diff --git a/anp-rnn_1d_regression.ipynb b/anp-rnn_1d_regression.ipynb index 0839863..3c565d2 100644 --- a/anp-rnn_1d_regression.ipynb +++ b/anp-rnn_1d_regression.ipynb @@ -19,11 +19,11 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:25:35.174462Z", - "start_time": "2020-02-15T07:25:34.779250Z" + "end_time": "2020-02-22T11:08:14.089099Z", + "start_time": "2020-02-22T11:08:12.000Z" } }, "outputs": [], @@ -34,31 +34,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:25:36.346691Z", - "start_time": "2020-02-15T07:25:35.179568Z" + "end_time": "2020-02-22T11:08:14.090488Z", + "start_time": "2020-02-22T11:08:12.100Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/wassname/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['plt']\n", - "`%matplotlib` prevents importing * from pylab and numpy\n", - " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" - ] - } - ], + "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", @@ -73,11 +56,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:25:36.694442Z", - "start_time": "2020-02-15T07:25:36.350165Z" + "end_time": "2020-02-22T11:08:14.091848Z", + "start_time": "2020-02-22T11:08:12.300Z" } }, "outputs": [], @@ -90,11 +73,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:25:36.705379Z", - "start_time": "2020-02-15T07:25:36.697186Z" + "end_time": "2020-02-22T11:08:14.093430Z", + "start_time": "2020-02-22T11:08:12.400Z" } }, "outputs": [], @@ -112,11 +95,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:25:36.713489Z", - "start_time": "2020-02-15T07:25:36.707897Z" + "end_time": "2020-02-22T11:08:14.094799Z", + "start_time": "2020-02-22T11:08:13.100Z" } }, "outputs": [], @@ -130,11 +113,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:25:36.728473Z", - "start_time": "2020-02-15T07:25:36.716034Z" + "end_time": "2020-02-22T11:08:14.096216Z", + "start_time": "2020-02-22T11:08:13.300Z" } }, "outputs": [], @@ -178,11 +161,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:25:36.751749Z", - "start_time": "2020-02-15T07:25:36.731229Z" + "end_time": "2020-02-22T11:08:14.097544Z", + "start_time": "2020-02-22T11:08:13.500Z" } }, "outputs": [], @@ -237,11 +220,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:25:36.766492Z", - "start_time": "2020-02-15T07:25:36.754081Z" + "end_time": "2020-02-22T11:08:14.098831Z", + "start_time": "2020-02-22T11:08:13.700Z" } }, "outputs": [], @@ -261,11 +244,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:25:36.785131Z", - "start_time": "2020-02-15T07:25:36.768617Z" + "end_time": "2020-02-22T11:08:14.100240Z", + "start_time": "2020-02-22T11:08:13.900Z" } }, "outputs": [], @@ -298,11 +281,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:25:36.801615Z", - "start_time": "2020-02-15T07:25:36.790136Z" + "end_time": "2020-02-22T11:08:15.343465Z", + "start_time": "2020-02-22T11:08:15.336096Z" } }, "outputs": [], @@ -326,11 +309,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T10:06:22.218184Z", - "start_time": "2020-02-15T07:25:36.804556Z" + "end_time": "2020-02-22T11:08:19.926852Z", + "start_time": "2020-02-22T11:08:15.750047Z" }, "scrolled": true }, @@ -339,13 +322,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "runs/Feb15_15-25-36_mjcdesktop-anp-rnn_1d_reg\n" + "runs/Feb22_19-08-15_mjcdesktop-anp-rnn_1d_reg\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "98430dff55f248338445fec90252e4b1", + "model_id": "d17e020b94c74657ae72cc1e093513d8", "version_major": 2, "version_minor": 0 }, @@ -359,7 +342,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4a163f51ed54410fb8d17284d19f8d9b", + "model_id": "b1bc6382051e4249a0438c33b98edd88", "version_major": 2, "version_minor": 0 }, @@ -375,12 +358,12 @@ "output_type": "stream", "text": [ "\n", - "train: 0 loss= 1.194 val_loss= 0.9067\n" + "train: 0 loss= 0.8032 val_loss= 0.965\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAcSUlEQVR4nO3de3yU1Z3H8c8vIQkJMShqweKdoLW6qMCqVVaQS5WCl1XEqiDuavFSa6kKaumuaUWtu0WqVWvbWMoKr3oBt2gRVGRRq4UtWMSVVhRBLhJQgpAQEpLJ2T9mMoZhApnJPJPMnO/79ZoXyTPznHMSx++cnOec85hzDhERyW457d0AEREJnsJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7CVjmdk6MxuagnKuNbM/JXiOM7PSyNdlZjazre2IU8cPzKzCzHaa2W/NrCDVdYg/FPYi7czMOsU5dj5wFzAEOAY4HvhxmpsmWURhLxnJzJ4CjgZeNLNqM5sUOX6Wmb1tZl+Y2btmNqjZOdea2cdmVmVma83sajM7CXgC+EaknC8SbMcFwA+BKyLnvxs53tXMnjSzzWa2ycymmFlus3a8ZWbTzGwbUBan6HHAk865951z24F7gWsT+y2JfGmfHoVIJnDOjTWzfwKud84tBDCznsA8YCywgHCveI6ZfQ2oAR4B/tE594GZHQF0c879zcxujJQzIIl2LDCz+4FS59yYZk/9DtgKlAJdgD8CG4BfRZ4/E3ga6A7kxSn6ZGBus+/fBbqb2aHOuW2JtlNEPXvJJmOAl5xzLznnGp1zrwLLgG9Fnm8ETjGzQufcZufc+0E0wsy6R+qc4Jzb5ZzbCkwDvt3sZZ86537hnGtwzu2OU0wxsKPZ901fHxREmyX7KewlmxwDXB4ZwvkiMiQzADjCObcLuAK4EdhsZvMiPf6g2pEXqaepHb8CvtLsNRsOUEY1UNLs+6avq1LWSvGKwl4yWeyWrRuAp5xzBzd7dHHO/RTAOfeyc24YcATwd+A3LZSTinbUAYc1a0eJc+7k/ZwT633g1Gbfnwps0RCOJEthL5lsC+FZKk1mAhea2flmlmtmnc1skJkdaWbdzexiM+tCOIirCQ/rNJVzpJnlt6Edx5pZDoBzbjPwCjDVzErMLMfMepnZwATK/C/gOjP7upkdDPyI8HUAkaQo7CWTPQD8KDJUcodzbgNwMeHZMZ8R7mFPJPw+zwFuAz4FKoGBwE2RchYR7klXmNnnAGb2QzOb38p2PBf5d5uZvRP5+hogH1gFbAdmE/6LolWccwuA/wD+B1gPfALc09rzRWJZUDcvMbNRwJVAf8JjleuB54H7nXMadxQRSaMgw34J4YCfC2wETic8n/jvwNnOucaWzxYRkVQKMuwPd859FnPsGmAGMMQ5tyiQikVEZB+BjdnHBn3EXyL/9gyqXhER2Ve6L9A2zUb4W5rrFRHxWmDDOPtUFF7K/lfg3chc53ivGQ+MBygsLOx31FFHJVVXY2MjOTmaaCTB0PtLgtTW99fq1as/d84dHns8LWFvZsXAYuCrwBnOuY0HOqd///5u2bJlSdW3ePFiBg0alNS5Igei95cEqa3vLzNb7pzrH3s88I3QzKwQeJHw4peBrQl6ERFJrUDD3szyCC8m6Q8Mc869F2R9IiISX2BhH1k6PgsYDIx0zi0Jqi4REdm/IHv2jwGXA/cBu8zsrGbPbdRwjohI+gQ5pWB45N/JwJ9jHtcHWK+IiMQIrGfvnDs2qLJFRCQxmiwsIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYi4h4oFN7NyDVGhuhoQG2bm3vlki20vtLguRcMOVmXdiHQlBbC6tWtXdLJFvp/SVBamwMplwN44iIeEBhLyLiAYW9iIgHFPYiIh5Q2IuIeEBhLyLiAYW9iIgHFPYiIh5Q2IuIeCDrVtC2xaZNa3j22aksXDiT3burKSwsZujQMYwefTs9e/Zq7+aJiCRNYR+xdOl8yspGUV9fTyhUD0BNTRXz5pWzYMF0+vYdwsqVb+hDQEQykpdhH9uDLygoor6+jlCoYZ/XhkLh8F+yZF70WNOHwCuvzKCsbDZnnjk8nc0XEUmYd2EfrwdfW7sr4XKaPgQmT76QvLzO1NXVqMcvIh2WVxdoN21aQ1nZKGpra6JB31ahUIja2l0456I9/uuv78PSpfNTUr6ISCpkfdhv2rSGadNuZsSIEsaMKaW2tibQ+kKhempraygrG8WmTWsCrUtEpLWyOuyXLp3P9df3Yd68cmpqqtJad319Pc89Ny2tdYqItCRrwz6IIZtEhEL1zJ37GCNGlDBt2s3q5YtIu8qasF+zZg0333wzhx5awkUXDWbcuJOoq9vd3s3SOL5IB/fFF58xbdpNPProBCorK9q7OYHJirCfP38+ffr0oby8nKqqKpxzhEL1uKBu5pggjeOLdFxFRSW89dZcnn/+EfLyCqLH//znP7JkyUs0NKR/ZCAIGR/2a9asYdSoUdTU1FBf3/b/KLm5uRQWFmOWQ1FRCWedNZL8/EJyc/PaXLbG8UXaVygUYsGCGUyadEE0xPPzC5g48UluueVhDjrokOhrp0+/h7vvHsHChbPaq7kplfHz7KdOnZqikM8jLy8v7iKpTZvW8Nxz03j11aeaLcKqjbsIa39CoXpeffUpJkx4tM3tFZHEmRlPP/0ffPLJKhYvfo6hQ68C2Of/eeccZ531Lbp168HQoVdHj+/cWUlJSbe0tjlVrKMMdcTq37+/W7Zs2QFfV1JSQlVV22baFBWVMGzYWC6//AetXgwVb3FWa5jlsGhRKNmmSgdQXb2Y4uJB7d0MSdJbb71AVVUlQ4ZcRV5efqvPq6vbzdixJ9C7d1/uvnsGxcUHB9K+UGgxQ4YMSvp8M1vunOsfezzje/bV1dVJn9u5cxHl5SuTWu165pnDKS9fGe3x19TsbNV5zjUyeHCOVtuKpMmKFYvZtGkNI0ZcB8A551yUVDmrVy+nqmo7n322gaKikujx2bN/zjHHfJ2+fQeTm9txI9XLnv3+hmySNW3azcybV55QLz+Idkjw1LPPHBUV67jmmhMJhRp45JE/cfLJ32hTeZWVFezY8TnHHXdK5PstXHZZDwoLi3nxxS/Izc1tc5uD6tln/AXaMWPGkJd3oIunRqdO+dGLriNHjqe8fGVKA3b06Ntb0Y69aZaOSLB69DiWq6+ezMUXf5evfe2MNpfXrVuPaNADhEINXHrprZx//rho0Dvn+MMfHk/7Qs4Dyfie/Zo1a+jTpw81NS1vg9CW4ZpEJDuOn5ubx8iR43XhNg1Scc8C9ew7tm3bNrN9+xZKS08DiE7BNrO01P/qq7O4//4xlJaexq9//c5+621sbCQnZ+8+t3r2LejVqxezZ8+mqKhon551bm4enTsXUVY2Oy3j4k3j+CNHjqeoqASz1v16m1bbDh6coxW3AYrdPkOb12WfVauWMmZMb6ZMuSo6tdLM0hb0AMcddzInnNCPSy+9NVrvggW/49///TI++uhdIPwBNGfOI9x++5C0zePP+LAHGD58OCtXrmT8+PGUlJRgZoEN1xxIz569mDDhUebN28GiRaGE3mQKn+Dsb/uMpuG0u+76Fuedpw/cTFZaehrduvXgyCNPYNeu1k2aCKINjz++hAsuuDZ6bMWKxbz55vO8996fANi1ayfPPPOfrFixmCVLXkpLuzJ+GCdWfT28/HLH+TN7xIiSpMfu0jX8lI1ih2tycjrR2NjQ6lXV+7t4rmGcjmPLlvWUl/+QiROfJD8/vPq1qmr7XoujOoIVK16nomItffsO4StfOQqA9977E5WVFQwcOGqv12rqZYYaOnRMwrN0mjStuNVYfmLiXTtJ9Pe/v5vTjBx5Dr17B9FySYRzjn/7t3/mww/foXfvvowefRtAhwt6gNNOGwgM3OvYP/zDgLS2IdBhHDM7ysxmm9kOM9tpZs+b2dFB1tnRJDNLp4nG8hOX6t1O492c5nvfu15DbB2AmXH77b/mjDMu2GvIJBNVVKzj0UcnEAoFt+AysLA3syJgEfA1YBwwFugN/I+ZdQmq3o6mZ89elJXNpnPnoqT319FYfus9+2xqts9oSShUT11drabLtqM9e+qiX594Yj8efHB+xm5hAOEZOXfeOZw5cx5m9uzg9s4Ksmf/HeB44BLn3B+cc3OBi4BjgBsCrLfDSXaWTizNy99X8zuRDR6cwwsv/DIt9y/QpnbtY/Xqdxg7tjcrVixu76akTE5ODrfe+igDBlzC8OH/Glw9gZUcDvYlzrmPmg4459YCbwEXB1hvhxQ7S+eii25KuqdfW1vDmDGl3g/txJtKmS5Nm9pJei1cOIutWzcwd+4v27spKdWv3xDuvfe/A/0LJcgLtCcDc+Mcfx+4PMB6M8Lo0bfzyisz2tQLbRraWbBgOn37DmHlyjeSXiiUaZqPzbeX3buT35dJknPjjf/JEUccz8iR32nvpmScwKZemtke4CHn3F0xx6cAdznn9vmgMbPxwHiA7t2793v66acTqnPHjk5cd90/Rnp46VtEkaw9e16muvpKoD7ySKU8II/i4t+Tn39+istuf7t23Upd3XSS+70Z4X5O237nZiV067a1TWV0BM414twWIIecnO7t3Zx9hEIfkZNzNGat36EyszUyefIHnH76F0mdfd5558WdeolzLpAHsAf4aZzjU4CGA53fr18/l6itW52DTHt85OC7Dkoc5DggxY9cB10cmIODHNwUqbO9f+62Pg5qw++kqNnv4KXI93kJlpHn4FAHDzsIdYDfR7zHXx08EdO+mQ4mOviw2bEHIz/TDzpAm2Mf70V+zxc62N0B2pOex/z5CcdfFLAsXqYGOYyzHYg34bVb5LmU69YN1q6F119/m6Kis4OoIgC9gEcjDygvv5nXXktuXn58IWBX5OsqcnPL6dRpBrfdNpvTT8/cnTavuKIa5xI7Jzc3j06d8iI/e9Pw1nAqKlYyb9403njjKWprq8nPD9+cprGx5ZvTdOpkNDRs44QTnubee79HGlfjU1Ozk8LCg/a7Oruy8lNuuqkfzjUyc+Y48vM7AzB16n+zdOkcJkzoz9lnlwLw9tvH8OSThzFoUC5jx6blR2i1jz/ew5Qpjt69Q0ycmEMnD1YGhUJ/ZtCgtu3OGU+QwziLgHzn3ICY44sj9Q7c3/nZsoI2UZs2reH66/sEPhad6atzE1mZbBa+f0AiN6hpaVO78AdGLmVlc2ho2ENx8SGRBTPh7W6fffZnXHbZ9zn88COT+8Hi2LFjG127Hhr9/qabzmD79i088MC86A6Mu3dXs3z5QgYMuCT6ugcf/BdCoQbuuOM30bB/443n2bhxNWecMZzS0lMBcM7t88FRWVlBt249UvYztMX69R/QvfvRFBQUtndT0iITV9C+APzMzI53zn0cacSxwDnAXfs5z2tN8/KT2T0zEbW1u7n22pMIhRoy5oJu8y0QWhP0bdlNNPbmNE0XvocNG8uIEd+gd+9v7XPOnDkP88wzP+PTTz/mJz+ZAxC5daUltc/5rl07ufPOC9iw4QOee24T+fmd2bOnjoqKdVRVbadHj2Ojr3344Vt4+eUZ/O53qzjmmJMAuPPO6fuUee65l+5zrHnQh0INPPbYbSxcOJMnnljGV796fMLtbqutWzdQUbGOPn3+CYCjjz4x7W3IRkFOvfwNsA6Ya2YXm9lFhGfnbAB+FWC9GS92Xn4wHA0N9TiXGQu2YqdZtkZeXh6XX/6DpOuMnS47b94OJkx4lCOO6Bn39QMHjmLgwMu54oo7oseWL3+Niy8+lCeemBQ9FgqFqKzcQmNjY/TYnj21LFr0DLNmPRA91qVLCXv21NLQUM/atf8HhG+OPWdOBdOnv09hYXH0tatXL+eUU86htnYXbWGWw5Yt69i9u5rVq5e3qaxk7NixjdtuG8zEid9k5co3015/Ngt0I7TI1gjTgGGEp0C8Bkxwzq070Lm+DuPEk66hHeiYwzuJ/vxB3wEskY3QZs16gPLyH/Ltb0/ihhseBMI/z5gxpfTsWcrMmR8C4fubjhzZlVCogRde2E5xcVcgPIRx+OFHUli4/0XnO3Z8TteuhyX/QzVTXf0FGzas5qST2n6zj0Q1Njby0EM3sHr1cqZOfa1D7nMTtEwcxsE5tx64LMg6fJCuoR3omJuvJbIFQjI3jw/S1VffzZAhV+01jFNdvZ2Skm4ccsiX0xwLCgq55JLvUlJyKI2NX+6P0tohjFQFPUBx8cF7BX1DQz2dOiW3ADBROTk53Hbbr9i9u5ouXYL6q9ZP2uI4g2zatGafMeQ+fc7lnXdeIxRqSNmHQFFRCfPm7UhJWanQ2oux6Wp3qrY4TmeIJmvVqqVMmXIlF154A1deeWcgdWzevJZZsx7g1lt/Ed2m2GcZ2bOX1GoaQ47tdcd+CBQUhKcOhi8OJq6mZicjRpS020Xb2L3oW9shybQVrR096AHefPN5Nm9eS2XllkDKd85xzz2j+PDDd+ja9TC+8537A6lHsuROVb6LvZA4f34V9933Qpt22myvi7Zt2e+m+QVLSY3x43/Kz3/++l4Xuv/3f19m4sRvRm+xB+G/UpK5vZ6ZMWnSbzn77Iu46ipN0guSwj5LxdtpMzc3L6HbJDbtsjl58oUMH14c+L76bdmLPjc3j2HDOtiKoCxgZpx66rnRuysBzJ37OMuWvcoHH/wlemzp0vkMG5ZPWdne216tX//3vfZo37ZtM/feexV33DEseqy09FTuu2+uxugDprDPYrE9/hkz/pbUwpR4N/BIRY8/dnviceNOoq5ud1JltXWapbTenXdOZ/z4B6MLuiD8l2BOTg4FBUXRY1VV2xk37iQuvbR7NPCLiw/m7bfnsnz5QiorK9Ledp9pzN4jqZrV03TLvrKyUUlP00zFrQNh72mWHWH2jQ9KSrpx5ZWT9jo2bNjVDBlyJfX1X95YZOvWDfTocSyHHnpEdDZSQUEhkyfP4rjjTukwK3R9oZ69Z1K5YCvZG3ik4taBZjkUFZUwcuR4ystXBjKfXhIT7tl/+Zdjr159+P3v1/LQQ4v2et2AAZfQs2dpupvnPYW9h5oP7xQVHZR0OcnewKOttw4sKirZa0WrevQdW9O+PNK+FPaeGzp0TNIzdiC56Y4LF85MukevC7EiyVHYe2706NvJy0s+7J1rPOAsndgLsa3d2yYeXYgVSY4u0HouFRdtm8/Sib1FYn5+5+j862QXeYEuxIq0lXr2EndOfufOxeTmJtYXCIXq2bOnliVL5kUXRNXV7Y5s5ZBo0BudOuXrQqxIiqhnL0D8rRhauoFHOnTuXNjhdt8UyWTq2UuL4vX4g5abm0fnzkUarhFJMYW97FfsKtxEtltIhIZrRIKlYRxJSGFhcZtm08TT0bZUFslG6tlLQto6Lz+W5s2LpIfCXhLS1nn5sTRvXiQ9FPaSkKZ5+W3ZKx90IVYk3RT2krB4s3SKiko466yR5OcX7vMhkJPTidzcXAoKinQhVqSd6AKtJKW1t0gsLCzuUDcAF/GVwl5SqqUPARFpXxrGERHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPJB1i6pyciAvD448snWvD2h79ijngi1f0m/Nmta/v0QStX59MOVmXdjn5kJBAZSWtndLJFtt3Kj3lwRn48ZgytUwjoiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4oFAwt7MTjCzh81spZlVm9lmM3vBzE4Noj4REdm/oHr23wTOA2YAFwI3A4cDS8ysX0B1iohICzoFVO7TwGPOOdd0wMwWAeuA7wPXBFSviIjEEUjYO+c+j3Nsh5mtBnoGUaeIiLQsbRdozawbcArwt3TVKSIiYUEN48TzC8CAn7f0AjMbD4yPfFttZh8kWddhwD5/XYikiN5fEqS2vr+OiXfQmg2rt8jMhgKvtqKS151zg+KcfzdwP3Cdc+63rSinTcxsmXOuf9D1iJ/0/pIgBfX+am3P/m3gpFa8rib2gJndSDjof5SOoBcRkX21KuydczXA3xMt3MzGAo8DU51z9yV6voiIpEZgF2jN7J+B6UC5c+6OoOppwa/TXJ/4Re8vCVIg769WjdknXKjZucArwPvA94DGZk/XOef+mvJKRUSkRUHNxhkMFAB9gbdinvsEODagekVEJI5AevYiItKxZPWul9qQTVLFzI4ys9lmtsPMdprZ82Z2dHu3SzKfmY0yszlm9omZ7TazD8zsATM7KKX1ZHPP3sxuIbxIawbwDnAwMAk4DRjgnFvejs2TDGFmRcC7QB3wI8ABU4AioI9zblc7Nk8ynJktAdYDc4GNwOlAGeEZkGc75xpbPjuBerI87A8DtsVsyNaV8IZsLzrntCGbHJCZfR94CDjROfdR5NhxwIfAJOfcQ+3ZPslsZna4c+6zmGPXEO6kDnHOLUpFPVk9jOOc+9zFfJo553YA2pBNEnERsKQp6AGcc2sJTz64uN1aJVkhNugj/hL5N2U5ldVhH482ZJMknAz8X5zj7wNfT3NbxA8DI/+mLKe8C3tasSGbSIxuwPY4xyuBQ9LcFslyZtYT+Amw0Dm3LFXlZlTYm9lQM3OteCxu4fy7gauAW5r/SS4i0hGYWTHhC7UNwL+ksux0bnGcCtqQTdrDduL34Fvq8YskzMwKgReB44GBzrmNqSw/o8JeG7JJO3mf8Lh9rK8Dq9LcFslCZpYHzAb6A8Occ++luo6MGsZJRjtvyCbZ4QXgLDM7vumAmR0LnBN5TiRpZpYDzCK8zcwlzrklgdST5fPstSGbtJmZdSG8qGo3Xy6quhc4iPCiqup2bJ5kODP7JXAjcB/wx5inN6ZqOCfbw74MuKeFpz9xzh2bvtZIJotsjTANGEZ4NtdrwATn3Lr2bJdkPjNbRwu3EgR+7JwrS0k92Rz2IiISlvVj9iIiorAXEfGCwl5ExAMKexERDyjsRUQ8oLAXEfGAwl5ExAMKexERD/w/vFY3kFu461AAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -392,7 +375,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAENCAYAAAAIbA6TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAfT0lEQVR4nO3deXxU1f3/8dcnQ8hC2FQEjSiLiAUFEcSt37IIFS24fRGXL6Cipe6iqFVEjYCtrcW4axWtC/anQnFBpKICtiqgqAUFwRoEBAQFMRBCIMv5/TFJTEKWSTKTycx5Px+PeSRz5t57TnB8z51zzj3XnHOIiIg/EqLdABERaVgKfhERzyj4RUQ8o+AXEfGMgl9ExDMKfhERzyj4xTtm9riZ3R7tdohEi4JfYoqZrTWzQfU5hnPucufc5DC1x5nZ4cW/Z5jZ9HAct0Id15vZZjPbYWZPm1lSuOsQvyj4Ja6YWZNot6GuKmu7mZ0K3AKcAhwGdALuauCmSZxR8EvMMLPngUOB2WaWY2Y3m1mH4rPuS81sPTC/eNsZxWfJ2Wb2LzPrXuY4z5jZlOLf+5vZBjMbb2bfm9l3ZnZJHdo2BJgAnFfctmXF5S3N7Kni4240sylmFih+7WIz+8DMMs1sG5BRyaEvAp5yzq1wzm0HJgMX17Z9ImUp+CVmOOdGAeuBYc65NOfcn8u83A/4BXBq8fO5QBfgQOBT4IVqDt0OaAmkA5cCj5hZ61q27Z/AH4CXitvWs/ilZ4AC4HCgF/Br4LIyux4PrAHaAndXcujuwLIyz5cBbc1s/9q0T6QsBb/Eiwzn3C7n3G4A59zTzrmdzrk9BM+ke5pZyyr2zQcmOefynXNvAjlA1/o2yMzaAqcD44rb9j2QCZxfZrNNzrmHnHMFJW2vIA3ILvO85Pfm9W2f+Ctm+0NFKvi25JfirpS7gXOBNkBR8UsHUD5ES2xzzhWUeZ5LMHDr6zAgEfjOzErKEsq2tcLvlckBWpR5XvL7zjC0TzylM36JNVUtJ1u2/ELgTGAQwS6cDsXlRmRVbNu3wB7gAOdcq+JHC+dc92r2qWgF0LPM857AFufctvo3V3yl4JdYs4XgzJbqNCcYuNuAVIJ97w1hC9DBzBIAnHPfAfOAqWbWwswSzKyzmfWrxTGfAy41s25m1gqYSHDcQKTOFPwSa/4ITDSzn8zsxiq2eQ5YB2wEVgKL61qZmU0ws7khbj6j+Oc2M/u0+PfRQNPidmwHZgIHhVp/8aDxn4EFBAe21wF3hrq/SGUsUjdiMbPhwAVAH4IzK9YDs4A/OOfUPykiEiWRDP7FBMP+NWADwalsGcAq4CTnXFHVe4uISKREMvjbOOd+qFA2GngWOMU5Nz8iFYuISLUi1sdfMfSLfVz8Mz1S9YqISPUaenC3ZDbDlw1cr4iIFItYV88+FZmlA58By5xzg6vYZiwwFiAlJaV3+/bta1VHUVERCQmaqCTRofefREvZ995XX3211TnXprrtGyT4zSwNWAgcDPR1zm2oaZ8+ffq4pUuX1qqehQsX0r9//7o0UaTe9P6TaCn73jOzT5xzfarbPuJLNphZCjCb4EU3/UIJfRERiZyIBr+ZJRK8YKUPMNg593kk6xMRkZpFLPiLL1t/ARgIDHXO1fnqSRERCZ9InvE/QnB1xLuBXWZ2QpnXNqjLR0QkOiI5BeG04p+3AYsqPC6raicREYmsiJ3xO+c6ROrYIiJSd5p0LCLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeKZJtBsQbkVFsHVrtFshPioogO+/j3YrJNa1agVNm0a2jrgL/sJCWLky2q0QH+Xl6b0n9dejB+y3X2TrUFePiIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp5R8IuIeEbBLyLiGQW/iIhnFPwiIp6Jm+DPysoiMzOT/fdvwcCBCfzmNy3IzLySjRuzot00EZFGJS6Cf+7cufTo0YM5c+awc+dOnHPk5u5kzpxpXHZZD5YsmRvtJoqINBoxH/xZWVkMHz6c3NxcCgsLy71WWJhPXl4uGRnD63zmv3FjFpmZV/Kb3+ibhIjEh5gP/qlTp5Kfn1/tNvn5+cyYkVnrYy9ZMpfLLuvBnDnTyM3VNwkRiQ8xH/zTp0+vMfgLC/OZN+9ZsrO3UVRUFNJxN27MIiNjOHl5uRQWlj9+OL5JiIhES8wHf05OTkjb7d6dw1lnHcCKFR+Wli1cOIPJky/g/fdfLbfdF198yLPPZkTsm4SISDTFfPCnpaWFtF1CQoC0tFa0anVgadmqVR8xf/6LrF+/qrRszZrPueaak3n33b/vc6ZfUWFhPm+//XzdGi4iEiUxH/wjR44kMTGx2m0CgUSGDbuc2bO30779EaXlv/71aCZMeJ4TTxxaWmaWwC9+cXzIXUK7dwe/cWgQWERiRcwH//jx42sM/sTERM499/p9yjt1OprBg0fSseNRpWXduh3Po48uJjW1eUj1JyenahBYJAZs3rxun5l/vor54O/cuTMzZ84kNTWVQCBQ7rVAIJHk5FQyMmaSnt65VscdNGgkgUD1HygQ7O65804NAos0Zt98s4Irr+zLn/50cWn4b9v2Ha+++ig//rg5yq1reDEf/ACnnXYay5cvZ+jQobRo0QKzBFJTWzB06FimTVvO8cefVutjjhhR8zeJQKAJhx3WnYICDQKLNGa7dmWTl5fL9u1bSk/QFi6cwQMPXMX9918Z5dY1vLgIfgie+Y8bN46tW7OZP7+QOXOyGTfu4Vqf6ZdIT+9MRsZMkpNT9znzL/kmcffdr7Nx4381CCx1onGhhnPUUSfxwAP/YsqU12jaNBmAQw89kpNOGsYpp1xYut2aNZ9z3XX9eOut56LV1AYRN8EfCccffxrTpi1n6NCxpKZW/k2iZHC3JqFuJ37QuFDkff31MlauXFL6vEuXXiQlpZQ+P+64X3P33a/Tr9/w0rKFC2ewfPm/+OKLDxq0rQ2tSbQb0Nilp3dm3LiHGTfu4UpfT0lJIzd3Z43HSUkJbdqpxL+yFwdWVFiYT2FhPhkZw5k2bXmdv7H6buPGrxk/fiCFhQU89NCHdOzYPaT9RowYT/v2R3DYYd1KywoLCzBLICEhfs6T4+cviZJQBoEDgUQGDx7VQC2Sxu7llyO3zIgEtWvXgV69TqFnz36kpx8e8n5paS0ZPHgkRxxxLAAfffQWY8YczcKFMyLV1KhQ8NdTKIPAVU0nFT+98850jQtFWCDQhIkTXyAjYyZNmybV+Thbtqxj/fpVzJ37VBhbF30RDX4za29mM80s28x2mNksMzs0knU2tOoGgSH4BqzLdNJYUJfBSQ1ohj7eo3Gh2snN3cnLL99XOsuuSZNEEhOb1uuYp58+hptueoo//OGNcDSx0YhY8JtZKjAfOBK4CBgFdAEWmFmzSNUbDZUNAqekpNGly7E88cRndZpO2tjVZXBSA5pBoY73pKSkcf/9V/Hxx/Mi3KL48Ne/3sxjj43nL3/5bdiOGQg04fTTx9T7A6SxieQZ/2+BTsBZzrlXnXOvAWcAhwG/i2C9UVEyCDxnTnA66Ztv7uSJJz6hU6ejat45xtRl5dJQ9rnjjnO8OPMPdVzowAPb89prj/Lmm/HVzRAp/fuPoH37rpx33o0ROf7evXnlZgnFskgG/xnAYufc1yUFzrlvgA+AMyNYb6NTUJDPihWLot2MsAl1cPKZZ+5k0aI3WLfuy5D22bs3j4cfHhfOpjYq+fl72bp1U8jjQjfc8DhjxkzmtNPGALB+/Soeeui6kNeR8k2vXgP4299WlFuCJVyys7cxenRXbrppMD/99EPYj9/QIhn83YEvKilfAXSrpDwu5eXlcsUVfbn++gF8++1X0W5OnZXtm3/99cdCGpx8772ZTJgwjHnzngtpQBNg8eI34vKsf+/ePG6//WyuvfaXNG2aVOPFgRkZMzn66F8yatRE+vY9lYKCfG655XRmzXqQWbMeLLfP999/y8UXd2fChGFs2/ZdQ/5ZjcL27d+X/l5x2ZZwadlyfzp06E67dh3iYokHc85F5sBme4H7nHO3VCifAtzinNvnGgIzGwuMBWjbtm3vF198sVZ1btq0h2uv7U+E/qQ6y8n5Lfn582nSpA/5+fOBHCCNpKQLSE6+jkCgcQ/87t37Fjk5FwD5xY9QGYmJQ2ja9Cx27bocCO0/TFLS70hLe6AOLY22Iqo6lyoq2sGOHadTVPQNLVrMpUmTHhQWZrF794Ps3fv/cG4nZs1p2vQCUlKurfQ9kZ+/gLy8aaSlPYFZMwoL12OWglkLduwYSkHBv2nZ8jOaNPlFhP/OxiM/fz47dpxDaupkUlKuiWhdRUXbMGuFWWQ+XEqYwYQJX9Kr108h75OTk1O6RP2AAQM+cc71qXYH51xEHsBe4J5KyqcABTXt37t3b1dbr7zyvgPXCB8zHKQ6SHQE06/4kVhc/mYjaGNVj6+L20gdHi3KHKd5HfeLp8c2ByvCdKx5Dlo6OMNBkYNNDmZV2Kawmv2LGsG/Rzget7nge2ZyI2hL+B5z59Yu+xYsWFD6O7C0pnyN5JW724HWlZTvV/xa2DVvns8338DHH0fi6HWzeXMWN910EXv27HuVZskZdFLScO69dznt2jWOM//Nm7N4442p/Pvf09m9u+arkisTCCQyaNAoLr00+HzatJHMm/dYSPua5fDSS3WqNqp27VpEs2Ynlnn+E0uW/IOBA4v/Ediv+FF/W7d25cYboVs347rrdpOUdBBwdunrn3/+Li+88HuuvfbvHHzwEfvsf//9F7Jly9eMGfMwXbocH5Y2RccUVqwYRNeuJ9OkgdYhyMvLYebMyQwZcjUHHNA+bMctKiokISHAkUdCly5hO2ylIvlPtYJgP39F3YCVkagwEID0dFi7NhJHr5vp06fWuHpnQUE+776bWeWyEA1pyZK5ZGQMJz8/P6Q++aokJiYyatT1tGkTfD569PiQg9+5Is47LzgldtCgkYwYMT4mroNISdlDyQ3hCgsLueOOU1m16iOaNs3j7LOvCmtdbdocypNPfspBB3XEzMq95pzjlVfuZM2aT1i27CV69rx9n/2zshaxZcs60tNblP43evnlqcyf/yLnnXcTAwaMCGt7wykz80o6dOjGiScOo127w+jfv3+D1n/ffTcye/Zf+emnLO66a2ZYjllUVMTVV59M9+4nce+9GSQntwjLcasSycHd14ETzKxTSYGZdQBOLn7NC7F0lWZ1Uy5DVdU9ENLTO3PCCb8J+TjOxfYc/0AgwDnnXEP79kdw0knDIlLHwQd32if0AcyMP/5xDmPGTOb//u9WIPhBNH/+S6UzgqZNW0Zm5gIOOeTnbwNffPEhq1cvZe/evNKy//xnIZdffhwvvfSXiPwNZRUWFpKTk136PDt7K1deeQIXX1x+LkhW1n948MFreOyx8RFvU2VGjZpIr14DuPDCW8N2zBUrFvHll0t4770ZNG0a+WsGIhn8TwJrgdfM7EwzOwN4DfgW+GsE621UYuUqzY0bs5g48cxKFw4LVU33QLj66gdo2jSlkj2rFss3sxk8eCTTpi2nbduGv1g9La0lo0ZNJBAIfqlfvfpjJk8+nylTLix9/Zhj+pebBXPzzU+TmbmAvn2HlJatXLmY1auXsmXL+tKyHTt+5PLLj+ORR26oU9t++ukHVqxYxObNa0vLliyZy+mnp3HPPReV+Rtak5W1jHXrviz3gXDJJZP405/+yW23Ta9T/fXVps0h3HfffLp27R22Yx599Mk8+eRn3HjjNJKTk8N23KpELPidc7uAgcBXwPPAC8A3wEDnnDfXotfmKs1oKbmidu3aFXXaPxBI5Mwzr6rxHgjp6Z2ZNOkfVS5vUZ1YWLTs++83c8MNp7B587rSsvqsExNOH388j0CgSbWLBZZ8GLRufWBp2ZlnXklm5gKGDfv5msv//vdTVq9eysqV5a9Nuf32s8nMvIKcnJ9nozzzTAYTJgxj06Y1pWUzZtzH1VefxLx5P3/L3X//g9m7N4+dO38sLQsEAjz44L+ZNWsLzZr93PXRu/cg+vY9tXRd/Wj78cctdd637Lerww8/hr59Tw1Hk2oU0bV6nHPrnXP/65xr4Zxr7pw7yzm3NpJ1Njah3sIxWss6VLdEcKhqswhdZctbhKKxdIdV55lnnuCzz+bz+OM3Rbsp+xg1aiIzZ27ixBND724DaNasBccc07/cssbdup1IZuYCxoyZUlq2c+d23n//Vf75z2fKncT85z8LWbToDb777pvSsvbtj6Rr1z60aLF/aVnHjt2ZPfsnHnjgX+Xq79q1D61bH1hpl1a0Oed4/PGbOP/8w8jKWl7r/bdsWc+556bz9NO3UzzjscFoPf4IGzFiPPPmPVttn3lCQgKXXDKpAVv1s1CuqK1KIJBIYmJirRehq3iPg4EDE0J644dy34NouuqqG2jV6gjGjr0n2k3ZR0JCAq1atQnLsVJSmnHMMf3LlSUnNyMzcwE//LChtHsJYOTI2xg+fBydO/coLRsy5CKGDLmo3P6BQBPS0lqGpX0NxczYuzePwsJ8li//d7m/MRQffPAaO3b8yKZNaxr8g03BH2Elq3dWNlOmJDhvvfV52rcPDrLt3r2L7OwfaNeuQ4O0L9QraiszdOhYzj33+nrPuAn1ZjbgOO20NPbsyW00M35+/HEzrVu3xcxo1iyNG254PGptiabExKb7fBgA9OkzuOEb04DGjJnCkCGXlK7fXxvnnHMNRx7ZN2wfyLWh9fgbQE23cPzVr84Bgl8dMzOv4LLLjuGjj95qkLbVZ1C5Pvc0LmvQoJFAaGc8eXm7Gs2Mn6+++pRLLjmK556bHJX6JfrS0lqWC/3adtl063Y8Bx/cqeYNw0zB30Aqrt5Z2UBofv5ecnN3UFCwlzZtDol4m3bs+LHOg8odOoRvIawRI8ZDiMs5lBXtGT/ffbeGnJztrFr1EYWFBQ1evzQuK1cu4eqrTyo3nlGZWbMe4uuvlzVQqyqn4G9EmjZNYvLkV3jssY/LDaZFYqrn9Ol3c9557TnuuFNrPcMG4JprwreWTvDDr+59nHl5uUyceFaDh3+/fsO59963mTRpVrl+bfHTk0/ewsqVi3nttfIXKpZdTXXXrh088sj1XHfd/5CdvbWhm1hKwd/ImFm50P/kk3e44IKOLFoU3jsAZWdvIy8vl3btOtS4RHBFl1xyF8ceOzCs7UlNrd901rVrv2iQbp/PPltQbmrisccOjLubdEjdTJ78ChdeeAuXXhqc7bR581rGju3NFVf0Ld2mWbMWdOp0NBddlEHLlgdEq6kK/sbunXdeIDt7K6tW1W8BouzsrWzY8N/S52PGTOL++9/j8svvrfbWkWV16HAUU6e+y+jRd9SrLZUJddprdSLd7fP55+/z+9+fxg03DCy3FLAIQFpaK3772z+Wngi0bt2WNWuWs2bNcvbs2V263T33vMmIEXW7+C1c9P20kbvppqfo3XswAwacV1rmnKvV9K+VK5dw662n065dRx59dAmBQICUlDR69vwV8PPg84wZmbz99vPs3p1DSkoagwePCsusnVCEMu01FCUXekVi3aPOnXty+OHH0KXLsVE9W5PYkJSUwsMPf8ihhx5JUtLPV6zvv/9BUWxVkM74G7mEhAQGDbqw9NL63bt3cf31A0pn/YRy8/KOHbuTnNyM5s1bl7uqsqxQBp8jqaab1ocqkhd6paY2Z+rUdxk37hESEvS/jtTsyCOPIzW1ebSbsQ+d8ceY2bMfZ9my98jO3kphYT6TJp1X7vqAkmmOb775FJMm/YMTTxxKSkoaDz+8iAMOOLhRXgFZorJvHklJqeTn59Vq1kw4B8Pfeus5Nm78mjFjghfYpaQ0C9uxRaJFwR9jhg+/nr1799ClS68ql1oo+RC4447/5ZlnVpKe3pk2bdIbuql1UvGqXvh5qehQl5UI17pHW7as5y9/uYyCgnz69BlMjx7/E5bjikSbvq/GmISEBEaOnMCHH86ucamFoqKiRr+wWShKvgmEeu1AuGYctW17KLfe+hy/+92fFfoSVxT8MSqUpRaKigoa/cJmoUpP78yUKa+SnJxa47Y9evyqXnWVHQcZOPB8zj+/8S26JlIfCv4YFSvr/IdTdQPAgUAiSUmpjBw5sdxKoc65kAbAS7Z99tm7GDPm6BqvvhSJZerjj1GhLmwWzXX+I6E2U09/+GED48b1Y+vWTRQWFpYbAH/99cd5/fXHACM1Nbjg2znnXMPSpW+zbdsmVq9eykEHdYzSXykSWQr+GDVo0EjmzJlWbXdPIJBY7Y03YlVlA8CVefLJ28pdZVueK/1ZMhNq3rxnueWW50hJmVjuLlQi8UZdPTFqxIjxNS61UJsbpMSj5OSUWt3oJS8vl3vuGU16epcIt0wkuhT8Maqm/u7Kbnjum3ff/TvOFdW8YRmxcItHkfpS8Mewmtb5j9btHBuLugxsx8ItHkXqS338MS7U/m4fhX5nr/LiaSaUSGV0xi9xq64rfsbbTCiRihT8ErdCGQCvKF5nQomUpeCXuFWXFT99nwklflDwS1yrOABecovHiquUaiaU+ETBL3Gv7L0GFiwoYvr0rznjjCs1E0q8pVk94h3NhBLf6YxfRMQzCn4REc8o+EVEPKPgFxHxTNwN7iYkwCGHRLsV4qOsLL33pP6SkyNfR9wFfyAAhx8e7VaIjzZs0HtPYoO6ekREPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc8o+EVEPKPgFxHxjIJfRMQzCn4REc9EJPjN7Agze8DMlptZjpl9Z2avm1nPSNQnIiKhi9QZ/6+BAcCzwDDgSqANsNjMekeoThERCUGTCB33ReAR55wrKTCz+cBa4DpgdITqFRGRGkQk+J1zWyspyzazr4D0SNQpIiKhabDBXTPbDzgK+LKh6hQRkX1FqqunMg8BBtxf1QZmNhYYW/w0x8xW17KOA4B9vm2INBC9/yRayr73DqtpYyvTDV/1RmaDgLdDqPw951z/Sva/FfgDcKlz7ukQjlMnZrbUOdcnUscXqY7efxIttX3vhXrG/yHwixC2y62kQZcTDP2JkQx9EREJTUjB75zLBVbV9uBmNgp4FJjqnLu7tvuLiEj4RWxw18zOBv4GTHPO3Ripeip4ooHqEamM3n8SLbV674XUx19bZvYrYB6wArgGKCrz8h7n3Gdhr1REREISqVk9A4Ek4FjggwqvrQM6RKheERGpQUTO+EVEpPGKy9U5tUicNBQza29mM80s28x2mNksMzs02u2S+GZmw83sH2a2zsx2m9lqM/ujmTUPaf94POM3s6sJXgj2LPAp0Aq4GTgG+KVz7pMoNk/ihJmlAsuAPcBEwAFTgFSgh3NuVxSbJ3HMzBYD64HXgA1ALyCD4OzLk5xzRVXvHb/BfwCwrcIicS0JLhI32zmnReKk3szsOuA+oKtz7uviso7Af4GbnXP3RbN9Er/MrI1z7ocKZaMJnuye4pybX93+cdnV45zb6ip8ojnnsgEtEifhdAawuCT0AZxz3xCc0HBm1Folca9i6Bf7uPhnjRkXl8FfGS0SJxHQHfiikvIVQLcGbotIv+KfNWacN8FPCIvEidTSfsD2Ssp/BFo3cFvEY2aWDkwC3nHOLa1p+5gIfjMbZGYuhMfCKva/FbgQuLrs13IRkVhnZmkEB3kLgEtC2achl2WuDy0SJ43Rdio/s6/qm4BIWJlZCjAb6AT0c85tCGW/mAh+LRInjdQKgv38FXUDVjZwW8QzZpYIzAT6AIOdc5+Hum9MdPXURZQWiRO/vA6cYGadSgrMrANwcvFrIhFhZgnACwSXxznLObe4VvvH6Tx+LRInEWdmzQhewLWbny/gmgw0J3gBV04UmydxzMweAy4H7gbeqPDyhpq6fOI1+DOAO6t4eZ1zrkPDtUbiWfHyDJnAYIKzxt4Fxjnn1kazXRLfzGwtVd9i8S7nXEa1+8dj8IuISNXito9fREQqp+AXEfGMgl9ExDMKfhERzyj4RUQ8o+AXEfGMgl9ExDMKfhERz/x/g5wtxvo/B1YAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -403,2661 +386,16 @@ "output_type": "display_data" }, { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b3d69eef145a4c2f854116ea2580d760", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 1000 loss= 0.06843 val_loss= 0.3942\n" + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 22\u001b[0;31m \u001b[0mdata_train\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdataset_train\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate_curves\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_x\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata_train\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mquery\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/data/gp_curves.py\u001b[0m in \u001b[0;36mgenerate_curves\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0;31m# [batch_size, y_size, num_total_points, 1]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 166\u001b[0m y_values = torch.matmul(\n\u001b[0;32m--> 167\u001b[0;31m \u001b[0mcholesky\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrandn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_batch_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_y_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_total_points\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 168\u001b[0m )\n\u001b[1;32m 169\u001b[0m \u001b[0;31m# [batch_size, num_total_points, y_size]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ae36be2aaf4e477a8db2636a5ffea2dc", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 2000 loss=-0.23 val_loss=-0.04989\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "03f484f3568b4da7a8f5bae97d941097", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 3000 loss=-0.8103 val_loss=-0.1836\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "80e41e773a444dcd921ed3ba3e87fa10", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 4000 loss=-0.8786 val_loss=-0.2029\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5d13ceef7eed4593949cb97cdd35f460", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 5000 loss=-0.8079 val_loss= 0.0879\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "26022d8903ac49ffb7099244e747f2fb", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 6000 loss=-0.5261 val_loss=-0.1047\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "87ffca8f4f6b4c52b0eaccdfa4ff7c4b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 7000 loss=-1.203 val_loss=-0.3966\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b0df65ce4a9d4e378ed13bb5c1cb5ee6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 8000 loss=-1.306 val_loss=-0.5159\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d730ba80771b4078aa436c908cf94fec", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 9000 loss=-0.003201 val_loss= 0.3222\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1334eb1b11f3495990fa14a90370f735", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 10000 loss= 0.1244 val_loss= 0.3631\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAENCAYAAAAIbA6TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXhU1cHH8e+ZyYQkhARB1qgsYRMkiKBWaRURrbiUaoNaX8BqLW1xKUi12FqbIortW4t9pdW+0lZFeVtJXYu+Vl+l1SJaUEBRVIKAIrIIhoTJMknO+8fJJJNkkkyWyXZ/n+e5z0zu3OUkDL977znnnmustYiIiHf42rsAIiLSthT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+6ZSMMfcbY37a3uUQ6YwU/NLmjDE7jDFTW7INa+33rLW3t1J5rDFmWOX7HGPMI62x3Yjtn2CMed4Yc8AYU+fGGWNML2PME8aYI8aYncaYK2p9fkXl/CPGmCeNMb1aY13xLgW/dDjGmIT2LkNz1VP2EPAY8O16VvstUAr0A/4DuM8YM6Zye2OA3wOzKj8PAr9rpXXFq6y1mjS12QSsACqAIqAQuBkYDFhcMO4C/lm57CrgMyAf+CcwJmI7DwKLK99PBj4BFgD7gD3AVU0okwWGAefhQjRUWbZNlZ+nA3+o3O5uYDHgr/zsW8C/gKXA5+Ey1bOfYe6/XI153Sv3OaLW3+iuyvd3AisjPsusXL5HS9Zt7++BpvaddMYvbcpaOwsX7hdZa1Ottb+M+PhM4Hjgq5U/PwcMB/oCbwKPNrDp/riAzsAdQH5rjDmqiWX7X1xY/qWybOMqP3oQKMMF93jgXOCaiFVPBbbjzqrvaMo+gRFAmbX2g4h5m4Axle/HVP4cLmMelWHfwnXFwzrtJbV0STnW2iPhH6y1fwy/N8bkAIeMMenW2vwo64aARdbaMuBZY0whMBJY15ICGWP6AecDPa21RcARY8xSYA6uGgXgU2vtvZXvy5q4i1TgcK15+bgz+vDntX/f8OflLVhXPEzBLx3Jx+E3xhg/7ux5BtAHVz0EcDR1wwzg88rQDwvigq+lBgEBYI8xJjzPF1nWWu+bqhBIqzUvDSiI4fOKFqwrHqbgl/ZQ35CwkfOvAKYDU4EduGqcQ4Cpu1qrql22j4ES4OhaB5aG1mmKD4AEY8xwa+2HlfPGAVsq32+p/BkAY8xQoFvlehUtWFc8THX80h72AkMbWaYHLnA/B1Jwde9tYS8w2BjjA7DW7gH+DtxtjEkzxviMMZnGmDNj3aBxkoDEyp+TjDHdKrd/BHgcWGSM6W6MmYQ74K2oXP1R4CJjzFeMMd2BRcDj1tqClqzb/D+PdAUKfmkPS4BbjTFfGGN+WM8yDwM7cb1o3qUFdfXGmB8bY56LcfFVla+fG2PerHw/Gxfa7+KuOnKBAU0owiBcL6bwmXgR8H7E53OBZFyPpP8Bvm+t3QJQ+fo9XIjvwx0Q57bSuuJRxtr4PIjFGJMNfBOYiOuVsQt3dnKnzjhERNpPPIN/HS7sn8L1sR4P5ABbgdOttRX1ry0iIvESz+DvY63dX2vebOAh4Gxr7Utx2bGIiDQobnX8tUO/0r8rXzPitV8REWlYWzfuhntCvNfG+xURkUpxq+qpsyNjMoC3cOOfnFPPMnNwd0SSnJw84dhjj23SPioqKvD51FFJ2oe+f9JeIr97H3zwwQFrbZ+Glm+T4DfGpAJrgIHAKdbaTxpbZ+LEiXb9+vVN2s+aNWuYPHlyc4oo0mL6/kl7ifzuGWM2WGsnNrR83O/cNcYkA8/gbtg5M5bQFxGR+Ilr8BtjAribXSYC51hr347n/kREpHFxC/7KW94fBaYAF1prWzRKooiItI54nvH/Fjey4h24oWy/FPHZJ6ryERFpH/HsgjCt8vUnwGu1pmvqW0lEROIrbmf81trB8dq2iIg0nzodi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY/pMsGfl5fH0qVLSUtLw+fzkZaWxty5c8nLy2vvoomIdChdIvife+45srKyWL16NQUFBVhrKSgoYPny5WRlZfHcc8+1dxFFRDqMTh/8eXl5ZGdnEwwGKS8vr/FZKBQiGAySnZ3d7DP/vLw85s6dqysJEekyOn3w33333YRCoQaXKSkJ8aMfLeXNN2HLFvjwQ9i1C/buhS++gGAQah0zgOorieXLl+tKQkS6jIT2LkBLPfLII40Gf3l5iGeffYhZs35Ojx5H4fNFP94lJEBiInTrBnv35vGNb2RTVBSss1woFCIUCpGdnc3mzZvJzMxsld9FRKQtdPoz/sLCwpiWKyoq5OtfP5otW9ZWzVuzZhW33/5NXn31SQDKyuDzzwt55ZW1/OpXOZSWNnxACYVCLF26tPmF97jycsjLgx07YPdu2LfPXYEVF7d3yUS6tk5/xp+amkpBQUGjy/l8flJSetCzZ9+qeVu3vsFLL/2ZzMxxVfO2b3+b66+fhM/no6KiosFthkIhVqxYwbJly5r/C3iUtfDee3DgQPTPjz4aBgyAlBRISgJj2rZ8bamiAuq5CBWJi04f/DNnzmT58uUNVvf4/QEuvHAO8+bVDOhzz51NZuY4hg07sWqeMT6OP/5U3nvv9Zj2H77iyMvL4+677+aRRx6hsLCQ1NRUZs6cyYIFCzxdFRQKQVGRO4uPnILBhs/sDxyoPigY48I/OdlNPXpAnz7g97fN79Aaysrc3yFyCgbda3k5nHgipKW1dynFK4y1tr3LENXEiRPt+vXrG10uLy+PrKwsgsG6dfFhSUkpLF++mYyM2AP4ggvSCAYbv5JITk7l4Ycf48ors6vq/sMCgQCBQIDc3FymTZsW8747m9JSOHzYBXntkI/WaN4a/H4X/j17usBMSYnPfppizZo1TJgwuSrQI6dGmqEIBOCkk9yBTeJj586dHHPMMfg70xlDjNasWcPkyZMBMMZssNZObGj5Tn/Gn5mZSW5uLtnZ2ZSUlNTo0un3u+DNycltUugDTJ06k9Wrl1Ne3njD8cyZ2ZSUeK8RuKLC9Y76+OP4BXx9ysvhs8/cBK5hPi2t5pQQh293+Aom2lRYCBs2NH+7b78NJ5zQMQ5iXc2WLVuYMmUK5557Lg8++CB+v589e/bwxBNPcMkll9C/f//2LmKb6vTBDzBt2jQ2b97MggULePnllykoKCQ5OZVzzpnFjBnzmxz6AJdeuoC///2hBoPf709g0KAxbN/+doPbCjcCd6W2gH37XMNsSUl7l8QpK4ODB90UlpJS80DQvXtsbQXRwj18Fl9WFr/fIRiEN95wZR0wAPr27VzVWR1Zfn4+wWCQvXv3EgqF8Pv9rFq1ih/84Ae8+OKLPP744+1dxDbVJYIf3Jn/vHnzWLXqSf71r5ZvLyMjk5ycXHJyXBVO5AEg8kpi0aLLGr0q6EqNwIWF7j6I/Pz2LknjgkE3ha8K/H4X/snJ7qCQnOwamWtXzcQz3CPt3p3HY4/dzYsvPkJRkTtZmTp1JpdeuoDDhzPZtg369YPjjnNtHNJ8p59+Ov/85z8ZNWoUSZV/zFGjRnHRRRdxxRVXVC339ttvc9111/Htb3+b2bNnt1dx467LBH88nHrqNJYv38yqVUt54YUVVf85I68kiopi604aa7fTjuzjj+Gjj1wVT2dUXu7aIg4fbu+SwOuvP1fnpCIYLGD16uX8/e8PkZOTy6mnTuPTT2HPHujfH445xh24JDabNm2iuLiYU089FYDx48fX+Pzcc8/l3HPPrTFv1apVVQcIBb+HZWRkMm/esjo9gsKSk1NjagROTU1t7aK1mZIS2LoVDh1q75J0Dbt355GTk01xcd12ofJydyDIycmu6pBgrQv/PXvczYXhaqvu3d2VSyDgpq7c5bWptm3bxpQpUygrK2Pt2rWMGTMmpvUWLFjAiBEjGD16dNW8srIyfD5fvTd+dkYK/haKpRE4EAgwa9asNixV63rzzY5Tl98VPPZY48OMhEIhVq1aWueEo6QE9u93U21+v2vQ9vurp8ifAwFXvZWUVHe5rtaWMHjwYM4++2yKi4sZNmxYzOulp6czc+bMqp+ff/555s2bR05ODpdddlk8itouFPwtFEsjcCAQYP78+W1YqtZVWtreJehaXnzxkZh6i73wwop6rzSjr9P83lXGuJvIah8Moh1MYpna+wokISGBRx99FGstiYmJzd7Ozp072bp1K3/4wx8U/LEyxhwLLAXOAQzwIjDPWrsrnvttSw01AoP7Aubm5nbarpxHjrgG0GgaapysrydVc9bpamJtF4p1udZgbcsOHNEEAm7sq4amhITqA05La1IKCgp44IEHuP7666vuoWmpq6++moSEhBpXAV1B3ILfGJMCvASUAFcCFlgMvGyMybLWHonXvttatEbgpKQUjjlmBAsXPsTJJ5/Q3kVstvpGn461cbKl63RFsbYLJSencs891zJp0nROPvncRpfvaEIhNx2J8X+6MdUHgPCVQ+2rkPDPgQD06uUOHMa4acGCm3nggfvZtGkzf/zjg1VXHLVfmyIhIYGrr7666St2cPE84/8OMBQYaa3dBmCM2Qx8CHwX+HUc993mGmoE/uADSE93X9bOZM+emv3iw5raOJmfDxs25LFkSTZlZfWvc9ttl/DHP77T5c/8Y2kX8vsD9O17LE899Tvy8w90yuBvKmub1pX2o49q/nz88Zdy7LEvM3nyD3nllejrRB4EIqfa82r/7PNBaWkx27Zt4sQTT62zrcbWb2iqrW/f+HffjWfwfw1YFw59AGvtR8aYfwHTiUPwFxf7OO88VyedklLd6yH8Gp4i5ycnu9fExPjVSQaDIf7yl/XMnHlafHYQB+H++tHE0jhZUhLiuut+Rih0OUeOZAL3Ag2vU1pazLJl81iy5JnmFbqDC4VK2b//AGPHLuDZZx+iob9HIBDgxhvvZ+PGNYwceTIAu3Zt5amn7uPaa5d2qR4mrWX8+LP405+2NDgkQ7jasqkj1eTnf853v3sSBQWHePTRPHr27NOCkjYsNbVzB/8Y4Kko87cAM+KxwyNHEnjppeatG765J9oBIjwFAq4Pu7X1vwYC8LWvuZtuAIqLg1x//SR27nyPIUM2M2nSiNb7heOkrMw9sCayv35k3Xws1RTWhvjii1zgUfz+hVj7CBUVjQxYA6xb9zd2787rMmf9hYXwzjuwcWMxq1d/g8LC94B/ArlANi78I/8uAXy+AGeckcvBg19m0qQvM3AglJWFWLjwfPbs+YgBA4aQnT2vao19+z7m5pvPY+DAoSxY8N/07j2gTX/H9nbo0D6OOsqNuhuvcXjS03szePAY9u//hIMHP4tr8LeFuA3SZowpBX5trV1Ya/5iYKG1ts5BxxgzB5gD0K9fvwl//vOfm7TPgweDbN+ewcGDfoLBBIJBP0VFCRQV+QkGq+cFg25eUVH1z6FQ651BpaeXcuedGznuOFetcc89v2Djxg2MGDGKTZs2UFRURHJyMlOnTuXSSy8lIyOj1fbdGoqLa15yr1//OnfdlUNZWajO4y0bZsjKOo0zz/wyy5b9J7F+1yZOvIzbbvtep+uXXl5eyOHDR/Huuz3ZsiWdLVvS+eijVKw1wGFgKrCdjIynGT/+ODIy3mbbtuW89trzlYMM9gBmAfOBmge+nj1L6dbtBYqKlpOZ+RvS07vh8+2ke/cEUlJSWLPmSvbufYNLL11N376ZJCRUkJBgSUioIBCwVT8nJlaQmFhROd/NC7+G53Wmrp2bNm1g0aIfM3v2d5g+PTuu+zp8OJ/u3VPjPshbcnLTu9eGRwQGOOussxodpK1DBX+kWEfnjLRmzRomTZrcrCEbSkurx2Q5cqTma/h9ebmr6wvX+UXW/4VfX3nFDdR11FFwzz3uzH/NmlzuuuvKyuDsuKN3FhfDtm01x8jfvTuPa67Jilqf35iUlDRWr3ZjO8Q62qmTxmmn5bNwYcceqtha9/jOTZvcAGsbNwbZvbvmCGsJCTByJGRlwbBhB+nf/7MaNwdFKipy1Wsff1w9+N3HH7shJ+rWfb+Au3A+E3gS+AxYB1wcsUwF9T9ryeI62tXl87lyh28MC0+R82p/XvvncK+dbt3cVPvn8Lxwg23t/0fhht5o830+dyX12Wfw7LO38tprd3D66bczceKtlJe7K9XIqfaVeX3/lvXND2+nvLy691NFRd02gHCZIxuiI3ssRb6G/17RGrEzM2HKFDf6bKw60uich4CjoszvVflZhxL+Yqant2w7550HP/mJC/8bb4RbbsnjF7+4skOP3hkeZXPXLve+qdU60fj9Ac45p/qmtalTZ/L00/fFuHYhr70GV10Fo0fDwIFu0LKBA93Uv398Rt5sjLWwcyds3lw91byRKoWkJBgzBsaOhREjvmDfvr8yffq3Kz/vVTlFl5zsDhBZWTXnl5e7RvYvvqg+Gdm9eyTLl0P//oZJk4qoqBhAKHQxZWXuIPHZZ//Hhx/+iBEjVpKYOIKyMtfDprTU3QS2Z88VhELb6N59GXAqoRBVy1RUuOU6x/0bi4GprF07ibVrG124lRQCtwPXAce24nbLAXeq/+yzEM9zwXj+99mCq+evbTTwbhz32666dYPFi+GWW2DjRvjJT+6mrCy2Rzi2xyBu+/e7Lpvhh6JE63LZHIFAgBkzqm9au/TSBU0IfnemevBgKq++OhNYQGTVh98PgwbB0KEwYoQ7ox4+vPXHsi8vd1dA4TP6zZvrjvPTo4cL+awsGD58A1lZE0hIgPLycq677qts3foGFRXFXHzxtc0uR/jZAzXPAI9j0qQ3GTBgCKZWnZi1lhtu+BkFBRvIyvoLs2f/tM42L7/8Nfbu3ck996QxaJCb99hjd/PSS39mxoybmDTp0qoDQeRUVuYOCJGf1Z5XWlrzIBOewj9HvobPoqOdmdc3Lz9/LgkJoznuuIsYOHAQgcDkqGfV4TPxaFfp0dQ3P/LM3Rj4xz9+yJYtvyczM4/zz8/F2uryhe+FCL+PvFqIfB/+21VUuL9beXkFGzdOIjX1dEaMyKFv3/he6sYz+J8GfmWMGWqt3Q5gjBkMTAIWNrBep5eUBHfeCQsXwubNj9BYb5ZQKMTDD7ft6J1HjrhQixx/p6FumrGq7xkIGRmZfOlLF7Bu3eoYt2SBAny+5fh8DzF+fC5lZW7Qsn37YPt2N734olva53PVaiNHVk/DhrmruFiVlrrHQYbP5rdscdUvkY4+2oX82LEwbpw7AIU72BQWFlRdifj9fi655HpWrLid00+/KPZCNMHAgUOjzjfGsGTJap544l6uuML9VysvL+cf/8hl8uQZ+Hw+li/fxLZtb3HMMdWdDd55Zy3vv7+esrLiql4lGzeu4f77b+Kssy7jsst+GJffI6y8vJyiokJSU91ld37+AW655UKCwcM8+GD1ueJ1121ky5b76N17DT/+cW5cyxTN5Mm3smTJB3z3u7cwcmTrbPPtt1/jlVdeJylpNytX3snAga2z3frEs46/O7AJKAJuxf1Pvh3XgpVlrW3wtsS2ruOPh2AQLrjAh/vVG2aMj3//u5xjjnH9eOPVsFlWVv1w88h/+t2787j11uns2LGl2dtOSUlr8BkIu3fncfXVYyktLYqydsMin6JWVOT6cG/b5u6R+OADdxCo3e7s99e8Khg1ylUZhc/KysvddsJBv3Vr3SdlZWRUV79kZbn16/u3KSxcQ2rq5BrzSktLSEzs1uTft7W9++46rr32NM466zJuuy16p4nCwny2bXuLQYNGV/WSWbnyLh544BYuvvh6brjhvwA4fPggN9/8VcaO/QrXXtv0XtlffLGf3bu30bv3APr3Hwy4K83bbruEk0/+KosXPwm4A8H556dSWlrMM898UXVA2LDhRcrLyznxxDNJTOw641Vv27aRgwf3cs01X6VX/TWCUXWYOn5r7RFjzBTckA0rcC1J/4cbsqHzj1EcAzfmeypFRbHdpVlQ4M44t2+vrs9uzZu+9uxx264dbuHqneae6df3TOPaMjIyWbTor82qSooctCw52dX9R7aRlpS4Kqv336+edu1yjaUffgirY7jQMMYdKMaNq66+6d075iKyb99n3Hbb2dx88x/p39/Vn3SE0Af497//jt+fUKPdpbbU1HROPHFyjXnTp89l9OgvkZ5eXc/04Ydv8v776/H7a8bHT396Mb169ec731lCampPAB58MIcPPtjAddf9puoKZdWqX7Ny5V1cddWiqmqo3r0HUlpaTEFB9R2Dfr+f//qvV+jb9zi6d6+u+pgwYWrz/ghxcvDgXnr16tesdUtLi6sOXpHP/o63uDaRVY7J84147qOjO+ec2B7hGDlUQUmJOxPdudM9iKOl47AfPuzCryDK8ac1qndq1+c3JNrwFtY2PsB/Y4OWdetW92BQVOSuCrZurT4YHDpUs8dF//7VZ/MnnODq7JvrwQf/m7feepn777+JnJzHmr+hOJg161amT/9+k/ufd++eVudgMHr0aSxd+nKNrr0FBYd49dUnSUxM4oYb7q2av3HjGjZt+gff+Ma8quA/9thRjBw5kbS06qPqkCFjapzVh40c2eCJa5M15W7a8PtoA9D5fFBRYbnrrpt5+OF7efzxNxg1Kquqvj9ygrrvXSeKXVx++Xiys+fy3e8uwlqDtS0fsygWGp0zzmIZvdPn83HVVYvqzK+oqB6HvVcvdwBoyiVgaak7ww8/gSqaWO7CrU9zn2lce3iLKVN8MfXxb2oPo+Rkd+Y+dmyTVmu2a6+9kZ49RzBnzl1ts8Mm8Pl8rXbTUXJy9zoHg6Sk7ixd+jL7939S40pg5syfkJ09j8zM6q5K5513Jeedd2WN9f3+hDqh3xCfz50UpaVFHx00WsNu6weqISmpmLKyEDt2vMIFF2Q1vkqENWueIj//IEVF2zn55La9aSVudfwt1RXq+MPq6yljTIDExAA//vEKzjjjEgCKio6Qn7+/qu6ztpQUdwDo16/+mzyshU8+cVcMjY190rT+9TVNn35ts59p3NwyJCV1p6Qk2GFG9Tx48DOOOqofxpiodfwdTUJC9cBmYQ1FQEP92xtap74eNbWDuKHlGvo8EICePZv3N2hN+fn55OXlcdJJJzVr/ddff50+ffowdGj0hvpYdZg6fqlWu3ojGCwEUrF2FtbOJy8vk4kTITnZsnTp91m79mluu+0vnHLKV+tsKxh0jZkffeQaGjMyXDVH2KFDrlonGEPNTWkplWVpnqaMFZ+Y6MYg6dHDvXbrBm+95ULC9fG/n1gawYuL3VCPHWFUzw8+eJObbjqXSy65gSuvvC1u+zHGVfUddZQ78Ccl1T27rV1FEfkaft9QV0ZpnvT09Bqhb62t0722IeHHQrY1BX8r6t4dBg+OPqpl7eqNjz6C5cth7Vp4+GF4+mm44opSCgsPU1ZWSp8+xzS4r1Co+u7OPn1cXfWnn9a867Yh770Hd955EEgFmn7GP3hw/UNNJyVVB3w47KN1q+zZ0x2omtbHv1q0kUDb0p492yksPMTWrW9QXt68J7T7fO7vEG7E9/lq3gHbrZv7+7XHDWvSNK+//jrz5s1j5cqVDBkypN7l7r33Xs444wzGjRvXhqWrSV+nVhC+oejYY90ZVZ8+8PnnrmGxdj/wsCFD4I473I1Bv/+96zP+u991Y8CAJ/jWt95l0KDqe9/CDyyJxlrXr33fvtjKWlICf/oTPPbYHVh7J8nJ51NS8lRMA6hFuv7631S9T0tzv3M47GMNqb59XfC7wDbEcsYfTXFxkFtv/TqLFz/ZpuF/5pnZ/Od/vsDYsV+u08OlIca4tpo+fdx9AQr1rmHhwoWsW7eO++67j1/+8pdV8ysqKqpGUz18+DDz588nJSWF7du3c/TRR7dLWTW2awv17g0nn+xuHoq8wgvPHzq04QGXxo6Fe++F2293B489ewy///0Yvvc9WL/e9Vn+5jeH8Nprf2txWd95B77zHfjLX8Daz4Eg558/mMTEpvUZveqqn3PSSVMAd7AbP9699uzZtBDr06e6wS0lpWUPo9+x4x2uuSaL119/rkXbacxbb73Mp59ur/r5pJOmEAg0fpdYOOxHjoRJk9y/e3sNPSHx8cQTT7Bw4UIWL14MwI4dO5gwYQKnnHJK1TJpaWmMHTuWnJycdgt90Bl/s3Xr5u4MbWggpfDdpP37uz7me/dGX84Y+PKX4bTT4H//Fx580NXT33QT9O79KPn5B9i69d+cdtqFzSprcTH87ncHeOaZQ8BwBg2CG25YhN//dcaNO4OTT54SU9/6wYNP4Prrf8NJJ00hIcHdENWS725Cgmuo3rUrtoeTNKa4OBjXap+3336VH/1oGr169ee++96ousmpPsa4g2F4uIXO9iAeaZqePXuyZMmSqp/79evH5s2bMcZUjcgL8OyzzzJgQPsOna3gbyJjXIPqkCGxD52amAjHH+/Wq68/PbjtXXABnH02PPEEPPoofP75H4Bz2LXrMnbvdttoSgPSpk1wxx2vs3//+cAQvvnN1/nWt/wkJqYCZwDR+9anpqYye/YsrrxyfuWDVKr16O5HBYoAAAsISURBVOEGImuNh0UMHeq2c9lljXd7jUXkjV6tLTNzHMOGncjw4SeRnh79iGeMG+gvHPYteM63dHLJycmsXbuWUaNGVYU+0O6hD+rO2SRpae72/9SW1UqwZ4+7Amisq+Xhw7ByJTz+uGvM9fth2rQjfPTRBcyefQunnPLVeh9ePn36Av72t0yeeAKgEL9/NMOHj+Suu/5Menr9t6P27OkOUpE9hV591fUmCTfU9uvX+n2iDx2CP/zhOX7605YPEBc5HHRrKyo6QlJSSp0Db3o6HDiwhjPOmFzjbyfSFpranbPLBf/kyZPrjNkS7VesPS+WZVrz8Yylpe7sv+awvtHt3euqf55/Hqy9G/ghPXuO4Qc/uItf/OKyOkHp8wWoqDDAX/H7L+Q//gPOO283/fsPrPdKwRjXxjBoUPt1+QsG4bnn8lixovrKo1u3FEKh4ib1mjHGx0svNeWBMfV7/vmH2b17G1dfXfcGu3Cjdt++7kAZ+Z9PpC2pHz9Nf3pNe0hMdNUlBw64A0BJSf3L9usHP/oRzJgBDzwwn3XrSvjii/H8/OfZQN0O+9U9dL7BokXvcvrpmUD9T/kKD3fQ0mcRtFRKCnzta5lkZtZ8aH1TxxKqrwdUU+3du4tf/eoayspCTJx4DllZX6FHj+qwj/dzUUXiRb162tnRR8Mpp7i6+8YMHQpLlvi4554fc9RRz9DYcM8+XwVvvLG00f1PnNj+oR8WCLhxcyLvygy3QTR070CkcI+jlurX7zhuueVhbrjhl0yf/hVOPRUmTHAN9gp96cwU/B2A3+8eJDJ+fGyDsY0bByUljY/zX1FRxgsvrIj6mc/n9nnCCR2vt4nPV93dsUcPV76MjEwWL36SpKSURtfPyjqjRfsvLPyi6ma8hQsv5ze/uYlBg1r/QS8i7aVLVvV0Vunp7owy8jGI9Skqim2ohWjLpaS4qp2WNlLHk9/vuouGlZVBcXEmfn8uV1/tGoAjn2yWkBDA7w8wY8aNNUYKtdby6afbozaA1x7nJznZ8j//s4jc3OW88so/GTy4/rsvRTozBX8H4/O5M82+fd0wwvn1dE5JTk6NaWCz2vXd/fu7M/3O0A4SKSHBHaguv3waJ5+8maVLl7JixQoKC13X01mzZjF37nz69cuksNA9jDsv7xO+//0zOXDgU8rLy6sawIPBAp5++v7KYSIMqampXH75TG688XrWr3+BPXs+Zf369Q3edi/Smamqp4NKSXFVP8OHR7+7c+rUmfj9DdfRRD7w3O933TRHjep8oV9bZmYmy5YtIz8/n/LycvLz81m2bBmjR2fSu7frmTRmDPz1rz/h00+3U1paHKV7qK16LSws4KGHljNx4kTmz5/P6tWrmTFjRlv/WiJtRsHfwWVkuKEfat8he+mlCwg0UjkffkBKjx6uAbdf8x4S1GklJydXjZHSmFAoRDAYZPbs2QwfPjzOJRNpXwr+TqBbN9cIO2ZM9Z2gGRmZ5OTkkpSUUufM3+8PkJSUUjlccSbjx3uzYXLlypVUNNRQEkUoFGLp0oZ7Qol0dgr+TqRPH9f1M3zHd7ib44UXziElJQ1jfKSkpHHhhXN46KHNXHPNNIYNa5tHuXVEhYVNf9ZAKBRixYroPaFEugo17nYyCQluhMd+/Vzjb+1x/iH6sAtelJqaSkF9AyM1oDkHDJHOxKPngp1fz551h4M2xg0eN26cQh9g5syZjbaDRJPakfu5irQCBX8n5vO5u3knTHDj/594YvuOtdPRLFjQeAN4bYFAgFmzZsWpRCIdg4K/C0hNdXe6dpRhFzqKzMxMcnNzSUlJifkAEAgEmD9/fuMLinRiCn7p0qZNm8bmzZuZM2cOaWlpVaOT1h6lNBAIkJKSQm5uLpmZbfvsXpG2puCXLi/yhq+Kigq2bdvG3LlzSUtLw+fzkZaWxpw5c9i8eTPTpk1r7+KKxJ169YjnhA8Ey5a1/lO6RDoDnfGLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPCYuwW+MGWGM+Y0xZrMxptAYs8cY87QxZlw89iciIrGL1xn/ucBZwEPARcBcoA+wzhgzIU77FBGRGCTEabt/Bn5rrbXhGcaYl4AdwA+A2XHar4iINCIuwW+tPRBlXr4x5gMgIx77FBGR2LRZ464xphdwAvBeW+1TRETqildVTzT3Aga4p74FjDFzgDmVPxYaY95v4j6OBupcbYi0EX3/pL1EfvcGNbawiaiGr38hY6YCL8Sw839YaydHWf8W4E7g29baP8awnWYxxqy31k6M1/ZFGqLvn7SXpn73Yj3jXwscH8NywSgF+h4u9G+NZ+iLiEhsYgp+a20Q2NrUjRtjZgG/A+621t7R1PVFRKT1xa1x1xhzMfAnYLm19ofx2k8t/91G+xGJRt8/aS9N+u7FVMffVMaYM4C/A1uA64GKiI9LrLVvtfpORUQkJvHq1TMF6AacBPyr1mc7gcFx2q+IiDQiLmf8IiLScXXJ0Tk1SJy0FWPMscaYXGNMvjHmsDHmcWPMce1dLunajDHZxpi/GmN2GmOKjDHvG2OWGGN6xLR+VzzjN8Zch7sR7CHgTaAncDNwIvBla+2GdiyedBHGmBRgE1AC3ApYYDGQAmRZa4+0Y/GkCzPGrAN2AU8BnwDjgRxc78vTrbUV9a/ddYP/aODzWoPEpeMGiXvGWqtB4qTFjDE/AH4NjLTWbqucNwT4ELjZWvvr9iyfdF3GmD7W2v215s3Gneyeba19qaH1u2RVj7X2gK11RLPW5gMaJE5a09eAdeHQB7DWfoTr0DC93UolXV7t0K/078rXRjOuSwZ/NBokTuJgDPBOlPlbgNFtXBaRMytfG804zwQ/MQwSJ9JEvYBDUeYfBI5q47KIhxljMoBFwIvW2vWNLd8pgt8YM9UYY2OY1tSz/i3AFcB1kZflIiKdnTEmFdfIWwZcFcs6bTksc0tokDjpiA4R/cy+visBkVZljEkGngGGAmdaaz+JZb1OEfwaJE46qC24ev7aRgPvtnFZxGOMMQEgF5gInGOtfTvWdTtFVU9ztNMgceItTwNfMsYMDc8wxgwGJlV+JhIXxhgf8ChueJyvW2vXNWn9LtqPX4PESdwZY7rjbuAqovoGrtuBHrgbuArbsXjShRlj7gO+B9wB/K3Wx580VuXTVYM/B/hZPR/vtNYObrvSSFdWOTzDUuAcXK+x/wPmWWt3tGe5pGszxuyg/kcs/txam9Pg+l0x+EVEpH5dto5fRESiU/CLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jH/D+Ib41d9CoeSAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6f05d4efa1fc4b61a5fe35e6a46dff41", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 11000 loss=-1.856 val_loss=-0.5413\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "eaf261c0b9404616b4279de083f6e127", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 12000 loss=-0.4814 val_loss=-0.6354\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b737deeb0113494abe28e7b1115a6558", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 13000 loss=-0.4139 val_loss=-0.5292\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "81f02bc5462c40949d235cf95e216213", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 14000 loss=-1.457 val_loss=-0.5155\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7a539477d0144a37837b68e592b68f07", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 15000 loss=-1.4 val_loss=-0.2926\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9c78e100e79046af95a2bfd21a370282", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 16000 loss=-1.184 val_loss=-0.3271\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e79712e5f1854d16a0918daaf00ee6d5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 17000 loss= 0.2559 val_loss= 0.325\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e938213befc1432da7e70aaf197a11e8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 18000 loss=-0.1159 val_loss=-0.619\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "75af1142f4de4328a6ca332bfca60bb0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 19000 loss=-1.764 val_loss=-0.7266\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "27bb488abb074397a5a838c59263d2bf", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 20000 loss= 0.1455 val_loss= 0.1659\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "faaadf0d2fbb40c0a48dee417d810dad", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 21000 loss=-0.6126 val_loss=-0.09824\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b3de8d099c7543359dad5b75f9abfd07", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 22000 loss=-1.925 val_loss=-0.6129\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "df300776ef6a4745baf6f1bc4a824a4d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 23000 loss=-1.154 val_loss=-0.1765\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "17052a2ef4054bb689926253897e063e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 24000 loss= 0.4868 val_loss= 0.6587\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "586a7857af2d4776b1f620871a2709d0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 25000 loss=-1.98 val_loss=-0.7969\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "71afde9de3d34c0e88c515f1e64fc99b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 26000 loss=-1.149 val_loss=-0.2651\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "42301d7c719140c89ada91c1f7607ff5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 27000 loss=-1.52 val_loss=-0.6924\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5b82a0c59b044a37ac48fd79ef84a0b8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 28000 loss=-0.9515 val_loss=-0.6465\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "95aab3c382804f43860af690c8c059be", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 29000 loss= 0.3101 val_loss=-0.7457\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "07d838e9e5654bf7ad908fecc7a88da2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 30000 loss=-1.204 val_loss=-0.7007\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "757bfb447f68473497cd340162f345e8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 31000 loss=-1.449 val_loss=-0.8147\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c40d5058f8e24a5b95d7b69bbaa3f62f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 32000 loss=-0.05571 val_loss= 0.152\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "76cc174b20a743c39a825d8409f09133", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 33000 loss=-0.8461 val_loss=-0.3391\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f830ffaea07b48ada3e9b9edb4b3ab2f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 34000 loss=-1.113 val_loss=-0.5331\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "42eddc0768fb454eb91b97a23f4b6375", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 35000 loss=-0.9694 val_loss=-0.2654\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fbf361652d6c42c99084105b3186c034", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 36000 loss= 0.1966 val_loss= 0.3088\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c390ec1b314746eeab0f37dd30fb1e0e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 37000 loss=-1.799 val_loss=-1.177\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7bcde6d145984503a21db5ecc00d27ad", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 38000 loss=-0.06064 val_loss=-0.7014\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ffebdda3e2454c5199c845ecd96a570b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 39000 loss=-1.48 val_loss=-0.8212\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4d3e79d57b6e486b83b9ed0378683fb3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 40000 loss=-1.815 val_loss=-0.9481\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e400eca771ed4cb5ae29d556064ae2c1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 41000 loss=-2.706 val_loss=-1.005\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "87ff9a0fea8a4f4db9275f7cb40f93a4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 42000 loss=-0.5594 val_loss=-0.2349\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5a9394bbd6974e82a3d3d566e0d8ab00", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 43000 loss=-1.219 val_loss=-1.056\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "87ccefa10a7346e894eaeb85cfd48a0b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 44000 loss=-0.3377 val_loss=-1.179\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b7e7ff348ede41d79a5568faa53ea547", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 45000 loss=-0.4061 val_loss=-0.4364\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "00d9641f0977409da0e697784f1d1da2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 46000 loss=-0.08429 val_loss=-0.04039\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "587309d00a5a480492c2ccb1481a82b0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 47000 loss=-1.933 val_loss=-0.8617\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1ff01aba0f8f4c56b7d068fa476c1396", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 48000 loss=-1.981 val_loss=-0.008101\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e226688fc6ce4faf886ca6487f7226ca", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 49000 loss=-1.696 val_loss=-0.8103\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f02603e939bf44d2ae5e56102f4392f2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 50000 loss= 0.3421 val_loss=-0.7484\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3dd3hUVfrA8e+ZZNIzhBq6QFAUNNJhARUpImLBn1FREXXVUNeGuq66LpbdxYLIiliIKIgKil1kxQYqsixFDWVpAaQ3gZCeycz5/XEyEELKJJk7M8m8n+e5zyRz595zkkzeufeU9yitNUIIIeo2W6ArIIQQwnoS7IUQIgRIsBdCiBAgwV4IIUKABHshhAgBEuyFECIESLAXQogQIMFeBJRSaodSapAPznOrUurHKh6jlVLti7+epJSaW9N6lFEnl1Iqu8TWv8T+Nkqp75RSuUqpjaV/D0qpe5VS+5VSx5VSs5RSkb44VoQmCfZC+IBSKrycXcu11nEltiUl9r0L/Aw0BB4BFiilGhefbwjwEDAQOANoBzzuo2NFKNJayyZbQDbgLcAN5AHZwIPFz/cGfgKOAb8C/UsccyuwDcgCtgM3AecA+YCr+DzHvCxfA+2BS4FCwFl8/K/F++sBrwP7gD3AU0BYiXosA6YCvwNPlXH+W4Efyyn7LKAAiC/x3A/AmOKv3wH+UWLfQGB/TY+VLXQ3ubIXAaO1vhnYCVyhzVXvM0qpFsBCTGBtANwPfKCUaqyUigX+BQzVWscDfYBftNb/A8Zw8io6oYr1+DfwD2B+8fHnF+96EyjCfCB0AS4B7ihxaC/MB08i8PdyTt9FKXVYKbVZKfXXEncAnYBtWuusEq/9tfh5z/5fS+1LVEo1rOGxIkRJsBfBZiTwhdb6C621W2v9FbAKuKx4vxs4VykVrbXep7Veb0UllFKJxWXeo7XO0VofxFzFjyjxsr1a6xe11kVa67wyTvM9cC7QBLgGuAF4oHhfHJBZ6vWZQHw5+z1fx9fwWBGiJNiLYHMGcK1S6phnA/oBzbTWOcD1mKv4fUqphUqpsy2sh724HE89XsUEbo9dFZ1Aa71Na729+ENrLfAEkFK8OxtwlDrEgWmeKmu/5+usGh4rQpQEexFopdOu7gLe0lonlNhitdaTAbTWX2qtBwPNgI3AzHLO44t6FACNStTDobXuVMEx3pShir9eD7RTSpW82j6/+HnP/vNL7Tugtf69hseKECXBXgTaAcxoEY+5wBVKqSFKqTClVJRSqr9SqqVSKlEpdVVx230B5grWXeI8LZVSETWoRxullA1Aa70PWAxMUUo5lFI2pVSSUuoib0+olBpa3BxE8R3IX4FPis+/GfgF+Fvxz3g1kAx8UHz4HOB2pVRHpVQC8CimD6FGx4oQFugeYtlCewOuwnTSHgPuL36uF7AUOAIcwnTYtsZczS/FtEEfA5YAHYuPiSh+3RHgcPFzDwOLKihbA+2Lv24I/AgcBdYUP1cPeBnYXVzmz8CI4n23Us5ImxLnfw7zIZKD6ch9ArCX2N+m+GfIAzYBg0odf1/x8ceBN4BIXxwrW2huSmtrFi9RSqVgOqS6Y9o5dwIfYoaESduhEEL4kZXB/j+YAP8J5sqoCzAJ087aR2vtLv9oIYQQvmRlsG+stT5U6rlRwGxgoNb6W0sKFkIIcRrLOmhLB/piK4sfW1hVrhBCiNP5ezSOZyTD//xcrhBChDTLmnFOK8hMg/8Zk3dkcDmvSQVSAaKjo7u1atWqWmW53W5sNhlVKqwh7y9hpZq+vzZv3nxYa9249PN+CfZKqTjMMLHmQE+t9e7KjunevbtetWpVtcpbsmQJ/fv3r9axQlRG3l/CSjV9fymlVmutu5d+vry0rD6jlIoGPsNMnLnIm0AvhBDCtywN9kopO7AAM9Z+sDb5QYQQQviZZcG+eNr528AA4HKt9X+sKksIIUTFrLyyfwm4FpPnO0cp1bvEvt3SnCOEEP5j5ZCCocWPjwDLS213lHeQEEII37Psyl5r3caqcwshhKgaGSwshBAhQIK9EEKEAAn2QggRAiTYCyFECJBgL4QQIUCCvRBChAAJ9kIIEQIk2AshRAiQYC+EECFAgr0QQoQACfZCCBECJNgLIUQIkGAvhBAhQIK9EEKEAAn2QggRAiTYCyFECJBgL4QQIUCCvRBChAAJ9kIIEQIk2AshRAiQYC+EECFAgr0QQoQACfZCCBECJNgLIUQIkGAvhBAhQIK9EEKEAAn2QggRAiTYCyFECJBgL4QQIUCCvRBChAAJ9kIIEQIk2AshRAiQYC+EECFAgr0QQoQACfZCCBECJNgLIUQIkGAvhBAhQIK9EEKEAAn2QggRAiTYCyFECJBgL4QQIUCCvRBChAAJ9kIIEQIk2AshRAiQYC+EECFAgr0QQoQACfZCCBEC6lywdzrNFihuN2zaBEVFgauDEKFGa01aWhoLFy4MdFWCVp0L9gAFBbBrl//LdTrh119h3z7Yv9//5YvaKT8/n5deeomCgoJAV6XWWrBgAXfeeSdXXXUV+fn5ga5OUKqTwR4gIwN27vRfeXl5sGYNHD4Mn3wCX30FWvuvfFH7uN1uAK655homTJjASy+9FOAa1V5XXHEFiYmJTJ48maioqEBXJyjV2WAPsG0b/Pab9eVkZppAv2ZNBiNGjOOFFxz88Y82HA4H48aNIyMjw/pKiFolPT2dLl26sGbNGsaPH895551HcnJyoKtVa0VFRbF//37uv//+QFclaNXpYA+wfTvs2GHd+Q8eNE0377+/iHHjkjlyJA3IAjTZ2VmkpaWRnJzMokWLrKuEqHWeeuop0tPTmTlzJkOHDuXnn39m0KBBga5WrfPee+9RWFh42vNabqtPU+eDPZhgv32778+7cyds2AAff5zBtGkpQC5wau+w0+kkNzeXlJQUucIPUbm5pz83e/ZsHn/8caZMmYJSirCwMP9XrJabO3cu119/PUOGDDkR3D/66CN69+7Nm2++GdjKBaGQCPZgmnO2bfPNubSGzZtNv8Dbb8PUqVMoHeRLczqdTJ061TcVELVGZiasXHn63WV0dDSPPfYYMTExJ57LysriscceY/To0f6tZC3Vrl07WrVqxY033ohSCoDDhw+zYsUKPvzwwwDXLviEB7oC/rRzpwnUSUk1O8+2beZO4dln4ZtvAObiTbB/6623mD59es0KF7WG02nu/LQ2wT4jYyfffz+LRx99BLvdftrrf//9d55++mmcTicPPvggSTV9o9Zxffr0Yf369cTFxZ147pprriEhIYFhw4YFsGbBKaSCPZghmXFxkJhY9WMzMjJ49tkpzJkzl7y8bCCOsLCRuFzZXh2fne3d60TdsGmTGQYMpg154sRR/PrrUvLyCnjmmX+e9vo2bdowbdo0zj33XAn0Fdi1axetWrUCID4+/pR9DRo04Nprrw1EtYJeyDTjlLRjR9WHRS5atIjk5GTS0tLIyzMdsKYjNq3468qVvAIRdduePWYYrodSittue4KOHXszcOBE8vLKPm7MmDH069fPP5WshRYsWED79u15+eWXK32tdNKeKiSDfV6emfjkrYyMDFJSUsjNzcXlOrW5pvT35QkPt3PzzTdXpZqilsrONv05pZ1//oVMn/4TkZGNWLPGtOdXZMeOHbhcLmsqWUutWrWKwsLCSn8vTz75JB06dGDv3r1+qlnwC8lgD6bDtnhOS6WmTJmCs8Y5GOzce++9NTyHCHYul2mn97y3jh8/QkZG+on9no5Ez2zrAwfKPs/TTz/NWWedxezZs62ucq0yefJkfvjhB8aPH1/h69asWcOWLVv4+OOP/VSz4Beywb6gwNxqe2Pu3LleB/vSHW82mx2IIT5+AU2aSDtsXbd168mhlkVFTp58cgRjx/Zk6dIPTnut2w3/+5/p8C99odqqVSuKiorYuHGjH2pdu/Tr1+/Eh2Z5Hn74Yb777jsZ2VRCyAZ7MKNzvLlL9rZjVSlFamoqDocDm83MoP3jH1Np0iSdo0eHMmdODSssgtrBg6c2Dyplo0WLM4mLq0eHDt3KPW7nTli+3AR9T4fuiBEjWLt2Lc8884zFta4d5s2bx/Lly71u1urRowf9+/eX+QslhHSwdzq9S5jmbcdqfHw806dPJzMzE5fLRWZmJg8/PJFOnT4DYOZMyYZZV+Xnm7kXJYWFhXH33dOZOfMXmjZtU+HxRUUm6P/nP+ZqPzfXRqdOnayrcC3idDoZM2YMffr0YYeV0+HruJAbelna7t3QogWUMez5hF69RvL112lUNJbebj+9A7agoIDu3btz5MgRoqL68uuvPfjqKxg61EeVF0FBa9NO7/kg/+WXpXTs2IuIiCiUUjRs2KxK5zpwwGz160OrVrBv33qWLVtGamqqRT9BcMvJyeGWW25hy5YtVRqSeujQIR5++GF+++03Fi9eXON6aG3uvAoLzeZJp+752vNYchCQp7Wp5KPNBuHhJuaEh5/cPN9bJeSDfVGRubpv167s/ebqfyIwq8Lz2O2nd8BGRkYyduxYdu7cydGj9fn8c5g+HS699OQfX9R+27fD8ePm659//o4HHxzCOef04rnnviIiovoZGI8ehc2bdzNiRDIORz1uv/1OwsJC742TkJDAtGnTqnxcfHw87733HsePH2f79u20bdu20mNcLnOXlpd3cvN8n5/vn0y2Vg3ACvlgD6ajtmVLiIg4fd8778CmTUlER3+Ey3U1breLohJtMXa7HbvdzoIFC8q86njqqacAc3v+xReweLG5Te/Y0bIfR/jRrl2nptJ2OBqSkNCEDh161CjQezRq1ILzzruAJk1asXRpAW3bRtGiRdnvVXGqqKgoZs2aRYcOHWjRoi3bt8ORI6Zj3LNpfer3dVlIt9l7uFxlp0J2OmHyZPN1aupQNmxYz+jRo0/pgE1NTSU9PZ2hlbTN9OwJ/fqZO4l//cuCH0L43W+/nT6ePikpmddeW8PYsc/5pAylFC+8sISHH34Lmy2K334zFw4bN5rx/HXdrl27WLhwIXnlzUKrxODB12Czncvy5ebvlZUFOTnmSt3TJFNUVPcDPUiwP2HfPnObVtKbb8LGjWtxOHbw4IOQlJR0Wgfs9OnTvWpHXLNmFS7XTcAh5s8/dXalqH22bz+ZSTUvL5u1a388sa9+/SbYbNb9a7ndZiW0Vavgl1/Me6muThZ99913ufzyyysdV1+S2236PFavNutMHDxYd38/VSHBvpjbfWpmQnNV7wJuJSfnbDZu/LZG5580aRLLlr1DgwYvcewYvPJKjU4nAqig4OSdoMtVxBNPjODeey9myZL3LSwzj99/P33a97FjsG6dGbq5aRP8/nvdukpNTEyka9euXHbZZRW+zuUydzo7dpwc0ZSVZfZt2LCCRx8dzpw5T1pf4SAmwb6EAwdOToh57TXYti2HyMgONG3ahF69etXo3H/5y1+44447OOOMbYCDv/5VVrKqjbZsOXVBe6VsnHFGR2JjHSQlnW9JmatXf83QobH885+jyn1NYaG5O127FpYtM6ODDh6s/UN9b7nlFlavXs0111yD222aYA4fNv0kmzaZO5uffoIffjB3Ojt2mN9FSXl52Sxb9glff/12QH6GYCEdtMX27Mngvfem8M03c8nNNRktYSRjxjzJpEkNiY2NrdH5jx8/zjvvvFM8E9dEi6wss5LV7NmzWbBgQaXt/iJwPGsYlM6pZLPZGDPmGa677j4aNGhqSdlNm7ZBKRsul3eR2+Uygf7gQTPMLyEBGjY0QzlLpM+vNfLyYM8exf791fvw6ty5P3ff/RIXXHC17ytXi6hgzQzXvXt3vWrVqiof53TCl18uIS6uv9fHrFixiEmTUnA6naUSm9mJibHXOBBnZGSQnJxMbllLFhWLiYkhPT1dUtsGIa3NVeT+/eb77OwlOJ0diY2tR0REpOXlu91uXK4i7PaaD8GJiDBBPyHBbNHRPqigBbSGzz//nnr1OuF2Nwx0dfzK5VrCwIH9q328Umq11rp76edDvhlnz54MJk1KIT//9IyW4JslBb1JpCYrWQWv//3vZKAHcLlc/PWvVzNhQh/2799hefk2m80ngR5ME8eBA+bDa8WKkyN79u83bdyBTrLpdJommh9/LGTEiMu5+OJEjhzZX/mBolIhH+zfe8/6QOxNIjXPSlYiuOTmmuaQkg4fPsTvv+/l6NEDREfX7jUK8vNNoN+40Yxe+eEH8wGQnm6Suu3bZ1Ix1zjpawWcTvM7/t//TuYI2r//IOec04ukpPN91jz21VdzmTChL7/8stQn56ttQr7N/uuv51aak76mSwp6m0hNVrIKPp6ZsSUlJjZl5syfOXBgJ/XqNfJLPZYuXcCcOU9y4YX/xy23/M3SsvLzzXbkyKnPR0RAbOypW0xM1af4u93m93rkiJkl7Bk1U1Ljxi157rmvfJrPf9euzaxf/xNffjmbzp0v8tl5a4uQDvY7d1LcGVu5mgTiuLg4ssp6R5fxOhFcSi4worU+kVo3Li6BuLgEv9XD5XKxbVs6zZpVPuXfKp6cMEePnvp8ZKQJ/JGRpkO4vM3lMsceO+Z9c5Evs1ZecUUqLVueyUUXpfjsnLVJSAb7jRtNGoQffwQz6sbaQDxy5EjS0tIqbMpRys7IkbKSVbDIyMhgyhSz3nBubjbR0XHExzdk4MARXH/9YL/Xp1u3QcyYsYLWrc/2e9mVKSg4mZrZF44ePUh+fo7PP9gaN27JJZeE7v9YSLTZO51mPG5aGoweDWPHmrbJ8HBo02YkYWEVpLyk7IyWVTFx4sTTFjUpTWs7AwbISlbBoOR6wzk5WWityc3N4sCBHbzzzmS+/75mE+yqo169hpxzTk9iYx1+L9vfFi5M48Yb2/H6649aVobL5cJdl2afeaFOBnutTRPNBx/AX/4CV14J994Lb79txkrHxMCIEfDuu/DUU5UH4rIyWlZFUlISCxYsICYmpsyybLZIYAGzZiUFfDREqCu53nB5d2IvvjiFXbtkIpxVnM4CYmLi6dDhtNGDPvH55zO56aZ2rFz5pSXnD1Z1qhln1y7429/gs896n5Z7pk0b6N4devSA5GSIOpGQMIlJkxYUj7MvPGXiSmUZLati6NChpKenM3XqVN566y2ys7OJi4vj+uuvp3//PzNqVBKLFsE338All9SoKFED3gyTLSx0ceutU0lKmk67dtC6NTRoYMate8aw16/v+8yUP/74MT/99BmXXHIznTv39+3Jg8httz3OyJGPVLr0YHUdP/47Bw7s5IcfPqRXr9CZyFinJlUdPgxNmpgr+4QE6NbNBPhu3aBx44qP3bMngw8+mMo335wMxDfffDP33nuv5ROdXC64/nr44ANN376KJUusXcRAlM/hcHjVmQ4OILPCV8TEmPdh8+YwYQKccUbN6vbKKw8wf/5z3HbbE4wa9deanSyEHTt2iM2b19C9+2BLE9ZVl1WTqupUsAez9F9u7irOO687Vf07JibCOedUucgac7lcPPTQv3j++QW43UuYN8/O9df7vx7CTGDy5n9CKRvTprnYts2sh3Ds2MnNM+Kk5NT+Vq1M8ruapCtYv345mzevoXPni2jb9tzqnyiI7du3vTg9ROgt0uIhwd5L1UmXAOaqqW3beO67byyNK7sN8LHc3FzOPfdctm/fDgzBZvsJrc3dxciRI5k4caKkUfATb6/sY2IcLFxY/pW91iZp15Ej8PjjZqLQgAHw6KOySll5CgvzueqqhjgcDXnjjfXExMRbXmZeXg52ewTh4RX32/mTpEuwUEFBHh99NJ3Jk/8WkB76mJgYRo8eXZxn5VvcbjMCxJMoLTk5mUWLFvm9XqFo5MiRlXbYh4WFMXhwxaOzlIK4ONOe/7e/mT6ib7+FhQt9Wdu6Zc+eDOLiEqhXr5FfAv28ec9y7bUtWLbsU8vLCgYS7AGbLYxp0+bz1FNPkZiY6PfyMzIyeOKJJygsLKD0ouZOp2/y8wjveDNMNjzczrXXej86q3VruO8+8/W//mXSEFTXhg0r+PTTVzl27FD1TxKk2rbtxPz5u5g82T8XNnZ7JDk5maxd+4Nfygs0CfaA3R7BDTdcySOPPBKQ8r0bAeLkueckUZrVPMNkbbZoSg9WCwuzExUVw0MPTaJFi6o1qw0eDMOGmWbGJ544uW5CVaWl/YWpU8ewaVPVmzhrA5vNRoMG/rngGjLkFmbO/IUJE17wS3mBJmM+MLfY9eoFrnxvEqUVFZn8PDfeeC/vvDOFt9+ee2LUkLTr+9YllwwlKupBcnMfJyzMjtvtIiYmjkGDbubaa++lXr1d1Trvn/5kkn1t2wZTplSv/b5Xr8to3LgVDkfdSvubm5tFRESUX9vO4+Lq0b79+WhtcgFlZ5t+lqKi8jeXy6SFjok5mRsoNtY858PMDpYI+WC/d+82vv32JZzO4VxwwQUBqYO3eXdycrIYNCgZt9tJUZEsgGKVtWshN7c1NltHnn76PiZOvP1EZkiA7OzqBfvISNN+P3q0ab/v3BmuuKJq57j++vurVXYwKywsYOzYnvz++17GjHmOyy+/0+dluFzw5Zfw888m8Vp2tnn0fO107gcSgKjKTlWuqCjTT9OgATRrZobclnxs0iSwQ6pDPtj/9NNnvP768+Tk7A1YsPc2URpoCgtPv/93Op04nU5SUlJkARQf+PprgD/St+8fmTDBjFZr2tQkRSu9UlVVedrv//EPePFFM9S3ffsaV7lWi4iI5LzzLuC//13E+ef7Phvl6tUwY4a5oyrbX4HJxMbOokGDm7HbTVAuawsLM3cBOTlmy809uXmyhR4+bGbql2azmYDfsiUkJZnNMymvkm4inwj5YP+HP/QnLu7PAQv04F2iNG948u5XNxWzML7/3jz27AmRkSfbWc488+SVYE0MHgy//mpG5jz+OLz6atXG3+fl5bBnzxbat+9cs4oE0I8/fkzLlmfRpk1HAMaMeZZx46b4dBTOzp1mbsPy5eb7xEQzeTExEeLjzVV4fDz8+OMZvPiim6uv3sTtt1evLLf75IfAoUOwd6+5MPA87ttnnt+/32wlR5WHh5sJd+3amQ/+Nm3q062bmZDnSyE/zr5t25rPbKwpb5Yt9JbD4SAzs+KZnaJ8WkOTJts5fLgxCxfGcdllp+7Py4Nvvqn6PI7SCgpg3Liqj7/XWnPllQ3Izj7GRx8dJCHBv3NCfOHjj2cwbdp4kpMvYOrUJT6fxXr8OMyeDZ98crKN/aab4Npry05hkZ+fS1bWERo3bunTepRWWGgC/c6dkJFhtm3bzAdC6TA8fz5cd131yilvnH3IX9k3aRLoGpwcAZKSknKiScbDk58nLy/Pq5mdsgBKzWzaBIcP3wl8T2HhImDgKfujo0vmVao+T/v9mDGm/b5+fRg1ChyVJLVUStG27bkcP36EY8cO1cpgP3DgDXzwwQv071/NaFaOoiL4+GOYM8fcgdlsZgTUH/9o2tHLExUVQ1SU9SuxR0SYJpvWraFfv5PP5+XB9u1mSO62bbB1ayZduvh+xEhIB/tly97h8OEIhgwZQny89ZM4KlJeojRPfp4uXbrIAih+8OWXGnCilKZv3/PLfE14OLRoYdIk1ETr1nD//fDkkyZD67//DSkpZqvozzht2ve1Kp3A/v07+Oyz17jjjr+jlCI+vj5vvrmBsLCahx+Xy3So//ijSVvuWUKya1dz51TV7qsdOzaQmNjar8tNRkdDx45mA3C5fubMM/v7vJyQDfZaa1577a/s3LmN5cuX07t370BXiaSkJKZPn15mm7s37fo1zbsvYOlSBSzlrruyaNy4/AuApCTTXOBVv3oFBgwwnb9vvGHacWfPNoH/+uvh//6v7Lb82hToXa4iJk4cyN6922jcuCXDh48DqFGgz8uDlSth2TKzXm7JpSNbtTJ3S3/4Q9WHtU6ffg8ffDCNu+6aztVXj692/arL6SwkO/tYpXd31RWyk6rcbhepqXcybNgwevToEejqVMqbmZ01zbsvYMUK8zhsWMV3ejYbdOrkm6F0HTvCs8/CtGlmOGZ2Nrz+Otxwg1lzIS+v7OOCtb+tpLCwcMaOfZ4+fa5kwIAR1T5PUZG583nkERg+3DSBLV5sAn2rVmZ9iunT4c03oU+f6uUfOu+8fkRFxZKfn1PtetbE6tVfk5LSjBdeeN6S84fslX2jRuE88shDga6G1ypq1wcb4eERPsm7H8q2b4e9e48TG+s4pU21PFFRcPbZsG6db8pPToapU81Y8FmzzHlfew3ef98swNOvn7mjOHp0PxMnDsLpLGDu3C2+KdyH9u//jT17ttCt2yAA+vW7ir59r6zWHYnW5ur95ZfNehUeHTtC377md9K6tW/q3a/f1cyfPwCHo4IGfgvt2rUJmy2MRo2sWcQ+ZIN9MHTMVlVZ7fo2WzhFRYVo3ZM+fWRCVU189NFRoAk2W3ciI5fhzY1vo0a+ab8vqUsXk0Nn1SoT9DduNM07s2ebYYO9ezdi164tuN1O8vJyiI6O9V3hNbR37zZGj+6G1m5efXXNibQS1Qn027eb8fGeQXktW5oRNX37QkMLJhCHhYUFLNADXHvtvQwdehtO5/eWnN/SZhylVCul1AKlVKZS6rhS6kOllI8+h6uvoCCHzz+fxd69ewNdlSrztOtnZmbicrnYs2c3sbEX4nJN4qmnAl272u3zz9cCNhISIqo0HLBdO9+M0ClJKbOq2owZpoln2DAzYufAAfjkk3BcrjVERx/nuedi+fbbmo/995VmzdrSpcvFJCdfSHx8/WqdIzPTNGndcYcJ9LGxprN11ixzh2NFoC9Ja82qVV+xYcMKawsqQ1xcAg6LGu0tu7JXSsUA3wIFwC2ABp4CvlNKJWutA9MwBmzd+h0TJtxOz549WbHC/39QX2rSpDHz5y/l8svNre6DD1a+Kpco29atFwJHeeaZg1U6LiwMzjoL0tN9XyelzGpr3bubiTsbN5qOyWXLOvHbb2bY5rfF6583b24m5Zx5pmnuOfNMExj92Z+rlOLhh+cSGRld5at5z9DJ2bPNh5fNBlddBbfd5t/cVV988TrPPXcnnTv3Z+rU7/xSZmbmYerVs6b5xsPKZpw7gYjsuREAACAASURBVHZAB631VgClVDqwBRgNWNMLUY49ezJ4770pfP31XPLysgkPD8dms5GRkVHr27mHDTOdUj/9BI8+ms+rr/r4MjME7NplttjYGFJS2lT5+AYNTBPLgQO+r5uHzXZyiN6dd8Lu3eZvvmyZSbC2d6/Zvi/RClC//smp+a1bm87M1q3NeH5ffQhs27aWhQvTuOSSm+nQoXuVx6xnZ5sPrAULTrbLd+sG48ebSY/+dtFF1zJ//rP06DEEt9tt+dKFLlcRt9xyDg0bNuP557+rcNhtTVgZ7K8E/uMJ9ABa6+1KqWXAVfgx2K9Ysah4QXEnLpfp2CwqKmL16tUkJyfXiQRif/+7k4svnsRrr73JhAlrOe+8wLU91kZff60BRbdu1R9h0769WZKwsNCnVSvTb7/9j3nznqFBg2ZMm/YPiorgt9/MxJytW2HLFvN49KhpCik9GT0+3gT+Vq1MW3irVuYuoH59cxUdG+v9h8FXX83lww//hctVRIcOp03cLJPLBf/9rxlRs2yZmfkOpi7jxkHv3oFb0Ssurh6zZ2/02xDX3bu3UFTkxOkswOFogFXrJ1kZ7DsBn5Tx/HrgWgvLPcWePRlMmpRCfn7dTiB20UXh1K+/nKNH93LJJdeSk7NSUiBXwcyZc4B/EBt7H+bGs+rsdhPwN2zwadXKVFiYz7///SatW5/NnXf+g/Dwk1fwQ4aY12htpud7ZmZ67l527TLzAzZsKL+udrvJzVJyS0w0ndGerX59E5AHDrwRl6uIiy+ufOHkjAyTffLrr80HEZhzdO1q6n3xxf5JClYZf85lOOOMc/joo4McOPCbpeValhtHKVUIPK+1fqjU808BD2mtT/ugUUqlAqkAiYmJ3ebNm1flcrWG48ezCQsz90IzZkxl8eKFuFyuco8JCwvj8ssv55577qlyecFk1qx/89Zb0wAXJVe8CgsLw263M2nSJHr16hWw+gWzYcPeIDd3DikpExk//vIKX+v5EC1Pfv6pi41boaCggG+//ZLWrdvQqVNylY7VGo4ejWDPnhj27Ilmz54Y9u2L5tixCI4ds5OZGUF+fuXJ2aOiXDRrlndii493UlRkw+lUpzwWFZnHHTti2bbt5PyFFi1yGThwP/37H6Bx44Iq/w6sVlRUxA8/fMfBgwe4/vqRfitX62zi46vflnPxxRf7d8Hx6gT7knyVCG3YMAe5uZVPc6ztCcS8SaYWExNT6+9grLBnD7RsWURU1Eo2b25Dq1bNKnz9kiVL6N+/f7n7CwrMDE+rA76V8vPh2DEzMuboUbPt329+V3v2mL6BkjNXvRUfb67ehwwx6Z2DeTLwnj1bGTWqAzZbGO+8s53GjVv4vIy8vGwiI2NO6RewasFxK5txjgJljb1qULzPL/LyvBuTVtsTiHmztKGkQC7bkiUA4fTq9Qdatar5+SIjTXPKpk01P1egREWZNA5Nm5b/mqNHXTz//FiaNRtGbOwV5OXZTuSCt9s55evwcNMX0K1b2Zkng1GLFu257rr7adnyLMtGysyc+TA//PABd989g379rrKkDA8rg/16TLt9aR0BP7RqGtHRcV5d2df2BGLeLG3odJqlDSXYn8osVgIVXKxXWbNmJinXUQsva3bv3sKqVV/RokV7evS4xLqCyrFt23f8+ONMWrZcwpw5Vwb1VXp1jR79tKXn37x5FYcP76VRo+aWlgPWTqr6FOitlGrneUIp1QboW7zPLy69dKRXOWVqewIxb+9MavsdjBU++CAVGEWnTlsrfW1VnHWWteuS/vrrUqZNG8/ixXOsK6QCZ5zRkdTUyVx33f21KjlbMHnxxWW88soqr0cx1YSVwX4msAP4RCl1lVLqSszonF3AqxaWe4qHHw6NBGLe3pnU9jsYX9u1q4isrPnAW3Tt6tv2hehoaNPGp6c8xdln9+TSS2+jZ89LrSukAo0aNeeGG/7MFVekBqR8f3G5inj//amMHt2dgoJystJVk1KKDh26+eXD0rJgXzxDdgCwGXgLeBvYDgzQWvvl8rJpU+jWzSQQi4yMPG2/3W4nJiamTiQQGzkyNO5gfCUjI4Nx48bRoUMDIAubLYopUyaTkZHh03Jatqx8QZLqSkpK5s9/nsXgwf4bKRKKbLYwvvpqLps3r2bp0gU+OafWmsLCfJ+cy1uWTg3TWu/UWl+jtXZoreO11sO11jusLNMjIuLkQs5Dhw7l6aefJj4+nsjISGw2Gw6Hg9TUVNLT02v9hCqQFMhVsWjRIpKTk0lLSyMvLwvQuN35pKWlkZyczKJFi3xWllJ1c0Hxd96ZzMKFaV71h9V2SinGjHmWv//9UwYNuskn59y4cSXDhzfmpZf89/9YZ7NennXWqTMh7777bu666y6cTicRtWU4QBV4s7RhXbiDqamMjAxSUlLKHKJq1SQ7h8NkWT1YtZQ7XsnNzWLnzo00bNjckqGBZcnLy+Gtt54kPz+Xrl0H+nSR8EBQylwcRkSYmOF0mlnQTufJtWG7dh3g0zLXrv2RvLxs3FZNly1DnQz24eEm9WxpSqk6Geg9SqdAPn78OKC46qqbmDz50ZAP9BC4Iart2sHhw/h8KvwrrzzAZ5+9yvjxU0lJ8c+kQJvNxl13TScj41eaNQtA8ppqstvNKKnISLNFRJx8LKvJXOuTgd+zFRTA1q27UCoBm636H3LXXXcf/foNx2azsAe/lDq3UpXNZv6AJa1bt4688pb7qWNKpkAeOHAf4OKqq96QQF+sKkNUfSkqyqQY8LX27TvTtu25REZav2C2R2RkNEOH3saECS/4rcyaatDApIxu1878HRo1MndckZHlT+zyXPHHxZnjmzaFlSsXMHx4Rz755FEuuMCsLNa+vdlXlXxCAM2bt6Np0zN88wN6oc5d2YeFnfoLd7vdXHrppRw9ejTkZo8OGdKUb74xWRBHSh8eENghqmecYWahVvJZUyVXXjmGK68c47sT1jE2m5ng5qsP2vbt25OXl8fevXtRyk1Cgo2EhJP73W4z6/jYMTPHIivrZFOQR1GRk/Bw/ycAqnPBvrRDhw7RrFkzbDYb7dq1q/yAOuTCC83jd9+ZjI7CDD3N8mKVcCuGqIaHm4C/1bfD+f3qp58+Y9u2tQwePJLExICvQ1ShuDiTDrqsRdurq3PnzqSnp9OxY8cy99tsJkFc/fomPbPLdTLlxLFjkJWlueOO82ncuCV/+cscGjSoYIqyj9W5ZpzSEhMTWblyJevXrw+5iR9du0JY2A1s3dqIdev2B7o6QSHQQ1SbNzfj730tPz8Xp9P63MofffQir7/+CCtXfml5WdWllMnZ362bbwO9R3mBvixhYaYJKCnJ1KdFix3s3r2Zbdt+oWFDaxcrKa3OB3uP+PjaPWKgOux2cDgOA0eYO7d2r8jlK4EeomqzmXZjX3r22Tu4/PJ6/Pzzt749cRmuueYeBg68kQsvvMbysqojKgrOP9/8jq2+ttuzZw/XXXcdGzdu9PqYM89sy4EDB/j004+48MJwunY1d3v+mOtYp5txjhw5gtvttmy19trghhueZ8YMB7m5wX3L7S+eIarDhl2B1qemvfbXENXGjU3nYHWyRpYlLi4Brd3s2WN9+1Dv3pfRu/dllpdTVWFh5q7pjDOqv/hMVf3jH//g/fffJycnh4ULF1b6eq01SikaNmxI3759AfM+cDhMk09BAfz+u1l60gp1+sr+lVdeITExkX/+85+BrkrApKScB5zB0qWh1YRVkSFDhhIVNQM4m5iYuIBMsvPlZ8mNNz7E559ncvXVE3x30lrCbjcpKXr3Nr9TfwV6gCeffJJbb72VV1+tPPvLvHnzGDp0aIUjwSIjzQeWVasg1ukr+4MHD2Kz2ejUqazkm6GhVy/zD7Funeko8ufCzcHql18gLy+Vli1T2bkzMDnV69UzV/iHDvniXNbfuR48uIv335/KoEE3+iVpV2UiIsxSis2bW5tsriINGjTgjTfeqPR1OTk5PPDAA+zevZv58+czMkBD4+r0lf0LL7zAoUOHuPTSwCSKCgYxMdCq1Ru43UN49dXvKz8gBHz1lXkcNCiwi2f4o13ZV777bj4LFkzl3XefCWg9oqPN7PjevU2wD1SgL8vy5cvLfD42NpZ58+YxY8YMbrrJN+kWqqNOB3uAhISEOj1r1hv166cDi/n0U+s78GqD119/BfieQYMCu5RUdLTvxn9//vlM7ryzC4sX+3YymEf37pdwzTV3c9llf7Tk/JWx2eDMM6FnT2ubOqrr1ltvpU+fPnz44YcAvPvuu6SlpZ3Y37dvX8aOHRvQEYFB9ivznb179wa6CkHjlltuAd4jL29soKsScPv3H2PLlvHAQHr3Ln8JR3/xVYdiTk4mW7f+wrp1y2p+sjIkJSUzYcILAUmnHBvrGbYYvHdCPXr0ODGHY9WqVdx4442MHz/e51lUa6JOttkfO3aMVq1a0aVLF1asWEFYMN3rBcCoUZ25++7OrF0LeXnWjPOuLZYtKwDuIiEhk6Qki3IPV4HdbkZibNlSs/NcfPH1dOzYmzPP7OqbigWJFi1Mx2uwXcmXNnbsWIYPH06L4lu1e+65hw4dOgTVRM46Gex37NhBXFwcjRo1CvlAD6Yz8NxzYe1aWLHCt8vv1TYrVyYCU7nllkDX5KQWLczwu61bTSd6dTRp0oomTXywgG4ZPv30FerXT6RHjyFERfknB4/dDh06lJ3QMBjZbLYTgR5g6tSpAaxN2YL889J7nsUoHA4H9913H1prEhMTg+o2KpDOPXct8FdeeeWDQFelUiX/lp5hkePGjfPJ33LxYvM4ZEiNT+VT8fHQpQt06mQmBgWLoiInr776II899n8cP/67X8pMSIDu3WtPoK8t6kSwL7kYRVZWFlprsrKyePfdd32+GEVtlZCwEniKb755N9BVqVB5f0tfLCyyYcMefvnlc8LDs7ngAh9W2ocaNzadkO3aVX2kybp1P/Hcc3eyaFHlwwG95XQWcN119zNo0E2W3Tl4KGWatM4///TMtaLman2wL7kYRekJC06nk9zcXFJSUkL+Cv+22wYAD3D8+GifZl30Jav/llOmLEDrK0hIGOuX6enVZbOZ3C69epn86952Su7dm8HChWksW/aJz+oSHR3HLbc8xiOPzPXZOUtTylzFd+tmOqyDtRO2tqv1wb4qi1GEsh492tC+/TMUFg5mzZpA16ZsVv8td+xoBPTigguCrA2nHBERpt26WzczS7RxY9O5Xl4w7NLlYsaOncLNNz/q13pWl81mPsx69DB9SsH8AVwXKF062XKQ6N69u161alWlr3M4HF6lrHU4HGRWt/erjrj9dpg1C555Bh54INC1OZ3Vf8v27SEjA5Ytgz59qlNDY8mSJfQPYC+32w05OSe37GzIz4eiIrP56l86J+c4y5Z9Qrdug2jYsJlvTsrJPDYtW0pzTVlq+v5SSq3WWp82zbnWj8YJ5GIUtU2vXlnMmvUd77xTwAMPXBvo6pzGyr/l7t0m0MfFmSvJ2sxmMx265SVydblM0Hc6T34AFBWZ5yvaPB8SnsfVq7/ln/8cRefO/Zg584cTS/RV98PEbjcBvkUL/+awEUat/5UHcjGK2qZp043AVaSnd8Dtvjboxi5b+becNesXoAX9+jWmkgzHtdq+ffv47LPPcDgcjBgxokbnOnbMwdChQxkwYADdi68TtT65Fmt+vnn0bFqbgF7W5lnQO9jec6Gk1gf7kSNHkpaWVmFbr5WLUdQmQ4d2JjJyMAUFPVm71s355wfXf56Vf8vnnx8FrOPss5cDvapfySC3bt06Ro8eTa9evWoc7AcMGMCAAQNOeU6pkwt2OwI/J01UQXD9t1dDoBejqE3sdjvDhy8GnuKHH4LvTz9x4kRslVz6hYeHV/lvmZ9fQG5uM6A+o0Z1rkENg1/Pnj0ZMWJEcYoMIU4Kvv/4KvIsRhETE3Na0Lfb7cTExFi+GEVt4rlQ++67wNajLImJicTGxhZ/V/Yg84kT/1zlv+W2bZE4nV/SqNF+Oneu2z2C9erV491332Xs2JrlQdqwYQNbtmwhWAdwiKqr9cEeYOjQoaSnp5OamorD4UAp5ffFKGoLswj5Pr75ZrHPRm34SmxsLGPGTAMuBlKJjTUzaKOjHSh1C/AxSv0Nt7tq5/XMmh040C5juL00adIkzjrrLN58881AV0X4SJ0I9mCu8KdPn05mZibffvstmZmZTJ8+Xa7oSyksXAs0JzNzCGFhvk1FUFNut2Lp0pHAt4wYMYPs7ExcLhc5OZk89tibwFVMngwzZnifTsHtdvPRRzuA4EuRYJWioiJ+/vlnFns+5aqhYcOGNGzYkAuCdaqxqDqtdVBu3bp109X13XffVfvYuuyLL77QMTExGjhls9vtOiYmRn/xxRcBqVdBQYE+dOiQfucdrUHr6Gitt2079TX5+VoPH641fKEhqtKfYevWrXrs2LE6Jia2+DVh+uabx+qtW7fWuL7B/v5KT0/XgG7Tpk2NzuNyubTb7fZRrYS3avr+AlbpMmJqwIN6eZsEe9/aunVrmYG+5BYTE+OTYOhNXcaOHavj4+O1UkpHRkbqyMhInZj4sgat//Snso/7z3+2aqUq/xlef/11HRMTo+12uyUfasH+/ioqKtLnn3++vummm3RBQUGgqyOqyKpgX2eacUTFgiWtRFmJzgoKCigoKODAgXuJj1/EY4+Vfezs2VMIC6v4ZygsLGT06NEhnSspLCyMX375hblz51ZrlbYtW7bgrmrHiAh6EuxDxNy5c70K9m+9Zc2ydlBxojMjn/z8FDIzyw7Ec+fOpaio4p+hqKiIoqKKlxuUXEnly8nJoVOnTjRv3pz8/PxAV0f4kAT7EBEMaSW8ubuA8gOxr+pm9YdasCgsLGTTpk1VOmb79u00a9aM1q1bExVMifVFjUmwDxHephiwMq1ETe8ufFm3up4rKTMzk3r16tGtW7dK73RKOvfcc9mxYwdffvmlhbUTgSDBPkSMHDnSq5nGVqaVqOndhTc/g7fqeq6kevXq0aJFC1q2bMn+/furdKxSivr161tUMxEoEuxDRDCklajp3YU3P0NYWBhhYRWnfAqVXEnr1q1j48aNtGzZ0qvX5+fnU1hYaHGtRKBIsA8RFaWVsNn8k1aipncX3qTGmDHjNSIjKx6BEiq5kqra5v7ee+/RoEEDHn/8cYtqJAJJgn0IKZ1WAhSgiIk5xy9pJXxxd1H6Z/DMoPWkxkhN/aPkSiql8k5xY926deTk5FCvXj2LayQCoqzB98GwyaQq682fv0QDOixskHY6/VPmF198oe12u1Yq3NJZvFu3btXjx4/XDodD22w27XA49Pjx40NiBq2H2+3W/fv311FRUfrIkSNeHbNnzx79+++/W1wzURGZVCV8bvjwP9CixUZcrsWsXu2fMjt06IDT6URrAAdK2SxJWlcyV5LL5QrJXElKKQoKCsjPz2ft2rVeHdO8eXMaNGhgcc1EINT6xUtE9UVERHDJJR144w3497+hlx/W9LDb7YwYcR/z5kF8/BQOHDCLaAtrvPnmmzRp0oSEhIQKX6e1RklK0DpNruxDnCcT5OLF/sl33KpVKxISpgBTGDpUAr3VzjrrrEoDPcCVV17JRRddxPr16/1QKxEIcmUf4rp2PQqMYvnybeTmriMmxtqrO5cLPv3UfH3jjZYWJbzkdDpZsmQJ2dnZNGrUKNDVERaRK/sQl5RUj7CwFWi9gQULtlla1vz583nyyU/Yu7eAhg1h2DBLixPFHn/8cex2O//9739PPDdnzhxuuOEGvvzyS+x2Ozt37uTLL78kMTExgDUVVpJgH+JsNhtXXvk+sIv0dOs6L7XWPPTQQzz++HBgOcOGQbjcV/rFhg0bKCoqIiYm5sRza9asYd68eWzcuBGA+vXrc8kllwSqisIPJNgLbr/9IqAl33xjXRmFhYXcfvsY7PYhwIXcdJN1ZYlTTZkyhWeeeYZmzZqdeG7kyJG8/fbbXHrppQGsmfAnubYSXHSRucpOT4fMTLBiTk1kZCRnn/1nnM4/06wZDBrk+zJE2Vq2bMkDDzxwynPdu3ene/fuAaqRCAS5shfExUGLFjNxuy/m1VdXWlbOvHnm8corwSbvPCH8Sv7lBAD1668BlvD++9VfpLo8K1euZPr0NBYvPgrAyJE+L0IIUQkJ9gKAsWPvABZw5MhYn5/75Zdf5k9/upOsrBdo0wb69PF5EUKISkiwFwDcems3oqOvYdu2BlQx/XmlhgwZQsOGg4EbuOoqacIRIhDk304AEBEBPXuar329SFH//teTm7sYOJsQSCMvRFCSYC9O6Nx5M/AXXnxxuk/P+957kJcHZ58NXbv69NRCCC9JsBcnnH32LmAyv/76enFWyurJyMhg3LhxOBwOlFLcc088MI4LL8xAcm0JERgS7MUJo0b1JSLiAYqKnmZbNTMnLFq0iOTkZNLS0sjKygLA7c4G0pgzJ5lFixb5rsJCCK9JsBcnxMREMWjQM8AlLFxY9eMzMjJISUkhNze3jNWRnOTn55KSkkJGRoYvqiuEqAIJ9uIUgwebx6++qvqxU6ZMqXQJPKfTydSpU6tRMyFETUiwF6cYPLgI+ISvv34Ul6tqDfdz5871Kti/9dZbNaihEKI6JNiLU9jt24Hryc//O3Z7GA6Hg3HjxnnV9JKdne1VGd6+TgjhOxLsxQmLFi2iS5fOgLk611qTlZVFWloaycmVd67GxcV5VY63rxNC+I4EewGc2rkK7lP2OZ1OcnMr71wdOXIkdru9wnLsdjs3y8wqIfxOgr0AfNO5OnHiRMLDKw/29957b7XqKISoPgn2Aqh55+ratWv55JOv+dvf3ic8PAY4Nejb7XZiYmJYsGABSUnWrYglhCibBHsB1KxztbCwkBEjbmDixDGsXv0bbnc6kEpkpAOlbDgcDlJTU0lPT2fo0KE+rrkQwhuyUpUATKepZ8ZrRWJiYhg3bhxz584lOzubuLg4brppJEOG3IHT+S7ffDMKtzuW666bzl13TadPHyRFghBBQIK9AEznalpaWoVNOUrZyMnJPeV1ntE6YWF2mjd/nyNHYklOhjvvhKZNJdALESykGUcApnO1spE0WrvR2n3aB0JRkZOCgly2b7+WevUyeOwxqF8f2ra1ssZCiKqQYC8ASEpKYsGCBcTExJwW9MPC7EAYlb9dnJx33lSaNoVOnWSREiGCifw7ihOGDh1Keno6qampOBwObDbTuTpiRCpRUVGUHn9/Oic///wW55wDUVH+qLEQwlsS7MUpkpKSmD59OpmZmbhcLjIzM5kzZzoFBbleHZ+bm02DBhZXUghRZRLsRaVsNu9THMTHSyoEIYKRBHvhFUmFIETtJsFeeMWb0TqSCkGI4CXBXnil5Gid0vlvwsMlFYIQwU6CvfCaZ7TOnXemEhtrUiHExTkYPVpSIQgR7GQGraiSpKQkZsyYzpQp09m4EZKTISws0LUSQlRGgr2oluho6NxZ0iEIUVtIM46oNgn0QtQeEuyFECIESLAXQogQIMFeCCFCgAR7IYQIARLshRAiBEiwF0KIECDBXgghQoAEeyGECAES7IUQIgRIsBdCiBAgwV4IIUKABHshhAgBEuyFECIESLAXQogQIMFeCCFCgAR7IYQIARLshRAiBEiwF0KIECDBXgghQoAlwV4pdZZSappSKl0pla2U2qeU+lQpdb4V5QkhhKiYVVf2lwAXA7OBK4BxQGPgP0qpbhaVKYQQohzhFp13HvCS1lp7nlBKfQvsAO4GRllUrhBCiDJYEuy11ofLeC5TKbUZaGFFmUIIIcrntw5apVQD4Fzgf/4qUwghhGFVM05ZXgQU8EJ5L1BKpQKpxd9mK6U2VbOsRsBpdxdC+Ii8v4SVavr+OqOsJ1WJZvVyKaUGAV95UchSrXX/Mo7/C/AP4Hat9SwvzlMjSqlVWuvuVpcjQpO8v4SVrHp/eXtl/xNwjhevyy39hFJqDCbQP+qPQC+EEOJ0XgV7rXUusLGqJ1dK3QzMAKZorf9e1eOFEEL4hmUdtEqpq4E3gDSt9f1WlVOO1/xcnggt8v4SVrLk/eVVm32VT6rUhcBiYD3wJ8BdYneB1vpnnxcqhBCiXFaNxhkARAJdgWWl9v0GtLGoXCGEEGWw5MpeCCFEcKnTWS8lIZvwFaVUK6XUAqVUplLquFLqQ6VU60DXS9R+SqkUpdQHSqnflFJ5SqlNSql/KqXifVpOXb6yV0pNwEzSmg2sARKAB4HOQD+t9eoAVk/UEkqpGOBXoAB4FNDAU0AMkKy1zglg9UQtp5T6D7AT+ATYDXQBJmFGQPbRWrvLP7oK5dTxYN8I+L1UQrZ6mIRsn2mtJSGbqJRS6m7geaCD1npr8XNtgS3Ag1rr5wNZP1G7KaUaa60PlXpuFOYidaDW+ltflFOnm3G01od1qU8zrXUmIAnZRFVcCfzHE+gBtNbbMYMPrgpYrUSdUDrQF1tZ/OizOFWng31ZJCGbqIZOwLoynl8PdPRzXURouKj40WdxKuSCPV4kZBOilAbA0TKePwLU93NdRB2nlGoBPAF8rbVe5avz1qpgr5QapJTSXmxLyjn+L8CNwISSt+RCCBEMlFJxmI7aIuA2X57bnymOfUESsolAOErZV/DlXfELUWVKqWjgM6AdcJHWercvz1+rgr0kZBMBsh7Tbl9aR2CDn+si6iCllB1YAHQHBmut1/q6jFrVjFMdAU7IJuqGT4HeSql2nieUUm2AvsX7hKg2pZQNeBuTZma41vo/lpRTx8fZS0I2UWNKqVjMpKo8Tk6qehKIx0yqyg5g9UQtp5R6GRgD/B34vNTu3b5qzqnrwX4S8Ldydv+mtW7jv9qI2qw4NcJUYDBmNNc3wD1a6x2BrJeo/ZRSOyhnKUHgca31JJ+UU5eDvRBCCKPOt9kLIYSQYC+EECFBgr0QQoQA+XUVdQAAACVJREFUCfZCCBECJNgLIUQIkGAvhBAhQIK9EEKEAAn2QggRAv4fG6g/qbpjjW0AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e955421b9d3247ba946289b0e3f1de6a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 51000 loss=-1.459 val_loss=-0.9305\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "97b811011fd7487187a4b4451a8be1a0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 52000 loss=-1.204 val_loss=-1.361\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d66d7ca985074e3eac9d935adad06097", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 53000 loss=-1.697 val_loss=-1.113\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d00c977d8a274c9f9765542365a1b001", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 54000 loss=-0.8891 val_loss=-0.4821\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c9f38284eebb412db35c9aca6670cf50", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 55000 loss=-2.534 val_loss=-1.295\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c82b33ecbaa4494e974acb3f819042af", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 56000 loss=-1.076 val_loss= 0.9785\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f36ffdf2083845379c0abc9b40335536", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 57000 loss=-1.502 val_loss=-1.076\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "87c069347cfc472c9f712bef3c8640c3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 58000 loss=-2.099 val_loss=-1.415\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "120e3debec8942d1854e1b870f28c99a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 59000 loss=-0.8996 val_loss=-0.643\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f72522f407e741538d124b174da874ba", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 60000 loss=-0.7191 val_loss=-1.103\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXhV1aH38e/KPBGEgCgKIkGUQSqK4tD7igNWnPEFpQriW7lYUZ8rxfraUaxD9baArTg2XquiIFKtA6KIFq1aHJCKQxAJBgQNU0jIPJ11/1jnkMMhIdPZSU727/M8+yHsc/ZeK3j87XXWXmttY61FRES6triOroCIiHhPYS8i4gMKexERH1DYi4j4gMJeRMQHFPYiIj6gsBcR8QGFvXQoY0y+MebsKJznamPMuy08xhpjBgV/nm2MWdDWejRQxkBjzCvGmBJjzE5jzH+HvdbTGPOCMabMGLPJGHNFxLFXBPeXGWP+bozpGY1jxZ8U9iJRYIxJaGBfEvAG8BZwCHA4EH5BeQCoBvoAVwIPGWOGBY8dBjwCTAm+Xg48GKVjxY+stdq0dcgGPAUEgAqgFLgluP9k4H2gCPgUGBN2zNXARqAE+AYXdEOASqAueJ6iZpZvgUHAubjgrAke/2nw9e7AY8D3wFbgTiA+rB7vAfOAXcCdDZx/OvDPRspOD5Y5OOLf457gz3cDz4S9lh18f7e2HNvR/821ddymlr10GGvtFGAzcKG1NsNa+9/GmMOApbhg7QncDPzNGNPbGJMO/BkYZ63tBpwK/Ntamwv8FPhX8DwHtbAer+EC8tng8T8IvvRXoBZ3QRgJnANMCzt0NO7C0we4q4FTnwzkG2OWBbtwVhpjjg2+NhiotdauD3v/p8Cw4M/Dgn8P1TGPYMC38VjxKYW9dDaTgVetta9aawPW2jeAj4Hzgq8HgOHGmFRr7ffW2i+8qIQxpk+wzJustWXW2u24VvyksLd9Z62931pba62taOA0hwff/2egL+4i9mKweycD2BPx/mJcy53g68WNvN6WY8WnFPbS2RwBTDTGFIU24IfAodbaMuByXCv+e2PMUmPMMR7WIzFYTqgejwAHh73n2ybOUQG8a61dZq2tBv4IZOG6nUqBzIj3Z+K6p2ji9bYcKz6lsJeOFrns6rfAU9bag8K2dGvtPQDW2tettWOBQ4F1wF8aOU806lEF9AqrR6a1dtgBjom09gDvWQ8kGGOOCtv3AyD0TeWL4N8BN6oHSA4e15ZjxacU9tLRtgEDw/6+ALjQGPMjY0y8MSbFGDPGGHO4MaaPMebiYN99Fa4FGwg7z+HBLpLW1mOAMSYOwFr7PbAcmGOMyTTGxBljso0xp7fgnAuAk40xZxtj4oGbgJ1AbvBbyvPA74wx6caY04CLcTdaAZ4O/jv8R/D3/R3wvLW2pC3HtvLfRrqCjr5DrM3fGy6kNuNG3twc3DcaeBsoBHbg+rr741rzb+P6n4uAlcDQ4DFJwfcVAjuD+34JLDtA2RYYFPw5C3gX2A18EtzXHXgI2BIscw0wKfja1bgumqZ+v0uBDbg+9pXAsLDXegJ/B8qC/wZXRBx7RXB/GfAi0DMax2rz52as9ebhJcaYCcCPgVG4fs7NuNbI3VYtDBGRduVl2K/CBfyLuJbRSGA2rp/1VGttoPGjRUQkmrwM+97W2h0R+64CngDOsta+5UnBIiKyH89u0EYGfdBHwT8P86pcERHZX3uPxgmNZMht53JFRHzNs26c/Qpy0+DX4NYdGdvIe6bj1hMhNTX1hH79+rWqrEAgQFycRpWKN/T5Ei+19fO1fv36ndba3pH72yXsjTEZuGFnfYGTrLVbmjpm1KhR9uOPP25VeStXrmTMmDGtOlakKfp8iZfa+vkyxqy21o6K3L/fsqzRZoxJBV7GTZw5vTlBLyIi0eVp2BtjEoEluLH2Y621n3lZnoiINMyzsA9OO38aOBO4wFq7yquyRETkwLxs2T8ATMSt811mjDk57LUt6s4REWk/Xg4pGBf881fAvyK2aY0dJCIi0edZy95aO8Crc4uISMtosLCIiA8o7EVEfEBhLyLiAwp7EREfUNiLiPiAwl5ExAcU9iIiPqCwFxHxAYW9iIgPKOxFRHxAYS8i4gMKexERH1DYi4j4gMJeRMQHFPYiIj6gsBcR8QGFvYiIDyjsRUR8QGEvIuIDCnsRER9Q2IuI+IDCXkTEBxT2IiI+oLAXEfEBhb2IiA8o7EVEfEBhLyLiAwp7EREfUNiLiPiAwl5ExAcU9iIiPqCwFxHxAYW9iIgPKOxFRHxAYS8i4gMKexERH1DYi4j4gMJeRMQHFPYiIj6gsBcR8QGFvYiIDyjsRUR8QGEvIuIDCnsRER9Q2IuI+IDCXkTEBxT2IiI+oLAXEfEBhb2IiA8o7EVEfEBhLyLiAwp7EREfUNiLiPiAwl5ExAcU9iIiPqCwFxHxAYW9iIgPKOxFRHxAYS8i4gMKexERH1DYi4j4gMJeRMQHFPYiIj6gsBcR8QGFvYiIDyjsRUR8QGEvIuIDCnsRER9Q2IuI+IDCXkTEBxT2IiI+oLAXEfEBhb2IiA8o7EVEfEBhLyLiAwkdXQEREb+zFvbsgd27IRDwpgyFvYhIBygrg6IiF/BFRVBb6/Zb6015CnsRkXZQUeFCPRTw1dXtW77CXkTarKYGysuhshKqquo3gLQ0t6Wnuy3OJ3cKw8O9qKj+36OjKOxFpEUCARdeO3e6rojychf2zREXBz17wsEHQ1YWxMd7W9f2VF1d32rfvdtd+DoThb2INKmqyt1A3LkTdu2q719uqUDAnWPnThf0WVku/Hv0gOTk6NbZa7W19f3tRUXuwteZKexFZB/WujAuLKxvubc23A+krg62b3cbuC6enj3dBeCgg6JfXjSUl7uL3a5dUFzs3c1ULyjsRQRwfczffw8FBe1/8xDchaWsDL791rXye/d23T2Zme1flxBrXaiHAr68vOPq0lYKexGfCwRg/XoX8p1FVRVs2eK29HQ44ggX/sZ4X3ZZmeuyKipqW5dVZ6OwF/Gxqir4/HMoKYneOaurobTUbUlJ0KdP20K6rAy+/NKb0K+pcb97SYkL+OLirhPukbpM2Ofl5TFnzhwWLFhAaWkpGRkZTJ48mVmzZpGdnd3R1RPpdPbscUHf0i4ba11Xy5o17tvA9u2wbRvs2OHCMnKIYWYmDBlSvx1/PCS0InlCoZ+aCocc4i4iKSnNP76qqv4iVFrqAr6zjZjxUpcI+2XLljFhwgRqamqoCY4BKykpIScnhyeeeIIlS5Ywbty4Dq6lSOdRUOC6bpozNd9aN+rkq6/ggw/gww9d335j4uMhIwO6dXOBWlzsjvvgA/d6jx5w7rlw/vlw2GEHLruuro74iPGZFRXwzTduO+ighkO/rs71r5eXu/e3ZHhoVxXzYZ+Xl8eECRMob+DOSSj8J0yYwNq1a9XCF98LBODrrw8c1gUFsGKFuxhs3ereW1Gx73u6d4dRo2DAAHcTNbT16OGC1xh46aVHqKqq4LjjprBlSxbr1sGqVZbNmw0LF8LChTByJJxzDpx2mrs4hHz55SoeffRWjjrqeK6/fm6w7gEee+zXjBjxH5x00rkYY/YOe5SmxXzYz5kzZ29rvjE1NTXMmzeP+fPnt1Ot2p+6saQp5eXwxRcNjwevqIC334bXXoNPPw3tfQH4GriAjIyh9O8PI0YUMnDgFkaM6EWfPn0ByM//kj//+Ubi4xP4wx9e33vOJ5+8nV27vmfhwvGccUYWZ5wBgcAsdu16koED57B+/VTWrIE1a/6FMfPo3/9kJk36GT/8IcTHJ/Dpp29TUJDPddf9kbi4ODZu/Ixnnvk9b775DIsW5e8t59NP32HAgGF0757l1T9dlxDzE5cXLFjQrLB/4IEHGD58OBkZGcTFxZGZmcmMGTPIy8trp5q2TV5eHjNmzCAzM3O/+i9btowRI0aQk5NDSUkJ1tq93VgjRoxg2bJlHV196WDbtsHq1Q0H/VtvwYQJcO+9LuiTkuCss2Do0EXA/2fWrLW8/DI88AAMHPgqd9/9A/7yl5/vPT49vTtr1rxFfv7n+5z3kktuYPz4G8jKOnTvvh07vqWsbBcXXZTIkiUwcyYMGLAFa59j06b3uPdeV5e///0Epk1bxGOPrSUuuL5CRsZBXHnlLznvvGv2nq+2toZbbx3HpZf2obCwEw0n6oSM7aSzAkaNGmU//vjjJt8XFxdHa3+HxMREEhMTO32ffkP3JACMMc363dPS0li7di2AWv9RsHLlSsaMGdPR1WiWigrYsMENIYxUWwuPPAJLlri/Dxr0NaefbrjkkkFkZMCbby7k668/4Uc/msqRRw4H4N13/87jj/+WU065kGnT7tp7rn/9aylHHTWSXr36HrA+dXV17Nmzi5SUdFJT0wHYvv1bVq16j+++68+6daeGfbOAY46Biy+GsWMbXlqhsLCAO++8grKyPTzySH1ePProrVx++c9jsrVfV7eSs84a0+rjjTGrrbWj9tsf62GfmZlJSRTGjRljOmX45eXlMWLEiAbvSbRG5AUiVi54nUkshH0gAJs3uy3yJuzu3dt5550VvPBCCps2XUp8PEyY8CGvvHIOvXsfzoMPriI1NaNjKo4b6fPSS/D66/VDQgcOhBtucH38DQm/kVtUtIMJE/py7LE/5A9/WE5CQmI71Tw6vAr7mO/GmTx5MomJbf+P2ZFdH5FdNBkZGXu7nAYNGhS1oAf2+yZQU1NDeXk55513HhkZGTHVtSUNKyyEjz6C/PyGR9t8+GEB9913JZs2XUVWFtx3H0yZcgxZWYdy+OFHtfqbcrT06wfXXw/PPQe33OKGWW7cCD/7Gdx2W8M3l8NH7NTUVNGjx8Ece+x/EBfXhVZaa6OYb9lHu+UbEur68KKFH34zNfStpLldMl5TS79pnbVlX1Xlumx27Nh3f1HRDlavXsGYMT9m4UJ4/HEIBH5Djx5bycn5H3r2dO/bvXs73bv32ttHfiDGuElOSUmQmFi/xce710JbaCXI4uLWP4GpuhoWL4ann3bj4hMT4YIL4LLL3IWgIaWlRWRkdNIFdpqgbpwDaKxPu60SEhI4+uijyc/Pp7y8nIyMDC688EKMMbz00kvN6veOHCWTkpKyt461nXiqnpcXu1jX2cLeWjdE8ptv3PjycOXlJUyadASlpcUcc8wX5OYeA8Dll8O0ac2f3BQf7yYzHXRQ/daSiVGBgJvEtWuXa5m35qO/Ywc8+qgbFgpuueQzzoBJk2DQoMaPKy8vYdOmXIYMOanlhTahrs7dF2lsq6x0F6vQVlPjLsrh+0Jr/4eeBVBZWcrChRmcfHLr6tSlwx5cqP7qV/N49tkHPKxVwxprDXt1EWoviYmJTJw4sUUXNz/oTGFfWOi6OEpL6/dVV1eRlFS/XvAtt1zHmjWbqa2dS48eR/OLX8CJJzZ+zvT0+gXIkpLcomStmfHamLo6F/hbtrRuBuvGjbBokRtFFLq4HXEE9O9fvx18sKt7VdUu5s49g127NnHbbe9z2GHDAHeBDEVfIOB+rqtzW21tfSiHP3wkfCsu9nbN+ldecZPOWqNDwt4Y0w+YB4wFDLACuMlau7mpY1sa9uCGlfXsOYPq6hygY8I1NTWVgQMHsnHjRioiZ6J0EX7v6ukMYV9a6kKvsHDf/f/+90ruumsyt9/+N7KyRnP//fDee7VAAieeCLfeyt5um3DJya5L5OCDXdi3h9BSyt9954KzpbZtcyOJXnnlQKEbAC4HPgI+B6J749kY940nNdU9jSslpf7voZ+TkpreUlLclpwMiYkfMWnSiftMMmtZnRoOe88mVRlj0oC3gCpgKmCBO4F/GGNGWGujvtR/ejosWTKLiRMfp6qqY8K+oqKCL774okPKbi+amdwxQsvtFhS4oGuonfaPfyxm586tPPDAU2zcOJrKSkhLS+AnP4Hx4xt+JGCvXm6IYzRb781hjFvUrHfv1i2v3KePu5F7zTVuBE9o9NGmTfXPeK2piaO6+hmqqvJJSAgFfR3V1R+SknLKPvcX4uPdlpDg7gskJe3bbXXQQW7mcI8e9T+np0d/Jc66urJWB/2BePmf9z+BgcDR1toNAMaYtbgpedcCc70o9Nxzs7n11tnce+/vqK2tobY29rpPYkV5eTlDhgxh2rRpvu7W8VJdnQuu0BOimuoNPP30ubz77hC+/PI6AMaMgRkzXKBGMgays+Hww6Nf75ZKTXXDK4880i2stnlz85/8lJICRx3ltoYlAvUvLl78Jx56aBaTJ/+Ka665s61VjxleDr28CFgVCnoAa+03wHvAxR6Wy6hRo3nqqbVMnz69weGMpj0WxW4Hkb9HYmIiaWlpPPbYY6SlpbVLHWpqanj44YcZNGhQTM5M7mwqK13Yff21m/H67rtuZcqCgoaDfvXqFdxxxxUUFdUwbx7MmpVCYeGN9O2bwL33uqGKDQV9Soobs94Zgj6cMa7FfuKJMGwYnrRwwZKcnMrgwSd4cfJOy7M+e2NMAfCitfbaiP0PAhOttQ18BOu1ps8e3P8Qr7++kuOPH0PfA0zmi9Wbp+GzYefNm8dTTz2198bplClTmDlzJtnZ2W2eddsWXb1PP1p99jU1boTKnj1u8lBpacuWG66rq+Xqq4eyZcvXpKXNpbx8JvHx8OMfw+TJjT/TtXdvOPro9u+2aa0dO9zFL5pPzyosLKBnz0bGbXawmBt6aYypBuZaa2+N2H8ncKu1dr+PmjFmOjAdoE+fPicsWrSoxeVaC3v2lNK9e9M3YrZu3cpzzz3HK6+8Ql3kmLVOJj4+nsTERGbPns3o0aObdUzo93vjjTeoqKggNTWVsWPHMnHiRLZs2cLs2bOpqanx7HdPSUkhJyeHw5paxzbGhC6uLRUI1I/4qKtr+fNLKysr2LFjO336HEpSUhL5+enMnbuJb77ZAMxkyJBKrr/+K444ovE5JykpsRPy4ax1o2O8GK28deu3LF78NDNmzCS5Ezz13NpSunVr/Y3kM844o/OHfbi2tOxXrlzJ2LFjmn2MVxOzWiLU4jbGkJ6ezoABA/YZ3x/eao+WvLw85s2bx6OPPurJt5vExESmT5/e5VYbbU7L3lq3ymRxcf1wvZa2TAOBwD4TnBYvnstDD83iyivvZs+eX7B0qbuAdOvmxsxfcEHDN2Ch/gEiqaktq0Nns3OnW3o5Wq18ay3XXjuKr7/+hKuvvp2pU38bnRO3QSwul7Ab6NHA/p7B1zwRH+/upLdEdnY2S5YsIS0tLSpLLzQlISGB+Ph40tLS9unn3rBhA4FAgJKSEj777DNKSkqoq6ujuLiY+fPnR/0GaHZ2NvPnzyc3N9eTPv7QaqNduR8/9Fi7HTvciJDcXPj4Y/jnP92SBevXuz74loZTRUUps2adxWuvPbF3n7X9yMjIZtGiT3j5ZddIu/RSWLAALrqo4aCPj3c3YUeOjP2gBzdy6KST3JIKzZjo2yRjDL/85VOMHn0el102q+0n7MS8bNm/BSRZa38YsX9lsNzTD3R8a1v20Po+1VBLN9QPnpaWtl8L+6KLLsJay4svvkhp+EyWZsrIyGDq1KlRb6W3ldf3MMK/ucTixKzQtP/ycli3biW9e4+hosK755WuWPEMd911JVlZ/Tj//FzeeSed/Pz610ePhuuuc5OJGpOV5UaotOTRfbGkshLy8vZfHqKt6urqWL16BSed9KPonrjZ5cden/1NwB+BwdbajcF9A3BDL2+11s450PEdEfYt1dyAjJUblpEXu/CL2+LFi6N6EYiFf5PQpJ+CAjd5KfS/SmnpSjIyxnhSZlmZe7brRx/B22/Pp7j4R4SGDWZmwumnu+V+jz228XMkJ7vlAxoahdMVFRe7MfrNGZraHDk5v+Lpp+9mypTf8JOf/K7tJ2whr8Ley1s1fwFuAF40xvwaN6nqDuBb4BEPy20348aNY+3atU1+G/Civ90LoW6dhvrYb7/99qje1wifmPXyyy+zZMmSTrPOfkWFm9XZ2HDHaKqpcV0/77yzhffff5lt2y4gEOgXfPUGunVzrfgzz3SPAWyql7FvXzdePRZvwrZW9+5uC00627nTzU0oL2/5TXCAQw4ZQHJyKscdNybqde1IXi+X0J99l0t4E7dcQn5Tx8ZCy95vvOzqiRwSmpCQgLWWpKQkKisrPb8AWOtaht99t/8SBJHa2rIvKoL33w/w3nt1fPJJYnCq/wrc/yYjOeaYNzn55B6ceKIbItnQQzsipaXB4MFuZqc4dXVuOGtJSf3Q1uZeAHbv3k6PHgd7X8kIX321miOPLOKcc85q9Tk6omVPcA2c/+tlGdJ+Ir/JhB6BGI2x+5HHh1YEDa0vVFJSwsMPP8xDDz0UtX7/ujoXvLt2ua2qqk2/wgHt3An/+Ae88w58/vkO3AoiRwPzGDAAhg4dQUHB1Rx33HAuuKCGHg0NbWhAXJy7WXnEEdG5YdmVxMfXt/pDAgHXVVZauu8WOfo4POg3b15HYWGBJy390LDn0Hr8y5c/ySmnHNGmsG9Ml1n1Mpxa9u0nvJ9/z5497Vp2a/v9y8vduu9FRa1bY725LfvSUjcqZ8UK+Pe/68uKj/+QQOA0kpO7M3/+OrKze7W8ErgbsIMGdY1RNh3JWtd1F3kBqK6Gb79dz3XXuaWRH3zwA/r3Pzpq5W7alMtvf3sp1103h5NPPg+A3NwP2bbtNWbPbv0Q0A5p2UvXF97PP2PGDHJyctptRnLkgmzQ9DN2Cwvhyy+9GUVjrVuJ8sMP3Q3Wzz4LlfMMcXGfcdJJN3LuuX0ZPfokVq1awPDhp3LwwS0P+tRUF/JZsfd41U7JGNcNlpbmVv0MqamBsrJBPPvs2dTVWYYPP5y4OHdhiMa3wBdffIjNm9fx0Uev7w37IUNOYvBgb+b7qGUvUdORk9Pi4+P3rhUU/lCY8Nb/iBHj2LChdTftwoVa9pWVbhp/bq67gHz+eejB3gEgjrg4GDECdu48nS1b3mHOnDc5/vgzW1WmMW5p4kMPdSHfRZZ3igmVlZUkJSXtneBWUlJCWloGVVWG8nL225rbkKipqeaZZ37PZZfdvPfh6xCbo3HEZ0KT0zpizaHGlnwI1eO8884jJSWdc865issum8VhhzWvn3/r1jwWL57DihULqKgoJSkpg759L8aYfmzalL1fX2+3bksJBH7ONde8yllnDSAzE5YuvYpdu86mT5/+Lf690tPdwmCHHOKW3JX2lxI2UcFayyWXXEJycjI5OTn07duX3Nxc7rnnHg499FDuueceqqrcfYHQVlrq/ty+fSvLlz/J5ZffTEJCIomJSUydelu7/R4Ke4kqL2/itlVlZRlLl+awfPkTzJ69hNGjD9zP/8EHy5g9ewLV1TUEAu7CVVVVwjffPAs8jzFLyM4ex5AhMHSoW47giSeeZOXKXL777k9kZs4D4Pzzr2lRPbt1czNFe/d2XQvSeeTl5fHJJ5+QkJBAUvDqW1lZyZNPPknv3r256667SE6Ox9pKnn9+AVOnTiUxMZFAAMaN+0+WL19GdXUBN930pwZvDHtJYS9RFzle3+s1eFqirq6GuroaZs+eQE7O2v1a+KGW/PLlT1JZ2diC6jVADQkJ48nMPJWRI6dz5pmTALjxxj8xbNgpjB9/Q4vqlZlZ/yCPrjrjtSsYNGgQubm5rF+/nl693P2W4447jvvuu49x48btHVVz//33c8stt5CVlcX48eOJi4MbbriO7t0zuPnmaRx77L43hkNDQ728AKjPXtpNZ1hwLlx8fAL9+h1NQUE+VVXlJCWlUFtbg7UQCDTd8RoXF0cgEODMMyfxm98sbHH5GRmuD75Xr8aXI5bYtHTpUmbOnMmll17KPffc06Jj25pf6rOXDnegPv3wtXNSUlL2vlbr1eIzuPXg8/PrHyFZVdWyZwYHAgGSklL56U//0OxjEhJcH/yhh7qwl67p/PPP55xzzmH79u0dXZW9NA1D2lWoTz/8KWKRq36Wl5ezbt06rr32WjIzM/eOsumMTxirqamid++mH/cUmuF66qlucTIFfdeXmJjYqZ7loLCXdhfq0y8uLm50Cefw9wQCATZs2MCMGTPaZQnqlkhNPXBqd+8Ow4e7x+z17atZrtJx9NGTmOD12vutER+fyNixU/bbn5Dggv2EE9w68r16aVy8dDyFvcSUAz1oJvRQmJR2Gs6SmJjIxIkzgfpJT0OGuK6awYO9eli2SOso7CXmNNbvf+211/LVV19RUVHBq6++6tmTx9wFJY077ljCyJHZDB0Kp53mZsv26aOuGumc9LGUmNRUv3/4BSGagZ+amsG4cRfw7rtrmTVrHEOHuvVU/LR+vMQmhb10WdHq54+PTyQlJY2FC1+ltLSEWbNu4oQTstUPLzFFYS9dXng/f3z8gVv5cXGu3z85OQ1j4khPz+Sqq6bz+edrmTRpnLpoJGbpy6f4Qqhb57bb5vHCC09RUVFKcnIahxwygG3b8qmsLCc1NYOxY6cwceJM+vXLpl8/6N+/eU+KEunsFPbiG9nZ2fz1r/OZMWM+1dWNv69nTzfxSQ8Fka5EYS++kpAA2dluDfpIKSnuoSC9WvfgKJFOTWEvvtOnj1sbvrraPY2outp11Rx+uLpspOtS2IsvNfeB3iJdhcYWiIj4gMJeRMQHFPYiIj6gsBcR8QGFvYiIDyjsRUR8QGEvIuIDCnsRER9Q2IuI+IDCXkTEBxT2IiI+oLAXEfEBhb2IiA8o7EVEfEBhLyLiAwp7EREfUNiLiPiAwl5ExAcU9iIiPqCwFxHxAYW9iIgPKOxFRHxAYS8i4gMKexERH1DYi4j4gMJeRMQHFPYiIj6gsBcR8QGFvYiIDyjsRUR8QGEvIuIDCnsRER9Q2IuI+IDCXkTEBxT2IiI+oLAXEfEBhb2IiA8o7EVEfEBhLyLiAwp7EREfUNiLiPiAwl5ExAcU9iIiPqCwFxHxAYW9iIgPKOxFRHxAYS8i4gMKexERH1DYi4j4gMJeRMQHFPYiIj6gsBcR8QGFvYiIDyjsRUR8QGEvIuIDCnsRER9Q2IuI+IDCXkTEBxT2IiI+oLAXEfEBhb2IiA8o7EVEfEBhLyLiA2G2Lo8AAAQPSURBVAp7EREfUNiLiPiAwl5ExAcU9iIiPqCwFxHxAYW9iIgPKOxFRHxAYS8i4gMKexERH1DYi4j4gMJeRMQHFPYiIj7gSdgbYwYbY/5kjFlrjCk1xnxvjHnJGPMDL8oTEZED86plfw5wBvAEcCEwA+gNrDLGnOBRmSIi0ogEj867CHjAWmtDO4wxbwH5wH8BV3lUroiINMCTsLfW7mxgX7ExZj1wmBdliohI49rtBq0xpicwHMhtrzJFRMTxqhunIfcDBrivsTcYY6YD04N/LTXGfNXKsnoB+327EIkSfb7ES239fB3R0E4T1q3eKGPM2cAbzSjkbWvtmAaO/wVwN3CNtfZ/mnGeNjHGfGytHeV1OeJP+nyJl7z6fDW3Zf8+MKQZ7yuP3GGM+Sku6H/dHkEvIiL7a1bYW2vLgXUtPbkxZgrwIDDHWntXS48XEZHo8OwGrTFmPPA4kGOtvdmrchrxaDuXJ/6iz5d4yZPPV7P67Ft8UmP+D7Ac+AK4EQiEvVxlrV0T9UJFRKRRXo3GORNIBo4H3ot4bRMwwKNyRUSkAZ607EVEpHPp0qteakE2iRZjTD9jzBJjTLExZo8x5nljTP+OrpfEPmPMBGPM34wxm4wxFcaYr4wxvzfGdItqOV25ZW+MuQE3SesJ4BPgIOAW4Djgh9ba1R1YPYkRxpg04FOgCvg1YIE7gTRghLW2rAOrJzHOGLMK2Ay8CGwBRgKzcSMgT7XWBho/ugXldPGw7wXsiliQrTtuQbaXrbVakE2aZIz5L2AucLS1dkNw35HA18At1tq5HVk/iW3GmN7W2h0R+67CNVLPsta+FY1yunQ3jrV2p424mllriwEtyCYtcRGwKhT0ANbab3CDDy7usFpJlxAZ9EEfBf+MWk516bBviBZkk1YYBnzewP4vgKHtXBfxh9ODf0Ytp3wX9jRjQTaRCD2B3Q3sLwR6tHNdpIszxhwG/A5YYa39OFrnjamwN8acbYyxzdhWNnL8L4ArgBvCv5KLiHQGxpgM3I3aWuD/RfPc7bnEcTRoQTbpCLtpuAXfWItfpMWMManAy8BA4HRr7ZZonj+mwl4LskkH+QLXbx9pKPBlO9dFuiBjTCKwBBgFjLXWfhbtMmKqG6c1OnhBNukaXgJONsYMDO0wxgwATgu+JtJqxpg44GncMjOXWGtXeVJOFx9nrwXZpM2MMem4SVUV1E+qugPohptUVdqB1ZMYZ4x5CPgpcBfwSsTLW6LVndPVw342cFsjL2+y1g5ov9pILAsujTAPGIsbzfUmcJO1Nr8j6yWxzxiTTyOPEgRut9bOjko5XTnsRUTE6fJ99iIiorAXEfEFhb2IiA8o7EVEfEBhLyLiAwp7EREfUNiLiPiAwl5ExAf+F3AFNzo55VQbAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "06c3be1fb38d456db9fecf96f3542e97", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 61000 loss=-0.9859 val_loss=-1.039\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ac27fa924a4547fd91688fbf6c307205", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 62000 loss=-1.015 val_loss=-0.7608\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "94265f7ccab2488b84051666fc2734f0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 63000 loss=-1.66 val_loss=-1.153\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ae0d3dcb71c44b8a9d22d03633e8830f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 64000 loss=-0.6775 val_loss= 0.09393\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "de66f52fd7724edc8d224adbb961f26b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 65000 loss=-0.2821 val_loss=-1.129\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "727a59810b434dd08be971f4cd7693aa", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 66000 loss=-1.5 val_loss=-0.8615\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "94cfacb7e85a48e0944cd07597ad0068", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 67000 loss=-2.826 val_loss=-1.278\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a42f2602fcae4d6996bcf32da96e0cdf", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 68000 loss=-0.6377 val_loss=-1.593\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c538c140fa2c4d1e92ea7651a75d154d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 69000 loss=-2.587 val_loss=-1.243\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7a630c82791748d9bf854386fe0a0f15", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 70000 loss=-2.64 val_loss=-1.237\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fd1f89a5b9a44908af4e829d142b6689", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 71000 loss=-2.188 val_loss=-1.022\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1e9c8af0964644639ccdfdaa366c4a96", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 72000 loss=-1.259 val_loss=-0.9904\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "de7e2531f4a3481682a3e780b4a8cce3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 73000 loss=-3.012 val_loss=-1.546\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1509b859961a488fb30f9683b623603e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 74000 loss=-2.061 val_loss=-1.265\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "769a28d3b4114b609d4eae3291d3dfb6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 75000 loss=-2.419 val_loss=-0.8466\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fcd0beab489842b0ade9befb93eacfd5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 76000 loss=-0.596 val_loss=-0.3414\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6bf4d060ae3f491c85eda7cbca33ab29", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 77000 loss=-1.105 val_loss=-0.6784\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8c6d74a8cc714bada2fd1119bddece56", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 78000 loss=-2.874 val_loss=-1.526\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5b75abbfbbe74e8ab83a41304892a7cd", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 79000 loss= 0.04059 val_loss= 0.2409\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2e10be0e802941d49a83f2c2b71753b3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 80000 loss=-1.818 val_loss=-0.9628\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deVzUdf7A8dcHGIER8QovvFHTTC3T7M5MLStzK2o7xN3KpXK19aittkvNWqs1O+jXxVamWVtkh6XZYe5W2qEdpHnibWAqiFzKMHx+f3wAOWaG78AcwLyfj8c8gJnv8cHoPd/5fN+f91tprRFCCNG0hQV7AEIIIfxPgr0QQoQACfZCCBECJNgLIUQIkGAvhBAhQIK9EEKEAAn2QggRAiTYi6BSSu1USo30wXH+rJT6yst9tFKqV9n3M5VSi+o7jmrHV0qpOUqpfUqpXKXUKqVU/0qvRyqlXlZKHVFKZSmlplfb/0Kl1CalVKFS6gulVDdf7CtCkwR7IXxAKRXh4umrgZuAc4E2wBpgYaXXZwK9gW7ABcDflVIXlx3vBGAJcH/ZvmuB//hoXxGKtNbykEdQHpjAVwoUAfnA38uePwNYDRwGfgaGV9rnz8B2IA/YAdwA9AOOAs6y4xy2eH4N9AIuBooBR9n+P5e93hL4N5AJ7APmAOGVxvE1MB84BMxxcfy7gLcq/dwfOFrp59+A0ZV+fgh4s+z7ZGB1pdeal/079a3vvvIIzYdc2Yug0VonAbuBsVrrGK31Y0qpeOAjTGBtA9wBvKOUilNKNQeeBsZorVsAZwE/aa03ArcCa8qO08rLcXwMPAL8p2z/QWUvvQqUYN4QTgVGAxMr7ToM88bTHnjYxaHfBBKUUn2UUjbgT8DHAEqp1kBHzJtZuZ8xbwiUfa14TWtdAGQA/euzby3/FKIJc/XRU4hgGg8s01ovK/v5U6XUWuASIA3zSeBkpdRurXUm5qrb55RS7cvO2UprXQQUKKXmY66aXyjb7Det9TNl35e4OEwm8BWwGfOpYw8wouy1mLKvuZW2zwVaVHr9QLXjlb9en31FiJIre9HQdAOuVkodLn8A5wAdy65Q/4i5is9USn2klOrrx3HYys5TPo4XgHaVttlTyzEeAIYCXYAoYBawUillx0wXAcRW2j4WMz1F2euVX6v8en32FSFKgr0ItuplV/cAC7XWrSo9mmut5wJorVdorUdhpjE2AS+5OY4vxnEMOKHSOGK11v097FPdKZipob1a6xKt9atAa+AkrXUO5sp/UKXtBwEbyr7fUPm1simsBGBDffatZbyiCZNgL4JtP9Cz0s+LgLFKqYuUUuFKqSil1HClVGelVHul1Liy4HUMcwVbWuk4nZVSzeoxju5KqTCAsimiT4B5SqlYpVSYUipBKXW+F8f8HvMppX3Z/kmYTwvbyl5/DbhPKdW67BPKXzD3CQDexUxXXaWUisJ8SkjXWm/ywb4iFAX7DrE8QvsBjMPcpD0M3FH23DDgv0A2Zu75I6Ar5mr+v5j558PAKsxVMkCzsu2ygYNlz/0DWO7h3BroVfZ9W8z8eg7wQ9lzLYHngL1l5/wRuLbstT8DX9Xyu0UBz2Kuwo8APwAXV3o9Eni57LX9wPRq+4/EfHopKvtdu/tiX3mE5kNp7Z/mJUqpROA6YAhmnnM3Jvf3Ea21zB0KIUQA+TPYf4MJ8O9jroxOxSwE2QScpbUudb+3EEIIX/JnsI/TWh+o9twEYAFwodZ6pV9OLIQQoga/3aCtHujLfF/2Nd5f5xVCCFFToLNxyjMZNgb4vEIIEdL8No1T40RmGfyPmLojo9xsk4xZoUh0dPRpXbp0qdO5SktLCQuTrFLhH/L3Jfypvn9fW7ZsOai1jqv+fECCvVIqBpP+1Qk4XWu9t7Z9hgwZoteuXVun861atYrhw4fXaV8haiN/X8Kf6vv3pZRap7UeUv15v9fGUUpFA0sxC2fOtxLohRBC+JZfg31Zpb80TK79KK31L/48nxBCCNf8FuzLlp2/jqnyd5nW+ht/nUsIIYRn/ryyfxbTqedhTHnYMyq9tlemc4QQInD8mVIwpuzrvZh2bJUfE93tJIQQwvf8dmWvte7ur2MLIYTwjiQLCyFECJBgL4QQIUCCvRBChAAJ9kIIEQIk2AshRAiQYC+EECFAgr0QQoQACfZCCBECJNgLIUQIkGAvhBAhQIK9EEKEAAn2QggRAiTY+1BGRgaTJk0iNjaWsLAwYmNjmTRpEhkZGcEemhAixEmw95Hly5czcOBAUlNTycvLQ2tNXl4eqampDBw4kOXLlwd7iEKIECbB3gcyMjJITEyksLAQh8NR5TWHw0FhYSGJiYlyhS+ECBoJ9j4wb968GkG+OofDwcyZM2WaRwgRFBLsfWDRokWWgv2iRYtkmkcIERQS7H0gPz/f8rYyzSOECAYJ9j4QExNT72M4HA7mz5/vg9EIIURNEux9YPz48dhstnodw+FwsHDhQh+NSAghqpJg7wMzZsyod7AH76aDhBDCGxLsfSAhIYFnn00D7EB4lde8eRPwxXSQEEK4IsHeR9asGQOk06vXrVVSK5OTk7nhhhtqDfo2m42kpKTADFYIEXIigj2ApmDNml28/HIUSiXwwQcp9OuXUuX1jIwM3n33XY/pmTabjWnTpvl7qEKIECVX9j6QlHQnJSXdOeOMJfTrV/P1hIQE0tLSsNvtLq7wFVFRdtLS0khISAjIeIUQoUeCfT3t2eNkxw4nAHPmnOF2uzFjxpCenk5ycnLFNI/NFgtMYvjwdMaMGROgEQshQpEE+3qaNy+c0tJ3GDNmByNGdPK4bUJCAikpKeTm5uJ0OsnIyMVmS+GTTxLYujVAAxZC1IvT6URrHexheE2CfT1kZcHzz5vv//nPDl7v36UL3HADlJamc911j/l4dEIIX9i8eTMpKeY+3HfffcewYcNYvHhxkEflPQn29XDzza9z7NgWLr8cBg2q2zGmTs0HzmLdurv4+OOffDo+IUT9HDlyhPPOO48pU6awZMkSNmzYwLp163j66acb3dW9ZOPU0fr1WSxbdjNQwm237QLi63ScQYNi6Nv3b2zalMebb7bj4ot9OkwhRD3ExsYyc+ZMPvzwQy666CKio6MpKCjgz3/+M0qpYA/PK3Jl74XKnagGDOgElGK396B376P1Ou5bbz0MPM2bb3bi9999MlQhRD3k5eVVfH/bbbexdOlSmjdvTlhYGJMnT26UCyAl2FtUvRMVaMBBcfGuepcoHjAALrkEjh2DefN8NmQhhJe01syePZtTTjmFrKysiufDwmqGypKSEt59991GM50jwd4CT52oSkp8U6L4gQcAXuexx7oRE9NCmpsIEQTHjh3jww8/ZOfOnXz55Zdut9NaM2rUKK688kref//9AI6w7iTYW2C1E1V9ShRnZy8H/gTspqAgX5qbCBEEUVFRfPjhhyxdupSrr77a7XZKKa666iq6d+9OdHR0AEdYdxLsLbDaiaquJYrLPzmA0+VxpbmJEIHTrl07Lrnkklq3u/XWW/n111+56KKLAjCq+pNgb4HV0sN1LVEciE8OQgj3lixZwvTp09m2bZvlfSIiIhrNVT1IsLfE6p33ut6h9/cnByGEZ0888QTz58/niy++8Hpfh8PBE088wY033uiHkfmO5NlbMH78eFJTU2utWlnXEsX+/uQghHCtpMQ8HnnkSV599d+MGnUthw5BeQq9UjW/r/7IzPydBx54gIKCAm67bQqDBw+usk/lr+VKS90//JXcI8HeghkzZrBgwQK/lSiOiYmpktfraTshhPe0hsxMU+LE4Tge5I8H1iFMmDCEnTvrcvR4Jk16mjZtOlBYOJivvqrfWEtL67e/OzKNY0F5ieKwsJoNSGw2G3Z7/UoUW+lhK81NhKib7GxYuxa2bIEjR6CoyAR8X15BX3LJTZxxRu03dYNJgr1FY8aMoXfvJ4AeNGtmr9KJKj29fiWKrfSwleYmQninoADS082joMD1NitXvsmcOTewefM6n523qKiAkhLP9+CCQYK9RaWlsH//ZGA7GRkFOJ1OcnNzSUlJqXfTEc/NTWxERkZLcxMhLCouhs2bzdV8drbnbd9771k+/3wx27b96JNzv/baQ1x1VQe++WaZT47nSxLsLdqyBQ4fhk6doHNn3x/fdXOT5kAkrVuPkOYmQtSitBR27YJvvzXz81amaf7xj4VMmPAAI0Zc65MxREZGU1SUz6+/rvHJ8XxJgr1FH3ywDdjI6af76e4JNZubfP31JuAoWVk72bjxmN/OK0RjV1wMP/8MO3aAs+baRLc6dOjOjTfOIjraN8kPF198IwsWbCI5ea5PjudLEuwtWrBgHnASDseTATvn0KGdGTPmWyCdZ5+NDNh5hWhMCgrghx8gNzfYI4GWLdvSteuJwR6GSxLsLTp4sCXQmYsuGhrQ8z766GAgjJdfrn3+UYhQc+iQCfRHvawyvmLFa8yYMZJ16z73z8CAnJzfG1RFTAn2FhQWwqFDcwkL28ONN54T0HMPGAAjR0JRUR733/9DQM8tREO2Zw+sX+/dtE25FSte5YcfPicra6fPxwUwd+6fSUzsxJYtDef/WQn2FqxbZ/6gBgyAmJjAd6e5/vrNQBeef/4P5OU1vJQuIQKptBQ2bYKMjLrnys+evYTbb0/x2Y3Z6mJiWqGUYssW36V01pcEewu++CIbcDJsWHDOP2FCbyIjO1Ba2o3nn98fnEEI0QA4HOZGbKW+InUSE9OKK674K9HRzX0zsGquv/5u0tJ+Y+zYZL8cvy4k2Fvwwgs3Aa2JifkkKOcPDw/jqadWA1+SmtrZb8uphWjICgvNp+y63IjdvRuefRbuv9/JggWa774zq2n9pU2bDrRqFee/E9SB1Max4ODBLCCPkSN7BG0MN93UhtmzTb7/smVw2WVBG4oQAXf0qLmiP+ZFBrLTCWvWwHvvmTcJYyFfffUvYBZwFfHx0LevefTrB716QaSPE9+ysnbRoUM33x60DiTY12LfPigu/oaYmExGj+4QtHHYbDBtGtx55xpuuOE+tP6e/Px8YmJiGD9+PDNmzJAVtqJJKs+htxroc3Lgo49g6VL4/XfzXGSkSXTYtCmNjIwNxMfncuCA+f973z74vCwpx2aDQYPgrLPgzDOhQz3+ly8tLeVvfzuPX39dw5tv7iYuLr7uB/MBCfa1+PZb8/WMMzoSHh7csXTs+C5wZZWPn+WtCxcsWEBaWpqstBVNSkmJqW1TVFT7tps3Q1oa/Pe/Zm4fID4exo2Diy+GFi3A4VjC11+/z7Bhl2Czwc6dsHGjeWzaZH5eu9Y8nn4aevY8Hvj79gUXfcfdCgsLo23bjkRHt2D79nQJ9g1debAP1s3ZchkZGSQnj3f5msPhwOFwkJiYSHp6ulzhiybB6YRffoHa2jiUlsLixfDKK+Z7pUyAHjcOhgypGqBttmYMH368t2yvXuYxdqz5+fBh+OYbM/3z/fewfbt5LFoErVuboH/mmXDaaWClSdXkyU/RokVrIiOD39FKgn0tXnxxJOCkW7dUIHhB1JvWhSkpKQEalRD+oTVs2FD7zdi8PHjkEROgAa68Eq6+uub0S3kVyogIz9VlW7UynwIuvthMH/30kwn8q1ebKaFly8zDZoPBg+GMM8zD3XTPCSd0svLrBoRk43hQWFjM4cNfAv9lxIgTgjoWaV0oQoXWZlqlthXjmzdDcrIJ9LGxMHcuTJniOvCuXPkmf/xjV5YufdHyOJo1g9NPh7/9Dd58E156CW66ydzILSkxn/qfegquuw5uvtm8vmGD60VepaWl7N69yfK5/UGu7D3YurUZsIeOHX8hIaFlUMcirQtFqNi69fiNVVe0Njdgn37azM2feCLMnOn5ZuratZ+SnZ2Fqt4f0CKljk/5JCWZN6LvvjNX/GvXHp/uWbwYWrY0075nnAFDhwLkMnHiII4cOcQ772T5Lbe/NhLsPTAfDdsxfPiFwR6KtC4UIWHHDvjtN/evHz1qrqY//tj8fPnl8Ne/mqtwT+65ZwFjxyaTkDDIJ+Ns06bqdE96upnuWbPGlFf+5BPzCA+HAQNaAh1p3hz27dtGr16+GYO3ZBrHg+OZOMEdB1hrXRgebuPyyy9n0qRJFTXxY2NjmTRpEhkZGQEaqRDe09pkwuza5X6bfftg8mQT6CMj4Z57TDpybYEeQCnFgAHnYLe38NmYyzVrZm4ET5kCr78Or74Kt9xiUji1NvP++/e/y8GD23nwwUE8/TR8+aV/F3W5ohpSVbbKhgwZoteuXVunfVetWsXw4cPrPYbY2KvJy+vBypUPcMEFwb1izsjIYODAgRQWFnrYKoKIiHCUKq0yv2+z2bDZbJZSMzMyMpg3bx6LFi2SPH43fPX3JYwjR8xiQU8zkL/+Cn//uyln3LkzzJpl0iJrU1Li4NixIpo3j/XdgL2Ql2eyer75xlw8Vg7w5VNDp54Kp5wCAwdC8+bgdK7iwguH1/mcSql1WushNZ6XYO/a5s2Z9O3bCWhBQUEOdnuQk+yB5cuXk5iYWJFqWc5ms+F0KkpLiz3ub7fbWbp0KWlpaS6D+ZYtW9we3+qbRSiQYO8bDoeZ587M9Lzdjh3mJmleHpxzDtx9twmKVvzvf0v45z+TuPbau/jTnx6o/6DrwemEn34q4ssvM9ix42Q2bjy+HgBMiuiJJ8KgQbt44IFu9OtXt/O4C/YyZ+/Gtm2tgI/o0SOrQQR6ON66cP78+SxcuLAiWCclJZGdnc0bb7wJuH/zPnbsGBdddBFKqYpgXr4o65VXXkFrzTEXyxQlj1/4WmamCfS1JJiRmQl33mkC/dlnmxux3ixu3LTpO44eLQzalX1l+/Zt5sEHTycmpjWLF2+nuDiMDRvgxx/NVE/54q6NG7tx/fXUOdi7I8HejR9/jAYuqVhs0VCUty6snksfGxuLp0AP4HRT+Lv6lbw7kscv6is/30zZWJmvzs42gf7QITP//cAD3gV6gOTkuVx66U1069aObmXlafbsMTdVA61z597ExLSiVas4cnL207ZtR047zSzQAlPo7Zdf4IcfdnPuuV19fn4J9m40pJuzVgQi5bI8j1+CvfBWaam5kt+3z1oN+vx8M0e/bx/07g0PP2ztRmy55s1Nxkzr1nDeeX2qrKKNjzefGPbs8b7DVX2EhYWRmvozMTGtXL5ut5uUzSFDttOqlQT7gHA4Svj883uA0zn99EQg8A1LvGU1NbO+JI9feOvoUbPYyOqf59GjcO+9pjlJly7w6KPW5uhjYszN2zZtIDzcSWZmJm3adK6xXViYCfidOpm6+Lt3W6u94wvuAn0gSOqlCytWrKeo6F+Ehd1Dz54NP9CDtdRMX5A8fuGN7GxTXthqoC8pgdmzTd56XBw89pi5OvdEKeja1UyHdOhgPgF89tlndOvWjdtuu83jfh07mlWyffuaK+tAOXz4APv2BTYdWoK9Czt2tAFmcuKJt1DHBXcBN2PGDL8He5vNRlJSkl/PIZqG8rz5X36p/SZsudJSE9zXrDHlDx5/vPYSw5GRZj6/Z0+q/L+6ceNGwsPD6dy55pV9dUqZ8wwdam6KejNdVBf//W8aV13VkRdfvMu/J6pGgn2ZjIyMisVIt9/eHZhHixY7Gs1ipISEBNLS0rDb7TWCvs1mIzw8nPB61mguKYHJk6fV6xii6XM4TJDfudN6j1itTSepTz+FqChT56ZbLf0+2rUzAbqVi5mRqVOnsm/fPiZNmmR53EpB+/Zm3rxLF/x2oXfSSWcSHh6O1ppApr5LsMfkrw8cOJDU1NSyeW8N5LFuXSoDBw5k+fLlwR6iJeWpmcnJyVVW0CYnJ/PJJ58QWUsLnsjISKKjo2u8WYSHm5+1dpCc/Cm33SYrdIVreXlm2qa2ImaVHT5sbsAuWWKqSc6Z4zntMCLCvH7SSeZ7d+Li4mhd2xyQC+HhkJBg3kjqsHut4uLiWbLkd2bPfqfOtXrqIuQXVVlZmWq325tEfrmnRVnli6b69OnjMo9/796OvP/+J8BawsIclJaG7qIrWVTlWmamKWJmtUey1qb0wfPPm1TMZs3MjdnzznO/T8uWJtBHRbk7pmb9+vUMGDDA+1/AjQMHzM3iQGXu+GsFbchf2XtTJ76x83Tln56ezpgxYyry+HNzc3E6neTm5pKSksK8eddis60FCqsEejD/PoWFhSQmJsoVfojas8eUHLYa6PfsgRkzzBz9kSPm5urLL3sO9PHxpqyAu0APsHr1agYOHMhlPmzSHBdnbuJ26+Zdpyor9uzZQm7uQd8e1I2QD/ahVifeXTCv7VPLvHnzgNB4UxTeycoyV75WOBywcKGp//7jj+ZK/R//MDdj4z107evQweTb1zbrsWvXLlq3bs3AgQOt/wIWhIVBjx4m6MfF+eaYL754NxMmnMjy5a/45oC1CPk8e6kTb403b4qy6Cp0HDxoruit+OUXmDfveGXLiy+GW281Ad+Ttm1NzRgrrr/+eq688kqXZT98ISoK+vc39xm2bau9ZaInJ510BnZ7C4qLAzM/FPLBXurEWyNviqK6w4dNNcrabvs5nWZePi3N/Ny5M0yfbqo91qZVKxNcvbmPGRUVRZSnuR4faNXKTD1lZppCbVbTSys744xLWbJkf8D604b8NI6VxUiSX279zS7U3xRDRX4+rF9f+xx9bq4pe5CWZjJnkpLg3/+2FuhjYuDkk63Nk2utWbVqldv6T/6glFmFO2yYeQPzNrEmIsIW0EbkIR/srSxGstlsTJsW2vnl8qYoyhUVmRWuJSWet9uxAyZNgh9+MCmMTzxherhaWbQUHW3qu3tKraxszpw5XHDBBQwdOjSguetgxtirl0nVbNPG+/1LS0tZv341pVbvbtdRyAf7youRlKr6z2Gz2bDb7aSlpTX6tMv6kjdFAaZa5M8/u64auXPnr5SUmPmMr7827QJ/+83cWH3+ebCaDdmsmVkV681K1tGjR9OhQwdmzZoV0Nz1yux28wY1YIB5s7Jq2rQLmDLlbNLTv/Tf4JBgDxxPSWzX7jYgFqVqpiSGOk8rdI0ILrkkjZ49Q/tNsTGqnC6bnZ3NY489xhEXNYhLSkygL883dziOR/yCgiNMnz6CiRMH8eKLmdx/v/kEMGKEaQzerp21sUREmEDv7ZT7sGHD2LZtG2MbQE3ytm3NVX7PntZKMp988tnExXXmyJFDfh2XBPsynTsnkJOTAuSSnW09JTGUuMvTHzLkemATH344hv/9L9ijFN5YtWoVvXv3rigY9swzz3DXXXdx0003VdmutNRk0xQUQFFRAY8/PpEJE06kuNhkvezfv4vo6Bbk5LTmjTdMQZuJE+G++6wHbtOc23oXqu+//56vv/664ufmVncMgLAwU5xt2LDa6/uMH38vb765i/POu9K/Y/Lr0RuRNWuOUlxcykknua61IQxXefrffPM6o0cncPQo3H67uSknGocNGzZgs9no1KkTAOeddx7nn38+t99+e8U2e/Zk8fHHeyr+u0ZF2dm06Xv2799Ferp5d4+JGUB09HqOHHmL6GjFnDkwdmw2r7xyPwUFtXcqiYoyUyC1pWEeH9MeLr30UkaOHMn333/v3S8dQM2amYqagweb4m6uREc3J8zXq7VckGBf5p//nAucQJs2LwV7KI1OeLgpYtWy5VbS06/h7rsPEcCkCFEPf/3rX9m8eXPFvZYLLriAVatWcV7ZUtbCQpg+fQ6XXtq1YqWnUooZM17gtdc2M2TIKH7/3czPZ2RE0qlTPM8+C2edBa+++iALF87hX//6i9vzK2UyWYYOtR7oATp27MiVV17JeeedxymnnFL3f4AAiY01Ab9vX/f3IoqLj7Jhwxq/jSHk8+zL/frrZiCHAQP8UPkoBPTqBZ06TSE3dwUvvdSBK654mtGjgz0qYUX37t1dPn/4MKxfr8nPL0ApxYoVC7jmmhmAWRAEJgXzrrvM4qqTTzYFzcqvYEePnsC2bT+RlHRfxTEzMtIpKSmmd+/BxMSEceKJ3gX5chERETz33HMcO3YsIH0cfKVDB7MCd+9eUzKiPKOpqCifa6/tRlFRPm+//Y5fzi1X9phFIU7nYmA3N998cbCH02i99dZTxMffhNOZxHXXTaJFC6mM2VB98MEHfPXVV25f37+/PL1Scdddr7B06WGuuGJKlW2Ki01f2J07Td2YRx6pOlXRt+9Qnn76S3r2PJ6Gs3jxP7n11qF8/fULDBliAr3VVMmSkhKeeOKJitWxSim/L57yh/Bw8+9Vnp8fFgbR0TEkJJxC9+4nc+DAAb+cV4I9pi1ZZqaidesunHqqLAqqq5NPPpH7708EhpOdnUp+fh5aa/Ly8khNbVzlopuygoICbrnlFs4991z+5+KO+q5dsHFj1QVTzZvHYrMdn3/Q2tSz+fFHk1s+dy60aFH7uTt37kbXrt344x8vrFgs9cwzzzBo0CDeeOONiu0yMjJISUlhxYoVFc/dcccdzJgxgxtuuMH7X7oBstnMJ+LTTzfZSg8//AEvvriOHj16+OV8EuwxnXEAzjzT91XtQklGRgbTpycChVQvmiaVMRsOpRS33norF1xwAeeee27F81rDpk1mMVRtUlPhs8/MjdV//rP2jBOlTCGxV1+dy86dO+jdu3fFaytXriQ9PZ3iSsn7P/30E1OmTOHFF1+seO7Pf/4zPXv2ZPr06dZ/2UYgKsrU5j/nnOZ+qZ9fTubsgUcfnQZsID5+FnBmsIfTaHlTLlqKpQWP3W7nwQcfRGtdsQCppMQ0Bc/JqX3/Dz6AxYvNhdGsWdCnj+ftw8NNMGvbtvyZqoue/vOf//DVV19VudHao0cPJk2axKBBgyqeO+WUU9i0aVOjmqP3RosWZo3BqlX+Ob4Ee2DTphXARgYNeijYQ2nUpDJmw1c5wJd/LSoyOfQe+vdUWLMGnnrKfD99upmC8CQy0uTOeyqZFBkZyYUXXljlucGDBzN48OAa2zbVQB8IIT9pUVgIDsdnKJXGtdc2/BSuhkwqYzZsO3bsYOjQoSxbtqziuZwcU7vGSqDftAlmzzZz+UlJcOmlnrePiTHphlIbr2EI+WC/di04nZ0YNOgq2rb13KNVeGByN1MAAB5kSURBVCaVMRu2J598knXr1lXcCN23z2TcWCnP+9tvpsnI0aNw0UVw442et2/b1lS2rKXtsQigJjeN423huNWrzdezzvL9WELN+PHjSU1N9TiVI5Uxg+fRRx+lW7du/OEPV7BliwngVhw8CHffbT4FnHaaaSfoqdZYfLzJMglSPTLhRpO7snc6ay+9Wtm//30XcC/9+mX6bUyhQipjNmxRUVFMmTKdI0d6WA70e/fClClmAVDPnuaGrLv/xEqZIG+lfaAIvCYX7MF1+VVXnM5SMjKeBx5h8GD/1pIOBZ4rY4Zjs9l5/nkpFx1ou3fvpri4mMJCMz9/+LC1/TZvNoE+K8ss83/iCfdFysLCzArazp19N27hW00y2JeWmo71tdm6tRStX6N584c480wP3Y6FZa4qY9psscCt9OuXTs+eY7z65CXqx+l0Mm7cOPr06cvbb/9CUZG1/X74AaZNM28MQ4eaQO+prEHfvpVTK0VD1CSDPZiPn7X57rsIYByjRt0nHzt9qHplzG++ySUyMoX09AQyMszyehEYmZmZHDvm4OhRJ+3bW/tE9d//mjn68nr0Dz/suRlH9+7W69WL4GlyN2jLHTgAx455zgaovHJW+E/fvjB8eAErVrzK88/3oVu3UcTHe9fNR9RNx46dSU39ke3bdxIVZa91+/ffN3n0WsOVV5pqlp5WlbdrZ4K9aPia7JW91ia1zJP33nsceI+hQy1O8os6sduhU6cFwGS++eZB8vJAKiYExubNUFxso3Pn3h630xoWLIAnnzTf33wzTJ7sOdDHxpo3ctE4+DXYK6W6KKXSlFK5SqkjSqklSqmu/jxnZZmZ7lMxd+3KISvr78C1uFioJ3zsrrv+RIsWF6H1dD76SHPwoPUbhcJ7a9euZdq0B9i9u/bVUk6naR346qsmuM+YAePHe86oiYw0N2SlllTj4bf/VEopO7AS6Av8CUgCegNfKKUC0j/M4TClWl35/vsS4F7at7+Fli296Gws6qR79+bcfffHQCLvvadwOmHbNu/SZIU1Wmtuu20yTz75EG+9Nc/jtsXFMGcOvPeeSamcORMuu8zz8cvbB3rTEFwEnz/fl/8C9AT+oLV+T2v9PnA50A24xY/nrcLdjdqNG+OAOVx77VOBGkpIi4w0Ky87dTKpfGvWmMYX338vbQx9zelU/OUv8xg2bAyJiVPdbldYaFbFrlplUiofewwqFcF0SSno109KIDRG/gz2lwPfaK23lT+htd4BfA2M8+N5qygocF3JT1bOBl7HjjBmzCHgQZ555h+AuYn+008mQ8diDwtRi82boU+fs5k7dxl2u+si84cPm0Jm69ZB69Zmrt5Kd7+ePeGEE3w8YBEQ/gz2/YH1Lp7fAJzkx/PWUP3qvqSklP/97x1gn2TiBFBcHAwdegCYze+/P8rFF7dgxIgwLrkklr/9bRJLl2ZQ1oRI1NEvvxyitkZHWVmmMfzmzeaT1jPPmJWvtenYEbp08c04ReD5M/WyDeCqOnY24LJEv1IqGUgGaN++PavqUNjZtBjMJz//+L75+aa+R/kNp6++yqSw8HrCwjqTkbFQMkMCaP/+b1EqAq3h2DFT/bKwMI+PPnqRFSte4Z57ZnL22cOIaMBJwfn5+XX62/S3rVszmDz5r4wbl0hS0s0VJYwr27mzOQ8+OJDs7Eh69Mhn1qx0WrYsprZCpOHhJuEhU6qK+J2//r4a1P9SWusXgRcBhgwZoocPH+71MRwOWLFiFTExVfft3Pn41cvKlT8Ao+nWrRt1OYeom4yMDObOvRSta96VdTqdOJ1O5s6dTWpqOkOHJtCrV8PM9li1alWD+7spKYF33/0Rh6OYkpI2tGhxQY1tfvnFzNHn55smGXPmxBATU/s8Ztu20L9/w/xv0RT56+/Ln8E+B9dX8O6u+P0qK8u0RQsPh337BgMruP32QI8itM2bN4+Sktqbm7z99nzi41PIzTVBSbI+ardpE1xxxTT69j3bZU79mjUm06a4GM45B+6/39q/a1yc6TIlK8wbP3++V2/AzNtXdxLwqx/P69KuXRnceOMkYmNjefnlMCCWL7+cJP1QA8hKJyun08Gnny4EzM31rVsDMbLGbedOM00J0K/f6bRoUfUaa9UquO8+E+gvvdQEfSuBvkMHCfRNiT+D/QfAGUqpnuVPKKW6A2eXvRYw3367nIkTB/LGG6nk5eUBGshj6dJUBg4cyPLlywM5nJBltUNVUdHx7Q4cgEOH/DWixu/gQXj22X+zY8cGl6/v3g2PPmoWF95wg1kwFR5e+3E7dTKrYyXQNx3+DPYvATuB95VS45RSlwPvA3uAF/x43ir27ctg5sxEjh4trDGF4HA4KCwsJDExUa7wA8Bqh6ro6Krbbd1qVnmKqgoKYNWq3Tz11CSSk0/lwIGq9UGKi00bwaNH4cILTQkEK8G7c+fam4iLxsdvwV5rXQCMALYAC4HXgR3ACK21X5qQlpSYQk4//9yKTZvMVc1rr82z1AR7/vz5/hiSqGT8+PG1NjcJD7cxalTVTlZHj0qlzOpKSmD9eggPj+KSSyYyYsR1xMVVLdP9/POmBlF8vMmptxLou3WzloYpGh+lG+hKliFDhui1a9d6tc+hQ64WfMQCebXuGxsbS64s5fSrjIwMBg4cSKGH7tZRUXZSU9OJj69ajlcp0xKvIazcDHY2jtamd2zlxYJa6yqpll99ZW7CRkRASgqceGLtx+3RwwR7EVz1/ftSSq3TWg+p/nyTSqbSGsaOhYEDc+jTp7xrjrUPEVbnk0Xdee5kBRDGAw+8XSPQg/lvu2WLrLIFc7VefVV45UC/f78pfQBwyy3WAn1CggT6pq5JBfsTToB33oGHH/6ZF16AhQvBbrd2KWh1PlnUT+VOVjExsSgVRnR0CyAa+BM5OSPd7nvkiPUm2U1VVpZZEb5jxwbuuGMUGzasqfK602kKm+XlmT4NV11V+zETEmRlbChoUsHelZEjxxMeXnsT7KSkJI/bCN8p72SVmZnLypVOli07wrRpB4CXeeWVZh5b5+3YQciWVDhyxHy6AXjjjUdZt+4zPv10UZVtXn3VzOWfcALcdVft8/S9ekmgDxVNPthfc82MWm8K2mw2pk2bFqARiXIxMccbWF92WXP69DGphP/5j/t9SkpMaeRQU1wMGzYc789w++1Pk5R0H+PH31uxzbp18PrrZqXrvfd67hkLJtBLg/DQ0eSDfXx8AjNnphEVZSciomrQt9ls2O120tLSSEiw1p9T+Fb79uZrWJhpgQeree210WRkHHS7T6jl3peWmqv1yp9oYmJacdNND3HCCZ0AM4f/yCPmnsaECbVXsJRAH3qafLAHGDZsDK+8ks7EicnExsYSFhZGbGwsycnJpKenM2bMmGAPMWSVB3uAgQOhdevZaP0p06aN4tJLYxkxIoxLL41l/vxJ7Nt3fC1EqOTel5eAPnLE/Jybe4jSau3XSkth7lzIzjblJcaP93xMCfShKSSCfWFhHiee2I7nnkshNzcXp9NJbm4uKSkpckUfZJGR0KrV8Z+vuOIPgI28vA0UFuahtS6ripnKxIkD+fZbs9o5FHLvc3PN1Ex5oAeYNetqbr11CLt2bax47q234LvvTE/Ye+/1vEJWAn3oColgv2zZvzn77PbMm+e5RZsIjvKr+337Mli8eAbgKHsc53Q6OHq0kJkzEyuu8PfupdbSvI1VZib8/LOZqy+XnZ3Fnj2byczcQdu2HQGzzUsvmdfvvtsULnNHAn1oC4lgf+DAZoqKiugiaQcNUlycmbN/6y1rq53fftusdtYadu0KxAgDp3w9webNx2/GlmvTpgOLFm3j0Uc/JiamFQcPwqxZZrtrr8VjI56EBAn0oS4kgv1LLz3H7t27GTt2bLCHIlyIiDA10z/7bBFOp/WqmGCydzylajYmxcVmft7TWoLIyGhOOmkYDoepXpmTA6eeChMnut/nhBMkvVKEQLBv2dLMZXbp0oXo6OhgD0e40b591WqXnlTeTmv3TeUbkyNHzPy8q4odpaWlrFz5nyqF/J57zqRixsWZsgju5ukjI62toBVNX5MP9lFR+4M9BGFBmzY1q126U327rCzToayx2rfPXNG7Wyz25ZdLeOiha7njjlEAfPopvPsu2Gzm6r61yyafRt++ZjshmnSwz8raQP/+HbnKyppxEVRhYTBuXO2rnV1VxXQ6G2cZhYIC+PFHk0ZafX6+sqio5nTp0ocRI65l2zYozzOYPNk0F3GnSxfPbwQitDSoHrS+dujQzzRr1ow2bdoEeyjCgjvvnMG77y7wOG9vs9m4+uqaq5337TPBrTH0SS0tNTeWd++2Vtht2LAxDBkyiiNHNJMnm08AF19siv6506IF9Ozp/nURehrB/xp106wZ3Hbb9ezfv59Zs2YFezjCglNPTeCRR8xqZ1dX+DZbNDNnprmsillcbKo9NnQ5OfD99ybYewr0BQVHWL16acXPSkXw+OM2fvsNeveGqVPd170JD4d+/aTLlKiqyQb7+HhzldeyZUs6deoU7OEIi8aNG0NqajqXXZaM3W6qYiplA9owePBrDBvmfrXznj2BG6e3HA7YuNHkxdeWPeRwFHPnnaO5775xfPHFWwAsWmSahrdoYdItIyPd79+rF9jtPhy8aBKabLCPiPidhtqYRbjXvr2pZzR1agoffWSqYj7zTA5wkPT0RI+LqAoLG2bNnKwss8LV6icPm60Z55zzB9q160rfvkP59ltTzVIps0K2Y0f3+8bFeX5dhK4mGezDw0sZNmww/fv3JzMzM9jDEV5o3rxmN6r+/Ztz6qmKoiJYtszz/g3p6r683MGmTd5nC11//d2kpv5MdnYP5swxUz5/+hMMG+Z+H0mzFJ40uWCvFBw6lMnRo0cpLCykQ4cOwR6S8FLl4mjlEhMBDrNw4ZMUFbkvaH/4sGncEUzHjsGvv5pMG6tjyc7ez5w5N3DkSHbFc7/80pIZM0xJiHPPBU8tF5Qy8/QRTTrlQtRHkwn2GRkZTJo0iTZtYpkwIYni4mLOOusstm/fHuyhCS+1a1fz5uIZZ0CzZpeSnz+NF154w+P+wbq6dzpNc5Vvv4Xff/du33nz/sLnny8mJeVvAHz0Edx3n3njGDMGHnzQc6ZRly5VC8oJUV2TuA5Yvnw5iYmJOByOitoqeXl5pKWl8f7775OWliZljBuR8kqYlfushoXB+ecn8+mn0aSne65UeuCAqYoZFeXngVayfz9s3173LlpTp/4fSoVx663zWLgQXn7ZPJ+UBDfe6DmzpmVL0yxcCE8a/ZV9RkYGiYmJFBYW1iii5XA4KCwsJDExkYyMDDdHEA2Rq6mcqVMn0Lz5Z+zYcS6bNrnfN5AlFI4cgR9+MJk23gb64uLjO8TFdWbWrPdYsKAdL79sgvvUqXDTTZ4Dvc1mFlZJmqWoTaMP9vPmWauUOH/+/ACNSPjCCSfUnLaw2xWXXWa+f/ttz/tnZpoWhv5y7JgJ8D/8ULXevFUHD/7GxImDWLbs5YrjzZwJH3xwvAzCuHG1H6dfP89pmEKUa/TBftGiRZaC/cKFCz1uIxqWiAgT8Ku74gqA/7Fy5SAuvjjGbScrp9OsqvW10lKzgMubVEpX1qz5kD17NvPee8+Sk1PCHXfAV1+ZTKR//QvOO6/2Y3TtamoKCWFFo5+zz7fYvcLqdqLhaNeu5o3OnTuXo9TlaF1SMW1S3snqk08WMHNmWsXCK1+XUPj9dzMvX1xsVmjXx9ixyURE2OjR43KmTYtg1y7z5vbYY9bm31u1knl64Z1Gf2UfUz0pu57biYajbduqFRv37ctg5sxEtK45P+Oqk1VxsSmQVt+1dXl5Jo3y11/Njd+6ys7OqpJaabffyB13tGXXLujWDZ591loAb9ZMyiEI7zX6YD9+/HhstdRwtdlsJHlKUhYNklJVp3K87WQFsG2bmR75+WeTFnnokOcFTiUlJld/716zGGrtWvd15r2Rnb2f6dNHcMcdIzl4MJtnnjHz8gUFJoc+JcV8kqlNeT69zNMLbzX6aZwZM2awYMECj0HAZrMxbVrNSomi4WvXztxsBe86WU2dmlLpOZPGWTmVMzraNLWJjTXBPz/fPOpz5e55XCU4nSUcPergnnucbNtm7kvccgtcdZX1q/Ru3aRssaibRn9ln5CQQFpaGna7vcYVvs1mw263k5aWRkKC59xs0TC1anV8frwunazcb2NusG7dCjt3mvaG/gr0AHFx8Vx33SoOHfqcbdviaN8enn7arAy2GuhbtzbBXoi6aPTBHmDMmDGkp6eTnJxMbGwsSiliY2NJTk4mPT1dFlQ1YpWncuraySpYHI5i0tO/pKQE/u//4PHHO1FY2I6zzoIXXzTTMVbJPL2oryYR7MFc4aekpJCbm8vKlSvJzc0lJSVFruibgPK57JEj69bJKliee24GU6eeT1LSM7z9tqkzf9ttMGeOmT6ySimzcKq+GUAitDWZYC+arpYtTaC75poZlm7Gu+pkFWhaa3JyOqJ1JFlZpxMXB089Bddc493VuVKmj6zUvRH1JcFeNHhKmav7+PgEZs5018nKhs0WyZ13vuyyk1Ug5efDI48oVq36B7Cds88exksvQf/+3h2nPPPGVekIIbwlwV40CnFx5uuwYTU7WYWHxwKn4nAcY+3aT4I6zjVrsrnppiN89pkpxDZjRkceesh8OvFGeaC3ko4phBWNPvVShIaWLU1u+bFjxztZladX/vQTTJu2GaXOpmvXAWitUQG+k1lSAq+84mTx4muB3XTv/gGzZ/ehSxfvj1U+R1/+BieEL0iwF41Gu3aua9UPGgS9e5/I1q27iY21BzxjZe9eePhh2LTpIJBFZGQ2c+ZEEx/v/bEk0At/kWkc0Wi4m9JQqryTlZ133jHlEUpLS/0+Hq1Nk5G//MWstm3Xrj1z564hJeVT4uO9v6RXyszrS6AX/iBX9qLRaNHCzIO7Wvx0wQUmd337dli4cCkffzyV/v3PZPXqDygqyic6OoaRI8dzzTUzfHIDNyfHVKdcvRqgkBEj7EybBjExzYFBXh+vPNC7qvQphC/Ilb1oVNxd3dts8Ic/mO/T0p4gM3M7n3/+BoWFeWitKypjTpw4kG+/XV6vMXz3XVtuvtkEers9l7ZtT6NTp/uJjnbW6XhhYRLohf9JsBeNiqfslLFjwWbLIC/vWwC0rjqV46oypjeKimDePHjooQHk5MApp8DUqd+Rk7OV1avfx+HwvidheDicfLIEeuF/Mo0jGpWYGFPErKio5mstW0KnTvPYtctzi6ryypiVi6XV5tdf4ZFHTI38iIhS/vKXMBITISxsFHb7Erp3709UlN2r3yUyEgYMML+TEP4mV/ai0fF0db9//yLAWmVMK0xKJUyZYgJ9z57wxBNrGT36QEVTlLPPvtzr+wDNm8PgwRLoReBIsBeNjqdgf+yYbypj5ubCO++YTJvXXjOZN3/8I/zf/2lWrpzHLbecxp49W7wZdoVWreDUU6UmvQgsmcYRjU7z5uZRUFDztejoGAoL82o9hqvKmE6naVayfLm5+VreIqF9e7j7bjNHX1x8jM2bN5CdnUVW1k66dOnj1djbt4cTT/Rdq0QhrJJgLxqluDjXwX7kyPF89FGqxyYn1Stj7t1rAvwnn5i69gBKZdCu3TwOH17E77/nc++9x1M3Z89+nD17ojj11Au8GnPXrmYaSIhgkOsL0Si5m8qxUhlTa83Ro1cwYcIkLrwwlqSkMBYvjuXgwUm0b5/B6NHLadZsIIcOpVJcXDN1c/36dK8CvVLQp48EehFcEuxFo2S3u765WV4ZMzLSDlQP+uaDbGlpCStWXMqePamUluYBGsgjLCyVnJyT+eKLKzh2rLDGp4Py1M25c2daTt0sT63s1MnrX1EIn5JgLxotd1f3w4aN4d//Tqdv32QgFvNnHkt4+C20afM4StmAY1TP2iktdVBcfLTWfPmSkqpNzd2JjDQ3Ytu2tfLbCOFfEuxFo+Wphkx8fALPPJPCnDm5PPWUk7S0XD79NIVzztle75ujTqez1tTNFi3gtNMktVI0HHKDVjRa0dEmqOa5Sb6JiICzz6763GefLfJ489YqT6mbcXGmFr1k3IiGRP4cRaPm7Vx4bfn1Vrlrat6tm6lzI4FeNDTyJykatfbtTRE0q9wFaW+Eh4fXaGoeFmau5nv0qPfhhfALCfaiUQsLg44drW8/cuR4F/1rvRMRUbWpuc1mGqhIr1jRkEmwF41efDyWu1NZycO32SJp1iy6xptCeLiNqCg7d989s6IWTnmNG297zAoRaBLsRaMXGWm9RHB5Hn5UlN1tMH/ooXd5+eVfqjQ1t9tjueyyZFJT0xkyZBhgUioHDzY3ioVo6CQbRzQJnTvDgQPWth02bAypqem8/fZ8Pv10YUUnq1Gjkrj66mkVV+2Vm5pXlp+/h65dzfx8oPvdClFXEuxFk9Cypclpz7eYbBMfn+A2mHsSFmZaI0rpA9HYyDSOaDI6d/bv8ctXxEbIJZJohCTYiyajXTvv0jC9ERtrVsS2aOGf4wvhbxLsRZMRFuafgmMdOpha9s2a+f7YQgSKBHvRpHTq5LubplFRZjVs376yIlY0fjL7KJqUyEhTm+b33+t+jPBw02ikSxcJ8qLpkGAvmpzOnese7Dt0MCmV0h9WNDUS7EWTExvruRqmu3169TJfhWiKJNiLJqlzZ9i4sfbtIiNNzrzUtRFNnQR70STFxUFGBhQXu349MtKUI+7QQeblRWiQYC+apPI0zJ07qz4vQV6EKgn2osnq1Al274bSUhPku3Y15ZAlyItQJMFeNFnNmpm5+8hICfJCSLAXTZoULBPCkGsdIYQIARLshRAiBEiwF0KIECDBXgghQoAEeyGECAES7IUQIgRIsBdCiBAgwV4IIUKABHshhAgBEuyFECIESLAXQogQIMFeCCFCgAR7IYQIARLshRAiBEiwF0KIECDBXgghQoAEeyGECAES7IUQIgRIsBdCiBAgwV4IIUKABHshhAgBEuyFECIESLAXQogQIMFeCCFCgAR7IYQIARLshRAiBPgl2Cul+iilnlJKpSul8pVSmUqpD5RSg/xxPiGEEJ7568p+NHABsAAYC0wC4oBvlFKn+emcQggh3Ijw03HfBJ7VWuvyJ5RSK4GdwN+ACX46rxBCCBf8Euy11gddPJerlNoCxPvjnEIIIdwL2A1apVQb4GRgY6DOKYQQwvDXNI4rzwAKeNLdBkqpZCC57Md8pdTmOp7rBKDGpwshfET+voQ/1ffvq5urJ1WlaXW3lFIjgU8tnOS/WuvhLva/B3gEuFlr/bKF49SLUmqt1nqIv88jQpP8fQl/8tffl9Ur+9VAPwvbFVZ/Qil1KybQ3xeIQC+EEKImS8Fea10IbPL24EqpJOD/gHla64e93V8IIYRv+O0GrVLqCuAVIFVrfYe/zuPGiwE+nwgt8vcl/Mkvf1+W5uy9PqhS5wGfABuAKUBppZePaa1/9PlJhRBCuOWvbJwRQCQwGPi62mu7gO5+Oq8QQggX/HJlL4QQomFp0lUvpSCb8BWlVBelVJpSKlcpdUQptUQp1TXY4xKNn1IqUSn1jlJql1KqSCm1WSn1T6VUC5+epylf2SulJmMWaS0AfgBaAX8HTgHO0VqvC+LwRCOhlLIDPwPHgPsADcwB7MBArXVBEIcnGjml1DfAbuB9YC9wKjATkwF5lta61P3eXpyniQf7E4BD1QqytcQUZFuqtZaCbKJWSqm/AU8AJ2qtt5U91wPYCvxda/1EMMcnGjelVJzW+kC15yZgLlIv1Fqv9MV5mvQ0jtb6oK72bqa1zgWkIJvwxuXAN+WBHkBrvQOTfDAuaKMSTUL1QF/m+7KvPotTTTrYuyIF2UQd9AfWu3h+A3BSgMciQsP5ZV99FqdCLthjoSCbENW0AXJcPJ8NtA7wWEQTp5SKB2YDn2mt1/rquI0q2CulRiqltIXHKjf73wNcD0yu/JFcCCEaAqVUDOZGbQlwoy+PHcgSx74gBdlEMOTg+gre3RW/EF5TSkUDS4GewPla672+PH6jCvZSkE0EyQbMvH11JwG/BngsoglSStmANGAIMEpr/Yuvz9GopnHqIsgF2UTT8AFwhlKqZ/kTSqnuwNllrwlRZ0qpMOB1TJmZP2itv/HLeZp4nr0UZBP1ppRqjllUVcTxRVUPAS0wi6rygzg80cgppZ4DbgUeBj6s9vJeX03nNPVgPxN40M3Lu7TW3QM3GtGYlZVGmA+MwmRzfQ5M1VrvDOa4ROOnlNqJm1aCwCyt9UyfnKcpB3shhBBGk5+zF0IIIcFeCCFCggR7IYQIARLshRAiBEiwF0KIECDBXgghQoAEeyGECAES7IUQIgT8P25uHe+c+4gEAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAENCAYAAAAIbA6TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXiU1aHH8e+ZbCSECAhERQUNoLKJgku1FkQKxdZaFdwekGurtIX2CkapbZXi2ntrlVrxam+xV0R9rKBWFGgVZbEqCIoEkYAJmywia8hCyGTm3D/OTDIJWSbLZHt/n+d5n5nMvMsJTH5z3nPOe15jrUVERLzD19wFEBGRpqXgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1HwS6tkjHnGGHNfc5dDpDVS8EuTM8ZsM8aMaMg+rLU/s9Y+2EjlscaYXqHnM4wxLzTGfiP2b4wxDxljdhlj8owxy4wx/SLeTzLG/M0Yc8QY87Ux5s5K219hjMk2xhQZY5YaY3o0xrbiXQp+aXGMMfHNXYb6qqbsY4EfA5cBnYGPgLkR788AegM9gMuBacaY74X21wV4DbgvtO0a4O+NtK14lbVWi5YmW3CBFwSOAgXANKAnYIGfADuAFaF15wFfA3nACqBfxH6eAx4KPR8G7AQygW+APcCtdSiTBXoB3wNKAH+obOtC758APBva7y7gISAu9N5/AB8AM4ED4TJV2v+vgFcifu4HFEf8vBsYGfHzg8DLoecTgQ8j3msf+rc7u6HbavHuohq/NClr7XhcuF9lrU211v4h4u2hwDnAqNDPi3G12W7Ap8CLNez6JFxAd8d9gTxljOlUx7L9E3gE+HuobOeG3noOKMV9OZwHjARui9j0ImALkA48XMWuXwYyjDF9jDEJwATgnwChMp4MrItYfx3uy4HQY9l71tpCIBfo15Bta/mnkDau1Z5SS5s0IxROAFhr/xZ+boyZARwyxpxgrc2rYls/8IC1thRYZIwpAM4CVjakQMaYdOBKoKO19ihQaIyZiatN/yW02m5r7ZOh56VV7GYP8G9gExAAvgKGh95LDT1G/k55QIeI9/dV2l/4/YZsKx6m4JeW5KvwE2NMHK72PBboimseAuhCxaALOxAK/bAiyoOxIXoACcAeY0z4NV9kWSs9r8p04ALgNFzT1TjgvVAHb0FonTSgOOJ5fuh5QejnSOH3G7KteJiaeqQ5VDclbOTrNwNXAyNwTTg9Q68bYqty2b4CjgFdrLUdQ0uatbZfDdtUNgjXfLTTWltqrX0O6AT0tdYewp0RnBux/rnAhtDzDZHvGWPaAxnAhoZsW0t5pY1T8Etz2AucWcs6HXCBewBIwbW9N4W9QE9jjA/AWrsHeBt4zBiTZozxGWMyjDFD67DP1cBYY0x6aPvxuLOInND7zwP3GmM6GWPOBm7H9SsAvA70N8ZcZ4xphzt7yLLWZjfCtuJRCn5pDr/HhdVhY8xd1azzPLAdN4rmCxrQVm+M+Y0xZnGUq88LPR4wxnwaen4LkBgqxyFgPq5TNVr/jetk/Qw4DEwFrrPWHg69/ztcp+t2YDnwaKijGWvtPuA6XLPXIVxH8o0R+27ItuJRxtrY3IjFGDMGuAkYghuVsQM3pvgRa63aGEVEmkksg38lLuzfwI2xPg93sUk2cIm1Nlj91iIiEiuxDP6uoVPNyNduAeYAV1hr34vJgUVEpEYxa+OvHPohq0OP3WN1XBERqVlTd+6GR0JsbOLjiohISMyaeo47kDHdgbW4+U++W806E3FXRJKcnDz4tNNOq9MxgsEgPp8GKknz0OdPmkvkZ2/z5s37rbVda1q/SYLfGJMKLANOAS601u6sbZshQ4bYNWvW1Ok4y5YtY9iwYfUpokiD6fMnzSXys2eM+cRaO6Sm9WM+ZYMxJhl4E3fBztBoQl9ERGInpsEfmolwPm4s/3ettetjeTwREaldzII/dMn7i7hZCH9grW3QLIkiItI4Ylnjfwo3s+LDuKlsL454b6eafEREmkcshyCMDj3+Fnerucjltuo2EhGR2IpZjd9a2zNW+xYRkfrToGMREY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMW0m+HNzc5k5cyZpaWn4fD7S0tKYNGkSubm5zV00EZEWpU0E/+LFixk4cCALFy4kPz8fay35+fn89a+z6d9/IC+9tBi/v7lLKSLSMrT64M/NzWXMmDEUFRURCAQqvFda6qe4uIif/GQM8+blsnYt7NgBBQV12/+kSZN0JiEibUarD/7HHnsMfy3Veb/fzyuvzCQvD7ZsgTVr4KOPYPNm2L8fKn1flAmfScyePbvCmcTs2bMZOHAgixcvjsFvJCISW60++F944YVagz8Q8PP223PIyztAMBgE4Ngx2L0bPv8cPvgAsrJg1y44etRtE3kmUXn/fr+foqIixowZo5q/iLQ6rT74C6Jstzl6tIAf/agLGzZ8WPbasmXzePDBm1ix4h8cPAhffgnLlhUwe/aHZGbOiOpMYubMmQ0qv4hIU2v1wZ+amhrVej5fHKmpHenYsVvZa9nZH/Peey+zY0c2ANbCxo3ruf32S1mw4KWogn/u3Ln1L7yISDNo9cE/btw4EhISalwnLi6BYcN+xgMPHOLLL/vw6qswezbs3n0LvXvPZcmSH3DTTTB6NGRm+oCLsDYY1fHDZxzqBBaRVsNa2yKXwYMH22jk5OTYlJQUC9SwpFjIsa5OX/OSmGhterq1Pl+HWvbplpSUVLto0SKbkpJiExISKryXkJBgU1JS7KJFi6L6XaR1W7p0aXMXQWqwbds2W1pa2tzFqNGePdYeOlT37SI/e8AaW0u+xjft10zjy8jIYP78+YwZM4Zjx0oIBEoj3k0AEmjXbj5du2bQqRNlS8eOVPg5vCQngzHwpz+NY+HC2ZSW1tzcU1Tk56qrxhAIFB33nt/vx+/3M2bMGLKyssjIyGjcX15EorJhwwaGDx/OyJEjee6554iLi2PPnj28/vrrXHvttZx00knNWj5rISfHDTAZODD2x2v1wQ8wevRosrKyyMzM5F//WsqxYwUkJaUydOh4brppKj16RB+4Ph+cfDI88kgm77wzp8bgNyYea/sRCKyvcZ/hTuBZs2ZFXQ4RaTx5eXkUFRWxd+9e/H4/cXFxzJs3jzvuuIMlS5bw2muvNVvZAgE3uvDQoaY7Zqtv4w/LyMhgypQpHDmSx3vvBVi8OI977pkVdejHx0OPHnDxxdC7N/Tt684kUlJSjutDSEhIICUlhYULF5Ca+iWgTmCpu6r6hW69Vf1CsXDJJZewYsUK3njjDdq1awfA2WefzVVXXcXNN99ctt769esZOnQozz//fJOUq6gIPvusaUMf2lDw11diImRkwLe+BWec4X4OC59JTJw4scIf58SJE8nKymL06NEUFkY3nDTaYafiDdVdHPjCC7o4sLGsW7eOVatWlf183nnnkZycXPbzyJEjWbBgAWPGjCl7bd68eaxYsYIPPvggpmU7erT8YtL8/JgeqkptoqmnPpKT4fTTIT3dNe9UJyMjg1mzZlXbTJOamkp+FP9z0Q47lbYv8uLAykpL/ZSWql+ooXJychg+fDilpaV8+OGH9OvXL6rtMjMz6dOnD3379i17rbS0FJ/Ph6+moKiF3w95eW45fLh5wj6S52r8HTpAv35w4YWuLb8B/5dAdMNJExISGD9+fMMOJG1GNNOMlJTo4sCG6NmzJ1dccQVDhw6lV69eUW93wgknMG7cOM4//3wA/vWvfzFgwADmzZtXp+MXF8M337hpYVavdrMDfP45fPVV84c+eKjG36mTq+F36tS4+83MzGTOnDk1/iEnJCQwderUxj2wsHWrq0HFxbnF56v5MS7OjeaKi2veckczzUhpqZ85c+ZqQEA9xcfH8+KLL2KtJTGy/baOtm/fTnZ2Ns8++yw33HBDleuUlLgwDy9HjtDiZwOOaY3fGHOaMWa+MSbPGHPEGPOaMeb0WB6z4vGha1cYPBjOPbfxQx/Kh5NW1QnsyhDP/Pnz2+Qpe30uWmusC9327oXt291p84EDrnb19dduONxXX8G2ba4N9csvYdMm+OILWL/e/dxcgkEoLIy+v6ewsIDNm93vcuRIbMvWFuTn5/P444+XfakmJCQ0KPQBfvzjH/Pss8/y1ltvlb3m97vP3uefu8keP/zQfba2bXOfxZYe+hDD4DfGpADvAWcDE4DxQG9gqTGmfayOC+VDMi+4wDXrdOgQy6NV3QmckpIKnI+1a0lKGh3bAjSD+sxc2liznRYUuDCvj6+/hn376rdtNKx1p/kHD7ovoS+/hHXrYOVKeP99d9qfnBxdf0+7dqlMmzaZefPe5rPP3JedVG/atGlkZmZy++23N8r+gkHw++O57rofk5eXyM6dkJvrOmS3bnUz+x471iiHanKxbOq5HTgTOMtamwNgjMkCvgR+Cjwei4PGxcFFF0FSUiz2Xr2qOoEffhjuvRd++lNXIwiNImv1auqcrO6itWi2ufbaa/n8889rPDsqLYUNG9wfZX1t2gRpaQ37jJSUuJEZRUXlj0VFLtxrK9uIEe7iwECgpqphAsHgabzxxv+Ql7efCy4YyaZNkJIS+4pMa3X99dezdOlS7rrrrlrXLS11oR25lJRU/Llyzb2kpJicnHX07XtRjH6DphPL4P8hsDIc+gDW2q3GmA+Aq4lR8Pt8TR/61bn7bnjhBcjO9jNp0hr+9rdvNXeRGkW0nZN33vk7hg+/kbS0DP7+9yc5dqzmbYqLi5kyZQpvvvlmtets2lQ+dXZ9lZbCxo2u+c+Y6tcLBI4P9/Bjaenx6weDNYe+319CXt5+rr8+k7ffnlNr8B879gwdOixj69YLuO8++P73s3nqqad59tmZtG/vw1rXphy+n0RcnLseJbw0d19GQ4WDuLjYLZHPS0vd8Otu3cr/Dy+//HI2bNhAXKVfPBh0TYIHD7rHo0ervwdHdfLyDvDTn55Pfv4hXnwxl44duzbSb9k8Yhn8/YA3qnh9AzA2hsdtMRIT4c9/LmLkyEv5v//byNixWYwe3ae5i1Uvubm5PPbYY7zwwgtRDV8tLfWzYMF8Fix4EbgHeIHaLnQDeOutt8jNza2y1r9rV+M10xw+7PoCTjvNBUnlmvvRo417Gl9SUsz06dexY8dGnnhiBTNmzGfGjDH4/f4KXwBxcQkkJCRwxx3zef75b7Nnz7fJz4ft2/38+99XAlvp2vUMxo6dgjEu1L755iumTfsep5xyJpmZ/8uJJ54MuECM/CJISHBLfKW/emsrPlb3PNrXwFXAIr+AIssRfi0uztWqw2FeOdxrO3PauNH145SWfsOZZ3YjLQ1SU13oFxW5oA+HfUPOEAFOOOFEevbsx759Ozl48OuYBL+1rrxLl8KoURDLEeCxDP7OQFXXox0EquxmNcZMBCYCpKens2zZsjodsKCgoM7bxFpCAnTv3oddu/Zz442ZlJa+x9GjR0lOTmbEiBFcf/31dO/evbmLWaNVq1YxY8aMUEjVpapUQkrKKDp1OpVdu6K/gC0zM5MpU6ZUeC0YdH/MjSkryy2NJRAooKBgWZXvFRUVcvDgFgoKDrBr1z9JTh7Ej360gOXLX2TPnleBApKTk7niihH88IdjOfnkZAYPfp9Nm9KIjw/y9tsns3TpbOLinqZ370Hk5y/jm2/24vO1IympPe3bJ/LRR2+xd++/SErq2Xi/VAvg9xv2709i3752ZY8HDybSrVsxp576Jn/4w6+45ZbbufpqdyGWMRW/hCqzFoJBQyBgQmdpJuJn91r5c4Pf7+PYMR8jR94NdOTjj9uxevVmEhKCJCYGIx4tcXEWn889Wgt+v4+SEl+FR7/fR2mp229RURyHDiWye3cKO3akcOSI64yeOXMtgwblRf1vVNfsM7amf6EGMMaUAI9ba++p9PpDwD3W2hq/dIYMGWLXrFlTp2MuW7aMYcOG1bWoMffcc/O59dYJuBpvee0uIcHV7ubPn8/o0S2zAzg3N5eBAwdW2TZfm7S0NPLy8sqeR3OmUHk7cKf1n3zS8CaeWCsoWEZq6rDjXj961I0q+uSTg2Rlfc3WrX2P+xIbOxamT4f+/V0HdG5uxTZma+H++2H5cujSBU4++R02bBhLMDgU+AfwNbCS9u2vIS3N9QN06BCkQwdf2c/t27uauDFgjMXnM/h85a/FxbnH2l4LP6/ptfh416eVlOTOfJOS3M+Vm5/CzTB797qRWeFl7153drd3b83TGSQl3cuxYw9z+eUPcued91aoJZeWupE2mzZBdrZ73LatZY+6ad/eTdL2yCNQlyiLzD5jzCfW2iE1rR/LGv8hqq7ZV3cm0Cbl5uYyefIEoPXM3lnXZp2qVL5obdy4cTz99NNRbVt5uOPmzS0/9CPt2+eG+n366WFWr36Vfft+Empq6Bxa3Kiz/v3dMmAA9OzpriIHOOkk6NzZjQjat688LKdNc81TW7bA/v1nhY5mSEo6ijEnc+zYNRQWuiGje/a8C/wKeAmoqnnxZiAHmAU0XWdlXJz7EkhKcl8Ohw/XHsQ+nxuW3a2be0xPd9t/9BFs2vQQMIKlSy9l+XLo29e1/efmutkuS0qq32fkdR6R13pUfi8xsXxJSoITTyxgy5YH6d79F8TFnYbf747j97u+g0CgvGkpctvwEm5ui4tzzTlpaXDqqXDaaQHS0+M491z3/x9LsQz+Dbh2/sr6Al/E8LgtSrQ3g28ps3cuXryYMWPGlH0p1Vfli9YyMzOjDv5gMIjP5yM1NZVrrhnHyJGZdO/eMr4UKwsGXS3y889h7dpzyM52NXYIAKOAjzGmmLPOmlwW9P37u1p7pPh4OPHE8p8TE91Q5JIS99zvd18ETz/tRjUdOnQ6+fmfMmLEGbRvb8rKUlgIeXmWGTN+R27uJwwd+ncGDbqP/Hz3nmvmgEWLPqKoaDvDh6eRmurCKjf3MXbvfpmePe8mPf16AoHy9YPB459X9X449EpLXTt95ZEygUB5P0pYWpoL827djl/S010IRp4pzJw5ia5d+/K7311FYWEPPv54GB9/7P4PwkvYKafA2WfDWWe5pVcvNzKqpk792jz++F3k5PyFU07J5b775td/RxGCwSC/+MWl9Ot3CY8+OoPOndMaZb/ViWXwLwD+aIw501q7BcAY0xO4FNfb5wnRXKUZnr2zuYO/piGX0Ypsvoo8g8nIyOD73/8+CxcujGo/4TH+L700m1demcOMGfO56KLam8OOHXPjq/ftc8s335Q/37fPdeZOnVr/jrPiYtdsEBkyhYXhd12VPSUF+vaNIyXll2zc+CCPPnoVPXrUvN8uXaqePiR8/VFCApxzjvsCKL8m6cwK6/p84SYew5/+tJDXX3+Sm2++h7g4CAQCLF8+n2HDxuLz+ZgwYR05OWsZMKBPWahOn/4h2dlruPLKYkaNcq999tkynnnmbi6//AZuuKH2YZI1sbZ8GGVJiVs6diwf5hwIBDh6tIDU1BMAyMvbz69//QOKio7w3HNflP2OW7d+xoIFT5OdvYzf/GY+vXrBzTe76zvWroU9e+DMM6FPH/el0tjGj7+XnTs3c/PNv260fW7Y8BEbN65i//5dJCY+0mj7rU4s2/jbA+uAo8C9uLtSPQh0AAZaa2vs7Wsrbfw+n49o/o19Pl8dO04bV25uLldffTUbNmyo9z7S0tIYP348U6dOrbLZKjc3lwEDBnC0Hu027dqlMHt2VlnNv6QEFi1yF9JEBnteFP1hZ58Njz4aXfgfPOjCff169/jll8cPBUxPd7XzPn02M3hwH844o7yGWlJyjMTE2scXR3tleWmpa8IIBFyzQ5cu5aN03AVHxy+uj2QlEyZ8i1GjbuCPf3y57J5zkTX5/Pw8Nm5cS48efenUqRvBIMyd+1/85S+/5pprfsl//uefAThy5CDTpo1iwIDLmDy57qOyDx/ex65dOZx44smcdFJPAFatWsz06ddy8cWjeOKJf4SaggIMHJhKcXExO3ceplu3E0hIgCVLlhAIBBg6dCjBYLuyfoHa6ivGuC/N0tK6D+dsCjk5n3Hw4F5uu21UnZt6Wkwbv7W20BgzHJgJzAUM8C4wpbbQb0taw+yd4ead+tb0ExISmDhxYq1nLBkZGbz66qv1akry+/3MmzeTKVPcMWbOhH/+8/j14uJcGEa2CYd/Tk2Fxx5zNfa77nLhH3kxVDAIO3aU1+TXr4fduyvu3+dzzQUDBpQ323Tr5t7bsuVTZs36OdOm/Y2TTnJV/GhCPzHR1XyjER/vvrjq6tVX3yY+Pp5f/nI8/ftXt9YJx1WcBgyYxI03XkzXrl3p29f9Gy1Z8imbNq2hY8d4Lrqo/MvjppuuoVu3k7jvvt+TltYRa+G//3sG69Z9wkMPPUGPHmdiLTz00OPMmvVf3H33A/zqV/eRlASpqadwzz3FWHuQQYPCR4/j/fff5/TTT6dr17Sy5pkRI0ZUKGPPnm4pKHCdwUeOuLOIyCU52X1RhvcR+SUZbp+v7udw81Vkk1akgwf30rlzet3/U3DDfBMT3SlPr16Dalm78cSsxt9QbaXGP2nSJGbPnl1ryF188Q189NHLTVSqcg0ZtROWkpJSp87p3NxcZs6cydy5cykoKCAY5SDrlJQ0Fi7MY9EiF9pJSfDjH7uO0nDQd+xY84yre/fCnXe6QO/d211VvWmTC/oNG46fE6ddO9dhGO6EPeccN/KiKtOnD+f995cydOhYZsx4JYrfx30pdesW2zHb4NqQDxw4QNeuDR9/XlhYyOrVqwkEAlxxxRUAHDp0iM6dO9OuXTvy8/OJD52GDBs2jOXLl7NkyZKydefMmcOsWbO49dZbmTRpEuCmPi4sLOSEE05ocPli7ehRd6Z56JDlySen8dprT/L00x+TkVG3eybu3buDiRPP4+qrJ3HrrQ9gQt9KAwfWvXO3xdT4xYlm9k7wsXLlA9x2Gzz5pKudNJVoOp+rU117fm0qT28RbXNYUVE+CxfCn12LA1OmwPe+V7cyp6e7s4WpU12zTeWr+7t0oUInbK9e0V8BO3nynXTs2IeJE/+r2nXS0twxunRxwd9UfD5fo4Q+QPv27Y+rYLVv356lS5eyc+fOstAH+O1vf8uUKVMYGHEj2QkTJjBhwoQK28fHx7eK0Af39+mm6zfMnVtMIOBny5b36dNnYJ2akD744A2OHDnI7t1bykK/qajG3wSqGykTDs5x4+YyZ861HDsGZ59dyKxZ+7jiip5NUra6jK+vbPLkydW258euDO2BIuLjU7nyynFcf339Rvzs2+fGzZeUVBxWmZ5etxEfBw9+TadO6RhjqhzHb4xru+/SxY3aaSnTiUjjyMvLIzc3l/PPPx9rXXPT4cOur+nIkeqHk4Z98cUqOnbsyimnlHfUN0WNX8HfRCo3b6SmplboCF23Dq67zpKbOwFYwF13/Z1HHx0V83JFW9uuSmN9diZNmsQzzzxT5/2FpzeIdsRPY9u8+VPuvnsk1177n0yYML0s+OPi3B9uOOwrT5EgbZe1tkLt3e8PT8VN2TUWhYU1dy43RfB77g5czSXcvJGXl0cgECAvL49Zs2aV1ZbPPRdWriyhe/cjQAl//OOp/Md/RA4VbHwrVhzEmPo1LvevvoewzjIzM+v1JRII+CkuLmLGjDHs2tX0Nyjfs2cLBQWHyM7+GJ+vlIQEd9Zw6aVulE96ukLfS1atWsUll1zC1q1by15LSHD9Tqee6q4jOP98WLv2SXy+dXU+u2xMCv4WpEuXJHbseJ37719NUlI/5syBIUNg9erGHQSVnw+XXPIwQ4eeRjA4Cqj51pFVeeKJJxqtPBkZGQ1q4ywuLuLee3/U5OE/atQY5sx5hwULXuOyy+JDV3U2/Hae0jrdc889rFy58rgLFSMHLxw5coQ775zKD35wGV277ufCC93AhKamj2gL4/MZpk/vx5o17gKU7OwlXHjhGdxxx1s1TjwVDWvh1VddzeOjjw4ARZx3Xk9SUuoW/Pfffz/Dhw9vWGEqaehw1m3bPue22wayalV0N3Opr+zspfh8WxgyBC6+GMaNG07XronNVnOTluP111/nnnvu4aGHHgJg27ZtDB48mAsvvLBsnbS0NAYMGMCMGTPo0qULycnu7HDgwNhcbFYdBX8L1b8/fPopZGS8COznz39ezfjxrq2wPtas2c9ll33JmDHuysZBgx7gr39dzqefPlrjrSMrlqk/7777LtOnT69fIWoQzU3raxOLZh9j3Kl6r14QCPybKVNGc8stwykq+qbRjiFtQ8eOHfn9739fdrvH9PR0srKyyMrKqnDR4qJFi7jzzjsrbNu5s2sGOv/8phnVp+Bvwdq3h82bn2XixBdp1246L77o7h+clRV91f/YMZg4cRUXXHAWH3xwEx06BHjqKVizJpXbbvsOUPWtI9PS0pg8eTI5OTlYa7HWsn79+kav6YdlZmY2OPih/EKvysIdrtGcWPh8rsnm7LPhkktg0CDXRnvhhecyaNAgrrzySrpUnmxHpJLk5GQ+/PBDDhw4QHJEmp988snVbpOW1kTDucN/1C1tGX/A/pwAAAjaSURBVDx4sK2rpUuX1nmb1mLDBmvPOcdaKLDGDLV33PFPGwxam5OTY3/+85/bDh06WGOM7dChg/35z39uc3Jy7LvvWtu7t7WQb+E0e9JJI+wXX+xv7l+lWosWLbIpKSk2ISHB4qb4qNeSkpJmly+3du1aa7dutfbwYWuDQXeMYNDa3but/eADa5cuLV/ef9/aL76w9ptvrC0trb6MBQUFNhjeWSVt+fMnLVvkZw9YY2vJ12YP+OoWBf/xCgutHTLkj6GA62e//e03qwzK+PgE6/MlWnjTggv/l1/eWW1gtSQ5OTl28uTJNi0tzfp8Ppuammrj4+PrFPzG+GoMb2ut9futzcmxdvNmaw8eLP9iqGzOnDn2vvvui6rsbf3zJy2Xgr+NCwQCduzYh21i4iILKbWEYKKdOjXHFhc3d6kbZtGiRTY5ubbftXxJS0trlONu37697Et1xYoVta7vhc+ftEx1DX618bcyPp+PV175Ddde+ya13cM2Li5IScnMVn+16OjRo1m/PotevaK7dqCx+iFOP/10nn/+ef7whz9w2WWXNco+RVoCBX8rtXBh7TcvDwRKmTt3btMUKMYyMjJYuPAftGtX+wQ33/nOdxp0rMOHD5c9v/HGG7n77rsbtD+RlkbB30pVvj1hQ9drDfr0yeCFF+aTnHz80NOEhARSUlK49957K9z5y1pLbm4ukyZNqjBiadKkSeTmVhz2aa3l/vvvZ8CAARWuvhRpaxT8rVS0Fzw15zz/sXDdda7Zp/LQ04kTJ5KVlcWDDz5Ytu7OnTvp1asX/fv3Z/bs2eTn52Otu7PXM888Q69evSp8EWRnZ/POO++we/du6jpPlEhrouBvpaK54KnyDc/bitrmPQr77W9/y5YtWyguLj5u6mnXB1Z+i8fZs2czZMgQpk6dysKFCxk7dmyT/T4iTU3B30pFc8FT5Ruee01ycjK+KCfO8fv9FBUVccstt9C7d+8Yl0ykeSn4W6mMjIxqp1oIt3fX9QYpbc1LL70U9d29wvx+PzNnHn/lr0hbouBvxaqbaiHc3j16dNPPUd+S1Kdj2+/3t5mRUCLV0WzhrVzl2xhKuWhvdF9ZWxoJJVIV1filzarvjJ9tbSSUSGUKfmmz6jPjZ1sdCSUSScEvbVZNHeDV8fpIKPEGBb+0aZU7wMO3eKx8q0eNhBIvUfBLmxd5wVcwGCQnJ+e4KRw0Ekq8RKN6xHM0Ekq8TjV+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMfEJPiNMX2MMU8YY7KMMQXGmD3GmAXGmHNjcTwREYlerGr8I4HLgTnAVcAkoCuw0hgzOEbHFBGRKMTHaL8vA09Za234BWPMe8A24A7glhgdV0REahGT4LfW7q/itTxjzGageyyOKSIi0Wmyzl1jTGegP7CxqY4pIiLHi1VTT1WeBAzwp+pWMMZMBCaGfiwwxmyq4zG6AMedbYg0EX3+pLlEfvZ61LayiWiGr34lY0YA70Rx8OXW2mFVbP9r4BHgJ9bav0Wxn3oxxqyx1g6J1f5FaqLPnzSXun72oq3xfwicE8V6RVUU6Ge40L83lqEvIiLRiSr4rbVFQHZdd26MGQ/8D/CYtfbhum4vIiKNL2adu8aYa4D/A2Zba++K1XEq+d8mOo5IVfT5k+ZSp89eVG38dWWM+Q7wNrAB+CUQjHj7mLV2baMfVEREohKrUT3DgSTgfOCDSu9tB3rG6LgiIlKLmNT4RUSk5WqTs3NqkjhpKsaY04wx840xecaYI8aY14wxpzd3uaRtM8aMMca8aozZbow5aozZZIz5vTGmQ1Tbt8UavzHmF7gLweYAnwIdgWnAIODb1tpPmrF40kYYY1KAdcAx4F7AAg8BKcBAa21hMxZP2jBjzEpgB/AGsBM4D5iBG315ibU2WP3WbTf4uwAHKk0SdwJukrg3rbWaJE4azBhzB/A4cJa1Nif02hnAl8A0a+3jzVk+abuMMV2ttfsqvXYLrrJ7hbX2vZq2b5NNPdba/bbSN5q1Ng/QJHHSmH4IrAyHPoC1dituQMPVzVYqafMqh37I6tBjrRnXJoO/KpokTmKgH/B5Fa9vAPo2cVlEhoYea804zwQ/UUwSJ1JHnYFDVbx+EOjUxGURDzPGdAceAJZYa9fUtn6rCH5jzAhjjI1iWVbN9r8GbgZ+EXlaLiLS2hljUnGdvKXArdFs05TTMjeEJomTlugQVdfsqzsTEGlUxphk4E3gTGCotXZnNNu1iuDXJHHSQm3AtfNX1hf4oonLIh5jjEkA5gNDgO9aa9dHu22raOqpj2aaJE68ZQFwsTHmzPALxpiewKWh90RiwhjjA17ETY/zI2vtyjpt30bH8WuSOIk5Y0x73AVcRym/gOtBoAPuAq6CZiyetGHGmKeBnwEPA29VentnbU0+bTX4ZwC/q+bt7dbank1XGmnLQtMzzAS+ixs19i4wxVq7rTnLJW2bMWYb1d9i8X5r7Ywat2+LwS8iItVrs238IiJSNQW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh7z/2hUcBaT1zYAAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "148b2b1c00354389ab5fc443894a6a5b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 81000 loss=-3.03 val_loss=-1.472\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "59d3d0789d7b4157aa2f35188a275bec", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 82000 loss=-0.1856 val_loss=-0.01173\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2c410b8d5b6a4db596836607a6935edc", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 83000 loss=-2.686 val_loss=-1.294\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0360427548c048feb7d053b5a04a631a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 84000 loss=-2.666 val_loss=-1.241\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7c67618c9e4a473bba1682e1a60ea92d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 85000 loss=-2.82 val_loss=-1.511\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3789cb7935b646cda80bdc50627e4b07", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 86000 loss=-3.039 val_loss=-1.678\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b5feda3611ad4f6b913686411eb29b50", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 87000 loss= 1.321 val_loss= 1.231\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8407d401919a4cb0ae14cccbe62f02c5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 88000 loss=-0.5502 val_loss=-0.5921\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "70f4d93e462b46e0a97f9375c1d7afa1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 89000 loss= 0.01962 val_loss= 0.2895\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f1e77f88e72f4f1fa8dc2abf2817bc3d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 90000 loss=-1.609 val_loss=-0.61\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "63204ee438a24f8cb7d9f2f64f6e8ae8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 91000 loss=-2.439 val_loss=-1.29\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fca5fdf030014b66ad50746b596188c5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 92000 loss=-1.392 val_loss=-0.8917\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0121e704e93e4812a158c76a06eaf630", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 93000 loss=-1.926 val_loss=-1.707\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e0ee6323bc5743b4bec0e709194994d7", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 94000 loss=-1.669 val_loss=-1.171\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "63f406cf633b4cd4b09f315227ec6ff4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 95000 loss=-1.912 val_loss=-1.561\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2729728205f54b6785fb1d02dd18c5ba", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 96000 loss=-0.2664 val_loss=-1.414\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f800deee5a6e4c16b39fba0655db1d6e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 97000 loss=-1.909 val_loss=-0.4816\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b20ed1b7128e47e89e5a1bb38530751a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 98000 loss= 0.2464 val_loss=-0.8018\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fef567efb5124ac38aee15b64fb2d4a5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 99000 loss=-1.368 val_loss=-1.498\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9e2ba173380e4465b9ae033ff7ed0bf9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=300.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "val loss (n=300) tensor(-0.6238, device='cuda:0', grad_fn=)\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -3176,11 +514,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T18:22:45.530470Z", - "start_time": "2020-02-15T16:03:08.871316Z" + "end_time": "2020-02-22T11:53:12.359197Z", + "start_time": "2020-02-22T11:08:24.384003Z" } }, "outputs": [ @@ -3188,13 +526,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "runs/Feb16_00-03-08_mjcdesktop-anp-rnn_1d_impr\n" + "runs/Feb22_19-08-24_mjcdesktop-anp-rnn_1d_impr\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "821a15a2387a4b9d9646752d6de49b8d", + "model_id": "efc31292a4bf4d03b3f1f2ff291b3df1", "version_major": 2, "version_minor": 0 }, @@ -3208,7 +546,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e0cecade98614628bb3c4bc479752361", + "model_id": "77c964a7a1b64b468b09995fa255046e", "version_major": 2, "version_minor": 0 }, @@ -3224,12 +562,12 @@ "output_type": "stream", "text": [ "\n", - "train: 0 loss= 1.569 val_loss= 1.586\n" + "train: 0 loss= 1.645 val_loss= 1.608\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3241,7 +579,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3253,7 +591,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3265,7 +603,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3277,7 +615,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3289,7 +627,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3301,7 +639,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3313,7 +651,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAENCAYAAAAIbA6TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXhU1f3H8fc3IUBCCLggaAoCETcURFFRa0GEKoq1WsRqwQUpRawKUq1YWiOgta00LijVYuvaqlAXFKkbxLaKKFRBQeVnqBsCymJISAJZzu+PmYTJMJPMJDOZydzP63nyJDn33nPPkOEz995z7rnmnENERLwjLdENEBGRlqXgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1HwS0oysz+Z2a8T3Q6RZKTgl6RjZp+a2bDm1OGcm+icmxmj9jgzO8T/c76ZPRaLesPs6zX//toElPU0s6VmVmZmHwX/25jZFDPbZGY7zOwvZtYuXu2T1KDgl1YnMBRbm4babmY/ATJCLPo78C6wH/ArYIGZdfFvcwZwI3A6cDDQG7glxs2WFKPgl6RiZo8CPYDnzazUzG7wH/E6M7vCzD4HlvjXne8/0i02s3+ZWd+Aeh4ys1n+n4eY2ZdmNtXMvjazjWZ2eRPadiZwE3Chv22r/OWdzOxBf70bzGyWmaX7l11mZm+YWYGZbQXyw9TdCbgZuCGo/FDgWOBm51y5c+4fwPvAj/yrXAo86Jxb45zbDswELov2tYm3KPglqTjnxgKfA+c457Kdc78PWDwYOAI4w//7YqAPcADwX+DxBqruBnQCcoErgHvNbJ8o2/ZP4DbgSX/b+vsXPQRUAYcAA4DvA+MDNj0RWA90BW4NU/1twFxgU1B5X2C9c64koGyVv7x2+aqgZV3NbL/IX5l4jYJfWpN859xO51w5gHPuL865EufcLnxH0v39R86hVAIznHOVzrkXgVLgsOY2yMy6AmcBk/1t+xooAH4csNpXzrl7nHNVtW0PqmMgcApwT4hdZAPFQWXFQMcwy2t/7ohIGK32Wql40he1P/gvpdwKXAB0AWr8i/Zn76AE2Oqcqwr4vQxfaDbXwfiuy280s9qytMC2Bv1cj5mlAfcB1zrnqgLqqFUK5ASV5QAlYZbX/lyCSBg64pdkFG7K2MDyi4FzgWH4LuH09JfvlZwxFty2L4BdwP7Ouc7+rxznXN8GtgmUAwwEnjSzTcA7/vIvzexUYA3Q28wCj+D7+8vxf+8ftGyzc25rVK9KPEXBL8loM77RKQ3piC9wtwJZ+K6Rt4TNQE//kTrOuY3Ay8BsM8sxszQzyzOzwRHWVwwcBBzj/zrLX34csNw5tw54D7jZzNqb2XlAP+Af/vUeAa4wsyPNrDMwHV+fg0hYCn5JRr8FppvZt2b2izDrPAJ8BmwA1gJvNXVnZnaTmS2OcPX5/u9bzey//p8vAdr627EdWAAcGEllzmdT7RfwjX/RZufcbv/PP8Z3VrAduB0Y5Zz7xr/9P4HfA0vxdYp/hm90kEhYFq8HsZjZKOAifG/YA/C9KZ8GbgsaoSAiIi0onsH/Fr6wfw74Et8wt3zgI+Bk51xN+K1FRCRe4hn8XWpPRwPKLgEeBk53zi2Jy45FRKRBcbvGHxz6frUjFnLjtV8REWlYS3fu1o50+LCF9ysiIn5xu9Sz147McvFNNLXKOTc8zDoTgAkAmZmZx3Xv3j2qfdTU1JCWpoFKkhh6/0miBL731q1bt8U516Wh9Vsk+M0sGyjEN175BOfcl41tM3DgQLdixYqo9lNYWMiQIUOa0kSRZtP7TxIl8L1nZiudcwMbWj/uUzaYWSbwPL4bcgZHEvoiIhI/cQ1+M8vAdzPLQGC4c+79eO5PREQaF7fg99/S/jgwFBjpnGvynZUiIhI78TzivxffzIm3AjvNbFDAsi91yUdEJDHiOQRhhP/7r4BlQV/jw20kIiLxFbcjfudcz3jVLSIiTadBxyIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjUib4i4qKKCgoICcnh7S0NHJycpg0aRJFRUWJbpqISFJJieBfvHgx/fr1Y9GiRZSUlOCco6SkhHnz5tGvXz8WL16c6CaKiCSNVh/8RUVFjBo1irKyMqqrq+stq6yspKysjFGjRjX5yL+oqIhJkybpTEJEUkarD/7Zs2dTWVnZ4DqVlZUUFBREXXftmcS8efN0JiEiKaPVB/9jjz0WUfA//PDDbN26lZqamojqDTyTCK4/FmcSIiKJ0uqDv7S0NOL19t9/f9588826svnz53PRRRfx7LPP1lvvzTffJD8/P25nEiIiidQm0Q1oruzsbEpKShpdLz09nY4dO7L//gdQUwNmsHz52zzxxBP079+/br3333+fU045hbS0tEbPDiorK3n00UeZM2dOs1+HVzkX+vfg8obWbWy9hpY3tm406zkH5eXR1Ru4be3bzbn6/w6BX8F1R/taovm3iURT6mvu37G2vLo6/PulKe+NSLYJ/luE2y7SukL93Ls3dOwYvp2x0OqDf8yYMcybN6/Bo/P09AxGjpzA5Mlz2LQJNm3ylR955CXcdFN/unY9hsJCX9natWkcccSJfPjh8oj2X1JSyhtvwIYNRTzxxGxeeukxystLyczM5swzx3DRRVPp3j2vbn2zpr7S5onmP3Rw6AQGUjT1xjpkkt3OnbA8sreNSFiNXGiICXNJ+r9v4MCBbsWKFY2uV1RURL9+/SgrKwu7Tvv2Wcybt5rc3Lyw6wQ7++wcysoaP5PIzMzm5pufIj9/FJWVlVRX7/mrpadnkJGRQX7+Ak48cUTE+5bWqbS0kOzsIYluhoSxadNndOnyHdLT0xPdlAb16wf77hvdNoWFhQwZMgQAM1vpnBvY0Pqt/hp/Xl4eCxYsICsra68/aHp6Bu3bZ5GfvyCq0AcYNmwM6ekZja5XXV3JzTePoqKirF7o1y6rqCgjP38UGzaoE1gkUf73vzVMmnQCv/vdZXXDvrdu3cizz97Htm2bEty6ltfqgx9gxIgRrF69mpEjR5KTk4NZGllZOYwcOYF581Y36Wh79OipZGQ0HPzp6W04+OC+VFU13gk8f746gUUSZefOYioqyti+fXPdAVph4Xzuuusq7rxzUoJb1/JSIvjBd+Q/efJktmwpZsmSahYtKmby5DlRH+nXys3NIz9/Ae3bZ+115F97JnHrrQvZsOH/9jrSD1ZdXckrrzzapHZI6tqwoYiCgkmcfXYOQ4emcfbZORQUTNLZYRwcddTJ3HXXv5g16znatm0PQI8eh3Pyyedw+ukX1623fv37XHvtYF566ZFENbVFpEzwx8OJJ45g3rzVjBw5gays0GcS5eWRDSeNdD3xhuXLFzN+fD8WLZpHWZnv5sCyshIWLZrH+PH9WL5cNwc21yefrGLt2j297X36DKBdu8y6348//vvceutCBg8eVVdWWDif1av/xQcfvNGibW1prX5UT7zl5uYxefIcJk8OPWQzMzM74k5gEfAd6efn+/qFglVX+wYI5OePinpAguyxYcMnTJ06lOrqKu6550169eob0XajR0+le/dDOfjgI+vKqqurMEsjLS11jpNT55UkSCSdwOnpGQwfPraFWiTJ7qmnIptmRP1CTdetW08GDDid/v0Hk5t7SMTbZWd3YvjwMRx66LEAvP32S4wbdzSFhfPj1dSEUPA3UySdwBkZGVxwwZQWapEku1dffUz9QnGWnt6G6dMfJz9/AW3btmtyPZs3f8bnn3/E4sUPxrB1iRfX4Dez7ma2wMyKzWyHmT1tZj3iuc+W1lAnMPjegE0ZTtoaNKVzUh2akff3qF8oOmVlJTz11B/rRtm1aZNBRkbbZtV51lnjuP76B7ntthdi0cSkEbfgN7MsYAlwOHApMBboAyw1sw7x2m8ihOoEzszMpk+fY3nggXdT8uatpnROqkPTJ9L+nszMbO688yreeeflOLcoNdx//w3MnTuVO+74aczqTE9vw1lnjWv2B0iyiecR/0+B3sAPnXPPOueeA34AHAz8LI77TYjaTuBFi3zDSV98sYQHHlhJ795HJbppMRfYORnpTWuRbPOb35zviSP/SPuFDjigO889dx8vvphalxniZciQ0XTvfhgXXviLuNS/e3dFvVFCrVk8g/8HwFvOuU9qC5xz/wPeAM6N436TTlVVJWvWLEt0M2Im0s7Jhx66mWXLXuCzzz6MaJvduyuYM2dyLJuaVCord7Nly1cR9wtdd92fGDduJiNGjAPg888/4p57ro14anGvGTDgNP761zX06hX7g63i4q1ccslhXH/9cL799puY19/S4hn8fYEPQpSvAY4MUZ6SKirKuPLKE5gy5TS++GJdopvTZIHX5hcunBtR5+Trry/gppvO4eWXH4moQxPgrbdeSMmj/t27K/j1r8/jmmu+S9u27Rq9OTA/fwFHH/1dxo6dzgknnEFVVSU33ngWTz99N08/fXe9bb7++gsuu6wvN910Dlu3bmzJl5UUtm//uu7neM3D06nTfvTs2Zdu3XqmxBQP8RzHvy+wPUT5NmCfUBuY2QRgAkDXrl0prJ0yM0KlpaX85z+F7NwZXUPj7eCDu7F9+wbmzh3Pe++tpKKinPbtMxkyZBjnnTeaAw/MTXQTG7RixXJuvz2fqqrKvR5v2ZDKyt0MHDiILl1qouqo/PvfpzJxYus78q+uLqW0tDDksrKynWzbtp7S0q1s2vRP+vY9hLvvfoDnnpvP0qWvUF5eTmZmJqedNpxzz72AAw/M3Kuuq676OYsXL2TIkMMoLS3k6683065dO7KysujYMYNly15g8+aXaNeuZ9xfa7JYtWolM2bcxCWX/JRzzx3V+AbNcM01P6NDh2zS07eG/TvHwrvvQrSfX6WlpVHlZdxm5zSz3cAfnXM3BpXPAm50zjX4oRPp7JyBCgsLOeWUIbyRZDfdFRYu4PbbL/UHZ+uavXPDhiLGj+8X8majxmRl5bBoUTEQ+Wynwdu1Jo3Nzrljxza2bdtEz57NP+FdseIV8vMvoH//wcya9Szbtm1i7dq3OPXU8+rWqampCXvTkXMOS9Qc4TH04IPTeeyxWxk3biZjx05PdHNiorXPzrmd0Ef24c4EUtKGDUX87neXsmtX65m9M/CyzpgxhzQp9INvWhs2bEzE26bKMMbS0m9ZtGhPx2xOzr4xCX2A7t0PA8DM2LWrnP32O7Be6K9c+RpXXnlC2MuLs2ZdzMSJx7f6zsorrphFQcFSLrroly22z/LyUu6//5d8/fUXMa03mrPp5opn8K/Bd50/2JHA2jjuN6m0trs0g4dcNlXwTWujR0+NeFvnalr9GP/q6mquv/4M7rhjPM88c2/M6+/atQcPPPBfZs58hvbts+otc87x0EM3s27dSpYufTLk9mvWLOPjj1fQoUNOXdlTT81m4sTjWbr0qZi3N5YKCibxzDNz2LTpMwCOOWYIbdo0PoV6rMyd+wueeOL33Htv7G7KrKmp4eqrT+Hee69jx44dMas3nHgG/0JgkJn1ri0ws57AKf5lntCa7tJsaMhlpMI9AyE3N49Bg86OuJ7WPsY/PT2d88+/mu7dD+Xkk8+Jyz4OOqh3yMs1ZsZvf7uIceNm8pOfTAN8H0RLljxZNyJo3rxVFBQs5TvfObRuuw8+eJOPP17B7t0VdWXvvVfIxInH8+STd8TlNQSqrq6mtHTPJb7i4i1MmjSIyy6rf5ZUVPQed999NXPnRn4wEUtjx05nwIDTuPjiaTGrc82aZXz44XJef30+bdvG/56BeF7j7wCsAsqB6YADZgIdgX7OuQbP55tyjX/hwv/w619/l507G39MYKTPdm3ombCN1eccbN6chu+lNyaNrl3jc6oX7lJuYHlVVRHbtp1LdfWaZuwnh+zsseTkTCEjY+87lSsri/jqq6NxrrwJdWfRo8fqunobuzzd0PLAZbG4zF1bR03NDtLScuotq6nZRVpau4jba1b/58DlgctCbduQnTvf4uOPT2KffS6kd+8nQq5TXV1MWdm7tG9/JG3bHgDAxo23s2HDNA444Gp69PCNJqqq2sa6dWfQseOpdO/+xwZfT6jfq6q+oaLiE9q2PbCuI/rbbxezbt35dO58Bocd9iwAzlXz9tvZOFfB8cd/S5s2nfzrvgpU07nzYNLT20f9Xmjq3zzU36ixfUVSV62SkvfYtWszffqcwa9+5bvWH6lor/HjnIvbF9AD+AewAygBngV6RrLtcccd56L1zDP/CXo0dTJ8dXT4kr+Rr5wEtvFFB1kRtjPUV4aDq6LcV0Yc95Gor08dDPV/T3Rbgr9ucdDGwQtRblfsYKmDDwLKXvH/TQYFrftDBxMdbA8ou9nBSAdFAWU3+refEVD2nr/s1KA633Gw2UFNEvwbhvva1Ixty0OWL14cXfYtXbq07mdgRWP5GtdpmZ1znwM/iuc+AnXsWMXbb8OqVXsvC3cU1ZT1wn3yh9r2r38dw5Il8xq9dHLSSSO45poGV2kS5xou37y5iBtvHMXu3dF34NZq2zaDGTOmcMABkaw9gq+/Xs1LLxWwbNmj7NpVinOR3JBUSfv2j3L33XPq2h7utTUkcJtIto9mHw88MIFVq5YwYMD1jB+/5zp5Y3XU/ncPXDfU9+a87pqa6ezceSXZ2V0aXbd+/TnAkHrLd+06iS++WIpz1Rzin/iyrGw7t9zyLG3atGfGjHvqhiPef38h69e/zvjxkznkkN44BytXHs6yZQM57rj9GDTIt151dV8qK7+lfftOQa0ZGPL11tTU/zcJ3/7IlzW0fvD7xvflWLLkBt555x4uv/xtDjggikN04NtvP+cvfxnAscdO4tRTZ9RdtuveHY4+Orp2Riul5uNPT3cccwxJNY7/0kun8u9/P9xg8KelpXHllTPo1q0FG+b35JOzm3U9f89w1MgnoevVK48TT5wD+J5xMHRoGi6C/5EVFSX06dOkpraIadOu5vHHezFhwu1kJ93jF9KAxkM/Mh0I/jCorOxAQcFSvvnmS046aU+spKX9ioqKyRx1VD86d/aVDRp0KVdddWlQnW2A4NBPdsaHH1bgXCVZWf9m+PDogv/pp5+jomIbmZnrOfPMPUeLTRnOGa2UCv5kVDt7Z37+KCorQ4/jnzbtUbp393WylZfvpLj4G7p169ki7Yv0jtpQRo6cwAUXTGn2zKORPswGHCNGZLNrVxmZmdkMGzaG0aOnJnTm023bNrHPPl0xMzp0yOa66/6UsLYkUkZGW445Zshe5QMHDm/5xrSgceNmceaZl9fN3x+N88+/msMPP4HOnWP1gRw5zcffAhp7hOP3vnc+4Dt1LCi4kvHjj+Htt19qkbY1Z8x8c55pHMg3xj+yXrGKip04lxwjftat+y+XX34UjzwyMyH7l8TLzu5UL/QjOXMNdOSRJ3LQQb0bXzHGFPwtJHj2zlAPg6+s3E1Z2Q6qqnbTpct34t6mHTu2NfmRkD17xm4iLN8Y/+gvXCf6BriNG9dTWrqdjz56m+rqqhbfvySXtWuX8/Ofn8zGjf9rcL2nn76HTz4J0RHZghT8SaRt23bMnPkMc+e+U+8ZofG4k/Wxx27lwgu7c/zxZzQ6RXAoV199V8za4vvwa/q4yoqKMqZP/2GLh//gwaP4wx9eYcaMp0lP11VTr/vzn29k7dq3eO65ufXKA2dT3blzB/feO4Vrrz2V4uItLd3EOgr+JGNm9UJ/5cpXueiiXixbFtsnABUXb6Wiooxu3Xo2OkVwsMsvv4Vjjx0a0/ZkZTWvN/TTTz9okcs+7767lK++Wl/3+7HHDk25h3RI08yc+QwXX3wjV1wxC4BNmz5lwoTjuPLKE+rW6dAhh969j+bSS/Pp1Gn/RDVVwZ/sXn31cYqLt/DRR+80q57i4i18+eX/1f0+btwM7rzzdSZO/EODj44M1LPnUcye/RqXXPKbZrUllEgeTtKYeF/2ef/9//DLX47guuuG1psKWAQgO7szP/3pb+sOBPbZpyvr169m/frV7Nq156bF229/kdGjr0tUMwGN6kl611//IMcdN5zTTruwrsy56GZWXLt2OdOmnUW3br24777lpKenk5mZTf/+3wP2dD7Pn1/AK688Snl5KZmZ2QwfPjYmo3YiMXr0VF5+ueFhr5Gonfdo8uQ5MWrZHnl5/TnkkGPo0+fYhB6tSevQrl0mc+a8SY8eh9OuXWZd+X77HZjAVvnoiD/JpaWlMWzYxXUPmCgv38mUKafVjfqJ5OHlvXr1pX37DnTsuA+lpd+G3E8knc/x1NhD6yMVz3mPsrI6Mnv2a0yefG/Y6Y5FAh1++PFkZXVMdDP2oiP+Vub55//EqlWvU1y8herqSmbMuLDe/QG1wxxffPFBZsz4ByedNJLMzGzmzFnG/vsflNRzsIc682jXLovKyoqoRs3EsjP8pZceYcOGTxg3bgYAmZkdYla3SKIo+FuZUaOmsHv3Lvr0GVA3k2aw2g+B3/zmRzz00Fpyc/Po0iW5n/JVq/bMI/BSzfLli8O+1lCaOkQ12ObNn3PHHeOpqqpk4MDh9Ot3akzqFUk0na+2MmlpaYwZcxNvvvl8o/P819TUJM08/81ReyYQ6b0DsRpx1LVrD6ZNe4Sf/ez3Cn1JKQr+ViqSqRZqaqqSYp7/WMjNzWPWrGf3euhIKP36fa9Z+wrsBxk69Mf8+MfXN6s+kWSj4G+lIr2OnSqPMYSGO4DT0zNo1y6LMWOm13vyl3Muog7w2nUffvgWxo07utG7L0VaM13jb6UindgsVte7k0U0Q0+/+eZLJk8ezJYtX1FdXV2vA3zhwj+xcOFcwMjK8k34dv75V7NixSts3foVH3+8ggMP7JWgVykSXwr+VmrYsDEsWtTwPP/BDzxPFaE6gEP5859/Ve8u2/pc3ffakVAvv/wwN974CJmZ0znhhDNj2maRZKJLPa3U6NFTG51qIfiB517Tvn0mZpG9xWsnfLv99kvIzU3iSf9FYkDB30o1dr071APPvea11/4W4dO99qi981cklaXcpZ70dOoeBxf8KMTmfA/+OdTvkdYXKyefPIIf/GA1d99dwN/+9iilpaVkZ2dz8cVjueaaKeTl7Qn9xh7BGFxW+1VTA1VVodeP5DGGDZWHe5xguMcPhisLt5+mdGxXV1fy2muPMnv2nLD1htvn+vWQmxt+eUPb1v5b1z5SsLastjz4qayBdUT7t422bdEsb+jv0pxHR0pspVzwp6XBd+I/lX3SOOKIPObOncPcubGfm6a1y87OpqQkkid71VdWVkpeE06UNmwgqR8NmYwi+aAIt6yqyveh2NB2kRwgNLZO8AdW7Qd0U9odXF+oD8PMTOIu5YJfpNaYMWOYN29eoze6BctOvgfmpqzgs+BozoqjnE1cAugav6SsqVMb7wAPlpGRwdixqTcSSiSQgl9SVl5eHgsWLCArKyviD4CMjAymTPHuSCjxBgW/pLQRI0awevVqJkyYQE5OTt3spMGzlGZkZJCVlcWCBQvqdYqLpCIFv6S8vLw85syZQ3FxMTU1NXzyySdMmjSJnJwc0tLSyMnJYcKECaxevZoRI0YkurkicafOXfGc2g+COXM0Ekq8SUf8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY+JS/Cb2aFmdpeZrTazUjPbaGYLzax/PPYnIiKRi9cR//eB04CHgXOASUAX4C0zOy5O+xQRkQi0iVO9TwD3OudcbYGZLQE+Ba4FLonTfkVEpBFxCX7n3JYQZcVmtg7Ijcc+RUQkMi3WuWtm+wJHAR+21D5FRGRv8brUE8o9gAF3hlvBzCYAE/y/lprZx1HuY39gr7MNkRai958kSuB77+DGVraAy/DhVzIbBrwSwc5fd84NCbH9NOA24Arn3F8iqKdJzGyFc25gvOoXaYjef5Io0b73Ij3ifxM4IoL1ykI0aCK+0J8ez9AXEZHIRBT8zrky4KNoKzezscB9wGzn3K3Rbi8iIrEXt85dMzsP+Cswzzn3i3jtJ8gDLbQfkVD0/pNEieq9F9E1/miZ2feAl4E1wNVATcDiXc65d2O+UxERiUi8RvUMBdoBxwJvBC37DOgZp/2KiEgj4nLELyIiybeURZgAAAJbSURBVCslZ+fUJHHSUsysu5ktMLNiM9thZk+bWY9Et0tSm5mNMrN/mNlnZlZuZh+b2W/NrGNE26fiEb+Z/RzfjWAPA/8FOgM3AMcA33XOrUxg8yRFmFkWsArYBUwHHDALyAL6Oed2JrB5ksLM7C3gc+A54EtgAJCPb/Tlyc65mvBbp27w7w9sDZokrhO+SeKed85pkjhpNjO7FvgjcJhz7hN/WS/g/4AbnHN/TGT7JHWZWRfn3DdBZZfgO9g93Tm3pKHtU/JSj3Nuiwv6RHPOFQOaJE5i6QfAW7WhD+Cc+x++AQ3nJqxVkvKCQ9/vHf/3RjMuJYM/FE0SJ3HQF/ggRPka4MgWbovIYP/3RjPOM8FPBJPEiURpX2B7iPJtwD4t3BbxMDPLBWYArzrnVjS2fqsIfjMbZmYugq/CMNtPAy4Gfh54Wi4i0tqZWTa+Tt4q4PJItmnJaZmbQ5PESTLaTugj+3BnAiIxZWaZwPNAb2Cwc+7LSLZrFcGvSeIkSa3Bd50/2JHA2hZui3iMmWUAC4CBwHDn3PuRbtsqLvU0RYImiRNvWQgMMrPetQVm1hM4xb9MJC7MLA14HN/0OD90zr0V1fYpOo5fk8RJ3JlZB3w3cJWz5waumUBHfDdwlSaweZLCzGwuMBG4FXghaPGXjV3ySdXgzwduDrP4M+dcz5ZrjaQy//QMBcBwfKPGXgMmO+c+TWS7JLWZ2aeEf8TiLc65/Aa3T8XgFxGR8FL2Gr+IiISm4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEY/4fPBXofHPP2coAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3326,7 +664,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bbfba94cb4134873a09cef24a952008f", + "model_id": "8391615aff6e4223a21e49902137bf91", "version_major": 2, "version_minor": 0 }, @@ -3342,12 +680,12 @@ "output_type": "stream", "text": [ "\n", - "train: 1000 loss= 0.4848 val_loss= 0.4808\n" + "train: 1000 loss= 0.4847 val_loss= 0.4516\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAf4ElEQVR4nO3de3hU1b3/8fd3kknIEIJ6oFapigZpK4hWsFirBRVUilargd9pCz5abbRQjiC1enpajVZbe1qMSryjlQMerUSttYCKXHxarVr0aKxaLVGsIN4VCQEySdbvj5kJyWRuSWZyW5/X8+xnZta+rDVh+Ow9a++9xpxziIhI/xbo6QaIiEjuKexFRDygsBcR8YDCXkTEAwp7EREPKOxFRDygsBcR8YDCXnoNM9toZpOysJ2zzewvHVzHmdmI6PMKM1va1XbEbX+0mT1qZh+aWbubW8xsLzN70My2m9lbZvbduPnfjZZvN7M/mNlema4rAgp7kawzs/wExWHgPuDcJKvdCDQAewPfA242s1HR7Y0CbgVmRufXAzdlsq5IC+ecJk09PgFLgGZgB1AH/CRafhTwFPAp8CIwsdU6ZwNvANuAN4kE3ZeBnUBTdDufZli/A0YAJxMJznB0/Rej8wcDdwBbgM3AVUBeq3Y8CVQCHwFXpahnROS/XZuygdE6R8b9Pa6JPv8l8L+t5pVGlx+Ubl1NmmJToiMQkW7nnJtpZscC5znnHgcws2HAciJHtI8AJwD3m9mXiBzd3gAc6Zx7zcz2AfZyzr1qZhdEt3NMJ9rxiJn9EhjhnJvRatZdwPtEwnog8CfgbSJH3ADjgXuJHF0HO1jtSKDROfd6q7IXgQnR56OI7PBibaw1s4boes1p1hUB1I0jvdsMYIVzboVzrtk5twpYD3wzOr8ZGG1mRc65Lc65l3PRCDPbO1rnXOfcdufc+0SO4v+91WLvOOcWOucanXM7OlhFMfBZXNlWIkfusflbk8xPt64IoLCX3u0AYJqZfRqbgGOAfZxz24H/B1wAbDGz5dEj/ly1IxitJ9aOW4HPtVrm7S5svw4oiSsrIdI9lW5+unVFANSNI71K/FUqbwNLnHM/SLiwc48Cj5pZEZE+9NuBYxNsJxvt2AUMcc41ZrhOR7wO5JvZwc65f0bLDgNi31Rejr4GwMwOAgqj6zWnWVcE0JG99C7vAQe1er0UONXMTjKzPDMbYGYTzewLZra3mZ1mZgOJBHEdkeCLbecLZlbQhXYMN7MAgHNuC/AYsMDMSswsYGalZpZxv7hFDAAKoq8HmFlhdPvbgQeAK81soJl9HTiNyIlWgLujf4djo+/3SuAB59y2DNYVART20rv8CvhZtKvkx865t4kE10+BD4gcYV9M5HMbAC4C3gE+JnJC8ofR7awhcmT7rpl9CGBmPzWzlRm2Y1n08SMzez76/CwiQf0K8AlQDezTgfd2AJErjWJH3DuA11rNnwUUETkJfA/ww9g5iOjjBURC/30i/fGzMllXJMacy82Pl5hZGfAdYByRvs1/ETkC+aVzTv2JIiLdKJdh/zSRgH8I2AR8BagA/gEc7ZxrTr62iIhkUy7Dfqhz7oO4srOAxcAJzrk1OalYRETayVmffXzQR/0t+jgsV/WKiEh73X2CNnb1wqvdXK+IiNdy1o3TrqLIre//R2SskclJlikHygGKiorG7rfffp2qq7m5mUBAFxpJbujzJbnU1c/X66+//qFzbmh8ebeEvZkVA+uAfYGvOuc2pVtn3Lhxbv369Z2qb926dUycOLFT64qko8+X5FJXP19m9pxzblx8ec7voI3e3fgwkZtlJmQS9CIikl05DXszCxK5+WQcMNk591Iu6xMRkcRyFvbRW83vBo4HTnHOPZ2rukREJLVcHtnfCEwDrga2m9lRreZtUneOiEj3yeUlBVOij/8F/DVuOi+H9YqISJycHdk754bnatsiItIxulhYRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJecqa2tpZZs2ZRUlJCIBCgpKSEWbNmUVtb29NNE/GOwl5yYuXKlYwZM4ZFixaxbds2nHNs27aNRYsWMWbMGFauXNmyrHYKIrmnsJesq62tpaysjPr6esLhcJt54XCY+vp6ysrKqK2tzXinoB2CSNco7CXrFixY0C7k44XDYSoqKjLaKdx5550Zf0sQkcQU9tIpqY60ly5dmlHY33vvvWmXa2ho4Pzzz8/oW4KIJKewlw5L1/VSV1eX0XYaGxvThn1jYyONjY0plwmHw1RWVmbcfhEfKeylQzLpj3fOdWubwuEwS5Ys6dY6Rfoahb10SCb98ZkIBoMEg8EstCgi028TIr5S2EuHZNIfn4lgMMj06dOzFvjFxcVZ2Y5If5Xf0w2QviXTI2gzo6ioiHA43GbnEDuir66uZuTIkTz44IMpdx55eXmYWcp++2AwyMyZMzN/EyIe0pG9dEimR9CDBg2ipqaG8vLyNlfslJeXU1NTw5QpUygtLaW6uppQKNTuCD8YDBIKhbjtttsoKChIWVcwGGTevHm6Fl8kFedcr5zGjh3rOmvt2rWdXldSmzFjhsvLy3NA0ikYDLrZs2dnvM0NGza42bNnu5KSEhcIBFxJSYmbPXu227Bhg3POuRUrVrhQKOSCwWC7ekKhkFuxYoW76667XEFBQcplskWfL8mlrn6+gPUuQaaqG0cy9tFHH7F69WqamppSLhc70s5UaWkpVVVVVFVVJZw/ZcoUampqqKysZMmSJdTV1VFcXMzMmTOZN28e4XCYqVOnJrwKKNaNVFZWRk1NDaWlpRm3qzd79NFH+eCDD5g2bRqFhYU93ZxeJfYxSPXY+qOS6HUuHjvTtmzqt2Hf2AjNzbv/eM61f51sgvbPEz3GP0/0Ol15MmZdXybV/FTzNm6s5ZZbFnD//UvZvr2OgQOLOfPMGZx//kWcfvr3ePzxP7Fp078Ih8M0Nu7ub8/Pj/TH3357NcXFpbz3Xvr3kGmbBg0q5bLLqrjssqp2f8tLL52FWQDnku+EGhrCXH11JeefP4+bb27/3i64YD7DhyfeEcTXFw7Dli3Jl+nK89avY49//etafvvb/+Kqq27hS18ag3NwySWX8eKLz7JpU5iysnMSrpfseTbKujovl+v3dc3NudmuJToa6g3GjRvn1q9fn/HytbW1LFiwgKVLl1JXV0dRUTGTJs1g+vT5DBvWP47musMzz6ykoqKMcDhMU9PuIM/LiwT55Zcv4ytfOY4PP3yHZcsqWbVqCTt2RP7ekyfPZNq0ed3+9546tYT6+m1plyssLMLMkr63iopqxo+fwubNtdx33wIef3xpy3tr/Vmqq1tHcfHEHL6jthYuvJAHHriByZNn8tOf/g/Nzc2sXPk7Vq1awjXXrGDAgBAATz31MKFQCYcd9g0sk6MF6ZWamtZxwgkTO72+mT3nnBvXrrw/hP3KlSspKytrd+VH/H9iSW3z5lrOO28MO3fWJ11mwIAQixbV9Kod6PHHBxJ24XTUgAEh5sxZyMKFc1LuEEaNKspp2G/c+ApNTY2Ulo4B4JNP3mfFijs444z/oKhoYMJ1mpqamDnzYLZseZPf/nYVY8dOyln7JLdyFfZ9/mqcVHd0NjWF2bmznoqKMjZv1hUZ6dx3X2YDmC1b1ruGJigqys419g0NDVx77fns3FnfJuih7Wdpy5bNWakvkT//+UHOPfdQrr9+dssObM89P8f3vvefSYMeoLGxgRNPPItRo47m8MOPa9Xu1ENNiD/6fNhnOsJibwuo3ujxx5e2C7l4TU1hVq3qXUMTTJo0g7y8rt+c1dzcmDYcw+EwDz20rMt1Abz77lssXnwl1dXXt5QdccQJ7LHH5zjwwEMJhxsy3lZhYRFnn11BVdWT5OXlAbB160ecc85oVqy4MyvffKRv6/Nhn8kdnb0xoHqjHTsyu2Eq0+W6y/Tp87M69EIqTU1h1q5d1eH1PvnkfdauvY+///2plrKPP97CXXddzp/+dGtL2cCBJdx9dy3z5t1EQUHXrrJZs+Ye3n77NZYvv53m5tRXUEn/1+evxsn0js7eFlC9UVFRcUYnOrPVbZItw4aVUlFRnfLEsnOOXbt2ZKW+HTtSb2f79s947bX17LffSIYO/QIA69Yt44YbfsSJJ57F6NFHA3DwwUdQVjaX0aO/jnOu5aRq7IRrV3372z9i4MDBjBlzLHl5ff6/unRRnz+yz/SOzt4WUD1l8+ZaKitnMXVqCccfH2Dq1BIqK2exeXMtkybNwCz1RyIvL8jkyb1vaILx46ewaFENp5xSTihUglmAUKiEU04pZ9GiGk466eysdPUAFBYOaHn+/PNrePzx/6WhYVdL2cKF/8H8+Sfwl7/8oaXs0EO/zpFHnsSoUV9rKQsGC5g9u5IJE8pydvXMiSfO5POfH97y+sYbL6K6+jp163ioz+/uZ8yYwaJFi9KMr9I7A6q7Jbqssr5+G8uXL+KxxxYzZ85CHntsccqrcYLBINOmZX7DVHcaNqyUuXOrmDu3/c1Z06fP57HHFqc8JxHp67aU/faBQB4nnHBiy+vf//43PPvsI+y7bymHHDIegEMPPYa33nqFUKikZbkRIw7nv//7kU68q+zZsOFFqqsrCQYLGD/+m+y338gebY90rz4f9vPnz2fx4sUpwz4QCFBWNo9du2DnTloew+HEU0ND5LGxEZqaIlNzc9spVh5/M1Zr8WVmkSkQiLVrd1lsysvbXR4IJJ/y8nYvm6gs/vGjj2q54ooyGhraB3lTUyT8b7hhDj/84UJuvnkOjY3JLz3sTZddZiqTrp7YZZepwr6goJDTTpvW8nrs2Mk0NzdRV/dpS9nUqecxdep5uXkjXTBixGFceeUDbN36YUvQx96runn6v351nX1DQ9s7OiP7ssbo48tAdx/J1AILgKVAHVAMzADmA90dmLOARUCqk9lBoByYB1QCS4i1OxCYSTA4j2CwtM2OJX4Hk8uyVPNT7exaTx9/XMu6dZX87W9L2LWrjsLCYo4+eiYnnzyPffct5aWXVnLddWUJd3b5+UEuv7ya0aOLGDRoYs7+pbrT6tX3cMstF3PWWZdx6qnlOaljw4YXuPfe33DKKT/g8MMnAvDOO29QVXUhpaWHce65V7Us++yzj1JYWMSXvzy+yyeo+6o+eVOVme1HJDUmAwY8Dsx1zv0r3bqduYP2V7+q5I47dgcUzAQ+Aw4FfkwwaAwYAAMGQEEBBIORqfXz1mX5+e3DIzbV19fy2msLePPNpYTDdQSDxRx00AxGjZpPSUkpmzevZO3aMpqawji3OzTMggQCQSZMqGbffaewdWstr766gI0bl9LYWEd+fjH77z+D0tL5hEKl7b5RxL5VJHueaF5TE2zYUIJz6U++QgnB4NaWdf1US/zOLvJZmkdsJ53oM9H6W1n8vNgUmxf75tb6eaZT63Xj60tVd6LpiSfO5vXXFzNhwk0ceugPCQSgqameQMCidxy3r7f1Y+v2J3t89NEreeSRyxk9+lQuuOCPmMGGDU9QWTmRESOO4ZJL/tyy7Jw5e7F9+ydUVX1ASckQAgG4++751NSs5Dvf+TXjxp1KIACNjWEaG3cycOCgln+P2GmPZM/jv0XHpvjlelqfC3szCwEvAruAnxEZhfAqIASMcc5tT7V+R8MeIt0uTzwBL774HHvuOZYBA6Cw0FFUZBQUwLvvpr4NPlPphhSIdQekuxM1k7s1M7l9PxOZ3mVqFmDNmshlerHxhOJ3JK0f46dE5c3Nu8cqSrVcuu0kmpdqm8leZ/p+4ue1fuw/HPBn4DBgcLTsOuAK4Brg/A5urx74H+AAIHbX+gfAr4E50XKAD4G/AAOJHAvG2nJGdPkngLxo+beAh4EHgdOjZb8HfgD8HLi4g21MLdkOoXUXbKqdRaY7leTL1XP33SGOPbaz7e/+sL8QuBb4onNuQ7TsQOCfwE+cc9emWr8zYQ+RvvZHH20/dskzz6zk8svLaGjYiXO7/7d2dEiFTIYUyOxEXz5mqe9w7MgOIZ1Mx48JhUpYvnxr2uV8tm3bOkKhiUnP57TeQcZ2mMmeZzo5l7iu1uXxy6SaF79M6/Y899xMNm1ayhFH3M/nPncGzc3w/vsP8+679zFkyLcZMuSM6HqNNDR8Rl7enjQ3RxLsvfduZ+PGckKhIxk58hmcs3aDEMaet36Etm2KvY7U8yGNje8SCOwHDMY5qKuby86d11NUdCOFhbOi29mBcwGgsM32of25tUTzepOVK+Hkkzu3brKwz+VZmW8BT8eCHsA596aZPQmcRmRH0C02b66loqKMXbuSn5ysqChj0aIagJRH0ZkMKZBuCGCI3K2ZTuz2/UQ7hPh2pzvCnzRpBsuXL0pzNYquWspErPsiLy/9sn3TEmprL2b//b9E7F61O+54hhdeWMpJJ5Vy9tlnAFBb+wrnnXcYBx98BLfd9hwAO3d+j8suu5+TTz6H447LVtfIkOjU2nW88ca5fP7zwwlFb0uorr6Nu+++mvLyXzNlyjkdriXRyLexHVG6EXITLQftdyrJlms9r7HxWY455qsdbn86uQz7UcBDCcpfBqYlKM+ZTMd8qaqaywsvrEl6aWJFRXVGQwpkSyY7hNhQENOmzUu4kzrqqKnss8+BGV162Jsvq5TuFRuELeb44/+dffctZcSIw1vKtm37mIEDS9hjj6EtZQMGhLrtEtODDjq0zeu///1JPv30AwYOHJxkjdRad7f0pKamenLxk8q57MZpAK51zl0aV34VcKlzrt2OxszKiVwOwt577z323nvv7XC9zsFnn9WRl7f7rzV9+lR27Eje7ZKpgoICGhoyH6+ku0R+vMKiV5Ds/lYRCARobm7m3/5tCDfe+DteffVlrrmmot1yeXl55OcHufTSCsaNG98D76BvaWpq+/nyXTjcQDCY+qcju4Nzjtdee5URI0aSnx+Jl+XL/0BDQwPf+taZLWMG9XbO1TFoUOc/X8cdd1y3d+N0mHPuNuA2iPTZT5w4scPbSNRnv3Nndm6Tb2hoID8/GHd5Z8/btWtXwvLm6PfCTz75lPr6A5k48RQOPris14xD31d193j2krlx43aP+Pnppx9w111T2bmznlGjyjjiiIk917AOaGpaR2eyL51chv0nwJ4JyveKzus2mY75kgnnIn3bqbpDMjn5mslJ3GwxMx566Gbmzq1KeZepSH+yxx5DufzyZTz//GqOOOL4lvLW4xD5JJdj47xMpN8+3iHAKzmst51sDYELkQBPN8JiQUEBF110KwMGhNrVm5cXZMCAEBdddFvar755eXlZubNRo36Kr4466pvMmrWg5fW7777FrFnjeemlJ3uwVT0jl2H/R+AoMzsoVmBmw4GvR+d1m2wOgVtcPIhbb62mqChEfn7bbebnBykqCnH77dXMnft9Vq+uYcaMcgYNigzMNWhQCTNmlLNqVQ1z5nyfW25JvZ0rrriNgoLs9IVq1E8RuOeea/jHP/7G/fdfn37hfiaXJ2gHErmpage7b6r6BTCIyE1VKdOns9fZNzXBmjXrGDVqIvn5tEyrV69kxoz2P10YDEauVz/uuON47LHHUl61EwwGKS8vp6qqitraWiorK1myZAl1dXUUFxczc+ZM5s2bR2lp5n3f6baT7CcXY+12zqUdchegpKSEjz/e2uba5lTPOzKvo2WtL0fri9Rn33c1NOzknnt+zamnns9ee30eiAwQV1RU3GvOWfW5O2ijle5P2+ESVhMZLmFjunU7G/YA69YlPsGRKlgBxowZQ3198qt2QqEQNTU1HQrzbEjV7gULFqQd9bP1Tqo36cgNRdlYLtnOqKMU9v3LxRefyPr1q7jiivv5xjfO6Onm9M2w74pchH066Y6iq6urmTKld/1weW1tba/dSfUF8XdyZrKjqKlZxyGHTEw4P5NvTemWle7T3NzMb35zLk899UeWLt3AoEGRa0rWrr2P+vptTJhwJsXFe3Rrm3IV9r3q0sueNmXKFGpqarLSPdNdSktLqa6uTruT6o1t7w1id8N2RDAIw4blpj2Q/W62TJbLZGfUS48LuyQQCHDJJb+jsTHc5tzZ0qVX88YbNQwePIRjjjkN6PtX8Sjs45SWllJVVdXrujxS6Ys7KUmutw7HkGpsm0SP6cpSPe/M63TlqXZYrYO+ubmZM8+8kCeffIivfnX3ADU33TSf119fz7nnXs2YMZ0cpawHKez7ib64k5K+Jf7Hd/qqdDsD5wKMH/99nPt+m2VfeGE5Gza8zhe/GGT06EjZSy+9wLZt2xg79mvk5eVntLNJN733Xm7edx//ZxMR6ZjYbwHk5+/+7YrCwsjvXBQVQSgEAwdCcTGUlMDgwbDHHrB+/bMsW7aMyZO/ypAhMHQo3Hnnbzn99G+wbNlC9tkH9t0XnnrqPr7znWN48MHrOeAAGD4cCgvf4Qc/OIFf/OJsRoyAgw+GkSPh7LO/xlFH7UFh4RsccgiMGpW7namO7EVEMjB48GDKysralI0cOZIRI0YwderUlrLNmzfz5JNPMm7c7nOk27dvZ82aNQwfPrzN+tu2bWPr1q1s357y5z2yQmEvItJJl112GT//+c/bnLidPn06Rx55JPvss09L2bBhw1i1ahVFRUVt1l+7di35+fmUlJSQawp7EZEuiL9CZ9iwYQyLu1wrFAoxadKkdusOHTq0XVmuqM9eRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDOQl7MxtpZtebWY2Z1ZnZFjP7o5kdlov6REQktVwd2Z8IHAcsBk4FZgFDgafNbGyO6hQRkSTyc7Tde4EbnXMuVmBma4CNwIXAWTmqV0REEshJ2DvnPkxQttXMXgeG5aJOERFJrttO0JrZXsBo4NXuqlNERCJy1Y2TyELAgOuSLWBm5UB59GWdmb3WybqGAO2+XYhkiT5fkktd/XwdkKjQWnWrJ2Vmk4BVGVTyhHNuYoL1/xP4JXCuc+7ODLbTJWa23jk3Ltf1iJ/0+ZJcytXnK9Mj+6eAL2ewXH18gZldQCTof9YdQS8iIu1lFPbOuXrgHx3duJnNBG4CFjjnru7o+iIikh05O0FrZt8Gfgcscs79OFf1JHFbN9cnftHnS3IpJ5+vjPrsO7xRs28AjwEvA3OA5lazdznn/i/rlYqISFK5uhrneKAQOAJ4Mm7eW8DwHNUrIiIJ5OTIXkREepd+PeqlBmSTbDGz/cys2sy2mtlnZvaAme3f0+2Svs/MyszsfjN7y8x2mNlrZvYrMxuU1Xr685G9mf2IyE1ai4HngT2AnwCHA8c4557rweZJH2FmIeBFYBfwM8ABVwEhYIxzbnsPNk/6ODN7GvgX8BCwCfgKUEHkCsijnXPNydfuQD39POyHAB/FDcg2mMiAbA875zQgm6RlZhcC1wJfdM5tiJYdCPwT+Ilz7tqebJ/0bWY21Dn3QVzZWUQOUk9wzq3JRj39uhvHOfehi9ubOee2AhqQTTriW8DTsaAHcM69SeTig9N6rFXSL8QHfdTfoo9Zy6l+HfaJaEA26YRRwN8TlL8MHNLNbRE/TIg+Zi2nvAt7MhiQTSTOXsAnCco/Bvbs5rZIP2dmw4Argcedc+uztd0+FfZmNsnMXAbTuiTr/yfwXeBHrb+Si4j0BmZWTOREbSNwTja33Z1DHGeDBmSTnvAJiY/gkx3xi3SYmRUBDwMHAROcc5uyuf0+FfYakE16yMtE+u3jHQK80s1tkX7IzIJANTAOmOyceynbdfSpbpzO6OEB2aR/+CNwlJkdFCsws+HA16PzRDrNzALA3USGmTndOfd0Turp59fZa0A26TIzG0jkpqod7L6p6hfAICI3VdX1YPOkjzOzm4ELgKuBP8XN3pSt7pz+HvYVwOVJZr/lnBvefa2Rviw6NEIlMJnI1VyrgbnOuY092S7p+8xsI0l+ShC4wjlXkZV6+nPYi4hIRL/vsxcREYW9iIgXFPYiIh5Q2IuIeEBhLyLiAYW9iIgHFPYiIh5Q2IuIeOD/A9hTf643eKvSAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -3359,7 +697,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAENCAYAAAAIbA6TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3df3wU1aH38c9JWCGbJYigIjwIGPxxQShWBKu3ihSKULhUDdD6ACqlVMFaMJVHKdoIttXea1MqVrSxFUHbW1OKWsBqr8RelR+CP7BQpQkCgoDyKyQkIZvNef7YbLLZ7Ca7IZtNdr7v12tfOzszZ+YAy3dmzsw5a6y1iIiIc6QkugIiItK6FPwiIg6j4BcRcRgFv4iIwyj4RUQcRsEvIuIwCn5JCsaYZcaY+xNdD5H2QMEvCWeM2W2MGXU627DW3m6tXdxC9bHGmP410znGmJUtsd2g7V9qjPmrMeawMaZBRxpjzFnGmD8bY04aY/YYY24OWX5zzfyTxpjVxpizoi0rAgp+aQeMMR0SXYfmilB3L/BH4DsRij0OVALnAv8XeMIYM7BmewOBJ4FpNcvLgF9HU1aklrVWL70S9gJWANVAOVAKzAf6AhZ/MO4F/l6z7gvAQaAY+DswMGg7zwAP1UyPAPYB2cDnwAHgthjqZIH+wPX4Q9RbU7cPapZ3AZ6u2e5+4CEgtWbZrcBbQC5wJFCnCPvp7/8vWG9ees0+Lwr5O3q4ZvqnwPNByzJr1u/cVFm99Aq8dMYvCWWtnYY/3CdYaz3W2p8HLb4W+DdgTM3ndcCFwDnAu8BzjWy6B/6A7oX/APK4MaZrjHV7BX/Q/ndN3b5Us+gZoAp/cF8GfB2YGVR0OLAL/1n3T2LZJ3ARUGWt3Rk07wMgcNY+sOZzoI5F1IR9FGVFAGi3l9DiCDnW2pOBD9ba3wamjTE5wDFjTBdrbXGYsl5gkbW2ClhrjCkFLgY2nk6FjDHnAuOAM6215cBJY0wuMAt/EwzAZ9bax2qmq2LchQc4ETKvGP8ZfWB56J83sNzXRFkRQMEvbdungQljTCr+s+dJwNn4m4cAutMwCAGO1IR+QBn+0DxdfQAXcMAYE5iXElzXkOlYlQIZIfMygJIollc3UVYEUPBL2xBpiNjg+TcDE4FRwG78zTjHANOwWIsKrdunwCmge8iBpbEysdgJdDDGXGit/VfNvC8B22umt9d8BsAYcwHQsaZcdRNlRQA91SNtwyHggibW6Yw/cI8Abvxt763hENDXGJMCYK09ALwKPGqMyTDGpBhjMo0x10a7QePXCTij5nMnY0zHmu2fBFYBi4wx6caYq/Ef8FbUFH8OmGCM+aoxJh1YBKyy1pZEUVYEUPBL2/AzYKEx5rgx5ocR1nkW2IP/KZodnEZbvTFmgTFmXZSrv1DzfsQY827N9HT8ob0D/1VHPnBeDFXog/8ppsCZeDnwcdDy2UAa/ieSfg/cYa3dDlDzfjv+A8Dn+A+Is6MpKxJgrI3PD7EYY7KAbwND8T+FsRf/2chPrbVqcxQRSZB4Bv9G/GH/Iv5nqi8DcoCPgKustdWRS4uISLzEM/jPttZ+ETJvOrAc+Jq19vW47FhERBoVtzb+0NCv8U7Ne6947VdERBrX2jd3A08+/LOV9ysiIjXi1tTTYEfG9ALewz/eyegI68zC3wOStLS0y3v37h3TPqqrq0lJ0YNKkhj6/kmiBH/3du7cedhae3Zj67dK8BtjPEAB0BMYZq3d11SZoUOH2i1btsS0n4KCAkaMGNGcKoqcNn3/JFGCv3vGmK3W2qGNrR/3nrvGmDTgZfwddK6NJvRFRCR+4hr8xhgX/s4tQ4HR1toP47k/ERFpWtyCv6aL+3PASGC8tfa0RkUUEZGWEc8z/sfxj6T4E/xD114ZtGyfmnxERBIjno8gjK15/xGwIeQ1M1IhERGJr7id8Vtr+8Zr2yIi0nx66FhExGEU/CIiDqPgFxFxGAW/iIjDKPhFRBxGwS8i4jAKfhERh1Hwi4g4jIJfRMRhFPwiIg6j4BcRcRgFv4iIwyj4RUQcRsEvIuIwCn4REYdR8IuIOIyCX0TEYRT8IiIOo+AXEXEYBb+IiMMo+EVEHEbBLyLiMAp+ERGHUfCLiDiMgl9ExGEU/CIiDqPgFxFxGAW/iIjDKPhFRBxGwS8i4jAKfhERh1Hwi4g4jIJfRMRhFPwiIg6j4BcRcRgFv4iIwyj4RUQcRsEvIuIwCn4REYdR8IuIOIyCX0TEYRT8IiIOo+AXEXEYBb+IiMMo+EVEHEbBLyLiMAp+ERGHUfCLiDiMgl9ExGEU/CIiDqPgFxFxGAW/iIjDKPhFRBxGwS8i4jAKfhERh1Hwi4g4jIJfRMRhFPwiIg6j4BcRcRgFv4iIwyj4RUQcRsEvIuIwCn4REYdR8IuIOIyCX0TEYRT8IiIOo+AXEXEYBb+IiMMo+EVEHEbBLyLiMAp+ERGHUfCLiDiMgl9ExGEU/CIiDqPgFxFxGAW/iIjDKPhFRBxGwS8i4jAKfhERh1Hwi4g4TNIEf1FREbm5uWRkZJCSkkJGRgazZ8+mqKgo0VUTEWlTkiL4161bx+DBg1mzZg0lJSVYaykpKSEvL4/Bgwezbt26RFdRRKTNaPfBX1RURFZWFmVlZfh8vnrLvF4vZWVlZGVlNfvMv6ioiNmzZ+tKQkSSRrsP/kcffRSv19voOl6vl9zc3Ji3HbiSyMvL05WEiCSNdh/8K1eujCr4ly9fzpEjR6iuro5qu8FXEqHbb4krCRGRRGn3wV9aWhr1et27d+ftt9+unffCCy/w7W9/m9WrV9db7+233yYnJyduVxIiIonU7oPf4/FEtV5qaipnnnkm55xzTu28zZs384c//IGPPvqodt6HH37I1VdfzfPPPx9V8K9YsaJ5FRcRSZB2H/xTp07F5XI1uo7L5eL222/n2LFjXHTRRbXzp0+fzooVKxg/fnztvJSUFIYPHx51k1DgikM3gUWk3bDWtsnX5ZdfbqNRWFho3W63BSK+3G63LSwsjGp7AZ07d250m4GXx+Oxa9eutW6327pcrnrLXC6Xdbvddu3atTHtW9qn9evXJ7oK0ojdu3fbqqqqRFcjLoK/e8AW20S+tvsz/szMTPLz83G73aSmptZb5nK5cLvd5Ofnk5mZGdN2o7mSAH9zj24Ci7Rt27dvZ9iwYdx66621j30fOHCAX//61xw8eDBh9bIWqquhqgq8Xqis9H+Otw7x30X8jR07lm3btpGdnc369espLS3F4/Ewbdo05s2bF3PoA2RnZ7N8+fJG2/k7dOjAwIED+fDDDxvdVuAm8NKlS2Ouh4jTWVv3HpiuroaKCn9gBuYHQjR43cCrsLCYkyfL2LPnEJ984qVjx1R++9sXyMn5AS+99DeefHJVg32Fbqe62v/u9fpfoXUK3WfoskjbCzV4MJx1Vgv+BYaRFMEP/jP/uXPn1ntC53S3l5+fT1ZWFl6vt94BwOVy4XK5yM/PZ8qUKVHfBFbwS7CioiIeffRRVq5cWXuyMnXqVLKzs+nbN5Pqan84eL11Z4RVVeDz+ef7fHXT4UImeDo4MIPXDV2/JT+HC8WmpsO9t4QuXa4iN/fvnH/+Jezb1wkAt/sSrrpqAl/5ys188ol/vV27PmTJkjsZN+47jBkzveUq0MYkTfDHQ+BKIjc3lxUrVoS9kojlcVKpY23D4Ap+Dw200FfossA2G3sPTAcCtbEAbCzcIi0rL4f334+u3FtvrWP+/CyqqrxUVflPHEpKSvjNb/L43e+Wk5OTz/DhYyP87Uk0Cgs/oLKyggEDhgNw4YWX1Vt+xRVf54orvl5vXkHBC2zb5j9AKPjbEWuhpASM8X82puF0LMsyMzNZunRpxLN1j8dDSUlJk/WK9rHT1hIuNAPTPl/d2WV5ORw7VhfEoaEZ7mwzliBOJj4fHD/e9Hr79xcxf34WFRVlDZYFDgQ5OVnk5W2jV6/YmykF9u8vJDt7JD5fFY899jb9+g2Mqtzkydn07n0RffoMqJ3n81VhTAopKe3+lmitpAv+qip4992W327wgSH4NWrUVF5+Oa/2rC2cDh1cjBkzja1bGy5rzpllpOlYLqslcf74x+iGGXnhhVzmzlXzYHP06NGXyy77Gl5vBb169Y+6nMfThdGjp9Z+3rz5rzz++FxuuSWHkSOnxKOqCZF0wR8vkULzppuyWbdueZPBP3HiPKK4MBAH+NvfVuLzNR78Pp+X115boeBvptTUDixc+BzWWlyuM5q9nUOH9rB370esW/d0UgV/XK9djDG9jTH5xphiY8wJY8wqY8z58dxna+vVK5OcnHw6dXKTmtrw8c/U1A7k5OQn5SX7/v1F5ObO5hvfyGDkyBS+8Y0McnNns39/5EdXm1Mm2ZSXR3e/J9r1xK+srIQ//vEXtSdhHTq4Tiv0AcaNm8E99zzNT3/6l5aoYpsRt+A3xriB14FLgFuAacCFwHpjTHq89psIw4ePJS9vG+PHz8LtzsCYFNLSPFx44Zd56qn3kvIm3aZN65g5czBr1uRRVuYfubSsrIQ1a/KYOXMwmzY1HLm0OWWSUVpadPd70tI8/PKXc3jnnVfjXKPk8OST83niiWz+67++22LbTE3twLhxM077ANLWxPOM/7vABcA3rbWrrbUvAv8B9AG+F8f9JkSvXpnMnbuUNWuKef11H2vXlvDUU1u54IJLE121Frd/fxE5Of6bk6FNFj6fl4qKMnJysuqdxUdT5oEHbnTEmf+oUVPDXh0GS011cc45vXnxxV+zdu3TrVSz9m3EiMn07n0xU6b8MC7br6ysYMeOTXHZdmuLZ/D/B7DRWlsYmGGt/QR4C5gYx/22OVVVXrZv35DoarSYaG9OPvPMj9mw4S/s2fPPqMpUVlawdOnclqxqm+L1VnL48GdMnpwd1fhSd9+9jBkzFjN27AwA9u79iMce+0HU40g5zWWXXcfvfredfv1a/mSruPgI06dfzD33jOb48S9afPutLZ7BPxD4R5j524EBYeYnpYqKMu64Yxjz5l3Hp5/uTHR1mi24bf6ll56I6ubkG2/ks2DBBF599dmobmgCbNz4l6Q866+srOD++2/grrv+nTPO6BjxvlBqqotOndzk5OQzaNC/M23aQoYNG0NVlZd77x3HqlW/YtWqX9Ur8/nnn3LrrQNZsGACR44caM0/Vptw7NjntdOhw7a0lC5dutG370B69OjL0aOJG+KhpcTzqZ6zgGNh5h8FuoYrYIyZBcwCOPfccykoKIhph6Wlpbz5ZgEnT8ZW0Xjr06cHx47t54knZvL++1upqCinU6c0RowYxQ03TOa883oluoqN2rJlEw8/nENVlbfBz1s2xuutZOjQKzn77OqYblT+/vfZ3H57+zvz9/lKKS0tCLusrOwkR4/uorT0CAcPvsLAgf351a+e4sUXX2D9+tcoLy8nLS2N664bzcSJkzjvvLQG25oz507WrXuJESMuprS0gM8/P0THjh1xu9107uxiw4a/cOjQX+nYsW/c/6xtxQcfbGXRogVMn/5dJk7Miuu+7rrre6Sne0hNPRLx37klvPcexHr8Ki0tjSkvjY3Tg93GmErgF9bae0PmPwTca61t9KAzdOhQu2XLlpj2WVBQwNVXj+Ctt2KublwVFOTz8MO31ARn3Vlvaqp/6Ie23Etz374iZs4czKlTDTsbNSUtLYPHHy/GWpgzJ4OKiuieZ+3UKYNFi4rx+cKPcQKN99wNiNRzN7Rc6PrRfg5ddurUx3TseHHEshUVRzl58iDdug1osCzQWzm0Y1zw8AxVVXXzDxx4jQ0bJtGt27VceeVqKioOcuTIRnr2vKF2u9XV1RiT0mBf/pfFBHorhvmznI6mOuw1NT+aOlnr//vYtWshn376E/r0Wcz55y+MuP2m/kyRlofr3R1pjJ1oOyiG+/4Fl01Ph1/+Eq68svHtBCsoKGDEiBEAGGO2WmuHNrZ+PM/4jxH+zD7SlcBpO3GiA/37+0e4i9ThKvAKdMJLSYl+eWA63HvwdIAxUFFRxObNt1Bd3TA4fT7/gWDBgiyGDdtGWpr/kc/GvriN/ScKDcXGpgNf4HDTJ08WceTIo5w8uRJrm9v5wEV5+TRmzAh8ngo8EVXJiopS5s9v5m4T6uKQz8eBPwHfqfl8Vs2r5fZ18KBh9epy4DzghqDl/wP8P+B54KIGpeFmoBBYCgxvoTolwkPAKPbsuZo9e1prn6XAYuBOoHcLbtcH+E/1o+kBfjriGfzb8bfzhxoA7IjHDn0+w9698djy6XgUaLxtu7ray8aNufj/EybaOiALf52bbpOPxBgX5503D5fLfwCsqspm377ogh+qgRRSUjx07z6Vnj2zSUvLJPgENXApHNqLPnjIjeD3YIGDdGPlIwleHrpuVdVnuFw9AbDWx9tvj+H48c0MHFhB375zGi0bOHkIfgVOJFJT695TU/3zU1PP58SJd+nSpR8pKabecCPWWvLzf8yBA1u58sr/Zvjw++vt1xh4+ukNnDixh+nTM+jWzb9s69ZH+fjjP3D55fdwySWTo/57iGZ5NP8ujZULnn7lldl07z6ASy6ZQNeufTBmREz7iXbfkeqwevUP2bTpSQYNKmL69Pyo6x86P3iZtdUsWXI1/fpdxZw5OQwfnhG+YAuJZ/C/BPyXMeYCa+0uAGNMX+Bq4N5GyjVbRoaXnTthy5a6M9hwZ7zhBvxqanm4z6Fj1wSmoW6fjzyyksrKpgLUS8eOK7jnnqWN/oeJ5j9TNC9oGH7GwBdfFPHII1lUVsberBNQv/kquNNaJvfd9w02blwT5ZYs1dUlHDmSx4kT7WPQstLSnXg8PWs+pfLaa99nxYrF3H//BM49Nx57vCDCfMPXv76GP//5MW6++V5SU8Hn8/HGG/mMGDGJlJQURo78gMLC9xg06KLag+iWLW9z6NAWBg+uYMwY/7z33y9g2bJ7uO66KXF7TDLA5/NRXl6Kx9MFgOLiw9x333jKyk7wzDN154ovvvg+r776BBUVBTz4YH6kzcVNZuZCfvaznXzve/dxcehFXjN9+OEG9uzZRFnZfq666qd0DXsXtOXEs40/HfgAKAcWAhb/9VFnYLC1ttG7fcnSxj9yZArR/B0bk8Lrr0d/47Sl7d9fxMKFE9m9e3uzt+F2ZzB69DQmTZoXtqfy/v1FzJgxiMrK8pi33amTu80PWlZaWoDHM6LevMrKU5xxRsfEVCjIjh0bmTPnK1x33RQeeOAPYdcpLS2msPA9+vQZQNeu/t+mfv75h/nNb+7jhhu+z113+Z8mOnHiKPPnj2HQoK8yZ84vYq7L8eNfsH9/Id26nUePHn0Bf+e+Bx64kSuuGMNDD/mHVvf5fIwb56GysoKXXz5ee0DYuvVv+Hw+hgy5ljPO6BTz/tuqwsL3OXr0EDNnjol5PP5Y2/jj9jintfYkMBLYCawAngM+AUY2FfrJJJZemokS6FHb3NBPTXUxceIc1qwpZu7cpRHDuVevTBYt+lPE4S0aExi0rC37/POD3H331zh4sK6xuS2EPsA777xKamoHRo+eFnEdj6cLQ4aMqA19gIkTZ5Obu54JE+r6XP7rX+/y8cdb2LGjft+U+++/gdzcOygtrWugfuaZHBYsmMBnn+2qnffCC7/gzjuv4tVXV9TO69atJ5WVFZSUHK2dl5qayq9+9b+sWnWI9PS6po/LLx/FsGFj2kzoHz16qNllKysraqf79x/CsGFjWqJKTYrrWD3W2r3W2pustRnW2s7W2m9aa3fHc59tTTS9NIGENWME96htLpfLxaRJ86JaN9zwFtEIDFrWlj3zzFO8997rLFt2T6Kr0sC0aQvJz/+Mr3zlGzGVS0/PYMiQEfWGNR4w4Cvk5q5nxoyHaueVlBzjzTdX88orz9Q7iXn//QI2bPgLBw58Ujuvd+9LuPjioWRkdKud16/fQF5++ThLlvy93v4vvngoXbueE/EJpESy1rJs2T1861t9KCraFnP5Q4f2MmlSL3772/ujahVoSRqdM84mT87m1VeXN9p5KSUlhdtuW9SKtaoTTY/aSILb82NpggkMbxEYeTLa5rCysrY9vOmcOXdz5pkXMWvWw4muSgMpKSmceebZLbKttLR0hgwZUW9ep07p5Oau54sv9pGaWhcrU6f+iKysuWRmDq6dd/31t3D99bfUK5+a2qG2Kae9MMZQWVmBz+dl27b/rfdnjMZbb73IiRNH+eyzXa1+YFPwx1lg9M6cHP9POIZ7jv+++1bQu7f/kbvy8pMUF39R2/YZb9H2qA1n/PhZEdvzY5GW5oky1C1jx3o4daqMtDQPo0ZNZfLk7IS2+x89epCuXc/FGEN6uoe7716WsLokkst1RoODAcDQoaNbvzKtaMaMh7j++tu46KIvx1z2xhu/zyWXDGuxA3IskucnZdqwcM0bbncG48fPIi9vG9dccyPgv3TMzb2DmTOHsHnzX1ulbqcz9G9j7fmxGDVqKhDdGU9Fxck2M6rnzp3vctttl/Lss4sTsn9JPI+nS73Qj7XJZsCA4fTsGenprPhR8LeS0NE7w90I9XorKSs7QVVVJWef/X/iXqcTJ442+6Zy374tNxDW5MnZ+B/6ik2kkUBby4EDuygtPcZHH23G56tq9f1L27JjxybuvPOqevczwlm16jEKCz9opVqFp+BvQ844oyOLF/+ZJ554p97NtHj8IMfKlT9hypTeXHHFmJifsAH4/veXtFhd/Ae/5rdxVlSUsXDhN1s9/K+9Nov//M/XWLRoVb12bXGm3/zmXnbs2MiLL9bvqBg8murJkyd4/PF5/OAHX6W4+HBrV7FW0n1bU1KgX7/W32+sN+Ujr2/o27cu9N9882/MnfttHnnkd3zta+ObXb/Q/Vp7hIqKMi68sC+bN7soL4++nf+uux5kwoSR9bYXbh9NzQvuXJee7uHkyebfvN29+x/MnDmYhx/O56qr6p6QCjfERVO/QdzYuC3vvrueHj361F6eDxs2st76wYNrxTr2jLRvixf/md///hFuvfVBAA4e3M0DD9yEMYYnn/T3SUpPz+CCCwYxevQ0unTpnrC6Jl3wp6ZCnz6JrkXLWbToOY4ePcynn75Dv37ND/7Dhw9z7NgxLrzwQgCWLFnELbd8k2uuuYYbbxxJVpb/5nNjT/hceumlLFmyhJEjRza7HpFMnz6VvLy8Zj9hBP4z/wULsti2bRuZmS1/w/fNN99k/vyx9OjRg82bN3POOefUW15QAF/9avO2HRiQLbSneKA3uM9XN2Bb6PJIA9VFOug1NZhYrAfDSPOifW/uvFOnIve2TwSP50y++92f1X7u2vVcdu3ahjGGU6fK6dgxDYCHH15Lt27nJaaSNZIu+JPN008/zejRo5kype6HnhsbWTGcTZs2MW7cOPr168emTZtITU3F4/FwzTXXADB27Fi2bdtGbm4uK1asoLS0FI/Hw7Rp05g3b15cQjRUdnY2y5cvP63gB39Hr9zcXJYubflxj770pS8xZMgQvvzlL9O9e8uerRkDHfS/sUWd7gEnMB36qqoi7MixDafTeOmlt+nf/xLS09Nql/fvf16DoV+Ct9+pNfqlWWvb5Ovyyy+3sVq/fn3MZdqb0tJSe+2119pXXnnFWmttYWGhveOOO2znzp2tMcZ27tzZ3nHHHbawsLC2TElJie3du7cdNWqUPXz4cKKq3qS1a9dat9ttXS6XxX+3t1mvjIyMuNWxtLTUVldXh13mhO+ftE3B3z1gi20iX3WO0c4sW7aMN954g8OHD+P1epkyZUq9JpqSkhLy8vJ4+umn+dOf/sT48ePxeDxs2LCBnj17tskekAHhrjzcbjcVFRVUVUX/1ExpacvdDH/22WcpLCxk0SJ/B7v09PQW27ZIoij425l58+Zx6tQpLrvsMrKysigrazjUQuAgcNNNN7Fjxw4yMzPp1att/8pXQGZmJkuXLq3XVLNu3bqIf9ZwPJ6WGfdo7969zJw5E6/Xy+jRo/lqcxvwRdoYPc7ZzqSkpLBgwQJefvnlJtvDq6uryc1t2wObRSNwJXDppdH1HWipm8/nn38+zz77LD//+c8V+pJUFPzt1MqVK5sM/qqqKlasaNsDm0UrMzOT1atX43a7m1w3cNO6uY4H/fzRt771Le65p+0NuiZyOhT87VS07dgt2d6daJmZmeTn5+N2u3G56nc6c7lcuN1uFi5cyLx5dSOFWmspKipi9uzZZGRkkJKSQkZGBrNnz6aoqH6HL2stDz74IIMGDeKTTxrvfSnSnin426lo27Fbqr27rQg0+8yaNatekM+aNYtt27axeHHduDn79u2jf//+XHrppeTl5VFSUoK1lpKSEpYtW0b//v3rHQg++ugjXnvtNT777DNi/REgkfZEwd9OTZ06tcFZbyiXy8W0aZF/eKO9CtwALi4uxufzUVxczNKlSxv0N/jRj37Erl27qKioaNAsZmsetg4cCPLy8hg6dCjz5s1jzZo1TJo0qdX+PCKtTcHfTmVnZ0cV/MHNHk6TlpZGSuivqUfg9XopKytj+vTptb2bRZKVgr+diqa9Oz8/v1V63bZVzz//fL0BsqIR6PkrkswU/O1YU+3dY8cm5ucc24rm3Nj2er1J8ySUSCTqwNXOhevwJH4ej4eSkthH/EymJ6FEwtEZvyStaG6Ah5NsT0KJhFLwS9KK5gZ4qGR9EkokmIJfklZjN8AjcfqTUOIMCn5JaqE3wAOjk4aOUqonocRJFPyS9II7fFVXV1NYWNhgCAc9CSVOoqd6xHH0JJQ4nc74RUQcRsEvIuIwCn4REYdR8IuIOIyCX0TEYRT8IiIOo+AXEXEYBb+IiMMo+EVEHEbBLyLiMAp+ERGHUfCLiDiMgl9ExGEU/CIiDqPgFxFxGAW/iIjDKPhFRBxGwS8i4jAKfhERh1Hwi4g4jIJfRMRhFPwiIg6j4BcRcRgFv4iIwyj4RUQcRsEvIuIwCn4REYdR8IuIOIyCX0TEYRT8IiIOo+AXEXEYBb+IiMMo+EVEHEbBLyLiMAp+ERGHUfCLiDiMgl9ExGEU/CIiDqPgFxFxGAW/iIjDKPhFRBxGwS8i4jAKfhERh1Hwi4g4jIJfRMRhFN3UlQQAAARRSURBVPwiIg6j4BcRcRgFv4iIwyj4RUQcRsEvIuIwCn4REYdR8IuIOIyCX0TEYRT8IiIOo+AXEXEYBb+IiMMo+EVEHEbBLyLiMAp+ERGHUfCLiDiMgl9ExGEU/CIiDqPgFxFxGAW/iIjDKPhFRBxGwS8i4jAKfhERh1Hwi4g4jIJfRMRhFPwiIg4Tl+A3xlxkjFlijNlmjCk1xhwwxrxkjPlSPPYnIiLRi9cZ/9eB64DlwARgNnA2sNEYc3mc9ikiIlHoEKft/gF43FprAzOMMa8Du4EfANPjtF8REWlCXILfWns4zLxiY8xOoFc89ikiItFptZu7xpizgEuBf7bWPkVEpKF4NfWE8xhggF9GWsEYMwuYVfOx1BjzcYz76A40uNoQaSX6/kmiBH/3+jS1sglqho+8kjGjgNei2Pkb1toRYcrfB/wU+I619rdRbKdZjDFbrLVD47V9kcbo+yeJEut3L9oz/reBf4tivbIwFbodf+gvjGfoi4hIdKIKfmttGfBRrBs3xkwDfg08aq39SazlRUSk5cXt5q4x5gbgd0CetfaH8dpPiKdaaT8i4ej7J4kS03cvqjb+WBljrgFeBbYD3weqgxafsta+1+I7FRGRqMTrqZ6RQEfgy8BbIcv2AH3jtF8REWlCXM74RUSk7UrK0Tk1SJy0FmNMb2NMvjGm2BhzwhizyhhzfqLrJcnNGJNljPmTMWaPMabcGPOxMeZnxpjOUZVPxjN+Y8yd+DuCLQfeBc4E5gNDgH+31m5NYPUkSRhj3MAHwClgIWCBhwA3MNhaezKB1ZMkZozZCOwFXgT2AZcBOfifvrzKWlsduXTyBn934EjIIHFd8A8S97K1VoPEyWkzxvwA+AVwsbW2sGZeP+BfwHxr7S8SWT9JXsaYs621X4TMm47/ZPdr1trXGyuflE091trDNuSIZq0tBjRInLSk/wA2BkIfwFr7Cf4HGiYmrFaS9EJDv8Y7Ne9NZlxSBn84GiRO4mAg8I8w87cDA1q5LiLX1rw3mXGOCX6iGCROJEZnAcfCzD8KdG3luoiDGWN6AYuAv1lrtzS1frsIfmPMKGOMjeJVEKH8fcDNwJ3Bl+UiIu2dMcaD/yZvFXBbNGVac1jm06FB4qQtOkb4M/tIVwIiLcoYkwa8DFwAXGut3RdNuXYR/BokTtqo7fjb+UMNAHa0cl3EYYwxLiAfGAqMttZ+GG3ZdtHU0xwJGiROnOUl4EpjzAWBGcaYvsDVNctE4sIYkwI8h394nG9aazfGVD5Jn+PXIHESd8aYdPwduMqp68C1GOiMvwNXaQKrJ0nMGPMEcDvwE+AvIYv3NdXkk6zBnwP8OMLiPdbavq1XG0lmNcMz5AKj8T819j/AXGvt7kTWS5KbMWY3kX9i8UFrbU6j5ZMx+EVEJLKkbeMXEZHwFPwiIg6j4BcRcRgFv4iIwyj4RUQcRsEvIuIwCn4REYdR8IuIOMz/B2ZtCfNqUDvUAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -3372,7 +710,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "34dc9436ffd8486d89d26a520095ae5e", + "model_id": "d1f5e9714aa5481c8aba441a3df1acb6", "version_major": 2, "version_minor": 0 }, @@ -3388,12 +726,12 @@ "output_type": "stream", "text": [ "\n", - "train: 2000 loss= 0.617 val_loss= 0.4292\n" + "train: 2000 loss= 0.7206 val_loss= 0.5216\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3405,7 +743,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3418,7 +756,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a46ac6d4272a49edae05b7421d293e7d", + "model_id": "e5d6b488ff9a44ab955cce30120a882b", "version_major": 2, "version_minor": 0 }, @@ -3434,13 +772,13 @@ "output_type": "stream", "text": [ "\n", - "train: 3000 loss= 0.1891 val_loss= 0.3963\n" + "train: 3000 loss= 0.3086 val_loss= 0.5297\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e332527fbdfe4a84ad9235de3381af75", + "model_id": "cb5fc8c69032453191cf00b0a0138533", "version_major": 2, "version_minor": 0 }, @@ -3456,12 +794,12 @@ "output_type": "stream", "text": [ "\n", - "train: 4000 loss= 0.3194 val_loss= 0.3563\n" + "train: 4000 loss= 0.3137 val_loss= 0.3784\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3473,7 +811,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3486,7 +824,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a04d493e27e34ca59118c2404a865501", + "model_id": "fb77b83ab4c746fb81336fdf747ac0a0", "version_major": 2, "version_minor": 0 }, @@ -3502,13 +840,13 @@ "output_type": "stream", "text": [ "\n", - "train: 5000 loss= 0.1481 val_loss= 0.35\n" + "train: 5000 loss= 0.1113 val_loss= 0.3164\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "fd8bd80af0b54226b9af2b8bdb11ebe1", + "model_id": "3e2d209d40234a14bcee16a8169e97b3", "version_major": 2, "version_minor": 0 }, @@ -3524,13 +862,13 @@ "output_type": "stream", "text": [ "\n", - "train: 6000 loss= 0.3286 val_loss= 0.1296\n" + "train: 6000 loss= 0.2947 val_loss= 0.08886\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e729fe60447343229d44e93235cda71a", + "model_id": "a835fdfaf28b489784de26c421bde485", "version_major": 2, "version_minor": 0 }, @@ -3546,13 +884,13 @@ "output_type": "stream", "text": [ "\n", - "train: 7000 loss= 0.3044 val_loss= 0.219\n" + "train: 7000 loss= 0.3479 val_loss= 0.2222\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4ad63ee38073475d9d8c3c1dd361cd2a", + "model_id": "be3c0c659da9492db28b90c29fec47db", "version_major": 2, "version_minor": 0 }, @@ -3568,12 +906,12 @@ "output_type": "stream", "text": [ "\n", - "train: 8000 loss=-0.3851 val_loss=-0.1739\n" + "train: 8000 loss=-0.3677 val_loss=-0.1176\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3de3xU5YH/8c8zyeROYpCLiAgaBATEqrjeqqCCFRXcKl6Loq3SFrerLrZrW1vpemndXyndXaitDVYq2CrQrhREAS1YsbqCVSgClptA5E4ICUnIZPL8/ngymUlIyMxkJrfzfb9e5zVkZs6ckzDznec8V2OtRUREOjdfW5+AiIgkn8JeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCntpN4wx240xoxLwOvcYY96JcR9rjOlf+++pxpg5LT2PBq9vjDFPGmOKjDElxpgVxpghEY+nG2OeN8YcMcbsMcb8W4P9rzbGbDTGlBtj/myM6RvtviKgsBdJOGNMaiN33wJ8Fbgc6Ar8FXgx4vGpwFlAX+BK4DvGmGtrX68b8AfgB7X7rgZejmZfkTrWWm3a2nzDBV8NUAGUAd+pvf9i4F3gMPAxMDJin3uArUApsA34CnA2UAkEa1/ncJTHt0B/4FqgCgjU7v9x7eN5wCxgN1AEPAmkRJzHKmA6cBB4spHX/3fglYifhwCVET9/DlwT8fMTwO9r/z0JeDfisezav9Og5vbVpi20qWQv7YK19i5gBzDWWptjrf1PY0xvYDEuWLsCjwALjDHdjTHZwH8DY6y1XYBLgY+stRuAbwB/rX2dk2I8j9eBp4GXa/c/t/ahF4Bq3BfCecA1wH0Ru16E++LpCTzVyEv/HigwxgwwxviBicDrAMaYfKAX7sss5GPcFwK1t3WPWWuPAluAIVHsKwJAY5ebIu3FBOA1a+1rtT8vM8asBq4D5uOuBIYaY3ZYa3fjSt0JZ4zpWXvMk6y1FcBRY8x0XIn7V7VP+9xa+z+1/65u5GV2A+8Am3BXHTuBq2ofy6m9LYl4fgnQJeLx/Q1eL/R4c/uKAKqzl/atL3CLMeZwaAO+CPSqLd3ehivF7zbGLDbGDEriefhrjxM6j18BPSKes7OZ1/ghcCHQB8gAfgS8ZYzJwlUXAeRGPD8XVz1F7eORj0U+3ty+IoDCXtqXhlOw7gRetNaeFLFlW2t/AmCtfcNaOxpXjbER+HUTr5OI8zgGdIs4j1xr7ZAT7NPQF3BVQ7ustdXW2heAfGCwtbYYV/I/N+L55wLra/+9PvKx2iqsAmB9FPuKAAp7aV/2AmdG/DwHGGuM+ZIxJsUYk2GMGWmMOc0Y09MYc2Nt8B3DlXBrIl7nNGNMWgvOo58xxgdQW0W0FJhmjMk1xviMMQXGmBExvOYHuKuUnrX734W7Wthc+/hvgceMMfm1Vyj349oJAP6Iq6662RiTgbtKWGut3RjFviKAwl7alx/jQuuwMeYRa+1O4Ebge7g6653At3HvWx/wb7ieKIeAEcA3a1/nLVzJdo8x5gCAMeZ7xpglUZ7HvNrbg8aYD2v/fTeQBnwCFOPaDHrF8Ls9g2s4/QjXs+hh4GZr7eHaxx/HNbp+BqwE/l9tYzHW2v3AzbiG32JcY/DtEa/d5L4iIcba5CxeYowZD9wBDMfVbe7A9RV+2lqr+kQRkVaUzLB/DxfwrwK7cN3VpuLqVi+11tY0vbeIiCRSMsO+e+3lZ+R9dwOzgauttW8l5cAiInKcpNXZNwz6Wh/U3vZO1nFFROR4rd1AG+q9sKGVjysi4mlJq8Y57kBu6PvfcHONjG7iOZNwoxLJzMy8oE+fPnEdq6amBp9PHY0kOfT+kmRq6fvr008/PWCt7d7w/lYJe2NMDrACOBX4J2vtrub2GT58uF29enVcx1uxYgUjR46Ma1+R5uj9JcnU0veXMWaNtXZ4w/uTPjeOMSYT+BNusMyIaIJeREQSK6lhXzu733xcX/vR1tp1yTyeiIg0LmlhXzvUfC5uZr8brLXvJetYIiJyYsks2c/Erc7zFG5K2IsjHtul6hwRkdaTzC4FY2pvv49bgi1yu6+pnUREJPGSVrK31vZL1muLiEhs1FlYRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeEBqW5+AiJdUVsLRo1BR4bbKSqiuBmPCW2oq5ORAly5uS9WnVBJAbyPxjC1btjBt2jTmzJlDWVkZOTk5TJgwgSlTplBQUJCUY1ZXQ3Gx2w4dcuEejX37wv/OyoKePaFXL0hLS8ppigco7MUTlixZwvjx4wkEAgQCAQBKS0v55S9/ybPPPosxJmHhHwzCgQOwd68LeWtbdu7l5bBtG3z2GXTvDr17Q25uy15TvEd19tIpbNmyhcmTJ5Obm4vP5yMnJ4ehQ4eSk5ODMYbrrruO8vLyuqAPsbVJbK2ltLSUwsJChg0bxpIlS2I6flUV7N8Pn3wC774LGza4knxLgz5STY37AvnwQ/jb3+Dw4cS9tnR+KtlLh9dYqf3o0aOsX78+5tcKvcb48eNZu3YtwHFVP1deeSX5+X3o2bOAkhIXuhUVCf2VmlVSAh99BPn5cMYZKulL8xT20uFE1r2XlpYm5Rjl5eUMHDgQMAAEg9WAq/pZvHgxS5cuZ+rU+Vx00ZikHD9aofaAbt2gf3/IyGjT05F2TNU40qEsWbKEYcOGUVhYmLSgDwkGgwSD1XVBH3l/ZWU5U6eOp6hoS1LPIVoHDsAHH8DOnYmtOpLOQ2EvHcaWLVsYP358o3XvbSEQCDBv3vS2Po06wSBs2QJr1kCSvwelA1LYS4cxbdq0dhHyIcFggGXLXmzr0zhOWZlrxN26VaV8Ces0dfZt0YdaWtecOXPaVdgDVFSUtWj/khLYs4e6ht7Dh11f/K5dXTfLbt3cbZcubsBVtKyFHTtcff7ZZ7u++tJ+bNy4kaVLlzJgwACuvfZaAGpqali8eHHS3uOdIuyb6kNdWFjI7NmzmT9/PmPGtG1DmsQv9EWe7Dr6eGRm5kT9XGth+3ZYt8510Vy/Hnbtim7fU0+FSy912znnRD+qtrTUVev07+8GZUnbqK6uxufz4fO5ypRVq1bx4IMPMmHChLqwP3ToEOPGjePJJ59Myjl0+LCPrMdtqGE3OpXwO57IL/JkMMbU9bWPx/Dho5t9zq5dsHy524qK6j+WkQGnnQYnnQR5ee42Pd310T9wwPXd37cPPv8c5s93W04OXHIJjBkD554LvmYqY4NB2LTJvd5ZZ6nHTmvbtWsXd955J+PGjeORRx4BYPjw4UyaNIkRI0bUPS8QCHDdddfRK0nfyqYlb/RkGj58uF29enWzz5s8eTKFhYXNhoHf7+e+++5TtU4HsmXLFoYNG9boF3k8UlL8+P3+ui6TRUVbmDdvOosWPUcwGPuXSWqqnxde2EDv3u79VF5eSlZWl9p/w9Kl8MYbsHFjeJ/8fDjvPBgyxG0FBc2X0oPB8GCtv/7VjaQNOfVUuP56+NKX4OSTmz/nlBQ4/XTo06f5LwlJjEWLFjF27Fj69u3Lhg0byMzMPOHzV6xYwciRI+M+njFmjbV2+HH3d/Swz83Njfry3u93H3ZV63QM0X6RN2SMIT09m1NO6cfevduprCwnMzOH0aPv4pZbHq4L55Cioi3cd98wKiuj+1JJSUnB70+v189++/ZPeOCBixk9+t/w+abyxhtQXl4F/Ir09Mu54ophjB7t4/zzXeC2xK5dsGwZLFniSv7ggnvUKLj7bjedQnOyslwpPz+/ZecijTty5Ai5ESPdZs2axbhx4+jevXuz+yrsm+Dz+eK6DE/kXCiSWKE6+meffTbqfRqW2mP1/vtLmDrVVRdFlvJ9vlSMsaSmplNVVUlmphtBe8cd0+q+NEpKYNq0Z/jLXx4F7geeA+Dss/ewYUMvMjO78Kc/HSIlJbG1psEgrF4NixfDqlVuOgWfD0aPhrvuqh/6wWA1a9f+hcGDLyY9PVyy1AjcxPv2t7/NL37xC9asWcOgQYNi3j9ZYd/h6+xzcnLiariLnAtFjbjtR7x19DfcMKnRUnu0LrpoDIWFa5k3bzrLlr1IRUVZk1cDZWUrqKgo4E9/gpUr3Tw1NTX/DnyZtDTDNdfAP/8zdO+exsyZd5Oa6q8L+pqaGp5++i5Gj57Q4tG3KSlw0UVu270b5syB1193VUdLl5ZxySUbmDLlQrp2BZ8vhaee+gqBwDGeeeZ1Bg26EAiPwO3aFfr1U+gnQmlpKeXl5SxdujSusE+WDl+yj/dSv6GsrCw14raxeOvos7JyWby4JEln5XrRFBe7XjQffghr1pRTVBTuy5iSAhdcAFdcASNGuAbUpixf/hJPPfUV8vN7MHfuVjIzsxN6rp9/Dr/+dRErVhQA6WRmHmTixFRuugmmT/8a77zzR+bNK6or3X/wwVLy83tyxhlDSElJpWtX6NvXNRZL844ePcpPf/pTxo4dy/nnnw9AUVERxcXFDB06NK7XVMm+CVOmTGH27NktDvtAIMD06dOZMWNGgs5MYvXjH0+jqiq2/8eUFD+jR9+VkOOHZpXcvt1tO3aEt7J63emzyMpyPWEuvxwuuyz6EvGVV97GgQNF9OkzsC7o9+8vorq6ilNO6Yep7Ux/5MghVq6cz7Bhl9O379kAbNq0hpkzH2L48Gu4++4fAFBZWc5///e36NnzdCZOfJxTT4XHH+/Nli0DKC7OpqxsL7/8ZW8WL4YHHpjFvff+R71qnGeeuYeDB3fz4oufctppZ3HoEBw8aMnPN/Ttqzr95jzzzDM88cQTrFy5krfeeguA3r170zuahpNW1uHDvqCggPnz5x/Xzz5WgUCAmTNnUlxcjDGGhQsXanBWK9i0aQtPPz2NBQvmcPRo7NVxfr+fW255OK5jl5W5KpjVq13XxM8+a3pxkZwc16B5/vkwaNCHnHfe+XE1tKakpHD77d+ud9///u8MXnrpJ9xzz4+YOPGHALzwwuP88Y8zuPXWKXzzmz8FYPv29axb9w7dutUPkiVLnsfvT+Pmmx8kJ+ckAAoL/4+0tAzefx9mznRz5jz6KAwb1puJE12PoECgkmHDrmDnzk2cemr4vT19+jcxxnD33T/kjDN61XYNDbBt29bayeEk5OGHH+b999/n+9//flufSrM6fNgDjBkzhrVr1zJ9+nSee+65FpXyX3rppXo/q14/OcrK4He/W8K//uvxjaLRiGyQjaWe/tAhWLQI/u//3JzzNTX1Hz/5ZFd33bev204/3W35+eERrGVlR1rco6b+75JaW5USvuwfNeor7Nz5KUOHXlZ33yWX3MC0aW/Wde8ESEvL4JFHCsnIyMIYX737wdXnn38+/PGPrk5/7VqYMsUNzJo4MYMf/OD39UbmHj68n9df/w3BYJBbb32EI0dg5coi7rnnbDIzM9m5czeZmd7us7l371569OiBMYb8/HzeeOONtj6lqHT4OvuGNm7cwhe+MJRjx6Jc/y0GqtdvuYMHXSlz/frYujs2dOOND8TUIPv55/Dyy667YqgskJLi+rpfcIGrkom2V0pZ2QpyckbGdd4nYm0NOTk+MjLcF0voo2lteM3aljh61IX+vHlw5Ii7b9AguOUW194Q6u+/ffsnrFv3DmPHTqo9vuX22/uSmZnDtGnLGTToVILB7Wze/CE33XRTy06qg6moqGDIkCH079+fuXPnRtWVMlaqs49SQUEBjz46lWee+Y+4SownUlUV4Pvfn873vjcDa92HMLRINNRfNNrnc7dpaa5UmJfn3UEs1dVuFOiuXW6wEcArr8Q3qVlKip8bbpjEQw9F17aybRvMnQt//rMrxRvj6tm/9CVXldGWc8akpbkribw8V02UleU74XskGHRXRGVlbhqE4mI4diz642Vnw4QJcNNNLvRfecUN+HriCTcHz5e/7AZo9es3mH79BtftZ4xh1qx15OS4VttPP93H1752EaWlxcyb9xZjx34xoVc67dnf//53Dh8+zJ49e8jvYA0ana5kHwjAG2+soKSkT103uvLyUiAxv2e8PT98Pvehzs+HHj06/5D1mhpXZbJ3ryvNh6pLioq28Mor01i4MPo+9JEyMrIoLFzbbIl+82Z48UV4+233c0qK639+++2ueqYlWlKyz8x0wdqtm7uKiGVys8aUl4cXM491GcTKSjc4a8GC8Kjc9HS49lpX2j9RG+MvfjGFrVvXMnXqfPLy8ujRA045xRu9eA4cOMC+ffsYPHhw80+OgwZVRSkU9g0/jE0NmonHuHHf5NZbp8Tdpxvch6JnTxf80U5q1d4Fgy54DhxwAd+w4N6S/4NoB01t2uRCftUq97PfDzfcALfd5v7eiRBP2OfnuzlwopnSIF6BgPty3bOnYe+hE7PWNVLPn+/aMiB8BXTbbdBYptXU1FBTEyQ11V/v/qwsF/onn+yuJCR2CvsoNRX2QN1cKK++OrOFZ2dwVwqGrKwcRo2aEHf4+3zuQ5GR4bb0dPeByctr+bD61lBW5kaQHjzopudt2OAZEuuUBJGysnKbnOogZOtW+M1v4J133M9paTBunCvJJzpgow17n88FX+/erR98ZWVu0rW9e5v+P2nMtm2uemf5clf9BjBwIFx3HVx9deO/h7WWadMmccklY7nssnF19/v97uolL8/dZmW5/5eOwFr3dwsG3e3rr7/OoUPF3Hzz7Vhr6h4PVeeGttC+kZqq6m1qW7NGYR+VE4V9yPTpk1m8uDBh9fktHarfGJ/PzYDYtasLq2bmTmoVwaCrKy4tdcFeUhIOhObE8zePpn5+50544QVXJ2+t+7K88UZXIu3aNepDxaS5sE9JcROU9enT9uFWVeVC//PPj7/SOpEDB1y9/sKF4auEjAw3aOz662Ho0HCArVq1kMceu5Hs7FxeemkbublN/+FTUtx7OTPT/V+lp7u/Ueg2LS2xV7qBgHuPBgLhLfLn0L+rq937O3QbDIZfw1rLvfcO5bPPPuHxx19h5MhbEneCjQgGV3D11SPj3l9hH6ElpcwTibY+OR5paa50FNq6dEluyT8QqN8YWFYWblyNx/XX59a2nUTvRH/PkhJ4/nnXjbKmJlxd85WvJLeqBJoO+9RUV4o/7TR3Pu1JMOhK+Z9/HlsVz7Fjrt3jtdfgo4/C9/ft6/7eo0dDly41LFjwX5x88qlcddVtLT5Xn8/9/dLS3Hs8JcXdl5JSv40jFF2h0ndoiwzyRMXbsmVzmTfvZzz77PsJn+OoIYV9lKIJe0hsHX5IrD1FWsIY14MjNAd6Xl58AVNV5UK8osLdHj3qwqCqKrHne9VV0U9Yd6IrpWAQXn3VleZLS10IjBnjJv5KVJ18cxqGfXa2C/mePTtG1VtpqavX37s3+iszcFcIr73m5t85dMjd5/e7bps33OC6r4bC+LXXnmft2re5554fccopLWwRbwMVFUfZuXMTAwacX3df5BTWyaSwj1K0YQ/hOvzIia8uvXQcYFm+fG7sJ03y52k5Eb/f1YtmZbnLZL+/fn1iTY0rqVVWuu3Ysdg+7LEK9bxZvnxOTKX6pvrQr1njRoNu2+Z+vuACeOAB1z++NZWVraBLl5GcfLIL+Q7WA69OTY2rrtmzxzWsRxsF1dVuXv1Fi+CDD8L79e7t6vZHjQry0ENnsXv3Nn7wg99x1VW3J++XSILdu7fx6KPXcfjwfmbNWku3bqe26vGTFfadpB9I2MKFUFSUQ0FB841ivXsX8NBDMxotib/77sKYqx2g5WuStkQg4Ko3Strmu6aeeK6cmroy2rgRCgtd2INbXm/yZDcnTUu7LsYqL8/9nS+9tP1V1cTK53O9wXr0cF/8+/a52TObq65LTXU9dS6/3H1RhEr7RUXw61/DrFkpDBmyjN69ZzFo0K2t88sk0Mknn0qvXmdgjKG8/AjQumGfLJ2qZB+aqjUkL88FQ6j/b6i+Oy/PPS/U3zkr6/jQaEkjblZWlxb10Ono4m0TaVhHv2MHzJoV7iufnQ133OH6gLdWw2dKSnh8RPfurpGypV3j2rviYhfcBw9GX9qPnFv/3XfrN3CeeSacc85nrFs3ke9+dxb9+7f/z8SxYxVYa8nIaP1RdyrZR6G83PUUWLv2KHv3ZteVciOXhWtMRoZr1ItcBzQlZQrGzAZiD/vy8lIWLy5k6dLZCe2h01HEOjq24Tw3Gze6qQ3efttVNaSluVGfd9zROvOt5+S4woBXRz7n57utstI16O7Z03wbTuTc+ocPw3vvuaqeDz5w3WK3bv0hsJL773+Es876I8OGuakqzj7btXW09hVaQ+vWreLtt+fzzW9Ow+fz1ZsZtLPoVCV7CNfZZ2eP5NAh92bdu9fNBRLaQv3CDx50dZZNzXQIS4DxuMCPrxE3LS2L559PTg+d9iqWnjehPvTjxz/Mzp0FvPwyfPyxeyw1Ndz4moQpSOqkpIS7uHbt2vxVQ2cv2TdkrQvwvXvdMoiRpfbmVFW5ydf++tdS/vzn71JS8iQ1NSfVe05+vgv90DZw4InXBEi0ioqj3HnnGRw+vJ/vfOd5xoy5t/UO3gg10EYplgZacG/ko0dd74LDh8NbSYm7f//+LWzaNJ09e14kGAxNuxAaVBUNP/n5k5g0aQYjRrSP/vLJFm3PG2N8LF4crBuyv2OHuz872/XuuPnm5Ib8SSe5Kr7u3WPrReO1sI8UDIYbdQ8fjr1rY0WFm2103Tq3iPrGjeFJ2UKMcTONnn02DBjgtjPPTO5nZ/XqZaxY8QoPP/xs0rtWNkdhH6VYwz5WkT14XONNNHKBErKz3SjEm292b+bOKtqSvd+fS0ZGCaFVJbt1g/HjXdAna8Spz+cGPPXuHX94eDnsIx075kJ/z57YZuS01jJ37tOsW/cODzzwX6SkDOCTT9yXwIYNbl6jhr3EfD43SK2gwPW+6tfP3Z5ySuzdXYPBIIsWPUdKSio33HB/bDu3AtXZtxORPXii7zt+hPz8yRQXT2HhQrd26RVXuBkI+/dP+im3ulGjJkTRuO0nELiLQMCV4MaPrz/NbjJ06+bCwgtXV60hPT08739xsevJc+BA89MzbN/+CXPmPEUgcIy0tPS6KSVGj3aPV1W5wA8F/6efuonaQluktDQ3iK1PH7edfrr7AujZ01XLNfZF8NFHK/j5zyeTnZ3L5ZffRF5ekkfhtRMK+xbIzMyJum76yJFC0tJm84UvzOdvfxvDypVusepLL3WNj0OHug9PRxbqV7906W+j6MXk5+KLH+auuxqfaCuRcnLcl+pJJzX/XIlPqFE3EAiX9o8ebfy5Z5wxhJde2spHH62oN+DqmWe+ypVX3sY//dOXGDy4/vuiqsqNr9i61d1u3+5uDxwINQAffxyfz1XRde/uupeG/t29+9VcdtnXueCC0fj9SZpTox1SNU4LxNM9MyMji//8z7W8/bYr4YfmI09NdQ1TQ4fCsGEwfHjbz6sSi+j71ftJSfHzyCPzufba5PZS8vvdpX6vXont7aFqnOiUlblG3b17m+/Ns337J9x77xDS0jL43e+207VrdMOhy8rcOgk7d7ptx45wQ/LBg5HPDH3zHF8/mJHhCgKRW17e8VtompIuXZJ7BapqnHbo1lunsHTp7JjCPhAI8Oab03nooRnceSf84Q+ui9rWrbB+vdteftmVRq+6ys0tPmhQ23dNO5Gioi1MnTq+2X71fn8O11wzkTvuiH6FqXgY4+rlzzij80wf3RHl5LjtzDNdY+6+fa4k3liv3D59BjJp0jOkp2dGHfShYwwa5LaGqqrc8XbvDvDss7dw5MgBLrhgEUeO9KhbA6C42PXGC12NRCsz04V/dnb498zOdltoFHtTW2iG29Ao99b6bKtk30LxzrHTcOBVWZnrnbBuHbz/PvzjH+Hnnn46jBrlRiz27dt+gn/Xri389rfTePPNQmpqTvy7t9a8Qfn5rsommVMKq2Qfv1A3zhMFf8iaNW/y9tsLmDTpJ2RnRz/AIhgMMm/ezzj33BEMGnQhBw4U8eCDV3D06BFmzHiXPn0G1Duf8vL6PfFCW6ibdmgrLXX3lZXFNm30ifh84anNQ7N/pqeXMmtWFy6/PL7XbJPeOMaYPsB0YDSuv+Jy4CFr7Y7m9u0oYQ/xz5N/ogm/tm6FN95wKwkVF4fv79MHvvhFtw0a1LoDfqqqwlcgK1cuYd262MYgJHPeoPR01/jao0dSXr4ehX1ihIL/wAFX7RJZ1RMMBpk4cRBFRZt54IHpjB//UJOvs2nTavbs2c6IEePrfv7GNy7k1FPPZO7cLQAcOrSH/fuLGDjwghafd02N+4IoLQ1PHBjaKircfaFJBcvL6080WF4enpuqsrLpL7s33oBrronv/Fo97I0xWcDHwDHgMVzH9CeBLGCYtbaJ5hunI4V9SDzT+MKJp/KtrnajEN9+2w1Dj+yT3K2ba+C9/HI342Ai52opKXE9H7Zvd1cZmza5BjHXJW4LMAyIbToEY3y89VYMI3Ki4PO53hh9+7bejJMK+8Sz1r239+0LB//WreuYN286U6b8itRUP9Zatm5dR3n5Ec4554sAbN78Mfff/wWys/OYO3czeXnd+OyzDcyf/3O6dj2Fe+/9URv/ZidWXe3a7SK3iorV3Hnn8LiXeGyLOvv7gTOBgdbazbUnsRb4B/B14GdJPHabiK7L4fECgQDz5k1vtIojNRUuucRtwaAbjfiXv7hl9/btcxO/LVzoqi3OOSdcfzloUNPrgVZVuTCPLFXt3+9eb88eF/KNTWw7yUkAAAyoSURBVKZmjAvVYHAan38eiPlSNjMzscMic3Pd79mWi4ZLYhgTbgjt39+9N3v1OoeBA5+vK/0eO1bBD3/4ZSory1mwYDcABQXDuPTSsfTpM4jUVNejoW/fs5ky5Vdt9avEJDXVbZHVjsFgWVLW8k1m2I8D3gsFPYC1dpsxZhVwI20Y9n6/u+yPXBjBmPAKNaHlyGJdACGeBluAYDDAsmUvNlufnZIC553ntm99y/U/XrXKhf/27W4+kvfeCz8/Nzf8O4ZKvaWl0S1Ckpnpgv30092Hb+BAd5uVBddfP6fZOvrjz93P6NF3xbRPU3w+N6imT5/2034hiWNMuCvngAHhhesXLFhCXl53+vXrEfFcw5NPvorRG6FZyQz7IcCrjdy/Hkjuul4NGOOCr2tXt3WJcf2ByOCvqgqvhBNa+CNUJ9e7dwFTp86Pq8G2vPwI06dPjnqmTGNcAA8cCF/9qhvQEhqBuGmT+yJoOAw9JDSTY2jZw8h+yKec4gK+W7f6QVpUtIVf/Sr2uelD/H4/t9zycMz7NdSliyvNazFrbzDGDY46+WQYOPBmvv71m9m3z30BhK4sFfTRSWadfRXwM2vtow3ufxJ41Fp73BeNMWYSMAmgZ8+eF/z+97+P+biu7q+MlBRXZZCa6krxrfF+CC2LtnNnEQsWzOPPf15GeQxr+aWkpJCa6ufRR6cyfPhFLTqXYNBQVpZKTY0hGHSbtZCTU012dnVMf4/Vq9/nJz+ZSnV1gGAss2CR2N8pPb19zCFfVlZGTmvO1CWNCq0fG+Nbst2ztowuXeJ/f1155ZWt3kAbc9hHamkDbffuIxkwoG1XEaquhvvvn8ycOYVUV8c28CpZa9nGqiXr9aampnH99fc3uupULHr2dD1t2ssgMzXQti+BgGt72rcvvsnZ2puOOKiqGGgsarvWPpY0aWlw4YVtPw95aio89tgUXnlldkxhf6IG29YSmvog3gVcEvGFlZ0NZ52laQ7kxPx+N0q6Vy9XtRqaury4OHH94TuDZIb9ely9fUODgU+SddDQqvRtHfQhBQUFzJ8/n/HjXT1+NIt6BIMBXn11JtbWtMlqVy1ZjL3hQiTxyMpyDbDdu6sBVmKTlhYO/mDQ1e2H1q6IYT2dTimZkbgQuNgYc2boDmNMP+Cy2sc8Y8yYMaxdu5ZJkybFtN/ixYXcd98w3n9/SZLO7HiRUx/EGvRZWbnccMMkCgvXxrU6V1aWm/zqwgtdg7GCXloiJcUVGAYNcuNRzj/f9TDzanNLMkv2vwb+BXjVGBMaVPUEsBPoGJ1gE6igoIAZM2bw29/+ltLS6HqzBIOuZD116vhWq8OPdUnBkJaMju3SxXWjVElekiXUIy83182ZFAjUnxqhqRk6O5Okhb219qgx5ircdAkv4qZLeBM3XUJZso7b3k2YMIHCwsKYArWyspwJE/q3ykLmy5fPiavqJp4+9Pn5rptnWzaiizf5/eEpj8F1pohcuvTIkeMXUOnokjonYO0cODcn8xgdzZQpU5g9e3ZcpedkLWQeaoxtjT70xrgqmtNOi328g0iypKaGx+GEVFS4+W5KS93t0aPhKck7Ik0A28riabCNlIiqncbC3RgT5apbYbE0xqamhpcD7OiLtIg3ZGa6LXId5Orq+pOcVVa6L4WKivbf319h3wZCDbbTp09n5szYZsoMqaws5557zua66+6LqVqnqZ42sQZ9NH3oU1PdyMfu3V2Jqb30kBKJV2pquO6/oaqq8GRmlZXutqqq/taWPYIU9m0k1GBbU1MTcx1+SHV1gEWLfs3ixc+RmppGVVUlmZk5TdbrR7vISHNO1Ic+Pd0FfLduri5eDa7iFWlpbjtR9aS14ZG/kbfV1e7KoLrazXOVDAr7NtaSOnyAmhrXihQMVgCuXn/hwl+ycOGzgCErKxz+8fa0CWms2sbnc2/url1dyHu1W5tINIxxjcMnmvZjR7OrfcRHYd/GWlqH3zhbd1s//OOXlZXL6NF3MWHCwwweXFB3KZuTo+oZkY5AYd8ORNbhv/jiixxparrKuLVsspCcnFw++6yELl3ax0RkIhI7lcnaiVAdfklJCZs3byarnazI4ff7mTjxLrp2VdCLdGQK+3YoVLWTlZWFv40T1u/38/DDLZ+HXkTalsK+nYqcT6ctAt/v95OVlcX8+fMpKGj7qZZFpGUU9u1YqGpnw4YNSa/WCa32Y4whNzeXSZMmsXbtWsaMScwoXRFpWwr7DiDZ1Tq5ublMnjyZzZs3U1NTQ0lJCTNmzFCJXqQTUdh3EJHVOrm5ufh8PjIzM0lNTSU1Nb5OVX6/nwceeEDhLuIBCvsOJLLHTjAYpLy8nI0bN/L1r3+d3NzcelUx0VDjq4h3KOw7uMgvgJqaGjZv3szkyZNPGP5qfBXxHoV9J3Oi8Pf5fGp8FfEojaDt5ELhP2NG2y1eLiJtTyV7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gFJCXtjzABjzH8ZY9YaY8qMMbuNMQuNMecm43giInJiySrZXwNcCcwGxgKTge7Ae8aYC5J0TBERaUJqkl7398BMa60N3WGMeQvYDjwI3J2k44qISCOSEvbW2gON3FdijPkU6J2MY4qISNNarYHWGNMVGApsaK1jioiIk6xqnMb8D2CAnzf1BGPMJGBS7Y9lxphNcR6rG3Dc1YVIguj9JcnU0vdX38buNBHV6k0yxowClkVxkJXW2pGN7P9d4Gnga9ba56N4nRYxxqy21g5P9nHEm/T+kmRK1vsr2pL9u8DZUTyvvOEdxphv4IL+sdYIehEROV5UYW+tLQc2xvrixpi7gF8A06y1T8W6v4iIJEbSGmiNMV8GfgMUWmsfSdZxmvBcKx9PvEXvL0mmpLy/oqqzj/lFjbkCWAqsB74F1EQ8fMxa+7eEH1RERJqUrN44VwHpwPnAqgaPfQb0S9JxRUSkEUkp2YuISPvSqWe91IRskijGmD7GmPnGmBJjzBFjzB+MMae39XlJx2eMGW+MWWCM+cwYU2GM2WSM+bExpktCj9OZS/bGmH/BDdKaDXwInAR8B/gC8EVr7Zo2PD3pIIwxWcDHwDHgMcACTwJZwDBr7dE2PD3p4Iwx7wE7gFeBXcB5wFRcD8hLrbU1Te8dw3E6edh3Aw42mJAtDzch25+stZqQTZpljHkQ+Bkw0Fq7ufa+M4B/AN+x1v6sLc9POjZjTHdr7f4G992NK6Reba19KxHH6dTVONbaA7bBt5m1tgTQhGwSi3HAe6GgB7DWbsN1Prixzc5KOoWGQV/rg9rbhOVUpw77xmhCNonDEODvjdy/Hhjcyuci3jCi9jZhOeW5sCeKCdlEGugKFDdy/yEgv5XPRTo5Y0xv4D+A5dba1Yl63Q4V9saYUcYYG8W2oon9vwvcCfxL5CW5iEh7YIzJwTXUVgP3JvK1W3OK40TQhGzSFoppvATfVIlfJGbGmEzgT8CZwAhr7a5Evn6HCntNyCZtZD2u3r6hwcAnrXwu0gkZY/zAfGA4MNpauy7Rx+hQ1TjxaOMJ2aRzWAhcbIw5M3SHMaYfcFntYyJxM8b4gLm4aWb+2Vr7XlKO08n72WtCNmkxY0w2blBVBeFBVU8AXXCDqsra8PSkgzPGPAt8A3gKWNTg4V2Jqs7p7GE/FXi8iYc/s9b2a72zkY6sdmqE6cBoXG+uN4GHrLXb2/K8pOMzxmyniaUEgR9Za6cm5DidOexFRMTp9HX2IiKisBcR8QSFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEA/4/F21jWX7rzRkAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3585,7 +923,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3598,7 +936,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "139ac04801d347518012e05bea1ae026", + "model_id": "c631ad385e3b40ceb3dfd2ac4c9c3be2", "version_major": 2, "version_minor": 0 }, @@ -3614,13 +952,13 @@ "output_type": "stream", "text": [ "\n", - "train: 9000 loss=-0.1591 val_loss=-0.1251\n" + "train: 9000 loss=-0.1706 val_loss=-0.09285\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "73eeebe827354f9c9f685ccf82942acb", + "model_id": "22f0832f314f40e6aac66baef73024fa", "version_major": 2, "version_minor": 0 }, @@ -3636,12 +974,12 @@ "output_type": "stream", "text": [ "\n", - "train: 10000 loss=-0.3405 val_loss=-0.1431\n" + "train: 10000 loss=-0.2958 val_loss=-0.146\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3653,7 +991,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3666,7 +1004,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "041f3a313293402e92c6ada4523ae3da", + "model_id": "979f5ed94964479a9608c3ee4f2de38a", "version_major": 2, "version_minor": 0 }, @@ -3682,13 +1020,13 @@ "output_type": "stream", "text": [ "\n", - "train: 11000 loss=-0.1793 val_loss=-0.04596\n" + "train: 11000 loss=-0.4043 val_loss=-0.2779\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f38f79d940a94d129f05731fdd4d10bf", + "model_id": "667a0f437ea34808b959641902723d24", "version_major": 2, "version_minor": 0 }, @@ -3704,13 +1042,13 @@ "output_type": "stream", "text": [ "\n", - "train: 12000 loss=-0.4151 val_loss=-0.3434\n" + "train: 12000 loss=-0.4126 val_loss=-0.3961\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ea9008a80c414e858050f28cc5a779fb", + "model_id": "b8d730a0300f4cf7828717c00ff99ed4", "version_major": 2, "version_minor": 0 }, @@ -3726,13 +1064,13 @@ "output_type": "stream", "text": [ "\n", - "train: 13000 loss=-0.7291 val_loss=-0.3397\n" + "train: 13000 loss=-0.8139 val_loss=-0.4118\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d9e00926325342b88c4a8593e1609d69", + "model_id": "b986a3c14a804e67a975ebf22a32c8bf", "version_major": 2, "version_minor": 0 }, @@ -3748,13 +1086,13 @@ "output_type": "stream", "text": [ "\n", - "train: 14000 loss=-0.542 val_loss=-0.4848\n" + "train: 14000 loss=-0.5456 val_loss=-0.5222\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d38ee6e51bd54fb7880e777aa494da26", + "model_id": "6d11a4f7a86141b7ab4fe2424e3d41ff", "version_major": 2, "version_minor": 0 }, @@ -3770,13 +1108,13 @@ "output_type": "stream", "text": [ "\n", - "train: 15000 loss=-0.6436 val_loss=-0.4202\n" + "train: 15000 loss=-0.6011 val_loss=-0.4\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b34d9af9cbf64367bc6a9f4af1ef73a9", + "model_id": "d4ff7a4a463646e5b8ae43ad7a2cb45b", "version_major": 2, "version_minor": 0 }, @@ -3792,13 +1130,13 @@ "output_type": "stream", "text": [ "\n", - "train: 16000 loss=-0.6867 val_loss=-0.4677\n" + "train: 16000 loss=-0.632 val_loss=-0.4781\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c2273a55a08c4e2bab2e894669a27ea1", + "model_id": "638c4f32141e46968690f2a0dc68a7b4", "version_major": 2, "version_minor": 0 }, @@ -3814,13 +1152,13 @@ "output_type": "stream", "text": [ "\n", - "train: 17000 loss=-0.5227 val_loss=-0.4778\n" + "train: 17000 loss=-0.5004 val_loss=-0.4934\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ea0371ca5a2a4841aa2f92c7df45ce74", + "model_id": "007e66d0701d41a78e68edccdbf06d29", "version_major": 2, "version_minor": 0 }, @@ -3836,13 +1174,13 @@ "output_type": "stream", "text": [ "\n", - "train: 18000 loss=-0.4338 val_loss=-0.6027\n" + "train: 18000 loss=-0.388 val_loss=-0.682\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ef3639a83635406c8f80786b0387325c", + "model_id": "4b0e3820a7ad4b758b4eddae194bd9b8", "version_major": 2, "version_minor": 0 }, @@ -3858,13 +1196,13 @@ "output_type": "stream", "text": [ "\n", - "train: 19000 loss=-0.4711 val_loss=-0.4555\n" + "train: 19000 loss=-0.5421 val_loss=-0.5039\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "54b077e7c88043f18899e6796be58b12", + "model_id": "e8c32a8f9395439ab6c4c784f2c9a59b", "version_major": 2, "version_minor": 0 }, @@ -3880,12 +1218,12 @@ "output_type": "stream", "text": [ "\n", - "train: 20000 loss=-0.6305 val_loss=-0.481\n" + "train: 20000 loss=-0.7564 val_loss=-0.6155\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3897,7 +1235,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3910,7 +1248,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c9366ccd211e4a29a5d1e7932e9d5038", + "model_id": "8703b01bb95e426f83fbd5afb66319bc", "version_major": 2, "version_minor": 0 }, @@ -3926,13 +1264,13 @@ "output_type": "stream", "text": [ "\n", - "train: 21000 loss=-0.474 val_loss=-0.671\n" + "train: 21000 loss=-0.6138 val_loss=-0.7853\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2eaaea97e0fd4f31bbde9b14dea2f5b3", + "model_id": "71e4ed9e52f74283825c5c84eed1bba7", "version_major": 2, "version_minor": 0 }, @@ -3948,13 +1286,13 @@ "output_type": "stream", "text": [ "\n", - "train: 22000 loss=-0.7145 val_loss=-0.5649\n" + "train: 22000 loss=-0.7159 val_loss=-0.6321\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b1b90169914b492693157417b7c25c7d", + "model_id": "06da6857ddfe46799519386a9867573e", "version_major": 2, "version_minor": 0 }, @@ -3970,13 +1308,13 @@ "output_type": "stream", "text": [ "\n", - "train: 23000 loss=-0.8894 val_loss=-0.6678\n" + "train: 23000 loss=-0.9656 val_loss=-0.7696\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6baf84e4b0e54a67a789b79a29c94a50", + "model_id": "e8db32e11c8e4b0c85992e7400052314", "version_major": 2, "version_minor": 0 }, @@ -3992,13 +1330,13 @@ "output_type": "stream", "text": [ "\n", - "train: 24000 loss=-0.6787 val_loss=-0.6029\n" + "train: 24000 loss=-0.7619 val_loss=-0.7259\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "eaffb17951094513842c80ecd93a631c", + "model_id": "9d2f0c0d8f074cc7934f6f32d966eeac", "version_major": 2, "version_minor": 0 }, @@ -4014,13 +1352,13 @@ "output_type": "stream", "text": [ "\n", - "train: 25000 loss=-1.087 val_loss=-0.8553\n" + "train: 25000 loss=-1.09 val_loss=-0.9754\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4f96741d1b9b40ed9601d4c264e6caa8", + "model_id": "23dd11d78541499bb9134c31653333a0", "version_major": 2, "version_minor": 0 }, @@ -4036,13 +1374,13 @@ "output_type": "stream", "text": [ "\n", - "train: 26000 loss=-1.175 val_loss=-0.7792\n" + "train: 26000 loss=-1.263 val_loss=-0.9755\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d404c3178adf46cf8c970bf2cd982a0f", + "model_id": "4b562b70f6be42458afdb6d9658d1a1e", "version_major": 2, "version_minor": 0 }, @@ -4058,13 +1396,13 @@ "output_type": "stream", "text": [ "\n", - "train: 27000 loss=-0.904 val_loss=-0.882\n" + "train: 27000 loss=-0.9828 val_loss=-1.041\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "de87b164d59a4bc194bfcd6c7f74e851", + "model_id": "a97aa4d1e7504f36bf51bdb9e8c5e07f", "version_major": 2, "version_minor": 0 }, @@ -4080,13 +1418,13 @@ "output_type": "stream", "text": [ "\n", - "train: 28000 loss=-1.051 val_loss=-0.7785\n" + "train: 28000 loss=-1.116 val_loss=-0.888\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4644e58e95224854af6bace7bbb8a540", + "model_id": "bc65e01bcd3c4a25a7ea85917d95ed64", "version_major": 2, "version_minor": 0 }, @@ -4102,13 +1440,13 @@ "output_type": "stream", "text": [ "\n", - "train: 29000 loss=-0.6471 val_loss=-0.862\n" + "train: 29000 loss=-0.7575 val_loss=-0.8282\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "44b2a89d66a34394a0de4c60910ef4a1", + "model_id": "28e90b1804424dfd9a756b42f623f15b", "version_major": 2, "version_minor": 0 }, @@ -4124,12 +1462,12 @@ "output_type": "stream", "text": [ "\n", - "train: 30000 loss=-0.8829 val_loss=-0.7506\n" + "train: 30000 loss=-0.935 val_loss=-0.7941\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -4141,7 +1479,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAENCAYAAAAIbA6TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXxU1cH/8c/JJCEZQlgKsq9hExBFqSioIFVZxK3G5fEB1Gp5WawKRf2pRR/ErbVFHhSrVnxaBClKXBAV64JKWwTFhVXARFmVPQayJ5Pz++Nksi8TyCQk9/t+veaVycy9c2+Sm+8992zXWGsRERHviKjvHRARkbql4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8EuDZIx51hhzf33vh0hDpOCXOmeM2W6MueB4PsNae4u19qFa2h9rjOlZ+HyGMWZhbXxuic+/1hiz1RiTZozZb4yZb4yJL/F+K2PM68aYDGPMDmPMdWXWv67w9QxjzBvGmFa1sa54l4JfTjjGmMj63odjVcm+/wcYZq1tDvQAIoGHS7z/NJALtAX+G3jGGNO/8PP6A88BEwrfzwT+UkvrildZa/XQo84ewAKgAMgC0oG7gW6ABW4CdgIrC5ddAuwF0oCVQP8Sn/N34OHC5yOA3cA0YD/wI3BjDfbJAj2B0bgQzSvct3WF7zcHXij83D240PYVvncDLthnA4eC+1TFtuKAF4F3Cr9vWrjN3mV+R38ofP4osKjEewmFyzc7nnXr+zjQo34fKvFLnbLWTsCF+yXW2jhr7eMl3h4OnAyMKvx+OdALOAn4Enipio9uhwvojrgTyNPGmJY13Ld3cWH5cuG+nVr41t+BfNzJYRBwEXBziVWHAN/hStWPVPTZxphzjDFpwFHgSuB/C9/qDeRba7eVWHwd0L/wef/C74P7mEJh2B/nuuJhDfaSWhqlGdbajOA31tr/Cz43xswAUo0xza21aRWsmwfMtNbmA+8YY9KBPsDq49khY0xbYCzQwlqbBWQYY2YDk3DVKAA/WGufKnyeX9HnWGv/DTQ3xnQEfg1sL3wrDjhSZvE0XIk++H7Znzf4fuA41hUPU/DLiWRX8IkxxocrPV8FtMFVDwG0pnyYARwqDP2gTFzwHa+uQBTwozEm+FpEyX0t87xK1to9xph3gcXA6bgqpfgyi8Xjrgyo5v2C41hXPEzBL/WhsilhS75+HXAZcAGudNwcSAVM+dVqVdl92wXkAK3LnFiqWqc6kbj6doBtQKQxppe19tvC104FNhU+31T4PQDGmB5Ak8L1Co5jXfEw1fFLfdiH691SlWa4wD0E+HF173VhH9DNGBMBYK39EXgPmGWMiTfGRBhjEowxw0P9QGPMfxtjuhQ+74q7kvmw8PMzgNeAmcaYpsaYYbgT3oLC1V8CLjHGnGuMaQrMBF6z1h49nnWP+bcjjYKCX+rDY8B0Y8xPxpg7K1nmRWAHrhfNZo6jrt4Yc58xZnmIiy8p/HrIGPNl4fOJQHThfqQCSUD7GuxCP2CVMSYD1wNoK66eP2gyEIvrkfQP4DfW2k0AhV9vwYX4ftwJcXItrSseZawNz41YjDGJwH8Bg3G9MnbiSiePqsQhIlJ/whn8q3FhvxTXx3oQMAPYAgy11hZUvraIiIRLOIO/jbX2QJnXJgLzgV9Ya1eEZcMiIlKlsNXxlw39Qp8Xfu0Yru2KiEjV6rpxN9gT4ps63q6IiBQKW1VPuQ25EYtf4eY/ubCSZSbhRkQSGxt7RufOnWu0jYKCAiIi1FFJ6oeOP6kvJY+9bdu2HbTWtqlq+ToJfmNMHPAx0AE401q7u7p1Bg8ebNeuXVuj7Xz88ceMGDHiWHZR5Ljp+JP6UvLYM8Z8Ya0dXNXyYR+5a4yJBZbhBuwMDyX0RUQkfMIa/MaYKNxgl8HAhdbaDeHcnoiIVC9swV845P0lYCQwzlp7XLMkiohI7Qhnif9p3MyKj+Cmsj2rxHu7VeUjIlI/wtkFYUzh198Dn5Z53FzZSiIiEl5hK/Fba7uF67NFROTYqdOxiIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjGl3wWwuBQH3vhYjIiSuyvnegtuXnw6pV0LQpxMe7R/PmEBtb33smInJiaDTBn5KSwuzZs7n00ktJT08nNjaOCy4Yz9VXT6NjxwSiokqfCJo1A5+vvvdaRKTuNYrgX758OYmJieTk5BAorOfJzDzK22/P47335jNjRhJDhozh0CE4dMitY4y7KmjevPiEoKsCEfGCBl/Hn5KSQmJiIpmZmUWhHxQI5JGdncmMGYns2ZNS6j1rIT0d9uyBb76BNWtcFdHGjbBzJ/z0ExQUuM+fPHky8fHxREREEB8fz+TJk0lJKf15IiINRYMP/lmzZpGXl1flMnl5eSxZMrvaz8rNhYMH4bvv4Ouv4c9/Xs6AAQN5/vl5HD16FGstR48eZd68eQwcOJDly5fX1o8hIlJnGnzwL1y4sNrgDwTy+Oc/55OWdoiCgoKQPnfPnhT+538Syc7OJD+/9Ofn5eWRmZlJYmKiSv4i0uA0+Dr+9PT0kJbLzk7n8stb06/fvxg06BwSEuDw4SVs2vQaI0dewznnXA5AVlY6KSnrefPNZ0K6kpg9ezZz58497p9DRKSgwPVMjI4O73YafPDHxcVx9OjREJb0Ac3YvPkkNm8OvvYZsJhNm07l888hIQEiIjYwa9YwIiIiqr06yMvLY8GCBQp+ETluaWmwdSv07AmtWoV3Ww2+qmf8+PFERUVVuYzPF8Vll93CggWpzJjRm/Hj4ayzoGXLicAC9u8fx5tvwuzZMGtWBDAk5Cqh4BWHGoFF5FhYC99/79oVMzPrZpsNvsQ/bdo05s+fX2W1TFRUFFddNZWOHaFTJxg+PPjOKaSlnUJKCiQnu0dKyhB27FhNIBAPVH8lERvrL+pOmpeXV7QfwUbg+fPnk5SUxJgxY47/hxWRY7Zjxw46deqE7wQawJOXB5s3Q2pq3W63wZf4ExISSEpKwu/3l/uD+nxRxMT4mTEjiY4dEypcv3lzOP10uPpquO8+eOEFeOcdGD58PBERVV9JgKvuufJK15207MlHjcBSm3bvhs8/d92Ov/sOcnLqe48ajk2bNnHmmWdyww03FHX7/vHHH/nLX/7C3r1762WfMjLgiy/qPvShEQQ/wJgxY1i/fj3jxo0jPj4eYyLw++MZN24S8+atZ8iQmpW2o6Ph17+eRnR0dVVIkXTt2p/c3NAagUWORSDgSoXJyS4scnPdWJO1a4sHJErV0tLSyMzMZN++fUUFtCVLlnDrrbcyefLkOt2XvDz3t/ziC8jOrtNNF2kUwQ+u5D9lyhTS0tLIzQ2wd28azz03l2HDEjjppJpP0dCxYwIzZiQRE+PH5yt7AojCGD/33fcme/Z8SyBQffAvWLCg5j+UNGqhtAulpbmA37+//Pp5ebBhA3z7resNIpUbOnQoK1euZOnSpcTExADQt29fLrnkEq677rqi5TZs2MDw4cN58cUXa30frHVXbWvWuK/1+Tdr8HX8FYmMdEHfrFn593JzXQNKZiZkZRV/zcpyf5iShgwZw7x561myZDbvv7+ArKx0YmLiiIiYQEbGVBYtSiArK7TupKF2OxVvCKVdaODAMSQnlz8uy9qzx40079EDfvazOtj5BmLdunVkZ2czZMgQAAYNGlTq/YsuuoiLLrqo1GtLlixh5cqV9O3bl4kTJ9bavhw+7Er5ddV4W51GGfxViY52jxYtSr9urbvsKntCaNIkgSlT5jJlSnGXzYMH4Xe/g5QUMCaOUBqB4+LiavknkYaq5DQjZQVPBFdemcjzz6+vtG2qrIwMV/pv2hS6dIGTTnLzUXlVcnIyI0eOJD8/n1WrVtG/f/+Q1ps2bRq9e/emX79+Ra/l5+cTERFBRETNK0iyslzgn2hVcp4L/soY4yZpq2iitkDA/QG//dZderduDU88AVOnwu7d44F5QNW9iiZMmBC2fT+RWOuqIKp7WAsDB3oznEKZZiQ3100zUrLAAe5YzMkBv7/i9TIy3NxT338PnTtD+/ZwDHnV4HXr1o1f/OIXZGdn07Nnz6LXAwE3QKqgwD0PBMo+b86IEeMJBFwD+sqV/+Sxx6Ywc+YMrrnmmpC3n5cHu3bVf5VOZRT8IfD5IC4OTjkFvvrK/XO1bu36/d922zT27p1PdcE/derUutvhOpSb6/5B0tLcwZ6fH/q6Bw64kqnXhDrNyPvvLygK/gMHYOFC+OQT97tu1w769YOLL4ZBg8qfQLOzXUFlxw7XhblDB1cF6gXWQm5uJHPmvERmpmX79uiiq/jc3Jp91oYNO9i2bQuzZ7/AsGHX0LYtVDVsKC0NfvjB/b1OxMAPCuuhYIzpDMwGLgQM8AEwxVq7M5zbDZfISFdK/eor94/VujU8+WQCv/lNEocOJeLCP6/MOpEkJSWRkBDaJXtDYS18+mkKf/rTLN57byFZWeXvgVCRPXtSeOWVWXzwgVsnLi6O8ePHM23atEb3O6pMqO09wfajzZvhgQeKqwt8Pti71z1WrIDevWHiRBg6tPwJIHhi3rnTXQF06dJ4r7J27jzK3LnPM3r0bYVdsavvjl2dsWN/hc8XyYUXjic52V1Jde/uqoqzs11NQPBr8NEQGFtdy9GxfrAxfmAdkANMByzwMOAHBlprM6paf/DgwXbt2rU12ubHH3/MiBEjjml/ayIz04V/sNB24ADcfnsKe/fOJiJiAdamExPjp1On3tx333wuv3xAuTaFhiw9Hf72t+XcfbdrnCzZq8nniyIqKqroHgglrVmznBkzyq8TFeXWaegD3UI9/uLj40OaZsTvj6dXr/Fs3HgZgcBFnHoq/Pa3Lnh27oSVK2Hp0uJ+4F26uCuAiy4q34ZVvG3o08e1BTQGubnuBPjjj/Doo7/hzTefZdSo67nnnr/X964ds4EDaz5lQ8ljzxjzhbV2cFXLhzP47wCeAPpYa5MLX+sOfAvcba19oqr1T+TgBzhyBNatK76/74EDrs5/zx53CT5rFhT2GiMyEk47zVUXNXS7dsG//pXCTTcNJDu78i4KMTF+5s0rbpzcsyeFm2+ubp0YNm7c2GBL/qEcf5mZcOONk3n11XlVdgP2+aLw+3tz9Ogm4Gouv/xlJk8uX82QkwPLlsHLL7tOB+COt3POgXHjXDVQRXX8ERHu+IyJce1aZZ+fqNVCmZlw9GjxeIZ9+4p7PX311UfMnv0bHnwwie7dB4T0ecF7dOfluc8r2Q4VrBbq3t1dZeXmZpOcvI5+/YaE6adzGnrwfwjEWGuHlXn9EwBr7fAKVyx0ogc/uC5aGzYUH3gHDsBtt7mD8eyz4aGH3AGTn5/Hd9+tZeLEs4tOBg3R99+7OuPZsyfz9tvVB9f551/NyJHX0qFDAq+99lS16wCMGzeOZcuW1fau14mqjr/8fNi2LZdvvjlIdnZWtSfBiAg/BQX/xOf7mMTEn3PLLaPYuXMLS5c+w623zi7XwyQ/H1avhrfecqN7g/XL7dvD2LEwerSrmgxVZGTlJ4WYmLppMM7NdSF/5Ejx1+rakAKBAD6fj+xsV9e+e7crjAUfe/e6qplgsOfnV99dtnVrGDnyECtWnE5mZiovvZRCixZtau8HLaMugj+c5/X+wNIKXt8EXBXG7daZVq2gb1/XiwKgTRt4/HEX/p9+6kr9t92Wye23D2PHjm9o2XI9l1/eu8rGoRPVhx+m8OSTrm4+M7P6aopAII9PPknigw9e4ppr7uGDDxZWG/oAb731FikpKQ221F+WtS6Atm7N5r77rmTnzm+YM2clM2YkVVjt5fNFYW0UBQVJNG16Do8+eg4DB7rCwz33jOXHH7+nffvuJCZOKVpn//5d3H33aDp06MFdd/2VQKA9y5fD8uWuCuSFF+Bvf3OFkWuvhQEhFIbz812VXmXNEU2aVH7FEB1d83aEgoLyIR/qqNbU1P3Exp7EZ5/BJ5/4WL+++OonFBERbp+jooofwe8zMlxB7pVXfgb0x+/fzZo1exk1KnzBXxfCWeLPBZ6w1t5T5vWHgXusteVOOsaYScAkgLZt256xePHiGm0zPT29XvrL5+WVnjdly5Z4fv/7U8nN9XH11Ts4dOgWvv76C3r37svXX39BdnYWsbGxXHDBBVx99dV07Nixzve5Jv797zU8/PAM8vPzyt3esmoGGAtcCdyEa+ap3mWXXcaUKVOqX/AEU/b4C3a9LCiAzMwMpk+/k717f+CRR2bRvXtPfvxxD0uXLuGjj94nKyuLmBg/0dH/RVraPbRo0ZmZM9fRvXtxU9i6dV+yfPmbTJny/4iJiWX//n00adIEv9/PAw/czcaN63j66b/RpUu3ou2vW9eSf/6zA2vW/IxAwBXTBw5M5dRTU+nUKZNOnTJp3z6LqKjazYFg8BtT/Cj5ffB5sCvlsfSAyc2N4JVXvmXJkt9izCMEAr8res/nK6Bdu2zat8+iQ4csOnRwP2e7dtnExgaIiiogMrKAqKiCKkf0WwsbNzbn3Xc78J//RBAItAJ8nH76IUaM2E/Xrhl06pRJdHTtdeGJja3ZLANQ+tg7//zz67Wqp8bBX1JDqOopKSXF1X8HffopTJ/uDugxY5JYseL6wuBsWI2aKSkpDBhQdbVEZYyJx+9PK6w7DW22U4CmTeM5ejStwfU+CR5/mZnueCg7aOfIkcMcPryXbt36lVt37Vp3hbh3r6ue+dOfoKLygDGuD/+aNe9z771Xceqpw3nooTc4fHgvmzev5txzryhatqCgoKhK6PBheP1198jIAHcSdr/giAi3zS5d3CPY+6dLFzeJ4YkmEIBXX4XFiyE1dTrwCPAQfftO57zzYNgw97ur7Uk4U1MhKQkWLSr9ekSE6zLbvTt07ep+b127ut+p31/11U8g4Kbj2LvXtV/k57uut5dc4rrshupEqupJBVpW8HqrwvcalYQEV/IPTvR39tlw553w+OMpLF9+PVD5KM3ExETWr19/wlRvpKSkMGvWLBYuXBjiTW7K8/miGDduAsGC+xNPjGfZsmdCWjczM53du10ANTTJya4u2VpIT/+JTz55lYsvvgmA+PhWxMeXrrw9cADmzYP33nPf9+oFjz1WfuoFY1yYdOjgqiHatu3D9OnQurWhX78scnLa06PHFRw54rb9xRcf8te//j+mT19E5869adUKbrrJzUK7ciW8/PJ1HD6cTGzsXA4fHlJUB/7pp6W3Gx9ffCIoeUJo375uGoBzclx31OC06cnJsGVL8RVCz54P07//BSQmDqNTp/DuS8uW8Otfw89/ns4LLzxE06a/5YcfOrNnj+tltbOCTuo+X/H0MfHx7muTJu4kcvCgy4viq50A7oZR8O67NQv+mgrnn24Trp6/rH7A5gpeb/D69HHhHyzpjRkDy5bN4ptvqq7bzsnJ4777ZvPkk3Np06Z+R1pWNIfMsQjeAyHommumhRz81hbQtWtEg+njb62rS8/IcI2J4BoZ77prFFu2fEZubjZXXHFrqXUOHHAlx7ffdsdMVBTccIML5rKBGhkJ/fu74Anq0qULX375Jd27d8cUFim7dHENlgcOWKZO/R+2bfuCjz56mYkT7y9ar1kz1+VzwYJPycjYwdNPx9O+vQv9xYtn8eWXi2nf/i7y8q5m505X175pk3uU5PO5UnXZE0LnzhXPkRWKtDQX7N9+Wxzyu3ZVVA00mbi4fowdewm33NIVY0Yc2waP0YoVd7Jx43Ocd14KL76YVDRbanC8xM6drhPE/v2uneKnn9yjMq1bQ9u2BezYMYzmzYcyaNAMTjopPqw/QziD/03gz8aYHtba7wCMMd2AYcA9VazXYBnjunKuW+f+YQB27FhIVaN6wTWEvvXWAn7zm7kkJ7szfYcOFU8fEU5VzSETqpL9+EsO4urYMYGzzrqY1avfDulzrLUN4mY2qanF0yWXrDX1+Xz88pe3sWDBQwwdeknR6wcOwD/+4Xrf5OW5Y2bECFcar6jEGhPjenlUNEVDjx49yr0WHQ0dOxo+/vht5sx5iptvvofUVDhwIMCKFUmMGHEVERERzJu3juTkr+jUqTc+n6umyMpaxcGDa7n55mxGjXI/z8qVH/PCC3fRrds1tGlzJ7t2uWDbt6/yUm7Llu7RtKnb76ZN3bEc/D74iI52wR4M+oMHA0A6EKxfOgiMIyrqCCNGbKZnT3dl/fzzX7N16zPs3fsxxiRV+rcJdlkNTsVSskdSRe0OFX1fUOB+1r17i8ftTJgwnd27t3HddfcW/c579nSPsnJzXQN5yYbr7Gw3zqJ1a/e/Hh0NGzZ8yu23ryE2dg/PPfcoHTpU+mPVinDW8TfFDeDKongA10NAM9wAriqHLza0Ov6S8vLgyy/dKL6RIyMI5XdsTAQrVpRuOG3Z0p0AWrcO/2jLlJQULrvsMjaVLdrVgN8fz4UXTii821n5EvqePSn86lenkJtb8+GNfr//hKoOy8py9fgle4+kp39MXNyIUsvl5uYQHd2EgwddCT8Y+ODuBHf99S50K+L3u/EftXHj7VWrVjNs2NmMHXsNDzywuMIRpunpaSQnf0XXrv1o2dLNpbFo0R94/vl7ueKK27j99icB11Zx552j6Nr1XM4++4mik8GuXe5RfW+cA0Ay0B7oVvjacuCXNGs2ipEj36BXL+jRI8CUKXHk5mazbNlPxMW5E8IXX3xAIBDgtNOGEx3t+kdHRLj2iBYt3NfYWFelUluCJ4A9eyrv6XS8kpO/5vDhfdx886iG253TWpthjBmJm7JhAa4l6UPclA2Neo7iqKjiqR1iY+NC6v4YG1u+N1JqqntER7s61Q4davdgDgpW7xxrSd/V508qN6FYWR07JjBz5qsVdmOsTm6uu5lNfd/YPj/fXcbv2VO+CmL//r088MAvuPvu/6Ndu64AHDnShH/8ww2yKhn4Eye6aZQrExsLp55aO6EP8MEH7xEZGcnkyRMYMsT9HBkZLsSCX32+5px22ohS61122WT69TuL5s2Luy9+++2XfPvtWqKiIhk5snjZ+++/gr5923HFFY+Rn9+CjAxYtmwGO3d+wbnnziE6ugeZmbBmzRNs2/YHunWbydCh99OzJ0RHd2D69Gy6dz9McYcuH08++S9OOqkLTZsWV32cccYFgPs/a9/edauOjw9vFWmwAbx9e1f637q1+Arv8OF9tGrV9pg+Nzc3u+jk1bPnabW1u9UKW4n/eDXkEn/Q0aMwceJkli2rfuDS+ee7klhVjHEHeYcO7mttXAWkpKQwcODA46re8fv9fPTRetq1Syg1pXVlE2Lt2ZNS6h4H1obWFS4uLp4jR+qnt0+wHn/79sp/rgceGMm//vURw4dfxW23vVIU+MHlQwl8cNURgwbVdom1gEOHDtGmTdX9z7Oyyp8QsrNLV2NlZWWwdevnBAIBzjjjFwAcPZrKpZe2Ijo6hnfeOYrP58qUU6aMYN26T/jznz8oWvbdd+fzxhtzGT36Ri6/3N39KhDIJysro6hUX50mTeDMM2u/506oMjNhxw7Lgw/ezWuvPcUzz3xGQsLAGn3Gvn07mTRpEJddNpkbb5xZ1FbT0AdweV6zZjB9+jTefXd+NcEfQW7uTNatq3qqYmtdw/GhQy4cgiWQ6kqFeXnun7eix6OPziIn59gacUt2Rz3zzPJVMPn5xRNXlbzhTWRk6XschFodlp5+lE2b4OST6/Yf/qefXB10dZf4t976O2JiehMb+weuu6448M87zwV+KLVUMTGueqe2r+wiIiKqDX0org8vOco3EHAngeITQlOaNRtRahRtTExTZs/+iAMHdheFPsD48b8nMXFKqVAcPfp6Ro++vtR2fb7IKkPf5ytuG2ja1JXw6/Oe6X4/nHyyoWXLbAKBPDZu/FeNg/8//1nKkSOH+eGH74pCv66oxF8HXnppOTffXL56IyLCjdK0dgHwSwA6dszgvPMOkJjYLaSzvjFuxHDbtq7qoWyw5+RUPcz94ovjQ6qKqsitt97K1KlTj6nePTfXVZfs3g2jR4e+DzExTcnJyayTHj8V1eOXdfjwXlq2bEtqquHFF3exfHnnosA/91wX+BU1+lWkSRMX+nXdqH+scnJKXxlkZLgT/PFEis9XulE4+PVEneokLS2tcKzL6ezcWdyVN1SbN6+hRYs2dOhQfBnYoOfqOV6NKfgBVq5M4Ykniqs3YmPjihpCIYF33oF337UcPnw98CbGvMzZZ49i7Fg466zwlW5CLW1XpDaOnawsVx2WlPQsoY7sDQrXALiq6vFL2rbtS+688yK6dLmd5OQHikZv1zTwwdVXn3Zaw581041Sdif24E1Pgjc5Kfu8oMAFesmAD0cbVl1KTbVs2WJKjeSvKVX1NCLnnZdAu3Zz+eGHihsnf/1rGD8+l2nTjrB1ay7QiVWrYNUqN5hn1Cg3LqA2B6kcOXI45MbnsgaEMuFLCGJj4bHHppGUFFof/5JqewCcta7h7vvvq79hx+HD8Pe/f8fRo6ls2vQZkM9ZZ6Xyq1+1oVevmm3X53P/7A099ME1gjaGWWiPxZo1a5gyZQrz5y8iJ6d7pbdbfO21pxg48K/VfdgAAA2eSURBVDx69jy1bnewBAV/HerVywVKZVUHsbFNePrp19m+fTPNm/fnvffgnXdg1650Fi2KY9EiFxBjx7qGwmO9/C0ogOeee4TXX3+Url3HkpKyFGtrVs8/Z86cY9t4BXr2TMAYc8xXEJmZmYwbdzmvv/4GffseW/iHWo+fmuqmCli6FHJyEoH3Ofvsc7jxxkjat99UrjtnVYK9tTp2rL3eO1J/7rnnHlavXs28ec/w+OOPs3u3G9SVn188dUZGxhGefnoqMTF+Fi36jubNazBlai1S8Neh4ACvDRuKb55RfhlD9+5uwPO110LPnh8wY8Z/0afP39i8eRzr18P69fDUUzBypBuF2bt3xQ3C6enF/at37y7uZ71nD+TkHAIySU7uhrtTUejB/+CDDzKyZD++WhAXF3fM00MAbNmykUGDBvLYY67aJ9ifu7qTY3a2q8c/cKDq5VJT3Zz3r732EXl5XYEeDB0K118/kt693TKh9u9u1syF/UknefN+uI3V66+/zh//+EcefPBBAPLzt3PHHVeSnW145hlXbd20aTw9epzChRdOqLfQBwV/nYuIcP2z09NdtcL+/VVXK3z44UtkZBxkwIDPmTlzHB995K4CvvnGdRVctsx1Dxw1ytWdlgz40sPED+KmSHL1EC1azKRVq8s5+eTzsHYk77+fSEFB1X3rBwwYwJw5c2o99AHGjx/PvHnzjmuaiOzsTO69N5E2bYpvANOkiTsBBAf3+HzF0w2np7sqm6rq8X/6qbiEn539b2AMTZq046GHPuPnPw/9hsHGuJ4ynTqdmBOfyfFr0aIFjz32WNH3bdu2ZePG9RhjaNUqi8OHXav9H/7wDj/7Wfv62k1Ajbv1zloXPvv2uSqgsiFUUFDAihWLOf/8a/AVtvBaa9m+3fDOO25yr+D0EGU1aRIMmjVs3DiWVq26c//9a+jSxVeuHrZs33q/P47x4ydw113H1munpmpjPAGEPpisOj/95Er4b7xRPBL1zDOPcuDAhZxyyuncccfccjdDqWjkbnCQUceODb/hUmru888/p2/fvjRr1oyDB93Ar+rKNurV44HgLyk/31U57N3rJqyqSFZWBvfeezHXXXcvZ545iu3bU3j66Vl89dVCAoF0oqLiGDx4PNdeO40BAxKIiHA37b7hhn507tyH++9fTPPmP6v4w0sYMKBmd2yqDbU1QZzfH8/bb1fyC6xGWpoL/NdfLw78s85yE6j16eN+/zEx/gr7XZcM/rg4F/Zt26o6R4rl5Li5iQ4dqrzbp3r1eExkZPGgrKwsdxWwbx+l5lVZtuxZ1q37hLS0gwQCecyceU2p8QF5eUf57LN5fP75C8yc+Spnnz2O2Ng45s79lNatO4Q0UKRz57oPfYAxY8awfv16Zs+ezYIFC0hPT8fv95OdnU1+dffcKyErq+YzgqSlwSuvwGuvlQ78Pn1epKAgmT59ZgIQG1t115tgdU5lNzsXb2vSxBWq8vLc//aOHdVfAYSDgv8EFRsL3bq5R1qauwo4cAASE6eSm5tDr16DmDEjscIbpARPAg88cCV///tmOnZMoE2byu/yFRw007SpK6mGe2bAqiQkJDB37txSc/IsX76cK69MJCsrtGogny+Of/8bzjij+sFQwcB//fXiE+yQIW7ytFatdjJ+/M3k5+cxePCFDBx4boWfETxh79wZ2m0NRaKiXAGhXbvizhc1urndcVLwNwDBxsleveDgwQjuuOM+7r9/crXVIQUFBSxZMruovtsYF4RxcaWD/kQdFRk0ZswYNmxYz6WXXs7mzRurXT4/fyT33+/+uc44A4YOdTfGCV7F5ObCxo3FNycvGfgTJ7qeV04X7r33Rfbv31Vh6DdtWlyd4/OVvgObSCgiI93srJ06ud5lwRs5hX27dbMZqQ0REa4L4EknwYoV1d+8vKAgnw8/XMCzz84lLs6Njmyo9c0JCQm8+eYbITUADxlyHkeOuJ5Pq1e7B0Dfvu5Et2FD6Xskn3mmK+EHAz89/Sfi4lxdzciR15b67OBEeZ06lb4xisjxiIpyx2e7du55uCn4G6j0EDuNZ2amh/UWbnUpISGBpKQkEhMTyc3NIz+/+MTn80URGRnFVVf9jptucnf+OnQIVq2yfPTRd6xbN4stWxbibvQRR3z8eIYNm8a4cQlFgW+t5cUXZ/L22/OYM2cl7dsXT5QfGen+KTt2bDhz6UjDU1dtQwr+BirUAU9xjWz8fLAB+E9/ms3ChQvIzCw971HJG8AUFOxm8eLhHDz4A8YEKB6kdpQjR55l+fJnWL7c4PfHccEF4/nlL29j7dr3OXToB7ZuXUv79t3x+13Yt2tXv7NBitQmBX8DFcqAp6ioKCZMmFCHe1U3EhISePbZuTzxxFx273aD4Crq9PP887/nhx++q+RTbNHXzMyjvP32PN57bz733PMisbHTGT16NJ061bxbnUhD0EBrfGXatGlEVVMZGBUVxdSpU6tcpiHz+910FUOHuvr5sjeniYmJxZjQDvFAII/s7Ez++MeJjB3b65j6Uos0FAr+BipY3+33+8udAKKiovD7/SQlJZ0w96gNp2Cj98CBrvdOjx6ux82HHy4K+e5eQfn5eTz77Oww7anIiUHB34AF67snTZpEfHw8ERERxMfHM2nSJNavX1+rc9Q3FNHR0KUL/PznxzaQKy8vjwULFoRhz0ROHKrjb+AqGvAkzrHO+BlqjymRhkolfmm0xo8fX207SEUaW08okbIU/NJohdIAXlZj7QklUpKCXxqtqhrAK9PYe0KJgIJfGrmyDeDB2UnLzlLqtZ5Q4m0Kfmn0gg3gaWlpFBQUkJyczOTJk9UTSjxLvXrEc9QTSrxOJX4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIx4Ql+I0xvY0xc4wx640x6caYH40xbxpjTg3H9kREJHThKvFfBJwPzAcuASYDbYDVxpgzwrRNEREJQWSYPncx8LS11gZfMMasALYDdwATw7RdERGpRliC31p7sILX0owx24CO4dimiIiEps4ad40xrYABwDd1tU0RESkvXFU9FXkKMMD/VraAMWYSMKnw23RjzNYabqM1UO5qQ6SO6PiT+lLy2Ota3cKmRDV85QsZcwHwfggb/8RaO6KC9e8FHgVustb+Xwifc0yMMWuttYPD9fkiVdHxJ/WlpsdeqCX+VcDJISyXWcEO3YIL/enhDH0REQlNSMFvrc0EttT0w40xE4C/ALOstY/UdH0REal9YWvcNcZcAfwNmGetvTNc2ynjr3W0HZGK6PiT+lKjYy+kOv6aMsacB7wHbAJuAwpKvJ1jrf2q1jcqIiIhCVevnpFAE+B04D9l3tsBdAvTdkVEpBphKfGLiMiJq1HOzqlJ4qSuGGM6G2OSjDFpxpgjxpjXjDFd6nu/pHEzxiQaY141xuwwxmQZY7YaYx4zxjQLaf3GWOI3xvwWNxBsPvAl0AK4GzgNOMda+0U97p40EsYYP7AOyAGmAxZ4GPADA621GfW4e9KIGWNWAzuBpcBuYBAwA9f7cqi1tqDytRtv8LcGDpWZJK45bpK4ZdZaTRInx80YcwfwBNDHWptc+Fp34FvgbmvtE/W5f9J4GWPaWGsPlHltIq6w+wtr7Yqq1m+UVT3W2oO2zBnNWpsGaJI4qU2XAquDoQ9grf0e16HhsnrbK2n0yoZ+oc8Lv1abcY0y+CuiSeIkDPoDGyt4fRPQr473RWR44ddqM84zwU8Ik8SJ1FArILWC1w8DLet4X8TDjDEdgZnAB9batdUt3yCC3xhzgTHGhvD4uJL17wWuA35b8rJcRKShM8bE4Rp584EbQ1mnLqdlPh6aJE5ORKlUXLKv7EpApFYZY2KBZUAPYLi1dnco6zWI4NckcXKC2oSr5y+rH7C5jvdFPMYYEwUkAYOBC621G0Jdt0FU9RyLepokTrzlTeAsY0yP4AvGmG7AsML3RMLCGBMBvISbHudya+3qGq3fSPvxa5I4CTtjTFPcAK4sigdwPQQ0ww3gSq/H3ZNGzBjzDHAL8AjwVpm3d1dX5dNYg38G8D+VvL3DWtut7vZGGrPC6RlmAxfieo19CEyx1m6vz/2Sxs0Ys53Kb7H4oLV2RpXrN8bgFxGRyjXaOn4REamYgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj/n/XByZjKETkSMAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -4154,7 +1492,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c4a507babe45410a8a0d5b5dda40320b", + "model_id": "ed5e65293fcc40be8b0c57564a90967a", "version_major": 2, "version_minor": 0 }, @@ -4170,13 +1508,13 @@ "output_type": "stream", "text": [ "\n", - "train: 31000 loss=-1.062 val_loss=-0.8208\n" + "train: 31000 loss=-1.096 val_loss=-0.9273\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4b29b2b60238445b88726bf75b97940e", + "model_id": "3c68ffb9370f4ca3abdcc40632257eb9", "version_major": 2, "version_minor": 0 }, @@ -4192,13 +1530,13 @@ "output_type": "stream", "text": [ "\n", - "train: 32000 loss=-1.282 val_loss=-0.9535\n" + "train: 32000 loss=-1.316 val_loss=-1.061\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bb3b3f70374c4778b16b332e37791067", + "model_id": "48e52909ea1e4786a69303ec1df3252b", "version_major": 2, "version_minor": 0 }, @@ -4214,13 +1552,13 @@ "output_type": "stream", "text": [ "\n", - "train: 33000 loss=-0.9241 val_loss=-0.8106\n" + "train: 33000 loss=-0.94 val_loss=-0.9839\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0566df4f5e594a55aafbd4e765bf7d90", + "model_id": "87e55d17a0274eaa90a54f0c995a7202", "version_major": 2, "version_minor": 0 }, @@ -4236,1677 +1574,20 @@ "output_type": "stream", "text": [ "\n", - "train: 34000 loss=-1.046 val_loss=-0.9872\n" + "train: 34000 loss=-1.097 val_loss=-1.056\n" ] }, { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f866f8444c764fa18970bdd1deaccfda", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 35000 loss=-0.9581 val_loss=-0.8569\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "21721d4af40f4d0898802984c374fa5e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 36000 loss=-1.235 val_loss=-0.973\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7b341ed132774557ab50379161b32168", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 37000 loss=-0.796 val_loss=-1.094\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a53327c39b384d6a9c1d251faef89a0e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 38000 loss=-1.087 val_loss=-0.9314\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3e29aab0e49c4e868363f76729d8a1c3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 39000 loss=-1.074 val_loss=-1.199\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c5efbb1b371e43eba32141aacc021a72", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 40000 loss=-1.117 val_loss=-0.9872\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "00ca99f774b24b6299e30e58b9e0a627", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 41000 loss=-1.319 val_loss=-1.024\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "088a553a23b640d5a109af73bcc34b0e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 42000 loss=-1.313 val_loss=-1.072\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "02fcb07488d44040a7f977dcb86f1b81", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 43000 loss=-1.155 val_loss=-1.095\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "da9fc844efc14724803ecd61b680aa98", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 44000 loss=-1.352 val_loss=-1.097\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9e65f21ac7ba4e27acaed7614db4d3d7", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 45000 loss=-1.138 val_loss=-1.232\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d125ee04e81b4de789f9472af895b7fa", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 46000 loss=-1.101 val_loss=-1.336\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "78f6797cbaf54ed3838e2dfe2ce6ea11", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 47000 loss=-1.126 val_loss=-1.201\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a748a2a892404711bc15131b3a0cc063", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 48000 loss=-1.426 val_loss=-1.156\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f9f970cf42a2480082fabc19df98f853", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 49000 loss=-1.526 val_loss=-1.385\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "02be71d80c144cc69e31e6ae36f278fc", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 50000 loss=-1.033 val_loss=-1.149\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e9d2d6c13081472191f9ad7696ed7fdd", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 51000 loss=-1.162 val_loss=-1.253\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "37adae4040e74b23bc95288c75f9f627", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 52000 loss=-1.502 val_loss=-1.289\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5c1466739dcc44b4b21cb98237e89341", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 53000 loss=-1.194 val_loss=-1.206\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fb93780e65db4d78b7308afd26e6eb81", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 54000 loss=-1.302 val_loss=-1.057\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "43d3652fa9d6471c88a636b40325ca60", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 55000 loss=-1.285 val_loss=-1.333\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3635e853fc2444b8a7de18777689e141", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 56000 loss=-1.348 val_loss=-1.193\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "01d9e249b5744df4969ac509e08f2305", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 57000 loss=-1.365 val_loss=-1.281\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "decc96a2f4ab44dd9c66d0fe524d8a25", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 58000 loss=-1.055 val_loss=-1.143\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2721c43b349b44c0ac21a06d09372db8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 59000 loss=-0.8762 val_loss=-1.163\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "70a203405cf74d68b435b60553c41c9f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 60000 loss=-1.211 val_loss=-1.288\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAfKElEQVR4nO3deXhV1b3/8fdKckJychJl0sokilivIFbFolhlUOrF0qv1FzuIWL2tKCBXrdartj5Sr1pvW7RVaqvF3jpri9aBwYpFtA7wiFomw5AoIhiZyURCkpPv7499QmNIIMM5OTlZn9fz7Aey91l7rRM2n73O2nuv48wMERHp2tKS3QAREUk8hb2IiAcU9iIiHlDYi4h4QGEvIuIBhb2IiAcU9iIiHlDYS1I55zY4586Jw34uc8692coy5pw7Jvb3Gc65x9vbjibqONo5N9c5V+ac2+6c+0WDbT2cc391zlU45z5xzl3cqOzFsfUVzrnnnXM94lFW/KSwF4kD51xGE+sygYXAIuBLQD+g4Qnlt0A1cDgwEfidc25IrOwQ4EFgUmz7HuCBOJUVH5mZFi1JWYDHgDqgEigHboytPw14G9gNLAdGNyhzGfARUAZ8TBB0/wZUAdHYfna3sH4DjgH+nSA4a2Lll8e2HwI8DBQDm4E7gPQG7XgLuBfYAdzRxP4nA/9opu6cWJ3HNvp93B37+13Akw22DYq9Prc9ZZP9b64leYt69pI0ZjYJ2Ah808wiZvYL51xfYB5BsPYAbgCedc71ds7lAPcB480sFxgJ/NPMCoCrgHdi+zm0le14mSAgn4mVPzG26U9ALcEJ4STg68APGxQdQXDiORy4s4ldnwZscM4tiA3hLHbOnRDbdixQa2brGrx+OTAk9vchsZ/r21hELODbWVY8pbCXzuYSYL6ZzTezOjNbCCwDzottrwOGOueyzazYzFYnohHOucNjdV5rZhVmtpWgF//dBi/7zMzuN7NaM6tsYjf9Yq+/D+hDcBJ7ITa8EwFKG72+hKDnTmx7STPb21NWPKWwl87mSOAi59zu+gX4GnCEmVUA3yHoxRc75+Y5545LYDtCsXrq2/EgcFiD13x6kH1UAm+a2QIzqwZ+BfQkGHYqB/IavT6PYHiKg2xvT1nxlMJekq3xtKufAo+Z2aENlhwzuxvAzP5mZuOAI4A1wB+a2U882rEX6NWgHXlmNuQAZRpbcYDXrAMynHODG6w7Eaj/pLI69jMQ3NUDdIuVa09Z8ZTCXpJtC3B0g58fB77pnDvXOZfunMtyzo12zvVzzh3unDs/Nna/l6AHW9dgP/1iQyRtbcdA51wagJkVA68AM51zec65NOfcIOfcqFbs83HgNOfcOc65dOBaYDtQEPuU8hxwu3Muxzl3BnA+wYVWgCdiv4czY+/3duA5MytrT9k2/m6kK0j2FWItfi8EIbWR4M6bG2LrRgCvAzuBbQRj3QMIevOvE4w/7wYWA8fHymTGXrcT2B5bdwuw4AB1G3BM7O89gTeBXcD7sXWHAL8DNsXq/AD4bmzbZQRDNAd7fxcChQRj7IuBIQ229QCeBypiv4OLG5W9OLa+AngB6BGPslr8XJxZYr68xDmXD3wPGE4wzrmRoDdyl6mHISLSoRIZ9ksIAv4Fgp7RScAMgnHWkWZW13xpERGJp0SGfW8z29Zo3aXAI8DZZrYoIRWLiMh+EnaBtnHQx7wb+7NvouoVEZH9dfTdOPV3MhR0cL0iIl5L2DDOfhUFj8F/QDDvyLhmXjOZYD4RsrOzT+nfv3+b6qqrqyMtTXeVSmLo+JJEau/xtW7duu1m1rvx+g4Je+dchOC2sz7AV81s08HKDB8+3JYtW9am+hYvXszo0aPbVFbkYHR8SSK19/hyzr1nZsMbr99vWtZ4c85lAy8RPDgzqiVBLyIi8ZXQsHfOhYA5BPfajzOzlYmsT0REmpawsI89dv4EMBaYYGZLElWXiIgcWCJ79r8FLiKY57vCOXdag22bNJwjItJxEnlLwfjYnz8B3mm0/LC5QiIiEn8J69mb2cBE7VtERFpHNwuLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHggI9kNiJeioiJmzpzJ448/Tnl5OZFIhEsuuYTrr7+eQYMGJbt5ItJAVRWUlARLVRWUlkJxMXz+OfTuDSedBL16waGHQnp6slvbNXSJsF+wYAH5+fnU1NRQU1MDQFlZGbNnz+aRRx5hzpw5jB8/PsmtFOmazKCyEvbsgdra4Of69XV1EI3+a6muhtWr4f33gz8LCmDLFigv/+I+DzsMTj0VvvrVKGPHptOvHxxyCOTlKfzbKuXDvqioiPz8fPbs2bPftvrwz8/PZ8WKFerhi7RRdTVUVMDevcFSXR30yD/7LAjsjz+GTz4JXlNbGwT75s0PUlNTSSQyidranlRXw86dRlmZ22//GRnQsyf06BH07rduXcK8eTcxb97J/Oxn9zBoEJxwQh1bt/6U8ePPZOrUf+fQQ/ffjzQv5cN+5syZ+3rzzampqeHee+9l1qxZHdSqjqdhLImnykp49NG/smbNegYMmMCuXcezYQMUF+9ky5ZNlJb2YteuPpSWAnwITCeIk7812MvPgGLgW0DP2Lrrce5RBg+eydix32foUKiufof58+/l5JNP48orf0RVFTzzTAa33/46odAGotFfsX59GuvXrwR+zptvPsmiRRu49VY47TRYuvQNhgwZQs+ePZEDMLNOuZxyyinWErm5uQa0aBkyZIjl5OSYc85yc3NtypQpVlhY2KJ6kq2wsNCmTJliubm5+7V//vz5Fg6HLRQKfeH9hkIhC4fDNn/+/GQ3v0t57bXXkt2EhNm71+yf/zSbOtWse/dvx46lpywYlDGDx2LrLjYwC4fNBg/eZIDl5PSxW24xu/VWsxkzzM45504bOfJqu+eevfaHP5g99pjZyJH5Bth99z1hJSVm0ajZn//8ZwPswgsv3NeOuro6+9OfnrbVq0vsnXfMfv1rs/z8DfalL91iaWm3G5jl5JhNnVpt2dlhS09Pt+Li4iT+5uKnvccXsMyayNSkh3pzS0vD3jnX4rBvvKRKGDYX5i197+Fw2AoLCw94wpCW64phX1Nj9vLL6+w//3O99exZH+xPGtxgeXkr7fTTzSZNMvvmN/9qhx9+go0ff4vNnWu2YoXZRx+ZPf74XFu/frPt3Rvsq7bWrK5u/3pqa2tty5YtVl5evm/dxo0b7amnnrK33nqr2fbV1ZmVlZl9+qnZvHlmI0fWt7HYsrLGWJ8+p9gbb5gVFprt2GF2443/bdu3b0/EryrhFPbNaE3P/kBLZw2/wsJCC4fDcXmPTZ0gUuWE15mkethv2bLFnnjiCXv22WettjYI6yuuWGrOHWIwxKDMjj026KE/95zZypVmGzcGIVpeHoR5su3YYfaLX5h96Uv1oV9rmZlmI0aYTZ681dLTM+yMM0ZbdXV1spvaagr7ZkyZMmW/Hm97lmSEX+Med05Ozr4hp3i9r5YsOTk5ne5k1xmletgvX7489okvx+680+zoo82gxOA4y8q6wH7yk1LbsCEY0unMamvNVq0yu+oqs+OOqw99M/jUoI+dcMKt9vbbUWvwISIlKOybEe+eb+Ohj0RoGO6tHZJJ9KKe/sGlWthv3brV/vjHJ6242Gz9erN33zUbM+anlpt7+b6A7NXLbMqULfbhh9FO0XNvjfJys7VrzV580ezGG+uHeHYZmPXpY/a//xu879raZLe0ZRT2B9DcmHZ7l4yMjP0u6l588cU2ceLEFo97N+61Z2dnW0ZGhmVkZCQ92JN1skt1qRL2dXVmRUWlFol0N+fS7KyzCuzYY81CoX/1gnv1MrvmmmDsvbP35FuipCQYt3/gAbOjjqp/n6X2la8stZdeCoZ/OjuF/UEUFhbatGnTOlVvOFEnoY58X609ufmgs4d9ZWWVff652VNPmY0dawZXGZxnsGZfyPfrZzZ9ehDyVVXJbnH8VVebLV9udtll2825EwzyLDt7ld18s9nq1cH2ziolwx7oD8wBSoBS4DlgQEvKtjbs602ZMsXS09OTFpDZ2dk2ZMgQy87OTnpYJ/Ik4PNQT2cO++eff826d+9rJ520ZF+wp6fX2NlnB+F+331mr70WDGt0xZBvbNu2qJ1+er5lZh5pUGYQDPM8/7zZ7t3Jbl3TUi7sgTCwHlgFXACcD6wEioCcg5Vva9gXFhZaVlZW0gPRh8XXoZ7OGPa7dwdj1n37Ton9+0yzUMjsggvM5s83++yz4NbFaDTZLe14lZXV9vLL6+y//zu4Nx9qLTv7bZsxw2zz5mS3bn+pGPbXAFHgmAbrjgJqgR8drHxbw97M7O67707p4ZNUWkKhkHfDOp0p7CsqzBYvNvvWt8wyMsyg0tLS7rMLLqixl18227kz2S3sPHbsMHvhBbMBA2bGjt+f2A9+YLZmTdPPBCRLosI+kVMc/wewxMwK61eY2cfAWwS9/IQZMWIEK1asYPLkyeTl5ZGWlkYkEmHo0KFEIhGc6xpzajR+H6FQiHA4zMMPP0w4HO6QNtTU1PD73/+eY445hrS0NPLy8pg6dSpFRUUdUr+vamrgn/+ECy98lbPPvpi//rWGaBTOPTeLF1+czh//mMG550L37sluaefRowecdx58+9tGRkY2cAoPPwzXXgvvvhvM6dOlNXUGiMcCfA482MT6B4BtByvfnp59S86MqXrxtOHTsNOmTbO8vDxLS0uzvLw8mzZt2r4ednufum3P0tXH9JPZs49Gg7tNfvQjs0MPrTEYbIAdeeQ99uSTZin60GiHW7my2O64wywrKxjfOPFEszfe6Bw9/ET17F2wLf6cc9XAPWZ2U6P1dwA3mdl+k7A55yYDkwEOP/zwU55++uk21V0/EdjBbN68mb/85S/MnTuXaDTapro6Snp6OqFQiBkzZjBixIgWlal/fwsXLqSyspLs7GzGjRvHRRddxKZNm5gxYwY1NTUJe+9ZWVnMnj2bvn37JmT/ydLS4yveSkoqmTu3hvnzv8Znn/UAoF+/5xg6dDHTp08gHM7s8DalsmgUVq2KcNttWZSU/Ip+/X7FffcV0L17crOgvcfXmDFj3jOz4fttaOoMEI8FqAbubmL9HUDtwconumffUKIezGrNUt/jds5ZJBKxoUOHWiQSabLXHi/1nw4S9ekmFArZtGnT4trmzqCjevbR2NXUzz8PJgLr1at+rPku69fP7I47grlifLzoGi/l5XV29NEnx36vP7NRo4KL2clQW2u2a5fZokWvtWs/JOEC7RY68TBOYx05rJORkWHp6ekWDocTGuYtleiTXVe7N78jwr6srMzOOmu0XXHFn2zYsOB/KvzZ0tIG2eDB+bZuXV3KPBHa2X3wwWo76aTzLDu73CC4RbUjbsusrjbbti24Dfa994IL7a+9Zvbqq6+1a7/JCPtFwJtNrF8MvH6w8h0d9ma23zh4Uz3sSy65xCZOnGiRSKRNwReJRJIa7M1J9Mmu4SeXVA//jgj7X/7yidjvrr9BueXmBnPArFrVOSYi62pqaszuuitIxLS0Wps+/WXbsye+dVRUBJ/S1q41W7o0CPamllQM+2sJbrM8usG6gUANcP3Byicj7FurpQGZKhcsm7roW39yi/dJIFV+J01J5PFVUWH2u9/Vz+Z4v6WlrbOJE4OeX1eYzqAzKyszu+giM7jFALvoolutoMBaPZFaba1ZaalZcXFwMf2DD8z+8Y/mw72jwj6RF2hzgOVAJfDT2H/y/wFygWFmVn6A4gwfPtyWLVvWproXL17M6NGj21S2tYqKirj33nt57LHHKC8vJxwOM3DgQDZs2MCePXuIRCJMmjSJ6667LqW/MaqoqIhhw4Y1+fWP7REOh3nppZeYM2dOynzLViKOr5UrN/HQQy/x4YcTWLSoPwCDB8Ndd8GECZCVFdfqpBkffwxnnPEHiouvYfDgudx//1i6dQu+/LxvXwiFwLlggeDrGffs+eJSVdW+NkSjizn77NFtLu+ca/ICbcLCPlbpAOBeYBzggL8D15rZhoOVTZWw90lTX+weL845Gh6LGRkZmBmZmZlUVVV1qhNAPI6vuro6qquj7NwZYsECuP/+V1m+fBxwEhkZf+fyy7tz221BwEjHWrgQ8vO3Ulp6GEccAdOnw+mnd0zda9e+x1FH7ebrXz+7zftoLuwT+VAVZrbRzP6fmeWZWa6ZXdCSoJfOafz48V94WK3+oa54PKTWuNNRW1tLNBqlsrISM6OsrKzLPLz10UfbGDVqAqNH38i4cfDDH8Ly5cOAyzjmmIk8/HANv/2tgj5ZRo2CX//6MI46CoqL4ZZb1nD11Yv57LP41xWNRr9w6/MrrzzKihXL418RCQ576XoGDRrErFmzKCkpoa6ujsLCQqZOnUpeXl7C664/IdSH/+zZsxk2bBgLFixIeN3tYQalpbBhAzz3HFx55ce8+eZCli59jA8/3E5uLnzve4fxyiv/x7vvXs+llx5GKJTsVvsrMxPOPx8eeggmTlwHnMbq1Rfw/e+v5cc/htmz4R//gC1bgn/btvrkkwIuv3woixb9jY0boaAA+vSZyNKlaWzdGre3s09Ch3HaQ8M4qWfq1KnMnj077kM8BxMOh1mxYgUAM2fOTPjY/8GOr2gUKiqgrAx274YHHniSd95ZSVXVdAoK+sRe9QxHHjmS/Pz+XHIJHHssdNAMF9JCmzfD+vV13HzztykqMrZtexTI+cJr0tMhN/dfSzgcrKtf0tKCaRhqa4MpLmpqgmOjtBR27fovotH7gf8CfvOF/b7yCowb17Z2J2XMvj0U9qknURdxWyI9PX3fcFJtg0lOQqEQoVCIOXPmMH78+LjU1dTxVVoafOQvKYGNG+tYvTqNVatg6VL49NNRwBvA38nMHMvYsZCfD+ecA336oF58J1ZeDh98UEVNTSY7dqRRUACrVpXx0UcR1q93lJa2Z+/VOPdz8vJuIBLJIRKBnBwIh7dxzz29OfXUtu21ubDfb8oCkbYaNGgQc+bMSdhF3ANpbsqH+nacd9555OTkcOmll7aqp19UVLTfp4UxY8bQv39/jjpqEFu3wqZN8Prr8PLLsGzZPHbv/jEwn+BOY+jW7VL69j2Hb3xjAN/5Dhx3XDApVxeZj69Li0Rg5Mgs1q8Peum9ehnPP38BmZndePjh2eTl9WHNmgKeeeZuwuEjGDfubqJR9i11dcHJPCMD9uzZzPvvP8qECTfQvXuIvLxMsrJu2+84iEZXc+qpo+P+XhT2Elf1F3Hrb0ctKysL7vFtdLdNMlRUVDB79mweeeSRFvX0m7r7qKysjHnz5rFw4avceuscdu4cz7PPBrfsBR4FCjjssN9w7rn3cvLJ8LWv/YA+fYLb9zI1fU3KSU8PTtA9e8Lbbxexfv37pKdnEAplkpkJ2dlVvP32oxx6aG9uuulO0tPTqa6uYuHCxzn33O+TkRF8dLvppitYunQB3bp9zvTpvzlIrfGnYRxJuPpnER566KEOH89vTv04f+Mefn1P/tFHH6WiouIge+kGjAQm07Pndzn/fBgy5HM2bHiaK664mt69M+jZU8M0Xc1HH33OkiXrGDDgLGprgxsGnn32PkaMGE///scC8PTTv+TBB2/k9tuf48wzvwXA22+/xCuvPMall97K0Uef0Oz+U/I++/ZQ2Hc9yRzTb0p6egYDB36Zzz7bQFXVHjIzs6itDU5G0WhLJjdPA+o4/vjv8uCDTzFwYDA8owutfqirg127YMcO2Lnziw9TvfPOPB544DrOPPNCJk++u1X7TVTYaxhHOsyBxvTrh3mcc2RlZe3bVpvAb5SIRmspKlq97+e9eytbuYc6unXL5sknf8mwYRqD901aWjC007Nn8HNFRRD+5eVwzjnf4Ktf/To7dybgHso20n320qEaP5jV8AGpwsJC6urq2LNnD2vWrOHKK6+M+8Nb8VZTs5cTT+ynoBdycqBfv2B8/9RTYcyYEOee25fjjoMBA4JrNvW3ZiaDhnEkJXTGcX+AvLw8SkpKkt0MSTG1tbB3b9PL9u2LGTt2dJv3nZTpEkTipf7J3YKCgg77ft2DCYVCTJo0KdnNkBSUkRF8EujRA444AgYOhC9/GYYNC4aHEkFhLymlftw/HA4TanSbS0ZGBunp6WR10BSRoVCI6667rkPqEmkvhb2knObG/a+88krWrl1LZWUl8+fPb/KEEA/p6emEw2HmzJmT9Bk4RVpKYS8pqeGEbNFolJKSEmbNmrUvfBueEOIZ+JFIhAkTJrBixYq4Tb8g0hEU9tJlxWucPxQKEQ6HmT9/PmVlZVx77bXq0UvKUdhLl3egcf7G6sf9w+HwvuGhyZMnqycvKU9hL15oapw/EokwdOhQIpHIfuP+FRUVTQ4PiaQqPUEr3qgf1pk1a1aymyLS4dSzFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCnsREQ8o7EVEPKCwFxHxgMJeRMQDCQl759yxzrnfOOdWOOfKnXPFzrkXnXMnJqI+ERE5sET17L8OjAEeAb4JTAV6A0ucc6ckqE4REWlGRoL2+zTwWzOz+hXOuUXABuAa4NIE1SsiIk1ISNib2fYm1pU459YBfRNRp4iINK/DLtA653oAQ4GCjqpTREQCiRrGacr9gAN+3dwLnHOTgcmxH8udc2vbWFcvYL9PFyJxouNLEqm9x9eRTa10DYbVm+WcOwdY2IJKXjez0U2Uvxm4C/iBmf2xBftpF+fcMjMbnuh6xE86viSREnV8tbRn/zbwby143Z7GK5xzVxEE/U87IuhFRGR/LQp7M9sDrGntzp1zk4AHgJlmdmdry4uISHwk7AKtc+5bwP8Bs83shkTV04yHOrg+8YuOL0mkhBxfLRqzb/VOnTsLeAVYDUwH6hps3mtmH8S9UhERaVai7sYZC3QDTgbearTtE2BgguoVEZEmJKRnLyIinUuXnvVSE7JJvDjn+jvn5jjnSpxzpc6555xzA5LdLkl9zrl859yzzrlPnHOVzrm1zrmfO+dy41pPV+7ZO+euJnhI6xHgfeBQ4EbgK8DXzOy9JDZPUoRzLgwsB/YCPwUMuAMIA8PMrCKJzZMU55xbAmwEXgA2AScBMwjugBxpZnXNl25FPV087HsBOxpNyHYIwYRsL5mZJmSTg3LOXQPcA3zZzApj644C1gM3mtk9yWyfpDbnXG8z29Zo3aUEndSzzWxRPOrp0sM4ZrbdGp3NzKwE0IRs0hr/ASypD3oAM/uY4OaD85PWKukSGgd9zLuxP+OWU1067JuiCdmkDYYAq5pYvxo4voPbIn4YFfszbjnlXdjTggnZRBrpAexqYv1OoHsHt0W6OOdcX+B24FUzWxav/aZU2DvnznHOWQuWxc2Uvxm4GLi64UdyEZHOwDkXIbhQWwtcHs99d+QUx/GgCdkkGXbRdA++uR6/SKs557KBl4CjgVFmtime+0+psNeEbJIkqwnG7Rs7Hviwg9siXZBzLgTMAYYD48xsZbzrSKlhnLZI8oRs0jW8CJzmnDu6foVzbiBwRmybSJs559KAJwimmbnAzJYkpJ4ufp+9JmSTdnPO5RA8VFXJvx6q+h8gl+ChqvIkNk9SnHPud8BVwJ3A3EabN8VrOKerh/0M4LZmNn9iZgM7rjWSymJTI9wLjCO4m+vvwLVmtiGZ7ZLU55zbQDNfJQj8zMxmxKWerhz2IiIS6PJj9iIiorAXEfGCwl5ExAMKexERDyjsRUQ8oLAXEfGAwl5ExAMKexERD/x/7Hf7FfyR/VAAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "528bb8b926ef4b518f485faf2ba1ad61", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 61000 loss=-1.365 val_loss=-1.259\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "10e25a213ae1489c9264ffc5809117cb", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 62000 loss=-1.152 val_loss=-1.387\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "540f5c808eb049feb88f65f3aaa4384d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 63000 loss=-1.503 val_loss=-1.235\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "67e52de6cdd34101b2c11553fb3f7ba9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 64000 loss=-1.406 val_loss=-1.28\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5c7f668f902c4d609c96f2c396c6b8b9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 65000 loss=-1.603 val_loss=-1.455\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7115f5062d8e4043833f9b4b33c33f2b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 66000 loss=-1.218 val_loss=-1.37\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5ada6fe9b14d41ca900cc8cf6ae8f4ab", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 67000 loss=-1.568 val_loss=-1.323\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "18575161e6d746ebb407bf08890553c4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 68000 loss=-1.136 val_loss=-1.39\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a369d8af33dc4db1bcecfe483fd013f9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 69000 loss=-1.42 val_loss=-1.296\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "de5b4071a40840419800a7161e6c03a5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 70000 loss=-1.455 val_loss=-1.453\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ecbccbefc69a4feaacb97fb15b8616ee", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 71000 loss=-1.652 val_loss=-1.314\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "254b409e7126445ba286dd188baa9a55", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 72000 loss=-1.752 val_loss=-1.369\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2c71773a17774775934efc92dffff349", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 73000 loss=-1.787 val_loss=-1.343\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6a648ed417054eebb4ce5421bdac3b10", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 74000 loss=-1.539 val_loss=-1.29\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7a4d0c7af80a4b8e9631690b062e589c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 75000 loss=-1.417 val_loss=-1.39\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "293daa7e987e4ab3b263513a704146cd", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 76000 loss=-1.428 val_loss=-1.32\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9a9421ead2c44ec0a32822d5ca1bb68b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 77000 loss=-1.092 val_loss=-1.494\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e9d0c073381145ab804bbeb6cf3bb526", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 78000 loss=-1.442 val_loss=-1.568\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fe3938575d454f9e8946fddc8fdf4c9b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 79000 loss=-1.717 val_loss=-1.432\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "42071b9b33c746dd9f963f535a8b5ec3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 80000 loss=-1.509 val_loss=-1.362\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2fe568538ef8431787888dd4f1bdc39e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 81000 loss=-1.617 val_loss=-1.558\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7dcea220584844ecabfc83789231efc2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 82000 loss=-1.545 val_loss=-1.36\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "510b526257674b4b904af5d85265dbad", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 83000 loss=-1.457 val_loss=-1.317\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6e094474b22d487fa7aebb8efe755edd", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 84000 loss=-1.66 val_loss=-1.383\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8e6b9ac3d9ba43b394525e1cfdab3509", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 85000 loss=-1.56 val_loss=-1.383\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4e4ac03a0f5f4bcbab77abb5a17d81c7", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 86000 loss=-1.673 val_loss=-1.553\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c781772c6620445780f97a42f43d9043", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 87000 loss=-1.634 val_loss=-1.473\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f2cf001717364f818a15e407d0fc91cf", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 88000 loss=-1.384 val_loss=-1.506\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9209f3afd0184f35bd5d5c18fdf509b4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 89000 loss=-1.592 val_loss=-1.511\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e380b4e05dce4e149c230aa906d69dbc", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 90000 loss=-1.982 val_loss=-1.608\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAENCAYAAAAIbA6TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXwV1f3/8ddJcoEsBEUElVU2qyAKRmyxCoootFqtYu2PAi61sYD9Al+04tJW3OqXrxgXtGpBC6g/LYvYKtYFAvxcAoJKNAqSKKCybzExIevn98fcYIhZbpabm2Tez8djHknmznLuZXjfM2fOnHFmhoiI+EdUpAsgIiKNS8EvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+CXZsk594Rz7k+RLodIc6Tgl0bnnNvinLugPtsws9+b2d0NVB5zzvUO/n6nc+7Zhthuue23ds6lOOe2O+cOOOced84Fyr3e3jn3knPuO+fcVufcmArrjwnO/845t9Q5174h1hX/UvBLk+Oci4l0GeqqirJPB5KA/kBfYBBwR7nXHwMKgU7Ab4C/Oef6BbfXD3gSGBd8PQ94vIHWFb8yM02aGm0CFgClQD6QC/wR6AEY8FtgG7A6uOxCYCeQDawG+pXbzj+Ae4K/DwO+BqYBu4EdwLW1KJMBvYGReCFaFCzbhuDr7YC5we1+A9wDRAdfuwZ4B0gB9pWVqcL21wFXlvt7DPBV8Pf44D77VviM7g/+fh/wfLnXegWXb1ufdSN9HGiK7KQavzQqMxuHF+6XmFmCmc0s9/JQ4GTgouDfrwF9gI7AB8Bz1Wz6OLyA7oz3BfKYc+7oWpbtP3hh+WKwbKcFX/oHUIz35TAQuBC4vtyqZwFf4NWq761i867C712cc+3wzgCKzezzcq9vAPoFf+8X/LusjFkEw76e64qPKfilKbnTzL4zs3wAM3vazHLMrAC4EzgtGJaVKQLuMrMiM1uGV2M/qb4Fcs51An4GTAmWbTde7f7X5RbbbmaPmllxWdkr+A8w2Tl3rHPuOOC/gvPjgATg2wrLZ+PV6Am+nl3F6/VZV3ys2balSov0VdkvzrlovNrzlcCxeM1DAB34YZgB7DOz4nJ/5+EFX311BwLADucOV9qjype1wu+VuRc4CvgIKAD+jnfmsAvvTCWxwvKJQE7w99xqXi+tx7riY6rxSyRUNSRs+fljgEuBC/CacHoE5zvCq2LZvsIL6w5mdlRwSjSzftWsc+QGzfLN7EYz62xmPfGuBaw3s1LgcyDGOden3CqnARnB3zOCfwPgnOsJtA6uV591xccU/BIJu4CeNSzTFi9w9+E1idwX7kIF7QJ6OOeiAMxsB/AGMMs5l+ici3LO9XLODQ11g865zs65E5znx8CfgL8Et/8dsAS4yzkX75w7G+8Lb0Fw9eeAS5xz5zjn4oG7gCXBJrA6r1uPz0daAAW/RMJfgTuccwedczdVscx8YCteL5pPgbS67sw5d5tz7rUQF18Y/LnPOfdB8PfxQKtgOQ4Ai4Dja1GEXsC7wHfAPGC6mb1R7vWJQCxej6T/C0wwswyA4M/f44X4brwvxIkNtK74lDMLz4NYnHOjgf+D13+5I15PjiXAfapxiIhETjiDPw0v7F/G62M9EK9nxkZgSLB9U0REGlk4g/9YM9tTYd54vFPd4Wa2Iiw7FhGRaoWtjb9i6Ae9H/zZOVz7FRGR6jX2xd2ynhCfNfJ+RUQkKGxNPT/YkXOdgQ/xxj8ZUcUyyUAyQGxs7Bldu3at1T5KS0uJilJHJYkMHX8SKeWPvc8//3yvmR1b3fKNEvzOuQRgJXACMNjMvq5pnaSkJFu3bl2t9rNy5UqGDRtWlyKK1JuOP4mU8seec269mSVVt3zYh2xwzsUC/8a7YWdoKKEvIiLhE9bgDz5sYhFeX/4RZvZxOPcnIiI1C1vwB295fw44H7jYzOp856WIiDSccNb4H8MbWfFe4LvgGCVlvlaTj4hIZISzC8Ko4M/bgfcqTNdXtZKIiIRX2Gr8ZtYjXNsWEZG6U6djERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMtJvizsrJISUkhMTGRqKgoEhMTmThxIllZWZEumohIk9Iigv+1115jwIABvPrqq+Tk5GBm5OTkMGfOHAYMGMBrr70W6SKKiDQZzT74s7KyGD16NHl5eZSUlBzxWlFREXl5eYwePbrONf+srCwmTpyoMwkRaTGaffDPmjWLoqKiapcpKioiJSWl1tt+5RXvTGLOnDk6kxCRFiMm0gWor2effTak4J83bx7Tps0gPv5oSkujKC6GoiIoLqbS37duzeK3vx3NoUN5lW6vqKiI0aNHk56eTq9evcL19kREGlyzD/7c3NyQl+vZswPHHPP/iI39KdHRkJ+/kLy8JbRrdxXt2l1GdDRALoWF6ezZ8zcOHQrtTGL27Nn1fyMiIo2k2Qd/QkICOTk5ISwZDbRl376O5eatBV4gN/c0vvmmbN7HwNl4rWCl1W6xqKiIBQsWKPhFpFlp9sE/duxY5syZU21zT0xMgF/+MpnJk2dz6BDk5cGhQ7B583i++OI0jj/+dDp1gpIS+PLLKF566Sy2bVsT0v7LzjiysrKYNWsWzz77LLm5uSQkJDB27FimTZumpiARaVrMrElOZ5xxhoUiMzPT4uLiDKhyiouLs8zMzCq3UVRklptrtn+/2c6dZtu2mcXHt612m2VTfHyCLVu2zOLi4iwQCBzxWiAQsLi4OFu2bFlI70Wat9TU1EgXQaqxZcsWKy4ujnQxwqL8sQessxrytdn36unVqxeLFi0iLi6OaK+R/rBAIEBcXByLFi2qttYdEwPx8XD00dCpE3TtCuPHjyUQCNS4/4KCIq64wutOWvGsoyG6k4p/FRZCdnakS9EyZGRkMHjwYK655prD3b537NjB448/zs6dOyNcusbX7IMfYNSoUaSnp3PxxRcf0d8+OTmZ9PR0Ro0aVettTps2LYTgj6G4uB8FBeHpTir+UOH2EwoLITMT0tLgww8hPR0KCiJTtpYiOzubvLw8du3adbiCtnDhQiZNmsTEiRMjXLrG1yKCH7ya/5QpU8jOzqakpITs7Gxmz55d5/b18mcSFb8AAoEAbdrEkZT0L2AzpaU1B/+CBQvqVA5pubKyskhO/v7mwISERH7zm4ksXpzF5s2wZAk89hhs2uRNUndDhgxh6dLVXHjhy7z4Yhs++AA6dPgRI0dewq9/Pebwch9//DFDhw5l/vz5ESxtI6ipLShSU6ht/FW1czWUzMxMmzRpkiUmJlpUVJQlJibapEmTbNOmTEtPNwMX0rWAqKioBi+bNC21Of7KrgtFRx95XSg6OmDR0XHWuvUyAzMwi401mzTJbNeu8JW9Jfroo48sLS3NzMzS0sx+9CM7/JmC2fHHm/3kJ2ZjxpjNmGG2aJHZxIl/MsCuvz45wqWvndq28Uc84Kuamkrw1yQhIbSLwImJiY1eNmlcoR5/mZmZFhtbfYcEiLM+fTJtyJDvg+pPf/I6IkjNNm/ebO3bt7fExES7++5P7KijvM+wQweznj3NYmKO/BIom5w7aO3bL7CBA9fbddeZPfywWU5OkZWUlET6LVXLdxd3I23cuLHExFR/LSAQCDBu3LhGKpE0dffcM4vCwuqbB6OjizjllBTuvRcmT/bmPfIIvP9+IxSwBejRowfnnjucY44Zyp//3JuDB+HMMyE1FVavhg0b4KWX4J574Oqr4dxzvU4dzrVj//6xfPjhIJ5+GiZPfp2OHU/luecWRvotNayavhkiNTWXGn9DdCeVliGU42/bNrM2bUI7S2zbNtH27DF75x2zgQO9Gunw4WZ794b/vTR3mzebDRtWaFBgYDZunFl2duXLlpR43bn37DHbtMls6VKze+7x1omNfdIA69BhhDXlSn+TqvE757o65xY557Kdc98655Y457qFc5+NrbqLwAAxMTE1didtruoycqmfRzvNyoJly+DQodCGGfnuu1w6dIDBg+HOO6FNG1i+HJ54wuv5I0fKycnhgQce5JVXirjoIli5MkBsbCv+939h7lxITKx8vagorzt3hw7Qty9ceincfjvMnw/Lll1HIDCXvXtfITnZaxBqEWr6ZqjrBMQBm4FPgMuAS/HGQ8gC4mtav7nU+MuUvwgMUQYJ1rr1IHv11Y8jVqZwqstNay39Rreqjr/SUrPPPjObNcu7UAuhXxeaOHGivf7665afbzZlilfrb9fO7PXXG/e9NQfXX/97Aywm5moDs65dzV591fv86+Of/zSLivI++9tvb5iyNrQmc3EXmAyUAL3LzTsRKAb+u6b1m1vwl5eZ6fUYALOrrjI7cCDSJWpYoTRvxcbG2VtvZdrmzd7nsWJFzRc027Rp06ybxCo7/oqLzdLTvV4jgYB3THTuPMFiYgLVfhaBQMD69etngP3qV78yM7OtW82SkrxtnHSS15whnp07zYYPX2FwksHHdvbZZp9+2nDbnzXLDPIN0mzu3IbbbkNpSk09vwDSzCyzbIaZfQm8g1f7b7F69YIHHvBOIV98EebOLWLVqvciXawGE8ozEAoLi7j//r+wcOErvP32Zzz0UM0XNA8dOsSUKVMasqgRVVTkXUScPx9mzICiokJGjtzOQw9No1WrmjsEPPHEE9x9991cd911AOTlbaR798l06lTKpk1w442Qn98Y76RpS0uDCy+E5cvPw7kMkpP78/LLcPLJDbePq6/eR9u2JwEjmDJlD3v3Nty2I6Kmb4a6TsBO4MlK5j8O7Klp/eZc4zczKyw0+93vzOA7i44+3QKB1rZx46ZIF6vOMjMzbcKECda2bWjNFIA519oAa99+ujkX+nrNtdZf/vg7dMhszRqz5GQLdhXMty5dfmYnnHCiZWV9Vetmr8LCQjvxxBMNsDFjUqxNGzvcxXPr1m12yimn2MUXX2zbt29v5HcdOSUlZk8+ada27S4Ds2OOMXvqKbO8vPDsb+TIURYbe6pBuv3mN/VvQmpIta3xO2+5huecKwQeNLPpFebfA0w3sx+MDOqcSwaSATp16nTGCy+8UKt9lo2K2VQUFMC0aaeTkTGVVq3eICmpFx99tJ78/HxiY2O54IIL+NWvfkXnzp0jXdRqrVmzhjvvvJOioqIfPN6yeg74GXAF8Fu8bKvZpZde2ixr/mXHX2mpNwLs00/35KWXuuGcce21H/L2279h587tzJo1i969e/PNN9+wcOFC3nzzzcPHxIgRI7jyyisrPSY++OAD/vWvf3HzzbeQmtqdWbMSCARakZKSyd//fiMbNmzgmWeeoUePHo3/5huZGSxY0JVnnvkSuIQTTvgTKSlD6dix+rPK+sjOzmbLlhOYMuVMEhKK+Nvf3qdLl6Zxlb189p133nnrzSyp2hVq+mao6wQUAvdXMv8eoLim9Zt7jb/Mm2+atW690CDOoqKa30XNUNrzq5pat060WbPMHnss9C6M0HxvdktNTbWDB81SU81GjvRq5NHRZnfcYbZhg9nu3fssIyOjQfa1ePEbFhPTzuAXdtxxpbZ69XZbsmTJEctUd9NRaVOqrtbB1KllZ1K3G2C33np3o+y3uPj7rrVdu5qtXNk0av5NqY3/AHB0JfPbB1/zhS5dsigtvRrI+8GYPk119M7yXS579+5NXt4PHz9Zk+joACNHjmPQIOjfH372s7EhrxvqU9WampISWLsW7rgD/vMfaNXqIJddNpdf/9r7DI49tj2nnHJKg+wrKekkYmMhIcGxc2c+EyYcT7duv+Srr7wRPd98czmDBw/m888/r3T9MWPGcOaZZ7JmTWjPnYgUM8jNhZ07Yc0amD0bLr8cysY8nDnzHt58M5UZM25plPJER8Pzz+fSrt0tfPXVV1x3Hbz7LpRW/8ymkNTubLqeavpmqOsErADermT+SmBVTeu3lBr/hAmh9eCYNGlSpItqZlV3uaztFBcXZx9/nHl4iIHMzMxare+cs7Zt29qECROaRZv/jh1mL7642k47zasNxscXW/fugw2wRx+dHZZ9ZmVlWVpaqXXq5O3z+OPNhg41u/rqUuvW7WwD7A9/uMt27DD77rsj1+3evbsB9mm5ri8PPPCAJSUl2YsvvhiW8takuNjs4EGzr782e+89s0cfNbv+erNzzjHr2LGshm8GEwwetbPO2hKRct5www0GWGzsFYd7WL3zjtXrBq+SkhI766yzbOrUqZZd1Z1m1WhK3Tmn4HXd7FluXg+gCJhW0/otJfhDvRjaFJo36tOsU/5LrKrmq5///OcNur2mYutWsyVLzHr1+tbKLjLOnWv2wAMLrG/fvrZ169aw7v/VV82OPrp8MJrBQYO7LRAosj59zEaMKLbhw1+w228vsYceMktJOWi33JJq8+cX28KFZi+/bHb22ZcbYHfcMc/WrfO6oc6bl2r9+yfZLbf8r2VlmX3xhdmXX3rveds2L6S/+cb74tu50xtIbs+e0KetW73QfPhhs2uvLbaf/OTg4S8y2GNwlsHJBmZt2pgNGGDWvv1PDLBf/OKKsH6uVfnqq6/svPPOsyefXGcnnOCVtX9/78uqruH/9ttvG2BdunSx/Pz8Wq/flC7uxgMbgHzgjuB/5LuBtsAAM6v2fD4pKcnWrVtXq32uXLmSYcOG1am84RIVFUUon7FzUZSWNuKpXgVZWVlceumlZGRk1HkbiYmJjBs3jqlTp1Z6p3JWVhannnoq+XXogxgXF0d6enqTuwM6MxPWrYObb4avv4YTTvC68g4ZAt27Q0FBAa1btw57OT75xOvW+MUX8OWX30+7d5ctkQb8BLgKqKrTRDbwIXAKUPZs6vuBW4mJ+QPx8Y8QCEB09H7277+IuLhzOO64B4mJgVatvAcaBQLe5Nz3W614+BcW7iE/P5OoqOPZvr0H3nNQXgMuBy4CltKmDfTuXcKnnyZQWnqIF144yI9/3I6jj4a0tLcwK2Ho0KG0adOm/h9eHZl5TXrXXON9zgMHwt//DoMGHfn+Q/XRRx+xa9cuLrroolqvWz77nHORu7gbDLtuwGLgWyAHWAr0CGVdv9X44+MTbfPmyIy+WNa8E0o5K5tq01RV16akptQcZuZd0Pv0U7Onn/ZGfASzLl0y7NRTz7e0tMg0QZSUeF0Z9+3zauFZWV4tdO5csyFDZphzMXb66a9YUpJXcz75ZLM+fcy6dzfr3NlrTjn6aLOEBK927d2tmm2QavBJubOJN4P/Lj+ucJZxmcHvDQ6Um/cXg4sNssrNmx5c/67DNflevT4ywLp2PceWLPFu+tu3z+y99963Xbt2NdmL0cXFZk8/vfPwGdeQIWaffBL6+nWp3VemydT466ul1PgnTpxY48PgAc488ypmznyBVq3gxBPhuOPqVmuoraysLAYMGFCnC7hlalsbz8rKIiUlhQULFpCbm0tpiFfGEhMTyW4CzyIsKYGMDHj7bbj1Vvj2WxgwAOLjh/Peeyu48sor+ec//xnpYh6htLSUXbv20bbtsRQUeBcjK05mP5xXXOyNC3TokNc9uaAAvv32OzIy3qegoIQ+fYZTWAgHDx5g+vT2xMS04dZbc3DO6609b94wtm5dxbhxb9Gz53AANmyYx9q1sxk06FrGjZvIgAGQmFhMVNR3HHdcu0h+TLViZvzxj3/k0UcfZcaMtdx77wBycuDnP4eHHoLevatff9u2bQwcOJCJEydy11134erxH75J1fjrM7WUGn9o7eZRBpvs0ku9kQFTU83WrfMudIXbhAkT6nwht6Ha350L7WE2zrkGetd1V1jo/dvMnGmHb6IaMsTsjTfMli79t91www12oKWN0RGCgoICS01NtQULFhwx/4033rCXXnrJdu/eHaGShdeNN95oUVFRlpIy2554wqxVK++YGD/eLCPDrLoK/SOPPGKAjRkz5oj5dblO0GQu7tZ3ainBb1Z180Z0dMBat46zwYMXHx4EKiEh166++kt76y3vC+DTT727QMOlNnfiVpwmTZrUID1ualOG+Pj4iPX4yc/37sb985+/f5DH0KE7bPnyUtu/v+kefxI+Bw8etPXr15uZWU6O2X33fT+g2+TJZqtWeRfEi4srXz8tLc2ysrKstNS7OL52rdfEVVsK/iaqskc4XnPNJHvxxUxLTfXaigcNKjUYZ9DOOnX6jz3wgBf+q1ebbdlSv+5ilcnLC722XdnUUCZMmFCncjRmj5/cXLN33/VGyHTO+58zfPh6a9fuGLvtthlm1rSPP2kce/eW2k032eHrGUOHmr3wgnfs7Njxw+ULC7/vvpqa6k2NEfx6Alcj6dWrF7Nnzz7iYfDPPDObyy/vRdeu3sBu991XyMknf4tzheza1YWbbvJuBtq2zeuhsXYt9R4c6tAhb3vr1sFzz+0nOrpuQ1z079+/fgUpZ9q0aV4tpJYa6wa47Gz44AOYM8druzWD66+HYcO+ICfnABs2rKW4uDhs+5fmYc2aNVx88RBGj/6SyZO95yesWuU94eupp7wB+9avh3vvfZRXXtnA+vXwzjuwebP3/7JR1fTNEKmppdX4a5KX5/WbXrGi1J588hNLTi4bu90sJibHxozx+munppp99JFXAw3VoUNen+v1682WLzf7n/8x69btHoM4g9EGtW/jX758eYO+//qceQDWv3//sDT77NnjfeZXXOH9Wzhn9t//7dXQ8vLMli9fbgUFBWbWvI8/qb9hw4YZYDfffLN98YU3jv/555tBiYHZcceZ3XZbtkVFRVtcXFt79tk99sgj3vE0erR3o9opp5h16eI1KdaGmnqauX37vH/01FSzRYvMkpLeNOhg8G875hiz6dO98F650uzzz6vu/llQ4J1CfvCBt62XXzabMMEO33ACUw2wbt1uslatateVc8aMGQ3+vutzraFsauhmn+3bzd56y2zEiLIvYLPx41fYkiVZlV53aQnHn9TdgQMHbPr06YcrAu+886X17TvIunQ5w3r2/L75p3Xr0y0hYdbhvyubFi+u3b5rG/w/GCFTIqt9e++h0N98490Q06HDc8BeOnR4n717L+b++2HpUvjDH7xDZPdur/vn8cd7Xe/27PHmZWd7r2/a5C2/fPleiooOAH3o1AlGjryLvn0v44orzmXjxvMZM2Y0RUVF1XY77d+/Pw8//DDnn39+g7/vsWPHhtTttTplzT4NcaPX1q3w2WfeOPppad5p+3XXvc2cOaNYteo4zj57LR07dqx5Q+IbRx11FH/9618P/z1wYCe++CIdcLz8cj6vvx7LM89ATs4yCgqOp3Vr7ya/7t2hRw/v/3CHDnD22d7YTuGk4G+CnIMuXaBTJ0hJmUtS0gjOPfcqUlO9tsKNG41JkxwXXgi/+533wI+tW73+1mbezxUr4OWXYeNGgDXAz4iLO5Hp09fw059G06VLAt26nUvr1nDSSaNIT08/om99QkJCtXfhNrRp06Yxb968egU/eO3+KSkpzJ49u07rm3l3427aBLfdBh9/7D2r9f77YcCA01i37nTOOGMQHTp0qFc5peWLjY3l3Xff5Uc/+hFFRbEccwycfz588snxdO4MXbt6g75V1KOHdyd0WNV0ShCpya9NPZXJzfXa9VNTzZYsybWOHYdadPR/DMxatcq0k0+eYHFxbQ2cxcS0tUBggkGmgXcX5i9/mWPHHNPVzjjjAlu7dm9Yu4fWR0MNEFfXcY9KSry+14sX2+FT82OPNfvHP7zrLyUlZrm5uVXeRdpSjz9pGCUlXu+81au95tz0dK+7dkaGd2/IqlWN16tHNf5mID4eTjvN69Fz111PsHv3Krp02UtiYhGffnoVn31WhDf2HRQX5wBzgLlcfvlifve7i4mPT2DatPdISjqB1q0b4XbgOho16odnHnFxcRw6dKhWvWbqMqxzSYk33k1GhjfuzvbtXo3skkvms2ZNJuPH34VzEB8fX+tti4D3KNaypp3KlJR4TbRxcY1QmJq+GSI1qcZfuaKiErv55ntt5sxl1qZN9RdlY2Ja2YoVmVZYGOlS109txxKqbY2/oMCrcc2ZY9a+vVfT79vX7Kmnth4++1i9enWN2/HD8SdNk/rxt3AxMVHMnHkbWVn/pri4pvbwUhYvTiFQ/XO9m7yyM4FQ7x2ozcXn/Hz48EPvYRpTpsD+/d4oiw8+CMOHd2P+/PnMnDmTc845p67FF2ly1NTTTD3//LM1Bn9xcTELFiyo84XOpqRXr14sXbo0pAHlTj31XEpKKr9wVl5OjnfxdvVquPNObwCyc86BKVMOcuqpR9GtG/Ts+euGexMiTYRq/M1UqO3YzfUxhpXp1asXixYtIi4ujpiYiqcxAZyLY9iwOzjvvKmkpcGWLVBYaEc8SjIqKorExESuvXYir7ySxauvendHFxTAqFHGiSfO4MYbT6Wk5MtIvEWRRqHgb6YSEkIbaiHU5ZqLsmafG25IJiEhEeeiaNUqkTZtkjFLZ+XKu/mv//KGpHj//a858cTe9OvXnzlz5pCTk4OZkZOTwz/+8QRjxvTmvvuiKClJpHfviVx11UY2bnyTXbu2U9shwUWaEzX1NFOh3PAUCAQYN25cI5aqcZSNe/JBNoIAAAaoSURBVDR79mwOHvTGOjlwwLtv4bnnvN45U6ZA+/a3s3//F1Vsxcr9zGHLljlMmDCPBQvmEx9/ByNHjmykdyPS+FTjb6amTZtGoIartoFAgKlTpzZSiSLjqKMgKQn69YMxY7zgv+Yar0vc/v2xhHqIFxcXkZ+fx/jx4+nTp09YyywSaQr+Zqp8e3fFL4BAIEBcXByLFi1qcs+oDQfnoHNnGDwY+vb1gv/55yEm5nkgtKd7lSm781ekJVPwN2Nl7d3JyclHXLhMTk4mPT2dUaNGRbqIjSoQgD59vDOA7t2hpKT2F7aLiopYsGBBGEon0nSojb+ZK9/eLZ74eDj9dIiPTyA3N6fW67eknlAilVGNX1qscePG1ngdpDItrSeUSEUKfmmxQrkAXlFL7QklUp6CX1qs6i6AV8UPPaFEFPzSolW8AO6cNzpp2c8yfusJJf6m4JcWr/yD7ktLS8nMzPzBEA5+7Qkl/qRePeI76gklfqcav4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnwhL8zrm+zrmHnXPpzrlc59wO59y/nHOnhWN/IiISunDV+C8EzgPmAZcAE4FjgTTn3Blh2qeIiIQgJkzbfQF4zMysbIZzbgWwBZgMjA/TfkVEpAZhCX4z21vJvGzn3OdA53DsU0REQtNoF3edc+2B/sBnjbVPERH5oXA19VTmUcABD1W1gHMuGUgO/pnrnNtUy310AH5wtiHSSHT8SaSUP/a617SwK9cMX/VCzl0AvBnCzleZ2bBK1r8VuA/4rZk9HcJ26sQ5t87MksK1fZHq6PiTSKntsRdqjf9d4OQQlsurpEC/xwv9O8IZ+iIiEpqQgt/M8oCNtd24c24c8Dgwy8zure36IiLS8MJ2cdc590vgGWCOmd0Urv1U8FQj7UekMjr+JFJqdeyF1MZfW865c4E3gAzgD0BpuZcLzOzDBt+piIiEJFy9es4HWgODgHcqvLYV6BGm/YqISA3CUuMXEZGmq0WOzqlB4qSxOOe6OucWOeeynXPfOueWOOe6Rbpc0rI550Y75xY757Y65/Kdc5ucc391zrUNaf2WWON3zt2IdyPYPOAD4Cjgj8DpwE/NbH0EiycthHMuDtgAFAB3AAbcA8QBA8zsuwgWT1ow51wasA14GfgaGAjcidf7coiZlVa9dssN/g7AvgqDxLXDGyTu32amQeKk3pxzk4EHgZPMLDM470RgM/BHM3swkuWTlss5d6yZ7akwbzxeZXe4ma2obv0W2dRjZnutwjeamWUDGiROGtIvgLSy0Acwsy/xOjRcGrFSSYtXMfSD3g/+rDHjWmTwV0aDxEkY9AM+qWR+BnBKI5dFZGjwZ40Z55vgJ4RB4kRqqT1woJL5+4GjG7ks4mPOuc7AXcBbZraupuWbRfA75y5wzlkI08oq1r8VGAPcWP60XESkuXPOJeBd5C0Grg1lncYclrk+NEicNEUHqLxmX9WZgEiDcs7FAv8GegJDzezrUNZrFsGvQeKkicrAa+ev6BTg00Yui/iMcy4ALAKSgBFm9nGo6zaLpp66iNAgceIv/wJ+7JzrWTbDOdcDODv4mkhYOOeigOfwhse5zMzSarV+C+3Hr0HiJOycc/F4N3Dl8/0NXHcDbfFu4MqNYPGkBXPO/Q34PXAv8EqFl7+uqcmnpQb/ncBfqnh5q5n1aLzSSEsWHJ4hBRiB12tsOTDFzLZEslzSsjnntlD1IxZnmNmd1a7fEoNfRESq1mLb+EVEpHIKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR85v8DXF013F1SMBAAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6a22b07e60584f5d8d2030025d1f19a5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 91000 loss=-1.506 val_loss=-1.608\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c9fc8da7350347f1b222b7d820a1352e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 92000 loss=-1.71 val_loss=-1.471\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2412d4f2634e4d3e837b0df214f25286", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 93000 loss=-1.741 val_loss=-1.595\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "60ed6a5ae2184a828533620c50cd21bf", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 94000 loss=-1.536 val_loss=-1.624\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "84b843c58d0749d6b9b8a29c0090939f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 95000 loss=-1.848 val_loss=-1.532\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e7f2521c005a4681a2026a324cb595be", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 96000 loss=-1.284 val_loss=-1.605\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2921713a4dc64dcc9604cfb696869993", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 97000 loss=-1.256 val_loss=-1.643\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a101cee9bf1446e793fa6e360110b584", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 98000 loss=-1.343 val_loss=-1.562\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1ae619ea8613400f930152ab5d2f1eb3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 99000 loss=-1.796 val_loss=-1.505\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "434866a395c8440bab035ab253d4ce8a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=300.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "val loss (n=300) tensor(-1.3217, device='cuda:0', grad_fn=)\n" + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 27\u001b[0;31m \u001b[0mdata_train\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdataset_train\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate_curves\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 28\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_x\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata_train\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mquery\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/data/gp_curves.py\u001b[0m in \u001b[0;36mgenerate_curves\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 160\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 161\u001b[0m \u001b[0;31m# Calculate Cholesky, using double precision for better stability:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 162\u001b[0;31m \u001b[0mcholesky\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcholesky\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkernel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 163\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[0;31m# Sample a curve\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXxU1d3H8c9JMoaEJIiKyKIIuAAKouKuiFRUFHBprNpCFavI4oYg7pXWpS5VFKH6II/Ugq31wRUFEUSt1oWCVSyCSmRVRCoQErJnfs8fN8EQkzBJ5s5Mcr/v12tehDsz9/wmDN+5c+655zgzQ0REmrekeBcgIiL+U9iLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS/NnnMuzTk3xzmX65z7P+fcr5xzb0Rp32ucc6dHY18iflLYS0xFKxydc5c5596L8OHZQFtgbzO70MyeMbMzGltDfVV97fWsvzFt3uWc+8w5V+acm+h3e5K4FPYSBJ2AL82sLN6FRItzLiXCh64CJgCv+ViONAEKe4kZ59xM4ABgjnMu3zk3oWL78c65951z25xznzrn+lV5zmXOua+dc3nOudUVXTDdgSeAEyr2s62ONn8H/Ba4qOKxv6l+VO2cM+fcSOfcVxU1THXOuYr7ujrnFjnnfnDO/dc594xzbs9G/h5qrN85l+qc+6Nzbp1zbpNz7gnnXFrFff2ccxucczc5574DZkTSlpk9bWbzgLzG1CxNn8JeYsbMhgHrgMFmlmFmDzjnOuAddd4N7AWMB553zrVxzrUEJgMDzSwTOBH4xMxWACOBDyr2U2v4mtmdwL3A3yse+7+1PHQQcAzQC/gFcGbFdgf8AWgPdAf2ByY2+Jfg1VRb/fcBhwC9gYOADngfVJX2w/sddQJGNKYGCR6FvcTbUGCumc01s7CZLQCWAGdX3B8GDnfOpZnZRjNb7lMd95nZNjNbB7yFF7iY2SozW2BmxWa2GXgYODXajVd8kxgBjDWzLWaWh/chdXGVh4WBOytqKYx2DdK8Kewl3joBF1Z0n2yr6NI4GWhnZjuAi/COgjc6515zznXzqY7vqvxcAGQAOOfaOueedc5945zbDswC9vGh/TZAOrC0yu/h9YrtlTabWVFtO3DOLa/oFsp3zp3iQ43ShCnsJdaqz6m9HphpZntWubU0s/sAzGy+mQ0A2gErgSdr2Y9f7q1oq6eZZeF9E3FR2G/1+v8LFAKHVfk9tDKzjDqes+sOzQ6r6BbKMLN3o1CjNCMKe4m1TUCXKn+fBQx2zp3pnEt2zrWoOBnZseKo+tyKvvtiIB+vK6NyPx2dc3v4XG9mRbu5FecXbozSfnep38zCeB9kk5xz+wI45zo4586sYx+75ZwLOeda4P1fT6n4/SY3snZpgnwLe+dctnPueefcWudcoXPuC+fcH5xzmX61KU3CH4DbK7oqxpvZeuBc4FZgM96R/o14780k4AbgW2ALXl/5qIr9LAKWA9855/7rY72/A44CcvFOJL9Q2wMrRgpFek6hpvpvwhsq+WFFl9FC4NCGFl7hSbxvDJcAt1X8PKyR+5QmyPm1UpVz7kO8kRcvAxuAI/FGMawETqw4khERkRjwM+zbVIxeqLrt18DTwM/MbJEvDYuIyE/41o1TPegr/Kvizw5+tSvBVG0kStXbr+Jdm0giiPSS62ipHJ+8IsbtSjNnZofFuwaRROZbN85PGvJGMvwb+LRiKF1NjxlBxZWBaWlpR++///4NaiscDpOUpIFG4g+9v8RPjX1/ffnll/81szbVt8ck7J1zGcDbeJecH2tmG3b3nD59+tiSJUsa1N7bb79Nv379GvRckd3R+0v81Nj3l3NuqZn1qb7d926ciomc5uCNrT41kqAXEZHo8jXsnXMhYDbQBxhgZp/52Z6IiNTMt7B3ziUBzwD9gUFm9qFfbYmISN38PLKfClwI3APscM4dX+W+DerOERGJHT+HFAys+PM24INqtyt8bFdERKrx7cjezA70a98iIlI/GiwsIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAPBzwXERiZJwOExeXhI7dkBJCTz22B+AZC66aCypqSEyM9l5a9Ei3tVKIlLYiySw7777jptuuoUffihh/Phndm5/5JE7CIfLGThwLCkpsHXrj88JhWDPPaFrVwW//EhhL5LAvvmmlGef/RtmxlFH3U9BQUc2bTI6d76FvLwihg8P4RwccEAJX389iJNOGsE552TTsaP3AXDIIbDvvvF+FZIIFPYiCcTMmD9/Pv36ncWXX0Je3v5cdtkMFi48lrvu6ljxKAfctcvz1q+fBSxg9uwcZs8eRCjUgkGD4Mor4cAD4eCDIUX/2wNN//wiCcLMuP7665k8eTKTJr1Jjx79mTUL/vrXSygvh332gaOP9o7Uq97KymD16stYsKCEgoLubN3agm+/hRdfhA8+gPHj4aSToHt3aNUq3q9S4kVhL5IgnHOkpe1HKLQHK1bk88gjsHatd9+QITBiBLRsWfNzDzooiQEDRu78+1dfwa23Tua7775j/Pi7OOecZEaNgqOOgnbtYvBiJOEo7EUSxKpVcPrpN/PJJxfw5JOHYgb77w833gg9e0J6ujfaJi1t15tzUFi46624+Du2b78JKCI5+XRee60/H33kHeUPH65+/CBS2IvE0Zo1a7jhhnHceON0cnNbc9ddjvffP5TkZLjkEhg2zAv0zp2hQwcv2GtSOeyyUrdu+/H3v89l3rx/csIJ/XngAVixAm6+GbZt80J/771j8xolMSjsReLoN7+5gkWL3qSgoA3r1j3BihWQlQX33AOHHw6tW8OhhzZsCOV5553G4MGnsW4ddOoEU6eu4fnn3+SBB35Daipcd523fwkGhb1IHI0f/xRFRbfw2Wf38+230LYtPPAAdOkCBx0E++3XuP0nJ3vfCvbZp4wVK7KBpYTDZdx991WkpsKYMd6HizR/mi5BJE42bYL16w9gxYpn+PbbVhx0EEyd6vXPH3ts44O+qszMFMaPH0O3br244IJsysvhzjth+nTIz49eO5K4dGQvEmPhcJhFi94hJ6cfY8c6Cgu9UTK//73X3dKjByT5cBg2fPhwhg0bxrp1KZh5QzNvuaWcFi2SGT7cOzcgzZeO7EVibPbs2QwY0J+xYy+msBD694f77vMufDrsMH+CvlJKSgpdunhdRd26PURJyWDGjSvgr3/15tyR5kthLxJj27eXkJq6N4WFP2P//b0RMgcf7E1tUNtom2jbe++tfP/9/cA8ioreYtw4ePVV7wItaZ7UjSMSY+3bDwWGAGlce613NN++fWxraN26Nf/85z+YPft95sw5h8WLvdE5e+4Jp57qndiV5kVH9iIxtHGj14VSXJzFqaeG+NWvYh/0lbp168btt1/O4497I382bMjl2mvDfPwxmMWnJvGPwl4kRv73f//MhAnP8M47YVq0gJtuSoypC448En7729UkJx/H8uUTuPFGWL483lVJtCnsRWIgNzeXcePGMWvWUOAdhg2DU06Jd1Ue56BduzXA1zj3Bu+8k8/dd8OGDfGuTKJJYS8SA+FwS4444kHgl3Ts2I/rroOMjHhX9aPTTz+NF154lXvueZfk5Az+/nd45BGdsG1OFPYiMfDBByksXnw58AzjxjkOPTTeFf3UkCFnMHJkK8aP9/7+8MNbeO21+NYk0aOwF/HZxo3GAw9AUZE30uWiixJ3IZHWrWHMGKN7999j1p077viGwsJ4VyXRoLAX8dHmzVvo3bs777zzKKmpxoQJiXFSti7t2pXTsuU/gM189tlCZs6Md0USDQp7ER898sgsvv/+C+A1fv1rlzAnZeuSkpLCSy/N5Oc/fxe4lAcf3HVBc2maFPYiPikshK1brwZeok2bP3DNNbvOOZ/IOnRox+TJJ9GmjbeoytSp8a5IGkthL+KTDz6Ap59OAs5lwoSj6dYt3hXVT/v23hTIsIx77x3FmjXheJckjaCwF/HB+vU7uPvubRQUwIknwi9/CaFQvKuqv1GjSklOHkxh4RNcfvk0wsr7JkthLxJlZnD99Y/x1ludSE5+ukmclK3NvvuGuPLKqcAoliwZqitrmzCFvUiUrV0Lb7zxb2A7/fq1p3//2M1m6YcHHxzEEUf8iby8DO6/H8rL412RNITCXiSKiothyhTIz/87rVsv5cEHT28yJ2Vrk5EBt97q/fzcc+XMmPFBfAuSBlHYi0TR0qXw5JPezzfccBSHH96ED+mrGDIE+vYtobS0L1dd1Z/Vq9fGuySpJ4W9SJRs3Qrjxr3J9u3fcOSRMHx40zwpW5MWLeD22/cAOhEO783rr6+Ld0lSTwp7kSgIh+HJJ7/lww/PB7owbNjncZun3i+nngqnnTYZ+II33jhFI3OaGIW9SBTk5MBjjyUDZ9Ox41lccUWPJn1StiZ77AG33roPzrXk1Ve9LitpOhT2Io1UWOitPrVhQ1s6dHiWF198rsmflK1Nv37eAullZWWMGDGVv/xFE+c0FQp7kUZasKCcP//ZW8dvwgTo3Ts1zhX5JyWFiimQ5/PJJ1dz3XVj2b59e7zLkggo7EUaYfNmGDnyd5SVDeHkk9dwySWJO31xtJx+OvTtezZwKYcf/iSZzfVrTDOjsBdpoPJymDRpBxs3PgG8ysUXb6BNm3hX5b+UFJgwwQF/ZvHi8/n882Z2cqKZUtiLNNCKFfCnP7UEPmXgwGlceeXJ8S4pZs48E04+GUpK4P77YcuWLZhZvMuSOijsRRro1lshNxd6927H9OlXssce8a4odn7su4e//e0JOnXqzIIFC+JblNRJYS/SAK+/nsecOS+SkmJMnEizG1MfiXPOgeOPh7KybeTnb2fu3LnxLknqoLAXaYAbbpgGXECXLjdzxhnxriY+fjy6H0Vq6ruMHPlIvEuSOijsRepp06Y9+OKLNKANV1zRl7S0eFcUP0OGwDHHtKK4+GTuuceb3lkSk8JepJ6ef74j4fBo+vVbyw03DIx3OXEVClWdERNef/07NmzYEN+ipEYKe5F62LIF5s71ViKZMCGN5GT9FzrnHDjtNCgp+RuDBh3I7bffEe+SpAZ6p4rUw9ix77Bjx/P06lXGWWfFu5rEEArB7beDc8cSDpezZk2BhmEmIIW9SIRKSuBvf7sNuISePac3u4nOGuPUU+Hcc7sC6wiH/05ZmX45iUZhLxKhGTPClJb+mlCoD5MnD413OQklORl++1to0aId774LL78c74qkOoW9SC1ycnIYPXo0WVlZJCUlMXr0nsAnXHzxH9hrr4x4l5dweveGSy7xfr7ttpXMnv1KfAuSXSjsRWowb948evXqxfTp08nLy8PMCIfzgOk899xg5s2bF+8SE45zcNtt0LLlcr78sgeXXTacHTt2xLssqaCwF6kmJyeH7OxsCgoKKC0trXZvKcXFRWRnZ5OTkxOX+hJZ164wYkQP4FSSkrLZvLkw3iVJBYW9SDUPPfRQDSG/q9LSUiZNmhSjipqWm2927Lvvm+Tl/Q9//es+8S5HKijsRaqZNWtWRGE/c6ZWaarJvvvC9dd70fLoo96c/xJ/CnuRavLz86P6uCC6+mqvS+f77z/ixBOztZpVAlDYi1STkRHZSJtIHxdEmZlw880A41m16nkmTpwc75ICT2EvUs3QoUMJhUJ1PiYUCjFs2LAYVdQ0DRsGhxxyL3AL33wzOt7lBJ7CXqSacePGRRT2Y8eOjVFFTVNqKvzxj6cA9/Lii3vx73/Hu6JgU9hLRKpfYJSVlcXo0aOb5fDDrl27Mnz4bCAd2HX18FAoRIsWLZg9ezZdu3aNS31Nydlnw4ABUFoKt91mFBRoKGa8KOxlt2q6wCgvL4/p06dz+OGHM2jQoGb1IVBYCC++OBBYxnHHXbXLaxsxYgTTp09n4MBgT20cqeRkuOsuSE5eyrx5x3DxxePjXVJgKeylTnVdYFRaWkpRURGvvfbaTz4EevXq1aSuMq36zSU9PYlvv80kM/MhnnpqLLm5uZSXl5Obm8uUKVPo0KFDvMttUo49Fs44Iw34mPnzX6WgoCjeJQWSwl5+omrwHXTQQRQUFNTr+aWlpRQUFDB48GAyMjIS/oi/+jcXMCCfHTumccwxTetDKxE5B48+2oPU1FcoKVnBc8+1iHdJgaSwl138NPgarry8nB07diT0EX9d31zC4XIKCgo0NUIUHHwwXHXVICCde+8F/TpjT2EvO9U9J0zjVR7xJ1J4amqE2LntNthnH/jqq1J+/vPf8emn/413SYGisJedIgm+aEik8NTUCLGz777w+98D3Minn05k8OBhbNwY76qCQ2EvO0USfNGQSOGpqRFi6/LL4dprxwNHsH797dx3n+bOiRWFfYBVHzvf2D76+kiU8NTUCLGVmgq33NKRsWP/DZzE5Mnwxz96C7nHixkUFMD338N330F+PoTD8avHLym7f4g0R/PmzSM7O5vS0tKYHM1XlyjhefHFQ3nyyelA7b8DTY0QXfvtB+PHO0pKYOpUeOCBf7F5cxn3338Cbdr4374ZbNoEublesH/00Qd88sk7DB58FZmZrQFvBFF6OmRkQOvWXs1NncI+gKqeiG2orKws+vbty8KFb1JWVkZZWeQfGPEMz5ycHB566CFmzZpFfn4+ycnpeEMta6epEaKvfXu45RZYv34xr7zSlxkz9mTvvT/m6qvb06mTf+3+8AMsW5aHc5k7tz3xxAQ+++w9kpMPp2fPQRxyCJiVYLYHO3Z4HwwpKd7J5SbNzBLydvTRR1tDvfXWWw1+bhCMGjXKQqGQ4aVcvW7p6em2atWqnftatWqVjRkzxjIzs8y5JIMMg5Td7sc5Z5mZmTZq1Khd9uenuXPnWnp6eg2vPdkAS05O3mV7KBSy9PR0mzt37i770fsrer7+usTatu1vMNKcK7ZrrzX7/HOz8vLotpOXZ7Z0aZkNGTLKMjL2tLFjN9ovf2l2wglmmZmPGYwy+NjALDW1yFq2PMZ6977ZpkwpsYULzd5916ygILo11aax7y9gidWQqXEP9dpuCnv/ZGZm1jvkawu+qoqKzObONdt//7kG6Qa7/0CJZL/RsGrVKktPT6+zluTkZMvIyLCkpCTLysqyMWPG1PhBpPdXdK1cWWiXXuqlEZidf36JLV5sVlzc+H0XFZmtWGH29ttmixaZdes2xCDJYObO9sAsFDLr2tXsgAPM4I2KxxxosNVatjS74w6zJUui/yFUE7/CXt04AVSfk6NJSUlkZGQwbNgwxo4dW+fkX6mpcNZZMH/+QK67bhkLFkwCZgKVV6X+VOU5g+zsbJYtW+bb5GKRDCtNSkri0ksvZcqUKb7UIDU79NAW/O530K4dPPhgCS++2J9//WsATz11B8cdl0RWVv33WVQEq1eX8/DD99Ov30WUl3flscdg5co/Avdx4IHdOfVU6NzZu3Xo4M3jA/DDDwN45ZW3yclJZc2aPfnmG3jwQTjkEMjK8i4Qa5Jq+gRIhJuO7P0T6ZF9VlZWg9vYvNnszju9IyYYZc7VfZQfCoVszJgx0XuR1UTzNev95Y9vvjEbNWq+gTPoaJ07/2DPPWf28cdmmzaZhcO730dhodnKld6R/C9+Mc4A69RpmCUne0fwGRlm11xjtnCh2Vtv7Xp7912zf/zjp9tPP90MnrEDDlhkCxd6tfjJryN7Db0MoFgszrHPPt5KRY8+CjALs9hfuFR1aGmkw0oTZUhoELVvD3fddQY33fQ6bdq8wOrVezF6NDzzzHaWLCnmgw9g9WooLvYeX1zsjajZtAnWroXPP4ePPoKNG72hnGVl15OUdDhr1w4jHIZzzoGZM+GCC2DPPb2j+YMPhiOOgBNPhJNPhpNOgsMPh7ZtvZOyAKef/h4wlHXrBjNt2jq++MIbqtnUOO+DIPH06dPHlixZ0qDnvv322/Tr1y+6BTUjOTk59OrVq87ROOnp6VHpVikvh5SUJHY34gW8bpTy8vJGtVepoUNLs7KyyM3NrfMxen/5Ky8P3nvPO1hYtgzgJpybwZlnTuXaay8kPd0bGll9LHw4HGbevAWsXHkm8+d7c+hDmMMOS+Kaa+DQQyEU8tbGjWQoZTgM27bBhg1hLr98OEuXdiM5+RamToWjj4ajjoIkHw6XG/v+cs4tNbM+1berzz6AunbtyuzZs8nOzqa4uJTy8h/DMBQKEQqForY4R3IyZGZmRHRkHa2x9w0dWqrx9IkhMxNOOw2eeAJefBEmT/6Y4uLNvP56R95/H847D1JT57Bhwyo6dhxEKHQw27cb8+ZdzA8//B8wC/gVJ54IF12URM+e3odDu3bQpYsX+JFISoK99oLWrZP405/+zP33O154Ae69F6ZN8yZza1L99zX17STCTX320bVq1SobNWqUZWZmmnPO0tLS7MILf2l77fUrgyyDJMvMrH0ESmNEMtTTOWehUKhBQzKrv7bK/dTVXk236sNKa6P3V2yUlpotW2a2cGHYRo5cYt27h6uMoDm/4t9tdpVtTxi0tj59XrWnn/6xz33xYrNt2xpXS26u2fz5laN1tth++51jM2Ysty1bovFKd6Whl/Wg/4y7qn18uTNIt7S0ubZkiX/tRzLssfot0iGZtb+26LdVSe+v2Nq61TtJu2iR2aOPmvXta9a+/VO2337X2fHHf2IXXGB22WVm110Xtqee2rQz5JcuNdu4MbITu5H46iuzJ54wc+56A6x9+yPsvffKraQkOvuvpKGX0iB1d2kYUEBZWTatWi0D/Bn2WLXbKNI+9MrHnX322TjnyMjIYOjQoWRnZzN79mxmzZoVlbl8srKyIhpWKvGz555w5JHeSddWraBXL4DhNTzSkZS0L/vu6518zcys4SGN0LmzdzJ36NB7mTnTKCq6ka1bk/jySzjssOi08f333nkuPyjsm7nIpi0u5ZFHJvk6vnzgwIEsW7aMSZMmMXPmTPLy8klKSqa8vIzdnbw18xY/mTZtGo8//jjJyclROZEbyclYSRx77eXdfvgBtm/3+uHB+9M5b/RMmzaR98nXV3Ky10d/6aVp/Otfj7ByJUyfDtdf740Iatu24fs2g6+/hvXro1dvdb4OvXTO7e+cm+2cy3XObXfOveCcO8DPNmVXiTRfe9euXZkyZQq5ubmEw+Wkp7cgklE6lSoDPhpBr5OxTdfee3tH2Qce6N06dYIDDvCGbvoV9FXbbtcObrzRC/9XXoEZM2YxY8YrFDVwad2SEvj0U3+DHnw8snfOpQOLgGLgUrz/1XcDbznnepnZDr/alh8l8nzt8RzTrsnNpKEOPhi2boWLL4ZnnnmDv/xlGC1btuKYY76gf/+2O79xRGL7dli+/MdrB/zk55H9lUAX4Dwze8nMXgaGAJ2Aq3xsV6pI5Pna49FmKBQiPT09akNLJXgqx+oPGwbt2w8ALqZ37wdJStqXdesi20d5uXch2CefxCbowd+wHwJ8aGarKjeY2Wrgn8C5PrYrVcTiatmGiqS2xnLOsccee5CUlERWVhYjRoxg2bJlDBw40Nd2pXnbbz+vj37cOAf8lcWLr2TDBsfq1bBkideHX9P1qmbwzTfelb6rV8d2kRQ/w/4w4D81bF8O9PCxXali3LhxEYV9PLo0IqmtsdLS0vj8888pLy8nNzeXKVOm6IheouKgg7wrac86y1FaCg8/DFu2fM/rr7/EihXw4YdeP3zlKaZNm2DxYvjqK6+fPtZ8my7BOVcCPGxmN1fbfjdws5n95HyBc24EMAKgbdu2Rz/77LMNajs/Pz9hVkJKBP/4xz+46677KCsro+qKTMnJyYRCISZOnMhxxx0Xl9o++ugjJk6cSGlpadSmSgB/X5veX1KpuBh++CGFUaOOZfv2rbRs2YsdO75n3Lhb6ddvwM7HJSVFfhRvlk9mZsPfX6eddlqN0yX4dlEUUALcV8P2u4Gy3T0/US6qqn51ZuXVnW+++WaN22O1EEek9XoXHKVaUtK1BmOsRYus3c7XHo+ax4wZY1lZWQ268rXqzTnn+2vTRVVSqaTEmy3z1lu9S1RTU6daly5H2dy5eT+ZPTPS28KFbzWqJmq5qMrPI/tNwEtmdlW17X8CLjSzOlebTISJ0GqbTKtynHf18d4pKSmYGXvssQdFRUU7LwQaN25cTLoO6p78K0Tv3i/z/vsDSUvzvZRGqe/vvep8PrHoi9dEaFLVhg1e18yECV5/fc+eZdxzTwqZmd7kbHl5W2jVKvI1DcvL3+ZnP+vX4HpqmwjNzz775Xj99tX1AD73sd2oqHrlafXgrG28d1lZGeXl5RQWFu68EGj69On06tWLefPmxa1eTykrV2bz7bc5vtYRDZUXYI0YMYKsrKydJ1dHjhzJm2++yciRI3fZrpOuEk8dOngLk48b543D/+yzFK65Br77Dv785zu54orefPnlx/Eu09ewfwU43jnXpXKDc+5A4KSK+xJaZFee7l5paSkFBQVkZ2eTk+Nf0EZSb3l5KZMmTfKthmiqegFW1ZOr/fv3r3G7TrpKvDjnnazdbz+YOtW70GvtWhg1qpQPPniHLVs2sm3b9/Eu09ewfxJYA7zsnDvXOTcEeBlYD/yPj+02WNXFLh5//PGohH2lwsJCunfvvvNodPTo0VEN/0S6UlYkaFq39hbsadsWHnvMm8tn27YQ69cv4NJLX+fYY8+Kd4n+hb15V8j2B77EW4j0GWA10N/Mon7pZNWg7t+/f70Ddd68efTq1Yvp06dHZYKt6syM0tJS37p3EvlKWZEg6NrVG3WTkQH33w9nnAHFxak8/fQAnn3WG4ZZVha/xaKaxUpVtZ3Qi/TEXSQrN/klWitCRbr0nib/ajydoJXafP01O6+iNYOnn/Zunjdw7g46dnyVzp3b0KmT18efmektZF55S09/l8GDT6nXtAtVNduVquqawrcy/LOzs+sM1Gj1zzdEaanXj97YGSeHDh3K9OnT63wdmvxLxF8HHujNm5OX5/XlX3aZN1Hba68Zy5Y9SGnpYtavn8T69ffWsV6h4yMAAAlOSURBVJdTeOEFOP/86NbW5I/sR48eHVHIjRgxYmeg5uTk8NBDDzFr1izy8/NJhN9BZmZmo4Zp5uTk0KNHL0pK/F9XNuh0ZC91KSqCpUsr18D90YYNX7Fo0Qv06XMD33wTYv36Hz8Ytm/3bt7P5cyfn0zfvg1rv7Yj+yYf9pF2XwBkZGRywgmn8O67b1FWVkZZWcOO5msb791YjRkv/tJLcOGFEykruxvnHGZlUdmv/JTCXnZnyxb47LOa58fZnfLyt+nfv1/Uu3F8nc8+FupzwjE/P48FC+ZSVFTY4KCvbbx3WloaKSkppKQ0vGesvsM0c3JyuOqq0aSnZ3H++UmUld0FlNOr1xEahy4SR3vt5XXf1Ka4uJCPP15U6/0NDfq6NPmwj9UcJaFQiDFjxtQ63rugoICVK1dy1VVX7QzaUCiEa8C/WmU/fl3mzJlHz57e6KHCwjy82QLCOJfEV1+t4Nlnn9U4dJE46tTJC/3qCgry+M1venHzzQNZt+6LmNXT5MM+FtPkQmQzQ1a/EGjFihWkNWBugtLSUqZOnVrjmPzycnjrrRx+/vNsCgsLCId3/YZiFo7JRVwiUjfnoHt3aNFi1+3p6Zn07HkKHTseQklJYczqafJh7/c0uY1Z7KJyoe309PQG1Vg5Jn/atOkcdlgv7rlnHg88AOedt/vRQ5F8OxARf4VC3mLkSdWS9pprHmXatI856KDeMaulyYd9YwO1NtHq764+z0tDlJeXUlxcwO23n82ttyaxffvjVJ2quCa6WlYkMWRmQs+e3oLoldLTM0lJ+TGv3nvvJYqK/L3Op8mHPUQnUCtV9s1Hs7+7avfOqFGjGvmhFPnpfV0tK5IYWreGo46ixhln58yZxh13nM9vf3sBYR+XrmoWYQ+7BuqQIUMaHKh+r9oUi9WZKmmBDZHEkZ7uBX6rVrtuP+KIvrRu3ZYTThhMUvX+nihqNmFf1S9+8Yt6B2qsFqL2q9upOl0tK5J4QiE44ghvhsxKBxzQjb/85QvOP3+Mr203y7Dv0KFDrYEaCoVo0aIFgwYNittY9Jrma4+2eK0rKyJ1S0qCbt2gc+cft2VktKr9CdFq1/cW4qS2BTBGjBjBf/7zH+bMmRPXOdGrD9NsfF++J1bfUESkcTp1gkMP9ecCqpo027CH2hfASMQQbGxfvq6WFWl62rWDHj1+OjTTD8067JuShvbl+zF6SERip00bb2hmcrK/7SjsE0j1rqdIplpQ37xI09e6tXfi1s+Begr7BFO16ykcDjN37txaTzSrb16k+cjKgt69/evDV9gnuLpONKtvXqR5adnSv/77Jr9SVRBUHu03djUrEQkuHdmLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgA+BL2zrlDnHOPOueWOefynXMbnXOvOOeO8KM9ERGpm19H9mcApwFPA4OB0UAb4EPn3NE+tSkiIrVI8Wm/zwJTzcwqNzjnFgFrgOuAX/vUroiI1MCXsDez/9awLdc59yXQwY82RUSkdjE7Qeuc2ws4HFgRqzZFRMTjVzdOTR4DHPBIbQ9wzo0ARlT8Nd8590UD29oH+Mm3C5Eo0ftL/NTY91enmja6Kt3qtXLOnQ4siKCRd8ysXw3PvwW4F/iNmT0VwX4axTm3xMz6+N2OBJPeX+Inv95fkR7Zvw90j+BxBdU3OOdG4gX97bEIehER+amIwt7MCoCV9d25c24Y8CfgITO7p77PFxGR6PDtBK1z7nxgBjDdzMb71U4tpsW4PQkWvb/ET768vyLqs6/3Tp3rC7wBLAeuAcJV7i42s39HvVEREamVX6Nx+gOpwFHAP6vdtxY40Kd2RUSkBr4c2YuISGJp1rNeakI2iRbn3P7OudnOuVzn3Hbn3AvOuQPiXZc0fc65bOfc8865tc65QufcF865PzjnMqPaTnM+snfOXY13kdbTwMfAnsAEoDdwspktjWN50kQ459KBT4Fi4HbAgLuBdKCXme2IY3nSxDnnPgTWAS8DG4AjgYl4IyBPNLNw7c+uRzvNPOz3AX6oNiFbK7wJ2eaYmSZkk91yzl0HPAwcamarKrZ1Br4CJpjZw/GsT5o251wbM9tcbduv8Q5Sf2Zmi6LRTrPuxjGz/1q1TzMzywU0IZvUxxDgw8qgBzCz1XiDD86NW1XSLFQP+gr/qvgzajnVrMO+JpqQTRrgMOA/NWxfDvSIcS0SDKdW/Bm1nApc2BPBhGwi1ewFbK1h+xagdYxrkWbOOdcB+D2w0MyWRGu/TSrsnXOnO+csgtvbtTz/FuCXwNVVv5KLiCQC51wG3onaMmB4NPcdyymOo0ETskk8bKXmI/jajvhF6s05lwbMAboAp5rZhmjuv0mFvSZkkzhZjtdvX10P4PMY1yLNkHMuBMwG+gADzOyzaLfRpLpxGiLOE7JJ8/AKcLxzrkvlBufcgcBJFfeJNJhzLgl4Bm+amfPM7ENf2mnm4+w1IZs0mnOuJd5FVYX8eFHVXUAm3kVV+XEsT5o459zjwEjgHuDVandviFZ3TnMP+4nAnbXcvdbMDoxdNdKUVUyNMAkYgDea603gejNbE8+6pOlzzq2hlqUEgd+Z2cSotNOcw15ERDzNvs9eREQU9iIigaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEwP8DtaLWuKhqjpcAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAfBElEQVR4nO3de3xU1b338c9vkkESwgAK3tDjhXq32JZ4LSpabcV6qRKtCtiLmAp6aqkWtO2rx95E26q0hmo9eeSxKPYo9jytCt4O0PYgVNEqSkEF5VoQEYSEcMnl9/yxJxDCJEyS2ZnM7O/79ZoXsDN7rzVx/GZlrd9eY+6OiIjkt1i2OyAiIuFT2IuIRIDCXkQkAhT2IiIRoLAXEYkAhb2ISAQo7EVEIkBhL3nPzIrM7Gkz22RmT5rZcDN7IUPXXmZm52XiWiJhUthLp8pUOJrZ183sf9N8ehlwALCfu1/h7o+5+xc72oe2avra29j/jrT5UzN7y8zqzOyOsNuTrkthL1FwGPCuu9dluyOZYmaFaT51CTAOeDbE7kgOUNhLpzGzKcC/AU+bWbWZjUseP83MXjazT8zsTTMb0uScr5vZ+2ZWZWYfJKdgjgMeBE5PXueTVtr8MfAj4KvJ517XfFRtZm5mN5jZe8k+TDIzS35tgJnNNLOPzWy9mT1mZr07+H1I2X8z28fMfmVmK8zsQzN70MyKkl8bYmarzGy8ma0FJqfTlrs/4u4zgKqO9Flyn8JeOo27jwRWABe7e4m7/8LM+hOMOn8G7AvcCjxlZv3MrAfwG2Cou/cEzgDecPdFwA3A3OR1Wgxfd/8P4E7gv5LP/T8tPPUi4GRgIHAl8KXkcQMmAAcDxwGHAne0+5sQ9Kml/t8FHA18BvgU0J/gB1WjAwm+R4cB5R3pg0SPwl6ybQQw3d2nu3uDu78IzAcuTH69ATjRzIrcfY27LwypH3e5+yfuvgKYRRC4uPsSd3/R3be7+0fAvcDZmW48+ZtEOTDW3Te4exXBD6mrmjytAfiPZF+2ZroPkt8U9pJthwFXJKdPPklOaQwGDnL3LcBXCUbBa8zsWTM7NqR+rG3y9xqgBMDMDjCzP5jZajPbDDwK9A2h/X5AMfBak+/Dc8njjT5y920tXcDMFianharN7MwQ+ig5TGEvna35ntorgSnu3rvJo4e73wXg7s+7+/nAQcBi4D9buE5Y7ky29Wl3TxD8JmIZuG7z/q8HtgInNPk+9HL3klbO2f2C7ickp4VK3P1vGeij5BGFvXS2D4Ejm/z7UeBiM/uSmRWYWffkYuQhyVH1pcm5++1ANcFURuN1DjGzbiH3t2ey3U3J9YXvZei6u/Xf3RsIfpDdZ2b7A5hZfzP7UivX2Cszi5tZd4L/1wuT39+CDvZdclBoYW9mZWb2lJktN7OtZvaOmU0ws55htSk5YQLww+RUxa3uvhK4FPg+8BHBSP97BO/NGPBd4F/ABoK58tHJ68wEFgJrzWx9iP39MfA5YBPBQvIfW3pislIo3TWFVP0fT1AqOS85ZfQScEx7O570nwS/MVwN/CD595EdvKbkIAvrk6rMbB5B5cWfgFXAZwmqGBYDZyRHMiIi0gnCDPt+yeqFpseuBR4BvuDuM0NpWERE9hDaNE7zoE96Nfln/7DalWhqVonS9DE8230T6QrSveU6Uxrrkxd1cruS59z9hGz3QaQrC20aZ4+GgkqGfwBvJkvpUj2nnOSdgUVFRYMOPfTQdrXV0NBALKZCIwmH3l8Spo6+v95999317t6v+fFOCXszKwFmE9xyfoq7r9rbOaWlpT5//vx2tTd79myGDBnSrnNF9kbvLwlTR99fZvaau5c2Px76NE5yI6enCWqrz04n6EVEJLNCDXsziwPTgFLgfHd/K8z2REQktdDC3sxiwGPAucBF7j4vrLZERKR1YY7sJwFXAD8HtpjZaU2+tkrTOSIinSfMkoKhyT9/AMxt9hgVYrsiItJMaCN7dz88rGuLiEjbqFhYRCQCFPYiIhGgsBcRiQCFvYhIBCjsRUQiQGEvIhIBCnsRkQhQ2IuIRIDCXkQkAhT2IiIRoLAXEYkAhb2ISAQo7EVEIkBhLyISAQp7EZEIUNiLiESAwl5EJAIU9iIiEaCwFxGJAIW9iEgEKOxFRCJAYS8iEgEKexGRCFDYi4hEgMJeRCQCFPYiIhGgsBcRiQCFvYhIBCjsRUQiQGEvIhIBCnsRkQhQ2IuIRIDCXkQkAhT2IiIRoLAXEYkAhb2ISAQo7EVEIkBhLyISAQp7EZEIUNiLiESAwl5EJAIU9iIiEaCwFxGJAIW9iEgEKOxFRCJAYS8iEgEKexGRCFDYi4hEgMJeRCQCFPYiIhGgsBcRiQCFvYhIBCjsRUQiQGEvIhIBCnsRkQhQ2IuIRIDCXkQkAhT2IiIRoLAXEYkAhb2ISAQo7EVEIkBhLyISAQp7EZEIUNiLiESAwl5EJAIU9iIiEaCwFxGJAIW9iEgEKOxFRCJAYS8iEgEKexGRCFDYi4hEgMJeRCQCFPYiIhGgsBcRiQCFvYhIBCjsRUQiQGEvIhIBCnsRkQhQ2IuIRIDCXkQkAhT2Ihm0ZcsWfve737Fjx46dx5YuXUpVVVUWeyWisBdp0dKlSxkzZgyJRIJYLEYikWDMmDGsXr16t+fV18PmzfDOO3DGGRdyww03MHLkVG67DSorGxg27GqOOuooXnvttSy9EhEozHYHRLqiGTNmUFZWRm1tLbW1tQBUVVVRWVnJww9P5pVX9uWjj4Yyd+5KNm7szebNPXEHuA7YxhNPHJK80sdAAYWFMSZNOpYLLoBzz4X99gOz7Lw2iSaFvUgzS5cupaysjJqamj2+FgR/Lb/5TRlwI3APcBdm36NXL+jdewR9+oykb18jkYDFi/uxaNHL1NUtZ/LkHkyeDN261dG7978zYsQN3HnnSeyzTye/QIkkhb1IM/fcc8/O0XzLajnssLdYtSrGNdesoqICuneHwsIYsSaTow0NsHKl8eKLhzNzJsybBx988H9Zt+5B7r33f3jiicWMGxfjhhsgHg/1ZUnEac5eIqulOfnJk3+fVthv3PgyGzZ8zO9//2sSCejWjd2CHoJ/H3YYjBoFU6fCu+/CnDlf4YwzbqZPn5+xalWMb38bjj56K7/4xUrq60N7uRJxCnuJpBkzZjBw4EAqKyupqqrC3amqquKBByrZtm1LWteorq4mkUi0qd3CQjjjjL7MmTOR1auv5K674IADYNmy3zJ+/Kc4+ODf8OijwW8EIpmksJe8lmr0Pnz4cIYNG0ZNTU2KEfzeRvS7lJSUdKhvRUUwfjwsWQInn/w+sIN1645i5Eg4+WRQ8Y5kksJe8lZLo/fHH3+crVu3duja8XickSNHZqSfJSXwyiuTeOWVRdx22wX06gWvvw6nnHInp576I1av3piRdiTaFPaSl5pW1DQfvXtQI9kh8XicsWPHdvg6TZ188rFMmGAsWgSXXLKJhoY7eeWVn1Ja+i7PPpvRpqSLysBbs0UKe8lL6VXU7F28WYlMPB6ne/fuTJs2jQEDBnT4+qkcdBD86U+9mDDhORKJH7J27alcdBFceSVMnTqdzZs3h9KuZMeWLbB6Nbz9NsyZQ2iL9Ap7yUuPPvpoh8O+pKSE8vLy3eb7y8vLqaysZOjQoRnqactuu20w//rXT7nppmBh98knlzF8+KUMGDCQdevWhd6+tE99PWzfDjU1UF0d3F29aRNs3Ajvv7+Rb3xjNOeeO5QXXviAl1+GV1+F996D9euhri68fqnOXvJSdXV1h86Px+N87Wtfo6KigoqKit2+Nnv27A5duy169ID774drr4WRI7fwzjufZv3605g4sR8//7nuwg3bU089xVtvvcWQIUM45ZQhLF0Kb7+9mdmz51Bd3Y/CwlK2boWtW2Hbtl2P7duD84uLoaionh49CujRA7p3L2HatP/H9u2fcMQRB1JbG5y7ZMnj1NUVUlx8Adu3n8TDD8PnPpfhF+PuXfIxaNAgb69Zs2a1+1zJPUuWLPHRo0d7z5493cy8Z8+eHo/HHWj3o7i42JcsWZKyvWy9v+rq3MeN2+JQ7+B+zTXutbVZ6Upe2rFjh8+aNcsXL97k06a53367+4AB33fAu3f/kQcz6u4wP/k++WyTY+7wfYe7HT5J/nuLwzcdjnDY3uR5zzg83ezcTyWvOcfB/Zln2v86gPmeIlM1spec1tIeNpbmkNfMdluwjcfjxOPxUOfk26ugAO6+u5gTToDrr4epU7fx3HNX8NBDYxg2LPxppXzgDrW1wcj7X/9qYNkyY/ly4+234bHHvsKGDdOBPwBfTZ4xAoixbdsQYjHo2xd69y7i44+/SL9+n+Kii4I7p+PxWn7yk19RX7+D++8fTe/eUF9fxG23/Z21az+grGwO++13DjU1sGXLl6mrC0pvi4pgn33qWLhwFGvW/JVrrz2F4uI3OO20z2T8tYca9mZ2KHAfcD5gwEvAd9x9RZjtSjS0todN0wBvSffu3Rk2bBhPP/001dXVlJSUMHLkSMaOHdvlgr6pa6+FQw6BL395Mhs2PMNVVy1g8eJ3GDCge7a71uU0NMA//wm//z0sXgxr1sC6dbBq1TU0NDwDzAeOTj77HOAD4nE47jg48UQoLT2OE0/8KYcfHtwJ3a0bwPHA87u1s21bPQceeD8rV67kppt6Jo8aAwY8yP7778+AAUfvnOJpnPapqQke27cXAuOTD6iv/4T99sv89yK0sDezYmAmsB34GsGvxz8DZpnZQHdP7zZFkRakW3HT2ui9MxZaw3DuuTB//g2cfvoaqqqu4MwzuzNjBpx0UrZ7lj1r167l+eefJ5FIcM45lzFtGkyZ4vz1r6VANbCIXTUpNUAVBxzwBkcffTRHHQWf/exYTj/9Vk46KVgQb4vu3btTXl6+x/HBgwfv/HuPHsGjubq6XcG/ZQssX962ttMV5sj+euBI4Bh3XwJgZguA94BvAfeG2LZEQLoVN4WFhRQVFeXU6D0dJ5xgvPfeT/jiF2HBAjjzTLj77re4/vrjKGxrWuWo+vp6CgoKAFi8eAlf//rX2X//0zC7jA8/hGBCYSXwEddf/x6DBh3DkUdCYeEvOfzwBzjiiIOaXK2g818AwQ+WRCJ4AKxcGVI74VwWgEuAeY1BD+DuH5jZHOBSFPbSQelW3NTX17Np06aQe5MdBxwAc+fCZZfBCy88z5gxF3PHHQNZtmweRUX5G/hz585l/PjxDBo0iF/96j7++79hwoTDgeGsW3cCAAcfHHxfzjlnFqWlvTjkkIMo2JnnR2Wp59kT5rvhBOBPKY4vBK4IsV2JiJKSkrQ+7q+je9h0dcXFMH06XHppPc8+ewjr1n2Bk08u5A9/COad80VdXd3O31i6devG3/72NxYvXsFf/nIP//hHDDiEePxRzjoLRo6Eyy+Hnj0hiCIJM+z3BVJt6rEB6JPqBDMrB8oBDjjggHbXM1dXV3dqLbSEb/Xq1TzxxBO89NJLbN26laKiIvr160d1dXWri7EFBQWcc845GX0/dNX31623FnPWWVP55S+PYuFCKC2t58tf/i/22edZRowYTnFxcba72C7Lly9n0qRJ9OnTh9tvvx13+Pvfe3PIIQ+zalUZH30Uo0ePOi65ZBXDhq1mv/2Cqb1c3UgutPdXqnrMTDyAHcBdKY7/DKjb2/mqs5dG06dP9+Li4j1q582sQ/Xy7dXV318bNrgPG+YODQ6fc8DHjbsz291qt/fff99jsZj37t3bH3qoyk88cVd9es+e7jfe6L5sWbZ7mTkdfX/RQp19mNslbCT1CL6lEb/IHtLd0CwW2/2X1Hg8TnFxcZeslw9bnz4kK1GMHj1+C1zOAw/czO9+F9zKP3XqVB555JEuuY5RU1PDxIkTGTVq1M5jsdgRXHLJkxQXL6W8vIS334ZevWDs2OBD3isqgrJI2YtUPwEy8SAou/zfFMdnA3/Z2/ka2Yu7++jRo/d6N2xBQaGfeOKJnkgkPBaLeSKR8BtvvDHjI/pGufT+WrXKfciQXSPhgw9u8L59j3HAX3zxxWx3bw9r1qzxoqIiB/zXv37bL7jAPR7f1f/993cfN879o4+y3dPwhDWyD3PO/s/Ar8zsSHd/H8DMDgc+D9wWYruSR9Ipr6yvr2PFihVdcqSabf37w8yZMGkS3HUXrF7dAHyHgoLnmDJlCP37BzcQ3X///ezYsYObb765U8s26+vree6557jwwgsxM+rqDmTIkPt49dUDufnm44Dgox0HD4brroOrrgruWJV2SPUTIBMPoAewBHiLoNTyEuBN4H2gZG/na2Qv7p7WvDzgsVis0/qUq++vujr3xx93P/XUXSNlM/fPf/5D79YtGE3Pnj270/rT0NDgZ555pgN+++3P+3nnuRcW7upb377BfPzChZ3WpS4h5+bsPbhD9lzgXWAK8BjwAXCuu3dsS0KJjHTLJvO9vDITCgqCkfG8eTB/frA/fjwOc+bsz44dT9K9+y1UVp7N888H2ww0ZPiDcOfNm0dFRQWLFi0CYNEio67uImKxw5gwoZaXXgraHTwYJk8O9nivqIDjj89oN6Ir1U+ArvDQyD56Uu1eeeyxJzgUtjqqj8fjfuONN3ZaP/Pp/fXhh+7jx7sfeuiuETW477vvB96r1zH+4x//0RsaWj6/qqrKX3jhBZ8xY8Zux6+66iofOHCgf/zxxzuPffOb1zngQ4f+1ktLG9va6rDN+/d3v+UW9/feC+uV5o6wRvZZD/WWHm0N+1RBMXr06NAW6SSzWiqvhFhWyitbk09h36ihwX3uXPdvfcv9oIPc4Zbk9/cq79vXffBg97POeth79erv11zzfV+/3r2+3n3x4sUO+IABA3a73vHHH++AP/nk6/7LX7oPHereo8fjDt9ymOXgvs8+7pdc4v7008G1JKCwb0VLQRGPx724uNinT5/e1u+XdKIlS5Z4cXHxXkO9sLCwS/z3zcewb6qhwf3FF+v8tNMm+b77rmky4q9Mfu+/4Wbu/fu7l5Z+4onEOd6373U+aJD7Zz7j/ulPux9xxFzv1+9Vh5rdfmPYbz/3iy92nzjRff36bL/SrikXq3E6RWvb3DbucV5WVsaCBQsiV2+dK9LZvbKwsJBjjz2WFStW5N2GZl2NGZx3XgHnnTeGhgZ4/XV44w149dUy/vnP81m+vC+rV5N89CKosg4+Vm+X04BgK4dBg2DIELjwQjjllKC6Rjpfzod9OkFRW1vLfffdt8fHy0nXkE55ZV2dyiuzIRaD0tLgMWpUL6AXAJ98Am++CUuXBs8pKAge8Xiwi2NBAZSUwKmnpt7WVzpfzod9OkFRW1vLlClTFPZdVLq7V3b0c2Ulc3r3hrPPDh6SG3L+FyoFRe5TeaVI+HI+7NMNgIKCAhKJBLFYjEQiwZgxY1i6dGnIvZN0jBgxglgs3upz4vE4I0eO7KQeieSfnA/7ESNGEI+3HhQAtbV1VFVV4e5UVVVRWVnJwIEDmTFjRif0UlpzzDG30NCw97AfO3ZsJ/VIJP/kfNjfcsstaYV9UK23S21tLTU1NZSVlWmEn0WzZsEPfrARSBCLdd/jv2WUd68UyaScD/sBAwYwbdo0iouL9wgKM9vr+Y2VOtI5li5dypgxY3ZOqX3hCwm2bLkaWMuVV15JeXn5btNt5eXlLFiwIGc/GFykq8j5sAcYOnQoCxYs2BkUZkYikUhr977a2loeeughzed3ghkzZjBw4EAqKyt3Tqm5VwHLicfjXH31MCoqKti0adPOz42tqKjQiF4kA/Ii7CEY4TcGxcyZM9m0aRN1dXVpnVtbW6v5/JC19iEkENz8dvXVV+uHrEhI8ibsU2lvqZ7m8zOvLTe/iUjm5XXYp1up0xKFT+a05eY3Ecm8vA779Ct1UtN8fubo5jeR7MrrsG+tUiddms/PDN0lK5JdeR32sGelTuMIvSPhr/n8tnGH/fcfARS0+jzdJSsSnrwPe9i9UqexpG/UqFGaz+8kEyfC0qUXAPWtPk93yYqEJxJhn0om5vO1mJha8xunvvvdBDCdI488n8LCQt0lK5IFkQ37TMznb968WYu3zaS6cQqqMHuYtWvn8OCDD+ouWZEsiGzYQ2bm87V4u0trN065B2sd3/72txk7dqzukhXpZJEOe8jsfH7UF29145RI1xX5sE8lE/P5UQw03Tgl0nUp7FPo6Hx+VANNN06JdF0K+xa0NJ+frigGWnGxbpwS6aoU9q1INZ/fs2fPtM7N949BbF5emUgkqK09cK/n6cYpkexQ2LdRupur1dXl78cgpiqvrKqqYseOD/Z6rm6cEskOhX0bpbt4G9SX75IvlTqt70u/6/MDmn9wjG6cEskuhX0bRf1jENMprywsLOTYY4/VjVMiXYjCvh1aWrxN92MQc7lSJ53yyrq6OlasWKEbp0S6EIV9O6VavE33YxBzeZsFlVeK5CaFfQa1paQwVxdvtS+9SG5S2GdQez8GMZcWb6++egR7e9uovFKk61HYZ1C+bbOQqpb++eeXAA2tnqfySpGuR2GfQfm0zUJLtfTLl88GCojFtC+9SC5R2GdYR7dZ6AqLt63X0tcC9XTrVsiVV16p8kqRHKGwD0FHtlmA7C/eplNLX19fT+/evVVeKZIjFPadJJcWb7VVsUj+Udh3kq66eJtqEbaqqiqtc1VLL5I7FPadJBOLt4888sgewdyROf2WFmHTpVp6kdyhsO9Emdgjv3kwt3dOv/VF2L1TLb1IblHYd7KOLt42D+bGOf3LL7+cESNGpD3qv/vue9ixo+0h30i19CK5RWHfBbR38bapbdu2MXXq1FZH/fX1sHYtvPEGPPbYo9TVtW9Er1p6kdyjsO8COrp426ilPfQvu+xyhg4NRv0HHxzj9NMT1NSkPzevWnqR3Lf3PXkldI2Lt2VlZdTW1u42VROPx9s1p97U9u3beO65qUDww2DbtrYF/aZNmzrUvohkn0b2XURLi7fl5eX06NEjAy343p/SjBZhRfKHRvZdSOPibUVFxW7HGxoaqKys7PAIv620CCuSPzSyzwGZmtNPlxZhRfKPwj4HdPRzb9OhRViR/KawzxEtzekPHz6coqKiDl27cRFWG5qJ5C+FfQ5JdUPWlClTeOqpp9o96tcirEg0KOzzQEdG/VqEFYkGhX2eaOuoX4uwItGisM9zrdXvaxFWJDpUZx8BLdXvi0h0aGQvIhIBCnsRkQhQ2IuIRIDCXkQkAhT2IiIRoLAXEYkAhb2ISAQo7EVEIkBhLyISAQp7EZEIUNiLiESAwl5EJAIU9iIiEaCwFxGJAIW9iEgEKOxFRCJAYS8iEgEKexGRCFDYi4hEgMJeRCQCFPYiIhGgsBcRiQCFvYhIBCjsRUQiQGEvIhIBCnsRkQhQ2IuIRIDCXkQkAhT2IiIRoLAXEYkAhb2ISAQo7EVEIkBhLyISAQp7EZEIUNiLiESAwl5EJAIU9iIiEaCwFxGJAIW9iEgEKOxFRCJAYS8iEgGhhL2ZHW1mvzazBWZWbWZrzOzPZnZSGO2JiEjrwhrZfxE4B3gEuBgYA/QD5pnZoJDaFBGRFhSGdN0/AJPc3RsPmNlMYBlwM3BtSO2KiEgKoYS9u69PcWyTmb0L9A+jTRERaVmnLdCa2b7AicCizmpTREQCYU3jpHI/YMDElp5gZuVAefKf1Wb2Tjvb6gvs8duFSIbo/SVh6uj767BUB63JtHqLzOw84MU0GvmLuw9Jcf7twJ3Ade7+cBrX6RAzm+/upWG3I9Gk95eEKaz3V7oj+5eB49J4Xk3zA2Z2A0HQ/7Azgl5ERPaUVti7ew2wuK0XN7ORwG+Be9z95209X0REMiO0BVozuwyYDFS6+61htdOChzq5PYkWvb8kTKG8v9Kas2/zRc3OAl4AFgL/DjQ0+fJ2d/9HxhsVEZEWhVWNcy6wD/A5YE6zry0HDg+pXRERSSGUkb2IiHQteb3rpTZkk0wxs0PNbJqZbTKzzWb2RzP7t2z3S3KfmZWZ2VNmttzMtprZO2Y2wcx6ZrSdfB7Zm9lNBDdpPQK8DvQGxgGfAQa7+2tZ7J7kCDMrBt4EtgM/BBz4GVAMDHT3LVnsnuQ4M5sHrAD+BKwCPgvcQVABeYa7N7R8dhvayfOw7wt83GxDtl4EG7I97e7akE32ysxuBu4FjnH3JcljRwDvAePc/d5s9k9ym5n1c/ePmh27lmCQ+gV3n5mJdvJ6Gsfd13uzn2buvgnQhmzSFpcA8xqDHsDdPyAoPrg0a72SvNA86JNeTf6ZsZzK67BPRRuySTucALyd4vhC4PhO7otEw9nJPzOWU5ELe9LYkE2kmX2BjSmObwD6dHJfJM+ZWX/gJ8BL7j4/U9fNqbA3s/PMzNN4zG7h/NuBa4Cbmv5KLiLSFZhZCcFCbR3wjUxeuzO3OM4Ebcgm2bCR1CP4lkb8Im1mZkXA08CRwNnuviqT18+psNeGbJIlCwnm7Zs7HvhnJ/dF8pCZxYFpQClwvru/lek2cmoapz2yvCGb5Ic/A6eZ2ZGNB8zscODzya+JtJuZxYDHCLaZ+Yq7zwulnTyvs9eGbNJhZtaD4Kaqrey6qeqnQE+Cm6qqs9g9yXFm9gBwA/Bz4JlmX16VqemcfA/7O4D/aOHLy9398M7rjeSy5NYI9wHnE1Rz/Q/wHXdfls1+Se4zs2W08FGCwI/d/Y6MtJPPYS8iIoG8n7MXERGFvYhIJCjsRUQiQGEvIhIBCnsRkQhQ2IuIRIDCXkQkAhT2IiIR8P8BSrWA0PsmpjwAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -5924,6 +1605,7 @@ " use_rnn=True,\n", " min_std=1e-3,\n", " use_lvar=True,\n", + " use_deterministic_path=False,\n", " use_self_attn=True,\n", "# attention_dropout=0.3,\n", "# dropout=0.3,\n", @@ -6005,2739 +1687,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T20:56:39.649210Z", - "start_time": "2020-02-15T18:22:45.538722Z" + "end_time": "2020-02-22T11:08:14.084843Z", + "start_time": "2020-02-22T11:08:05.500Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "runs/Feb16_02-22-45_mjcdesktop-anp_1d\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a31b8669648744a1a6dcc8290e12532f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=100000.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6586c1739f9c4125a5789717a51e26fb", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 0 loss= 0.9118 val_loss= 0.9778\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c5843db142a44c2ea71213a2e896ff00", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 1000 loss=-0.1999 val_loss= 0.1142\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "054f30f7ac1345ee9438e19ed15b6c74", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 2000 loss= 0.2029 val_loss= 0.07532\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXhU1f3H8feZSUIShrCJ7BAIq2AUoUIBBQVUUFFL0JaC2p+KiraiKe7a2Iq4QbDGUmm0IrgBdUERFVSsrRVFwSCyBtnCviRkJZOZ8/vjZEgICZnMmsn9vp7nPpPcmXvvESefOXPuWZTWGiGEEA2bLdwFEEIIEXwS9kIIYQES9kIIYQES9kIIYQES9kIIYQES9kIIYQES9kIIYQES9qLeUEptV0qNDMB5blRK/aeOx2ilVLfyn9OUUgv8LUeV89+glPpOKXVMKbVbKfW0Uiqq0vMtlFLvKKUKlVI7lFITqhw/oXx/oVLqXaVUC2+PFQIk7IUIuMohXkk8MBU4AxgIjAD+WOn5F4BSoDXwW2COUqpP+fn6AC8Ck8qfLwL+5s2xQpygtZZNtrBvwHzADRQDBcC95fsHAV8BucAPwPBKx9wIbAPygZ8xQdcbKAFc5efJ9fL6GugGXIYJTmf58T+UP98UeAnYC+QAjwP2SuX4L5AOHAYe9+J69wDvl//cuPyaPar8ezxZ/vMTwOuVnksqf32T2o6VTTbPVl0NRIiQ01pPUkpdANystV4BoJRqDyzF1Gg/wtSG/6WU6oWp3f4V+IXWepNSqi3QQmu9QSl1W/l5hvpQjo+UUk8A3bTWEys99QpwAPOB0Bj4ANiFqXGDqa2/ialdR3txqQuB9eU/9wDKtNabKz3/AzCs/Oc+mA88TxmzlVKl5ce5azlWCECacUT9NhH4UGv9odbarbVeDqwGxpQ/7wb6KqXitNZ7tdbrazyTH5RSrcuvOVVrXai1PoCpxf+60sv2aK2f11qXaa2Laznf/wEDgGfLdzmAY1VeloepuXuez6vh+dqOFQKQsBf1W2dgvFIq17MBQ4G2WutC4DrgNmCvUmppeY0/WOWILr+OpxwvAmdWes0ub06klLoamAGM1lofKt9dACRUeWkCpnmqtudrO1YIAGnGEfVK1SlYdwHztda3VPtirT8GPlZKxWHa0P8BXFDNeQJRjuPAGVrrMi+POYVS6jJMGS/XWq+r9NRmIEop1V1rvaV83zlUNPOsL//dc56uQKPy49y1HCsEIDV7Ub/sB7pW+n0BcKVS6lKllF0pFauUGq6U6qCUaq2Uukop1RgTxAWY4POcp4NSKsaPciQqpWwAWuu9wCfATKVUglLKppRKUkp53S6ulLoYeA0Yp7X+pvJz5d9S3gb+rJRqrJQaAlyFudFK+XFXKqUuKP/v/TPwttY634tjhQAk7EX9MgN4uLyp5I9a612Y4HoQOIipYU/DvG9tmB4te4AjmBuSt5ef5zNMzXafUuoQgFLqQaXUMi/Lsaj88bBS6vvyn68HYoCfgKPAYqBtHf7bHsH06PlQKVVQvlUuzxQgDnMT+A3gds89iPLH2zChfwDTHj/Fm2OF8FBaB2fxEqVUCvAbzI2oM4GdmBrIE1praU8UQogQCmbYf40J+PeA3UA/IA3YCAzWWrtrPloIIUQgBTPsW2mtD1bZdz0wDxihtf4sKBcWQghxiqC12VcN+nLflj+2D9Z1hRBCnCrUN2g9vRc2hPi6QghhaUFrxjnlQmbo+xrMXCOjanjNZGAyQFxcXP+OHTv6dC23243NJh2NRHDI+0sEk7/vr82bNx/SWrequj8kYa+UcgArgXbA+Vrr3bUdM2DAAL169Wqfrrdy5UqGDx/u07FC1EbeXyKY/H1/KaW+01oPqLo/6CNoy0c3vo8ZLDPMm6AXQggRWEENe6VUNGbwyQBgVJUh4kIIIUIkaGFfPtT8NeBi4Aqt9dfBupYQQojTC2bN/gVgPDAdKFRKDar03G5pzhFCiNAJZpeC0eWPDwH/q7LdHMTrCiGEqCJoNXutdWKwzi2EEKJupLOwEEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EEJYgIS9EKJBKyws5P777+e5554Ld1HCSsJeCNFguFwu3n33XRYtWnRi38GDB3nqqaeYOXNmGEsWfhL2QoiItG3bNqZOnUpGRsaJfStWrOCaa64hNTUVp9MJQJMmTZg+fTp33XXXidfl5+dz4403sn379lAXO2yiwl0AIYTwxTvvvMNzzz3H2LFjufPOOwEYNWoUl112GaNHj8btdgPQsmVLHnzwwZOOfeyxx5g3bx7bt29n5cqVoS56WEjYCyEi0j333ENJSQkDBw48sc9ms7Fs2bJaj502bRo5OTk88MADJ/bt3LmToqIievXqFZTyag1lZWZzOiseq/5c/hkVcBL2QoiIUFRUxJ/+9CcefvhhmjZtilKKhx56yKdztW7dmjfeeOOkfU888QQvvvgi06ZN4+mnn672uMqBXd3mCe7qQt3lMsfXxpvX+ELCXggREW699VYWLFjArl27ePPNN30+jyewq9aqy8riSEzszpAhv2HjxuoD3OUK4H9QiEnYCyEiQlpaGtu2beORRx45ab/bDaWlFeFd+efKm2d/WVn15584MZ0JE2Zis9nYty8E/0EhJmEvhKiX3G4oKYHjx01Qx8Qk8cor/8HpVKxda/YdPx7Y2rbNVtFBcf36/9G5c28cjmaBu0AYSdgLIcJGaxPohYUVW0mJ2UpLYcmSF2natCXDhqWUH6FCUq4VK15nxozr+eUvr+Avf3kHpUJz3WCSsBdChIzTCXl5cOyYeSwoqLlmvnnz98yefTtKKV5++Uc6d+4dsnL26fNLGjdOoGPHnrjdbux2e8iuHSwS9kKIoCorg4MHYf9+yM31/rju3ftxyy0zcLnKQhr0AG3bduHVVzfRrFmrkF43mCTshRABpzUcPQr79sGhQ771HVdK8Zvf3Bf4wnmpctCXlBSRn3+UVq3ah608/pLpEoQQAVNSAtu3w6pVkJUFBw7ULeiLivJJT59Cfv7RoJWxrg4e3M3vfz+EBx64nOLiwnAXx2dSsxdC+K2w0IT8oUP+DQr6619/z8cfz+Pw4T08/vi7ASufP+LiHJSUFKK15ujR/cTFdQ13kXwiYS+E8FlBAezYYdrkA+HGGx/jwIGd3H77s4E5YQA4HM148sllJCS0oEmT5uEujs8k7IUQdVZWBtnZsHev/+fasmUN3bqdi1KKNm06M2vWZ/6fNMDat08KdxH8Jm32Qog6OXQIvv02MEH/yitpTJ58Hh9++JL/JwuBY8eOMH/+4yxcOCvcRakzqdkLIbxSVgabNgWuyQagQ4ce2Gx2jh07EriTBtGOHRt4+eVHaNKkOVdeeStxcY3DXSSvSdgLIWpVXAzr1kFRUWDPO3LkBHr1+gUdOnQP7ImD5OyzhzB+/D0MHDiG2Nj4cBenThpMM052djZTpkwhISGBiy++mISEBKZMmUJ2dna4iyZERMvLg++/D1zQ5+Rs5ejRAyd+j5Sg95gyZSb9+4+IuCkUGkTYL1u2jOTkZDIzM8nPz0drTX5+PpmZmSQnJ3u1mIEQ4lT798MPP5hpDgKhtPQ4jz46jptuOpstW9YE5qRhpIM1+XwQRHzYZ2dnk5KSQlFR0Yk1Jz2cTidFRUWkpKRIDV+IOtq7FzZsCOzKSUVFx0hIaEF8fELE1egry88/yl//+gfuvvuiiAn8iA/7mTNnnhLyVTmdTtLT00NUIiEi3+HDsHlz4M/brFkrnn12BenpnxMX5wj8BUIkJiaWzz9/kx9++IKtW9eGuzheifiwX7BggVdhP3/+/BCVSIjIduwY/PRTYJfHKy09fuJnu91Oq1YdAnfyMGjUKI7U1H+QmfkD3bv3C3dxvBLxYV9QUODV644dOyY3bIWohafXTSAXBHG73Tz00FiefPJGiou9+3uNBEOHXkVSUnK4i+G1iA97h8P7r4Jyw1aImpWWmsnLAnUz1mPbtnWsW/clX3+9lIKCvMCevJ7Iyzsc7iLUKuL72U+cOJHMzMxam3LANOc4nU5SUlLIysoiKSnyh0ALEQhuN/z4o6nZB1q3bucwZ8635OYeiOgpgqujtWbGjOtZuXIRr766kZYtEykpMf+ONT3WvvVnwQI4//zAljXiwz41NZV58+Z5FfYenhu2GRkZQSyZEJFBa9Pr5tix4F2jS5c+QJ/gXcBHTmfFcogFBWYrKjp1qzm4Ffv3g9Pp4re//Q9ud2IAStWEAwdqf1VdRXzYJyUlsXjxYlJSUk7U3GvjuWErYS8EbNsW2CkQwNR4n3vuTi644Ff07z8isCevwu02IX3smNny881jQYH52fO75+f8/IpwLykJRAkeB57A7e6IzQZxcWaLja3Y4uNP3h8fbx4r/+55PibmOy64oH8gCnaSiA97gNGjR5OVlUV6ejovvPCCV8d4e2NXiIZszx7YtSvw5125chHvvfc3Vqx4jTff3I7D0axOx2ttljA8cMB0Az1ypGLLzTWrYOXmmi0/3/eeQzYbOBxma9y4YouPP3mrGtyeoDZh3fnEz9HR4O/AWpcrn6ZN/TtHdRpE2IOp4WdkZPDqq6+Sn59f6+vrcmNXiIboyBHYsiU4577wwnFMnPgQPXsOOG3Ql5SY+fB//tlsO3aYpQz3769brbtxY0hIMFuTJubR4aj4uUmTUzeHw4R2IGc92LjxWzp37l0vxxA0mLD3mDhxInPnzsV1mr5j0dHRTJo0KYSlEqJ+KSwMfF/6yux2Ozfd9PhJ+7Q23yJ++gnWrzfbjh01j9B1OKB1azjjDGjRomJr1gyaNzePTZuaMI+qB0k2Z84fWbhwJlOmzGL8+LvDXZxT1IN/osBKTU3ln//8Z61hf+edd1NUZKZtdbnM5nZXPGpd8Vjdz57N87tSJ292+8lbo0YQE2MeGzUyXx+FCAen0/S8KSsL7HmPHy9mwYLpTJjwwElT//78M3z6KXz22alz4Nts0LkzdOkCXbuan9u1gzZtTNhHknPOGcYHH8zF5QrwP2yANLiw79IliYcfTmP69D/jdDopK6t8w1YRGxvHo48uZt++JPbtC08ZlTJv5IQEUzNp2tR8AAgRbMHsYvnii/fyzjsZ7NjxE1Onvs0nn8Dy5eYGsEfz5tC3L/TpA2edBT16NJz3/qBBl/PWWzvrfH8iVBpc2LtccM45A/nHP7JYtCid5cvnU1xsZsKMjo4BFA88cDlxcQ5GjpzItdemhnzJMa0regXk5Jh9CQlw5pnQqlXDefOL+mfzZjNlcTCMHfsHvvzyU/LyHmP8+IrmGYcDhg2DkSPh7LPNN92GyGaz1dugB1D1dca2AQMG6NWrV9f5OKcTPv54JQ7H8BP7Vq1axqOPjsPlKsPlqqjp2+3RREdHk5a2mIEDRwei2AHRrBl06AAtWwb25pEIjJUrVzJ8+PBwF6POdu0y68YGWlERfPABLFwIhw+7ADt2O/zyl3DppWZwUExM4K9bX2mt+frrD9my5Xuuv/6ROh/vcq1kxIjhPl9fKfWd1npA1f0NrmZfVU5ONmlpKZSWnvq91eVy4nI5SUtLITMzq94sKuzpUhYXBx07mvZLaeMX/jh69OTmlEDIy4PHHnuCDRt6UlIyDoDERDtjxphafPPmgb1epDhwYBePPHI1breLoUOvpmvXs8NdJMACYb9woXdTIC9alM7UqfVrkFVxsfnavX27Cf327SX0Rd2VlAS2543LBUuWwNy5KykpeQiIoUePrdx4Y0cGDZJvo61bd+K3v30Qh6MZHTv2DHdxTmjwYb9ixYKTmm6q43I5Wb58fr0Le4/SUvP1e/du01uhbVv5gxLecbnMDdlATW62bh3Mnu35ljCMtm0f4aKLunLLLR0Dc4EG4ne/eyzcRThFgw97b6dUjYSpV48fNzX9nTuhWzfT/1iI09m0yUwL4K+iInj+efjoI/N7mzZwxx2KIUP+LBWPWpSVOVFKYbeHN24bVKOA1vCb38C8eV345BPzRo+N9a6zbn0c8VaTkhJTW1u3LlBze4iGaPduAjKh1ubNMHmyCfroaLjmmq3MmVPA0KHyDbM2//nPe9xwQy8++mheuIvSsMJ+9274179g8eLOzJgBt90GxcUTgejTHme3RzNqVOSNqD18GL75xoxCrKedqkSY5OX53/NGa/P3dOedpotw164wd66b9et/zU03dWfz5u8DU9gGrKSkkD17tvHFF4vCXZSG1YzTtCksWAAffLCdvXsT2bEDdu1KxeWaB9TcaOlyOfn441fQ2h2Wfvf+cLvNCMXDh6FXLzNJk7A2p9P/G7LHj8P06fDll+b3q66CKVOgsPAQdnsUNputXt18rK8uuug6oqNjGDr06nAXpeH3sy8rg6VLl5GRkYLL5UTrmkNfKdPv/rHHFjNoUP3pd+8tux2SksxwcxE89bmfvdamee/IEd/PUVwMDz0Ea9aYCcamTTODoiquodm/fwdt2iT6XV5xqmD1s29QzTjViYqCq64azSuvZDF27OTTtuFr7aS0tIgHH0zh+eezT5nHo75zuUz76rp1gV9aTkSGHTv8C/qCAhPua9aYQX0ZGRVB71k0XCklQe+D4uJCsrOzwnb9Bh/2Hu3bJzF1agaXXDIJu/30bfhaO3n77XQmTIC77oKlS01vhEhx+DB8911gemGIyHHkiAl7X+XlwT33mNkoW7eG556DxEQoLDzGrFm3ceut/avMNSW8tWvXZiZM6MJDD43F6SwNSxksE/Ye3vS7Byd2+3waNTILMD/7LIwbB08/bf4Q6mnL10lKSuD778284KLhKy72r53+yBFTsdmyxQzemz3bPALExMSyZs1n7Ny5kR9//G/gCm0h7dol0bRpK5o3b82RI+GZgbFB3aD1hrf96d3uAt5+G774wnQ5y8qCZcvM1rkzjBkDo0bV7yHhbnfF2qLdukk3uYbKM3DK1ymLDx6E1FQzd07nzjBzpmnC8YiOjuG++16hSZPmdO7cOzCFthi73c6sWZ/RvPmZqDD9IVquZu9tf3qt3bz44hSSk7N57jmYNw9+/WsT7jt2wJw5MH48PPoo/O9/5g+uvsrJgR9+kHb8hmrDBrMYiS/274epU03Qd+1qavQtW8JXX73PG288RV7eYQD69h0sQe+nFi1ahy3ooQGGfVSUWWqspjUcR46cWGubvcfSpZncfHMyq1Yto1MnuPVWM7PfX/4Cgwebr8xffgkPPgiTJpnnvFgRMSxyc02zjq+hIOqn7dvh0CHfjt271wT9nj3QvTvMmmVmXAVYsGA6c+fezxdfLA5YWYVx5Mg+vvvu05Bft8GFvVIm8Pv1g1/8wrQ7Vp4/+9prU4mO9i7sXS4nJSVFpKWlkJNjRqhERcHQoaYP8sKFZmRhu3bmD2fOHLj2WkhPN3+E9U1xsQl8X8NB1C+HDvn+PsvJMUG/bx/07m2C3lNB0lpzww1/YtiwFEaNmhiw8gozI+b48e1JS0sJ+Y3aBt1m37ixqbF06WLe3Dk5pldOWtri8n9spxc3a2ueFbNlSzM9w7XXwqpV8PbbphfMkiVmGzDA3Ng9//z6M1ulp323a1fo1CncpRG+OnbM3JD1xa5dptfNoUNm1agnnzR/Kx5KKQYOHF2v1ngIFc+SojZbxZKiNlvFplT1v1feX3lf1ef79u3I2Wf3o02btnTocIh27dqd8ppVq4Lz39agw94jKsrceOrY0dTAGzUaTWamWcnqvfdeqPX42mbFtNtNs87gwaam9c478MknsHq12Tp2NCMQL7vs5D+qcNq2zXQn7dGj/nwQCe8UF5uxFDUt1H06O3eaoD98GJKTTdDHxQW+jKHm+Ubv2ez2U3+u7rHqz6FYReu771ZhD8NyXZYIew+bzTTrtG1rukJ16pTBkiV/w5tRxN724klMhLvvhptuMv3z333X1KQyMuCll+CSS+Dqq83rwm3fPhMcffuaCa5E/ed0+j5o7uefTa+bo0dNM+f06acG/cKFszh4cBfjxk2lTZvOgSm0D5Qyy3M2amRWufJs0dEVW1RUxWMkLXUYjqAHi4W9h2dF+7ZtIT7eQWFh7XdV6zorZkJCRRPPf/5jQn/tWnjvPbP16wfXXGO+DYTzjZqXZ9rx+/atP986RPU8i4X7MsDv559NjT43F/r3h8cfNx0ZKnO5ynjrrWc4cmQfv/zllSEJe7vdvO8aNzZr1cbHmw+gRo0aflfhDRs2YLfb6dGjR0iuZ+kv8DExcP31E726YVtaWkx6+pQTN2q9Zbeb4ebp6fDyyzB2rPkjW7PGdNucMAFeey14i0B7w3PjVgZg1V9amy6WvrxPtm83NfrcXNNpYfr0U4MewG6PYsaMpUyYcD/9+l3kd5mr07ixqWT17GnKMnQonHee+b19e9O1OTa24Qf9888/z1lnncVTTz0VsmtaOuwBUlO9651TVuY8qSumL7p0MU08ixbBHXeYN/eBA5CZCdddZ/o45+T4dGq/uVwmTLZsiYwRwlbiCfqDB+t+rKeN/uhR02Hg8cdNrbkmPXqcxy23zAhof3CHw3QIGDjQBHzPnibwGzdu+KFekxEjRtC8eXOaefq6hoDlwz4pKYnFixcTHx9fa+hX1xXTFw4HpKTAq6/CU0+ZP4Djx03zzqRJpsa/bl14QjcnxzQ3HT8e+muLU2kNGzf6tgiJp9fN0aOm9vz44+bbbHV++OHfXt278lZsrLkvdf755kOmU6eGcSM4UM466yz279/PzJkzQ3bNoIa9UqqjUmqxUipPKXVMKfW2UqredfgbPXo0WVlZTJ482atafklJETfe2NunZp3KbDbzx/D006aJ57LLTLPPl1/CH/5g+vB/+GHogzcvD7791tzAFeGjtVltzZfmtZycil43555rmm5qqtEvWfIiU6cO4/nn7/KrvHa7qbGfey4MGmTCXtZXqJm3430CJWhhr5SKBz4DegE3AJOA7sDnSql6dyswKSmJjIwMYqtrzKxGIJp1KuvSBe67D954AyZONCMZt26FZ54xN3nnzDFfyUOlrMzUKNetMwuei9DyBL0vH7j79pk2+kOHTPfKJ56ovo3eo0WL1kRHNyIx8SyfyhoTY96/gwaZJpoQtkxEPJfLxZdffokzBHOZBLNmfwvQFbhaa/2u1vo9YCzQGbg1iNf1S0Ed5gUOVLNOZWecYbptvvWWCf8ePcwAmoUL4YYbzMyEy5eHLoA9Sx/u3Xtqs1J2djZTpkwhISEBm81GQkICU6ZMIdvf9fAsrqzMzGXkS9B7JjXbvx/69PGuH/3QoVczf/5mxo69rU7Xio014T5okOndJt13627kyJFceOGFrFixIujXCmbYjwW+1lpv9ezQWv8M/Be4KojX9YvDUfeFxz0jbAMpJsY06/z97/DCC2aWzdhYM/vmE0+YSdheeCG4tf2cnGzS06dw6aUJtG9vo0mTBG66yYT5smXLSE5OJjMzk/z8fLTW5Ofnk5mZSXJyMsuW+f9tx4o8PaNyc+t+7JEjJuj37DEhfLqgP3r0AAUFFRdp3dr71tXoaDOL6vnnm2YbGZTnuxEjRpCYmEhhCCatCtqyhEqpfcB7Wutbq+z/GzBea93qdMf7uiwh+Lds3JQpU8jMzKzz16r4+ASWLg1u/8nCQvj0U/jgA9NrxuPcc02XzgsuMANMfJWTk83ChTNZsWIBRUVm7IFSqsqNOwXU/p6Jj48nKyuLpKTIWc/XW8FaljAvz/Sj9+UbfW6u6em1fbtZmnLWLDPWoyYzZtzA//73Pg8+uIBBg8Z4dQ2bDTp0MDdb/XmfiQolJSXExMRgq/SJ6e/7q6ZlCYP5v6wFcLSa/UeAameBV0pNBiYDtG7dmpUrV/p04YKCAp+PHTJkCP/85z/rHPbFxfkUFPh2zbq4+GKzbdnShI8+asu//92atWvtrF0LLVocZ/ToPVx66R6aN69b+VevXsWTT6ZRVubEVWm+5lMrA95VDoqKiujVqxdjxozh2muvpb1nJYwGwJ/3V01KS31vmjt6NIaHHjqHXbsa07FjIY89thabzVnjSmVlZWXs3/8jxcX5nHFGnlfvW7vdfLPcuTO0946sKBjvLwhuzb4UmKW1vr/K/seB+7XWp/2gCVfNHmDZsmWkpJiJ0rwN/VDU7KtTWGjm4XnvvYol6aKi4KKLTPdObwbn5eRkc/PNyZSUBH7tRc83A6UU8fHxJCYmsn37doqKinA4HEycOJHU1NSI+gYQyJp9cbG5Ee7roLrKC48kJpqFR1q0qP04rTW7dm2iU6dep32dp8mmdWvfyie8U1xczFdffcWIESOCVrMPZtjvB96NtGYcj+zsbNLT05k7d65XgR8VFc2YMTdz7bWptG8f+uDS2rT1vvOOWUzFTJKVTcuWMykoWEBpaQGNGsXTpk0i+/Zt5/jxohO/79q1CZfLx2WO/FT5w8DhcHDllVeilGLJkiUUFBTUyw+EQIX93r2mx5WvC9/s22e6V+7dawL52WdrXsfBF61amcqC3HgNrtLSUjp06MChQ4fYuXMnW7dujbiw/wyI0VoPrbJ/Zfl1h53u+HCHvUd2djbJyckUeTEhid0eTXR0NGlpi8M6PezevfDCC8v4739TAGf5Frmio82/6+LFixk9OvzT7vr7/jp2zIT8sWO+l2HXLpg2zfS66dXLDM47XRs9gNvt5vXXZzBmzE20aNGmxtcpZbpSyhTYoZOSksLOnTuZM2cO+fn5QQn7YN5HXwIMUkp1rVSIRGBI+XMRIRwjbP3ldmfz3XcpQBGRHvRgejsVFRWRkpIS0d06S0rMHPTff+9f0P/0E9x5Z0X3ymeeqT3oAT7//C1eeulhpnKjBh8AABKKSURBVE4djruG+ZGjo+HssyXoQ+21117jm2++oX///kG7RjDD/h/AduA9pdRVSqmxwHvALuDFIF434MI1wrauPF0lb7ihd1Da38PNc9O3b9++OByOiOnbX1pqavLffOPbtAeVffWVabo5dszMNfPMM2b6DW90796PwYPHct11007q/eHhcJgZMb1p8xeB1eh0ExYFSNCacQDKp0ZIB0Zh+ux9CkzVWm+v7dj60oxTVUJCAvleLjQb7GYd77pKNnyhbubx9v1VWmp6ruzZ49tCI1W9/76ZLM/thtGjTej70gXSc4+kstatTd986TMfXgcOHOCtt97i97//vc/nCEfXS7TWO4FxwbxGqNV1hK3L5eT++8cQG9uYSy65PmA3cFetWlbt0opWC3rgRK+plJSUetG3/9gxE/AHDgQm5F0umDvXjKIGM1ne737n/YyRP/zwb5KTLzgR8JWDXilzc7cB9YyNWJs2baJPnz40bdqU22+/nagAD2aQz/E68mWELUBJSWHA5tLJyckmLS2FkpIir9bQ9U/VRDn5d7s9mpiYWKKjg/81tDZFRUX07t07LM06TqcJ+NWrTZv8vn2BCfojR0wNfuFC09f9nnvg//7P+6D/+ONXmTp1GM8+e8spFYGYGDMgT4K+fujRowfnnXcegwYN8rr1oC4k7Oto4kTvFjupjucG7v33j2H0aIfPbfoLF84MzcRJthiaNZuCUlsxg6m2AlOABMBGdHQCQ4ZMJjPzR/7yl3eIjY3Hbg9vPz2n08nf//53unXrFvQ2/ZIS2L3bTAn91VeweTM1DmTyxbp1ZubTrCyzuH16Olx5Zd3O0bhxU2Jj4+nWrd9JNfqmTc3Uw4Hsqin8o5Ri1apVTJs2jebNqx136t/56+vX/vraZl+Xrpi18bVN//LLE0600QdLbGw8mZlZtG+fREGBCZw1a8xWNTcbN4ZzzoHOnbPJyUln9er55eXT9eIegj9t+lqbWntpqQn3/HzYuHElzZoND9rU02VlZvbTefNME05yMvzpT77fOD1wYBdnntnxxO8dOpgpFay6cEh9F4nTJTRInq6YdR1hW53KbfqgiI93MHLkxBrb9T03ZIMZ9JU/gDxlcDjMWrmDB5vX5OWZ2uz338N335m507/6Cr76KgnIoFGjDM4914T//v3pZGXNp7i4YlDX/v3bKS4uJFQfBp7/T7/6VQrz52fRuXMSdru5GalUxaPWJlzdbvNYVmZCvmrxXK7grTGwaZNZ32DbNvP7+PGmdl/X5luXy3ViYWtP0Nvtpk9+q9MOZxQNldTsfVTXEbbe80w0poiNrRjxWlJiZsXzJxzt9mg6duzJ/v3bKSkpOil8S0qKiItzMGrUJMaPv7tON5H37zc1/h9/NE0PVedOUcoM5e/Txyxs3rcvtGsHe/Zks2hROsuXmw+DuDgHgwePBTSff74w4Pcj7PZorrhiMlOnZvh1noKClTgcwwNTqHLFxaYmv2iR+bBp1860z/vS7TonZyupqSOYMOFBxo41A9gbNzb//rKYSP0XcdMl+Ku+h71HIJt1gqlys0yw5eaa4PdsmzefOpNjixYnh3+3bicvmRfM+XrGjr3dr15RgQz7sjJYutQsUXnkiPmWkZJiett4uY7OKV566WEWLJjOZZf9jvvue5kzzzTdKssr+qKek7Cvg1CGPfg2cVqo1IcpHEpLTfOEJ/zXrz914i/PhFu9eplg6tkT9u5dxp//fGr3Un/5+28SiLB3u+Hzz81ylHv2mH09e5rFaXr39uvUuN1uvvzyHXr27M/QoYl06ODf+URoSZt9PeYZYZuens68efPq1Bc/8EwzkFKKuLgmPjXLBFpMjBmCf/bZ5netTS+W9esrPgB27IANG8zmERs7mo4dsygrSycnZz5OZ0Glyds2+jx5m+deSVpaSsi+7Xjk5sKyZWaA1N69Zl/HjmZ1sgsvDMxNU5vNxiWXjOOss6S3jaggNfsgCGdN/6qr7gh7uPuioMDU/jdtMlP+btpU/dQCMTHQtSu0b5/NF18kU1bmXzOPL7OV1rVm73KZG9offmgWk/e8Jdq0MesNexaa99fBg7uJi3PQqVMzeveW2SojldTsI0i4avrx8Ql+33wMF8+8LJVvSOblmRW5tmwx4b9li2ny2LgRNm5MAhYD/s3s6Vk4/pNP5gW0qUtr8y3l009h5UrTHg+mTX7wYNNf/he/CGw7ekbGXaxd+xkLF75JcvKlgTuxaBAk7IMkKSmJjIwMMjIyQlLTt9ujGTVqUlDOHS6egT8DKtVRCgpM6G/eDJs3j2bDhiz27k0H5gOmb7+3Syd6BKpZZ98+0x31++9N7yRPwIPp2z5ihJnTJhgLgdhsx4FcSktLSE5ODvwFRMSTsA+ByjX9+fPnn1igO5Cio6MZP/7ugJ6zPnI4oF8/sxlJFBZmsHVrBtnZsG5dNmvXppOb+0Kdz11a6mTu3HRuvjmDJk1Mb5jo6Ip++G43FBXBvn2xuFwm3LdurdgOHTr5fGecAcOHw8iRZhGQYA1iat0aundvxBdffMq2bdto27ZtcC4kIpq02YdJoGr7oeptExVVsdntZvO8dbSuGJBUVlbxGM631qxZU/jww0wfe/HcDqQCFTX8qCgT9qeb76ZxYzPXzHnnma1z5+COUo2KgvbtC+nUKfbEACoR+aTNvoGpqbZf26Cpk9d0bcIll0xi3LjA3ZCNiYEmTUwNOj6+YvMlSzyLaB8/bqYaKC42NeOiIvN7MF13XSrLl8/zMewzgXnY7YvRejRut/nwAvNv4XCU0LRpLC1bmmkHunUzW7t2oZsi+IwzoEuXMsaPH4/NZuP1118nwZsVTIRlSdiHUeV2fagYlTt//nwKCgqqXaB70qRJ3H333SdN4+sJUE+YFhebgD1+vOaaqM0GcXEVYe5wcKLpIlBiYsxW3UShLpdZLL2gwGyen31dj7Wq9u2TSEtbXO000LUzN3xdLjM19ahR1/OrX6XSoUMSUVFQUPB1wEfQeqtRI+je3YT95s3b+OabbwA4fPiwhL04LWnGaeAqz+9is1VsUVH1cyKs4uKKD4D8fLP5c087J8dMyfDBB3N9HphVtaksGNMl1EYp882hS5eT58nJzs7m4MGDDBo0KKTlEcEjzTjCJ5529kgRF2e2ypN1eWabzMszC4Pk53t/P6B9+ySmTs1g/Pi7fZ5+oWpvnVAPVDrzTBPycXHm98OHD9OyZUvAfDsM92ItIjLIfPai3ouNNeHfrZu58XnBBeZGaJcu0Ly5d/cTPM06/sy573Q6WbQo3adjfdGihRl3cNZZFUG/dOlSEhMTWbJkScjKIRoGCXsRcWw2aNbM9HY55xwYOtR8CHTtagKypvAfOHA0mZlZXHHFZJ+u63I5Wb58vh8lr53NZkbWDhhg5rFv0uTk5z/99FMKCgpYtWpVUMshGp4I+oIvRPWUgoQEs3XqZJp4CgpMs49nKy01r/U062jtZunSunfNLC4Ozmjo2FjTX759+5Nn/6xq5syZDB8+nCvrumSVsDyp2YsGRylTI+7QwUyjPHgwDBxoZtRs1870h7/uulSflpfU2s3f/pbu03KSVUVHm/L06weDBplmqapB73a7mT17NocPHy7/b1OMHTv2pCUGhfCG1OyFJXhu/LZpY37v1y+JqKjF3Hij6ZpZVuZ9Df+TT5by+ecr6jyQLSrKTAHRrJnZHI7ae0Tde++9zJw5k5UrV/Luu+96fS0hqpKavbCkqCi49trRrFuXxa23TsZR3WCAGrhcLkpKikhLS6m2hq+U6Q/frJmZvrh3bzj/fBgyxEzz3LGj+ebhTeX8zjvvpEePHtx22211+c8T4hRSsxeW5s+EdWVlTpYvT+fJJzNOdHGNjTVB708ry+bNm+nRowcAiYmJ/PTTTzIdgvCb1OyFKOeZwmLyZO9665SVOXnnnfm0aWNGtDZrZsLen6CfPXs2vXv35vXXXz+xT4JeBIKEvRCVeGr63t4ADcZaBW63mz2etQqFCBBpxhGiGg6Hg/z8fK9eB7Bz5046derk07U8E9sBTJ06lQsuuID+lVdxESIApGYvRDUmTpxYa9fM6OhoJk2axCeffELXrl2ZPXt2na+zbNkyzjvvPA4ePHhinwS9CAYJeyGqkZpaez/86Oho7r77btasWYPb7cZdaYrR3NxcNm7ceNrpqrXWPPXUU6xdu/bEzKdCBIuEvRDVSEpKYvHixcTHx58S+na7nfj4eBYvXkxSUhL33Xcf33zzDRMmTDjxmjfeeIPevXtzxx13nNiXnZ3Ns88+y4oVKwAzQOrVV1/lmWee4dFHHw3Nf5iwLAl7IWpQuXdOQkICNpuNhIQErrjiCrKyshg9umJA1YABA2jjGbEF5Ofn06JFCwZUWkD3/fffZ9q0abz88ssn9nXq1Ik//vGP0uNGBJ3coBXiNKouMANmvvHaphW+9957SU1NxVVpNZbLL7+cNWvWMG7cuKCVV4iaSNgLESR2u/2kGnv37t2ZN29eGEskrEyacYQQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgIk7IUQwgKCEvZKqR5KqeeUUllKqQKl1F6l1BKl1DnBuJ4QQojTC1bN/hLgImAecCUwBWgFfK2U6h+kawohhKhBVJDO+ybwgtZae3YopT4DtgN3AdcH6bpCCCGqEZSw11ofqmZfnlJqM9A+GNcUQghRs5DdoFVKtQD6AhtCdU0hhBBGsJpxqvM8oIDZNb1AKTUZmFz+a4FSapOP1zoDOOXbhRABIu8vEUz+vr86V7dTVWpWr5FSaiSw3IuLfKG1Hl7N8Q8ATwA3aa1f9uI8flFKrdZaDwj2dYQ1yftLBFOw3l/e1uy/Anp78bqiqjuUUrdhgv7hUAS9EEKIU3kV9lrrImBjXU+ulJoE/A2YqbWeXtfjhRBCBEbQbtAqpa4B/glkaq3/GKzr1GBuiK8nrEXeXyKYgvL+8qrNvs4nVepC4BNgPfB7wF3p6eNa6zUBv6gQQogaBas3zsVAI+A84L9VntsBJAbpukIIIaoRlJq9EEKI+qVBz3opE7KJQFFKdVRKLVZK5Smljiml3lZKdQp3uUTkU0qlKKX+pZTaoZQqVkptUkrNUEo1Ceh1GnLNXil1J2aQ1jzge6AZcC9wLjBUa/1dGIsnIoRSKh74ATgOPAxo4HEgHkjWWheGsXgiwimlvgZ2Au8Bu4F+QBqmB+RgrbW75qPrcJ0GHvZnAIerTMjWFDMh2/taa5mQTdRKKXUXMAvoqbXeWr6vC7AFuFdrPSuc5RORTSnVSmt9sMq+6zGV1BFa688CcZ0G3YyjtT6kq3yaaa3zAJmQTdTFWOBrT9ADaK1/xnQ+uCpspRINQtWgL/dt+WPAcqpBh311ZEI24YM+wI/V7F8PnBXisghrGFb+GLCcslzY48WEbEJU0QI4Ws3+I0DzEJdFNHBKqfbAn4EVWuvVgTpvRIW9UmqkUkp7sa2s4fgHgAnAnZW/kgshRH2glHJgbtSWAb8L5LlDOcVxIMiEbCIcjlJ9Db6mGr8QdaaUigPeB7oCw7TWuwN5/ogKe5mQTYTJeky7fVVnAT+FuCyiAVJKRQOLgQHAKK31ukBfI6KacXwR5gnZRMOwBBiklOrq2aGUSgSGlD8nhM+UUjbgNcw0M1drrb8OynUaeD97mZBN+E0p1RgzqKqYikFVfwGaYAZVFYSxeCLCKaXmALcB04EPqjy9O1DNOQ097NOAP9Xw9A6tdWLoSiMiWfnUCOnAKExvrk+BqVrr7eEsl4h8Sqnt1LCUIPCY1jotINdpyGEvhBDCaPBt9kIIISTshRDCEiTshRDCAiTshRDCAiTshRDCAiTshRDCAiTshRDCAiTshRDCAv4fTETi93Y95xoAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b7ef8dd14dfb4c9e8c887ee029017a7c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 3000 loss=-0.3327 val_loss= 0.04447\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9c911afa36da4e8bbc6d5c9b9a90d587", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 4000 loss=-0.3029 val_loss=-0.04693\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXxU1d348c/JZLJMkhHBgAoIEkRBjWKxIFVBCVYU9NEibsENpMgjFQRba6nmcQWVYh+wtDVaNh/9IS6gNCpIcaEiBRdWWYKyg6whIevMnN8fJ0Mm+50tk8x836/XfWVyZ+7cEx2+c+653/M9SmuNEEKI6BYX6QYIIYQIPwn2QggRAyTYCyFEDJBgL4QQMUCCvRBCxAAJ9kIIEQMk2AshRAyQYC+aDaXUj0qprBC8zz1KqS/8PEYrpbpWPs5RSs0Lth0NnOuTyvPF++zrrJT6l1KqWCn1fc3/Dkqp8Uqp/Uqp40qp15RSiVaPFQIk2AsRcr5BvI7n7gTsdTz1BvAN0Ab4A7BAKZVeecwvgUeBAUAnoAvwP1aOFeIkrbVsskV8A+YCHqAEKAJ+W7m/D/Bv4BjwHdDf55h7gO1AIfADcCfQHSgF3JXvc8zi+TXQFbgWKAcqKo//rvL5U4BXgX3AHuBpwObTjhXANOAw8HQ95zgF2FL5N2kgvnJ/N6AMSPN57efA6MrH/wc86/PcAGC/lWNlk8271dsDEaIpaa2HK6WuAEZqrZcCKKXaA4uB4cCHmCD3tlLqPKAY+F/gUq31ZqXUGUBrrfUmpdToyve5PIB2fKiUehboqrXO9nlqFvAT5gshBfgA2AX8rfL53sCbQDvq7rkDPAvMBPbX2H8+sF1rXeiz77vK/d7nF9Z4rp1Sqo2FY4UAZBhHNG/ZwD+11v/UWnu01kuA1cB1lc97gAuUUsla631a6w3haIRSql3lOcdprU9orX/C9OJv83nZXq31dK21S2tdUsd79AJ+AUyv4xSpQEGNfQVAWj3Pex+nWThWCECCvWjeOgG3KKWOeTfgcuAMrfUJ4FZgNLBPKbW4sscfrnbYK8/jbcffgLY+r9lV38FKqTjgL8BDWmtXHS8pApw19jkxw1N1Pe99XGjhWCEACfaiealZgnUXMFdr3cpnS9FaTwbQWn+ktR4InAF8D7xSz/uEoh1lwGk+7XBqrc9v4BhfTqAX8P+UUvuB/1Tu3105dLUB6KKU8u2NX1S5n8qfF9V47oDW+rCFY4UAJNiL5uUAJtPEax4wRCn1S6WUTSmVpJTqr5TqoJRqp5S6USmVggnERZhhHe/7dFBKJQTRjs6VPXK01vuAj4GpSimnUipOKZWhlOpn8f0KgDOBiys37zDUz4CvtNZbgG+BJyr/xpuATODtytfNAUYopXoopVoBkzD3ELBwrBCABHvRvDwHTKocKpmotd4F3Ag8BhzE9LAfwXxu44CHgb3AEaAf8EDl+yzD9Gz3K6UOASilHlNK5Vlsx1uVPw8rpb6ufHwXkABsBI4CCzBXFI3Sxn7vVvm3gOmdl1c+vg3T+z8KTAaGaq0PVh7/IfA88C9gJ7ADeMLnFPUeK4SX0jo8i5copYYCt2M+hG0xH9J3MClkMp4ohBBNKJzBfiUmwC8EdgM9gRzM2GpfrbWn/qOFEEKEUjiDfXrNS0ml1F3AbGCA1npZWE4shBCilrCN2dczZujNQmgfrvMKIYSoralv0HqzFzY18XmFECKmhW0Yp9aJzNT3bzC1RgbW85pRwCiA5OTkn3Xs2DGgc3k8HuLiJNFIhId8vkQ4Bfv52rJlyyGtda1CeE0S7JVSqcByTK7xz7XWuxs7plevXnr16tUBnW/58uX0798/oGOFaIx8vkQ4Bfv5Ukqt0Vr3qrk/7IXQlFLJwPuYyTL9rAR6IYQQoRXWYK+UsmMmn/QCBmqt14XzfEIIIeoWtmBfOdX8deBqYLDWemW4ziWEEKJh4ezZvwzcAjwDnFBK9fF5brcM5wghRNMJZ0rBoMqffwC+rLGNDON5hRBC1BC2nr3WunO43lsIIYR/JFlYCCFigAR7IYSIARLshRAiBkiwF0KIGCDBXgghYoAEeyGEiAES7IUQIgZIsBdCiBggwV4IIWKABHshhIgBEuyFECIGSLAXQogYIMFeCCFigAR7IYSIARLshRAiBkiwF0KIGCDBXgghYoAEeyGEiAES7IUQIgZIsBdCiBggwV4IIWKABHshhIgBEuyFECIGSLAXQogYIMFeCCFigAR7IYSIARLshRAiBkiwF0KIGCDBXgghYoAEeyGEiAES7IUQIgZIsBdCiBggwV4IIWKABHshhIgBEuyFECIGSLAXQogYIMFeCCFigAR7IYSIARLshRAiBkiwF0KIGCDBXgghYoAEeyGEiAES7IUQIgZIsBdCiBggwV4IIWKABHshhIgBEuyFECIGSLAXQogYIMFeCCFigAR7IYSIARLshRAiBkiwF0KIGCDBXgghYoAEeyGEiAES7IUQIgZIsBdCiBggwV4IIWKABHshhIgBEuyFECIGSLAXQogYIMFeCCFigAR7IYSIARLshRAiBkiwF0KIGCDBXgghYoAEeyGEiAES7IUQIgZIsBdCiBggwV4IIWKABHshhIgBEuyFECIGSLAXaA2HDkFREXg8kW6NECIc4iPdABFZJSWwcSMUFprflYKkJEhJgdat4cwzI9s+IURoSLCPYQcOwJYt4HZX7dPafAGUlJjefnk5dO4csSYKIUJEgn0McrtNkD9woPHX/vij+QI4++ywN0sIEUYS7GNMRQV8/bXpuVu1Y4f5KQFfiJZLbtDGmE2b/Av0Xjt2wPbtoW+PEKJpSLCPITt3wpEjwR3/ww+ha48QoulIsI8RBQWhCdQ7dsCxY8G/jwit48ePV/t9/fr1FBUVRag1ojmSYB8DKipMeqXWoXm/77+vnsEjIuuLL76gc+fOLFy4EACtNTfffDNt27Zl3bp1EW6daC4k2MeA77+H7dvzmTZtDNdf7+Tqq+O4/non06aNYc+efL/fr7QUtm0LQ0NFQN5//32OHj1KXl4eAAUFBaSnp5OWlkb37t1Pvm7dunWUl5dHqpkiwiQbJ8rt2gX//GceOTlDqaiowO2uAKC4uJAPPniFxYv/Tnx8AuXlpSQnp5KVlc2wYRNo3z6jwffdtw/S083EKxFZkydPpmfPngwdOhSAVq1asWLFCgoLC4mPN//ES0pKyMrKIiEhgZUrV9K+fftINllEgPTso1hxMXz+eT45OUMpLS0+Gei9PB4XbrebsrIStNYUFxeyeHEuI0dm8tVXeY2+/+bN4HKFq/WiIQcPHqS0tBQApRS33XbbycDulZaWdvLxzp07Oe2002jXrh1n+kyLXr16NRUV1T8XIjpJsI9C+fn5jBkzhrZtndx5Z1dKS4stH+t2V1BaWkxOztBGh3jKymDr1mBbK/xVUFDAwIEDue6662rdmK3Pueeey7p16/jggw9QSgFw+PBhLrvsMs4666yTXxwiekmwjzJ5eXlkZmaSm5vLiROFAb9PRUUFb701rdHXHTgABw8GfBoRgF27dnHgwAH27NlDWVmZ5ePi4uI4/fTTT/6+Y8cOunbtykUXXURSUtLJ/TpUd/JFsyLBPork5+czdOhQiouLg740d7srWLjwZUs3crduleGcpnTBBRfwn//8h48++oj09PSA3+eSSy5h48aNvPXWWyf3bdq0iT59+rBhw4ZQNFU0IxLsWzjvkI3T6aRr164UF1sfsrHCyjh+ebmZcCXC6/Dhwycfd+jQgc4hqFCnlKo2tv/444+zatUqpk1r/KpOtCwS7Fsw3yGbwsLAh2waY2Ucf/fuwMowCGuWL19O586dmTNnTljPM2vWLB599FFeeumlsJ5HND0J9i1UKIdsrGpoHN/jgXz/U/aFRUuXLqWoqIi1a9eG9TwpKSk899xzpKamAmb8fvPmzWE9p2gaEuxbqKlTpzZ5ypzbXcGSJXPrff7QISmlEC5PP/00ixYtYsqUKU12ztLSUq644gouvvhi9u7d22TnFeEhwb6FmjdvXlDBPjExGZstHpvNv3l1JSUN11vZti10ZRlE9cyYIUOGYLPZmuzcSUlJnH766aSmprJp06YmO68IDwn2LVSgRa6SkhzMm7eNDz8sZvbs7xk8+Nc4HE7LxycnpzbSLjO7VgRv/vz5DBgwgB3eBQUiYPr06Wzfvp0BAwZErA0iNCTYt1DeMVWrbDY7SUkOcnIWnCyF0L59BuPGzWDx4gJuuOEBbDZ7I++iKC8vabS2zg8/SCpmsDweDzk5OfzrX//iww8/DPh9tA7uSuuMM86olq0jWi4J9i1UdnY2dntjwdlwOJwMHjyK3Ny19O49qM7XDBs2wcL7aVyuikZLK1RUVK1uJQITFxfHp59+yjPPPMOoUaMsHeN2m/UKdu0yxe/WrIHPP4fPPoN//xtWr4a1a81zO3bA4cMmbdbae7uZN28e69evD+KvEpEkhdBaqAkTJjB79uwGx+2Tkhzk5q5ttKgZmF5+Ts6CWgXTGuJ2m9fl5AytdZ49e6B9e/CZmCn8lJ6ezmOPPWbptYcPm3WF65tQW15ef2BPSIDUVEhLM5vTafb5mjx5MpMmTWLIkCEsWrTIj79CNBfSs2+hMjIyWLBgAQ6Hg/j46j3yuoZsrOjdexC5uWsZPHgUDocTpeKw2ewna6nUp66UTI/HLFYu/PPjjz8ya9YsyyULXC7TU1+3rv5A35jycnNFsGMHrF9vrgK+/NI83rXLlLQeOXIkPXr04Oabb5ZyCi1UWIO9UqqjUmqBUqpAKXVcKfWOUuqscJ4zmvnOlo2Li+PWW29l4MD/on//YSeDs5Uhm4b4juMvW+YmMTGp0X/c9aVkHjggE6384fF4uPfee7n33nt58cUXG3394cPwn//A/v2hb0tZmUmlzc+HlSth9+525OWt57bb7mn0y180T2EbxlFKOYBlQBlwN6CBp4F/KaUytdYnwnXuaJSXl8fQoWaIxTt0U1hYyPvv/z8SEhLJyVkQUHBvTGOplg29Tmtzs7ZHj1C3KjoppRgxYgT79u3jnnvuafC1P/zQtPdFCguhsFCxfbt3mOcA55/fDon7LUc4e/b3A12A/9Jav6e1XgjcAHQCfh3G80adhmbLejxuyyWJA9FYqqWX1p46M3QOHoQT8rVuiVKK7OxsNmzY0GCBs/37I3sDfOHC+Vx6aReef/5d9uwxQ3ai+QtnsL8BWKm1PrmAndb6B2AFcGMYzxt1rMyWtVqS2F9ZWdkWUjKNujJ0tJaxeyt8lwtsaOJUQYG5ERtJ69Z9QWlpMdu3b2XrVjO+/+OPJgtLNF/hDPbnA3XlaW0A5MLeD1ZmyzZWyiBQ1lIyq7ej5pXGwYNmGEDU7dtvv+Xss89m9uzZDb6utBQ2bIh8T3rs2D8zZUoet932CGCC/I8/mrH9rVtNO0XzE87Uy9bA0Tr2HwFOresApdQoYBRAu3btWL58eUAnLioqCvjY5sjqbNmSkkKKipYHda6ysjjy81PZssXJwYNJ9O17nN/97nEmT87B5arA7XZbep+KijLeeGMCo0ePA+CLLyA5OaimNRuh/nxNnz6dvXv38sEHH9CpU6d6X1dcHPlA79WjRxInTnwKQGHhcd59dz633343BQV2Nm+G+HiTvhkn+X5+C1f8UuFKo1JKlQN/0lo/WmP/08CjWusGv2h69eqlV69eHdC5ly9fTv/+/QM6tjlyOp2WShg7HE4WLy7w+/23b4dFi2DjRvO4ZjzPzIRrr81n8+ZpLFkyl+Jia0vh1WzPJZeYm3stXag/X1pr3nzzTa699lpOPbXOfhDr15vsmObod78bxKpVH3LddSN45JHcas85ndCuHbRtC35cIMa0YD9fSqk1WuteNfeH83v3KHX34Ovr8Yt6WJkta7PZGThwuN/v/emnMGYMLFxoLsG1hi5d4PrrYdgwM9lm7Vp4/vkMNm6cwW9/W2A59a5mhs4PP/jdvJiglOL222+vN9D/+GPzDfQA9933FJmZVzB8+KRazx0/zslxfe8XVnO5Ook14RzG2YAZt6+pB7AxjOeNOlZmy9rtdm65Zbzl99Qa5syBWbPM71lZJsB36wYOR9Xr7rrL9Prfesv8o83JAZstFbe78SuNmpk8R4+a3PA2bSw3M6otWbKEn/3sZ7Ru3bre1xw/3vxLT5x7bi9eeunTBjsBHo8J9IcOmSGeNm0gPR1at5ahnqYSzv/Mi4A+Sqku3h1Kqc7ALyqfExaFerZsaSk8+aQJ9ErBAw/AY4/BxRdXD/QAKSlw++3wxhvwm9+Y8gdudzZKBXalsWVL7WGiWLRv3z5uuukmunbtyr56yoS63bBpU8soGe0b6Jcte5NVq+ov3uZymQl369fDihXmpvNPP8nnItzC2bN/BXgQWKiUmoSZVPUUsAv4WxjPGxXy8/OZOnUq8+bNo6ioiPj4eAYNuo6SklRWrHifkpIikpNTGThwOLfcMt5yoD94EP7wB9NLdzjgj3+EPn0aPy4xEW66Cc48E37/+wloPRvw/0qjrMzcFzjnHEvNjVolJSX07t2b1NRUzjjjjDpfk5/f8mYgf/vtcp566nYcjjRmzdpEenr7Bl/vdpvP5MGDpod/6qmmx9+mjYzxh1rYgr3W+oRS6mpgGjAXUMAnwDitdWDF2GNEXbNlKyoqeP/990lMTAp4tuyxY/DQQ6be/JlnwjPPgL9rVvfuDQ8/nMHUqQuAocTFVeDxVA/6SsWhtWb48HNITk4lKyubYcMmnPxC2rvX3LSLhpu1gerSpQtLly6td4H4I0fMf6eWJjPzSgYMuIPzzruU0047069jPR4zzHf4sLniPOUUszmd5md8My7bqLX54nK5qv+s73HNfb6/h+sKJ2zZOMGK1Wyc/Px8MjMz6w0C4F81S6/ycpg40RTM6tYNnn/e/AMK1Kuvwrx5+dhs07Db51JWVkR8vB2324VSCre7qqC9zWbHbrdX+5JKSYFevWiR0+3D/flyuUzNm0ALm0Wa1jos9XMcDvOZdTjMlpxstlCdyuMxcwa8wbe+x3VtoQzQbvdyBgzoH/Dx9WXjNOPvytjkz2zZceNmWHpPreFPfzKB/rTT4Nlngwv0APfdBwcOZLBkyQxOOWUGkyfn8+ijmVRU1I5QdZVCPnECdu6EBtLKo1JJSQlPPvkko0aN4uyzz67zNVu3ttxAD9XH748fP8Lq1Uu4+upbg37f4mKzVT+XuY8UH2+GgbybdxKyx1O1gIt383iq9ns8Vb3raM8SkvvgzUw4Zsu++SZ89JH5R/Hss6HJhlEKHnkEevY0Qw6PP+5/SYcdO2r/4412r7/+OpMnT+b222+v8/mDB83Ny2hQUnKCUaMu4emnb+fbbz8Nyzm0Nvc1CgtNKQlvxtdPP5nt0CHz+5Ej5rljx0yGU1GRqdlUUmKueqM90IME+2bH+mxZa6/74gt45RXz+LHHQntj1G43WT3t2sHx4/MaXfCk5peUxwObN4euPS3Bz3/+c4YPH8748bVvXpeXR77uTSglJ6dwzTXD6d69N23bdox0c2KeBPtmxuraslaqUW7dam7Cag333w9XXBFs62pLTYUJEwAC+5IqKIitQmmZmZnMmTOHW2+tPazx/ffRV0zs7ruf4M9//owzz+zS+ItFWEmwb2ZCNVu2sBAmTTI59ddcY3Llw+XSS81EKyvq+pL68UezjGEs27vXDDVEG5stvtrckEOHWmCKUZSQYN/MTJjQeJVJK7NlX3rJjFl272563uHOernmmmwg8C+prVujZ6y6Llu3biU7O5s1a9bUeq6kxOTURzO328W0aWMYPrwbu3dvjXRzYpIE+2YmIyODadOm4XA4agV9q7Nlly0zW1KSmUBVc/HocLjzzuC/pL7/vnnXgAnG9OnTef311/nLX/5Sbb/WZpZstM8ejYuzUVR0FJernM2bA0upFsGRYN/MbN68mdGjR5OZmckdd9zv99qyBw+aXj2YMgjtG57AGDLt22fw1FMLiItzUF8P3zvRqq4VrczzpvLm0SgskzdhwgQmTpzIuHHjqu3fudNkh0Q7pRTjx89k5sxVDBgQxjFFUS8J9hFWcxHxnj17Yrfb6dSpE2PHvnxy4e/FiwsYN25Ggz16rc1kqcJCM9N1yJAm/EOA3r0HMWPGWuz2UYATiCMxMRmlFDZbPGVlJWit61zRysvjMTVToi0AdurUiRdeeIELL7zw5L7Cwti6OZ2a2oquXS8++bsnFvIdmxEJ9hGUl5dHZmYmubm5FBYWorWmpMQExEWLFrF0aV7jb+Ljvfdg9WozvfyRRyIzO7V79wweeWQGUEBy8hZAobWuNqMW6l7Rquo5+PZbc5XS0rndbuqapd6SipyFw4YNX3LffReyc2eM5d5GkAT7CGloEfGKigpKSkr8WkR85074W2V5uYcfjmwZ4aws6NsXSkqmUlYW2Nq5Ho+phtjcy/s2ZubMmVx55ZW1bsxu2RJ7E8p8vffey+zYsZE33pgS6abEDAn2ERLKRcTdbnjuOTPFfuBA6NcvVK0MjFJg5gzNo6HKmND4bOAffjA94JZ4xe/xeJg5cyZffPEFu3btOrl/797ozjyyYvz4mYwY8TQPP/zXSDclZkiwj5BQlkV4+22TydK2rak53xycdhoEOtGqpgMH4LvvzAzTliQuLo4vv/ySmTNncuONNwJmnH7btgg3rBlwONLIzv4DdnsTpIoJQIJ9xISqLML+/fCPf5jHDz9sZrQ2Fw5H6GYDFxTA11+bYNmSOJ1ORo8ejVIKl8sMTbXEq5RwKi8vY/r0h1i16qNINyWqSbCPkFCURdAa/vd/zSzZ/v1NBk5zkpWVjc3W+AoUxcXH603H9FVaCt98Y77gmrsVK1bUyjb5/nvzN4jq3n13Ou+8879MmXIPpaUxfCMjzCTYR0goyiJ8/rlZyDklBR58MNQtDN6wYY1PtPJqKB3Tl8djguaWLc23h7x27VquuOIKLrvsMlwuk4W0a1f0ThgL1rBhE7jzzsd46ql3SUpyNH6ACIgE+wgJtizCiRMwfbp5fP/9zXMR7/btM8jJWVD5D7jxoN9QOmZNe/ea9MzmWPf9p59+on379vTp04f4+HgOHzZLMYq6KaUYOfIZevSoWh9zx45NdaasisDJ4iURkpGRwV//+lfuuuuuWs/5ruxU3ySqV181PcXu3Zt+8pQ/evceRG7uWubOncZHH80FGp8tZXVxluPHYc0aOO88aN06RA0OgaysLLZs2UJFRQVHjphx+qaIWwUFZm7C8ePVN6XM3Avv8n6nnGLWej3llOa5Utj69f9m4sQsBgy4g4cf/is2m4SpUJD/ik2o5iLiqampXH755Rw9epRdu3ZRWGhtEfHvvzcTqOLizE3ZuGZ+fda+fQaPPjqD666bwUMPOYGG77J6s5CsrMRVXg5r10LHjtClS/MJXsnJyZSWJrN+ffiGm0pLzd++Zo2ZTOfv1UNCglmLoF07k8mVnm6+BFq1Mtupp5otLS087a/PiRMFALhcUVbvOcIk2DeRuhYRLyws5KuvvsJutzN9+gK6dGl8EXG3G6ZONT3FYcOga9dwtzx0MjMhVOmYNe3aZVYh6tHDrEsaCY8//jhOp5MJEyZw/LgKW6D/+mt44w2TjuqbvZuYaBaS9/bivZvWptfv29s/fNis1rRrl9kakpYGHTpU3zIzvem1ode79yBeeeVb2rfvSlxz78m0IBLsm4DvbNmavMH/v/97qKVFxBctMnna7drB3XeHq8Xh43CkUlzceP6klXTMmgoLTS/3nHPMf5+mtGnTJp5++mni4uLo2/ca3O7MkFey3LbNrDq2alXVvnPOMesJ/OxncMEF/lU4PXGiavm+AwfMENCxY1XL+x07ZoYKCwvNxLZNm6of37WryQDr3dt8yXrXfQ2Fjh27nXzsclXw+efvctVVw0J3ghgkwb4JhGoR8ePHYdYs8/jBByPXgw1GVlY2ixfnNriEoZXFWerjcpmg9NNPJhAmJQXaUv90796dd955hy1b9uDxhDbQ798Pr70GS5eaXrrDYRajGTzYDLcEKiUFzj7bbPXR2iyqsnt31fbDD+bm+LZtZnv9dTO/o08fM3v70kvNVUYoaK3JybmFFSsWcujQnkbXcRD1k2DfBPyZLdtQsJ8zxwT8nj3hF78IdSubxrBhE/j449kNBnsri7M05vBh0zvt1MmM54d7NKC8HLp1+y9atTJfOKHgdpvF4mfPNsM18fFw440wfLi5udoUlDKZXm3awEUXVe0vLzfDSF99Za40du0yX0ZLl5ov2MsugyuvNL3+YDolSin69RvKhg3/JjPzyuD/oBgmwb4JhGK27M6d5qasUjBmTPhvRKakmECZkGACpXfzLhIe6ExWbzpmTo65f1E96McDGpfL1L1PTk4lKyubYcMmNDq8VRePx/RCDxwwvfxTTw2szfXRWvPoo7/nhhvuR+uMkAV5ML35554zN2ABrr4aRowwY/LNQUKC6cFfeqn5ffduM+/j00/N5+Nf/zKbzQbnnw+XXGKGmrp393+4Z+DAbC67bAipqU30DRelVHPNZe3Vq5devTqwFW2WL19O//79Q9ugIDidTgotREeHw8nixQV1PvfYY2YC1fXXw8SJoW5hFZsNOnc2N+Hq+0LxBvxginnt2ZPPW29NY8mSuZSUFBEfn1h59eMGqj6TvmmoDS3aYkXr1nDWWcENfYD5fPXr158//WkmEyeOoV27Tsybt7XaWquB0tr0jv/8ZzOm3ro1/O538POfB/3WTWb/fvjsM7PVLGLncJgrhMxMs3XrZq5Y/JGfvxansw3p6U20Mk8Tq6hYzoAB/QO+GlVKrdFa96q1X4J9+I0ZM4bc3NwGh3JsNjuDB4+qcxhn9WpTn97hgLlzw5dT3q4dZGRYv8m3c6fpOQf7EdqzJ5+RIzMbnCqfkODgtdcav4FtxSmnmKDv70S0igozPPTtt8tJTe3PsWMFTJlyD4MG3UffvsFPdigsNKuMLVtmfr/iCrN+cFMN2YRDUZEZ31+zxmw1M3+SkszN3cxMc4O5sWyqzz9/l6eeuo2LLurHlCkfRjRbx+Uy/374ZIQAABiiSURBVM+KimpvxcVVW0mJ2UpLzVZWVrWVl5vN5TKfr4oKM3z38cemgm0g6gv2MozTBCZMmMDs2bMbDPb1jVO73eBdtjQ7OzyB3m43l9r+9njPOsvcmNu4Mbhx6vnzG7+BXV5ewfjx03j00Rn07BncMFZBAaxbZ9rerp0JLklJZvP2Mt1u07P2/QdcWGi+2Fwus6WmnsKTT76DCsGY2qpV8MILJvslKcncgL/uuuYzbyBQqalw+eVmA3Pj/LvvzLZunekwfP212cAMFWZkVAX+Dh3gjDNMCqlScP75l+FwODnzzAxcrgoSEoK/E6y1CcIFBVUpqr4/ffcXFlb9DOd6BOGo8Co9+yaSl5fHjTfeWCuoNTZMsWgRTJtmPvCzZoV+8fCEBHNZnZIS+HsUF5t/rIEG/Ouvd1pKxzQUcXGp9OmTzQMPTKBDh+B7+r7i481WVlb/Fcu6dblccMGIkAT5khKYORPef9/83qOHGbJrqrWDI+3IERP01683P7durXtugsMBp59uNrv9EE7naSQmmi/qhATz/6qiwgRJbw/Z93dvD7q8vHrPuqzMfH4b6WvUKS7OfJmlpZmfvpvDYbbkZLM5HFUdisREsyUlmbbb7eYz530My8nK6h/wf1Pp2UfYoEGD2LRpEzk5OSxcuJCiohONzpYtKjIpdwC//nXoA31Skgn0waZwOhxw7rmmLEAg/JtApfF4Cvn3v3P58svZjBixgDvuGBSyHrC3116fH37YwMMPP8DFF8/nuecWBzVO/913MGUK7Ntn/rHfey/cemto89Wbu9atTbqmd8GdkhIzQ3z9elPsbt8+cw/gxAkzQ9jMEvadzeXC3OMJ7n5JYqIZLvOWlPAtLeH93XdLSzOf+3CMIoV6foaXBPsmlJGRwdy5c9HapKw1Vu523jxz+ZiZadLYQiklxbxvqPKh09PNJffu3f4fm5xsbaJVdRVoXUFu7lA+/3wtDz6YwQUX+H/uxuzZk8/8+VNZunQeJSVFJCSYBdSdzjYBB/riYvMl/s47pkeakQG//735GeuSk01qcc+eVfu0NsMm+/aZYaDiYtMjP3AgnyVLhtO27QB69nyqWu/Y93FCQvXN27P2bt5hvGgnwb4JaK3Zs2cPHTp0AMwHtrFAv2+fCQYQ+lTLtDQT6C1WH7YsI6NqOr4/rEy0ql8FmzdPY+zYGVx2mUlPDFXQ/OqrvFopomVlxdhsNlasWMRXX+X5nSH0xRdmDYKDB02v8M474a67Qv//Ipr4FnI799yq/d99t4c33lhJXNwe7rjjUZKTgxiLjAFSeCJM8vPzGTNmDE6nE5vNRseOHenWrRv5+fmN1iIByM0144gDB1b/gAfL6TRDN+EILuYGmv/v7U/d+9oqsNvnkpRkUlPvvx+eeQb27Anw7Srt2ZNPTs5QSkuLa30Jud1uysqslWL2+uknmDQJ/vhHE+i7dTM33keMkEAfqIsuupJJk/6Pv//9Gwn0FkiwD4O8vDwyMzPJzc2lsLDwZF3u/Px8MjMz+eST+hfnAJPdsmyZueQcMSJ07UpNNT16f/Oa/ZGYaEoO+8O37r2Vla1qcrmKeP11uOkmM969dKnpLT/1FORbi8Xs2ZPPtGljuP56J1dfHcfdd3enrKykwWOsLAhfUmKKlt19N6xYYcZ5x441gT6UX+Kx6uqrb8PpNClqWmsWL871u4herJBgH2K+Rc9qZt54PB6KixvuEWptsjMAhg4NXUGvlBTTow9noPdq08akZfrDW/d+8OBROBxOlLL+0dTaw/DhTtzuMbz4Yj7XXmuuMpYtg5EjzXj4+vX1H//VV3mMHJnJ4sW5FBebL2e3u6LRxTMaWhC+qMiUt7jtNvj7382wXb9+JqPq5ptj6yZsU/nww1m8+OL9jBvXv9aSkEKCfcj5U/SsLp99ZgJTq1Zwxx2haVNycviGbupz9tnmpq0/2rfPYNy4GSxeXMCyZW5uuOEByz1977KGjz6aSf/+ebz+ugmqiYmwcqXpTY8dC0uWVF/dqqHhGitq9iKPHjWVKW+91SwEf/y4SaecMgVycvz/byKs6969N5069eCmm8ZKaeQ6SJ59iAVTGqGiAu65xyy5N26cKXoVrKQkk9kQqqwbf3g85ovryJHAjrcys7YuSUmOk+Wijx2Dt9+Gd9816XsAKSn5tGs3lb1751FaGmCRn0oOh5MpUwpYvdrMdPYtD3DJJWYi3MUXt/zJUS1FeXlZSCZaRZLbbcolBKq+PHv5+guxYIqeLVxoAv1ZZ5kaOMFKTDSBJhKBHky2yfnnBz7dP9CxfN8rp1atzH2P+fPNql7t2+dx4kQm27fnBh3owU55+XDGjjWVKTdsMEG9b194+WWzyEyws32Ff3wD/Y4dmxg//ioOHdobwRY1H5J6GWKpqamWevY1F+coLDR1b8BMoAp2bN1uN0M3kc4fttngwgvNBKJAKmV6x/K9RdOKixvP63S7K1i48GWWLJnDZZcNARRffrkogFz+xthxucbTsSP06mW2iy82N2FF5P3974/y7bfLefXVSfzud69FujkRJ8E+xLKzsy0VPau5OMe8eVW16i+7LLg2xMebrJvmEnS87fn226qhFH94x/LHjZvB1VfHNXrj1Ku4uJBPPvk//0/YCKXisdkSuOWWBdxwQwannx7yU4gQmDjxFebN68zIkc9GuinNggzjhNiECY3njNcserZ/vxlTBhg9OrjLfm9PuqkXiW6M90oj2JrygSxXGDxFfHwCSsXhcDi57rrrmTVrLaNGDZJA34ydempbxo79s+TgV5JgH2IZGRm88sorJCYm1gr6NpudpCQHOTkLqtXCee01c3N2wAAz2SZQwY6Rh5u36NrPf25KKwQyVJWVlR1QLn4wkpKSmTVrI8uWuVm8uIDRo8eFpNSyaDput5t//OMJtm79JtJNiRgZxgmDDRs2UFZWxvnnn8+OHbs4caKo3qJn27aZSUB2e3ATqJQyqwCFq9Z9KDkcZrHqs882M0u92Tpxcebv8G5am83jqfqZnd34soah4luRVIJ7y/beey8zZ86TbNy4khde+CjSzYkICfYhkJ+fz9SpU5k3bx5FRUUkJibidDqZNOkJOna8pcHyqX/7mwlkN95oyhgHqlu3lpfDbbOZv9mfv/vCCzNITFzAbbeZmjUuV3iCvsPhbLAiqWhZhgwZxapVeZU37I09e/J56aUHuPrq27n22ntCUrK6OZNgH6S8vDyGDjWBx3tTtrS0FLfbzX333cMTT6TWWyzLm5udkmLysQPVpUtwXxQtzQ03DGLdurVMmzaNuXPnctzfymsN8M3RF9EjISGJKVPyqs2sXbFiIatXL6GsrISsrDux20NcQ7yZkTH7IDRUGqGiooKSkvpLI3g8Zho9mJmygY6zd+jgf2mCaJCRkcGMGTMoKCjggQceCKKQmlHf/RQRXXxn1v7yl3czcWIuTz31XtQHepBgH5RgSiN88olZlSc9HX71q8DO366dGfuOdVYyoOqjlMLhcDJ48Chyc9cGvai5aDlOOaUN118/glNOMYsRa62ZO/dpdu/eGuGWhYcE+yDMmzev0WBfV7Gs8nJ49VXz+N57A5vh2rq1/9Ulo1VGRgYLFizA4XBYCvrx8aYXP3nyP1m2zMPixQWMGzdDevQx7qOP5vDaa39k/PirGq142hJJsA9CoKUR3nsPDhww2SjXXOP/edPSTIpllN9P8sugQYNYu3Yto0aNwul0EhcXh9PpJDs7mzvvvLPavvvvH8Wnn67lhhsGSS15cVK/fr+ib98hPPDAiyQmmrU69+//kXXrvghbIkBTkhu0QQikNMLx42a2LJiFNvwtdZuYaCZNSYnc2rzj+DNmzPDruIoKM7P3xAmz5F1xsalD39Ci4yL6JCen8vTTC6tl5Xz00RxmzXqCm2/+DWPH/hmAwsKj7Nz5PWeddR5paUHOEmxCEuyDEEhphDlzTI2YSy6BPn38O5/NBhdcEPqFx2Od3W4KprVqVX2/1qYOvXcrKzPb9u1mIZjycvNFIV8I0aNm+mVa2ql06tSdiy/uf3Lf2rWfM2nSjVx66S95/vkPATPeP3/+VNq370rfvjc0yxLLEuyDMGHCBGbPnt1gsPctjbBrlxnCUQoeeMD/YZjzzmt+ZRCimVJmLYDk5Or79+0zRc+83G4T9F0us3kf1/xZ83mXq2n/HuG/m28ey803j61Wj0kpxTnnXMI551Stin7kyH7++tdHSEs7lYULD0eiqY2SYB+EjIwMfv3rXzNtWu1sm7pmX/7tbyYwXHed/1k0nTu3vElTscJmC2xYTWsT+H03l8t8Rnw3l8tcUXivLuRKoun59vj79h1C375Dar3mV796CKVUtdeWlhaTlNQ8KhJKsPdTzdmyqampZGVl4XIlsmrV55SU1F0a4ZtvzBqkSUn+l0VITzfBXkQXpcyQnD/Dclqb4SPf4SXfzeWqKi0hK/M1nTZtzuDBB1+qtm/+/KksXpzLiy8uJT29fYRaVkWCvR/qmi1bWFjIp59+is1mevF15Wm73WaBaYA77/Svfk1qqqRYiipKmZv0iYnWJuJ5g773iqGuKwfvprWpT2Sz1f5Zc195edU9DO8Vx4kT5sa2MCtmffzxXHbu/J7161dw1VXDIt0kCfZW+c6Wrckb/HNyhtY51X7JElPwrG1buOUW6+e0280NWcm8EYGKizNbqBear3kfw8vlMoutFxWZRARvhlM0XWXYbObfpneLj6/66X1ssyXy0UfL+OKLT/jVr245+YXpLfLnW/QPqg/NffppeNotwd4if2bLjhtXlfpXUgK5uebxyJHWJ1ApZXLpI73SlBD+iI+vndnkzWoqLq6e3lpc3DxuUsfFmaE0b/D2Pq7vp9VEm/T01mRkVPXuVq9ezZdffsmYMWOIi6veg2uKOTMS7C3yZ7asb7B/8004fNgMxQwYYP18XbrUTgUUoiXyzWpq06b6c+Xl1ec2+G5WrgaUqt7L9t4D8fa06xqGqrk1RZak2+1m1KhRfPPNN7hcLsaPH9/4QSEmwd6iQGbL7t5tgj3AmDHWP1Rt20LHjv62UIiWxxuc6+rYVFSYewne+w7edQ1sNt/hkqZvcyBsNhtPPPEEU6dOZdSoURFpQ/PL/G+mUlOtLYfnnS3r8cALL5ieyzXXmFmvVqSkwLnnBtpKIaKH3W6GMR0Ok6jgdJqb0qmpZn9LCfReN954I5999hkpKWaZRJfLxU033cR3333XJOeXYG9RdnY28Y3c5fKdLbtoEaxda9Zc/e//tnaO+Hi5IStErJg7dy7vvfceN910U6NDxKEgwzgN8M2pt1IDxztbdv/+qlr148aZHokV3bvXn+UghIgut99+O59//jkjR44Mej0GKyTY16OunPr6+M6WPfPMDH77W3ODqV8/uPJKa+fr0KH2zSshRPRKSkritddeq7ZvzZo1uN3usJxPgn0dGsqp96WUIjk5rdps2bw8s9Sg0wm/+Y2186WmmuwbIUTsWrlyJVdddRVXXHEFA/xJ3bNIgn0drOTU22x2Bg8eVS3N8tChqpmyDz5obaaszQY9ejRN+pcQovlyu920adOGIUNq190JBQkxdQhkBSqt4aWXzMzBPn0gK8vaubp2NdkGQojY9otf/IJt27ZxodXUPT9JsK9DIDn1b79tCp2lpMDDD1ubEZeeDmecEWgrhRDRJimMU+Yl2NfB35z6NWtg5kyzb+JEa6WIk5Ikn14I0XQk2GNuyI4ZM+bkOqWlpaW1VqypyZtTv28fPPmkmUR1xx3Qv3/j51PKpFmGujiVEELUJ+bDTV0pllYmONjtdm64YTyTJpl1ZXv3hvvus3bOTp2slacVQohQielgbzXF0pc3p/6JJxYwd24G27ebOjaTJlmb+dqqlQn2QgjRlGJ6GMdKiiUo4uMTUCoOh8PJ4MGjyM1dy/btg1i+3GTSPPWUyZVvjN1uhm+aopypEEL4itmefUUFzJ3beIolaBISkli8uODknk8+qapR/4c/WO+pn3ee9Xr2QggRSjET7N1uKCiAo0fh2DGTD3/ihP8plkuWwOTJJq/+/vuhb19r55dyCEKISIq6YO92m/UwN2wwq+C4XKYXX15uMmb27Mln/vypLF06D+27FlgDvCmWH38MU6aY97nnHpN9Y0VampRDEEJEVtQFe4/HBPeDB2s/99VXeeTkmMwbt9taSVFviuWHH8Lzz5se/X33wfDh1toTHy/lEIQQkRd1wd6Xby++uLjxEsV1sdvttG07/mSgHzECsrOtHetdR1bKFgshIi1qgr1v7fmioiISEpJwuUzv3e32f1Vjm81OfLydPn0WkJubcXKM3urQDUC3bmbxEiGEiLSoCPZ1TYwqKysJ+P0cDic9ew5n27bxLF+egVIwejTceqv19+jYUereCCGajxYf7AOZGNUQpeLo16+AvDzz+9lnm3o3PXpYf4/TToOMjJA0RwghQqLFB3trE6Os0zqVvDwzAWr4cLjtNvPYqrQ0M3FKCCGakxYf7K3UnrfODgwnMxMmTICzzvLv6KQkuPBCWTBcCNH8tPhgb7X2vBU2m53x48czaJD/qZIpKZCZCQkJIWuOEEKETIsP9qmpqRQWBpZW6RUXZychwSwY3ru3/4PtaWkm0DfBAvFCCBGQFj/VJzs7G3uAUVYphcPhZMgQU9ysd+9Bfr9Hq1Zw8cUS6IUQzVuL79lPmDCB2bNnWx6395YoNr14/4O7rzZtzKQpmR0rhGjuWnyYysjIYMGCBTgcjlo9/Li4eGw2G4mJjlolioMN9GecARdcIIFeCNEytPiePcCgQYNYu3Yt06ZNY+7cuRQWFpKcnMbAgcO55ZbxtG8fuqT3+HgzM7Zt25C9pRBChF1UBHswPfwZM2YwbdoMPvpoOamp/UN+DqfTTK4K4wLwQggRFlET7MPtrLPMbFpZZUoI0RJJsG+AUpCebhYecToj3RohhAhc1AV7pYLvfScmmhuwZ54pk6SEENEh6oJ9fLyZzXr55WbpQe9WWmpWsXK5zE+327w+MdGMwSclmccpKSalUoZrhBDRJOqCvVd8vJnw1KpVpFsihBCRJ1niQggRAyTYCyFEDJBgL4QQMSAswV4p1U0p9Wel1FqlVJFSap9SapFS6qJwnE8IIUTDwtWzvwa4CpgNDAHGAOnASqXUz8J0TiGEEPUIVzbOm8DLWmvt3aGUWgb8CDwE3BWm8wohhKhDWIK91vpQHfsKlFJbgPbhOKcQQoj6NdkNWqVUa+ACYFNTnVMIIYTRlJOqpgMKeKm+FyilRgGjKn8tUkptDvBcpwG1ri6ECBH5fIlwCvbz1amuncpnWL1eSqksYImFk3yqte5fx/G/B54FRmitX7PwPkFRSq3WWvcK93lEbJLPlwincH2+rPbs/w10t/C64po7lFKjMYF+UlMEeiGEELVZCvZa62Lge3/fXCk1HPgLMFVr/Yy/xwshhAiNsN2gVUrdBPwDyNVaTwzXeerx9yY+n4gt8vkS4RSWz5elMXu/31SpK4GPgQ3AWMDj83SZ1vqbkJ9UCCFEvcKVjXM1kAhcAqyo8dwOoHOYziuEEKIOYenZCyGEaF6iuuqlFGQToaKU6qiUWqCUKlBKHVdKvaOUOivS7RItn1JqqFLqbaXUDqVUiVJqs1LqOaVUWkjPE809e6XUg5hJWrOBr4FWwG+Bi4HLtdZrItg80UIopRzAd0AZMAnQwNOAA8jUWp+IYPNEC6eUWgnsBBYCu4GeQA4mA7Kv1tpT/9F+nCfKg/1pwOEaBdlOwRRke19rLQXZRKOUUg8BfwLO1Vpvq9x3NrAV+K3W+k+RbJ9o2ZRS6VrrgzX23YXppA7QWi8LxXmiehhHa31I1/g201oXAFKQTfjjBmClN9ADaK1/wCQf3BixVomoUDPQV/pP5c+QxamoDvZ1kYJsIgDnA+vr2L8B6NHEbRGxoV/lz5DFqZgL9lgoyCZEDa2Bo3XsPwKc2sRtEVFOKdUeeBJYqrVeHar3bVHBXimVpZTSFrbl9Rz/e+AO4EHfS3IhhGgOlFKpmBu1LuDeUL53U5Y4DgUpyCYi4Sh19+Dr6/EL4TelVDLwPtAF6Ke13h3K929RwV4KsokI2YAZt6+pB7CxidsiopBSyg4sAHoBA7XW60J9jhY1jBOICBdkE9FhEdBHKdXFu0Mp1Rn4ReVzQgRMKRUHvI4pM/NfWuuVYTlPlOfZS0E2ETSlVApmUlUJVZOqngLSMJOqiiLYPNHCKaVmAqOBZ4APajy9O1TDOdEe7HOAJ+p5eofWunPTtUa0ZJWlEaYBAzHZXJ8A47TWP0ayXaLlU0r9SD1LCQL/o7XOCcl5ojnYCyGEMKJ+zF4IIYQEeyGEiAkS7IUQIgZIsBdCiBggwV4IIWKABHshhIgBEuyFECIGSLAXQogY8P8BBUhJuJlmLGYAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAENCAYAAAAIbA6TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXxU1cH/8c+ZJJCEEDYFAZVgFBEKbrS0WmVRQFweXKJYf4B1eWgf1AoPFbWlilutVUyrUG0LVQtSW3B/lFpRcKkKAgIKLiUISAjIGhKyzSTn98fJJJNkJpmQTLb7fb9e95XJnXvn3ujwveee7RprLSIi4h2+5j4BERFpWgp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/tAnGmCeNMb9q7vMQaQ0U/NLsjDFbjTHnN+QzrLU/tdbe10jnY40xJ5a/nmWMWdgYnxvhWG+VHy8+ZF2aMWa5MabAGPNF9f82xphpxphdxphDxpi/GGPaR7uvCCj4pRUIDcXWprZzN8b8PyAhzFt/Az4BugG/BJYYY44u32cMcAdwHtAHOAG4J5p9RSpYa7VoabYFWACUAYVAPjADSAMscAOwHXi3fNvFwC4gF3gXGBjyOU8D95e/Hg7sAKYD3wI5wHX1OCcLnAhcAJQA/vJzW1/+fidgfvnnZgP3A3Hl7/0Y+DeQCewLnlOYY3QCvgK+X368+PL1/YBioGPItu8BPy1/vQj4dch75wG7otlXi5bgohK/NCtr7URcuF9irU2x1v425O1hwCnAmPLflwInAd2BtcCztXz0Mbhw7Y27gMw1xnSp57n9E/g18Pfyczu1/K2ngQDu4nA6MBq4MWTXocAWoAfwQISP/zXwBO5CFmogsMVamxeybn35+uD766u918MY0y2KfUUAVfVIyzbLWnvYWlsIYK39i7U2z1pbDMwCTjXGdIqwrx+411rrt9a+jiuxn9zQEzLG9AAuBKaWn9u3uNL91SGb7bTWPm6tDQTPvdpnDAHOBh4Pc4gU3B1NqFygY4T3g687RrGvCACttu5UPOGb4AtjTByu9HwlcDSuegjgKGqGHcA+a20g5PcCXDA2VB9cvXyOMSa4zhd6rtVeV2GM8QF/AG611gZCPiMoH0itti4VyIvwfvB1XhT7igAq8UvLEGmK2ND11wDjgPNxVThp5etrJGcjq35u3+Dq0Y+y1nYuX1KttQNr2SdUKjAE+LsxZhfwcfn6HcaYc4CNwAnGmNBS+qnl6yn/eWq193Zba/dFsa8IoOCXlmE3rndKbTriAncfkIyrI28Ku4G08pI61toc4F/AbGNMqjHGZ4xJN8YMi/LzcoFewGnly4Xl688EVlprvwLWAXcbYxKNMZcBg4Hny7f7K3CDMWaAMaYzMBPX5kAU+4oACn5pGR4EZhpjDhpjfh5hm78C23C9aDYBHx3pwYwxvzDGLI1y88XlP/cZY9aWv54EtCs/jwPAEqBnNB9mnV3BBdhT/tZua21J+eurcXcFB4DfABnW2j3l+/8T+C2wHNcovg24O+QQEfcVCTLWxuZBLMaYDOBHuC9hd9yX9AVcVzTVOYqINJNYBv9HuLB/Gden+nRcT4wvgLOstWWR9xYRkViJZfAfXf0W0xgzCXgGOM9a+3ZMDiwiIrWKWR1/hHrFYA+G3rE6roiI1K6pG3eDPR8+b+LjiohIuZhV9dQ4kDG9cZNHrbfWjoqwzWRgMkBSUtKZxx13XL2OUVZWhs+njkrSPPT9k+YS+t376quv9lpra52Yr0mC3xiTAqzA9V/+nrV2R137DBkyxK5evbpex1mxYgXDhw8/klMUaTB9/6S5hH73jDFrrLVDats+5lM2GGOSgFdxA3SGRRP6IiISOzENfmNMAm5wyxBglLX201geT0RE6haz4C8f4v4sMBK42Fp7xCMtRUSk8cSyxD8XN5PiA8BhY8z3Q97boSofEZHmEcsuCGPLf/4S+LDacmOknUREJLZiVuK31qbF6rNFROTIqdOxiIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8Zg2E/xZWVlkZmaSmpqKz+cjNTWVKVOmkJWV1dynJiLSorSJ4F+6dCmDBw/mtddeIy8vD2steXl5zJs3j8GDB7N06dLmPkURkRaj1Qd/VlYWGRkZFBQUUFpaWuU9v99PQUEBGRkZR1zyz8rKYsqUKbqTEJE2o9UH/+zZs/H7/bVuU1Li58EHM8nLg+JiKCuL7rODdxLz5s3TnYTEVFER7NkDO3ZULtnZkJMDBw64761IY4lv7hNoqIULF9YZ/IGAn0WLnuGSS+6hY8cu+Hw+4uOhXbvwS0IC7NhReSdRnd/vx+/3k5GRwYYNG0hPT4/VnydtXEkJfPYZHDpU97bx8dCxI3TqBN26udciR6LVl/jz8/Oj2q6wMJ9LLz2KjRs/ACAQgNdfX8z06T/ihRdeYscO2LIFPvkkn7/97QNuu20WxcW1X1D8fj+ZmZkN/hvEmw4dgjVrogt9cN/ZAwdg61a33wcfwH/+AwcPgrUxPVVpY1p98KekpES5ZRzt2nVm8+buZGe76p4vvljF228/x/btX1RstWXLp9xyy9m89dYiSkvrDv4FCxY04OzFq3bvhnXrGlaFU1LiqoPWrYMPP3QXgdzcxjtHabtaffBPmDCBhISEOrZKAH5KSckBHnusHxMmwEUXwcqVkxg8eAF5eRezdq0rORnj45RThlIWZUNAXl4+X38Nn36qRmCpm7WQlQWffx59W1M0gheBTz6Bjz5yd69R3gyLBxnbQu8RhwwZYlevXl3ndllZWQwePDhsXXxQu3bJXH/9Bg4cSOfrr90/ir17w2/bpQuccAKsX59KIJBX5/GTklK4++5/MGtWBoGAn0Cg8i4hISGBhIQElixZwtixY+v8LGndVqxYwfDhwyO+HwjApk2wf3/TnVNyMvToAd27Q1JS0x23Jdq2bRvHHnsscXFxzX0qjS70u2eMWWOtHVLb9q2+cTc9PZ0lS5aQkZFBcXFxlS6dcXEueGfNWsLQoVUbYA8dcheA4IUg+PrAAVd/ChOAeUDt1T2lpX7uvjuD4mI1AktkBQWuEbeW8knMjvv1125JSXGNwl26QGoq+Fr9/X70Nm7cyMiRIxk9ejRPP/00cXFx5OTk8OKLL3L55ZdzzDHHNPcpNqlWH/wAY8eOZcOGDUyfPp3ly5eTn59PSkoK48dPZOLEaXTqlE5uLoR2809NhdNOc0tQWZmre92yBdavn87zzz9DWVnk4I+Li6dPn4Fs2fJpredXUuLn7rszeeyxOXTpAsY09C+W1mTfPle1Ewg073nk57tl2zb3HUxJcT2DUlPdkpzcvOcXS7m5uRQUFLB79278fj9xcXEsXryYW2+9lWXLlvHCCy809yk2qTYR/OBK/lOnTuWll14K+35ZmSvlHzjg6vIPHarZE8Lng5493XL22emceeYSZs3KwO/3V2voTQASOOqoJWzbNr7ORuBAwM+LLy7gxhvnEB8PXbtWLu3aNezvlpZt+3ZX2g5Xo5qdncU//jGbZcsWUliYT1JSCuefP4GrrppO796xvTu0FvLy3LJzp1sXH+8uAKEXgzqbz1qJs846i3fffZf+/fuTmJgIQP/+/bnkkku45pprKrb79NNPufnmm7nhhhuYNGlSc51uzLWZ4K+LzwedO7sFXOn/4MHKC0G4hrChQ8cyb94GFi/O5M03F1T84+zTZyI5OdPYvTsdiL47KbhS37ffugXcP7LgRSA1VXcDbUVZGXz5pbuDDGflyqU1ChUFBXm89to8/vWvZ8qrJ5u2XSgQcO0PoW0QSUlVLwYpKa2nimj9+vUUFRUxdOhQAE4//fQq748ePZrRo0dXWbd48eKKC4SCvw2Ki3P1nd26ud/9fncRCF4ICgvd+t6905k6dQ5Tp86psr/fD2+/DQ89lIK10TUChxMsdW3b5kpcXbpUXgjat2/QnyjNpLjY1efnRfhaZGdnMWtWBkVFNSv8S0v9Fe1G9923gZ490zn66Ob7LhQWuiV4AfP5XPiHXgxaYqPx5s2bGTlyJIFAgA8++ICBAwdGtd/06dPp168fAwYMqFgXCATw+Xz4WssVLwqeDf7qEhJcz4fu3d3vRUVVLwQlJTW3HzMGNm2awP/937w62gISGDVqYp3nEAi4Yft79rjfU1IqLwKdOuluoDXIzYWNG2t+X0L94x91TzNSXOxnxoxMwBU4jjoK0tLglFNg8GC3NEc1YbDKNHTQWUJCZdVQ8GIQ38zJkpaWxnnnnUdRUREnnnhi1Pt16tSJCRMmVPz+xhtvMHXqVGbNmsX48eNjcarNQsEfQWJiZX0/wOHDri50586q9bVXXTWdf/3rGYqKIv9DtjaBfv2mUVrq7jSiFWyM277d/UPq3NldBLp1091AS+T3w/r1dffPX7ZsYZ3tQuDHmAX06DGHPXtc9+O9eyHYwzkpCb77XRgxAr7/ffd9bS5+v2vA3revcl1CgvuORloSE2NbZRQfH8+zzz6LtZZ2DbhCbtu2jS+++IL58+cr+KNljDkOyARGAQZYBky11m6P5XFjoUMHOOkkOPZY1+snWCrv3TudWbMiNQIDxFNWtoSHH07nqadg9Gi44AI47rj6HT8QqPzHHzyf0LuB5rgLzcrKYvbs2SxcuLCiJ9WECROYPn16xK6rR7JPSxcclFVcHF1jaLC9p275/O1vrj1q1y53jI0bXXfjrCx49123JCXBOefAeefBmWfWr3ARK36/W2obRJaQ4Ao08fHunIOvw/0ebl3173xeXh5//vOfueWWWyrG0DTU9ddfT3x8fJW7gLYgZgO4jDHJwHqgGJgJWOB+IBkYbK09XNv+0Q7gClXXAJrGFBwHcPCg+z07O6tKI3BiYjLHHtuPn/zkGT7//Dv8859uZGVQv36utDZ8ODS0C3FcnLsb6NjRVQ+lpMS+BLh06VIyMjIqxioE1TZo7Uj2aen8fjco68AByM9fQUrK8Fq3//hjuP321KjahZKTUxk1agJnnz2O7363aiPkrl3w3nuunemLyhlH6NIFhg2DkSNh4MDW0xB7JIxx3/3gBeGhh/6H559/knHjruXBB5/G5yPsYkzVJdy60CVUMC5DYzN0XfWlrKzqz0ivQ3/26eP+DddHfQdwxTL4bwUeBU621m4uX9cX+A8ww1r7aG37t/TgD9q3z10ADtd6GXP/Uz/7DJYuhRUrKhuPwdXbDh/ulmAbQ0PFx1deBIJLhw6N004QzWjp5OTkKoPWotknMTGRzz77rNWU/A8fdv9Pg/8vawv+w4fhiSfgtdcAplDX4MC4uASOO64fW7duZPjwq7j77r9H3HbHDnjrLbd8803l+h49XOHivPMgPb3ttxF98slyMjP/h3vuWULfvt9p9M8vKSli8+b1DBgwtNE/O9Tgwe5Ovj5aUvC/BSRaa8+utv4dAGvtsNr2by3BDy7Ud+1ysyaGm3QrEPDz5ZerGTjwB4DbZtUqWL7cTa5VVFS57cCB7h/rsGGuQa8x+XxukE7onUFKSv2rBqZMmcK8efNqbaBMSEjgqquu4uqrryY9PZ3HH3+8zn0ALr74Yl599dX6nVAz2LvXDcoKHRQYKfg//hgeeQS+/baE+Pi9XH55IS+/PDjsaO+gxMRkfvvbN1i3bgUnn/xdvve9MWzf/gUvv/wEN92UGbaHibWwebO7ALz9dmV1JLhS5IgRrl3g5JNbRnVQLJSWlsZkSobc3H385CdnkJd3gGefzaJz56Mb/RhBrT34dwEvW2t/Um39H4ArrbW1/pdrTcEfVFrqqnN27Kjs1VFUVMAtt5zNtm2fM3/+Bo47rl+VfYqK3KRaK1a4n8ELhzEwaJC7Cxg2rP5fhPpISqp6IUhOdlVFoSXE0Lr5vEj9FKtp3749xcXF3HHHHcydOzfq/TZv3tyiS/3btrlBWdVVD/6qpfwiOnS4gqSkz/nDH95ly5ZPw7YLVZ1mpLLaKxDwM2nSyeTkfM1NN2WSkTG14r1vv/2GGTMuoFevE5g+/U9069aTsjJ3N/LWW+67FdoLJznZXQiOPda1NQV/9u7dMrtm1uXAgW/p0qWRbpVrcccdF7Jnzw5++ctnOeGEQTE7TmsP/hLgUWvtHdXW3w/cYa2t0bBsjJkMTAbo0aPHmc8991y9jhlsLGwJAgEX/mVl8LvfPcS6dWvo168/69atoaiokMTEJIYPP5/LLruKnj17A1BYGMfHH3fjvfeOZs2abvj9rlTn81m+852D/PCHezjrrD106lRXj5DGEaz7XLNmJfffP4tAwF/j8Za1McYwdOhQzj33XB5++GGi/a6NGzeOqVOn1r1hMygqijz1QmlpPnFx7vu3dm0XHn/8ZPbuTSQ+voyMjE9Zs+Zqdu3ayQMPzKZv3xPJycnm5ZcXs3z5mxQWFpKUlMSIEaMYN+7Kiu9EqPXr17J06StMnXo7iYlJfPvtbtq3b09ycjJ33TWDzz5bz9y5T3H88WlV9gsEDOvWdWHlyqNYv74zOTmR52bo1q2Y3r0L6NWrsMrPHj2KiI9veRM6rl+/hnvv/QWTJv0348ZlxPRYhw7l0qFDSswneUtKqv8dWWj2jRgxonUFf6jWWOIP58ABmD9/CTNnXlsenHWX7sCVFj/4wJXWVq2qDBufD04/3d22//CHrkdPLGVnZ3HjjYPDDjaqS2pqKrnlE8SnpqZGXeIP3a+lKCpyJejaeqnk56/AmOEhpXxXrXL77dC3Lxw6tJ/9+3eRljYg8odEafXqN5k160pOPXUY99//Evv372LTpo8455zLKrYpKysLWyW0fz9s327JzjZ8803lox537nSN1eH4fNCrl7s7qH6n0K1b8zUiz58/k4ULH+D66+9j4sSZzXMSjawpSvyx7M55AOgSZn3X8vc8Yf/+LO6++9qw9bnBUZqzZmUwb96GKvOzdOgAo0a5JT8f3n/fXQRWr3bd+dasgcxM131v+HB3EWisR/GFziFTUBBdWFcXH5/AlVdOJBBwDc0TJkzgiSeeiGrfaJ+q1lQOHnTdKOtonmDt2i7Mneum40hIgKuvPkj37s/Tt+8NAKSmdiU1tXHq7I477mTA3VUVFxfSrVvPKqG/Zs1b/OlPtzNz5qIa1Ytdu8LcudeQnb2Zn/1sTkVjZWmpO/fQi0Hw9e7dleuqS0x01UTBi8Kxx7oCSfv2lY8zDfc62NsytEdL9V4upaU1e70EXwNcfPH9nHTS+QwadDaFhe4z4+Ji25BdWJjPX/96H5dddjPdu9ezX3YtYtU+EU4sg38jEG6c9ABgUwyP26JE8zB4v9/P4sWZNaaFCEpJcX3/L7jA1dW+/75rGF671t0NrFoFjz4Kxx/vRnf26eOWtDT3D7I+oyjDzSFzJOLjExgxYhrvv++C4ZJLpkcd/MGSakvo479zp3uyVW03xpV1+acCrpR/222lPPLIGL74YhV+fxGXXXZTo55Xjx7H86c/raVnz76YailnreXpp+/mq6/WsHz535k06Vc19t+48UN2795Ghw6pFeuef342b7/9HOPH38bll19VZfvgg16qXxB27HB3tVlZbmkaU3AxcgnQBxhe5V1j3Hc+dJxA9dfBJfT3SK+r//7OOz/ns8/+yNq1WWRkLKkyziDYZTSY39W7hYbrJmoMWFvGo4+eTd++Z3HzzbMYMSKVLuGKzY0kllU9U4FHgH7W2i3l69Jw3TnvsNbOrm3/tlLVE20VR3JyKq+9Vr/qjdxcN4BnxQr3+L1wI0bj4lwJLPSC0KePu0WvPqCxIdU6lceLXH11550X89FHr9Xr85qrj7+1LvCDM1dGsmoVzJ7tSsrx8WX8+Mc+rr7a/Xd/882FLFhwHw8//CY9ehzfNCdeLj8/lxdffJxrrrmDuLh4SktLeeedJQwffiU+n4/8/Fw2b/6EQYPOqShl3nXXFbz33gvcccczjBnjJihbt24FTz55GyNGjGf8+J9HOFbNi0F+vrtYlJS4DgvB16HrgtWXlWFYis+XT1xcp/Lf91JUdDFwiNTUTRWhevDgWQQCH9K+/RV07LiE0tLKAWN+f+M+2Sy8HcAk4GHgzEb6zH8DPwSOBf7D0qWJXHBB9Hu3pMbdDrgBXIVUDuC6D+iIG8BV6/18Wwl+n88XVaOmMT4+/LC0Sv/++igocL1Ntm1z3UqDr3NyIp2Xq7MNXgg6dcripZfGkZOz8chOgOCAo4lceeW0sNMKZ2dncf31gygpqf8fWX1cQCz5/a5qJzg4L5z8fHjyycq6/P794eabVzFw4PeqbFdSUky7drXPrxE6c2yHDlVHqhrjQrKw0N1Z5OaGn1K8Lps2fcRNN/2AESPGc9dd4TtNBC8GffoMqOgls2jRb/jzn+/ksstu4Wc/ewxwbRUzZoxh0KBzuOmmWofjhHXw4B6yszfTpUtPevZMwxh3p3nXXZfz3e+O4f773dTqpaWlXHhhCiUlRbz66kFSUlyD1po1yygtLeW004bRrl3NkYqlpVRcDAKByD9LSmquD/deuPdDl9LSytfVq6NCF6j5OnRdcfE6AoHddO8+hscegx/8IPr/pi2mjt9ae9gYMxI3ZcMC3JQNb+GmbGhZlbgxlJKSElWJv2PHFIYOdWGTk+P6YNen5JKc7AaCnXJK1fWFha4kFnpB2L696m37v/+9FMgAjqykHxeXwEUXTWbatPBVVUG9e6dz773PH1FVkt/vJzMzkzlzaj9GQ+Xnu0bc0LEV1a1a5frl79njbv1//GMYPx62bdvC//7vncyY8ReOOaYPQK2h7/O5qrjjj699qof27d3EZ0HB6ZP37HEDCKP5nnz88b+Ii4uvdbLAlJROnHba8Crrxo2bwoAB36dTp8re1//5z1q+/HI1cXFV4+NXv7qMrl2P4b//+0FSUtz8508/PYuvvlrDzTf/nl69TgBg8eJHWbToN1x33b0V1VDduvWipKSIvLzKOaHj4uJ47LH36N79+CpVUmeeeX6tf2twNG9TTWK3f/9uunbtcUT7lpQUhVy83FOhjqRxt75a/TN3Q7XEEn80g50Axo8fT2j31UDANajl5MTmodklJS70167N4sknB1Na2pBnAibj823guOPSq1QnBauUqk8oV316C2uju8LFurfPnj1u+oNIPVbDlfJnzHA9dgDuumsk7723nGHDrmTWrH9EPE7wgT99+jQ8nILPd9i1q2pf/erKyso4dGhfoww8Kiw8zJdffkxpaSlnnnkeAHl5B/iv/+pKu3aJvP56XsVFYerU4axf/w6PPLKsYtt//vMZXnppDhdccB2XXjoFgNLSAIWFhytK9a2BtZY//nEGL7zwOE88sYr09MH12n/37u1Mnnw648ZN4brr7q1oq2ntvXoEN7/3M888U2vw+3w+7r333irr4uNdabB3bzeve06OuxDUoxt9rdq1cw+Vf/nl2dT1XOHIEjAmgY4dl5CXl15RvRTKmMqQq1zSmTy58hkHI0dGVx126FAe1samx8bXX9c891CRSvmhnTBuuul/6dy5H5Mn/ybsZxjj5mXq06fx5lKKj3dVdr16Vc6b/+23NZ/t6/P5Gm20aVJShxp3BomJHcjMXM6ePTuq3AlMmPBLMjKmVgnFCy64lgsuuLbK/nFx8a0q9MH1qCopKaK01M+GDe/VO/j//e+XOXRoPzt3bqnRQB9rKvE3gbomJ1uwYAGXX345AIcPH2bPnj2kpaXV+Jxgd7ucnNpLd/Vx0UWpR9xlc9y4myrq84uKKquUQpcdOyJXRfTpA2ecAa+/nkpxcXTnkJTUgaKigkbr8VNa6qZeCM56Wl1+vuux8/rr7vf+/V2//OD/nv37d9GlSw+MMRGnbDDGzcGUltZ0I2Pz8ysvAuGmEZHGkZ+fy86dWfTrd8YR7b9p00o6dz66ohoMWvnI3YZqS8EPbsqDzMxMFixYUDHKbuLEiUybNq0iuKy1XHvttbzyyiv8/e9/Z8yYMRE/7/DhyruAuvqX1yba0nY4y5fXvZ/f79oTQi8GW7e6i0TleU8BnsS1/0cvPj6B+PgEHnlkCcOHj43YJS90nbWVvUqKi935RJpgr3op/7rr4KqrKkv5X321lttuG83ll/+Ma6+9K2zwH320C/wOHer1pzWq3Fz3Pdm7t/YHxEjDWWsbXHpXVU8bkp6ezpw5c2ptnCwpKeHQoUOUlJRw7LHH1vp5HTrAiSe66pq9e10db7ALXbQOHdpPUlLKEZX409Kim/0wIcEFX/UbGL/f1ad/9BEsWzadb7+Nro9/qEDATyDg5+c/rzkAriHqKuUH5eRsIT//AF98sYrS0qrzOHTr5ur+W8IMIp06uaVfP1cFdOiQu+iFdoEsKWnK7pBHLvQiHuz1VL1PPISfIjl0KuRwS0PLwJs2rWTu3KnMnLmInj37RtzuhRceZ/DgcznxxFMbdsAGUPC3IO3bt+fFF19k06ZNVZ4RWtscRD5f1UdGlpa6ut6iosrnpQaX4uLKL/fChQ/w7LO/ZujQC3n//ZfrPVjrllt+f0R/Y1BCgpuEbtAguPHGdEaONNS3xB9UVFTAzJmXcv/9LzU4/Osq5YcaNiyDh5buPrQAAAvDSURBVB9+k0GDflhRr92liwv80F44LUlysltqE+wKGXoxCHeBCO3eWF/BufQjDZKKtMSyKjzSRSHYZTPYbTP4uvry1FN3sGnTRyxd+gS33PLbkP3LAB9lZZCff4i5c6eRmJjMokVb6NSpkafgjZKCv4UxxlQJ/WXLlvGjH/2Ip556iosvvrjO/ePiKmfZrK6szF0QiorA59tHUVEBaWlprFyZUK/gv+66ezjjjJFRb18XYyA5+cjuPIK2bv2MG28cHHbgWDSiLeV/8slyevToU1EnG/zv0KmT+8d/avMV4hpNsDtktA3QZWU1LwahnxNcgiNag69bmtAHuxyJN998kYceeoh77rmHdu1g69atXHHFFRhjCFZbW5vK4MGDuOaaiYwde1SNO46ysrovzI1Bwd/CPfvss+zdu5ePP/44quCPZO/evRw4cICTTjqJ5GR49NF7mTDhUs4991zGjx8ZtvG5ulNO+Q6//e3vGT58ZJUh6OBKgsG7jNCf0VY9nX/+BF57bV6DpokoKioIO+9RXaIt5X/66fvcfvtYunY9hieeWEWXLt3p2NGV8Lt2dSOovcjnq3yWrpd17tyZBx98sOL3Hj16sGHDBowxFbOvGgOvv/46PYMP824mCv4Wbv78+YwaNarKg57r24C0cuVKLrzwQvr27cvKlSuJi4sjJSWFc889F4CxY8eyYcOGOhufaxOplFK96in0Z2iXw+BD6xsS/ADFxX4eeCCTSy6ZU/FM4m7dXIm8epDn58Mf/uCeigaRS/lB6emncuKJp3HSSWfQq9dRpKc3/sNypO1ISkrigw8+oH///iSFdOdq7tAH9eppdQ4fPsxFF13EnXfeyZgxY6J6eHl+fj4DBgzg5JNP5rnnnqNbt27N/Fc4fr+b4GvvXjcC9YMPGmeCOEgFqg708vlc+CcmVlZ3FRe7W+u66vJDGXOY/v2T6d7d1Khv9sL3T1om9epp45588kneeecd9u7di9/vZ/z48VWqaPLy8pg3bx7z58/n+eef5+KLLyYlJYUPP/yQXr16NflAkdokJFQ2TJeVwSmnjOX00zfw5JOZvPGGG9Xbvn0yfn9RjV4ztctn9Gg3rUFwyc11F5nqBg2C6dPdmIJw3njjr2Rnb2bKlHvp0weOOaZDm392rbR9Cv5WZtq0aRQXF3P66aeTkZER9uHlwYvAFVdcwaZNm0hPT6d375pPdGpJfD5XbTJ6dDrnnz+HffvmkJPjQjs4VXS0s4YmJ6dw551V1wUCLvhLStwgqmCddG1TVu/evZ1HHrmRQMDPDTeMomfPcxrwF4q0HAr+Vsbn8/GLX/yCKVOm1Dn/T1lZWZNMbNbYfD438Onoo12VzPHHj6Vv3w3cfvulbN36WZ37h+txFB/vPi9aCQlw1lnH88wzfyU7+xuGDVPoS9uh4G+lFi5cWGfwBwIBFixY0OqCP1Riohuk1rdvOmlpLzFsWN3PCxg8+NwjPl58PKSmHmTgwM7ExcE111x9xJ8l0lK1wN60Eo1oH0/Y0h5jeKSMge99L50XXlhCcnIy8fFV5zGOi0ugfftkJkyYyZVXTqtYb60lOzuLzMwpXHRRKiNH+rjoolQyM6eQnZ0Vsj8cf7zlzTfv4aKLBrF9+9dN9reJNDWV+FupaOf5jzTit7WK1PX06qsnMnnyNHr2TKe42FURbd++gxtuGMaePTspLS2t6ClUUJDHK688ySuvPAEYOnRwPaFuvfUW3nrrTXbu3Mnq1avp2zfysHuR1kwl/lZqwoQJJNT29A7c7J8TJ0Z+8EZrFZz3KDc3l9LSUnJzc/njH+dw5pnp9OrlBlSdcgosWvRLsrO3VEydW5Wt+Hn4cB5/+cs8hgwZwrRp03jttde48sorm/rPEmkyCv5Wavr06VEF/7Rp02rdpi1LSkrCF+XcAH6/n4KCAiZNmsRJJ50U4zMTaV4K/lYqPT2dJUtcfXf1C0BCQgLJycksWbKkSZ5R21ItWrSIsnpONRl8xKNIW6bgb8WC9d2TJ08mNTUVn89HamoqkydPZsOGDYwdW//JytqSI2nY9vv9LFiwIAZnI9JyqHG3lYtmnn+virYBvLq20hNKJBKV+KXNiqYBPJy21hNKpDoFv7RZ0TSAV9dWe0KJhFLwS5tVWwN4JF7vCSXeoOCXNq16A3hwdtLqs5SqJ5R4iYJf2rzQAV9lZWVs3ryZKVOmqCeUeJZ69YjnqCeUeJ1K/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPiUnwG2P6GWN+b4zZYIzJN8bkGGNeMcacGovjiYhI9GJV4h8NjACeAS4BpgBHAx8ZY86M0TFFRCQK8TH63OeAudZaG1xhjHkb2ArcCkyK0XFFRKQOMQl+a+3eMOtyjTFfAb1jcUwREYlOkzXuGmO6At8BPm+qY4qISE2xquoJ53HAAL+LtIExZjIwufzXfGPMl/U8xlFAjbsNkSai7580l9DvXp+6NjYh1fCRNzLmfODNKA7+jrV2eJj97wR+Ddxgrf1LFJ9zRIwxq621Q2L1+SK10fdPmkt9v3vRlvg/AE6JYruCMCf0U1zoz4xl6IuISHSiCn5rbQHwRX0/3BgzEfgDMNta+0B99xcRkcYXs8ZdY8xlwFPAPGvtz2N1nGr+1ETHEQlH3z9pLvX67kVVx19fxphzgX8BG4FbgLKQt4uttZ80+kFFRCQqserVMxJoD5wB/Lvae9uAtBgdV0RE6hCTEr+IiLRcbXJ2Tk0SJ03FGHOcMWaJMSbXGHPIGPOCMeb45j4vaduMMRnGmOeNMduMMYXGmC+NMQ8aYzpGtX9bLPEbY27GDQR7BlgLdAZmAKcBP7TWrmnG05M2whiTDKwHioGZgAXuB5KBwdbaw814etKGGWM+ArYDLwM7gNOBWbjel2dZa8si7912g/8oYF+1SeI64SaJe9Vaq0nipMGMMbcCjwInW2s3l6/rC/wHmGGtfbQ5z0/aLmPM0dbaPdXWTcIVds+z1r5d2/5tsqrHWrvXVruiWWtzAU0SJ43pv4CPgqEPYK39GtehYVyznZW0edVDv9zH5T/rzLg2GfzhaJI4iYGBwGdh1m8EBjTxuYgMK/9ZZ8Z5JviJYpI4kXrqChwIs34/0KWJz0U8zBjTG7gXWGatXV3X9q0i+I0x5xtjbBTLigj73wlcA9wcelsuItLaGWNScI28AeC6aPZpymmZG0KTxElLdIDwJftIdwIijcoYkwS8CpwADLPW7ohmv1YR/JokTlqojbh6/uoGAJua+FzEY4wxCcASYAgwylr7abT7toqqniPRTJPEibe8AnzfGHNCcIUxJg04u/w9kZgwxviAZ3HT41xqrf2oXvu30X78miROYs4Y0wE3gKuQygFc9wEdcQO48pvx9KQNM8Y8AfwUeAD4v2pv76iryqetBv8s4O4Ib2+z1qY13dlIW1Y+PUMmMArXa+wtYKq1dmtznpe0bcaYrUR+xOI91tpZte7fFoNfREQia7N1/CIiEp6CX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGP+f83gMkxQ6nhkAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "752f7feeabfc4d02a09b3f0a9abccd1e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 5000 loss=-0.6767 val_loss=-0.1095\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "acd0415da70046a383e5551972ff1198", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 6000 loss=-0.4898 val_loss=-0.3359\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7ed4741b869c4fc7b39bf655a384a679", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 7000 loss=-0.2736 val_loss=-0.225\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3651445e250c4ac2b8d66ec5f4c46eb7", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 8000 loss=-0.9674 val_loss=-0.454\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3de3xU1b338c/KZBIyhAACIjcB4wWVRttiUasVUVRo8UZQq+ClYqqxfYDSWvu0tfFUPe1pMaenoVJFLQJ9UOMdmorUQ89R6wWrhnLREkQF0aLcEiaQZGY9f6xMMgkJmUlmkkn29/167ddkbnvvwOS796z9W2sZay0iItKzpXX1DoiISPIp7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwl5RhjNlqjDk/Aeu53hjzUpzvscaYY+t/LjLGLO3ofjRbvzHG3GWM2W6M2WuMWWOMOTnq+UxjzEPGmH3GmE+MMd9r9v7zjDGbjDFBY8x/G2NGxvpeEVDYiyScMSa9hYenA98CzgaOAP4GLIl6vgg4DhgJnAvcZoy5qH59A4EngZ/Wv3ct8Ggs7xVpYK3VoqXLF1zwhYFqoAq4rf7x04FXgD3AO8CEqPdcD2wBKoH3gWuAE4EDQKh+PXti3L4FjgUuAmqA2vr3v1P/fF/gQWAHsB24C/BF7cfLQDHwOXBXC+v/IfBY1P2TgQNR9z8GLoi6/3Ngef3PBcArUc/1rv93GtPWe7VoiSw6s5eUYK2dCXwITLXWZltr/8MYMwxYiQvWI4DvA08YYwYZY3oD/wVMttb2Ac4E3rbWbgRuBv5Wv55+ce7Hn4F7gEfr339K/VN/AOpwB4QvAhcAs6LeOh534BkM3N3CqpcDucaY440xfuA64M8Axpj+wBDcwSziHdwBgfrbhuestfuBCuDkGN4rAkBLXzdFUsUM4E/W2j/V33/BGLMWmAKU4r4JjDXGfGit3YE76044Y8zg+m32s9ZWA/uNMcW4M+7f17/sY2vtb+t/rmthNTuAl4B3cd86PgIm1j+XXX+7N+r1e4E+Uc/vbLa+yPNtvVcEUJu9pLaRwHRjzJ7IApwFDKk/u70Sdxa/wxiz0hgzJon74a/fTmQ/fg8cGfWaj9pYxx3AacAIoBdwJ/CiMSaAay4CyIl6fQ6ueYr656Ofi36+rfeKAAp7SS3Nh2D9CFhire0XtfS21v4CwFr7vLV2Eq4ZYxPwQCvrScR+HAQGRu1HjrX25MO8p7lTcU1D26y1ddbaPwD9gZOstbtxZ/6nRL3+FGB9/c/ro5+rb8LKBdbH8F4RQGEvqeVT4Jio+0uBqcaYC40xPmNML2PMBGPMcGPMYGPMJfXBdxB3hhuOWs9wY0xGB/ZjlDEmDaC+iWgVMN8Yk2OMSTPG5BpjzoljnW/gvqUMrn//TNy3hc31zz8C/MQY07/+G8pNuOsEAE/hmqumGWN64b4llFtrN8XwXhFAYS+p5d9xobXHGPN9a+1HwCXA/8W1WX8E/AD3uU0DvoerRNkFnAPcUr+eF3Fntp8YYz4DMMb8X2NMWYz78Xj97efGmL/X/3wtkAFsAHbjrhkMieN3+yXuwunbuMqiucA0a+2e+ud/hrvo+gHwV+BX9ReLsdbuBKbhLvzuxl0Mvipq3a2+VyTCWJucyUuMMfnAN4FxuLbND3G1wvdYa9WeKCLSiZIZ9q/iAv4ZYBuuXK0I17Z6prU23Pq7RUQkkZIZ9oPqv35GP3YtsBg4z1r7YlI2LCIih0ham33zoK/3Rv3tsGRtV0REDtXZF2gj1QsbO3m7IiKelrRmnEM25Lq+v4Uba2RSK68pwPVKJCsr68sjRoxo17bC4TBpaSo0kuTQ50uSqaOfr/fee+8za+2g5o93StgbY7KBNcBQ4CvW2m1tvWfcuHF27dq17dremjVrmDBhQrveK9IWfb4kmTr6+TLGvGmtHdf88aSPjWOMyQKew3WWOSeWoBcRkcRKatjXj+5Xiqu1n2StXZfM7YmISMuSFvb1Xc2X4Ub2+4a19tVkbUtERA4vmWf2C3Cz89yNGxL29Kjntqk5R0Sk8ySzpGBy/e2PcVOwRS+zWnuTiIgkXtLO7K21o5K1bhERiY+KhUVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS+eUVFRQWFhITk5OaSlpZGTk0NhYSEVFRVdvWsiSaewF08oKysjLy+PRYsWUVlZibWWyspKFi5cyLHHHqvwlx5PYS89QvOz9uzsbMaOHUt2djbGGKZMmUIwGKS2trbJ+6y1DbeVlZUsWrSIvLw8ysrKuuLXEEma9K7eAZGOKisrIz8/n9ra2oYw379/P+vXr497XZF15OfnU15eDsD8+fNZunQpVVVVZGdnc+655zJixAhyc3MT+nuIJJPCXrqdioqKhgCurKxMyjaCwSAnnHACxhgA6urqAKisrGTlypWsXr2a0tJSJk+enJTtiySawl66lZbO4pMlFAq1+ngwGGTatHzKyso59thc0tPB74devSArC+qPESIpQ2Ev3UZFRQX5+fkEg8Gu3hUAampqKS4uZs6ckiaPG+NCPxBwt5mZkJHhbjMz3eMinU1hL93G/Pnzk342H49QqJYXXlhySNhbC9XVbmlJejrk5EDfvm7p0wd8vk7YYfG0HhP20e24kQtpM2bMYN68ebqQ1gNUV8MjjyxNqbAHqK6uivs9dXWwa5dbwH0TyM5uDP++fd03Aem5Nm3axKpVqzj++OO56KKLAAiHw6xcuTJpn/EeUXrZWg21yui6v2AQnn++gm9+s5D9+5NzMbYjsrKyO7wOa6GyErZtg/Xr4ZVX4M034f33Ye9e97x0b3V1dYTD4Yb7L7/8MrNnz2bZsmUNj+3atYuLL76YjRs3JmUfun3YR7fjNj8i1tbWEgwGyc/PV0eZbsZa+Oc/oaSkjEsvzWPFikVJ2Y7p4JXUceMmJWhPmqqshA8+gLfegpdfhn/8wx0MquL/IiFdbNu2bUycOJF777234bFx48ZRUFDQpJqrtraWKVOmMGTIkKTsh7Epetowbtw4u3bt2jZfV1hYyKJFi9r86uP3+5k1a5aadbqB2lp3hrt+fQWzZuVx4EBiLsimp/vx+/088EApZ501mQ0bKnjwwWKefvp+QqH2fHX2c/nlG7n66lwGDIBgsJJAoE9C9vWwW/W7Zp+MjKZLpCIoPb1xSYvxdM5aCIchFHL//jU17ra21l1PiF53Vlbs6xVYsWIFU6dOZeTIkWzcuJGsrKzDvn7NmjVMmDCh3dszxrxprR13yOPdPexzcnJirrX2+90fu+qjU1cwCOvWuTb64uJCVq5cFHcQG2PIzOzNsGGj+OSTrVRXB8nOzmbmzJnMnTv3kIP9e+9VcOqpeVRXx3ZQMSYdazOAUmAyPh+MG7eBt98+nSuv/B433FAEQG1tDc8993vy8s7mmGPySOuChDTGBbTP55ZwuDHYI7eRn2OVluauKxxxhFt6907e/ndX+/btIycnp+H+gw8+yMUXX8ygQYPafG+ywr7bH5+r4vheG2nWmTJlisZCSUG7d8Pf/w6bN1dQXFzIs8/eF3PQ+3x+evUK8Itf/Im33w6zY0clmzevo6qqklAoxN69eykpKWnxW93xx+fyxBOlBAIB/H5/k+fS0tLx+XxkZgYwJo1AIIcpU77OkiXlzJ8/mbPPdkH52mvPcfBgJStWfMx777n3Vlbu4re//T/Mnv01rA0fst3OYK07O9+/v46XXvpv9uyp5sCBxjP3UCj+awLhsPu/qqiAN95w1xjKy901hp07W69C8oof/OAHDBkyhE2bNjU8duONN8YU9MnU7atxsrOz29WLMvoi7uLFi3W238X27HFn9H/7WxlFRflxVyR84xsFzJgxl/POy6V///i3P3nyZMrLyykuLmbJkiVUVVXRu3c2F100k0sumcuwYY0HiaqqNWRn5zJ8OHzpS/Dpp/Dccz/k6acvY9cuw803w4UXwpVXZnDBBdeSnu7H53N/auFwmHvumcmkSTMYPz55n7fq6io++GAjY8acBkBamo+7776G2tqD/PKXf254PBFqappWF4H7NtGnT+OSne36HHihs1llZSXBYJBVq1YxZsyYrt6dBt2+GSfWNvu2BAIBysvL1Z7fBfbvdxciP/igfW30gUAOb721l9zc5NSrf/KJO2s9eNDdd2E/4ZDXVVXBkiXw5JOuvDIrC66+GqZPd52pAFav/iN3330N/fsfybJlW8jKSnwbyM6d27nmmlwyMjJ55pnPGw40//EfN/LSS0/x+OPbycx07cZvvLGK/v0HM3r0yQ2vS5ZIZ7NIL2OfzzUJRS/N4yhyv6XbyM/GNC5paW69za9d+P3J+Wzs37+fX//610ydOpUvfelLAGzfvp3du3dz0kljCYXcZ6G21t3GslRWruG88ya0e596bJt9RUUFeXl5He5V6ff7KSgooKSkpO0XS8LU1LimmwMH2tdGn57u57rrCli0KLn/b6EQfPghfPQR7NvXcthHbNsGCxe6KhqAwYPhpptg4kQIh0M8/vi9jBhxAl/96sWAC+e6uhqOOmpUQ3XQvn27+OtfS8nLO5uRI08E4N1332TBgjmMG3cB1177UwAOHAjyX//1XQYPPprrrvtZwz7ceGMevXr1pqiolEGDhjU8vnPn9ib38/OH8vnnO1iy5D2GDz8OcN96O1qllIrS0ppeaPb7G5foA01rt5HrG9FLSckdPPDAz/nyl8+lpOTFhovc8V4HiRYKJSfsu30zTm5uLqWlpR0eL6W2tpYFCxawe/dujDE8++yz6pyVZKEQlJVV8NBD81m9einBYPzNcRkZfn70o7lJ2LumfD4YPRqOOgrWrDn8a4cPh7vucrXyv/sdbNni7j/xBBQW+rjqqh80ef3TT5fwxz/+guuvv5PrrrsDgD/84Wc89VQJV1wxj1tu+TUAW7euZ926lxg4cFiT95eVPYTfn8G0abPJzu4HwH33vU5GRq9D9i066GtqDpCX9zU++uhdhg5t/GwXF9+CMYZrr72DAQNcGWBdXS0ff7yFo48+IbZ/sBQUDruTi5qaxK1z6tS5vPXWa8yY8WMOHEjcepOh25/ZR1RUVFBcXMz999+f8B5oquJJPGvhvvvKmDfPHaTjrbhJT/eTkdE1/ydr1qzhC1+YwD//SZt/4KEQ/PnP8OCD7qImwNlnw403wsiR7v5DD/2UFSseYM6c3/G1r10OwIYNr/Lwwz/j4otv5uyzLwPc2f7mzW8TCPRpaHMPh8OUlT1Mr14BTj/96/TunXPIPsRjz56dXHHFcEKhEI888i7DhuWyc+d2rr/+RDIzsygt3dElVUWpZNeuT+nf/8ikfftJ1pl9jwn7iIqKCsaOHcuBJBxm1a6fOP/zPxVceGH7a+hvvfXWFssoO0OkNK6uDjZtgs8+a/s9wSAsXw6PPurOLNPS3EXc66+HI490rwmHwykRpFu3bmDdupeYOrUAcM06V101kqysbH7969UMHDiUTz7Zynvv/b3h4OQVBw9Wc8MNJzNs2LH8+MfL6Ncv8RU2yQr7rv9kJVhubi5FRUUtltF1VG2tG+VQOqa6Gu69t32Dmvn9fm699dZWyyg7U3o6jB0LubltV5kEAvCtb8HSpTB1qnusrAxmzIDf/MaVMaZC0AOMGnVSQ9CD67fw4IPr+MMfNjBw4FB27/4XhYXj+fnPr2Ldupe6cE873/vv/4Oqqj3s2vUJffq0o+yrC6XGpyvBxo8fT3l5OQUFBeTk5CTs61ZtbS1LlixJyLq8qqKiguuuK+SZZ2KvoY/m9/uZOzf5bfTxGDECTjkltsHLBg2C730PFi+Gc891VRpPPw2zZsEtt8Bzz7nqpFSTnd234ef+/Y/k/PNncMop5zB69Be6cK8635gxp7FkyXv89KfLk169lGg9rhkHWu6BlshJL2655RZdsG2HsrIypk3Lp6Ym/jb6VLpu0loPx5oaePtt12QTq4oKF/CrVzeGfK9ecOaZcP75MG6cqxZJNeFwmHA4RHp6Cu5cN6c2+zi09scYuYi7YMGCDu2bMaahPE3VOrHpSIlsTk5Oq0MddIXDdWdvT+CDu9D7v/8LK1fCO+80Pp6TA+ecA2ec4ZqM+iR/6J24WWuZP7+AM86Y2lBOmgihkBsQbvdu1+lu9243CuiePW7Zu9c9f/Cg+/eL3Pp87oAZmTAmUtcfCDTeBgJumIfevV2Hr6wst0T6AUTeE/m29vrrf6aycjcTJ16V9LJUhX0c2hpbIlEdsSJS6awzVRUWFvLAA4uoq4uvhn7WrALuuy+1+j609flqb+BH7NgBL77ozva3bm183BhX/jl2LJx4IgwZ4mr4Bw3q2slPXn75WX7yk0sIBHK49973gSOoq2va0QkOHZOnqgr27XOBvW+fC/Ndu9wF788/d/fDXTPKRAM38JslGBxLKLSBIUMeY+DA6Q2zjkXq9COD0UXX8EePSRT5d4h0+or+OXpJTwdjypk1K4/2jq6gsI+SqI5Yzalap3V9+uRQVRVfHX2q/nvGMlBVTY07Q+9o+/uWLa6u/+23XeVPS+cnaWku8AcOdAOT9e/vbvv1c2etkSUQoEmnn8ht9HLwoAvZSPDu2uVCubLS3VZVHVqnHg6Hqan5DTAUuLJjv3AzOTnu9+jXz/1effu6nyO3ffo0noVHAjgUcr9H5Ew/sgSDrjggGHT/L8Gg+33272+cWaz56xunIV4G3Au8Rmd0Tyorg/o5TeLWYztVtUeiOmI1F6nWUS/cptxAXLEPWOfzNdbQp1rQxyojw1207WjgH3OMW8CF7KZNbtCxLVvcmDyffurOgiM/d4000tLmNhxUeveGqqqH2L//fxg48E7S00dirTsoRc5wjXGvy8lxgR2ZoWvAALcMHOjCvauuV1RX7+fDD99l9OgvEQxCMHgNe/ZcTFpaesOB5ODBpsNB19Q0HRohMtBcSz1vow+4zZe6us8ZNGhAwn8nT4Y9tDzwVXZ2NlOnXsyePZaVK5e1vZJmItU6CnsnMlXkI48sJZ5vkFdeWcC//VtqtM93RCTwO9Kk03x9eXluiVZT40abjJyJ79rlDgD79jU9K6+ubtp0EN2kEAnhjIzGbwb9+7slJ8eFeGRAs8g4P9GiBzkLhULMnHkX+/a9z+zZFzFx4siO//KdaMeO97n99ins2bOTBx8sZ+DAofTrB0OHds4Fk1BoHV/+8oSEr9ezYQ/uDL+kpOSQcA6HISfn2XZNgxfPkMs9WaT6qaamNuZ2ep/Pz6WXFvDIIyU9ZgLu6MBP1tC/GRkwbJhbUoHP5+NXv3qBP/3pQSZMuKKrdyduAwYMZciQ0RhjCAb34Zqnur8eWWffUWlpMHPmjHaVlYXDYfr08fY4+dFTRcZzQdbv93PHHXN7TNBHZGbCqae6s1+vGDYsl5tuuqeho9gnn3zAnDkT2L499f8mMjIyufPOJ1i4cC1HH506QxR3lMK+Fd///jwyMtrXYFhVVckDD3h3svP58+PrHRuZeOT++0vJy+veTTet8WLgR3v44Tt4552/snDh97t6V1q0bt3LLFgwt2FS8MzMLHr1CnTxXiWWwr4VkYu4gUCgXWf4dXVuVqxp0/LZvDn1z2YSaenSpTGHfSCQwze+UcDy5eXMnNmzy1Z79YIvftG1e3vN7NklXHrprfzwhw939a4corp6P3fccRmlpf/J888v7urdSRpPt9m3JXIR9957i3nkkSX1pYO2oVNVLGpqarn99mIeeKCkXTModTeuPC+26xbGpLFy5V7AzfjkBZmZLvA3boxtALWeIhDow+zZySlc8PmaTrze0tj00ZUw1jathvH5evPjHy9jzZrHuOCCmUnZx1SgsG9Dbm4uCxa4i7gbNsDbb1fw+OPFvPDCkvqLN4cXCtVSVraEd94p4cgj3aBZLVUzdHfhsOsA9NFHkJWVHdPY9FlZ7hT3qKNcxYdX+HyuY9SWLW5CFK+x1rJs2T2sW/cS3/nObxgx4vg23+PzNfZ8jfSEjSzpcaZYKBTi/vvvJz09nZtuugmAs86axHe/O6lhvPuaGpqUWEbuJ3j09E6lsI+RMXDSSZCWlsuwYSXMmVPCxIlpMZ3hB4P7KC4u5Ior5vH557mMGOEGz+opFyL37oV3320sLzz//Bltzjjl8/mZNGkm6emNdeRec8wxrtb8vfeiO+/0fFu3bmDp0ruprT2I33/omU9WVmOZZ2RIg0Re61izZg2FhYXk5ORw+eWXM2DAAIxp7JR1OJGOZ5EDQOQgEPk5uu4+1fqrKuzjYAyMGeO+Ju7YEfsZLMDKlYtYtWoxRUWljB8/mY8/bpz5qLvOABcOu7lZt21zH+zt2yt47LH5rFr1SJsDnfn9fqZPn8vIkbGNFtlTDR7satm3bnWfqVQLiGQYPfpk/vjHLZSXr+H440c2BPrtt3+Lq6++kgkTLkzq9s877zy+/e1vM2nSJI444oi43puW1viNoi3NO1y1dltT0zkHe4V9nIyBE05w/+mxnMFGhEJupMeionwWLSpn2LBc3n3XBeXIka67e3cK/aoq1+4c6R362mtlFBW1PeuUz+fGESoqKuW443IZPryTdjiFZWTA8ce76Qy3bOl5bfl+f+NwDY0DkR3F5Zdf1fCaDRs2sGzZwzzxxP9j69atDB48OKH7sL/+g9q7t5vgfeHChQldf0si4+bEIhRqDP6//z05+6Owb6fjjoPZs+exatXiuIbrra2t5fHHi5kzx12s2r8fNmxwXx+HDnWDW6Xyma61rl1+69bGQaq2b6+gqCi/zVmnevXK5sILr2P69LkMG5bLccd1rwNcsgUCri2/shK2b4d//avrBwKLlzGNY9dEet3Gco3qhBNO4Je//CVZWVkJD/ra2lqmT5/OZ599xooVKzgyMjVYCvH5Gr8xJOtvQqWXHTBxYi4LFpTSq1cAny+2Q3goVMszzyzg61/Pobi4sKGTycGDrknk1VcbKzVS7Q/9X/+C1193Z5/hsAv54uJCrrvuxDaDPi3Nz4UXXsecOSUMG5bLgAF4ojqpPfr0cc2FZ5zh2vVTvTbf53Nj2Zx4Inz1q67H8KhR7rFYixF8Ph+33XYb3/3udxse+8tf/kJhYSH79rVdCBEtFArxq1/9itdffx1rLZ9++imbNm1iy5Yt7NmzJ6519SRJDXtjzAhjTKkxZq8xZp8x5kljzNHJ3GZn+9a3JrNyZTnf+EZB2y+OEgxWsnLlImbNyuO11xo7XoXDbkCrf/wDXnmlMfi7si131y548033DSTS5f+118qYNSsv5mascLiWF15onOVr9Ohk7W3P4ffD0UfD6afDV77iDgBDh7oz5q7+RtS7tysyyMtzAT92rLv+EG9lTGtCoRA333wz9913Hw899NBhX7t27VpKS0sb7r/11lvcdtttfPOb38QYw/Dhw3nllVd4/vnnOf74tit/eqqkNeMYYwLAi8BB4DrAAncB/22MybPWpuDka+0zcWIuI0eW8MILj8R8wRZabsePVlfXOJphIODa9o88svP+0A8ccJUiu3Y1fTzWZpvmqqtd/f3Agd7sWNQRkZLDo45y98PhxuF6I7eRoXkPHkzsyYHf31gdExmhMtlNjT6fjyeffJLi4mJuvfVWwJVsrlu3jn379nHWWWcB8M4773DaaafRt29fJkyYwMCBA+nduzcFBQUcFfnHAo466qgm970omW32NwHHACdYazcDGGPKgX8C38YNDt1j5ObCZZfNYPny2M50ozVvx29JMOjO8j/8sDH0k8VV1rhmpZaqBB57rH2ThUfq6keN6uAOCmlpjWWJzVnbWA4YPdxuXV3ja6JPGKxtPDgY09g5KTOz8bYrfOELX2hyVl9dXc1ll11GMBhkx44dAOTl5TF16lTGjBlDRv0R6MQTT+T3v/99l+xzKktm2F8MvBoJegBr7fvGmJeBS+hhYQ9w553zePLJxVRXxxeEoZBr4jhc2EdELuhWVDRO6tC3rzvrS4SqKnc2f7hm0tWrl8Z9QIvU1Q8apLP6ZDOmcWq9nqSsrIxBgwY1ucBqjOGZZ55J+lSBPUEyw/5k4JkWHl8PTE/idrtMbm4uTzxRyrRprgQxnhEfozteNW/OacnBg00nrMjIaJwAIlIJEevn/8ABNx76zp2th3ykhn716qVxNVVF+P1+rrhirs7qpd2mTZvGtGnTDnlcQR+bpE1LaIypAe611t7e7PG7gNuttYccaIwxBUABwODBg7+8fPnydm07MhFJV9m+fTuPP/44L7zwQpxTH/rx+3386EdFnHba+A7vR2Sey+jJKSJf2SNLZIyQw1m79jV+8Ysi6upqCcXZ+8Pn85Ge7uf224s4/fTxPeJss6s/X9KzdfTzde6553buHLTtCftoyZyDtrMcPAgzZhTy1FPxteMbEyA/v5xLL81laBfPm7B9ewWzZuXFfTEWID09g69//SamT5/L8OG5nHZa4pqbulKqfL6kZ+ro56sr5qDdDbRUSX1E/XM9XmYm3HPPPFaujK8d31p3wfbxx0sYMwbOO88tnVmXHmm2ibW0srlevQJNKoyOPLJnBL1Id5XMOvv1uHb75k4CNiRxuynluONcO35WVjzj4tcCC/D5Ctm0qYIFC+Dqq+Ghh9wF1GSLt4Y+WmQikqKi0oag9/lUVy/S1ZIZ9s8CpxtjGsY0NMaMAr5a/5xnTJ48mXXryrnhhvg6XsEi/P48TjihjAMHYMkSuKgd0PYAAAmOSURBVOYaeOwxV1aXDNE19PEGfWQikkWLyhk/vnEiktGje15liEh3k8xmnAeA7wDPGGN+gutU9XPgI8BzRbC5ubncf38Jy5c/QmVlbNUskU5XH3yQz89+Vs5TT+VSXg733QfLl7tJME46yfVezM1NTO/F9tbQBwI5DRORROvTJ3UmwhbxsqSFvbV2vzFmIlAMLAEM8BdgjrW2ExojUtOMGTNYtGhRXIF64ECQO+88lkCgD6efPoOPP57Hhx/m8uKL8OKL7jWZmW40zrFj4eST3dK3b/z715Ea+uaMcaM5qjJOpOslddRLa+2HwKGFsR42b948Fi9e3K6z52CwkjfeWITfv5g5c0pJS5vM+vWwfr0bKrm83C0RQ4a4JpRRoxqXAQPcQSB64pTt2yt49FFXQ19d3b4a+unT5x7y+PDh7sxeRLqehjjuZJGJzPPzXcereEM/0rSzcKEbT2fqVHcRdM8e17N2/Xo3iNq777rJMHbscAOqNVWB3z+furqlWBsJd4NraYtd9Nj0zTuC9eqlYRFEUonCvgtEJjIvLi5mwYIF7VrHgQNBrr/+RKZMmdXQ6/bMM+HMM93zdXVu3Pn333djz0fmh/3Xv8oIBvPrDzLRB5r4gj66hr6lHr/HHddzpl0U6QkU9l0kNzeXkpISwuFw3G34EXV1taxY8QArV95PenoGNTUHyMrK5vzzZ3DFFfMYPTq3Scmj6yCVD8TfQSpa8xr6aGlpLugHDOjQJkQkwTR5SRebN28e/ljnLmtBOFxHKBTi4MFqrLUEg5U8++xCZsw4lnPPTWsySUp7K20iWqqhj5aZCaee6q4ViEhq0Zl9F+toG37LbMNtJPyfffa+Dq0xEMhh0qSZrTbb9OvnykBTeUpFES9T2KeA6Db8JUuWxD0NW9s6Nv5RazX04MoqR4xwVT8qsRRJXWrGSRGRNvy9e/eyefNmAikykExrNfTgzubHjXPzpCroRVKbwj4FRZp2AoFAh9rzE6GlGvqMDDe59KmntjxTkoikHoV9ioo07RQUFHRJ4De/GJuZ6eY/PekkGD/eTS4tIt2Hwj6FRZp2Nm7c2AnNOq4dxhhDIJDD1KkFPPpoOVdfPZmvfAXOOAPGjHFDFat+XqT70QXabiA5FTuN+vTJ4bLLZnL11XMZOjSXAQNg4EBV1oj0JAr7bqJ5xU5VVRWZmZkNwV9XVxf3Ov1+PwUFBZSUtD3RuYh0b2rG6UaiK3ZCoRDBYJBNmzbx7W9/m5ycnIaJl2OdgNnv9zN37qEDmIlIz6Ow7+aiDwDhcJjNmzdTWFh42PD3+/0EAgFKS0vJzT20g5SI9DwK+x7mcOGflpZGTk4OBQUFlJeXM3ny5LZXKCI9gtrse7hI+KtdXsTbdGYvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPCApYW+MOd4Y8xtjTLkxpsoYs8MY86wx5pRkbE9ERA4vWWf2FwDnAouBqUAhMAh41Rjz5SRtU0REWpGepPUuBxZYa23kAWPMi8BWYDZwbZK2KyIiLUhK2FtrP2vhsb3GmPeAYcnYpoiItK7TLtAaY44AxgIbO2ubIiLiJKsZpyW/BQzwn629wBhTABTU360yxrzbzm0NBA75diGSIPp8STJ19PM1sqUHTVSzequMMecDL8Swkb9aaye08P4fAfcAN1prH4phPR1ijFlrrR2X7O2IN+nzJcmUrM9XrGf2rwAnxvC6YPMHjDE344L+J50R9CIicqiYwt5aGwQ2xbtyY8xM4HfAfGvt3fG+X0REEiNpF2iNMZcBDwOLrLXfT9Z2WnF/J29PvEWfL0mmpHy+Ymqzj3ulxnwNWAWsB74LhKOePmitfSvhGxURkVYlqxpnIpAJfAl4udlzHwCjkrRdERFpQVLO7EVEJLX06FEvNSCbJIoxZoQxptQYs9cYs88Y86Qx5uiu3i/p/owx+caYJ4wxHxhjqo0x7xpj/t0Y0yeh2+nJZ/bGmO/gOmktBv4O9ANuA04FzrLWvtmFuyfdhDEmALwDHAR+AljgLiAA5Flr93fh7kk3Z4x5FfgQeAbYBnwRKMJVQJ5prQ23/u44ttPDw34g8HmzAdn64gZke85aqwHZpE3GmNnAvcAJ1trN9Y+NBv4J3Gatvbcr90+6N2PMIGvtzmaPXYs7ST3PWvtiIrbTo5txrLWf2WZHM2vtXkADskk8LgZejQQ9gLX2fVzxwSVdtlfSIzQP+npv1N8mLKd6dNi3RAOySTucDPyjhcfXAyd18r6IN5xTf5uwnPJc2BPDgGwizRwB7G7h8V1A/07eF+nhjDHDgH8DVltr1yZqvd0q7I0x5xtjbAzLmlbe/yPgauA70V/JRURSgTEmG3ehtg64IZHr7swhjhNBA7JJV9hNy2fwrZ3xi8TNGJMFPAccA5xjrd2WyPV3q7DXgGzSRdbj2u2bOwnY0Mn7Ij2QMcYPlALjgEnW2nWJ3ka3asZpjy4ekE16hmeB040xx0QeMMaMAr5a/5xIuxlj0oBluGFmLrXWvpqU7fTwOnsNyCYdZozpjetUVU1jp6qfA31wnaqqunD3pJszxtwH3AzcDaxo9vS2RDXn9PSwLwJ+1srTH1hrR3Xe3kh3Vj80QjEwCVfN9RdgjrV2a1ful3R/xpittDKVIHCntbYoIdvpyWEvIiJOj2+zFxERhb2IiCco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHvD/AcphAFXV+hqfAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "43ee026e270248ebad78eb599c517528", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 9000 loss=-0.751 val_loss=-0.2591\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7bbb5b10760f4f538a504343d1088a2a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 10000 loss=-0.7539 val_loss=-0.317\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d6b4b4c288344d66a0c872271053b506", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 11000 loss=-0.8861 val_loss=-0.4118\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ef224f32a2c8456c875d774e9b867c45", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 12000 loss=-0.2832 val_loss=-0.4329\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6fe550cca2e443d9a329c629d8a0bf34", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 13000 loss=-0.4234 val_loss=-0.432\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "27f20a2968cc4ca597c50311bb3c0fd6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 14000 loss=-0.8734 val_loss=-0.4333\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "95f040481dc5480aa8c722decdb75c55", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 15000 loss=-0.7631 val_loss=-0.3911\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cacb6f594f50432e97d92b386124f77c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 16000 loss=-1.03 val_loss=-0.3781\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5a5189f6a4d24430bd86700e64c21674", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 17000 loss=-0.5164 val_loss=-0.3751\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "445e8a21e6984355a6c3c07724163593", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 18000 loss=-0.2309 val_loss=-0.5511\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a2ee5f486fc1487fa45999f83328f3c5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 19000 loss=-0.7256 val_loss=-0.3495\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e87e83aec2b24d679a23e088ce23c41f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 20000 loss=-0.4653 val_loss=-0.3857\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7f74df7e63114abba2748e5703af091d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 21000 loss=-0.5868 val_loss=-0.5201\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6f78f568d16a43e89fc6c3adbe9aa68b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 22000 loss=-0.8419 val_loss=-0.3958\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6977c44dbcc34d959db3abcadb56ef16", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 23000 loss=-1.072 val_loss=-0.4602\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c8fa2e280f1d4c829b1bb94f483be0e4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 24000 loss=-0.5868 val_loss=-0.3205\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a03072127c4d4ea6bb0e148babac27fb", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 25000 loss=-1.072 val_loss=-0.6688\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "acaaf12b4f4c417e97849522ffff38d8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 26000 loss=-1.032 val_loss=-0.5645\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "90793ca19b59400aa506e28488b7fea2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 27000 loss=-0.8395 val_loss=-0.7123\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ad4b16c3ce6d4f74be439a25d0299bd0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 28000 loss=-0.6876 val_loss=-0.6253\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f13f60a1ffea4296b1e98fccd43160d2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 29000 loss=-0.165 val_loss=-0.6533\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6c812cdcd1d846e98420b867b9a5f1c2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 30000 loss=-0.7898 val_loss=-0.5425\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c7c577fd26954d20bd4f1cb4b4fd9a45", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 31000 loss=-0.968 val_loss=-0.6066\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3234c3accb334109a066463dc582a2cf", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 32000 loss=-1.25 val_loss=-0.6875\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e2c842aac57a4aa4afa7b3bba57a12a5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 33000 loss=-0.8995 val_loss=-0.683\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "99116b50ecdf45a1bdc575d63ad39dd0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 34000 loss=-0.9648 val_loss=-0.6648\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "75862257a7304e1bbbb06af375134063", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 35000 loss=-0.5098 val_loss=-0.5854\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f3b449b4120641629d8406bf7e6710df", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 36000 loss=-0.8097 val_loss=-0.6329\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "aacb0be8683e490f9568ffa035c027b4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 37000 loss=-0.7146 val_loss=-0.8085\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bcb6690ee1884557aaf8ea0671ed34ce", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 38000 loss=-0.3289 val_loss=-0.6244\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d35ae687383649e794920b7e3c2ea907", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 39000 loss=-0.9325 val_loss=-0.8636\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "36b68fc47d3d44bf9b148f9bf0d226ff", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 40000 loss=-1.052 val_loss=-0.6977\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "edba0c7c395142c88a301aa6aa0930ec", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 41000 loss=-1.091 val_loss=-0.6033\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2935726aa47d4bcfb7dc7aa1530a8e2f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 42000 loss=-0.7134 val_loss=-0.7348\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "01d1cc29deb7479b8f4fd7d398db2276", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 43000 loss=-0.6431 val_loss=-0.8281\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f03920f0ddd047c381989d31a93a7e2a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 44000 loss=-0.5605 val_loss=-0.635\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d8aa9d48051d40bdb59c934496849776", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 45000 loss=-0.8642 val_loss=-0.8141\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "434f755a3888464aa3f12bb40d8d437b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 46000 loss=-0.6673 val_loss=-0.9339\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ca9b5df2799c4e11b863b646f86cb9d0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 47000 loss=-1.008 val_loss=-0.7851\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5919e1e33dfa4a2c9545257d0488a7b4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 48000 loss=-1.051 val_loss=-0.6582\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "358fc5671ee142578605b231fbdfaee9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 49000 loss=-1.191 val_loss=-0.9108\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6341dca382e64305a5460c05beafbee0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 50000 loss=-0.04494 val_loss=-0.8216\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "163d7b654bbd4f7f8fa3b61aa38d8c87", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 51000 loss=-0.9069 val_loss=-0.7673\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bd9137b084c54348a6b4d044ced5a306", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 52000 loss=-0.7994 val_loss=-0.7729\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "dce3d22d81ea43efa4cee8f96879ab0a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 53000 loss=-0.977 val_loss=-0.7795\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5b38fc971cd844789d78c6e39dd42cb3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 54000 loss=-0.8084 val_loss=-0.7531\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "78bb35ffb2b24e5e96d955b3fbfd7a52", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 55000 loss=-0.9401 val_loss=-0.9735\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "69ccd8217c1a450ebc09b4c5c8cd4938", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 56000 loss=-1.206 val_loss=-0.701\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9701495f1296474ea8cf02cb139a2f97", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 57000 loss=-0.986 val_loss=-0.7057\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d5295309baf2486182681d428cff6fc3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 58000 loss=-0.7796 val_loss=-0.8324\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "eaa6d7d8adee4e1a9de4f2d08a4eb8da", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 59000 loss=-0.8086 val_loss=-0.7594\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "345dc61021154342830a911429551bf0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 60000 loss=-0.493 val_loss=-0.7668\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAENCAYAAAAIbA6TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXhU1eH/8feZLCYhC6BAlTUEUVlVUNxBBBWLe1y+FrW2llbQb+GhLkWrqFj9ueVbxboU21JwhSqCggUX6oKgIGsUlSgIYScYEpKQycz5/XEyZE8mwGS7n9fz3CeTmXvnnoGbzz33nHPPGGstIiLiHb7GLoCIiDQsBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl+aJWPMc8aYPzV2OUSaIwW/NDhjzAZjzLBDeQ9r7e+stQ8epvJYY0yP0seTjDEzDsf7VtpHd2PM28aYPGPMLmPMo+Vea2uMedMYs88Ys9EYc12lba8rfX6fMWa2Mabt4dhWvEvBL02OMSa6sctwsKoruzEmFlgIfAD8DOgElD+5PAMUAx2AXwDPGmN6l27bG3geuL709QLgr4dpW/Eqa60WLQ22ANOBIFAI5AN3AN0AC/wa+BH4qHTdmcA2IBf4COhd7n3+CUwufTwE2AxMAHYAW4Gb6lEmC/QALsSFqL+0bKtKX08BXix932xgMhBV+tovgU+BDGB3qEyV3n808HEN+25Vus+elf6NHil9/Gfg5XKvpZWun3Qo2zb2caClcRfV+KVBWWuvx4X7xdbaRGvto+VeHgycAFxQ+vt84FigPfAl8FItb/0zXEB3xJ1AnjHGtKln2d7FheVrpWXrX/rSP4ES3MnhJOB84OZymw4CvsfVqh+q5q1PAzYYY+aXNvMsMsb0LX2tJ1Birf223PqrgN6lj3uX/h4qYxalYX+I24qHKfilKZlkrd1nrS0EsNb+3VqbZ63dD0wC+htjUmrY1g88YK31W2vn4Wrsxx1qgYwxHYCLgHGlZduBq91fW261Ldbap621JaGyV9KpdP2ngGOAd4C3SpuAEoG9ldbPxdXoKX09t4bXD2Vb8bBm25YqLdKm0ANjTBSu9nwV0A7XPARwFFXDDGC3tbak3O8FuOA7VF2BGGCrMSb0nK98WSs9rk4h8Im1dj6AMeZx4B7c1U0+kFxp/WQgr/Rxba8HD2Fb8TDV+KUx1DQlbPnnrwMuBYbhmnC6lT5viKzKZdsE7AeOsta2Ll2SrbW9a9mmstW1rPMtEG2MObbcc/2BzNLHmaW/A250EHBE6XaHsq14mIJfGsN2oHsd6yThAnc3kIBre28I24FuxhgfgLV2K7AAeMIYk2yM8Rlj0owxg+vxnjOA04wxw0qvZMYBu4CvrbX7gDeAB4wxrYwxZ+JOeNNLt30JuNgYc7YxphXwAPBGaRPYQW97sP840jIo+KUxPAzcY4z5yRjzhxrW+RewETeK5itgycHuzBgz0RgzP8zVZ5b+3G2M+bL08Q1AbGk59gCzgKPD3b+19htgFPBc6faXApdYa4tLVxkDxONGJL0C3GKtzSzdNhP4HS7Ed+BOiGPKvf2hbCseZayNzBexGGPSgf8BBuJGZfyIq538WTUOEZHGE8ngX4IL+7dwY6xPwo3MWAecYa0N1ry1iIhESiSDv521dmel524ApgHnWWs/iMiORUSkVhFr468c+qW+KP3ZMVL7FRGR2jV0525oJMTXDbxfEREpFbGmnio7MqYjsAI3/8nwGtYZjZvXhPj4+AGdO3eu1z6CwSA+nwYqSePQ8SeNpfyx9+233+6y1rarbf0GCX5jTCKwCHe7+qnW2s11bTNw4EC7bNmyeu1n0aJFDBky5GCKKHLIdPxJYyl/7BljlltrB9a2fsSnbDDGxANzcTfsDA4n9EVEJHIiGvzGmBjczS4DgeHW2jWR3J+IiNQtYsFfesv7S8BQYKS19qDvvBQRkcMnkjX+Z3AzKz4E7DPGnFbutc1q8hERaRyRHIIwovTn3cBnlZaba9pIREQiK2I1fmttt0i9t4iIHDwNOhYR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIe02KCPysri4yMDJKTk/H5fCQnJzNmzBiysrIau2giIk1Kiwj++fPn069fP9555x3y8vKw1pKXl8fUqVPp168f8+fPb+wiiog0Gc0++LOyskhPT6egoIBAIFDhNb/fT0FBAenp6Qdd88/KymLMmDG6khCRFiO6sQtwqJ544gn8fn+t6xQX+7nvvgzuvXcKwSBY65a6Hn/yyXwmTkynpMRPSYnbR+hKYtq0acyaNYsRI0Y0xMcUETlsmn3wz5gxo87gLynx88Yb07jqqvtJSmqDz1f3hU52dhYTJ6ZTVFRQ5TW/34/f7yc9PZ3Vq1eTlpZ20OUXEWlozT748/Pzw1qvsDCfyy47ikGDPubkk8+ia1fYunUmq1e/wdCh13DWWZcdWC8razVz5jwb1pXEn/+cwdSpUzDmkD+KiEiDaPbBn5iYSF5eXhhrRgFJLF3anqVLQ899DrzKmjX9+fhj6NYNjFnD88+fic/nIxgM1vqOJSV+Xn11OqNHT6FLF+jQAcK4mBARaVTNPqZGjRpFTExMretERcVw4YW/IyNjD7//fU8uuwxOOgmSk28AprNr10gWLIAXXoDnn/cBg+oM/ZDCwnwKC+GDD7JITx9DUpI6gUWkaWv2Nf4JEyYwbdq0WptlYmNjuPXW8SQmwoknln+lL7m5ffnxR9iwATZuhI0bB7FhwxJ27UoG6r6SiItLYOnS+UyalI7f7ycQKOsE/tvf1Aks0lRs3LiRTp06ERUV1dhFaXTNvsaflpbGrFmzSEhIqPIfGhMTQ0JCAv/+9yx+/vM0Tj8djj0WUlLK1klJgb594eKL4dZb4bHHYOZMGDFiFD5f7VcSAIGAn/vuc53AodAPKSlxw0mvvDKdL7/MwtrD8pHFI/x+2LQJdu+GSiOVpZ4yMzM59dRT+eUvf3lg2PfWrVv561//yrZt2xq5dA2v2Qc/wIgRI1i9ejUjR46sMN5+9OjRrF69+kBtOzYWOnZ0zTynnQbdu0NiYvXv+YtfTCA2tq7gj6Z9+94HhnrWpLjYzwMPZLBkCXz/PezbdxAfUjwlLw+WL4esLFizBr74AvbsaexSNV+5ubkUFBSwffv2A60DM2fOZOzYsYwZM6aRS9fwWkTwg6v5jxs3jtzcXAKBALm5uUyZMqXGoZZxcdClCwwcCKecAl27Qnx82esdO6YxadIs4uISiIqqeAJwVwIJwBw2b/6uSk2/skDAz8KF09m/H3780f0Rr1gBO3a4ewbEm2q6OXDJkixWrICiorJ1i4pg1Sp3ElDFof7OOOMMPvroI9566y3i4uIAOP7447n44ou57rrrDqy3Zs0aBg8ezL/+9a/GKmqDaPZt/IdDq1aQmuqWvXtdIO/YAYMGjWDq1NXMnJnBwoXTKSzMJz4+keHDr+eSS8azaFEa06eHP5y0vNxct8TGws9+Bscc405G4g3z588nPT39wD0hUNYv9I9/TOPXv57F7t0j2LcP0tNdJQVcs09OjrtyTU0FNVfXbNWqVRQVFTFo0CAATjrppAqvn3/++Zx//vkVnps5cyYfffQRxx9/PDfccEODlbWhKfgrSU52S1qaC+ajj06ja9cpjBs3pcq63bvDrFmJFBbW3QkcH199m1JxsbsK2LQJ2rZ1J4C2bdF9AS1Y+WlGKgvdJf7MM+nAaiCN+fPhmmvgpptc0FsLmze7yknXrnD00RpGXNn69esZOnQoJSUlLF68mN69e4e13YQJE+jZsye9evU68FxJSQk+ny+sGz+bi5bzSQ4zY6B1azjuODjjDNcBnJRUdb3hw0dVaQqqLCoqhuHDr691HWtdbW7NGli61I0wKi4+lE8gTVU404yAn9TUDEaMgJISeOklePjhip28xcXw3XfueNm8WR3A5XXr1o3zzjuPwYMH06NHj7C3S0lJYdSoUZx88skA/Oc//6Fv377MnDkzUkVtFAr+MPh8cOSRcPLJoZu8yl67+uoJdd5HYG0Mp502Puz9FRXBDz/AZ5/BV1/BTz8dZMGlSQpnmhHws337dO64AzIyXP/T++/DXXe5K9Hy9u+H9eth8WL4+msdLwDR0dHMmPESM2bMoqDgCLZscR3lX30F337r/r6ys2HnTvfvWVDgTrCVbdy4kXXr1vHiiy82/IeIoIgGvzGmszFmljEm1xiz1xjzhjGmSyT3GUnGuOAfMKBsNFBtncBONMHgLP74xzRuvx2WLSPsYZ3Wusv5lStdh3B2dvUHZ2M5mJlLNdtp/aYZAXfvyaOPuqHHy5bB737nRodVFgjA9u3ueFmyxN2bUr6DuCUrLoYNG/K4++4nWb7cz9Kl8NlnMXz5ZSyrVrmw37TJ/T1t2eKuqL/7DjIz3UCLzz+HTz6Bjz5y/3bLl7ur77PO+hV/+cuLzJnzdmN/xMPK2AgNLjfGJACrgP3APYAFJuOGw/Sz1tY6NmHgwIF22bJl9drnokWLGDJkyEGVt76sdX9YP/7oHmdnZ1XoBI6LS6BTp5786lfT+PzzPsyfX/ZH2L07XHIJnHdezcNJaxIVBe3bu76A6pqeGkp1nZPg7p2IiYmp9qa1g9mmOQn3+EtOTg5rmpHk5GSuuGIUvXtfysCB57N9O9x3H3zzjbsCuOce1wxZlzZt3ACCdu1aRl9AURHk57vRTfn5buhrURFkZNzCnDnPccEFN3LXXf88rPuMjnZX/e3bN80+uPLHnjFmubV2YG3rRzL4fw88CRxnrV1f+lwq8B1wh7X2ydq2b+rBH5KXB+vW1T3Ebu9emDMH3nzTjcoAN6Jn8GC46CLo37/+B1NSkhvd0b59w/5BZ2Vl0a9fv2o7J0MSEhIqzFwazjZxcXGsXbu22c52Gs7xFwzCgAFjWLlyKlBzc09MTAw9e/YkMzOTSy65mvHjXwNcs86jj8IHH7jj5brryjp96xIV5cLrqKPciSMuDupopWxUwWBZuId+5ufXfNW7YsWHZGTcwv33zyI1tQ/Fxa5JJyvLNYVlZbm+kKQk9+9w5JHuZBh6fNRRZY+r+3cpLi5i/fpV9O8/iE6d3N9edBMZHlPf4I9ksS8BloRCH8Ba+4Mx5lPgUtxJodlLSnJNPxs2uEvJ6s6jJSV+Nm1axqhRp3P11fDf/8L8+e4Sc+FCt3TsCCNGwAUXuAMwHKGTzvr1Lvzj4twfd+UlOrri7+GeJKx1NalAoOL24XRO+v1+7rvvPq699lrS0tJ4+umn69ymqKiIcePGMXfu3PAK2Mzk5xfzq1/tYuXKCcA06gr+5557jkWLFnHKKafQvTssWrSOt956lokTM0hN9fGPf7hO38WL4X//t/J0JFUFAmVDlUOio91xU9PSUMFWXFwW7KGQLygIv1kUoEuXc0lPz+Tll6NYv95djVd3n0xOjmvqqU3r1mUnhoEDYeDA3dx558nk5e3hpZey8PvbsWmTu/Lu3Llpn0CrE8ka/zbgLWvtbys9/1fgKmttu9q2by41/vL27nVBXL5SW1RUwG23ncnGjV/z4our6dy554HXsrPh3XfdsmuXe87nc3cVjxjhfkbiD8+Y2k8Mfj8UFrrQDx0e2dlZvP76E7z33gwKCsKZDRWOOOII9u/fz1133cUzzzwT5iyqbihec6z113b87d5dxAknXMnOnV/j833ETTet4ZVXwm/28vv9pKYeR3b2D4wdm0F6+jhWrnRTjGzZsgm4kJSU7lx33QtceOHRJCcfns90OE8MwaA7pkJLYWFZyB/MCDZrXaXn/fd3sHJle775puLrPh906gQ9erjh2Wlp7n6IggI3gm7Xroo/Q49zcqqeMHw+SEq6iNjYzUya9BK9evU98FpUlBtS27kzHHFE/T/H4dCUmnqKgSettXdVen4ycJe1tsohY4wZDYwG6NChw4BXX321XvvMz88nsb6N5hHg97sDOfRP+3//9/9YuXI5PXsez8qVyykqKiQuLp4hQ4Zx+eVX0759R1asaMuCBUfz+edHEgi4Knnr1sWcd942hg/fSseOhY32eZYtW8ojj0yipMRf5esta2OMYdCgQZxzzjk89thjhHusXXrppYwbN+5gi9toajr+CgqiuPvuzqxceTXwPWPHPkt6ejuys7OZOXMmCxcupLCwkPj4eIYPH85VV11Fx44dq7zPl19+yZtvzuH3v7+TuLh4duzYjjHxLFzYk1df/S3WfgRkEhV1PCeeuIezz97BoEG7SUyM7IgAn88txpT9BBeeoW+zC/08FIGA4YcfWrFuXQpff53M6tVt+Omnj4GRwMPExt5G//57GDAgh2OPzaNLl33ExdX/1vhAAPbujWX37lg2b07g44/bs3x5WwKBPUBr4uMtw4dvIz39R9q0qXjGio11S0Mrf+yde+65zSv4y2uONf7yAgHX9LNpE7z//iweeeTG0uAsq91FRbna3aRJsxg0yNXucnJc08+8ee5SNaRvX9cXMHhwxaklIi07O4ubb+5X7TeR1aVVq2SWL8+ldWs49tjwOjTBdWrmVh6z2AxUd/xt2OD+377+GpKScnjssW389re9qt0+HIGAm7rhgw8WMmnSVfTvP5jJk2ezYcM2Zs9eQnb25axYEaqxBomO9nHKKTBkiOsIDp2XrLWYptZDWUlurht+mZnplnXrqo5Sio+/h8LChxg27EEmTLinzrvf4+JcH0F9R8fl5rom2gULXFnA1e4vuwyuvdY1DYUkJEDPnhWfi7Sm1Ma/B2hTzfNtS19r0aKi3NDPwsIsHn30RvbvrxqcgYA7EUyalM7Uqavp2DGNtm3dXZpXX+0OsHnz4MMP3dCyNWvg6adh6FAXJscfH5nRBQfTrFNZVFQMw4Zdz9atsHUrnHvuKObMeTasbcMd7tjUffzxT1x66b/Zs+fX/OxnMHt2WwYNantI7xkV5SoB2dnHAe6qav/+QlJTj2b8+MsBN5nbSy+9z7x5d1JU9DKffdaTzz5z2x53nNt+xYrr2LdvPf/zP1MYMGAQbds2Tk01JBh0FZ3MTFi71v3ctKnqeh07Qu/ebunXD7p2ncyqVcPo0+fMKs1OrnnGDYNNSXF35Ifa4ktKXEf5/v3uZFLd4/LNPSkpbiTeJZfA2rX5PPLIg2Rn38prr3Vmzhy44gr3d5uU5JqSVq50/W5paeE3/wQCgQabMjqSwZ8JVHefdC/gqwjut0l5+ukn6py90+/3M3NmRoVpIYyBPn3ccuutLvznzXM1oLffdkv37q4vYPjwilNN1yQYdO2qBQVlP0NL6Pd16+azYEE6waCf2jof62JMDMcfP57sbDeU8OqrJ4Qd/MFgEJ/PR2JiIqNGjWLChAnNrs3/vfcCjBhxASUln3PUUUUsWjSW4447PO8dEwMXXNCF6dO/pHXr1Co199atLd98cx+Fhcu59trX6NDhTyxa5CoOX33lFvgM2Mjjj5d1BsTGPgG8yjHH3E737ldz5JFu6GLoZ2hJTj60CkdRkWtL37rVXQllZroyVT7fx8a6yk0o6Hv1ckNTMzLGEAj0Ii7uYozpyoknDjmwTatW7pvwUlJcCNc0kCE62i2tWtVczuJiV9YdO9z9EaGumAUL/kB29vOcdFIWsbGzWLrUdbLPng2jRrm5laKj3Xa7drm2/y5dah95FQwGOfPMMznjjDOYNGkSyYerk6YGkWzqGQc8DvS01n5f+lw33HDOu6y1T9S2fXNv6gkJd8x2QkIy77xTd/PGhg3uBLBgQdkdnDExcPrp7tJy376KoV75ce2ygH5A/Zt1ysSULrMA13zl87nwz88fyd6979Tv3ZrRGP/Q8ff66/CrX8G+fTM44ogH+fjjhZxyyuG/b7G4GFavrhqYAPn5ubz55tNcd91dREVFEwgEWLBgFq1bX8U33/jYujWX7OwV+P1ns2dPFDk5EAhcCbyBG3EUmqBsEXA7cA3wB8CFWps2VU8IoZNEmzYuMHfudMuOHWWPd+1ygyCqc+SRAU44IZ/+/VPo0weOOmoX9947koKCvfzzn2V1xVtvPYPMzM8455wruf/+WURHu9r10UdH7t4Wa13Zt22Ddes28/DDN/Db3z7GcccNIDMT/vEPd9MXuPmTxo2rOMrqiCNcRa1Dh+rf/9NPP+Wss86iU6dOfPfddwdmEA1XU+rcbYW7gauQshu4HgSScDdw1Xo931KC3+fzhdWpaYyPDz4Iv+PU73fD+ObNc3f1hvvfGBfn2iATElxfQeixtVmsXXsp+fmZYZeh6nsn06fP9aSmjic/P40tW9xdkjt3htbIAvriDon6qXxfQFO0aNEiMjOHMH68+/8ZOhReeWU/7dtHbqhHMOju4t28ufb1vvpqCWPHns65517DvfdWHTQRDMK2bbmsWrWC+PheFBe3JycHPv30Edau/SPt2t1GfPxT5ORAfn4OcAFwNgczKjs6eicpKetp1+5oevfuRq9e4PfP58knr+CUUy5g8uTZgGv6uOiiRIqLi5g79ycSE91l7fLl7xEMBhg8eDBdusTRrl3DzlJaVOSGg27bVvHv7vPP4amn3Gg9cDdo/uY3FcM+OdnNqtq6ddWrppUrV7J9+3YuuOCCepepybTxW2v3GWOGAhnAdMAA7wPj6gr9liTcL4Nv1SqR2Njwh7XFxLiO3sGDXY1q8WL3fHWhHlpC4/wrC3115MF04IJrzx85cnS1M5iC+0xbt8KWLWksXvxv5s9PL+3kDr8pye/3k5GRwZQp1e+jsVkLf/+7Zfr084C/c/XVXZk2DeLiIju+z+dzwxWPPNIFzp491U/W9sUXC4iKiq5xskCfD445JoVjjhlS4fmLLx7Dd9+dRkpKO1JT3XOfffYlEycuIzU1mptucgMScnLgP/+5HPgZyckP06pVa9q1g61bJ5Gfv5wrrvgLxx3XnXbtYObMJ3nllUe45JIHuOGGPwGwfv0xFBcXkZeXc2DfUVFRPPXUx7Rv34VWrZKJj3dXE717D6N168YbOx8X5/pKOnVyN4h9++122rbtwKmnwt//Dq+84pp+3n/fTQGRnu5utEtMdFc7q1a5ZqyjjoLExCKOPjoOY+DEum7EOIwiVuM/VC2lxj9mzBimTp1a581L11xzDa+88ip79rj2xF27Gma2xUMZtRMSF5dwoHM63H2GprcoKMgHwhty11RH+5SUwNix8MIL1wKv0aPHVaxb93qjzJUfDLpJ2nJy3Lj0UPNeMBhk797dtG5d6+0zYSks3Mc333xBIBBgwIDzAMjL28Mll7QlNjaOefPyiIpydcpx44awatV/efzx9w6s++6705g9ewoXXngTl13mvv0qECihsHDfgVo9uGBv3dqFfZs2DTuaLRzWWu644w6efvpppk37nA4d+h14bcsWmDrV9c2Bq+lffz1cemnZCWv79h8ZPfokLr98DHfe+QBt2hiSklwlrb59KE2mxi9OOF8G7/P5eOCBBzCmrK00EHBNJNu3uz/kSJ2fX389nCmCqxdqf58xYxbDh6dVGLNd29K1axqnnTaFvXunsHcvnHtueM1h4Q4HbUiFhfCLX7ipOIx5jgEDWrNgwSON9gUpPl/ZMdSjR9nNSjk5PqKi2h2W4yg+vlWFDlWAuLhWZGR8yM6dmw+EPsCoUXeTnj6OtLSyULzwwhu58MIbK2wfFRVNcnIKKSllQZ+Y2PTmxCnPGENRURF+v59duz7mvPP6sX69awo65hi4915X23/+edcX88wz7ji5+WY4+2z49NO32Ls3h82bv2f7dsP27e59+/Vz/38RLbtq/JFX1+Rk06dP54orrgBg37597Ny5k27duh1Yb/9+dwLYvv3wf+3ez3+efNBDNseOHcv48eMPqd29uBiOPDKZ/PzwytCqVSsKCgqaxIifPXvgoou2sWRJB2JjDRMnruG++/rWvWEjCY3qKix0fRCh8ezlH1deIvnVoMa4cA8FfUpK85tELjc3l6ysrAPz94eGpZafLsJa+PRTeOGFsiGqiYnuzvwuXZZy+unt6NGj+4H3PJjgbzKdu4eqJQU/uEnKMjIymD59+oG77K6//voKwWmt5cYbb2TOnDm89tpr1Xby5OW5E8COHQd3m3t0dMV+gNTU8Grb1Tlcx86YMWN47rnn6v1+jTniZ9MmGDr0S9avP5/Y2P/ltdfupXXrpnv8HaxAoPoTQm0ni5ISF+Cxsa5ZI3Q3a3WPW9pXR4ZujCssdJ3uZQMb3L/LO++4Wn/5uYKio+Gkk9ycX716weWXu/6D+lBTTxOVlpbGlClTau2cLC4uZu/evRQXF9Ophv/5pCS3pKW5dtxQf0D5mpnPV/PonfIdYjk5OWF3PlfWp0+fem9TkwkTJvDss+GN8S8vdAWVnp7eoCN+MjPh4ovhhx++B/YwYMDnjBxZwiefNMjuG1Ro/qbGmoOmOVm6dCnjxo3j5ZdfJjU1ld69XUXt++/d1WF0tGvjDwSepkOHc9i8uT+LF7sb1r74wi0A48fDyy+7mzgjxlrbJJcBAwbY+vrwww/rvU1TEwwG7dq1ays8l5eXV+s2fr+127dbu2uXtQUF1gJkDngAAAtBSURBVAaDde9n8uTJNiEhwaanp9uYmBiLG24b9vL+++8fyseswhhT7zKUX/r06WPXr19/WMtUnU8+sbZ9e2vB2q5drf3b3963+/fvt9a2jONPDt6QIUMsYG+//fYKzwcCAZuTY+3y5da+/Xau9fmibEJCkp09e6f98ENr33zT2jvvtHbkSGu7d7fW57N2xYr67bv8sQcss3XkazNrUWv5jDEVvhj6vffeIzU1lbffrvkbgEI3sBx5pKvdh9Mhtnv3bgoKCujWrVudXx1Z2f3338/QoUPrtU1dDnVyvbVr19KvXz/mz59/mEpU1VtvwfDhH7Jjx/f07euG6t1881BiG3OuA2ky3nzzTe666y4mT54MwIYNGxgwYACnnnoqbdq4r24dNCiZHj36cuONk0hJcfOvt24NF14IEybAiy+6IaJ9I91VVNeZobEWr9b4K/vlL39pAXvvvfce0vvs3LnTfvvttwd+z8vLs//973+ttdbOmzfPJiQk1Fnz79Onz2Gv6YfccsstB3XlUXlJSEiISM3/b3+zNibmYwtH2COO6Gq//np7lXVa4vEnB6+goMBGR0fbmJgYW1BQcOD5LVu22KIia7OzrV292tqPPrL2ww/Llt2767+v+tb4Gz3ga1oU/E4gELAvvfSSLSkpOfBcMJy2nHKWLFli27ZtawcMGFDhfcpbv369HTt2rE1OTrY+n88mJyfbsWPHNkjzSWj/CQkJhxz8MTExduzYsYetXMGgtQ895C6/Ya9t02aQ/c1vbrGBQKDKui3x+JND8/nnn9u9e/fWuk4g4MI+K8s18ezZU//9KPhbuPz8fDt48GD77rvvWmtdYN5yyy02KSnJGmNsUlKSveWWWyoEdl5enu3cubMdNmyY3bVrV2MVvU7hXnnUtSQnJx+W8pSUWHvbbe6vBKz9zW+s/emn/BpPvF44/qRpUvC3cI8//rgFbO/eve3cuXOrDcqYmBgbGxtr586de2C7zZs31/tKoTFUvvJITEy00dHR9Qp+Y3xhdXDXpqjI2muvtRamWfiTvftuVzOrjReOP2ma1Lnbwo0fP56HHnqIxx57jGuuuYaCgoIqd976/X6Ki4u58sorycrKAqBjx45N/os3oGzYa25uLoFAgLy8PObMmUNCQkI93iWR118vm0a3vvbuhZEj4dVXfwRuBh7kggs+bnY3F4nURIdyM+Pz+Zg4cSJz586tc6qFYDBIRkZGA5UsckaMGMHq1avDvnfA2qHccAPcf3/973TeutXNqvnee5CQ0IXbbvsXjz76KGefffZBlFykaVLwN1MzZsyoM/hLSkqYPn16A5UostLS0pg9e3ZYNf8TTjiH4mJ46CF3E0xdUxaHfPutm+10+fKfaNvWDd986qlruf322w+x9CJNi4K/mQr36wlbytcYggv/WbNmkZCQUOXeg5iYGBISErjnnnv49NPxTJzopgSYN89y1llZXH75GJKTk/H5fCQnJzNmzJgDzWAAS5fC4MGW7767n6iovvzznz8wbFhDf0KRhqHgb6bCveHpUG+MampCzT6jR4+uEOSjR49m9erVPPjgg7RpA5MmwVNPbSYqqgcbN/Zh9uyp5OXlYa0lLy+P5557jh49euDz+WjVKplzzhnDtm3riI9fiLVbKCqq3zxRIs2Jgr+ZGjVqVJ133MbExHD99dV/8UZzVrkDODc3lylTplSYqycmBhYvvptA4HugiMpf+uIGP7ifBQV5FBdPxecbyJQp43nnnXe46qqrGvATiTQsBX8zNWHChLCCf/z48Q1UoqYnPj4eX9hDcfwEgwXcdtsNHHvssREtl0hjU/A3U+G0d8+aNatJf0dtpL388ssE6zmhfOgrHkVaMgV/M1ZXe3dDz1Hf1BxMx7bf728xI6FEaqL5+Ju5cOb596qD/a6BljQSSqQ6qvFLixVOB3h1WtpIKJHKFPzSYoXTAV5ZSx0JJVKegl9arNo6wGvi9ZFQ4g0KfmnRKneAhyaqqzxhnUZCiZco+KXFK3/DVzAYZP369YwZM0YjocSzNKpHPEcjocTrVOMXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeExEgt8Y09MY8xdjzGpjTL4xZqsxZo4xpn8k9iciIuGLVI3/fOBcYBpwMTAGaAcsMcYMiNA+RUQkDNERet9XgWestTb0hDHmA2AD8HvghgjtV0RE6hCR4LfW7qrmuVxjzLdAx0jsU0REwtNgnbvGmLZAH+DrhtqniIhUFammnuo8DRjg/2pawRgzGhhd+mu+Meabeu7jKKDK1YZIA9HxJ42l/LHXta6VTblm+JpXMmYYsDCMnf/XWjukmu3/CPwZ+LW19u9hvM9BMcYss9YOjNT7i9RGx580lvoee+HW+BcDJ4SxXkE1BfodLvTviWToi4hIeMIKfmttAbCuvm9ujLke+CvwhLX2ofpuLyIih1/EOneNMZcD/wCmWmv/EKn9VPJCA+1HpDo6/qSx1OvYC6uNv76MMecAC4BM4DYgWO7l/dbaFYd9pyIiEpZIjeoZChwBnAx8Wum1jUC3CO1XRETqEJEav4iINF0tcnZOTRInDcUY09kYM8sYk2uM2WuMecMY06WxyyUtmzEm3Rjzb2PMRmNMoTHmG2PMw8aYpLC2b4k1fmPMrbgbwaYBXwKtgTuAE4GzrLXLG7F40kIYYxKAVcB+4B7AApOBBKCftXZfIxZPWjBjzBLgR+AtYDNwEjAJN/ryDGttsOatW27wHwXsrjRJXApukri51lpNEieHzBjze+BJ4Dhr7frS51KB74A7rLVPNmb5pOUyxrSz1u6s9NwNuMruedbaD2rbvkU29Vhrd9lKZzRrbS6gSeLkcLoEWBIKfQBr7Q+4AQ2XNlqppMWrHPqlvij9WWfGtcjgr44miZMI6A2sreb5TKBXA5dFZHDpzzozzjPBTxiTxInUU1tgTzXP5wBtGrgs4mHGmI7AA8B71tplda3fLILfGDPMGGPDWBbVsP0fgeuAW8tflouINHfGmERcJ28JcFM42zTktMyHQpPESVO0h+pr9jVdCYgcVsaYeGAu0B0YbK3dHM52zSL4NUmcNFGZuHb+ynoBXzVwWcRjjDExwCxgIDDcWrsm3G2bRVPPwWikSeLEW+YApxljuoeeMMZ0A84sfU0kIowxPuAl3PQ4l1lrl9Rr+xY6jl+TxEnEGWNa4W7gKqTsBq4HgSTcDVz5jVg8acGMMc8CvwMeAt6u9PLmupp8WmrwTwLuq+Hljdbabg1XGmnJSqdnyACG40aNvQ+Ms9ZuaMxySctmjNlAzV+xeL+1dlKt27fE4BcRkZq12DZ+ERGpnoJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY/5/6xALJ/khrxPAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2aab7b1f674342d1b9930bd8e2384be5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 61000 loss=-0.5046 val_loss=-0.8221\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ba7212db8b334f829dccdcdadd60478d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 62000 loss=-0.8124 val_loss=-0.9525\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7707e3b1c2b74947977e65d7b4aa3dca", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 63000 loss=-1.117 val_loss=-0.8664\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f2b23e8c5b614f09a53b99f14c76d2a8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 64000 loss=-0.8885 val_loss=-0.6662\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "94ba5fd759e2471f8510818303add71c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 65000 loss=-0.5791 val_loss=-0.9529\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5294bb1c35494f81bc19971330d885c4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 66000 loss=-0.8283 val_loss=-0.8742\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5423004f611e4ac1bb7de0398e03164b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 67000 loss=-1.162 val_loss=-0.8114\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fb41545a55644ce0a0377a9fe254191a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 68000 loss=-0.401 val_loss=-0.8386\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "642210da12244c9aa22b3906f921ea69", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 69000 loss=-1.053 val_loss=-0.8081\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3a583d633a2946b29cbc6d80c4283502", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 70000 loss=-1.077 val_loss=-1.122\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "648e59c28c6146e9a223590682a1da88", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 71000 loss=-1.166 val_loss=-0.7812\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f61cda1d50cf46788dfd0af39f9c5bb2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 72000 loss=-0.9502 val_loss=-0.8054\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "834acdf6d32648268c3ed4b17125551c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 73000 loss=-1.433 val_loss=-0.9047\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "859eb29671e344e79cfd84c33735f331", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 74000 loss=-1.333 val_loss=-0.8535\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0444020454b748e79c02a1a59687f561", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 75000 loss=-0.9758 val_loss=-0.9153\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "75b89cf6fb094fc3813d28f4fd464801", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 76000 loss=-1.003 val_loss=-0.9049\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b050bbf4a924432e86c79d6eb02996f9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 77000 loss=-0.6574 val_loss=-0.9919\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9b80b067887d40bda903ecbb25343d0e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 78000 loss=-1.136 val_loss=-1.065\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "409ebbf01a6d44c49e2578e3f15526ae", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 79000 loss=-1.241 val_loss=-0.9251\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "36bb0b06714c4582be304a46e10620ab", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 80000 loss=-1.186 val_loss=-0.7927\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "470086f7b4e44bec813b289266215589", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 81000 loss=-1.382 val_loss=-1.003\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "193886e46eb04b73adbed99e87e1c06f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 82000 loss=-1.264 val_loss=-1.027\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "dfad8ca0ef3245938a0466d76bfd0910", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 83000 loss=-1.098 val_loss=-0.8024\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a7c5efbc89974d97a89a3089673e3605", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 84000 loss=-1.388 val_loss=-0.8715\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fa2e487398e44f57836d4db94ee73e4a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 85000 loss=-1.246 val_loss=-0.948\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b40abeccb0714d02ac9eb84037ea826d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 86000 loss=-1.378 val_loss=-1.013\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "30dbd86a25514705ad28c0810407dd81", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 87000 loss=-1.209 val_loss=-0.886\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "94f89d2b63404b148ca84ccf2fecbf18", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 88000 loss=-0.7734 val_loss=-0.9068\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6e65f20ddad0400b8bb82f8b1042b5eb", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 89000 loss=-1.255 val_loss=-0.9452\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b106b86b866e40458bef437c3f60e9fd", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 90000 loss=-1.593 val_loss=-1.059\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "718ee398f5c249f99830be8ee129196c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 91000 loss=-0.8692 val_loss=-0.879\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5ff8f1b209bc4499bec47a2dd0f851d8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 92000 loss=-1.07 val_loss=-0.9615\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8934785eb2264a1e83fa151160d105e1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 93000 loss=-1.239 val_loss=-1.093\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "feea71a950ff4b5c9ecb3d57a38c1090", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 94000 loss=-1.212 val_loss=-1.049\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b1ec49dd61de4c9a9a82f879dd9690a9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 95000 loss=-1.2 val_loss=-0.9322\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0d6ce8391f0c429e95850e30dedbc97d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 96000 loss=-0.3922 val_loss=-1.086\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a273c4ea1e664c4f80d14af68b47e94b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 97000 loss=-1.015 val_loss=-1.165\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b12cb04229ef46c49072ad95d5c2675c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 98000 loss=-0.2694 val_loss=-0.9911\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f66018c5c24f43f7b0b6ac934b5a04f3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 99000 loss=-1.004 val_loss=-0.9867\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "aad4d2546f5e441880f487d9dde81425", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=300.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "val loss (n=300) tensor(-0.3182, device='cuda:0', grad_fn=)\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "writer = SummaryWriter(comment='-anp_1d')\n", "print(writer.logdir)\n", @@ -8815,2739 +1772,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T22:53:58.494635Z", - "start_time": "2020-02-15T20:56:39.651759Z" + "end_time": "2020-02-22T11:08:14.086404Z", + "start_time": "2020-02-22T11:08:05.800Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "runs/Feb16_04-56-39_mjcdesktop-anp_1d\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "924012a51ab342e8b1ba13850513e502", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=100000.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8dec09972b2148358996d1340e3a3df9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 0 loss= 1.578 val_loss= 1.594\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f39cbec7ed504ab8b298e6e13d221619", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 1000 loss=-0.02011 val_loss= 0.2265\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAENCAYAAAAIbA6TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXwV1cH/8c/JTSAbYRNBUmSJgoqgCBWrtaIVLS6l2rjxxKWtRRtqHyitD1oem6K2dqFpf6JQi7UIWJVYxY3HahV4fBQsikbBjSBQ9j0kZL85vz9OJrm52W5Cbrb5vl+ved17596ZOUluvjNz5pwzxlqLiIj4R0x7F0BERNqWgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS9dgjFmgTHmv9u7HCKdgYJf2p0xZosx5uJjWYe19nZr7b2tVB5rjDmp6nmWMWZJa6w3ZP2nG2NeMcbsN8bU6UhjjOljjHnWGHPUGLPVGDMl7P0pVfOPGmOeM8b0iXRZEVDwSydgjIlt7zK0VANlLweeBr7XwGIPAWVAf+A/gPnGmJFV6xsJ/Am4ser9IuDhSJYVqWat1aSp3SZgMVAJFAOFwJ3AEMDignEbsLrqs8uA3UA+sBoYGbKevwL3VT2fAGwHZgJ7gV3Ad5pRJgucBHwDF6LlVWX7oOr9nsCjVevdAdwHBKreuwX4PyAbOOCVqYHtnOT+BWvNS6ra5vCw39EDVc9/CTwR8l5a1ed7NLWsJk3epCN+aVfW2htx4X6ltTbZWvubkLcvAE4FLq16vQI4GTgeeA9Y2siqB+ACOhW3A3nIGNO7mWX7H1zQPlVVtjOq3vorUIEL7jHAJcCtIYuOBzbjjrrvb842geFAhbX2s5B5HwDeUfvIqtdeGfOoCvsIlhUBoNOeQosvZFlrj3ovrLV/8Z4bY7KAQ8aYntba/HqWLQfmWGsrgJeNMYXACGDNsRTIGNMfuAzoZa0tBo4aY7KBqbgqGICd1toHq55XNHMTycCRsHn5uCN67/3wn9d7P9jEsiKAgl86tn97T4wxAdzR8zVAP1z1EMBx1A1CgANVoe8pwoXmsRoMxAG7jDHevJjQsoY9b65CICVsXgpQEMH7lU0sKwIo+KVjaGiI2ND5U4DJwMXAFlw1ziHA1F2sVYWX7d9AKXBc2I6lsWWa4zMg1hhzsrX286p5ZwAbqp5vqHoNgDFmGNC9arnKJpYVAdSqRzqGPcCwJj7TAxe4B4BEXN17W9gDDDHGxABYa3cB/wDmGmNSjDExxpg0Y8wFka7QOPFAt6rX8caY7lXrPwr8HZhjjEkyxpyH2+Etrlp8KXClMeZ8Y0wSMAf4u7W2IIJlRQAFv3QMvwJmG2MOG2N+0sBnHge24lrRbOQY6uqNMXcbY1ZE+PFlVY8HjDHvVT2/CRfaG3FnHTnACc0owmBcKybvSLwY+DTk/UwgAdci6W/AD6y1GwCqHm/H7QD24naImZEsK+Ix1kbnRizGmHTgBmAcrhXGNtzRyC+ttapzFBFpJ9EM/jW4sF+Oa1M9BsgCPgHOtdZWNry0iIhESzSDv5+1dl/YvJuARcDXrbWvR2XDIiLSqKjV8YeHfpV/VT2mRmu7IiLSuLa+uOu1fPi4jbcrIiJVolbVU2dDxqQC63HjnUxs4DNTcT0gSUhIGDto0KBmbaOyspKYGDVUkvah75+0l9Dv3meffbbfWtuvsc+3SfAbY5KBlcBA4Gxr7famlhk3bpxdt25ds7azcuVKJkyY0JIiihwzff+kvYR+94wx71prxzX2+aj33DXGJAAv4DroXBBJ6IuISPRENfiNMXG4zi3jgInW2g+juT0REWla1IK/qov7UuAi4Apr7TGNiigiIq0jmkf8D+FGUrwfN3TtOSHvbVeVj4hI+4hmE4RJVY8/A94Om25taCEREYmuqB3xW2uHRGvdIiLScmp0LCLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHymywR/Xl4e2dnZpKSkEBMTQ0pKCpmZmeTl5bV30UREOpQuEfwrVqxg9OjRvPTSSxQUFGCtpaCggIULFzJ69GhWrFjR3kUUEekwOn3w5+XlkZ6eTlFREcFgsNZ75eXlFBUVkZ6e3uIj/7y8PDIzM3UmISJdRqcP/rlz51JeXt7oZ8rLy8nOzm72ur0ziYULF+pMQkS6jE4f/EuWLIko+BctWsSBAweorKyMaL2hZxLh62+NMwkRkfbS6YO/sLAw4s8dd9xxvPXWW9Xzli1bxg033MBzzz1X63NvvfUWWVlZUTuTEBFpT50++JOTkyP6XCAQoFevXhx//PHV89555x2efPJJPvnkk+p5H374Ieeddx5PPPFERMG/ePHilhVcRKSddPrgz8jIIC4urtHPBAJxXHnl7bz44iEOHx7Oe+9Bbi6cd95N/OY3iznjjCvYtg127oT8/BjGjh0fcZWQd8ahi8Ai0ll0+uCfOXNmk8EfFxdHevoMysuhqAiOHIGDB6FXr1F8+csZJCSczubN8NlnEB8/nt/9bg2JiT0i2n5CQiLPPaeLwCId3datW+u0/POrTh/8aWlp5OTkkJiYSCAQqPVeIBBHfHwiWVk5pKamNWu9F1+cQSDQ+A4FXHXP9dfrIrBIR7ZhwwbOPvtsbrnllurw37VrFw8//DC7d+9u59K1vU4f/ACTJk0iNzeXyy67EkgBYggEUhg6dCo33JBLbOwkdu2C5uzsr7226TOJQCCWwYNHUlHR+LWAsrJyZs3KZsMG2LIF9u2DsrLIyyIixyY/P5+ioiL27NlTfYC2bNkypk2bRmZmZjuXru11ieAHd+R/3XWzgHwgSDCYz6ZN83jssTR+8hOYMgUuvRQyMuDOO+EPf4Cnn4Y334QvvoCSktrrS01NIysrh/j4xDpH/t6ZxP33P8+OHZ8TDDYe/BUV5bz88mL27XPBv2EDvPUWvPMOfP652xE0cR1ZuiBdF2o75557LqtXr2b58uXEx8cDcMopp3DllVcyZcqU6s99+OGHXHDBBTz++OPtVdQ2EdveBWhNAwcWs3MnPPusu1C7a5d79Kb9+2HHDjfVp29fGDiwZjrhhEnMmpXL2rXZrFq1mOLiQhISkpk48UauuWYGqalpFBdH1py0vs8VFbnJK09SEvTqBb17Q8+e0MQJh3RiK1asID09nfLy8uojUO+60KJFi8jJyWHSpEntXMrWU1lZd7LWTQ0xpnnbCF/XRx99QElJCV/+8ngAhg8fQ2Wl+58zBs4//xK+9rVLMMadgRsDTz21jNWrVzNixClkZNyEMc0vR2fQpYLfGDjuODjtNDeFKympuzPwpt274cABN334YehSacA8kpLmMWIEjBgBw4e7dQWDkJCQTFFRQZNlS0houtnp0aNu8nYEycluR+BNsV3qr+VfoZ0Dw3k7gvT0dHJzc0lLa961qWgrL3chGf4YPq+iwgWxF/JtbceOTWRmXkQwWMGDD77F0KEjI1runHNmcvfdwxk8+DRWr3bzgsEKjIkhEIip3hF4O4PQ194UE1P30ZtCXzf0Xr9+0L17lH4xVXwVJfHxMHSom8IFg67Kpb6dws6dLpA/+cRNnm7dICkpg+LihVjbcF1NIBDHxIk3Nru8hYVu2r7dfSnCdwRh17Klk2jOMCPz5s2LalkqK5sO8dB5jR2hdyQDBgxhzJivU15eQmrqSREvl5zck4kTM6pfv/POKzz00HRuvjmLiy66rk1+/sREBX+zxcS4KpuCguZdQA0EYMAAN511Vu33rHVNQPPyXJPPTz91jzt3QlnZTGAR0PA/clxcHNdcM6NFP09oGQoK3PTvf7sdQY8eNTuBnj21I+gsIh1mZPHixccc/MGgq9ooLq6ZSkpqwryi4phW32EFArHMnr0Uay1xcd1avJ49e7aybdsnrFjxKBdddF0rlrB9RTX4jTGDgGxgImCA14Dp1tpt0dpmIACjRrnnJSU1YXnkiHtsSTNeY1ywnnVW7Z3CkSPw+edpvPZaDv/4RzqVleXU3QHEctxxOTz/fBqjRrmy9ezZ0p+uhrczOnIEtm2rKWOfPu4aQY/IuiEck7y8PObOncuSJUsoLCwkOTmZjIwMZs6c2WAVRUuW6WqaM8xIJKx1ge4FfOijn1qPFRUV8OKLf+bqq+8gNjaO2Nhjv0h22WXfJRCIrXUW0BUYG6VzF2NMIvABUArMBixwH5AIjLbWHm1s+XHjxtl169Y1a5srV65kwoQJDb7v/YN4O4EjR1wVTmvUQe7YkceyZdn84x+LKSkpJBBIJBAYTmnpIuD0Wp8dOhTGjYPx492OoFvLD0ga1K2b2wF4O4LW3kZ9FyfBnd3ExcXVe3GyJct0Jk19/zwpKSkUFDR9XSglJYWMjAwmT57MJZdcArjvamGh++56VYFFRe1Tj97RZGf/gOefX8Cll97MrFl/be/itNjo0e7/tjlCv3vGmHetteMa+3w0j/i/DwwDRlhrN1UVKBf4HLgN+H0Ut10vY1z9WWKiq9IB9w9z9GjNzqCgwP0jNXd/mJqaxvTp85g+vfapeVGRa76Zm+umjz92zUe/+AKWLXPXHc46y+0Ezj67plzHqqwM9uxxE7jrA336uKlnz2NrqdCSi5ORLHP11Vfz0Ucfdfkj/4yMDBYuXNhodU9cXByDBg3i4YcfZtu2/QwadEl1yHeWeva2NmHCtaxf/wbXXfeTqKy/rKyETZs+4LTTxkdl/W0pmsH/TWCNF/oA1tovjDH/B0ymHYK/PjExrloktGokGKxbRRTezj9SiYkwZkw5iYnr+N73vkJZGWzc6Nrwr10Lmze7Nv3eoKGDB8M557idwKhRrdek0zs63LbNVYf16lWzI0hIaN66Ir04+fOf/5zrr7+etLQ0HnzwwSaXKSkpYfr06bzwwgvNK1AnUVZWxv79+5k5cyaLFi1q9PcRCMRx220LeP/9lYwY8WX27IFt2z5h+fL5TJuWTUxMl+mC02rGjLmQxx7bUKcHf2vIzz/AbbedRUHBIZYuzaNXr36tvo22FM3gHwksr2f+BuCaKG73mHnB2KtXzbyyMsjPd2P8HDwIpaWRraukpIg77jiPrVs/5tFHcxk0aDhnnglnnglTp7qWRGvXuh3BunWwdaubnnrKBfLYse5sYPx418yrNQSDNU1XwW3HqxLq3bv+i8ShdfORVFOUl5eTk5PD0qVLmTVrVkQXNAFefPFF8vLyutxRf0lJCd/+9rfZuPFjnn9+NQsW5HDbba7aK7TndyDgqr2ysnIYNeqrjBr1VcB1Apw16zJ27fqCE04YSnr69Opl9u79N3fe+Q0GDhzGzJmP0LfvCW3+87WnQ4f20ru3G3U3GqEP0LNnX4YMGcm+fds5eHC3gr8RfYBD9cw/CPSubwFjzFRgKkD//v1ZuXJlszZYWFjY7GVaqrLStYgIBpu+YDx48AAOHdrB/Pm38v7771JSUkx8fAITJlzMVVddy4QJqUyYAOXlho8/7sm6dX14992+bNuWxJtvut7FAEOGFDJ27EHGjj3AqaceITa2dc75CwvdDsgTE+PC35veeWdt9f0JmjPIVVlZGeeccw6VlZURX6gEN/De9OnTm/5gB+N9/7yOSaGdlQoLj/L555s5cOAAK1f+D0OHnsQf//gIy5cv4403XqW4uJiEhAQuvHAikydfwwknJFBYuLLW+qdN+yErVjzPhAkjKCxcyd69e+jevTuJiYn06BHH22+/yJ49r9C9+5B2+fnbwwcfvMucOXdz003fZ/Lk9Khu60c/uo2kpGQCgQN1/jataf365rfQa272RfPibhnwe2vtrLD59wGzrLWN7nSicXE3WoJBOHSo5mwgvFpo5cocHnjgZioqymsN7xB6dDd+fN2Lmnv2uLOBtWvhvfdqrzcpyZ0NnH22Oxs47rjo/Gw7duRx662jKSmpWzfflJSUFPLz86ufR3KmEL5cR1VZ6f4eXu/roiL44ouVpKRMaHD4jSNHDnLw4G6GDKmnd2EzrVv3KllZ13DGGRdw333PcfDgbjZuXMP5518VUsbKBquErLWYLtAl9dFHZ7Nkyf1897v3cuONs9u7OK2is1/cPUT9R/YNnQl0WoGAC14vfAsK3PAQ+/fDZ5/l8etf30xpad3gDAbdjiArK52FC3PrjCDavz9885tuKitzPYq9aqGtW2H1aqp7F6aluYvEo0e7KSWl5T/Pjh15PP30XF57bUlEvZLrExcXx4031nRay8jIYP78+REt25yzg2grLa1pGhnaTLKkpO5F1mCw9phLhYWHWbXqGS6//HsApKT0ISWlmf/RDRg0aAQAxhhKS4vp2/eEWqH/7rv/5JFH/ovZs59g0KDhdZa/774p7NixiR/9aF6nvlj5ve/dx9ixF3P66ee12TaLiwt5/PF7ueqqH3L88YNabb3BYDBqVVXhohn8G3D1/OFOAzZGcbvtzrtYPHQo/PnPc5scvbO8vJxly7LrtAgK1a2bO8IfOxYyM90QE97ZwPr1rnNZXp5rKWSM2/YZZ7hp9GhXdx+JtWtXkJWVXlWt0/KR4wKBOK66agbbtrmWS1Onzow4+L0j1bZq4x8M1g730IBv6fDtwWCQn/70Uj755B3Kykq46qpprVrm/v1P5JFH3uOEE4bWOXK31vLXv/6czz57lzfeeIqbbvrvOstv2PA2e/ZsJSmp5gjh6afn8vrrT3LddT/lwguvbdXytqbs7EyGDDmNr3zlSgYMGMyZZ05o0+3Pn/8TXnjhT+zcmccvfpHTKuusrKzkjjvOY+TIc/ntb7Po0+cYjtwiEM3gfx74nTFmmLV2M4AxZghwHjCrkeW6lCefXNJk8AeD5bz66uJGgz/cgAEwebKbvLOBDz5w08cfu9ZCmze7AevAtRbydgJnnFF/1dCOHXlkZaW3qFrHE1p9FQiksXmz904a55xzOWvWvBTRekJvZrNo0SKWLHFt/L1xTcDt4ELr0YPBugOBhc+rqKg9HEFJSeQX6pv3ewhw9dV3sHjxvZx77pWtvwFg4MBh9c43xvCrX73Es88+yJQp7l8tGAyyalUOEyZcQ0xMDAsXfsCmTev50pdqzgY++ugtPv10HWVlNXWK77+/kgULfsqFF17H1Vf/hKNH3Rmt10rMex4+v7TU/e4rKuqfvPeg5u8JQYwpJCamZ9Xfdj97916BtUcYNGhj9Vg427e/T0nJfP7yl5WkptYfvKHj5nivvfFwAgE37lVsbMPPvddxcTWv4+LcvOOPn82gQZ8xbNhdvP56zWe8x27d3PO4uJrn3brVTPUd1G/Y8DYff7yW/ft30K3bL5v1PWiJaNbxJ+E6cBVT04HrXqAHrgNXo+fznamOvzExMTFE8js2JobXX2+duwN5TUa9HcHGjXXDLTW19o4gGMxj9uzJbNmyocXbTUxMqTVyabgdO/L47ndHUVZW3Ox1x8cn1lsd1pEUFq4kOXlCrXllZaV06xblgVcisHHjGqZN+woXXHAdt9/+ZHVIh4b1wYP57NixnkDgNEpLj68aJ+oBDh++i0DgDoLB/1e1toPApcD5tKxV9j5gE3ACMKRq3grg6qr1Plc1LwgkAyXAYcDr8v5a1XsXAPEt2H77iomp2QmE7hSsfR/Yw4knXspvf+uadUeqw9TxW2uPGmMuwg3ZsBg3ZMM/cUM2dJxK3ChLTk6O6KJmcnIy/fq5i8PHene4bt2objIK7sj2009rdgQffVQzPPXLL4P7p0sHWnakHwjEccUVU5s8Y0lNTWPOnGdaVJUUSXVYe9u7dzf33PN17rzzLwwYMBigzUK/oqKmia53fSn0eV7eP4BYVq26kVWrGlpLT2BC2LxM4ByCwX7ExLiOgHFx73HgwDqSkmIZN87NS06GNWuuIiVlAJde+it69uxFbCy8/noWO3a8S3r6HxkwYBixsfDcc7/n5ZcfID19Dldd9d9YC1u2DGT27BKGDz/I3Xd7QzYH+OKL/6V37xNJTnZVH27+xY12YvN6MXutq0In7yww/MyjoddNTe52rnuIielPeXnts8nQ19680tKahgGusUYJNTsv9w+7bZvrPxRNUR2rp2pMnm9HcxsdXSS9NAEuu2wSI0e6L8XBg6555YEDrTOIVlwcnH66m/7jP9yX+/PP3U5g7do81q9veei79Uc+CN348ZNYuDCXZcuyefVVd48Da5seb6Al1WFt7a9/fYT1699gwYKfkpX1dKuu22tyu3u3m3btco9797r5hw411aN3NvADYmP7VY/l1KNHTWh7z5OSwuenkJw8gR493LUaY6C4+Ct8+ukbBINBxo51ay8oOMRTTz1Ht27xZGc/WF2d8eSTK9m4cRUpKdM59VRXNTVq1Cnk5Y0jNbUvAwe6zw0YMJIXXjhMcnLtgayGDm30wLVdWWv505/u5O9/f5D5898hLW10BMvUNALYsWMbM2aM4etfz2Ty5DlUVBjKyuBLX3JDukRTlxuds6OJpJdmTEwMc+bMqXpe00LIWvcP7R21tdaAW4EAnHKKm3bunEtubnmLzjJiYlx9/s9/3rx7GocPb3HRRZFVh7W0hVFbmTbtx/TqNZypUx9o1nJeh7p9+1yQ79lT87h7t3s82ujIVjWj0vbt67473mPN8xj69u1HSsqx31gkISGpzgXV+PgksrPfYN++7QQCNbGSkfEz0tOn1wrFb3zjZr7xjZtrLR8IxNYJ/Y7OGENZWQnBYDm5uf8bUfAbU3PNIDd3OYWFByks3MzQoTV/lJY052yuqNXxH6uuUscPTQ9OtnjxYq6++moAjh49yr59+xgyZEitdVjreg57O4GWDiER7vLLU44hUKcBM0hJSWPgQNf8dMAA9xj6PCmp9coQH59EaWkRCQnJXHxxBtdeO7Nd6/0PHtxN7979McZU1/F7vbwPH655DH0e/lhQ0PT4O927w/HH1/xuBw50v19vXp8+Gpa7PRQW5rNzZx7Dh5/V9IfrsXHjWnr16lfrQn1btONX8LeRvLw8srOzWbx4cfVwxDfeeCMzZsyobqporeXmm2/m+eef56mnnuLSSy9tcH0FBe4Icf9+1+ywpSI92q7PyJGWLVuaPhrt0aPuzqB/f3c02rMnLF2ayYoVC3DX/yPXVAe41uCN6FpfgG/e/B4rV15C//4/okePezh0qJgjRxKa/fcwxjW37dfPTd7vxwv1AQOOfWA9aRut0TGus3fgkhBpaWnMmzev0RtrlJWVceTIEcrKyvjSl77U6Pq8Otphw1zw7t/vAqmgIPIbtx85cjDiW0eGGzLkdObNc8F48GBNnbM3Iqj3fPfumgHvNm1qaG0zgcja+IfyOsDdc086d92Vy/HHp9W57V0gUPu1tTUX28rKXLm8MK8v3A8fbuz3uRk4xPbt7wAVgBvtLhBwQe3dIMd77r0Ofe5NOlrv/DZuXMtDD01n9uwnOOGEem7zV+Xvf3+Q0aO/xkknndGGpatNwd+BdO/enWeffZaNGzcycmRN3zfvDKEhSUm1q1OKi2tGFvXGbQ8fr33JkvtZuvSXjB9/GW++ubzZnbXuuOOPgAtTr2759NPrfs5aF56hOwPv+aFDXlVHGkePGpp7xO8pKyviF7/4Fq4ZYOtX+3TrVn9o9+qVzpEjr3LqqV+lb99YunVby8CB40lO1tG5H/35z7PYuHENy5fP5/bbf1M9P3TojKNHj/DQQzOIj0/kiSc207NnlMZaaYKCv4MxxtQK/ddee40bbriBxx57jCuuuCKidSQkuOl4N2Ah1ta02fZ2Bvn5BygpKWLAgCHExcU1K/i/851fcNZZF0X489SM+nnKKQ1/7vLLW3bmUeMjjBnNwIE5JCZOorKypgVFaFM+Y2p3pklOrn1UHhru3uvQYavXr3+D/v0Hh9TJ1vweCguLaWT/LF3cvfc+y9/+9mtuueUXAOzevYV77vk2xhj+9CdXbZ2UlMKwYaOYOPHGdgt9UPB3eEuXLmX//v3861//ijj4wxkDpaX7OXr0EKeccjIAf/7zHG655VuMGvU1LrjgIn7846bb1g8Zcjp33PHHiEO/OS6+OIOXXlp4TMNEWFvEgQPp/PrX0eno9eGHb/Jf/zWJPn0GMH/+O9VDAYsAJCf34vvf/1X16969+7N5c271eErdu7sjiAceeLndh87W3Rw6uEcffZSlS5dyzz33VM9r7sXYtWvXMmLECG644YbqYZV79Urm8su/xoknwg9+MImPPsrl1lun0qNHCsbEkJycwre/PY0lSzbxxhuWN96wPPbYh1EJfYBrr51JXCvcdcbr6BUNaWlncNJJZzJ+/GXterQmnUP37gnMm/cWy5cfqA59oN1DHxT8HV5MTAxTpkypHrXv6NGjXHjhhbzyyiuAay2UmZlJSkoKMTExpKSkkJmZSV5eXvU6Ro4cSVJSEr179+bw4cP1bictLY0FC+Zx5Eg+lZVBCgryycmZx/XXp3HWWTBihOtY0ru3a1rY2lJT08jKyiE+PpFAoOU7AK+jVzQkJvZg7tx/Mn36Q7oDlkTklFO+TGJij6Y/2MZU1dPJLFiwgFWrVrF//37Ky8u57rrravUP8AY2e/TRR3nmmWe44oorSE5O5iToDpkAAAkGSURBVO2332bgwIHNbmoWCLghnsOHeQ4d0bK42E1eN/TS0pbdF7a+Xr3duydSXl5CMBh5F+bi4tYbEeSVVx5nx45NfPe7roNdQkITnRJEOgEFfyczY8YMSktLGTNmTKM3LweqbvW3kbS0NFJTU1u1HIFATbf+cNa68Pd2BOFTYzuG+m5a7w0VHemooQkJrXOFdc+ebfzud7dSUVHOuHETGT36/FZZb2fkNYkNBCJ7DB0V0zvWqO+59z3wLsB7z5szL1wky4eO2NrY69B1dCUK/k4mJiaGu+++m8zMzCbH/6msrCQ7O7vRvgPRYIwb1yW+gYETvR1DaWnN4FWhj+GDXHlnArNnf4stWz5qcvutdR2if/8Tueuux9m799+dKvRjYhofcti7pWZ4YDcV5n5V386hqam+IcIjXa4tftcK/k4qkpuXV1RUsHjx4jYP/qY0tWMIZa0bqK6sLI3TTnuO884bTXFx40f+Y8d+jW7d3HLh/RciUVh4mOTkXgBcdNH1zV9BGO/oNvxoN/R1aIez+oI4fAoN89B5sbHqQ9DavCDuSp3sFPydVKS3J+xItzFsCWNqbmoxZkwazzyT0+i4Rz/+8Y+5996akUIrKy2ff76Z3/9+Ln/725LqznDXXJPBtGkzGTo0rXo7YPnNb+bw+OMLWbFiNUOHDq1+r6ngNgbefBPOP7/u+yIdjY9P4Dq3xnrytuRzncWkSZPIzc1l6tSptVoyTZ06ldzcXO69997qz27fvp2TTz6JM888ncceW0hBQUH1nb0ee2wBY8eeRN++MQwenMLdd2eya9cnrF79Krt27eSTT9ZVX8NISoLExJqOcfHxrmVT6M00YqsOobyjdIW+dGQK/k4qIyOjyXbv4Tc87yq8cY/y8/MJBoPk5+czb968Ovfl/dnPfsbmzZspKSmpUy3m9YUIvcXjuHHjmDFjBi+99BLXXHNNm/08Im1Nwd9JzZzZdIenuLg4ZsyI7AYpXVFCQkLE7e3Ly8spKiripptu4uSTT45yyUTal4K/k0pLSyMnJ4fExMQ6O4C4uDgSExPJycmpcxTsJ0888QSVzby6W15eTnZ2dHr+inQUCv5OrKn67kmTojNGfWfRkgvb5eXlLF4cnZ6/Ih2FWvV0cpGM8+9Xkd7oPlxnbwkl0hQd8UuXFckF8Pp0tZZQIuEU/NJlRXIBPFxXbQklEkrBL11WYxfAG+L3llDiDwp+6dLCL4B7o5OGj1KqllDiJwp+6fJCO3xVVlayadOmOvcwUEso8RO16hHfUUso8Tsd8YuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8JirBb4wZboz5ozEm1xhTaIzZZYx53hhzRjS2JyIikYvWEf8lwIXAIuBKIBPoB6wxxoyN0jZFRCQCsVFa75PAQ9Za680wxrwObAH+E7gpStsVEZEmRCX4rbX765mXb4z5DEiNxjZFRCQybXZx1xjTBzgd+LittikiInVFq6qnPg8CBvhDQx8wxkwFpla9LDTGfNrMbRwH1DnbEGkj+v5Jewn97g1u6sMmpBq+4Q8ZczHwagQbX2WtnVDP8ncBvwS+Z639SwTraRFjzDpr7bhorV+kMfr+SXtp7ncv0iP+t4BTI/hcUT0Fuh0X+rOjGfoiIhKZiILfWlsEfNLclRtjbgQeBuZaa+9v7vIiItL6onZx1xhzFfAYsNBa+5NobSfMI220HZH66Psn7aVZ372I6vibyxjzNeAfwAbgDqAy5O1Sa+36Vt+oiIhEJFqtei4CugNnAf8X9t5WYEiUtisiIk2IyhG/iIh0XF1ydE4NEidtxRgzyBiTY4zJN8YcMcb83RhzYnuXS7o2Y0y6MeYZY8xWY0yxMeZTY8yvjDE9Ilq+Kx7xG2N+iOsItgh4D+gF3AmcCXzVWvtuOxZPughjTCLwAVAKzAYscB+QCIy21h5tx+JJF2aMWQNsA5YD24ExQBau9eW51trKhpfuusF/HHAgbJC4nrhB4l6w1mqQODlmxpj/BH4PjLDWbqqaNxT4HLjTWvv79iyfdF3GmH7W2n1h827CHex+3Vr7emPLd8mqHmvtfhu2R7PW5gMaJE5a0zeBNV7oA1hrv8A1aJjcbqWSLi889Kv8q+qxyYzrksFfHw0SJ1EwEvionvkbgNPauCwiF1Q9Nplxvgl+IhgkTqSZ+gCH6pl/EOjdxmURHzPGpAJzgNesteua+nynCH5jzMXGGBvBtLKB5e8CpgA/DD0tFxHp7IwxybiLvBXAdyJZpi2HZT4WGiROOqJD1H9k39CZgEirMsYkAC8Aw4ALrLXbI1muUwS/BomTDmoDrp4/3GnAxjYui/iMMSYOyAHGAROttR9GumynqOppiXYaJE785XngHGPMMG+GMWYIcF7VeyJRYYyJAZbihsf5lrV2TbOW76Lt+DVInESdMSYJ14GrmJoOXPcCPXAduArbsXjShRlj5gO3A/cDL4a9vb2pKp+uGvxZwM8beHurtXZI25VGurKq4RmygYm4VmP/BKZba7e0Z7mkazPGbKHhWyz+wlqb1ejyXTH4RUSkYV22jl9EROqn4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZ/4/K+SwJy24ouwAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "950e046f18c14bb5bfc220851d938ab2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 2000 loss= 0.3313 val_loss= 0.1654\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5272a90eaad54cc18cd94abb6c224d77", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 3000 loss=-0.2077 val_loss= 0.1123\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b84975db0be34cd5a54486568b4db7c6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 4000 loss=-0.1993 val_loss= 0.06822\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXhU1fnA8e9JMtlIBhcQBQUkiMUltUqLWlEUsFK0KEbUmrg3UvtrhUZbtbamLlVbMbbGYjW1IrFapFpQGhWKUEHF4hY2EaKyREA2Q0ImYTJzfn+cTDJJJslNZrmzvJ/nuc9M7szce4Dw3jPnvuc9SmuNEEKI+JZkdwOEEEKEnwR7IYRIABLshRAiAUiwF0KIBCDBXgghEoAEeyGESAAS7IUQIgFIsBdRQyn1hVJqfAiOc61SankPP6OVUsObnxcrpcqDbUcX5/pP8/lS/PYNVUq9qZSqV0p90v7vQSk1Qym1Qym1Xyn1tFIqzepnhQAJ9kKEnH8QD/DaVYAjwEvPAx8ChwO/AuYppfo3f+Z7wO3AOGAIMAz4rZXPCtFCay2bbLZvwBzAC7iAOuAXzftPB94GvgY+Bsb6feZa4DOgFvgcuAoYCTQAnubjfG3x/BoYDlwAHATczZ//uPn1vsBfge1ANXAfkOzXjhVACbAHuK+Tc/QFPm3+M2kgpXn/CKARyPZ771vAtObnfwd+5/faOGCHlc/KJptv67QHIkQkaa0LlFJjgBu11osBlFKDgIVAAfAaJsj9Uyn1DaAe+BPwba31BqXUUcBhWuv1Sqlpzcc5qxfteE0p9TtguNY63++lZ4CvMBeEPsCrwFbgL82vjwZeAAYQuOcO8DtgFrCj3f4Tgc+01rV++z5u3u97fX671wYopQ638FkhABnGEdEtH/i31vrfWmuv1noRsAr4fvPrXuAkpVSG1nq71nptOBqhlBrQfM7pWusDWuuvML34K/ze9qXW+jGtdZPW2hXgGKOA7wKPBThFFlDTbl8NkN3J677n2RY+KwQgwV5EtyHAZUqpr30bcBZwlNb6AHA5MA3YrpRa2NzjD1c7HM3n8bXjL8ARfu/Z2tmHlVJJwJ+BW7TWTQHeUgc42+1zYoanAr3ue15r4bNCABLsRXRpX4J1KzBHa32I39ZHa/0ggNb6da31BOAo4BPgqU6OE4p2NAL9/Nrh1Fqf2MVn/DmBUcA/lFI7gP8179/WPHS1FhimlPLvjX+zeT/Nj99s99pOrfUeC58VApBgL6LLTkymiU85cJFS6ntKqWSlVLpSaqxS6mil1ACl1GSlVB9MIK7DDOv4jnO0Uio1iHYMbe6Ro7XeDrwBzFRKOZVSSUqpHKXUORaPVwMMBE5p3nzDUKcBK7XWnwIfAXc3/xkvAXKBfza/71ngBqXUCUqpQ4C7MPcQsPBZIQAJ9iK6PADc1TxUcqvWeiswGbgT2IXpYd+G+b1NAn4OfAnsBc4Bftx8nCWYnu0OpdRuAKXUnUqpCovteLH5cY9S6oPm51cDqcA6YB8wD/ONolva2OHbmv8sYHrnB5ufX4Hp/e8DHgTytNa7mj//GvB74E1gC7AZuNvvFJ1+VggfpXV4Fi9RSuUBV2J+CY/A/JK+hEkhk/FEIYSIoHAG+3cxAX4+sA34FlCMGVs9U2vt7fzTQgghQimcwb5/+6+SSqmrgdnAOK31krCcWAghRAdhG7PvZMzQl4UwKFznFUII0VGkb9D6shfWR/i8QgiR0MI2jNPhRGbq+4eYWiMTOnlPIVAIkJGRcdoxxxzTq3N5vV6SkiTRSISH/H6JcAr29+vTTz/drbXuUAgvIsFeKZUFLMXkGn9Ha72tu8+MGjVKr1q1qlfnW7p0KWPHju3VZ4Xojvx+iXAK9vdLKfW+1npU+/1hL4SmlMoAXsFMljnHSqAXQggRWmEN9kopB2byyShggtZ6dTjPJ4QQIrCwBfvmqebPAecBF2qt3w3XuYQQQnQtnD37x4HLgPuBA0qp0/1e2ybDOUIIETnhTCmY2Pz4K+CddtuNYTyvEEKIdsLWs9daDw3XsYUQQvSMJAsLIUQCkGAvhBAJQIK9EEIkAAn2QgiRACTYCyFEApBgL4QQCUCCvRBCJAAJ9kIIkQAk2AshRAKQYC+EEAlAgr0QQiQACfZCCJEAJNgLIUQCkGAvhBAJQIK9EEIkAAn2QgiRACTYCyFEApBgL4QQCUCCvRBCJAAJ9kIIkQAk2AshRAKQYC+EEAlAgr0QQiQACfZCCJEAJNgLIUQCkGAvhBAJQIK9EEIkAAn2QgiRACTYCyFEApBgL4QQCUCCvRBCJAAJ9kIIkQAk2AshRAKQYC+EEAlAgr0QQiQACfZCCJEAJNgLIUQCkGAvhBAJQIK9EEIkAAn2QgiRACTYCyFEApBgL4QQCUCCvRBCJAAJ9kIIkQAk2AshRAKQYC+EEAlAgr0QQiQACfZCCJEAJNgLIUQCkGAvhBAJQIK9EEIkAAn2QgiRACTYCyFEApBgL4QQCUCCvRBCJAAJ9kIIkQAk2AshRAKQYC+EEAlAgr0QQiQACfZCCJEAJNgLIUQCkGAvhBAJQIK9EEIkAAn2QgiRACTYCyFEApBgL4QQCUCCvRBCJAAJ9kIIkQAk2AshRAKQYC+EEAlAgr0QQiQACfZCCJEAJNgLIUQCkGAvhBAJQIK9EEIkAAn2QgiRACTYCyFEApBgL4QQCUCCvRBxYP/+/W1+XrNmDXV1dTa1RkQjCfZCxLjly5czdOhQ5s+fD4DWmilTpnDEEUewevVqm1snooUE+wRRVVXFzTffjNPpJCkpCafTyc0330xVVZXdTRNBeuWVV9i3bx8VFRUA1NTU0L9/f7Kzsxk5cmTL+1avXs3BgwftaqawmQT7BFBRUUFubi5lZWXU1taitaa2tpannnqK448/nszMTLkAxLAHH3yQ559/ntLSUgAOOeQQVqxYwaZNm0hJSQHA5XIxfvx4cnJyqK6utrO5wiYS7ONcVVUVeXl51NfX43a727zW1NSEx+PB5XK1XADKysrIzc1t6SWK6LRr1y4aGhoAUEpxxRVXtAR2n+zs7JbnW7ZsoV+/fgwYMICBAwe27F+1alWH3wsRnyTYxyH/IZvhw4dTX19v+bNut5v6+nry8vKkhx+lampqmDBhAt///vc73JjtzPHHH8/q1at59dVXUUoBsGfPHs444wwGDx7ccuEQ8UuCfZxpP2TTW263m5KSkhC2TITK1q1b2blzJ9XV1TQ2Nlr+XFJSEkceeWTLz5s3b2b48OF885vfJD09vWW/1jqk7RXRQYJ9HOlqyKan3G43jz/+uIzjR6GTTjqJ//3vf7z++uv079+/18c59dRTWbduHS+++GLLvvXr13P66aezdu3aUDRVRBEJ9jEumCEbK2QcP3rs2bOn5fnRRx/N0KFDgz6mUqrN2P5vfvMb3nvvPflWF4ck2MewUA3ZdEfG8e23dOlShg4dyrPPPhvW8zzzzDPcfvvtPProo2E9j4g8CfYxKpRDNlbJOL59Fi9eTF1dHZWVlWE9T58+fXjggQfIysoCzPj9hg0bwnpOERkS7GPUzJkzI54y53a7mTNnTkTPKYz77ruPBQsW8NBDD0XsnA0NDYwZM4ZTTjmFL7/8MmLnFeEhwT5GlZeXBxXsMzIySElJ6ZCb3R2ptxJZ/pkxF110EcnJyRE7d3p6OkceeSRZWVmsX78+YucV4SHBPkb1NuhmZmayadMm6uvr+eSTT7jppptwOp2WP+/7ei/Cb+7cuYwbN47Nmzfb1obHHnuMzz77jHHjxtnWBhEaEuxjVE+DrsPhIDMzk3nz5pGTkwNATk4OpaWl1NTU8OMf/xiHw9HlMZRSuFwuKa0QAV6vl+LiYt58801ee+0129px1FFHtcnWEbFLgn2Mys/P7zY4+zidTgoLC6msrGTixIkB31NUVNTt8bTWuN1uKa0QAUlJSSxbtoz777+fwsJCu5uDx+OhvLycNWvW2N0U0UsS7GOUleDsG7KpqamhtLS0pUcfSE5ODvPmzSMzM9PyRURSMsOrf//+3HnnnS3lDez04IMPUlBQwJ133ml3U0QvSbCPUV0F50BDNlZMnDiRyspKCgsLW0ohOxyOboONpGSGzhdffMEzzzwTdSULbrzxRk444QSmTJkSdW0T1oQ12CuljlFKzVNK1Sil9iulXlJKDQ7nOeNZ+5r0l19+ORdffDFTp05tU6e+uyGbrviP43s8HtLT07v9zy0pmaHh9Xq57rrruO6663j44Yftbk4bAwYMYM2aNVx77bVR8U1D9FzP8u56QCmVCSwBGoFrAA3cB7yplMrVWh8I17njUUVFBXl5ebjd7paUy9raWv7xj3+QlpbGvHnzehXcAbxe2LfPPFeqdUtNtZ71IymZwVNKccMNN7B9+3auvfZau5vTgX+Q37lzJwMGDLCxNaKnwtmz/xEwDLhYa/0vrfV84AfAEOCmMJ437nQ1W9bj8fR63Fxr2LkT3nsPVq82W2UlfPwxfPSR2Z+ZaS3rx+v1SoZOkJRS5Ofns3bt2qAKnIXb3LlzGTZsGC+//LLdTRE9EM5g/wPgXa31Jt8OrfXnwApgchjPG3eszJbt6bj5nj2wahWsXw9dlTIfNy6flBRrN2wlQ6f3/JcLjOTEqd5Yvnw59fX1bNy40e6miB4IZ7A/EQiUp7UWOCGM5407VmbLWh0393hMr331ajhgYSBt6tQiy8He1w7J0OmZjz76iGOPPZbZs2fb3RRL/vjHP1JRUcFtt91md1NED4RtzB44DNgXYP9e4NBAH1BKFQKFYG4ILV26tFcnrqur6/Vno5HV8fDa2tpu/9wNDdDUZP3cffvCL3/5Gx58sJimJjcej8fS5xobGykqKmL69OnWTxYjQv379dhjj/Hll1/y6quvMmTIkJAdN5zS09NZtmwZAPv372fu3Llcc801ltN2RefCFb9UuNKolFIHgUe01re3238fcLvWussLzahRo/SqVat6de6lS5cyduzYXn02GjmdTksljJ1OJzU1NZ2+vn079LaAYXV1FS++WMKiRXOor7e2FF537YlVof790lrzwgsvcMEFF3DooQH7QVFt4sSJvPbaa9xwww2UlZXZ3ZyYF+zvl1Lqfa31qPb7wzmMs4/APfjOevyiE1ZmyzocDgoKCjp9vb4eNm3q9OVuDRqUw/TppSxcWGM59U4ydKxRSnHllVfGZKAHuPfeexkzZgx33XWX3U0RXQhnsF+LGbdv7wRgXRjPG3eszJZ1OBzMmDEj4GteL6xda8brQyEjw1qGjhRN69qiRYvYu3ev3c0I2qhRo1i2bFlIVs4S4RPOYL8AOF0pNcy3Qyk1FPhu82vComBny27aZO1mrFXjx+eTnBzcN41Et337di655BKGDx/O9u3b7W5O0Py/7b3wwgu2Fm8TgYUz2D8FfAHMV0pNVkr9AJgPbAX+EsbzxoX2s2UnT57MhAkTejxbdtcuCPW6E1OnBvdNQ4DL5WL06NGMGTOGo446yu7mhMzSpUu58sormTp1KtXV1XY3J+Z4veE7dtiycbTWB5RS5wElwBxAAf8BpmutZTC3C4Fmy7rdbl555RXS09Mtz5ZtbOz9DdmuDBqUQ3HxPIqLTRs9nrZpoUlJSWitOe6448jKyiI/P5+ioqIe1emJd8OGDWPx4sUhXyA+ELfbDOE1NbU+KgUOh9lSUyEpRN2+s88+mx/+8Id8+9vfZuDAgaE5aAzS2vw9u91m83/uv/n2+x693tANt7YXtmycYCVqNk5VVRW5ubldBoHMzEwqKyu7DZ7r15sZsuHin6HjctWRkuLA42lCKYXH05rf6XA4cDgcQZV0iCax8PtVU2O+1e3aZS763UlJaQ38qamQltb63HdR8G3dLW6mtY6L+jn+F8eungcK6j1Jb27P41nKuHFje/35zrJxwplnL3qhJ7NlS0tLO31PTU14Az20ZuhMn15KdXUVN96Yi9vdMbL4vqHk5eVZukjFM5fLxT333ENhYSHHHntsSI9dX2+G7KwGeH++oOVydf9e//pJSUmtzx0Oc5FIS1MtF4z6+r0sX76Iq666vNuLRLhpDQcPtm6Nja3P3e7WR1+wjtJ+cK9JsI8yPZkt21mw1xoiPZN97tzQXKTi3XPPPceDDz7Im2++ybvvvhuSY2oNW7fCF1+Ed8zX/3y+QOg/5NDYCP7Zti7XAa677lS++moL+/YdyWmnndN8MQj8DSIlpe3WU76A7QviDQ1tt8bG+AvgPSHBPsqEosrkl1+2/U8XCYsXl3cYu2+vu4tUIvjOd75DQUEBkyZNCsnxDhyATz4BC3PuIi4jow/nn1/A++8v5ogjjsHjMd8+rNymUAqSk82WktL20Teu7du8XhPcI3Ghi2US7KNMVlaWpdmyneWwu93w+eehblX3XC4phWxFbm4uzz77bNDH0Rq2bIHNm6M7yF1zzd1cffVvelRfCVpvcDY19XxISgQmK1VFmWBny372WXA3h3pLJlpFTmMjfPihuahHc6AHSE5OaRPod+8OcR6wsEyCfZQJZrZsbS3s2BGulnXNykSr5GQH3/9+gS0XI7tt3LiR/Px83n///aCOs2+fKU2931p5oqjh8TRRUnIzBQUj2LZNSiPbQYJ9lMnJyaGkpKRXs2U3brTvBpTViVYXXjiDVauic4w5nB577DGee+45/vznP/f6GFu2mMVlurkPHpWSkpKpq9tHU9NBNmzoXUq1CI4E+yizYcMGpk2bRm5uLj/60Y8sz5bdscPe3p5volV6emanPXytNQUFxzFunJOCgptZsSJx6t0XFRVx66239qrkc1MTrFljhuhiNZtEKcWMGbOYNes9xo270u7mJCQJ9jZrXxbhW9/6Fg6HgyFDhvD444+3LPxdU1NDaWlpwB6912vPTdn2Ro+eSFlZJRdeWEhmphOlkkhLy0ApRXJyCo2NLrTW1NfX8uqrZYwfn8tf/lIRthmD0WTIkCH84Q9/4OSTT+7R5w4cgA8+gN27w9SwCMrKOoThw09p+dkb7Tcc4owEextVVFSQm5tLWVkZtbW1aK1xuUxAXLBggeWl/bZti56MBf9SyHPmfIpSCq11mxm1AB6Pm4aGeqZPz+Oll6rYs8emBoeZx+Oht7PUd+40gT4CFRUibu3ad7j++pPZsiUM9TxEQBLsbdLVIuJutxuXy2VpaT+324zlRiOrE62ee66E1ath3TqTLx1PZs2axdlnn92jG7NeL3z6qSl3Ea/fev71r8fZvHkdzz//kN1NSRgS7G0SqkXEv/jCnlRLK6xMtPJ43CxaZNbO/eor+N//7MsoCjWv18usWbNYvnw5W7dutfSZhgazRnCoK5VGmxkzZnHDDffx858/YXdTEoYEe5uEYhFxXy2UaGV1opX/+9xuMyP0ww/h66/D1bLISEpK4p133mHWrFlMnjy5y/dqbYbjYjGtsjcyM7PJz/8VDkeq3U1JGBLsbRKKsgjRnp1hdaJVoPfV1Jge7scfx3bwczqdTJs2rcsqkHv2mG80mzZF77e0cDp4sJHHHruF99573e6mxDUJ9jaxOpO0s/fV1ER/hoaViVYA9fX7mTTJSUnJzVRXt71HsW+fuUlZWRlbQX/FihXdZpscOGAuZqtXx+dNWKtefvkxXnrpTzz00LU0NCTwX0SYSbC3SbBlEbq5bxsVrEy08qmvr2XhwjJuvDGXlSs7ZiHt3WuC/qpVUF0d3T3gyspKxowZwxlnnEFTgIbW1Zmb0atWmYtZops6tYirrrqTe+99mfT0TLubE7ck2NskmLIIX30VG71cKxOt/PnSMYuL8zr08H3q6sxM4bffNtkqX38dfUNZX331FYMGDeL0008nxa9W79dfm28oq1aZf8Noa7ddlFLceOP9nHDC6S37Nm9e3+uUVRGYBHub5OTk8MQTgTMRuiqL4PWasfpY0X6ilRVut5sXX+w6C8nrNXnoH30EK1bA2rWwfXt0zDcYP348n376Kffeey9NTSa76IMPTFv37rW7ddFvzZq3uemm03j44R91mJ8hek+CfQS1ny37k5/8hLPOOosTTzzRclmErVtNel4s8Z9olZmZ3e37/dMxrWhqMqszbdgA77wD771nMnq2bjXBNdK5+01NUFOTwebNTt5+27QlFr6JRYsDB2oAaGqKwSJAUUzq2UdIoEXEa2trWblypeX1WQ8ejN4JVFb1Jh2zpwItkOFwQHp665qq/mur+pbX8y2xl5TUuhqT/5aU1Lp4Rl2d+dm3IpLLBX/4w29ITXVyySVFaB37a7DaZfToiTz11EcMGjScpFCthC4k2EeC/2zZ9nqyPutnn8X+jMqMjCzq67sveWk1bdMq39qioVBfb8bd/W3evJ4nnrgPpZI4+eTzycnJDc3JEtQxx4xoed7U5Oatt17m3HOn2tii2CfBPgJCsYh4JGvVu1ywZAmsXGl6sC6X2XxrefbpA4ceCocdZh4PPRQGD4YRI2DgQNPj7cz48fksXFjW5cza5GQHEyYEzkKKVkOGjOSee15i165qCfQhpLWmuPgyVqyYz+7d1Vx2WceEBWGNBPsICMUi4ps2haNlHc/xyiuweHHXed81NZ3P3O3TxwT9ESPgpJPg1FMh0y+bburUIt54Y3aXwd7hcMTkf+qzzrrY7ibEHaUU55yTx9q1b5Obe7bdzYlpEuwjINjZsl99ZQJsuKxcCc88Y24k+px4IlxwARx1FGRktG6pqaa3v29f67ZnjymxvGGDef7hh2b7xz/MGPfJJ8N3vmO2YcNMOmZxsbl/4R/0k5JSUEq31L3PyMhi/Ph8pk4tYtCgzoe37KK15qmn7mDSpB9FZfvixYQJ+ZxxxkVkZfW1uykxTYJ9BASziHg4Uy0PHIDHHwdfJeU+feD88+HCC2HYsM4/d9hhZtgmkN27TcXGTz4x6Ybr15uUw48+giefhH794IwzJvKTn1SyYUMJS5bMweWqIzU1jaYmNx6PF4/HBbROtHrjjdkUF89j9Oiub2BH2oIFT/D88w+xZMkLlJdv7PGi2sI6/0BfVVWJ03k4/fsPsrFFsUeCfQTk5+dTVlbW5VBOZ7Nlw5Vq+f778Ic/mFx1hwOuvx4uvthkrASjXz+znXmmOWZtrTnXypWm/svu3WaoCHJITy/ltNNKGTmyijlzcgPmVHs8pvdfXJxHWVllVPWgx437IatWvcHEiddLoI+Qt956mXvvvYJvfvMcHnroNcnW6QEJ9hFQVFTE7Nmzuw327WfLulyweXNo2+JywVNPwcsvm5+PPx7uuAOGDAnteXyys2HsWLNp3Tr79e23zfMVK2DFiplA9/c0XnyxhOnTA9/TsENWVl/uueelLouc2cXrNfdVNm0yQ20NDWbCme/R6zVDcmlprSmpvnTUlJS2m4//hNaDB81xGhvNc99cBt9nkpPNoy/N1Xcu/5RX33sdDvN+MKmvvr/OQH+tAweeQXq6k759c6iqcqNUWsv5fX8235/T7TbZa01NrZvX2zGlNpCkpNa2dffo/3fne+7/501L6zppIVJUtE5JHjVqlF7VPr/NoqVLlzJ27NjQNihIFRUVTJ48uUPAdzgcnebZf/xxaGun1NXBjBkmACQnwzXXwA9/2PofLdJ27TKToP74Ryder7UVyJVSto/lr15dxkkn3RBVQb6mBt591wyfbdpkaie5XHa3Klx2A/3sbkSPOBwm6Ps230Ug0PPU1Gruv38QJ53Uu3Mppd7XWo/qsF+CfeRUVVVRXFzM/PnzOXDgAFlZWRQUFDBjxowO+fU7d5rx7lBpbIRf/MLUZhk0CIqLYfjw0B0/GOedl9TjOijJyeYiGemx/M8/X0th4Smccsq5PPDAQluHb/buheXL4b//NTfE2xfZ7NfP/BsPGGB67+nprUFFqY6988bGtr1g3xbomta+55raXJbe9xlfj9rtbu35+2++1/zf79/T7uzXQWvTo05N9X2DaMLh0KSnO1r+fP7fVPy/oSQnd/wG0dn12uttbZtvjoZ/e33PffsD/Rn9/257qqLCJEj0RmfBXoZxIignJ6fLxUh83O7Qplo2NcE995hA368fPPwwHHlk6I4fLKsTrfz5xvLvvjuPv/41fGP51dVVzJ07k8WLy5tvJJsF1J3Ow20J9Lt3w1tvwdKlpjSyLygmJcGoUSbVdfhwsx16aMSbF1HV1VU88EABp546juuvv9fu5nRK68AX1oaGjhcGs33KiSeO6P7APSTBPgK01lRXV3P00Udben9VVehme3q95kbs22+D02meR1OgB2sTrTrT2Ojm5z8vYdKkUk48EUaObJvXH4yVKys6pIg2NtaTnJzMihULWLmyIiLfKnbtgmXLTA9+zZrWAO9wmAB/9tnmhrjTWp25uLF7dzXr1r3L7t3VXHnl7WRk9LG7SQEp1fqNygqP58s2M4hD1g4ZxgmPqqoqZs6cSXl5OXV1dWitOe6446ioqOiyJMK+fWasPhS0hj//GebNM19tZ86EE04IzbFDqbq6ihtvzA1i4QonYCYiJCXBsceaG885OSaFdNiwngdCK21KT88MW4bQli1miGb58rbDeQ4HjB7dGuD7RGd8i5glS15g1KjzcToPs7spIePxLGXcuLG9/rwM40RQoKJnYC4Aubm5nRY983pNjnqoPP+8CfQpKWYYJxoDPbTWvQ800coKpeqYMsWUOd640Xwzar+4S//+JuNo4EAzUcy3DRhgLgRfftl2uCYpKQWvt+vyuqHKENLa9N6rqszQzPLlJuXWJzXVBPixY+H000P3zSUenHfeFS3Ptdb8+99/5bzzrgh5baV4ID37EPMF9EBFz3wyMzMDFj37/PPQpVq++aYJ8ErBXXfBeeeF5rjhVF1dxYsvlrBokZlopXXXy/r5y8zMZvz4fC6+uIja2hw2bTKT0aqqzN9rV3Xuk5Iq8HrzMOmfPbvQZGY6WbjQ2vRmr9cE9W3bTDDfvLm1jQcOtH1vdjaccQaMGQOnnWZmL4uuVVT8jd///npGjDiNWbPei9kcfOnZx4jeFj2rqQld+eJPP4WHHjLPp02LjUAPrXXvfT3lkpKbLY/lt59tO2VK6zcnj8fknG/bZh537DCP27fDjioWhNkAABNASURBVB1VuFx5QO+GkOrr65gzpzV33OEwF5baWpPqWltrtq++MsspdpaZ0bevGW4aPtwE+dxc+1JiY9XIkaMZMuQELrnkpzEb6MNJevYh5nQ6LZVGcDqd1NT4FmkwJXNDMVN2zx748Y9ND3LiRLjtts7Ty6Jdb8fyuxtL98+w6WkWUEet9wusOOwwOPposw0ebAJ8To7JnInVf6docvBgI6mpFu+ERinp2ceI3hQ927AhNIH+4EH49a9NoD/5ZJg+PbYDSG/H8rsaSw+UYdNbSjkYMaKAUaPa5lunpZlhmKws85idDYcfbgJ8ot9QDTf/QL9583oeffRmfvWr5+jXb6CNrYoOEuxDrKdFz7ZvN8E5WFqb/Pn1681Nx9/+tnWiSyzzrWHrG8uvr+9+fT+Px838+Y+zaNGznHHGRYDinXcWhKAX31ZamoNf/3oGg6QeV1R68snb+eijpfz1r3fxy18+bXdzbCcDWyGWn5+Pw9H1ZBtf0bP6+tBNnnrhBVi0yKRY3n9/fE2o8V/DticlCurra/nPf/7Of/7zXEgDfXJyMunpmRQXz4uqwmyirVtvfYopU37Gz372mN1NiQoS7EOsqKjIUrC/5ZYZrFsXmmUGV6wwxc2Ugl/9yowBxyt7UuoUKSmpKJVEZqaTCy64kLKyyqgruSzaOvTQI/jpT/8YtZOtIk2CfYjl5OTw1FNPkZaW1iHoOxwOMjMzmTdvHkrlYHF4v0tVVXDffWYY5/rr4ayzgj9mNBs/Pp/k5MiWKUhPz+CZZ9axZImHhQtrmDZtuvToY4zH4+Fvf7ubjRs/tLsptpFgHwZr166lsbGRESNG4HQ6SUpKwul0UlhYSGVlJaeeOpFt24I/z969piff0AATJsBVVwV/zGg3dWr335xCJTnZIcM1ceJf/3qcZ5+9hyefvN3upthGgn0IVFVVcfPNN7cE9kceeQSn08ndd99NTU0NHo+HmpoaSktL6dcvhw0bgj+nL/Nm506zhOCtt8Z25o1Vvgyd9PTMsPbwMzOdXHhhoQzXxImLLirkO9+5gO9+d3LLvurqKm677XwqKv7W46qrsUiycYIUqDRCQ0MDHo+Ha6+9lqysrJbSCC6XKWTVvhRtT2ltCpqtW2cyb+65Jz4yb6zqTYaOVeGsdyPsk5qazkMPVeD1+8+3YsV8Vq1aRGOji/Hjr8LhiO//RBLsg1BVVUVeXl7A0gi+4J+Xl0dlZSVDhuSwenVoqlk+9xwsXmym0N9/v5moEyuUMu3OzDRbRobJIAq0QlGgOuEul9n8Z9v2ZKZtZ/zr40ugj1/+M2u/971r6NOnL2eddXHcB3qQYB8Uq6URHnmkhMLCUrool2PZkiXw17+21ryJhcybjAwzqahfP1MWIBTDTY2NJujX18PPflbEG2/M7lWwNytfZTNhQgGXXTZDAn0C6dv3cCZNuqHlZ6015eX3c+65l3P00cfZ2LLwkGAfhPLyckvB/tln53DZZcGvnfr++/DAA+b5tGmmxG20Sk83VSX79QvPrFFfffBDDoGBA3N46aV5ASuNBmLXKlciur3++rM8/fSvWbDgCcrLN5KWFl/V5yTYB8FqaYQDB4LPsdy4EX7zG1NHJy8PLrss6EOGRXq6KSV85JGRvWE8ceJEKisrKSkpYc6cOdTV1ZGVlcUPfvADtNYsWPAKdXV19OmTxaRJBVx66Qz695devGh1zjmX8tZb/2TcuB+2BPodO75g165tjBw52tYlKENBgn0QrJZGCHYi0Jdfwi9/aYYszjvPFDqLtsybtDQT5I86yr625eTkUFpa2qaaaFfcblNauL6+9bG+vutyyCJ+ZWRkcd9989vM0n799Wd55pm7mTLlZ/z0p38EoLZ2H1u2fMLgwd8gOzt2pqpLsA9Cfn4+ZWVlXQ4bJCc7mDChoNfn2LfPLBS+b59ZX/SXvzSrMUWL5GQYOtQsYh5N7bLC4TDDQIcc0nZ/U5MJ/nV1ZvM9DzaLSkS/9uU4srMPZciQkZxyytiWfZWVb3HXXZP59re/x+9//xpgxvvnzp3JoEHDOfPMH0RliWUJ9kEoKipi9uzZXQZ7h8PBZZfN6NXxXS64805TB3348OhLsTz8cDjuODN0E09SUsyN5L59W/dpbYJ+ba1ZuD0ry/ycAOnZCW3KlJ8yZcpP2+ThK6U47rhTOe64b7Xs27t3B088cRvZ2Ycyf/4eO5raLQn2QcjJyeGmm26ipKSkw2vBpvLV18Mdd8Ann5ihkYceip7yuGlpJsj362d3SyJHKRPgs7JMSepRo0xdI/9vAL5vAaGodySii3+P/8wzL+LMMy/q8J5LL70FpVSb9zY01JOeHh3rSEqw76H2C4lnZWUxfvx4UlPT+O9/3+LAgToyMrKCSuWrq4PbbzdrqvbrB7//fXTk0itlhmuOPVZWUQLzd+B0tl3MXGtzofZfpaquTi4A8e7ww4/i//7v0Tb75s6dycKFZTz88GL697e/DrYE+x4INFu2traWZcuWkZwcmlS+ujqzutQnn5jZsTNnEhX10jMz4fjj2w5tiI6UMt/A+vQx/35gLgAul+n1+7a6OlPTSIaBWillhtCSkzt/TE7uOPlOKfP36PW2ffQtKOObnOd2R+6+y8GDjbzxxhy2bPmENWtWcO65UyNz4i5IsLfIymzZ4uK8oKba799vatxs3GhSF0tKzKOdlDLL5w0ZEns3YKOFUq0zhvv3b93v8Zie//79rY+xmgmUkmJueKektH3uC9CBtkCBPNyamlpnY/vP0Pa/IPieNzX1/jypqWk88sgSPvjgP4wdGx150hLsLbI6W7az5fC6U1MDRUWmZPHAgfDII609Q7tkZcE3vmEeReglJ3fMBnK7zTCQryyE73lDQ3DBxyqlOgZi/8XUfVtqqtl8z6MtFbgzvotRpoVhdI/HBP3GxtbN/2ff886+nTmdh7UJ9Bs2rGLt2neYPPlmkm0YB5Vgb5GV2bIej5tFi+b0ONhv3WpuxlZXwzHHmKEb/x6gHY48EkaMkN58pDkcHTOBfDweE/QbGkyQ8Q1XQOujL1j7b0lJZlOq46PvM7598u/dKjnZlPrI6GIirdatNZsaGto+1te3XqA9Hg8zZxayceOHeDxNvc7QC4YEe4uszpZ1uXo2W/ajj8zM2Npak1754IMmpdEuSsGwYeaiI6JLcnLr/QARHZRqLd0RiNvtC/zJ3Hrr3Tz55EyuuKIQiPxNe7mOW5RlcSyjJ7NlKyrMzdjaWlPn5k9/sjfQp6TAySdLoBciVBwOk6115JFQWDiZVav+y5gxfRgzBr797SYefvgSmpo+ZvBgOOIIyM4OX1ukZ2/RZZflM3v2U3g8nQ+cWp0t6/WaypV//7vv2HDTTfamM2ZmwkknWRvLFEIEb+7cOSxc+C/WrfuYDRs2tKzAtnRpeM4nwb4Lvpz6OXPKqavrvgaOldmyNTUmb/7tt8346PTpcFHH+RkRddhhcMIJpmcvhIiMK6+8krfeeosbb7wxIkttyn/vTvhy6g8edNPUZL1kbldplx98YEoU795txl2Li81MTDsdfbSpiR8r2RRCxIv09HSefvrpNvvef/99PGEazJdgH8DGjVVcemkeLlfXq41YXfiiqQn+9jd4/nlz9/7EE83CI3bm0CclmWwbu/P4hRDGu+++y7nnnsuYMWMYN25cyI8vwb6d/fvhjjtmcvBg9735Cy8s7DbNsroa7rvPzIhNSoKrr4aCAnvH51NTzQVHZsMKET08Hg+HH344F4VpXFeycZodPGgKXH34IVRUlHe7xJ0vp76r45WXww03tJY+ePRRuPZaewN9VpYplSyBXojo8t3vfpdNmzZx8sknh+X4Cd+z1xq2bYPNm1snQFjNle/sfe+9Z9Ioq6vNz+PGwS23hDetyoojjjD1baSImRDRKT2M9cITOtjv2WPKE7Qvd5ORkUV9fc9XoNq5Ex5/HN56y/w8ZAj87GemJ20npUylysGD7W2HEMI+CRnsv/4aPv/cpEECVFdXMXfuTBYvLsflqiMpKQWlVJsFC9rzz6mvqTE58//6lxm+SU+Ha66BSy81kyrslJICI0faO1lLCGG/hAr2+/ebIL9vX+u+lSsrKC42ZYt94/TdjdeDyamfNGkGTz8N8+aZKdEA555r1oi1u7YNyEQpIUSrhAj2+/fDli0mv91fdXUVxcV5NDR0nWLpLznZQUqKg3POmUdRUQ6+9cZHj4brrzfpjNHgqKNMrR0ZnxdCQJwH+927TUVJ33BNe3Pndl+2GBQpKQ48nibS07MYOLCA6uoZvP66yak/5RQT5MN0A73HUlLMBeeII+xuiRAimsRdsPetUPPeex1vvLa3eHH3KZagSUlJZ8yYGpYtMzd0Ab71LbjqKnPzNVpmnzqdpuxBvC0ALoQIXtwF+6YmU+u7u0AP1lMsGxrqePNNMyQyfjxMnWoW3I4Wyckm02bw4Oi58AghokvcBfvu+GfedJVt01YWl18OU6ZE3/DIgAGm/nxn9bSFEAISLNgHyrzpTlKSg0mTCpg2LcyN66HsbHMDVmbCCiGsiOtg79+LtzJJKpDUVAeXXx75JcQ606ePGa6xe31aIURsiZtg76s9X15eTl1dHamp6S2libtacKQzVssWR0rfvibIy+QoIURvxEWw99Wed7vdLamUjY2uXh8vM9PZbdniSFDKLCwyeLAM1wghghPzwb6qqoq8vDzqraTfWKBUEgsXdpKYHyF9+pg68wMGmHLEQggRrJgP9jNnWpkYZV1PFgwPpbQ06NfPBHm7q2MKIeJPzAf78vLykAV7qwuGh0pmpgnw/fqZCVFCCBEuMR/s6+qsTYyywsqC4cFISYFDDjHbYYdJgTIhROTEfLDPysqitrZ3aZU+4cq8cTjMkEzfvnDooea5zHAVQtgh5oN9fn4+ZWVlvRrKsbpguBUOh7mxmpVlhmSysyEjo9eHE0KIkIr5YF9UVMTs2bMtB3v/Xvzo0RN7dC6lTJGxjAyzZWaaAN+nj/2LlAghRFdiPtjn5OQwb968Dnn2QPOKU5qUlDQOHmwgIyOr0158crJJc3Q4TGZMamrbx/R0s8kwjBAiFsV8sAeYOHEilZWVlJSUMGfOHGpra8nMzOb73y/g6qtncOyxOaSkmEDuv/mCe2oqJCXZ/acQQojwiYtgD6aHX1paSmlpKUuXLmXs2LF2N0kIIaKG9GeFECIBSLAXQogEIMFeCCESgAR7IYRIABLshRAiAUiwF0KIBCDBXgghEoAEeyGESABhCfZKqRFKqT8qpSqVUnVKqe1KqQVKqW+G43xCCCG6Fq6e/fnAucBs4CLgZqA/8K5S6rQwnVMIIUQnwlUu4QXgca219u1QSi0BvgBuAa4O03mFEEIEEJZgr7XeHWBfjVLqU2BQOM4phBCicxG7QauUOgw4CVgfqXMKIYQwIln18jFAAY929galVCFQ2PxjnVJqQy/P1Q/o8O1CiBCR3y8RTsH+fg0JtFP5Dat3Sik1Hlhk4STLtNZjA3z+DuB3wA1a66ctHCcoSqlVWutR4T6PSEzy+yXCKVy/X1Z79m8DIy28r779DqXUNEygvysSgV4IIURHloK91roe+KSnB1dKFQB/BmZqre/v6eeFEEKERthu0CqlLgH+BpRprW8N13k68WSEzycSi/x+iXAKy++XpTH7Hh9UqbOBN4C1wE8Br9/LjVrrD0N+UiGEEJ0KVzbOeUAacCqwot1rm4GhYTqvEEKIAMLSsxdCCBFd4rrqpRRkE6GilDpGKTVPKVWjlNqvlHpJKTXY7naJ2KeUylNK/VMptVkp5VJKbVBKPaCUyg7peeK5Z6+U+j/MJK3ZwAfAIcAvgFOAs7TW79vYPBEjlFKZwMdAI3AXoIH7gEwgV2t9wMbmiRinlHoX2ALMB7YB3wKKMRmQZ2qtvZ1/ugfnifNg3w/Y064gW19MQbZXtNZSkE10Syl1C/AIcLzWelPzvmOBjcAvtNaP2Nk+EduUUv211rva7bsa00kdp7VeEorzxPUwjtZ6t253NdNa1wBSkE30xA+Ad32BHkBr/Tkm+WCyba0ScaF9oG/2v+bHkMWpuA72gUhBNtELJwJrAuxfC5wQ4baIxHBO82PI4lTCBXssFGQTop3DgH0B9u8FDo1wW0ScU0oNAu4BFmutV4XquDEV7JVS45VS2sK2tJPP3wH8EPg//6/kQggRDZRSWZgbtU3AdaE8diRLHIeCFGQTdthH4B58Zz1+IXpMKZUBvAIMA87RWm8L5fFjKthLQTZhk7WYcfv2TgDWRbgtIg4ppRzAPGAUMEFrvTrU54ipYZzesLkgm4gPC4DTlVLDfDuUUkOB7za/JkSvKaWSgOcwZWYu1lq/G5bzxHmevRRkE0FTSvXBTKpy0Tqp6l4gGzOpqs7G5okYp5SaBUwD7gdebffytlAN58R7sC8G7u7k5c1a66GRa42IZc2lEUqACZhsrv8A07XWX9jZLhH7lFJf0MlSgsBvtdbFITlPPAd7IYQQRtyP2QshhJBgL4QQCUGCvRBCJAAJ9kIIkQAk2AshRAKQYC+EEAlAgr0QQiQACfZCCJEA/h+IEAfzxAEqAQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8894bf621d334dffbed7d075dc3f43c8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 5000 loss=-0.3065 val_loss= 0.09958\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5e243daa1d8b459484d85f136a35ce18", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 6000 loss=-0.2163 val_loss=-0.1013\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a07b0d4758cc453192639107c08021da", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 7000 loss=-0.006919 val_loss= 0.03911\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "38aa3bc945a44141a8f02eb2a2327d60", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 8000 loss=-0.6638 val_loss=-0.183\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e84e07cacf1f4412b0f5ea933f7d5986", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 9000 loss=-0.3583 val_loss=-0.03539\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9b7b8afe2ef54b4abc76ee3f788080e2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 10000 loss=-0.353 val_loss=-0.06751\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3954c0ccef504211b93ef28ee1250fe0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 11000 loss=-0.5911 val_loss=-0.1901\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "17f879fc8ea14b6a9ad7ab829ea7d34b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 12000 loss=-0.07633 val_loss=-0.2601\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9fa6a4b7219142299741a5a42eddf8f9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 13000 loss=-0.2962 val_loss=-0.2096\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "342611b8be9646b6828182bca0c74ec0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 14000 loss=-0.6172 val_loss=-0.2644\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4cc1eea0079e46d2b1c482c9cf17a0b8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 15000 loss=-0.5576 val_loss=-0.2546\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a37ee72b6d284a11a6170b3358a6e047", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 16000 loss=-0.9652 val_loss=-0.2489\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "189ef47e88574b4896391c0345e530f0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 17000 loss=-0.4671 val_loss=-0.3229\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "913dbfda25b546149a2286f15da80aa6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 18000 loss=-0.1265 val_loss=-0.4242\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1b3d8ee9058147ecb4fd9b499f05e767", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 19000 loss=-0.5053 val_loss=-0.287\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "846b1c4ecbfd47cdaa7833345c8ff68b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 20000 loss=-0.4279 val_loss=-0.3667\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bf8373db6120468982adfbeff0598897", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 21000 loss=-0.4248 val_loss=-0.4346\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "798c68081f1e4e1182dd8638e63f5225", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 22000 loss=-0.6823 val_loss=-0.3301\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "989d0efa407e42089631240a1ea13fce", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 23000 loss=-0.9004 val_loss=-0.4185\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "85c78ae5ac61488c8c20c7a67e2de525", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 24000 loss=-0.5291 val_loss=-0.2571\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1c4477e0ec4d4691a62da02f6a2f7a74", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 25000 loss=-0.9307 val_loss=-0.6093\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3b12bd59b0b04cd1b794a78f6bfc00ca", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 26000 loss=-1.019 val_loss=-0.5442\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c8981179a4204cd7898eeff90906bb0e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 27000 loss=-0.7284 val_loss=-0.6883\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "888ff6489701438c816ba4b4847c62ea", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 28000 loss=-0.5333 val_loss=-0.5242\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "952392f687e945f38da61734b990bbf8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 29000 loss=-0.2044 val_loss=-0.6285\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "57aa87194d4943aebf88d813b9a5b4c5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 30000 loss=-0.7489 val_loss=-0.5512\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a376b2a00842497383b1f527daf85f29", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 31000 loss=-0.8568 val_loss=-0.5416\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cc0195514df240d08e54db793c0ca25d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 32000 loss=-1.081 val_loss=-0.672\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "405ce08b941740bdb32985ee26d27282", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 33000 loss=-0.8046 val_loss=-0.6354\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e37392bf2e1c4f8e93a2748ed29208fd", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 34000 loss=-0.9273 val_loss=-0.673\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "60f3ab3493b4447494d81c66062e9586", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 35000 loss=-0.5834 val_loss=-0.5694\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b284b4cb83d94eb5a05d06727e12984a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 36000 loss=-0.8014 val_loss=-0.6329\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "34ec9218fba5480a9da64941335452fe", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 37000 loss=-0.7178 val_loss=-0.7755\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "477800c1b4d44ee5b86ff486d6568cd9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 38000 loss=-0.3445 val_loss=-0.6073\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9d759bb2f70c49db924c8a0e6c12d36a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 39000 loss=-0.9556 val_loss=-0.805\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8098bac8bc6441238b11257ead616527", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 40000 loss=-0.9941 val_loss=-0.6704\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAENCAYAAADuRcXXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3de3hU1aH+8e+aySSBXAhBrgFEI14AQSlFD4JgrVKsglZobQteWoqWWpUfPZ7WekGLWs9TSz1a7TlSWwStVqyCVaz2aKxV8XijKAjBAGISAoRLyP026/fHmsl1JglJhpDs9/M8+5lk79l7LcLk3WuvtfaOsdYiIiI9m6+rKyAiIrGnsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXrqUMWanMearnXCcq40x/zzCfawx5qTQ10uMMas6Wo8WyvrfUHlxDdaNMMa8bowpM8ZsafpzMMYsMsYUGGMOG2MeM8YkdMa+4k0Ke5FO0DDEI2z7LhCIsOlPwEdAP+DnwGpjTP/QPtOBnwLnA8cDJwJ3dtK+4kXWWi1aumQBVgJBoBwoAW4OrT8beBs4BPwLmNZgn6uB7UAxsAP4LnAaUAHUho5zqI3lW+Ak4GtAFVAd2v9foe19gN8Du4E8YCngb1CPt4BlwH5gaZQy+gDZoX+TBeJC608GKoGUBu99E7gu9PWTwD0Ntp0PFHR0Xy3eXdSyly5jrZ0H7AIusdYmW2v/0xiTAbyIC9Z04CfAs8aY/saYJOC/gBnW2hRgErDBWvspcB3wTug4aUdYj5eBe4CnQ/uPC236I1CDOyGcCVwIzG+w61m4E89A4O4oh78HeAQoaLJ+NLDdWlvcYN2/QuvD2//VZNtAY0y/Du4rHqWwl2PNXOAla+1L1tqgtfZV4H3gotD2IDDGGNPLWrvbWrspFpUwxgwMlXmTtbbUWrsX14q/osHb8q21D1pra6y15RGOMQE4B3gwQhHJQFGTdUVASpTt4a9TOriveJTCXo41xwNzjDGHwgswGRhsrS0FvoVrxe82xrxojDk1hvUIhMoJ1+O/gQEN3vNFtJ2NMT7gYeBGa21NhLeUAKlN1qXiuqcibQ9/XdzBfcWjFPbS1Zo+dvULYKW1Nq3BkmSt/SWAtfZv1toLgMHAFuDRKMfpjHpUAsc1qEeqtXZ0C/s0lApMAJ42xhQA74XW5xpjpgCbgBONMQ1b2+NC6wm9jmuybY+1dn8H9xWPUthLV9uDmy0Stgq4xBgz3RjjN8YkGmOmGWOGGmMGGmNmhfruK3Et2GCD4ww1xsR3oB4jQi1yrLW7gVeA+40xqcYYnzEm0xgztY3HKwKGAGeElnA31JeAd6212cAG4I7Qv/EyYCzwbOh9jwPfN8aMMsakAbfixhDoyL7iYV09QqzF2wswCzdIewj4SWjdWcAbwAFgH27AdjiuNf8GLkgPAVnAqNA+8aH3HQAKQ+tuAda1ULYFTgp93Q/4J3AQ+DC0rg9ucDU3VOZHwBWhbVcD/zyCf+cIGszGabAuCzcbaSvw1Sb7/D/cSegw8AcgoTP21eLNxVgbmz9eYoyZDXwbdyk7APcL/RfclDD1HYqIHEWxDPv1uIBfg2sZnQkswfWzTrLWBqPvLSIinSmWYd/fWruvyborgRXA+dba12JSsIiINBOzAdqmQR8SnpGQEatyRUSkuaM9Gyc8k+HTo1yuiIinxawbp1lB7jb4j3DPHbkgynsWAAsAevXq9aVhw4a1q6xgMIjPp1mlEhv6fEksdfTzlZ2dXWit7d90/VEJe2NMMm6a2BBgorU2t7V9JkyYYN9///12lZeVlcW0adPata9Ia/T5kljq6OfLGPOBtXZC0/VRH8vaWYwxvYAXcDfOTG1L0IuISOeKadgbYwLAatxc+wustR/HsjwREYksZmEfuu38CeArwMXW2vWxKktERFoWy5b9b4E5uOd8lxpjzm6wLVfdOSIiR08spxTMCL3+HHinyTI/2k4iItL5Ytayt9aOiNWxRUTkyGiysIiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4gcIw4ehGAwNseOi81hRUSkrQ4fhh07XNhbG5syFPYiIl2ktNSFfGFh7MtS2IuIHGUVFS7k9+6tb8lXVVUQFxcfszJj2mdvjBlmjFltjCkyxhw2xvzFGDM8lmWKiByrqqpg2zZ4913Ys6c+6PPzt3P99ZNYuXJpzMqOWcveGNMbeA2oBK4CLLAUeN0YM9ZaWxqrskVEjiU1NbBrF+TlQW1t8+25udv47LMNlJeXMGfOWTGpQyxb9j8ATgQutdY+b61dA8wEjgeujWG5Io3k5OSwcOFCUlNT8fl8pKamsnDhQnJycrq6atLD1dbC55/D+vUu7CMFPcDEidO5/faneeSR/yMhISEmdYll2M8E1ltrPwuvsNbuAN4CZsWwXJE669atY+zYsSxfvpzi4mKstRQXF7N8+XLGjh3LunXrurqK0gMFg64V/+67rm++pqbx9qKiQm6//XI+//zTunXTps2hvDyNVauOj8n0y1gO0I4G1kRYvwmYE8NyRQDXop89ezZlZWXNtlVXV1NdXc3s2bPZuHEjmZmZXVBD6WmsdX3xO3e6QdhoVq5cyptv/oWiokIeeOANCgrgySfh5ZehuvoEZs6Eyy7r3LrFMuzTgYMR1h8A+kbawRizAFgAMHDgQLKystpVcElJSbv3lZ5j2bJlVFZWtvieyspKFi9ezI033oQxbTuuPl8SSU2NG4BtS6v8iiumc/DgFi688EfcffduXn99ILW1PoyxTJ68m6KiXLKymjdSOuKYmnpprf0f4H8AJkyYYKdNm9au42RlZdHefXuKnJwc7r//flatWkVJSQnJycnMnTuXxYsX98hWrLVQXg5lZW4620cfwbp1l1AbrZM0pLa2lldeeZ0bb3weAGMgLq7lJTs7i1NPnRZ1u3jLwYOwfTsUF0f//6+oKGPt2t9x+eU34vf7KSwEY2Zwyy3u5ODzwQUXwHe/axg6NJvzz5/W6fWM5UfzIJFb8NFa/NJJ1q1bx+zZs+u6KoC6fuoVK1awevVqZsyY0cW1bJ/qahfoZWUu3PPzYcMG2LChnA8/fI/8/BT27j0zNKWtbRO+ystL+OY3YfRoGDMGTj8dTjoJ/P7I76+shC1bIm8zxu0X6STQcH3v3tCnj04O3dnhwy7kDx1q/b233jqLDz74O3l5JRQV3c4//uEaKH4/XHQRfOc7kJHh3ttK+6TdYvlR24Trt29qFLA5huV6Wk/op27YSg+HelmZm82webObp7x58wG2b/exb19aaK/lwA3APOLiHueEE2DHjmRqaorbUGIyhYX7eeONfrzxhluTmAinnebCf8wYGDUKkpPbVveamuYDcpEY447Zpw+kpbnXQKAN1ZUu1Z67XidP/imbN+eydu03APf/PGMGfPvbMGhQjCraRCzDfi3wK2PMidba7QDGmBHAOcBPY1iup91///11rfloqqurWbZsGQ899NBRqlW0ejQP9PCye7cL9W3bIDvbkp0Nhw6FO9V/CtwHPEhi4vVkZsKAAeeyadM4zjtvJPfeC/37w803z2X58uUt/jzi4gKMH/9vbNw4gkmT7iY+/gY+/tjNpPjoI7eAC+YTTnDBP3LkACZMgIEDaXM/fyTWukv/4mLIzXXrkpJc8IfDPz52N1TKESovdwOvDe96jaa2tobt2z+mouJMVq6E9947H/iY+Pg4LrkEvvUt9xk9mmIZ9o8C1wNrjDG34m6q+gXwBfDfMSzXc8ItybKyKlasWNGmsF+x4nF+9KP7SEpKAhqHVvjrtr5G27ZjRw6PPHI/zzyzitLSEpKSkrnkkrlcccVi+vXLpLraXbLm5TUMdvjsMxeAzn8ATwDPkpR0FiNHgt9/Ihs2JHDZZYXcdRekp0OfPuNITNzQ6N+5ePHiVn8e8fEBTjllIP/3fyWcdVaACy906w8cgE2b4JNP3JKd7S7Zt28Hd3EKxx1X3/IfM6blrp+2Ki11S16e+7537/rwT0tT+HeFqioX8rt3t+0hZRUV5dxww8Xk5KwnGHwXGENiIlx6aRxz5rjPa1eIWdhba0uNMV8BlgErAQP8L3CTtbYkVuV2tfYMjFrrQq+6uj64a2oifW+pqTHU1MDmzRtYu/Yxhg49lVmzFgJQVHQ4YvdNJCUlJYwalcyUKT9jxox7CASgrKyAN99cxpAho5gy5SoCgXCfcjWJiYG6/uZAwIVaS8H27rvrWLLEjRvU1laHyizmz39ezjPPrODLX15NcfEMPvssPEXN4lrr/wRWk5aWyMiRcODAAXJy8pg37x1uuuks0tIgEJhLevpVJCW1fPNJZmYmq1evbjZ+ARAIBAgEAnXjF9deu4CJEydSVeXGAf75z2cpLy9jwYLv4Pf7qayErVvh449hw4b9bN3aj8JCyMpyCzTu+jn9dNf1EzqXtlv4Sic/333fq1fjln9iYseOL9G1dtdrU9bCe+/B448nsm1bBpBMYmIRc+bA5Ze7/6+uZGysnqfZQRMmTLDvv/9+u/btqtk4kQZGwXUVBAIBHnhgNZMmzWgW5rW19S2GgoLPyc/PYcyYc4iPd2H2hz/cwdq1j7BgwX3MmHEN1sLf//4i99xzMSeccCGTJ/+NvDzIy7Ns3RoA2jLCEw7Ke4FFoa/fBM4FJuHufQsbGDrmp0D42nMtxuQSFzedQCCz0YkActi7dyzWtnTiSQB+AixlwAAYORI2bx7HwYMbufPOf3DeeVNIS4PCwq306lXDhAmnERfXvnsAc3JyWLZsGStXrqw7Ac+bN49FixZFPAGXl5dz8sknk5uby/33P8f48Zc22l5SkkXv3tPYtau+5f/JJ/Wt8TCfr77rJ7x0tOunqcTExuHfq1fnHduramtdt9oXX7Rt7MVaeOsty8qV5WRn9wYgJaWMiy46xNy5Q9o01tO4/KwOzcYxxnxgrZ3QbL3CvmMqK6GkBDZtymH69LFUVEQPuMTE3ixfvpGMjExKSg6xZs0jVFdXcvXVS+reM2/eyeTmbuOxxzaRkjKKvDx4+unbeeedXzB8+G0kJNxFXh6UleUDfwLGAhc0KGUhbrAyeteFMQGGDFlAZuaD1NTUUlsbR00NlJbu4MCBP2HMAJKS5odOSDXs3p0E1JCSUkVNjT+0/lLcPXOrgctDR34SWAwMBj5psQ5hTz5ZzODBySQmwttvP02vXpaLL76QYcO66FoXNx3ziSee4Nlnn+W5556jvNxHfj5s2bKXlJQBlJRkkZw8rdl+4a6fjz924b9tW/OwCHf9jB7trgJOOgk68+74hIT64E9Lc91A0jbBoLuC2rXLdd205f1vvgkrVpSyY8cPgH306fMy3/qWn1mzjvxnn5oKw4bBpk0dyy+FfQeFZ4iUlDRewh+KZcsW8uKLy+u6LCIxxsfMmT/kppse4vDhA8ya1Y+EhCTuvruY/HxDXh68/vqVHD68g2DwQaqqzgjtuRcXnIMJP+EiKQmGDnXTtTIyYMgQ9+r357B4cesnnaeeciedYNB9aGtrqfu66UciGAxy+PB+0tLqR5RefHE5n376HrNm3cSQIadRUwOrV/8nq1b9B35/PLW1rf+2BALxbNyYzwkn9OvUwIuFoqIiMjMzGT/+31iw4Iccd9xFre4TnqLZsPVf0qQD0++HE0+EU091y2mnwfDhHe/7D4uPbxz+He1W6imqqtzYSMNJASUl7mq7NbW18Npr8MQT7rk3kI8xZ+L3l/LAA28xatS4NtfDGOjXz4V8uJuno/nV48O+M28iCgbdB6GkxA0UlpS475v2273++p/ZtWsL3/zmYmbPHkxZWevT/OLiUpk4sYjcXEtu7i0Eg0Nxz4VrPnzSp099mDcM9IwM1wpo2B3Qq5dbl5oK69ev48orW++nbunfH+kk0NrXVVU17Nmzh6lTh9GWz5XP52v1pqdjxWuvvcbMmTMZP348d955JxMnnkd+vrs1vi2X+uB+Rp9/7kL/00/dGMDOnc3vuExMhJNPdsF/yinutbO6fwKB5i1/Xw/946RNp/A2XNr6f9ZQTQ28+qoL+XCX3cCBbvrk8OFv0bdvX0aMGNWmY/n9bsrl0KHNu94U9i2I1lfelnCrrm7eWj94sJyKinJSU11XQmFhPsuWXYcxPpYufR5rXfhfe+1p5Odv4frrN/LQQ+Nwg4yt8dGwTz09PXqgR+vrCwQgJaU+3FNSms/PPtJ+6s6UmppKcXHrJ77U1FSKiopiWpfOtHfvXg4dOkR+fj7Tpk1jz5493Hvvfcyf/1OqqgZw+PCRH7O83M302bKlfikoaP6+tLT64A9fBXTWgF9cnOv+CS/x8Y2/T0g4tuf/19ZGDvTy8s75e65VVe6ZNX/6U/j/poakpJ9x7rljWbRo3hH9bOLj63/Po+2nsI8iJyeHsWPHtjgLpXfv3mzcGO4rrw/1DRs+ZvPmDYwa9W+kpZ3EoUPwt7+tYNWqqxk9+hrOPvsxioqgsLCIrKw0jOlFenophw+b0OXeL4Ei4DrgdKD1gAsEUvn5z4vqAr21ATWfz116h4M9NfXYH4RbuHBhq/PbA4EACxYs6PK5/u0R/mX88Y9/zEMPPcScOXP485//TEmJm553JK39SA4dahz+W7ZApHPi4MH1wX/qqW6QO1afDZ+v8Umg6Qkh/H3Tq4TKykoqKiroEzozFRQUsHTpUuLi4vjNb35T974f/ehHVFZWcsstt3DiiSdGrENVVeMwD3fDtPL4o3arrIS//hWeeqr+Bqphw2DixDU8++ylJCWl8tRTn5OcnNbygXC/w8OGwYABrV9JxSrsu/3N2m25iaiioppJk+aQkJDBGWesorS0D0VFkJ29jOLiP+Dz/Y5g8KTQu4cAcWzaVMGmTeEj9AGew9rj2b/fAiY0C+KndTMh8vLmkpu7HGuj18XvD3DRRfOYOjV6XcPdMeGWe3Jy97vMbsv89kAgwKJFi6Ju7w5+8IMfsHPnTm677TbA/V/163eAjIwkDh9OID+fdrX209Lg7LPdAq47oqDAdf1s2eK6f7Kz3Yll9254/XX3Pp8PRoxo3P0zYkTnPJIhGHRTZKM9yfGDD/5OdvaHTJt2KSNHnkx8PKxZ8yi3376Aq676Ib/+9cPEx7sr6d/+9rf069evLuyDwSBPPvkkhw4d4tZbb6vrelm79q/s3r2PCRNm0Lv3oA6dQI9EeTmsXQtPP+2eewNuXGXuXDj3XPD5ZhII3MykSZe0GvTp6a6rpqvm1jfU7cN+1apVrYZ9MFjN3r3/Aj7iiy92AOGBz3OBMoLB4+tuXklNPY+0tHLS0uLo27dh/+aljW5uaTqgmJe3mPnzV1BR0XLAzZlTH3BxcY27YlJTj+3L5bZq6/z2Y/VxDW01duxYXnjhhUbrFi1axBtvvMHKlSuZMmVKp7T2jXGt+MGD4Stfcetqa11/f8PWf/imr+3b4cUX3fsSEtyMn4bdP0OGtK3/v7y8lM8++4hgMMi4cecCYK3lhhumkJ+fwxNP5JCY6KacvPTSY7z22p9ITx/E4MEnh+rdH5/Pz5495Wzc6I4ZDA7gxz/+DUOGDOPDDy2JiYa4OHjkkVf46KP32LXreHbudO99+OH/4v33X+X225/mvPO+CcC+fblUVJQxdOhITGfOYcVd7T//PDzzTP1JeuRImDfPcuDAfzNu3GX4/QMBw7XX3hf1OD6fa8EPG3ZsDYh3+7AvaTq9ISrLlCnPMnLk8QwaFA7wq0NLwzsT2/cjycjIZMmS1c1uJALXog8EAtx332omTsysC/eePC1uxowZbNy4scvGDbpCRUUFGzZsID8/n6FDhwKutT9ypGsZ7ttHu1v7Tfn9kJnplq9/PVy+u/t4y5b6q4D8fDcdtP4qFVJSihkxooDRo4eQmZlE//7wxRcvsH79H5k8+RK+9rWrAdi1aws33DCFzMxxLF/u7k42xrB/fz4HDhSwb18uw4a5YD/77K+Tnj6IYcNOqSvn7LO/ziuvVOJvMLXI5/PxjW/cCLifg/tZ+Bg06MvMmPHlRn3sU6ZcTmJiUt2JBmDt2t+xatXdzJt3G9/73l2Amyrr8/naFP7V1e5xB3v2uKWgoP71s89c1xC4G+LmzYOzzoInnriH3//+VrKynubXv34tajmBQP2Y27F4p3O377M/ksHA/PwirK2fXtjwNdK6I30NBmHXrhxWrVrGSy+tpKzMPSLgiivmcfPNixg5sucFnBe11KdaW1vLBx98wMSJE+vW3XbbbUyfPp3JkycDrgV54ED9oxHKyjo+kFhZWU5BwU6M8TF8uAvcqqpKfvWr69mz5zBf+tLTbN3qTgIHD54HZAGvAl8NHeFB4Abi46/j+OMfoX9/SE3dywcfzGTIkDFcddVy+vd39wns3r2J5OQ+pKcPbhTkR8Mf/7iENWse5t///fdMmnQJAG+9tZZf/Wo+M2f+kO98585mId4w2Pfvb/mRB+PGuZAfP77+6mf//t0sWjSN73//HqZOvbzZPr16ua6aQYM6Z8qsBmij6OmDgXLsOZJfxrfffptzzjmHpKQkcnNzSUtr3sdrbf2AY8PFPXhrM/v353P66ZOJj3fPRnjppcf4xz9Wc/HFC5g8+dJQOS/w85/P5KyzZvDLX74UOq5l+vREqqur+NvfyomPT8RauOuu77FhQxbjxj0MfI3CQti9exsHD36ItacTfvZPNKmpLvT792++DBjgXmM1UFxWBgUFlt27g+zd62fPHnjnndvYtWspiYm3UlHxi9A7C3ATJ2bQ8E9e+3yu7oMGuWmTAwfWfz1kiFsAtm59n1NOqc/L2toa/P7GV/19+riumn79OveuaA3QRuGVwUDpnsaMGcMdd9xBQkJCXdBba3nppZfIyMjgjDPOwBg4dCiPa665hqSkJJ577jnA9cvPn38pOTnbWLduM337nkZpKeTmZvPuu+sYM+acurA/7rgMMjJOIj19cF3ZxhgWL36U3r1TMMYXWgd33PFYhJqOpLZ2JAcPuu6maEthYX33i3soXGRJSZFPBg2XpKTGIRl+CmikLpbwOtftY4CGTei7gCupqOhFXJw74cTHv8HOnWsYMqSMefOuZdAgGDDA8s47DzN69EROPvlL+KLMfHj00Vt48sl7ufnmx5gx4xqAuqA3xtV96FB30utOun3Ye2UwULqn1NRUlixZ0mjdyy+/zMUXX8z8+fN59NFHAYiPj+fVV1+lb9/6v/fj98OkSWczbFgGw4dbRoUa3L16zWXmzMmMGDGGvn3dVcBpp41n1aptzcqfPv3KNtfV73et3uOOcwO6kQSDbmpo0xNA05NC+OokPNgaSWKiC85+/dzU0j17XMu9JfHxzVvkAwcaBg0ayaBBbtaL3w8HDkzl3Xcfo0+f45g0ye1bUPA5Dz10PSkpfXn++fqH0efmbmPQoBHExbnZERkZJ+H3x1FVVT/1yO93A+RDh3bfh891+7CH5oOBxcXFpKSk9OjBQOm+PvnkE84//3xOPfXUunX9+vVj3bp1DBgwoNF7H3/88Wb7n3nmGM48c0yz9RUVjbuBSko678aiMJ/PBWp6upveGYm1rgXe0hXCvn2uvl984ZawXr0aB3nT7pa+fdvWZZKePqiuVR4WDAa56KLvEx+fWNeqd7OLJlNeXsLjj2fTv38GF130PcaNm0pGRiYJCS7gBw/u/n9VrNv32Ueiv0ErsdSdPl8tjQd0db1KS13o79/vukQGDXKz1Dp5RmWLDh7cy003TaW0tIhnnsmrm2mTnFx/E9TRrA+oz15E2sEY1zfedL53ba0L24oKd6do+DX8dVseCNbReiUnu+WEE2JbVkv69h3AihWfUl5egjGm7qFkEcbRuz2FvYgH+f31N/RFEgw2Dv9IXx+tO1o7g9/v+vsDgciv8fHuMdvdtT++LRT2ItKMz+f6z1uaQllbG/1EEP6+M8cLGjLGBXXz0I4c6Ef5doBjksJeRNrF74/cRdRQdXX0E0H46/Cwod/f9vAOBI5+X3p3p7AXkZgJB3O0x3Vb604Irf1NY+k4hb2IdBljjs3nyPRE3ezhuSIi0h4KexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2HS751EAAAQ0SURBVIuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDYhL2xpiTjTEPGGM2GmNKjDG7jTFrjTHjYlGeiIi0LFYt+wuB84AVwCXAQqA/sN4Y86UYlSkiIlHExei4TwG/tdba8ApjzGvATuBG4MoYlSsiIhHEJOyttYUR1hUZY7KBjFiUKSIi0R21AVpjTDowBvj0aJUpIiJOrLpxInkQMMBvor3BGLMAWBD6tsQYs7WdZR0HNLu6EOkk+nxJLHX083V8pJWmQbd6VMaYrwKvtqGQN6y10yLs/zPgHuD71trH2nCcDjHGvG+tnRDrcsSb9PmSWIrV56utLfu3gdPa8L6ypiuMMdfhgv7WoxH0IiLSXJvC3lpbBmw50oMbY+YBDwP3W2vvPtL9RUSkc8RsgNYYcxnwB2C5tfYnsSoniv85yuWJt+jzJbEUk89Xm/rsj/igxpwLvAJsAn4MBBtsrrTWftTphYqISFSxmo3zFSABGA+81WTb58CIGJUrIiIRxKRlLyIix5Ye/dRLPZBNOosxZpgxZrUxpsgYc9gY8xdjzPCurpd0f8aY2caYZ40xnxtjyo0xW40x9xpjUjq1nJ7csjfGXI+7SWsF8CGQBtwMnAFMttZ+0IXVk27CGNMb+BdQCdwKWGAp0BsYa60t7cLqSTdnjFkP7ALWALnAmcAS3AzISdbaYPS9j6CcHh72xwH7mzyQrQ/ugWwvWGv1QDZplTHmRuDXwCnW2s9C604AtgE3W2t/3ZX1k+7NGNPfWruvyborcY3U8621r3VGOT26G8daW2ibnM2stUWAHsgmR2ImsD4c9ADW2h24yQezuqxW0iM0DfqQ90KvnZZTPTrsI9ED2aQdRgOfRFi/CRh1lOsi3jA19NppOeW5sKcND2QTaSIdOBhh/QGg71Gui/RwxpgM4C7g79ba9zvruN0q7I0xXzXG2DYsWVH2/xnwHeD6hpfkIiLHAmNMMm6gtga4pjOPfTQfcdwZ9EA26QoHidyCj9biFzlixphewAvAicBUa21uZx6/W4W9HsgmXWQTrt++qVHA5qNcF+mBjDEBYDUwAbjAWvtxZ5fRrbpx2qOLH8gmPcNa4GxjzInhFcaYEcA5oW0i7WaM8QFP4B4zc6m1dn1Myunh8+z1QDbpMGNMEu6mqnLqb6r6BZCCu6mqpAurJ92cMeYR4DrgbuCvTTbndlZ3Tk8P+yXAHVE2f26tHXH0aiPdWejRCMuAC3Czuf4XuMlau7Mr6yXdnzFmJ1H+lCBwp7V2SaeU05PDXkREnB7fZy8iIgp7ERFPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDzg/wNidoryHoKIVwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ad7e255ea6634b99a71f32bb071f5f82", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 41000 loss=-1.047 val_loss=-0.611\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "416f185a8a1e4bd1bf3ef254b68501d1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 42000 loss=-0.6729 val_loss=-0.6841\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "724e67e91e344ff0a54e1f7fa66750fb", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 43000 loss=-0.6311 val_loss=-0.7858\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8a244938ac7f4c6f921b60c3c0b3fcd9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 44000 loss=-0.4916 val_loss=-0.4763\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2f0820f4546e4708a437a24a898fea41", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 45000 loss=-0.8974 val_loss=-0.7627\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6181b832e1294dd888c5d64e62de2539", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 46000 loss=-0.6319 val_loss=-0.8936\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6cf763d02a464f8bbc25eca5bd805733", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 47000 loss=-0.9055 val_loss=-0.7595\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a4a5db55e57f492d99072ce21b567489", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 48000 loss=-1.095 val_loss=-0.6749\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bb61cfae9dbb4ad499c462ed05914c05", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 49000 loss=-1.195 val_loss=-0.7932\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "151fb210d04e4f0c9305201eaa06a3c0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 50000 loss=-0.06208 val_loss=-0.7879\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "235a74217e3f4b69a14485bb0ee9081e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 51000 loss=-0.8243 val_loss=-0.7606\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "dd3e3c37f0c5460f98ab866daff47ac6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 52000 loss=-0.7935 val_loss=-0.7798\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c9200aca02b946f09597c348f2482d75", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 53000 loss=-0.9096 val_loss=-0.7303\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fd4f6abfd73c4356848c5c05d5a01eff", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 54000 loss=-0.8063 val_loss=-0.7399\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e5b6f975c335430e8025e50020911b6b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 55000 loss=-0.8514 val_loss=-0.9208\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "878ffbac776845a3a3019e46c212b408", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 56000 loss=-1.158 val_loss=-0.7181\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4131d9c39ba940b2a5e295a35a83b3e1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 57000 loss=-0.8632 val_loss=-0.6477\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a330c2e5d78b4a00a8dc6acc3c3052f8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 58000 loss=-0.7471 val_loss=-0.8283\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5adf4f61751545d8b29e8e355b39c235", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 59000 loss=-0.6533 val_loss=-0.7788\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6662bf417ded4dcabe7475eba36365aa", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 60000 loss=-0.4517 val_loss=-0.7565\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "820e29fc3178433e92eed8dbdb817f6a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 61000 loss=-0.5638 val_loss=-0.805\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "05eb695b85ab4edbaf0955001d5e4fa8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 62000 loss=-0.759 val_loss=-0.923\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b720bc5c0f0d480abfc3b3f54a330b84", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 63000 loss=-1.113 val_loss=-0.8119\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "27c8c36404a44c31a587fc1245859af3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 64000 loss=-0.8336 val_loss=-0.7304\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3ce21abefdfa417891a46775705fe6de", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 65000 loss=-0.5435 val_loss=-0.8465\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8187530b261f44529e23ea86d2497c38", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 66000 loss=-0.8401 val_loss=-0.8899\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9765327ee34f490cbf24c13eb1f92900", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 67000 loss=-1.111 val_loss=-0.8268\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "64f9828b6cda47a093743af92f80a8a1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 68000 loss=-0.4738 val_loss=-0.8169\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f620ed881d884ae38e9195795facb97f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 69000 loss=-1.042 val_loss=-0.7349\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c01be677e1fa4748a7c6126797fd5519", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 70000 loss=-1.112 val_loss=-1.122\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b0d8bb820a0c420c99e9958586f336b8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 71000 loss=-1.156 val_loss=-0.7786\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f3c8944f31524412b2c989330eb90936", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 72000 loss=-0.9984 val_loss=-0.8394\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8f4249d4fb224ffead83fad6904a3181", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 73000 loss=-1.35 val_loss=-0.9151\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d5432dbcb6574d8fa16528f141e2df3a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 74000 loss=-1.212 val_loss=-0.8436\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8981de31ff494169ae0636adf431952d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 75000 loss=-0.8215 val_loss=-0.8068\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c564ed5a7a0e44faa2e8e752cebddf85", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 76000 loss=-1.016 val_loss=-0.8846\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d37a538aec15496488537d6d4921a9a6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 77000 loss=-0.6099 val_loss=-0.914\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f08fb650d65f4beb90e5f8d936133ece", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 78000 loss=-1.156 val_loss=-1.076\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "adc383fd7b624b7ca081952a9990d0a3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 79000 loss=-1.26 val_loss=-0.9029\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e8217c2fe5ee4371b657859b5afb3a80", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 80000 loss=-1.027 val_loss=-0.7827\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "957d8a2ad2e44751858f479cad53ce55", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 81000 loss=-1.343 val_loss=-1.001\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d9a0f614fe184def87c43e5c113f64aa", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 82000 loss=-1.277 val_loss=-1.018\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ebab32d4c39c4635bb04ecbb6163c52b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 83000 loss=-0.9921 val_loss=-0.799\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5b6730fdd5c444a180f937121bbd779c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 84000 loss=-1.217 val_loss=-0.837\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b84fc011754444aa90204c9f8e1bbdc6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 85000 loss=-1.175 val_loss=-0.9341\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5446aece384f4d0c905acb30e04a3ba2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 86000 loss=-1.285 val_loss=-1.064\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f37cf0cb97c04412ad0560d587890dbd", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 87000 loss=-1.144 val_loss=-0.8846\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9301c1b061084875bf368715c139bc73", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 88000 loss=-0.714 val_loss=-0.9119\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "858a9e4dc72844749f72366f0cc4c557", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 89000 loss=-1.254 val_loss=-0.9565\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9e1fd6cce24a4f21adaf0074f4093c53", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 90000 loss=-1.531 val_loss=-1.042\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3b02f09239d9441cac4b9e5bda9d33b6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 91000 loss=-0.6479 val_loss=-0.7162\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c6ea28f09b7848d1bbfdac5a8998b03a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 92000 loss=-1.109 val_loss=-0.9726\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9f4469fc4b224c8480f3e08ddcb5d907", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 93000 loss=-1.279 val_loss=-1.059\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1d427dcc2c2342e3abcdf73c2a31ee49", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 94000 loss=-1.151 val_loss=-1.031\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d7cb04654135460aaadd913c70d4acb2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 95000 loss=-1.193 val_loss=-0.9117\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8d1eebd5490a4c6cbfc2db7c97d222c5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 96000 loss=-0.4153 val_loss=-1.078\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "61882a0e9ac04c8cb866eb6c39bfe40b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 97000 loss=-0.8927 val_loss=-1.14\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "dba4febd0c364bdf9e1f76d6e8856be1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 98000 loss=-0.2916 val_loss=-0.9741\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1a07dd2f48f3496b9c896f532c767976", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "train: 99000 loss=-1.05 val_loss=-0.9865\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "eb67f7f3b60146ffa9b927ed07c4bf5d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=300.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "val loss (n=300) tensor(-0.4228, device='cuda:0', grad_fn=)\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAENCAYAAAAG6bK5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAdwUlEQVR4nO3de3xU5Z0/8M83k8llckFuSuUiEpFFlKpA8VJ/4qVVqtu6XbwCLhY3ApGXWlx1d3WL6wX7s+IFrPYnVtHq1pLYRRT7qoVgVQREhChQISkgIAhBDOQGSebz++NMQhIzyeQyk0mez/v1Oq8JZ87lmcnJ8znnOc95MJIQERH3JHR2AUREpHMoAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJAugwze9bM7mvnNlLNbImZlZjZIjObaGZ/7qDybTezSztiWyKxoACQmOiIypHkNJIPtLMoEwCcAKA3yatJvkLyh+3cZqvV/z7MbIqZvR+DfT5gZp+aWbWZzY72/iT+KQAkLphZYox2dRKALSSrY7S/qGvFd1cI4C4Ab0WxONKFKAAk6szsZQCDACwxs1Izu8vMBpsZzWyqmX0BYHlo2UVmtjfURPNXMxtRbzsvmtmDoZ/HmdkuM5tlZvvMbI+Z3dRCOe4H8F8Arg2VY2rjs+9QmaaZ2VYz+8bMnjYzC72XZWbLzeyAmRWb2Stmdlw7v5vhAJ4FcG6oTN+E5ieb2a/M7Asz+yrU/JXa6LPfbWZ7AbwQyb5ILiT5NoDD7SmzdB8KAIk6kpMBfAHgH0mmk/y/9d6+EMBwAJeF/v02gKEAjgewDsArzWy6H4AeAPoDmArgaTPr2Uw5fgHgYQCvhcrxfJhFrwQwBsBIANfUK5sBmAPgxFCZBwKY3Uz5WkRyM4BpAD4Mlak2UB4BcCqAMwGcAu8z/le9VfsB6AXviia7PWUQdykApLPNJllGsgIASP6W5GGSR+BVrt81sx5h1q0C8N8kq0guBVAKYFgHlOkRkt+Q/AJAPrxKGCQLSb5D8gjJ/QDmwguwDhW64sgGcAfJr0kehhdc19VbLAjgF6GyVHR0GcQNsWp3FQlnZ+0PZuYD8BCAqwH0hVfJAUAfACVNrHugUVt+OYD0DijT3qa2aWYnAHgSwAUAMuCdQB3sgP011hdAAMDHodYnwLv68NVbZj/JynAbMLON8K4OAGA8yfeiUE7p4hQAEivhxh2vP/8GAD8BcCmA7fCadw7Cq/ziwcPwynsGya/N7CoA8ztgu42/m2IAFQBGkNwd4ToN3yRHNPe+CKAmIImdrwAMaWGZDABHAByAdwb8cLQL1UoZ8JqZSsysP4B/66DtfgVggJklAQDJIIDnADxuZscDgJn1N7PLmtlGi8zMb2Yp8P7uE80sJXTVJY6KWgCY2QQzyzOzHWZWYWafm9kcM8uI1j4lrs0BcG+oZ82dYZZ5CcAOALsBbAKwKlaFi9D9AM6G1xz1FoDXwy0YesBsY4TbXQ5gI4C9ZlYcmnc3vG6bq8zsEIC/oP33N56Dd2VxPYD/DP08uZ3blC7MovU/gpnZKng9PxYD2AXgLHg39f4G4LzQWY6IiHSSaAZA31BPifrzbgSwEMAlJJdHZcciIhKRqDUBNa78Qz4KvfaP1n5FzGxj6KGqxtPEzi6bSDyJdS+g2j7Tm2O8X3GIesCIRCZqTUDf2pHXa+ITABtI/iDMMtkIPdWYmpo6auDAgWG3FwwGkZCgTkzS+XQsSjzZsmVLMcm+kSwbkwAws3QAK+A9Qv89krtaWmf06NFcu3Zt2PdXrFiBcePGdVQRRdpMx6LEEzP7mOToSJaNehNQaACrJfD6gF8YSeUvIiLRF9UAMDM/gFwAowH8gOSn0dyfiIhELmoBYGYJ8EZyvBjAlSTj7aEeERGnRfMK4Gl4g3o9BKDMzM6p994uNQWJiHSuaHZdGB96/U8AHzaabo7ifkVEJAJRuwIgOTha2xYRkfZT52UREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcldnYBRES6gvJy4OhRoLoaqKryXmt/rqkBEhIAvx9ITGz4mp7u/RyP4rRYIiKdiwS++QYoLvamI0cavh8MApWVXjBUVgKpqUBmplfp12cGpKUBPXoAxx3nTY2X6SwKABGRkJoa4OuvvQr/wAGgrAxYvx5YvRrYvNn7d0WFV+lXVHgh0Vgg4AVBevoRZGSUISurF844Azj9dKBXr2PL9OnjTZmZsf2M9SkAxGlFRUV47LHH8Lvf/Q6lpaVIT0/HpEmTMGvWLGRlZXV28SQGqqq8yr642Kv8d+4E1qzxKv1PPvGafY55GcAhAP8MoB9SUoDU1DIkJ1ejstKPQ4cCKC8HystfAnAzgJ/hk0+eRW6ut3b//sAZZwBnnw2ce67XPJSU5AVB795Az55eU1KsKADEWW+//TYmTJiAqqoqVFVVAQAOHz6MBQsWYOHChcjNzcX48eM7uZQSDZWVx5p29u0DNmzwKvw1a7wAAMoAvAhgE0499WmMHetV2nPnPoadOzfgiSfOw+mn94PPB7z44qNYuPB+3Hnnc/jRj25GWRnw4YeDMGdONUaM+BqjRgGffQZ89tke7N79EHbvnoU//elk+P3AmDHARRcB550HfPkl4PN5P/t8sfkeFADipKKiIkyYMAHl5eXfeq82ECZMmICCgoK6K4FwVwvnn39+rIsvbVBWdqzS37rVq/Brz/IrKwngAIA+SE8HzjorAatW3YWqqnI88MA9GDx4IDIzgb17J2HnznPx/e8PQN++XkXdo0cVUlNTUVOzCyef7F1RDBhwHq64ogR+fwYqKrz7Bc888zj+8IenMWTIHmRm5mHDBmDlSm9KSgLOOQcYNw747ndj1yxkbKoRKw6MHj2aa9euDfv+ihUrMG7cuNgVSLqVGTNmYMGCBXVn/k3x+/3Izs7G/Pnzm7xaqO+KK67Ak08+qWajOFNS4lX4e/YcO8NfvRrYsaP+Ujvh91+C5ORqPPRQEUaMMKSlAXl5j2LQoBNwww3/hN69M9pchmAQKC0FPvpoE5566pf48Y9vRVbWGBw4ALz7LpCf710h1AoEgLVrgeHD27Y/M/uY5OiIllUAiIsyMzNx+PDhiJZbt24dRo4c2eTVQn2pqanIy8tTs1EnCgaP9dzZuBF4/32vwl+3zrtpCxwBsBxJSXtxzjk3YexYYNSoGsyY0R/BYDWWLduA4cP7IzU1uuXctq0Y//M/b8DvPwFjxlyB/fuBFSuAN9/8C6qqLsTOnf42NwO1JgBAMi6nUaNGsTn5+fnNvi/SHDMjgBanhIQEnnnmmUxISIho+ZSUFE6cOJEZGRk0M2ZkZHD69OksLCzs7I/crRw9Sh4+TB44QO7ZQ+7YQa5fTz71FHnddeTJJ5NeHx0SCBLw5v3oR5sJgBkZPbluXRV37iRLS8ktW7awqqoqZuVftWoVAXDMmDHct4/89FNyxQryuOP6cseOQ+3aNoC1jLCe7Tb3AOq3zx4+fBj+UEfb6upq9ezoRmp/zy+99BLKysrq5qelpeHGG2/EhAkTkJub22KvnuTkZFRWVra4v/T0dKxfvz7i8lVWVuLVV18FQ1fWuqncdmVlXq+cigrvpu3XX3tNOXv2eL12Gk9FRd46tZKTNyE19Q706ZOOOXPyMHQo0LPnP+DWW3+Ks88eiaFDK5Geng4AGDp0aEw/W+/evTFlyhQMHjwYffsCfft69w4uuOAi9O2bFLuCRJoUsZ5acwWwdOlSBgIB+v3+Zs/OfD4fn3/++ValaWFhIadPn64zujhQ+3v2+Xxhz9Zrf8/15/v9fqakpPDeex9kcbF3xnj99dkEmr8KSEjw83vfuyWiM/9Ip4kTJ+rYCaOmxjuj37KFzM0lZ8wgR40iTzyRTE6uf0YfbtrEfv0+5DXXkHPnkkuX7qGZMS0tjWVlFZ398WIGrbgC6PSKPtwUaQAUFhYyEAi06o8w0hAIFyx+v5+BQIBLly6NaDvSOk2F7g033MDU1NR2VsDGYcP+xu98h/T5Cgm0dNwECBQSyOiwADAzHTv1VFaSu3eTGzaQzz1HTp5MDhlSv1I/SmAngXKmpJADBpBZWfkcMGAmzz03j9Omkf/xH+SsWesIgGeddS6Li8nqam/7ixcv5v79+zv3Q8aYUwEwffr0Fs/8G0+JiYktnoVFEiyBQEBncx0sXOhG2mbfUgAAN9dVLmlpS2kWINB4X376fAFecMFSXn01mZU1nWatO8ZamgKBAJctW+bc1WVVFblvn3eW//775K9+RV51Fdm3b8Oz+bQ08qKLguzV6xQC4BNPLOenn3rr/eIXTxIAp07NYWmpdz9g165d7NWrF2+66SZW19b+jnIqADIy2nZ2lpOT0+z2IwkWv9/f4nYkcm25mmvtlJKSybfeIjdvJr/6itywoZDTp+cwMzOTCQkJzMzMZE5OToNKOBrl8vl8TExM7PZXl5WVZHExWVREfvQR+dJL5MyZ5Lnnkikp9Sv9IHv0WMOsrFl85JEj/Phjr6nu5z+/k/369eNbb71Vt83169dz7ty5/Otf/1o3LxgMMhgMdsZHjDtOBUBbzwx9vkyOHDmFV155K4uLydpj59FHH+W0adOYlpYW0XYyMzObLJ/uHbReW67mWjslJCS0qWxLly5lSkpKVMtWf+qKV5dHjniV/bZtZEEB+cEH5GuvkffdR15xBXnCCQ3P8gGvZ86kSeSzz5KnnjqSAJiX979126ypqem8D9RFtSYAuvxzAJH25/42g/e3dhx8voPIygJGjgTWrDkfX3yxEmaGSL4bM0MwGGwwL9xDQ36/H36/v643iKvj0IT73I179kRDZmYmSkpK2rRuUVERbr/9drz55pvfei/S4yVSiYl+XHttNubMmR8ab8abGvcNDwaPTTU1Lf8cDDaugpue19z8hp/bm+eNfwP8/e+1wx540759DZfv0QMYNQowewq7dr2G559/A0OH9kbv3sBvf/scNm3ahGnTpmHYsGEd9l26xqkHwSJ5orMpycmZOO20x7Frlx/FxZPrHdh/BLAHwN0ASlvcjs/nQ3V1dd2/n3nmGcyaNQsV3lMnTQoEApg3bx5mzpwZ9snS1NRUTJkypduFQXPh2NrfYWvVf7K3PYqKivD444/j5ZdfRmlpKVJSUvDTn/4UeXl5zf7eWyslJRN5eSUIBI7Nqx1GuH5lHi3BoFepHz58bCor84ZFrqz0Xo8e9eZ9/jmwaVPtw1bHpKUBI0YAWVm7MG7cAIwc6XV5/Nd/vQz5+X/GggULMHXq1Oh9CAc5FQBFRUURPaVZX2JiIm655RbMnz8fJLB3L/DBB8CHH3pPDG7aBOzbNwPAAgDhKyUzw/nnX4D33nsXALBnzx6ceOKJEZcjknImJSV1m/7jbflddaRAINBgbJ+OUnss1oZbRUVFB10NGMyqMWRIAkaM8IYTPu00ICOj4Zl949fm5tXUeMMS1Fbo4X6ureyPXdzmAygEcA2AHmFLfOKJqCvr6acDWVnEXXddgjVr8rFpUxGGDx8CAFi+fDkOHjyIyy+/HGlpaR3wXUkt554EjvQ5AETYvlpWRr7xRiGTklruJnjOOYW8+27yrbfIlSs/p8+XqPbgMKLdxt/ccwDRvLFa/1gsLCzkpEmTOvBz/bCJRpiOmsoIFBDYXG/ePgKXEriYAJmaSh5/PJmUdBYBcOTI1bzkEq9N/8orv+F119VwyhRy9mxy0aIgf/3rlZw+fTa3b6/hoUPevbXrr7+e6enpXLx4cVS+f2kI8XITGMBAALkASuANov06gEGRrNvaoSAKCwuZk+P15gj3x5SYmNiqiiB8sPjp9RFf2uAPqkcPsqWHi9ozdfaN5Pbc2C4vJ9PT29+fvnaohfT09Abz09PTmZOTw2XLltUdB+F69XS0poYlae4ZEp/PF/ZhtmNh5mNKShqnTHmYTz5JZmeTY8eWMj39daal7WNmJtmzJ9m7t1dB9+vnPTA1cCB50kleX/pTTiGHDSOHDydHjCBHjiTPOou84AJy/Hhy7NiXCYCnnnot772X/OUvySeeqAiFaCL/9Kdq5ueT+fnk5Mn38fLLp/CFFzYyP5987z3ysssmctCgoXzxxfe4fTt58GCQAwYMIACuWbOm7rv48ssvWVHhzoNYnS0uAgBAAMBWAJ8BuArATwB8CqAIQFpL67d3LKD6gdCeiqCp7UyblsPVqwu5dCl5zz3kJZeQffrUBkHHPTTU1FT/bDaWPY0iucry+/0NnnQtLyf//nfvAZ+rr25dOHal7pHhjsVwx+CyZcsiesakoOBzbtlSzk8+8caJufvuFwiAV16ZXVcx5+Xt4fHHD+SZZ46rm5efT95888O89tp/46JFu+vm3X33C5w27VEuWXKQ+fnkU0+9z0GD/oETJtzeYN3HH/8zX3vtUxYU1HDrVnLnTq/v/qFDXrfOYJA8evQos7KymJCQwG3bttV95gcffJC33XYbt27dGsVvXJoTLwFwG4AaAKfUm3cygGoAP29p/a40GFxVFbl/P7lsGTlqVMc/NNTUlJyczNTU1JhUlK3tB5+UlMypU5fyssuCzMj4MhSMkYdj7dl8LM/i26Mtx2JrnzI/coT8zW/+wNNPH8OcnIe4dq3Xr37RIm9ws0GDTuXq1eSqVeSHH5IDBw4lAL766ma+/7730NXll99IAMzJmcOCAvLzz8nt28m9e8mDB8mKCm84hkhVVVVx5cqVrf7sEl3xEgDLAHzQxPx3Abzb0vpdKQDqi8XDTJFMbblvEO6KYuLEiW1ou08hcBKBk/id79TwmmvICy+c3mLTR1d8uK6tx2JHXKUePXqU27dv/9YZ98KFCzlnzhx+8803dfPmzZvHa665hgcPHmxTeaVriJcA2AvgN03M/zWA/S2t31UDgGz9TeloTI0r0paaizp+CAZjYmIajzuuH1eu3MaKiu47vEY8H4vintYEQNS6gZrZUQBzSd7TaP6DAO4h+a2hqM0sG0A2AJxwwgmjfv/734fdfu0DRPFq9+7dWLRoEd555x1UVFQgISEBwWAQ0fq+m5KamobXX38TH3+8Gg88MBvV1VWoqampe9/n88Hv92PmzJmYN29eRMMjt27/qViyZAl89Z5eWr16NWbPno2qqqbLMnv2bIwdO7ZDyxFt8X4silsuuuiizu8GCuAogEeamP8ggOqW1u/KVwBN6ZymoQSatTzqpZmPZh3ffTXcsAsddYM+XnS1Y1G6N7TiCiAhopRom4MAejYxv1foPadkZWUhNzcXgUCg7j+rqdX43x0nHeRj8P4bvPDIGpDVzS7Tpr2HOSvOysrC/PnzUVJSgpqaGpSUlGD+/Pnd6olnka4gmgGwEcCIJuafBmBTFPcbt8aPH4+CggJkZ2cjMzMTCQkJyMzMRHZ2NiZOnNihQZCY6Me//MtkpKX9Dl5nrNgyM0yePDnm+xWRyEUzAN4AcI6ZDamdYWaDAZwfes9J4c5+77///ogCIDExESkpKUhOTm52uaQkP+677w6Ul7c8nlE0pKSk4I477uiUfYtIZKIZAM8B2A5gsZn9xMx+DGAxgJ0AfhPF/XZJzTUR1QoEArjlllvw2Wef4Y9//GPY5qRAIIDc3FxkZWV1ys3J5ORk5OXlqUlHJM5FLQBIlgG4GMAWAC8DeAXANgAXk+yc09I4F66JKCcnB4WFhSgrK6trK2+uOamgoKBu8LhJkya1eGWRmJiIxMRvdcpqcZ2hQ4c22HZSUhImTpyIjRs3dovB60S6uy4/Gqg0L5IROCMZnrqpdaIxsmZXpGNR4klrRgONZhOQxIGWeh/VNhf97Gc/a3BFYWYAUPfa1Dqq/EW6NgWAAyJtLqp/gzoYDKKwsBAzZsxodh0R6brUBCTSTjoWJZ6oCUhERFqkABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBylABARcZQCQETEUQoAERFHKQBERBwVlQAws1PN7EkzKzCzUjPbY2ZvmNl3o7E/ERFpvWhdAfwQwEUAFgL4RwAzAPQFsMrMRkVpnyIi0gqJUdru7wE8TZK1M8xsOYDtAG4DcGOU9isiIhGKSgCQLG5iXomZbQHQPxr7FBGR1onZTWAz6wXgdACbY7VPEREJL1pNQE2ZB8AAPBFuATPLBpAd+mepmX3ezPb6APjWlYZIJ9CxKPFkWKQLWr1m+vALmV0K4J0ItvcuyXFNrP/vAB4GMJXkbyMtXAtlWktydEdsS6Q9dCxKPGnN8RjpFcBKAMMjWK68icJMg1f539tRlb+IiLRfRAFAshzA31q7cTObDODXAB4j+VBr1xcRkeiJ2k1gM/snAC8AWEDyzijs4v9FYZsibaFjUeJJxMdjRPcAWsvM/g+APwPYCGAmgGC9t4+Q/KTDdyoiIq0SrV5AFwNIBnA2gA8avbcDwOAo7VdERCIUlSsAERGJf11+NFANPCedwcwGmlmumZWY2SEze93MBnV2ucQ9ZjbBzPLMbIeZVZjZ52Y2x8wyWly3q18BmNmt8B4eWwhgHYDjANwF4EwA3yf5cScWT7ohMwsA2ADgCIB7ARDAgwACAEaSLOvE4oljzGwVgC8ALAawC8BZAGbD67l5Hslg2HW7QQD0AXCg0cBzPeANPLeEpAaekw5lZrcBmAtgGMnC0LyTAWwFcBfJuZ1ZPnGLmfUlub/RvBvhnRRfQnJ5uHW7fBMQyWI2SjGSJQA08JxEy48BrKqt/AGA5DZ4HR5+0mmlEic1rvxDPgq9NlsHdvkAaIoGnpMoGwHgsybmbwRwWozLItKUC0OvzdaB3TIAEMHAcyLt0AvAwSbmfw2gZ4zLItKAmfUH8N8A/kJybXPLxl0AmNmlZsYIphVh1v93ADcAuLX+JbqISHdnZunwbgZXA7ippeVjORx0pDTwnMS7g2j6TD/clYFI1JlZKoAlAIYAuJDkrpbWibsA0MBz0gVshHcfoLHTAGyKcVlEYGZ+ALkARgP4AclPI1kv7pqA2iIGA8+J1PcGgHPMbEjtDDMbDOD80HsiMWNmCQBegTcEz1UkV0W8bjd4DkADz0lMmVkavAfBKnDsQbAHAGTAexCstBOLJ44xs2cATAPwEIA3G729q7mmoO4QALMB/CLM2ztIDo5dacQVoWEfHgfwA3g9zpYBuJ3k9s4sl7jHzLYDOCnM2/eTnB123a4eACIi0jbd4h6AiIi0ngJARMRRCgAREUcpAEREHKUAEBFxlAJARMRRCgAREUcpAEREHPX/AUCdNuAo+AisAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "writer = SummaryWriter(comment='-anp_1d_impr')\n", "print(writer.logdir)\n", @@ -12519,7 +2751,8 @@ "ExecuteTime": { "end_time": "2020-02-16T01:18:20.214816Z", "start_time": "2020-02-16T01:18:13.335447Z" - } + }, + "scrolled": true }, "outputs": [ { diff --git a/smartmeters-ANP-RNN-mcdropout.ipynb b/smartmeters-ANP-RNN-mcdropout.ipynb index 302e62b..ad9b5c3 100644 --- a/smartmeters-ANP-RNN-mcdropout.ipynb +++ b/smartmeters-ANP-RNN-mcdropout.ipynb @@ -14,8 +14,8 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T09:00:30.092975Z", - "start_time": "2020-02-16T09:00:27.666631Z" + "end_time": "2020-02-23T00:31:12.955317Z", + "start_time": "2020-02-23T00:31:10.460541Z" } }, "outputs": [], @@ -44,8 +44,8 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T09:00:30.146529Z", - "start_time": "2020-02-16T09:00:30.096030Z" + "end_time": "2020-02-23T00:31:13.004196Z", + "start_time": "2020-02-23T00:31:12.958210Z" } }, "outputs": [], @@ -60,8 +60,8 @@ "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T09:00:30.199286Z", - "start_time": "2020-02-16T09:00:30.150700Z" + "end_time": "2020-02-23T00:31:13.052245Z", + "start_time": "2020-02-23T00:31:13.007245Z" } }, "outputs": [], @@ -76,8 +76,8 @@ "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T09:00:30.310063Z", - "start_time": "2020-02-16T09:00:30.202401Z" + "end_time": "2020-02-23T00:31:13.184852Z", + "start_time": "2020-02-23T00:31:13.055081Z" } }, "outputs": [], @@ -94,8 +94,8 @@ "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T09:00:30.360614Z", - "start_time": "2020-02-16T09:00:30.312650Z" + "end_time": "2020-02-23T00:31:13.237629Z", + "start_time": "2020-02-23T00:31:13.187409Z" } }, "outputs": [], @@ -117,8 +117,8 @@ "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T09:00:39.230592Z", - "start_time": "2020-02-16T09:00:30.363005Z" + "end_time": "2020-02-23T00:31:21.893945Z", + "start_time": "2020-02-23T00:31:13.240120Z" } }, "outputs": [], @@ -131,15 +131,15 @@ "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T09:00:39.842350Z", - "start_time": "2020-02-16T09:00:39.232526Z" + "end_time": "2020-02-23T00:31:22.503183Z", + "start_time": "2020-02-23T00:31:21.897446Z" } }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -191,8 +191,8 @@ "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T09:00:39.896626Z", - "start_time": "2020-02-16T09:00:39.845286Z" + "end_time": "2020-02-23T00:31:22.559491Z", + "start_time": "2020-02-23T00:31:22.507470Z" } }, "outputs": [ @@ -226,8 +226,8 @@ "execution_count": 9, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T09:00:40.074950Z", - "start_time": "2020-02-16T09:00:39.899504Z" + "end_time": "2020-02-23T00:31:22.738082Z", + "start_time": "2020-02-23T00:31:22.563128Z" } }, "outputs": [], @@ -290,7 +290,7 @@ " trial.suggest_int(\"grad_clip\", 40, 40)\n", " trial.suggest_int(\"num_context\", 24 * 4, 24 * 4)\n", " trial.suggest_int(\"num_extra_target\", 24*4, 24*4)\n", - " trial.suggest_int(\"max_nb_epochs\", 10, 10)\n", + " trial.suggest_int(\"max_nb_epochs\", 10, 50)\n", " trial.suggest_int(\"num_workers\", 3, 3)\n", " trial.suggest_int(\"batch_size\", 16, 16)\n", " trial.suggest_int(\"num_heads\", 8, 8)\n", @@ -322,6 +322,29 @@ " return model.logger.metrics[-1]['val_loss']\n" ] }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T00:33:07.797863Z", + "start_time": "2020-02-23T00:33:07.723626Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[8, 16, 32, 64, 128, 256]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -331,11 +354,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T09:01:17.405062Z", - "start_time": "2020-02-16T09:01:17.348144Z" + "end_time": "2020-02-23T00:31:22.795600Z", + "start_time": "2020-02-23T00:31:22.740318Z" } }, "outputs": [], @@ -357,7 +380,7 @@ " 'min_std': 0.005,\n", " 'n_decoder_layers': 4,\n", " 'n_det_encoder_layers': 4,\n", - " 'n_latent_encoder_layers': 2,\n", + " 'n_latent_encoder_layers': 4,\n", " 'num_context': 24*4,\n", " 'num_extra_target': 24*4,\n", " 'num_heads': 8,\n", @@ -418,11 +441,11 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 16, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:15:25.833579Z", - "start_time": "2020-02-16T10:55:26.906110Z" + "end_time": "2020-02-23T00:56:02.150976Z", + "start_time": "2020-02-23T00:33:40.701673Z" }, "scrolled": true }, @@ -435,19 +458,19 @@ "INFO:root:VISIBLE GPUS: 0\n", "INFO:root:\n", " Name Type Params\n", - "0 model LatentModel 3 M\n", - "1 model._lstm LSTM 807 K\n", - "2 model._latent_encoder LatentEncoder 394 K\n", - "3 model._latent_encoder._input_layer Linear 66 K\n", - "4 model._latent_encoder._encoder ModuleList 131 K\n", + "0 model LatentModel 240 K\n", + "1 model._lstm LSTM 54 K\n", + "2 model._latent_encoder LatentEncoder 18 K\n", + "3 model._latent_encoder._input_layer Linear 4 K\n", + "4 model._latent_encoder._encoder ModuleList 8 K\n", ".. ... ... ...\n", - "70 model._decoder._decoder.3.linear Linear 262 K\n", - "71 model._decoder._decoder.3.act ReLU 0 \n", - "72 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "73 model._decoder._mean Linear 513 \n", - "74 model._decoder._std Linear 513 \n", + "61 model._decoder._decoder.1.act ReLU 0 \n", + "62 model._decoder._decoder.1.dropout Dropout2d 0 \n", + "63 model._decoder._decoder.1.norm BatchNorm2d 160 \n", + "64 model._decoder._mean Linear 81 \n", + "65 model._decoder._std Linear 81 \n", "\n", - "[75 rows x 3 columns]\n" + "[66 rows x 3 columns]\n" ] }, { @@ -466,7 +489,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -480,14 +503,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 0, {'val_loss': '1.547433614730835', 'val/kl': '0.5002708435058594', 'val/mse': '0.258502334356308', 'val/std': '0.9986149072647095'}\n", + "step 0, {'val_loss': '0.8263072967529297', 'val/kl': '9.426824476577167e-07', 'val/mse': '0.23334717750549316', 'val/std': '0.7340755462646484'}\n", "\r" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "62d9177407374e1d9157858532ab1736", + "model_id": "95594c93fb294ff4afed4a27daf85d88", "version_major": 2, "version_minor": 0 }, @@ -514,7 +537,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -528,7 +551,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 2194, {'val_loss': '-0.7450954914093018', 'val/kl': '0.003384896321222186', 'val/mse': '0.013488266617059708', 'val/std': '0.12421879172325134'}\n" + "step 2194, {'val_loss': '-1.106635570526123', 'val/kl': '0.00035303342156112194', 'val/mse': '0.006762748118489981', 'val/std': '0.10881799459457397'}\n" ] }, { @@ -547,7 +570,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -561,7 +584,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 4389, {'val_loss': '-1.314606785774231', 'val/kl': '0.0010940443025901914', 'val/mse': '0.006733658257871866', 'val/std': '0.06799031049013138'}\n" + "step 4389, {'val_loss': '-1.2668572664260864', 'val/kl': '0.00018746273417491466', 'val/mse': '0.006942092906683683', 'val/std': '0.07408321648836136'}\n" ] }, { @@ -580,7 +603,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -594,7 +617,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 6584, {'val_loss': '-1.2472330331802368', 'val/kl': '0.00047912346781231463', 'val/mse': '0.007364457473158836', 'val/std': '0.06327439844608307'}\n" + "step 6584, {'val_loss': '-1.3773473501205444', 'val/kl': '0.0005628759390674531', 'val/mse': '0.004523121751844883', 'val/std': '0.0694846659898758'}\n" ] }, { @@ -613,7 +636,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -627,7 +650,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 8779, {'val_loss': '-0.7295200228691101', 'val/kl': '0.00029361346969380975', 'val/mse': '0.013804015703499317', 'val/std': '0.06340480595827103'}\n" + "step 8779, {'val_loss': '-1.3312143087387085', 'val/kl': '0.00040610754513181746', 'val/mse': '0.0049763941206038', 'val/std': '0.06839941442012787'}\n" ] }, { @@ -646,7 +669,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -660,91 +683,35 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 10974, {'val_loss': '-0.6619825959205627', 'val/kl': '0.00017249824304599315', 'val/mse': '0.012649530544877052', 'val/std': '0.05861051008105278'}\n", - "Epoch 4: reducing learning rate of group 0 to 2.0000e-04.\n" + "step 10974, {'val_loss': '-1.3481171131134033', 'val/kl': '0.0004090859729330987', 'val/mse': '0.004730559419840574', 'val/std': '0.058878093957901'}\n" ] }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:Epoch 00005: early stopping\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 3 M\n", - "1 model._lstm LSTM 807 K\n", - "2 model._latent_encoder LatentEncoder 394 K\n", - "3 model._latent_encoder._input_layer Linear 66 K\n", - "4 model._latent_encoder._encoder ModuleList 131 K\n", - ".. ... ... ...\n", - "70 model._decoder._decoder.3.linear Linear 262 K\n", - "71 model._decoder._decoder.3.act ReLU 0 \n", - "72 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "73 model._decoder._mean Linear 513 \n", - "74 model._decoder._std Linear 513 \n", - "\n", - "[75 rows x 3 columns]\n", - "INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn-mcdropout/anp-rnn-mcdropout/version_31/chk/_ckpt_epoch_1.ckpt\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "519efcd9fa694a2eaa2f3485c60686fc", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.314606785774231', 'val/kl': '0.0010940443025901914', 'val/mse': '0.006733658257871866', 'val/std': '0.06799031049013138'}\n", - "\n", - "None\n" + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mLatentModelPL\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 39\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 40\u001b[0;31m \u001b[0mtrainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 41\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;31m# plot, main metric\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/trainer.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 700\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 701\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msingle_gpu\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 702\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msingle_gpu_train\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 703\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 704\u001b[0m \u001b[0;31m# ON CPU\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/distrib_parts.py\u001b[0m in \u001b[0;36msingle_gpu_train\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 439\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimizers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moptimizers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 440\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 441\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_pretrain_routine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 443\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdp_train\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/trainer.py\u001b[0m in \u001b[0;36mrun_pretrain_routine\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 839\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 840\u001b[0m \u001b[0;31m# CORE TRAINING LOOP\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 841\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 842\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 843\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mtest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/training_loop.py\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 331\u001b[0m \u001b[0;31m# RUN TNG EPOCH\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 332\u001b[0m \u001b[0;31m# -----------------\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 333\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_training_epoch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 334\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 335\u001b[0m \u001b[0;31m# update LR schedulers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/training_loop.py\u001b[0m in \u001b[0;36mrun_training_epoch\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 373\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 374\u001b[0m \u001b[0;31m# run epoch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 375\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mbatch_idx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_train_dataloader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 376\u001b[0m \u001b[0;31m# stop epoch if we limited the number of training batches\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 377\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mbatch_idx\u001b[0m \u001b[0;34m>=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnum_training_batches\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 802\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 803\u001b[0m \u001b[0;32massert\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_shutdown\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_tasks_outstanding\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 804\u001b[0;31m \u001b[0midx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 805\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_tasks_outstanding\u001b[0m \u001b[0;34m-=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 806\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m_get_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 769\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 770\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 771\u001b[0;31m \u001b[0msuccess\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_try_get_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 772\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0msuccess\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 773\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m_try_get_data\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 722\u001b[0m \u001b[0;31m# (bool: whether successfully get data, any: data if successful else None)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 723\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 724\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data_queue\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 725\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 726\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/3.7.3/lib/python3.7/multiprocessing/queues.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, block, timeout)\u001b[0m\n\u001b[1;32m 111\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_rlock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrelease\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 112\u001b[0m \u001b[0;31m# unserialize the data after having released the lock\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 113\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_ForkingPickler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 114\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mqsize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/multiprocessing/reductions.py\u001b[0m in \u001b[0;36mrebuild_storage_fd\u001b[0;34m(cls, df, size)\u001b[0m\n\u001b[1;32m 292\u001b[0m \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 293\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 294\u001b[0;31m \u001b[0mfd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdetach\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 295\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 296\u001b[0m \u001b[0mstorage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstorage_from_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfd_id\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/3.7.3/lib/python3.7/multiprocessing/resource_sharer.py\u001b[0m in \u001b[0;36mdetach\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdetach\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0;34m'''Get the fd. This should only be called once.'''\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 57\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0m_resource_sharer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_connection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_id\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mconn\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 58\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mreduction\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecv_handle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/3.7.3/lib/python3.7/multiprocessing/resource_sharer.py\u001b[0m in \u001b[0;36mget_connection\u001b[0;34m(ident)\u001b[0m\n\u001b[1;32m 85\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0mconnection\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mClient\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 86\u001b[0m \u001b[0maddress\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mident\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 87\u001b[0;31m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mClient\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maddress\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mauthkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mprocess\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcurrent_process\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauthkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 88\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetpid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 89\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/3.7.3/lib/python3.7/multiprocessing/connection.py\u001b[0m in \u001b[0;36mClient\u001b[0;34m(address, family, authkey)\u001b[0m\n\u001b[1;32m 496\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 497\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mauthkey\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 498\u001b[0;31m \u001b[0manswer_challenge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mauthkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 499\u001b[0m \u001b[0mdeliver_challenge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mauthkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 500\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/3.7.3/lib/python3.7/multiprocessing/connection.py\u001b[0m in \u001b[0;36manswer_challenge\u001b[0;34m(connection, authkey)\u001b[0m\n\u001b[1;32m 739\u001b[0m raise ValueError(\n\u001b[1;32m 740\u001b[0m \"Authkey must be bytes, not {0!s}\".format(type(authkey)))\n\u001b[0;32m--> 741\u001b[0;31m \u001b[0mmessage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconnection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecv_bytes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m256\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# reject large message\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 742\u001b[0m \u001b[0;32massert\u001b[0m \u001b[0mmessage\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mCHALLENGE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mCHALLENGE\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'message = %r'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mmessage\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 743\u001b[0m \u001b[0mmessage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmessage\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mCHALLENGE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/3.7.3/lib/python3.7/multiprocessing/connection.py\u001b[0m in \u001b[0;36mrecv_bytes\u001b[0;34m(self, maxlength)\u001b[0m\n\u001b[1;32m 214\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmaxlength\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mmaxlength\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 215\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"negative maxlength\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 216\u001b[0;31m \u001b[0mbuf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_recv_bytes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmaxlength\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 217\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mbuf\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 218\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_bad_message_length\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/3.7.3/lib/python3.7/multiprocessing/connection.py\u001b[0m in \u001b[0;36m_recv_bytes\u001b[0;34m(self, maxsize)\u001b[0m\n\u001b[1;32m 405\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 406\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_recv_bytes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmaxsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 407\u001b[0;31m \u001b[0mbuf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_recv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 408\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstruct\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munpack\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"!i\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbuf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetvalue\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 409\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmaxsize\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0msize\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0mmaxsize\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/3.7.3/lib/python3.7/multiprocessing/connection.py\u001b[0m in \u001b[0;36m_recv\u001b[0;34m(self, size, read)\u001b[0m\n\u001b[1;32m 377\u001b[0m \u001b[0mremaining\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 378\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0mremaining\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 379\u001b[0;31m \u001b[0mchunk\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mremaining\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 380\u001b[0m \u001b[0mn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 381\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mn\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], @@ -756,15 +723,34 @@ " 'det_enc_cross_attn_type': 'ptmultihead',\n", " 'det_enc_self_attn_type': 'uniform',\n", " 'latent_enc_self_attn_type': 'uniform',\n", + " 'learning_rate': 1e-3,\n", + " 'max_nb_epochs': 40,\n", " 'dropout': 0.2,\n", - " 'hidden_dim': 128*2,\n", - " 'latent_dim': 128*2, \n", + " 'hidden_dim': 64,\n", + " 'latent_dim': 16,\n", + " 'n_decoder_layers': 2,\n", + " 'n_det_encoder_layers': 2,\n", + " 'n_latent_encoder_layers': 2,\n", " 'use_deterministic_path': False,\n", + " 'use_lvar': False,\n", " 'use_rnn': True,\n", + " 'batchnorm': True\n", + " \n", "})\n", "trial = optuna.trial.FixedTrial(params)\n", + "trial._user_attrs = {\n", + " 'batch_size': 16,\n", + " 'grad_clip': 40,\n", + " 'max_nb_epochs': 200,\n", + " 'num_workers': 4,\n", + " 'target_length': 24,\n", + " 'vis_i': 670,\n", + " 'window_length': 48,\n", + " 'input_size': x.shape[-1],\n", + " 'output_size': y.shape[-1]\n", + "}\n", "trial = add_sugg(trial)\n", - "trial.number = 31\n", + "trial.number = 47\n", "\n", "checkpoint_callback = pl.callbacks.ModelCheckpoint(\n", " os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n", @@ -778,7 +764,7 @@ " gpus=-1 if torch.cuda.is_available() else None,\n", " early_stop_callback=True\n", ")\n", - "model = LatentModelPL(trial.params)\n", + "model = LatentModelPL(dict(**trial.params, **trial.user_attrs))\n", "\n", "trainer.fit(model)\n", "\n", @@ -795,8 +781,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:01:21.281138Z", - "start_time": "2020-02-15T07:01:20.834255Z" + "end_time": "2020-02-22T12:05:38.640190Z", + "start_time": "2020-02-22T12:05:38.559806Z" } }, "outputs": [], @@ -804,21 +790,68 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 15, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:15:25.889159Z", - "start_time": "2020-02-16T11:15:25.836460Z" + "end_time": "2020-02-23T00:33:39.780465Z", + "start_time": "2020-02-23T00:33:38.778963Z" }, "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mplot_from_loader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloader\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/matplotlib/pyplot.py\u001b[0m in \u001b[0;36mshow\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m 267\u001b[0m \"\"\"\n\u001b[1;32m 268\u001b[0m \u001b[0;32mglobal\u001b[0m \u001b[0m_show\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 269\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_show\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 270\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 271\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/ipykernel/pylab/backend_inline.py\u001b[0m in \u001b[0;36mshow\u001b[0;34m(close, block)\u001b[0m\n\u001b[1;32m 37\u001b[0m display(\n\u001b[1;32m 38\u001b[0m \u001b[0mfigure_manager\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 39\u001b[0;31m \u001b[0mmetadata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_fetch_figure_metadata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigure_manager\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 40\u001b[0m )\n\u001b[1;32m 41\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/IPython/core/display.py\u001b[0m in \u001b[0;36mdisplay\u001b[0;34m(include, exclude, metadata, transient, display_id, *objs, **kwargs)\u001b[0m\n\u001b[1;32m 304\u001b[0m \u001b[0mpublish_display_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 305\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 306\u001b[0;31m \u001b[0mformat_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmd_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minclude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexclude\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 307\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mformat_dict\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 308\u001b[0m \u001b[0;31m# nothing to display (e.g. _ipython_display_ took over)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36mformat\u001b[0;34m(self, obj, include, exclude)\u001b[0m\n\u001b[1;32m 178\u001b[0m \u001b[0mmd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 179\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 180\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mformatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 181\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 182\u001b[0m \u001b[0;31m# FIXME: log the exception\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36mcatch_format_error\u001b[0;34m(method, self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 222\u001b[0m \u001b[0;34m\"\"\"show traceback on failed format call\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 223\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 224\u001b[0;31m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 225\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 226\u001b[0m \u001b[0;31m# don't warn on NotImplementedErrors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m 339\u001b[0m \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 340\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 341\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mprinter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 342\u001b[0m \u001b[0;31m# Finally look for special method names\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 343\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_real_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_method\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36m\u001b[0;34m(fig)\u001b[0m\n\u001b[1;32m 242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 243\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'png'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 244\u001b[0;31m \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'png'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 245\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'retina'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m'png2x'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 246\u001b[0m \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mretina_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(fig, fmt, bbox_inches, **kwargs)\u001b[0m\n\u001b[1;32m 126\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 127\u001b[0m \u001b[0mbytes_io\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBytesIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 128\u001b[0;31m \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbytes_io\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 129\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbytes_io\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetvalue\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 130\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mfmt\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'svg'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/matplotlib/backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, **kwargs)\u001b[0m\n\u001b[1;32m 2054\u001b[0m \u001b[0morientation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morientation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2055\u001b[0m \u001b[0mdryrun\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2056\u001b[0;31m **kwargs)\n\u001b[0m\u001b[1;32m 2057\u001b[0m \u001b[0mrenderer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cachedRenderer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2058\u001b[0m \u001b[0mbbox_artists\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"bbox_extra_artists\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[0;34m(self, filename_or_obj, metadata, pil_kwargs, *args, **kwargs)\u001b[0m\n\u001b[1;32m 530\u001b[0m \u001b[0mcbook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_file_cm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename_or_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"wb\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfh\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 531\u001b[0m _png.write_png(renderer._renderer, fh,\n\u001b[0;32m--> 532\u001b[0;31m self.figure.dpi, metadata=metadata)\n\u001b[0m\u001b[1;32m 533\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 534\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mprint_to_buffer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], "source": [ - "# # plot lots of metrics\n", - "# loader = model.val_dataloader()[0]\n", - "# for i in range(0, len(loader), 10):\n", - "# plot_from_loader(loader, model, i=i)\n", - "# plt.show()" + "# plot lots of metrics\n", + "loader = model.val_dataloader()[0]\n", + "for i in range(0, len(loader), 10):\n", + " plot_from_loader(loader, model, i=i)\n", + " plt.show()" ] }, { @@ -842,11 +875,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:15:25.941789Z", - "start_time": "2020-02-16T11:15:25.891856Z" + "end_time": "2020-02-23T00:32:37.829533Z", + "start_time": "2020-02-23T00:31:08.500Z" } }, "outputs": [], @@ -881,11 +914,11 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:15:26.016952Z", - "start_time": "2020-02-16T11:15:25.944670Z" + "end_time": "2020-02-23T00:32:37.830827Z", + "start_time": "2020-02-23T00:31:08.500Z" } }, "outputs": [], @@ -913,11 +946,11 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:15:26.343443Z", - "start_time": "2020-02-16T11:15:26.019286Z" + "end_time": "2020-02-23T00:32:37.832272Z", + "start_time": "2020-02-23T00:31:08.500Z" } }, "outputs": [], @@ -941,24 +974,14 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:15:26.396973Z", - "start_time": "2020-02-16T11:15:26.345706Z" + "end_time": "2020-02-23T00:32:37.833558Z", + "start_time": "2020-02-23T00:31:08.500Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "predicted std 0.09 \n", - "std of std 0.02 \n", - "mcdropout of mean 0.03\n" - ] - } - ], + "outputs": [], "source": [ "# Lets add variation to std, since it it's unsure.. std should be higher. Although this is small\n", "# When it's unsure of the mean, we will also add that, this is large\n", @@ -971,27 +994,14 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:15:26.745949Z", - "start_time": "2020-02-16T11:15:26.399277Z" + "end_time": "2020-02-23T00:32:37.834929Z", + "start_time": "2020-02-23T00:31:08.500Z" } }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEGCAYAAABo25JHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUVd7HPye9kUASOoTQEQGlSgmLsKhYXkUsgMG1Aa6uYNtdCxZWFxVX18rqgrusuthAVFi7WIOCIE1EQidAIKSRnkxm5rx/nNyp905mJpkC5Ps8eTJz+z1zzvmeXxdSSlrQgha0oAWnLyJC/QAtaEELWtCC0KKFCFrQgha04DRHCxG0oAUtaMFpjhYiaEELWtCC0xwtRNCCFrSgBac5WoigBS1oQQtOc0SF+gF8RXp6uszMzAz1Y9hgMjl/lxKqqoyPj4yE+Hjj/TExzfNcJytc2xNUe3rychYCEhLUf0+IiICok67HNw0Wi/pzhZRQXe3erhERqi2NcCq1odWq3qe+3nP/MkJ1tbqGJ3hqz+joxvtsc+Knn34qklK21dt30v2kmZmZbNy4MdSPAahOkJfnvK28HHbs8HzesGH6g0kI6Nat+Z7vZIPFAocOOW+rq4PNmxs/t39/SE72fExMDHTq5P/znYwoLoaKCvftBQWwf7/+OcOHqwWLHqKjoXPn5nu+YECbrCNc9B+HDqk+UVfX+ITuCpMJNm1q/DghYMQI/Qm/QweIi/Ptvk2BEOKg0b4W1VAToLfSqq1t/Lzycv3tUvq3MjlVoDcY9SYxPRQXq/9ms/Exp2PbGk1wJ04Yn1NdbbzP39VzKFFdrSZ7R1itavzW1PhOAgClpd4dJ6X7vR2fIVzQQgRNgB4ReBpEGjx1onDqHMGGXnvW1Hh3bmkpFBbC9u3Gx5xsE1hzwKg/eVJfNka+9fX+P08oUF3trnLUU0H6gpIS3+6vh3Aa6y1E0AT4KxGUlRnvC6fOEWzovbu3A9Zkgr17Vfufzm3oCj3yM5k8t+vhw577cVMn0WDCalWLCddVeVPIzGIxlur1YEQE4bQwaSGCJsDfFazJZLwi86TaONWhN4H7M2CNJrFwGnjBgl6bepIGtHP27DFur5NBItCevaZGXz3TlHcoLfWtLxlpAMJpwdJCBE2AKxF40ge6wkhHezIMskChuYjA6DdoIQKFxogAoLLSWEV0MkgEhYXqT3sHi8V5kdWUd/BkX9FDVZX+OacNEQghJgkhcoUQe4QQ9+rs7yaEWCOE2CaE+FoI0SWQz9PccCUCb0kAWohADy0SQfNDr00rK70716g/h3sf1YzAVVXOfcHxfZryDt46MDhi375adu782WlbOPXHgBGBECISWARcCPQHpgsh+rsc9hTwmpRyEPAI8HignicQcCUCb+wDGior9TtCuA+yQEJPwvJn5dYiEdih987eSARg3I5mc3i3pV58BNj7kuYx5A/MZt8WfBr+8pfJXHjhIDZt+sG27XSRCEYAe6SU+6SUJuAt4DKXY/oDXzZ8/kpnf1jDtTN56+ECqqPqEcfpTASuA8PftvCFkE9l6Lkj19V5366eJrxw7qdGRKfZC5qiFvLGK1APx4/vA+DXX7fatoUTEQQyoKwz4BgedBg4x+WYrcAU4DngcqCVECJNSlkcwOdqNjRFIgDVqVyjjC0We8Tj6QbX9vR3svE0gUkZ3GjOUMJf+4AGT+1oNodnFLzZbDwOTSY4etRzZH9j8KX9HPHMM7vo0gW6OCi/w0mqCvV080dgnBBiMzAOOAK4CW1CiNlCiI1CiI2FhYXBfkZdSNl0IjCSIMJ5tRUo1Ne7t1+giOB0gR4R+KLW8HSsv6qVQKOxMWgyeXbfbgz+SgTg7hEYThJBIIngCNDV4XuXhm02SCnzpZRTpJSDgXkN29zMqFLKxVLKYVLKYW3b6qbKCDr8jSFwRAsR2KFnPPe3HaxWY/H/dCICT3pyb+Dp2HAlgkB7NPkqEZw4UcBbb93PoUPbG2wr9h8lnIggkKqhDUBvIUR3FAFMA65xPEAIkQ6USCmtwH3AvwP4PM2KpriOajBaXZxuRFBfrz/AmjKo6+rCU3URTDQlQA/s+nS9djwZiOCVV/7O+vXfcOut9zF48MgmX9tq9V0i2LRpNR988Dg7dnxNZeVxIiLM5OQcAMJrURIwiUBKaQZuAz4FfgXekVL+IoR4RAhxacNh5wK5QohdQHtgQaCep7nRVLWQdk6L55CxO2NTiKDFhbTpqiFPx4dr4KPj827btoEvvljFwYN7m+Xa/qiFOnXqy6RJc7nwwtspKDhAfn4edQ0PebpIBEgpPwI+ctn2kMPnFcCKQD5DoNAcRKB5Drkar043IgiEv3qLC2nTJQJQ7diqlfv2cJQIHBPi1dbWcP31c7n44qsZNGh4s1zfHyLo128s/fqNBaB37yFMmNCJ2NhYILyIINTG4pMWTQkmc4Re5wrX1VagYDQ5NYUIWiQC94nGH9dJo34djkSgPevhwwcZNqwd7733OuefP5mOHRuPU927N5fduz3nj/c2EM8Ibdv2JiEh0WlbuPTHFiLwE83l6qhnMJYyvFYLgYTZbPyuTVEN+evmdyrBdZLxpz2NzrFYwmcS06A967fffkJVVSUVFWUIL3yFS0uLueaa8UyfPp79+3cDUFfnvpLwhwhyc9dSUnIEKSVShq/nUAsR+AlXIvB30jLyHDpdpIJABS0Z5ZkPt8krkHB9f3+k1pPJhVQbg9dcczPffLOXqVNnsnz5Ur766iOP55WWFjNgwFAyMnpQUlLIlVeO4f77b3Y6xh9DcVXVCebPz+Kuu/oAsG3b59x11wxWrPiP03XDASddhbJwQXMRgdEqI9wGWaDgacXZ1EFSUwOJzpL4aU0EzZmuA9RvFE5lKx3fLyOjB7t2/cKf/3wj48dfxPjxFxme16NHH/71r9VYLBby8/PYvHkdBw7soaammvh4VWfSHwmzurqMXr3OITo6DiEEhYX7Wb16GXFxMVx55fVA+PTHMPoZTy40FxFoIf/R0c7bTxeJwKjdmsMfvLq6hQgc4U+bavUd9CLdw2mxoi0c6urqbMbYbt16MmXK7xgwYIhX14iMjKRr1+4sWbKKc84ZZyMB8E8t1LZtNx59dJ3t+5lnTuDhh5cyfPhZtm0tEsFJjuayEYBabbRu7fn6pyqMJid/je+OqKoC1/jDFiLwDVKqMqB6cZzh1EeVzUIyadIAunTpzrPPLqN37/48/fSrHs/73//e4YwzzqJnz762bRMmXOx2XHPYnDp06MXo0b1o186+rYUITmJYrc4TitXatBV8ZaU7EZwOEoHZbDyZNNVDA5qWDuBUQHN5thUV6RNBOPVRs1kldNNUOm3apDV6jpSSe++9iaqqStauzaNTp66Gx/qTetpqtRLhIkq5LhjDZWHSYiz2A80pDYD+pBdOq61AwdMKtTmIQG8VFy4DLxhoDokAVG4ePRIJpz5qsUCfPgNYvz6fd9/9wTYBl5efIC9vn1NqBw21tTWMHXs+o0aNdyKB7777nLvvvo53330N8D/19NNPX8att3Zmx45vbNu+/fZ/LFv2MpWVillaJIKTGM210tKgN+mF02orUPDUbs1BBBaLukeDyhhoIQJ/UVQEnTs7bwsnIjCbISoqinbtOjptHz26K1VVlWzbVkarVslO++LjE3jppXfdrpWXt5eVK18jNjaOK674nc8VyTQUFh6gtDSfxES7uP/SS3/i0KGdDB8+lj59zmwhgpMZzS0RaCsOxwkrnAZZoGAU9FVb23xEWF3dQgTa56b00/Ly8CYCo2fp3Lkb1dVVVFdXuhGBEUaOHM/f/raU3r3PBFTqan/w+OObKSk5TJs2nWzbRo+eghCFNkN0uPTHFiLwA66TVHOkhKiocJ6wrNZTuy6BpyhXf/SxRmgOo/PJCNeVZlPtJXp9PJyIwGyGjz5aQU7O51x44ZWMHXseAJ9+ut3wnKqqSmJiYol2cdnr2bOvzXhcXu6/oTgyMoq2bTOdtmVnL2DgQPv3cJEITtFpJrBoLtdRR4S7Dra5YTIZr4Y8qYWkhO++g7w87+7j2q7hsgILNFz7jqN645dfvuLBB0dy9Ogur6+nRwThMomBet8NG77jzTcXs3v3L16d8/e/P0i/fnG8/vo/DI/Jz/f+GdauhUcfVeRhBNd2DBcVcItE4AdcJ/7mkAj0OoTZ7B5fcKrAX/vApk3wj39At27wxBO+3+d0IQLXSdpxcnr66cuoqalg+fKHmDv3La+up9fHtVKY4VDxzWyGSy+dTs+e/Rg6dIxX51RWliOldPMwqqur45tvPqaiopbOnad5da2aGli6VEkPP/wAffps4oMPnqB375FcfPFdtuNqa80UFhYTGRlJamp62CSYbJEIfERNjbtuu64OcnKWMWdOJtOnRzBnTiY5Oct8uq4eEZzKEoEnIvCkxlizRv0/eNA7g3ILEah+5Khue/DBb7jjjhVMn+4FkzrAiAxCDc2de/DgkcyYcQtnnDHItu+f//wbkyYN5L33/ut23sKF/2LnzlrOO2+y03aTqY6bb76cBx+c5fUzfPGFXYW0cycUFOxl/frl7Nq11um4jz9+nhEjOvDii38FnDOmhhItEoGP0PMg+OKLZSxZMhuTSc1gRUUHWbJkNgBZWdleXVdvkIWL2BgIeEo9bTQwiopgyxb79507Ydgwz/dxJe1wGHTBgCMRlJc7v3f37oPp3n2wz9fUk1DDwY7laZycOFFMbu52jh49pLs/RqfqTlJSKyZOnEx9fRvdWABXmEzw4Yf277m5kJ09krlz3yIlpb3TsSkp7WnTJp2oqGin8x3tg6FACxH4gJoa/Qns9dfn2UhAg8lUzRtvzOPss7NJSmr82uFujGtOVFQYD15Pg/rrr9WEFhGhJqDc3MaJwGLRXAv9ftyTEo59x8j90WIxYzLVEB+vU3BAB/X17rUzwoFYtXdds+Z/REZGMnLkucTFqQedMeNW/u//pnsMFnOFEIJ5897j2DHvjv/6axVrkZmpFiulpWCxdGXUqKlux2ZlZfO732U7RRfX14eeCFpUQz5Az3vAaoWiIn3LZWlpHo884t1gOV1UQ3V1UFJivN9IZyqlGnAAl1yi/v/6q/f3dLzO6QBHicBRLWQ217Nq1UIWLDiPWbNSee+9v3p9TT2niHAwGGtj5957Z3LDDRdRVlZq29e5cwb9+59F69apTufk5e3j8stHMn/+XLfrlZfjNQmYzbB6tfo8eTL066c+5+Yan+Oq+gx0nWVvcJqtk5oGPb93kwnS0zMoKjqoc0YGhw7Bvn3Qs6fna4er/rW5UFqqJCpVwNv4OCMiKChQOW+Sk+Gyy9TgO3BA/SZxcZ7vXVdnTz53KrWpJzhO0I5tWlZ2jDffvNf2vaDA+zKOeouVcGhPbcE0duz5FBUVuE36esjL28eWLeuJjXXuPPX1sGcPWK0WqqpOEBubSEyMcQfLybEH2w0fDoWFsHEjrFt3lIiIL+nbN4u2bbs5neNKBOFgMA6oRCCEmCSEyBVC7BFC3KuzP0MI8ZUQYrMQYpsQwjhXbIhRX68/EEwmmDp1ATExCS57EtBKMP/4Y+PX1+IGXLedKqisVG3V2DsZqYa0FVbfvpCQAN27qwlg9+7G7326SwSOE01kZDQXXXQXF110Fy++eIg771zBoUNw/Hjj1wzXxYrWZ/7+99d47bVPnSb3o0cP8/TTD/Kvfz3jdM7ZZ5/D8uU5/PnPjztdJzdX9dOnn57M7NnpbNv2meF9rVZYtUp9vuwypbLUJIKdO60sWjTDzVhcX1/HnXeOZtIku0E7HCSCgBGBECISWARcCPQHpgsh+rsc9gCqqP1gYBpg7NAbYhgVkKmrU3q/WbMWk56uMX8csJjYWGUoXr/eecAYeRiFa0KqpqK21ns1l9HqyJEIwHHANX7N0zGoTGtv13Zv3boD1177NNde+zRpaV3Iz4f77oMHHmg86CxcYwk89a0TJ0p48cW/snz5v522JyW1YtiwMQwZMgpQ77Zjh90TLSkpjcTE1pjNxp1n1y4VdZyeDqNHq22ZmRATAzU1nRk2bDYdOvR2OicqKob9+zeRm/szNTXVtucPtRo4kBLBCGCPlHKflNIEvAVc5nKMBLS47xTAh/CN4MITEYAigxdeOMANNywiJqYdcC2RkZnExy+joECpMUCRwJIlsxtUSdLmYZSTs+yUJQJfolq9JYI+qugTe73QbJzOEkFjnmdvvilt7qXvv+95NgpniaC+vp6ammq35HIdO3bhjjvmc9NNdxmcrVBY6NxPf//7pbzySikjR15leM6ePer/WWdBZKT6HBVl76OjR/+Tnj2HO50jhOChh77h3Xd/JSbGbiEOtXookETQGXD02TrcsM0R84EZQojDwEfAHL0LCSFmCyE2CiE2FhYWBuJZPUJK41Wl4/blyx/mv/+9G5MpD5BUVx+krm42sIwfflDHvP22vofR22/Pcxu04TDImgO+EIHexFVeriI8Y2LUigugRw/1f+/extuphQjsKC4+REHBXkymWnJzYeNGAagG+uQT4bMhPxwkArMZfvrpe/r3T+SaayY47WvdOpXbb3+Yq666wbZNSsmf/nQD77zzb+oaOkdxsfM1val1rKklExN38uSTl/Dee0oVfKZKUcQvBgHOvXqdQ7t2/YjU2APjvFvBQqi9hqYD/5FSdgEuAl4XQrg9k5RysZRymJRyWFu9xOgBhlH9W3DW761c+Qj19c6/qNVaDczj88+Vi5mRh1FxcZ7bQAuHQdZU1NX5Fg+hN9lo0kCvXnY30PR0ZTiurGxcv91CBHasXPkod9zRi2+++Q9vNQQVjxqVxxlnFFFfH2HTeeshHCUCVZAGamuriYmJJTGxcVfYbds2smLFf1i48B6EENTV+ZdPSJMIUlOPsHnzh+zerVZ7GhH8/LNVN/01uC+OQk0EgfQaOgI4Ou92adjmiJuASQBSyh+EEHFAOuCF6Sp48BTB6p3+OY/aWli50tjDKC0t45SUCIxUakbwRASaXQBUWoOePWHzZuWV1b69+3kaLBb9cqCnMoyIID4+mfT0btTVDWTnTmV4nzmzN3l58Je/eLa5hKNEoL3fuedeSG5uLWadVUdh4TG2bt1Ar15nkJnZi969+/Pkk/+mrq6WmJgYjrjOSsCvv37L22/Po1evc5gx4ym3/cXFyg06Ls7C8OFnkpr6ns0ekJkpgXKOH0/h2LE6OnZ0DhLYtOl/7NnzHddeezmDB48E1DwSyuC8QN52A9BbCNFdCBGDMga7rjfygN8CCCHOQFlZg6/78QCLxbNqw1EisBuLndG6dQZCqPQIF1zg7mEUE5PA1KkLTkki8DXrpZ70oK28ejvb3Wwuudp+T9BWfKdCmzYGxwp6rkbIGTOe4oUXDrBnj8rHM3GiIoOMDLX/yBFjCU7Psy3U7en6rFE6kYOLFj3GrFmX8vHHKwBISEjkqqtu4IILbqG6Wj+uxWSqITc3h4MHt+reV+tztbVrePbZyxky5BK6dlWigNVaS1TUegB27XKPFNu27TPee+9JtmxZb9umpJpGXzdgCBgRSCnNwG3Ap8CvKO+gX4QQjwghLm047G5glhBiK/AmcL00kqVCBE8pkevrnQfG1KkLEMJ9ks/OXsDo0VqB7WwmTbqdtLSuCCFIT+/GrFmLycrKDtuAHX9hsfjuGqdnMD98WH3u5sKzGhF4YzDWpLrw6l2BgZHrqIaCAuXSHBkJF1ygSiquXfsy8fFFmM2e8++Hm/rSG7XjsGFZjB49gQ4dujhtP3AAtm3TVwv17DmCBx/8mhtv1Hdk1IggJuZn2rXrSWSknYBiYuKZPv18QN9OMGTIJUyb9hhDhox22u6r9NycCGhAmZTyI5QR2HHbQw6fdwDepQoMEXxRC2VlZbN0KVRXzwPySE/PYOrUBWRlZVNfr9LU7t8vWbdO+S4LIbjttmX07auaIFwDdvyFr9KA3qRVWqoGalKSe11nzWB84IAiHQfbmxs0Qj+Z29NbuCacc8VXX6l2GDMGUlMBInjvvUepqWkPXE5eHnQ1yMjgmhcn1O2pvd/LLz/J2rVfMHPmXYwbN8npmEsuuZpLLrkagEceuYPU1LZceeXvsViM6xonJbWhf/9xhvs1Q/GcOXPp0+cE69ev4OjRXUyYMIvk5LaccYbzcY4YNOh8Bg06nwEDnLefskQQbvBVB6flqTGC42q3sPAgd945BovlMPHx2bzyivO9NG+XvXvriYyMxmKpR0pJSYldQXmqEYGvHVvv/bW6A127uqc7Tk6Gdu2UsfjwYXeJwREtEgGcOHGMe+45C4vlI2AoI0bY91188d1s29aRbdtUm48xWJ6Fm/pSe55ff91CTs7nXHHFdW7HVFWp57RYSnn99UVYrVYmTfI+s6grrFbYv1997tMnmuTktqxe/Tf27v2RM84YR3JyWzp3Vv31+HHjXFdms/PixWwOXV6s04oIKitVqgFPK0dHNGYIdtxfUVGIxaLi5TIy4LnnruCXX77immueZMKEmXTtqu5bWBjDv/9tYuvWFcTExNGv329s1whHrwx/IWXzGIo1tZDRCrVnTzXY9uzxTAQWi3qe08Fg7CgFOH4uLT1KeflxIiJUQ2l2AYCLL76Ltm2xEYERwlU1NHfuw0yZch39+g10O6akRE3KQlTwxBOvcPz4UWJj27kd54qPP36O8vJCrrjiYadsoUePqkVgWpokOVmtTkaPnk7//ueSnNyO7dvX8MYb9xAf/znV1W04fhw62atVUldXTV7eNsxmK1lZzuohkyk0RBBq99GgoqrKt8mpMSJwlAg6derPb37zHKAmpNzc76mqKmXJklnMmZPJunXLaNNmGZDJjTdGsGzZH6muLiMhwV5HVW9FHOqB5i/8ybOuRwSHGiJRjIhACyzb5UWxrcrKk5dYfYFjOzr2qW7dBvHEE0exWtOJj1cuuI7QiOGgXtqsBoRbWm/t/Xr27Mu4cRfQvn0nt2OKi+GZZ/5EVlY3iosLueWWe71yF33vvb/y/vsLqKx0DjLYtUudXFm5xuYeetFFd3DNNQvp2LE3xcWH2b//J2JiVOd1rXJWULCXhx4axcMPz3S7Z6jSTZw2EoHFoib26Gi8SgsNvkkEcXEJWCxKMVhfv4yqKrsrQlHRQV5++QasVgGYbNtcaxZoCdkcVSChHmj+wp+0DnpE2JxEUFEBHTr4/lwnGxwnE8c2jYiIpKJCNYCrqk1KSWXlJqKiBlFaGk15uVK9ucLVZhbKhYqeF5MrqqsVeaWl9aVVqxRqa2ts2xvDhRfegZRWoqKcPX92764BEklIOKAbeDZ06P/x6KPr+fTTLuTkuBvfW7fuQI8ew+ijdV4HhCrC+LQhAu2H90UiaIydXfdrqWs3bZqH2ey802Jx/4VNpmpefXWuU/Ga+noVQavhZCUCf1Y2emoHTTV0+PAyXnxxHkVFzkb4jAxlvDx2DMPJS4OmKz7V4dj2rsZiR5uLKxYuPB+z+X/AKA4dsgdGOaKiwnmxEsr2dCS5JUueJjY2jqlTZxLrYM3WXEN/85vrmDXrRtq2jaC+3rv+efnl83S3FxcrUep3v7NHK9fX11FUdBCLxUyXLv3p1WsE+/ahSwTJyW1ZsGCDzdnBEaGSCE4b1ZAmCmrBRY3B1TVUD46r3s2bP2b/flUYtqzMy8rqQGWlsxPzqZJvqDmIoKBAbUtMXMZrr+nnZ4qKsruRNiYVhDqxVzBgtTpPkI5tumbNEtas+R5wtg+A8mAbPnwK7durgbJtm/71pXR2twylRKC9p8ViYeHCe3j44dtsK/S6OrWI0BZnUVHRlJer6c6fKGJHaKqzHj3sxsbc3Bzuuqsv//rXLbZtHTuq/0buuHrzUKhKV54WRGAyOes2vZEKGlNtWK3OP+Qvv2zFak0GyklPzzA8zxVJSc4ubK6d9GS0EUjpHxG4qoY0tZDJZJyfCbxXD2nF1k9lOLa7lM79Z+vWj8nPV0ZPVyIAmD17CbfeOhGAzz83njAdY2vCQSKorzcxd+5DXHvtH2ylJw8eVETg2KcKC1WGUU9xEo4oLy9i794NFBXlsWfPejZuXMX+/ccoK1OV2hyz3aSldaVdux6kpnZm7do3Wbnyr0REKN9RVxuB/fklVp0BHgr10GlBBK6Rg2VljesIG4vyc53oUlNVsqvk5BMG9QncEROTwHXXPee0zVUHezJOXP6ualzbXAv9r683zs8EdiJYtw4WLIAvv9S/vmPE7akKx37pOqGcd94cIiPPBqCLc2yVDX36KJVQTQ18+qn+MY59NJTkqkl4cXHxzJ37EI888qLtmcrL9c8pL1fj3xt88slzPPDACL7+eimffbaIp5++jNWrP2nYuxkp7ZN4x459eO65vcyZ8wbff/8my5c/SHX1DmJj1T1dSfWZZ65g4sRY1q372u2+oVAPnfJEUFXlPsFYLMrl0KhDWCyNi4+uP1ZionLKHjAgw1afID7eWGEtRKQtotj1eR1xMk5c/nRkvcGiZYRMTNSXsISIICdnmS31RGEhbN9uLx3oCm3xdTK2qbfwZB9ITx+PxRJNaqqxw4TZbGLMmH0AfPSR/oLINdo+VO1pJC1XVfmW6NAI7dv3pHv3ISQnp5OZORiAH35Q9VEjI381LGo/evR0Jk++ny5dzrA5J7hKIUJEYjbXU1pa7HZ+KIjglDYWW60qMtUImnHR1fBfXu5bamOw/9CaXjArK5usrGxycpbx8ss3uBiLE2jTZhHV1WWsX/8u55xzhW1PdbVz4NvJqBryx2NIT1zXiGDcuAV88cVsN/WQ1WphyZLZjBu3lvj4j6ipyQMyKChYgNWa7RY86EgEXmQZPilh5DEEdsO7nloIlOfQLbd0orKymM6d6zlyJIoDB5yT/Wn3qKuzRxiHWiLYsWMrERERdO/em9jYOK9X/I1h3LjrGTfuetv3zp37s3BhGVLCxRdP0D3HZKpl9OhpNltFx45KTXX0qMqeq2H27CXce+9rnH22exnMFtVQM6O01PPKQCvI4Qir1XN+IQ2uk92uXUUACOGc+CYrK5sRI6YAqmOkpXVDiMWUlPyOpUsf4rXXbnc6XkpntaGniB8AACAASURBVNXJtno1mXwPJKup0SdsjQiysrLp3Lk/Whs636+azz9/mZoaZUiGg0g5m08/XeZ27MnWlr5CSuMYgtraKtav/wkwztQqhKBLlzPp0KE3VVXrAPjlF/2Mfo6SQqgWK9p9Fy68hwsvHMS336qyks1FBK4YMOC3tGlzJQBDhrj7IS9ZMpvrr09g/vws2zYtkEyLRNaQkJBCRIR+LeQWImhG1NZ6N6GXl6tJ/cQJpS46etS7ju0qvu3bp3rfjz8+4bR9+fL5bN6s0i2lp2cwbdoCzjwzG4ggOvpS3YylrjrYkwWVlar9fBXLCwr0t2u2ncTESvbv34ia6PXgur2aDz7Qd/07le0ErrYZZ0PpAdau/RZwDyRzxAMPrOGZZ3YRF6caPz9fX0caDjUeNImgU6cMunfvQ48efb1eyPkCq9VCeXkRJSWRlJREkJiob2MZMGAirVqlM3z4FNu2QQ2lib/4wr2fG42T5lBr+YpTVjXkKVmcIxrLtmgERyJQHkSqZ3TpYg9Fz8lZxsqVj6BNVEVFeSxZMpthwwCyGTXq39xi9zazwVFXfjJNWjU1/j2vnjRQW6vaISJiGfPn3+PzNY1ceE9lInBdnDhOKFFRMaSmjqGkBNKMc63ZsmgOHz6U1ashOrqf7nGORBBqieDxxxfbtnmj1vUWZWXHuf/+IbZ8YMnJtwPP0qePfs6yUaOuZuTIq5zUwH37QlaWiidYuhTuuUepJQ8c2MIHHzzGsGF9ufvuR92uFeycQ6esRBDoTH6OA6G0FKzWWJKTYc4ce9pa5d7o3CtNpmp27FCr1e3b9a/tSGInk43AH5G2ulrfpqDUQsuwWmdTWqpTOcQGfWV/fLy+Ivx0IgJHY3HHjr1JSVEODd4U+evTR1WVLStzz6cP4SER6I2N5pQG4uOTbSSQkJACKJWPVpNYD0IIoqJinLZlZ6scZ1u32gv/1NZWsG7dcr7/Xt/FLdhSQaOc01A68iygE1ADbJdShlUFMVeYTIEPHnIcdJpE4Zq+wKgs5YkTeURHK9VHdbUqDOIIbWUtxMk1aflDBEbGfKUWmge4+/lGREQipZW0tAwGD76Ib7551cWQnEDXrgt0r3sytaevcCVU93rF6r8niUCDdkxRUeP3CsViRSP0uro6oqOjbR483moCvEFMTBwvvHCQVq3SiY1N4M9/lpSXeyYCPbRuDUOHwrffqrnijDOgS5czmTPnTcaM0c+UGOzgR0OJQAjRUwixGNgDPIGqL3wr8IUQYp0Q4ga9+sLhAF/z4PsKi8X5h9Jq5roa4YwCy9LTM0hLU9a2mTPP0T1GI5qTZeLS8iT5CiMiUJOWPpFKaeWNN6y88MIBbrzxH8yatZjExFQA4uPbAYuBbN1zTyeJwJGYi4tLKS9X6oaUlMavFRGhoqAKCky67eUauBZsaOTz6qsvcOaZSfzjH6rGR3MSAaixGhubQGUlHD4siIpCNzVEY9DaXItvSEpKZfToaQwcOEr3+GBLBJ4m8r8C/wV6SikvkFLOkFJeKaUcBFwKpADXBuMhfUUw1UJgn8y+++4xVqz4i227XmCZVpZSczOVshd60LwyThbVkD8dt77eeOAqItAn0rS0jIZ7qtkoOjrOluQvM/MiINuwoP2pSgR6QXyORPDKK48AkJhY4VVNDpPpMFBJfX2M7sKqrs5+v1BJBAAFBUeora0hMbEVdXWB87jZtUu9b8+ezrnAvIWWA8s10C1cDMaGXUJKOV1K+a1e6Ugp5XEp5bNSylc9XVwIMUkIkSuE2COEuFdn/zNCiC0Nf7uEECf8ew07rFb//Nh9gevKy76qPUJEhD3/iBZYlp7eza0sZUaG0r1ecsm/dO+hvcPJMmn5MwD1asU671tAZKQ7kQ4cOJHs7ChuuUX55m3d+olt/1lnnUlkpPICMyr9ebK0qS/Q6/OO719ToySm1q29m2Hat+9OUpLyWjBSD4VSatUk8gcffIatW08wZcrvml0aAFizZjHTpwueeupJwHe1kAZXiQBg48ZVvP7685SVuYvFYWcjABBCjAYyHY+XUr7WyDmRwCLgPOAwsEEIsaqhPKV2jTsdjp8DDPbl4fUQjALQRhLB9dfPY+xY55BNLbDMFZ06KSNnUZG+L7H2HifLpOUPERS7B1W67Mvmggvgxx/nUVycR1qayjraqlU6X331L2pqlMvugAETOX58H927D+Wyy/7Il18qdV1hIXTu7Hzdk6U9fYUe6Tn+Jr/5zYPk5kK3bl7ohVAZMnv2VAbOoiL9oj9aUFkoVUMAycnqnTzVUfAXu3f/AICUSoXjLxFoEoFjjMOKFQ9x8OBWxo3LIiWljdPxwbYReGMsfh3oCWwBtMeTgEciAEYAe6SU+xqu8xZwGbDD4PjpwMNePLNHBIMIjCSCnj07uRl+jaAFmhi5rp7qEkFdnXE+GLCTxNix2Vx7rTORmky1PPDAGnr3VtWdRo+eyujRU237tfKVx4+7E8GpKhG49kmr1Xky0dozPd17s54Wb2BE2FofDYVqSG+ibGpWUT2ce+6NpKb24oMPRmO12vNa+Qo91dCIEVcydOgYWrVyJ+dwlAiGAf31VESNoDNwyOH7YUDXMiqE6AZ0BwzShXmPYBCBqwiqEUGbNu7HGkGzERw8WMOuXdvp02e40/6TzUbgKxF4kgbArjbS83CJiYmjtPQod9/dz1af4Mor/0KHDr0oLy+iXbvLAHTtBKdiBlI9dajr71FYqP57CiZzRVxcKdCGo0frAHc30lAuVrRxcccd2ZjNZhYsWExlpXfSji/o128sQozlvfdUDQdvi1q5Qk81NGXKA3TurF8bQiu640uN9abAm9tsBwJd12kasEJKqSsQCSFmCyE2CiE2Fmo9WgdWa+ATNhUWOot3ZrP23cpf/tKPo0d3e3WdxESAAiCePXsOue0/mVRDUvq+gvFEBDU1yvMrOhp++OElpk8X3HqrPZQzJ2cZS5a41ieYyfz5WTzzzBTaNZSj1YtYPhUkAlcyq652fyfHcVBYeJANGzYCvhHB5s0qJiYvT990F0qJQLvnZ5+9z4cfvoPZHBGw59B8//1VC4GzROD4nJ7mq2BKBYYSgRBiNUoF1ArYIYT4EbCtO6SUlzZy7SOAI9d1adimh2nAH4wuJKVcjPIJZNiwYYbDONBG4ro6OHDAeVtZmTYIj1NYmIvZ7P1DpKXVUlwMSUkj3fZZLMGPLvQXvnbYkhLPYryjv3tJiSJJq9V+k7ffdq9PYLGo/bGxCTZ1kJZkzREnOxHU1CiCi4pSai8h9N2lHSWCsrJj1NaqKDJfiKBLl1bk50N5ub4dK5QSgaYaevHFd6isLCcyMjEg98nPz2XlyiPAhCYRQVSUiheqrlZ9v1Ur5fW2f/9xkpIidGstB9NO4GmaeaqJ194A9BZCdEcRwDTgGteDhBD9gDbAD028X8DVQseOuf84mlooJcXM4ME32VwbvcGgQd346iuoqXHvBKDeJykpuCKiP/AlbsNkgn379Pfl5Czj7bfnNQTiZRATs4Arr3yE3/72Zmpr7fo4o0A9ECxdWmGTBA65C1ohmbSaM9up1tZms4qibdVK313akZw7dRpAZGQ8Fot3wWQaZsyYy48/YqhyCQeJYMKEiwG76qu5UVCwH5NJabSbQgSgpILqaiUVtGoFGza8x/PPT2Ps2At47bVP3I4PC4lASvlNUy4spTQLIW4DPgUigX9LKX8RQjwCbJRSrmo4dBrwlh82CDcEmgj0gp/shuIu3HzzKz5dTzMYG1UwqqtTRBBuK1iLRdlJUlLUyvOEF06/WjKwI0f0O7im7rGv9A9y5Mhs1q3DzesqPT2jQS2E23ZQKRRiY9VzaZOl43MEuz1LSyE1tXmu5Ui6ZWVqgdBYwFdVVSIWi/q9fPGBT0tTKswTJ9QiyDVyXrtHKEqAupJPoMZ+auoFgCA5uY70dP10G94iJcVeW7tzZ+jX7zfEx7ciNla/bklYEIEGIcQUYCHQDpXYRQBSSumhTLiClPIj4COXbQ+5fJ/vw/N6RCDtAzU1+p3NH0OxhrKyr4Dx7NhRBLjL7OFqJygsVM9msag29+b5duzwHPWpr+6p5qWXrgOcyWDq1AUupGEP1AM1OXbpAnv3Kqmgf3/7NYNNBLW1auCnpEBkZOPHN3Ytx0nXYjG2tTiqhjwVrPeEiAgYOFBVftu61Z0INFtFqLyGSkqK+OSTd+nQoQsZGRcH5D6bNilRbvDg2CZLda6eQ23adGTJkhI6d9afhoNJsN4oHJ4ELpVSpkgpk6WUrbwhgWDD3xQH3sIo+Ekjgn37VvPOOw/6dM0tW1S0Z35+ou5gChci0Cq6FRSo/9pzlZd7txI7frzx0H8jdY/VamHRomtZvHimbZtRoN6HH/6d7Owo3nrrftuk52onCDYRaNJSc0S769lVjN7FkQjWrVPWztatfUsR9uuv37Jly1xAEYEezObQqYYOHtzLvHm/57nn/hIwieAnVcKhIWNw06AXSxAZGWXoRh1uRFAgpfw14E/SRAS6mINRThxt+/79H/D++4/5dM1+/c4gIuIIVmu8bjyBJhqG0oW0tlapc6qr7d48vsBstq9IPcEoL5OCZN265U5bsrKyOffcG8nMHEJR0UEWL56JyVSN1Wrh+PH9NiJwvXcwSaC+3k6UrkRQVeX7QPeFTBzHQ26ummkiI41CePQRE5NAba1q9x07PEdqB7NdNSkkJaUN06bNYuLESwPiKFJSoqTK6GgYMKDp19NzIQWoqpIcPXrM7fiwIAIhxJQGtdBGIcTbQojp2raG7WGFQBJBXZ3xilaTFJKTLXTufIZP1+3bdwxRUWOACObPzyQnx7mqltYRQiURVFYqKaApRHT4sHe6Tr28TI6oqXHPL/zhh39n/361ZLNaLfzhD68zf34OM2f+MywkAsf3dpzEa2tVtG5jsRSO0LzIvIVzyUrVLwcO9M0LvFu3QSxa9BMZGZK6OrsbpSNCsVjR7tWjRx8ef3wxt976QLOOf80detMm9X3gQIjTd5zyCXoSQXV1ObfdlsHEib0xu/zA4eI19H8On6uB8x2+S2BlQJ7ITwTSsKLnhqhBkwjuv3+pbhi+EVyNo5WVB1myZDZg14eHkghMJjVRNeXedXXG1cdckZWVzapVT3Lo0HbAfVbRkxgGDvwtBQX7uOCC2+jZ8xzy8rY2eB0dbMj5ZGHXrm58990Cxo5VbRoqIrBaFRloEdVaSVK9NOR68HXFq02MqvpeKyIjYcQI/SIzRlDFbDpx9tlKstq61V5xS4PWRy2WpttAvIUr6TS3NPDaa/DppxAfr743h1oI9KOLExKSiYmJw2KJ5ciRg3Tr1tO2L5jk6okIPgc+lVL6sG4JHQIlEdTUGLum5eQs48iReUAeTz6ZwfTpC3TzCulBzzhqMlXz9tvz3IggFKqhppIAKEOtL9c4caIA+Dcq27m+IdgRd975ru2zK7FararxpFQEK4Qim1ARAeiT4vHjypMnOdlz1Kovk53FYu8z2m/QqZNScfiDfv1g1Sp9FV8o+qh2z/LyMmprq7FY2gDNsGRH/R6ffWYn6shIGOxDBrTkZOPUKUaqoYce+pauXdvTrZuzgkZTgQXDddzTLboCy4UQ3wkh5gshzhGiubyhmx+BIgIj/bY28UipoltLSg6yaNEMZs1Kd1Px6MHIOFpcbN+uDa5gSwSVlU1fZZnNxlkrjXDLLR8D1xEd/TKJicoNKyIikgEDJjoRrJ6Hlh6xaqivr26oFhdcfba3UqrJpNrKU5CdL7+H41jQErGlp5/A6sdsvWXLJ3zwwRxA3004lKqh119fxDnndOLllx9ptmuvXq2uP2oUzJ0L99+vCst4g5gYz7UeNDdmVyJo06YjNTURuv0yWOohT2moF0opJwAXAVuBG4FNQog3hBC/E0K0Nzo32PA2xYFjDnVvYDIZG4mNJp7KymKWLJndKBkYGUcdA9JCoRqS0vidfYE/KYFTUtTSq0OHa+nefSigVvabNq1yOq5LF7XyMpvN/P3vU5gxI0Y3rsARGsG6JmMLJHxVV2p2A71yi74QgaN94MAB9bJbtjzu28M0oKKiiNzctwF9ItAm5WASgTYeoqKiSUtrR0KCD1FyHlBSAl9/rYL/rrhCkYGj63FjSEnxbEvQSMLRRqDBYtF3Bgg5EWiQUlZIKd+TUt4spRyMKljTlsazjwYN3koDhw97zoHvCk+BUsbRrXYVjyfoGUejopxVIKEQuysqmqfz+UMEGgGlpsK4cdfTo8cwoqJi6dTJrttOTlZBTunp8OGHT7Nhw3tOxcKNoBGslswrGPCVCKRU7V9c7OyW622shgZniUC9bKdOJls5R1d4kvMHDPgtc+a8QESEpLLSfayFUiK4+eY/sXFjAZdddnezXPfDD9X7jBjhnrXWGyQnq0BGIyQlqbauqnLuG99++xoLFkzknXfcp9RgEYG39Qg6A90cjt8gpXw6YE/lI7whArPZPsC8DbM3Whnn5CwjIiLCpofWg6OKRw+aqsMxpcLZZ7vbGIKp07Za9Vcr/sCXlMA5OctYuvQPVFeXAd0wmRYY1nHQyoF+990yVq70TiUghJ1gg0UEUjZtEFdU2FeXvqrpHNu+uFgZBu655xnD49u3V31d7z5t2nRk9Oip/Pe/6pgTJ1TktgatLYPp4eL6+zVHjEZ5OaxZoz5fdpl/10hJ8azPj4hQas2SEmWL0DILFBUdZPv2NQwapJ9zLBjwJrJ4ITAVVUfAsR7BtwF8Lq+g5XDxhgiOH7enOaisbDydrNGkqNkGPJEAqBVoUpIyOBlNPNpk9+WXsGSJvveIo+Ev0Kipab6O5y0R6KWW2LVrNjk56ptGlOnpGUybtoBzzlHk8Mwz+qq5iIhIl9+mG61a2Qk2WJGwTfViq65W14iM9D12Q9NBS2nvw5501x07qt/dU76e1q0VEZSVORNBKCUC0ArYN/2aH3+srnP22dC9u+/nx8XZ03dERRn//j162OMTNCIYPXo6vXqNJDPTvWxt2BABMBnoK6UMcG5P31Fern68xjqhlM4eG3l50Lu3Zy+KsjL963oySmqIiUlg2rQF9OqlgrE8DbA//KELZWWDgdW6fuXBVGU0l8HdZPI+3YdRaolXX72d2toKW11ilWp6Nj17wuTJ2eTnGxe2f/NNyfTpEUAMQuynqkrYMrkGqz2bSgSarcZk8u13sVrtajktaC0hwTjHUFqaUmckJxv308OHd1BTEwn0dZOSQ6G+1CTkP/3pBnJzf2H69Jfp3n2IT9c4dAi++krNIZWV9hiJyy/375kcc0nFxhr//j17wsaNsGcPjB2rtnXo0IsOHRQJuLrhho2NANgH+Ol4FliYzWq11Fh4eUGB86qhvBy2bfOuQpYrPNkGHNMdTJuWTVyce34WV5SXF2Kx7DW8p8USPNVQcxGBL2oho/asrCy2kYCGurpqnnpK2V46dfJsbJ81azEPPPARqamqDTUPppOFCEC1o6+/iaOh2Z7eYhcrVszXPV4rkORJYjh8+BeOHVM5KEtLnRsvFESg3WvXru38/PMGWwpyX7B0qZIC1q5V8RF1dSpGwp8KZDEx9tU9eDYY92pY9O/dq7/f1bYWcolACPECSgVUDWwRQqzBuR7B3MA/nmd400hms35AWH097N6tfnxXyaCgwNj10TjzZTdeeOGA7btGAImJSg1lZDy96aaXsVoTWLLE7rvvaLwLpmqouZL2+WIoNmpPI2iSwB//uID77ptNba1+vMGECSo3Ufv2ql217JmOXi6B9M8OdqlBDY5EoKmFpDyKXnLftm3tKtKYGBVApadvHzbsMrp0Wc3hw1BW5txooSSC5557k127ioiJ8cG1B/Xb7NmjPs+erUgwORkyvM8g74TMTOe6IZ6IoEcPNb4PHlRzUHQ0FBYe4KefVtGmTWe6dr3CiZSD1a6ehsJG4CdgFfAo8H3Dd+0v5PCGCPLzjQdlfT3s32//LqUSjx23uULP28c14CkhwVm8a+/B0fbcc29gwoSpJCaq53GVUoJlLPanypjRdfTcH41g1J5JSfoWfU0SmDw5m8cfd08852pg1la8mmpQa8tADzBPbblkydP07RvLzJmXUlravPGajv1HkwiGDj2HCy+8w+m4yEj3iS/ZIJVkVFQM559/BeDuQOEYWRwsaL9dZmYvevYcSVycb/Uj9+9XY61zZxg/HoYMUSt1X1J0a2jd2j3FuCciSEhQ0oPZbI/xyM/P5dVXb+fLLxeHn0QAlAHfSyl9S1kYRDTWSJWVxrn+NZSUKDVRfLx3gVRZWdnU1dXwyit3AlXExmYwc6azt4+rITo1VXU+T5NPWppSBRQXO4vpwZIImiN7a0WFKjrjixeH1m6LFl3bsKUrM2c+hhC4pZqOj0/gj3+0E+7kydn06ZOtq+Jbv/5dVq1aiNV6FzCNYw05vYLl9+6JCNat+xqTycSaNav59detjB49oVnu6UrCmkSQnh5HUpLz7KQXaZycbJwSRAuqOnFCcvz4Adq1UxbVUBiLHfupN4biDRvUc44apb7v2qX++1uI3hF6bqaeXEhB2QmOHFHqoV69oF277px//m106XJmyIjAk0QwA9gshNgthHi1oW5wM+Tgaz54aiSr1S7+NYbqajUBe+t9MH78jZx77nHAypVXHnBbhToWQgG1+jKqV/Dll6/wyCPnUl+vah272gmCRQTNYR8oKPDPlW/06OkkJAwDrKSnH2Ds2Gy3VNPt23fjsccWM3myc1sbrb7y8rayb98Gjh1T5TBciSDQA8wTETzxxBKGDRvD+PEXkZzsZdiqF6iocJ4kCwqUsaaqyj3rqJ7XXKKHao9a//3ll1+5/fYeFBcrfWsoAsqUncfKE0/cw3//6znjb3k5PPssPP+8fVHYXESQnOw+1sE7IgC7naBjxz7ccMMLnHfe76mvd56HguXl5qlC2ZUAQohMYHTD381CiAxUHMFFgX88YzRmRD16NHBViyIiIigqUhmpOulUmdTrHOnp+sbgn35aza+/fkNS0hagt9sxwVINNQcR+GIkdkRERAR33/0jjz4KaWl2A4ljLEGvXvr1do0Stg0efDG7dv1A+/YjWbPGnQgCObgaiyFo27YDy5fnNPt9XQMgd+3aCwzi4MFPKStLJyWlnW2fHoHGxiq7iV7baBKBlO1JSkrj6NFdpKV1cUusF4y8OFYrVFVV8s9/PklcXBKXXnq/4bEbNzoWuofrrms+IujSRX97bKyyAxiNW40IjFTQFRXOZGKxBL5dvYksPgBsAjYDW4DjQLw3FxdCTBJC5Aoh9ggh7jU45mohxA4hxC9CiDe8ffDGVnS+pPj1B9rqwpUIoqL0B1nr1vqF6IcNu5R+/cbSvbua5UIlETTVUCxl0wJ7tIhvI8nJaMI32n7s2B6OHdvNmjW3AZkUFCyzTVqBXmWFylDsGPdSULCXhAQVkd2uXRKtWtlZNCJCf9UqhD3jpis0IrBYUnnppQIGDFDqLMe2DJYaw2qFyMhIbr/9MS67zJgEANavt3/+9lvlOn7ihJKINPuRPxDC2KYCnkuTanEYWp+3Wi0UFh7g6FHFUKFQD3nyGrofGIVKJ5ELrANeBGZLKRt9NCFEJLAIOA84DGwQQqySUu5wOKY3cB8wRkpZKoRop381d3hqHH8KqPiC9es/oqTkIsBM27bOTWgUqCaEmuRcfbXHj7+J8eNv4rvv4Oef3b2VHAt/BDLlX1Mlgqa0t9VqpbRUrUmMBpCRCkhvu16QmpSzef99uPLK7IC7kHoiguXLl7Jnz69MnjyDjIweHD16iF69fKtjoQeTyVkimz8/ixMnPgIGM2XKLKcVpdFkD4pY9SS7qCjN+01QVRXpZscykiQCASkhISGRGTPu86j+rayEX35Rz9a1qzLOPvus2tenT9PGU2Pqn3btjBejrVop+4zm+m42lzF3bncSE9vwyislISECTxLB74BOwCfAMuANKeVmb0igASOAPVLKfVJKE/AW4Bq8PQtYJKUsBfDFMO2pcQItDezcqcqJCbHfLQe7p4hlT3nnNbWHnkQAgVcPhZIIvvlmKW+8oUaonkSgqSz0EBPjLmnpB/1V8/HHKgYhlETwv/+9zeLFf2PHjs0MGNCKSy4Z4ldWUFc4SgNSSpKS0hBCLXldYwQaIwIjaL+NqwoqmC6kjvdoTPX700/q2fr3tweKaSrCptYYaKxQTUqKMVloi0JQUkFMTALp6d1siShd3ysYqmFPNoJ+QohUlG3gXOBeIUQSKhPp91LKpY1cuzNwyOH7YeAcl2P6AAgh1gKRwHwp5SfePLgnIvAlsZw/SE//LQAdOrgvKTwZ3PQGoMlUy08/rSI/vw64lvz8ZcyZY0+rMGvWAmbPzg6o/rU5gtaaQgQVFcWA8kLRkwgaW30lJDi7TRoFqVVX2zOQhooIrrrqRsaMmci4cRfSuXM3EhISKSsrpU2bpmXQdCQCIQQLF25nxgz13ZUIGnNvNEJKiorIXbnyFXbvfpgbbljE8OGTQ0IEpaXFbN6ci9Xagfbte7gdV1enisuASiI3YgTMmqUm4T59/Esq54jG+iQoqeDQIf19qakq7U1JCXTqFOcUg2Q2O0cYh9RYDCClLAH+J4T4BBgK/Aa4GZWSujEi8Pb+vVFE0wX4VggxUErptOYQQswGZgNkNDg/Gw222trAqoUALJZMAM4+2z03iKdBpkcElZUlPP/8VFTwdgRVVbOpqlIvUFR0kL//fTbt2sGtt3pX8MYfNEdHa0qbn3feH/ngA3UNvQHa2OorPt6ZCIyD1DJsq61QEcEll1xt+/zdd/tpjhIfUrqv0jUPoqQkd4nJk0TgaZ+2iq2sjKW0NN+WWDEURPDjj98yd+4Uhg27jLvvft/tmBdfVMbY9HTlNioETGgeL13Au9KVqanGRKC1pVFiy7o6OykHQyLwVLP4UiHE7UXzawAAIABJREFUE0KI71AG4qeANOBuwJvip0dQxW00dGnY5ojDwCopZb2Ucj+wC0UMTpBSLpZSDpNSDmvbYGkxkggCLQ2AXbzUSx/hqYPExLjrJVu37kB0dDwJCQkos4zzjKqlVQhkZ2gOHWRTiOD77yOoro6gVy90y302NuhcV7F6QWpCJAAL2LkztBKB8zM1j9GnpMT9nhox6KWO8DTZ66naNGiBkW3aTOH55w8wceLvgeAGlWnjICEhib59R9K5s3tU8VdfKW+hxES4557GE0z6A28kAk/9VsuAbKTGdnQhDQbBelI2XA8UAn8GOkgpx0op75VSfiCl9JBGzYYNQG8hRHchRAwwDRWl7Ij3UdIAQoh0lKponzcPbtTpmqOoSmPIzVWmjPLy7522a25jRhDCvXNERETw2mvV3HDDIqTUV2nk5+cFtDM09dr19d7bGHJyljFnTibTp0cwZ04m3323zCbCX3CB/jmeJi69/a4xCOnp3RgyZDGQzfbtgScCo75ZU1PNZ5+9z+bN65r1fq4OCGvXvsmTT94E6FfX8pVYNYwYof5v3ZpImzbdiIpSobjBDCrT7jF27Hk89tgPTJvmHkfw88/q/9Spxi6eTYU3EoEQxoThKhEsXHgRt9/ek+PHlU+payxBoOGpQtmUhpoDrRuMvTYIIX7f2IWllGbgNuBT4FfgHSnlL0KIR4QQlzYc9ilQLITYAXwF/MnbGsl6g81k8i29gb84flw125YtLzhtb2zC0jsmJ2cZs2als2jRDMNzOnXKCMnEpeH995eRlZVJjx4RZGVl8v77ztXXvK1hoHnzKLWNtGUUPXRoGUIUsH//fbrn+TNxZWVl88ILB3jtNROPPrqOSZOUai03N7BVyjyl6sjPz+Pmmy/n7ruvA2Dt2jVMnHgG99xzk9fXt1pV7qxNm5RXjMnkrhYqLDxASYkasq5E4MnwrsHIztW1q5pYKyth+3b79mBKBI7jwMjlWQvU6tdPf39zwBuJwNNxmi1M02AUFx/i+PF91NSoCSzYEoE3aagfFELUSSm/BBBC/BkYD7zc2IlSyo+Aj1y2PeTwWQJ3Nfz5BL1O56miWHNBuXulA3X07++cuNybVYIjEbi7ObojNlalVQjkqsBTR3v//WXcf/9samrUMx45cpD77ptNQQHMnJmNyeQeGJOTs8ypjsDUqSoFh543T319NTAPKXM5dGiT7jM0NuiiotQxrpHhn3zyAq++OpeEhNY88ohaelVVBTaOwNNkGBkZxW9/+3+0a9ex4Xske/fupE0bnUg5A+Tn25Mo5ubqG9cvuOA2Kiur+fBD3zyGNKSlqYBMPYwaBcuXw+uv/8imTa9y442LQmIjMJkk4C5+nzihXLDj45tuEDZCdDRu3oJGiIvTz3LsSgR33rkSIQRpaUqb7khyIfUacsClKIPxn4BJQD/c3UCDCqNo22DYB7RcLJ06xXLNNc5iqTeDzJEsvKltcMstKq1CqCSCp56aZyMBDbW11bzyyjzGjMmmvt75fFdy01b96rNRCu88zjuvmoEDb3Xb480KFlTbuxJB69ZqwrVazU7VvgKpGvJkH8jM7MUrr9i1o4MGDeeTT36mfXud8HQdmEzOubPq6/VzA8XHt0JKFd7uSgTerGSTklQ/1XPP1IggP78vx4//lxtueBGLRU3IwbQR3HHHdNau/ZLf//4/DB5sT3KgxRV07x44LztvpQEwXhy6EkHHjs6m0bCTCKSURQ2qnC9QWUevlHo5bYMIvcEmpT7zGq1O/YUnQ7GvqiFPtQ0AkpPbMmaMetZQ2QiMCsAUF+fpppvWIzethrORN09KSgY33viU7n28HXQJCe4S4bBhl7J0aQVxcUm2Z3UsZBQIl1zXvmmxqJW7XnbLhIRE+vb1Pn3X4cPe9wPNCOkqMXjbnm3b6nu8dOyoVESHDqVw2WXvIqUVi0Utj4MpERw7doTy8kJiY531WJpaqJe7Q1+zwRvJv7FjW7dWNoSyMvdiNBBGNgIhRIUQolwIUQ7sQRlyrwK0bSGD3spDr1KZkU46J2eZ+wW8hCYyt25didll1HszyByJQAsg0UcC1177TFACyoxWcpWVxs+oFYBxhRG5FRfnMXXqApuBUUNERAIzZizQPQe8I1fQtxNERcXYUhRrk7ArETQ3XIlg/361QNm/H0wmE1arlfp6FeXqS24mLUW6N3jzzfvYuVOJDq4p0L0lAr28Tho0z660tIlERESGxEbwj398zaJFR+jVyzk0SZMIwp0IoqJUigrN9feHH97mtdfuZM+eHwEl7WnvGmpjcSspZbLDX5yUMknbHvhHM4Zeh9NzX/S0OvUHpaXw3Xfq85df3sWnnz5v22eUv8UVkZH2SUnPzVEhDVjMkCHZtvQSwZYI6upgxw64+uoFREQ4L1dc6y84whNxZGVlc911i1DexwLowOzZizl8+Bf+9a9byc/PdTvPF4nAE6Kj1QrMbLZ7OAWaCKqq7ClDSkthwYKF9OoVxQMPPMrRo6o84uLFz3HPPTeRn2/gcN6AykrvJ4TPPvsHZWWKAP0lgthYY6Oxll9LU1M55nAK9KRlz2sUSWpqJ2Ji4pz2BUMiaA7VEDirh7Zu/ZSPP36WQ4d+tu3XpIKQuo82ZB01hFAIkHOWZ+iphvSIwNPq1FeUl8Ojj6rOHxGxA3jbqXiKL6sELTupnpvjH/7wX7p1KwKybUbBQCee0yPWffvUPbOysvn97/9j256a2kW3AIyGxgr3WK0zgaNAPunpmYwbl83HHz/LF1+8xJ49692u5227xscrlzxXL5l77jmLG29MYceOr23X0vpKINrUUwqEEyeqkVISHa3EnPp6eP/9d3nnnX+z16h2YQO89YaTUnLFFS8CycTHS7dMuL5MYkbHakSwffsRDh7c5jQeAy0VaESj566cn6/yjKWlGScvbA74EpcQEWFc8MaRCEaOvJoZM56mZ88Rtv2awTjUxuK/CSEigA9QtoFCIA7ohfIa+i3wMCooLKjQ62x6mS+NdNJGag1P+OwzpRbKyIB58/qTnOzsM+mtCgPUZKXpcB1TLWt4882vgPGsXPke9957ecDrFru2Z2Ghs0vo2LEzeOml65DSyp13rnATxx2hvcvbb8+juDiPtDS7Xaa4GN58Ux03d25bRo36AYAePYZRVJRHp07uyde8JQIhoG9fNUH85FA/7/jxfdTWVnL48HZiY8+lpsaukgk0Ebgar6dPf5yrr34UKe0HXXDBXMaMmUFdXW9b6UKAiopy/vGPx7j88mvp0+dMn9yi27WbCED79sIpriUy0r0YjScYTWAaERw4UMWGDSvp02eQbV+gV69q1Z/Lgw/+mYyMc5g82Z59VEsvHUhpICHBt7EOqg/rubo6xhJMmjSJs8+e5LQ/mBKBp1xDVwkh+gPZqJQSHVFhr7+iXEIXSCkDlPHfM7yVCKZOXeDmnulJrWEEKSGnIX38jBn66Wd9KXPnKX0tgMWyBRjP0aNqSRZILxdXcV5K/RrPTz21g/T0bk6iuBF++OEt+vX7DSUlh8nNzWHRomt5/fV5CLGA2tpskpK+Yf/+j3jjjbedjPi9eg13u5YvK1hQE51jJszp0xdSX1/L0KGX8vHHaluwJAK9QkeRkc5D7pxzrrR9zs1V+neTCf7zn7/x8ssLWbr0OXburGmUCA4e3EpFRTHvvfcoe/f2Bha7qYV8LcVodLy6rgR60r59f6fVeaAlAqsVDh7cww8/rKKqqk6XCPr2Ddz9PaWXNkJjsQRG9dG1/hNqiYCGlNH+KdQDCNfOZpQLX1ud/uc/c6iqKiUhoTU33PCiz15Du3crN702beDMM/WP8WWQxcYau+cBnHdeFitWQFLSb4DmSQpnBNe2LCpynsAOHtzGffedTWJiKkuWGPRYB5jNZjZt+h9KeDQ3/EF5+UFUuqhjVFY+ykcfVWOx1Dfc0+5i6vjb+OKv7YjYWHt/OP98u0uq9hsFMt9QY0TgCVraZIBhw/6PoUO/ZPjwsdTUNJ62YvXqv7F2rXKCSEm5iro6/+0DjR0fEwPt2gmOH4+kR4+rbQuVYKSitlph4MBh/PnP7xIV5byiym0wMTVHCUojpPmRG9BIgujeEIa0YQNceOFRjh3bSUpKe7p0UWkzHIkg0Gnog1BPqPnhOnl5KoiSlZVNZuZgADp3PkOXBFzTHrh6FWkG4jFjAKxcf30SN93UxslryBeRG/RD/zWce65aGR8/nmQzFAdqgDleV0pVS9URe/asQ0pJfb13VWdMpmrOOutilMHbdfaqJi7uEaKiam0k4HieqxHf14mrsfOCbSNwJYKXX76Rp5+e7GS7qqgoZvPmj9ix42unY1u3HsGKFWu5554nvFILtW3bjc6d+3P33e8TGalUbE0lAk+LG1eDsSYVBMNG0LZte4YOncLAgRNt28vKlGt3bKx+vqrmgD9qIVC/g54zw6BByjvr+HFYvfon/vrXCXzyid0BJZhBZacEEXhKeHbnnX3YvXsdGRmDGDnyarf9jbmY1tTAuobUMFlZKltoXV0V1dUniHLIzuWr2K2XDExDaqrqOJWVdj/jYETClpe7Synjxt3I449vpl+/cdxySycWL57ldg07kQpmzUpl69YPcc8vqFBXV4HZrJ8bwNWI74sB3ui8TZv+x1NPTWb58odsE6HWXwIxuDwRwc8/f87GjR842Qj279/Ek09ezLvv/sXp2JoaZUeqqFATRWOYOnUBTz31C8OGXUZ6+njAPdYlEESwZ4/yJA+kJ5YjtPQgrvfR1EI9exonzWsq/FELgZJq+/Z1XyxGRMB49VOxf/9QzjhjHB062A0cjkQQ6HYNUJMFDnqD10giqK6u4NgxVRR+3rw1JCc7O0fn5CzjpZeuw2p1ZhZtdTpqVDbPP68m5B49NP1tErNnv0JtrXM0la+DTK+usYatWz9GiK7AAPLyVBGNQK0IHDuYfmWqKDIzzyYmJo4TJ466efa4RhK7tqUrNEO9N0b85pAINm36Hz/99AEHDmwmM/MRIHDGYsfrOfqBa5gz5w3KywtJSbHP0O3adWfgwPPo0cO5Usorr/ye0tJ8rrzyL3TtOoCoKO9FTi3oMZASQYcOViCCVatWctVV2dTXq+cLho1g1ap32LOnjrPOutA2poNhH2jMtucJsbFKC+AaC3LuufDuu7B3b0deeOFrJ2+nYEoEjRKBEGIl8C/gY+m4lAkDlJYq1ysj0TkiIoIpUx4kP38XCQnpvP660vFNmgTff68mMKOJq7g4jzffhC1blLvYnDlqe0xMHOPHuycJ81U1FBWl/vR0vzt2fE1VVTdggC2aNBgSgScV28SJt9CuXXf69x/vtN2bNBkaoqPj6N59KO3b9+SzzxY1asT3VyJwnPDOPHMCu3f/QJ8+Y2ySQDCIQM8+0K/fWLdtHTr04v77PwPg8OEdnDhxlAEDfsuOHV9x9OguNm1azUMPfcMZZ/zG8L4nThSQkJBCTEwcNTVKsouOdneh9JUItOyZeu/SubNSJkRGDqSmphyzWSnPg+Hm/NJLf2X37p957LGfbESg2QcCRQRCND2dtZ6kkpoKZ5+tkghu3aqIQYPVquaHqKgwIALgH8ANwPNCiOXAUimle+RPkODYIGVlxtGWjqkl0tK68sgjj7N7t8pu+fPPkJfneQJLScngo4+UWHf33fopJTRERfmXqiAuzr1QNagJ4/vvt1NcrIptOyb1au6UCHqTl73t7Kv2lJT2zJjxNEOGXOJ0fmNpMjQkJrbhzDPH8+OPK0lKSmXWrMW6LqaOaA6JYNSoqxk1SqkEFy9W2wKlGnK8nq+GYiklDz00kpqaChYtOswf/vBf5s/Pwmw2UVHh2Uj/n//cxsaN73P77ctp124yoFJEuPYVf9rTiAg01VBc3FBatbKvXgMpEWh9dcKEK0hPP5P0dGUMMJtV5LYQ0NutmknzoFWrpo89o8Vi796KCPJ0hpLJpOaXkKuGpJRfAF8IIVKA6Q2fDwFLgP9KKZtY7dY3OA42ozS0ruqK4uI8iosfBTKIj7+GLVsEYDyBxcQk0KbNAk6cUFWNHNPZ7tyZw4oV88nIGMjvfvdMw/H+vYsREajJ9hL+9jdFdo6Rm80NV4nAKCPq/7N33uFRVXkf/5yZyWSSTBoJJQQIVbqKsqgrq6vi6q6i2MWoqChr11XWhm1V1LXt+toQda1Y17X3LthWVASVKh1CSSAB0mdy3j/OnMydmXtn7rQUlu/z5MnM3DJnzj3n10tNzUbTyB7rbmAKLlcmOTmFnHjizTQ11fPLL5+1Ou1zcgqZOfNsXC63qRM/UUZg1CSMAoHH0weYTl1deuo3RdMItm2rZM6cpykuLmPMmGNDjkkpqaurobR0GMuWfcPmzSsZPHh/HnlkC253Fo4YFGj79ipaWlro3n1Aa32gcLOQwxG/1grWazsvTxHe2lq1PtuiJ4Feq2eddQPLDV1LKirU93frFjvDPFEkYxbSsJr/QNNF3nvvExYvvoLp079tPdbUpH5Th3AWCyGKUI1qzgZ+AO4F9gI+SNvILGBH6jI3V9QDl3LllesYMADAPKnM4XBy0EEzWbGinMxMODZ0z7Jw4Wf8/PNHzJ79dOtnyTACK+gFbQwdTGeUiy69EM3U09RUxyOPhDqLrctkKIb65z8/xowZFbjdWbz11t3s2LGFqqo1zJkzi6ysPKqrK9iwYSkTJ4qQiK1oTT1iwelUUlR4IEBDgwphXbhwVshvTxWiZRVv2vQrTz99Ga++GtlI5eabD+Lssws55phrmTXLz+DB+wPg8eS0MgG/30dDg3lxouuu+5gnn6yjV6/hfBugIcPCGnclamazWtsOR7AERW1t20QN6XuHZxXrvJfevUkb0skI9LhbWkZQVxdaxq2tnPAxGYEQ4hVgNpANjJdSHiWlfEFKeRGQhiZw9mHFCKzNFVUMHtyLG26A4cOno35SEC5XNkJM4b33pgEOHI6+/PRTaChp376j2G2334aYSBKRtMCa0Pl8TaxerTLY6urS2/hD31MTrlimnqamerZtC5oqdJkMp1NPggr8z8wsay1FYRWZpePeNYwRW4kyAY3MTCumVsePP05Li98lmkbg9RZx+OEXs+++J0Rc16VLL4YMOQCXy43D4WDz5pW8/vrf+f77t1rPee65q7j44r5s3GjewC8jI5OmJgc//KDe77df6PFU+FvC4XCoHg+ff/5mmxAsv19lXK9a9SuNjcHnmm5GkAr/AFjTieJiyMqSQFeuvfbnkGNtlVRmRyP4PynlMCnlbVLKkHYVUsrRVhelC3pCtCPFDFaFz/TnGRlw7bXlHHLITKAMVQCtDz7fJPz+JwFFsOrrI6uVjhr1J/72ty8477wnWj9LhQnDiK1bK3j8cdWxzKgRpIMR6I2rHcXRK6KC05lBc3OouDt2bHmg/+5udOtWCUgmTVrZau55/vlrTIv/ffzxIxH31xFb0aKq7CAz05qp1devprk59ZsrGiPo0WMgkybdy1FHXRlx3d57j0fKFnbb7bcArFw5j+eeu4p///t67rjjSO6551j69dsLtzuLxx+/wPL7v/tOmRIGD45MfEp0jUbTdp1OFaVRUVHZygjSWSCxpQU+++xdyssH8uCDp7d+rs1h6WpLmQr/AFgzAiGgTx+VLbZuXai1Xpu/210jAAqFEMeG/R0ihOiW3qGZQ2/eaM44q8JnJ554C01NQSJ29tnl3HnnSnbbrQVF/N8ivHm8nWqlqTYNFRaW4HCocdTVyTZhBFojOOmk6RFlEIIQ+P3N3Hjj2Iiku3HjXkKIX9i0qQCvF/bYQ33u8/ksi/xFi9hKVhX3eKIxNQevvjorbRqBlPE5i/fb7yRuvHE2tbXV3HnneJ555nKOOOJyfvvbifzww1ssWPABw4cfQrdu/TnuuBtCrn333fu45pq9+eyzJ/lKlW5i330jvyMdGkFJieI2Q4ZMCBHK0hvhJunWrazVUQxtwwhSgWiWA63NhDuM26rwnB1GMBl4FFVzqBzlJL4S+EIIcVq0C4UQhwshFgshlgkhrjI5foYQYrMQYl7g72y7A7dyFIOSUE87bSYOh5L2c3LKKCkZwoMPnsbttwcLOy1fPpdXXjmFUaNu59xzt2HlQDYSsuXL5/LNNy9TUbG09bNETUNWJRRcLjdPP62yiOrrRetvjVVmIBGEM4KxY8s57ri/tTb8CJagFqj6Mpj2ddi+/SikdDJmDNx5ZzD55uuvX7D87vDy1hpFRX1Swgis/Rd+brxxCq+8MiulGyzYRjFy41ZXb2TTphUhJo1wZGbm8P33b1JTs5Hy8js54ojLufzyV5k69XXy87tx/fWfMmhQKJVfvfpHVqz4npoaPz/+qKTLtmIERUVqjbS0FLRJvSG/H4488iQee2wlp512N6DmeuNGJbHrSKZUIxVmIVDPxirZTTuM3333E/z+4EbvSBpBBjBUSnmclPI4YBiKIuyDYgimEEI4gQeAPwaumRgoYheOF6SUewb+HrU78GgSl5Tw8ce/p6VlJQMH+pgxY2VrQ5SFCz9rdUrOm/cuX375HG+9dScHHpgXImUYoROd5syZxQ03jOWf/zyeK6/cvZUQJqoRgPUG1f0NpAyGO7aFaQjgmGOu4YkndvDcc5JZs3yBeQmlbOGa0tIAXzz22NDyGdbalOCQQ6aYam6nnjo9aR+BxxP0X5gxnIaGOu66a1pKN5jZXGq89dZdXHJJf9577z7L673eQi6//FX+9rcvABBC0L//b7jttsO4887xmDUGPOWUO7nppq/Ytu14fD6liZmVL0mUETid1mUVNIHUvRLSqblCaGCDxrp16rt79EhcIDND167B16nSCMB6jLosRlVVPk1NwQXUkTSCXlJKY2fUTUBvKeUWIFro6BhgmZRyuZSyCXieFPY6jsYIvvoKVqwoBbYyaNB9fP31LNas+bH1uJZot23bSM+eQxg8WCX6qN6noZWddKKTdnj6fOqLm5sbWqXidDACCEYO6RacqdYIwqNcrGouWdnaKytXMWfOLJYsWc6mTeB0NkY47Kydz5Kzznowoh/DOefM5KijEm8lqqGJ19ix5bRYUPv161enRSMwYwSZmV6Ki8tCsorNMHr00bhcbjZu/BWfr4nly+cCEqfThRCC+fPf58knL23N8PZ6C+nTZ18+/1ypUOPHm983mTVqJRG73UpCmTcv2FUL0qsRQOg+SIejOC9PteQEtY5SWbLCihFos5bTuQcOR1AK8vnSm1CqYecnfiqEeBN4KfD+uMBnOUC19WWUAsa2S2tRWkQ4jhNCHAAsAf4ipYxo1SSEmIIqXUlpqZLOo5mGXnppFqpo6iq+/LIHs2c3h3BZdX0d3333BvfdtxJQRPDjjx8jXPI98MBJjB1bzkUX9bXsdjZ1auKEy4oRnH9+KVu3fggMpbZWbYJUbzB9v6Ym+Pxz66bz0XIFHnlkCoMHXwLcSkvLlzgcoZnHVtdq7cusH0O0Okx2kZGh/pqbrcfQs2eftGgExtBRKSVCCI4//gaOP/4G8wvD8PDDk1m69CtuuGE2o0cfxYwZm6itVRE6P/zwNu++ey95eV1b+0J89pnKrh8wAIZGtnQgMzO5ypV5eeaJm253PZDNsmVLgDE0NyvCmU5GUF4+jnXrqvjLX/5N9+4DWhlBKv0DXbsqISw7O3VmIQ0rRpCdrbSaDRucrF7tDEmMS0dgQzjsaAQXAI8Dewb+ngIukFLWSikPinplbLwB9JVS7o7KSXjS7CQp5Uwp5Wgp5eguXZTOZqURvP76LDZsmIJy/kJNzQZ27KgyPddo+3/hhWn4/ZHcZe7c14HUdjszwooRqJhx1R1GRw6leoMZbdpPPnmJJaOLlivQ1FTH4sVPAdC1a0XE8Vgdy8yQiphtCGoFZmPIzMxm6tTpaTUNLVo0m+uv34/Fi7+wfY9Vq35k6VLl9S0sVGKp11tI9+79AfjNb47hxBNvYc89/8i6dYuYOfN8Xn5ZRe+MH29O8BM1C2lYmUa6dlUHundXDCmdGoGORlq0aD6rVs1rfZ7aUZwqjcDhCPq3iovjNwvFYrjRzFe7B/r7/Phj6OeNje3MCAJ2/o+llC9LKf8S+Pu3NDNWRmIdYHw8vQgrSSmlrJJSapL+KLC33YFbMYJXXplGeOSPFQoKSli5ch4NDTssCf3WrarOrlUESteu8Xc7M8IqE/Kaa95j4EAl3ulcAilTu8k04XrttVlRmaW2tVuhqUnN0RlnnBJxzKwdZ7RWl2536lRxo3nonHNmUlioggccjjIuvXQmEyaUp3SD6XtpjeCNN+5g2bJvWLDgQ9v3WLHiewD237+c7t0HRBwfNuxAjjlmGv367cXy5XP55JNKtm3LpXt3+E1kXx8gNiPIyYkeHunxmBOwggJlb/J6lfiqTTbpDGr4z3/mMX36XPLzVdDiqoCi1ye5bdiKoqJgAEdRUfxCSSzfVrS1XVamBKmvvgo1tDQ1tbOzWErpB1oC5SXixbfAICFEPyGEGzgZeN14ghCixPD2KFT3s5iQ0tw01NQEDQ32JHQlUTi4+upRzJhxZszcg5NOmk5GRuiOcruzufDC+LqdhSM721yKGDhwH4qK1LSnK5dAL67777cOj9WO8rFjyy2d6TpL26rOy9ix5dx330qefbaF++5bGbUxkB3p1W5Mt5HJjh1bzi23rARayMtbwQEHpL7MhC6RrNfmRRc9x0kn3cqRR15u+x4DBoxh/PgrTBPPjGhqUucWFSnn8xFHWM9LLOKUmxvb0WpmIjE6iyG9GoG+Z2FhT/r33xuHw0lNjSo66fFEltSwC7c7dP8ZC/VlZsaXf2EnGz6ar8bv/xBoYv36vJBCmuluVQv2TEM7gAVCiMeEEP+n/2JdJKX0ARcC76EI/ItSyp+FEDcJIY4KnHaxEOJnIcSPwMWoMhYxYRaeB/DUU7Msf5LXW4THo/ROYtWqAAAgAElEQVS8oqLenHPOTAoKuiOEID+/R0wTxtix5RxwQDCJRUu2J5yQnGNTCGutQH9eV5deRrBxozXzNJpwzObI6cwGplNcXAdsSXpMdjZeYaE9hhEe7XLzzUpk3rGjMS2ZsC0tof4Bj8fLhAlX4/HYNzT37j2cU075O6NHW8dVvP56JWee6eemm/pRVdWdvDw48EDre0abK5fLWuI3wsxEoj/burWRHTu2tmrp6WQExnuvXKn+l5UllvDVq5eq/KmJvxDJ+afsaLPR5nnQoJEUFCwDHPz0U/Bz7TBOJ+wo4f8J/MUNKeXbqP7Gxs+uN7y+Grg63vuamYVmz57Fxx9PASJXodudzaRJ90ZIomaSqbEi5vHH38yAAWNaj5199sOccMLNbNiwlMGD98ftTt7+Cko1D+8F8NJLN/Ltt32BM6ivN4+YSBZ6cXXt2odNmyKdqV5vEWPHKvPJli3Qo0c5PXqoyq0q56IPfv90oJzKyj8zc+ZmLrssoaXSiljz6XQqSTQzM9gdywrhjEAIRaV9Pnda4rNbWqKX8k4WUsI778Bzz6nSyzU1yoZx2GHRJc1oc6qJeayoIl1XyAitEWzf3sKyZd/Qq5fK0UlXmPP8+XN56ql/UVLyO/bff2IrI+jbN/77CaHyDhwOZQLaskUxgURao2rYaa0ajVH07bsnf/wjPPec8hPoMiE+XwcoQy2lfFIIkQX0ac/y00aEMwLdYEZZskLhcDij2qSNMEawPPHEJcyYoTSA4uKy1jLJ+fndWu2TqYovNttkCxd+xo4d6umn2zR0+unTufvu00M6Z7nd2Ywffy///Cf89JORUZWTm1vOoYfCa6+pDVVUdCObNz9GUZF1+QO7iMUIcnPVd7rdihCZVW/VyMgI7flw5ZWvcvnlEr/f0Sq5p2qDhUcMrV+/mE8+eYxevYZz4IGTALVuw00RdrFmDTz6aLABS0bGVRx77BHk5/+O30W2OQiB1Zy6XEFiHksjMGMUmZngcPhoackCskLMtX5/ckQ1HH4//PLLPF5++SEOPLAhaUaQlxfUIgoL1VjD+zfEC7c79m+OxXBHjlSMYLGB0nYIjUAIMR64C3AD/YQQewI3SSmPin5l+qClrjlzZvHkk5dYOjoBpGxpJe4ffTSTX375lP33PyWirr4RKpQ0WAfHqrl6LEYghD1CY8YIevbcjSVLHsDvv5m33+7D8OHTOeus8rQwgt/+tpxt2xp58cVrqa7eQHFxHwYPns6LLwa/z+tVYXVdu8Jxxynn3NixajN1734jcGNKxhSLERidd1lZ0RkBKPOazsPo3n0AHo9iao2N5l3EEoW+jxZSKiqW8OabdzJq1BEMGzaJxx5TUl5WlopKcbtVqOcxx9gLUfznP5UGlJcHp58u8XoPYtCgPWKWXXa7zc0m6rkFCVcsAmV2XAjIy3NRXQ29ex8Ywgh8vtQzgr33/i0XXXQvXq+qC58MIzAm3elIoWh9xO3ADiOIxXC7dNkO5LJ5s6SlReBwtI2PwI5p6EZUctinAFLKeUKI/mkcU0zo5CezuvnhMLY/fPvtf7B+/SKEEOy115FMnlyI39/MTTd9TZ8+I1rPe+GFaRHN2pua6njooUn8+983cOWV71BSMihqREF2tlpclZWRJYnNzjVizpxZzJ79DH5/XeD3ruKOO6bQpQtMnJh8spWGMXz0oIPO4qCDzgJUlvANgZD3gw+GCRNUKJ1Rkm1oqKOy8ivKyvYAQluAJoNojCCcqNmJLvJ4gowAlBSrGUEqJS3jXAL07DmEY4+9h7VrD+WKK9QaEEIJMesCsXMrVsDnn8PJJ6vetVZ27k2bFBPIyYF//AOyswVwmK1xWflcCgtDiZLTqb7faj6sjufmQnW1YshFRcHmSenIeRk0aBhHHz2MzZvVPG7YoMaVSA5BuPTfq1fihfk0MjJi+yocDjVmq/l58MHjgSfw+0vYskXtO20akjK5fJCo47JxTrOUsibss3ZtWVlfb69FYni8+rBhB1FSMph+/VSUal1dNY2NtWRlhYr2VqGkLS1+Nm78lVtuOZgvvphlmXovhJKcXS57Da8djlBmYPbbGhtVSYRUawThjvemJpgxQ3125JFwzjnqt4QvwPPPL+HWW8cxe/ZTKRtPLIkqnEnYYQTGef3550+pqVFlnBsa0qMRaDNUQcEgPvroL/z3vyNoaIB99oEHH4SHH4Y77oBp05RGsGOHMvlce611t72fA5WJhw+Pv/GKFWM1k0wT0Qq0Nrt9u1pE6YocCp9fHTbau3f84caZmZHzkiwTcDrVnxCxmYGZBUCjZ8+hZGSoMNJNqtxY61ymUyuwM4U/CyFOAZxCiEGo6J4v0zek2GhoiF0338w3MHnygyHnXHHFW2zdup7CwtKQz2N13dqyZS2PPDKFAQNgwoRICd3jCRJOO7ZsUItD1xSy+m3r169OubNYS7DXXDOapqY6hg79iPXrSygtheOPt742L68rjY211NVt47TTPAgh+L//W0FBQfQSCtEQyywUvlljSbEQ6jBubNyB318TeJ1aJ1w4oVqzRnWX69JF9bs2drnLy1MEbPhw+PprmDVLaQd33qkYwsKFKstU15/RjCC82YwdWBE4M0aQkRFde3W7I4+3tGwAevDCC/cwYsTlNDaq70w1I/D54LPP3mP9+gxKSvZh5UpFTfv1i32tx6Oegw4uCC/RnQoYmaTTGX1N5uWFaqlGTJr0T7Zvhy++UIxg2LDQxlSpblWrYee2FwHDgUbgOWAbcGl6hhMbLS1q80arm+92Z3PeeU/GdBCPGvUnDj74bFxhIkW0TFoNLaGbIVxTsONUNkoJVr9Nl0RIJfHSjGDlyh9Yt24lX36pzDxnnhldQrznniXMmuVj/Pgr8PkaaW5uwOtNzkQUSyozYxSxpEHjNQMGjCEvTxnkm5rSYxrSEvGyZap5T1lZXQgTMEIIFRny97+rCJY1a+D885U/4OabFSORMlQjiBdmcyaEueYVSyMwez45OeqHa40gHb2L9Tq99tpzueaaQ6iurmgl6nbMQkVFyqdVXKz+pyr5zAijphbLTxArRLVboMC/1hDTETEYjpiMQEpZJ6WcJqX8TaDMwzQpZQyrd/qgiaAVsfZ6iyyjhHy+Jlatmt9asMsKOhPV640uOqxfby65m6md8aiLKnktdNfpkgiQugVhZARHHHE5/fr9H3V1GQwYEFv6/PLL57joor6ceWYOQqgf95e/DIzoUxAPYsW7m22wWM63zMzgdfn53ejbV2W9pdo05PeHFgf7/nsVCL5jx9yY1+bkwBVXKIHB71cEubZWRY+sX69s8Pn5UFoa81YRMJtTqzlLJHKoZ09FtQ444C9AehiBdsCPGXMAw4YdQEFBCRsDZTB72FBAtXl24MDUlqrWkUeFhaHCXixG4PVGpwe68qk2DaW7qivYixraDZgK9DWeL6U8OH3DsobeaJrQP/DAqegOY5MnT2fcOGst4JNPHuNf/zofj8fLtGkf8vjjF1FaOpTzz48scTR2bDl77nkEH374EO+9dx/V1ZF1dHr2jBQtnE7zDePxBE0/ZjAyAv3bnntuGlu2rEaIPvz5z9NbzVB+f2pK7hoZwcSJd3B5IAH2iCOiO6XCHfU67NQqusouojECK23Bjn3YGF2k79PYmNpojKam0F66Pp9Kmu/WzZ4u37073HYbVFUponLFFaqYXGWgK+iwYYk5CuPRohLxEeTlqZvV1irqp+cgldKrNkfdffeTfP21er1hg/ofK6M4MzO6TT5R6EijwsLI5xKLEQihnnFNuOcV2L69ipdeugR4JsRn5PO1s0aAqjr6A3At8FfDX7vAuHHHji3nt7+9FWihuHh5VCYA0K1bf4QQuFyZLFv2X5Yv/5a5c1+xPN/rLWDChKv5wx8ujDiWlRWU0I2wImax7N8OR6hJaezYcu65ZyXQgsu1kv32C/62VCwIHYWgGcGiRWpzFRfDmDHRr43V4D5WRzczOBzRVeZ4nJ7hMM5rZaWqYrJ27YqUagTa1KThdA4G4He/G2v7HkVFsNtuqgTykYHoZm0W0h3f4oHTaU70reZMR7RYwYwRaElY55mkUyMwNmiqrFQEVZtRrJAOfwAE58mMOdsJm7WKOMzKymPr1tkAbNwYJHbpqD5shB1nsU9K+VD6hhAfwjfu7rtfzZdfQv/+sXnaHnscxrPPqhssXvwFu+9+GF26xDYyjh1bzvffv8GqVfPw+RopLu7DNddMt3QUm8EqwsgIrzc0M1VF0Uiam0Vr9dFooWfxwBjuuHr1T7z00gJgIiNHxl7IsRz1iVRkLSqKLt1bSat2NQKNNWv+Cwxl2bKf8fn6pYQRtLQoSdjICLQ0F4tQWeG445TE2dysGKRZ17FYiJZIZoWMDOv1ZfYMdA7Ejz/OpbZ2ILm5Khhfm8qSdW7qtp8+n4/a2hbATWWlundxcWxBoDh1kc0hiDaHyTAClyuDO+98n6uuklRXq+6Ebnd6qg+HfK+Nc94QQpwPvIJyGAMQaEzT5jBu3KVL4ZNP1Gs70QNGDB68P1df/W7M8/71rwv4+ONH8PubWzOMjzmmnAGRhSEBa4Kl08+jPczw0MDTTnPj968HilvrDTmdqdEIjIzg++/fYNEiNXA7NtdYUVXG3A27MHaEMoPVxos3hDQ7ez7btvVl3rzVnHaaYugXX1yeFMHSkqoxdLKqSkmLiRIilwsOPTTxMUFijMAsMsh4LBw6Hr+62klNzUa6dAlmZTU0xB/uGg4d3jx37hwmTjyIESPGccQRHwCxzUJFRcl/vxWiEXs7jMDrtU447dVrMEVFykewebPyDfn97W8amoQyBX0JfBf4i+0BSxP0xH33HVx/vUrFFqKFkSNT/10qw3gmfr/a4doG/sUX1g7RaBKKnXLARqgWiyrOLNVlJoyRCF26lJKRoSbQThXHaFFVOndDCOu5yMpSTVTy89VmyMqKXu7XKsoFFFGLZTvXGsGcObOorZ2B6lUh2bx5FddcM4Wnn07cwQ2hJgtQTEAx2vXMn/9GUvdOBomY02IdC59rbXrxeIZRUNAjJLs4ViKlHWizUG3tDpxOJ5mZ2bYdxelqZg/JMwIhomeUa03S6DBOp0ZgJ2qon8lfu2YWg7EWx+tkZIyylNDDccEFfTjlFCeTJxcwcaLgvPN6Wka6qGY1oWy4qamOmTPNbeAOR3RVOJYaG84IZszYSFmZUnXq6oIbK1Uage4ze8ABp9Ot2x8AexqBsccABJvQG3sN5OTA4MHm89Gvn9IAhg6F0aPVedGQTCEvCEYOqecZ6tuor6/juuvi92kYEc4I9OaV8ldEulJBbcDMHBmtgTrEHzmkC7U1NGTidOYjZVAzSgUj0L6HQw45kg8+aOaSS15sZQTRhJaiInvm2ESRrGkIrBnBF188S1XVZ0BoCGm7mIaEEFdIKe8IvD5BSvmS4ditUspr0jes2NBRAzk579Czp/2wgJqajUjZQl2dctlXV1dYRrpES+wyQ6xNFItgOZ2hlUizs/NaVdv6+tQzAmOiiiZeduu6m7WYNMLrVX+DBoUW0OrSJVT61xmZ0WCntK8xYscMhYXWz3Pt2uS6zGmpVY9Bb9599x3DiBFpLhITBWbO91hzaSeXwFj0UVfv3LRJVfAsKVGMMSND/U+m+FxTU+h3NTcLMjIybWkEydYNioVYGoGdOmO5uVARGYzIkiVfUVHhBQ4M0Qh0Y6pU1nDSiKYRnGx4HV4q+vDUDyU+6AmcNu0hbrrJfqJzTk7k7rCKdImW2GWGWIzAToRLeKy4lmqMGkEqksq0gxNg6dK1NDerzZOKstoQjCYpLAy2EczJSaxAWCziZcdPUFQU//O0A6MEHK4R9OyZidudogmNE9nZ5ust1lwlEjnk9Sota8GCRUAo8U5GKwjPxtf31UJgNEd8OrUBiE2M7XQ2s9II9tvvJA4+WDmI2iqpLBojEBavzd63KVpaiCuhxIht2ypNPzeLdDGzhVuFjULyGgGESsyPPnou8+e/CIQyAkh+QRg1gnvumRr49NfkbmqAcZGXlqpyCcOGxZY4zZBMsw+NggKYOHE6TmdoQoLHo56nWcc7OzBepxmCZgSJRgylAlYSsZ25ivaMzLSMlpaVAHz33TwgdJ0mygikDGUEM2fexQ03/Il58963pb2my0msEWtNFhbGHoPbbZ4fM2TIWA46SKVpaTqXzu5vEJ0RSIvXZu/bFFVVOqzOj5QWRTsskJdnXgXOLNJF28K7dlX9dktLy7j11pmmYaMQe5NplTEWdAp8RcUSfD61EurqQkNLk10QPp9xcfUFoKCg1vqCOGC2wEtKEldpU8EIhICjjy7n1FMfA1Tv4uLiMm64QT3PRAlWaBKZ+q+luC+/vI2amk2J3ThJWOVk2BFGojGCrl0jmUxJidJ6PB7VY9s4l1a9xWOhvj40QnDBgu/44Yd3qKioxeeLrr16POmryaNhZy3bKThpVX6mrctMRJuuPYQQ24QQ24HdA6/1e1sxOkKIw4UQi4UQy4QQV0U57zghhBRCjLZzX20Wamj4gcmT87nrrgl2LmPx4lls37414nOXy91apbSgIEhY3G449dRyvv56JcuXtzBnzkpLJgD2CJKdjej1qu8+6qgrGTZMlceuqQnNLkx2QegSC3PmzKKl5XnAwaZN45MqEaFhp75+PEiFaQiUeUglHa5EiBbuvXclhx+unmeqGIGUQdPF/PkP4vMlqGokAZ25aga7pbujoX//0PsMGaJiR7xelfVmnMtYvhsrhHd6mzLlWv761zcoLFQJetG0gXRkEhthV6Cxc55ZM5z6+u0sXfomGRk+6uqUZpTuMhOWy0JKmZRLQgjhBB4ADgXWAt8KIV6XUv4Sdl4ucAkQvQCQAXqjuVyraGyEnJzYnqGBA2Hq1GkhXbg0vN5cDjooGOni9yvCW1gYn2RhZ5O5XPY2R16eSoCrrIRfflH1ZkBtEF2TJlHo5Ke33w4tFVFXtzqpEhEaqercpmGHEdhxznk86lxd/bGmJvgsEpVcw5uxbNkC27dDZmYTZ5xxM7m5aUptjYL8fOt1a5cRRKvq6nar76gK9IPSIaT6vXEudWRavKWiwxlBnz7D2Wuv4Xz6qXofLe8k3f4Bu79FR2hFE9qKitR5y5YF57umZiN33TUep3MRMJhNm5RGDe2jESSLMcAyKeVyKWUT8Dxg1pH7ZuDvgG2ZTGsERx99HLNm+TnnnJlRz+/SRSX2WEX71NRsYdgwFeGiH15RUfxMwI7Zx+4i0n4CrYZrRpCKyCG9yR5+OLJURKIlIjRyc+2pxHYRK9xRw845WkLbsUMVhPv11zUhklYi0qu+RhecW7FCvR80yM3vf38GbneaqZIJohWnszNPQsSX89Kli+LAmzapyWhsjOxxEQ/Cy3UY76FrL0VL1OsoGgHY9wsaf09+fnf23POPFBaqzb55c/o1gnQyglJgjeH92sBnrRBC7AX0llK+Fc+NNSMoKQGHw4HLFd0DqRNLrKJDevbsQ1ZW8o2r7SAeRrB+/WLee08RZV2gSjOCRFVuCDKCzZvNGWMiJSJAzfPw4ck3+TDC7jOJxyzX0rIWgFWrKkMITrxagZZ2Ifg8NCOIN9M9Veja1Voj0/0b7CCWo9No/svOVn66ioqgUJGMeShcGwB45pl7+eijmWzapChhNEaQbkdxqhkBhGoxWVm5XHnl24werUxtmzYFGUAy+z4a0uxSsYZQtYvvAS63ce4UIcRcIcTcbds2t5qGtLoUDcY086lTp5OVZT8KKB7YfeB2GYbHA5WVS1mwQFVG3RpwbegNFi512YWUwXtYhVMmUiJC3S+hy6IilfOqM5SHDlWlqHNyhoZsrHj9BOFmIQgygsbGz5k79/X4bpgkXK5gqK7VcbuIZV4xSt1du+YBdUA+27cHtQINOxqB368EPL8/khG0tLRw//2X8eijf6ayUgS+0/w+TmdqBREzxDOPds8108CM2cXJaq6xkE5GsA4wLstegc80coERwKdCiJXAvsDrZg5jKeXMQC+E0bm5Xdm0SW3qm2/uy5QpXVm3bqHpAFyu0CYUEyaUc+utMykttRcFFA/sPvB4FtHQocMpKVF2lm3blOlBbxIpzSWnWNAM5NVXZ9HQENk2Lby9p11kZaUuB8GIVM+rywVDhqg09B07PCGqdrwagVnEkGYE779/Fg8/fFZ8N0wChYWw++7RI37iWXtW5dSNx7WA5XAISkrUm+pqxZHj1QhqatT8V1REPgefz8cxx1zOoYeeT1WVIllWjCDdZiGITyOwK/iFM14pJXl5an9u2hSaO5TIvo+FOF04ceFbYJAQoh+KAZwMnKIPBvogt8qQQohPgalSyqh1jJqb1YR07QqbN6vCZ1Z1bwYNipQOJkwoTwnhD4fdxRHPZtxtt37cc898zjlHRQ5s3x56fX19/GpwQ4NiAtdcM4X6+lD/gNdbxKRJ9ybkKDaLfkgFUq1pOZ1Bv8vChbMoL59GZeVqevbsw9Sp8RWgMxK45maltVVXQ1ZWC6NG7UNmZpptFAFkZ6vy1bF8VPE6bF2u6NK8sb1qUZEi4lVVSiuJhxG0tKi1Dea+L4fDzQkn3IHfD6efHvw+M6Q6UMEM8Wgcduc8MzM04OGuu47m++9XAAtaQ0ibmxVzrq+3l7AWD9LGCKSUPiHEhcB7gBP4l5TyZyHETcBcKWVCerNeYP37w9FHP8zWrRURPYdBdSKK1RIulbD7wHU9Ijvlj/WCy8iYBUzj3HNXU1zchyuvnM7xx5cnrBHcdde0CCYA4PF4E44WSldKv90EtHg0guXLXwN2sHDh2ehme+vWqQJ0+flw5pn25iDcrBT0Dzi46KLkw3DtoqwstYEKGrGEm9zcYJx7eOSQkRHo7OuWFsUou3ULHa9uyWmFrVvV8a1blWkkP996XaSaQIbD642vKVQ8EUaZmcF5y80twuP5loYGNcctLeqYrg4rZXyNimKZkdPqI5BSvi2l3E1KOUBKOT3w2fVmTEBK+ftY2gAEJ2roUDjkkCkcf/wNET2HHQ57/oNUIh3qossFr776d6qrz0FXzKysXMV1103h1VdnhSSF2UVjo3X0VDxOYuPvdbnSJ4nFM1dZWfak4lWr3gOmEd5xtb6+juuvjx0x1dCgpDKjtLxtW/s4igsK7As88Xa1i0XEjGaYykpVJO3HH5cCkf6WxkZF0OrrVeSPJkx1deaduoxYtaqGdesWsWaNckpb+aJiVfRMFkLEL/DYTSKFUPPQlCmP8vjjFeTlKS1p69bgnOoeDXYhZTDaygrt5ixOFHoyrBqCgyo7kYpWjvEgHkZgN87Z5YIXXrgKKUNF/4aGOu66SxGsaO0vw9HUpCQLq+gpu07ivn1hzz2VOUgXlktHkU27oaMa3bvH7knrdMKYMfsC5kxv3brVUTeZ36/S/jduDHXgbdumms8D9O7to66uBp8vTSEeBB3DAwfGd008iLWmjWZJh2MJABUV6iLVTCZ4fMuW4PvaWli3Ts1ZLALV3AxffPEhU6cO5aWXHgOsGYHXm56CbMb7xzuHkFjkkK7oq30hmolqxLPvN2+OzTg6HSPw+ZQk0tj4LbfddjjPPBPaNbM9tIFY5afDYdep+vbb1uYFLdXXxlEVQi+GqVOn4/GE2q+tnMQ5OWrjFRSoeR02LMhoBw+GESPSZ4Izq38fC3bKUYwffzpgHUqsVXEzbN8eqWZriXZLoFVTbe0PTJ5cwO23h9Zm7NYtdQ71wYNVvkC8yU3xINb5xp4ThxxyAADNzX2BoClHI3w+dfJdLBPpli2KKPboMQiXS0V7WTmK020WSjQsNRWRQ+GMYNs2ZYaLZfKprLTHNDodIwC1Cd599x7mz3+Pt966i4su6ttaGqGsrGNrAxB0DEXDq6/O4tprp1ge11J9eNP0aNDa1IQJ5Vx77UxyclTNnczMYB8BDYdDEf2RI5XUOWSImtt0bzYjEnmOsQie7uPr8UwHzEOJfb6grdsIKYNOTSM0I9DX5OTU4fF4ycoK2stcLmUy2nNP1ZQnkd/Wq5f6faWl8ZviEpGU46lLtNdegxECNm1ytJrMjM3XE4GUsH49/OY3E/jHP5bQu7dq5GylEaRzbdpJsrNCIoxg+/YqbrvtcH755RlAra1wn+D27cpBb8ZMW1rUNeEVXC3HaO+0joXMzFl8+22w6bzuHOb1wr77pj4iKBbilbT0oorm7LVy6AJkZobmPtTW2rNdGtXDcePK+fTTcj78EI4/HsaG9Vjv27dtib4ZEmXo0dL6XS6oq9tGTs7hNDTMpKBgGjU1waghHVFWW6sYtnEOtm83z+ysrlafb92qnu3++x/IgQeGcgxdSgCURFtYqL6jvh7Wro2dKZ6bqxhBcXFicfKJmDTsMA+3W/2OjAxlmtuwAb7/fjGffnopY8Ycx4ABZycc119ZGbpmNWOxYgTpjBjyeBI3f9oNeDCahnJyCli48DOam3cDTqWqSs1FeB/opiY157m5oblF4UX7YqFTMoJffpmGzxdq9GpqquPpp6dx7rltzwgSkbZiMQIrhy7A2WfPZPz44O+0wwh00TqNJUt+5osv/MDuIbkWoIhUe5ZQ1kikZDXE1gjWrFlAVdU2oJzc3F+YOHEgxx03lgEDBoWcq6NUsrKUZGUmXTU0qA1YXa02YUGB+feHEy+XS5nU8vPVfC9ZEt3Mp81viUqliaxRnYAXrayBkVl7PKuBPnz88RwWLHiXgoISKivPjlrywgpSKgZpRLTyEl5veiuOJmPSy80NmsqimXIyMoJNlhwOJ1dc8RYVFcP417+CZkezPtBNTeYabDzodKYhIaCmxpxIVlQk12kqUSSyyWI5jK0cum53NmPHlkfEaW/bFrnIWloU8Vq/PtReC/Djj/+lvl4F/4f3dIiWndqWSEYjiHbPHj0G4XCsB2DNmmoeeugsrrji7IhzpYENT2gAACAASURBVFQMdMMGaxVbm4r0RjXWWdI29MzM6NJqZqYyvWnJ2YyoJRuem4hGALHXtpFZNzT8FwAhhnPhhc8ycuQ4Xn31+YS+16gNPProuVx22RA2b1YcycxHkG7tNdlCdnl59nwMxvyIESMOpn9/tTk1oU9HMhl0QkZQVpaeTlPJIJFNFovImZXDgOzWAnvhC2LLFiVBbdqkNtH69bB6tXodnhTk94PXuxvQE2gJIV52F2y6kYhzUyOWRpCf340TTpgc+KQvAH5/YuEm2wLtMPRG7dJFlfb+298OZM6cmey9t3Kox0JGhkoK69lT1WsyhqBmZCQfFpmuXhBGs8+oUQMC3zWS0aOP5uGHz+Luu09h48b4ezLoMjKgYuobGoppbnZars90moViZVnHc59YCNfEw/MzdjGCABwOTKNbdKep9kCiane0TabLYXTrVhZogF4GzGTMGOv6+X4/rfXLo2WEbtkCXbvuDzgpKHCEjMNuz+J0I5GIIY1o8+pyKUL99tt9AQdu9wNccMEzTJv2cVw2VQ2tKWiNQPXvXc6iRZ+zZYvSUO1qNjk5qiSKEErq1c8iFcl66WCqEEog999/FACVlTlkZmYzevQx7LvviWzcaOJhj4Lt25WZ7KOPZvLii9cxaNB++P3DAetWp6nOHzAyuFTVLrJDJ7Kzg7+lunoD7757HUL42LFDaUjJtP6Mhk7pIxg7tpxnnplKTc0GVKcplW2bjtIRdpDMJovmJJwwoZxRo8qpqIALL1RSgc7MTEYyqKyMrCUPalOnsoR0MkjGJhvteYT3YGhqWtXag2HQoPK4iK7PF3wORo1g//3PYMiQ3zFsWK9Eht+Kfv1UhFAiDCociWoE8ZiGdA7HunU+Vq5czMUXPwfYM9u0tKgImB49gu0Zv/jiWRYu/Ixp0z5i3LiH+c9/zBlBVlZqIwVdLh2irt6nQhsA+8+gWzclYLS0tPDaa7cgxNlAGVu2pLGUS3pum37MmFHR+jozE0aNar+xpEvtNt47J2crVVWFXHnlqTz++DNUV0dGENhBU5Oye8+fvwgYQk5OLaBSRPPy0pMYlgiSsclGa1Rz993WPRiOPTY+RmAMJTUy1qKi3hQV9WbAgAQGH4ZUEaF0aQRGApyVBS7XRny+7nzzzVz69lVS/DYb3WTXrFGMYNOmoDZ76KHnMWzY7+nZczDvvKM+M2MEqTYLZWeHzntbMwIdGFBYWMJxx93IV19lsX69WmMlJUorSHWBx07LCIxoi0JTVtCRFYnAzubUG61//zpWry6koWFvQJmBqqqid2oygzZhfPzxO8AQKio+Ao4C0l++1y4cjuQXutNprm1ZBRRUVq5qjeqwywyNDmSjaUijo8xnMms01nUuV2jtrMLCSjZv7k5hoWof29LiZ/HihfTuXcb69ct4771XGTlybw49VK252bM/ID+/N3V1qlSAMVx0v/1Oan29StWXpKwscgypdhRnZbUvIwjmGQmOP/4GNmxQPj+9xjZtIiLSL1l0Oh8BKJXJiPaMd09GJY2n89Y++yiK36PHOa3HEknY0YvJ4egLQFFRUGxORxnpRJBMzLaG1dxGCyjYvn2HacKY9fnB10bT0Ny5r/Hmm3ezfv1i+zdLI5IpuxBvs/uDD1ZawJo1Sqy9444jueKKkUyffhVHHrkX9913E2+++TKgSi1fccVkjj56KCtWfG95/+3b1fxmZkZGuEFy+7+wMPQ36hwfhyPI5BLVpsIRz3MwChHaXKvXmC5LHQ9iretOyQjeeutuJk50cOmlg+jZs31j3pMprxBPV62hQ924XLBxo7dVEt22LT7nkc8XVNP79z8GgD/8Idg9tKNIsKnoOWu1eadOnR5RHtrhyOSoo67G5fLYYq4rVqg+0m+/PYuLLurLxIkOtmzpC8yisBBmz36aWbOmsnz5gqR/RyqQLCOIxZSNjGDwYPV/iSo9RJ8+u9O1a1+++OL91nOGDz+FpUth8eIdDB58ML17j6SsbM+Qe9bVbWPevHdZu/aXVm2gT59IU2i49B4PiorU/g03b+nf63anThuA+J6DFsrq6rZRWzsfCDICXZ7DLrZtUz2Ro6FTmoYqKpYAEiF8KVeR4kFGRnKNMOLRCDIzVamHRYvU3+hA+54NG6wjKcJhzCUwcxZ3FEaQivBVKyY7YUI569bBE0+oPgTQh9/9bjoTJ6pAA80I+vc3J4AVFcqZOWdOqNNZVYedwjffwN57H0X37n3o339w8j8kBUhWonW7oxctM66bAQN00p6KYDv55Fs55ZS/U1dXw6+/fkuXLqWUlg4NrL9czj33Cd588y7uv7+cKVMeweNRITNr1/7E3//+RwYMGMO++34DmJuFEhXEnM5gdI6u8Q+hWrHbnRpHffj32uk7rOd08+aVfPzxdcBrIcR/1Sp1n/CS3uGorFSCS6y93Sk1grPPfpi7717E3Xe/EvvkNCLZsD47JWqNm7iu7jUAZs8O2rk3brTfHDwaI9D10NsbGRmpqSAZjfgdemg59923khNOaAFWkp8fGm22eTMsXBjpY2hoCFYYfeGFSKczKKfzAQeczvnn38OQISOT/h2pQLLzGUsqNjJdt1sxUSlh6dJgFc3s7HxGjhxHaenQiOs///wpvvrqedau/dkwZjcjRoxj0KB9WblSfWYm8CS6B3NygnvPOH7jHki1RgD2n4VmSKWlQxk4UGV4VlUFzbjNzYrA//STOZPesQMWL1aagB3G0yk1AofDQc+eg9ljj/YcQ2okV5cretE4I0HbtOkJ4GiWLAmuXF2YK5ZW0NysQk/1a1UozUdd3VKKioamnAnoiqyxauiEI1XjiGZ203OqSxV8//18Fiw4i4MOmsyhh54HKHX655+VOcLrVUx09eqghKi0iUjong4dgalqpEIjiOf4brspJrBkCa171O/3IWUL27dXsXz5XFwuNx6Pl0GD9mP8+L/i8zVTXNy39R4DBoxm2rQPWLECrrsueF8jhEg8UMSYd6DHL0SkkzgdGoEdaEbgcmUwder9nHsubNkSKTXW1ipmUFAQbGfrdMafb9ApGQGkJrIkGdhpgmIHsRiB1hqkhN/9bhAffthMdXUPduwILuaNG1X0kJmZqrlZSf9r1wYXdVVVC0oZXE9hoarZnWrC5fGojaSZj120JSMI1nqXNDZ+R2FhaSsjAGUuWGzh7y0u7kNl5aqIz4uK+rB+/WIcDgelpWW4Uy1SJoB0awThxwcPhrfeCs7dZZcNpqJiCYcffjEej5dXX7219dw//ekvnHbaPab3bWyE++9XEu1hh0WWPsnNTey3hUv6OnnR7Q7d0y5X7DLP8SKeyCGNvDw1lh07zENHm5tDA0cSaW6fVkYghDgcuBfVqvJRKeXtYcfPBS4A/MAOYIqU8pdY9/3rX0cAfh555CWGDLGRv58GpMKhCfZDSJua4Kyz7mDNmkg/gZSwYIFayNnZwcJV9fXmaqM2C/XqlY/Xq4ysqWaqmZmKMbUXI9CZ22Yaid6MWiNwOAawxx5/ZJ99jos4d86cWbzwgvInFBf3ac1qr6uLbKuVkaF6Otx+++EB2+4S+vUbFHFeWyMVGoFVXgZE7gUtuS9ZooSUcePO5emnL6Nv31F4vUWMGHEI27dXsWNHFUcccbnpPX2+JmbNymD9ekFpKZxySuQ5iUYLhfsV9FoxW3upzquJVyNQkHTv7mPdugyWLbNXsgRUVJaw+QPS5iMQQjiBB4A/AsOAiUKIYWGnPSulHCml3BO4AzAXDQzYsWMLa9f+zNq1i5g06Q+8+mrb9YY1IlWMwE7kkHHxDAvM4MKFkec1NSnCu3mz+h/OBObMUVEut9ziAvri8bzZeiwdGoGq+2//GocjtTZZq7nV39Gli/rO+vrXWLv2Fx566IyQ3hbaIawkf9UmdMaMM3n44bOoqwvlcC5XEVOmqJ4O48dfgcPhIC8vTY2c40SyWbfGBjRmCA/3zc+H/fdXwshjj8Fhh13CPfcs4YADJrH33uOZNu1Dbr/9B+69dzldupQipWTBgg955517kQFuc8MNt/LBBwKHo4ULLjBfF4kwgrw8c83Z7W4bc55dRuBwBOd81aofWbfuHwD8+KP5+X6/jw8/fDjks3/84zhWrPjB3vfZG1ZCGAMsk1Iul1I2Ac8DRxtPkFIacw5zgJiK2ObNQXV806YKrrlmStzMwNhyToj4ub7bnbqWePEklVVULGXbtn8DKnwxHoQTNVjFihVTWoleKjUCo63VrAaMy2X+u1NtRbEiXvq3Op3QvfssYApVVUFi/8ADp3LGGV4efPD0CIew39+Mzxfpnfd6va2NfQ477Dz+/e+vKCqKM9svDcjMTE155mjPRohIwei00xTBXbAAvvrKQUnJoAjp1OkMLoL77pvIU09dypYta6muhlWrLgJg3Li1pj2gHQ77/gHda7hLF+sSKrpKbLqRSAhpaelQsrO/BmDePHMS+Z//3MTjj19Aba0SUFaunMeaNQv46KMZtr4rnYygFFhjeL828FkIhBAXCCF+RWkEF8e6qZSh3pv6+mD/XjtwONRiKClR0kFpaWj9ju7dYxPnVFbntEP89Hg++mgGH354OtDIqlXxtak0i3Lx+1WUC6R2Exg7sGVnRzLawkLzaI9Um6esGIHxt9bVTQMiGwA1NtZGrLVoqKlZ3SrN5uXBqFFj4hlq2pAqzTXWOg3/nvx8KA8EYz33XPTINiEEe+11CvvtN53GRid33QV+fxGDB/soLzfvO+v1xtcUvqAgugaRnZ26xLFoSIQRZGRkMmPGy3g8sHatiOg9IKVk06YVSCkDofUghIOGhloKCuz17W338FEp5QNSygHAlcC1ZucIIaYIIeYKIeaaHY/WxCUcubmKGTidiiG4XGqBZGaqxZuVZd0BqahIReekohqkhs5ejHUOQEPDDoRoALKQsi//+Y99TShWlEsqibCR0Docoaq4263ee72RhDrVElk005Cec6veFvFCSsl555Xw/vsPpK0wWCJI1XONlxEAHHigcvBu2QIff2x9bXU1LFt2L199dQ1XXdWTX39V8fF/+YsLt9v8IcZjFrIjuLWVTz8e7cy4HzIyRKtv4PPPN9HYGBRehBCcf/5TTJ8+l4EDlQDSp89IHnhgDccff6O9cdkfVtxYBxj9/L0Cn1nheWCC2QEp5Uwp5Wgp5Wiz43b7EAhhvYB0g3ZQmyec2GdkpK+mUaxFmJmpTDuzZz8TkDqVaefdd4OmnViw6uGQk9MFrzd1pi4zM4HRPGRUzY1z7HS2nUYAwU1mNS+JoKZmI88/fw2zZ7eP3yocDkfblVA2I7YOB5x4onr9yivKnGnsMwDq/S23wLp1wSCHnBy44oroyWJ2GYEQHaO/hkYiGoGGDsV9/fVfOOusPL7++qXWY0II+vUbFfLe4XAipeStt+7h++/DJj4M6VSGvgUGCSH6oRjAyUCI718IMUhKuTTw9ghgKXFCNxyPBodD1SiJVuM+nGgUFKjrdDZfOqU8tzt63G9Wlrlpp6WljmefnRbSdN4IY8SL12v+AxoatjN//ixGjEi+hHdOjiL04YtdO47z80MXt44q0ps/HREaxoJo4WOqr1e9LUIzhOOHEE6kVFk79fXbuP76KbhctFtZdI1U1GzSSNRcuvfeKtv411/h5pvVZ6NHq+Y7ixbBf/+ropF694apU2tZsOB78vIyeOKJ6xgw4DecfPKtEfd0OOz3H9B1gzoKjOHgsRA+p3vuKRGihYaG33P88QvYZ58hrFu3ECklpaVDTSOE1q1byMsvv0xj4+SIY0akbYqklD7gQuA9YCHwopTyZyHETUKIowKnXSiE+FkIMQ+4DJgU674eTw5OpxMhBKWlZdx668yYGy4/PzJG2A7y8lRCUUlJeqWKWFJbVpa1aWfrVvPPw53DO3aYFyfx+Zp48EH7PhYrCGHOBDS6dTPXqLTUl+rGIhqxHMZjx5ZzzjkzyckpMj8xBoxMQCNev1Wy0ExWQ3c0S2UxxlgVTI1+ofDrJk9W0uzgwWofzp0LTz4J33yjiPSBB8K118Kzz57Bo48ewIcf3sBPP33IypXmES/x9CdOpgRMumA3iitcsy4uFpx2mnoIb7wxlHnzBK+8cht//etwPvzQ3Cn85JMPUF//Mi0t0WtxCJnqjIk0Y/fdR8vXXzd1FZjC4YBevTqWVBCO5malGltBShgzpq9pAhOAx1PE5Mn3hmgGF11kfX44hBAsX55cCqXXa+1biQYpVbhrugoHVlWZV17csIHW0gUaEydaSwpmBN/hcNPSYu4FTcWc2kWPHoqx1QWUmnQJLRUV0WsOzZ8fHIMVtm6Ft99WyVFlZUo70Ovmww8f5pNPHuVPf7oMlyuDvLxuDB16QMQ9+vY1r0IaDiGUptHR9n51tf38mh9/DG1CJaVKsvvyS/U+M7Map/Nqrr/+fNxuVdIkKws+/xzmzAmWRBk5EhYsEN9Zmdc7bWaxXeTnd7yFEA5tsrLiyULAaadN54EHzE0YDQ1VzJhxFkArM7DSIMwQb69nnYBjzGBMVPoUIjEGYhdW/hczf0RRUVkgjDQcZUg5HbgEUCEbXm8RkybdGzC9RV5jNqd2TQLxoKAg+FvSbQt3uaIzguzs2IygsDAYTRSOceP+zLhxf445Drtm2qysjrn3s7PtM4Ls7FBGIAT8+c9QULCVjz5qoLGxBHiIm26SpnPvdsNee8Ell8DEidbf0+kYwYIF37H//n34619vi2kSyspKrkx0WyJWhcfDDy+nqQkeemgSLS2RVaT8/iZmzJjGV1+V06ULZGb2obExtkZgx8diREaGKs3gdgfLYGdmJhd1kc7NajUuM3PcySeb+QuygekUFJRz2GHlHHZYpMoefo3VnHbvriRhY0ObZJCdndoItliI5SfIzVXVLtOJnBz7DvB0mRuThdsdmfVu5csyi8Zyu+G44xy8+24ZQpyBx/MwdXWi1QS+datKPD3sMKUJZGTEFhI6HSMAWL9+Dddco/rMWjEDTbA6Czye2NLW2LHlPPDAaZbn+P2r+b61v8d0YApmMfIa3bqVcfXV5r2ehVCSV3a2WqB1dWoDGhdmXl77NgWyg3gYgdamXnhhGlVVqykq6sOJJ05n5MjykCTEaNf07NmHqVMj51RXd/V4lK29JrJCRUwYNYqMjPRqUmaIxQi6dFEVMdMJu9qAw5G6HIp0ICtLmSwdDhWW3tho3tLTioBnZ+dz2WUv06/f3ng8gpoaZS7TayRef2in8xEIIVoHXFpaxpw5K03P69mz7WKDU4GWFlVF1KpaZ2WlKikbzfZfUFDGmWeuZMsW9dv/9a998fu/MT23uLiMV15ZSS+L/uqFhZ1Hm4qFdevMC3H98EN05hsvSksjC6NpuN3B5u6gukw1NCiCYCcx0OlUErc2KXTr1vZhkfX1wcbyVli4MDEmZxcjR9pzAOfmhvba6GhoaFDzmZennu22bebNZhoaYN685L8vOxuOPtraR9ABLWj2YZVIplWkzgSHI7qEpzf9SSdNx+k0Dzvw+Xbw00/n8/LLxTzyiMDv/wYhHBHnu92qOJoVIelMJjU7iEcrSAbRCHP4d3XtqphG166xm4voe+flBXMD2iM23k7mbTqJb06O/SigjlQG3AwejxK2dCSW1dy2Vfhrp2YEZg45nU7eGeHxKKnRTP01hjuee+7jeL2RO27Hjio++OAhduwI5qBL2UJLSwtebxFCCIqLyzjnHFUczWpTddb5s4IVUUi1WSsakQpnRsYaV9nZoWZMs1pW2dmKIOTnpzenJRrsMAKrWj6pgFGjioVkC+21NaKNty1MXJ3SRwDmDrnOZg4yg66V3tgYGoGhbZ719YoZjB1bbjtEVEo/Ho+XRx4JevKcTnMC2VZVGNsSVmuiqEj1aUgFYmVGx5rT7GxF5OvqlK3X71chrn5/aO+NvLzUJ97Zhc4liNbxyuVSTM1O7+d4kJUVn7bRFnWDUolo483Nja+uWCLolBqBWSKZboSys8BMWh0wIJQIxBMiqmsKaVhJr+kqo9GesFoXWVmpM7GYzafDEZT87UiohYWKCegSxCUlal0bmyC1FxPQsENgy8pStxczM9VesPK9mEHXEutMiJaw1717+r+/k/FNGDlyb8wSyjpyhEAi8HiCtVc0vF7FDJYtU++tumSZoago1IxmNl/hBeJ2Fmi7upljuLhYtaBMBhkZ5mYLXciwuto+ATcSA5crqB10FMTKJdDnDBigSkgkE4vSo4diKvEyv85mFtJwucyfdVaWYoZmUUWpQqfUCMywszECMNcKiouDTuWTTpqO2x1bpHW53K2dtdR788zMjlaXJZWwcn4n69wsLFTlE8z8KroxT7JZ0x1Jus3PVxJqrAKB+fkqkalvX5XZXxKlGrLTqRjpiBFqLvfYA/bcU12biAbUmRmBFexkUif13em9fdvA6dy5zEIaVgu6rExJmcYY9srKVTgczkCymUD3+NEZsPpch0PVfDFjnJ3NrhoPjC08jcjMVMk3q1fHn+hVXBxprjNCz+fOxFz1PvP5YjdIz8gIJWBFRbBqlYqfz8pS5p6cnMTqgMX63s6IaOMuLExOK4hFH3eKrb8zagNgLQlmZED//rB0aZAZhGa3Stzu7NboIA2HA4YMsfYD7MyMAJSUapb5mpenpNE1a6LXfMrNVQTL4VBScazonc5KkOwgJ0fFvcdj+vF6VdVR7QBPl7+js857tP0nhBJYNmxQmcO6J7md+fd4gn2kLb87vqF2TOyMdm2IbhLo0kURr2XLzEtUNzWp7mOaEbjdMGhQdGfwzs4IYgkMvXsHGxdlZiqC5ferzZZIB6udeT51JJOxDo5dpNvUtTMyAo0ePYJalpRKu1q/XkWbafNnQ4MSUrp0UZ3h7ATSdPqlmpu782oEDod1DRJQDHCPPSIjgjSqqlZTWqqIWnGx/U5oOyui9SfQSHX3uZ0Z4QXROgJ0QcTOiHjHrRttRcuHsdvsqVNbL93u9CawdATYkZ6sqof27NmH3r2Vs9KOnbqzbqB40FbSombiOzM6UucvDZer/UNsE0V7jr1TL9X2TK5pK9hhBFOnTicrK3RXxltV9H+BcEHbBRV0VvNEPHA6O57w0NmDRtrLzN2pt/7OahIywg4jmDChnFtvnUlpaVlcnduM6GgbOl1oKwL9vzKfHY3wdnaaEK3LXzrRaZerWT2WnRF2f+OECeVJ9cj9XyFcuxhBauF2x25G05bo7IzA4VDMINUlOmJ+bzpvLoQ4XAixWAixTAhxlcnxy4QQvwgh5gshPhJClNm9d2d/4HbRVgTlf4Vw7WIEqUVHqku1swiH7UHb0sYIhBBO4AHgj8AwYKIQYljYaT8Ao6WUuwP/Bu6IdV/9oP9XGEFbLez/FcLlcrWNL+R/wUcAHcs0ZDdCpqOjPWolpXNLjAGWSSmXSymbgOeBo40nSCk/kVJqxfJrwKJNShBOZ2if1p0d6V4QeiP/rzACaBsi/b/CCJzOjiOF70zCYVvvx3QyglJgjeH92sBnVpgMvGN2QAgxRQgxVwgxd/PmzTtdvfxoSOcm03XwO3PsdSJIN5HOyek4xLEtYEcrSHejI2Op7p0BbS1IdIjtL4Q4FRgNHGh2XEo5E5gZOHezEMJeyc3YKAbS3G47Jdg1ztSjs4x11zhTi//lcVr6YNPJCNYBxirivQKfhUAIMQ6YBhwopYzZQVZKmbKW9EKIuVY9PDsSdo0z9egsY901ztRi1zjNkU7T0LfAICFEPyGEGzgZeN14ghBiFPAwcJSUclMax7ILu7ALu7ALFkgbI5BS+oALgfeAhcCLUsqfhRA3CSGOCpx2J+AFXhJCzBNCvG5xu13YhV3YhV1IE9LqI5BSvg28HfbZ9YbX49L5/TYws52/3y52jTP16Cxj3TXO1GLXOE0gZDK95HZhF3ZhF3ah06NT1xrahV3YhV3YheSxUzMCIUT39h6DXQghYvS76hgQQiTZ5bdtsGs+UwshRMqi9dKJzrLnO9p87pSMQAjhFUL8E3hHCPGwEOLY9h6TFYQQ2UKIB4B3hRAXBSKpEEJ0qGcTmNN/AG8JIW4RQhzU3mMyw675TC2EEB4hxEPAJ4FAj4MDn3fE+ezwe76jzmeHepipgBCiFHga1cH9T8Bn2Khh1I64DCgCJgEeVDgtUsoofbTaFkKIQcArgB84C9gMXNOug7LGrvlMLc4CuqGSPVcA/xJCeDrYfHamPd8h53OnYwRAA/ColPISKeUG4EVgnhBi93YeVyuEEJ7AfxfgBp6VUi6SUt4JbA5Iiu0uJRhQC8yUUk6VUv6CigSrEELErA3VFtg1n6mFEMJrfAt8JaWsklI+DnwF3Bo4r6O0herQe74zzGdH2RgJQwgxWAgxQwiRBSClrAI+NZzSG+gPLG6H4YVACLGbEGIWcJ8QYnQg18IL7Gc47VzgNCFEr/aSEgJz2ipRSSnXE1oHKhsYIqVc2+aDM2DXfKYWQoiBQogXgSeEEEcIIXSR6W6G0/4KHCOEGCCllO1BvDrLnu8s8wmdnBEIIcaiVMIpKJMAQgghpaw1nOYGVtopX5FOBBbtw8CPwHzgAiHEZODvwLlCiGIAKeUa4BngnHYa5xHAf4CpItBDQgjhklLuMJzWhfbfZLvmM4UIaEv/BH5C7anxwPXAU8CfhBAjAALM6jUCpizZxvHnnWXPd5b51OjUjACoQtncdgPOFEKUmUzkKOBXACHEOe2oLg4AaqWUd0gp7wMeBY4BsoCHCE0gWYKq1toe6uJGoBw1p1cKIbxSSp8QwmEYyzDg58D4ThFC7NbGY4Rd85lqlADVwHQp5WvAzcChwCAUw50mghE57wKpKvwYLzrLnu8s8wl0ckYgpVyI6nmwDPgAuAkibMGHAEVCiJeBU1D2xDaHlPInoK8Q4oDAR/OBj4ArUEX3ugghbhBCnAicDdQHrmtTCUFKORdYFJjTNAEW+gAACSZJREFUd4EZgUPCMJaxQFchxCsoItfclmMMjHPXfCYJI1OUUq5DVQA+1PD+IeDWAKOtBf4mhDgbpXVtaYsxmoyzw+554xg68nyaQkrZ4f9QqnOe4b0Ifw3kAsuAQ8KufQclbR3fRmMtBrobxwc4Aq8vAp4xHNsTeCxwzW7A6cD7QHl7jNNkTvNQUs1vDMcyUUT3O+DENhhnCfDbsM864nxGjLMDz+fksM+cgf9nAHMMnxegHK97AoUo88bzbTifky2OdZg9j+qxchfg7sjzGfN3tPcAbEz0daiidc8DNwY+c4Sdoyf+UuDNwOuJASL8+zYc67XAIlTbzduNYwu8Hgi8DEwKvC9CFeXr0cZzajZOqzm9Dvgk8PrwwP8JbTjWn1GS9F6B90aG1SHmM9Y4O8p8Br77O+Ayi+MO4GPgUsNnTwEj2nguo44zbD7bbc+jAhF+Au5HBSmE76EOMZ+2fkt7DyDKJOegqpO+AHRHSXg1QN/A8QgJNvB6a+C8xwBPG43VA9yO4vZdA+OtA7roBWE49w8o++VewInAJ0CfjjDOsHONc+oDtgP3AhltNFZHYHO9g1Kd/wLkdKT5tDFOqzXaHvN5V+A7I74vbGx7o+LbJwCnBgjysDacT8txRhlzm+55ghrpfVZEnaDW0q7zafs3tfcATCawIPDfBfwecBmOPQKcZXFdPopxzAf2b8uxBl6XGF7/HngOGG6xOM4D/i+wKNI+1njHaTheHJjzH9p6nIbP7gemBojmAR1tPu2MsyPMJzAU1Rc8FyVUnQXsG3a+JnBHA38DPgfGdrRxGs5t0z0fNk4HsAAlTA0PjOMMDEIVQa2lTeczod/W3gMwTFpRYDO9D1wMDDQcE6iQsE+APS2udwC7t9NYhwQ+d6Ek1JXA3cB/UeqqXhBGSdbZUcdpuN7VRhvMOM6LgKGBzwcCTwReX4aSuC8Feul10Y7zaXuc7TyfFxvGeSPKEf0lcAMqUuV0w/oU6R5bKsZpuL5N9rzJcx8Z+PxW4B+Bz/+MSgy81bDPHOkeW6r+OkTUkBBiX5RqXQncgnLAXGw4xYFaGE2YtLsEVUJASjk/zUO1Guv5gTH4gO+B/lLKy1FSwGWB8SMNCU1SSn9HHadhjD4p5RdtPM5ehnEuA7YJIZzAYOASYB8ZSLySgd0WeN3W82l7nIYxtsd8lqI0JlDayk3AOCnl31CNo843jE/SRkhmnBptsectnvvkwGFtknxJSvkwcCXQg0DCmOxAZThioUM0r0dFUtwjpXweWitHHhLIxGuWUvqFEP0DrzcLVVDKrc/vIGP1AI1SytaG01LKt4QQU1GLfOWuccY1zgxUfP1IlOr/K8p+LIUQg6SUS3eN0/Y4xwWee42U8mZ9opTyDSHEZSji1tZx7J15nIcGjn2GymLfKzDOBYFExk7DADTanBEEsgBDJA8p5SIhxBrDsWaUaciYGXgIkCWEeAoldV3ZwcbaYLxGCDEUJUGsAtbvGmfc42wGfhRCzAFmSynfF0L0Q/W+Tmtc+E44zgH6uRuuHYZ67ivpOM+9s4yzf+DYMiHE/cBVQtWz6o/Sqlekc5zpQJuahoQQGcaJDksUqTUc64uSrowoBkag4nL3kVJ+2kHHmimEOA0V7fSxlPIMKWXTrnEmNk4p5XVSyvcDr1dIKW+TqmzErnEmME4hhEsIcQwqHPsjKeWZAWa2a5yJPfd5KLPVHP6/vXsJjasMwzj+f5pekFYCUkULaggk3jB2IQoupAhWKlVE242g4kZQohvduHLThSAIQiu6ELQuxEU3LtSAICKKRZBWENx1WVolilWaQpPXxXtih+B0jDmXOf2eHwyZOXPO8MxM4GW+K3wSEfsjJ4/1SmuFQNI88IVyDe5HINskB2fjDdyfBo5Xxx6XNEku2zsVEY3v5bmRrOQCYgtkG/ER59zwd399k9lKy0mOtPkKuGecv/e+5JS0KyIWI+JYRLzXZM4mNV4IJF2jbM55CHiV7HR5pvr5/E+HiqS5uNS5cjswK+kz4CDZH/BzRJzvQdaJiDjbZNaCcj5BC+2tBeU8QI5kWVzbBOOc//t7v9hUvlZF80OvJsiVAlfHfE8D71ONXSd72Y8CXwO7gJuAP8hlZVubwdqnrM7pnM5ZTs5WPosGPtzN5MSaGweO7Ri4v4mcMDJTPX4QeGHNazzb0j9CL7I6p3M6Zzk5u7jV/UHfSY5PPwN8NOSc24BPhzy3tc48V0JW53RO5ywnZ1e3uvsIfiWn+t9KLhG8F0DSxEAv/A3kHq1IulfVpt2SFA2OWulxVud0TucsJ2cnai0EEXEa+DgifiPb2lZ33Vkml4kAuAvYKukNcnr26rWtzWrsU1bndE7nLCdnV2ofNRSXRqEcBZYkvVQdX6kq7/3AA8BiRNwXEV/WneG/6ktW53RO5ywnZyeabHcih2Udr+7PVX8fZaCzZlxufcnqnM7pnOXkbO3zaOED/xy4QK7Mt7PrN3wlZHVO53TOcnK2cWtsQplyc+5DZE/8fEQ8HAMLnY2TvmR1zno5Z72cs79WJ1I08+LSPnIdmwsjT+5YX7I6Z72cs17O2U+NFgIzMxt/Y7ExjZmZdceFwMyscC4EZmaFcyEwMyucC4GZWeFcCMxGkLQs6YSknySdlPSyBnavGnLNlKQn28pothEuBGajnY+I3RFxB7lG/T7gtRHXTAEuBNYLnkdgNoKkPyNix8DjaeB7YCdwM/AhsL16ej4ivpX0HTlz9RTwAbkE8uvAHmAbcCQi3m3tTZhdhguB2QhrC0F17HfgFuAcsBIRS5JmyE1P7pa0B3glIvZX5z8HXBcRhyRtA74BDkbEqVbfjNm/2Nx1ALOe2wIclrQbWAZmh5y3F5iTdKB6PAnMkL8YzDrlQmC2TlXT0DJwluwrOENuarIJWBp2GfBiRCy0EtJsHdxZbLYOkq4F3gEOR7arTgKnI2IFeAqYqE49B1w9cOkC8LykLdXrzErajtkY8C8Cs9GuknSCbAa6SHYOv1k99zZwTNLT5Pr2f1XHfwSWJZ0kt0Z8ixxJ9EO1G9YvwGNtvQGzy3FnsZlZ4dw0ZGZWOBcCM7PCuRCYmRXOhcDMrHAuBGZmhXMhMDMrnAuBmVnhXAjMzAr3N3SfvKMt3SX2AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# with 3 sources of uncertainrty: model output and std of mean\n", "y_std = y_stds.mean(0) + y_preds.std(0)\n", @@ -1007,27 +1017,14 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:15:27.190055Z", - "start_time": "2020-02-16T11:15:26.749414Z" + "end_time": "2020-02-23T00:32:37.836496Z", + "start_time": "2020-02-23T00:31:08.500Z" } }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Try without MCDropout\n", "model.eval()\n", @@ -1057,11 +1054,11 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:15:27.240181Z", - "start_time": "2020-02-16T11:15:27.192477Z" + "end_time": "2020-02-23T00:32:37.837995Z", + "start_time": "2020-02-23T00:31:08.500Z" } }, "outputs": [], @@ -1071,11 +1068,11 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:15:27.302421Z", - "start_time": "2020-02-16T11:15:27.242730Z" + "end_time": "2020-02-23T00:32:37.839488Z", + "start_time": "2020-02-23T00:31:08.500Z" } }, "outputs": [], @@ -1130,11 +1127,11 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:15:27.352098Z", - "start_time": "2020-02-16T11:15:27.304762Z" + "end_time": "2020-02-23T00:32:37.840768Z", + "start_time": "2020-02-23T00:31:08.500Z" } }, "outputs": [], @@ -1145,36 +1142,14 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:17:04.923091Z", - "start_time": "2020-02-16T11:15:27.354467Z" + "end_time": "2020-02-23T00:32:37.842031Z", + "start_time": "2020-02-23T00:31:08.500Z" } }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9134c8055b234ae6a9a6351ebf1b605b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=300.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], + "outputs": [], "source": [ "# Get data\n", "inds = np.random.randint(0, len(loader.dataset), n_steps)\n", @@ -1190,24 +1165,14 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T11:17:04.986099Z", - "start_time": "2020-02-16T11:17:04.925659Z" + "end_time": "2020-02-23T00:32:37.843507Z", + "start_time": "2020-02-23T00:31:08.500Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Lower is better, validation loss\n", - "MCDropout: -1.48\n", - "Inference: -1.31\n" - ] - } - ], + "outputs": [], "source": [ "loss_mc = torch.stack(losses_mc).mean()\n", "loss = torch.stack(losses).mean()\n", @@ -1227,26 +1192,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T13:45:00.767510Z", "start_time": "2020-02-16T13:45:00.758163Z" } }, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'loss' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mloss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'loss' is not defined" - ] - } - ], + "outputs": [], "source": [] }, { @@ -1264,18 +1217,6 @@ "language": "python", "name": "jup3.7.3" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - }, "mimetype": "text/x-python", "name": "python", "npconvert_exporter": "python", diff --git a/smartmeters-ANP-RNN.ipynb b/smartmeters-ANP-RNN.ipynb index a9b1cec..dc0e6e5 100644 --- a/smartmeters-ANP-RNN.ipynb +++ b/smartmeters-ANP-RNN.ipynb @@ -42,8 +42,8 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T04:11:54.655625Z", - "start_time": "2020-02-16T04:11:52.295232Z" + "end_time": "2020-03-01T04:22:33.244905Z", + "start_time": "2020-03-01T04:22:30.740322Z" } }, "outputs": [], @@ -72,8 +72,8 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T04:11:54.706242Z", - "start_time": "2020-02-16T04:11:54.658550Z" + "end_time": "2020-03-01T04:22:33.296920Z", + "start_time": "2020-03-01T04:22:33.247947Z" } }, "outputs": [], @@ -88,8 +88,8 @@ "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T04:11:54.757392Z", - "start_time": "2020-02-16T04:11:54.710107Z" + "end_time": "2020-03-01T04:22:33.347132Z", + "start_time": "2020-03-01T04:22:33.300075Z" } }, "outputs": [], @@ -104,8 +104,8 @@ "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T04:11:54.879893Z", - "start_time": "2020-02-16T04:11:54.759690Z" + "end_time": "2020-03-01T04:22:33.465911Z", + "start_time": "2020-03-01T04:22:33.349824Z" } }, "outputs": [], @@ -122,8 +122,8 @@ "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T04:11:54.930092Z", - "start_time": "2020-02-16T04:11:54.882227Z" + "end_time": "2020-03-01T04:22:33.517900Z", + "start_time": "2020-03-01T04:22:33.468830Z" } }, "outputs": [], @@ -145,35 +145,138 @@ "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T04:12:03.804568Z", - "start_time": "2020-02-16T04:11:54.933255Z" - } - }, - "outputs": [], - "source": [ - "df_train, df_test = get_smartmeter_df()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-16T04:12:04.536468Z", - "start_time": "2020-02-16T04:12:03.808105Z" + "end_time": "2020-03-01T04:22:42.550248Z", + "start_time": "2020-03-01T04:22:33.520322Z" } }, "outputs": [ { "data": { "text/plain": [ - "" + "((192, 17), (192, 1))" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train, df_test = get_smartmeter_df()\n", + "data_test = SmartMeterDataSet(\n", + " df_test, 24*4, 24*4\n", + ")\n", + "x, y = data_test[0]\n", + "x.shape, y.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T05:12:59.411858Z", + "start_time": "2020-02-23T05:12:59.355519Z" + } + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T05:13:42.267550Z", + "start_time": "2020-02-23T05:13:41.950416Z" + } + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2020-03-01T04:22:43.432238Z", + "start_time": "2020-03-01T04:22:42.553310Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_rows, y_rows = data_test.get_rows(670)\n", + "y_rows.plot()\n", + "x_rows.drop(columns=['windBearing', 'humidity', 'temperature', 'pressure', 'windSpeed', 'visibility', 'dewPoint', 'tstp', 'month','day','week','minute','hour','future']).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T05:16:06.188405Z", + "start_time": "2020-02-23T05:16:06.095767Z" + } + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2020-03-01T04:22:44.049109Z", + "start_time": "2020-03-01T04:22:43.436227Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, { "data": { "image/png": "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\n", @@ -195,6 +298,100 @@ "plt.legend()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Default params" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2020-03-01T04:22:44.113799Z", + "start_time": "2020-03-01T04:22:44.059625Z" + } + }, + "outputs": [], + "source": [ + "default_params = {\n", + " 'attention_dropout': 0,\n", + " 'attention_layers': 2,\n", + " 'batchnorm': False,\n", + " 'det_enc_cross_attn_type': 'multihead',\n", + " 'det_enc_self_attn_type': 'uniform',\n", + " 'dropout': 0,\n", + " 'hidden_dim': 64,\n", + " 'latent_dim': 32,\n", + " 'latent_enc_self_attn_type': 'uniform',\n", + " 'learning_rate': 2e-4,\n", + " 'n_decoder_layers': 2,\n", + " 'n_det_encoder_layers': 2,\n", + " 'n_latent_encoder_layers': 2,\n", + " 'use_deterministic_path': True,\n", + " 'use_lvar': True,\n", + " 'use_rnn': False,\n", + " 'use_self_attn': True,\n", + " 'use_lstm_de': False,\n", + " 'use_lstm_d': False,\n", + " 'use_lstm_le': False,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2020-03-01T04:22:44.175143Z", + "start_time": "2020-03-01T04:22:44.116497Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'batch_size': 16,\n", + " 'grad_clip': 40,\n", + " 'max_nb_epochs': 20,\n", + " 'num_workers': 4,\n", + " 'target_length': 24,\n", + " 'vis_i': '670',\n", + " 'num_context': 96,\n", + " 'num_extra_target': 96,\n", + " 'min_std': 0.005,\n", + " 'num_heads': 8,\n", + " 'context_in_target': True,\n", + " 'x_dim': 17,\n", + " 'y_dim': 1}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "user_attrs = {\n", + " 'batch_size': 16,\n", + " 'grad_clip': 40,\n", + " 'max_nb_epochs': 20,\n", + " 'num_workers': 4,\n", + " 'target_length': 24,\n", + " 'vis_i': '670',\n", + " 'num_context': 24*4,\n", + " 'num_extra_target': 24*4,\n", + " 'min_std': 0.005,\n", + " 'num_heads': 8,\n", + " 'context_in_target': True,\n", + " 'x_dim': x.shape[-1],\n", + " 'y_dim': y.shape[-1]\n", + "} \n", + "user_attrs" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -204,23 +401,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2020-01-27T23:41:43.464247Z", - "start_time": "2020-01-27T23:41:43.410516Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-16T04:12:04.608091Z", - "start_time": "2020-02-16T04:12:04.540302Z" + "end_time": "2020-03-01T04:22:44.247757Z", + "start_time": "2020-03-01T04:22:44.177599Z" } }, "outputs": [ @@ -228,39 +413,46 @@ "name": "stdout", "output_type": "stream", "text": [ - "now run `tensorboard --logdir /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2\n" + "now run `tensorboard --logdir optuna_result/anp-rnn4\n" ] } ], "source": [ "PERCENT_TEST_EXAMPLES = 0.5\n", - "# EPOCHS = 5\n", - "DIR = Path(os.getcwd())\n", - "MODEL_DIR = DIR/ 'optuna_result'/ 'anp-rnn2'\n", - "name = 'anp-rnn2' # study name\n", + "# name = 'anp-rnn4' # study name\n", + "\n", + "MODEL_DIR = Path('.')/ 'optuna_result'/ 'anp-rnn4'\n", "MODEL_DIR.mkdir(parents=True, exist_ok=True)\n", "print(f\"now run `tensorboard --logdir {MODEL_DIR}\")" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T04:12:04.687280Z", - "start_time": "2020-02-16T04:12:04.611238Z" + "end_time": "2020-03-01T04:22:44.311536Z", + "start_time": "2020-03-01T04:22:44.250222Z" } }, "outputs": [], "source": [ - "def main(trial, train=True): \n", + "from pytorch_lightning.callbacks import EarlyStopping" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2020-03-01T04:22:44.387188Z", + "start_time": "2020-03-01T04:22:44.313956Z" + } + }, + "outputs": [], + "source": [ + "def main(trial, train=False, name='anp-rnn', optuna=False): \n", + " \"\"\"Setup pytorch lightning train.\"\"\"\n", " checkpoint_callback = pl.callbacks.ModelCheckpoint(\n", " os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n", "\n", @@ -268,25 +460,38 @@ " # TensorBoard. We create a simple logger instead that holds the log in memory so that the\n", " # final accuracy can be obtained after optimization. When using the default logger, the\n", " # final accuracy could be stored in an attribute of the `Trainer` instead.\n", - " logger = DictLogger(MODEL_DIR, name=\"anp-rnn\", version=trial.number)\n", + " logger = DictLogger(MODEL_DIR, name=name, version=trial.number)\n", + " \n", + " if optuna:\n", + " early_stop_callback=PyTorchLightningPruningCallback(trial, monitor='val_loss')\n", + " else:\n", + " early_stop_callback = EarlyStopping(\n", + " monitor='val_loss',\n", + " min_delta=0.00,\n", + " patience=2,\n", + " verbose=True,\n", + " mode='min'\n", + " )\n", + " \n", "\n", " trainer = pl.Trainer(\n", " logger=logger,\n", " val_percent_check=PERCENT_TEST_EXAMPLES,\n", - " gradient_clip_val=trial.params[\"grad_clip\"],\n", + " gradient_clip_val=trial.user_attrs[\"grad_clip\"],\n", " checkpoint_callback=checkpoint_callback,\n", - " max_epochs=trial.params['max_nb_epochs'],\n", + " max_epochs=trial.user_attrs['max_nb_epochs'],\n", " gpus=-1 if torch.cuda.is_available() else None,\n", " early_stop_callback=PyTorchLightningPruningCallback(trial, monitor='val_loss')\n", " )\n", - " model = LatentModelPL(trial.params)\n", + " model = LatentModelPL(dict(**trial.params, **trial.user_attrs))\n", " if train:\n", " trainer.fit(model)\n", " \n", " return model, trainer\n", "\n", "\n", - "def add_sugg(trial):\n", + "def add_sugg(trial, name):\n", + " \"\"\"Add optuna suggestions and user attrs\"\"\"\n", " \n", " trial.suggest_loguniform(\"learning_rate\", 1e-5, 1e-2)\n", "\n", @@ -312,93 +517,105 @@ " trial.suggest_categorical(\"use_lvar\", [False, True])\n", " trial.suggest_categorical(\"use_deterministic_path\", [False, True])\n", " trial.suggest_categorical(\"use_rnn\", [True, False])\n", - "\n", - " # training specific (for this model)\n", - " trial.suggest_uniform(\"min_std\", 0.005, 0.005)\n", - " trial.suggest_int(\"grad_clip\", 40, 40)\n", - " trial.suggest_int(\"num_context\", 24 * 4, 24 * 4)\n", - " trial.suggest_int(\"num_extra_target\", 24*4, 24*4)\n", - " trial.suggest_int(\"max_nb_epochs\", 10, 10)\n", - " trial.suggest_int(\"num_workers\", 3, 3)\n", - " trial.suggest_int(\"batch_size\", 16, 16)\n", - " trial.suggest_int(\"num_heads\", 8, 8)\n", - "\n", - " trial.suggest_int(\"x_dim\", 17, 17)\n", - " trial.suggest_int(\"y_dim\", 1, 1)\n", - " trial.suggest_int(\"vis_i\", 670, 670)\n", + " trial.suggest_categorical(\"use_lstm_le\", [True, False])\n", + " trial.suggest_categorical(\"use_lstm_de\", [True, False])\n", + " trial.suggest_categorical(\"use_lstm_d\", [True, False])\n", " \n", - " trial.suggest_categorical(\"context_in_target\", [True, True])\n", + "\n", + " # non hyperparams, ones that we want to keep constant\n", + " trial._user_attrs = user_attrs\n", + " \n", + " # For manual experiment we will start at -1 and deincr by 1\n", + " versions = [int(s.stem.split('_')[-1]) for s in (MODEL_DIR / name).glob('version_*')] + [-1]\n", + " trial.number = min(versions)-1\n", + " print('trial.number', trial.number)\n", " \n", " return trial\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2020-03-01T04:22:44.443511Z", + "start_time": "2020-03-01T04:22:44.389563Z" + } + }, + "outputs": [], + "source": [ + "def try_manual(params, name):\n", + " \"\"\"Run a manual trial using optuna\"\"\"\n", + " params = {\n", + " **default_params, \n", + " **params\n", + " }\n", + " trial = optuna.trial.FixedTrial(params)\n", + " trial = add_sugg(trial, name=name)\n", + " print(dict(params=trial.params, user_attrs=trial.user_attrs))\n", + " model, trainer = main(trial, train=False, name=name)\n", + " try:\n", + " trainer.fit(model)\n", + " except KeyboardInterrupt:\n", + " pass\n", "\n", - "def objective(trial):\n", - " # see https://github.com/optuna/optuna/blob/cf6f02d/examples/pytorch_lightning_simple.py\n", - " \n", - " trial = add_sugg(trial)\n", - " \n", - " print('trial', trial.number, 'params', trial.params)\n", - " \n", - " \n", - " # PyTorch Lightning will try to restore model parameters from previous trials if checkpoint\n", - " # filenames match. Therefore, the filenames for each trial must be made unique.\n", - " model, trainer = main(trial)\n", - " \n", - " # also report to tensorboard & print\n", - " print('logger.metrics', model.logger.metrics[-1:])\n", + " # plot, main metric\n", + " loader = model.val_dataloader()[0]\n", + " vis_i=670\n", + " plot_from_loader(loader, model, i=vis_i)\n", + "\n", + " r = trainer.test(model)\n", " model.logger.experiment.add_hparams(trial.params, model.logger.metrics[-1])\n", - " \n", - " return model.logger.metrics[-1]['val_loss']\n" + " print('logger.metrics', model.logger.metrics[-1:])\n", + " print(r)\n", + " return trainer, model, params, r" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Default params" + "# TEMP" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T04:12:04.745268Z", - "start_time": "2020-02-16T04:12:04.690125Z" + "start_time": "2020-03-01T04:22:34.300Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "trial.number -10\n", + "{'params': {'learning_rate': 0.0002, 'hidden_dim': 64, 'latent_dim': 32, 'attention_layers': 2, 'n_latent_encoder_layers': 2, 'n_det_encoder_layers': 2, 'n_decoder_layers': 2, 'dropout': 0, 'attention_dropout': 0, 'latent_enc_self_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'ptmultihead', 'det_enc_cross_attn_type': 'ptmultihead', 'batchnorm': False, 'use_self_attn': False, 'use_lvar': True, 'use_deterministic_path': False, 'use_rnn': True, 'use_lstm_le': False, 'use_lstm_de': False, 'use_lstm_d': True}, 'user_attrs': {'batch_size': 16, 'grad_clip': 40, 'max_nb_epochs': 20, 'num_workers': 4, 'target_length': 24, 'vis_i': '670', 'num_context': 96, 'num_extra_target': 96, 'min_std': 0.005, 'num_heads': 8, 'context_in_target': True, 'x_dim': 17, 'y_dim': 1}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:gpu available: True, used: True\n", + "INFO:root:VISIBLE GPUS: 0\n" + ] + } + ], "source": [ - "default_params = {\n", - " 'attention_dropout': 0,\n", - " 'attention_layers': 2,\n", - " 'batch_size': 16,\n", - " 'batchnorm': False,\n", - " 'det_enc_cross_attn_type': 'multihead',\n", - " 'det_enc_self_attn_type': 'uniform',\n", - " 'dropout': 0,\n", - " 'grad_clip': 40,\n", - " 'hidden_dim': 128,\n", - " 'latent_dim': 128,\n", - " 'latent_enc_self_attn_type': 'uniform',\n", - " 'learning_rate': 0.002,\n", - " 'max_nb_epochs': 10,\n", - " 'min_std': 0.005,\n", - " 'n_decoder_layers': 4,\n", - " 'n_det_encoder_layers': 4,\n", - " 'n_latent_encoder_layers': 2,\n", - " 'num_context': 24*4,\n", - " 'num_extra_target': 24*4,\n", - " 'num_heads': 8,\n", - " 'num_workers': 3,\n", - " 'use_deterministic_path': True,\n", - " 'use_lvar': True,\n", - " 'use_self_attn': True,\n", - " 'vis_i': '670',\n", - " 'x_dim': 17,\n", - " 'y_dim': 1,\n", - " 'use_rnn': False,\n", - " 'context_in_target': True\n", - "}" + "trainer, model, params, r = try_manual({ \n", + " 'det_enc_cross_attn_type': 'ptmultihead',\n", + " 'det_enc_self_attn_type': 'ptmultihead',\n", + " 'latent_enc_self_attn_type': 'ptmultihead',\n", + " 'use_self_attn': False,\n", + " 'use_lvar': True,\n", + " 'use_deterministic_path': False,\n", + " 'use_rnn': True,\n", + " 'use_lstm_d': True,\n", + "}, name='anp-rnn3b')" ] }, { @@ -411,32 +628,77 @@ { "cell_type": "code", "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2020-03-01T04:22:35.300Z" + } + }, + "outputs": [], + "source": [ + "trainer, model, params, r = try_manual({ \n", + " 'det_enc_cross_attn_type': 'ptmultihead',\n", + " 'det_enc_self_attn_type': 'ptmultihead',\n", + " 'latent_enc_self_attn_type': 'ptmultihead',\n", + " 'use_self_attn': True,\n", + " 'use_lvar': False,\n", + " 'use_deterministic_path': False,\n", + " 'use_rnn': True,\n", + " 'use_lstm_d': True,\n", + "}, name='anp-rnn3c')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2020-03-01T04:22:35.600Z" + } + }, + "outputs": [], + "source": [ + "trainer, model, params, r = try_manual({ \n", + " 'det_enc_cross_attn_type': 'ptmultihead',\n", + " 'det_enc_self_attn_type': 'ptmultihead',\n", + " 'latent_enc_self_attn_type': 'ptmultihead',\n", + " 'use_self_attn': True,\n", + " 'use_lvar': False,\n", + " 'use_deterministic_path': True,\n", + " 'use_rnn': True,\n", + " 'use_lstm_d': True,\n", + "}, name='anp-rnn3d')" + ] + }, + { + "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-02-15T07:05:44.545917Z", "start_time": "2020-02-15T07:05:44.487280Z" } }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, "source": [ - "# Train ANP-RNN" + "# Train all the features" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T08:16:16.680812Z", - "start_time": "2020-02-15T07:47:17.993681Z" + "end_time": "2020-02-23T08:53:26.580506Z", + "start_time": "2020-02-23T08:13:34.490899Z" } }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "trial.number -16\n", + "{'params': {'learning_rate': 0.001, 'hidden_dim': 64, 'latent_dim': 16, 'attention_layers': 2, 'n_latent_encoder_layers': 2, 'n_det_encoder_layers': 2, 'n_decoder_layers': 2, 'dropout': 0, 'attention_dropout': 0, 'latent_enc_self_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'ptmultihead', 'det_enc_cross_attn_type': 'ptmultihead', 'batchnorm': False, 'use_self_attn': True, 'use_lvar': True, 'use_deterministic_path': False, 'use_rnn': False, 'use_lstm_le': True, 'use_lstm_de': True, 'use_lstm_d': True}, 'user_attrs': {'batch_size': 16, 'grad_clip': 40, 'max_nb_epochs': 20, 'num_workers': 4, 'target_length': 24, 'vis_i': '670', 'num_context': 96, 'num_extra_target': 96, 'min_std': 0.005, 'num_heads': 8, 'context_in_target': True, 'x_dim': 17, 'y_dim': 1}}\n" + ] + }, { "name": "stderr", "output_type": "stream", @@ -444,20 +706,87 @@ "INFO:root:gpu available: True, used: True\n", "INFO:root:VISIBLE GPUS: 0\n", "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 1 M\n", - "1 model._lstm LSTM 207 K\n", - "2 model._latent_encoder LatentEncoder 98 K\n", - "3 model._latent_encoder._input_layer Linear 16 K\n", - "4 model._latent_encoder._encoder ModuleList 32 K\n", - ".. ... ... ...\n", - "121 model._decoder._decoder.3.linear Linear 147 K\n", - "122 model._decoder._decoder.3.act ReLU 0 \n", - "123 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "124 model._decoder._mean Linear 385 \n", - "125 model._decoder._std Linear 385 \n", + " Name Type \\\n", + "0 model LatentModel \n", + "1 model._latent_encoder LatentEncoder \n", + "2 model._latent_encoder._encoder LSTMBlock \n", + "3 model._latent_encoder._encoder._lstm LSTM \n", + "4 model._latent_encoder._self_attention Attention \n", + "5 model._latent_encoder._self_attention._W MultiheadAttention \n", + "6 model._latent_encoder._self_attention._W.out_proj Linear \n", + "7 model._latent_encoder._penultimate_layer Linear \n", + "8 model._latent_encoder._mean Linear \n", + "9 model._latent_encoder._log_var Linear \n", + "10 model._deterministic_encoder DeterministicEncoder \n", + "11 model._deterministic_encoder._d_encoder LSTMBlock \n", + "12 model._deterministic_encoder._d_encoder._lstm LSTM \n", + "13 model._deterministic_encoder._self_attention Attention \n", + "14 model._deterministic_encoder._self_attention._W MultiheadAttention \n", + "15 model._deterministic_encoder._self_attention._... Linear \n", + "16 model._deterministic_encoder._cross_attention Attention \n", + "17 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "18 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "19 model._deterministic_encoder._cross_attention.... Linear \n", + "20 model._deterministic_encoder._cross_attention.... ReLU \n", + "21 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "22 model._deterministic_encoder._cross_attention.... Sequential \n", + "23 model._deterministic_encoder._cross_attention.... Linear \n", + "24 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "25 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "26 model._deterministic_encoder._cross_attention.... Linear \n", + "27 model._deterministic_encoder._cross_attention.... ReLU \n", + "28 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "29 model._deterministic_encoder._cross_attention.... Sequential \n", + "30 model._deterministic_encoder._cross_attention.... Linear \n", + "31 model._deterministic_encoder._cross_attention._W MultiheadAttention \n", + "32 model._deterministic_encoder._cross_attention.... Linear \n", + "33 model._decoder Decoder \n", + "34 model._decoder._target_transform Linear \n", + "35 model._decoder._decoder LSTMBlock \n", + "36 model._decoder._decoder._lstm LSTM \n", + "37 model._decoder._mean Linear \n", + "38 model._decoder._std Linear \n", "\n", - "[126 rows x 3 columns]\n" + " Params \n", + "0 277 K \n", + "1 76 K \n", + "2 53 K \n", + "3 53 K \n", + "4 16 K \n", + "5 16 K \n", + "6 4 K \n", + "7 4 K \n", + "8 1 K \n", + "9 1 K \n", + "10 97 K \n", + "11 53 K \n", + "12 53 K \n", + "13 16 K \n", + "14 16 K \n", + "15 4 K \n", + "16 26 K \n", + "17 5 K \n", + "18 1 K \n", + "19 1 K \n", + "20 0 \n", + "21 0 \n", + "22 0 \n", + "23 4 K \n", + "24 5 K \n", + "25 1 K \n", + "26 1 K \n", + "27 0 \n", + "28 0 \n", + "29 0 \n", + "30 4 K \n", + "31 16 K \n", + "32 4 K \n", + "33 103 K \n", + "34 1 K \n", + "35 102 K \n", + "36 102 K \n", + "37 81 \n", + "38 81 \n" ] }, { @@ -476,7 +805,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -490,14 +819,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 0, {'val_loss': '1.5693567991256714', 'val/kl': '0.5020207762718201', 'val/mse': '0.2388661950826645', 'val/std': '1.0383363962173462'}\n", + "step val 0, {'val_loss': '0.5085236430168152', 'val/kl': '0.49787411093711853', 'val/mse': '0.38746461272239685', 'val/std': '0.9221398234367371'}\n", "\r" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ad474d979aa04263bfabb8d045ecb0e8", + "model_id": "b659b39a63e740bb97667136ab434f03", "version_major": 2, "version_minor": 0 }, @@ -516,7 +845,7 @@ "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" ] }, "metadata": {}, @@ -524,7 +853,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -538,7 +867,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 2194, {'val_loss': '0.5343308448791504', 'val/kl': '0.0009442351292818785', 'val/mse': '0.007357416208833456', 'val/std': '0.07601924240589142'}\n" + "step val 2194, {'val_loss': '-0.003984351642429829', 'val/kl': '2.3832704698634188e-07', 'val/mse': '0.02420048601925373', 'val/std': '0.2019025683403015'}\n" ] }, { @@ -549,7 +878,7 @@ "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" ] }, "metadata": {}, @@ -557,7 +886,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -571,7 +900,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 4389, {'val_loss': '-1.1690877676010132', 'val/kl': '0.00022915728914085776', 'val/mse': '0.005337832495570183', 'val/std': '0.049246110022068024'}\n" + "step val 4389, {'val_loss': '-0.0027924238238483667', 'val/kl': '2.8800699510611594e-05', 'val/mse': '0.03135362267494202', 'val/std': '0.24489343166351318'}\n" ] }, { @@ -582,7 +911,7 @@ "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" ] }, "metadata": {}, @@ -590,7 +919,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -604,7 +933,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 6584, {'val_loss': '-1.273390769958496', 'val/kl': '0.00022587954299524426', 'val/mse': '0.004663755185902119', 'val/std': '0.050486624240875244'}\n" + "step val 6584, {'val_loss': '-0.003580363467335701', 'val/kl': '0.0002042064443230629', 'val/mse': '0.022447029128670692', 'val/std': '0.20456455647945404'}\n", + "Epoch 2: reducing learning rate of group 0 to 1.0000e-04.\n" ] }, { @@ -615,7 +945,7 @@ "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" ] }, "metadata": {}, @@ -623,7 +953,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3xUVfr/3ye9kAJJ6CShIyJNFEUUsWFbZXUtbFwQhdg7rizYFQsiVlwFFVu+Nlb5YUNZOwoKKkhbehISCCmEtElmkpnz++PMmbkzmUkmIWWi9/N6zSt37j1z7sm5556nP4+QUmLChAkTJv68CGnvAZgwYcKEifaFSQhMmDBh4k8OkxCYMGHCxJ8cJiEwYcKEiT85TEJgwoQJE39ymITAhAkTJv7kMAnBHxBCCCmEGNDe4zBhwkTHgEkITLQZhBCnCyH+J4SwCCG+FkKkNdB2nBDiZyFEhRDidyHEeK/rKUKI/xNClAkhSoUQWX76iRRCvCKEyHH2tUEIcU6g4xJCXCqE+NF57Ruv3yULIX4QQpQIIQ4LIdYIIU5qZA4WCyG2CyEcQogrva5NE0L8IoQoF0LkCSHmCyHCGugroPZCiIFCiBohxFuNjO02IUSBs79XhRCRXtdvEULsFUJUCSG2CSEG+elnohBik3NOSoQQHwohehmuRzr7L3fe7/ZGxtXQ82lSXyb8QEppfv5gH0ACA9p7HF5jSgbKgEuAKOAJYK2ftl2AEmfbUOAKoBTobGjzPbAQSADCgVF++ooF7gfSUYzP+UAFkB7IuIAzgEuBe4FvvPqOAgY7+xXAZOAQENbAPNwAnA6sB670unYdcDIQAfQCfgFmN9BXQO2BL5zz9VYDfU0CDgJHA52Bb4DHDNdnAL8DQ53/a3+gi5++ugE9nceRwHxgheH6o87xdAaOAgqAs5uzbprSl/lp4P1s7wGYn1Z4qAZC4Nwo3wCKgBzgbiDEeW0A8K3zRSsG3nWeF8BTQCFQDmwChh3hmDKBHw3fY4FqYIiPtucDW7zO7QCudh6fBWQDoc0cy+/AxU0Zl3Mj/KaBPkOAvzjnvmsAY1jtTQh8tLkd+KgJ/1e99sDlwHsoYtgQIfg/4BHD99OBAsP/tg84vRlzHencrLcazu0HzjJ8fwh4pznrpil9mR//H1M19MfHcyhi0A+YAEwFpjuvPYTiFjsDvZ1tQW20pwCDnL+9FMWhI4SY7RT5fX4aGMfRwEb9RUpZBex2nvcF4eP7MOfxCcB24HWn6mGdEGJCQ5Pg6kSIbs7/a0szx+Wrz9+BGmAF8LKUsjDQ3zaCUwzjbHJ7IUQ88CCKQDQGj3lwHncTQiSh1kZvYJgQYp9TPfSAECLEeZ9U5/NPNdw71bkeqoFZKKkAIURnoIePex1t+O1hgyrQ7/MJpC8TgcGv/tFEx4cQIhTFEY6UUlYAFUKIJ4F/AK8AtUAaSozPQ3GpOM/HAUOAn6WU23SfUsrHgMeaMZxOKKnEiDLnfbyxBugphJgCLAP+jlJFxDiv90YRqxkoonYx8P+EEAOklMX+BiCECAeygNellP9rxrh8Qko5XAgRBfwVpaY5YgghrgLGoP7H5rZ/CHhFSpknhDddrYdOqP9bQx/HAT2dx2cBxwCJKAYiD1gipcx1nnNBnxNCdAFmAsb5Nvavj+MMvzX21dDzabQvE4HBlAj+2EhG6c9zDOdyUPpkgH+iOO2fhRBbnJsJUsqvgOeBRUCh08AZH+hNndxgpf44T1cC3n3Eo/T1HpBSlgAXojjZg8DZwH9RGw8oLjNbSvmKlLJWSvkOSnXh11Dr5F7fBGzAjYZLAY+rIUgpa6SUbwOzhRAjnPesNHxSG+nCONbJKHXKOZqwCSEyDH19FkD7kSj7xlMB3tZ7HvRxBWq+AeZLKQ9LKbOBl4BzG+tUSnkIeB1FqMOc9zH2r4/9zXdDz6epfZnwA5MQ/LFRjJvr10gF8gGklAVSyplSyp7ANcALwul2KqV8Vkp5LMo4OAi4E0AIMcdrg6v03vSllLlSyk7647zvFmCEHoQQIhbF5ftUfUgpv5VSHiel7IKSYIYAPzsv/47SxXv8xN8kCMUOv4IyYl4spaw1XG7SuAJAOEoNh3EOnBxyoxBCnA0sAf4ipdykz0spswx9ndNYe+BUlIE8VwhRgFLPXCyE+NXPrT3mwXl80EmUt6MIqHGOm5K2OAzoCsRLKUuBAz7u5W++/T6fZvRlwh/a20hhflr+g6ex+C3gQ5S4nIYS0Wc4r10C9HYeH43i/PoBxwFjUZtaLLASeOAIx5SCEtsvRnl/PI4fryFn+1HO+8cDTwM/GK51QXkRTUN5Ff0N5a2T7KevF4G1QKemjsvZfxRwLfCd8zjcee0EYDxKHRQN3IXiRns28H9FOPv4AaUyicJtvD8NZYs5JcA59dsepUbrbvgsQKnZUvz0dTbK42YoSs3zFZ5eQ28AHzvXUW/nOrraT18X4famSkEZq381XH8M5aTQGUXgD+Dfa6ix5xNwX+angbXU3gMwP63wUD0JQWcUMShCqU/uNWw881HSQSXKAJfpPH86iuuuREkVWb420WaM6wznBlKNck9MN1x7EXjR8P1t5wZQBryLlycOym1yk3OM64GT/dwzzTkfNc62+pMR4LiudP7e+HnNeW0CyjhZgSJE3/ralL3G842P/k51XvsaqPMa52cN9BVwexrxGnK20aq4cmApEGm4Fg+84/xf9ToSzmupznunOr/fBOwFqlDE5R0gzdBXJPCq8z4Hgdu9xlFpfJ6NPJ8G+zI/gX30gzRhwoQJE39SmDYCEyZMmPiTwyQEJkyYMPEnh0kITJgwYeJPDpMQmDBhwsSfHCYhMGHChIk/OTpcionk5GSZnp7e3sOoB7tdfYywWCAyEkJD1feIFkk+YMKEiWCGwwF1deo4PBwaz+7RNvjll1+KpZQpvq51OEKQnp7O+vXr23sY9VBSAhWGwPaaGtiwAQYPhs6d1bk+fdxEwYQJE39MVFZCsTPjVbduEB3dvuPREELk+LtmqoZaCN7SQHm5+ltrSGZgs7XdeEyYMNE+cDjcx8b3P5hhEoIWgvHhg5sQGDf/jrIoTJgw0XwYmUKtIgp2mISgheAtEWg1kXHz925jwoSJPx6MTKFJCP5k8BYHrVb3sUZHWRQmTJhoPowMX0fRApiEoIVgJARVVe5jUyIwYeLPBVM15AUhxNlCiO1CiF1CiNk+rqcJIb4UQvwuhPhGCNG7NcfTWnA4wJi7r7LSfWy0EZiEwISJPz6MTKGU6r2vqalh06ZN/n/Uzmg1QuAsk7gIOAeV43yKEGKoV7MFwBtSyuGo2qqPttZ4WhPehmKLxX1sSgQmTPy54P2e19bC5MmTGT58OGvWrGmfQTWC1pQIjgd2SSn3SCltqJzkF3q1GYoqgAEqt7r39Q4B7wdvVA05HO7rDkd9omHChIk/Frzf8bo62LNnDwAbN25shxE1jtYMKOuFKmChkYeqemXERlQ1o2dQhb/jhBBJUpXH6zDw9hLQhmKN2lp3IJndDiGmZcaEiT8kfEn9dXWwY8eOth9ME9DeW9IsYIIQ4jdUtad8oN5UCiEyhRDrhRDri4qK2nqMjcL48I3SgIZpJzBh4s8BXxK/rz0h2NCahCAf6GP43tt5zgUp5X4p5UVSylHAXOe5w94dSSkXSynHSCnHpKT4TJXRrjA+fKOhWMN0ITVh4s8Bb0avqOggjzwyh3XrNgMQrBUhW5MQrAMGCiH6CiEigMuBFcYGQohkIYQew79QtUc7HIwPv7q6/nXTYGzCRNtj4cKFXHjhhaxdu7bN7uktEXz55Ue88MKjXHddJgMGDKBv375tNpamoNUIgZSyDrgR+BzYBrwnpdwihHhQCHGBs9mpwHYhxA6gGzCvtcbTmjA+fJMQmOhokNLT/fmPgnXr1rFixQp2797dZvfU7/eePUr679dvMFdeeTNXXnkL2dnZ5ObmYvU2IgYBOlzx+jFjxshgyz5aVOTWA/78c32uICUF+vdXx7Gx6rsJE8ECq1Vlz01JUWmT/wiorq5mw4YNFBQUcNxxx9G7d9uEKJWVqcyj69aprKMjRrivlZbuZNCgnsTGxrbJWLwhhPhFSjnG17X2Nhb/IaC5AKvVt7GopsZ9bNoITAQbbDb10amTOzpycnLo2rUrb775JpMnTw6ICGzfvp2tW7ce8b3tdrcGoLracz9ITR3YbkSgMZiEoAWgH7Zxwzeiqsotemui0VFykJj440N7tdlsfwwV0cqVK6msrKSsrAwRQFWYkpISJk6cyMSJE9m5cyegIoGbA4fD893+4YcfKCjIR0oZ1O+8SQhaAHpz92UfALU49LrSbYuL/xgvnYmOD00IpKwfA9MRcc0117B7925mzJjB0qVL+fTTTxtsX1JSwrHHHku/fv0oKiripJNO4pprrmnWva1Wt9RfVXWYqVPHc9ppgwD48stVXHHFFbz22mvN6rs1YRKCFoCWCPwRAnDbEKRUekSr1TQcmwgOGONcmskIBx369etHZWUlV111FYsWLWqw7aBBg/joo49YvXo1PXr0YO3ataxcuRKLMVdMAKiqUtKA5vwtljKGDh3L8OHHIYQgJ2cvWVlZfPfdd839t1oNHa5UZbDBmHCuMUKQnKyODzsjJex2CDOfgIl2RG2tp2Ta0QmB1WolMjISgP79+zN16lRGjx4d0G9DQ0Pp27cvK1asYMKECcTExDTp3vq91oQgJSWNp55ayyAlEDBu3GksWbKUY48d4buDdoS5DR0hjMaghl4iY3Sht73AhIn2gnf5VKvVvT4djo5VY1tKybBhw+jbty9ZWVkMHTqU119/vcHfvPfee4wYMYLBgwe7zp133nlNvreWBsDTIcTIHKanD+C44wYQjPZikxAcIfRDt9s9Xyop4cMPVfHqk07yzEiqYRICE+0Nb0IgpTpXVgadOkETmeJ2xcaNG9m1axcWi4WkpKRG20spufrqq6msrCQ3N5c+ffo0+ht/MDKBmiA4HA6qq0OQErTNOlgNxqaN4AihN3NvaWDPHnj/fdB2IV/J6ExCYKK94U0IAAoLFeMSrJuWPwwbNoz9+/ezZs0aQpyZHQ8fPsyePXt8pnaorq7mrLPOYuLEiR5EYNWqVUybNo033ngj4Hsb50ofP/nkhVx/fS++//5b17VPPvmYF198kQpdyzZIYEoERwh/HkO//ab+Vlaqa9HRSnx0qi89fmvCRHvBFyHoqC7OYWFh9OjRw+Ncnz59XK6k8fHxHtdiYmL4z3/+U6+f3bt388YbbxAVFcXUqVMDurdxHrWWoKgom9LS/YSHJ7qu3X//neza9T9OPvlkjj766AD/s9aHSQiOEP5eGmPa8eJi6NOnvtRgEgIT7QldPcsfOhoh8IW0tDSqqqqorKysRwj8YeLEiSxdujTgjbqurn7NcoBHH/2NQ4fy6N69p+vapEkXMXFiUZMN0a0NkxAcITT1NxqIysvBmN5EEwJv7sskBCbaE41t9B2NECxbtoxVq1bxt7/9jTPPPBOAzZs3+21fWVlJZGQk4V55NQYPHuxhPG4M3vOkv4eGhpGSkk5ZGS47waxZ8+jRw1MzEAwwbQRHCF8SwcaNni55OnTfmxCY6SZMtAe+/vprTjjhBLZubbhYSkerqPf999+zePFitmzZElD7e+65h6ioKF544YUjuq93vRFvc0RNDezf7/4ejMGkJiE4QmhCYNzUtVooIUH99UcIOtJLZuKPgwsvvJCffvqJBx+8t9G2HUkqmDJlCi+88AKnnXZaQO3Ly8uRUtbzMLJarSxfvpx33nknoH58GYr37v2Vp5++lE8+WQhAfr6OOq5j//6D7N4dXImdTEJwhNCEYNWqLG66KZ0pU0JYsyYdyGLCBHVNEwLvl6oxHa0JE62Bb7/9lmXLljF37mONtu1IhOCEE07guuuuY/jw4a5zTzzxBMcccwxvvfVWvfavvPIKNTU1TJ482eO81Wrlr3/9KzNnzqz3GynrM3BGBk/P18GDu/npp/fZseMHQP3m8GF47bVnOf747jz66MPN/C9bB6aN4AigRefly7N47rlMrFaL83wOkOn0Hc6gxFmB2VceF7u9YwXtmOj4GDVqFKNGjeLAgcZzC3UkQuALJSUlbN68mX379vm8HhERUe9cXFwckydPpnPnzjgcDpcralmZ2swjI6F7d3d7XxUIBw48gZtvfoeEhG6ua9XVkJzcjS5dkgkNDcfhCJ765WY9giNAba0S+caPTyc/P6fe9c6d0ygtzaZLF9DpTkaPBuPa69ZNuZaaMNHW2LOnDoulmpiYOKT0zZDExEDXrm0/tubg448/JjQ0lFNPPZVo50uVm5tLaWkpffr0oUuXLs3u2+GAvDy3NNClC8THK2nAqP8vLISnn4ZNmyA1FU45BdLS1LXERBgyxN22rY3GZj2CVoJW6+zfn+vzemlpLkJAaambU/DmsEzVUPPxR8iU2daora3l8ccf54wzzmTEiC48//zDVFUpu1Zpaf32HcmhYcaMGZx77rmUGv6R1NRURowYUY8I7NmzhxNOOIGbb745oL4rKjxVQqWlcPAgHDjg2c5mg2XLYPNm+PRTMNqhvWONgknaMlVDRwD9kvTokcr+/fUlguTkVBwOOHRILZyUFLVQjLlGTEIQOKqr1eafmOiuqtWzZ+O/M+FGQUEBs2fPdn3PydmNxaLW5Z49cOyxnu11UroA0vq3O8466ywOHjwYEOe/Z88efvrpJ6Kionxet9vtHD58mNjYWCIjoygv97wupe8kk+Xlas7Cwuw4HLBvXwjV1YLoaHcep2BMN9GqEoEQ4mwhxHYhxC4hxGwf11OFEF8LIX4TQvwuhDi3NcfT0tCb+G23zSMiwjNAJDQ0issum4d2SCgqUn/NWILmo7RU6WgtFkUEbDY3l2azdSzutb0QHh7O7bffzo033s6PP+7j3/9e5sqDVVurOF8jdO6hjoA33niDzz//3GNzz8vL45577uGpp57yaDt27FhWr17No48+6rOvyZMnk5yczMqVX1BUFPh7Wlio/oaGFuNwbEBKQXa2+3p5uZWLLx7H2WcP/3MQAiFEKLAIOAcYCkwRQgz1anY3qqj9KOBy4MgcetsYenGcfXYGM2cuJjk5DRBAGqNGZTB+fIYr9bQ2GNtsyrg8fnw6/fqFMGJEOllZWe0x/A6Fqir3hlRY6D7W6qHqapOoBoLu3bvz5JNP8uCDT9KjhyrhaEyI6Es91FEIgS8cOnSIhx9+mFdffdXjfFxcHCeddBInnniiz98lJSWRmJjIgQNWnwkjfUFKt6ooPl7StauazD173G3s9gg2b/6V7ds3UV7etHoHrYnWlAiOB3ZJKfdIKW3AO8CFXm0koOO+E4D9dCAYYwjGj8/g4YezgTcRQrJ+/avcdFM6Vqva5LVE8NlnWcyZk0l+fg5SSvLycsjMzDSJQSPwl6NLp+0wCUHT4M6aa2fhwpncc88J1NXV+iQEHcEWU1tbi8ViqZdcrnfv3tx///3cfvvtTepv6dKl7N1byjnnXBLwbw4dcr/naWndufDCMwDPLAM1NYJ33vmW//53GyEhwRNe3JqEoBdg9NnKc54z4n7gCiFEHvApcJOvjoQQmUKI9UKI9UV6poMA3gbgrKzHgUykzAUkxcU5bNyYCWS5YgleeWUu1dWenIDFYmHu3LltNewOCX9cqdWq1ENmxbfAsG/fPnbv3k1lpaKgdXWhbN78Fbt2/cT+/f+juloR14MH3cS3IxCCH3/8kdjY2HrBZF26dOG+++5j+vTprnNSSqZPn86rr76K1c8/J6WoZxfwh7Vrv+Xqq8/nqafmUVamzsXHQ79+6njvXnfbmhoYNWos/fsPISQkNGjUme3tNTQFeE1K2Rs4F3hTCFFvTFLKxVLKMVLKMSkpKW0+SH/wjir+/vt5gMWrjQWYS16e+l5U5NvDKDfX93kTDac6sFqVNGAG5wWGhx56iAEDBvD2268BSuU2bdqz3Hffd3TvPgCAbdvU5mW0HQR7FLzFYiEyMpK4uLhG265fv57XXnuNu+66y29xe28voYZQXn6Yr776hK1b17gIQUREBcnJVYSHSwoKVBZiqJ94MljsBK3pNZQPGCs99HaeM+Jq4GwAKeUaIUQUkAwUtuK4Wgz100v4yzGeS06Oap+UlEpxcX0Po9TU1NYY4h8CDb0sugY0mMbiQBAfH09aWhrdu6tX02KB0aM9K3JpJtm4aVmtwR3vcs4551BTU0Odj0VQUFDAunXrOOqooxgwYABDhw7l1VdfpaamxmdAmZSwatV3PP74XEaOHMvcuQv83vd//9vEqFFjeeihD4mMHMiqVer855/fw8qVz9C/v53duwV798Ixx6g5/fLLj1m37nsmTforp59+QlDMa2tKBOuAgUKIvkKICJQxeIVXm1zgdAAhxFFAFBA8up8GYEwupTeqsLA0n21DQlKx2VTw2WWXzSMqytPDKDo6hnnz5rXmcDs0GuOatNrIlAgax4IFC9i1K5vTTlObf0OGUKN7ZEdQD4GqSeCNRx55hAsuuIBly5YBEBsby/Tp07nuuut89mGxQFVVNevXr2bbto0+2wDk5WVz3nkjueaavzJy5Pn06XO0iymJjq6mU6cu9O+vttht29R5mw2+/fYLXnppPhs2/BQ0hvhWIwRSyjrgRuBzYBvKO2iLEOJBIcQFzmZ3ADOFEBuBt4ErZQcJdTZuOpoJCQubB3hu8hERMfTtqzb5vXuVUfncc28hKakPQgh69Upj4cLFZGRktNHIOx4CFZ9NQhAYjExzVZUqqbhq1YssXXojDoM+xEgIgmXDag7Gjx/PaaedRu/evQNqX1EBI0cez9tvf8NDD/l3ZNyzZwedOyeTmtqf2lpFgLRd4Y47XmLJkhJGjVLfV6yA7dvV8bBh53PnnY8wevQ4qqqCY92aKSaaCYvF7TO8dasKM585E0JDs+jceS4lJbkkJaVy2WXzKCnJ4J13YNIkmDrVQUaGiuUXQvDee98zbtxJZmBUA9ClExtDaKiq+2CiYVRWqkSIdjusW6fOXX99L0pL97Nw4Q569Bjoajt2rAqAioryzK8TbJg/fz7//e9/uf322zn77LP9trv11ltJSUnh2muv9VnXWKeNCRRWq5WysnLefvtbDhzYwTff/JODB8NYsAB6OV1jXn8dVq5UBuT581VW4qOPBm3OSEiAzp2b8t82Dw2lmDAji5sJIxWvrYWtWw8APXA4jua557I92v7+u/qbna2yEoaGhmO31yKlpKAgP2gMRoGgPaJMTYmgZVBQUMCIESMYMmQYr7/+pQdxPe+8OxBCEBOT4PGbmhplGwh2Y/GGDRtYtWoVU6ZMw2JROZK8UVpayqJFi3A4HD4zi4IKWGwKIiMjiY1N4aOPnmD37p+JivonoDZ9jSuuUC6kO3fChg0wYQLk5ipiAEoCSUho3wR0JiFoJozidV0d5OQoy5qUW4GRPPXUxWzZ8jV///t8jjtuBqAIQbduA3nrLRtr1y6jR48oJkw4BSlVHz7Um0GHqiro1Ekd2+1q8bYmYdBz4wsHDqjEXeBpJzCzufrGgQMHKCwsJDlZmeGMqp/zzvPtZ6/rbQc7IbjvvvuYNm0aaWnHUFSkksLFxqq1WVGhCENFRQUvv/wyBw4coKuPTHplZWp9ayxd+gwlJUXccst99aqYfffdF5x44kTCw8OxWGDcuCkMHnw6n34aRkiIg0ceGcuoUWdz6aUPERoKw4crQqAyvlrYtet3qqsdjBkzDodDzbMx9Uxbo73dRzssvCWC6mqlfzzxxBEAbN/+I1VVpSxZMpM5c9Lp1CkLqzWLG25QNQuysmZRVlZGXFy8q4+OAGPgVlVV64+7rs5tlD982C22l5R4Zn2sqFDEwJQK/GP48OHk5+fz8suqYHsg6jbtORTsGuTBgwczadIkUlJ6IqVaH/v2qYyhhw7BrbfeSVpaGkVFRR65ljQqK+tHVT///MMsWjSPw4dLPM6Xlx9m2rRJnHnmUUgpqamBc8+9lXPPfQSAqKgasrPXU1SU7fqNZlgKCpRW4J57TmT27Bmu6+3t8dYBeNDghLfraGGh4hiOP/5oVq/OoqrqkKutchedDggOH7a5zi1cmEnXrjB5cga1tcHtnqdht6sNJC5OvTwhIZ5ptVsamtBIqSSqmhqVunffPnWtpkbprysq1Fjq6tR4NCdrwo3Q0FB6Oo1RNpsnIZBSsnfvr+Tm/s6ECVe6/Ou11BDsEoGGkTExxpb06TOYhIQEqr0yxUmp7CVGSUBj+vRbcTgcRER4RgAXFh6gb99BJCR0RgjhmiPtMZSUFMG//vUT0dFu/ZC2rxw4AImJ3enXbwyDBg1yXTcJQQeFd9F6zZ327AlPPDGXujpvN4v6rLPVauGBB25m8uSMDvOiORxqA4mKUptJa3uT6P5ffz2LRYvmUlycS3KyMsKPH59BRYWbEMTEuN16KypMQuAPes1qQrB/v5qzRx89i8rKQxxzzBkkJSmru1EiCOYspE8++SRRUVGcffYMQkPrp2646KJpzJhxFUlJnkqQQ4d8EwGAG2/0He0/YMBRfPXVdlfMQnU11NZayc4uAnrTuXMYAwYc7/Ebo0TQqVMK8+atwxg6ZBKCDgrNaeislwUFaif/5JMbKC4OPEr48GElOQS76K1ht3tmqWxN1ZDdrtzxli/P4rHH3BXgiotzWLIkE4CUlAy6dHEnpbPblc97R3Z3bC0sWbKEX3/9jUmTrmTo0OOpq1PE4O67obpakJT0JYMGvUptrTtowBhU5nAEp/3Fbrdz1113Ybfb2b59ps8xhoeHU1WlvHO0Ubay0n8OK184eFCpnDp1UkVnwsLCXOmot29fzZIlbwKvuWqVGxETowzI5eVKBZWU5GmjaW9CYNoImgFjygOrVVF5KUOAvWzY8AHJyYFHCScmJrn67AhwOBTR0v7SrbnhlpSo+y1YMNdFBDRsNgvvvjuXigp3+H5trVt1ZdoK6uOzzz7jxRf/TX5+jksayMlxb0glJSOprHzWlWoC1JzqYLJgXaM2m417772X6667wWeksIbD4V4rdruSBhrCoUPFbNy4jvz8XH755SIWhz8AACAASURBVCc++GAF2dn72bevzpVcTveXlNSH2NijAKio2MYHHzzMgQPbPPrTUoHOUGqxSFfchkkIOiCMm4zV6n6wcXGHGDfuci67rH59Al+IiIhh7txngOB9yYzQRMAIu711Nl2r1ai68C1hlZTkUlPjfqGNhMDMPVQfN910E08++SzDh49xza0u5TtmjPJa2bFDebcYodsGq9QaHR3Nvffey4IFzzfaVjMwpaWNv3NLlz7D5MnHs2zZUl5+eRHz51/IqlWLuOKKcDIyTmTjRgdbtqi2PXoMYsKEuwAoKlrL++/fQ0zMDg9VmpEQPPXUxfz1r5GsXfsN0P7r1SQEzYCRettsbm+DsWOPY9q0Zxg/XtUn6NQp3ncHQEhIKDNnLuass1REcUchBL7QGuohY5/du/uWsIQIYfXqLFdgn82mVBne9hsTChMnTmTGjJvo06evSwrQuQ6POgpOP10dv/9+GTk57khYrUMP9jUayPOuq1OMg+bkG0JaWn+GDRtNYmIy3burEOHly5VnkNVqobrac/vUxuKhQ4/i+uvnMHDgUR7xBEY7gRCh2O21FBW5PZLac72ahKAZ8JYINJdhTHx49tkZbNpUxpw5bxEa6umDHBERw5Qpj2OxlPH558qVL9hfMvA/xtZQDxnn+JprfEtYDoedJUsyeeWV67nppnQuuCCEcePSWb5c1XYwCUF9aAKrn5mWCPr0gUmTJGBj06YEZs+GBx5Q3KveNIN1jW7cuJFNmzZRUVHTeGMIOL303/52JcuW/cLYsTcwadJtzJ69kvDwSCZOvJpbb33fo63Vquo+A5xxxljuvHMe/foNIjHR3cYoEWRmLuH116uZONFd78CUCDoYjA/MZnMbnPLzV7Nrl4rZ12VTL7ggg+OPvwhVuUxVL7v00sWUlOSxdOkNPPHELUDwvmRG+FuorUEIjJv4hAkZ9Oo1FDV/3ve2sGrVixQXq0I/+fk5zJmTyfLlWaZqyICqqiqysrL4/vvvAfXMpPQkBF26CBISvnT9RkpYu3Zn0EsEd911F8OHD+fLL79o0X5ratTmrqONhw07nZdeKiIz82V69Bjk0fbbbzXBXMvSpeNd542GY6MLaUxMAhERUUFjMDYJQTNgVFsYCcHPP/+bt95SEZqaELz22v389tunAISF9QHm0a9fBj16DCQqKo5u3VTG0mB9yYzwN0aLRVVmCrSkXyAwvhSHDlWyd+96VEE7X/A8X11tYcGCuaZEYEB2djZXXHEFs2ap1Ao2m/Kfr65W3iyac33yyTO55RZISfkvALm5NS6DcbCu0dTUVAYNGkRa2uAW7TcvTzuG2CkvLyYkJJTo6Pr1DhwO+OQTdRwdvZiTT77IdS0mxh1n062bcr81llo1uq6253o13UebAF00XXOa2lCqCUF4eBXdug1ACBX0tHx5Fi+99KCrfF5dXS6QyZo1cNVV13PWWde7ahoH60tmhD8O2+FwRxn7yvFyJPdavjyLhx66q8m/378/1yQEBkRERHDZZZcTG9vdtW6N0oBGbGwYJ5wAeXmD+c9/ABTnW1UVvMbixYsXI6XygGopWCywe3chc+aM5tAhFc7etWtfnnlmT722v/6qNveuXWHhwldISfE0miUkKEYpIkJVLdu9G7KyDlBWdgu9eg1m/nyVhsKUCDoIamrq2wfATQgeeGA51123lKgoRfkXLJhbr4YqWPjhB3egihYNdcBOsME4rsaIlc3WcobjujpFBObMyXS9iL7hO8Kpe/dUUzVkwMCBA3njjbe5556nXNyoNhT7ytg6bJg6WVSkgrNUuuq2GGnz0NKbaF4eREfHu9ZeTEwCcXHJPttqL6vx4yE0VBAT4+nC2quXO7jx739Xf7/+uis//bSGzZu/4uDB1vkfmoJGJQJn6cgRQE+gGtgspewQFcRaGt66cP1dEwJtLNYP3Z/bo8WSazh2R2wGY+SmXpzh4YEZsywWfAbUNAU6TmPBgvr1nRVCAQeQCpxLSMjrOBzudtHRMUydOs+UCLzgz1DsqzieTouuo44tluAkBFarlfDwcGprW46nra5WnkUREVE891wOcXHJREbGYLf7XlDafVyXO/AOZYiKgmHDVHGaoUNVau+ffgpl8ODv+PvfCygoUIbkoJQIhBD9hRCLgV3AY6j6wtcD/xVCrBVCTPdVX/iPDG9uVxvcvAlBVJT627Onb7fHiIhU9u3bwpQpIfz972FBHbBTV+feOAIZn79w/abeE/wTUkUEHCQkZAMv4HAsBtIAQWRkd+67bzEnnJDhUUXuz47S0lLKy5X4GYhEYLPlERFRTXW1cou024NzfT733HN06tSJxx9/tMX6NCYzTE5OJTJS6TtDQ33zzbq9NgZ7JSp1/tadmvrSS9XfAwf6MmjQiS4X9IZqc7c2GtrIHwbeAvpLKSdJKa+QUv5NSjkcuABIAP7RFoMMBjgc9Tlim02phxSBqObKK0NYtuwBl0Qwa9Y8oqO9leYxxMfPY+XKdCATh8PuMrIGy4tmLEtYV+cmgIFIBDrlxpFA38cfIRUilYkTYexYPaAMIBtw0LnzvznppAzXZqcJWbDMbVPQkmO+7rrr6Nkzho8/ftcVrJefrzYoXxLB4cP7sdk2AGqjq6sLzjnMz8+nurqamBjFhR0p4ddG9EDhcOBS7Wj3UF+EANwMYo8e6ri83O3K2t7J/fwSAinlFCnld75KR0opC6WUT0spX2+ocyHE2UKI7UKIXUKIerlfhRBPCSE2OD87hBBNLAvRdvDlImm1uqUBIUoASUhIKJHOnFeTJ2fwyCOL6dEjDSEEnTunAYspLs7gq69iiYpaxJIlpUFHCIzeP02VCKDpxT28oQnJbbfVjx+IiIhhwoQz+PbbML77rn5xkZiYwZSXq7HW1annU1AQHGm+m7pJ1QTmFh8Q7HY74eHhdOmSgs0Ge/ao8aSn+84e27VrX3r3VhzwgQMErXT11FNPcfjwYS66aCqgVDq7dnk+74qKwJmTffs8/88vv1zMlCmCK66IYPPmL+u1Ly5WfXfu7N7oGyMEQrirl3344TIqK0tdz7q99oCAvIaEEOOAdGN7KeUbjfwmFFgEnAnkAeuEECukqtyi+7jN0P4mYFRTBt+W8LWRGIPJ+vTpzq237iAhoZtH1svJkzP4y18yWLdOLZipU90LraYmlJCQxHbnBrxhsbhL5xklgkDHV1mp1GSR9ZNABgT90o4cmcHVV8O//z0XUKU/L798HnFxyXzzzSvYbG6/8fDw/dTW9iQm5iiPPEj6uLa2+eNpCdTWKs+Rbt0aTtxmLFBUU9NyXljvv/8+e/c6cDgkO3eqzRKgf3/f7ePjUzjppBTefVdJBMGqGgJISEhwbfZWq9qcDx1SazA0VB336ePefP1h/35cOYQ0du5cA4DdXlsv3xW47QNaGoDGCQGosezeDStXruKUU/rRs6d64YKWEAgh3gT6AxsALYtLoEFCABwP7JJS7nH28w5wIbDVT/spwH0BjLld4EsiMMYQJCaG0aPHQMLC6i+E0FC1CGpqlJ5Qh6KDckfVpVOD4UXTG782XBu/N8UL59Ahz5ejKdD5goqKYNCgDCCDpCR43plKxmar4e67v2TgwHHcdZfi+CdO7MkXX3gmErPZ3BtpexridM57m02pEXr08O0U4HCojUwTAq3SaokShnV1KiVHaKjqV3u6DBzo/zfaYKwlgmBYn75grGJn5KyN75k2yPqaS7td/Y95efWvnXrqVaSk9CUxsQcDB55Y77o3IQgL8/+8IiLUXmC3u4lSnz6XExOT4FLHtpfUFYhEMAYY6ktF1Ah6AfsM3/OAsb4aCiHSgL7AV028R5vBl0RgJATehmJvdOqkFumECbBliy5vCQ8+eAWzZ9/C8OHHBcWLpv/PujpF0PQLZrU2bZFarUoHnZDgLm0ZKHR6ZFAvMHgSlYiIKEpLD3DHHUMoLs4lJCSVhIQHgakUF9cCihIbiXd7qoYOH3bbXWw2t8QE6ryWVGpr65dA1YV2jhTG/99qdUsEAwb4bg8QFbUf6El+vh0pQ4PSCysjIwObrY577llMfHyCX3Vaba1iulJSPM9bLPC///mPjh8y5GSGDDnZ7/01IWjIUGxEVJRyqNAeRgkJE+nWzf1+BZ2NwIDNQPdWHsflwDIppU+eUwiRKYRYL4RYX+Qtu7URvDeS2lr10DQh2LjxLW65ZQAlJTvr/xh3PdIpU+DhhyFNBRRTWRnF/v3bqakJDh2s/j+9pQBfL1hlpadh2VdfxgC8QGG0S3zzzWoAduxwC6CrV2exZEmms/KbxOHI4YMPrgZex2YLx2pVnLcxfL+9CIH2ujFCrxmHw1OC0Rs/uLnclth8c3JyGDduDLNmXYnDoTav8nJFoLt18/+7Dz6YBtRSWBhCTU1w1nhYvnw5y5a9R4iTDW9oPRq9gXTbhohAIPCWCAIhBOCWCPINITLtGb3tVyIQQnyEUgHFAVuFED8DrmmWUl7QSN/5gNExrbfznC9cDtzgryMp5WJgMcCYMWPafLv0lWrZO4agsnIHlZW7CQnxvRK9C1NrdVD//pcwaNCAoPHTNhICIyfqixAcPqwWdkO6dykVwQg0tqCuTs21nt+DB9USDQnZ5Wrz7rtzsdk89bXKx3suMI3PPoN334Ubb4Q77nD329ZwOHx7oOgsqbqAjlbD1dbW99BqCQJWUFDAhg2/4HAIrFZPtZAQSpURFVU/RUjfvkPZuzcbm20g+/a505AHU6zLe++9R0FBOTExsUjZMCGornarYqVUKbcbIwL7929n/vzz6NXrJFJTXyckREUQq+AxNyHQarTGpDdtP0xJgYgISWmpIC/vAL179whOQgAsOMK+1wEDhRB9UQTgcuDv3o2EEEOAzsCaI7xfq8GXb7w3ITjmmFEkJV1Nqi9fPOoTAp2LqHfvSS7RMJgIgTc3aoyi1mqN0lJ1nOw74NKFiorACMFbb2Uxe/Zc9u/PJSUllUsumUenTlMAmDLlalc7/xXgFMu3apX6ttVgjdLuv21ZYUsTNV8oL3cTAU10jXPekqm0hw0bxief/OQqLbrHmSVBq4ViY+Hoo9Vz2rbNvQ6nTXsGiwW++07Vi9YupMFUpey8886juFgxG4F4WeXnK0KQnx9YzEth4V4OHtzNwYN38Ouv7vO//QaZmYqwhIS4VU6NSQSaaQoJgYSEwxQVdebFF+fz8MNPUVMThIRASvntkXQspawTQtwIfI4KBX1VSrlFCPEgsF5KucLZ9HLgnWbYINoMvsrZeROC00//K2PH/pWuXX33ERqquAGtrtASgVYNBIsxzigRGDch/XQKC90GsaqqwAyZWudvt6sNz5cEkZWVRWZmpiuSuLBQlaNUHFYGxxyT5mqbnJzqVAt5IiIiFZvNPafeWsTa2uDZxIzctzchMBo/W4IQxMbGMmzY8Tgcak60lKL12ppLjYtTxGHHDvdvtQozJ8cd8BQsc6hhtGM1BotFGYV9GYZ9YcSISfztby+xfPkM7HY4/3z473/hp59UjiEplXpNG/g1IQgJUcxeSYmnytdoQ0xPj6KoCByOQa7xB62NQAhxkRBipxCiTAhRLoSoEEIElNFbSvmplHKQlLK/lHKe89y9BiKAlPJ+KWW9GINgQU2Nf0Mx1K9F4M9YDJ5SgSYEu3cf4JdfVgRFwI5RBeZNCDRsNsVN6ViBysrAbBuFheql8Peyzp1bP52EzWahsnIakOVh5PNVAS4qKoahQ+d5nPMuRdjW6qFAWRsj8QVPyaAlVENGJsNicRdS0lKp0d25SxcYMkSlQujUScUZgKdEECwoLi7mpZde4vPPVerPQOMuAiUCAEIIrNZM6upCGDNG5QqaO1e9y7W1ShK4yJ1s1EUIevRQ8+ftKGGc6379op1/rwOa7pDRkgjEWDwfuEBKmSCljJdSxkkp/Zfe+oPBX3Frb4ngiy8e4oMP7mlQf2okEpoQWCxxfP310qCQCIybji5S7426OsVR6mhKKZuWVsLfxpab60/dYwdm8uqrM4iPVy/e+PEZ3HXXYnr1UoF6yclpPPjgYnJzPctOHTrkqZppa4NxUwiB0TBvJMItEci1fPlHPP/8PLZu3UB1tZsQ6FgR71iFxETl5rxz53c8/bTyL83NDR71pcbu3bu59tprWbjwAaBlA/BA/a/r1ikJAOACp1W0f39YsACefBKeeQZONjgVxcUpaUAThHivnTIszC0Rj3JGTa1e7VZtBa1EAByUUm5rvNkfDzrZli94Zx796adFLFv2SIP9GQ1JMTEQGloDdKJnz7FBwW1539/odaOhNyjjvFRWqg1LE4eG4M8416ePb9uKcySsXfs+AwaoNL4pKfCPf2Rw6aVXMWDAaIqLc7jnnhnAgXrjLy1VkkhLZkYNFIFu4N5j8/Ye0kyCkag1hTh8+OEHPPnk3fz++3qqquoTAiOXakR8fAwVFbsIC8ujthb27g0OzzaNzp07c/XVMznjDLVDB6IaChQOBzz+OCxcqNbR6NGerraJicpAbGT8EhMVs2dUnYWH19cSaNfRtDQYPlyN+6OPKoJTNeRUCV0ErBdCvCuEmKLPOc//YeBvcTfk0qkfmi7jl5wcR1raUQ3ex0gIhIC4uP8A6Xz00RymTk3ngw+ymj74FoT3IvS1KH1tpmVlyg0vJ6dxV1F/m/H99/vKy+RGdXUFERFq3vr3Vy/Yyy8vZOfOX5xjtTNt2hWu9npz27JFeckYaxm3FQLdNI3R21BfLWezKdWasc5uaWng/U+adCHXXTebo48+lqIi9Yw6dVLrMSzMv6fLMccMZ9GifEaOVC4xRkNyMGDQoEE8//xibrrpbqBlJYLvvoPff1fzNH063Hpr47/RLqTeNpSkJOUsoc+npLjVxGeeqcTpFSssVFTUtZubc0MSwV+cn3jAApxlOHd+6w+t9WDkZu12/JaLa2hh2Wzu1LwxMfDcczt5773NDd7X+MKtXp1FWVkmoHzhi4pyuOuuTLKy2o8YNPaS+8uOWFqqJCOHQ3HfjfXhi1hcfHEGaWn+o5t8JaAbN+50hgwZyW23vcyKFb9SV/cTKhOKoLo6DBDccks6q1dntUucRqD3k7L+GjTOUXGxWotaBacz3ga68Z155mT++c9H6d9/VKNqISPi4yPo0qUnffuqbWLnzuAiBOC7PsiRorpauR8DTJsGZ53VuDdQdLTbM86bEISHq/k22gh1xtdjj40lLGwr0I3Vq4tbVKppChoiBKuAWVLK6T4+V7XVAFsD5eXul9Rq9VxApaXuxeVLNQJune6XX2YB6VgsIdx0UzpffdXwJm4kBO++OxcpPfVO1dUW5s6dS3uhsZc8EG4lkHg/X/2oXDwqjNg73W9ERAx33jmv3m9efPE/fPrpb1xyydX8738bWbJEE1bQ2VDKypT30UcftT2BbQrhMa41b6Ohfi46s6uuYaEJg86xo2FUv+m0FfoegaqFQOmyhXCrMgKR+NoSZWVl5OUdwGpV5TRbamwffaScIQYMgHHjAvuNNryDf6+qMMOy1rYDIWDCBMXkVFV1D0qJoA/wvhDieyHE/UKIsUIEUyhJ82Hc/GtqPDmr6mrFbRmDmrxhsymOftkyN0dfXJzD7NlXMHp0MsuX+950jHlI/PnC+zeatj5aghBUVDReu9ifEfqVVz7m5pvv44IL5qPrCwgRzvDhZzB5cobPvoRQcQwLFsylpsb3jW02C4sXzw1aiQA8N7GGnkNVlZsAaIJQXOxpsD90yL2+y8vh559Xs3PnVqqqHC5PKr1xNSQRCAFbtqzko4/+5bp3MBGCRYsWMWRIT5599kG/TFtTUVYGn6oS4/zjH4HneTLaAfwRAqNUERLiNhr37atci9ozS25Daagfl1KeBpwLbASuAn4VQvyfEGKqEKKB4PTghQ7i0S+KMbpTJ/mqqPAvDeg+3n13LnV19Tee0tIS5szJZPnyLBdHZYR++MnJvo2jDRtNWxeNEYJAdew7dza8YfiTCEaMOI7bbrufIUNuQ9UXWIaUtaxfv6L+D4C6ujquvfYihg6NID+/4YK1RUW5QU0IAkVlpWfu+sJCxcgYU5lbrWpDU0TCyqWXnsw55wynpqZh11FfqKkpZteulYAiBMGUbyg8PJzk5K4kJia53ueSEk9bCqgNNhBHBoAVK9T8jR4NgwYFPhZjbEyYn+gsb/WSJsI6nuPAAXccSVuj0aRzUsoK4EPnByHEUOAcVPbRSa06ulaA5vJ1JlAjYdDX7PaGc+qr4hX+OffqagsLFsxl5syMerrciAj1Il922TwWL86kttZNTKKiYnjggfoqkLZCS0gEoP6/XbvUi+RLhvTuxxhABe5Ec/HxNiyWSHr06OvzPi+//CSff/5hQGNKSmp7AtsaL7T33GmioNVDWm1psag1XFVlYcyY8UjpwGoN8VANCdF4QsATTzydqVMTeeON4JMI7rzzTjIy7sRmU3UECgpg1ix17eijYcQIJS2tXKk49qefru/OaURJiTsq/ZJLmjaWQCSCsDB3SVpQhKC0FHJylgF/Ize3Grs9ul2C9gISfIQQvYQQ44QQpwDJwDopZYcjAuApCRh1sVarf6OxNz7+OMuV5Mof9u/PJSamvuuYthOMH5/B1KnuEovaF/6CC3yrQNoCLSURgFrgW7b4lqy8N7M338xi+PBE+vYVjByZxK+/KtXa+edfzptv1vDee/W9l5cvz+LZZx8MaCwRETFcdtm8NjfEeROCQAiDcYzenG1jsFg8VURlZZCQ0Jn33/+eZct+cNXiBUUItM97Q+jduwcnnXS+q/9gIgTgmX569253UOTvv8Obb8Jnn7mN8V9/7b+fykoVG1Bbq2oK60C6QBAS4mn/a2gTN0oLWhqrrt4GWKipiebw4fYxyAcSWfw48ANwN3Cn8zOrlcfVajDWBzYGi+kkYI3hnXeyeOIJVWKyIfTqlYoQ9QmBUYQ844wMunTJBhzMnZvNpEkZLabrbA4a26iaqr+srFTEwHth68phUqrUEtdem0lFhUrRWVZ2iE2bMoEsioqyuOmmdMaNC2H8+HQP24u/wvYhIaFe31OZOXMx48e3/dwa57O8HH75pb7B1TtDqnHzb2qlt6oq/55E2t3ZaCNITGy8z6go44YVPKlQwNOLrabG7agwcSJcdx2ccgocf7zK+AuK2/cmZA6Hyhv08MMqerp7d+Up1BR4v+OBEgKtGjrppCmkpKiB6VQebY1A6hFMBgZLKdvJsanloBN8aRi5p0A2icJCePLJuT4rFRkRHR3DvHlKxaPtBHpT8PbZrqj4CjiNDRvymDChtysDZWPuaq2BllINGVFX5zsPfEmJkhpmz66/oTscFuAWvvqqErtdLbv8/BzmzMkEVNU3f4XtpXTwxReSs86KBaoQwsG4cSE4HC0fedoY9DO3WGD7dncBlNBQ5YnjcKggraFDVbvqas8x6pKbgRosG5LYdL9G1VAghCA6Gg4e3EpIyCDq6sKw2dT/0RLFco4U06dPZ8OGLcyb9yI1NaMpLFTn09MVETjlFPXd4YBvvlFzv3694vhBEdrHH1cEAFRW0bvvdntUBQojIdDZXP0hPNy912gC2737APr2VYQsJ6d9bASBPM496EofHRhS1k8A1VRUVDRsGxBC0KtXGo8+uph//CPDec5TCvBOuFZXp1Ia7thR6TNqty3hixAYfdqbayjUOn9f98vP9zefJS4ioKFtL+C/sH3XrqnExcGjjz5DVFQtdnsI//wn/POfTVe1HCmkVB+tstA4cEAR1eJi92YP9QmB9/fm4I03FjFyZBeee+5+V1Gc0FDlaRVIGcywMCgo2ILDoUSJsjJH0KiHNm/ezO+/r6Ompg673S0ReCd+DAmBSU5F9scfq2dSWgoPPaSIQJcucPnlMG+eO/VLUxCIfUDDyOAJYSQG6m9ubpCphoQQzwkhnkUFk20QQrwkhHhWf9puiEcOXYzjSDeCykr/3j49eqSxZ4+D1auzufjiDA8jqXGhaIlAX5848TgArNZ+jcYvtDZ8LcCaGve8NZcQVFW5k/N5E2J/G7o/aEng/vvnEeO1k0VHx3DDDfOIi4PLL59BcrJ66/Lz1Udzfm0FKZUU6Z2LyW5XRVJ0oRT9vI0bv871dKRroaSkkLKyUmprpUsaSExsGtd7yikXEhWlFkdFRUjQeA698srbfPDBGnr3ViKVlgi8pU9QlQHj45UTw48/whNPqPnv0wceeQQuvLDplfQ0jO+3P48hf9djYqCoKJviYpXQKC8vyAgBsB74BVgBPAT86PyuPx0Gul7skcDhcHv7eGe+jIiI4ZZb3N4+3modX4Sgr9MR5qyzJgCwf39Ek9LptjQ09+oNHVcB9edw0ybY3HAwtQvbt6vUvd6FWmbN8pVaIgYhfLNmqampdOoEV12VweLFi+ndWyWeS0tL49//XsxFF2W4OF3vDaGtxe7aWuXN4o2PP36SM86I5KGHLqCiosQlAVZXuzd+TRCOVCK4+eZ7Wb++kPPOu9XDdVRnywXFMcfE+FdpJCZG0N3JspaVBY/BOD19AKNGnUBoaCePqHZfhCAqCi6+WB2/8IJSyWlVUKBFk/yhuRIBKIlg//7t/PijSpzXXoSgIfpVBvwopSxsq8G0BsrLW0bVovsYPz4Dq7Wal1++HagkKiqVq6+e5xHw5E31vT0KkpPVIszPVyXrQkOVn7PmvPWm3Jbhe8bFV1PjXtw1NW5CYOQEKyuVfjUkBF58sXE1gz9pR8/bbbepPEFxcb2pqHiMlBQ4fDjToxJZTIyyvehCOBkZGUyenEFVlZrPujp3iuHPPvsPhYXfkpIyhV69TmTDBsUBtuW8+stvtG3bN9TV2fj114/IydnI4MGnebQ3SgItYddISkohN9e9UXbu7LkhhYe71Sk2m2JE6urcyQSjo90qjMOHJXv2ZDNqlG+X3raEsYyqLomamOg/d9JpeuDgVAAAIABJREFUp8EnnyjJITxc5Q9qyJ00UBjVvY0RAm8X0qQk6Nq1LxMmnMy336o1GmwSwRXAb85aBK876wYPa6uBtRRaSi9sFO8nTryK0047CDi4+OJsxo/P8Nj8vQmBMS0tqAyaoBbQd9+9TFjYbpcuWaOtF4PxfkadvlYNeecI2rbNrb7YssXdtjH4Sll9wQVTSEhIIiqqE1On7gUySE/PIDNzMT17Ko4/NTWNxYsXk5Hh6V4bGemeW+NLuG3bRvLzn6O6+i8c5cwFeMAzOWmrw98znDlzCYMHn8TIkecSG5vo8s/3Fe1+JISgqOgg55wznC+++H9YrW5VVM+enpul93FcnCIWeoOLjXUT+nvvvZ3Ro/uR15Sk/q0Ah8PB/fffxaJFj3h4DPkrDAXqvbzySvX/zZjhlsoDRXy8+hgZCW8bYCD+/0YVVHQ0DB06iGuueYToaPWuedfRaAs0VKHsbwBCiHRgnPNzjRAiFRVHcG5bDPBIoKOFWwLGDSwkJITDhxWL1LWrWgzeqWe9ERnp9rrRInhkJPzyy0dYrdFAfw9C0NZlFfWmZbcr9Y32o66uVte8XRmNKqGNG9X8vPSS223PH3zpvENCQvj442Ly8pQxD5T64rLLMrjjDmVv0ZWyvBEW5pZetMeGwwGnnXYea9asITX1JFeB9oKCtlUN+VOhJCZ25/77V7u+exuFja7MxvN1dY3roI14//1X2blzK2+99RIZGSeSn692yZ4960sEvqDPGyWCuLg0OndOYseOHfTWSYjaAZWVlTz//HxiYztxyilzGrQPGDFqFCxe3PT7CaFyD0VEqGeza5eSlL1tLYG8s4mJngWdevRQxuv4eLUWiovdzGJbIZDI4mwhRBQQ7fzo40YhhDgbeAZVqvJlKeVjPtpcCtwPSGCjlLJeXePmoiV17d7qJc2BpKTUf5F8vay+xNWICBgz5gKyswWHDnlyAm0tEehFWVmpNhytHtIbkTeXoqUAgA0bFDEAeP99lajL34alc+97z5kxRQAoAqsLggeS+VEjNFTN3f79u8jL28n69V+SmPgaMI+CgoygIATesNnqx7ToedcpqUtL1bGek8aQk7Obyy+fSadO8Wzfvou4uGSX2qx3b8/12BghUCnT1fEZZ8xg1qybSEtr33qVoaGh3HXXI66UGpoQNCQRHAlUsXl1HBmpXH7t9vrrvKEKhRqhoWo+tQNFbKydqqp9hId3B6KaHD/SEvBLCIQQc4ATgRRgO7AWeB7IlFI2usSFEKHAIuBMIA9YJ4RYIaXcamgzEPgXcJKUslQI0aKPsaUIgXcVrl9//Zi8vFOAeJKT6y8GX5ugrzq9kZEwceLVVFTA228rQ5xGWxvkNOHRG1JVldoA9HmdlTU7W3E0+flq/JGRnqmni4thzRrPqk3eqK723HwcDgc1NUpM0gSnVy+35NQULjg0FN5/P4s5c9z1jw8fzgEynfrXtovc9vUMv/lmKfn52xg//gq6detHSck+evU6yoPQGo3GoJiQffvUnGlCUF7esH77kkvGU1RUwJo1eZxxRi/27nWr/LylK386deMz0gbVurpmuta0MGJjY7nuun9RV6eqiAUqETQXvXp5fhei/rqMjg58rcbHuwlBRUUZM2b0JSTka+DURlO5twYashFMBXoCK4Es4P+klL8FQgScOB7YJaXcI6W0Ae8AF3q1mQksklKWArS0YbqlCIExbTXA7t07UdU6K+nUyfPhh4T49r7QRVWM0MRBc1t6YUD72Qi0TaWqynP+7HYVmXn33XDvverckCGqwpKGDoxasaLxDJpGvP/+Us4/XzBzZpLrJdBFPqBpwXWhof6iji04HHNdevK2gC9CsGbNu3z88RNkZ//G9Olx/Otfo3E4HB7P3ju5W3a2khp05HBdnfLC8re+pZR07pxEQkJnkpK6Ul2tnBHsduWo4O0xFEi2TB18piPCA82W2lrQDhV6DgKxETQHnTvDUUf5ZuS8YZzXxmDMRBwdHUOPHmlERSndcVARAinlEBQ3vx44FfhQCPGzEGKJEGJ6AH33AozOc3nOc0YMAgYJIX4QQqx1qpJaDC1FCLwzQ6emngdAfHwNQgQmZgtR/1pkJNhsNeTnK31xebnKoTN+fDoJCSGkp6e3WaEab0JgzHKpoVULmnsdNkwl9gLFMc6apXT7eXnw2GP+jV7earZDh0qcY5Cul8CoAmmKRBASgt+oY8j1sMO0NnxtkKeeehUZGU8wcuQ5JCen0bVrP6qqSj3aeK9b43wVFyujtzGAyhtCCD7/fDMbNhwiPDwcq1VJcBC4Wgg8iYSREDzyyJ2kpvZi+fLlQPukTi4sLOGXX35k9+49zu/qfEsSguRkGDw4MPfSsLDAAvSM0HMfGRnF559nc8IJZwLu6O+2RIOvmJTyEPCxEGIlcCxwCnANKiX10ha6/0AUoekNfCeEOEZK6aElE0JkApmg/MgDgXeVp+aiqKg+BxservLTpqcrP8aGPIaMiIjwNF5HREBl5SE++WQO8B15eZ4qjZycHDIzVVoFb2+ZloZOwWCMbjZWVAK3xKIN36NHqxdvzx4YOVKJxtdfrwp6b9oE//oX3HmnZ61X3bcRV1wxi4EDM/nqKztvv61eKCMhaKpE0KtXKnl5vtJSp7JnD5x+euD9HQl8rb8TT7zUdfzss3tpaomPoiL3xltUpDZ2nUHXF9eq3UA1IQjUUGy8bre7ud3KSoiPt7B//35X7Yza2sA45pbEt99+x2WXXcQpp1zI1Vcv5/Bh9eyNBWKOBKGhEOBWA9R/VwKBNjyDenc0IWkPQtBQZPEFQojHhBDfA4XAAiAJuAPoHkDf+ajiNhq9neeMyANWSClrpZR7gR0owuABKeViKeUYKeWYlACVgC0lDfjyktNcqw5HD5QQ+HIrTUnpTliYojSFhXPqqTQslrapWqYD5jTq6up7CmlCcMcd8NxzalMJC4OpU90qoqOPhvnzlbRQXg4PPqiSehlhsXhX1AqhpCSRZcvUhE6b5vliNdVG8NBD9aOOQ0NjgHntLhEY0Zw6T8YC51arWp+bNnm6/BpTqRQW6lQe6ru3RODPPqChCYW2R1RUwA03zGHLlmyuvfZaoH1qFERHd2LUqBPo02eoq9ZASkrLedqlpTU+N0Y0ZY1qGPsPC3PPcVPqUbcUGrIRXAkUAf8EukspT5ZSzpZS/j8pZQAFCVkHDBRC9BVCRACXo6KUjViOkgYQQiSjVEV7mvYv+IbR8OoNbyLhT3IoL/dNUDZu3OrsR6VHDpTD8rVYoqNDeO65X4AsHI72q1rmcNR/ob1VQ3pOk5Ia5rwSE+Guu1QWyNpaePlld9+rV2dx443pDBkSwtix6bz6ahaHDilvo9paOPVU5X5qTMXRlJdMESYVddyrl4pB6N49jdNPXwxksKdFVldg8F5XVquFdeuWs3PnWkBx8p984lbxrF/vdp8NFHl5usynOxvnm2++zamnDuH55+e5NklNCHr1Clw1ZLyuN6mqKujevRe9eqUR4eyoPVRDp556Jh98sIapUx9x/Y/aTfhI0alT01VMzSEExrmfPv1cPv74HkDtO23tLNKQjeAiKeWTQKLT2OuCEOLaxjqWUtYBNwKfA9uA96SUW4QQDwohLnA2+xwoEUJsBb4G7pRSHrGppKKi4fgBI5dvrNoEng/An4575071Vu3d+/8Az0XQVEKwenUWs2Ylo+L3fCNQddiRwBch0Fi9WqWDLigIAdLZurVxu0VYGMycqTaeQ4eUJ9Hq1VksWZJJcbEq71lYmMPjj2cya9bZ/PZbNgDnq9T3rs2qqS9YZKSStDIyMvjll2zWr7exYsVazjxTqdb27m1af0cC75d51679LFy4gGefVekEFi/ey1tvwbx5a5BSxWFkZalNu6YGli5VaTECgXYxLSyEgoJscnO3U1BQ5pIgjMFkRrfQxlQ6uq3Wk2s1qfF/s9vbnoM1SkVGQhAerhgVHT0dGamk1EAyrWo0pRaBRnOyBRsJ8oED+ygv3wm0TxqPQF6ze4QQVinlVwBCiH8CE4EXG/uhlPJT4FOvc/cajiVwu/PTIvAV/OR9vaREZfuLjdVVnHClLcjOVuJzZKR/XV1oqIr26NtXqTKaKxEsX57F009nNpjWWqdVaG14e4Jo6M3bneohhzffzCQqSqXb8IXVq7N49925FBfn0qlTKjCPTz7JoKpqrkfKCFD1hLdu/QaHoxfgICUlxMOjoqkvmNFj69VXn2POnJuJj09k4UL1MH1FNrcW9HxaLGqT//nnAcBqSkrsbN0Kv/6qArJKS3tw6JDbUJ+Xp+I0vvhCrc/bbgvsfgcPqo1x0qQbGfP/2Tvz8Kaq9I9/TtKk+wJdWNrSsu8IgjoqoiIuiApuIBQ3xLriuM9PGJVxgNEBFUZRp7hrRUQZVFxBcQFXVhEQZGkLLa20QHe65fz+OD25SZu0aZsEWvw+T56mNzc3Nzfnvvv7fYeNJTg4vPb4antkpLJ29TVtiF9Io64iKC+HgwcPM2fOTCyWahYuXGifUeDPBsjqagkIKiqMsFiHDspz6ekQXNaUIh06eDbfoUOH5pHPNee7m0xKJlRXw/PPL2PVqlDmzDnOPAIHXAbMEUKcJYSYDZxG/TLQ4wZ6eIY7FBerRavDHEeOODNjHjqkbsSSEvd5BrO5OwDjx98MGALebG74xqq7WObNa3y2gStaBV/AnUewZIlr4b1kieu8RV2rv6RE1fBnZqa7pfCurq4ELISFVWC1Ni100RA61dagVldX23MO3uo0bwxSGoNgHn4YfvpJGRcdOoCUZh5/HMrL1Zerqkpixw7jvdnZRqVaU5gcdCgzODichIR+REerFJ0WlJrqWF9fTwSe5sbRyeKyMrDZAli06D+89NJLSCmPybCaqVMnMnRoHD///LG9YqhDh/oejk7DREU17v106tR02gkwrlFzYJBQ9qRvX1UhUVx8HCoCKWU+ShksRPUVXFU3VHQ8oS43iy7H7NZNTbl6910V1tAj4QoL1c1z9Kjhkh086P4GrDvlCQxF0JjQqktF4b7MUSE2NtYvSgDqcwlpuBPeBQWut7tSHIrJfAbgOsQVEaG2JyaqFmHH/EBTarPrYsyYy9iypZitW4uPmSJYutSgO378cZVI79zZiKubzSCl4Ntvjffu328ogtzclidjdehEx70tFrVmGxtcr2GxGEqjvBwCAsL5xz/m8+qrr1JTY3OaFOYv5ORkc+jQQQIDQ50UnTthL4TrZrOAABW+7NfPPY1JY2hOfkDDUWboqMRxpQiEEMVCiCIhRBGwC5XIvRrQ245LOCqC5ctVOWZ2diZSSrKzM5k7N5U1a9IpLlbKQMc2CwudGzncuZGHD6tFHxFRgxDqDtU/pifWq+OiaYiLPzg4hCeffLrxA3oJ7jwCd/MX3A2Ddz+4J4uEhNlAfQrvIUNU6Esn+7QiiIho2U0WHGwlrFaCaUHmT0WQkwPffKO8xHvvhZiYSgICbNx+uy5zhdNPV/trig5QHoGmr9azNJqCxYsfYsmSGZSUqHCYoyLQjY1NCX9YrQa5X02NElQ33vhXrrnmGhSBgP8VwdKlX/HZZ9kkJ59Gfr4h6Buy+jt0qD8zeMAApaRbwkLakjWqi9tWrFjC66+rZLFmffUnGkoWh0spIxweQVLKML3dnyfpKTQbpoarDtOKChXWkNKZK/7IEc9iiFpZFBWt47PP/uPkFnpSbuboEbjm4ofw8GjmzEljwgT/0SG48wgmTJhdbw6wHgbvCu4UR0xMFy69NAVIQzOJmExmbr45jf371XuCgw/WHl8Jz5byxDtea+0R+KvUUc1jVtd1+HBlrX7wwRNMnhzA5s3/5Mkn4dFH4ejRr+37a2RlORs0Te2GXrnyOZYvn2P/v24yFZoWcnPMKYBBN+KYV/K3IhDCTEREZ4qKgrDZlHeuFZY7WCxK6INSAv37e8YN1BhaEr7UNC3ffPMZixc/AShF6++S3IY8guSG3igUjh39oAMcR/05wl3oRYc1HPfXpF6NwRiskkVYWHST49mO1sO4cSnMmZNGXFwSIIAkzjrrTdLS8hk3LsVvN5du13e1+IYPT+HWW18FIgBBUFCifRi8K7gb3DNhwmy6dwdIISRE1XDGxiYzfHgKe/Yoy7W6WpXj6pujpXNxzWYYPfokBg6MZMsW1b3tL48gP19RcphMcPnlaltFRRlSSqzWYDp0UGGvvLz37O8JCHCt/PbvVx6rJ56BlJKUlHlcffVjhIaqUhnHGLoryu7GoNe4VgSFhbBnz07efnsJmzb9AvhfEWjabsdEMTSeB4iLU0qjT5+WWfKOaOlxIiNhzJjxzJjxOFarCrU5khD6Aw3danOFEO8JIa4TQvQXQsQJIboIIUYKIf4JrAX6+uk83UK7zpox0xHuQi/uwhqeQCuCiy++mrPPvt7JomiqIgClDN59N4MrrrABGcTFpTB37lgGDIjg4YenN/s8mwJHCmpXOOusySiCWBtnn/2tWyUASnHcfHMaMTGqhj8mJsmuODp1UpZYaWkozzxTxfz5uwCwWvsD0L17dO3/3rlJzWbYt28PJSVF7NmjeLP9VfN+4IC6rp06GUnaiRP/xZtvVnHRRXfZ9xszxmhzTkw0LFYAq1VJg337YNYs1ZuhrfuGMGjQ+VxxxcMIIZDS2SPQeYGmKIK6HkFhIfzvf28wadI1LF++zJ4P8Re2bdvBzTeP5bXX5tRTco0ZD0JAr17e7YRu6VoNCYFRoy5i6tR7CQ93Jl/0FxoKDV0NPAz0RiWKvwXeB6ai2EhHSilX+uMkG0Jpqbq58/LqewT33z+bwEDX1mlzUFCgmn7ASOxoRdAQeZcjXO0TEmLEbIuL4eDBvZSWFrNz5476O/sAOizRkDt68sk3AdCtm/uMmr4hvv/+bfr0GUHfvudw+HAOCxdey7RpyXz3XTpWq+Kvfv31J5g2LZmJE01UVJwHpDN0qFIIVqt3ShHNZvjb355gxownueACNT7DXx6BLlOtK3DM5gACAgw38uyzx9qTmMnJziyXlZWvA7Bhg9E4tmYNLpGZuZlff/2SWbNG8tBDQzhyREn/khJV6RMUpOLgzVEEupxXr9HCQhg4cCjjxl1Jjx59OHrUv4pg585drFr1AZs3f+NRotjX8IbRYsx7UH/9TTPRGNfQNlS5x3ELXfrpytK75JIUdu2CV1+dRmnpYUJCorjxxmcbtGjdIScHZsxQXkdwsOLZAUMReBondLVoQkONm6ykBCZNegLYxaWXnt3k82wOGvIIMjN/4aGHBmMyfQmc02BSrWdP2LGjmg0b6rfH5udnsmhRKlVVlwOjWbfun0ip63NViemmTcqj8JZHAHDDDbcD6jtqWm1/DP3RRokneaOuXVWlWnKycxliQsI2uwLQWLMGrrhCCfeQEGP/Dz+cy9q1qiKuS5dB7N27niFDLnbyBoRQa1cP8GkKLBYjz1JYCNddN45Jk8ZRVaWa9PypCIYMGcbzz79Hbm4EH36otrkqHfU2rFZlLDl+V08NwMZw6NABfv75NwICTgNCOHRIfU5Lw6Oewk8f4xscPdqwq19SogRLcvIQAOLj+7pUArpzduJEE9OmJbNmTf3O2bVr1ef17SupqenJ9OntqK6ubrYicCzd09aaPufBg0dz9dXT6Nt3UP0D+ADuKoakhDfeEEj5b2w2FbZxjGFbrc6KMDIS4uLKGDz4Yszm+pK8srKMgIBPgRkOSkBDJfETE9WN5S1BHRBgDA/S194f4SFXHsELL0zhySfHOVVWFRcXMGDAN5x22j5GjDA8ApMJZs9eaC9R1hZ5bi4sWqS6tt9+2zh2bGwS8fH9uO++5cTGJtuvv2PoBNS6a861tVoNRVBWpjwr3T/gb48gJqYDF110BX37jnJSdE3hBmoqhFD5hcRE1bmsCxqayjjqDp9++j6TJo2kuFiFSw8d8m/C2Et217FBY8RyRUVwzz29OHQomy5dBvGXv4yvt0/dzlltuYJz5+zOnerviBHFbN++i8pKCAgIsAtCT28us9kQTtnZhhWuwwO6u7Su5eFLuKsYOnQItm4dCAwElPRcseIBpk2bCyg3NiwM0tPTWbp0Bn/8kYnZbKamgdq3qqpDgOsAaEFBlp111FsewQ8/rOC1116ke/dBWCyPUVWlhJg3qkUagmZYdVQEW7as5NCh/Vx33Xz7tr17N/DyyxfQr985BAWtJjlZGQWa9CwhQf0Omun1449h9Wr13s8/h7FjlTCaMGG2PeQ5bJjR71m3dDQgoHmKoG4vQWUllJVVkJ9/iPLyTn5VBDU1hiJqqJnMmwgNNdZkeHjL+ltcoWvXLpx22tkcOWImL0+Fof1ZQtqqFUFjiy8vr5jcXMXfMWPGF0RExDi9vmZNOs8/fz02m/MV152zWhHYbMZg+b59raSmvsjRoyWYTIYV0hQXLi7OaC93pQg2bfqEBQueZciQfjz33FzPD9xMuKsYcuTlkVK5PFlZX9i3hYXB9987K9KGlACoMtIjR6C6uj6JTseOXeyhDm95BJ99toL333+fhISNWCyPAf7JE2hF4OgpTpv2FkVFB4mMNMh74+K6MnDg+XTrNgxQQn3+fHj99TuZOzeLrl2fZefORC69VBAYqBSBEKrypaAAvv4aRo92fx4tTRRraOMFNGWFjYSEEGw2Gx9+WEllZQtqKJuId999h7y8CoQYQ1VVe3vuw5eKoClcRc3BmDEXM3jwxdx7rxo6pEt0/YVGFYEQYhnwEvCJlPIYzCJyj4YUgc0GZWUmrrjiYXJydrpUAosWpdZTAhqOnbP79ikrKDYWOnQIokMHlTh1tCqbU44XEGB4NZrSurgYtm37ih9++Jjduzf4RRE4egRVVfDLL2q+QEaG834WSxkTJz5m/z88HJ56ylUnsWtYLEF07TqUuLjufPbZQqqrjfdZrSHcd5+yaN1NeWsORo4cyffff88pp5zJ+4oj0K+KwFE49elTf35nx449mD79cwD279/GkSMHGDDgPHbsWMmBAzvZsOFDHn74a3r1GgHAHXeoENzRo/DUU/DZZ9CtWz7t24cRG1vfzfGWIjCZjKlxBw9CdbWJ2NgOtdPViqioiG76QZuJJ5+cxbZtW5g6dQfQ3l6V5W1FoDvbQ0K856E2BKvVCL36m3jOk6/3HHAj8B8hxFLgFSmlf8pZGkFDimDJknSeekoRn0VHJ/LKK9OIjk7kssserH29YQHmWGKqw0K9ejnv4xjnb47gclxcUVFq4ZWXQ8+eI+jZ8wuGDTu56QdtBhxzBEuXwocfphMSMoOyskzADNQASYSGzubkk5WXZDIpd7kxmgyN0NB29O9/Lj/9tIywsPbccksaS5bMoKAgi+joLlxzzWyuvFId25uJ3PHjxzN+/HjKy+GTT9Q2f+QItCLwNG4tpeSRR/5CeXkxCxfu54473mTmzOFUV1dSUmJvXmH4cPXXZlOVa3l5MHNmDFDKlCmfc/75F9j3PXIEfv9drauEBCOe3VxFkFDbNZSfr67hunXZ2GyC9ev9V40FMGbMlcTH96eiQsURPe0haCoiI33vCTjCUREcOeJfReAJ19AqKWUKcDKQAawSQnwnhLhRCOE/f9AF3F2o5cvT+cc/DOKzgoIsPv/8WRYv/htHj+pcgHsBVrfE9HcVXaJnT/jttzXMmjWK11+/p9kegYZj2CAw0EjG9ew5hvnz1zFnTppfEka6Q9Rmg1Wr0oHUWiUASgkAZFJYmGpPpIeFKQHTEE0GgNUaSHR0RyZN+jd9+55DWFg08fH9GD48hSlTniMysiMBAVZGjTLyMd5UBOnp6SQnJxMaaiIvLxlIPyYeQVFRPh9//DQ//bTMaT/FNSQpKyskPl4NfT54MIPu3U9h0aJDpKfXcOqpV9Q7vskEEyYowWE2FwKhbNx4CllZahjQV1+phraaGhg2TNEyNzWfVffzdCI7P18JfptNYLMppeDPmQT33PMoDz+8mMJClbTQPQTeXDeBgf5VAps3byYhIZzFi5XH7W8GUo/sWCFENGpQzVRgI7AApRiOaR+BO4/giSdcs3oKYaK4WNEYuKNC0LQHjolirQh69YLt279m69Yv+PbbN1qsCOrOMdCVQwUFxo3lD0WgPYJt26C8fAaKJK4+pCxj0SLFuKqTZe5oMkDxJT3xxEv8/PMBQkOD+eijJykpOURBwT7WrEknODiCI0cOkJv7O+PGCYYPT2b58nSvueHp6emkpqaSmZlZy5KpylSXLfP9HGhdNaQ9gj/+2M0bb9zrRP0AKin8z3+ey9Sp7bj88r/z9ts19O59JgBBQaGYal3Nmppqjh515tAePhxeeAGefjoSs1myaVMU//oXbN8OaWmGB3SxaqGwewTNub46NCSEQd2uyeZsNmNcpj+gP88x7OUu+S+ECrs2xVtwR1DnS1itVkpKSqisVI0RRUX+rcRqVBEIIf6HaiYLAS6VUl4mpVwipZwGNIO523twdaHUoAp31r4kNlY1RLmjQjjvvFSWLJlhLyVdujSd3Fy1kLp0geTkIfTqdQYnn3yJ0+JqaWgoIEC1vQOsX1/NTz99wscfv+sXS0vnCFSzUsOhnsrKckpL8+0urKbJCAhQ7o0WXPHxScyZk8a4cSm8/346L7xgeGi6MkvXvWtkZ2cyfbr3BPWMGTMoqzsgmTIWLPB9a0zd0FBYWDQXXXQXp59+tdPUr9hYiI5OoE+fEQQFWYmKMnHwYAYffPAEGzZ8ZD/e4sX/x113JZOXV3/EWmwsjBwpkFJw5IjyEqRUYcauXdUAdsfy2eYYLUIoYdu+vTr2gQPw6qvPMG7cqaxd+5bfqtyKiorYs2c3hYVlLpvJAgJUMUaXLkpxdepkVLd5ivbt/ZMTcESvXr0oLCzk6aefAfzPQOqJ+PqPlLKflPJfUkonthMp5TAfnZdHcLXwDh1yTyHhuL0uFUKSIGGIAAAgAElEQVRYWDQ1NTWsWvWCk8BatiwVSOfcc9UNNGTIxfzjH2u57bZX7VZIcxp0wJnH3GJRLjzATz/ZmDPnYu6442q/eQRlZYoz3x1VtEZAgIW+fY86NZaNG5din7/73HPvsnevZM2aDMaNU17V3LnT7SE5jcrKMr78clG945eXlzFrlncEtbsRn7m5vh/9WTc01LFjD267bQF///vf6N9fKYjOndXvf8YZlyKljWHDziAkBDIyNrF48f/x7ruP8O9/X8JTT11B164nY7UG88ord7j8vHHjVGixQwd44gk4+2xje91JZM1VBAEBRkf9gQNw8GAuW7b8TF7ebr8pgk8++ZQRI3owd+51TqWj+l4MDDQG7gQGGoo4NNSzezQkxPuloZ7AbDYTERFBXJz6cRqah+ILeCK+2gkhrqjzOE9oCsljBHf8JocPu7f2x4+fxfbtFdxyiyq7Gz48hb//PYNZs2xcd918amoqkPX82zIslhlMrjNJUojmlY7WhbY8AgIUJW5wMGRnWzGZehIUFEJlpe/vLikVDXJ5OURHz8Zkcpf6EVRXVzF+/HCWL3e22h95ZD433XQvJ598utP26upqtwlldxVb+/d7R1C7G/EphIn0dN+Ghxw9gsBA6NEDBg5Uv29QkPP4xIsumsDMmd8i5RGmT7+UN9+8jzFj7mPkyIls3PgRW7aspH//84iL68aVVz7q9DmffvoM06cPZcuW15g/X808iIyEW26BhQvh1FPVfi31XkEZK46KYPz4m3jmmZ/56af/Y8UK/ygCm00SH59EWFh/yssNehZHj8AVPGn+0h7asYRjHqaeM+tDeOIA3QScjpopDGrY/HqgqxDiMSnlG+7eKIS4CJVPMAMvSikfr/P6DcBcoHa0Ns9KKV/05MRdLTrNla7j+45VKaGh0Tz33LWEhSVRUnIWH30EnTuvY9asZKqr2zFr1sVuP6uqKstuRe3Zs46DBzPp2XMQoGbitSRJFRCg8gFCqIU6eLCa75uSspOHHvLXzWXQa/fqlUJiYibvvvsMNlsuJpO5VmALQClJHcIB7Fb/5Mm3uTz2ihVL3H6ucWxnJCZ6Z0bz7NmzSU1NrRcestlqSE1V5++rwT+OiiA5Gaqr89i/v4yYmA4EB4c4CeawMBXvjokJZc2aFQQGhpKSMpfevSEqqifBwRFERsbxyCNf1fucrKzN7N27gYqKUqfwh+410HBMFDd3mpZjL0F+PnTq1I3vvutGZqYqY505s3nHbQquvHICp5wygbfeglWrDOoM/f0aCulERBgNmxphYeoREOD/cFBdXHfddeTnFxMWtoySEsGBA2pgTnN/r6bAE9vAAvSVUl4ppbwS6IeSCKcBf3P3JqEmViwERte+Z6IQop+LXZdIKQfXPjxSAuBaQBYVGQkrszmAqVNf4PXXj/LMMxm1RF9mSkrOBpLZty+dZcsKqKyMwWYz89tv7YmMdE2ophPLa9ak8+ijw5k//yruvnuQ3SpuqSJwfH7KKer5zz/7rxrDZjM4m0JD4fLLp/PSSwd49llJeno1MTFJaCWgUV5exrx5jYdw3O8jOO+81HqeW3BwCLNmeWdGc0pKCmlpaZhd/EBlZWXMmOG7XIFmwg0LUxU7ixbNY8SIbrz22jP19tVhi86d2/Hf/y7nscfWIgRERQn69j2Ff/3rQubOvdSFtwqTJs3lsce+Z9iwcQ2ej1Y8LVmrmmYBjMohbUBobhxfQ3cVOyaKwTNF4FieaTKp98bEqPceayUAsGzZMj75ZDkdOqgLuWeP//IEniiCBCmlI/ntH0CilPIQmnfANU4Fdkkp99SOtnwbL846dlx0OpbmyNj34ou38Pjjo3n//cdZsyadffs2o0ohJZrkbPPmP+z7//wzWCwXoyxfAxaLKiXVDWjV1erDqqqOMn16KsuXp3slNKQ+S4UPQHX1VlUZVRm+hKEI0lm7VnEuPfBAMtu3K0XnrtQ2OzuT5cvT2bv3d1JTx/H44/XtAvd9BpIpU55zytPExycxd24a117rPSs9JSUFm5sL6C6H4A1oj0A3O4WGhhEfn0RsbMd6+wYHKwElBFxwwVhCQ60UFe2murqSffvWARKzOQAhBL/88jmvvXY3u3b9CEBYWDt69vwL7dt3bvB8vKEItPAE1VR28GABX32lZmzq0a++hq4YckwUm0xGKXZjAj0qSgl+xwa74wWvvvoqr7++zB4eysjwX+WQJ3rwKyHECmBp7f9X1m4LBRqa6RUPOMwAYz/Ki6iLK4UQI4CdwD1Syn11dxBCpAKpYMR99QWy2VQnbGSk4fatWZPO0aPqn5Urn6emporKyjoc1ZQh5cPAtZjN1Aq916hr+Z5zzvUMH57CtGnJ9RrQtFV83XXNF1yOvQSa4dFiUcrtlFMiWLBgEbfcMsGnhFpSwrZtqn9AT3Rz5FyKielSm0Cvj+nTUxk3bjIrV75PUFAw//d/Tzi93rlzF7Kz679XeRkqjHfxxSl2F7hzw/KsWejSpQuZmfXPwV0OwRvQ7KMdO0pA8Ne/Pspf//qoy32FMBQGwHPP3cS2bd/zzjvfct55l5GQ8AeVlYeJi4ONGz/m008XEBERS48erm4n12gshu4JHLuL8/OhqKiE9es3AmdRXKy8IF8nWseMGcWBAwWEh38DhBMX17QO/7rX+njCVVddRWGhCrOBmlR3PHkEdwCvAINrH68Dd0gpS6WU57bw8z8EkqWUg1A9Ca+52klKmSalHCalHBZbG6TUF0iTMx06pCyFutQRhYW5lJQUuDoskEW/fipxp9i262dn1q37AHBvFefkZLXII3AU8LqKSCcRpYwlLy/b5+Ehmw22bPkrdb+/5lxylXzXKC8vY+XK5fTtexKnnz6i3uuu+gyCgpwb9rSQiopq2dg/d5g9ezYhdTKFISEhzJ7tnRCUK2hF8PDD17Ju3dpG99chi23bNrNt2/cAxMV1qk2GtqN3727ExsIpp1zO+PGzGDx4NNnZv/Hii7e6ZMutC73OWnJ9HT2CggIICYkjMdGgzdBWui+xdesv7Ny5iYICtWg6dnSeCeIv2mZfwWRSpa+gZlAcFx5BbZx/Va3Af6+hfV0gG3CYt0QCRlIYACmlo4R+Efi3pwfXF+jgQeftjVFHOKMLAwZkEhTUgV9+cS3oDx9WA2PdWcWdO3dpcY7AbFbKTN+kUVHqe9133wquuSbRp1aBzaY6saurXSvLgoIse/J94cLJbvY5yM8/59Gpk7IKDx9WC1pKI5k8b94McnKy6Ny5C/ffP5uhQ1PIy1MJckeKZF9AJ4RTU2dQVqaKBxYsmO2zRDEYOYIdO35k7dqeDBt2pkfv27p1AwCXXppCUlJ3+3Hat1fW9tChZ9Ovn6oN/fbbN/nii/9SUlLQ4IwNTZmsnzcXQiiPNSJChRIPHQomJmaIffZ3drYR2vQVVq/exJo1B3jwQXWzOJaOHg9x/pZg9+7dfPrpl5SUnAScSk7OceIRSClrAJsQojljxH8GegohugohrMA1wAeOOwghOjn8exmw3dOD22wqfKKTnBoNUUc4wmoNISwsmXfeSebXX+9ECPdD10GVpFoszu2LwcEh3H//7Ba3tte11rR1GBzcl7CwMJ9aBVLC3Lnuk6a692L48JTa2cr10blzF3s5bWSkstISE1WSFJQyWLMmgz17bPb+gsREGDpUVUXoahdfeAMaKSkpXHNNBmBj9uw9PlUCYHgEt956F1On3ufx+0466VRSUx/kkkuuBpS3pGc9gFG+CdCjx6lcf/0CzjrrugaP6Vih1FKPwGw2ziEnR+UGNLKzXb/Pm4iL60xs7FCKiwVWqzN1RmtXBN988w133pnKr7++ChjjTv0BTxypEmCLEOIlIcR/9KOxN0kpq4E7gc9QAv4dKeVWIcRjQojLane7SwixVQixGbgLRWPhEWy2+uPc1qxJtzc21UVYWDRBQSqAGR2tBrDHxpbUztUNZsoU90PXQQnCESOMG65zZ6NztqXuqCMbKRg3vfZ2fLkY1Mxn98rTMYRz0031wzzBwSFMnJjKhg3fcPiwmjMQFKSsx4gIgz/JFRx/qpaUNXqKZcsWA7B06XLffhCGR3DrrdMIDfW8rbVXr/489NATXHCBqqsQQsXl9RpTcwUy2LIlnepqNf946NBLGzymY6K4pclis9koS83NhcOHjY7HnBzf00zU1GD3QHTpqDfyH8cDhgwZwrXXXs/w4acQFKRynvn5jb/PG/Dk0i2rfTQZUsqPgY/rbHvE4flDwEPNObYmu9LQuQFXTNlWawjXX7+gnvtc9/+gIOfeg6uu+ifdu59qf33q1P9y9dX/pKDgdyZNMlz9lnoEeiE7hoYA3nrreQID83j44Zkt+4AGYLOpOQAHDtQPe4WFRTtdo9GjU4iLg0cfnUZR0WFCQsKYPfsFXnjhCebNm8Hll1/OsmXOSyU6WlnHjSkzf9zEQqgFc+hQSSN7thxaEXhjAI4OnYFaIx9++DSvvvofJk58jMTE/o2+v+76ai50dY5WBHl5UFhYgxYjip7ad57dunXreOaZl8nPnwQMr1c66uvxo77G4MGDeeWVV/n1V3j9dcjMVDxnPXr4/rM9YR99DXgH+EFK+Zp++P7UGkZNjaEI9IAZV7kBIeqTyLnD8OEpPPNMBm+9ZWPo0LG88MJ13HtvL6fxlZGRcQwe7Bzv9ZZHUDc0VFxsZu3aL3zuEUybNhtwDtBr5ekIi0WFeTZvPsTevZJt24q5/PIUQkPDMJvNJCYmUhcmEw3OOdbwhyK44grliE6Y4DrX4S0Ya9PGhx+2/FapK+BOP/1cwsLCOflkz0aZNnWcqjto61vPzti/H6Q04k5aEfgKmzZt4vXXn2fbNlXN3tY8AjAGVunKJk2B7/PPbWwHIcSlwCbg09r/BwshPmj4Xb6HzQaff57OzTfHsHDhZLd0BWCzK4EvvkjjmWcmuRyu7og1a9KdeHB0KaVWBnWZDFtqiQQEGAsAtEeQjsn0KOvXr2Ho0GSfUSJICSNHpgCLUDxDgpiYJJfKs64gsVhUjPa9977j6NFqFixwVhwaERGNK0tf5gc0OnRQrlZVlW9LS8rtlcplfPLJ0oZ2bVY47Pzzx/Lss0u54IJzPWLV1Pu0tATZZFJKRSuCuhW5+fm+VQSnn34G06cvICJClc3WZR1tC4qgpKSYzMxfiI5WLuWuXf75XE/uiJmo5rAjAFLKTUA3H56TR3jvvXTmz09toDRUwZFo7uOPn+a77xbz3XcqVnzTTe244YYwsrJ+dXrPkiUzqKpy7juorCzj+eev5+67e/DHH7/bt3vLHdVJQYCMDFXTb7Operz9+zNJTU31iTKw2VTpLaQQFpbJ4sU2nnkmw6UH5Sisy8rK+P77L6iszCc8vOGb0GRypjtwBX9NgALfd2vrZrKgIMHll1/b4L7N4bwXQnD22RcSERFB376GB+l6X6MayxuhocBA47es24+nB9b4Cr179+Oaa+6islJNyGmLiuCqq65izJiTkFK5AvvqdVX5Bp4ogiopZWGdbcd8ZOXjj7ueOeAI3RWs0a/fuXTq1JuuXYcCUFZ2hIqKUoKDnbtg3FUe2Ww15OXt5p57RtrpJby1+PRNarHA6tX1exp8RYngmHRvjKrX0aI87bROXHXVKF5//XW7hdgQwsJUotOdBeyPm3j/fkXhnJb2ik8/RyuCyMhQLrlkgtv9rFblLTlek6Z6CEFB0Levcx7BETExxtryhkdgtRpVQ3rAj64OKyjwrUeg6SU062jHjoaSE6L15wgA+vbtS48efYiMVIbo8ZQs3iqEmASYhRA9UdU93/n2tBpHYyMSTSYzqanO4Y2bbnrOaZ8HH/yIw4dzaNcu3ml7Q520AHl5++2ka5Mne6cMUS/ioCA4fNj1d/MFJYKURglgQcEvZGTYSE4e7HJfR4syOjqW8vJSioqKCAoKQgjB3r176dhA26am+K1b8gv+UQQ1Ncrd/uOPhhriW47iYvXXVaJYCHUdKysNWonAQJVcDghQgrY5rJPJyWpYTF1SNf1zmM0tz2Xp99f9iYuLVwPncuiQbxXBZ599xq5dgRw6dA5mswpRtZXSUY358+fz0EOwfDm8/bZSrjab7xvlPDn8NKA/UAEsBoqAu315Uo3BZoNOndzTA5jNIdx222uNJoiHDLmYkSOnElBnFTXUSauh6SW8FdvWiqBdO/fT03xBiWCzGYqgqirHzqVUF7p0UGP16p1UVVXz4IMPUlFRwdGjR4lxLHJ3A1dUwJrr3tfo3l0ls087rX4HtDehp5NJWUJOjrNv366dotGIizNKa3UMPySk+Va7EGqUau/eMGSIYgl1LN/1xvXV3kpEhHMBQHX1r0A1paWGEvQF7rrrVu67T81jiI1V67GtKQLQBITq+aFD/mkq86RqqExKOUNKeUotzcMMKeVR35+ae9hscO+97oR1NOPHu64Sqq6uJDPzFzthlzvooTVhYQ3HPHJysrzGAaQXcnS0rt13ruLxFSWCI/NodHQ4nTv3dXo9MNCYCeuIjz9eTNeuyYSGGuMUe/To0WgeIzCwvnXjr5s4OlqFAAcOHOrTz9FWeVbWRtLTX7BvDwkxBKijQtSKIDi4ZeGbwEClaAIDoXt3NVpVwxthE/27OeYJACZOvIF27dQH5OX5TnCdfvoIkpJUf0Xd0lF/FBv4C2YzJKg0CIcPHyeKQAjRSwiRJoT4XAjxpX74/tTcw2ZTNe0335xm3xYa2hl4k/j4fC67zLUnsHr1S/zf/53E7Nmj2LXrR2bMOJXnnrve5b7Dh6fw9NO7mDBhDlFRnVzu07lzF697BIGBcOGFKXTsuAhIAgSdOiXxwgtpPumGtdmgsDYDNGTImYSEONd6RkWpcYfxDtGz5cvTeeCBVDuRm2b3zMxsPKmt5y44wl+KwF/JYu0RhIUFkpjYlfBw1Wkd52aUk1aOQUHOiqCla6suxXlLIYTzyEqNhIRw2rVT7sL+/b67vgsXvsaoUWrmc4cORs4C2o5HUFBQwKmn9uKKK3oSFKSupSrm8C08uXxLgRdQXEB+nKLpHjU1KhY5fHgK27f/QmZmJ0JD7+SXXwI4rQFCxri4bgghCAgIZNeun9iz52cOHPgNN1x3hIVFMW7cQ0gpeecd50RtcHAIDz4422sL0NFia9cOkpJSyM1N4a67YPJkOOkk73xOXUhpKAJXyWJdkeIoxObNm2FnKa0LndRuSGkFBzvHsv11E2vBunr1GtatC2LYMN9MWtXf7ZRTTuWaa04lIqJhi9xsVtdeh8hMJqWgNeeUN+Cta1y3cgiUF9u+veLPz81VwssbjXR1UVNj0Fg4ks1B21EEERER7N79O0IIOnSQ5OaqATW+YOV1hCeXr1pK+bxvT6NpcGwmKyt7gt27jddOPdX1ewBOOulC3npLWa87dqxl0KALad8+odHPGz48hW3bPuT33zdRWVlhJ067+mrvWegmkxIEUqobSwvgvLwyysqs2Gy+Wek2G2Rn5wMx5OR8jxpGZ8BVM1hjifrGkto6BFJZ6TwsxNfQ1mNGRg4rVmzzmSIwykfVwxPL3vEaWK1qfYeGGjFiTfhWNxnsKbwlKOs2lQF88cVz7NvXBxhJbq5RTeRNVFdXU15uIydH/Yh1S0fbSmjIYrGwYcNvCBHL5MlKsWZnK14uX8KTZPGHQojbhRCdhBDt9cO3p9UwbDblEZSVwfr1anGeeSZMmmRQuDaG3r3P5KGHPuWWWxoeivbyy3dwzz09+fXXH4iJ6cBTT71hJ07z9uJzrBzSgmHJkgVs2fKjz7qLbTbIylIMq5s2vYXFouLLgNv+gISEhi9yY0ltnQzr2FHx6Pg3NJSOENP4xz/+QXKybxr1tLDW83Q9gaPHYLUa4TOdPwgKahnXvzc9grqhoS1bVpCXpwoJfRUaWrNmDUlJgWzfrtZq3cEybcUjAOjTpzdRUe2JiVHhtpwc33+mJ4rgeuABVMno+trHOl+eVGPQHsGXX+ZRVQUdOuRw551w6aWe1WF7KsBVh3EaNTVqZetZvbqHwNvDYrQwEMKRZbIjBw/m+kwRqESUKgTv2DGaPn1URUZCgmtLPTgY/vWv+vz+Gk1JamtyOn9h7VrVqCelKkT3JKfRHGiP4MMP0/jiiw+b/H5HRaDXWFCQUgrNXXPeqrHXnP+OfQt33nk748efD6huY194BCUlJZhMgVRVdbCPzNTXyB+Ehf6E/q20DNDhNl/Ck6qhri4ex7SzWCuCr79WxUv5+R6PMeDOO7tw9dVmbropiokTBbfd1pnvvnMtCJYsmUFNjXNhtOOsXl95BGDUavfufQNnnHGlzxRBRQUEBamyyjvvnGkvN4yPNwaVOyIkxJgFnJSUVHve6sSTkpJIS/NNUtsbeOMN/zTq6WRxZeVhzOamSygdUgJnjwA89zAc4c1mK1051MmhfuKqqy7h8stVcm7fPuVlervSZcyYS/jf/8oBM9HR6t7zB335scA777zFgw9OoaoqA1ANdEd9XKfpVhEIIR50eH51ndfm+PKkGoOmRcjJSQSqSUz83e2+3bsbN5MQUFSUh5Q2yspUhvTIkQOkpaW6nPJUUOB+Khl4fwE6ure69C8rS1BZ6RsqaimVQtWhDEcPwJHMyxFaoKSkpJCRkYGUkurqaqSUZGRkHLdKAODgQf806mmuodtvn8aoUaOa/H49qQ6MoTL6twgLa/q682bYRJ9XfLwxVCgw0FivOTnKI/K2V2CzQUaG+vC4OHUN2hLZnCN+/PF7li59hYqKvYDqLq5w3d7jNTTkEVzj8LwuVfRFPjgXj1FTA99/DzabiYEDA5gz5yOX+1ksyqodMEAt1KFDITy8fryjokKNZATljgUHq4e7pjU9iMXbC9DRaouLU1Uj5eUqWeQLRaCpvIuLldejqQI8PcfWhrg4/zTqaY8gOjqEoBaWz5jNzjMdTCblLTZFGXhznWqPIDwc5syBWbNg9+4dfPXVG0RGVlBTA7t3ez+UUVOjhrmD+v6O16StKYIJEyawYMEiTjlF8U8fPHgMPQJAuHnu6n+/wrGMrCGubk3opTnUAwLg8GHX5B0FBVkEBkK3bjBoEPTpAw884HoQizemkrlC3YSh2azI8P773zSfKYKaGigsVHftm2/e3+h7WvNNd8cdswHfzi622ZyTxd5A3VyN2dwwb1NdeHOtOva7dOigHqtWfcB9912HxZIBwG+/ed8jePLJeSxe/D9AfaZjiKythYaGDx9OaupUBg1SIVvN6urLxrKGFIF089zV/35FTY1BxhQSUu52P1fMjlFRrgueOnToQnKyUcYZGKi49+fMSSM+PgkhBPHxxlQyXwhExxtWub2/AJCVZfGZIlDWazBQRefOjbPHtWaPYOzYFCANi0X9nr7IadTUGB7BsmUv8YdmSGsBXK01i8WzOQ/u3t9caKHrGJYZMOAkxo6dRGKiEgu//+59j2DDhvXk5qovUlcRtGbjxB0CA40cnZZ1vvQKGlIEJwkhioQQxcCg2uf6f49GVAshLhJC7BBC7BJC/F8D+10phJBCCI8Ku6U0uu3S0ycxb944F8esrwiWL0/nyJHD9fa1WKz87W+zXYZGXM3bVe/x5EybBkcha7HA8OFq+lR09KU+qcSw2RSdNyQDgSxf/oK9Iqqx82uNUL9ZCl27ZmCz2XyS06ipMXIEP/+8kkpf/HC1iIz07DfxpSKwWOCCCy5g/vx0RozoA6jGsspK746tvO++vxMTcw5QPzTU1jyC4uJiPvpoBTt2fAIomgmbzbeKwO0SkVK26LYXQpiBhcD5wH7gZyHEB1LKbXX2Cwf+CjRMAGQ/L+UmGfOKcwgN7Vtvv/Dw+jfJvHkzXI6yDA0Ntwt4T+Frj8BqhREjTuL99+HQoRifKILFi9N57rlUdCVNbm6WnVXV1fVo7YpAl176UDZjsxmKIDX1ZqI94ehuJkwm1djVmNPhzbWqj+VI7aAfuv8kK0tdB1WR5p3P7dGjv70DPjHREP7eYFU93pCXl8ell15Kly5dsVj2UFGhfmNPhhA1F768hKcCu6SUe6SUlcDbwFgX+/0TeALwWN9VVxuMmQsWfO/EOQTKdXSVO3DXEVtY2HQyD18pAh33tViU5RMYqKho8/K8/3kzZ86oN97TsTy2Llq7C66FV1ZWDoGBgex2bEn3Ehw9gtGjzyM4OLjhN7QQjkR2rqBpr70FzUJrNhsKQAhJZWUJ0dGq8yk7W12D5tBpu4OupQ8Pdy5rbmveAECHDh0YPXo0F1xwob1xLzNTfX9f5Ql8qQjiAUcO3v212+wQQpwMJEopXZf9uICUapFpRdC+vYmAAKPLJjZWkaS5arzp3Nl9FVBT4SuhqK1uiwVyc3dgsahJRb/+2sCbmon9+xsuj3V3bq0Vek3YbGYqKyvZs2eP1z/DURE4hi98iXbt3CemQ0K8/7vpta+n6pWUFNK9ezg339yH0FClALKyHEd2thzz5y8BIDra1qbDQgDh4eF8/PHHPPvs83ZFsH+/+uur8NAxc6qEECbgKeA+D/ZNFUKsE0Ksy88/yB9/KIXgigLBVROUxv33u68Caip8pQgc3b+Cgt8pKVkN+GaIdXx80xRjW1EEISHtWL58OaeffnrDb2gGlCJQwfENG77y+vFdQXfaRkfXryTyNKHcFDjmCQICoF27SMLDw4mKiiI+XoVet25VFqw3BtUUFtp4+WVVMRQT07Yrhhyhh++A6s+oqWmdiiAbSHT4P6F2m0Y4MAD4SgiRAfwF+MBVwlhKmVY7C2FYdHQsBw6o7aWl20hNjSU7ezugFmZDC7+hKqCmwJdj8Rwtu27d+hMergLaBw8acVdvID09ndLS+gxmDSnG1q4IDKFhZezYsYQ1p023EVRXQ3m58t8ff9xtfYRPEB6uOJy0wgsM9E1cua4iCAgQFBQUsXZtFj17KpGydavap6XhobIyyFmYzUAAACAASURBVMur5uST1ezn2FhTm/cIAKSUFBcfoWtXpUl37lRzQ7zpZTnCl4rgZ6CnEKKrEMKKalD7QL8opSyUUsZIKZOllMnAD8BlUspGeYx0vNxm20dxcb59QI0HA7LcVgE1Bb6MlYeEGFZdly5dGT9+GqBKyI4eVd+9pVZWeno6qampHD5c4LS9XbvoBhVjW8kR6GRxeno6ycnJmEwmrxHQVVZCRYW6rc4//+wWH6+psFiUMoiP9+x+aA4cQ0OaNlt3Q/etrdvYsUP9bangKi0Fq9VK165jAEVtUbe6ri1i7NixtG/fjpiYnwDYuFHRxStDw/uf5zNFIKWsBu4EPgO2A+9IKbcKIR4TQlzW/OMaiqBnz2SuvHIm7drF27uI/QFfCkQhDFZFg6I5nZUrkwkLM3HGGcm88UbLBNaMGTMoc2GqhYSENagY24pHUF2tpqndeOONZGZmIqX0CgFdTY3y2IqK1G2VlvaEN067WbBYfCck9XGtVkMR6KT0wNrC8j17lMA6erRlZaS6H0FHARIdYgz+GnF6LBAdHU14eDjJydkEB6sEvA4P+2IcqE9zBFLKj6WUvaSU3aWUs2u3PSKl/MDFvud44g1IaQzr6NevN1dd9Sjx8QEMHuybYRiu4OvFp11fiwU2b34aSKWyUgms7OxM7rijZQLLHbdOY3MGWrsicKyg2b17N1V1up5aSkBXWamqW2pqlAL3V7LY33AMDVksal3MmjWLCy8cQn7+hwQEqOuQmanu15bEtauqoKiokKwsdZDk5Prn0Rbx4osvUlRUxIQJVzNokNr2ww/K0Cgr807uxRGtsgJXd9rphrHERP8KKV8rAkeP4IsvHqQuY2Z5ecsEljtunYaqp3yZF/EnGhMeLSGgq6xU1TIAMTE1dvrytga9FoKDjXshJyeHX3/dxKFDe+0zQTZuVH+bG8qoqlKKZO3aVezbpw7StavxeltWBJrR12wGPT9p40Zjvrj+6y20OkUgpaEIVq+exdKlD/jVPXSkv/UVNOf76tXpgGvV3xKBNXt2/XkCgYENV0+1BSUAhvBISEhy+XpLCOgqKw0OrN27P2LMmGPKzehTWCzGOgW49dZbWbt2Hddem0q3WpL67duVBdtcj0A7bCUlgUA7TKZK+1B38P48kOMRAQHYx+9u3Wo0D5aUeJeIstUpAtBdxelkZf2TZcvmMXx4coPUCN6C1Vo/WeUrfPBBOo8+mur29cTE5guslJQU/vvfNGJikgCB2ZzEgw82XD3VVhSBFh4PPVRfGbaUgK6y0pgmFRCQS3hLRood59DGl14XgwYN4i9/GUpgYBB9FNMEe/cqKpjKyuY1QlVWqofFcgkAnTpZndahrw2yY4mCggIuuugiRo06jbg45QlVVcF336lr6Uhu6A20OkVgs0Furpo0Bar8o+7kMF8hIsJ/7exPPOF+QHxwcAiPPdYyxsxrrklh5swMwEbv3hlcdJF7JRAW5r9EvK+hFUFpqZmrr76apCTvENBpSm+d1LzttlSWL1/upbM+/qA9K8f7QVcPRUXpJsjDdiqY5oSHqqqUh6WVq+NUNF80yh1PiIqK4uuvv2b9+p+AQoYMUdvXrTO8Am+Gh1qdIpASSkvrT5pyR43gLaNMCO/RCnuC7Gz3oZ85c9K48sqWkaX9+utW/v3vfwIqseku3hocrMoQ20p1hlYEDz44g9dee41u3brx0ksvsXLlyhYR0OkwRm6u+tu5cwtP9DhHXY8A4NVXX+Wee65l27aFQDlHjrRj716V2GyO0NJDk3Qo2HEqWlv2BkDlCD766CO2bdtFYmK4XRFs3KgUo57b7i2voNUpApUt96zqJSBAdeZ5g+4lONi/5FbuBsQHBoZw6aUpLab5/fHHn8jKUixeUVHuBb2rucWtGVrhBQWpL7Z69WqmTJnC1KlTW3Rc3ZugFUF8vPt92wJceQTLly/n3XffpHfvrnTvrkr73n57I4cPq+uj6bk9gZTqPWVl8OWXn9Zu2wUYieq2jpEjR9KrV3dCQkz076+M2oMH1YAeXTl56JB3KohanSJQAtCzqhddvhcdraz58HD1vDmNNv4uBZw5sz4dRkBACFOnplFW1vKmku7dexETo8oRoqJcu9lWq/9Kcv0F7RF88cUGJk262b7d3MI4gyYE0zfovHkTSEtLa/hNrRjacHBUBFOnTmXBgue5+OJxjBmj4jhr1lSxd6+KZWh+ME+grV3FNqxcgZgYFQUIC2tbw+obgl6WsbFw0knq+caNxtRCm02tuZZSfrc6RaAsr9mAc++8K2oEHcoJCDC4WMLD1ULSFoUQ7i19IZQCsFr9b4FMmmTQYaiBcEkMGZLG8OEp9pmwTbGw6uK0085k4EA1jTQqSll4VqshKF3Nc2gLUN8vncsvT2bx4hfp0iWJN998ky+//LJFx62uVp2fKiYu+eWX/3l9FvLxBF0x5Kg/L7nkEm6//VYSEpI599xATKZy4FR+/bXcPh/7cP1xIC5RUgLp6Wm89NIC8vP7AXDGGapkqA3n4J2Qm5vL3//+d+bNm0779tjDQ+vXq/tf5woqKlreZNZKFUEKFstNtVtccwYFBDTMs9KunRJ2sbHuwx+xserRubP/Oc8DAgw6jGnTbEAGUVHq+2kFcPhw8y0Bm03RW4MRGtJVUbGxkJDg35yIv1BYqAoN/vhDNehlZbW8oxiUIti7V/0eERE2liz5nBtuuMEr53y8QpeQOuL9999j/vxHKS7eyumnK+tp584ke46gsLDxfEFlpdrnww9XsGrVGCoqLJxyCowa1d6pd6Gtw2azMXv2bNLTXyA4WHLaacog/e03xUbsOMv8yJGWUVS3OkWgY+NXXrmQ3bsle/c6cwaZzUqwNzYPxGpVfP86ZKQXdGCg8hhiYo6tIHRc7HFx6u+qVf/j5ptj7EReLUkWrV27hv37nXMEmiogNLTtVmTs31+/0KClHcWg1mVmpnoeG2vm3HPPoUdDA7XbAPSaccT8+fNZsOAxtmxZxRlnqG3ff29UU4GKa7vzZnWfkGIXfhzoQWJiJffco9bkieINAHTq1ImZM2fy+OPPYbPZSEyEy2rJedLTlSewr5bo32ZrWuitLlqdbtWKoGNH11Z6RITnCU7tMZhM6n1VVUoBHC/xx4AAJey1IpAyhtLSw5SVqRtFCJUraM7N8be/3cWhQyocogeht1Xh74iKCtfhmkwtxZuBmhr1e+ibMjb2xLiWml7CEcOGDSMjI4srrpjIrl0QEiLJyhKsW1fKoUM7+fHH5QwYMJQLLrgMsxm+/XYliYmJ9KltPtB9Byr2rUJCkyZZiYpy5uE6ESCE4NFHH6W4WHnv7dvD6NGwcqVKGK9ZAyNGKDnWsaMKD4WGNi+v1+o8Ap0hd1WVIUTzLYbISHUDHy9KAAyvoGNH9TcychCPPvqN0/zS5nZtRkQkAFGYTFX25HlbG/nnCkFB7hvxSprpXlVXq99BJ4pttt0sXPgkOzQFZxuFK4/g6aefZufOTDp2jCM6GoKCPgfglVe+JiXlZP7zn8f49NP3askjJVOm3ETfvn3ZsGEDJSVGrDsvTxHXmc3Qp48Sblbr8XV/+guhoep7h4Upg3XCBLX9rbeUZ5WRYYTbtDdVF43JiVZ362uP4IEH4jnnnJ5Or4WFNV+YHY8LTFtbWhFUVUVSXn4mu3cbrnVzZhRUVsLMmYr3LybGYreyTgQrtl+/2YBzzM9isXLffQ8R1ERTStNYBwebOPfcZLZsUXmGgwfX8Mgj97NlyxYvnfXxiYAA12tGe9pxcdCrl3KTMjN7218fPXoSAMXFJfzlLyPp338g8fGD7Tmr6mr43//KkBISEsoIClKewIlAKVEXRUVFrFjxAZ9//g6gcpvDh0Pv3irf8o7azO7dRm9Bfr6ROygvV7kE3YvhDq1OEdhsIEQVcICaGqOAVgjfTGM6ltAeQUyMuuHKyuCJJ+Df/3bODTTVK6isNGK27dpxQimCHj1SgDQiI1VHcefOSfz73y8zbdoczGbPI6V6poOmsc7NzWTLllQgnaFDk7jjjnvo3bt3o8dpzXBnoZtMKmzUvj1Mm3YjERFQU9OdKVN+YN68bbRrdyGlpRAWFs7cua9y2WXXcfPNKZSUlGCzqVkGa9eq8qLCQjWiMji4bZPMuUNGRgZjx47lX/96CFDX1GSCKVPU35UrYcMGZQzqcZalpep5bq7yrDzpOWp1OQKAuLgA/vOf7YSFqWJ6Xf3T1haKY612ZKSKn4JyA3fsgKQk9d2PHm1a41dFhaEIoqIMRXAihIbUGklhypQUTj0VBgxQnqSU6rp46hS4mukgZRkwg1tuyeD0089pszTUGg2tl8BAJYA6dzZz2mlKYP3ww2mMHKm2b9+uhtiEhsKyZa+zY8cWbrzxbkJCTqO4GDIyVO1yjx5ltG+v1veJ6BH07duXCy+8kEGDTgJsRESYaNdOvXbZZbB8OTz5JNx0E4wcqa5TZCRO4WNP0CoVQWysoFev3vY694aGd7dmOC785GQ4dMgG5AAJbN2qhoB07mwM//A0vFVRAdOnPwDMxWo9RHCwmpB9IngEBteQ+ltcDGlpj/DVVx9zww03ce+9t3l0HPc9All06nR8hhr9iaAg5bXGxcHll8NPP0m2bRO8/HIJQ4asxmKxsn17GKNHn05q6gNUVlZRU5PM4cPqNzlwIBSzGR544A66d1fHPBEVgcVi4dNPVWd1QYG6Nl27KmNw/Hi1zv73P1i0yKCCGTjQuXRe97g0hFZpA8bEOH/Rtso7EhhoCOdHHoERI+bQqdO3gKpZ379fCXXFv+TZMdWgEBs2m+r8jIsLdqqeauvQwiQnR1mpRUXwxRcfsmXLej7//FOPj+OOrjooqAvZ2TvYs+d3KjXvxAkIvaZCQmD27N4UFp6FEDV8+WUYTz4ZxOOP388jjwzn0Ufvp3//a+nefQrV1R3YuxdmzlTrtHdv6NFD3QOuEtMnGrScs1qVYSiEUgZXXaW2P/+8ihps26Y8/tJSlTtYv94obXYHn15aIcRFQogdQohdQoh6k7yFELcKIbYIITYJIdYIIfp5ctwNG57lkkv68ttvvxIU1LYXiPZ02rWD2277O5MnTwRURYXNZjAzFhQYfDcNQSeWzzxTWb4JCcEnTOkoGIpgxQp4+WX49FO47LJJnHPOaC688Mp6+7uaa5yenk6hSxMrhPPPn81NN13EwIG9WlSS2trhOCrzqqtuBdYycuQaAgMrgfOBdYSG3sOYMfdx+LAqwd2wAR59VK3p+HgbN98s7V5/Wwv7NgVSSnJycti2baM9XKybXUF5XH36qD6ChQuVAsjMhF9+kR7TT/hMhAohzMBCYDTQD5joQtC/JaUcKKUcDPwbeKrxIx+iqOj/2LPnN66//gJWrPD9HIJjCa0ItIWlJzTt3evcRCKlajlv6EdPT0+nZ89kevQI4Kef+gPpdkbHtqxMHVE3vLB+PUjZme3bt3HffTeQlGQMsa+bEM7MzOTGG29kypQpHKnXvRONEGlMnpzCLbc8iMlkIqotcnQ0Abp44/bb/8rTT+/kpptG8MwzVs49FyCQ0tKneOedeHJyJIsW/c68eTVUVcHZZ0NMzFU89FAYa9euBE7MsJDG5s2biY+PZ+LEiU55p+RkJR9MJrj11moCA8v55RdYsECFg55++kp27NjEli2weHHDn+HLHMGpwC4p5R4AIcTbwFhgm95BSunYbB4KeKC7MgFVG/XHHwf4619TCQ6mRRTCxzO0x2O1woEDv7Nx40eEhKRSVhZCXp6ihCgrUwuiulo9d5Wk1EJNJzirqjKBVDIyAFJOGI+grmW5bl06P/6YSmWlui5ZWZlMnjyZW265hfLycmx1xkDVnXNsIIxevVKIioLJk29j1KihxLaVIQ7NRFiYokGxWk0MGNCT/HzV55OaCt27wyuvwNdfw9dfC0CVgp9/fhE33hjBzJl5HD1aRni4qoI4kRVB3759iYuLIyEhgeDgGoqKzEipvPgBA1SIeOnSx6is/JiQkJ9Yt87E7bdXUVl5Gxs29PGIesKXdmA8sM/h//2125wghLhDCLEb5RHc1fhhnW9Mb9ADHM/Q3ZRqfvELvPHGPVRVrQWUVwDORF7ueqJcVblAGcuWqWt3onoE5eUz7ErAEaWlpfWUQMPIolcvaVfcf/nLqS070TYA3QQFypN1LO8+7zyYOxdOPln9HxW1k8GD/8u4ccUIAf/85xo2by6kf/8hBAScWB3FdREYGEhubi6rVq0iKMhM+/bGayYTJCZKSkv3Ahu57rpttV3GFioqzqemJojkZIOawh2OedWQlHIhsFAIMQn4O3B93X2EEKmokWQu0ZZZHsFgBT16tAQhBFVVFwBJfPPNbM44I4UjR4xO6/JyFW+ta+G7u0YHD6rtJ4pH4KjwevSAXbu8tXa6sGrV7fTuPYB7773DS8ds/YiIUAl53SG8f79KaB49qrzZBx5QIU6TqRfQC7NZTSKLjhaEhkbYS8NPFEPFHYRDGdoff+zGYumEzRZif+3551/ns8/uJSpqACNGwO+/S7KyJAMHmujQQUUMPvjA/fF9eXmzgUSH/xNqt7nD28A4Vy9IKdOklMOklMNcvd6SgeOtARYLfPRROt9++ybSngTIZPPmVFasSKe42LlpxJVX4O4aRUYq8+JEudF+/tl4PmoUuJtt0TQEACWUl7/A889P54MP2nbeqikICDDyXCYTdOkCgwdDz571h9uEhcGgQWofHd6MimqYRfhEw4YNG7j88svp1i2CL75Yat8uhOCCC4bYaXJ69RKMGmUiLk7y0UdPcfDgvgaO6ltF8DPQUwjRVQhhBa4BnHSSEMKRI2IM8HtTP6SlA8dbAywWmDfPVQijjLffnkFlJfz+u9FWXlioKgccK16K3RCWl5YWs3x5+gnjEVxf62+edZaqt1azLVrahGICFD9CaWkR99zTclrrtgRXHf/R0UohdOumnvfqBV27lvLDD5/y00/fMnny+cybN73NsQW0BFJKFi9ejNlsZvXq1dx441UcOLCdXbu2IaXEZFK5l+7d1TU3m6GwcDvvvz+LefNc2tjOB/fVA7gY2AnsBmbUbnsMuKz2+QJgK7AJWA30b+yYgYGh0mw2SyGE7NIlSb755puyrcNmk1IIIVHJ9DoPIVNSpFy8WMpPPpFy7171ePrpN2VwcIib9zg/4uOTZHHxsf6W/kFNjZSvviplerqUy5ZJefLJUsKbEqI9ulZ1HyaT2eX2pKSkY/1VjytkZxtr091j9OirJCDPOusCCchRoy46difcSjB58mQJyCeeeM7lNb3ggnEyPDxCvvTS+xJYJ93IVSFbOuPMz+jZc5hcuXIdZjMkJja+f1tBQkIy2dmu69JNpmhuu20Bw4en0KePcqeHD3e/f10IISgttZ0wCbkff1SU0d26KaqOnBxVv15a6r4d2Gw2U1On/MJisVJV5bp5QwjRxGRz20ZVlSI+a4gg8a23/suSJS9y2233EhBgoWfPOM4+e4T/TrIV4p577uHtt9/ms88+p0OHgfVG2FZXV1NZWUFERCiJiWK9dBNeb3WRYR1PPNHKyWbMqD/DWMNmK+CFF6awZk26nUMoJ8fzJGjnzl1OmBwBqDXUrp0xqzk+Hvr3B0hyuX98fBLz5r1G+/bGtKN27aK5//6XCQpy/Z62nrdqKiwWlRzu1EklgyMinPNSJhPcfvstbNr0M7feOpGpU6/6Uwk0gL179zJ27Fh+++03cnJyGDhwAHFx2Oc2aAQEBBAS0jjpVau7/XfuXM+ZZ3bh/fdPrBjsNdeoGcbuhqzX1FSyZMkMCgtV5VDnzp4JIj3r+UTJEYASOtHRhkIAlaSE2ZhMzspWX59x41LYsCGfvXsle/dKvv46n0GDUoiJqZ9jOBHyVs1FYKAqBW3fXnn0HTuqqqDExPpC7E+4R/v27fnkk09YtWoVhYWFCCHsc8YTErArhehoRcmj17k7tDpFAJCTs4+77z6xEnJ6hnFD4Yb8fOUFZGdTK9wblu6dOhmznk8kjyAw0Ehg6ppslThOwWxOIzpaUVTHxTnPwnaMomr2iOJiRWsdG6vek5CQRFpaWpttcPQmhFANk3rwyp/wHJGRkbz33ntkZmbW62A3m1WlVlSUauALC3PdZOqIVpcjqE2aApCUlESGao1t8zh6VPGLNxT7t1iS+O9/MwgOVjfYhAnBVFa65qIND0/ixx/VvkIoSusTBTk5Bi9TTQ388ouKXd9zj7rGjz2myhuFUNZVVZWyWLVeLShQVVp5eXD33epar19v3HwnOLPEnzhOIYT7HMExbyhrCdp6I5kjdM31gw/O5v77b3RJdVBVVcLdd9+OzfYOJSWqnFEIEyaTmZoax/1DSEmZba/Pbuu8+XURGGgoArNZlTHm5yuvIDcX/vEPFbK4/35nLyA5WSmMzEylmJ9+Wm0fPNiolT/Rcld/om2gVQcETqSEnNmshMxtt6Xw5JOvEBUV7WKvAoqKnrcrAQApbdhsNsLCogEBJDFsWBrnn2+Eg5o757m1Qoch9BAa3b164YUqllpTo8JrjpHH3FxF5bF9u1IiixYphdCxo/IKgBOeCuFPtF60WkVwIibkOnVSnsE116SwcWM+8fGexXOkrAHCABvt22dwxx0pdiFotZ54nZtCqOsYXUeXDhsGzz0Hzz6rrsm6dYrbXWPHDuUJ7NkD332n9rn/fuwMruHhf8a6/0TrRKtUBImJJ2ZCTgsZLbibUiJaUqL2TUlRlrA+xonmDYC6jqGhShk4WvC6siI6Gi69VD1ftAiWLVMU3xrLl6u/55+vSk91srOtDkj6E20frU4RDBw4lN9/zzjhlIAjtDXvaYmoQhfOPBNOP139pwXgiRjK0IoAnBVheLiRixkzRpXg5ebC0qXw8MOKLG3fPsVXZLGofUApgJCQE4e470+0PbQ6RQB/JuSsVlUDf//97pvMHCGElQkTZnPnnUoIWq2qqcdkwj7x6ERCYKAh8ENCDKWg67BBKdvZs+H22xUPTlERzJunHgDnnqv2tViM2vg/8SdaK1qdGBDizzgsKOGj69vnzZtBdnYmJpMZm60GlRRW5S5hYdFcf72in9BITlbW64mWG9DQHpVGbKzyBnJzVRltRIQxAvSss+Ckk+Chh4z5D126qPGAVqtSEq6O+Sf+RGtCq1MEJ1LjU0MIDFQdxFoZTJ+eSnm5ZieVWK0h3HxzmpMCACX0dBPVie5ZOcIxbxIbq5TBli1q6ltEhOoxePVVNUjlssvUtevfX70nIODE9Kz+RNtBqxOrfyoChbAwQ/jMmzfDQQkoVFaWsWSJ8+S22FhFtPb/7Z17mF1VeYff38xkLiEhQgZMQogxN+5phFSs5cEoFxUVgSJtQa4RKhSQxhRsKSAYgYr1RiiESkujrYilPtJKgBYjFW8laIhQYxsbWhAKIfESQwJJ+PrHWpNZc3JOZpKcfZvzvc9znrPP3muf8zvf3mt/6/qtPtwRDCTt7O3qCpPK+pg2DRYsgFNOCXbv7e13HF4bcKpO5R6r3iwU6OgIwxY7OxuPHlq7NuwfPTo81KZOHWg/dwQDqQ11MGZMaBaqHWYK/UNGwR2BU30q5wicftrbQym/0eihceMmccQRoQmj9mHW1rb9Qu6tTlvb9p2+PT3BiU6Y0L9vzz0HpnNH4FQddwQVZ8QIuPrq7UcP9fSM5PLLP97wYe+1gfrstVf9B/ukSSHu0PjxA+MydXZ6/4BTffwWHgacf/4ZbN4MN9xwJc8++79MmDBpW+jkRrgjqM+IESFsxIYNIf5QGmto4sSBaXt7fRKZMzyoXPTR2bNn27Jly4qWUUo2bgwPr5qFtLZj9Oj+RVmcxrzySphRvGXL9sd6esJcDMepCjuKPppp05Ckd0j6iaRVkj5S5/g8Sf8haYWkhyS1UDDk5tPTE/oMajvUpdCuPW5caOIYO9adwFDo7AxNQfWairwm4AwnMmsaktQO3AIcBzwDPCrpXjNLwnjxQ2C2mb0k6ULgE8DvZqWpFejuDs7gpZf6P48c6cNud5X29lDyX7cO1q/v3zdy8AndjlMZsuwjeCOwysz+G0DSXcB7gW2OwMyWJum/B7w/Qz0tw8iR/qBqJlKoRXV1BWfQ1eXDmJ3hRZaOYD/g6eTzM8CRO0g/F1hS74CkC4ALoLXWIHDKxahR3iTkDE9KMWpI0vuB2cBb6h03s9uB22PaNZLqr9W48/QCLzbpu7LEdTafqmh1nc2llXU27IPN0hH8DNg/+Twx7huApGOBK4G3mNnLg32pme3TLIGSljXqRS8TrrP5VEWr62wurrM+WXYhPgpMl/R6SZ3A7wH3pgkkvQFYBJxoZi/U+Q7HcRwnYzJzBGa2BbgYeAD4MXC3mT0p6TpJJ8ZkNxHWUPyKpOWS7m3wdY7jOE5GZNpHYGb3AffV7Ls62T42y98fArcX/PtDxXU2n6podZ3NxXXWoXIzix3HcZzm4tOMHMdxWpxh7QgkVSYajKS9itYwFCTVic5fPtyezUVS00brZUlV8nzZ7DksHYGkUZI+AyyRtEjSKUVraoSkkZJuAe6XdEkcSYWkUl2baNNPA1+XtEDSW4vWVA+3Z3OR1C3pVmBpHOjxtri/jPYsfZ4vqz1LdTGbgaT9gC8QVnA/AXiYEMOorMwDxgJnA92E4bSY2atFikqRNB34KrAVOA9YA/xpoaIa4/ZsLucB+xIme64G/lpSd8nsWaU8X0p7DjtHAGwCPm9mHzKz/wPuBpZLmlmwrm1I6o7vHUAn8PdmttLMbgLWxJJi4aWEhA3A7WY2PwYNvA94TtLEQc7LBbdnc5GUBtIQ8F0zW2tmfwN8F7g+pitLxKVS5/kq2LMsGWOXkXSApNsk9QCY2Vrgm0mS/YEpwE8KkDcASTMk/R1ws6TZca7FKOC3kmQfBM6UNLGoUkK06bYSlZk9y8A4WMHGbwAAChtJREFUUCOBA83smdzFJbg9m4ukaZLuBu6U9C5JXfHQvkmyPwZOljTVzKyIh1dV8nxV7AkVdwSSjiJUCS8gNAkgSWa2IUnWCTw1lPAVWRJv2kXA48AK4A8lzQX+HPigpF4AM3sa+CJwfkE63wX8IzBfcQ0JSR1m9usk2d4Un8ncnk0k1pY+AzxByFPvAa4GFgMnSDoUIDqrrxGbsizn8edVyfNVsWcflXYEwFpCm9sM4FxJr6tjyDcAPwWQdH6B1cWpwAYz+4SZ3Qx8HjgZ6AFuZeAEkv8kRGstorr4PHAGwaZXSBplZlsktSVaDgaejPpOlzQjZ43g9mw244FfAB83s68BHyOsJTKd4HCvVP+InPuBZgV+3FmqkuerYk+g4o7AzH5MWPNgFfAvwHWwXVvwMcBYSfcApxPaE3PHzJ4AJks6Ou5aATwEXE4Iure3pGsknQZ8ANgYz8u1hGBmy4CV0ab3A7fFQ0q0HAXsI+mrhIfc5jw1Rp1uz90kdYpm9jNCBODjks+3AtdHR7sBuFbSBwi1rnV5aKyjs7R5PtVQZnvWxcxK/yJUnfdMPqt2GxgNrAKOqTl3CaG0dWpOWnuB16b6gLa4fQnwxeTYLOCOeM4M4CzgQeCMInTWsemehFLNbybHuggP3ceA03LQOR54c82+MtpzO50ltufcmn3t8f0c4JFk/2sIHa+zgL0IzRt35WjPuQ2OlSbPE9Zd+STQWWZ7Dvo/ihYwBENfRQhadxfw0bivrSZNn+EvA/45bv9+fAjPyVHrnwErgX8Abky1xe1pwD3A2fHzWEJQvnE527SezkY2vQpYGrffEd9PylHrk4SS9OHxc+qwSmHPwXSWxZ7xtx8D5jU43gZ8A7gs2bcYODRnW+5QZ409C8vzhIEITwALCYMUavNQKew5pP9StIAdGHkPQnTSLwOvJZTwfglMjse3K8HG7Z/HdHcA3Tlp7QZuJHj7faLel4C9+26IJO3xhPbLw4HTgKXApDLorEmb2nQLsB74LDAiJ61tMXMtIVSd/wjYo0z2HILORvdoEfb8ZPzN7X6vRtsRhPHtJxGWjn0MODhHezbUuQPNueZ5+mukNzd6qNNfaynUnkP+T0ULqGPA18T3DmAO0JEc+yvgvAbnjSE4jhXAb+epNW6PT7bnAF8CDmlwc1wIfC7eFJlr3VmdyfHeaPMf5q0z2bcQmB8fmkeXzZ5D0VkGewIHEdYFH00oVJ0HvKkmfd8D7r3AtcC/AUeVTWeSNtc8X6OzDfgRoTB1SNRxDkmhiv5aS6723KX/VrSAxGhjY2Z6ELgUmJYcE2FI2FJgVoPz24CZBWk9MO7vIJRQnwL+Avh3QnW174ZIS7LtZdWZnN+RUwZLdV4CHBT3TwPujNvzCCXuy4CJffdFgfYcss6C7XlpovOjhI7o7wDXEEaqnJXcn8paWzN0JufnkufrXPfD4v7rgU/H/X9AmBh4fZLP2rLW1qxXKUYNSXoToWr9IrCA0AFzaZKkjXBjvEKd5S4hhBAwsxUZS22k9aKoYQvwA2CKmX2YUAqYF/VjyYQmM9taVp2Jxi1m9u2cdU5MdK4CfiWpHTgA+BBwpMWJVxZzW9zO255D1ploLMKe+xFqTBBqK9cBx5rZtYSFoy5K9Bk5sTs6+8gjzze47nPj4b4mya+Y2SLgCmAcccKYlSgMx2CUYvF6wkiKT5nZXbAtcuQxcSbeZjPbKmlK3F6jEFCqsy99SbR2Ay+b2bYFp83s65LmE27yp1znTukcQRhffxih6v9TQvuxSZpuZv/lOoes89h43X9pZh/rS2hm/yRpHuHhlvc49irrPC4ee5gwi/3wqPNHcSJjZRxAH7k7gjgLcEDJw8xWSno6ObaZ0DSUzgw8BuiRtJhQ6rqiZFo3pedIOohQgvgf4FnXudM6NwOPS3oE+JaZPSjp9YS1rzMdFz4MdU7tu+7JuQcTrvtTlOe6V0XnlHhslaSFwEcU4llNIdSqV2epMwtybRqSNCI1dM1EkQ3JscmE0lVKL3AoYVzukWb2zZJq7ZJ0JmG00zfM7Bwze8V17ppOM7vKzB6M26vN7AYLYSNc5y7olNQh6WTCcOyHzOzc6Mxc565d9+WEZqtHgHvN7N0WJo9VitwcgaSLgX9ViMH9HghtkulsvGR7CvD9uO8USWMIYXsnm1nma3nujlZCALEHCG3Et7jO3b7247LU1mo6CSNtHgbeWObrXhWdkiaY2Tozu8fM7shSZ5Zk7ggk7a3QnPN24E8InS5nx+rztg4VSTOtv3PlYGCGpCXA+wj9ASvNbGMFtLab2QtZam0hnb9DDu2tLaTzVMJIlnW1TTCuc5ev+5as9OWKZT/0qp0QKbBvzPcU4E7i2HVCL/ti4FvABGAS8CtCWNncZrBWSavrdJ2us3V05mKLDIzbQZhYs3+yb1Sy3UaYMDI9fj4OuKjmO87N6UaohFbX6TpdZ+voLOLVbEMfRhif/jzwpQZpDgLua3Css5l6hoNW1+k6XWfr6Czq1ew+ghcJU/0PJIQIPh5AUnvSCz+esEYrko5UXLRbkizDUSsV1uo6XafrbB2dhdBUR2BmzwFfNrOfE9ra+lbd2UoIEwHwG0CnpJsI07P7zs1tVmOVtLpO1+k6W0dnUTR91JD1j0JZDGySdGnc/2r0vEcDbwPWmdmbzWxpszUMlapodZ2u03W2js5CyLLdiTAs6/txe2Z8P5Gks6Ysr6podZ2u03W2js7c7JGDwe8HXiZE5ust+g8PB62u03W6ztbRmccrswllCotzLyD0xF9sZidYEuisTFRFq+tsLq6zubjO6tI3kSKbL5feSYhj8/KgiQumKlpdZ3Nxnc3FdVaTTB2B4ziOU35KsTCN4ziOUxzuCBzHcVocdwSO4zgtjjsCx3GcFscdgeM4TovjjsBxBkHSVknLJT0p6XFJH1ayelWDcyZLOj0vjY6zO7gjcJzB2Whms8zsEEKM+ncC1wxyzmTAHYFTCXwegeMMgqRfm9mo5PMU4FGgF3gd8AVgj3j4YjP7jqTvEWaurgb+lhAC+UZgDtAF3GJmi3L7E46zA9wROM4g1DqCuO8XwAHAeuBVM9skaTph0ZPZkuYA883s3TH9BcC+ZrZAUhfwbeB9ZrY61z/jOHXoKFqA41ScEcBCSbOArcCMBumOB2ZKOjV+HgNMJ9QYHKdQ3BE4zk4Sm4a2Ai8Q+gqeJyxq0gZsanQacImZPZCLSMfZCbyz2HF2Akn7ALcBCy20q44BnjOzV4EzgfaYdD0wOjn1AeBCSSPi98yQtAeOUwK8RuA4g9MjaTmhGWgLoXP4U/HYXwL3SDqLEN9+Q9y/Atgq6XHC0oifJYwk+kFcDWsNcFJef8BxdoR3FjuO47Q43jTkOI7T4rgjcBzHaXHcETiO47Q47ggcx3FaHHcEjuM4LY47AsdxnBbHHYHjOE6L447AcRynxfl/YYJ+1jYPVkQAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -637,7 +967,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 8779, {'val_loss': '-0.9049668312072754', 'val/kl': '0.000260441389400512', 'val/mse': '0.005967526696622372', 'val/std': '0.054492030292749405'}\n" + "step val 8779, {'val_loss': '-0.005927325692027807', 'val/kl': '3.091991231940483e-07', 'val/mse': '0.018585311248898506', 'val/std': '0.18006542325019836'}\n" ] }, { @@ -648,7 +978,7 @@ "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" ] }, "metadata": {}, @@ -656,7 +986,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -670,7 +1000,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 10974, {'val_loss': '-1.0017932653427124', 'val/kl': '0.0001905120152514428', 'val/mse': '0.004810153506696224', 'val/std': '0.0477420799434185'}\n" + "step val 10974, {'val_loss': '-0.00565463537350297', 'val/kl': '8.679926963850448e-07', 'val/mse': '0.020177507773041725', 'val/std': '0.18518686294555664'}\n" ] }, { @@ -681,7 +1011,7 @@ "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" ] }, "metadata": {}, @@ -689,7 +1019,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxfrHP5OEhIQUSugdQhGQjiDiT0VFxYYKFxGv2MBr13utWMCCSlGvKIqgoiJeuaIgomJBRYLopSO9B0IghPS62TK/P2Y32XLOlmRbYL/Ps082Z+bMmZ1zznznLfO+QkpJBBFEEEEEZy6iQt2BCCKIIIIIQosIEUQQQQQRnOGIEEEEEUQQwRmOCBFEEEEEEZzhiBBBBBFEEMEZjggRRBBBBBGc4YgQQR2FEEIKIdJC3Y8IIoig7iNCBBH4FUKIi4UQu4UQZUKIX4QQ7d3U7WCtU2Y95xKn8oeFECeEEEVCiA+EEHF2ZYeFEOVCiBLr5we7sluFEGa7shIhxIU6fegqhPhKCJEjhMgTQnwvhOjmQz9eEEL8JYQwCSGmOp13kbWsQAiRK4RYKoRo7WY8WgohlgshsqxE38GpfJYQYp8Qotg6XrfoteVLfSHELdbr3emmrTjrby+yjsU/ncoThBBvCyFOCSEKhRC/uWnrYSHEQWtbWUKI14UQMXblbp8Lnfb07o9PbZ2xkFJGPnXwA0ggLdT9cOpTKlAIjAHqAzOBP9zUXwe8BsQDNwAFQFNr2WVANtATaAT8Crxid+5h4BKddm8F0r3s8znAHUBjoB7wArDbrtxTPyYAVwBfAVOd2m4OtLJ+jwNmAMvd9KU5cA9wrvX+dnAqfw7ojlrADQbygaFu2vNY3/qbdgPbgTvdtPUysMZa/yzgBHC5XfknwGdAUyAaGOCmrc5AQ+v3xsDPwD+9eS402vJ0f7xu60z+hLwDkU8Nb5wdEQApwMdADpABPA1EWcvSgNWoCfoUsNh6XACvAyeBIuAvoFct+zQJ+N3u/wZAOdBdo25XwAAk2R1bA/zD+v1T4CW7souBE3b/H8YPRKBxbmPr2Dbxph92xz/BiQicyuOsk+lOL/oQgwYRaNRbDvzLh9/mUh+YiyKfXz0QQRYwwu7/F4DPrN+7W5+h5BqMdxPgJ+Btb54LjfN174+vbZ3Jn4hq6PTAmygy6ARcANwC3GYtewH4AbVaamOtCzAC+D/Uy5IC/A3IBRBCPGFVZ2h+3PSjJ7DV9o+UshQ4YD2uVfeglLLY7thWu7oObVm/NxdCNLE7tsiq0vlBCNHHqf1+VjXFXiHEM/aqBw/4P9REkutDP3QhhGhnHbNy4BGUVFBrCCHigUHAjprWF0KcAwxEkYG7cxsBLXEdB9u9Oge1AHnOOuZ/CSFusDv/JiHENqc2bxJCFKEWJ32Ad61Fbp8LIcQwp2fQ3f3x9IxFYEWECOo4hBDRwI3Ak1LKYinlYeBV4O/WKkagPUpFUSGlTLc7noRazQkp5S4p5XEAKeUrUsqGeh833UlESR72KLRex9e6zuW277by8UAH62/7BfheCGHr229AL6AZSh0wDnjUTb8BEEK0AeYA9vpvT/1wCynlEeuYpaIktd3enOcF5qImte9rUt/63LwN3CeltHg4N9H613kcbGPQBjXehUAr4D7gIyHEWQBSyk+llL3tG7QeS0YtROai1Du2a+k+F1LKdKdn0N398eV5PKMRIYK6j1SUbjvD7lgGYDNKPoZSA/1PCLFDCHE7gJTyZ+At1MR3UggxTwiR7O1FrSvdKmOs9XAJ4NxGMlCMKzzVdS63fS+29n+tlLJcSlkmpXwZpfs931p2UEp5SEppkVL+BTwPjPbwe5qiJKe3pZT/cdNPh354CyllHvAR8JUQIkYIcb7d+Hm1qrfr60zUxPs3adV3CCHm2rU32VN9lDpom5TyDy8uabu/zuNgG4Ny1MLiRSllpZRyNYqcR3hqWEq5DyWlvG13LW+fIa369vfH17bOWESIoO7jFNWrfhvaAccApJQnpJQTpZStgLuAt4XV7VRKOVtKOQDogVqZPQoghJgsHD1uSpwnfetKN9H2sV53B0rMx9pOA5RhUGui2wF0EkLYr8762NV1aMv6PdtOZeMMiSI8X8tsqo8fUIbcaRr99KUf7hCDklKSpZRr7MbPa1WFEOI5lHF6hJSyyHZcSvkPu/Ze8lQfpUu/zuptcwIYCrwqhHjL+ZpSynzgOK7jYLtX25zPQY25t4hBPSfg+blwhrv742tbZy5CbaSIfGr2wdFY/AmwFCXytkepH+60lo0B2li/90St3jqh9MWDUdJEA2Al8Fwt+9QUJXrfgPIamo57r6E/gFnWutfh6DV0OcozpQfQEOVZ8oq1rB1wHhBrPfdRlKHcZuC9Amhu/d4d5REzRacPycD/gLd0ynX7YS2vZ+3Dp8CL1u/R1rLrgW6oBVdT4L/AJg9jWN96P6T13Pp2ZU8C+4AWXt4P3frW39LC7vM7SiWWotPWKying0bWMT2O1WvIOgb7gWdQk/p5qFW3i5OAtf6dQDPr9x6oifk1b56LGtwfr9s6kz8h70DkU8Mb50gEjVBkkAMcBZ6l2mtoBko6KEEZbidZj1+MWsmVoKSKRUCiH/p1CYqIylGeKB3syuYCc+3+72CtUw7swckLyDoxZaM8UhYAcdbjPa19L0UZuFcBA+3Om2U9rxQ4iFIN1dPp7wTrWJZax8L2aeepH9ayD63n239utZbdDxyytn0C5V7Z3ov76vBxKjM49XOyh7a8qo9nr6E44APrGGRj5+5pd0/WWX/rTuA6u7LxwA67/xfY3Z/DKDdje8LTfS5Q6r8Sb54Tb56xyEd9hHWwIogggggiOEMRsRFEEEEEEZzhiBBBBBFEEMEZjggRRBBBBBGc4YgQQQQRRBDBGY4IEUQQQQQRnOHwNv5K2CA1NVV26NAhJNe2WMBkCv5169UDobsd6vSB2aw+gYQQajxPF4TqmbQhOlp96ipCPX7OiImBqAAtzzdu3HhKStlU87qBuWTg0KFDBzZs2BCSa2dlQWVl8K/buvXpNXnpIScHSksDe4369aFFi8BeI5goLIT8/NBdv1EjSEkJ3fVri+xsKC8PdS+qkZoKiYme69UEQogMvbKIashLVFaGhgQAzoStHhZLcF7I020sKypC3YO6C7M5/MYvVM9nhAi8REmJ5zqBwuk2eWmhsFCRQaBxOo1lWVnoV7N1eTxLS+t2//2JCBF4ASkjRBBImM1QVOS5nj9wuoylxQK5NQl7F0EVyspC3QNXRCSCMEZlZXBWq3o4XSYvPRQVBe83ni5jWVQUeMO6N6jL4xkqVW84IkIEXsBoDO316/LL5g0CbSC2x+kylsEcs9MRJlNoF3d6OC0lAiHE5UKIPUKI/UKIJzTK2wshVgkhtgkhfrVmiAo7hJoITmdUVgbXfe90IAKDIXyeybo6nsGWBgyGCnbv/iu4F/UBASMCayq8OajY8D2AcUKIHk7VZgEfS5XG7nlUcu+wQ6hfurr6snmDYOtpT4exjEgDtUewiWDSpFFccUVvNm1a57be6SgRnAPslyptYCUqFvu1TnV6oBJJgEpt51weFogQQeAQCiKoy+MpZXgRQV0dy2ATwZEjBwHYtWtrcC/sJQK5oaw1KkmKDZmojFj22IrK4vQGKntQkhCiiaxZGsCAQMrQ7zysqy+bJ5hMoTHYSVl3d2pXVISHkbiuI9jP3S+/7PWq3ukoEXiDR4ALhBCbgQtQmbRcHnMhxCQhxAYhxIacnJygdtBkCv1EHOrrBwqh2hFbl8cz3Fwe6+JYhltYiXBAIIngGNDW7v821mNVkFJmSSmvl1L2A56yHitwbkhKOU9KOVBKObBpU81QGQFDqNVCEJ7eDbVFeXnoVBx1cfKyIdyIoC4imNJATk42M2dOZs+e7QB4ygh5OkoE64EuQoiOQohY4EZguX0FIUSqEMLWhydROVHDCuHga1yXJy4thHozVF0dz3BUC4XzWL722mtce+21/PHHHw7Hg/lOr1r1NW+//TKTJ0/iwgvTOP/8jsG7uA8IGBFIKU3AfcD3wC7gv1LKHUKI54UQ11irXQjsEULsBZoD0wLVn5oiHCSCcH7ZfIWUKrhcKEXzujqeEWnAN6xfv57ly5dz4MABh+PBDMvRqVM3br31AW677UEyMw+TlXUEg8GgWz9Uz2adS14/cOBAGczoo6GKOGqPxEQVlfB0QF5e8MJJ6KFlS4iLC20faoJjx8JjYWKPhARo1izUvXBFeXk5W7Zs4cSJEwwaNIg2bdQWJYsFjh4NzYR76NA+mjdvRUJCA906SUnQpElgri+E2CilHKhVFmpjcVjDYgmPF6+OcbUuzGYoLg51L+rueEYMnN4hIyODZs2asXDhQkaNGlVFAqCkKq37f+DAHvbt2xnQfnXs2MUtCcDpaSOo89B7aIKNcOiDP1BcHB6/JRz64CvM5vDpt5RKsquoCJ8+2WPlypWUlJRQWFiIcPIT1lKv5efnctNNFzFu3EUcOrQPUDuB/YENG9Zy4sQxj0biUCNCBG4QLht3TgevISnDQxqA8Jy8PCGcpIEjR2DvXti2LdQ90cZdd93FgQMHuPPOO1mwYAHffvstoO67ln0gPz+XXr0G0K5dJ/Lychg9+jwmT76r1v0oKipgzJhhDB/eFYA1a37koYduZsmSD3XPCdWzWecylAULFkv4JK2oixOXM8rKwsfjpS6OZ6iJ4PBhdf9iY+H4cXXMYgnfsezUqRM7duzg9ttvZ+TIkYwcOZLycu3+durUlfff/xqz2UxW1hE2b/6Dw4f3U15eRnx8Qo37UFRUSN++g4mLq48QgqNHD/HVV4uIjY1l9Ohba/7jAoAIEegglGqhoiLlWdOkCTRsGL4vm7cwGMIrdn5dHM9QkmhODpw4Ebrr+wKDwUCc1ROgc+fO3HLLLfTv3x/wvLCLjo6mbduOzJ+/nMGDL6gVCQC0adOepUurXVeHDh3OzJkLOOusPrrnRCSCMEOoXPUsFjh4UD20RqMigrqsGjIaVV7YcPoNdZEIgi0RFBQo75qEBPckHl73VdKrVy86duzIokWL6NGjBx999FFVuRYRrFjxX846qw+dO3erOjZ8+JUB6V+HDml06JDmtk6ECMIMwVYLWSwQFaXcVW3Xtr1kdXHisqG4OLwmC6ib4xkMIrDljS4sVHYA8GwnC6ex3Lp1K/v376esrIwmTj6YFourG7iUkieeuIPS0hLWrj1Cq1Zt8ScsFgtRUXXDDBshAg0EOyNZURHs2eMq/ttesnB62XxFOG6CqovjGQwi2LNHkYAvCCeS79WrF1lZWRiNxqoJuKCggLy8PJo37wg4ehBVVJRz/vkjKCzMdyCBNWt+ZNmyTxg69GJuuOGWGvdn4sRr2bFjE//+96cMGXIBAKtWreDEiUyuvXY8iYlJLudEJIIwgpuNf36F0ahE8EOHtF8o27Fwetl8QUVF6I2cWqiLRBBoG0FWlu8kAOH1bMbExNCyZUuHY23btqWkpIRDhwqBZIey+PgE3nnnC5d2jhw5wJdffkxcXP1aEcGxY4fJzs4iOblhVfjwl19+lAMHdjNgwPl0796zxm37GxEi0EAw1EJZWdXitx7sX7K6GDo5HKUBqHtEIGXgiMAW8uPoUc91tRBORKCF9u3bU1paSl5eCY0bJ3s+ARgy5CJmzlxAly41n6gNBnj11c1kZ2cSHd2KTZvUwu/ss6+nQ4cc9u5NoLRU2WBsGefi46GPvh05oIgQgQYCTQQ5OZ5JABwnrLpIBOGyD8MZ4T55OSOQUtXOnbXb3xFOY7lkyRJ+/PFHRo8ezaWXXgrA9u3bqaxUCy9nlJaWEBsbR7169RyOd+7czcF47C2KimDfPqhXT03uZnMMCQkdHMKtjx1bHU7NaHSUwkpKQucdVjcsGUGE0Ri4m3H8OPz1FzjFwNKFPRGE0wvnDSorw2ffgDPq2lj6exzXrfuF664bwo4de2u9yS+cpKs1a9Ywb948duzY4XA8L0+7/muvPUP37vVZuPDtGl/TZlg/dgx27VLzR232zITq2YxIBE4IlDRQXg4ZGb6d46waqksIlp2lJqhrROBviWDSpGspKSnmtdeeZeLEz2rVVjg9l+PGjaN79+6cd955VcdKS/Xf6ZKSIqSUNGrk6GFkMBhYvfo7DIYKrr76Rt3rGY2wf792PLJDhzbx1Vev0KXLEK688p9Vx81mE8XFuURFRZOc7BpJMhJrKExQUlKz85YtW8SwYR3o1CmKYcM6sGzZIofyzEzf26zLRBAuu7K1cKYTwWefrebtt5cwduwrtW4rnJ7LIUOGcPfdd9O7d++qY6+8MpPLLz+bpUs/cak/ffr77N5dwaWXjnI4Xllp4K67ruPJJydqXsdsVgudgwf1g1JmZx/gzz8/Z+/etQ7HV66czd13t2Dp0hc1z4t4DYUQJhPExKibWpOV7LJli5g8eRLl5co6euxYBpMnTwJg1KjxlJTUbGet/YRV1yavcCaCcFVZ6cHfEXB79uxHp0792OqHPOrhPJZSwqlTuezZs53jx7Wt4bGxsS7HEhOTGDFiFCkpjVz2AhQUKDdbTxN2ly5DeOCBz0hJae5wPCWlOUlJqcTE1NM8L5KPwEv4Ox+B0QinTqkY9fn5NXOhGzasA8eOuep9WrVqz5Ilhzl6tOYT+ZAh6m/z5sqroC7AZKqZBBQsREVBu3ah7oV3qKgITHiHzEzIyDBRWVlOfLyrP7u36N0bevTwY8dqgRUrVhAdHc2FF15IfHw8BgNs2HCkap9Aw4aNa9SubaNdSYmKuRTIKbNvX+jePTBtu8tHcMZLBOXlSgooKKi5WigrS9sF6PjxIz7bBZxh23Fcl/g6nKUBqDvSlZT+j9FkNBp57bXXSE//iQMH/uSSS+7mppum17i9cBrLO++8k+zsbI4dO1ZFBK1bt6N1a1fWP3LkIA8+eBN9+pzD1Kmz3bZ79Gh1oL1AI6IaChFsYWkLCmreRqtW7TQlgqZNa7/stBFBOL1wnhDuRADV4xquMJuVpOpvtdDOnSeYO/eJqv+zs710YdNBOC1QRowYQXZ2No0bq5W/OzXvkSMH2bLlT+Li6muWm81miooKiIpqwPHj2nXcYefO1eTlZdKt2zCaNm3v9XmnpdeQEOJy4A0gGnhPSvmKU3k74COgobXOE1LKbwPZJ3tI6R/vlkcemeZgIwCIjY1z8BmuKepivKEIEdQOJpPyew/EpFBQUI+RI5UXy8iRD9OkSRsPZ7hHOD2XH3/8scP/BgMcP57Jp5++S8OGjbnjjoeryvr2Hcznn6frxgKaNGkUP/+8gilTvqJ792s067jDTz+9w7p1i7nvvkUORGA0GnjhhYuoqChhxgzXhA6nnUQghIgG5gCXApnAeiHEcimlfT64p1FJ7d8RQvQAvgU6BKpPzjAY/POyjRo1HoBZs56qkgwuuWQ0Q4eO16yfnr6IxYuf4tSpI6SmtmPs2GkMG6Zdt67FG6qsDM+wEs4IZwmrtDQw/Ssrg7i4Fvz976/6rc1wfS4tFvUcFhTk8dZbL9KtWy8HIkhMTGLgwPM0z1UG8CY0aNCQgoKarRS7dRsGCFq06OJwPCYmlsOHN2E0GjAYyoiLcwx1fdoRAXAOsF9KeRBACPEZcC1gTwSS6gAgKYDG/j//w2jUz1ZUU4waNZ5Ro8azcOHbzJ07ne+++5T//S/dZZJPT1/E/PmTqKxU0sOpUxnMn688jLTIoK7FG/LnmAYS4eztEqjQHDk5rscsFjPvvfcPjh79iylT1uh6s+jBlpwm1LvejUYjRqOR+Ph4hBBVkn7Llm146KGptGrlvZo2MxPuvHMBEyfW/Edddtl9XHbZfS7HhRA8++xq4uNTqFcvzqX8dNxH0Bqw99nKtB6zx1TgZiFEJkoauF+rISHEJCHEBiHEhhytp9lHFBXVPMiWO7z++hSmTfsXWVlHkFJWTfLp6dV7ChYvfqqKBGyorCxj8eKnNNusa6qhYMcXKi2tGfmEK7GaTIHZjKdcKSE39yjZ2QeorFT6u6ioaHbs+Jn9+/8kK2t3jdoNB/z+++80aNCA4cOHA9XPYcOGjXnwwSmMGXNbVV0pJY8+ehv//e8HGJwGu7hYGYadcx27w86dq5kx4yqWLvVOFZyWNpjWrbsTFRXtUnamhpgYB3wopWwDjAQWCiFc+iSlnCelHCilHNi0adNaXzRQOuzZs593SXrtPMmfOqXtYZSbq328LhGBbaNNMFBcDFu3qpAdNQmYFq5EECgizchQkvCXX77AQw+lsXr1h1VlEybMZsqU32jRwn3SFC1IGR7PZllZGXFxcSQlJVFS4j5+0rZtG1iy5EOmT3+8asLPyoI//wSn6BReXruAzZu/Yd++dVXH8vKyqKgo9Tlp/emoGjoG2Gd6aGM9Zo87gMsBpJTrhBD1gVTgZKA6ZbH43xPDE+wn+dTUdpw65eph1KSJtuhqezDCdeKyR7DUQidPql2dNuTlKduExt4gXYTreAaCCLKyqvcixMcnk5raniZNql/N/v1rnpErHEgA4IorrqCiooKyMpOLCiwn5wRbt64nLe0sOnRIo0uXHsyY8QEGQwWxsbEYDEodZP9bdu36jcWLnyItbTA33zxL97pHjvxFWtpg/vnPpVX2ACklDzzQHrPZxMcfV7iogDZtWsHu3WsYNOg6unQZ4lAWqucykBLBeqCLEKKjECIWuBFY7lTnCHAxgBDiLKA+UHvdjxsE0qOlVSttNzH7SX7s2GnExjoaiGJjE3Q9jOqSRBAMaaCoyJEEbPBVYxiORGCx+P/5tFgcN/fdfPMs3nzzcK0mf3uEi0Rgg8kU49KfOXNeYuLEa/juuyUAJCQ0YMyY27j55rsB7XwglZXl7NmTTkaG/vbrnJzDPPFEX1577Tr697+Ktm1V2GqjsYKkpKYkJjbWtANs2/YDX389g/37/3QpC9V4BkwikFKahBD3Ad+jXEM/kFLuEEI8D2yQUi4H/gXMF0I8jDIc3yoDvNU5kJPVffdNY+rUSQ42AOdJftiw8Rw9uoO1az8hLy+TJk3cew3VJSIItKQlpQrzq4WTJyE5Wdl92njhERmOxuJASFQlJZ5Jz2KxsGrVPDIztzNhwmyf0iuG23PpnI4SYODAYezbt4MWLVwfjLw87T1EnTufwzPP/EqjRq10r3X8+F6SklJp1qwz0dHVU2lsbDzvvKPv99K//1U0bNiSrl2Huv8xQcQZF2Li+PHAkcHx47BokXINzc09ojnJWywWxo9XRiIhBFOmrKFbN203NoC0NEhNhfr1oUWLwPTbXzh6NLATrMEAmzd7rtejhyIFd0hIgGbN/NMvfyEnx/85HDIzvQv3cc89rcnPz+K11/bSsmUXzydY0bEjDBigYnWFEjNmzOCnn35iwoR/ct55l+vWe/75h2jcuCnjx/+D5OQmbNtWu/nAaDRQXl7Erl2rOX58L8OHTyQ5ueZ2zE6dYODAwOxxiYSYsEJK7RWDP5CZmcFFF3WlXr14PvhAf5tydvYBoqPrYTYbkVKSl+dsNnFEXdlHYDYHfpXt7YrZJh24QziqhgIhERQVVX8vKDjB44/3oW3bXjz99CqHelde+S+EECQkpPjUfrg8l1u2bOHHH3/kyisn6NYpLMxn4cI5WCwWbrxxIseO1X5RWK9eHPXqNeXrr2dy4MD/OOusC2pFBKflzuJwg8EQuAc3Ly8Hk6kSs1ntpnr99RvYseMXbrppBsOH31lVr2XLLnzySSV//LGE2Nj6dO/+f27brSuqoWAY4L2dKHNzoUMHtUo1GNTqqqREEUQ3a+KpcCOCigr/98licfSeyc8/TlHRSYqKXA0q9jHzfUG42AimTJnCTTdNoGnTs3XrlJQU88or73Hy5HFSU5t5lC6/++4NiopyuOGGKS77K7Zt+4EePS6qOj506Dh69LiQ5ORmbN++ik8/fZy+fa/gb397waVdg6GMI0e2IaXFRT102tkIwhGBNBR37NiDRx/9GqNRLTH27Pmd0tJ85s+fyNKlL1bZCZx3FCckuF+61pUNZeFEBFIqT5nychzSBMbZ2e3CbTwDIQ0UFztOKu3b92bOnGMYDP7TP4UDCQB069aNVq266Qbpe+mlR5k/fxZPPjmTu+9+gspKz9LA0qUvUlx8issuu4+GDav1sqWlBbz88mU0b96Z11/fhxCCkSMfqirfu/d3Dh3aSOvWZ2m2m519gGefPZfWrc9i1qydDmWno/to2CGQ7o1SJtC//1WA2j1cWlqdH+/UqQzmzr0NIQQmU2XVMXc7im2ISATV8IXItXLU2quuws1YHIj8zs4bJqOiomncWNv4KaXk0KFNHDmyjQsuuNXrDVXhIhGAe7Vvp07dSEpKoaJCTQLepOi84oqHkNJCTIyj509BwXFatuxKgwaNNMdpwICreeGFP4mP117kNWzYgk6dBtKyZVeXslCN5xljLLZYlDEzED9XSpWswuZ9cP/9HTT3CmghMbEx8+frxxpu00Z9wj2G/okTgZW4li1bxLRp3sVn0kNUFJxzTvX/7duHPjQC+C/ngNGofk9MjJrodu70/nmXUjJpUiolJXm89dYRh30G7tCmjRpTX/ZwBAKvvvoqBkN9brjhTuLiXF02jUYj0dHRVR5RGRm1Dy1tNpuqvIWMRgOnTmVgNpto06bmCRratFE5SAJhfI8YiwmsfeDIEfj11+/4/PMptG/fR3f3sBZKSnQya1sRkQgUCTz55CQqKryLz6QHZ3WQxQLRrrv8g46a5sGwh9kMu3er+9C2rXomnZ+ZVavmc/jwZi644FbS0s5xKBNCMGjQ9RgMpVXqTW8QDhKB2Wzm8ccfx2w2M3q0dnrJevUcdfz+GHN7l9E9e9KZNu0Sunf/P6ZMWV2rdiM2ggAiUGqh8nK1sti3bx0HD67n1KkM3d3DWkhMbOK23J4IwiG4lxYslsCqWmbNeqqKBGywhe7wVSqwDz8dDkQgpX92Ex88WK1eOqCTYmDr1u9Yv34pPXte5EIEAJMmzff5uqEmAYDKykoeffRZjh07qZl60hlSekcERUWnyMk5REpKcwoKjlNQkE2nTgNJSWnmQD+JSZgAACAASURBVAIATZq0pVmzTjRu3Jq1a/9DdvYBBg++QddOoPohkVI67NuI2AgCjECpLWwvcbdu59Onz+W0bNmVzp3PcYgwqofY2AQmTHjDbR3nBPbhSASBtg/oZYDTi8/kDmazIxGEGmVlte+HlGpjlCdcdtn99OhxEZ06aWoHanztUJNBTEw8//jHs173o6TEuz6vXPkGS5e+yA03TOXkyQOsWbOQUaMms2zZS3TpMoSpU9dWTeItW3bljTcUA8+ceQ2bNn1Nu3Zn6xLB66/fwMaNX/PEEyvp1Wt41XFbNNdg44wgAqMxcPsHbJJG796X0rv3pQ5lH3xwD+XlRRpnKcPdxInzPK5o7R+KUL9wegh0xFG9DHBCRJGevqjG6qFwMBj7Y3NjZaV3z0bPnhfRs+dFbuuYTJVkZe2hXTt9N0x7hMMzmZfnWz+8VQs1b96Zjh37k5ycSkJCMmvWLGTZspcA5QKqtwN76NBxbkkAQIhozGYjJSWO9sFI8nov0b//QLlpk2/G4pompfcG+/er8L56SE9fxNy5t2E2Vy+bY2MTGDPmeWJj40lJac7gwTfont+kCXSxbvRs3Rrq+RYuPigI9I7iZcsW8cQTkzAYXBknNjaBCy6YwObN33plSO7TB+Lj1ffUVEhMDFy/vYE/jOwFBco+UFsog3FTSkpymTs3m5QUz1uvmzWDc8+tHtNgw2CAVau2EhUVRceOXXRTT9pj69aaqYq3bv2eV1+9lmHDbubqqx/T9PqprFRB5jx5XZWVFRITE0dsrGN/mzeHoUMdXZ39BXfG4lCHofYZNeEtfxiG9GB7oHbvTueHH95m//71DuXDho3nnHOuB9SDkZranokT55Gbm8mCBffy8ccPum3ffgUbDqoMZ5SXB35lfeWV42nVqge2MbRHZWUZP/4412qT0c4BYY9wcyH1h6TqzaRWUVFKevoidu9eo1tHCEGbNj1p0aIL7757O08/PVgzMJo9Qr2OLCiA6dMf54orevPbbz94Vb+m9sJevS7m3XdzmDTpPU0SmD9/ErfemsDUqcM8tpWQkOJCAnB6JqYJCHwdqLKywL7wtodqyZIpLFhwL5984rhD8/PPp7J5s0rDbL9abdmyC/XrJ5Ga6j6xdbgTQSBJ1ob9+0s4dGgDKi6hFhyPe5PoB0JPBEajf+6pNxNbTs5h5sy5mfnztb1qbHj66VW8/vpeYmPjOXDgf+TkHPbYdqgmr8pK9dtbtWpHx45d6dSpm8dztPaXeILFYqao6BRRUdHExyfp1uvV6xKSklIZNOh63y9iRWRnsZfw9cUJxEYdG+xzHjdp0pb69ZNo3rw6uUd6+iK+/PJ5bBPVqVNHqtweR4y4hxEj7vF4DfuHItQTlz1s3i6Btg988cUiXnrpcZ/P85Tox/l7KOAvu5U3qqWYmFjOPfdGhx2yWrB5w1x33dOMHPkwrVrp67khtBKBLY7Syy/P86p+WZlj7CVPKCw8yeTJ/avigTVr1pE33tCIgW7Fuef+jSFDxjiogfVw+PAWli17iVatummGoQg26hwRgFpJeasrD+RuYvu27777Q+6++0OHcrUq1V6temvgDKcVrD2OHQt8kvplyxbx1FPatoFqCLQkBb1EP+E0nv6KguvNM96yZRceeOA/XrfZvn0fr+qFagVbE7dbvfATeoiPT64igYSEFJKSUj2eI4QgJsazC2tFRTF//vm5NdZQNRGErdeQNXVkH6AVUA5sl1IGLIOYN6is9I4I7FfsgYCnF9DXtJRaCKcVrA2VlYEnAVD7B7RIICoqGiktNGnSjn79RrJ69Uduc0DYI5xsBP6QCMzm4Gfcs0eoJAJbkD6DwUC9evW8yqHgjYutPWJj6/PmmxkkJaUSF5dQFVDSH2jTpif33/8fF9Vw2NkIhBCdhRDzgP3AK6j8wvcAPwkh/hBC3KaVXzgY8PYFCmTIA/BMBKmp2qvSJk3acfToDsaNi2L8ePdcHE4rWBuClaBeb/+AlBY+/dTCm28e5vbb32bixHk0aNAYUBv03LnlhtN4BstQDFBSkk9lpfficW5uJsuXz2DVKvebzEK1grWpfD/66E169kzk7bdfdlu/vLxm2oHU1HbExamMgs6byGqDxMTGDB16I127nutwPFQSlruJ/EXgE6CzlPIyKeXNUsrRUsrewDVACvD3YHTSGd6K1IHOoWtPNPfe245x46JYsuS5qmPu0lImJTUBJBaL+9koHG0EwSKCFi30iRSoCuBXr179qiB/aWmDvQri5/w92DCZgmcoBvjgg7uZMCGBdesWe1U/Pz+L//zncVatmuu2XqjVQtnZx6ioKKdBA30jLviuFgoVwo4IpJTjpJS/aaWOlFKelFL+W0r5kbvGhRCXCyH2CCH2CyGe0Ch/XQixxfrZK4TQz+hiB29WUlIGNi1lZaWjx4xSTUiioqpjFgwbNp6JE+eRmtoeIUSV6+iwYeNJTm7Ga6/tZf78fNfG7RAuE5cNZnPgNuc5Y9IkbSI9++xLGD8+hrvvVpE0t25dWVXeo8eFbtu0J1MpQzem/lLneCv1WixmoqPrkZTkXdKUZs06cuWV/2L48Elu64Vi4rJX+T7zzOts3VrA9dff4vacfPevmS5WrZrHuHGCm2+OZfv2VZ5P8AEbNixn5crZlJRUdy6sQ0wIIYYCHezrSyk/9nBONDAHuBTIBNYLIZZLKasCcEspH7arfz/Qz5v+WCyeDcYVFYEd1CNHHCeR11/fT3FxDikpzR3qDRs2XnOFGhUV5VVKwHCTCIIlDQAMGTKeiRNxSf2ZlJTKL7+8T3m52iXYq9clnDx5kI4dB3D11Y+6bdP5mbAPORFM+MPGYjK538xoj4ce+hyLxYK+C64jkpObcvPNs2reuQDCmUSTk91nVatNCtB9+9YBYDYbPTgt+I4lS54lI2Mr3boNIzGxERDG7qNCiIVAZ2ALYJuKJOCWCIBzgP1SyoPWdj4DrgV26tQfB0zxos+AZ4NxICeswkLXFzAxsSGJiQ39fq1w0mlDcImgpESbSCsrK3j66VV06aKyOw0dOpahQ8d61abzGJrNodmt7Q+JYP9+36ReX5LSe4tQTFy+kGhRkQrIV1NceOHtNG3akYYNW9Kly7meT/AB55wzmq5dz3NIDxrOEsFAoIeWisgDWgNH7f7PBAZrVRRCtAc6Aj9727jBAA0aaJdJGbj9A2Zz7R4sezzzzLnk5R3l4YeXkpY2SLOOc9C5UAaes1gCb4C3oaxM/4WPja1Pfv5x/vWv7lVhJUaPfo4WLdIoKjrFoEHX6rarFYo6FKitRJCdXZ3/IlDIyckgLy+Ttm176eYyDsX42Y/dQw+Nx2Qy8dJL8zQlg0OHaje5du9+Pt27n1/zBtzg+uufdjkWdjYCO2wH3O9CqT1uBJZIKTXXvEKISUKIDUKIDXl5Kt+qOz11eXngHtCjR7VXYY8+ejYPPpjG8eP7vG7ryJGt5OUd4/jxPW7rhYt6qKwseA9pdrb6++OP7zBunOCee9pUlaWnL2L+/ElOYSXuZOrUYbz+uvtdnc7PRajGszZEYEvF6S1ycjKYPHkg77xzq0/XeeedCUydOoyDBze67UuwJy57aeqHH5bxzTf/1ZR2jMbAO4x4Cym9u+dhJxEIIb5GqYCSgJ1CiP8BVVOglPIaD20fA+zTHLWxHtPCjcC9eg1JKecB8wB69x4owb1IHKiwB8XF+pmkjh3bgZQSk8l7Wf2qqx6jrKzQxYXMGfZx883mwGQv8gbBUgtVVqpE8wC5uUqotFiq36LFi59yCfFt8/G2ufrpQUs1FArUhghyc31TCRUWnuDQoY1ep5+0oX37PphMBhe3SaNREVFyMtT3HOPN77Afu7fe+i8lJUUkJLiqB7xJR+kJWVl7mDHjStq378PDD3/h9Xk5ObBkieprs2awYQNkZqqgcs2aKbtUw4ZmGjUqprw8GoslidRU6N8fLrig9v32Fe6mlNpaitYDXYQQHVEEcCNwk3MlIUR3oBGwzpfGpVQThnMeCoslcKuAo0f1y6666lGKi3N1d7RqYcyYqV7VsyeCUKkyAjmuNixbtohZs54iK6vaMDx69PNcfPFdVFRUs7t+BjjBggXu3/5wkAjM5trdR19TLLZp04sXXnAfPE4L9rkyTCb1DGZnw8svVxN1v35w4YU+N11jWCyOYzd8+JW6dX0JJ6GHkycPkZ19gOxsnWw/dli/HtauhYQE+PNP7YVTdna1tAvRgKNd8fPP4aabFMkGE7pEIKWsVb41KaVJCHEf8D3qF38gpdwhhHge2CClXG6teiPwWQ1sEJpEUFoaGPGquNj9g3XTTdP9f1ErwsFgXF4eWLF12bJFTJ48ifJyz+ko9TLA6W3gs0c42AhqKw34av+qX7+BZkYyb7F9O8ycqVb/ZrO6fnKyeh927KhxszWCL0Z2fxBBnz6X8fe/v06XLkNcyqSE339X9zMnB75wEhgGDIC+fRVxd+8OvXsrjUJBgRrHw4cL+fLLz2jRojHDh49hyRL1nhUWQqtWte+7L/DGa+h6YDrQDBXYRQBSSumRs6SU3wLfOh171un/qT701wEVFa7x5AOlFqpJ1EJPsIUF7tdvJAMG6GvawsFGEMjgfaDCSdhIwIbKyjLeeWcC4EgGY8dOc8kA5y6shD3CQSKoKREYjXD4sF+74hG5ufDmm5LKSlFll+vdG+6/HyZOVL8lmHpt+7HLyzvFypVf0KJFGxfJwGTyjypTCMHIkQ9plv38M7z3nuOx666DpCSV62LgQFfHjvbt1Qegf/8Urr32jirV23ffKSIIRcgQb7TNM4CrpZS7At0ZX1FaCg0bVuvMjcbAbCIzGNxvSCkpKeCzz54kOTnVp0iCK1bMJCNjK4WF2W6JINQSQTDUQnrhJCwWM3Pm/J2dO39h0iT11tlIwXl/wTffvMY770zg6qsf48YbX9JsLxxsBDUlgoyMmk0SGzd+zZEj2+jX70o6dOjr1Tnp6bByZR4HD5YjZWvOPhsmTFAr3169HFWVwZSq7McuI+MATz31D3r3HuRCBP6wD7hDdjYsXKi+9+mj7stll8E5Pgpe9vYX25iGKxFkhyMJgFqJFBaqLF4QWCOxO5w8uZ9Vq+YiRJRPRNCly1DKygpp3979yxnq3cXB8BbSS0epIPnjj8+riAAUGWRnH2DjxuUcOrSRefPupGnTDlgsZk6ePKR7nXCQCGryoktZ8zAJ69d/yerVH5KS0twrIlixAhYtAlDxm2JijnLffW1JTlZZ8myIjg7uTnNwHLuUlEbceONEWrVyVAlaLPpOHbXFzz/DTz8pG4nBoLKzPfBA7dqUUlJYmE1MjHLODCsisKqEADYIIRYDy3D0GvoywH3zCiUlSj1kNgeOCDypRerVi6dp0w7ExelsbNBBt27nsWXLt3zxxXOsXr1AN8ViqCWCQKuFAB55ZJqDjcAZ5eWubPzNN69V7S62WMzce+9CjEYDbdvq59utqzYCg6HmZDxgwLWkpLSgY8cBbutlZytPl/R09f/YsSbats3nrLNakKDhjBUTE3wisB+7Tp26uuQiMJlU2k5/zgUmkxqbH35QHxvatIHbb69d22VlRTz6aE/Kygpo1qwIEOFFBMDVdt/LgBF2/0sgLIhASt+9KHyFp4mwbduezJ6tvwrVgs0X3qbndmccDaWNIFibyEaNGs/cuTPYs2ebZrmWIfjssy8mO/sgl112H507D+bIka0sXvwUp05lEBUVjcViJjW1vQPBao2f2VwtlgcDNSGC2ui7Bw0axaBBo9zW2b4dpk+v9g6680648MIYQD82UUyMIqhgTlyexi4vz78kkJMDzz9fHUkgJgZuvVWpgxo1qv1zk5CQTGxsfSor45DSANQPOyL4EfheSllH4vYFDnpEkJ6+yDrxeE6a7gwtX3i9pDWhVA1VVgbPGJiTo+T5qKgYh30DeoZge79uZ2K1RXV1Jlit32Kb/IKFmpB5oEOmzJmjxmHIEBg3Tvm6e4JtzIIlEThvyioqKqSiooyUlEZVSev9bRv44gtFAikp0LEjjBoF3TxnxPQJzz77GykpzZk6VW2KC6aEZYO7ncVtgc+FEGuEEFOFEIOFrztSTgNUVGi/uFq7W+fMuZmJE1N1E6fbw5ekNaFUDQUygqszXnllBddfP4W//e1FGjRQQbiioqLp1esSjwSrRaw2OOcwDqXB2GyuGbHWxli/e3c6mZk7rUHnHGEywdtvK5fG7t2VN5A9CWzZspIZM67ihx/muJxrc9II1sTlfJ2FC+cweHArZs9+vuqYP1xGbTh2DH77TRHec8/B44/7nwQAGjVqSVRUVHgai6WU04HpQogk4BLgdmCuEGIXsBIlLWTrnX+6QE8a0Jt4SkpydVU89tDzhdfakOYcbyiYqoxgEkHbtoMYM0bFXNq+/Se2b/8Ji8XMpk3LNeubTCZmz/4bmzat8Jgn1p5g7TfoQfCJoCaoqURgNBp47rnziYqKZuFCx5m0rAxef12phRIT4b77XCOxFhefYvPmb4iJiWXECMfN/6EmgpiYejRp0oyGDZtUlfvjebVYYM8e+O9/1ft24YVqR3CgEZZEYIOUshhYav0ghOgBXIGKPnpZQHsXBtAjAv3drd7lJfbFF14rdHKwiCBYL3lhoWMQtQsuuJWysgKOHPmLZs06ap7zzTevsn79Uq/atydY54VxMNJu2lATIpCy5nYag6GMbt2GIaXFJR7PnDmKBFJS4LHHqr3v7NGr18U88MBndO7s6hdpI4JgLRacn8W77nqUu+6qDjvuL7XQRx9VG4Xj4tTegEDit98+Zs2ajykq+ghoHRLVkLf5CFoD7e3qr5dSvhqwXoURtAxP6emLiIqKcptdzFNeYj1feE9eQ6AmLucd1YGA2RycSfLLLxfxzDP3UlZWSIMGjbn11tm6eRxsSE9fxJdfPq9bbg9ngg2laqgm41mb3BqJiY2YOnWNy/GSEti8uVrtobfibdSoJeeeqx3iO9g2Ak/X8U9sIfjxR/XbrrhCSQNaBOlPnDqVwfbtq2jRooiwJQIhxHRgLCqPgH0+gt8C2K+wgG07vT1stgFPKSa9iTnkabKzwXnyCNbEFYyVni20hC3pR2lpXpVqDdA1xuup5mzeQjao815yGOdQ7iUIF0Pxtm2KXLp1q7naI9SqIWf4gwiWLq1WB433zu+j1hg6dBxpaUP45pt2nDgRGmOxNxLBKKCbVL5NZxROnnR9cd0ZJW3wNtwBwL33tqG4OJeXX95E69ZnadYJlSojGEQwc+ZTLpmfKivL+OijB6moKK7KS+zs/aOnmpPSwn/+Ixk3LgqQPPbYt7Rt29OhTl1TDQViV/eWLepvPy9yAmZm7uSPPz6nZcsunHdeddzIYBKB0egqFT366G3s3buDadPmkpbWv8b7XSwWFTMoI0MFjYuOhmv1U1r4HS1apNGiRRq//qr+DzevIRsOAiHI4RRaSKm9O9GdbcA5L7E3KCrKwWisICtrr26d01kiOH5cezxLSnKrSMAGe+8fvQBzNkls4sR5PP30Ks10oKGUCHwlHSmVb3xN8cMPc7jzzsYsWTK16pjFUk0Efb2IOJGZuYMvvpjK0qXTHDyPbKqhYMT815oc9+7dzrZt6zGZTBzwHBxUF4sXK3vJihVqvC+4AJp6l9rZrwhLY7EQ4k2UCqgM2CKEWIXjzuJabqwOb+jFfNePfNmeN9887PN17rhjLjExsZx1ln4QcueJKhgrWIsl8ERQUqImbq3x1IPN9uLJ2D58+J26bTiPp8USvMxvvpLOsWO1Uw0VFp6ktDQf++C+Bw8qNUrTpo4hI/QwcOC1DB06juuue9rB4BxMiUDrGm+88R/y80+RkNCjRmRpMsG338Ly5WoSvuYaNSZDXAONBhQ5OYfZuHE5eXnXAB3CTjW0wfp3I6Dtv3caQy/aaG0iX2rhwgtv81gnFBJBoOMLmUywb5/+eMbGxlNS4rqX0bbi98XY7gytTXkmU3ByF5vNMH/+q8yaNZnzz7+MmTMX0KiRtjWyrEwRQW1www3Pctll9xEVVf2qr7Hajvv29Y78YmJiuf/+TzWOq7/B2HmuNTl26JBGy5ZpVdKNL9i2Dd55p9pTTe2krlUXa4ysrD189NGDNG7cmXAkgkLgdynlyWB1JlxQWKi/Chs2bDwGQznvvTcRwCWEQSAQCokgUDtZy8rU5HPkiJI4bOM2Z87NADRq1Loqt4MnwnVnbP/zzy9Yvnw6rVp15957P3Yo0yKCYCSxt+0B+eOPX6msrGTVqq/ZtWsrQ4cOd+nLkSPKRuUPMk5OrtZzbNyoXCOjomqWCUtKSU7OYZo16xhU91E9dcnRozUbo08+USTQurVyDz3vvNr1rzZo1qwjI0bcx9Gj7cjLCzPVEHAzMEcIUQb8DqxFEcP2oPQshPC0CrvootsZNGgUxcU5ugZeb/Hzz++Rnv4JvXpdopnMGlyJQEo1mWmkafULAhV2urxcrcScMXToOD766EFMJgOzZx8kJqbaN7YmK35Q+aAPHlzPyZMHXcq0JKpgkKvtuq+8Mp977hlNUlIKyckNXerl5Nhnsao5CgqyefHF4dx440sMHHgtublqFQwwdix07uxbe1JKnnyyPxkZW3jrraNER6s80kZjYJ9HrXy/FouFF198krKyFEaNmuxTe3l5ikDi4uCVV0KX+tWGli27ctttb7JwIezaFWZeQ1LK0QBCiA7AUOvnLiFEO9Q+gpHB6GCwUVLieZt6VFQUycmpJCen1vp6Gzd+za5dqykrK/SaCCCwewkClY1ML9VnVFQU8+efcjnurXutFvr1u5K9e9fRtavrUk9PIgg0bNdo2rQFn3+erlvvpJ9k8F9//YBjx3ayatW7dOlyLr/80ozSUhUw7aqrfG9PCEHTpu3JzT3K8eN7iYlRRGAwBJYItO5NaWkJCxbMoH79RJ+J4K+/1N+ePUNPAvawGYuD6cVmgzc7iw8LIeoD8daP7btHCCEuB95Apap8T0r5ikadvwFTUYbprVJKl7zGwUSg4pjrYeDAaygry6d3b/1N2loPRiAnrkDofIuLa+f94itOnNjPiRP72L59Fb/99qGDNBFqInCH0lL/qOWysw8wfPhEEhKSOXFiP4mJqfzxhyq7/PKaT9oTJ75HYmIjoqKiq8JV2ySCQEFLVWIyRTN2rHbyIU+wEcHZ+tHKgwqLxUxu7lHKy5OAJuElEQghJgPnouLQ7gH+AN4CJkkpPT7SQohoYA5wKZAJrBdCLJdS7rSr0wV4EjhPSpkvhPAi5qH/YfMYMRiqw826w6ZNK3j//Xto3bo7kyf/4PkEN7jooju46KI73NbR8moJ5KrBn21bLCpMuLtQ4RaLa/iD2sBTiO9QqYZMJvj88wXs37+LUaNupl27Thw/fpS0tGr1or+kgalTh1FQcII5czJp3Lg1R48qlWdiosowVlPYS8H2mQEDSaRa96akpAGjRj3pc1sWS/gRQVlZIQ880JF69V4GngiJjcDd23cL0AoVYG4R8KmUcrM3JGDFOcB+KeVBKWUl8BngvE1jIjBHSpkPEArDtMFAlQ+yt3rZo0e3k5d3lIMHN3iu7CcE03PIn5Pi0aPq467N1asXMG6cYOJE/+zldxfiW313PSdYEsGKFYuZN28mO3duplevJK66qn+Vb77F4t1CxBOklCQmNqFBg0YkJ6u11bp1qmzQIP+pQ+z93gMpETg/O1LWnDAzMpTqt0mT4CeI10NsbAKpqe1p0EBl/wkrY7GUsrsQojHKNnAh8IQQIhHYijIaL/DQdmvAXiucCQx2qtMVQAixFqU+miqlXOnTL6glTp1Sn3r1lJHOG/TtO5L8/CwaNmxZ6+tXVlawceNyiotPMWLEPbo5DoK5G9ZfbRsM3qnaiouVm6j0k2HCU4hvLS+XYLx8JhOMGXM75513CRdccAWtW7cnIaEBhYX5NGrUhNxc/xCSEIKZM6t9OqSkSi107rm1b3/RokdZu/ZTOnZcDaQFXTVUWAh5ebkcP76HlJQWNG/eyeu2fvpJ/T377ODsG/EGsbH1efPNw1UpQsOKCACklHnACiHESmAA8H/AXaiQ1J6IwNvrd0ERTRvgNyHE2VLKAvtKQohJwCSA1q09x/DxBHs1iy0PrC9Zztq3782tt86udT8ASkrymD1bBfVKSEhxUWnMm6dUGmefPZ64uOrzArWCNZn8Zyg+dsy7tq666hGGD59ERYV/gsl7CvGtJRFYLOp4IIP5VVbCVVf9rer/NWsOYZ/iwx+eQlr43//U852cDD161L49g6GM/PwsWrdWr2llZXAl1LIy2L37N1577XoGDryWf/1rmVftrFuncg7HxCg7Sbgh2EH87KGrGhJCXCOEeEUIsQY4CcwCmgD/Alp40fYxVHIbG9pYj9kjE1gupTRKKQ8Be1HE4AAp5Twp5UAp5cDGjWu/9/vQIWW8LCsLbOYnb9CwYQvq1YsnISGFzz570kWlYTQqlYbzixaoVYM/pQFvxfeoqCgSExvqho3wFWPHTiM21jHJrv0eBJNJewUbSH94i8X1ntmTQGlpYHJuV1TAwoXq++jR/glfPmrUZGbPPkxamgpUFGzVUHk5xMUl0qXLEFq39o7Z8vJg/nz1/e9/h/bt/dxJPyAsQ0wAt6L2DjwGbLTq+X3BeqCLEKIjigBuBJw9gpYB44AFQohUlKrI1fHbj7DFbsnPh4auLtxe4fffF7Nr12p6976MQYNqF50qKiqKjz8uIz19UdWmKmfk5h7RtBEEIiyCvx5CvZ3ZtUnv6S282XVcWQn16zueZzBAUpJfu+LQdnl5GWvW/EDTpi3o188xjoE/pYG1a//Dl18+x7Bhf8dofIrcXOjQAS6+2D/tN26s4lLYNuAF0lhsNruSTHk59O59Kb17X+p1OytXqvP69oVLvT8taJg+fSQHDvQFXsJoVGMa98KmSwAAIABJREFUjJ3uNrizEVwPIIS4wpkEhBD/kFLOddewlNIkhLgP+B6l//9ASrlDCPE8sEFKudxaNkIIYQtx/WigcyQXFVWvMLy1CTjjxx/nsHv3Go4d21VrIkhPX8RHHz2oGU7BhiZN2mluKjOb/e8HrSURLFu2iFmzniIr6witWrXjkUemMWqU/uRtNGqPrZ43z5o1C8nM3MHQoeMYP36GX36HbQ+CyWSipOQUDRs6CrF6RBAoGAyQlXWEu+66jo4du/Lzz3tYu3YVU6bcR//+Qxkz5n2/XSsn5zBZWXsoLS2sCicxYYL//fztvYYCJRFoPY++bnYsL4dVq9T3G24IH9uAPXJzj1JcrAz7YUUEdnhGCGGQUv4MIIR4DLgIcEsEAFLKb4FvnY49a/ddAv+0foKCXD/QTIcOAzh16ghdutQuOpXzxKgFIZRKQ+uFMBoDTwS2fAHl5aqPx45lMHmyslvokcHChYt45x3XVb+eN8/Onb9gMlWSkbHVr79l5co3+eijB0hIaMj77+c7lOkZjAO1McpggOjoGC6++GqaNVNOBtHR0Rw4sJukpFS/rqgvu+w+Bg68lqKiRnzzjcpA5s9cuyUl+XzxxVQOHjwfGB1UIjAYbNKwdFCtucPq1UoF3K0bpKUFoJN+wMMPf8mmTUl88on6zcFWD3kzjVyDMhg/ClwOdMfVDbROQEqlEqotJkx4nQkTXq91O97kNmjSZF5Qfd+dH8BZs56qIgEbysvLmDXrKU0iWLp0EdOna/vw63nzmExGLr/8AXr0GK5ZXlPYvLosFteB0lv9GwwQ79V2Sd9gMKggae+9Vx2/sXfvQaxc+RfFxa38ei/j45No06YHv/yi/u/Wzb+r4OjoGFaunG0lzNGYTIFTDTk/j7bNjm++OY4dO37mH//4kH799IMcbNmiks0AXHllYProD7Rs2aUqE5pNIvAnPN0fj2sfKeUpFBnMQe0rGF0De4Hf4KtHy7Jlixg2rAOdOkVx3nkd+OWXRYHpWA3gLreBQntiY9VkGywicG4zK0u7j3rHp0/X9+HXMwanprZjwoQ3aq1mc8bAgdewYEExCxa4pq7S88wIhHqoslJ7xZyQ0IDOnXthNjf2/0WB3bvV3+7d/dtufHwSt9zyby64QNm09H6fP+CsBrI5d+TlHaOoKIe4uAa65371FUyfrtTB3bvDgAGB6aO/YB9iwt9E4Emd5m5ncTEq7IMNsUAnYLQQQkopk/3RQV/hCxE4qzWOH3fcYVpTZGcfol69OJKTmxFTC92MnpsjQL16CRiN06oeCD3VkD9hsbi+0K1atePYMdc+tmrlOqmbzXDypL4P/z33LOTdd293SDhTmxDenhATE+sQwM4eekRQWKgkAntX3drCtoqtrKwkJibGYRd1fr7/4zr95z9PEhUVxa5dzwPRficCgCuueJDVq+GXX6q9sPztvGAyuRKzbUJ79tlfKSjIJjFRm0QtFvjuO/V97Fi4+urAxULyB9atW8zatUXAxIBIBJ68I3WHRkqZJKVMtvvUl1Im2o77t5vew5eVh5Zaw36HaU0xeXI/7r23Nd9/X7O9BLawCw0bTgMSXMoTE5swfvw8YHzVhBUMiUDr4XvkkWlERTn6HMbHJ/DII66T98mT+rmamzRpx7Bh47n11jlVk3NUVDQTJ84jM3MH779/D1lZe2r/I7yEHhHYdq36c2xtuXTnzp1OWloMs2e/UFX24Ydv8O67d5CbqxORrwb48ce3WbZsATk50dSvD+3845XrAntjMfhfKtBKPWkjgqioaBo3bkVsbH3XSqgdxIWF0LixSjvpD7fZQGLr1u/ZuPFzoJpY/aVuM5k8701wt4+gg7sThUKbmnSsNvDlYdNTX9h2mNYUtokxMdG3kAglJfDvf8Mtt8A//wn7948nOnoeiYntq9Jc3nvvJ8yff6pKYnEnEfibCLTUIqNGjWfWrA+r/m/Zsg0vvTRP0z6Qn+/Zh//ii+9k4kTl0N20aQeGDRvPd9/9m59+eof9+//034+x4vHH+3D77Sns2PGrw3F3KiCz2T9OBaBWYrZ7WFFRhpSS+vWrjRC//voFv/76AdnZtci1aAcpJePHz2LIkDcB6No1MJPg8eN7OXBgLRAaIvCEzZvV3379wtNLyBlDhvyNSy5ROU5s77W/pAJv9kq502vMFEJEAV+hspTloCKPpqG8hi4GpqA2hQUNvojRemoNvVWrt5g/3/dZ4uhRmDGjOpZMcrIK/jVu3HhSUx0n1Zkzr2Xnzt+BnCom13rJbKsGf73oesm/r7vuZh55ZAIWi4U5c5bQr59zpBD18BYVeefDP3ToTQwdelOVWq1Tp4GcOnWEVq1ql9tBCydPHqSiooTMzO307Hlh1XGz2f3YlZerT3y8IvAGDWo2odiHNH/ssZf55z9fqIotZDbDiBEPMHTozbRo4biPsqysiK++eolhw/5O27Y9fbpm796XcvBgB8C/3kL2WLNmId99tw34qmri8mdyH6PRdRVrMKjnLCtrD59++hhpaYN1Q1BvtTqg9enjn/4EGn37Xk58vAqBYRtPLRfnmsAb8nS3j2CMEKIHMB4VUqIlKn/xLpRL6DQpZRCS1DnCl1XHI49Mc7ARQGB10nqQEt59V5FA587wwAPQzE2c1ZycQ1RUKMawiYl6q3+TyT9EoKWPtccPP+ykdev21Nd5MgsLq7+vW/cZ3bv/H3l5mezZk86cOX9n8eKnGDt2Glu2fMepUxl07TqUdesWO7iYpqUNqv0PccK4cdMxGisYMOAal7LKSvceQnl5igAKCpR+OcFVi+cWBoNrSG97m1JpKQwePFrz3BUrZrJ8+XS+++4NPv7Y85uckbGV4uJcli59gcOH92M2ZwBRDPL/kALQseMAunatz969gZEItCYvm4rtxIn9bNy4HKPRoEkExcUqDWp0dO0irQYbzjuL/eG4IKV6Bj3NEZ5iDe0EaqdQ9zOk9N4oZVNfPPPM/ZSU5JOQ0JDbbnsroGkltfC//6kIpw0bwtNPe2b5m26azokT+1m0yILJFOV256bJ5B/Dpp40sGvXNq68si8pKY3ZvFk/NKYt96vJZGLTphUu5TY3UiklRmM5+/f/idlsdCiD2hnxtTBixD26ZZ6IwGis/l3Fxb4TgacER8WuzkxV6N//anbs+Jnu3c/36lpffz2TtWuVR1zjxs+RlxdFt27Qtq2HE2uIQYNGUb/+KF56qXri8qcLqVZODNt4deo0kIcf/oL4eFdTpdmsEtJLqTyFAuEKHAjk5x8nIyMTGFS16CstVRJWTSMggBpHb7QoYWxH14aUvjHlhReOp317FROldeuzNCea9PRF3H9/B8aNi+L++zuQnq7vYmqxWLj11kTuuKMRJi+U9GYz/Pe/6vv113sn6vXtewWXX34/cXHq9hiN+hKBvwJU6RHBli1/IKXEYHC/KrVJBJWVZfTtO5LoaNc1RmVlGdHRMcTExFWRgH1ZbY34vsKX56i8vDognze2GZPJdUwfe+x2Jk0axbFjykZVUqIir27e/C07d/7qUDct7Ryee24t48a55HLSRNOm7Wndugf/+tcyKipUJBd/hZTQg024sVcN+QvuiKBhw+acc871nH32JQ7l5eXwzDOwzBqD7nzvODQssGHDV7z33m2A4/NVUOB+weAJ3iaZqnNEAL5l0Lryyq7s2/cH7dr1ZsiQv7mU23b3KjdOWbU61SODkpI8DIZSysoKPLqOmkwqR2xWFjRvDhdd5H2/oVrfWllZnafYGf7ILWw26xPKmDG38803mxk8+AIGD27FE09MdKmzePEi7rqrgzWnQGO2bPkWs1l7tjQYShzcR+1RWyO+FjZtWsGsWaP4/PNnXcp8JdH8fHUv9UjTHvaqMhvS03/kxx+/Qkp1I0tK4NChTcyYcSVffPGcb51xwtix05g+fQfZ2ddSVpZGYiIMdjXl+BlqAN05NNQEttSX9jCbPRs9//xTBZRs3Fg5Y/zf//mnP8FAamo7OnVSC1bncczPrznJejs/hFHGTu9RXu6duJSXV0xW1j4AnnpqlUuO4fT0RbzzzgQsFsdRtq1OtaSH+vUTmTTpPSoq3IeKtFhg5kyVrD0uDiZN8j4cxJYt3/H9929RWfkx0MRB9Hb2hbaFAK6NncDdCxwTE0OPHn2Ji6vPyZPH2bLF0bNn2bJFTJkyCYNBvaXOY+kMm6HeXZhof2LTphVs3PgVhw9vZsyY5x3KfNXB2gjAG28OLbL4978/JS8vh6ZNW2AwqHaaNevI2WdfSqdOAx3qvvfeP8jPz2L06Odo27YXMTHurbCVlfDCC7B/v/r/yisDG1LbYrHw/PPnAesxGiUg/Cadai307COzrlv3X0wmA336XOHwTts8hUaNImC2kUChX7+RtGo1kocecn0fLRZlr2rqY+BlW2h1b+BxahJCfAm8D3wnbUuZEMNbiaCoKIrrr3+GrKy9miQwf/4k3YlLb3UaG1vfY2pJUOnwtm1T0SyffBI6dvSuzwA7d/7Kli3fEhV1CvscpnpeGeXlKgVhTeHNxDZ+/N20adORc891FGtmzHiqigQ8oV69+nTsOIDmzTvzww9zHHYgB8qI37PncPbt005iX1NjnKeVr16Y63POqdZV2GwPLVqkVaU7zczcSUHBcXr1upidO3/h+PG9bNr0Nc8+u5qzztJf3hYUZPPbb43Zv78ejRrB7bcHfhdtVFQUSUn/z955h0dVpX/8c2bSE0IaNRASujQBKaIoK4IdlUUFjKIrxVXErrvKb3V1BevqKhbAioqI7iqrq6CCioANUIoKSq8hEAKB9DLn98eZm7kzuXfmTk2C+T5PnpncuXPnnTP3nPe87fs24/hxqKysAaJCZhF4cwsBvP/+Q+zZs5GZM9fWzuvqajXfQKWMNkZ4utr0KClRm19/srL88ZxYcQ09j6KP3uLsTxCmhDTrsPIFFy2az9ixPXnvvYfYsuUbXn11Gh984GK29MXzE+zudPly9Xjeef4pAYDu3c8gJ+cUEhNVFFhTBGbaPVj3kKci0Gg5cnJE7d/tt19Nr179OfvsiwBVEFddDQcOWHPnJCam0q/fBaxe/R5ffvkykyfPJSPDVT8xefLcsATxhwy5gkcfXc/Eic/XeS1QReBLcVrZhXn+ZlJK7rvvVGbMGEFh4T6mTn2ztvDu+HHv/StffvlOFixQJFqTJsGAAZHJnb//fkXp6XBEOR+Ddw9pWS6e0AfeBw0aw5Ah48jIcDUV2LRJva99e8jIqPv++kB6OmRmqsecHNUVrUsXaNdOZQ0mJytvQUKC2shpyQhmY+jPwg7+9VrxaRFIKZcCS4UQzVG9A5YKIfYALwJvSikj3kahtNR75tCiRfO5554plJerkTh8eDeffvosAOeccxNxcQleeX687U43b17Jv//9d7KyejNhgjHxXHExrFmj5AvET9m//0X0738Rf/87/Pqra+EJlyLQ33ietBwaCgrya1lHzzorl127YO9epTDNaDIAoqJiSUxM5Yor/kFlZRm//LK8NmifmJjK3LmTiIqKCVgJHDyoFoEzzzS+H7z1PwjUleGrF4SRoigsLOD9998gM7MD5533R7dJKqWktLSIzMwebN36HYcO7aRbt9N58cVCYmLi3SgpjLBr11lAS7KySunXz8/UpiAQFaUGQH//BMuIW1FhnOWiXwQvu+z+Oq/rC8jqC0Io901NjWJ8NUoRTzShRvrll/XcdNMooG7vEQ3l5db7ZRQX+9foyFKwWAiRjmpUMwn4EXga6A98Zv2jQoeqKu+R9CeemF6rBPQQwsbx44oo34wATaM9MFuYNm1azs8/L2PFijdMP/+bb5SMPXsGtzvRB4vBfAfrcASXc6xfuIxoOTSUlZVyzz2Ta5vO1NQYVxJriIlJ4PrrX2b27DxiYuL56KN/UlxcyOHDe1i5cj7x8ckcPZrHgQNbGD9e+MzYMsLcuTB7tqs5ux6+EgGkDFwZeLMKjK65a9c2Hnrodp5/fibgvrD94x9nMWlSKqNH/x/z59fQrZtyY8XFJdYqgZqaasrLjaPUQlwHQG5uXESraI1cGcFWwxptarwlM2ifv3atet6/f3Cf7y+io9XiHhsLJ50EHTuqXb+3OiEjxMTEUFqqrDozRWB1jpeVuQpXrcKnIhBCvA+sQJHijJJSXiylXCilnAYE4ZkODoWF5q+ZUUuApEULZU6aUSGcffYUFi6cbppKmp3dj65dT6N//4vqXl3C11/De++p///wB6vfxh3V1ZWsW7eYkhK14vpSBL5e8/15rufmY6dQXl7Gnj2uu2zo0FwmT56L3a60lipGx83dY7Yga3nvGnxlbHmiuFhZAwCrVtV93az/gT5NNVBF4M0FYnTN1NR0rr32Zi644HLAfcFLS2tH9+5nEhUVg81m49ChnXzwwaP88MNHtecsWPBXbr45m/x89wZ+ZWXKKoqKgp49I5sE+NVXLwFQWurSauFQBPpjpaXHyM/fVhuXkhJee02NQUaGWoQjiS5dlMunXz/l6gkUOTldWb1adfL1VjNkxfXmq37FCFaMuGeklF8YvSClHGB0PBI4ckS13zNCq1ZZHDjgPSvFkwohMTGNsrJili6djXTapkaFTv36XWDKf/7hh7BggXretWvgmQtHjuTx6KMXAAuBKyxVGgaqCDxbAZrRcmiIioqmqsrdWTl0aC5z5qhd6W23/ZuBA0e7vf722/caLsiff/5inet7y9jyxMaNLtnXr3cphnbtoE0bc5pvfSJARUVggXazBc+sziA7uzP33/907Xv155xyyig++eRZunY9DYCdO9exYMFfycnpz9KlLxAVFcPgwZfx7bfv8OqrU/nrXxfXvnefswt427aRJ1YrLs4D3MciGEVgtvPXK4L165fwzDNjGTRoDLfd9m+WLVPdx6Kj4dZbI8sw2qpVcIu/Hna7ndRUdTFvi315uff7taYmMFexlWFLFUL80ePvbCGEn8ZPaFFRYe4Du/JK493+FVc8RGWlaxEbOjSXWbN28tZbDiZM+Bc1NRW1SkCD1UInKeEzp6Ps6qvh/vsDT99LTW2D3R6NzVbtlAG3RyOEKvB5550zvNRHCKqrq/j734fW2bVPmPAvLrzwdrp0GeJ2vLq62jQDy9+MLU9ofmEh1AR47DF48kl44gn1e5i5/4Sw1cofaougqsp3JafnRB0yZCx///sKSkqO8vjjo3jzzTu48MI7OO208fz440ds3PgZPXueTcuWHRkzxt0/vnjxUgBiYsLa6tsQWj8CIVyl7cEoArMFzD1IKsnI6EBGRgfy8+ENp4d28mRF3xJu2O1qo9GlS+hZXe12pci0NrRG8BUwtlLjYgQrFsFEYAigWQV/QJHQ5QghHpRSmjrLhRDnoeIJduAlKeUjHq9fCzyOam4P8KyU8iWrwhcW1tWORUUwcGAukye7E58lJqbz/PNX88UXL3HffV8CsH37Gj766Emysvpw1lmTTD9HvzBt376GQ4d2kZXVhzZtXHbotm3KL5eaqjKFgtmZREXF8Oablbz0ktrtWLEItC5R/u4KPRe0Sy/NZd++XTz//ExKS0uw2+3U1NQghPBqKY0ceYPh9b/9dqHpZ9tsdkNlYCVjy+FQ3acAzj9f0QpsUSUj7N+v8unHjp1h2ArU4aiplb9168CC1GYLntnxQ4fyKS8vJSOjFWVlxjGV2NhEfvjhf8TGJpKb+7hTvi7ExyfTvHnL2vtWj927lUmUnHwQ1S4kcmjbVqXD1dS4AhOahRnI/W+mCPTHhwwZy5AhY3E4YMYMpchPPz38VcTR0Wqtyc4Oba8KPW6/fQJq+Yuhqsp4LvtSBP4EiPWw8nNFAydJKcdIKccAPVANawYDfzF7kxDCjupqdr7zPeOdJHaeWCil7Ov8s6wEQPkFPfO185S1it0exaRJs3n99XJmzdpZm4q3adPyWt//unVL+PrrBfzvf4+TnJzhlo6mh7YwrVw5n/vvH8q//nUZf/lLH7dd8bffqsfBg0NnnnoGix0O7zuuQKwCo+tNnXovP/9czI4dkq1bq8nM7BCwpWR+juDss6d4paz2hm3bVMJAixYwerRr0rRtqx6/+gpycnIZNGhunX4KevmDtQiOH3e3AMyu9+KLT3DmmR2ZN2+W6YKXlJTKHXcs4oEHVMBDCEHHjgN5+OFzefzxUXV+A4DkZFXXMXBghJ3juMbc073ob5qjr/cZjdfy5fDLL8o1M2FCYJ9nFa1bq7qMbt3CpwQAPvnkPaRUk9hsnldXm6eFVlQEbuFaWbLaSSnzdf8fBNpLKQsBb4bgIGCrlHK7s7Xl24S413F1tVIGGsrKXIU6L710PY88cj7//e8jrFw5nz17XI3RtR3tsWP5tG3bnW7d1HZC+f7d0y60hUkLeFZXaz9UeW1g0+FwKYIh7p6RoKC5lvQ3hbfFPpAJqL+2vq3n0KHZLFqkFJ1ZALmgYBcrV84nL28LTzxxKW+9VXdfYJ6mK7nuuucDrifQskT69VM7tVtuUdXbt9yijq9apdxzK1fm1tI+e+Lw4d1BFZUdO6b6Fuh3YWaLfGJiEpmZHWjRorVXH+6AAZcQFRVDfv42qqsr2b59DSCx26MQQrBhw6fMm3drbe+GvDy1WzjpJP96YwQLmw1KSg5jsymLTr8AFRb6z0RqRqxoVFdQXu7i77r66tD56Y0ghIo3RQKPP/4acXFK03iLE5hlTAbTQ8OKa+hLIcT/gHed/49xHksEjnp5Xyagb7u0F2VFeGKMEOJM4DfgNillnVZNQogpwBSo6/fNy1NBGyFc1sDKlfNrKSA+++wFamqqqKx0n32VlaWsXfshs2btrH3P55+/jHt3Thg27BqGDs1l2rRs0wyU2NhcDh9WHCedO3sZET9w442ZHDkyBbjfbZKFOk6gXc+zfmDfvl21dQMtW2aRn28cQH7xxSmcccZVrF37XzZujOfKKx91e92sHadmfQ0dmut3DYGUilcGYNAg9agPzGdnw86d6nlKChw9mgUYJw8EQ4ugZa4dO6byu1WVraesEiEEt9xyP7fcovz7WmzDDHPmTGTLlm+4//4VDBhwMbNnH6Sk5IjzvR+zZMnTJCe3oE2bwRw5ojYM/tIP+IvoaJel266d+rw9e4pxOGKBJMrKXISK1dVqbPxJnTa7dz3rCmbMGMHevZdw9Og0cnLgtNMC+jqW0aJFeK0APS644DKmT1eKzpsiKCtTilNfZXzsWHAElFYsgqnAq0Bf59/rwFQpZYmU0k8atTr4EMiWUvZB1STMMzpJSjlXSjlASjkgOdn9jq+oUG6C336DQ4fqUkcUFR2guNhYVep9/wsXTqempu5IrlnzAWC+sy0o2M3TKhmE4cND5xZSOeNqUbZqEfjbRFyfvfLgg7fUqR8oKyvl8cenM26cea1AZWUpa9YsokOHk+nevW71nK+OZYFg9244cEDtBI368Y5wklL26wfPPAOjRs0gKspYhqqq4Hn0q6qUVXDkiPvx779fwR//OIQ1a1y5rb5qPnbtWs+WLaooIjVVbUWTklJp1Ur5/wcOHM0VVzxE377n8+OPSrk1b344rNkydjv06KHGs18/l9LJyGhJdLT6YE93RXGxf4Fjq26hXbt2c/So8gVdeWV4s4Sio1VlcCTh2ZPADHpSw+rquveev/BqETj9/EudC/5//Lz2PkDPht4OV1AYACmlfoV+CXiMAKAvnvBFHaFHSkobdu5cR+vWnU0X+iNHVC6/eaP5LGpqFMnX6NEGLweIe+/9hG++acPHH7trem+LiJRqV9q8ubXP0CbZokXzOXLEWFnm5e3m1FNzqa6G5567yvCcY8cOMXt2vuFrVjqW+QvNDTdwoHFAbfhwlUGSlaUWiiuvzCUzE2bPng7UrTAuL/e/14AnDh+umy00Z85jrFv3HatWLWXAAFUk5stq27HjBwBOPz2XVq3qpsH06DGMHj2GAfDJJ98BHZByIyqHIzzo0sWY1z8+Pp74eLVoGWWraPw4VmA2Lp4K4vLLv+WVV5rTvbukV6/wVc+1bassn0imo+7atY2qqhZAsk9FUFys7tmEBON7z1/4akxTI4RwCCGaSykNiHW9YjXQRQiRg1IA41CcRbUQQrSRUjodOlyM6n4WFLxRR+ihdqk27rmnH4MHX+bFhaFcUWPHzmDu3EluOfRRUQlUV8+gZ0+4yniNDBidOw+udW9YtQhAKYLkZGtcM9ou7oknzIO+LVqo7z90aK6TqsF/1tBA3D9m0LuFzGiWhahbYzJsWC4vv5xLVRU89piD+HjXDC8rC14RGE3EZ55ZwLx5s7jmmmm1x3zFcTp1GsSoUXfX1hSYoaoK9u7tDUCPHqHP5LbZoEMH5e70RnSmvWYU9ygutqYIamrMd8CeO90DB9IA6NkzfEogJkZxFkW61/H333/FsWOnAcmWCscKCtRcDwUVvRV9VwxsFEK8LIR4Rvvz9SYpZTVwE/AJaoF/R0r5sxDiQSGE1jfwZiHEz0KI9cDNKBqLgLFy5XyEya+XlJROXJwi6khPb8/kyXNJSWmFEILmzVv7dGEMHZrLmWe60hMyMjrQq9dcIDdsfWG1YLHVGAF4zyrQQ++i8FZNfMUVLheO2RgNHz6FTZu+orjYS7l3iPDddyoW1KyZclf4g5oaZfW89dY/3I6HYiIZITExiRtvvIfERFeOsy9F3r59T6688lEGDDDPqzhwYCf33beHbdsSaNYMLr/cz4HwASFUhkyrVr7ZLoVQK/ihQ3X3ib7an2rwFh/wrJLd7iyXCGfNQMuW9dPwvmfPfiQ6yYisuNUcDldyTLCwEix+z/nnN6SUH6P6G+uP3ad7fg9wTyDX9oQWGzBiyo6JSeCaa56usys12qXqXRiXXfYPOnUaVPvapElzuPzyf3DgwBa6dTudB5y9RMJxU7777t/54otjwJN+WQSgJo8ZuZWGsjJTGvXaAAAgAElEQVTXLtasmjg5OZ3TT3eNkTZer702jZKSI8TGJjFp0mw++OBR3nlnOgMHjub22wO6VSzhp5/guefU84sv9r9mQohiIJ2CAvfZE2i6YyAIxWc9++wmdu48n+joMqZPjw8p26bNplxBVt2Lx48fANrz888bGDGibjJ/cbHvYKvZmOgzAgG2bFnDli29gLiwKoJwB97N0KNHX1q3VjHPUFF6W4UV9tF5Qoh4IEtK+WsEZPIbZg1mwDeJnB56F8Zrr93C7NnKAsjI6FDrU27evCXNm7ekpkZ1Q4LQZQrpsWnTco4cUTtJvRVQXV03Y8ATFRXqz9sE1FsNd945gzvumOCWZhkfn8CkSU/XeZ+Rm+fTT5/DZrOTnh6mBrkopfX88+r7n3uuisn4i9atW7NvH1x22T/djofDIti27VfeeedlunbtyZgx19QeD7Yh+d69sGPHuQCMHr2WDh2GBndBHaKjlSXgD+VGTIydigqoqTG+2Y4fV9lEZhsTKY3jC1Kq5A891q/fRU3NAGJjC+r0FwkEdrt7yqrWHzhSWUJG0Ir6g+Vs8oSvDYiVxjSjgCeAGFQ1cV/gQSnlxd7fGX6sXDmfefNuMc0KApDSUbtwLVs2l19++ZLTT7/SkDROf109D45RJe3evWpSa7zioUbbtl3ZsmUh1dU2fvopi5Ur3YObvkz2oiJzBkSHw10RXHppLhUVFfzzn/9HQcEB2rbN4qabZpCdbc2v/+CDX1s6LxgUFSl/cWKiKiAKxHRv1kzN8IoKd49oOBTBjh2/MXfu4wwffqGbIgjUIliyRLnFCgrA4bBx8sl7OPfcPiGSVqFLF/95l1q2bMvx49C+/SDTc7QF3UgZlJUZ1w8UFdV1g9rtpwKQkxP8dtlmg5NPVmnGlZXKqm8Ije5VXYad/PxiQsnpqaXWm36uhWv8HVUcdhRASrmOSNeyG0BzBXlTAuAeyPz446f4+usFfP21YoabODGVa69NYvfun9zes3DhdKqq6tYdvPDCNdx6a2fy8rbUtgQMh4m6cuV8Vqx4k+rqIkBSVeXOymllMSktNd9VaP0c9Bg79jq+/34/27c7WLlyJwMHelcC5eWlbNy4jGPH/OS7DRDajdy2beCZHNpE91z4g6XxNkKnTt25++6HGT36arfjgXxORYUiM9y8WSmClBSYNq09CQmh24G0axfYhkbbwfpSpmbpjWaUCEbFUYWFKpezf//WFqUzR1qaisF17aro4huCEgDYu1etRT/+uDFk1ywp8Z1eamVKVRlkDNV7y0oraaKe+eo9epxFmzbdyMlRffxKS49SUVFCfLx7twezzCOHo4b8/G089NDwWgrlcLiFfNEnW91VFhQYKwNfxFTV1b6rFG+8sQ0zZ45gxYrXrQkTJDRF0DqINaCyUqW4zptXN0sq1FZBTk4Xbrjhr1x00Vjd5wdWs7Bhg3pvhw5w113w0EO+Y0D+oHnzwPPlXT0JpFd3hlESgxlTppTGQdBt29RjKDZf6bpC7PoIDJshPl5ZrSUlQeaD6qD1D/EGK8Hin4UQVwJ2IUQXVHZP+H0BPuArTdQoNuDZrvDuuz/iyJH9pKa6zwLzmgGFwsK9FBYqV1HnzqFvr+iLPtnqolVRoW6C1q1dfk+zyXfxxQMoKyvl6affIi2tr88FKzm5BRUVJZSWHuPqq+MQQvDMMztISQl+t2YETREEU+5vtysN6hksBjUmVnPeA0WgbqHVq9XjkCGhb7wSF6dcQoEuhmVlBUAG7777EGPH/s2ry7KoyD1N9+hR47Tb48frbmDKy2HXLgcgaNOmFAhcE0ZFhf+3DhQdO3bn4EFo1y40JdPaps5XerQVi2Aa0BOoABYAx4BbgxUwWJhRDIOyBG64YZ7PAHG/fhcwfPikOrTL3rpuuVCKzTadjmFwkpl9N83N5c+CIqV7Cp4ZT8nPP//I1q2bqKiocKtaNMOTT/7G/PnVjBp1N9XVFVRVlZOUFL5msQcOqMdgFEGrVkq+Pn3G1Hkt1BbB3r27WL16Jfv3uxhTAnEL1dTAD6rGjAFh6P7RtWtwrSWjo5UGKS4+7jO1WU8dX1Zmfi8auTF++knFRuBbKip8OLx9oHXrhmUF6KEpUrMiPX9hNb3UpyKQUpZKKadLKQc6aR6mSykjmHBnDLPFOikp3TRLqLq6kl27NtQSdplB67qVlOSdyMvh2B3UJDLD2LEziI52T13Qu7kCaWKtMUSadS+aNOkOLrpoLJ07n2SJyvbrrxcwbVo2f/pTYm1Xsttu6+x3q0mrCIVF0Ly52kV27Di8zmuhTiF9//03uOKKM5g/f3btsUAUwebNakFo2zb0dAda4/RgkOLcWo8ZM9MS101BgVLq3lopGnUf1JRhRsZPpKQEdhMkJ0Pfvioe0lChb//prR2vVVilnrCSNdQVuBPI1p8vpaw7myIIbaHXaA9SUtqQm/u4Vyvgiy9e5pVXbiQuLonp05fy6qvTyMw8iRtvrEtxNHRoLn37XsjSpS/wySezOHq07i7Em1USDLTvsGDBdAoLdyNEFpMnu7KGtOCm1TQ3KV07MTOXzz33KHaPigrfqWtaoF6LY2i1G0bZVaGAw+GyCFq1Cvw6ZsFiUJMukH4OZmjZsg39+w+hffuc2mOBKJsvv1SP4bAGQpHtFhOjBkzKKMvfz9t5JSV1FaaULqK+O+6YXEtu5w+io1U8L9BmUZGCoqGOZd68Oxg+/J+0aBH4PWkWazGClf3su8BsFBeQSd+c+sHQobls3fodR4/m8ec/v0pcnPd0q5YtOyKEICoqlq1bv2f79tXk5W3GhOuOpKQULr30HqSUvPPO/6FnJg2WOM0Xhg7NZdCgXK65Ru0Shnqki5eX+5fv7MmbbwYr1oC3QL0/rSat4tAhtUinpRHQIqBBUwQ//PAlZ5yRRMeOrtVVSrUTDVUx0dixExk7dqLbMX97yW7YACtXqkUs0P7X3mC1aMwbtIW1ujo0rgwja2DnTrWgpaWpgLk/sNnU+HXs2PCVAEB8vPINFRUdoaSkhq1b7QEzF2ibGyuwogiqpZQvBCZK+HHttT7ZLmpx8snn8tZbavf666+r6NPnXNLSfNuJQ4bksmhRPJWVTwOq6njcuOCI06xAX1zi2fWpvNy/ieytUnHz5p+YP/95unc/mTPOuN7ntXwF6q22mrSKUGQMgUsRHDx4iLVrv3RTBKDcFeGqKi0rs04TLKVa/F50lrL88Y/h4cQPhUWg3aOLFz/L4MFXAcFFYY1cRpo10LdvDYoH0zr69m0cCkBDTIya5FdfPQshbBw5omg1cnL8j2t4FuR5gxVF8KEQ4kbgfVTAGABnY5pGi27dTueee5b4PO+VV6aybNkCHI6j2GxZTJz4BsOHh1cBaJgwIQYVm4+jutr9hg5lcHPZsg95880XaN48lX79fCsCX1lVVlpN+oNQBIpBsybmA3fw3nv5fPXVa24spEVFvqu2A4WVADwoBT9zpqvtZk4OXGRe+xgw4uNDs0BqimDHjo0UFORTVZUS8PgZuYUANjpT6j//fDQHD5Yxffpnlq6XnNy4lAC4xjMqKrF24T94UG3krGZ3lZQo5eGPhWYla+ga4C5Uyuha598a6x8RPuTnb2PevFtYunROWK6/cuV8li17EYfjCCBxOHYxb96UsAVEPaFaLCqHquduMpSKoHXrTNq2zaJXr1MsuYa8ZVWFw2UWikAxwJYt81H9jVQ9gRbT0P+ewXR50uPWW6+ib980li79ELCuCJYtU0ogKQlGjoQ77wwuq8cMoXALgWuhHTbsz6SkeO++5gtGbiGHA3Y59xxCrCY21np0u744g4KBpkQ9LfjCQuPxMcLu3f676axwDeX4Oqe+sGHDpyxZ8gxxcUmMGOF7JwswdWoWR47sIz6+GaWlRV6DzAsXTsfhcI+chsMHbobZs/O5445mHD0aXkUwZswExoyZQGmp8kv7gr7HQEHBrtom9HpOplDh6FH4/nv1PNismc8/n47W7EeD5++5e7eyHILNMz927AhFRUcQQtRJ4TVDZSX873/q+Q03hL5mQA8z+hF/oSmpdu36kZCgFqBAXU5GC92hQ64aj+ef3091tTX/mhCQmhqYHPUJbTxXrXqH7OxWtb0nQI1Fuo+OpBUV1jcdbp9r9oIQ4m4p5WPO55dLKd/VvTZTSnmv/x8XWjRr1oK0tEy/XBFFRflI6aC0VI3W0aN5ppkuvgq7wo2EhGS3vGI9KitD78awuuOA0PYYMEN1NfzrX0oZdO8OvXoFd72jR33/ng6HStns2lUFJwPFCy/8h9LSEhISEikutha0+/JL9V2zs1UnsHChZcvg00Y1aPef9v2sUKAboaLCeHOz2/nTZGWBEKJOWrUZUlLCY0mFG9p4bt++jl273BWBtiH05u7yZGy1Cm+uoXG6555U0ecF9nGhxamnXsZzz+31i/QsMbGuTaynb9DDV2FXJGDUk0BDqKyCvXt3cehQQa0vvqHgk0/g11/VgnzLLcFP7LQ067/nzp3WMy6MEBsbR2pqOrGxcZYmZ3ExvP++ej56dPgKnmy20ObRawvXtm3r2LZtdcD3pNkuVnMLZVmccvHxikG1S5fA5KhvaOPZv/9l9O49ss7r3lyXUoZHEQiT50b/NxqYkaQZ7fLPP38GENp+u/7gpZf+TF6e8tUYKYJQpOsBjB17BoMGteDFF6f5PjmCWOVs9TthQmgoAVSTHWu/Z2WlYpgNFkePWsveeOMNdW7XruGpGdDQsmVoA6jawrV69f/4+uu3A7YIzBSBZhEUFn7Eo49ewIYNn3q9Ttu2yiUUyRaToYQ2nllZ/WnXrm7DoYMHzdPA9+4NnL7a23BJk+dG/9cLjh0roLTUv+TspCRje99oV5iQkAvMJSamA0IIMjI6WO5tEArk5f2Gw6HKC41+4EAnnRlSU9uG9oJBIC9P9XuIjw+dm2TYsFxstrlAB8D375mXB1u3qj9/yeIeeOAW7rjjWn780fcWbd06+OortQhcf314F7Fg3F1G0JRKZubJZGf3w+Hwv3BOSt8WQUnJl6xbt5hjx8y1alSUbx96Q4dZsFhDWRnkG7QHP3wY9u2re9wqvBnbJwshjqF2//HO5zj/t1TWI4Q4D3gasAMvSSkfMTlvDPBvYKCU0nJG0sMPn8vOnT9wyimXcOedi3yev3LlfEpK6tZcR0XFGO4Kf/oJIJfx43M5rx6cYRdf/BcOHWrLoUPGFkEoFMGiRfOR0gYIli6dTUZGVsQUnTd88416HDAgtDvYpKRcjh3L5YUXrFkZWl57QoLabVrF4sX/Jj9/P8OHP+ST4viDD9TjZZf59xn+IipKtfgMJbTfpk+fUZzhbFC2ZYtyz1j93YqLjRe+sjK1A46KgnHjruWcc4aRnW2+K8jIaLyWgAbN/ZmXt521a3/mlFNG1Tln925l9WgFpeXlLmbWgD/X7AUpZVDF9kJVfjwHjAT2AquFEB9IKX/xOK8ZcAvgnQDIif37XcVVDoe6exITrfkNFi6cbtjKMi6uWZ3F7+BBWLtWPe/Z09LlQ46TTz6Xdu2Ua8HMIpAycH/yokXzuffeKZSVKY1y+PDusFBEBIJvv1WPQ4aE9rrx8SqDx1+20f37Fb2F1XL/O+98jm3bjtKsmfctamGhCk5HR8OIEdblCQSpqaGPPRjtYEtK1Cbq5JOtjZeZNbDHydeXmQnZ2T3JzvY+EYOhH2ko0JTn2rUfs2fPk4aKwOFwKduoqMAsVk+EU38OArZKKbdLKSuBtwGjjtz/AB5FS5j3gfJyF3/Go4+uZ/78GiZPnmtJILMsoJIS93SZmhp49ln1WYMGQfvwdWD0CW2iGVkEUgZHlvbEE9NrlYAGs8B5JLFhg1oEEhOhd+/QXlujqLjrrsHk51vfRlVXqyKdTZt8d3uSErKzL2XYsGuJifFuDnz7rTq/X7/QZfKYIRzplNoOtrKyisOHXUGVykrrla1m52luISu0Eh07NpzmMsFAG8/09E706XOu6XnFxUrZ7thhjRbGF8KpCDKBPbr/9zqP1UII0R9oL6X8yJ8L68vQbTYbUVHWbFBfWUDHj6u+uLffrjRuWhpMnuyPZKHF/v2/sn37CsA8CBRMwHj//vpNjzVCXh4842QNOe+80KcAaotFTU08+fnb/Xrv4cNq9+rLJVdSYr35+NfOhLfTQkM/bwqbLXRFZHpoO9jly+dz113uwU0rWWhFReasrFqyQOfOsHjx0yxbNtewjiA7O3R1EfUNzd3Tq9f5TJzondmnoiLwLCFP1JtHTSju4ieBOyycO0UIsUYIsQYCr/40qojVZ40sWAArVqjBTUyEqVP97+EaShw4sIWCgs2AOU+NVXZBI7RtW//psXpICU89pRbSAQMUx06ooSmCSy55hK5dA/M7+VK+hYVVrFjxJmvWfOD1vAMHlG83Li68dQOg/OehYlbVQ1u47PZEEhJSqK527VjKy30XNxkFPkFtxH79Vc3D005z8MYbt/PSS9fjmbDYqlXwHFQNCXoa6oh+bhivvQ/QO1XaOY9paAb0Ar4UynHZGvhACHGxZ8BYSjkXmAsgxACpKYIbbmhLTU0V99//FZmZJ/kUaOjQXPLy4P33pyPlbjIysujVawbbtuWSmQnLl6ud0/TpwTfsCAUyM3uSmHiYkhLzmoGCAuW68oeJFFR8oKSkrk0ZyfRYT2zfrlxCKSlKCYcj8KcpgvbtTw2YybSszHts5sCBIp5//mqSktIZMMCceF/j2D/llPBz4oSDtA5cc2TAgMu59dbL67y+d6+6N43GurLSvIhRq7A++2yIja3mwgvvoKKihKgoVwVls2bKGjiR4CrQk5SUFBEdHUdMTBCUuxYRzqVuNdBFCJGDUgDjgCu1F519kGtbWgkhvgTutJI1pCkCrUeA725i2mfCunW5SJlLcrLicbnnHnX8s89UwGXYMOhRN323XtCqVQ6XXJLDW295bzCRl+ffhPAMEmtISkrnmmuerrdAsUYlMWhQcHTT3qApgtJSlUWmaDLUpsAqPYaU6v1GfYOlhJISG6effqXP+3KzMvaCrpj2hZSU8PnPNQVm5ro8flylx7ZqpQj09Nizx/g9+fmqPafdDueeq7L6cnMfczsnOjq4FpsNFZoi2LTpWyZNOo277vqQ/v3DwDrogbApAilltRDiJuATVProK1LKn4UQDwJrpJTe7WYv0GIEkybN4ciRvDo9h82werXadYLKHHnkETVx7XZXU5JwuCOCgcr7ns+yZdNZvNh4wVI9Tq1bMEZBYoC4uKR6UwJSuiuCcEFbEBcuvIby8gXU1KgVzN+mOmaKoLQU4uPTuOkm78SEUirXByj6jHAiXNYAuNwyvuIB+fnKzaoRwRUWmgeJly5V43PaaeZ1D126ND5mUSvQvpPdHk98fDMqKkJcLGSCsDo/pJQfAx97HLvP5Nw/WL2uZhGcffYUy7LU1MA776jnffqozJSjR9XiP2OGcgs1xKDTL788BfxfbSMYowXL4VDK0aqvtCEGiffuVYtJUlJ4F0bN0igp+S8QOKGgWcDYavOZ/fvVuSkp4U17FCI0fQfM0K2bmkP790vuvnsoV1zxFwYMuNjw3B071ALvcJhXbVdVqbkIcM456rG0tIgjR/Jo3rwlSUlpZGSE9zvVJzSLIDPzZO69189ORl7giy6lUZZfBBIsfv99VXnXsiXccYdr8g0bptLTJkyAM88MrZyhwOef340ZY6Ye3nrAeqKhBYnBZQ0MGBCeoKYGV/DfeJJZVYZmAePCQqiurqK0tMgtcOoJzS3UrVt43RtJSeG9flycxgMk2LPHTkHBTtNzHQ5lke/caR4M/f575U7q0AE6dVLHNm5cyp13nsTcuZOA0NCNRAIxMcpqjI1V8Yz0dCV7QoL5Pa5ZBDU1ofvRKivh0Ue9n9MoFcGxY7Bp0xoefvg83nzzLp/nb9miFIEQMGWKGuzJk1Wx0uV141sNBoon33jGeC5YxcXWawruvHMG8fH1x6HkiV9+cVXXDh4c3s/S4j9CBKcMS0vVYrZpkyvgmZ+vFrFNm5YzcWIKjzxiXo6uKYJwu4VCXUnsCSFcvv8LLpjP8OHWrXQjLF2qHs8+26XAbDY7rVt3ISNDFRSEIw02VIiOVot8s2bKJdeihXpMT1fHUlLUZrR9e6VAMzNdf23b6hVBaOQpLVUu8O98lOs2OqLWqCg1AT/4YDYbNnzChg2f8N1375oG+oqLVXGYw6E6PWlVwj171l/FsBVoDeLNYLRgFRRYY5a89NJcpISZM6dz+LBqvRnqPgJGkFKZ/nrf7urV8Nxzatdy1lmqGjWcaNdOudAOHJhBdPQUqqpc1pY/yrC6WnXOqqhQG5NOnVwFUDU11cTFJREfb74Ka4rgJN/JbkEh3OnPQqhirs8/h6Ki9kH57ffuVeMSF+feo3vgwEsZOPBSQH2fcHSQCxR6aystzT/Fa7PVzYxzsQ1X8fDDoygpOcJDD1kiXTDEU0+pzUpqqveEk0aqCOazcaMrGGcW6HM4YNYsFUzNyYErroi4uAHDW4N4swXr0CG1s7DiCjjjjFxmzYpcYNjhUIViGzYo11ynTjB3rotT6IwzYNKk8GeBCAF9+1awZEkuLVrsprJyTsDKUCuEklKV+Wvo2/c8Xn31uOn7Dh9WSjshIfxV6+FWBDabyyLYsUM97tq1ngUL/sqgQWMYPnyS5WstW6YeTz/dPMupobmF0tPVGHv2FA8UmpKTMopNm5ZTVVVOaWkRCQn+m0H796vq4/h45Rqa4sVYa5SKAKZTU+PuBzEK9H3wgVp4mjVT1cINaSfhC94axJsxZlZUKB+s5lv1hu+//5lZs26kTZuuTJnyYjCiWsL//ucyT595RpnBmzcr/+m4cSowGCnCsMzMX4E+7N8/npNO+owxY+6nW7ehtGkTGRJ7LXOtY8fwfufY2PBn1thsSplpAeOnn55Cs2YxrF+/hJSUNpYVQUWFYmAF5RYyQ0NSBAkJLkUbqt/RVUcguPvuj2jRogNxcYH597TK7EGDfCckNLoYgVIEvrNeqqrgY2e+0tSpqrKyMcGMDiMmJsHrrvXQId90tMeOwYYN37N581d8/fVbwYjpFYWFatG/7z5YuFAda9dOff7mzcpcnTlTUUlEkjXylFNaAweAbDZtOsKcOdfVBiIjgZ071aNnXn2oEYmqeJtNLV5awPjbb3+ldesu3HTTW/TuPYKvv37b0nW++Ub5szt3rjsuL730Z+64ozubNn1Wr5X+GuLjVdZSOCivtfjHoUOQnT2cVq06YQtgckgJK1eq53o3mxkaqSLwHejTZx/06RMZ2UIJIzoMuz3BEsHenj3e207u2wdt2nSle/cz6dfvwmBFrYPiYhWgv/9+NcG3bFGm8+jR8Le/KWugRQvX80gjNbUlZ56p5doqkh+bLXSpSitXzueBB4axbJnxb6W5UMKtCMIdKNajY0f1OGjQIwwceCkDBlzCnDnX8eyzV1JU5JsQ54sv1KMRA2uzZulUVpbRvHmQFJtBwGZTsYs2bdTuOi0tPNlt7durOFl5uau62h9obsrly5VLPDXVWoFsI3UNzQAmAi62Kk+/+WefqceRIxtn9aF7g/jdQBZdu1r3YW/dqm4Azx1USYnif+nW7XTuv395SGUuKoIXXoD1613HunSBK69UOyht0X/0UeNAWaSwcuV81q6dDuwmNjaLSZPeDGmg/ODB7Wze/BXdu59h+HqkFEGkcu31cYLo6NNqi8YGDBgNSMrLj9O8uXmBzuHD8Ntvyo2lzxpbtmwuhw/voUuXIaxa9RZDhoSZkMkEWupnJCAE5OaqObR4sYOKikeJjT3OuHEzLb1/5UpFnKnh9NOtzbNGpwiUDy0XpQSuB2rqVNvu2KGqNuPj1UA0VmgN4teuhSee8M/f63CoQJEQymzXqkt3h6lmbOtWlaFQWKh+o7Q0lRFz7bV1eZDqk8NJy8bSAvEVFf5VFFvBsGHX0r37GaSl1U3hOnJEFTImJIS3kCw6Ovy01hr0iuCXX47z7rtPcOqpV3DzzQssvV+LHfXr504tsmrVW2zatJzp05cxf/6OsFZIe0Mki9eEULUlp5wCa9faWLKkFYmJjzN27AyEjx2tlK407PbtlQKz2lCrUSqCIUPgm2+uIyfnOh54wD0IXFUFLzpjn3/4Q/g4ayIJrcx+w4aNTJ58Fi++aL16TErlKkpLc2eD3Lx5JYWF++jUaRCtWvm3NS0qUhkJ3burG3f1apWiW1mpbuKbbw59S8RQwSgby5+KYitIT29PerpxOpBmDWRnh9dSjWSuvT5gfORIIu+99yRJSWm0b28tP1trQnTqqe7HR468gR49/kDbtt3qreI/Pj6ySSZCqPEcNw42bJBUVV3H0KHdkdKB6vVljo0bVQpuSoqKvfmz4Wp0igBUmuG2bWpSffABjBnjem3hQnW8RQvV+u9EgNZQRMq2hq02fcHhUAFKPZX1vHk3s3Pnj/TvfzF33fVfy9c6elSxsxYWwsSJSrannlIK56yz4Lrr6p+11RvMsrEKCnZF5PMj5RaKpCIQwhUw3rHDRvPm53HaaeMBcDhq2LdvExkZHThwYCtr1iwiJ+eUWhqKFStWsGXLGcTGQt++7tcdMmRs7fNIxjv0qI/iNSFUUsXVVwteeQWWLz+N0lIVO/Dm4fjI2dVFEfX595kNeMqaIy7OweTJNmbMULGASy5RX3zbNjUYNhtMmxY50zjcSE4Gu11SU5POvfeuDOgansUkzZq1IDo6jtatfeealpbC66+rcvlt21yB6NdfV+MuJVx6qarTaOjxmIyMLNNFv7y8mLi44NNS1qz5LwcObKV//4to27ab22uRyhiKtDsDVMB4xw64+OJ3axfQxx67iPXrlzBy5I189plyXp9xxgQGDLgYKSWvvbYCOIMuXY4QF2fcQi0xMfLxJCFUXCDSHgUhXCnWlNoAACAASURBVOM5YoQqBvvmG9UnZcUK5fH4wx/c3yOlYk7YsEG5YQNpedooFcFHH/2Tt976C1FRmygq6sZ33ymmwgVOl+QFF6gg5YkCmw1SUwUFBZCREZomvvfe+4nlc996y0UEBsoK6NZNmfRVVcpV1xiUAKhsLH2MAECIOEaNuo2oKP9mvRmN9YoVb/D99/+hRYsOdRSBVkMQTh792Fj/+1MEA22R1pSb9h0BsrL6sH//ZjZu/LT22OmnKzb60tJiampUC8Bzz3XfepeWHuO3374mIyOLU06JPC98q1b141bWKwIhYOLEY3TosJ5t29JZvboHr7yixlnfvvO11+DTT9X5V18dWNpwo1QEeXm/AZK4uNcpLp7BZ58p0/Hnn9Xu4RKjzsiNHG3aqGrU3bsj25Hpt99UxafdrjKw8vLUop+ZqSwFm01VLDYGJQDG2Vjt289g/Hj/4gOeQWd9dfspp1xMRkYWbdq4K4GiImVNaWmI4UKka2Y8FYHm/gIYN24mV175KKWlRWzbtpq0tMzaJlK//NKMiopmJCUdZdWqG+nVa26tRbZ37088+uj5dOo0iLffDpxiIRBER9dfbFGvCAAKCnby9ttn0rJlR4YN28by5fDwwyoO16OHshI+/VTJPG0aDBwY2Oc2SkUwadIcLrroTo4fr+DRR1WG0MMPq9cuvrh+20uGEikprlaUnTurYNDLL79KfHwWvXt7Kb8MEXbvhjlz1POLLlIBLD3uuSfsIoQFWjZWXp6qOD9uzgZhCm9B51mzdgIT6rxHWyA7dAifqyMqKrxKxgjad9ECxnl5KoGgd2+Ii1MBzoSE5vTu7e6zWLxYPUZFzeXbbxdw4YW30Lmzyh+122Po1WsE7dr1CEt8QAjlOjZikTXqMxEpaMFiDZmZJ9Gnz7l06HAyo0c7KCiw8fPP8NBDKrNo40Z13p/+FLgSgEaqCGw2W63JfcEF8J//uMivzj23noULAYRQri2bzV0RABw71pFff/0yaEVw1VUxSOngscc2Grb5/OwzmDdPsSC2bauKwU40aOb/kSNw990XMnLkRYwceYOl95oFnb3RWEciPtC2bf0F66Oj1RzcsgWefFJZjTNnqrTnmppqpHRw/Phhtm9fQ35+CzZtOpW4OMmYMVnY7S+TkZFde61OnQYwffpnREeHx82VlKQ2WqWlyseuR30rAr1FEBUVzT33LKn9/557VF+VDz+ENc5ejkOG1I0b+ItGqQj0uOwyGDVK3YT1VaAUaqSmqvRLfZMTTREIcSrdugVXYelwOGo7czVvXnf7ePgwvPGGUgLnnANjx0bW5xwp2Gyq6vz772HPno6sW7fEsiIwCzqnp2exf/+vCGGjRYsOREW5ij/CnTEUHV0/jdz1827qVBVP+uorVcH++efw6afdyMv7jfPOu5m4uCQWLfonoBo2t237OSNGjDO+MKG17oVw9Zpu3txFF62fZzEx9c9J5m0ds9th/Hg1LzdsUHP1wguDd82GVREIIc4Dnka1qnxJSvmIx+t/BqYCNUAxMEVK+Yuv6951Vy8cjhpuueVdsrJ6nXCLlObj1f+4yckafXIsSUlnBf0Zs2bt5NChXSQl1WXxevddFQQ+9VRlcp7IGDhQKYLExEkMHry+zutGAWFQXbM8oVW3P/LIeRw6tJMnn/zNjcgu3IogIyN8m6GYGLUZEEJZUdrz3bvdP7NVKxVD6tgR/vlPWLQIzj//Jt5++1ays/uRlJRORsY8Cgp6YLNtZdo044YM1dWV2O3RpKQEvsLZbMpC0tw/zZop+vDKSpfV1Ly5Ug5aH4H6VgJGC7qUkiNH8igqyicnR1VXp6erdG1vkFL6LELTELY9tFDVD88B5wM9gPFCCM/w/1tSyt5Syr7AY8CTvq5bXFzI3r0/s3//Zh5++Bxn85YTB3a7i2HRk8tEswr0lMf+YOXK+Uyblk1ubhQPPDCMw4frdg/fvVvt5uz2ujGBExH9+oEQ8ykpuYQXXriWadOya+8pLSCsdv6SgoJdzJ79J+bMuY7S0qNu10lKSq9lhR016m6EsJGY6FKyxcWKSCwmJnz8Shq1Q6ihWRrp6cpS1TpsaQrASPmccopSBkVFsGjRTQhRzfr117B69SgKCsYiBPztb9m0bp2JlJKNG5eyePHTSKef5skn/8if/pTEr79+FrDcSUlqwW/eXP3ZbGr89VaG3a6+V3KycgnVdx9kzxgBKFrvqVMzefbZ8abvq6mpZunSOW7HnnpqDDt2/Gjpc8PpTBkEbJVSbpdSVgJvA275PFJKfb/ARMDDW1cXhw65zPGjR/N48cUpJ5QySEszn2AtWijyrlWrtvl9XaNFzWjs3n1X7ZBGjAgvBUJDwY8/zgemAK5xee65q7j22iSef35CnYBwTU0V1dWVda4TF5dUm5E0cuQNPPjgNyQnu1ZmfaA4HGRliYnhqZuJilL3gZml4enT1h8fP149lpcLpBR8841g+XKlWKZMge7dXQ6JWbPG8/rrt1JYqJoZl5QcoaKilOTkwCq6wt2rOVwwGs/MzJNITm5JWlo7HA7j1mXvvfcgr746lZIStUHZuXMde/ZsZNmy2ZY+N5yuoUxAv+XcC9RpRCiEmArcDsQAw31dVEp3/3io6QHqG/pdnecNcfDgfOA2tmzx/7pWqBV27lQBqJgYVSD2e8DChdORsm4DoIoKk6bEJjh8eLebKd658yC318PtFgqHNZCSonbS3rwLZooAoFcvFTSOjlabi//+Fw4cULnuWVn6awgGDRqD3R6NEErjPP74SnJyjhMXZ9Khxos8UVHKfdWQK9zNYGQRREfHMnv2AVM3j5SSgwd3IKUkL+83OncehBA2ystLSEmxlkJW70MlpXwOeE4IcSXwf8A1nucIIaagtm2GsNpwvKGjZUv3XUzdNna/Alk4HHuZOjWL8eOts5FayXJ57z31OGJEw2oAEk54awDkD6SU3HBDG/74x79xzjlT67z+66/qMVyKINW4KDeo61mhV/DFIqsPXk+caH7epEnuO9fsbEGzZv5v6TMy6jfrJ1iYW1iug/n520hJaUNsbELtazfe+DoXXHB7bQwhK6s3zz23xzK9ejhdQ/sAPfNWO+cxM7wNGO5DpZRzpZQDpJQDjF632nC8ISMxsW61qd6FsHLlfFategNlZEkKC41dO2Ywa3STmKjY4bZuVbnf0dEqC+v3ArNxCQRFRfm8/fa9dX6T0lKV7y1EeHoyhzrFMinJOseO0Q42WGg+e38RH9+4lYAGbxbYjh0/8M9/jua665L59tt3de8RtUpA+99msyOl5KOPnuTQobrxQD3CqQhWA12EEDlCiBhgHPCB/gQhhJ4I4kLAb6eHPw3HGypiYqBr17oTSv+/N9eOGbTg8PjxNsrLjaumysuP88UX82s5zM8///djDYBxAyB/oWeFLCs7VkdB//ijysLq1i30O3cIbWwgLs4/7v1QKoLy8hLWr1/CwYMruOqqkTz++L2W36sFfRs7vLnapJR8/fUCbDY7f/vbFwwefBn79m1i795faoPsnti3bxPvv/8QDz/s3dcbNteQlLJaCHET8AkqffQVKeXPQogHgTVSyg+Am4QQI4Aq4AgGbiFPxMYmUlVVjsPhqNOHoDHCbld0zmY7Oi332d8CJk8KhOJi45Zl1dWVvP76dMrLc2nXzp3J9fcA7d6ZN+8WiosP+/1+m81eJ4DnGXvR+PYH14mQhQah2gVHRalYgz856aGkFpk9+1q+++7fnHHGOaxatZQoi07+mBjlVm2MMQFPeFMEQghycx93O7Zo0UxWrnyT66573rAGZuHC6TgcNYwdez8zZ5pz74R16KSUHwMfexy7T/f8Fn+vmZnZnRkz1oRAuvpBUpK6abdvVzdu9+7ed3R2u8p9NitgklIyeXIG11zztJtCNLIgzFBevhu7HW68sf7T5+oDGuXE+PHmq5oQdqR0X/CjomIMM4jApaDLy2HdOnVs0CDDU4NGKCwCIZQS8DejKZQWQe/eIygp2clll13LuHGTSU/33YQgLk5lNTUWritf8Hc8mzXLICWlNd26GTcmvvXWd6mqqiAtzftu4QSpxW0ciIpS1BEtWyoF0LOn78pJ7abw5sIoLj7MnDnXubkj/AuCZjFgQPipkRs6MjI6GB5PTu7AjTfOIynJ5XtISkrn+utfMX1PenoWDodixNXcQuFq1hMKiyAlJbA4Qyhbjk6YcD0ffriaiy8ezwUXXMbgwWd6PT8+/sRSAuDdItDj4MEdPPHEJezfv5nnn99P+/a9DM+z26OIi/N9gzQ6Y2r79rXcdFMW48Y93OhcQh07uiabVT+8dlNo3/WFF64xzCWurq50c0d44913v34CUs5o1C09QwUjimpI4NixGdTU5PLii8b3m+d7YmISGDVqBk89pdJx7fbwMeJqTdWDQVxc4A1YQmURCGGdHkMIV2rriQar45mUlMa6dYsBSWlpkVvxotE1faFRWgSHD+9pdIVkycmB7Qj1pvrQobk4HOY8Q/p4wdixM3ymjqWkdEDKuSQk5NbpDvV7xNChuUyePJeMjA4IIcjI6ED//nOBXObOVU1CrLznzDPn8vbbuaxZo3brf/2rqmAOBxITg9sR22zB0VZb3cH6QkaGdXoHrVL494yEhObcdtt/eOaZXV6VQFycolHp2tX79YRZtLmhQghRK3BGRgcn5W/DR69egRFo/fSToifQMG1atulO33M8JkyIp6qq3PTcM87YyfvvK86SKaZVGk2YPx/+9z+1+AwerFw9V11l7Js/flwRr1VVQf/+MGFCeCu0W7UKzqWXnh5cG8jDh1WxXKC0Jxp697bm4tLaOIajOrshoLJSpRoHUjRqhJwcdY9ERUH79mKtWQp+o7QINDSWQrIWLQJnUfQ0E8eOnYHdbrx1Ki8v5pVXbmTy5AzGjxdUVZUjhK3O+TExCYwZM4MvvlD/n3ZaYLL9XjBunGoCUlSkmoB88YXiYzLCF18oJXDyyXDXXaFTAkasmEIEF3cQInh2z1C4hjSeHytISjpxlQCExsLSfg+73bq116gVQWMoJEtODm7H5jnJhg7N5c9/fpXo6LpJ08XFh/nssxfc0iCldOBwOEhKSq91XUyePJeSklyOHlWy9ewZuHy/B9jtcOutys+vxVK0hiB6OBywdKl6Hsq+GO3bq8bu+vsoNlZZmcG4SGJiQrPopKYqGQO9lj/U2Y2RP8gfhEKxdu+uCCozM60rzUYXLNbQGArJzArF/IHRe4cOzaV581xmzsxGkaV5h5Q1xMUl8eKLBYBKabz5ZvXa5ZefWFkX4UKzZsoyKCyEVavgl19UWq8+d/3HHxXDaMuWoasgTk1VExrU7j8lRbkPuncPPtU3FO0YtR2sJuMe7wWsdRAfb92qSU6uf5rocCNYiyA5OTBl2SgtAm1X29CzhjTfXDAwUyLdugFYd43p3Wgffqh82V26cEIEiSNZSJSWpha98nJ3v3hpKbz1lno+cmRoMmns9rrWZE6OclOFot4jFLQU+kUrkFiDVUru6OjwVGU3NASrCNq1C+x9jc4i6NjxlEZRUGazhcY/bHZTKJ9xFlVVvi0CcLnRtm5VzULARRPc2NGqleqGFSn07q0+b+NGtfsqLIRPPoH9+5WLZMQI39fwhoQEdZ2EhLoLfig5hUJlEWjwN94QG2vdh52efmLcq74QqCKIilIblEBdZ41OETQWZGSEZqfqzcd39tkzWLJkCuC9gjgqKoaxY2dQXg7PPad82RdcACfVbVXc6CCEuyLQKDnCid69YckS1XxdY2wF5ea47bbgF9jOncPTW0CPmJjQ5f9rsNmUMtBnuXlDhw4Wc9xDUCvRmODv75KQoKzEYNabJkUQBiQkhK4Llbeb4pprcrHb4eOPpyPlLhSlUw0g0Hr8JCWlM2aMop+YP1/xwbdvr/oQnwiIj3d1nSouVt9t/37lvw8XevRQCrqsTE2+zp2VDJdcAm2s0b+bol278CsBCN3C6nl/WlUEWrczK4j3ryVBo4YQ6t5KTVXusIMHvZ9vt6s4ZLCbziZFEELYbMp3H8piF1+7g6uuyiUpCRYu1FsGEpstgb595/Lbb7m8/rq6oT75RN1o119/4nAKaQuaFkRt3RoqKiA/P7yfedVVqpFPKBZ/UBO5XbvIdYULlbLx3NFbcQ9FRdWlXPeG35MiAPV9VQxQ3dNHdV1RNUVhs6mYTKtWoVHqjU4RNFQ/oc2mMjlCnd5mxUxctmw6nu4hh6OUH36YDqiA+uLF6vi550KnTqGVsT6hLRJpaWqB0Spl8/Ndi+vOneqcxERXI/Ngcd55obmOhq5dI5caGRMTOovAcz5aCRh36uRf9s/vTRHo3Zs5OSpDrXVrVY8UrsSIJkUQAiQnqx1OOEx6K4rAnGBuN//3f8pUf+EFZalccUVIxat3aAtaQoJrwWjWTAUi27dXSkEIpQAyM1WKZ0NDTExk8+ND+Vme8zE21sUDlJ+vsqv0aNXKv+yfmJgTu4DMCPoxjY1VmX3hXveaFEGQaNZM+YzDBSuKwIxgLiMjq7ZYTMtrP9GCbvrdov7e6NTJteBp7hYvNE31inCxkhrBbg9tFy+j+di9u3pMTFS7WVAKuUUL/5XQidBxzF94jmkk1rxGV0fQ0BRBuLsiWVEERhTVngV3cXEnnhIAc7eB0YITSsrkUCKSnbWCJanzhLfxTE5WrrkuXVRAvXlz/z47OvrEryRuKGiyCIJEuHdzVhYurbBu4cLpHD68m/T0xt+5zQoCcRtER6tgckNBbGxwpG/+ItT+dl/zMdACJ/j91A54oj6+c5MiCALJyeHPvrG6g9W6bP2eEIiF09D8zZGslhUi9FZhuOZjauqJacFaQX2scWE1lIUQ5wkhfhVCbBVC/NXg9duFEL8IITYIIZYJIYzbPbm9JzyyBoJI+HYboiujoSCQhaKh9bWNJK9+fHzo50845mNq6u+738AJpQiEEHbgOeB8oAcwXgjhGVb9ERggpewD/Bt4zPd1Qy1pYLDbmxRBfSOQLK2GRloWSR94ONIwQz0fk5J+30oATjBFAAwCtkopt0spK4G3AbeGfVLKL6SUWgL8t4BPj2JDUQRZWZEpympSBOYIRBE0JIugWbPIuqrClY8fqjkZHR3ZwHlDxYmmCDIBPSntXucxM0wEFhu9IISYIoRYI4RYc+TIoRCKGBiSkyNXAdqkCMwRSGphQ7IIIrnzjYkJnxIM1T2q1Xw0IfJoEPsjIcRVwABgmNHrUsq5wFznuYfGjxfWKDd9IwMoCNG1wokmOUOPxiJrk5yhxe9ZTtMYbDgVwT6gve7/ds5jbhBCjACmA8OklD4T+6SULUIloBBijVkPz4aEJjlDj8Yia5OcoUWTnMYIp+NhNdBFCJEjhIgBxgEf6E8QQvQD5gAXSyl98Ow1oQlNaEITwoGwKQIpZTVwE/AJsAl4R0r5sxDiQSHExc7THgeSgHeFEOuEEB+YXK4JTWhCE5oQJoQ1RiCl/Bj42OPYfbrnQfZyChpz6/nzraJJztCjscjaJGdo0SSnAYQMdzunJjShCU1oQoNGU3JiE5rQhCb8znFCKwIhRISy/YOHECKCrDOBQwjRKEp+msYztBBChCxbL5xoLHO+oY3nCakIhBBJQoh/AYuFEHOEEH+sb5nMIIRIEEI8BywRQkxzZlIhhGhQv41zTJ8CPhJCPCSEOKu+ZTJC03iGFkKIOCHEC8AXzkSP4c7jDXE8G/ycb6jj2aB+zFBACJEJvIHq4H4BsBwLHEb1iNuBdOAaIA6VTouUssG0URFCdAHeB2qA64BDwL31KpQ5msYztLgOaIkq9twBvCKEiGtg49mY5nyDHM8TThEA5cBLUspbpJQHgHeAdUKIPvUsVy2EEHHOxyggBnhLSrlZSvk4cMi5U6z3XYIOJcBcKeWdUspfUJlgeUKIINjmQ4em8QwthBD6FvQC+EZKeVhK+SrwDTDTeV5DIYRo0HO+MYxnQ5kYAUMI0U0IMVsIEQ8gpTwMfKk7pT3QEfi1HsRzgxCiqxBiPjBLCDHAWWuRBAzRnfZn4GohRLv62iU4x7R2RyWl3I87D1QC0F1KuTfiwunQNJ6hhRCisxDiHeA1IcSFQohY50stdafdBYwWQnSSUsr6WLway5xvLOMJjVwRCCGGokzCKSiXAEIIIaUs0Z0WA+y0Ql8RTjhv2jnAemADMFUIMRF4FPizECIDQEq5B3gTmFxPcl4IvAfcKZw9JIQQUVLKYt1padT/JGsazxDCaS39C/gJNadGAfcBrwMXCCF6ATiV1X9xurJkhPPPG8ucbyzjqaFRKwLgMMrn1hX4kxCig8FA9gO2AQghJtejudgJKJFSPialnAW8BIwG4oEXcC8g+Q3F1lof5mI+kIsa078IIZKklNVCCJtOlh7Az075rhRCdI2wjNA0nqFGG+AoMENK+V/gH8BIoAtK4U4XroycJUCoiB/9RWOZ841lPIFGrgiklJtQPQ+2Ap8BD0IdX/DZQLoQ4j/AlSh/YsQhpfwJyBZCnOk8tAFYBtyNIt1LE0LcL4S4ApgElDnfF9EdgpRyDbDZOaZLgNnOl4ROlqFACyHE+6hFriqSMjrlbBrPIKFXilLKfSgG4JG6/18AZjoVbQnwgBBiEsrqKoyEjAZyNtg5r5ehIY+nIaSUDf4PZTon6/4Xns+BZsBW4GyP9y5G7bYui5CsGUArvXyAzfl8GvCm7rW+wMvO93QFJgCfArn1IafBmCajdjUDda/FohbdtcAVEZCzDXCax7GGOJ515GzA4znR45jd+XgtsFJ3PAUVeO0LpKLcG29HcDwnmrzWYOY8qsfKE0BMQx5Pn9+jvgWwMNB/Q5HWvQ383XnM5nGONvC3Av9zPh/vXIT/EEFZ/w/YjGq7+YheNufzzsB/gGuc/6ejSPlaR3hMjeQ0G9O/AV84n5/nfLw0grL+jNpJ93f+r1dYDWI8fcnZUMbT+dlrgdtNXrcBnwO36o69DvSK8Fh6ldNjPOttzqMSEX4CnkUlKXjOoQYxnpa+S30L4GWQE1HspAuBVqgdXhGQ7Xy9zg7W+fyI87yXgbgIyRoHPILS9i2c8pYCadoNoTv3HJT/sj9wBfAFkNUQ5PQ4Vz+m1cBx4GkgOkKy2pyTazHKdL4NSGxI42lBTrN7tD7G8wnnZ9b5PA/ZTkHlt18KXOVckHtEcDxN5fQic0TnPC6LdJbZoo7LaqnX8bT8nepbAIMBTHE+RgF/AKJ0r70IXGfyvuYoxbEBOD2Ssjqft9E9/wOwAOhpcnPcADzjvCnCLqu/cupez3CO+Y+RllN37FngTueieWZDG08rcjaE8QROQvUFb4baVF0HnOpxvrbAXQI8AHwFDG1ocurOjeic95DTBmxEbaZ6OuW4Ft2mCpfVEtHxDOi71bcAukFLd06mT4Gbgc661wQqJewLoK/J+21An3qStbvzeBRqh7oT+CfwPcpc1W4I/U7W3lDl1L0/KkITTC/nNOAk5/HOwGvO57ejdty3Au20+6Iex9OynPU8njfr5Pw7KhD9NXA/KlNlgu7+FOGWLRRy6t4fkTlv8Lv3dh6fCTzlPH49qjBwpm6e2cItW6j+GkTWkBDiVJRpXQA8hArA3Kw7xYa6MSoxaHcJikJASrkhzKKayXqjU4Zq4Aego5TyDtQu4Han/EhdQZOUsqahyqmTsVpKuSrCcrbTybkVOCaEsAPdgFuAwdJZeCWds835PNLjaVlOnYz1MZ6ZKIsJlLXyIDBCSvkAqnHUjTr5JBFCMHJqiMScN/ndJzpf1lyS70op5wB/AVrjLBiTDYiGwxcaRPN6VCbFk1LKt6GWOfJsZyVelZSyRgjR0fn8kFCEUjHa+Q1E1jigQkpZ23BaSvmREOJO1E2+s0lOv+SMRuXX90aZ/ttQ/mMphOgipdzSJKdlOUc4f/ciKeU/tBOllB8KIW5HLW6RzmNvzHKOdL62HFXF3t8p50ZnIWOjUQAaIq4InFWAbjsPKeVmIcQe3WtVKNeQvjLwbCBeCPE6atf1lwYma7n+PUKIk1A7iF3A/iY5/ZazClgvhFgJrJBSfiqEyEH1vg5rXvgJKGcn7XfXvbcH6nffScP53RuLnB2dr20VQjwL/FUoPquOKKt6RzjlDAci6hoSQkTrB9qjUKRE91o2anelRwbQC5WXO1hK+WUDlTVWCHE1KtvpcynltVLKyiY5A5NTSvk3KeWnzuc7pJQPS0Ub0SRnAHIKIaKEEKNR6djLpJR/ciqzJjkD+93XodxWK4EPpJQXSVU81qgQMUUghLgJWCoUB/coUD5JfTWe7nlH4DvnsT8KIZqjaHuzpZRh7+UZjKwoArFPUD7i55rkDPq3bx1O2X5vcqIybZYDgxry795Y5BRCtJVSFkop/yOlfDmccoYTYVcEQog0odw55wL3oIIu1zjN59qAihCij3QFV3oAXYUQi4HLUfGAzVLKskYgq11KeTCcsv6O5BxDBPytvyM5L0NlshR6umCa5Az4d68Ol3wRhQx/6pUdxRSo5Xx3BF7DmbuOirK/DqwA2gJZwDEUrWzEKlgbk6xNcjbJ2STn70fOiIxFGAY3ClVY0153LEn33IYqGOni/H8kcKPHNf4UoRuhUcjaJGeTnE1y/n7krI+/UA90b1R+ej6wwOSck4CPTV6LCaU8J4KsTXI2ydkk5+9Hzvr6C3WMoABV6t8dRRF8DoAQwq6LwrdB9WhFCDFYOJt2CyGEDGPWSiOWtUnOJjmb5Pz9yFkvCKkikFLmAQullEdQvjat604NiiYC4GQgRgjxOP/f3h2E2BTFcRz//jFJQ7PB1qSGhZKFlYVkoUiyYKNYKjVs2NtYWCk1xBJre1ZWREpDWVsKJYXMlJm/xbnykpln8ua+d53vp17vvfvuef3u2/x759xzTpme/bNta7Mau5TVnOY0Zz05h2Xgdw3lr7tQNgQbdAAAAi1JREFU7gJzEXGhOb7YVN79wEHgY2buy8xHg87wt7qS1ZzmNGc9OYdiNfudKLdlPWte726ej9EzWDMqj65kNac5zVlPztZ+jxZ+8AfAPGVlvs3DvuD/Ias5zWnOenK28Vi1CWVRNue+QhmJn87MI9mz0Nko6UpWcw6WOQfLnN31cyLF6nx5xGHKOjbzfU8esq5kNedgmXOwzNlNq1oIJEmjbyQ2ppEkDY+FQJIqZyGQpMpZCCSpchYCSaqchUDqIyIWImI2Il5HxMuIuBg9u1ct0WYyIk61lVH6FxYCqb9vmbknM3dR1qg/DFzu02YSsBCoE5xHIPUREV8yc2PP++3Ac2AzsA24B4w3H09n5pOIeEqZufoGuENZAvkqcABYD9zIzNutXYS0DAuB1MfvhaA59gnYCXwGFjNzLiKmKJue7I2IA8ClzDzanH8W2JqZVyJiPfAYOJmZb1q9GOkP1g07gNRxY8BMROwBFoAdS5x3CNgdESea9xPAFOUfgzRUFgJphZquoQXgPWWs4B1lU5M1wNxSzYDzmfmwlZDSCjhYLK1ARGwBbgEzWfpVJ4C3mbkInAbWNqd+Bjb1NH0InIuIseZ7dkTEONII8B+B1N+GiJildAN9pwwOX2s+uwncj4gzlPXtvzbHXwELEfGSsjXidcqdRC+a3bA+AMfbugBpOQ4WS1Ll7BqSpMpZCCSpchYCSaqchUCSKmchkKTKWQgkqXIWAkmqnIVAkir3A65JFVg17AbMAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -703,21 +1033,1592 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 13169, {'val_loss': '-0.9930673241615295', 'val/kl': '0.0002287834940943867', 'val/mse': '0.004163599573075771', 'val/std': '0.037404779344797134'}\n", - "Epoch 5: reducing learning rate of group 0 to 2.0000e-04.\n" + "step val 13169, {'val_loss': '-0.005898784380406141', 'val/kl': '2.558767164373421e-06', 'val/mse': '0.019413426518440247', 'val/std': '0.18143008649349213'}\n", + "Epoch 5: reducing learning rate of group 0 to 1.0000e-05.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 15364, {'val_loss': '-0.005602153949439526', 'val/kl': '2.5039045681296557e-07', 'val/mse': '0.022906549274921417', 'val/std': '0.18583142757415771'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 17559, {'val_loss': '-0.005709900055080652', 'val/kl': '1.527369164477932e-07', 'val/mse': '0.022017942741513252', 'val/std': '0.18484126031398773'}\n", + "Epoch 7: reducing learning rate of group 0 to 1.0000e-06.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 19754, {'val_loss': '-0.005693569779396057', 'val/kl': '1.527369164477932e-07', 'val/mse': '0.02193894423544407', 'val/std': '0.18569044768810272'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 21949, {'val_loss': '-0.0057144430465996265', 'val/kl': '1.527369164477932e-07', 'val/mse': '0.02170126885175705', 'val/std': '0.18559220433235168'}\n", + "Epoch 9: reducing learning rate of group 0 to 1.0000e-07.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 24144, {'val_loss': '-0.005716560408473015', 'val/kl': '1.527369164477932e-07', 'val/mse': '0.021699121221899986', 'val/std': '0.1855170875787735'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxfrHP5OEBEJCKAktkIQSQDoIghivgB0bdjF4sYHdn17lqljAgkpRr3ixgIqKKNiI6FVEURG86KUrXUoIIaSSXjbZ3fn9MbvJ7uZszbbAfp9nn2zOmTNnds6c+c5b5n2FlJIQQgghhBBOXYQFugEhhBBCCCEEFiEiCCGEEEI4xREighBCCCGEUxwhIgghhBBCOMURIoIQQgghhFMcISIIIYQQQjjFESKCZgohhBRC9A50O0IIIYTmjxARhOBVCCHOFULsFUJUCSF+EkIkOyibYipTZbrmPJvzDwohcoUQZUKId4UQURp1nGMixecsjg0UQnwnhCgUQjjcKCOE6CiE+FgIkSOEKBVC/CqEGGVT5kYhxBEhRKUQIkMI0d7i3L1CiM1CCJ0Q4j2b6/qbzhWbPj8IIfo7aEukEOIzIUSm6TeNtTk/XQixUwhRLoQ4LISY7uS3uVReqw81ygghxBwhRJHpM0cIISzOhwshnjP1Y7kQYpsQoq2dum4QQuwz9Xe+EOJ9IUQbi/PthRArTf19RAhxo5Pf6ej5uFXXqYoQEYTgNQgh4oEvgCeB9sBmYIWDSz4GtgEdgMeBz4QQCaa6LgQeBc4FkoGewNM292sBvAr8blNvHfAJcJsLzY4BNgGnm9r8PvAfIUSM6R4DgLeAm4BOQBXwusX1OcBzwLsadecA15jqjQdWAcudtGcDMBnI1TgngL8D7YCLgHuFEDc4qMtpeQd9aItpwERgCDAYuAy4w+L808AY4EygDaq/auzU9StwlpQyDvVcI1B9aMZCoBbV3+nAG6bn0PgHOn8+Ltd1SkNKGfo0ww8ggd6m73HAB0ABcAR4AggznesNrANKgUJghem4AF4B8oEy4E9gYBPbNA34r8X/rYFqoJ9G2T6ADoi1OLYeuNP0/SPgeYtz5wK5NnU8CswF3gOe07hHbzXE3f4dZcDppu/PAx9ZnOuFmlhiba55DnjPQZ0RwD1AlYttyAbGOimzAHjNjd/VqLyzPrQo919gmsX/twG/mb63AyqAXh70dYxp7H5jMWZqgT4WZZYCL9q53u7zcbeuU/kTkghODryGIoOewDmoVeAtpnPPAmtQL2s3U1mAC4C/oSbkOOA6oAhACPGoEKLE3sdBOwYAO8z/SCkrgYOm41plD0kpyy2O7bAoa1WX6XsnIUQHUxuTgVuBZxy0x20IIYYCkcABrXZIKQ9imlzcqLMEtTp+DTVxeaOdAjgb2OVpeTf7UOt5mJ/VIEAPXGNS5e0XQtxjcZ8023FjOlYKlANXA/8yneoD6KWU+7XuJYRIMo3DJK122Twfh3WF0ICIQDcghKZBCBEO3AAMNU2q5UKIl1Ci8jsoNUky0FVKmY1SPWA6Hgv0A/4npdxjrlNK+SLwogfNiUFJJZYoNd1Hq2ypRtlEO+fN32NRhLUAeFJKWWGhqm4STHrqpcDTUkrz/ey1U+s3aUJK2VYI0RqYgpLYvIFZKNXukiaUd6cPtZ5HjIlguqEWE32AHkAqsFYIsV9K+b2UcgNgZS8wHYsTQiQCU4FMi/uU2dy7vr+llFk2dTl6PgZHdYXQgJBE0PwRD7TAeoI5QsOE+k+UGuh/QohdQohbAaSUPwL/RulQ84UQiywNds5gWplVmD+mwxUo/bAl2qBWfbZwVtb2vPl7uRDiMpRqxpH9wS0IIVoBX6HUHS+40U6XYJKO3gQ+EMpArdV/rrb1XpTUd4mUUmc6NsOivjddKO9uH2o9jwqp9C3VpmPPSCmrpZR/oGwhE5xVKqU8BqymwXbibn87Ku+VZ3cqIEQEzR+FNKz6zUgCjgFIKXOllFOllF1Rxr3XhcntVEq5QEp5OtAftZqbDo0mlUYf07VZUsoY88d0310oYyKmelqjdLZa6otdQE8hhOXqbIhFWau6TN/zpJRFKHvBCJMaIhe4HnhACPGlG/1WD6G8kTJQevk7bE7b/qaeQBSwH/cRBkQDiXb6z5W23orJiG6S8ACQUj5vUd+dzsrjfh9qPQ/zs/rD3AyL8+6ENY5AjRNQ/RohhEi1cy+H7bJ5Pu7Wdeoi0EaK0MezD9bG4g+BlSiRNxnYC9xuOnct0M30fQBq9dYTGAmMQkkTrVGrsqeb2KYElOh9NdASmIPJoGin/G/AfFPZK4ESIMF07iKU50x/lCrgR0xGPtPv7GzxWYEyfLc3nRemOvub+qklEGWnDS1QkkAGEKFxfgBKvXC2qZ8+BJZbnI8w1f8CSq3U0lwPcD4wDAhHrUQXoDyJWjrokyhTHdkoO05LQJjOpZv65DQXn4fd8s76UKP8ncAelKTZFTWZ3mlx/heU904UcBrKCeFcB+1KMn1PRjkzfGFxfjnKo6w1cJZpTA2wU5ez5+NyXafyJ+ANCH08fHDWRNDO9AIUAEeBp2jwGpqLkg4qUIbbaabj56JWchUoqWIZEOOFdp2HIqJq4GcgxeLcm8CbFv+nmMpUA/uA82zq+geQZ3rRl2B/Mn8PC48XU73S5pNp59pzTOerTH1h/pxtUeZGIAuoBL60nCxRunfbe80ynbvW1BcVpmfzH2Cwk/7L1KgvxXTuMEr6s2znmw7qcrm8bR9qnBemsXTC9JmLiaBM5xNRi4kK4BBwh8W5s1FqJPP/s1FEV2n6uwjoYHG+PYqYK039fqPFuSTTPZJcfD526wp9Gj7mlUYIIYQQQginKEI2ghBCCCGEUxwhIgghhBBCOMURIoIQQgghhFMcISIIIYQQQjjFESKCEEIIIYRTHM0uxER8fLxMSUkJyL31ejAa/X/fiAgIO0Uou7bW9/eIjPT9PXwBf/SNuwgLU+PzZIbRqN59f8CX7/qWLVsKpZQJmvf1zS19h5SUFDZv3hyQe2dn+29AWKJjR4iO9v99/Q2DAY4e9e09wsOhe3ff3sMX0OvV+As2xMZChw6BboVvkZ8PVVX+uVdCArRu7Zu6hRB241ydIuvMpqOuLjAkAHCqbPWoq/P9PZprXwZCEg1BjZfqauflmjtCROAi/LUi0EJznbzchT+Itrn2pcEQ6BZoo7n2p6uorvbvbwxUf4aIwEWEiMD38BcRNMf+DFYiONlxKkgDECICl2A0gk4XuPs3x4nLE/hDNQTNsz+DlQiaY1+6CoMhsAtAf6LZGYsDgUB7a5wq+mF/kW1znLyClQhOVpSXQ3Gx/9+9k1I1JIS4SAixTwhxQAjxqMb5ZCHEWiHEH0KIn4UQ3XzZHk/hr5WqPTTHictdVFX5zxjfHPszWBcDzbEvXYG3SUCnq2Hv3j+9V6GX4TMiMKVQXAhcjIoLP0kI0d+m2HzgAynlYFTe1BcIQgTKW8iMk/Vls0SFWzm6mobm2J8hicB/0Om8T7zTpk3k4osHs3XrRoflTkaJ4AzggJTykJSyFpUg4gqbMv1RCUcAftI4HxQISQS+hb91sc2xP4OVCJpjXzpDTY3368zKOgTAnj07vF+5F+BLG0EiKkmKGdmojFiW2AFcBbyKylAVK4ToIFU6wqBBoCWCYFULeAv+lAageU5ewUoEJyN84Sn000+uZTY9GSUCV/AwcI4QYhsqU9QxoNGQF0JME0JsFkJsLigo8HcbQxKBj+Fvz4zm2J/Buhhojn3pCFIG1kMwUPAlERwDLDfzdzMdq4eUMkdKeZWUchjwuOlYiW1FUspFUsoRUsoRCQmaoTJ8Br0+8IM90Pf3JQwG/794za0/jcbm1+bmipoa7/Z1QUEe8+bNYN++nQA4ywh5MkoEm4BUIUQPIUQkcAOwyrKAECJeCGFuw2PAuz5sj0cItFoITu5JIBAbdppbfwazWiiY+/Lll1/miiuu4LfffnP5mvJy77Zh7dqveP31F5gxYxpjx/bm7LN7ePcGXoLPiEBKqQfuBb4D9gCfSCl3CSGeEUJcbio2FtgnhNgPdEIltQ4qBFotBMGrFvAGArFhJ5gnLy0EIxEEY5tssWnTJlatWsXBgwddKl9e7v3x2LNnX26++X5uueX/yM7OJCcnC50DEThQY7PZJa8fMWKE9Gf00RMnoKzMb7fTRIsWkJgY2Db4AlJCVpb/B398PMTE+PeeTUFlJQTANGYX+flw6JCKPDpsGHTtGugWNUZ1dTXbt28nNzeXkSNH0q2b4y1Kej0cO+bbsXj48F906tSV6Gj74UXj4qBdO9/cXwixRUo5QutcaGexE4RUQ75DVVVgfltz689gkAgPHVLtiI2Fw4fVMX97e7mKI0eOMHDgQG666SYWLlyIEMLpNdu27aOkxEBqqu1WJ++hR49Up2VORhvBSYFgUA01t4nLFUipdm8G6t7NCYFWw1RXKymgsLCBBCB4A/itXr2aiooKSktLXSKBoqIiLrtsHJMmjePw4b8AtRPYG9i8+Vdyc485NRIHGiEicAC9PjBEUF0NOTkNhtRgWBF6G2VlofwOriLQRHDEbjqT4MQdd9zBwYMHuf3221myZAnffPONw/K5uUUMGHA6SUk9OXGigGuuOYsZM+5ocjvKykq49to0xo/vA8D69d/zwAOT+eyz9+xeE6ixGVINOUCgQtAeOqQMV+Xl0Ldv85u4nKGuDkpLA3f/5tafgfBrNxrVYqSszLGNLNAkZQ89e/Zk165d3HrrrUyYMIEJEybYLdutWx/eeecrDAYDOTlZbNv2G5mZB6iurqJVK89TA5aVlTJ06CiioloihODo0cN8+eUyIiMjueaamz2u1xcIEYEDBMKjJT+/wYXNUhKQElyQcoMeBgPk5QVWymlORGAw+D/6rdEI+/dDSaMdPY0RbH2p0+mIiooCoFevXvz9739n+PDhDq+prFR/w8PD6d69B4sXr2LUqHOaRAIA3bols3Jlg+vqmDHjmTdvCaedNqRJ9foCISKwAyl9E3NEC1VVsG+f+m6pirJ8yU4WIigoCLwBPtgmL0fwp1RaUqIktfJy1w3BwaS2lFIycOBAevTowbJly+jfvz/vv/++w2vee+8TuncfQq9efeuPjR9/iU/al5LSm5SU3g7LhFRDQQZ/pagrK1OrL63J0fIlMxohrJlbdKqr/UeujhBMk5cz+IMIDAZlB8jPd//aYCLVHTt2cODAAaqqqujQoYPT8hUVknvvvY3Kygp+/TWLrl27O73GHRiNRsKayUvbPFoZAPj6BSwtha1bYfdu+ytkW9VQc4crqgZ/IFj12lrw9TjMz4ft2z0jAQguUh04cCA5OTls3LixfgIuKSnh0KFDml47x49Xc/bZF3DmmeOsSGD9+u956KEpfP75B01qz9SpVzB6dCK//bau/tjatV+zbNmbVFRob2EOSQRBBl+uXHU6OHDAuUfSyUQE1dXBE8wrmCYvR/BFXHxLGAzKMaEpCKZxGRERQZcuXayOde/evd6VtE2bNvXH9Xpo0SKaN974vFE9WVkH+eKLD4iKasnVV//d4/YcPZpJXl4Obdq0pbhYLf5mz57O4cN7GTnybPr0GeBx3d5GiAg0YDD4zm20okKJ4a7Ub2sjaK4wp/0LFjQXIvC1NOCNuDrB3pfJyclUVlZSUVFhRQSOFnqjR49j3rwlpKa6P1Hr9RARoaTfp5/eRmFhNqWlXes9r4YMuYoePQo4eDCaiAjo2FGVDwuDyMiQRBBU8JU0sHu3e+EqbG0EzRFlZSpMRzChufSlP9STTUUwLVA+++wzvv/+e6655hrOP/98AHbu3KlZtqYGKisriIyMokWLFlbnevXqa2U8dhVVVfDnn8qpw2gEISJISEixKnP99Q3h1PLzrVVy0dEwQjMAhO8RshFowBdE4MwfWwsng2rI29EcvYHmYCPwZXjujRt/4sorR7Nnj2vJUhwhmEh1/fr1LFq0iF27djktW1MDL7/8JP36tWTp0tebfG+jUal7pfS8T/yZt9sWIYlAA754AbOz3b+muRNBTU1whOjQQrB7YflSGpg27QoqKsr54IOnuP/+5U2qK5jG5aRJk+jXrx9nnXWWw3J6vfpUVJQhpaRdO2sPI51Ox7p136LT1XDZZTc4rKusDI4fb5xu9fDhrXz55Yukpo7mkkv+UX/cYNBTXl5EWFg4bdrEN6ovFGsoSGA0eraBJyNjGWlpKfTsGUZaWgoZGcvqz3kiDUDztxEEozRgRjCtZLXgSyJYvnwdc+d+xqRJLza5rmAal6NHj+auu+5i8ODB9cfmzZvHoEGD+PDDD+uPmft2zpx32Lu3hvPPn2hVT22tjjvuuJLHHpvq9J7Z2cr+Zft+5+Ud5PffP2X//l+tjq9evYC77urMypXPadYXqHEZkghs4IlaKCNjGTNmTKO6Wi0Jjh07wowZ0wAYMyadzEzP22NeuQb7xGULozEwO7NdRbD3py+JYMCAYbRoMcwrthtz4Llg3exYVFTEzp07OXpUpU83GKzdmCMjIxtdExMTywUXTCQurp3DvQBVVfYXeKmpo7n//uXExXWyOh4X14nY2HgiIlpoXhfKR+AifJ2PoKCgYcu5q0hLS+HYscaRubp0SebllzOb1J4RI5RXQbt2KlZ5c0FVlee+6f5Ap07QqlWgW6GN2loV58cXMBrh4EEoKlJqitraalq1ivW4vv79YdCg4CCCr7/+mvDwcMaOHUsr08PNysqiuLiY7t270759e3JzvWcDPHjQ+3kiRo6EXr28W6cZjvIRnPKqIaOxQYVhq+dzFTk5WZrHc3O1j7sD88q1mfF1wAL2uYpglgh8aTDMzKxjyZI5zJ59PlOntreronAVwRSK+vbbb2fChAkUW/gqJyUlMWTIENq3b09lZQMJZGUd4sorRzNr1v1u38fsAl5Y6K2WNyDkPhogVFcrHV/r1ooQPHkQXbsmaUoEHTokNbl95vYEy8vmKvxJBAYDhIe7d00wE4GvDOx6Pezbl8vHHz9afywvz7U0jvYQTOPyggsuIC8vj/bt22uetxyTWVmH2L79d6KiWmqWNRgMlJWVEB3d2qqMTge7djn/3bt3r+PEiWz69k0jISHZ5d9wUtoIhBAXAa8C4cDbUsoXbc4nAe8DbU1lHpVSOg4e7mVUVanOLy72XKf98MOzrWwEAJGRUVY+w57CPDCCeeKyRV2df9zgamrUztioKPfF6WB2IfVV3+XlgRAtmDBBebFMmPAgHTo4TuHoDMEkEXzwQeOQENnZ2bz11lu0b9+ea699sP740KGj+PTTDXb1/9OmTeTHH79m0aIvOf/8y+uPu5rO8ocf3mDjxhXce+8yKyKoq9Px7LPjqKmpYO7cPxpdd9JJBEKIcGAhcD6QDWwSQqySUu62KPYEKqn9G0KI/sA3QIqv2mQLKRtWCU3xcJk4MR2A+fMfr5cMzjnnGtLS0jXLb9iwjBUrHqewMIv4+CSuv3623bLNUTXkD2mgtFQF6zMYlH46KUnldnYVwUysvpAI9HrIzYW2bTtz000vea3eYB+XJ06c4LnnnmPAgIFceWUDEcTExDJihH0303btOtCmTVtqaxt8yWtqXLd79e2bBgg6d7ZOTxkREUlm5lbq6nTodFVERVmHuj4ZJYIzgANSykMAQojlwBWAJRFIwLzvOw7wkYlMG96M5TJxYjoTJ6azdOnrvPnmHH744SO2bdvQaJLfsGEZixdPo7ZWSQ+FhUdYvFh5GGmRQYgIGqOkBPbubfhfSvWCJia6XkcwE4G3JYKyMmXY1CIYo9HA22/fydGjfzJz5nq73iz2ECwSQV1dHXV1dbRq1coqPWW3bt2YNWsWCQnuqWnnzVtSX4+Uyh7gzl6gCy+8lwsvvLfRcSEETz21jlat4mjRIqrR+ZNxH0EicNTi/2zTMUvMAiYLIbJR0sB9WhUJIaYJITYLITYXeMFML6V5Q0mTq7LCK6/M5LnnHiInJwspZf0kv2FDw56CFSserycBM2prq1ix4nG7bbX8G+wwGn0bsM9gsM6ba0ZennpZD7qo8g5WIjCPTW/BYIA9exo2SRYVHSUv7yC1teohhYWFs2vXjxw48Ds5OXsd1KSNYOnH//73v7Ru3Zrx48dbHW/fvj0zZ87k6qtvqT8mpWT69Fv45JN30dnZPWpJJgUFalzZ22i6e/c65s69lJUrXVMF9+49isTEfoSFNTZsnYxE4AomAe9JKbsBE4ClQohGbZJSLpJSjpBSjkhISGjyTUtKFLt7mwgWLHim/gUzw3aSLyzU9iQqKtI+3txsBL7O43DsmPYLWVurtvi76v4brDYCb0sDpaXWz+OLL57lgQd6s27de/XHpkxZwMyZv9C5s+OkKfYQDIuUqqoqoqKiiI1t7AprNFqPmT/+2Mxnn73HnDmPuJjc3tm9S9i27T/89dfG+mMnTuRQU1PpdtL6k1E1dAywzPTQzXTMErcBFwFIKTcKIVoC8YBPPdD9HQ7ZcpKPj0+isNB1D6Pmphry5SYyKV3zrzd7gTlCsBKrt4nANuprq1ZtiI9PpkOHhldz+HDPM3IFy7i8+OKLqampQa/Rgbt25fL775vo3fs0UlJ6k5ran7lz30Wnq9HcUAbw+++/MH/+4wwePIrzz59v975ZWX/Su/co/vGPlfX2ACkl99+fjMGg54MPahqpgLZu/Zq9e9czcuSVpKaObsKv9h58KRFsAlKFED2EEJHADcAqmzJZwLkAQojTgJaAl7doWENK3xFB167abmKWk/z1188mMtLaQBQZGW3Xw6g5EYGUviUCV5+bKwlwgpUIvGkolrIxEUyePJ/XXsts0uRve49gGpsREdZr27IyeOml55k69XK+/fYzAKKjW3PttbcwefJdduupqalm8+YN7Ny5w26ZgoJMHn10KC+/fCXDh19K9+4qbHVdXQ2xsQnExLTXtAP88ccavvpqLgcO/N7o3EknEUgp9UKIe4HvUK6h70opdwkhngE2SylXAQ8Bi4UQD6IMxzdLH291rqvz3cC9++7ZPPPMNCsbgO0kn5aWztGju/j11w85cSKbDh0cew01JxuBr9VCrtoeKirUc7b1IiorA3NI+mAlAm9KBGVlrtVnNBpZu3YR2dk7mTJlgVvpFYN9XJaVwYgRafz11y46d3bdVXbo0DP4+OOfKS/varfM8eP7iY2Np2PHXoSHN0ylkZGteOMN+6Lr8OGX0rZtF/r0GdPoXCjEhItoaogJX8bHz86G5cuVa2hRUZbmJG80GklPV0YiIQQzZ66nb1/7bmw9eqhwCOHh0N27KVW9jhMnPAuu5ypyc3E5blPPnupvYaFSE1VVKSIZNqyhTFJS8EUgzcvzntfVgQOu7369++5EiotzePnl/XTpkur8AhOSk2H4cLWXI5CYO3cuP/zwA//4xz+46KKLAGUHOnrUutwzzzxA+/YJpKff2SjqqCWqqtR4c+YuWleno7q6jD171nH8+H7Gj59Kmzae2zH79FH96Qs4CjFxyu0s9pVaKDv7COPG9aFFi1a8+6593URe3kHCw1tgMNQhpeTECVuziTWak2rIk6it7sCdZ2eZgtFMTrbq4GAMRd0UiaCqShnK27VThGlLAiUluTzyyBC6dx/IE0+stTp3ySUPIYQgOtq9gFbBMi63b9/O999/z5QpU+qP2Y7H0tJili5diNFo5IYbHEcW3bvXtfHcokUULVok8NVX8zh48H+cdto5TSKCk041FKzwFRGcOFGAXl+LwaDe5FdeuZpdu37ixhvnMn787fXlunRJ5cMPa/ntt8+IjGxJv35/c1hviAga0FS3VFtPoWBUDzWFCA4fdrwxsrj4OGVl+ZSVNTbDWcbMdwdGY3CMzZkzZzJlyhQGDRpUf8z2Xa+oKOfFF98mP/848fEd7dZVWanG8rffvkpZWQFXXz2z0f6KP/5YQ//+4+qPjxkzif79x9KmTUd27lzLRx89wtChF3Pddc82ql+nqyIr6w+kNDZSD510O4uDEQaD77bvJyf3Z/r0r6irU6Nv377/UllZzOLFU1m58rl6O4HtjuLo6DaOqm02NgKDwfcTa1OJwLZ9wUYEer3nzzk/3/nu+OTkwSxceAydzs3wus0Affv2pW9f6/SSlkTw/PPTWbx4Po89No+77noURzAb2FeufI7y8kIuvPBe2rbtXH++srKEF164kE6devHKK38hhGDChAfqz+/f/18OH95CYuJpmvXn5R3kqafOJDHxNObP3211LkQEfoAvNzpBNMOHXwqo3cOVlQ2GiMLCI7z55i0IIdDra+uPOdpRbIZt3uJgU2WY4WtpAJouzdnGzg+2vQRNWaQcc6xhBNTmsfbttY2fUkoOH95KVtYfnHPOzS7516vrgneRYjkme/bsS2xsHDU1zg0wZq+ziy9+ACmNRERE2Zw/TpcufWjdup1mP51++mU8++zvtGqlvchr27YzPXuOoEuXPo3OBWpxckoZi4uKfJc1a+/ehgF0330pmnsFtBAT057Fi+3vWOncGVJS1Pfu3d2Psukv+DpJ/eefL+PFF12Lz+QII0c29GGHDqCx/yhgqKjwLLSx0Qj/+1/T7i2lZNq0eCoqTvDvf2dZ7TNwhK5dVZ8GOrfDSy+9RMuWLbn99tuJiopCr7cOCVFXV0d4eLhTj6i6OtiyxbV7Ggz6em+hujodhYVHMBj0dOvW39OfQXIynHmmx5c7RMhYbIKvJIJjx+Dnn7/l009nkpw8xO7uYS1UVDiePZtL3mJfSgQZGct44olp1NS4Fp/JESxDVgebRODpHgJXvYzWrl1MZuY2zjnnZnr3PsPqnBCCkSOvQqerrFdvuoJgkAgMBgOPPPIIBoOBqVOVEdhWemzhYkRCV/agmGHpMrpv3wZmzz6Pfv3+xsyZ61yvxAaByvh2yhCBweCbqI46nXJR++uvjRw6tInCwiN2dw9rISbGvgsbNJ+8xb4kgvnzH68ngYb7qdAd7hKBZR8Go43AE7i6wNmx41s2bVrJgAHjGhEBwLRpi92+dzCMydraWp566iny8/Prdwp7Ej5Gp4MsizVcWVkhBQWHiYvrREnJcUpK8ujZczb1jUQAACAASURBVARxcR2tSACgQ4fudOzYk/btE/n114/JyzvIqFFX27UTgJLCpJRWUkrIRuBj+EoaMK/G+vY9myFDLqJLlz706nWGVYRRe4iMjGbKlFcdlrG1EQQrfJVMBexngLMXn8kRLKWAYJMIPCUCVyWCCy+8j/79x9Gzp6Z2wCMEg9dQq1ateOqpp+r/Ly52fy+GXq+C81mO49WrX2Xlyue4+upZ5OcfZP36pUycOIOMjOdJTR3NrFm/1k/iXbr04dVXVcTDefMuZ+vWr0hKGmSXCF555Wq2bPmKRx9dzcCBDYHyQhKBj+FrIhg8+HwGDz7f6ty7795NdbX2DquwsHCmTl3kdEXbHIjAl7u1wX4GOCHC2LBhmVtSQTD3p6dk6qoRfcCAcQwYMM5hGb2+lpycfSQlDXJYzoxAk4AtdDoVaM9d5OU1niM6depFjx7DadMmnujoNqxfv5SMjOdN96mya28YM2aSQxIAECIcg6GOigonEe38hFPGWHzsmG9WrYcOOd59uGHDMt588xYMhoabR0ZGc+21zxAZ2Yq4uE6MGnW13evj4uA003iKj4eYGG+13HsoL3ceobEpyMhYxqOPTkOnayxhRUZGc845U9i27RuXDMn9+zeEmYiMVMbOYIDRaK2WcAe7dnnHCUIZjBOoqCjizTfziIuz72tvRkICjBoV2HG5Y8cOwsLCSE1NRadr2Si+kivYvt35YnHHju946aUrSEubzGWX/VPT66e2VgWZc+Z1VVVVSkREFJGR1qkyExNhzBjfOIWc8snr6+p8p7owD569ezewZs3rHDiwyep8Wlo6Z5xxFaAGRnx8MlOnLqKoKJslS+7hgw/+z2H9wazTNsPb4bxtMW5cOl279sfch5aora3i++/fNNlktHNAWMKyD4NJNdQU11FX1CA1NZVs2LCMvXvX2y0jhKBbtwF07pzKW2/dyhNPjNIMjGaJYFhHPvLIIwwePJg1a9Z4ZKsqL3dNYzBw4Lm89VYB06a9rUkCixdP4+abo5k1K81pXdHRcY1IAE7dfAR+gS8jYpoH0GefzWTJknv48EPrHZqffjqLbdtUGmbL1WqXLqm0bBlLfLzjxNbBrMoARbC+DuudmVnB4cObUXEJtWB93FGiH8vJP5j601Mi0Otdu7agIJOFCyezeLHj0ApPPLGWV17ZT2RkKw4e/B8FBZkOyweD11BSUhJ9+vShb9++HhGBs1xXRqOBsrJCwsLCadXKvr/xwIHnERsbz8iRV7nfCBNCxmIfwldEYDA0eMt06NCdli1j6dSpIbnHhg3L+OKLZzBPVIWFWfVujxdccDcXXHC303tYDoxgWsGa4UoSmKbg88+X8fzzj7h9nbNEP6D6Nlg26fnadTQiIpIzz7zBaoesFszeMFde+QQTJjxI16729dwQeBIAWLRoEeCZeq2mxr5as7Q0nxkzhtfHA+vYsQevvnpIuzBw5pnXMXr0tVZqYHvIzNxORsbzdO3a1yoMRaCI9aQnAr3edytWy5fwrrve46673rM6r1al2qtVVw2cwSwRSOlbtZDt/gFtCLQkBWeJfiz/DwYi8LXraJcuqdx//8cu15ucPMSlcsHgNWSGu9JAWRns329/gdWqVZt6EoiOjiM2Nt5pnUIIIiK0k91YoqamnN9//9QUa8iaCAIBp0RgSh05BOgKVAM7pZQ+zSDmTfhSLeRsNeZuWkotBCsRmFdSvordBNr7B0B5XElppEOHJIYNm8C6de87zAFhCds+NBggIgiWQ74mAl8h0CSg0+lo0aIFYWFhbhPBwYOO+z0ysiWvvXaE2Nh4oqKi6wNKegPdug3gvvs+bqQaDpREYHctJIToJYRYBBwAXkTlF74b+EEI8ZsQ4hat/MK+hruTobdiu2vB2UsYH6+9Ku3QIYmjR3cxaVIY6emOZ6FgVQ3l5/t27wDY3z8gpZGPPjLy2muZ3Hrr60yduojWrdsDaoOeI7fcYI1A6klfamUgs4eKimJqa11/GYqKslm1ai5r1zreZBZoG8Frr71GTEwML7zwgltEUFPjmqYgPj6JqCiVUdB2E1lTEBPTnjFjbqBPH+t4EsFoLH4O+BDoJaW8UEo5WUp5jZRyMHA5EAfc5I9GWsKdjpLStysmy7rvuSeJSZPC+Oyzp+uPOUpLGRvbAZAYjY5n92CUCGpq/NOWLl3sEylQH8CvRYuW9UH+evce5VDtZjt+goFcpfRMIsjNdV3ifffdu5gyJZqNG1e4VL64OIePP36EtWvfdL9hfsSxY8eorq4mNjbWLRWwO6Ek/I2gkgiklJOklL9opY6UUuZLKf8lpXzfUeVCiIuEEPuEEAeEEI1ivwohXhFCbDd99gshnD4edyYgnc63nWopbSjVhCQsrMEBOC0tnalTFxEfn4wQot51NC0tnTZtOvLyy/tZvNjxki4YicCXUpYl7r1Xm0gHDTqP9PQI7rpLbQLYsWN1/fn+/cc6rDMYJQJPSKC21jqomjMYjQbCw1sQG+ta0pSOHXtwySUPMX78NIflAi0RvPLKK5SUlHDjjX93S6pyddPZ2rWLmDRJMHlyJDt3rnV+gRvYvHkVq1cvoKKiYQ4IWhsBgBBiDJBiWV5K+YGTa8KBhcD5QDawSQixSkpZH4BbSvmgRfn7gGGNKrKBO1uwfSkNlJVZr8ZeeeUA5eUFxMV1siqXlpauuUINCwtzKSWgLREEYvu5LfxFBGPHpjN1Ko1Sf8bGxvPTT+9QXa3e5oEDzyM//xA9epzOZZdNd1inlo0g0PBELZST417bH3jgU4xGI/ZdcK3Rpk0CkyfPd1ou0DYCgLi4OLeitkrpekrVv/7aCIDBUKe5obEp+OyzpzhyZAd9+6YRE9Ouvm1B6TUkhFgK9AK2A+ahJwGHRACcARyQUh4y1bMcuALYbaf8JGCmC22mtta1HKm+IgIp4YhNxIOYmLbExLT12f3Mk7/RGNhQ1Hq9f3IPgHJN1SLS2toannhiLampKrvTmDHXM2bM9S7VGYzJadwlAoPBue+7FtxJSu8qgsFrqK7OPe+18nLXSXTs2FtJSOhB27ZdSE31bnzoM864hj59zrJKDxrMqSpHAP21VEROkAhYpo7OBkZpFRRCJAM9gB9dqVinc04EUvrObbSgwDv+808+eSYnThzlwQdX0rv3SLvlLCf/QBOBv6QBsN/HkZEtKS4+zkMP9asPK3HNNU/TuXNvysoKGTnyCrt1BqNE4K5qqKDAP+0uKDjCiRPZdO8+0G4u40CTQHp6OhUVep59dhFt2riWb9kdEu3X72z69Tvb7XYdPAhvvQXR0TB4sLJJVFTA6NFw+unqHb7qqicaXRe0EgGwE+gMHPdhO24APpNSag5vIcQ0YBpAYmKSSxN8TY1vOtRo1NbNTp8+iNraah599FuXVD4AWVk7qK2t5vjxfS4TgcEALoZW9wn8RQQGg7rX99+/wbvv3k27dom8/rrq+A0blllFd1VhJW7HYNAjRBgffWR/lrSdQIOBCNyVCI67+SYWFBzhlVeupnv3gY32ujjCG29MYc+edTz++FqrCJmWCLSNICMjg6qqKmbPftul8tnZnklTrmDdOvjhB2jbVsUuMhP8vn0NZTZuVDHDrrgCxo5t7LocdDYCIcRXKBVQLLBbCPE/oH4KllJe7qTuY4BlmqNupmNauAG4x15FUspFwCKAwYNHSFdUE76asPLytFUjx47tQkqJXu+6GHLppf+kqqq0kQuZLYLJYOwvv3WzNFBUpIRKo7Fh2bxixeONQnybfbzNrn72YPuiBbo/wT2JoKzMfUm3tDSXw4e3uJx+0ozk5CHo9TqHbpOBJAEp4Y03PqGkpIzo6NZOy5eWumdgB8jJ2cfcuZeQnDyEBx/83G65P/5QEoBlf5x/vgoYuWePCs4XFgZr1yoif+cdyMiQnHdeCcOG6UhO7lz/m4JNInBuKXKMTUCqEKIHigBuAG60LSSE6Ae0Aza6WnFdnfMdob7YSGYwKCOdFi69dDrl5UV2d7Rq4dprZ7lULlgCz+l0vr1/RsYy5s9/nJycLBISkrj22tlcc80znHvuHdTUNCiB7WeAEyxZ4jgMZ7BJBO66jnqymu3WbSDPPus4eJwWnOXKMCNQZFBRAX/72yUul/ckDWh+/mHy8g6Sl3ew0bnKSnjpJTXX5OerfrjoIujZU636zVGDLVNPXnwx/P47fPEFZGcLVqxox4oV0LEjDB2qzo9zHCncJ7BLBFJKz/Otqev1Qoh7ge+AcOBdKeUuIcQzwGYp5SpT0RuA5e7aIHQ6+3lSa2t9s+PV0SaqG2+c4/0bmhAsETN9KQ1kZCxjxoxpVFcrBs/Pt5+O0l4GOHsb+CwRbMZid9RC7mwgs0TLlq01M5J5A4GUCNwxEBuNnuXUHjLkQm666RVSU0c3Ovftt2q1b8bpp8NNNzleoIaFKWIYNQp++qmYd9/9EziD/PyWrFkDP/4IN97o/xzQrngNXQXMATqiArsIQEop2zi7Vkr5DfCNzbGnbP6f5UZ76+GICHwVVsJR3gFPYA4LPGzYBE4/3b6mLVhUQ74kgvnzH68nATNqa6t4440pgDUZXH/97EYZ4ByFlbCEVv9Z5jH2N9xZsJSW+jakhz1IKe2qlQLlNaTXw/Hjhaxe/TmdO3dj/HjHkkFpqWeLKCEEEyY80Oh4VRWsNm1fufNOZRfo39/1uFVhYXDuue0YO3YMQkRw6BC88IKqt7xcSQj+hCvNngtcLqWMk1K2kVLGukICvoYjPakvImKWl9u3O1RUlPD223fxySdPulXn11/PY+3at/j55yUOywUDEfh6l7a9cBJGo4GFC29i0aLb64/Z26j3n/+8THp6BMuXz7B7H3tEECi4IxF4mvxny5avWLlyNpmZ2926bs+eX7jjjk7MnXtpo3NSwu7dnifTaSqqquDIkYM8/vidvPrq007LezNxkk4HGRlqnjntNDjnHBgyxDMnjvDwCMLCoHfvhoWtv9yzLeGK11CelHKP82L+hT0i8FUSGkfSQH7+AdaufRMhwqxCyjpDauoYqqpKSU4e6rBcMMQb8vUubXvpKBUkv/32KdOmNXiGpKWlk5d3kC1bVnH48BYWLbqdhIQUjEYD+fmH7d5Hq/8CSQTuvPSehkXYtOkL1q17j7i4TqSkOB5rloiMjKasLJ/iYmvD2J9/wtKlcPQodOig1CH+RmUlxMW144YbptK1q2OVYG2tZyo1LaxaBStWNCworrafXNBlSCkpLc0jPFwZjH0dw0sLjryGzNkVNgshVgAZWHsNfeHjtjmE0ag6zJaFfREW2WBwvKJo0aIVCQkpREU591ywRN++Z7F9+zd8/vnTrFu3xG6KxWCQCHztNvrww7OtbASN79/YCPyf/7xcv7vYaDRwzz1LqavT0b27/Xy7Wv0XCHWLGa4SgcHg+QRx+ulXEBfXmR49TnfruuTkwSxceIw2bRrCUuzfD/PmNbTF1R263oTBoBYmPXv24YUXFjksq9fD3r3eIfvdu2H5cvU9KQnOPlupg5qCqqoypk8fQFVVCe3alQEiIOPRkURwmcX3KuACi/8lEFAiADUY/EEElZWOJ+Du3QewYIH9VagWtH3htY2jpwIRTJyYzltvzWXv3j80z2sZggcNOpe8vENceOG99Oo1iqysHaxY8TiFhUcICwvHaDQQH5/ciGBtPc4CJRG44zHUFLXcyJETGTlyotvXRURE0r69iuek18POnfD664oExo2Dn35Sx/1tI3DHffbAgabbDKVUKrA33lDfr74arrmmaXWaER3dhsjIltTWRgG1QFRwSQTA98B3UkofpiVvGmpqrJNmV1f75qW2N5A2bFhmmnicJ023hZYvvL2kNYH2GrLMxOZLFBTkAhAWFmG1b8CeIdjSr9uWWM1RXbUINliIoK7O9Uk0kHkH8vPhmWcapOLBg+G22+Dnn1X7/d1/DdJIKTU1VcTFtSMqqnH+X6PR9eBy9lBRAbNnQ2am+r9XL5joPqc6xFNP/UJcXCdmzFCDMhBE4MhY3B34VAixXggxSwgxSri7I8XHqKiwfkF8lS1Ly/hsnngsk6YvXDiZqVPj7SZOt4Q7SWsCvY/AX5PQO+98zY03zuS6656jdWsVhCssLJyBA89zSrBaxGqGbQ7jYNlL4M4L3xSJbO/eDWRn7zYFnXMP27ev5tlnv6GoSHmyXH01PPig8rIy74r1Z9gRaOi3pUsXMmpUVxYseEazXEVF06WVX35RJBATo6Sgf/zD+4mM2rXrQlhYWH29QWUsllLOAeYIIWKB84BbgTeFEHuA1ShpIc8/zbSPwkLo3LlxNFBvQmug25t4KiqK7Kp4LGHPF15rQ5ptnl1/uzv660UfMmQkev1I6upg584f2LnzB4xGA1u3rtIsr9frWbDgOrZu/dppnlhLgg2WnATuvPCexs2qq9Px9NNnExYWztKl7s8whYWlFBYqr6Hp06Fbt4ZzERFqUva3tGJWp0VEtKBDh460bdtBs1y5472FTiGlChsBcPvtyvffl7AMI+NvOHUflVKWSylXSinvkFIOQyWsScB59FG/QK9X28bLynyjq5RSm2Ds725tvALVgqOkNbYI9ArWX0RQW9uw2jvnnJvp2XMEERFRdO3aT7P8f/7zEps2rXQpWbglwdr2X6CMxe5m1PIEOl0Vffum0bv3KI+ij5aWXgS0JjW12ooEoGHi8vcK1jxG7rhjOps35zF16kOa5ZpKBJmZyjYQE6M2i/kKv/zyAbNnn0dFhVKNBpVEYAkhRCKQbFF+k5TyJZ+1KoiglY1rw4ZlhIWFOcwu5iwvsVlasI21ryVFaE1ckc7zY3sFer3viScjYxlPPXUP5eWltG7dnptvXmA3j4MZGzYs44svtFUCtrAl2GCJQOqOashTIoiJacesWes9ura2FjZsUBE9L7us8e5NsyrDnxKBOzaJphCB0ajiAgGcdZZv81oXFh5h5861JCQo3XawGYsBEELMAa5H5RGwzEfwiw/bFTSwlQbMtgFnKSZdiTnkbLIzw3bF6s+Jy9erE9vQEpWVJ+pVa4BdY7w91ZzZW8gMdd3zjbyGbOFvdZvR6Lok0hTXUU9hMMCCBSodZqdOMHx44zKBIAJX+6GqyvP3ZP16tU/CTCTnnONZPa5izJhJ9O49moyMrhQUBCkRABOBvlJKH0X3D27YEoEjo6QZroY7ALjnnm6UlxfxwgtbSUw8TbOM7cTlT1WGr4nAXmiJ99//P2pqyuvzEtt6/9hTzUlp5OOPJZMmhQGSf/7zG7p3H2BVJhiIwB9qoabggw9gyxZo3RomTz7IypUf0qVLKmed1RA3MtBEMH36Lezfv4vZs99k4EBrpvJ0f4OU8MknigTat1d7BXr0aEKDXUDnzr3p3Lk3332n/g+EqtIVpeEhIIAR8AMLWyJwZBuwzUvsCsrKCqirqyEnZ7/dMiezRGAvtERFRVE9CTS0pcH2Yi/AnFkSmzp1EU88sVYzN4RW//n75fMXEaxZs5Dbb2/PZ5/NcvmazEz4/ntFjI88Anr9Vj7/fBYrV8628jwyE6c5GrA/YPmc9u/fyR9/bEJv8/Cqq90PN23GoUPKAaVdO3jtNbjhhiY01k2YiTWoJAIhxGsoFVAVsF0IsRbrncX3+755gYet66j9yJfJvPZaptv133bbm0RERHLaafblz0DqtH1NBI5DSzSG2fbiLPDc+PG3a14P2k4F/rYT+IsISkvzqawsxp3gvh9/rProwgshNRV69LiCMWMmceWVT1gZnC3dHZ2FhfcWLCfJV1/9mOLiQlJTG7b31taqncSeEvvvpmjdZ5zhn98DUFCQyZYtqygpuRLoHnT7CDYDW4BVwLPAf03/mz8nPUpKGr+w7nj7uIKxY28hLS3dYb5j20Htr9WrO3psT/Hww7Np2bJxf8bEaLsEmlf89gLPuSKJBTre0EsvvURiYhS33345xcXO92s2xWvr6quf4q238rn44sYRNLWwaZNKshId3bBxKiIikvvu+4hu3azjKViuYP21u9hyPKak9GbYsNG0bt2wq7S42HNXWykbiMDXrqKWyMnZx/vv/x/5+UorEGxeQ6XAf6WUXg6+3HyQm9v4WFpaOjpdNW+/PRVAM4SBtxEo91F/DMiJE9PJzYU5cyYD0K5dYn1uB2ehph0Z23///XNWrZpD1679uOcea0/nQEcg/fnnn6mtrWXt2q/Ys2cHY8Zop4E0t8uTOPqWsIwV5Ahr1ijbACgSiI1tXEZKSUFBJh079rAiAn+phpytlpuyqTQzU+2ijouDvn09r8dddOzYgwsuuJfDhxMpKQky1RAwGVgohKhCSQO/oohhp19aFmDodPajPY4bdysjR06kvLzAroHXVfz449ts2PAhAweep5nMGhpPUkajf0RxfxBBdTUMHjyJmJj/Q6/XsWDBISIiGnxjXXGv1UJW1g4OHdpEfv6hRucCTQQLFy4mN/caYmPjaNPGviQIigQ8nWRLSvJ47rnx3HDD84wYcYXDst9+20ACl14Kl2iE95dS8thjwzlyZDv//vdRwsPVxgKzasjXMBobnpPRaGTu3MeIjY3jnnsawo57aiQuKIB//1t9HzXKf2ohgC5d+nDLLa+xeDH89VeQEYGU8hoAIUQKMMb0uUMIkYTaRzDBHw0MFPIc7JkOCwujTZt42rSJb/J9tmz5ij171lFVVeoyEZiPnQxEcOyY6s/FixvnEXTVvVYLw4Zdwv79G+nT56xG5wIdgbR9+858+ukGl8o2JRnSzz+/y7Fju1m79i1SU88kLk4728m2bcpdEmDaNPupEoUQJCQkU1R0lOPH9xMR4V8isJwgKysreOutubRuHVNPBHV1nqmFyspg5kylVkpOhquucn6NL2BpfPc3nLqPSikzhRAtgVamj/m7UwghLgJeRaWqfFtK+aJGmeuAWSjD9A4pZaO8xv6GweCYCLyJESMup6qqmMGDL7RbRsrGEoBe71kiDHfgqa7VVVRVeZZH1hXk5h4gN/cvdu5cyy+/vGclTWi9aMHokltT4/mmqLy8g4wfP5Xo6Dbk5h4gNlZ70VJWprxjzFE1neXLnTr1bWJi2hEWFs6336pj/lINWfZbeHg406c/b3Xe07767jtFAr17w2OPKfuIP2E0GigqOkpNTRzQLrhsBEKIGcCZqHAS+4DfgH8D06SUTgVpIUQ4sBA4H8gGNgkhVkkpd1uUSQUeA86SUhYLIfycoE0b+fmOVQVbt37NO+/cTWJiP2bMWNOke40bdxvjxt3mtJztbmJfqzL0et+uTIxGOHjQ/N3oUfgDe3AW4lvrRfOXum3JkiVs2rSHyy6bTFJST44fP0rv3trqxePHPb/PrFlplJTksnBhNu3bJ9ot9/XXSj03aJBrSVYspWB/G4stn1t0dGvuvvsxq/Oe2Adqa5WrLEB6uv9JAKCqqpT77+9BRMRrwL1B5zX0d6ArKsDcMuAjKeU2V0jAhDOAA1LKQ1LKWmA5YKuonAoslFIWAwSDYVpKbSOxJY4e3cmJE0c5dGizfxqF/11IfRXAz4ysrAbX3HXrljBpkmDqVG1PIXfhKMQ3OM5u52usWLGCN96Yx+7d2xg4MJZLLx2uGRVUp/NcLSSlJCamA61bt6NNG/trq9JSZSAGuP56cDe2sGWsIX+rhrTgiUSwfr26rmdP/xqILREZGU18fDLR0UrRElSJaaSU/YQQ7VG2gbHAo0KIGGAHymjsONEuJAJHLf7PBmydsvoACCF+RamPZkkpV7v1C7yMoiLnKpGhQydQXJxD27Zdmny/2toatmxZRXl5IRdccLfdHAf+diH1BRGoqKKKxCzbX16uXCjd8XV3BGchvu2J3no9REV5pQl2cfPNtzJ8+Hmcc87FJCYmEx3dmtLSYtq1sybB7GzPV9lCCObNc+7T8fXXaqwPH67i7LuKZcum8+uvH9Gly0YgKSCqoeLiIg4d2kdCQmeSknpiMLgvEezZA1+Y0mtNmOA+EXoLkZEtee21TD79VLUn6GwEUsoTwNdCiNXA6cDfgDtQIamdEYGr909FEU034BchxCAppZW/jhBiGjANIDHReQwfdyFlwyDIyXFcFlQKv5tvXuCVe1dUnGDBgusBiI6Os6vSOO00a6OpLyUCo9E3YQOysrRJ9tJLH2b8+GnU1Hgn76GzEN/20pz64wW86qrrGD1afV+//jBaKT5qa5UXi69h9pm/wrFDUSPodFUUF+cQH6+W4P4gAoPB+h7/+98v3HnnVZx//hUsWpRBXp57xPnNNw0G8pQU/+4bsAezWjKoVENCiMuFEC8KIdYD+cB8oAPwENDZhbqPoZLbmNHNdMwS2cAqKWWdlPIwsB9FDFaQUi6SUo6QUo5o3941n2hXUVMDR0xzRnGx71UitmjbtjMtWrQiOjqO5csfs6vSsJ34fTlYfNEHZWX2J7ewsDBiYtraDRvhLlzZ9KclFfhDJLd8bvbyPDU1fLIrqK5WzyMiwj1pAGDixBksWJBJUpIKD+4PIrB9XtHRMQwbNprU1P4Yje7ZU6RU0hCo/RJPP+3b6KKuIlBhvcGxRHAzau/AP4EtJj2/O9gEpAoheqAI4AbA1iMoA5gELBFCxKNURY0dv32I/HxlE4iLc00aAPjvf1ewZ886Bg++kJEj3VxO2SAsLIwPPqhiw4ZlLFw4WbNMUVGWX2Poe9NbqKxMSQJmsb0p6T1dhSshvnU6FVDNEr5eiVVVVZGRsYbo6M4MGzbabjmtjHju4NdfP+aLL54mLe0mrrxSOy/GMdOSLDHR/WB7ZuOzWaLyh43AdnI8++zzOfvs8wHl4efOs8vMVIu+9u3huusCpxKyxJw5Ezhw4GzgsaCzEVwFIIS42JYEhBB3SinfdFSxlFIvhLgX+A6l/39XSrlLCPEMsFlKucp07gIhhDnE9XR/5EiurVUeOFI2rFL/+sv1wfz99wvZ0oYLQAAAIABJREFUu3c9x47taTIRbNiwjPff/z8qKuz/7A4dkhoRgS8zldkOxIyMZcyf/zg5OVl07ZrEww/PZuJE55O32TPITCz2vHnWr19KdvYuxoyZRHr6XK/8BvMeBL1eT0VFIW3bWguxgZAIsrKymDz5Snr06MOPP+7j11/XMnPmvZx++hjmzHmnvlxTU64WFGSSk7OPqir7CXuPmqx3tslm3IE/vYbsTfRSur6AM2OLKUDOsGHBQQIARUVH6xPTBBURWOBJIYROSvkjgBDin8A4wCERAEgpvwG+sTn2lMV3CfzD9PEbMjOVm1h0dMMAc2dFk5JyOoWFWaSm2l/VuQLbiVELQiiVhtbg0Ot9QwSWL51tvoBjx44wY4ayW9gjA0visFyN2/Pm2b37J/T6Wo4c2eHV37F69Wu8//79REe35Z13im3u27i8wWBtL/I2IiIiuOCCy+jQQTkZhIeHc/DgXtq1s/bxb6pEcOGF9zJixBW0aqURI8IEc3ROT4igoqKYzz+fxb59FwMXodf7XiKwJQIpJUIITpxwX4LdulX91cqxECg8+OAX/PprHJ9/HoTGYhMuRxmMpwMXAf1o7AbabGA0qtARJ054rhecMuUVpkx5pcltcSW3QefOKpCavd2w3vZykdJ6RaKVL6C6uor58x/XJAJb4rA0eNvz5tHr67joovvp399+zB1PYPbqMhobs6gjF1JfZX/r3bs37767qv5FHzx4JKtX/0mnTl3ry1RXN90RoFWr2EYB4mzRFIkgPDyC1asXEBYWD1zkFxuB7eR4//2T2LjxR+699z369XM9yMGJE3D4sHrGAwd6uZFNQJcuqbRrp74HlbHYDCllIYoMFqL2FVzjgb0gYMjIWEZaWgo9e4aRlpbCxx8vqx+0gcpVa4aj3AYKyURHq8lWq62+GDC297GXL8DecXuJZlaseNyuMTg+PokpU15tsprNFiNGXM6SJeUsWdLY+urIhdSXsKw/Oro1ffsOpG3b9vXHmqoWchVmIuje3XE5LbRqFcvf//4vRo26HPC9jcC82c8SubnHKCoqwGhsrX2RBqSE//xHfR80yH/pXl1FIENMOPIaKhdClAkhyoADKEPutYD5WNDDvDo9duwIUkqOHTvCs89OY8OGZU2qNy/vMCdO5DRKiOEuHHnJtGgRDcyun7D8lUzFts6uXbXbaO+4PYIoKsri+utnWwWUg6aF8HaGiIhIWraM0TwXiE1lVVW1GAyOZ0xvEMHHHz/GihWPU1FRrHm+okJJxVFRkOChE97FF/8fPXsOAdSYkdJ3dgKtcb58+c8sX36M3r1d8/uUEt57T7mNCgHnnefdNjYVGzeuYOPGD4Egy1AmpYyVUrax+LSUUsaYj/uzkZ5Ca3Wq0zXsMPUUM2YM4557Evnuu6btJdBycwSIienAddctAtLrJyZ/EYHtRPjww7MJC7M2RLRqFc3DD2tP3vYIokOHJNLS0rn55oX1ZBAWFs7UqYvIzt7FO+/cTU7Ovqb/ABdRW6s9cfmSCObMmUPv3hEsWPBs/bElS17lkUduIydHLdGbah8A+P7718nIeN7uebN9IDGxaSE1bDNq+ZMIhAgnLKwrkZEtXapj61a1izoiAh54AIYO9XIjm4gdO77jjz++AoJPIkhxdKFQaILPge/haHXaFJgnRnvJU1zFGWekk5i4CEgGBG3bJnPPPR+yeHEho0dbB0gLlEQwcWI68+e/V/9/ly7deP75RXYNxXfd5diH/9xzb2fq1MUAJCSkkJaWzrff/osffniDAwd+994PMeGRR4Zw661x7Nr1c6NzWuohXwbaq6ioQkpJy5YNMRu//fZzPvnkXbKyDiJl04lASkl6+nyuvfYZWrfWDnHdFLWQGceP7ycrS4VY8cThwh1ojfOSEvdsKeYAeddfr7KPBRtGj76Ov/1NuY8Hm9fQPCFEGPAlKiNZASryaG+U19C5wEzUprCghL00iOYdpp5i8WLPPVzNsYz27oWVK6GgIJ3WrdOZObPhxZw37wp27/4DOOxUNeRtLxet1ciVV07m4YenYDQaWbjwM4YNsy+ODxqUztSpjn34x4y5kTFjbiTCtKTs2XMEhYVZdO3atNwOWsjPP0RNTQXZ2TsZMGCs1TmdrrGxva7Od265Tz75Anfd9axVbKGbb76fiRMnk5KSSmVlw6q6qqqML798nrS0m+jefYBb9xk8+HwSElLsnt9nErya4jq6fv1SfvopB3jH70Rw8OA+nnzynyQljWLixBnaF1kgKwt27YKWLWG8d/0RvIahQ5X31S+/BJnXkJTyWiFEfyAdFVKiCyp/8R6US+hsKaUPAhF4Dw8/PNvKgwV8q5N2hhMn4NVXYb9Fnvru3eGOO6xXZwUFh6mpUfGZHUkE4P1w1PZWI2vW7CYxMZmWLe2L4kVFalfyxo3L6dfvb5w4kc2+fRtYuPAmVqx4nOuvn8327d9SWHiEPn3GsHHjCquNZb17j/TeDzFh0qQ51NXVcPrplzc6Z89grNP5JgplXR315GfGhAnX1H+3DHb49dfzWLVqDt9++yoffOA8V+WRIzsoLy9i5cpnOXJkO/Pn76Vt206NypWWqtASQsDIJnR3jx6n07NnAocONYwZfxHB4cMH2LhxFZWVOpeIYLUpetnf/haY6KKuwjw0gk0iwBQyumkKdS/DHT2kWX0xa9Z9lJYWEx3dlltu+bdP00raQ2YmzJmjRNrWrVWkwxEj1OC0XX3eeOMccnIOsXQpDiUC8D0R7NnzB5dcMpS4uPZs2+Y4eUBBAej1erZu/brRObMbqZSSurpqDhz4HYOhzuoc4PVnc8EFd9s9Z2/lVVPjmwnDWfwmS7XQ8OGXsWvXj/Trd7ZLdX/11Tx+/VU5QSQlDebw4S0MG9bYrXLtWvWMhw+HTo15wmWMHDkRvR4WLPC/aiglZQQPPvg5rVo5NlUajfDZZ/DTT+r/iy7yTfu8geLi4xw9mgcMDS5jcbDC3cE2cWI6/fsPAyAx8TTNiWbDhmXcd18KkyaFcd99KQ69ioxGIzffHMNtt7Vz2WtISnj7bUUC/fvDyy/D9OkqCYiWCmLo0IuZMOEewsIa0vPZu5U3B41Z1WSJ7dt/Q0qJTud4VWowqNVmbW0VQ4dOIDy88RqjtraK8PAIIiKi6knA8lxTjfjuwh4R+MJOUFsLDz10K9OmTeTYsQYbVXFxET/99A2//fazVYyh3r3P4Omnf2XSpEa5nDSRkJBMYmJ/Hnoog4SEFM3+1+sbYu9ffHGTfg7Q2FjsKyKwfU6tWnXijDOuYtAgx64/y5Yp9asQ8Pe/Q5emBwt2CzEx6uMKNm/+ko8+egAIMtVQsMLdwTZuXB9yc4+RlDSY0aOva3TeWRITW1RUnECnU0s3WzHfHv74Q4VaiI1VBOBAu2KFFi3UpFRbC61aaeuudTrtJOOeQGsAXnvtrQwZcgbz5s1g1KiujBt3CS++uNiqTEbGMubMeZzc3COEhYVjNNq34ul0FXaluqYa8bWwdevX/Pjj2yQnD+baa5+xOmdPNWT2KPKm7aWmBjZs+J7jx7N56ql/1R/fuXMrt956CaNGjeWBB8Z6XP/118+uV3nay0+8bZtajCQmwgD3zA6akLIOaFG/GPGF15B5t7clqp1ryjAaVa4BgIcf9t8u4s6dFeG2bq2+C6Heq7o61e7cXO2ggvHxSSQnD+TIkSBUDQUj3BlsFRXlZGb+BcDjj69tlGN4w4ZlvPHGlEYTl3l1qkUELVvGMG3a29TUuObwLSV8/rn6fumlrpHA9u3f8t13/0bKFUAMdXX2icCb4aK1XrCIiAj69x9KVFRL8vOPs327tWeP7U5iRyQADYZ6R2GivYmtW79my5Yvyczc5jIRSKkI1lXCdgXV1fCvf33EiRMFJCQ0xD3q3r0HaWnn06fPCKvyb799J8XFOVxzzdN07z6QiIim6/+2bVN/09KaTnJGo5FXXrkMWE1trREI80lodK1Jcc2aT6is1DFkyMV284YfOaIm3A4dVEwhfyA1Vd3PFi1aqE90tDqfm6tUxZYYNmwCsbETePLJICUCIcQXwDvAt1JKP6SfcAx3JAIhwrjnnifZunW/JgksXjzN7sRlb3UaGdnSpdSSZqxZowLaxcTABRe4ds3u3T+zffs3CFGKmQjAvueQXu+dMLqOXBfT0++iW7cenHmmdVJbrb0a9tCiRUt69DidTp16sWbNQqvwGr4y4g8YMJ6//tJOYu9IBK+p8R4RSKnqO+OMxvr+lJTeLF26huxs+O233ZSUHGfgwHPZvfsnjh/fz9atX/HUU+s47bS/2a2/pCSP6Og4hz71UsIOUyinIUOa/JMICwujdevWVFaCTmfAX0QgJaxY8RxZWX/y/PNb7BLBn3+qv4MH+zawXLduytZiMLg+Xjp3Vu/r4cPW77R5kWeO3eTrtKmWcOVWr6PCR/9lyk8QoIRuCq5KBBkZy7jwwgG8/vpz7N+/kSVL7mPVqobIls7i/HhjdbpihdrNCCrc7f+zd97hUVXpH/+cyaSHQApSAoTeVQQEUdRFdGWtuLqiRsVVQMW6ipWfDQV11V0bSrGsKyCKCusqNqzEDoooRem9hFBCeiY5vz/euZmSe6feSWH5Pk+ezMwtc+bce8/bv2+oN0rPnifSqdMAkpJkdTc010DBzWhRXu65KQ1ajk6dVO3fLbdcRt++/Rk+/Cyf46xqNfyRmprBMcecwQ8/vM3nn7/I2LEzyM7ORSlFdnYuY8fOiEkQf8iQC3n00Z+56qrn6mwLJAhCcT+EioqK4PdtcbHm3nuPY/LkU9m7dxvXXTertvDu4MHAQfp//et6rryyGT/8sMByn61bJWutRQtpxGIHJkx4EwCtxVqpj7qWigo49tjzGTLkIrKzcy2PMwTBkUfaPyYDCQkSd4iPD19pyM6WorZWrTwLvrcgiHUrWn8E1SO11ouARUqp5kjvgEVKqS3ATGCWFkdhvaGmJrgG7O+uKCzczEcfPQvAH/94PUlJKQF5fgJpp6tX5/Pmm/fTocORXH65NfHcxo2wYIFc3DFj4A9/CPrTatG//1n0738Wt98uxT+GILByZZSXhx6UsoLRjMZ/7gzs2bPLlHXUqlbDgNOZSGpqBhde+CCVlWWsXPlFbdA+NTWDGTPG4HQmxCyTK1D/g0Cal8GfY4dWduAA7N27h/nzXyUnJ5cRI/7ss11rzZ49B8jJ6c3atd9RULCRHj1OYObMvSQkJOMIMoiDBwupqamhVSvrDjPLlsl/OzXk+Hg5kbFYx0IQ+Avk0lK44IL7Ah5TWSm1EkrZEwuxQvv20dWbxMdDp05ynq+//pl7770SWFpr5duZDRgMId3mSqkspFHNGOAn4CmgP/BxzEYWAME0YCt3hVIODh6UBgRWPD8G7YHVwrRq1ResWPEJixe/GnAMRqBq+PDwhIA3DFIsQ3ONpUVguIUCuXrKykq5666xPp/dcIM5TQaIQL366heZNm0HCQnJvPfeExQX76WwcAv5+bNJTk5n//4d7Ny5hosvVkEztsKF4f6TeISuTQTw/o5APPd2zWtZGWzatI6HHrqF556rS/1w0UXDuOyyDM477/+YPbuaHj3EjZWUlForBKqrXZSXm/vu7rnnU155pZR27axXPUMQ2OEWMuCf9263FltdXfcahNI9b9Uqua4dO0K6zWQ48fHQs6do85HyNPnD6YS2bROoqJAOvQ1hEQQVBEqp+cBiIAU4W2t9jtb6da31DUCUemhkCGa2W7srNC1bijlp1c5w+PBxvP76RMtU0o4dj6F79+Pp39/XReKN6mrIz5fXJ1m7di3hclWybNn7lJeL0ApmERgaRKTwvvGCuXrKy8vYu3cPRUVyzNFH5zF27Azi4kR9kWJ0fNw9VguykfduwGyhjgZW/Q+801QDtQWMVhDU1Ig7BiAjI4srrriRM874S539srPb0bPnSTidCTgcDgoKNvLOO4/y44/v1e7z2mt3cuONHdm1y7yBX3x8oqXlUFzs0ZDtdJUYJGn790sDHDOW0Ghgtujv2VPErl3rqKgwlwiFhfDSS/Labj6hhARJ/27Rwt5EAoBOnbrz4YcirRulawh4Wmv9mdkGrfVAs89jjWB53qFQS/i3M0xNzaSsrJhFi6ah3Q5ds1TSY445w7RQxxvLl0uLxrZtoXPnkH9WLfbt28Gjj54BfACcHlQQQHTuIW+tOJirJz4+nqKicnbulIVFa5mb6dOvBOBvf3uTY489z+eYuXPvNl2QP/3UNw3V+NwqYytcWLn/vBMBAs2poXBESjmxZ4/nge7YsSv33feU6X6DB5/NunXP0r378QBs3LiM1167k06d+rNo0fM4nQkMHnwB3377Bi+/fB133vl+WOP49FMZx1FH2ZdqDFBSsguAqirPquVy2UfvbJa88PXXH/DYY6MYNOh8/va3N322lZXBQw9J+9nOnSVLzw5kZop1ER8fu8BzXFwcLVrIxWmUFgGQoZT6s9/fcKXUETEfnQWCWQQTJkwmKamutn/hhQ9RWelR84YOzeOZZzYyZ04Nl1/+JNXVFbVCwEC4hU4HD3oaY594YmQ3TkZGG+Li4lFKVuhgriGIrgjK+7wTJky2rI9QSlFVVcVFFw0lP3+2TwD08suf5Mwzb6FbtyE+x7hcLssMrHAztsKFlftPKUet1RFoTquqJNVvyxZf6yCUhIUDB0JzYwAcf/wo7r9/MSUl+3nssbOZNetWzjzzVo4//mJ++uk9fvnlY/r0Gc4RR3Tm/PN9/eMffPAMd989gC++eMX03C6Xh2LhjND7t4SEE04QeoyEhOa1n9m1gJm5hSStV5OdnWsaKF6yRK5XTg7cdZd91eFt2ohwi3VbS0PZqK5unBbBVcAQwLAK/oCQ0HVSSk3SWls6y5VSI5B4Qhzwgtb6Eb/tVwCPIc3tAZ7VWr8QbEDBBMHIkXkcOADPPushPktNzeK55y7js89e4N57Pwdg/folvPfeP+jQ4SiGDRtjeT7vhWn9+iUUFGyiQ4ejaNOmm89+K1dK1XBJiZCZnRgaO0AdOJ0JzJpVydNPwzffeBarQIt9NILA2600cmQe27Zt4rnnplBaWkJcXBzV1dUopWqF5K5ddS2l00671vTc3377uuX3WhWf2VVPMGrUZNNWoDU11bXjz8kJbHkYi9G+fbIglJeLFRHM97x/v+/7goJdlJeXkp3diuRk3xXK0HwTE1P58cd3SUxMJS/vMQBat+5GcnI6zZsfUXvfemPz5p/ZsOHH2iJHf3zzjYw9J0csAjvRurUsxtXVHnPJroCxWV+G0lIYMmQUQ4aMMj3m11/l/7Bh0SdPGEhLs9eKCoT77rsGmIbLpXG56reZcigWQTzQS2t9vtb6fKA3oIHBwB1WByml4pCuZn9yH3Oxm8TOH69rrfu5/4IKAZAbItjCd/CgkzFjpvHvf5fzzDMba1PxVq36otb3v2zZB3z99Wu8++5jpKdnW6ajGQtTfv5s7rtvKE8+eQF33HFUHV/2vHnyUPfuDQ88YF5cEg6MrIFQXEPRdIny14qvu+5uVqwoZsMGzdq1LnJyciO2lKz3UQwfPi4gZXW0GDpU4hf+/RTAM/5Ac+qNigpx9xUUBKcAMGvmPnPm45x0UmdeeeUZn89rajyKTVpaBrfeuoAHHvgKEAusc+djefjh03nssbPrXAOASy55jEmTvmHgwJGmYzEoJc48036N1p9iAuzRZLWWufZHoKY9WnsEgZ0tKKPhYwoXn376NtB4XUPttNa7vN7vBtprrfcCgR6JQcBarfV6d2vLudjY69gIwplh3z54/vmreeSRP/Gf/zxCfv5stmzxNEY3fP9FRbto27YnPXqI6i6+f9+nxViYjICnyyUSqKqq3CewWVQkATmnE269FXKtU5xDhn/WkH8/YX9EahUY5/dv67lggfw2qwDynj2byM+fzY4da3j88ZHMmVNXL7BO09VceeVzMa8nkH7P5hKysHBzyIIA5J6rrg4uCMzOmZqaRk5Ork9VMdT1gw8ceC5OZwK7dq3D5apk/folgCYuzolSiuXLP+KVV26u7d2QlpZBt27HkZnZFn8UF8PatXJPHn986L8zVJSVCR17RUVlreCzwyIoKTFfCAMJgu3b5fqkp0fXZ8FATg507x69MhcOHnnkeaDxuoY+V0q9C8xzvz/f/VkqsN/6MHKALV7vtyJWhD/OV0qdBPwO/E1rvcV/B6XUOGAcePy+hYXWJFJz5syupYD4+OPnqa6uorLS159UWVnK0qX/5ZlnNgKi7X/66YuIsePBySePZujQPG64oaNlBsrQoXksXSoLdd++9vgmx4/PYd++24CbfRaWykrrGorycqGiCAeGcPGvH9i2bVNt3UCgAPLMmeM48cRLWbr0P/zySzKXXPKoz/bs7A6mdBKG9TV0aF7Magj275fAfWpqB0pKzJMHIiH4CkcQaK1RSnHTTfdx001189/NAqLTp1/FmjXfcN99ixk48BymTdtNSYm0nfzpp4V88MFTpKe3DNqmceVKub7dutXtu2AHqqqKgSxcLk1VlSgudggCM2sARBBMnnwqBw8W8re/velTN+FtDURb+5GYKBXDsY4J+OOss87nppvA5VK1GVj1VV0cytdcB7wM9HP//Ru4TmtdorUeFvDI4Pgv0FFrfRRSk2Aa8dJaz9BaD9RaD0xPl+Td4mJzDfiNN2bz9NMe6ogDB3ZSXGzeSMbb9//66xOprq6ryi1Z8g4QPAPlhx/k/UCb8qgkZ1yEl/fCE0iDjcQiMB7cSZNuqlM/UFZWyuOPT2TChMl1/Nqe8ZSyZMkCcnOPpmfPurmyVmm6drl/iopksTcL4M6cCc8/DyUlk5Hs57pjiEQQVFcHdsMZ1+j77xfz5z8PYcmSryz39Scg27TpZ9as+QaQpAEQrb9VK0k/O/bY87jwwofo1+9PbNu2mhdeuMYy3TYWrhJvZGYa+SKJQftmhAojBuOP6mpxoW3evJxNm5bVuafs/K3Z2fUvBEAWfWPhD8Q4HAsEtAjcfv5F7gX/rTDPvQ3wNtLa4QkKA6C19l6hXwD+ThgoLJQUTW888URg6ghvtGjRho0bl9G6dVfLhX7fvu2AtWabldWBsjIpaVcKBgwI5xdY4+67P+Szz9rx6ae+giBY5lC4qY5VVWIN7NtnLiy3b9/MyJF5HDwI9957qek+RUUFTJu2y3Sbf5quWceySLFvH9x/v6QLTpzouwgUFwu3jlLSEtTlgqVLJwK+FcaGPz/cB7+qylrLNhay6dP/zrJl3/HVV4sYOLAu1xHUFQQbNvwIwAkn5JlWCvfufTK9e58MwOLFs/jkk+kUFxeazueKFfI/VoIgKSm5liq9vFwYN6NdvKysAcNyevjhZezfv4PmzT1JixUVnt9qR51Etjl9UcyxadM6lMoFnPXuHgrWmKZaKVWjlGqutT4Q5rl/ALoppTohAuAihLOoFkqpNlrrHe635yDdz0LGzp1C4GRI0cpKKCgILfVQNAoHd911DIMHXxDAhSGuqFGjJjNjxhiqqsp9znHhhZOZO1cegB49pNjEDnTtOpiVK+W1t4YUSOvXWvyk4VQ8ulxSTWwFoxn9scfmkZ09MSLW0Fi4f0pK4JFHRAiACGLvBW/pUnmQ+vaVZuU1NXnk5eWhFDz5ZA1xcR5juLIyfNeJlSDwfoCffvo1XnnlGUaPvsH0HAbFuDe6dBnE2WffXltTEAhduw5i9OinaNmyU51te/eK3zwpKbJallDhdMpvMALeWkded1FVZZ1yawjMzMy2deIhixfL93fpEv0inpYWvnvVLnz//ZdUV18ANKttmVpfCMU1VAz8opR6USn1tPEX7CCttQu4HvgQWeDf0FqvUEpNUkoZfQNvVEqtUEr9DNyI0FiEjMpKudkNzJo1G/9gr4G0tCySkiQPLCurPWPHzqBFi1YopWjevHVQF8bQoXmcdNLltduMwObKlXl89JE8EH/2pZCJGkaw2D9GEAglJeFVxFZVBa4mnjBB3Cf791u7eU45ZRyrVn1JcXGACL6N0FpcPps3ex7aVW4V4rvvhNXx++/lvdGo3OEApUrRGl599R6f80XiUrOyzLyvT2pqGuPH30Vqqnkuo5n22759Hy655FHLngIABQUbyc+fjctVxYgRNzJgwNl19jE05F697GGmtUJcnPjIdu/2hAsjtQrMePoNWDHj1tR4GtNHWyeRkhJboRkMffocg9MpS3J9Zw6Fcou87f4LG1rrhUh/Y+/P7vV6fRdwVyTnNrB9u0T2582bzaOPjsOMKTshIYXRo5+qo5WaaaneLowLLniQLl0G1W4bM2Y6f/nLg+zcuYYePU5g2zaYOlUW7AkT7C3fnzfvfj79VAMPhOwaMrB3b12XmRWqqqyDwS1aZDFyZF5tL11jvv71rxsoKdlHYmIaY8ZM4513HuWNNyZy7LHnccstEd0qYeH990XjT0mBe+6Bu++G9etl8X/ySY826t+XV6kStE5hzx5fgRUrQRAMVm6QYFi48J988MHT/OUvkywb2xuCMFZuIQOVlUVAC5Yv/5H+/aUzfEVF+BZWRUVwQbBu3RI+//wlevY8kRNOuBgQS3D7dqn+HTTI+vhgaNFCLPqGiA0Y6N27H2lponRVVdkbIwimHIbCPvqKUioZ6KC1/s2mcdmGmhqYOtW8wQwEJ5HzhrcL41//uolp08QCyM7OrfUpN29+RK1/cu1aOa5fP/vpblet+oL9+9sB4VkExj4lJeKzDQSjAcuECZO59dbLfdIsk5NTaikR9nixIJu5eT76aCoORxxZWTbk7QXB55/DnDny+pprpPS/Y0exAl5xpxoYmlTPnr6uuszM5uzZAxdfPNXnnNEIgoIC+Q6j5sN44Nat+4033niR7t37cP75o03PEWjhC4TevYfxxRcv06GDeYXYjh0iKGOVNuoNp1M914wsAAAgAElEQVS5u4h5Vv7y8vDI3mpqZB6tKraN+3TTpmUsWvQ8VVXltYLgww9lnz/+MTrLp2PHhhUCBrypqO0SBC5X4HR7CI107mxgGUJ8g1Kqn1LqHTsGGC3y82czdmw2U6deaklXoHVN7cL1ySczeOaZS0ybq/uf15sHx4oMbb2b/ysW5mTbtt1xOt8FHPzwg4f8LlSN80AIEZ2yMnnIRo7MY8qUmbRs2QalFDk5uUyZMoORI/OoqAicvw0wadLXzJ7tYvRocy4duzBvHkyfLgv9ued6tP0e7g4Ze/fKg3TJJXDEEVJE5Y20NPG1VVT43vaRkMu5XDLHJSWeuS4v9/jKN2z4nRkzHmPhwnmmx1dVRU5qN3Dgudx00zx69zZP2vvgA4MDyr6YlRXS04VeoksXTzA8nN/lcsGuXYEXPeN83bsfz+jRT3H88RcBojn//LNc82FR5C+2amU/iVykMFxt+/cXhWVdBsKePcGLTUORofcjxWGfA2itlymlGtCTJvDvNWwF70DmwoX/ZPv21Sil6N//LK66KoPq6iomTfqWDh08NvTrr0+kqqpu3cHzz4/mzTfv44473qdNm26sWyfbuljTwEeE/PzZLF48C5er1P3dvpQOoeQXh2IVeFN1jBp1JaNGXVlnHytNory8lDVrviE392jLLlF2QmodRGsbO9b3we/Vy8OnM2AAnH22/PnDeNj9F6pILAKtJWsJZJ5btPCdqy5denL77Q/Tvn3dQC6EJqitoJTi6KNPr/N5cbHEBr74Qt7bzS1kBkML957Tmhq5/4KRz5WViSUQbJEyzt2uXW/atfOQE3z9tRzbv3/kdNMtWkjxWGPBgQM7gBx++mkpvXoNi7qWoLJS5i+YtRTKV1SZZAw1eMvKYB3GoG6+eu/ew2jTpgedOkmOZ2npfioqSkhO9iUTsUolrampZteudTz00Cl88cVsNrnd6p3Mn/WIEYw+OVSNa+/ewA9ZKKRoxmLnj/Hj2zBlyqksXvzv0AYTJYwFIzu7rvbXs6fn9SmnWJ/D5ZIU2Rkzbvb5PFq6aa1Fq/XW4Dp16sa1197JWWeZ8+JEGh+wwurVcOONEiOpqJC+A3ZU2AaD4cooK/P16wSb0/JyyfgKhRbFilvMoHqPlNPryCPl3rGLLdUOJCQYXQm1+3905wtmzRsIxSJYoZS6BIhTSnVDsnu+jnxo9iBQhzEwjw34tyu8/fb32LdvOxkZviqBVSqpgb17t/Lii+NwuaBNm7ygvvhwEax4rbw8tOrl6moRBmYpdZWVvlkJ55wzkLKyUp56ag69ewuRu8tlvWClp7ekoqKE0tIiLrssCaUUTz+9gRYtWpsfECV2uJOMW5ucPj0dRowQn3ugWI3TKavT7t2+NRNVVdFXcYZbmBaNReCPVavg0UdFAHTtKkKgPqyBdu2gquoA0JwXX7yDc8/1lAGVlVlr6YY7KNS2s4Yg+PnnD4mLi6dr18Hs2ZPKhg2SNda/f/hjT04OHkNrCLRs2YqDB2HQINFoqqoid1tpHbgPuTdCEQQ3ABOBCuA1JB30wciGZh8CLdYJCSkhBYit+gpYsVZ6o6qqFJhI58720yMEKl6D8PrpFhcLe6J/Foe/NbBixU/U1NRQ4eUnsbIGAP7xj99xOByUl5fy9tsPAJCWFjsX0S53vZoVCdho83isD7KyMgEYMOCSOtsqKuzNH9+6dRM7dmwhJyeXtm19VfOKiujYYv3xwgtyvhNPlAB6fdAStGwpgsDplAhrkZ/GYPRpNgvAHjgQuhAwzgXw4ovXUFCwkX/+cw35+V0BOO64yDT6+uQQCgeGC8dQ0iKpfDfg3Yc8GILeMlrrUq31RK31sW6ah4laaxua+EUHs5x2kHoBKyHgclWyadPyWsIuKxislWlpwe6WzbbHB0B+W3y878rt7eYK15Xhv+hrXTdjZcyYWznrrFF07dqr9rNAguDrr1/jhhs68te/ptZ2Jfvb37ra2mrSG0YKq5lFECqaN5eVvkePP9XZZkdbSm/Mn/8qF154IrNnT6uzzU63UHGxpE/Gx8O4cfUjBNLTPQkSRo3EpZc+67No1dSY/06XK3R3hQFD8enZ8yR69jyJ9PQ2fOVm7Rg6NMzBu5GZGdlxsYZ/+89IXUM1NeFZnUEtAqVUd2AC0NF7f611AG9s7GEs9FOnCu1BixZtyMt7LKAV8NlnL/LSS+NJSkpj4sRFvPzyDeTk9GL8+LoUR0OH5tGv35ksWvQ8H374DPv37zA5Y4eYCALjN8yZM5F9+zbjcHRg7FgPLUO42mRZGWRkeN6bsTvedZcvu4fLZS0I/AP1Ru2GWUc3u2CHILAKFoO9GjrAEUe0oX//IabBYjvdQhs3yv8OHWJbOGYgMVFI7AxNPyHBkDzOOg3XDxwQa9RbOIVrDXizvRrP6cqVkgmTne0bHwoVSUn2Na2xH1VAPOPHX8w337wWkUVQUSHxl3AK0kK5deYB0xAuoHomRw2MoUPzWLv2O/bv38E117xMUlLgbhRHHNEZpRROZyJr137P+vU/sGPHaiy47khLa8HIkXehteaNN/xpGFJo1mxyzCoRhw7No3fvPK67Th4mb80nXO21slIWdmOhCEUjLSy0fmADBertbDXpDcM1FI0gMFw/33zzHv37t6JzZw9DoN2CYNSoqxg16irTbZHWD5hhwwb5b3fCghni4iRV13ux99Zgq6p83WuGVpqSIvfgwYPha7hmbtDFi+X/0KGRWUCNKUvIHwkJEn3fuXM31dXVQFzYlB379oVflRyKIHBprZ8P77T1hyuuCMp2UYujjz6dOXNEe/3tt6846qjTycxsF/S4oUPz+PHH/7Jp0zKqqiqADsBkxo/Pi6kW5ulHoPGmzjCa0ITzEJSViUApLa37MK5e/SuzZz9Hz55Hk5d3NeDh8DFDsEC9Xa0mDbhckjWkVHg8Sv4w4iTbt29l6dIffASB3a4hK1RV2St0DEFQH9QI3bvX1aQNofD224/wpz9dQ3q6b+HCgQPRWUCevtEutK6hpiaB79ye3XDdQvHxYs1EmmpaH4iPl4f6uefm43A/4FVVoQuCSOtTQlnG/quUGg/MRwLGALgb0zRZ9OhxAnfd9UHQ/V566To+/XQm1dVVZGXlEh8/mZ078xg8WCqKY4mrr04Hiqio8BUEEHrmkIGyMnkQCgrqbvvkk/8ya9bzNG+eQV7e1ZSWBs42CJZVZVerSQPeqaPRpPqJtjobuIe33y7gyy//VVsxXl+CIJxAfyioL4ugVSto3rzu58YCtWbNEnbt2kVurr0VbMZ1+e23fB58cBi5uXdSVvYwnTqFr9l37ty4hQB4BGtiYnqt+628PPTMoUitzVB0ytHAbUjK6FL335LIvs5e7Nq1jldeuYlFi6bH5PxSYTyD6mpx1BUWbmLnznGkps7miiti8pU+cDjke6urHXXyrcNduMrKRMs3c/e0bp1D27Yd6NtX6isKzRmpa2EVqAd7ew0YsCM+ALBhw2ykv5FIQ++K8bKyyFt9muHmmy+lX79MFi36r8/noTa0DwWlpTI3Tqdk8MQSVqyexsJ1+ukTSE+3P3XYKNIrLy/G4YijqkoKP3v1CnCQCTIyfONkjRXeFBMGQr1namrCD8QbCCVrqJPJX4NXFgMsX/4RH3zwNLNnTwj5mOuu68All8Rx1VUtuPhixbXXtrXMdJFmNf6176XEx0+Meek+wPTpu4iPl5XbvwQ/XEGgtfVCd/75l/PVV5uYNUsa3AbTKoysKqPLmNETOBatJsGe+ADAV19NBKwL9ezU1ouK9nHgwD6UX/5kqHndoaC+AsWJidYN3A1B0KnTcTidJiZDFCgt9VyT/v3PYtasKlq1EnqJcFxhSUnCJdQUYMznSy89x7ffSom4EeMLhgMHIldmLG8fpdTtWuu/u1//RWs9z2vbFK313ZF9pX1o1qwlmZk5YbkiDhzYhdY1lJaK43L//h2WmS5WvvADB+z1gVshJSWd+Hjx+/mX7NvtYjCgdWhaRSxbTPrDsAiibSRudd2MmEYoRH2h4vnn36K0tISUFN8T2nndDK6rWLuFAuXcGwuXy2V/wN3fMlVKsWGDKB2hCoLcXFEgGgOhXCgwBPp33+WzalUVxx0nTYhKSwO7tSoro4vFBLIILvJ67U8VPSLyr7QPxx13AVOnbmXSpNALnVNT62ot3lqhN4ymNP6w2wceCGY9CcDe4ObWrZvYu1coRktL7XWRRAuXy9OG0KpHdajIyAh8Pe3U1hMTk8jIyCIx0de5a5draPNm+M9/5HW3bvac0wqBBIGxcP3223f8+usPtn6vN+stiJto/36JjYViHTqdTUsIgGc+zz57HEOHnlb7ebD7xn+uwkUgQaAsXpu9bzIoKjKfMbNMl1j32w2GF164hgMHJCjrn09sp6951KgTGTCgJffdd0PEPsZYYcEC2LZNHuhoqb7POce6dzHYO6dmKC+3R8gWFMDkyWK59e8PJ5h3wbQFaWmBrSTDIli8eC5ffjnXtmYq/j3J3333cR5/fBIg1kAoi3tGRtMSAuARBL16/YFu3TwEe4GqhIuLo+ckCiQItMVrs/cNgqKiPZSWhlemmZZmXlJopuUPHZrHiBEzgFxAxcwHboUdO35Ha1FT/S90dXUsiqDaNipBsGWLCAKQqtloycFOOikPkOupVN3rWVISXrFTIDzwwE1MmHAFe/Z48nDtsDi0FkqJoiJpOnPTTbGNDwQjrjMEQW7uIDp2PMa2e3KHX/3m+vVL2bBBlqtQ3UJNITjsD2M+zVyIZs+mNwtuNAh0Cx2tlCpCtP9k92vc70NKZlJKjQCeAuKAF7TWj1jsdz7wJnCs1jrkjKSHHz6djRt/ZMCAc5kwYUHQ/fPzZ1NSUnfWnM4ESy0/Li4PyOPMM+FS897tMcM559zB9u0ZtR2L/FFWFn4nKH8sWDAbpRwopZgzZxrV1R0YNKh+BF0wfPyxCLzhw8PPEjGDpODJ9Zw1q24dhtGE3Q7Ooffff5Ndu7Zz660P1X5mR3zg229h+XLR0q+7LrbMmenp5imj3jCE0KBBF3PiieGnNZuhrKxufOC88/6PHTtasnFjaILA4Yh9L4ZYwONq+5VFizZw6qkePvXi4rrXY/9+e1paWgoCrXUE7ac9UErFAVOB04CtwA9KqXe01iv99msG3AQEJgAyQU2NhNJTU0O74q+/PtG0lWVSUjNLLX/1avkfSSl7tDj66NNp2VIutpnpV1oa3c2+YMFs7r57HGVl4hPZvn0zU6eOo7LSfoqIcKG1dNmC6JqOeMPhEMFpkL6ZLfglJfYIgkmTplJUtJ+MDI+DPZqK4r17pRvXJ5/I+4svjv1CF0pKqiGIjMXIDovAuw+5Zyx9av3godC6tGhRP7xLdsOwCD766EVWrfqPjyAwihETE+X52LvXvir1WLKTDALWaq3XAyil5gLnAiv99nsQeBSpVQgLjz76MzU1NbUCIRissoBKSsxr46qqPO0ojS5Y9Q1PdXHdbdFqmI8/PrFWCBiIFUVEuNi4UW70jAx7s2KSk+VhGjs2lyee+JRWrXxXlZIS65z5cPDHP470eW90NIsENTUwZYrESkAKGe0SjlZISgqt+MrTmKaSwsLdtGoVXUFDRYV50eOWLaIRZ2QEZw5NSpJsoaYIYz7btDmSE06omxFSXCxCoLAwOmZSf8RSZuYAW7zeb3V/VgulVH+gvdb6vUi/xOFw4HSGZh+HmwW0fr1Mdrt21nnUscT27b+xbdtPgLlFEK3Pefv2wOmUDQnDGujf317NzqjQrK5OZNeu9XW2B+vtGimi8eOuXi1CICMD7rsPbr899tpuqFQehqKycOGz3HZb76gtgq1bzT+fN+9LAPr0qQ4YAE5MhD59oneZNhQMQXDiiVdyxx11mX2KiyWdOlwhECzLsMGMJyXcxf8Abg1h33FKqSVKqSVFRSbqQogINwto1Sr53xBuIYCdO9ewf7/0w7SyCKIJbrZt2/DpsVb48Uf5H0nTkUAwBEFe3gy6dx9SZ3tFRfTmdlVVFfPnz+Ljjz2tvYNVawfC55/L/2HD5F6sj0yYUK0iw5URF5dKSkoLiosjV1OtrIGamhqWLBGtp2/fwDf8EUf4kuLVN+LjPS7I1q2l9iU9PXSuIGPs1dXmFn8kz/v+/R4XtxViKQi2Ad45B+3cnxloBvQFPldKbQSOA95RSg3ED1rrGe5eCAPT0z2qyrXXtmXcuJZs27YqpAF5V8SaZY34oyHjAwA5OX1IThaVy0wQaB15PcGCBbMpKambhlCf6bFW2LVLOHQSEyUzxk4YgqBz5z9YstVGs2gDHDx4gFtuuYw77pAe0C6XPIyRoLSUWpK1k06Kblyhonnz0DVqY+H6wx+u5tlnN1NdHR+xcmJlDVRUuIiLGw7A0UcH9mbXd8MZh0P+lJIeBzk5Uundpo3ca8nJ8nn79iIUgnEGeQSBpqBgPxUV0RUMVVXBb7/Z07w+UvwAdFNKdUIEwEVAbWsodx/kWr1DKfU5MCFY1tC+fZ7OR0aPACveGzOEWhH7+++SnaGUPRkrkaBVq04cd1wnPvvMOk+4tDT84KZ/kNhAWloWo0c/1aDxAa3hX/+S18cea39WjDFXZWWSRfb66xPZs2cz2dkdagnoCgvFxxyp5u1wODj33EtISpL70kzLDRVffy3Xvnfv6CurQ0XbtqHv611ZDHL9KivDd80UFlrP04YNCVRXy2IaKECenBx5W8dIkZUlGVyhUEUnJ8tfYaG11WnM5zffvM2CBRfwwgv/ZfjwsyIe3549oVkRMRMEWmuXUup6pLVlHPCS1nqFUmoSsERr/U7gM5hj3z6ZxPR0GDNmOvv27ajTczhaVFTA88/LBJ5zTsN2M5IHajZz5kzkhRd8FyyQfPJwtSCzIDFAUlJagweJv/kGli2TFMRL6naUjBrGQjFjxp8pKXm3llDQv6lOUVHw1EkrtGiRyZNPCn/Vvn2wyZqoNSDKymD+fHl9Sj21gWrZMrzfbQhqby6c4uLwBEFxMaxbZ739l1/kf7CCwvq2BlJSPMV24fQLyMyUNcZMuTPO43SmkZzczPQ5DQeB6OS9EdOeRlrrhcBCv8/utdj3D6Get7BQBMHw4eOiG6AfiorglVfEEiguliDxBRfY+hVhY/v254DbKHWXvfovWHv2iPYaTvCwsQaJq6vh1VfldV5ebAqCDIugqOhjpBuUB94ZUzt3Ri4IDOzbJ5ZlpHjrLQled+kCQ+qGM2xHQkL42TaGBrtp00ruvDOPCy54gMzMc0JelPfsETdgINfFihUuwEmXLgcRj7I56kNhczql2lop+R8JlJJYxu7ddYWBMZ99+pzGX/9axFFHRT7WgwdDzyxsgpm20flwi4rg5ZeFqwVkooyOXbNniyleXCwX6vrrGzbwBLB8+R0EYsysrg5/PhprkHjNGvGlt24du/RIj+vAvITaEIb79kWeE19VVcVvvx1gxYqqiPzlBw8Kj9D778uiceWV9ZMTn5sbfpWyYRGUl1exadMy9uzZyL59wdkytRYBsHZt4IIorWHTJpnExYtvtNwvJSV27SeTk2U9yM6WGECLFqIkhGMF+MPpFBecPw2GJ0YgFzzSzMCqKk+6cShokoJg715Yu/YHHn54BLNmhVd+MGcOfPQRTJsm0vj//k8qNP/7X2mBFxcnPC5PPtnwuchCjx14wYLwfdATJkwmObnhOJSs8JNkynLMMbHLjDEEQXKy+cX1FoYG62m4+OqrLxgxogWPPBI+N+PBg3DHHTB3rmjJf/pT/XQfa948MteKYTWlpHRl8uQlnHLKuNo8dytUV0vfYYNePBD27IHKyngcjgLatLEOEMQyfpKRIULGsATsRPPmIhBSUuTchiAwLKRIBEFBgTxL4SQoNElBUFgICxf+g+XLP+S99x7nhhs6WvYU8MbWrfClpCOzYQP8859SxehyiYDQGk47LXRSq1jCaBBvBe8Fq6govOyhkSPzmDJlBjk5oWVP1RcMQWB3yqg3DNdQly7BU4l37xat6qefPL7WoqLgAqKoyEVSkvh4w8WXX4o10q6dCIT6ojWJtGjP4CLaty+Vzp0HkJAgkjYQG+aOHaGn6BrxlT59WnL55f803cfhsKcI0AwpKbGl8QBZ/I84QubSY2GV8/DDI7j66sFhnUtrWefCJTeMaYwgVli1ajYbNsyvfe/vN7fCG2/IRGVmilWxbJl83revUB0nJ8N558V06CEjUIN4M+29oCA4QZg3Ro7MY+TIvJByjOsDe/ZI9WhycmzTdQ3tevPmsxg8+C+sWvU5hYWbycryDcKDaK5b3CWR69eLG3HXLnENBKJB7tNnBC+/HH4xgtbw6afy+sILY98K1UB6euTZNq1aSWD44EFxqaalwaZNP/Paa3cycuT5XHHFGJ/9KyvNKSSsYLhwOwTwWmZlReemMUNioiiD9clXZNQfCBJYteoLqqrKOXDgAM1DDFjt3RuZS7NJCoINGybicvn+2mDUCL/8Aj/8IBL3nnvg3nvl5j3qKNG8vv5acn8bS0/TQA3izbT3ggLRIkO1ZH7/fQX33DOeI47oTl7ezGiGagsMa+DII2PLptmzJ6SkVFJU1JzFi3+kd+/OnH/+ffToMZQ2bQIT+xuMmMHM9aLwCHFrsWqVLJIZGbG1ivwRTVA+Lk6EwebNsHDhuxQUvE5ycjo///wB2dltGD16jM89uWVLeNqqIYgDKTlHHBHZ2K0QF9dwfQw8riEHt9/+Hi1b5uJ0hm5Z+rO2hoom6RpyucLLeikrgxkz5PXIkXKRR48Wc/jyy0USDx0aGplVfcGKDiMhIcVU2FVWhrcALVv2Pd9//yUffzwn0iHahooKWLRIXh9zTGy/y+GAAQOM6OQFrFz5GdOnX8mMGWMCHucNq9Q/Y1ukQWZjDoYNs1/DDYRotF6Hw9MwaNmy38nPn0Xr1t24/vo59Op1KrNnz63trbxsWfjxLMMieOut81i+/OM62+Pj7ad/iUUsIFQYSlB1NfTtewqtWnWhpCS0ZXr//sh7FjdJiwA6AHWTs62yXubMEddDx45wtpvM74QTYtvQI1qMGjWZmTPH+biH4uNTGDt2huUxBQWhpzx27tydY489ibi4eqpSskBNjdRsbN4smuWgQbH/zqFDk1m8GFJTx1BSch/g6bscKoqLzdMVDxyQ+M4nn4jVFmqK844dUkHscMSeUM4biYnRsa0q5XGTtWlzFsOGpdCv3wjS049g7NhMXK5KWrY8hebNw1fbKytlXpSqpqZmhSlzsN2uG6Ua1ivgTTFhYPfu4FZPZWXgWoxgaHKCwOGAmprJwGV498exynpZskQ0rbg4uOaa2Lod7ISh9RuVr9CBU06ZHDAGUlgoQbNQHo6BA09g6tQvorp5woXLJYFQg9CsqAhmzpRrlJwMt90WuxRAb+zbNxulJlJSspkWLXLJyws8r2YoKTEXBIWFsHv3elav/pKePU8M+XxvvSVCcdiw2AU+zRDtQuotCJTqzmmnda/dNnDgeYCmvPxgRIJg/vy30Pp8srJKcTiq6NixrrlotyBITa1fa8wf3oJg//6dfPjhs2hdw0MPTQlYt7BuXXRspE1kWfTA6YTKyjxSU5+ipOQHpHNY3UAfiBUwbZq8vvjihk8HDRcGHcbLL0vKa7AUOa0l8NuuXWhc8tFQH4SLigqYNEmCrtdcI9bZww+LBp2cDDffLDnasUZ+/mxeemkcWoultX9/aIkG/jCyXgoLZfFISpLXBw7AySdfQc+eJ5KZGRol85YtEqOKi6v/ZIVoi/YcDo8gEKvmLTZvXs5xx13IjTe+FtW5v/tuDQCtWpVyzz0b6my3M5ibkCBB54ZmLfWm7KipqWHBgsmkpmZw/fWT6drV3F9VUBBd43posoIAxo37PqgbYdYs0dyOOQbOOKN+xhcLGA/rrFlP8PbbDzNzZuBO1QZ5VyBh8NVX+Xz33Ta6dBlEq1Y2Ev774eBB4UOaN0+EAIgVkJQk16ZnTxg/PnTa42hhlo0VSQ+GkhKxbtaskcWje3fpoQCQldWerKzQU7gWLhQhPnx4/c2DgWgtMO8Ywc6dsHDhk/z+ez5paZm0b98nqnO3aDGKHTugWzfzlKZmzezR3pWSeW/o4lHwrSPIyGjD+effT9u2PSgoqCE3N67OGKurPXGUaNAkBQEEr6bdu1eyhBwOGDOm4esCooGh9dTUtDRttWmGrVvlN7dta/7bH3jgRtas+Yn+/c/httv+Y+NoBVpLR61XX/VkiSQmSjbMN9/IQtq/v1gC9fkAWmVj7dkTHiFQdbWwOoJYOwYfTrioqfFkTA0fHtk5IoVS0efIGz715GQR+O3anczevZs5/viLAaipqWbbtlVkZ+eyc+dalixZQKdOAxg48BwAli//mKys9uTk+OYMV1bCxo2ioJx8snngyy5uoczMxiEEwNc1pJTiggvuq922c2fd7KlNm+xpUHPICoLPP5eHbNCghiWNswOGIMjJOY2xY78M+bgtW2SeevTwNXmlTWNL4uOTaN3avlQprSUe8/33kqllxB8MbevSS+Hoo+V6VFcLqVx9P4DZ2R0sF/3y8mJLaupwsGTJf9i5cy39+59F27aBW9tt2iRmvUFVXJ+www1iUDC3bi1Fmief/BBjx3r6NP/972fx888fcNpp4/n44+cAOPHEyxk48By01syYcRWFhVuYMmUpnTp5cmZ//lnuoU6dPBaH//dGKwiMGojG1NLSWN/MKDp27JB5jo+XtW39+sCFe2F9rz2nqT8YE/Xee6+zZMn/8eSTa+rsU13t6e166qn1OLgYwePHbUOPHiZPRQCUlkp1rDdNwebNcNddH9o2PuN7pk8XIWAgIUHiAf6EafVVLWsGs2wspzOBM864FaczvKoqKxrrxYtf5fvv36Jly9yggsCwBvr1q3+r1S5BAB5BsGOHuMkMdIJYRD0AACAASURBVOhwFNu3r+aXXz6q/eyEE4RWtry8mD59TmHDhh/JzfWtnvvyyyognt69dwF1g2NZWdElfiQk2NOb2m74Zw2VlhaxcuXnVFWVM2TIhbVkiBs3yjNnF5qsIIAeVFebM1t9+624hlq3lrZ1TR2GIIi0ucmePaJtxseL9hlt4xV/FBTA3/8u7qjkZLjsMnlQ27VrfNaYEQeYO3eiu+6kA2PHTuakk8LLGjIoQAyB4l3dPmDAOWRnd6BNm+CNrn/+Wf7XVxWxN+wUBEYPA/+q4YsumsIllzxKaekB1q37gczMHHJypMFHcnIzrr32X7z77uM8+2we48bNJCkpjbIyWLZMTvzrr2OA/9b53miLyCJlDo01jGtiUMYUFGzkiSfO5YgjOjNkyIVs2xYemVyoaHKCQCS5pqysHwMHflVne2Ghp7HJmWc2LrMvUqSlSVCspARuv/04LrtsMkceGbpDuaZGcpEzMyW4GS1WrpS/s88W4XTvvZIKmpMjKaD11UAlUhjZWNddJwpDJJQWgYLOzzyzEbg86DmKi+V6xMXZ34ktFNjRxMWwYoyML/9FyqjPSElpzpFHmpvnX375b7Zs+YUzzriZrl0H8/HH4HLFkZKynF696jLuJSdHV0SmlKePQGNDp07y+3bvFgUrJ6cXRx11Orm5R1NTU4MjwgUtWByhyQkChwPGj1c88QR8+GFbBgzwPEQ1NfDcc/KA9etX/8G3WMHhkDhBYSFs2bKb337LD0sQgHDk7N7t8T1eemkCWtfw97//UquhhYKtW+HRRyWYt2mT3KxFRdJB65ZbGu8DZoaWLUUQvPnmy2zdOpVhw67itNOuDelYq6BzOD0dli2TuEqPHg3jprArVVIpT4aalbZaXe1C6xoOHixk/folOJ0JJCWl0a3bEM4++zZcriqysztSVCQU3AA33XQURx31VJ1zRZvympTUsLUCgZCYCAMGQH4+LF0KI0bEc9ddH0R8vo0b4Z13PLxqVmhyggBg4EDJt54/X6qGJ0+Wm/Grr0RTbd5cfNNNOVPIHy1biiDo2nU0vXqFXqhkwJsSoaamprYzV/PmocUcKitFmDz9tOdcS9xNRVu1gltvrZ9iMDvRsqVk/qxcuZHCwqVkZOSELAisgs5ZWR3Yvv03lHK4eWKs03IWL5b/9VFNbQa7BIFRS+BwyD1SWembjXTLLT3YseN3Roy4kaSkNBYsmFK77Ywz/sZll/2j9v0rr4jv+6ijsGzKEmnDIKXEkoi24VAsoZTE1PLzJetxRPhM5rWorIQpU0Jjeo2p40QpNUIp9ZtSaq1S6k6T7dcopX5RSi1TSuUrpXqHct7bbuvLt9/2Iy3NxYYNkrpXVSW56iDFY435YkcCoxju2GPvo0+f6PsWPvPMRu699wvS0oJX5GzbJoL19tvFImjbFiZMEK0qPh5uuqnpCQHw5Oy3aXM6Rx/9JwYPPr/OPvn5s7nhho5cfLGjlu48P382paV1K3iM6vZHHhnBLbd0p6DAOiV17165b+Pi4PjjbftJYcFOQRAfL8JA67rEZ6eeeg0AHTseQ9eux9G373Byc/uRldWeM8+8tXa/HTvg449lMRw1qgpt0tXHWMwjGWOrVuIebazWAMjvGzRIxrh6tXg3tNbs3budDRt+CutcX32lOXhQmFunTw+8b8wsAqVUHDAVOA3YCvyglHpHa73Sa7c5Wutp7v3PAf4BBJSBxcV72b1bqgyTkjoBjzB/fh6//eZh4DwxfIW50cMQBJH2vwXzLJdQ8OabksqXkSHZR5dcIsLg0Ud9C4qaGgxBUFW1gZ07V/L881cwb969tdk/ZgHhadP+ilIKl8uXdS4tLYvRo59i6NA8ysqKePnl60lNtRay+fmyaA4YYD9pWigwFm+7zgUSJ9i+XZQF7yr+ESNu4phjzqJ1664opRgwQAi/qqtdxMU50Vrz66+fMGtWLtXV3Tj5ZHjzzfNYufIzbrllAUcddVrtuZo1Cy/up5S4glq0aPiq4VBg1GX06iXU+D/9BO3b/8xddx1D27Y9eOIJc8746moXn332IqeeejUg99asWeuArpxxRmDadIita2gQsFZrvR5AKTUXOBeoFQRaa2++zFS8yYMs4K1llZdvBcaxejWsXi1ZH6NGHRoBYpDMGyPDx+BjX7GikMWL3+fEE8PLwQyU5RKoonbrViFDczrhwQd9c7frgxIilhBBMJvff/dQTuzZs4mpUy/lhReuprKyrA7RmeFS80dSUlrtPJ522rV06jSA9HTzMmGtPQ2SGkppsXNRNFyw7dqJO6NuwNhhSvEdF+dZfp588h+Uli4kPr6GCy908NRT+6ioKCUlxde0D5cQrl27xm0B+EMp+RswQATBsmVw3HG9SE8/gszMdtTUVJsSJL799iQWLJjCkCGjSE1twaefrqW0tCtOZzFDhgRPkYqlIMgBtni93wrUabejlLoOuAVIAIL6POoyEJai1ES6ds1j0CCZwKYOpSSACB5BIMVGNRw40II5c+4LWxBESq3w9tuycA0bZl8lZ2OBCIKJtULAGxUV4fUILCzcjNYa5V4Vu3a1dvyvWyeLZXp6w6SNgr2CwNsigPDTG4uLFfAiAMOHF5OZmc799+dTVnaQhATfKHo4Lt+UlKYlBMAjCHq7neS//w7x8YlMm7az9t7yh9aa3bs3uC2rTcyb14Jt27oC0LnzzyQkBKdZbnDdWWs9VWvdBbgD+D+zfZRS45RSS5RSS8zPsplJk+Cssw6NAHFGhpiy3pZNQgKkpLwIdGH//vUht+c0EEmWy4cfCh1EXByce27IX9VkIILNBqIW5GG89to2fPTR1KD7Gn0HTjqp4dhwY2URgIfrKhSUl0sNSmlpG3Jy4MIL093nVKSkpON0evxXTmd4+f+NtVYgGIwsrJQUqQHaswcfIbBr1zoqKkq99leMH/9vJk9ewtdfH822bZCSohkypIbbbguNaz+WgmAb4F003879mRXmAiPNNmitZ2itB2qtB5ptt+pD0FRhFGF5C7X8/NmUl9+M0YfBcO2EKgysGt2kpppXfC1e7KnH+OtfDz1rAGRhcTjsu3cOHNjF3Ll3B7wmxcUiXKFh05vtqCEwYCgsbdrIPbtzpzlFgj+2boX/+z9Yu1ass7vvDpxGm5kZuqIXF9c4K4eDwbAIHA5PhbbBaQWwYcOPPPHEeVx5ZTrffjvP6ziF03kM338vsZ/HHlPceKOD1FTNe+/9g4KCLQRCLAXBD0A3pVQnpVQCcBHwjvcOSilvx+GZQNjlTlZ9CJoqHA5PnrS3Wfv66xOpqTF37VjBO+OlvNw8h6y8/GCdhausDP79b3l96aWHTj2GGTp2nAxEl/IkeRGCsrKigAI6P1/S+vr2DR7AiyXsDFAbi3NCgmTm1NQELlwsK5MMv4kTxY2UkyOvU1JKWLbsA1avXszkyacxd+7dPseFw8yant40vQOGIACPe9gQBFprvv76NRyOOO655zMGD76AbdtWsXXrSrTWtfUXJ5/sUSa3bVvF/PkP8fDDpjp2LWImCLTWLuB64ENgFfCG1nqFUmqSO0MI4Hql1Aql1DIkTjA62HkTE1PdwRJFdnauaf/epoyMDI8A8HYNhevaMYLDkuuuKS7ea7qfy1VZR5gsWiSaa48eTZu+OxQMGJAHzMDpjMzkcTji0Lra57NAAtpoTt+QHFhOp72Ff9736WB3FPCVV3y7bBkoKxPN/+23RSCeeCI89JAIkGnTruDRR//E/PkP8euvi9i40ZMumZgYmvBSSqzXppo+blgD4Kl4NwSBUoq8vMd45JGf6NnzRJRSLFgwhdtu68Orr/6Hr7+WY885x3M+USCrGTXqPgIhph5KrfVCYKHfZ/d6vb4p3HPm5PRk8mSLUMEhAG9uHm+NxqqASWvN2LHZtamLBsyCw1bwFiaVlfDuu/J65MimqVWFg44dAfLo0SOPFSusf6xSdRd8pzOhThqpATMBXVAgjLDJyQ2b1GC3tuwtCEaOlCY7mzbB++9L3M4bb70lrqO2bWHsWF96j759T6WgYCMnnXQFp5wylvR0D6FQqNZAs2YNk45rF7wtgs6dRWhv2SL0MmbCu1mzbJo1G8wXX5yF1jLf3nN1883zqKqqIDMzsORv8GDxYXiQnu4rCLwfsFGjJpOQYO7CKC4uZPr0K33cEVYWhBm8YyyffiqUEZ07C2X0oQ7v+ozsbPMWdtnZuYwf/wppaR6rIS0ti6uvfsnyGLO41fLl8r9v34ZtmWq3tux9nyYlwZVXyut583xJ6DZvFuGgFFx3XV2Op1NPvZrJk3/ghBMuZvDgC+jV66TabaGSFzZlIWDAmM+EBHkOtfbcOwZ2797A44+fy9at62jR4htKS5306wcXXeS7X1yck6Sk4OZfkxME69cv5frrO4SVMdMU4HRCly6+mpp3jGDo0Dx343rzfDh/F49VcNgf3jGWqir4r5vo8bzzDn1rAGSBSUsTV9iZZ9YVtsb8DB2ax8yZe3jtNc1rr2lmztzD0KF5pgLaKm5lMI02tIC1WxD43yf9+onLp7ISnn1W+G5ee01aldbUwGmn+dKiB0Oogd+kpMbTYCZS+M+lQeE+d64vTUxaWibLlr3Pr78ey5Ytitat4YYbIq+hanKCAKCwcEtYGTNNAV271k3p87+o4vrxr6PwwNsdMWrUZNPCE2/4x1i+/FKoD9q3l+5h/wtQynAPQcuWImyzs3NRKrQYlCGggx3jckmBEFhz6NQHEhPtzRgCc4XhiisgO1t6FNx1lxCfGa1JL7wwvPOnpoamlIRbbNYY4e0aAhGa7dsLYeQ7Xqk2KSnNycv7GKUk437cuOhoXpok6RxE1me2sSI317oJt1JiGhpo3rwDBw6Y80x4uyOGDs1jxowx1NSYROwQISB0yQKXy8P6eN55h051dijIzZVFetMm+POf88K+pwxa60BYs0YCpTk59d+X2BuxWCzN7pWUFHH/TJki2vwxx8App/g2rQkVobh7mmq6qD+8g8Ugv+vKK+GBB+T5PPZYuV83bYJ33jm51sLqFTqBsCmarCCA8Ch/Gwvi48U0N1rMtWkTmKvH4fDNvhg1ajIzZvwVqEt1UF5ezEsvjeebb96guFhKkpVy4HDE+VAjmLku3n9fgplt23oyP/5XYAePUzAYNMAN7RaKBU24ldLQsyfMnCn3fDSKRSiFYWlph4Yr098iAJnH4cOl6+LTT0ufldmzhaW1d2/h/ooWTVoQNMVCsm7dRCtLTJS/YJ2W4uJ8BcGwYXm8+Sbs3XsT4NtqrLi4kI8/ft7nM61rqKlRpKVlUVKyl6wsT0tFA1u3ephbL7vsf8saAGkGApKmV1Nj/+93uTzcQg1NgVKfggDsqWAOVRAcKjATaJddJmyk27aJcAVhKb3uOl/K70jRZAVBUywka9fOY5qH2qjc7KY4+ug8Pvssj9TUjpSUBFdjta4mKSmNmTPrdrrWGqZNk0DxsGENx33TkMjJEX/2nj3SELxrV3vP/9130smtffvoTfhoEQtBEEtNPJQAcGJi0w8SG/B3DRlITBS69/vvlzm56CI44QT7lJYmqfs1xUKyhARPX9dwYHahjYWqpCR015iVG23NGiFBS09v2KbyDQmlPMHxpUvtP/8H7gZTp5/esO6LlBR7rR1DE42lBRlKfKApdcULhkD3R/v2koX11FOSlWXnvDc5QdC58wCeeWZjkxICIEIgkgtndoyhVSoVumvMyo32lbvt89ChTbO5jF0Y6GaxWmJjraLLBe+9J1w6qakyxw0JuxdMgwollsItlOD2oXTfWlkEBpKTY1OD0mRdQ00JCQnBYwFWMKPRbd1a8t/37p1MfPw4qqoCVxA7nQmmbjSXC779Vl439CLV0OjVSx6yrVul3WKrVpGfa+dOYW79/ntJxwUJ8DV0YxQ7/ehJSTJfwRauaOBwBC8ki49v2OI8u2EWLK4PNDmLoKlBKXHlRPqwmN0USkGfPgB5DB48o7a61VM34DnIqIA1s6B+/VWqiNu29eTS/6/C6fTERwx20EhQWSmpfh98IEIgJwduuUWoFxoadlkESnmsAYcjdguXN++WFeyuiWhoNJQgOIRkaeOD0WAmmtxtKwHSp49QRZeV5TFqFD7dx0CTkJASNI6Sny//Tzjh0Ei9ixZDh4oQmD9f8rUj6cCWny+B4Zwc6fPcuXPjyMJSyj4XSkaGx7qJpUWQnR18n0NNEIC985mYCEce6VuVbPqd9n3lYfgjO9u6UCxUWN0URgejlSth7lzr7mNW2LVLFj2lDruFDPTv76FGeOopaZrijepq6d88aZKnc5w3tIaFborFkSOjswTtRlqaPWNJTfVVbJSKjcvL6Qzt2TnUBIHdFkGbNjKXwZTRwxZBDGEH37zVw9uypfixd+2CsrLwu4+9/bbkzJ98cuTxi0MRf/2rZFJt2QKTJwsN96JFEk+pqhLKBICPPoKLL/Y99uefJc87MxOOO67+xx4IdvALKVXXZ+9wiJBp2VIKEu1C69bBF8T4+KbXijIU2CUInM7Qq9gbib5y6CE93R6fbCAtrm9f+e90mmcEWWUK7dghbqW4OKGTOAwPkpPhttvEmlu7Vio5V66U3rEbNnhoDL791pf6o7TU08zn9NMbXwDTDmqJZs3qLrzGopWba09hE4iFEUqq9aFmDRiIVrg5HDKHbdqEfq5GdrseOrCr+1QgQTByJPz0k2QPKTXOpwm7VcFdVRU8/7wsYiedFF12zKGKtm0l4PuPf4gL6OyzoUMH8f337Sskart3S/FZUpJYZR9/LAK2fXv44x8b+hf4wuGInp5ZKXOrwhAETqfcS1sCd0QMCR07hubGOpSqib0RrQuvWzdPMD9UHBYENqNDB+mQZJffNNBNkZ0ti9IDD+RRXAyJiROpqNhMdraHRqKyUnzeaWmy+L/4org+srJg1Ch7xthUkJ4uWVKhIDMTHnxQXvub6oMGiWto5kxffqLUVLj11sanqTZrFr27ITXVXLv0vj/t6AWQlRXaImZQtByKMPoQVFZKOnM4aNYsfCEATVAQNObslg4dIqseDoRg2kG7dnDnnfDQQ3mUl+fRurW4Kd55Bz7/XBZ9reGOO6QxyBdfyI12661Nt51fJEhMlIfLIH8LBVb32pAhIggMIdC3r7iMzjmncVpYdlxnq4wj7zmK1hXqdIaexnwoUE5bwag7crnCFwShUtf4I6aCQCk1AngK6abygtb6Eb/ttwBjABdQAFyptQ5IntMYBYHDIQLAbiFgnDsYunSBCRPg0UelmAnqar5PPAEVFfL6mms8RGv/CzCEgF0+7O7dZcEvKBAe+JNPtue8sUK0gkApayvHv5FScrLQbUeCzp1D4wyKizu0qon94e1uC8eKbdUqcgEZM0GglIoDpgKnAVuBH5RS72itV3rt9hMwUGtdqpS6Fvg7ENBh0dgEQWKi5PTbtcj4I1R/YZ8+8NhjcOCAuIz27ZOCpi5dJIj53Xey38iRnq5H/wvo08fXZeFwSLZUNHA44L77JL00EIV4Y4DDEf2imZRkfR/6P49paZEJgi5dQm9HeahQTlvB+7c1bx6aIGjVKjrlLpYWwSBgrdZ6PYBSai5wLlArCLTWn3nt/y0QlPassd0AWVmxEwIQXuCoVSuPayIzUx4ugPHjZTFIToa//MX+MTZm+C+CTmfw4ppQEIkftiFgx6IZqOGL//2ZlhZeGqnDIfUWoQoB4zsOZXhfr4yM4AH49PToLfxYCoIcwPsnbAUCtTy5CnjfbINSahwwDqBVq8bVgyCcGzgS2FEElJAgLoz/NSQm1g1w2iUImgrsCOAGEgT+QiacOIGxgIXTWSwh4dChnLaC95ympMh9bLh1/WH0Oo8WjSJYrJS6FBgImHpbtdYzgBnufQsuvljZ1UsqG6hL0t/4cHic9qOpjPXwOO3F//I4c602xFIQbAO8Y9jt3J/5QCl1KjAROFlrbSH3PNBa29bxVSm1RGs90K7zxQqHx2k/mspYD4/TXhwepzliWVn8A9BNKdVJKZUAXAS8472DUuoYYDpwjtZ6dwzHchiHcRiHcRgWiJkg0Fq7gOuBD4FVwBta6xVKqUlKqXPcuz0GpAHzlFLLlFLvWJzuMA7jMA7jMGKEmMYItNYLgYV+n93r9frUWH5/CJjRwN8fKg6P0340lbEeHqe9ODxOEyjtzZx1GIdxGIdxGP9zOMw+ehiHcRiH8T+OQ1oQKKUaIfOLOZRSTaJESSmV1dBjCAWH59NeKKVsy9aLJZrKM9/Y5vOQFARKqTSl1JPA+0qp6UqpPzf0mKyglEpRSk0FPlBK3eDOpEIp1aiujXtO/wm8p5R6SCk1rKHHZIbD82kvlFJJSqnngc/ciR6nuD9vjPPZ6J/5xjqfjepi2gGlVA7wKtLB/QzgC4TDqLHiFiALGA0kIem0aK2jZMSxD0qpbsB8oBq4EiEIvLtBB2WNw/NpL64EjkCKPTcALymlkhrZfDalZ75RzuchJwiAcoTp9Cat9U7gDWCZUuqoBh5XLZRSSe7/TiABmKO1Xq21fgwocGuKDa4leKEEmKG1nuAmDVwI7FBKtWvgcQGH59NuKKW82XwU8I3WulBr/TLwDTDFvV9jYf5q1M98U5jPxvJgRAylVA+l1DSlVDKA1roQ+Nxrl/ZAZ+C3BhieD5RS3ZVSs4FnlFID3bUWaYA3H+g1wGVKqXYNpSW457RWo9Jab8eXByoF6Km1DpMt3V4cnk97oZTqqpR6A/iXUupMpZTR+sW7q/VtwHlKqS5aa90Qi1dTeeabynxCExcESqmhiEk4DnEJoJRSWusSr90SgI2h0FfEEu6bdjrwM7AcuE4pdRXwKHCNUiobQGu9BZgFjG2gcZ4JvA1MUErd6f7MqbUu9totk4Z/yA7Pp41wW0tPAr8iz9TZwL3Av4EzlFJ9AdzC6j+4XVm6nvPPm8oz31Tm00CTFgRAIeJz6w78VSmVazKRxwDrAJRSYxvQXOwClGit/661fgZ4ATgPSAaex7eA5HeErbUhzMVdQB4yp3copdK01i6llMNrLL2BFe7xXaKU6l7PY4TD82k32gD7gcla6/8ADyK9RLohAnei8mTkfADYRfwYLprKM99U5hNo4oJAa70K6XmwFvgYmAR1fMHDgSyl1FvAJYg/sd6htf4V6KiUOsn90XLgE+B2hHQvUyl1n1LqQqRrW5n7uHrVELTWS4DV7jn9AJjm3qS8xjIUaKmUmo8sclX1OUb3OA/PZ5TwFopa620IA/BpXu+fB6a4BW0J8IBSagxide2tjzGajLPRPvPeY2jM82kKrXWj/0NM53Sv98r/NdAMWAsM9zv2fUTbuqCexpoNtPIeH+Bwv74BmOW1rR/wovuY7sDlwEdAXkOM02RO0xGt5livbYnIorsUuLAextkGON7vs8Y4n3XG2Yjn8yq/z+Lc/68A8r0+b4EEXvsBGYh7Y249zudVFtsazTOP9F15HEhozPMZ9Hc09ABCmOh7ENK6ucD97s8cfvsYE38z8K779cXuRfgP9TjW/wNWA28Cj3iPzf26K/AWMNr9Pgsh5Wtdz3NqNk6rOb0H+Mz9eoT7/8h6HOsKRJPu737vLbAaxXwGG2djmU/3dy8FbrHY7gA+BW72+uzfQN96nsuA4/SbzwZ75pFEhF+BZ5EkBf9nqFHMZ0i/paEHEGCSUxF20teBVoiGdwDo6N5eR4N1v97n3u9FIKmexpoEPIJI+5bu8ZYCmcYN4bXvHxH/ZX/gQuAzoENjGKffvt5z6gIOAk8B8fU0Vof74XofMZ3/BqQ2pvkMYZxW92hDzOfj7u+s831+YxuA5LePRFrHLgV61+N8Wo4zwJjr9ZnHY5E+Y7Wo47FaGnQ+Q/5NDT0Akwls4f7vBP4AOL22zQSutDiuOSI4lgMn1OdY3a/beL3+A/Aa0Mfi5rgWeNp9U8R8rOGO02t7tnvOf6rvcXp99iwwwb1ontTY5jOUcTaG+QR6IX3BmyFK1ZXAcX77GwvcucADwJfA0MY2Tq996/WZ9xunA/gFUab6uMdxBV5KFR6rpV7nM6Lf1tAD8Jq0LPfD9BFwI9DVa5tCUsI+A/pZHO8AjmqgsfZ0f+5ENNSNwBPA94i5atwQ3ppsXGMdp9fxznp6wLzHeQPQy/15V+Bf7te3IBr3zUA7475owPkMeZwNPJ83eo3zfiQQ/TVwH5KpcrnX/aliPTY7xul1fL088ybX/Uj351OAf7o/vxopDJzi9Zw5Yj02u/4aRdaQUuo4xLTeAzyEBGBu9NrFgdwYlZi0uwShENBaL4/xUK3GOt49BhfwI9BZa30rogXc4h4/2qugSWtd3VjH6TVGl9b6q3oeZzuvca4FipRScUAP4CZgsHYXXmn30+Z+Xd/zGfI4vcbYEPOZg1hMINbKJOBUrfUDSOOo8V7j09QTohmngfp45i2u+1XuzYZLcp7WejpwB9Aad8GYbkQ0HMHQKJrXI5kU/9Baz4Va5sjh7kq8Kq11tVKqs/t1gRJCqQRj/0Yy1iSgQmtd23Baa/2eUmoCcpNvPDzOsMYZj+TXH4mY/usQ/7FWSnXTWq85PM6Qx3mq+7of0Fo/aOyotf6vUuoWZHGr7zz2pjzO09zbvkCq2Pu7x/mLu5CxyQgAA/UuCNxVgD6ah9Z6tVJqi9e2KsQ15F0ZOBxIVkr9f3tnE2JVGcbx399Rh9AQwqKEappwSitzEQktQoIMw6IP3QRWboLC2hRUi2gjFARBMEYtgrJFtHDTohrpEy2SIDQIWgRTm0QLi0wcy5mnxXMmD0PjbcZ7zr1nzv8Hhzn3fFx+55yB5573fd7n3UP+6nq6z1wnyudIWkP+gvgJ+Nmec/b8Gzgs6QCwPyL2SbqKnPu60rzwBeh59fRzL527lnzuP9I/z70pnsPFvh8kjQLPKOtZDZNv1eNVelZBrU1DkpaUb/SMgSInJlHDAQAABBNJREFUS/uGyF9XZVYC15N5uRsi4rM+dR2UtJ3MdvokIh6OiL/sOT/PiHguIvYV6+MR8UJk2Qh7zsNT0mJJ95Lp2B9HxI4imNlzfs/9ENlsdQB4LyK2RA4eaxS1BQJJO4GPlDW474JskyyPxiutDwMHi233SVpBlu0diojK5/I8H1eygNgY2Ua8257n/ewvrdKtbZ5kps3nwM39/Nyb4ilpVUQcj4i9EfFGlZ5VUnkgkHSRsjnnDuBZstPloeL1+d8OFUnr4mznylpgRNIHwDayP+D7iDjVANeBiDhWpWuLPO+nhvbWFnluJTNZjs9sgrHnvJ/7mar8aiWqT70aICsFTud8DwNvUuSuk73se4D9wCrgCuAPsqxsbSNYm+RqT3vasz2etdyLCm7uYnJgzeWlbctL64vIASOri8+3A4/N+I4dNf0jNMLVnva0Z3s8e7F0+0bfQOanHwXemeWYNcD7s+xb2k2fheBqT3vasz2evVq63UfwKznU/1qyRPAmAEkDpV74y8g5WpG0QcWk3ZIUFWatNNjVnva0Z3s8e0JXA0FEHAHejYjfyLa26Vl3JskyEQA3AkslvUQOz54+t7ZRjU1ytac97dkez17R9ayhOJuFsgeYkPREsX2qiLy3ArcBxyPiloj4tNsO/5emuNrTnvZsj2dPqLLdiUzLOlisryv+3k2ps6Zflqa42tOe9myPZ233o4Yb/iFwmqzMt7LXF7wQXO1pT3u2x7OOpbIBZcrJuXeRPfE7I+LOKBU66yea4mrP7mLP7mLP5jI9kKKaL5c2k3VsTnc8uMc0xdWe3cWe3cWezaTSQGCMMab/6YuJaYwxxvQOBwJjjGk5DgTGGNNyHAiMMablOBAYY0zLcSAwpgOSJiUdkvSdpMOSnlRp9qpZzhmS9EBdjsacDw4ExnTmVESsj4jryBr1m4HnO5wzBDgQmEbgcQTGdEDSnxGxvPR5GPgaWAlcCbwNLCt274yILyV9RY5cHQfeIksgvwhsBAaB3RHxem0XYcw5cCAwpgMzA0Gx7XfgGuAEMBURE5JWk5Oe3CRpI/BURGwpjn8EuCQidkkaBL4AtkXEeK0XY8x/sLjXAsY0nCXAqKT1wCQwMstxm4B1krYWn1cAq8k3BmN6igOBMXOkaBqaBI6RfQVHyUlNFgETs50GPB4RY7VIGjMH3FlszByQdDHwGjAa2a66AjgSEVPAdmCgOPQEcGHp1DHgUUlLiu8ZkbQMY/oAvxEY05kLJB0im4HOkJ3DLxf7XgX2SnqQrG9/stj+LTAp6TA5NeIrZCbRN8VsWL8A99R1AcacC3cWG2NMy3HTkDHGtBwHAmOMaTkOBMYY03IcCIwxpuU4EBhjTMtxIDDGmJbjQGCMMS3HgcAYY1rOP7MFtISxLWX4AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 26339, {'val_loss': '-0.005719610955566168', 'val/kl': '1.527369164477932e-07', 'val/mse': '0.021698089316487312', 'val/std': '0.1854107677936554'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 28534, {'val_loss': '-0.005717901047319174', 'val/kl': '1.4901162614933128e-07', 'val/mse': '0.021708045154809952', 'val/std': '0.18544955551624298'}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "INFO:root:Epoch 00006: early stopping\n" + "INFO:root:\n", + " Name Type \\\n", + "0 model LatentModel \n", + "1 model._latent_encoder LatentEncoder \n", + "2 model._latent_encoder._encoder LSTMBlock \n", + "3 model._latent_encoder._encoder._lstm LSTM \n", + "4 model._latent_encoder._self_attention Attention \n", + "5 model._latent_encoder._self_attention._W MultiheadAttention \n", + "6 model._latent_encoder._self_attention._W.out_proj Linear \n", + "7 model._latent_encoder._penultimate_layer Linear \n", + "8 model._latent_encoder._mean Linear \n", + "9 model._latent_encoder._log_var Linear \n", + "10 model._deterministic_encoder DeterministicEncoder \n", + "11 model._deterministic_encoder._d_encoder LSTMBlock \n", + "12 model._deterministic_encoder._d_encoder._lstm LSTM \n", + "13 model._deterministic_encoder._self_attention Attention \n", + "14 model._deterministic_encoder._self_attention._W MultiheadAttention \n", + "15 model._deterministic_encoder._self_attention._... Linear \n", + "16 model._deterministic_encoder._cross_attention Attention \n", + "17 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "18 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "19 model._deterministic_encoder._cross_attention.... Linear \n", + "20 model._deterministic_encoder._cross_attention.... ReLU \n", + "21 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "22 model._deterministic_encoder._cross_attention.... Sequential \n", + "23 model._deterministic_encoder._cross_attention.... Linear \n", + "24 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "25 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "26 model._deterministic_encoder._cross_attention.... Linear \n", + "27 model._deterministic_encoder._cross_attention.... ReLU \n", + "28 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "29 model._deterministic_encoder._cross_attention.... Sequential \n", + "30 model._deterministic_encoder._cross_attention.... Linear \n", + "31 model._deterministic_encoder._cross_attention._W MultiheadAttention \n", + "32 model._deterministic_encoder._cross_attention.... Linear \n", + "33 model._decoder Decoder \n", + "34 model._decoder._target_transform Linear \n", + "35 model._decoder._decoder LSTMBlock \n", + "36 model._decoder._decoder._lstm LSTM \n", + "37 model._decoder._mean Linear \n", + "38 model._decoder._std Linear \n", + "\n", + " Params \n", + "0 277 K \n", + "1 76 K \n", + "2 53 K \n", + "3 53 K \n", + "4 16 K \n", + "5 16 K \n", + "6 4 K \n", + "7 4 K \n", + "8 1 K \n", + "9 1 K \n", + "10 97 K \n", + "11 53 K \n", + "12 53 K \n", + "13 16 K \n", + "14 16 K \n", + "15 4 K \n", + "16 26 K \n", + "17 5 K \n", + "18 1 K \n", + "19 1 K \n", + "20 0 \n", + "21 0 \n", + "22 0 \n", + "23 4 K \n", + "24 5 K \n", + "25 1 K \n", + "26 1 K \n", + "27 0 \n", + "28 0 \n", + "29 0 \n", + "30 4 K \n", + "31 16 K \n", + "32 4 K \n", + "33 103 K \n", + "34 1 K \n", + "35 102 K \n", + "36 102 K \n", + "37 81 \n", + "38 81 \n", + "INFO:root:model and trainer restored from checkpoint: optuna_result/anp-rnn4/anp-lstm6/version_-16/chk/_ckpt_epoch_3.ckpt\n" ] }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a037360d047549d4a93bfbb511029ddd", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;34m'n_det_encoder_layers'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0;34m'n_latent_encoder_layers'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m }, name='anp-lstm6')\n\u001b[0m", + "\u001b[0;32m\u001b[0m in \u001b[0;36mtry_manual\u001b[0;34m(params, name)\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0mplot_from_loader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloader\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvis_i\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 22\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexperiment\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_hparams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetrics\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'logger.metrics'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetrics\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/trainer.py\u001b[0m in \u001b[0;36mtest\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 867\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtesting\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 868\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 869\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 870\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 871\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_evaluation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/trainer.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 700\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 701\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msingle_gpu\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 702\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msingle_gpu_train\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 703\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 704\u001b[0m \u001b[0;31m# ON CPU\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/distrib_parts.py\u001b[0m in \u001b[0;36msingle_gpu_train\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 439\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimizers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moptimizers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 440\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 441\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_pretrain_routine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 443\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdp_train\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/trainer.py\u001b[0m in \u001b[0;36mrun_pretrain_routine\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 795\u001b[0m \u001b[0;31m# when testing requested only run test and return\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 796\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtesting\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 797\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_evaluation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 798\u001b[0m \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 799\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/evaluation_loop.py\u001b[0m in \u001b[0;36mrun_evaluation\u001b[0;34m(self, test)\u001b[0m\n\u001b[1;32m 303\u001b[0m \u001b[0mdataloaders\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 304\u001b[0m \u001b[0mmax_batches\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 305\u001b[0;31m test)\n\u001b[0m\u001b[1;32m 306\u001b[0m _, prog_bar_metrics, log_metrics, callback_metrics, _ = self.process_output(\n\u001b[1;32m 307\u001b[0m eval_results)\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/evaluation_loop.py\u001b[0m in \u001b[0;36mevaluate\u001b[0;34m(self, model, dataloaders, max_batches, test)\u001b[0m\n\u001b[1;32m 232\u001b[0m \u001b[0mbatch_idx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 233\u001b[0m \u001b[0mdataloader_idx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 234\u001b[0;31m test)\n\u001b[0m\u001b[1;32m 235\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 236\u001b[0m \u001b[0;31m# track outputs for collation\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/evaluation_loop.py\u001b[0m in \u001b[0;36mevaluation_forward\u001b[0;34m(self, model, batch, batch_idx, dataloader_idx, test)\u001b[0m\n\u001b[1;32m 361\u001b[0m \u001b[0;31m# CPU\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 362\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtest\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 363\u001b[0;31m \u001b[0moutput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest_step\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 364\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 365\u001b[0m \u001b[0moutput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalidation_step\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/models/lightning_anp.py\u001b[0m in \u001b[0;36mtest_step\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 104\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 105\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mtest_step\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 106\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalidation_step\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 107\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 108\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mtest_end\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/models/lightning_anp.py\u001b[0m in \u001b[0;36mvalidation_step\u001b[0;34m(self, batch, batch_idx)\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;32massert\u001b[0m \u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misfinite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0md\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 44\u001b[0m \u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_y\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_y\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 45\u001b[0;31m \u001b[0my_pred\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mloss_mse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_std\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_y\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 46\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 47\u001b[0m tensorboard_logs = {\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/models/lightning_anp.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, context_x, context_y, target_x, target_y)\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_y\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_y\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 24\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mtraining_step\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch_idx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 539\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 540\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 541\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 542\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 543\u001b[0m \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/models/model.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, context_x, context_y, target_x, target_y)\u001b[0m\n\u001b[1;32m 134\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 135\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtarget_y\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 136\u001b[0;31m \u001b[0mdist_post\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlog_var_post\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_latent_encoder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtarget_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 137\u001b[0m \u001b[0mz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdist_post\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 138\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 539\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 540\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 541\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 542\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 543\u001b[0m \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/models/modules.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, x, y)\u001b[0m\n\u001b[1;32m 255\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 256\u001b[0m \u001b[0;31m# Pass final axis through MLP\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 257\u001b[0;31m \u001b[0mencoded\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_encoder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mencoder_input\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 259\u001b[0m \u001b[0;31m# Aggregator: take the mean over all points\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 539\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 540\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 541\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 542\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 543\u001b[0m \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/models/modules.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lstm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 539\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 540\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 541\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 542\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 543\u001b[0m \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/rnn.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input, hx)\u001b[0m\n\u001b[1;32m 562\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward_packed\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 563\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 564\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward_tensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 565\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 566\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/rnn.py\u001b[0m in \u001b[0;36mforward_tensor\u001b[0;34m(self, input, hx)\u001b[0m\n\u001b[1;32m 541\u001b[0m \u001b[0munsorted_indices\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 542\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 543\u001b[0;31m \u001b[0moutput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhidden\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch_sizes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_batch_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msorted_indices\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 544\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 545\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0moutput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpermute_hidden\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhidden\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0munsorted_indices\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/rnn.py\u001b[0m in \u001b[0;36mforward_impl\u001b[0;34m(self, input, hx, batch_sizes, max_batch_size, sorted_indices)\u001b[0m\n\u001b[1;32m 524\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mbatch_sizes\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 525\u001b[0m result = _VF.lstm(input, hx, self._get_flat_weights(), self.bias, self.num_layers,\n\u001b[0;32m--> 526\u001b[0;31m self.dropout, self.training, self.bidirectional, self.batch_first)\n\u001b[0m\u001b[1;32m 527\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 528\u001b[0m result = _VF.lstm(input, batch_sizes, hx, self._get_flat_weights(), self.bias,\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "trainer, model, params, r = try_manual({\n", + " 'det_enc_cross_attn_type': 'ptmultihead',\n", + " 'det_enc_self_attn_type': 'ptmultihead',\n", + " 'latent_enc_self_attn_type': 'ptmultihead',\n", + " 'use_deterministic_path': False,\n", + " 'use_rnn': False,\n", + " 'use_lvar': True,\n", + " 'use_self_attn': True,\n", + " 'use_lstm_le': True,\n", + " 'use_lstm_de': True,\n", + " 'use_lstm_d': True,\n", + " 'hidden_dim': 64,\n", + " 'learning_rate': 1e-3,\n", + " 'latent_dim': 16,\n", + " 'n_decoder_layers': 2,\n", + " 'n_det_encoder_layers': 2,\n", + " 'n_latent_encoder_layers': 2,\n", + "}, name='anp-lstm6')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T09:12:35.937691Z", + "start_time": "2020-02-23T09:12:25.600Z" + } + }, + "outputs": [], + "source": [ + "trainer, model, params, r = try_manual({\n", + " 'det_enc_cross_attn_type': 'ptmultihead',\n", + " 'det_enc_self_attn_type': 'ptmultihead',\n", + " 'latent_enc_self_attn_type': 'ptmultihead',\n", + " 'use_deterministic_path': False,\n", + " 'use_rnn': False,\n", + " 'use_lvar': True,\n", + " 'use_self_attn': True,\n", + " 'use_lstm_le': True,\n", + " 'use_lstm_de': True,\n", + " 'use_lstm_d': True,\n", + " 'hidden_dim': 256,\n", + " 'learning_rate': 1e-3,\n", + " 'latent_dim': 16,\n", + " 'n_decoder_layers': 4,\n", + " 'n_det_encoder_layers': 2,\n", + " 'n_latent_encoder_layers': 2,\n", + "}, name='anp-lstm6')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T09:23:31.654714Z", + "start_time": "2020-02-23T09:12:46.008833Z" + }, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "trial.number -18\n", + "{'params': {'learning_rate': 0.001, 'hidden_dim': 64, 'latent_dim': 8, 'attention_layers': 2, 'n_latent_encoder_layers': 2, 'n_det_encoder_layers': 2, 'n_decoder_layers': 2, 'dropout': 0, 'attention_dropout': 0, 'latent_enc_self_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'ptmultihead', 'det_enc_cross_attn_type': 'ptmultihead', 'batchnorm': False, 'use_self_attn': True, 'use_lvar': False, 'use_deterministic_path': True, 'use_rnn': False, 'use_lstm_le': True, 'use_lstm_de': True, 'use_lstm_d': True}, 'user_attrs': {'batch_size': 16, 'grad_clip': 40, 'max_nb_epochs': 20, 'num_workers': 4, 'target_length': 24, 'vis_i': '670', 'num_context': 96, 'num_extra_target': 96, 'min_std': 0.005, 'num_heads': 8, 'context_in_target': True, 'x_dim': 17, 'y_dim': 1}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:gpu available: True, used: True\n", + "INFO:root:VISIBLE GPUS: 0\n", + "INFO:root:\n", + " Name Type \\\n", + "0 model LatentModel \n", + "1 model._latent_encoder LatentEncoder \n", + "2 model._latent_encoder._encoder LSTMBlock \n", + "3 model._latent_encoder._encoder._lstm LSTM \n", + "4 model._latent_encoder._self_attention Attention \n", + "5 model._latent_encoder._self_attention._W MultiheadAttention \n", + "6 model._latent_encoder._self_attention._W.out_proj Linear \n", + "7 model._latent_encoder._penultimate_layer Linear \n", + "8 model._latent_encoder._mean Linear \n", + "9 model._latent_encoder._log_var Linear \n", + "10 model._deterministic_encoder DeterministicEncoder \n", + "11 model._deterministic_encoder._d_encoder LSTMBlock \n", + "12 model._deterministic_encoder._d_encoder._lstm LSTM \n", + "13 model._deterministic_encoder._self_attention Attention \n", + "14 model._deterministic_encoder._self_attention._W MultiheadAttention \n", + "15 model._deterministic_encoder._self_attention._... Linear \n", + "16 model._deterministic_encoder._cross_attention Attention \n", + "17 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "18 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "19 model._deterministic_encoder._cross_attention.... Linear \n", + "20 model._deterministic_encoder._cross_attention.... ReLU \n", + "21 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "22 model._deterministic_encoder._cross_attention.... Sequential \n", + "23 model._deterministic_encoder._cross_attention.... Linear \n", + "24 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "25 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "26 model._deterministic_encoder._cross_attention.... Linear \n", + "27 model._deterministic_encoder._cross_attention.... ReLU \n", + "28 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "29 model._deterministic_encoder._cross_attention.... Sequential \n", + "30 model._deterministic_encoder._cross_attention.... Linear \n", + "31 model._deterministic_encoder._cross_attention._W MultiheadAttention \n", + "32 model._deterministic_encoder._cross_attention.... Linear \n", + "33 model._decoder Decoder \n", + "34 model._decoder._target_transform Linear \n", + "35 model._decoder._decoder LSTMBlock \n", + "36 model._decoder._decoder._lstm LSTM \n", + "37 model._decoder._mean Linear \n", + "38 model._decoder._std Linear \n", + "\n", + " Params \n", + "0 469 K \n", + "1 75 K \n", + "2 53 K \n", + "3 53 K \n", + "4 16 K \n", + "5 16 K \n", + "6 4 K \n", + "7 4 K \n", + "8 520 \n", + "9 520 \n", + "10 97 K \n", + "11 53 K \n", + "12 53 K \n", + "13 16 K \n", + "14 16 K \n", + "15 4 K \n", + "16 26 K \n", + "17 5 K \n", + "18 1 K \n", + "19 1 K \n", + "20 0 \n", + "21 0 \n", + "22 0 \n", + "23 4 K \n", + "24 5 K \n", + "25 1 K \n", + "26 1 K \n", + "27 0 \n", + "28 0 \n", + "29 0 \n", + "30 4 K \n", + "31 16 K \n", + "32 4 K \n", + "33 297 K \n", + "34 1 K \n", + "35 295 K \n", + "36 295 K \n", + "37 137 \n", + "38 137 \n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ + "step val 0, {'val_loss': '0.008372780866920948', 'val/kl': '4.591694505506894e-06', 'val/mse': '0.2565266788005829', 'val/std': '0.7180030941963196'}\n", + "\r" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "32e98e1cf3f649c182e591fe028db7fc", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 2194, {'val_loss': '-0.002927496563643217', 'val/kl': '2.29970158471815e-08', 'val/mse': '0.03249514102935791', 'val/std': '0.18759384751319885'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 4389, {'val_loss': '-0.003864825936034322', 'val/kl': '1.2245789093867643e-07', 'val/mse': '0.02650538459420204', 'val/std': '0.17759689688682556'}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:\n", + " Name Type \\\n", + "0 model LatentModel \n", + "1 model._latent_encoder LatentEncoder \n", + "2 model._latent_encoder._encoder LSTMBlock \n", + "3 model._latent_encoder._encoder._lstm LSTM \n", + "4 model._latent_encoder._self_attention Attention \n", + "5 model._latent_encoder._self_attention._W MultiheadAttention \n", + "6 model._latent_encoder._self_attention._W.out_proj Linear \n", + "7 model._latent_encoder._penultimate_layer Linear \n", + "8 model._latent_encoder._mean Linear \n", + "9 model._latent_encoder._log_var Linear \n", + "10 model._deterministic_encoder DeterministicEncoder \n", + "11 model._deterministic_encoder._d_encoder LSTMBlock \n", + "12 model._deterministic_encoder._d_encoder._lstm LSTM \n", + "13 model._deterministic_encoder._self_attention Attention \n", + "14 model._deterministic_encoder._self_attention._W MultiheadAttention \n", + "15 model._deterministic_encoder._self_attention._... Linear \n", + "16 model._deterministic_encoder._cross_attention Attention \n", + "17 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "18 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "19 model._deterministic_encoder._cross_attention.... Linear \n", + "20 model._deterministic_encoder._cross_attention.... ReLU \n", + "21 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "22 model._deterministic_encoder._cross_attention.... Sequential \n", + "23 model._deterministic_encoder._cross_attention.... Linear \n", + "24 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "25 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "26 model._deterministic_encoder._cross_attention.... Linear \n", + "27 model._deterministic_encoder._cross_attention.... ReLU \n", + "28 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "29 model._deterministic_encoder._cross_attention.... Sequential \n", + "30 model._deterministic_encoder._cross_attention.... Linear \n", + "31 model._deterministic_encoder._cross_attention._W MultiheadAttention \n", + "32 model._deterministic_encoder._cross_attention.... Linear \n", + "33 model._decoder Decoder \n", + "34 model._decoder._target_transform Linear \n", + "35 model._decoder._decoder LSTMBlock \n", + "36 model._decoder._decoder._lstm LSTM \n", + "37 model._decoder._mean Linear \n", + "38 model._decoder._std Linear \n", + "\n", + " Params \n", + "0 469 K \n", + "1 75 K \n", + "2 53 K \n", + "3 53 K \n", + "4 16 K \n", + "5 16 K \n", + "6 4 K \n", + "7 4 K \n", + "8 520 \n", + "9 520 \n", + "10 97 K \n", + "11 53 K \n", + "12 53 K \n", + "13 16 K \n", + "14 16 K \n", + "15 4 K \n", + "16 26 K \n", + "17 5 K \n", + "18 1 K \n", + "19 1 K \n", + "20 0 \n", + "21 0 \n", + "22 0 \n", + "23 4 K \n", + "24 5 K \n", + "25 1 K \n", + "26 1 K \n", + "27 0 \n", + "28 0 \n", + "29 0 \n", + "30 4 K \n", + "31 16 K \n", + "32 4 K \n", + "33 297 K \n", + "34 1 K \n", + "35 295 K \n", + "36 295 K \n", + "37 137 \n", + "38 137 \n", + "INFO:root:model and trainer restored from checkpoint: optuna_result/anp-rnn4/anp-lstm6/version_-18/chk/_ckpt_epoch_1.ckpt\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "120ffa0727e94e98b83311f65e6a4d58", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;34m'n_det_encoder_layers'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0;34m'n_latent_encoder_layers'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m }, name='anp-lstm6')\n\u001b[0m", + "\u001b[0;32m\u001b[0m in \u001b[0;36mtry_manual\u001b[0;34m(params, name)\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0mplot_from_loader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloader\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvis_i\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 22\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexperiment\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_hparams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetrics\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'logger.metrics'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetrics\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/trainer.py\u001b[0m in \u001b[0;36mtest\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 867\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtesting\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 868\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 869\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 870\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 871\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_evaluation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/trainer.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 700\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 701\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msingle_gpu\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 702\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msingle_gpu_train\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 703\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 704\u001b[0m \u001b[0;31m# ON CPU\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/distrib_parts.py\u001b[0m in \u001b[0;36msingle_gpu_train\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 439\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimizers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moptimizers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 440\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 441\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_pretrain_routine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 443\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdp_train\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/trainer.py\u001b[0m in \u001b[0;36mrun_pretrain_routine\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 795\u001b[0m \u001b[0;31m# when testing requested only run test and return\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 796\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtesting\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 797\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_evaluation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 798\u001b[0m \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 799\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/evaluation_loop.py\u001b[0m in \u001b[0;36mrun_evaluation\u001b[0;34m(self, test)\u001b[0m\n\u001b[1;32m 303\u001b[0m \u001b[0mdataloaders\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 304\u001b[0m \u001b[0mmax_batches\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 305\u001b[0;31m test)\n\u001b[0m\u001b[1;32m 306\u001b[0m _, prog_bar_metrics, log_metrics, callback_metrics, _ = self.process_output(\n\u001b[1;32m 307\u001b[0m eval_results)\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/evaluation_loop.py\u001b[0m in \u001b[0;36mevaluate\u001b[0;34m(self, model, dataloaders, max_batches, test)\u001b[0m\n\u001b[1;32m 216\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mdataloader_idx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdataloader\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataloaders\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 217\u001b[0m \u001b[0mdl_outputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 218\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mbatch_idx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataloader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 219\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 220\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mbatch\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pragma: no cover\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 344\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__next__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 345\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 346\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_fetcher\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 347\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pin_memory\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 348\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36mfetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_collation\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_collation\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/data/smart_meter.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, i)\u001b[0m\n\u001b[1;32m 89\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 90\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 91\u001b[0;31m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_rows\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 92\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/data/smart_meter.py\u001b[0m in \u001b[0;36mget_rows\u001b[0;34m(self, i)\u001b[0m\n\u001b[1;32m 73\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_rows\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 74\u001b[0m \u001b[0mrows\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m:\u001b[0m \u001b[0mi\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnum_context\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnum_extra_target\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 75\u001b[0;31m \u001b[0mrows\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tstp'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mrows\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tstp'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mrows\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tstp'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtotal_seconds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m86400.0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 76\u001b[0m \u001b[0mrows\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrows\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'tstp'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(left, right)\u001b[0m\n\u001b[1;32m 1048\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mna_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1049\u001b[0m return construct_result(\n\u001b[0;32m-> 1050\u001b[0;31m \u001b[0mleft\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mleft\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mres_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1051\u001b[0m )\n\u001b[1;32m 1052\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36m_construct_result\u001b[0;34m(left, result, index, name, dtype)\u001b[0m\n\u001b[1;32m 918\u001b[0m \"\"\"\n\u001b[1;32m 919\u001b[0m \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mleft\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_constructor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 920\u001b[0;31m \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__finalize__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mleft\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 921\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 922\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__finalize__\u001b[0;34m(self, other, method, **kwargs)\u001b[0m\n\u001b[1;32m 5157\u001b[0m \"\"\"\n\u001b[1;32m 5158\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNDFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5159\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_metadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5160\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5161\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "trainer, model, params, r = try_manual({\n", + " 'det_enc_cross_attn_type': 'ptmultihead',\n", + " 'det_enc_self_attn_type': 'ptmultihead',\n", + " 'latent_enc_self_attn_type': 'ptmultihead',\n", + " 'use_deterministic_path': True,\n", + " 'use_rnn': False,\n", + " 'use_lvar': False,\n", + " 'use_self_attn': True,\n", + " 'use_lstm_le': True,\n", + " 'use_lstm_de': True,\n", + " 'use_lstm_d': True,\n", + " 'hidden_dim': 64,\n", + " 'learning_rate': 1e-3,\n", + " 'latent_dim': 8,\n", + " 'n_decoder_layers': 2,\n", + " 'n_det_encoder_layers': 2,\n", + " 'n_latent_encoder_layers': 2,\n", + "}, name='anp-lstm6')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T06:32:53.296043Z", + "start_time": "2020-02-23T06:32:50.587233Z" + } + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T11:10:59.448084Z", + "start_time": "2020-02-23T09:25:00.603517Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "trial.number -4\n", + "{'params': {'learning_rate': 0.0002, 'hidden_dim': 128, 'latent_dim': 32, 'attention_layers': 2, 'n_latent_encoder_layers': 2, 'n_det_encoder_layers': 2, 'n_decoder_layers': 4, 'dropout': 0, 'attention_dropout': 0, 'latent_enc_self_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'uniform', 'det_enc_cross_attn_type': 'multihead', 'batchnorm': False, 'use_self_attn': True, 'use_lvar': False, 'use_deterministic_path': False, 'use_rnn': False, 'use_lstm_le': True, 'use_lstm_de': True, 'use_lstm_d': True}, 'user_attrs': {'batch_size': 16, 'grad_clip': 40, 'max_nb_epochs': 20, 'num_workers': 4, 'target_length': 24, 'vis_i': '670', 'num_context': 96, 'num_extra_target': 96, 'min_std': 0.005, 'num_heads': 8, 'context_in_target': True, 'x_dim': 17, 'y_dim': 1}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:gpu available: True, used: True\n", + "INFO:root:VISIBLE GPUS: 0\n", + "INFO:root:\n", + " Name Type Params\n", + "0 model LatentModel 1 M\n", + "1 model._latent_encoder LatentEncoder 296 K\n", + "2 model._latent_encoder._encoder LSTMBlock 205 K\n", + "3 model._latent_encoder._encoder._lstm LSTM 205 K\n", + "4 model._latent_encoder._self_attention Attention 65 K\n", + ".. ... ... ...\n", + "83 model._decoder._target_transform Linear 2 K\n", + "84 model._decoder._decoder LSTMBlock 819 K\n", + "85 model._decoder._decoder._lstm LSTM 819 K\n", + "86 model._decoder._mean Linear 161 \n", + "87 model._decoder._std Linear 161 \n", + "\n", + "[88 rows x 3 columns]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 0, {'val_loss': '0.008190018124878407', 'val/kl': '3.4992096971109277e-06', 'val/mse': '0.24510645866394043', 'val/std': '0.7086239457130432'}\n", + "\r" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9b0a035abc36476193cc77e0d8d68c2b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 2194, {'val_loss': '0.0009820184204727411', 'val/kl': '4.15197791880928e-06', 'val/mse': '0.06968669593334198', 'val/std': '0.25701361894607544'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 4389, {'val_loss': '-0.003067978424951434', 'val/kl': '0.00041899431380443275', 'val/mse': '0.023436274379491806', 'val/std': '0.11854680627584457'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 6584, {'val_loss': '-0.008892255835235119', 'val/kl': '0.00013503446825779974', 'val/mse': '0.011026803404092789', 'val/std': '0.10993742942810059'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3xUVfbAvzcJIQmhBBJKgBRKqFIkAgIqCCJYEDsuKhbAtusuig0U0BUVYdcVBRV7YRXUhUV/igWXKiBFepMWSEggvU0yyczc3x93JpmZTE1mMhN4389nPsm8d+e+O3feu+fec849R0gp0dDQ0NC4cAkJdAM0NDQ0NAKLJgg0NDQ0LnA0QaChoaFxgaMJAg0NDY0LHE0QaGhoaFzgaIJAQ0ND4wJHEwQNFCGEFEJ0CXQ7NDQ0Gj6aINDwKUKIkUKIQ0IInRDif0KIRBdlk8xldObPjLI7P00IkSWEKBJCfCCEaOygjivMQvFFq2NCCPGiECJDCFEohFgrhOjlpA2NhRDvCyHShBDFQohdQoixnn4nIcRtQohfzefW2n0uVgixSQiRK4QoEEJsFkIMddN/S4QQh4UQJiHEPXbnJgkhdpj7I10I8aoQIsxFXR6VF0J0FUKUCyE+c9M2l7+HEOKvQogTQohSIcRBIUSKk3pGCCH2mvskVwixQgjR3up8Y3P9RebrPeamXa5+H6/qumCRUmqvBvgCJNAl0O2wa1MsUAjcCkQA84EtLspvBv4JRAI3AwVAnPnc1cBZoBcQA6wFXrH7fCNgF7AFeNHq+G3AGaATEAq8DOx00oYmwBwgCTUxug4oBpI8+U7AKPP1ZgFr7eqOALqZ6xXAeCAPCHPRJ48AI4HtwD125x4CLgPCgfbADuBpF3V5VB74EdgAfOaiLpe/BzAZ2AP0NH/XzkBLJ3W1AeLN/zcGXgVWWZ1/2dyeGKAHkAWMqc09501dF/Ir4A3QXrX84awEAdAc+ATIBtKAZ4EQ87kuwDrzw5IDLDMfF8BrwDmgCNgL9K5jm6YCv1q9bwKUAd0dlE0B9EBTq2MbgAfN//8beMnq3Eggy66Op82DyEfYCoKngOVW73sB5V58jz3Azd58J/NAuNZFnSHA9ebfrbUHbdiInSBwUOYx4BsvvleN8sAEYDlKGLoSBE5/D/N3Ow2MrMU909g8WB+wOnYGGG31/u/AF7W557yp60J+aaqh84M3UMKgE3AFcDdwr/nc31Ezvhigg7kswGjgctSA3Bw1q80FEEI8bV62O3y5aEcvYLfljZSyFDhmPu6o7HEpZbHVsd1WZW3qMv/fRgjRytzGROA+4AUHdX8BdBZCpAghGgGTgNUu2l2FEKINqk/21+I7OatzD1AOrALek1Ke8/Szbrjcqp1elxdCNEP1nyfqEle/Rwfzq7cQ4rRZPfS8ECLEfJ0E872TYHXtBPO9VAZMRwl0hBAxQDsH1+pl9dkCIcQwR+2y/n08qUtD4VS/qNEwEEKEomZ1/cyDarEQ4h/AXcD7QCWQiFqKp6NmmpiPNwW6A79JKQ9a6pRSvgK8UovmRKNWJdYUmq/jqGyhg7LtnZy3/N8UJbAWAs9JKUuEEPZ1Z6K+52HAiJqtXumu8WahsRT4WEp5qBbfySFSyj5CiAjgRpSaps4IIe4DUlErkdqW/zvwvpQy3UEf2uPq94g3/z8auAhogZp8pAPvSilPmY9VYTkmhGgJTAGs+9u6fsv/Ta0+a12Xq9/HbV0aCm1F0PCJRenK06yOpVE9oD6JUgP9JoTYbx4QkFL+ArwJLALOmY2UzTy9qHlGV2J5mQ+XAPZ1NEPp3O1xV9b+vOX/YiHE9SiV0jInzZsFXAJ0ROmNnwd+EUJEufg+IcCnQAXwZy/a6RFSynIp5efA00KIvuZrlli9EtxUYd3W8Sh1ylgpZY752ESrur73oHw/lH3jNQ8v6/T3QM3qAV6VUhZIKU8C7wDXuKtUSpkHfAz812zIttxL9tdy1t+ufh9v67pg0QRBwyeH6lm/hQQgA0BKmSWlnCKljAceABYLs9uplHKhlHIAysCXAjwBIISYYTdIldgP+lLKU1LKaMvLfN39QF9LI4QQTVBGQ0fqi/1AJyGE9eysr1VZm7rM/5+VUuai9NOpZi+QLOB24G9CiP+ay/ZD2ULSpZQGKeVHKNVYT0cdKNR0+H2UEfNmKWWlXTs9/U6e0AilwsO6/8wzZLcIIcYA7wLXSyn3Wo5LKZda1TXWXXlgOMpAfsrch9OBm4UQO51c2tXvcRglQK1DGXsT1jgMaA00k1Lmo1Z09tdy1t9Of59a1HXhEmgjhfaq3QtbY/FnwArUkjcRtcyebD53K9DB/H8v1OytE2rGPAg1MDVB6dCfr2Ob4lBL75tRM/F5uPYa2gIsMJe9EVuvoTEoD4+eKLXCL5i9VMzfs63VaxlqZtvSfH42SjXUBjXZuQsoBVo4acfb5rZEe/udUF5JEcCDwHrz/43M5wYDw1DqoEiUEbsYs8eMk7aEm+vYhFKZRFBt+L8SpRa73MPfw2l5IMquDxcAX1n630F5p7+H+fwnwLfm36aD+R6830ldN1HtTRWHMlbvtDr/CsrBIQaluszEudeQu9/H47ou5FfAG6C9avnD2QqCGJQwyEbpw2dZDR6volYHJSgj2lTz8ZEo75gS1KpiqaOBsBbtGmUeBMpQLoZJVufeBt62ep9kLlOGmlWOsqvrMZTLYhHwIdDYyTU/wtZrKAKl8so0f3ani4Ek0dyX5ea+sLwmevid7jF/3vr1kfncFSjjZDHKbXQdbgZxc/329Q03n/sfYLBr5/cu6vK4PG68htz9HiiVyxfm72q5B4X5XIL52gnm938BTqCEc5b5c4lWdTUGPjBf5yzwmF07SoDLPPx9XNalvdTL8kNpaGhoaFygaDYCDQ0NjQscTRBoaGhoXOBogkBDQ0PjAkcTBBoaGhoXOJog0NDQ0LjAaXAhJmJjY2VSUlKgm6GhoaHRoNixY0eOlDLO0bkGJwiSkpLYvn17oJuhoaGh0aAQQqQ5O6ephjQ0NDQucDRBoKGhoXGBowkCDQ0NjQscTRBoaGhoXOBogkBDQ0PjAsevgkAIMUYIcVgIcVQI8bSD84lCiDVCiD1CiLVCiA7+bI+GhoZGICgvL2fv3r3uCwYIvwkCcwrFRcBYVAzzO4QQ9olBFgCfSCn7oHKnvuyv9mhoaPgWLXCx54wfP54+ffqwefPmQDfFIf5cEQwEjkopj0spK1Axx2+wK9MTleACVOx0+/MaGhpBSGUlZGYGuhUNh+PHjwOwe/fuALfEMf7cUNYelaDCQjoqI5Y1u1HZil5HZahqKoRoJVX6Ow0NjSCkogKysrQVgTccOXIk0E1wSaCNxdOBK4QQv6OyOWUARvtCQoipQojtQojt2dnZ9d1GDQ0NM5WVcPYsmEyaIDif8KcgyAA6Wr3vYD5WhZTyjJTyJillf2Cm+ViBfUVSyiVSylQpZWpcnMNQGRoaGn7EaIS8PKUOMlpN1TRh4JqzZ88yY8YM9u3bB0CwZoT0pyDYBnQVQiQLIcKBCcAq6wJCiFghhKUNz6Byi2poaAQZublQVKRWAg2Ff/7zn9xwww1s2bIlYG345ptvePnll5k6dSpdunQhOTnZadmKisD1r98EgZTSAPwZ+AE4CCyXUu4XQrwghBhnLjYcOCyEOAK0Aeb6qz0aGhq1Q68Hnc7xuSCd4AKwbds2Vq1axbFjxwLWhm7duvHoo4/y17/+lZMnT3Lq1Cn0ej1Sqn4tLYXyctW/gbS7NLjk9ampqVKLPqqhUX9kZanByhEJCRASaEujA8rKyti1axdZWVlccskldOgQ+C1Kf/zxB/Hx8TRp0oTCQsjPr1mmQwcI85MLjxBih5Qy1dG5BheG+kJAShAi0K3QuJAxGKCgQKkrKiqclwvGeWRaWhq9e/fmrrvuYtGiRQgPHqbDhw9jNBrp2dN+q5Pv6Nq1K6D6rKjIcZlA9WcQynKN8nLHswUNjfpAp4MzZ6CkxLUQgOAUBKtXr6akpITCwkKPhEBubi4jRoxgxIgR/PHHH4DaCewLNm3aREZGho2RuKTE1uAeDGiCIAgpK4PCQud6WQ0Nf2AyQU4OnDvXsIzC9jzwwAMcO3aMyZMn8+GHH/Ldd9+5LJ+bm8uAAQPo1KkT2dnZDB06lAceeKDO7SgoKGDYsGGkpKQA8NNPPzFx4p28++5HTj8TKMGqqYaCkLIy9bekBKKiAtsWjQuH7Ozqe89TgnFFANCpUyf279/PfffdxzXXXMM111zjtGxKSgrffPMNRqORU6dOsWXLFo4ePYpOpyOqDg9gYWEhgwYNIiIiAiEER4+e4N//XkplZTg33XRPrev1Bw1OEATrjecrDAa1aUdDoz4pKvJeCAQjer2exo0bA9C5c2fuvvtuLr74Yo8+GxoaSnJyMqtWreKKK66okxAASExMrHJdNRigd+8rmT//Q3r06Ov0M5rXkIcMGJAqd+w4f72GiouVzzZAZCS0aRPY9mic/5SXq93CtRkK4uMhPNz3baoNUkpSUlJITk5m6dKleLL5dPny5fTt25du3br5rV0Gg/K8Mhjcl23bFiIi/NMOzWsoCDEa1YNncRWrrITQUNtZWQOT0RoNEGdujA2R3bt3V6l0WrVq5ba8lJL777+fkpISTp06RceOHd1+xhtMJhMhISHk5HgmBAKJZiwOEKWlart+WZky0GVkwKlTmoFYo/4oLq67EAimyUrv3r05c+YMmzdvJsS8uaGgoIDjx487DO1QVlbG6NGjGTFihI0Q+Omnn5g0aRKffPJJndpzww03EB/fnrVr11UdW7PmW5YufZuSkmKHn9GMxRcYOp1aFZw967xMMD1kGucXFRUqdlBdCaZ7NCwsjHbt2tkc69ixY5UrabNmzWzORUVF8fXXX9eo59ixY3zyySdERERw991317o9J0+eJDPzDM2atag69vLLT3Ds2CEuueQyUlJ61bpuX6MJggBgNDrfqamh4W9MJuUiGkyDuL9ITEyktLSUkpKSGoLAGSNGjODDDz+kV6/aD9Q6Haxa9TsZGem0bh1fdfzqq28iLy+byEjHhmjNWOwhDdlYbDQqO4C1QdgV4eHKGKeh4Uuys5Vq0he0aaOcGoKBr776ip9++olbbrmFq666ym35kpISGjduTKNGjXzaDr2+9kl74uKgSROfNqcKV8biBmcjaEhyy7qtlZWQnq6W454+hA3pu2o0DEpK4Oef/8eNNw7m+PHgTpbiLRs2bGDJkiXs37/fo/LPPfccERERLF682Kft8IXKrb5pcIKgIaHXq9mXlMogbIkxoqmFNAKByaSMw1On3sCuXVt57bVZda4zmCYrd9xxB4sXL+bKK6/0qHxRURFSyhoeRnq9npUrV/LFF1943QadTj33+/bt5JFHbuO99/5pc95gMJCdfZa8vByHn9diDTVwli5dSlJSEiEhISQlJbF06dKqMLPp6erm8JZgesg0Gj6FhUo9+cUX61i8+CueeuqVOtcZTPfo4MGDeeihh+jTp0/Vsfnz53PRRRfx2Wef1Sj//vvvU15ezvjx422O6/V6brzxRqZMmeLxtYuK1F6BHPP4npZ2jO+++5IdOzbZlPvoo4UMHNiWN9980Ytv5n80Y7EPWLp0KVOnTkVn9v1MS0tj6tSpLFgAY8dOrHWAqWB6yDQaNgZDdcTLXr3606tX/8A2qJ7Izc1l3759nD592uH5cAe74Zo2bcr48eOJiYmp2gvgCpNJRWq1js/Uv/9g3njjC2JjbXeExsa2oWXLWMLCHNslNGOxh1x8carcuTO4jMVJSUmkpaXVON6+fSIbN56sdb2hoeDjPS4aFyiODMQGg4Hy8jKio5vWut7YWIiOrmPjfMS3335LaGgow4cPJ9JswT516hT5+fl07NiRli1b+uW6BQXq5QtatgQPnZu85rwyFgcjp06dcnj8zBnHxz2lgcnogGA0ug+VfKFTUVEtBCorK3n77XnceedV9O/fMuhUFHVh8uTJXHPNNeRb7ZJLSEigb9++NYTA8ePHGTx4MI8++midrukqt0BDosGphoJxcExISHC4IoiPTwhAa85/pFSqDsumqKgo8CCiwAWL9e7h7Ows5s17uup9Wlrd0jgG0/M4evRozp4969HM//jx42zdupUIJ4F9jEYjBQUFNGnSxGmZ0tKaKiELW7asIysrndTUYXTokOjxdzgvjcVCiDFCiMNCiKNCiKcdnE8QQvxPCPG7EGKPEMJ5rNggZu7cuTUiFTZu3Jjp0+uWgjmYHrJgIStLheLIyFDqDqNRC8vhCpPJNn5Vo0aNuP/+x7j//sf49dfTvPXWV3WqP5ju0U8++YQffvjBZuBOT0/nueee47XXXrMpO2jQIDZu3MjLL7/ssK7x48cTGxvLjz/+6PB8ebm6/5xFCl669C2mTbuzhrFYr9dz881DGDOmj+MPBgi/rQiEEKHAIuAqIB3YJoRYJaU8YFXsWVRS+7eEED2B74Akf7XJX0ycOBGAmTNnVq0Mrr32FsaPn+iw/MqVS1mwYCZnzpwiPj6B6dPnOiwbTA9ZMFBZ6dj11qIeCpYomMGEfX/FxbXl2Wf/EZjGBIC8vDxefPFFevfuzbRp06qON23alKFDhzr9XKtWrWjRogV6K3e/nBylww8JUR5YrkhNHYYQgqSkrjbHw8PD2bdvJxUVesrKdDV2GJ93xmIhxKXAHCnl1eb3zwBIKV+2KvMOcFxKOc9c/h9SyiGu6u3fP1X+/ntwGYuteeWVxbzxxjwyM087HORXrlzKjBlTKSurnsZGRkbx0ktLHAqDpKT6aHXDQKdToREcERMDzZvXb3saAnl5rnXYRqORmTMf5PDhvSxfvsHrXbbB0u+VlZVUVlYSGRlpk54yLy+PN954g4SEBO69916P65NS2tRTVqbigjVtqozjtd05DPD771tp1qw5SUldCQ0NtTnXvLnqU38QKGNxe8DaZyvdfMyaOcCdQoh01GrgL44qEkJMFUJsF0Jsz8nJ9kdbfcLs2bOZM+dxzpw5hZSSjIw0ZsyYysqVS6vKLFgw00YIAJSV6ViwYKbDOrVVQTWujMI6nVKDZGVpG/asse+LM2dOk5Z2DL1enQgNDWXz5l/YtWsrx44dCkALfcOvv/5KkyZNamwma9myJbNnz7YRAlJK7r33Xj744AObGb819rmOLXaW4uLqvQIWtmxZx/33X8ebb3qmCu7ffxCdO3evIQQCSaC9hu4APpJSdgCuAT4VQtRok5RyiZQyVUqZ2qqV+2QTgeKFF16oesAs2A/yzjyJ6uphdCHgKnObXq8SrlvrbgsKbBOuXGhC1WSqKTzfeOPvDB/eha+++qjq2OzZC1m2bD1JSV28vkaw9KlOp6Nx48Y0bereFXb79u189NFHPPXUUx4lt8/Pt+1H+/uwqKiAX375P37/fXPVsbNnz6DTlToMf+2K8zEMdQZg7QXfwXzMmvuBMQBSys1CiAggFnCiAGiYWA/y8fEJZGR47mEkJXhwr14QuEvhaUn+YTQqoWB5qCyeRYWFKgPUhYKjlVF0dDPat0+kXbvqR/PKK6+tx1b5h7Fjx1JeXo7BQQaYrKwstm3bRo8ePejSpQs9e/bkgw8+oLy83OGGMoD169czc+ZM+vYdxPTpC5xe99ChvfTvP4h33llRZQ+QUjJsWCIGg4FDh8qrUmdaWLPmW7Zt28DVV99I//6D6/CtfYc/VwTbgK5CiGQhRDgwAVhlV+YUMBJACNEDiACCV/fjho4dHbuJWQ/y06fPrWEgioyMcuphFCwzrmDAm1zO1v1WXKxWBrXd4d1QcZSDeObMBWzceNJng3+w3Z9hYTXnti+99BLjxo3jq6+Uh1STJk249957eeihh5zWU1ZWxsaNG9m1a7fTMunpJ7n22n488MCNXHnldVX5BfT6clq2jKNFi5Y1hADAhg0/8s47r7Jr19Ya5867FYGU0iCE+DPwAxAKfCCl3C+EeAHYLqVcBTwOvCuEmAZI4B7Z0LY6W/Hss3P5299qGoKtB/nx4ydy5Mh+Vq78jKysdJdeQxrVVFbW/SFpuHeW95hMnke5NZlMfP75Eg4f3secOQvdhlSwpiH06bBhw9i/fz8dOnTw+DMDBw7k66/XEhPjPA788eNHiImJJSGhs40AioiIZOvWM04/d+WV19G6dTsuvrimX8x55zXkL/r1S5W7dgWn19DZs/D5565dQ00mE507KyOREILlyzeQmurcja1Dh+q8xhcyrjyGPOV8D9lRWanUiGFh3uciHjy4PWfPnuGXX46QnNzV/QfMNGumXCoDzauvvsrPP//MY489xpgxY5yW+9vf/kZcXBwPPvigy7zG5eXK8cAder2ekpIitm5dx4kTR5gwYQp1sWNGR6uwHf5AS15fD6SlpdG1awoREZHs2eM88Eha2jHCwhphMFQipSQry95souEIb9RCzmhgcx6vKS5WA1jbto5dRrOzsxg7ti/duvVm6dI1NucmT34cIQRNm3rnCxosfbpr166qXMPOyM/PZ9GiRZhMJreRRd3tE7DQuHFjGjeOY8mS+eze/RuDBl1RJ0Fw3qmGLjTOncumsrICo1EZqx588Ga2bPkfTz/9KhMmTK4ql5zclT/+qOC7776iceMIBg683GW9wfKgBRpfxBM6n/tSSpV0xmRShnJH9pBz5zLJzT1Hbm5NM9zkyY/VQyv9x+zZs5k0aRIXXXSR0zLFxcW89957ZGZm0rp1a6flysuVfeXDD18nNzebv/51do39FevX/8ill46oOj5u3B0MHjycVq1as2nTGubNe4orrhjL44//vUb9ZWU6Dh3ag8lkYsAAl9um6o0Gpxrq2zdV7t4dPKohi4ueTqdjxYpfqKjQM3bszVxySTtyctTasn37xCo7gSc7iq2Jj7+wd8xKqdxAi4rqPpALAYmeh31pUJSU1PRvt8doNJKTcxadrtQr9Y8r/KnK8CVPPPEECxYsYP78+UyfPt1lWctelAED4sjLy+G33zKJi6t2NysqKqBv3xgSEzvzv//9UcMF9euvP2b69HsYP/5OXnvt0xr1Hzq0l7Fj+9ClSw9++umAzbmoKHAho+qEphryI3q9sg2EhkYxcuR1gNo9XFhYna8uIyONJ5+8FxBUVlZUHZsxYyqAZih2QV6eUnn4ggY25/EKT/ooNDSUNm0cGz+llOzbt5NDh/Zwyy33eORfrz7nTSsDR7du3WjevDlljlyprCgrq3a7vffev2EymQgPt/X8OXcuk+TkFJo3j3HYTyNHXs+KFVtp2tRxPOm4uLb06ZNKcnJKjXOasdhDgm1F4MgoN2xYksO9Ao5o0aIlv//uPJN9u3bgwAPtguH0aaXm8DQ+kzsSE8+/fRlSqkB8dXmUpZRcfHEsBQV5bNp0ivh491Z1KdWKIC4I9nj+4x//ICIigsmTJzt02aysrCQ0NNStR1RmpufZBA0GQ5W3kF6vJyMjDaPRQNeuPb1uv4XISGjTxn252qCtCPyIxYi5du33vPbabHr06OvVLuGCAteZrhuYnPYp5eXVQsA6PlNdVlPn4wY9g8Gz++Tzz9/lwIHfufnme+jXb6DNOSEEV199E2VlpVRUuB8JS0vh5Em45JJaNtqHGI1GnnrqKYxGo1MjsCcxlMrLvUspa+0yun37Ru68cxQDB17OsmXrPK/EDs1Y3ECxCIKdOzezZ882MjLSnO4edkRMjBZI3xkWP3hX8ZlqIwjONzw1pK9b9z0//LCCwYNH1BAEAK+88q5H9Zw9CydOeNNC/1JRUcGsWbM4d+6c053CnmCfZSwvL4fTp08QG9uGc+cyyck5S58+qbRq1brGxrV27TqSkNCJtm3bs2rV56SlHWPs2Jvp0qWH0+tJKZFSerVvw19ogqCOWB7CSy65jCuuGENycgp9+w6sEWHUEZGRUcya9brLMufjwOUpljwDWnwm13gqCCZN+guDB4+gTx+H2gGXSFm9Qzs31/Z4oImMjGTWrFl1qsPiemvNhx++zptvvsjf/jaHtLRjrFjxKQ8/PIPFi1+if//BfPXVpqpBvFOnFNatU0l+Jk8ex5o139Ct20VOBcFDD93MmjXf8NFHqxkypDpQnrYi8JBguPEsWC/JL7vsKi677Cqb88899zAlJY5jAIeGhjoNPa2hHkyLC6SzFVZISAgrVy71qg+D6f7xFZ7usbj00hFceukIl2UqKio4fvww3bvbumEeP66C+dnT0MN2SKm8hByphBITO9O798XExMQSHd2MFSs+ZfHilwC1InU2kx837g6XQgAgJCSUyspK8vOrpWp5udr0GAganLG4T59UuWdPcBiLPdntunLlUp544l4MhuqnNTIyimnTXiAiIpLY2DaMHXuz08+3bq1cyi4k8vNtN/Q4yuFgITIyiptumsTatd95ZEhu3x68DLkf9KSnVwfcqwtSSgYMiCM/P5dt284SG6v8GPPz4fBhx5+57DLVp4Fk9+7dhISE0LVrV6dpJZ1hyTPgCevW/cDUqTcwfvydPPDAk3TqVNPrR68vJzy8sVuvq7y8QnS6xoSGRhAertzQT56E1FRITvbqK3iMlrzeT1jPxLZt28inny5m9+5tNmXGj5/ImDE3Vd0Y7dsn8tJLS8jMTGfWrEd44YW/urxGA5PTdcZgqLmrc/z4iXTp0tPhw1VWpuPf/36bjIw0pzkgrDnf+tOSv9kdOl0pK1cu5bffNjgtI4Sga9deJCV15amn7uOGGwaxYcNWl/aAYFgRPPXUU/Tp08dpWklXeBqPCWDo0JHs2JHNvHnvORQCzzwzlR49orj11mFu68rPb056egRpafDHH3DsmOpLR/mP6wNNENQBa93sa6/NZtasR3jxRdsdmq+9Nof//e87AJvZanJyV5o0aUp8fM0dTuXlF24eXkdL9JKSEvbu3e40trv9cVeJfs43PLUPpKefZNq0O3nmGdehFZYuXcPq1UeoqIhkz57f2L79pMtrBINgTUhIICUlhW7dunn9WTfbCgDllZSXl0NoaCjR0c7zHQwdOoqWLWO5+uqbXNZXXOxYzQaajcArgsUF0HpFEB/fkSZNmtok91i5cowA82cAACAASURBVClvvPFC1UB15sypKrfHu+56mLvuethhvTk5SuXUq1dwPGj1ib0gWLlyKfPmPeV1Pc4Myedbf3pqH2jUKJzrr59gs0PWHqMRMjPDyMyE6657lquumkZ8vHM9t+UzgWbJkiW1+pzFPdkZOTnnuP76i6vigXXsmMz69cedlr/uutu49tpbqXTxo5hMkJYGJ0/uYuXKl4iP78Ztt/3d5nwg0ARBLSkutp2NLVjwEQsWfGRTZsGCmU5nq64MnLm5qu5TpwKvf61vrAWBK9uABSGEw5WCq0Q/5xOergiSk7uycOHnTs+bTHDwoApVAZCY2NejegM1cPkCd2qhpk2bVQmBpk2bExPjPpaGEMKpC2t5uVIDlZZCeXkxW7d+SUrKEKBaEARKsLoVBObUkX2BeKAM2CelDGgGsUA/zDqdrQudM2rj9qjTVS9XjcbAf9f6REp74Vpz/wAojyuTyUR8fALDh1/Df/7zscscEPbXOF+Q0jsdt6t6jh6tFgINCb1eT6NGjbzyxbekMXXXd40bR7BxYxotW8YSGRnlMPuZp+Tnqz62DPQdOvTiL3/5nNhYW9VwoO5Pp70nhOgshFgCHAVeQeUXfhj4WQixRQhxr6P8wvVBfXeWwaB0emfOqGWdp3Hxnc1K4+MTOHx4P506hdC5s60stvfRPp8GLnfYJ59xJjBNJhPHj5vYuPEkL764mJdeWkLz5ioofkxMK5duuedTf1q72LqjsDCf8vKaCnGdDg4cUDGdrMnNTWfVqldZs8b1JrNAq4beeOMNoqOjefnllz0qL6XyEvJUgLZvn1CVUdBR9jNPOHtWeV1Z91V0dEuGDJlASsqlNmUD1Z+uBvIXgc+AzlLKq6WUd0opb5FS9gHGAc2Bu+qjkYGmpETdOBUVzgeSIUMS6NQphNdff77qmKu0lFK2QkqJyWQkPx8OHVIzBmsj0vk0aHmCvX3AlSAF5fMOauZmCfLXr9+gC2JvhpSex8wHePbZh+jRI4pvv11WdaygAPbudRywLj//DJ9//hRr1rztth2BJCMjg7KyMo+S1oPqM1+42npKcXFw7cJ2hlNBIKW8Q0q53lHqSCnlOSnlv6SUH7uqXAgxRghxWAhxVAjxtIPzrwkhdplfR4QQzjO62Fzfk1K+w5PZQ1mZzrxdvHpHyPjxE3nppSW0b5+IEKLKdXT8+IkYDK355z+P8P77+Rw+rB7KnBxb1ciFtiKwFwTOBOnQoaPo3DmMQYNUJM1161ZXnR80aLjLa5wv/enNagCU50ujRo1o2VJFiCssVLNUZ/3RunUy1177OFdeOdVNvZ63wR+89tprFBQUcPfdd7stq9d7JzwB/v3vJSQnC1JSwtm0aY37D1hRWakmd87Yvn0Vq1cvpKSkOmplUBuLhRBDgCTr8lLKT9x8JhRYBFwFpAPbhBCrpJRVAbillNOsyv8F6O9Je+rzYa6o8MwzY926o+TmZhMbaxs6cPz4iTVmqHo9lJSE0K6d65jwJtP5M3C5o7y8psC19Jt91NGYmFiWL3+fkhL1VA8dOopTp45z0UUDeOCBJ1xe53zoT5PJ+wFt8eIvMZlMSCkpKXEtBACaNYvjzjsXuK03GPqzeXPXWdUMBrV7uDYrgd9/3wyo6KXuQsZYkFJFzc3Kcj2wf/XVLNLSdtOt2zCio2OA4DYWfwp0BnYBlmZKwKUgAAYCR6WUx831fAHcABxwUv4OYLYHba7Xm89TXWKzZi1o1qyF0/OWreytWnluYwiGh6w+qKhQfeLo+zoSpOXl5SxduqYq+ff119/O9dff7tG1zoc+LSio3YAREhJCebkSAr6aeTYEr6G8vNqrg2699T46dkwmLq4dF198qfsPoGyJZ5znrq9i4MBbSEkZSlRUtSAL5n0EqUBPRyoiN7QHTlu9TwcGOSoohEgEkoFfvLyGX6mrV4ZOp16xsSoMQEaGmilYXF+fe+5S8vJOM23aCrp0qRnP93xfEVj03IWF3n3PiIgIzp3LZNSo7lUrhWnTnicxsQt5eTmMHn2Dy2s2ZIzG2ifqMZmU+6Knew+ys9PIy0unY8feNoOVfZ2BZOLEiRgMBpYsWeJwZVDXzZkDB17GwIGXeVy+rEw9655w003P1jhmeebr2z3eE6+ffYDzXSi+YQLwlZTS4TxHCDFVCLFdCLE9Ly+73h7mkhLPZxJXX30RV1zRhRMn/qg6VlCgdISHDyshAOqHtszmTp3aTV5eBpmZjgO5NPRByx3Z2aqPXH3Pzz57i+RkweDBHaqOWfYXWIeVePrpydx66zAeesj1rs6Gjk7n/X2Rnp7GuHGpPPzwPV5NbN56axJz5gzj+PEdTssE+h5duXIly5cvd+o+ah9a2l+cPVv9rAe6T2qD0xWBEOIblAqoKXBACPEbUGXOk1KOc1N3BmCd5qiD+ZgjJgCPOKtISrkEWAIq6Fx9dLS3Xhl//LEfKaVNUg/L5+0zmFm47ron0ekKa7iQWbehId5UnpCf79lM7cwZtag0GqslsqP9BRYf74gI1xH6Gnp/1mZ2m52dxd69Oygt9W6amZjYF4NBT2ioc8VBoI3Fy5cvp6ioiCZNmtQ4V1lZM7S0txw7dpj777+WHj368tZbXzsso9ergHHe3lsGQwWFhecQIoSWLZXjQ6BWBK5UQ+4tRa7ZBnQVQiSjBMAE4E/2hYQQ3YEYYLOnFdf1YTYaa4Z7NZnUjWNxFfZmNQAwdeoT5OfnVrk2mkzul/C33jrH5fnzTRAYjcoWYDA4HkAcpaN87LEX+NOfHkCnq97t5HxDnmD/fted3pD702Sq3cDWuXNvXnllq8cqIQuTJrnOlQGB789rr73W6TlfbLZLTz9BWtox0tKOOS1TGyEAsG3bChYunECfPlfzzDPK8y1Qz7xTQSClrH2+NfV5gxDiz8APQCjwgZRyvxDiBWC7lHKVuegE4AtvbBB16Si9XrlpWoduMBjU0s7bB8Wap5+eZ/O+pKTu+tNA6199iWUjj7OQCN6ko3SWn6B9e8f7Duzb0VApK6td+7Ozm5CYWDMjmS+wDFyBDvniCF/slL788qt57rnX6N9/cI1zZWVKvelsxe+O7t0vJzKyKZGR1Unug9Z9VAhxEzAPaA0I80tKKZu5/KAq9B3wnd2xWXbv53jR3jpRWalmpEajmllFRKiOz8z0/RLXE7XSxo1LOXRoA/37X8OAATU1befDiqCiQq2M9HrXcXGcpaOcPn0SoISBlGpn98SJc3n99ano9Z6FlbCmIfdnbdRClZXOI116ipTSaXz9QAqCnJwcvv76azp06FBjZVBe7puNY0II7rvvb4Dt9ywqUjuy60JMTDvefTfPRvUWqGfeE2Pxq8A4KWVzKWUzKWVTT4SAP6lNR1VUKPdNy4BvWTYWFdVdCBQVFTBz5kP84x/PUVam6vRklvDtt/NZs+Yd1q790OH582FFkJdXM0CfI5ype4xGI489dhdPPTWZsjL1G/bvP5HJk5cQG6s26sXGJjJ79hLee++fdO4cxquvzvDDNwksRmPtBEFBAezY8Q0rVszl5MldXn324MH1PPBAG1599TqnZQIpWI8dO8aDDz7I888/X+Ocr43ElqB8lk2PaZ6lJHeLvf0l6GINWXFWSnnQ7y3xAu+NMrZCAJQgMBrVoF1XTp48yr///TaLF7/E8eNqpuDJQ9u16xDi4pJITOzntExDnsGWlXmu03YWTgLUjPS777600fkOGzaR4cPvIynpYnJy0pg1azJlZTpMJiOnTzvf0x+s/elO6Ofn167teXmwbdt/WL78WY4f9y6zX3h4FEVF58jPd+4UH0gX55iYGKZMmcK4cbar6fz8uhuJ7cnIUGPFkSNKq+AL+4MFKSUFBVnm/4PMRmBWCQFsF0IsA1Zi6zX0Hz+3zSnedlRubs0HzWRSOmtfzLojIiLp0CGJyMgmXt0g3boNZdeu7/j66+dZt+5Dbr99LsOG2erDA+2VURt0OggJ8U53On36XJchp0tLi2vofP/v//5JWZnSwRmNRp599lNOndLTu/dFmExKR6zTQVsr5+dgFARGo+qrWCdRjisqaqfvNhrVzHjAgBto3rwtyckDvPp8YmIfFi3KoFmzOKdlAtmfKSkpNXIRlJV5v+vaHUVF1e7fpaUqf7Ov0OmKeOKJXuh0Bbz3Xj5ShgWXIACut/pfB4y2ei+BgAkCbygpcZ6FyNNY7u5ISenFhg0nKC1VQbw8YePGpbz77lQqKtTAl5OTxrvvKuOotTAIxoHLFRY7jLeMHz+Rd955lUOH9jg8Hx+fUEPIXnTRSM6ePc7VV/+Zzp0HsWPHbpYtm0lOThohIaGYTEZiYxN56KG53HLLRLNaqRZfys8UFFTvD3Cka7ePDOoplo16l1wynksuGe/158PCwqvcGp0RbHYsXwsByyZQfxEV1Yzw8AgqKhqTk5NG+/ad/XcxF7gSBD8BP0gpPYi8X394c+NJWXuLvifYuztOnTqXlBTPIl8uWzazSghYqKjQsWzZTBtB0NDsBHVRtWVnq+VxaGiYzb4BiyHYXhBMm1bt120vWE0mtZTKyUlj3ryp5OXByJETg2rQAqW2LClR92p5OURGqveNGkHjxt6p1+zJyfFtWx0RSEFQWFiITqcjJiaGiIgI9HrfqoRyc/0rBCzMmrWe5s3bEBISEpTG4o7Al0KIDUKIOUKIQcKZ60A942lHeRuh0Rsc7W6dPftOpkyJZeNGx4nTrcnJcWwczc21Pd6QVEMmU910p++//y2PPjqb6dNfpFkzFYQrJCSUIUNGcdVVrgdxR4LVgkXABpsQ0OuVetLSLsuqID9fDeJS1t7oWVJSvZI4dGgj6ekHMNViVrFr12peffU6fvxxkcPzgZyoLFq0iPj4eF544QXAt6sBo9F3BmF3xMS0q9oZHXTuo1LKecA8IURTYBRwH/C2EOIgsBq1WjhbP820b5v7MrWJ0OgNzrJnlZTkOlTx2BMbm0BOTs07rVUrW6NpsA1e9pSXq5cQanZblxu5b99L6NtXxVzauPFnNm36GZPJyJo1qxwKGIPBwMKFt7Fz57cYja43geTmngqq2E3l5cqBwRqdTm10NBrVKyurZmhuV1j2wnTooNKcAlRW6nn++csICQnl00+914UWF+fw++//R1hYOKNH19z8H8gVQaNGjWjdujWtWrWisrJuMYXsSU/3nerYW4JtRQCAlLJYSrlCSvmAlLI/KmFNHO6jj/oFT288f64GwHW6ScsM1BW33z6X8HDbcAjh4VHcfrutL3wwrwgKCtRgVVCgZrG1DYbmiFtuuYc+fVIJD29Mp07dHRpL/+///sG2bSvcCgFQAjaYBIGjSYrRaHvcGyFgMil9dnq68myxqOj0eh3dug2jS5dBXqVztNC790geffQL7rzzHw7PB7I/n3jiCc6ePcvjjz/uE+8/C6Wlam9RfbF+/SfMnTuK9es/Cdg96mk+gvZAolX5bVJKx3dGEODv1cDKlUsJCQnB6GKUtlfx2GNZLSxbNpPc3FO0apXg0GsoWAYue3Q63/lqr1y5lFmzHqG4uJDmzVsyZ87CqvDTJpMyPttHdNy4cSn/+c8LHtVvEbDBIggqKpw7MNS2fefOVc9grY3L0dExzJmzoXaVotQWl17qPMR3MPSp0ei7fMtSwjHn0ST8Qk5OGvv2raFLl8HBG4ZaCDEPuB2VR8A6H8F6P7bLKZ6sCAoL/adrs9gGXAkBqKniccSwYRNdqo8gOI3FUtrmVq4L9qElCgvzqkJLALz88kzOnTtFbKytoHRmE7B4C1lQn3up6nOBHrTAP5OU+pzBBgtlZUqVVlrqu9/1zBnfqpg8YciQO+jSZTBt23YJvn0EVowHukkpvVio+hdXHeWrTWLOcGYbsMaRiscZjzzSgeLiXF5+eSft2/eocT4YBUFJie9UVs5CSzz//F8pLS2mslJNc+3da50Z26U08fnnkjvuCAEkTz75HR079qo6H+j+dJSJra5UVHinRvKW9PQDbNnyJe3adWXoUNu4kYFaEZhMMGnSvRw+vJ+5c9+md++L61ynXl+9X6A+adu2C23bdgECd396ojQ8DjTyd0O8wdWNl5vr3xvTlW3AEu5gypQlbmf6FoqKsqmsLOfMmSMOzwd64LJgMFT3qy8FrbP+LCjIrRICFqxtL7GxjldclpXYlClLePbZNTXSgdanzcW6zyzXrmvcH0e4Uov8+OMiJk9uyVdfzal1/enp+/n66zmsWDG3hudRoGawRUVw+PA+9uzZVhWCvK6cOhX45y3oVgRCiDdQKiAdsEsIsQbbncWP+r95NXHVSZadpP7EWeTL2NhE3njjpNf13X//24SFhdOjxxUOzwf6xrRQUKA8Upo0qVuUVnuc9aczLLaX22+fa7NvAGxXYldeOdnh5+tTEBQXK2+qFi3UfZud7Z/ruxIEhYXnKC3Npy5JPFJTb2DIkDu48cZnaxicA3F/mkxKELz++ufk5+fQtWvPOtVnCY/uK3Wnt2Rnn2THjlXExLRn1Kibg85raDuwA1gF/B341fze8goYjjrKZKr9DkxvmD59LpGR7r19PGX48HsZNmwi0dGO8x0HgyAwGpU6Q6/3fR876s/IyCiaN2/lsLxlxj9s2ESmTLENPOfJSqw+BUFpqbIHGAyq3yybnd599x9069aYyZPHkZ9f99HHlSC4+eZZvPPOOcaO/Vut6w8LC+cvf/k3HTrUHHADMYMtLlbPRVJSF/r3H0yTJtG1rquiAnburL89A444c+YwH3/8V375ZUlQGosLgV+llLUIGOBfHHWWPw3E1owfP5Hy8jKeeWYKoFYCjrx9fEUgjZt6vdrdatn56g8suQamTbsTgDZt2jNx4jz0elzO+MG1sX3r1q9ZtWoe8fHdeeSRak/n+hKs1mGQs7JsQyJv2bKWiooK1qz5hoMHdzNkyJW1vo4nebVdxQry/nqS7OyTtG6dXHX9+saXNhZ/rdK8oXXrZEaP/jMdOvQKSvfRO4FFQggdajWwCSUY9tVLy5zgaAbiSTYwX3LbbfcxevR49uzJJiKipoHXG3755T02bvyM3r1HOUxmHaibtKhIzWJjYvzft+PG3cELL/wVvV7Pt98e5+jR8Kpz7txrnXHq1G6OH9/GuXO2EcLqSxBYz9LtVdivvPIuDz98C02bNqdZM8crQU8pK3N+jxQUnOXFF69kwoSXSE29oU7XASUEnnnmYtLSdvHmm6dp1apDva8IKirUy2Qy8eqrz9C0aXMeeaT2YcdrExfL17Rrl8K9974BBG7i52pn8S0AQogkYIj59YAQIgG1j+Ca+mig47bZvi8qql8VSkhICC1bxhIbG1tn/+UdO77h4MF16HSFDgVBIG6MysrqGE3+jNVkISQkhJ07VWAc69gunrjXOqN//2s5cmQzKSlDbY7Xh2A1mVzbquLi2vLllxt9ci1Xs+O1az8gI+MAa9a8Q9eul9K8ees6XUsIQVxcIrm5p8nMPBIQQWB53kpLS3jnnVdp0iS61oKgqMi/3la1IRhXBABIKU8KISKASPPL8r9bhBBjgNdRqSrfk1K+4qDMbcAclGF6t5SyRl5j1+2r39WAhfR032xiSU0dh06XT58+Vzs8X98rApNJLZcDF0jMN/VkZR0lK+sP9u1bw/r1H1WtJupjwlBfakpw7sF19uwxrrxyClFRzcjKOkrTpk5iXHvJlCnvERUVw5YtoTzxBCQmwvDhPqnaIyyCLzQ0lCeeeKnW9VhCeAQDJpOR3NzTGAwVJCWlBJcgEELMAC5FhZM4DGwB3gSmSindDk9CiFBgEXAVkA5sE0KsklIesCrTFXgGGCqlzBdCuJ2y2M9AXC2NfYnRWJ1ucfXqb5k//2Hat+/OjBk/1qneESPuZ8SI+33Uyrohpe0O1frCZDIREhJSFYmzrrgK8d2jx0S/plZ0p6b88ssPOXr0IOPH30lCQicyM0/TpUvt1Is6nXN31DlzhlFQkMWiRem0bNnecSEvMRrhyJFYli+vXrmdO1d/k4by8upnPSqqCQ8//Eyt6jl9Wm3ACwZHDACdrpBHH02mSZMYPvmkHjxeHOBqRXA3UAp8g7IRbJVSejNfGwgclVIeBxBCfAHcgNqhbGEKsEhKmQ/gqWG6slINVuHhvt+c44jcXPjjj+r3u3fvIy/vNHq9j/a1u6A+VwTWni31yZdffsjTT0+mWbOWvPNO3b1oXIX4vv9+/xj1LbhTU3777TLWr/+BlJReXHNNXxo3juDAgdJaxQE6edLxcSkl0dGtqKzU06xZ3dRBoO6L995TmfcsqpRWrdRzUVlZf4LAF67h+fmB2TTmivDwKGJjEwkP78OxY3Bl7X0Hao0rG0F3IURLlG1gOPC0ECIa2I0yGjtOtFtNe8A6mnc6MMiuTAqAEGITSn00R0q52lWllhVBdrbKPFUf28Htl5D9+l1Dfv4ZWrRoV+e6KyrK2bFjFcXFOYwe/TAbNy41J1dRYRUeeWQugwZN9HtycL0+MCo2oMqF0mTyzYjiKsS3RQfrr/50dz/eeut9DB06iiuuGEv79olERTWhsDCfmBjH7rLOyMlxrhYSQjB/vm98OkpL4ZVXqlcAbdpAbOxKMjKmIcQxpAzx6b4SV1j3bX5+LsePHyYuri0JCZ08+nx5ef3HEXKElPD773DihJrQtmgRQf/+J/n5Z5gxA+64Q+09qU9c2giklHnAt0KI1cAA4HLgAVRIaneCwNPrd0UJmg7AeiHERVJKm3BmQoipwFSANm2UH3llpRqg/T0bKSmpOUAmJvbhnnsW+qj+PBYuVEG9oqKa11BpvPLKVLp2hYkT/TeT9WXsoNowdep0rrtuKnv3+mbLsqsQ3/40xplM7tVq1113W9X/GzacoDYpPioqnK8GfEFFBWzaBPv3q7SMmZkQH68GqVat4IMPfmL//pOEhRkxGELqZRVZUWHrffXbb+t58MGbuOqqG1iyZKXLz5aVweHDgVntOmLtWrDLsFmFwaA2b3boUK9Ncr6hTAgxTgjxihBiA3AOWAC0Ah4H2jr7nBUZqOQ2FjqYj1mTDqySUlZKKU8AR1CCwQYp5RIpZaqUMrV582qf6PqYiZz1c8aFFi3a0qhRJFFRzfnii2dqqDT0eh0zZrgOaV1XdLrAxV4HyM0NISOjBTEx7gP1eYKrEN/+9HLxdqCpbZ6nY8dquqT6grw8WLYMHnlEDVSbNikh0LIlPP20EgIA48fPYOHCk0REqHlkfdw79tFao6Ki6d9/sNtdxVLC0aPBIwROn4aPPlL/jxwJt94Ko0bBiBHQtKk6Hoi2uloR3IPaO/AksENK6e3PvQ3oKoRIRgmACYC9R9BK4A7gQyFELEpV5DI1dH1a1J0Z4379dRkHD66jT5+rueSSuvlnh4SE8MknOjZuXMqiRXc6LHP6tOuQ1nXFn0H67LFO79m2bQITJsxl4EDfrnZchfj254rAnStiWZmODRt+JC6uLf37D67VNQoK3HtWbdr0Of/5z/MMG3YXN97o2SRiwwY1+FsETHKyGpzatoUuXVQKTQsW43OYefTw58AlpXoO7Vfll112FZdddpXbz2dk1I8d0R1SwrZt8PHHSnBefjlMtoqCMm/eNeh0rwNdA+LS6spGcBOAEGKsvRAQQjwopXzbVcVSSoMQ4s/ADyj9/wdSyv1CiBeA7VLKVeZzo4UQlhDXTwRTjuQTJxwf/+mnRRw6tIGMjIN1FgQbNy7l44//SkmJ86/dsaNvZsqOKC93P4DZ52aePn1u1Y5gb7APOZ2ZmcaiRVNZs+ZT0tP3M2TIHUyc+GptvkYNLHsQDAYDJSU5tGihFrH+9BRxNyCeOXOKBx64keTkFH755TCbNq1h9uw/M2DAEObNe9+ja3gStC47+yRnzhxGp3Pv21FRAf/9L/znP+p9aipcdx2kpLi3ozQyh6L058CVnV17O6DBoMJKB5qMDCUA9u5V7zt3hnvvtS2Tm3sao1FJu2BbEVh4Tgihl1L+AiCEeBIYAbgUBABSyu+A7+yOzbL6XwKPmV8BxeIeGhqq3rvKuJWUNICcnFN07Vq7WZ3JBF99BRkZS9m1a6rDuPoWQkKiePHF2sUx8gR3qwH7wTsjI60qX4AzYeBMcMyfXzPkdEWFjgMH/ofBUEFa2u66fyErVq9+g48/fpSoqBa8/77aGeevFYGU7lUkoaFhjBx5Pa1btzO/D+XYsUPExHjm42+JWeSOq6/+M6mpNxAZ2dRle9evV6qg/Hw16N99N4wZ477+kpJ8vv56DqWlzwBt/TZwmUyuEvhIt6q1c+cC7yK6aRO89ZYaX5o0gdtuUyohyzhjYdq0//D66x1JSwteQTAOZTB+AhgDdEe5gQaEuj7EJpPaDJZgNckuL4dDhzz/ASZNeo1Jk16rdRu2bYMVKwBmooK7OichYQl33OEfQ7HR6PxBs+AsX8CCBTMdCgJngsNkgsxMxyoug6GSMWMepWdP3/rNWby6TKZqhbq/bAR6vft6k5K68N57q6re9+lzCatX76VNm3iPrmFJaO+OyMimDgPEWSgvhw8+UOogUJvC/vQn6NPHo2YQGhrG6tULgfvxpyBwlXDm0UfvYPPmX5g//yNGjKgZ5EBK/9v33LF9OyxerMacESNgwgRo1sxx2XbtuhJlNmu5eya9pbDQ/djmyc7iHCHEOOBnVNTRW2RdYtrWM9az03btEvjTn+YyYMBEWraE6Gg1i9u3zz/GN0eYTPD115Z37nT/iTRtOtFvOu3iYvcDi7N8Ac6OOxMcL788k1atHHvzxMYmMGnS65412gtSU8fx4YfFRERUR6f014qgNg9vVFQTunXr7XF5X8TFyc+H+fOV2rNxY7jnHrjiCu/caSMjm3L33f9i9er2nDvnP9WQq82FWVkZ5OZmExnZxOH5vLzAhY/YsAFWr1YeVwDjx8PtzrN9VmFRtflSsFrCxYS5JjEf9gAAIABJREFUGeld7SwuRoV9sBAOdAJuEUJIKaUT2RY82M9Oz5xJY+HCqUyZAnFxE4mOVskovBUCZ8+eoFGjxjRr1powFz187Jja9NahA6xcCd9/r/SDp08rTwwhEsjNdRz/tlGjKCor51JR4T/jpie7eJ3lC4iPd2y3cCYgcnNP8fDDn/LOO/dhMFTrUOoSwtsdYWHhhIWF2xzz14rAE0FQUVFBWFhYrTaPZWR4riv//PNnCAkJ4dprpxMdHVN1PCsL5s5VK4vWrWH6dOjY0UVFLhg79q/89psSTv5YERgMrgfyL75YS07OWVq0aFnjXFmZc/uev9myRa0CQAnasWOVOsgdmzcvIyurF9DbpwLM0wmK0ztSStlUStnM6hUhpYy2HPdVQ73Fm4fY0ezUssM0J0f5zufkeN+GGTP688gj7fnhB+d7Cc6ehdmz4amn1MO3fLmage/apc7fcANMmFDTzREgOroVN964BJjoNxfZsjLPBOD06XMJCbFVaEZGRjF9uuPB25mAaNUqgWHDJnLPPYuqBueQkFCmTFlCevp+3n//Yc6cOezdl6gF/tAZGwyeuVC+/fY8unQJY+HCv1cd+/DD13nyyfvZv/+0088VF9sG43PHTz8tZuVK2zg8ubnVQqBrV/j732svBCz4y2tISvfPZWhoKG3axNO4cYTNcb0eDh6svxU+KDvb0qXq9bbZcnrrrcoL6/bbPVtt7d79A+fOqaALvuxPTycPrlYESVLKky7OC6C9lDLd28bVF65mp1Laho3wBsvAGB3tfDfo5s3V4SH274eQELjrLjWzq6xUgbrCw527OWZkKOHhrxWBp8Hdxo+fiJSSxx67C4B27Trw5JOvODUUP/roXJ57znkegZEjJ9OoUThvvTWJuLgkhg2byKRJUVRUlNG162Di47vV7YvZ8dRTfcnOPsnjj/+XXr2G+2VF4OnDVl6uQ0pJRES1L+b333/Ntm0buOiiu+jVq+bIbDIpP3hPkVIyceICCguzaNJEbU8tLLQVAjNmQESEm4rckJl5hJKSaCDe5zrt/PzaD4anTtXvnhiTCRYuVM+4hcsvhxtv9E7dNnjwbZw6lcCJE74TBCaT5+oxV5qj+UKIEOC/KNtANiryaBeU19BIYDZqU1i94c1D7EytYclyVVvefde9h+uWLervLbeo2dywYco1zx5HoZbnz7+B/fuPA3v9clOXlHh3s914451Mnz4Jk8nEokVf0b+/faSQavr1m8iUKa7zCAwZ8ieGDPlTlVqtU6dUcnJOER/vffC1gweV8X/kSCVs7Tl37jjl5SWkp++jV6/hfrEReCoInnzyZR577O82eX/vuutR+ve/k1atulJYCM2bq+9TWVnE8uUvMWTIXTRq1Mur9vTpcxVxcUmA+q1fflltDEtMhCefrLsQANiw4VNOnuwH3OxTVUZFhXtPtmPHDvPKK0/Sr98gmxDUJSX1u0PeZFIq3/37lRF47Fi1Kezyy70PYdKv3xh++02ptHzVn2Vlnt/rrvYR3CqE6AlMRIWUaIdycTmIcgmdK6UMyH49k8nxQ2/P44/P5emnXWe58geZmSr1XVQUjBtXbQTylOzsE+j16o72dVAvk6l2OQZ+/PEA7dsnEuFgFCkvV2oCSyrLzZu/oHv3y8nLS+fw4Y0sWnQXy5bN5Pbb57Jr1/fk5KSRkjKEzZuXVcVUuv32uXTpconLNpw8Wb2KKy5WYQP27Kk+f5WD/UV33DGPyspyBgwYV/X9fd2f3ghVa5tScTEkJd1CnHmzfHa2GqQzMmDZsvmsWDGP999/nU8+cT/lTkvbTXFxLitW/J20tF0sWHCIFi3asHixuhfbtVO7g6Nrn9XRhuTkAbRs2crngQo9sVulpR3l559XUVGhtxEEp/y775KiIjXgS6l2B69fX/3dH34Y+vatW/2+VLUZDN5tFHUXa+gAyscxqDAaPRMEqalqdvrRR3+htDSfqKgW3Hvvm35LK6nTqWBSlo0jqaneCwGAP/1pHmlpp/niC9+rhoqLvYtoevDgHq69th/Nm7fk999tFbfZ2WpwttQnBBgMBnbu/LZGPZZQ0FJKKivLOHp0K0Zjpc05wOlvYzDAiy/W3CUaGqqu//33jlcFo0c/bPPe14Kgtpud8vLgyBHbY7m51b/3xRdfz/79v9C9+2Ue1ffNN/PZtGkpAAkJfThxYgdxcdfw++/KaDljhm8DmV1yyXh27IB163w3g/Uk7SbARRel8tZbXxMdXW2qLCjw7w75FSuUqvaKKyApCX40R59v2RKuv77uQiA/P5Oiokogoc5agNJSz12NLXiyjyDo8MTgV1GhZubDhk1k7doP2L//F9q37+FwoLGP+OkqJaLJZOK++5oRGtqId97Jtpnhff45/PxzddnBtdtvRr9+Y+neHb74wvdGL28Hrl27tiClRK+3nZXm5NSM5Kg2Veno1+8a9u79EaPRtvEVFToiIpoiZWMMBn2Nc8uWzXTa70ePqhu8RQsYMEBtzomNVcJ21iz1W69apVYIyckqgmNxsZpd9+pVvVT3tVrIm/AFTz55HwUFecyatZCcHKWeLC7O5ejRrTRuHEXPnsOrBrMuXQby/PObPK47Li6R9u17MmHCS6xd+wGhoWH89JM6d9llqq98ja93FnuaWyQurg1jxtxkc8yfq4GtW5UQACX41q1T/z/6KFx6qW+usX37f9m6NQ+YUWebS1GR9/d5gxQEnnzJ9HQlMKZNSyEvL4OEhD4MHlzTj8tVEhNHg1JJSR56vXr6rYWAlLBzp/q/Z08Vo8XTDTqOsDxkKj9r7euxxrJ72htuvfU++vYdyPz5Mxg0KJ4RI67l+efftREC1YI0jZCQUEwm50+zXl/i9PfLzXX+NFuMcQMH1tyeP2YMfPaZ2iULym6wZ4/y3KqshJiYTaSknCY3dwJDhyp7jS/wVi20ceNPZGam8/DD/6r63IkTO3n11Wvp2XM4PXsOr3Vbbr99bpXKMzX1BsrL4V//UudGjap1tS4JCTEAYeh0vgnt7W1SIqNRrQhzcvwTjr6kBL75Rq02Qa0Gfv1V3VOXXeY7IQBqL01sbGNycupm7K7NMw4NVBC4Gxj1euXfrNMVk5WllMozZ66hWTPbadHGjUt5661JNQYuV7PTiIhopk59j/Jy27s2M1Mt95s1g5kzPVNdOWPXru/54Yc3EWIVUob6zIW0NjONsLAwevbsR3h4BOfOZbJr11bS06uFsb0gdSUEoNpQ7yxMtDMsgqC3g/1XI0aopXtpqXpY9+5VEwGAkJAK8vOHsnWreu8Lm4tl0LMMgJ7yr3/9m3Pnsikvrw7e27p1MhdddBWdOtl6Erz33oPk55/hlluep2PH3oSFeadjXL9e/d7duikjsa8xmUz8+OM/gScpKTGi04XSxPHeLo8oL/d8MP/22+Xo9XpiY8cSHR3rF6+6oiJ49tnq2E6jR6vNd8OHw+7dyvbnS/r3v4ZRo5QWoC4rrNoG2HMrCIQQ/wHeB76XUgZFcjd3gqB6EAjhppue48yZIw6FwLvvTnU6cDmbnYaHRzhMLWmxC/TqVTchAHDgwFp27foO0ANRdV56GwzKEFWXWdOoUQ/RvHkyl18+wibwmaNsYM5o1CiC5OQBtGnTmR9/XOSxEV+vV0ZiIaCHA8eiqCjlF19ertRCBQUq5nvfvnDgwBq++KI7UrbDaIzwKBSEK6RUgcxiYrzvz9TUyzh40DaGVdu2XarSnaanH6CgIJPevUdy4MD/yMw8ws6d3zBr1jp69Ljcab0FBWeJimrOtm0RNGmi+uDLL9W5qx2nwq4zISEhNG7cCL0eSkv1FBdH1UkQeBJDycKbb77I4cN7eemlHSQn+17nZTLBm28qIZCYqKKEdumiznXvrl7+wFoLUFv8JgiAxcC9wEIhxJfAh1JK/+/8cYErQVBern5Aa71/q1Yd+fDDv9CqVUfGjXsScD+Aeetius+cEOqii7z6mEO6d7+MffvWcPq0CYOhbrFHDAYlGKOjPa/HEpbD2vW2efM23HnnP4iNvc6mrLNsYPY0aRJDr14j+H/2zjvMySpt47+TZHphKjD0DqKiIEUXBFH4lhULLqxtWFQErFhQ14Jrx7KirusiCJZFHRTbgoqiYmVkLYgoIkWkwzAOZQamT5Lz/fHknWRmkkzqJINzXxcXmeTNm5OTc87T7+ebb94iOTmDqVPne00xdcXmzfI9unb1nPWS49IsLi1NyvoBunb9E3/6kxw006f7xgnkDRUVYlX4Qvdw4IBUlhs889u2eSYy1Fpz110nU1FxhDlzdnPNNS9zzz3DsFqrOXLEe3XVf/5zLd98E4vWEixu3VrcGscdF3icyhece+4NvPYaKJVIZaXMSyDJEaWl/h1+o0ePJzPzWLKywmDqIC7GdevEur/lFmcfhnDDmDtjjfk7l41VY3uDL1xDK4AVSqlWSO+AFUqpXcAC4GWtdRM1qnMdk+fXtm9v6K44cGAnH374bwD+7/+uJT4+0esB5k073bgxnzfeuIdOnY5n0qQnWLNGFrHhugiFIBgw4CwGDDiLq64S7TYYDcE4eHz1v9an5TBQUlLoNnbiqRuYAYsljqSkdM4//36qqyv4+efPa4P2SUnpzJ8/BYsl1qMQKCtzBueO9S+dHqirEEAnyspmIRnRgcGfdp4FBbKh+/WDDRv289prL5GV1ZnBg+sGOrXWlJeX0L59X7Zs+Zqiou307j2UBQsOEhub0CglxcGDoPVTgFhNv/0mmUJTp4avJSdATIzc3FifpaViKfkLX4sbDYwffzdDh/r/Ob5gxQpJOjCZRHFoKiGwY8cPvPjiM8DTVFfLvs/ObvRtdRBMq1mfnBhKqUykUc0U4HvgSWAA8FHgHx04PFkEhw7JBHrS9pUyceSI+DWystxr/AbtgaeDacOGz1m//mNWrnyJggIh8HrySZHibduGNjsj1kGTE4xF4G8Azh0th4Hq6nIWLJha5zl33cAMxMYmcsUVzzFvXgGxsQksW/YYpaUHOXBgF/n5eSQkpFJcXMC+fb9w0UWK6dO7kJ+fV/v+deskP/tLR/KMvyl6hkIggkoDO6iunkZeXh6HDvnf4c4XtlYDpaXyr6pKmr6vXfsrL700owH1A8D9949kypR0zjvvTvLybPTuLadcfHxSrRCw2axUVrq3+zMyXgcy6NdPc9ddkqxw5ZViGYQT9V0ZgbgeDe3XV9hsvvVkCARr1worK4g7yF08KlywWGKxWkUiVleLAuSPdm+3h1kQKKX+C6wEEoGztdbnaK0Xa62nAyEqT/EP7gSB1lI4A97cFZrsbDEnPbUzPOOMaSxePJOLLjI1OJgAunTpT69ef2DAgLP4wUGfHxcn/4dKS7Faq1m79n1qaiSXMFDffnm5fzUD4JmWw0B1dQWHDztdFcOG5TJ16nzMZjkVpBgdsrI61wrU+geykZll5L0bMJ7Pz8/DZpOinepq8cled53/FoF7hUCYUEtK/NdE/bnelQK5rEzoSMaMuY6TT/5Lg2szMjrQp89wLJZYTCYTRUXbefvtR1izZlntNa+8chvXXdeFwsK6DfwqK4XuWCmYNk3Rpw/8/e/hdQkZ2LTpEwB+/VU4MGpq/E939jf3f9u2w+zd+ytVVaFNEzp4UMjitIY//1kSEJoSOTm9uOqqBYBTsPozN6WlwWUX+hIj+JfW+lN3L2it3ZAmhB/uvrAr57a35uUG6rczTErKoKKilBUr5mGwbLtLJe3f/0z69xf+80cflXtdeqnksye6V4z9xqFDBTzyyJmI8XUiBw8G5jP096Cz2WTuioo8u3rM5hhqaurmTA4blsszz0wG4MYb32DQoPPqvP7qq3c0OJCrq8v55JMFDe5vZGxZrbns3Sta7cyZjdPouoMnhcDoi+BP2mN5ue8bs6KiIWla27Y9PFJtn3TS2Xzwwb/p1esPAGzfvpZXXrmNrl0HsGLFXCyWWIYMmcBXX73GCy9cw223vV/73vXr5Xfr2bPp3BgGjOr3w4edv215uWfO/fqoqfHf2l2+fDmPPXYBgweP58Yb3/DvzW5gs0mNyiuviEbdrx+MHx/0bf2GyWQmOVkOEMMSMCgifFmfwRbT+eIaSldK/bnevzOUUmE2PD3DXYzANXjnSds///wHqK52HmLDhuXy1FPbWbTIzqRJ/8Rmq6oVAgaMg6k+rFYx+UHiAsnJwWcLGUhPz8FsjkEpUQ2qqvxnST1yxP/A0S+/wPnnz8Js9nTqKmy2Gu65Z1gDS2nSpH8yduwMevasm1xttVo9ZmB5ytjav39nbc+GCRMCEwLg2f2nlIklS/K8dsByhdXq3/xv2+ZfQPqUUy7gnntWUlZWzKOPns3LL9/E2LE38Yc/XMT33y9j3bqPOPbYM2jduhvjx99d573vvCMcG6mpa33/wBDhuOMkk6lt2161z/l6sPvCMFofhw9DTY0mK6tzSALFNhvcey/cc4/QlbRqBVddFbp97C+MdW5YBL6SxvnKJOz1s3245nLgFMCwCk5DSOi6KqXu01q/5OmNSqkxSDzBDDyrtX643uuXAo8ize0B/q21fraxAdW3CKqr66afuWtenpSUydNP/5VPP32Wu+76DICtW1ezbNnjdOrUj5Ejp+AJrgfZ1q2rKSraQU3NYCorO9K+feg1MYsllpdfrubee6VzWnW1LIjyct+sDpvNfz6hvXslvjJsWC5FRTtYuvRBqqrKXArEFEZ7CneW0ujRV7m971dfLfb4mZ6Lzzqxf790kQvG3XbBBbPqJA0YsNttte02c3NzG53Tgwd9N7uLitxrZ8XFhVRXl9OqVRvi4tx/YFxcEmvWvEtcXBK5uWJutm3bk4SEVFq1al27bl2xc2dbx3W/Aif6NsgQISurjeORk3+qstI3LrBAGscUFYnQPOUUH7q8+IBVq0T5SU6GP/xBUm1DScPhL5YtmwXMpLpaI/tNDvnGSAKDiQ0Y8EX2xQDHaK3Ha63HA32RE2EIcKunNymlzMAc4E+O91zkILGrj8Va6xMd/xoVAtDQ7+1OszCbLUyZMo8XX6zkqae213Lgb9jwea3vf+3a5axa9QrvvvsoqalZHrUMw6WUn5/H3XcP45//nMDcuf2BvKCqhxuDESw2XF6+5ggfPuyfv7C8vG6J/nnn3cF//lPKK69o8vKsjnnxzVKqD8/XKM44Y5qbQHMiZvMs/vQnIUkLRjsz4hf1+ymAs91meXnj6cj+xGgKCtw/v2zZbK6/vhsffPCUx/cmJ6dz001LaqkllFJ06zaIhx76I48+enYDa7WwECoqWpOQYGXMmBCWufoId3nvvvAFVVT4f3jZ7f7VGvhyP2kXCxMnSrV6O986hoYNGzZIPUlVlXNBNrb2/Elg8AZftlkHrbVr98/fgI5a64OAt3j/YGCL1nqr1roaeJUQ9Tqub3a7o5599tkrePjhP7F06cPk5+exa5ezMbqh0R4+XEi7dn3o3VuIvcT3X9chZ6SSGgFPgyPHbj8ATMNsrusiCSUMU9HQnBo7tEDmxt9NZjQ9yc/PY/r0Lg0C5Z587fv37yA/P4+Cgl+YPXscixY11Au8Be4nT36aqVPnk5XVGaUUCQmdgfmcdloukyYFlopYH8OG5dahfXbF3r3Sl2LfvrrKhTGHZWX+HT7V1Z43blxcMllZnWnVqq37CxwYOPBcLJZYCgt/xWqtZuvW1YDGbLaglOLHHz9k4cIb2LLl69pkhX79LGRlNf0pVlMjQajdu+t2zSku9r5Oi4v9/6yDB/1PfPCEggJ46y35Pzs7dEkeweL88+8EoKbGeQY1FoD3pd2sL/DFNfSZUupdwFGryHjHc0mAt5+0PeC6QnYjVkR9jFdKDQc2AzdqrRv0YlJKTQOmgfh9XReZ1dpQA8nPz6ulgPjoo7nYbDVUV9cVm9XV5Xz33Ts89dT22vd88slz1Nd8R4y4hIyMXB5/vIvbDJT//W8mubmhZzO9+ur2HDr0JDChVhBoLQeNNyrhsjL/rIEjR8SN5I1zyVutwIIF0zj11Il8991S1q1L4OKLH6nzuqf3GtaX0Y9Ba7jxRtFuQsnh4m0MRjc1g6AwPR0SEsQFEYiW5S44r7VGKcWECXczYcLdDS9wg2eeuZxffvkfd9+9koEDz2HevN8oKxNf3/ffv8fy5U8SG9uZlStlOw0Y4P9YQwG7vQJoRWHhb4CzqY7NJnPhTpCXl/vvEiovd2ZhzZo1iiNHDnDjjW/Qpk13v8dssIgaOPfcwGNQoUb//qPJywOrta5+XlYm8Yv6sNtDx7jqi0VwDfAC4oA8EXgRuEZrXaa1DjbJ6h2gi9a6H1KTsNDdRVrr+VrrgVrrgamp2XUOuvqbrz51REnJPkpL3XercPX9L148E5utYeXWV1+9w/33Q1mZe8324MHw0B5KzniF47Hz+cbMbn8XhmENLFx4vdvMHqOPgKdagerqclavXkLnzifQp09DGgRPgfv6BXtbt8pmT0tzTyMRDNyNoX67TatVBMCuXYGb2vU13Y0bV3LXXaewaZPvLKI7dvzAL7/8D5CkARCXUZs23QAYNOg8/vKXB9i0aTKHDkFa2i/AosAGHCTSHA719PSGndUOH2544FdW+u/eMXpOGFbuzp0/smPHWo/r0Rvy83FUQkuW3+TJTZ8m6g2eKCZKStxbQ4cOhY6Q0qssdPj5VzgO/Df9vPceXNUE6IAzKAyA1tr1hH4W+IcvN/YmCPzhvklLy2H79rW0bdvDowvjyBEZckxMJ2pqQt/tzBPuuOMDlizpxnff1d1QFRWeg8YHD/pXhXzkiGzY/Pw8r8LSCAjPmTPR7TWHDxcxb16h29fcBe7r00nY7U5+9yFDQp+1YXzW/PkzqanZSXp6J+66a5bbdpuBmtlaN1yL77zzD7Zs+Zp161bUFok1hm3bhMJ26NBctxpv374j+PHHEWzaBHFxVRQXn86aNSczfPjFgQ08CCQmShQzKalhAqHWIthbt3YWO/krYKuqGiY9PPTQWoqLC2jVyrekRa2li9jKlc74zaRJwlgbbSgu3g50oby8Coirfd5oJuVarFpdHZogsYHGGtPYlFJ2pVQrrbWfWel8C/RUSnVFBMCFQJ3VqpTK0Vob4bVzkO5njcJ1s9bffL5y34hGYeL22/szZMgEL+6PTqSlSVrlCy9MqZNDH85uZz16DKnNRqqvWRUVSRWzUchmtwfmzti7V/73FvQ1BN2wYbm1VNOervEEd+04wdmP9/XXhatJKWnzFw4MG5bL6tW5fP013HabnXHjQittSksb+nKnT3+F5cufYsyY6T7fp3v3wZx99t9qawrqY9kyWLrU6IG9n5qaW8jO7hrM0ANG/XTH+rDbJf4SKArd6BYZGe3IyPA9HrJ0qdMVFBMjTWSiUQgAbN36JdCFigorroIAZH3FxEiNRlWVf9XVvqQz+7IbSoF1SqnnlFL/Mv419iattRW4FvgAOeBf01qvV0rdp5QySFyvU0qtV0r9AFyH0Fg0CsMiqKqqe0jm5+ehPFRfJCdnEh8v7F+ZmR2ZOnU+aWltUErRqlVbD+6PRGAWF10EI0fmMnz4pNpXXCtnw4X6wWIDhrZVUiLBpH37/BcCFRVObcub8HQVdJ7cPKefPo0NG76gtNR3u3/LFokJ3H23CIGUFCH46tbNv+/hD378UdJEli59vZEr/Ye7dN34+GTGjbud+HjfC/A7djyWiy9+hIEDG+ZV7NwJeY7chNNPX0WvXsWMGXMdJ510dqDDDgqGK6O8vIqSkgD6n3qB3e4bsZ83fP21EMgpBddcI/QRf2lY2B016NbNICqLc/v6oUPSaKmw0PfA+eHDcn1jVDO+hEnecvzzG1rr95D+xq7P3eXy+Hbgdn/vawgCV5+sERtwx5QdG5vIJZc82eDQdv27qkoO1nffnUlx8U4slk5YrbPo1eu82kYmU6Y8w1/+cj/79v3is6kfKF5//R6++CIHuMKtxmWYi4H0H4a66aKerKHk5Mw6c2Q8Nlp/xsUlM2XKPN5++xFee20mgwadx4wZnpdKYSF8950szvfeEyGWmSnuoLPOCk2WkDcoJRL10KEAuXo9QOvw8d+44r//lc/q1OkLVqwYQXr6fXTsGAATX4hgCILi4hLWrl3DiBGhU7X37GloYf3662o+++x5+vQ5laFDL/L6/ooKJ2/QxReHrhlRONG9u+Si2+2ej2V/C8d8XZe+sI8uVEolAJ0iTT9twBAEhunoqcEMNCSRq66WxhLHH+8s1Fi5El54ASoqcjGYKa3WPOBWNm+eyPXXd671a7dq1dpn/2Qw2LDhc0pLJa01lM3BQSwIVwFywQWzePrpSXWEqCE868Odm+fDD+dgMpnJzGwYNDSwejXMmVP3u4waBZdc0nRZG4MHj+Gzz+D//u/SkN63uLghcdrevZv49NPn6NDhWEaMuCToz9izRzRcsxn++MdyXn45hU6dwljE4gMMQWAyJREb616LDQR798r3rY8dO9ayYsVcamoqGxUE774rCkfPnjB2bMiGFlaYzWK92O3OHiLBwJ/aC18a05wNzAZikWriE4H7tNYh7tHjO7SWH/nDD/NYuPB6j4FOudZee3C9//4LLFkyhMOH+3LiiXDrrSIAjEBlZqb43Q8fzqO0dBrgW/vKcKBdu15s3vw0NtsD5OV14phj3Ac3/UV5uZOcz8CwYbnU1FTx2mt3Uly8r9G+zfVx332r3D5fVCSH/86dTtfViSdKxXCPHjBoUDDfxH8YWS6VlaGND7jTugoKNvPuu4/Sv//YoAWB3S5+bq2lQ9bIkX8kM/P1BnQeTQ3joDKbkzjllNCk35SWeu4/3KvXH7jkkidp1857Z5iDByWWApCbG14q7lAjJkZTXa3Yv7+Etm3d5Iz6geJi311Ivsice5DisM8AtNZrlVJh9OQ2DrsdFi3Kc0sfUB9GILOoCBYtOhkWbvPfAAAgAElEQVSrVXIT166Fv/71WazWKVgsdiZPNnHaabJopk+fSWlpw1TKuXMv4Y037ubWW98nJ6dnWL4biIWzcuXL2GwyhrKyHbWUCMEKg3373AeORo6czMiRk32+T2VlOb/88j86dz6hTvc3g7/HYoHHHnMKndhYYXU855zIbUwjuB6qZusgloA791y7dn248MKHaN268UBuTY3MU/fuDefGZoNnnoFvvhENXOZPccIJYWo95gcMQWC0/wzF7+otuNyhQ186dHBHTuDEgQPw8MPyGw8aJK06mxNstlIgha+//opzzw3sNzYoZoxkEF/gi2pU4yZjKKItK6uq4LnnGk8TNbJ6fvoJ7rgDrNZjMJu30bv39wBYrcIvNH78IUaOdC5kT8FTu91GYeGvPPDA6Q1I10IJdymwBiVCMAhlmf7VV+fw4IOjWLnyxdrntJbeDFOmSHBuxw5o00asghdekOKdSGpnBw8KXfLSpaHLu9+/371gzcnpybnn3tYoL47W8MQTQh39xRfynGsG0sKF4rqMi5Ngerh7DPgDk0ncGQBVVcGXtwZCruiK4mJJPti9G9q3F1bg5gaLRY7WYJSVHTskGcMfahRfBMF6pdTFgFkp1VMp9RTg3hfQRKiubjxN1IgNdO2ay+zZsrlOPBHmzevKHXf0r83J7dBhF2PH1jXBPLFWGjh4cHctb3444Om7NdYroDEUF3sONt1xx0Buvrkv27f7xmKZmpqNyWSmvPwwf/1rPJMmJfDhh8V88428XlYmh9dNN0FGRuQYHetCdkZxceiCxcEGiT/+GL4XvYT//lfcItddJxlV778PH30kmvftt4em+10oYLEINUOPHmA2y4KaPj34OIi7dFFX/PDDB/z00yceG/S88IJYBD16CKNoRkbQQ2pypKTIWXTKKYFbA4EIU19cQ9OBmUgn9VeQdND7/f+o0GDrVpGW3mgPYmMTmTp1PoMH53LnnXL9H/4gWqpxIF1zDXz6KVx0UccGPP+eWCtdYVTdhiNm0Bglgr+orJTAuLcFsn3792htr+VSagyPPbaZ/HwT339vxWo9E9jLG2/IIp4yRfoLp6T4324vnGjfvgsAPXoE51s33CClpZ61rqKiHRw4sIvs7M5ug+g2G3z1Fbz8svydkCAH4f33i2utogJedBhb558feRdHdrbksMfFye9qWHYWi53qaigsDC59tLKy8ZqD5567kqKi7TzxxC+0bdujzmtffy3us/h4uOEG7zQs0QqlnESTgVoEBw4EVm3sS9ZQOSIIgvNLhBAVFZ4P6+TkzNpU0YULhTIgJ0cOJ7u9ml27NlJTU0GfPkPo4yHmZBzujQWiPfHsB4sLLpjF/PmXU1PjXA31KRF8RXm5lOinp3sn+xo79ib2799Ju3aN8zuUlcGsWa+wbdtMYAfCMm6jtLQzHTvO4vTTc6MyQNeqlXRMadcu8B6EdrvUPXTr5j3PfeXKl3j99b8zbtwdDYoOy8rgvvucQdGhQ6W95IIFIlyys6FjR1izRrqzRSrrJS5OtP+cHM8tWOPiYigvh2uvfSvgOIHW4spo7ADr02c4mZmdSEvLqfN8aalYAyCpok3doCcQpKeLxaK1eDiUkt/dE82Erwi09sKXrKFewM1AF9frtdanB/aRwaOykga0B2lpOeTmPlr7/M6d8MEHzibUCQnw0UfP8fzzVxMfn8zMmSt44YXptG9/DFdf3ZDiaNiwXE48cSwrVszlgw+eori4Ib9wuOglRo3KJS4Onn12JocP7yQ2thMPPhhY1pBRVt9YvUFurk/sHthscOedeezb58yqAiM1YQeFhdP48sumy67yB/VpvQPB/v0iXNev937opafn0LPnKW6rfl99VdZnVhaMGwcjRsjzS5bI/a+6Cnr1gg0bJP2xqdxqSgnXU3q6kJzF+ZARGhsrk1BeHkNhoVS8+4u9e33rre1un4JYVSUlIjTPOMP/z29qZGaK+8rd+jGZrICFyZMn8NVX/nVgM/pkBwJfXEOvA/MQLqAQEcEGB2MjDxuWy5YtX1NcXMCVV75QW8GptQTZtIbRo8VNAdC6dTeUUlgscWzZ8g1bt35LQcFGPHDdkZycxrhxt6O15rXX6hpE4aSX6NYN+vXLpU2bXG69VXzD48b5f5+amuCCbwYOHoS5c6FLF9FY9u2biVMI1EU4XWbBwhAEmzb9zKpV5fTrN9BvF4IhWLX2XrY/cuTljBx5eYPnN2+WuIDZDH/7m2j+Bu6+WzZyZ0dbjKZsnp6ZKZ9rzJGvMDTYmhrRRv0VBDU1/mW3GNi8GRYtEnfVt9/KOKZNi5ZYlHukpkryREaGZyUiPl6+QGFhERUVNhISGvbS8ARPabe+wBdBYNVazw38I0IPVzqFSy9tyHaxerW0kUxOrltSfsIJf2TRIrE/N236kn79/khGRodGP2/YsFzWrHmHHTvWYrVWuSVO8xdGtkX9PN+sLGfPV8O/LhkZ/tvchYW+kajt3PkTH330NJ07n8CoUVcAzjZ5CQnSRP6nn+Sf4x1e7xcul1mwMDTc4uLDvPnmctLTB/rFdHroUHBNQA4fhnnz5Dc566y6QgDkMG5Kt4bFIllI2dnyOwcCQxAsXHgzN954JxUVaX7dq6DAt1x3m82K1nYslliOHJHsNNcMuAkTxIUVjWjTRsbWWKcxgLg4EQQ33PAOO3aYPLqv66OkJDhKal8EwTtKqauB/yIBYwAcjWkiAm+mvd0uJGYgi8OTxte791Buv315o5/1/PPX8MknC7DZasjK6hy0ADDQpYuY4Pv2yQGVnCwZPa6LZerUk4GvOHSojJqaZL+a15eVua/OdIc1a95hxYq5JCWlM2rUFZSXwz/+IX7bwYNF44qLEyG1Zw/Ex3eistJzg/twucyChWi7ecDfeOutvXzxxX+49dZZTJjQ+O9ZVga//urf523cKK6Wtm3FnfTww3LwdewI550XyDcIDUwm6caVk+NUSAKFsSbXr/+SkpJC9u9PayDgPMHgyfIFmzblc//9Izn22FEkJX3EwYPiNjv1VBEko0cHNv5wIjZWrCx/hLsxnxZLKiUlvlcYB2MNgG+CwMgLu8XlOQ1ErKjM0MoKC39l+fJ/0b5931pN9uuvJUCcmQmnBxnFkGY187HZJEUu2Arj5GQ5UNLTndp+By8GiVLCW1BZaWPdOuHp90XbMlg9faVUzshoT2ZmJ3JyelFWJgfWFkm5539Cjc/55wslxI4dsG/fLJ591n1WVThdZsFi3bo8pL+Rs2L8zjunYbF4L9SrrBR/vT88Lw89dDc//ngvcXHV3HVXLC+9JCyQbdpIKqgv/vdwIC1NXKWh+nzDlTR+/EOkpbVl//6Glo472Gzi3vE1w6WyshSTyUxFxemsXy/74Npro6uuwkB2tih6gQhZYz6tVtm/hw41nnlXXOx7G1tP8CVrKDIct15gWAQ//vghy5f/i/j4ZEaNugK7Hd50dE0YNw63GvQ113Ti0KE9JCSkUF5e0iDI7AppVlN39/vjA8/IEIG0d69oYJmZ/h0mixZ9zvnng8XSqraLli/snHv3+ufCGD58EsOHT2LTJukTvH+/aP8TJ0qpfkqKNPY2m0UL69lTsoIMWmqjCX0oLaZw4L33GsY2qqrKefTRmR4FgZHR4i/Z19at4xz3j+XOO+U+GRkwc2b4yfXcwWyWwynU6bzGwdWjx2kkJjrJG9111DJgs4lg9SewOWDAWSxcWMOtt4p2c/750SUEsrPF7x8XJ8VsgcKYz+XL55OS0pu0tBGN/ma+Wv7e4FEQKKX+prX+h+PxX7TWr7u89qDW+o7gPz4wGIIgJSW7VpsFycves0cOsdNOc//ekpJCtLZTXi7F0sXFBR61fE+FXb76wNu1EyvA1TT0h0gqM1P8Wgah2f79wtPj7R42W2Ac8F99Bf/6lxxYXbtKQVN2tjCDuoOnHgPRjEOH3P9uBQU7qa6uGyitrJRN7WtGiyt+/hlKS/sTH28nJwe2bTORkiLV7ZGoq0hJkSyVcFghhrLlKii3boV+/TxrxLt3B5bdsnKlYu9eRevWYp1GC9q1k30ZChhrcOPGr9mxo4K+fUdQU+NeqQWJC4SiQY23Y+lCnB3DbsfZsxhgDBAxQWBouyefPIGTT54A0MAa8HRYJiW14vDhuuWgnrR8T4VdvvjAU1ODL2ox4gWGILDbRRh4y8z47Tf/tdfPPy9kwYLWaK0480y46KLo6eNaH0ZjDkP7at1avu+2bY2/NzOzEwcOuP89161zWm07d8o8m0z+F+dYrZLNAnD22SZGj5bq4CFDgtMUA0VcnLgUw5VNYxxc69Z9QXp6At27D6KqSuawqxtfQlmZM/PKH1itzv0tVnLgYw4UFotzbyUmiv/fZBJBGyoY8zl06GSOP15Mx6IiWZvusHt3aD7X2/JQHh67+7tJ4a7qbtUq0d5at3bmZbvD4cPu8yndafm+9tt1hZH54c337ysee+wGAMrLnX6effs8H042m/+b7LffYN68ZGw2RefOnzBxYnQLgb59oX9/oQs55hiZ6zZtnELXW/qj/G7uf0+D+G3NGmfKrb9CQGspbPr1V3EDjRkjh8Sf/xwZIQByGIczpdKY7w8/XMCqVa/WPl9Y2DAttKTE/4C7gblzl3HgAGRllXJKBEhXMzNhwAAJsMfFSc1Cq1ahFQLgnM9u3YbWEux56qNdUNA0zeu1h8fu/m5SGJNy+PB+yssP1/YlBe/WAEBysnsCEnda/rBhuUydOp+srM4opRrtSmYyiQ+/Z09nCmgw2L1bOnfa7U4bu7JSGnrXT7k7cgTWrfOvIlFrqWaFJOANhgz5Oiorgg14qm4FOfDatoUTTpB/BhdOv35OaoS//CUXs3k+0Blo/Pf0F599Bp98ImZ8796PsXDhpZSUBNlmKwhkZEhwOJwwXBbduw+nS5f+dV7buVPcRFu3Cp/Shg3+EaEZ0Bp++EHyfI8//qcmrRXIyBBWWKOwr3NnWVP+1lv4CuO+rv0tjDiVa/JHeXnwmUKu8Kb7naCUOoxo/wmOxzj+9iEjFpRSY4AnEQ6CZ7XWD3u4bjzwBjBIa726sfsaMYKHHvoj27ev4ZhjrmPPnidJSZF0Mk/Iz8+jrKxhia3FEutRy/fHF56ZGXw6niuuumoG33wDWsditzs1u5IS8UN37Sqa8J49ojX4i08+gZ9+ykOpmWi9k48/7kh2dqeo9P0r5Z1ELClJ/oFklHR36fvet6+zlD8hIZfS0lyeeSY0wtqA1tIMBeCyy+D11x/n0KG9nH/+A6H7ED8QF+feNRNqGO7L4cOnut17wbabBEnDLSvrRkJCFeec42NuapBQSg5/d2sulHu8Poz53LlzM999t6m2DWlZmSh6XbrI4127fM8K9AUeBYHWOqivq5QyA3OA0cBu4Ful1Nta65/rXZcCXA987eu9DUFgt4vDrqxMmmIMHOjdGli8eKbbVpbx8SkhOfxCHQg87bQ/1volrda6WkhZmRR4xccHRplQWgovvijplEInJe6xpm7A4yvS04NzWSklgtSdxhUK7NghrhBDGUlOnkN5eTEpKU1XIdatm3zP3buFpM6fupNAYcxnoNw43vDTT1LRbhSO/elPcbRtG34fW0xM6Kx6f2HM56pVb7Jly4I6/ajLy0UBDAfCaWQNBrZorbdqrauBV4GGHbmFyfQRwOfjzHANPfLID+Tl2TCapQ0e7P19nrKAysoCr42LjRXzOz4+PAvHtYTfHQLlzXnzTaiubphOaQTOowVKybwGwmFTH2azc6Ndf/3xFBYG6LB2g1UOYvYhQ0RgDRo0jhEjLiU2NsCSXT/RrZuzSrh/fwlmNgWc/E1VHDgQosglEp958UURAkbq6x+boBdPq1ZOd2IkYGR2ZWf3oV+/pms+FE5B0B5wdVjsdjxXC6XUAKCj1nqZPzd2PfwKC03s2mUiMbFxbhZPfQaCqYRt3VoCRyecEPAtPOLXXzdhtUqaayg12D17JJPFE1VEtFBEKCU8S337hmZjmkzOjWazmSks3Br8TZFDyyi8Gzo0JLf0CwkJkcupNwTBm28+zC23eO8e5g++/VbcHxkZ0oR++PAn+fbb+VitYTA9HEhLk73cFJaUJxjzeeKJ53H55cEz+3z2GTz6KDzyiPfrIkbRpJQyAY8DN/lw7TSl1Gql1GqoKwi+/Vb+HzCgcddBIFlAjcFwB4UjyLp9+y/U1IRWEJSUSAtJmw3i4kIvGEOJLl1Cr9kaG+3CC/9Fr16hST/ZvFkyjTIyhDXUaq1h5cqXWb367ZDcvzFEsrDKEKwWSwqJiWlYrcEvVLsd3npLHp97rvQ8eOmlGTz77BWEOmFRKZm/jh3lt4t0skT9lPFgUFwMzz0nmXCGxeoJ4UwU3AO4RnY6OJ4zkAIcB3ymZPbbAm8rpc6pHzDWWs8H5gMoNVAbguCqq9px5MgrwAgGDmx8QIbfe/HimRw4sDNo8jhfqXoDRa9ex2Kx6NoYQbCorISHHpK0s4yMPKqqShuk4kYDRYTRBCUcxVfG79W9+3CfSMB8wfvvy//DhonVUVpawtNP/5Xk5EwGDgwB/asXGDz2kYIhWEePnsGkSTOCvl91NcyfLxkxGRlSGGq3Wxk79iaqqsqwWEKrrnfoELnUXncw1mdNjaasrISYmHhiYwNbqCtWyLnRt6+QHP7DC9N8OAXBt0BPpVRXRABcCFxsvOjog1ybEKiU+gy42ZesISNGUFy8DxCfTE8fe8mHsiI23JpYx45dad9eApGh0BBWrJB7pabmUVrqvalPpJCVVTfjJ9RwbWCfn5/noMnYSVZWYErBnj1ilVosUjcAYDKZGDr04gbWZziQmRnZuo9QarB2u/Bcbdggv9MVVxiCJtbnfhn+IDnZc6FWpGCsz/XrVzFlyjBuueUdBgw4y+/71NQY7l8YP55GFeWwLSGttVUpdS3S2tIMPK+1Xq+Uug9YrbUO2G6urJTUqQkTXuGNN9JIT9dkZDSdTWexSEl5U1AGi78yjwcfnElJSeAHlt3uXBhaz3RLGBcfnxzxbKFwa2fGRps/fxxlZe9hs8kJFiih4NKlshZPO83JIZScnMG114ann7Ur4uJ8I3gL9xggNIIgP1+EQFqacF4ZfRlCjQ4dJK6SnBx5V1B9GPNpNieSkJBCVZV/hRdWq6SFr18vxWadO+MT1XpYdQmt9XvAe/Weu8vDtaf5ck+lnDnhrVtfAECPHuH9NbOzRXMw8vgtlvDmEruipOR5YDolJU7GTH8OrJISqfI8ckRyurOzoagoOoPEGRmB8+L7CuP+hw+vAOqeXv421Skqgi+/lHVxlv9KW1CIjZUNHikWUwPG52/b9hO33fZXJky4l4EDz/H7PjU1Tvr4iy6qKwTKy0s4dKiAVq1aeywI9QXeagOiBcZ85uScyMyZ/pcNL1smHfAMjB3rm7CLUjIBzzAEQUWFs1zdF0bOQJGa6szPjgSKim7HU4pnYweW3Q6zZkn2hSG4Ro+GDz8MnEMpXEhNDR1xlzc4D073vL2+CEOjuO+dd+TxsGFCc2HAaq2hurqc2NjEkPu0QTTm7t0jm91iwJjPyspqfvttLfv3bw/oPh99RC2F9bBhdV9bt24F//znBAYNOo8ZM97y+97G2kpMjO4OZuBUVKxW/w+cqip4z6F2jxsnsQFfu9xF+bQ0hPFDbtr0IytXCgVDjx7h+aykpMhmEixZkge4L8305cD66itnxbHNJlrkaaeFJ3sqECQmipl+zDGyaEMVvPUGY6MlJbn3OzQmDJcsgalTpYr4s8/kuXPqKcAbNnzO5Zen8fDDY4IcbUNkZEQ+xdEVhjusuPgEzj13OyNHTvP7Hj//DK+8Io8vuKDhYW0ymWnbtidZWf77irKzZX0lJ0e/EACnYA0kOeSTT8Qd1L27EPMdf7zvZ1ezswiMH3PFirmUl78H7GLevE5ceGHwPPgxMfJPUitFCEQqELdkSR533OF5UzV2YLmysV52mWhFGRlS+Rrq7Cl/YNQDpKdLkVhTC1ljo2VkzKKycho2m9PaakwYFhXJnFqtkOcIAQwc2NBPb7NZiY9PJiEhtIxkMTFNQxvhD045RWonvvzSzNKlnWnd2r+GUHv2wOOPy5z+3/9JGnh9DBo0jkGD/G/aHWlrPhAYylBZmZUHHzyH8vIDPPBA46QL1dVOipNx4/z/zs1UEOTx88//wShGPnAguM5hiYmyYIKljQ4lZs+eSUWF+0CRL9r7ypVCeZCdLRuzvkBrqn4CSoklEhMjft9QszX6C8Mi2LUr1/H3TCorfROGb7whB1b79jK3Wsumq48TTxzDCy+EgCTeBSZT9LiDXGE2S6ewHj1g4UJxl3Xt+gOLF9/G4MHjOf30KR7fa7cLhURZGQwaBJdcErpD22KR+WpOQgCcilJBgYWCgueACygvLyEx0UunHyS+cvCgKCXuhGljaHaCQH7YmdjtdbkVfPWbG2RcRtep1FQxHaNtwezd69n10xhj5o4dQocMkjrmzqrZtWs9zz9/NTk5vZg2bUGww3WLmBhxYxhkcNEAp7C3A7lUV5/FZZe9zXHHnUxOjucc5I0bRbiazXDLLRKELy8Pb6qrgexs2eDhYrwMBoaFPno0vPlmKfv2JfPaa1/yww/LSUvL8SoIli93UnZfdVXoXDexseFrxBNudOkCF18MH38MhYU5dOjwEXFx3qX/5s0SJFYKpk0LbB6bgdesLuRLBpb1kp4ufrO0NHH7xMVJFkG0CQGAdu3cu35iYryneJaWiqldVSXkZ8OHu7/u11+/YePGL1i1alEohluL5GTpFdCtm/j9o0kIAIwcCaeeWoHFMgb4EputFc8//x3z53s+sN5/Hx54QCyA0aMlMNyrl3zPUMBkqlsUZrE4N7NBgxyNQgCcSQhmM6SlSdrPvn1jufbaRRx//Kg6PQpc8dNP8Npr8njyZO/ZYs8+eyU33dSHH3/8qNHxpKZGlisoWCglVuY//iF7affuOLZt83xMW63wzDOyNs85J/B4aTMVBP5TI3TpIoyMhnZsLJhoM7UN3HzzLBIS6hckJdKz5zyv7/vvfyVNtGtXmDLFs5DLyelFnz7D6d9/bMBjtFjkoGrTRuYzMVHmOD5eiu3CnQoaCNq2hauvTuCllz6kX7/vHc/eRmVlP7fXL18u5Gc2G/zpT5DrgzctPz+Pe+8dwccfz/dpTD161HVN9uol3FVt2zaNxREMXNfXeeflYLHUsG9fZyyW83jmmcn8+98X1+nJoLUEhmfNEmVl6FA46STvn5GSkkl1dYVb5mBXJCRENq4XKhgsuUa73RUrPF/74YfipszJEes/UDS7KZOFNwuYhmtapTe/eceO7tkrm6oWIBAYzdQfeWQm+/btJC2tE8XFs9i0KZfCwrrpigaKimRhgGS2eNMie/ceyt13fx7w+Dp0kMUXzXPoDiZT3Ypii2U2Vusstm9/ijlzxIr66CMxt3v2FJ4WgCuv9N75zhW//baVjRu/oE8fL80xcLKqGnnt3bpJ1oehzXbpEth3bGqYzSIo//CHMRQWiqY/b148xxxzA0lJ26msPEKrVlKG/8EH8Pbb8juMHy9cQp7w8cfzOXBgFz17nsKXXy5q0PjGFYYbsrkLAXBag4MGFfHuu9msXFnDxIkxDWKYhw87E0ImTgxOqW120yaTZKhltwO7vVbbZmZGF5eIPxg3LpdTT83ll1/k76efFj/14sUSoHP1BdrtomlZraJlhTq7JC1NKrorK+WACgUtdCTw4Yd5LFjgpNewWndgNk/Dbof8/Fzy853Xfved/D9+vO9CAGDEiEvp0+dUMjI89yvt2LHhukxMbDr66FDCZHJ2zMvJeZOOHXuya1c/tm9/mJtuEqXl4EGpdn35Zbnu2mtptOXkl18uYsOGz5k582P+9S/vTamba0zAHYx9nZVVA3yA3f5HFizQXH+9qn3NbhdW1vJysR77e5aRPqGZCgKAXLp2zeXBBz1fG43pdv7C+L7r13/CV19NB77nf/+LpbRUAmzp6RJw+89/JABusUgudmPYuDGfgwf30L37YNq0aThJZrO4KkpK5P9eveT5w4fD3/4wnJgzpyG9hs1WTnr6TAYNymXtWjj2WBg1SvzYZjOceaZ/n5GZ2ZHMTM/cD61aNV/lxB1cFZLly//Jrl3fkJOzmYKCztx/v6yf4mLnNWPHNi4EAEaPvoq+fU+jXbvebl83LKmUFJnTowWGlZ2ensPo0f/l889H8s03sSxeDBdeKF6RRYvg66/FHRaKbKtmLAga30xdujR/U9FYFHFxKdTU/AycQ2rqctatgxtvlIDs2rXie01Lg8sv942NcuHC69i+/XsGDDiHW25ZWue1pCRxi8THy8EfH++c9+YsBAD27XOfUHDo0A4uu6zuc+GoWE9KCl8BZKTguie7dRvIgQM7ufPOBJYuFVdlcTEkJGhyckpJSPiKnj0rAem89eOPH5GZ2ZH27fs0uO8pp3jWaLKzoz9+EiiM+VRKMXnyNZx0kvQTePttcVmCZLGZzTBjhrhog0WzOyZdJZ83QZCW1jSkcOGG8X07dTqeq65aSJs23cnOlvTQ1aulKbjZLIHMP//Z9wBtSko2MTHxtG3r3E2xseKyyMpyfm5zzb7whLZtO1FQ0JBeA6CyspT4+OCLSVavXsq+fVsYMOCsOtpsWpoI2OYWV2kMroJg0qQnmDTpCUAKGXfsmMqmTZ8ydOgYVqyYA0BGxiSGDDkbrTXz51/OgQO7ePDB7+ja1bcEeKNQ7GhF/fTPE06A668XV9DGjfJcYqIkg/hKIdEYmp0gqGuGXsm4ce6zaCLNyhgqGIdGbGw8w4dPqn3+pptg0yYJZo4Y4T+d7h13fFDn79RUOaSiNYsqVJgxYxYzZ9al4LZYYjnzzJuwWPzjuPBEY71y5Ut8882bdOnSmT59ete603r3js5U5WDhTf7lcC4AACAASURBVLD16pXBwYM2fvrJud6GDhU2+srKUo499nS2bVtD5851c3HLyw+zefMqsrI60aGDs/OZ2dw8C8X8gesZV15+mJ9//gy7vZLHHjufZctkr552Wmiz8pTWOnR3awK0azdQFxRIy4L09NN5+ulPGlxjtJw7GlBZKa6fcCI9PTq6MzUFrFb45z/zgqbXyM+vG3QGyVybOnU+druNnTvXcuWVl3HsscdTUCDB9ebAdRMINmyQWJI72O02TCYz5eUl/Prrt2RktKd9+7q8yO++O5utW79j2rQFtRbZ5s2ruPvuoXTvPrgOxUL37pFtxNMU2LJFCPgAduz4kdtuO4HWrbvx5JOB99hOTIRzz1Xfaa3ddiZodhaBcViZzXZuuulxt9d08Jys0ezgenjMnXsZO3asJTd3Nscff0ZI7m/4rH8PQgBEowwFvcbixQ2DzkZ1+1NPbadHj0lkOdouRVvzk1DDm0VgMsmLiYmtOP74UW6v+eKLF9m1ax1nnnkDPXoMcdwzluOOG1XHGghX17poQ9046DH06/dHOnc+AbvdjilM2kSzEwRG8LdbNxPduzcs7UxNjS7OoGDh+ruvWfMOpaUH2LQpP2hBMHFiLFrbeffddZjNPnSuOEqglJPK3MDrr9/F99+/x8iRlzN69FU+3Wf/fs/V7d27UysEfg/w5Wyy2axobefIkQNs3boaiyWW+PhkevY8hbPPvgWrtYasrC6113fvPpCZM+tWEjeXuopg4TqfFksMt9++POyf2SwFwb33eg4EH23al6u2NWzYXykq2sYxx3gvVGoMdru9tjNX+/YhSDloZjCb69L8fvfdO+zYsZb09PY+C4KsLPc9Hdq06cThw5soLTXRvn1nYqOVGyKEaEwQzJjRm4KCzYwZcx3x8cksWeLM+T7zzBv561/dW/auaN26edZYBIJIJBOEVRAopcYATyKtKp/VWj9c7/UrgWsAG1AKTNNa/9zYfRcsOA673cb1179Op07OsHlCQvNPb6wPV5fNJZc8EbL7Ll68Ha13kJp6lE2YD6gvCIYOvZi0tByGDGlYo+8uIAzSNas+4uISufXWWVx66Rh2797OJ59spmtXH5tpRzmMFGLDojKbRSk7cKBxQTBq1JW89NIMunTpT3JyJscddwZHjhygtPQAY8fe5PY9Vms1ZnMMPXsqkpOjl2spHKjvptVac+hQASUlhXTt6nvlmNYa5aPPN2yCQCllBuYAo4HdwLdKqbfrHfSLtNbzHNefAzwOeO3mUVp6kN9+kyrDhx76P3JzH6319x5t1oABo4Q/WBiH2oEDO2nXrhM339y0jWiiBfUPrvT0duzZ8zNz517K66/fVRs8rh8Q3r9/B/PmXYZSCqu1us49kpMz+dvfnmTcuFxKSw9z993XNjsh60oZbrE4ye/i4jxrqQcPNi4Ixoy5nv79z6Jt2x4opTjpJKkhsNmsmM0WtNb89NPH7N69njFjrkMpxeOP/5mff/6UBQuWcOqpo0P8TSMLk0kSNGJjpULYUEoSEmDfvoZzvWPHD9x+e3/atevNY49tdHtPm83Kp58+x6hRV9Q+98QT4znvvL/7JDzCaREMBrZorbcCKKVeBc4FagWB1tq1KWcS0GgKU1GR0xwvLi6o7UMwfHjuUVE3AOJfNplkk1mtzhL+goJf+P77ZaSkZHHqqRP9umf9Q23Pnh21jW8MXqPfC1w3mrvDfs6ciTz77BVuic4Ml1p9xMcnM3GizOPEiVdx3HEnkZkZ/ZFNi0W0/YQEcb34mzSgVOOCwGQyuaX4Npudx89TT13EkSP7GTz4z2RmdqSs7BBVVeWkpBwdJcMxMXLwx8fLPHsSrCZTw/ls3/4YUlNbk5HRoTYLqz7eeus+lix5kFNOuYCkpDS2b1/Lrl3r+PTTeZx11jONdjwLpyBoD+xy+Xs3MKT+RUqpa4AZQCzQaG+j+hvTyNQ466zcZpWel54um/DIEdlMFotoBwkJdYPdv/3mXBgffzyPZcseJz29nd+CwF2WS0VFObNnz/xdCwJ38wJQVeW+p7EnCAW6BuQkPfHEwUGMMHxQStZYUpIcSsH6o90dXP6PSTF48HjM5hiUMpGcDG+9lY/dfoT4+CiksG0ESsnBr7Uc+qmpvs+zO8EaExPHvHn7PLp5tNb89ts2tNYUFGymR4/BKGWisrKMLl1ySElpnGEh4sFirfUcYI5S6mLgTuCS+tcopaYhdKNuceDAzqjkGjHM7PJyMa+TkqCmRp4zOnV54+s3FoTxf2VlKUopDh3ay/TpXXzOf09I8Jzl4q0BztEK103paV78hdaaIUNyuPbavzNp0jUhuWeooJST0C4hIbT1DCZTaIKbU6ZIYWirVtIoSgRq8ylrT04WRU5r4UAKtDDTk2B1FQKFhb+SlpZDXFxi7WtXX/0iZ545o9YN1KnT8fznP7s44QTffpxwCoI9gGt9bwfHc57wKjDX3Qta6/nAfAClVAP3UWZmp6gLEptMkulgaPoBdQ1yvMdsFhfGypUvYxQA7t/vW3tOo7guJ8c9tUKrVhn+DyyCqB8viYuTg66y0vN73N3DgKfsn0BQVFTIo4/eQWpqWtRYWQkJknsfLms5FBaBAbM5uqkjYmOlN7DxOClJXLfJyaFjPm1sPrdtW8PcuZeyZ8/PTJ/+Cief/BdAhIFTCECrVoqYGDNaa5577gnOOecv3j83NMN3i2+BnkqprkqpWOBC4G3XC5RSro7DscAv/n5IbGwiubmzoqYJSlqaLIysLKc5FuhGcbUIvBUwecKXX+Zx+eVd6NbNREWF+x66ZWVHWLIkL7ABNjGSk530ze3ayYLPyRGa44QEEQhpaWKKWyxyveGCM5mc6Yeuv8cFF8wiNja4vERXn21p6WHuuGNaVMxpcrIoI+F0mYZSELRpU8ZXXy3nm29WMnHiaB599I7Q3DhAKCXus6QkqQxv187ZhCknR6yXzMzQ0l97s7C01qxa9Qomk5m///1ThgyZwJ49G9i9++daBTE5WcaZlCTCasuWDfz73w8wZYqb5touCJtFoLW2KqWuBT5A0kef11qvV0rdB6zWWr8NXKuUGgXUAIdw4xaqj7i4JGpqKrHb7bXpfGefHR3aV1JSaNNXXQWBtwImd8jPz+PZZ6dRVSXCo7j4oNvramqqm0WcwMi0gIZmt1Jy4NlsTuGb4WLotGolJrvNJm46I/UxPd1pTS1ceD2lpQf8HpfZbMZWL6UrUrGX+Hj5nlVV8p2N+QonTCY5fI45RrTlXwNgQTCZhDri73+/lPfff4NTT/0/vvxyBZYIUQcrJXs5Pb3hoZyQEN7Oe0aKrvtxKXJzH63z3JIlD5Kf/zKTJz/N6NFXNaDdnz17Jna7jRtuuJvLL/fcBSisM621fg94r95zd7k8vt7fe7Zv34dZs1bXeS6SDJkxMfKvqqru4RMKuAoCTy4MrTVTp2ZxySVP1nERvf76zFoh0BiiOU5gBNIbC7gZ13l73bW/bs+ezn4LBuXERRd5TplRyozWdQ/8mJhYamqq3V7flHNqMommamimVmvT0a8b6aXGZxcVCXW5r1BKXJepqTBs2Cj27NnOhAmXcuGFU8nMbB2eQXuA2Sx7OJDsqVDBZJLzpHVrWZ9bt3q/PiUli7S0tvTuPYwuXRrGHOfMeZ3q6ipSU703D29GeTaeEakG6UqJC6h1a3FZhKMi0DAVJ06cVRscqo/S0gM888xk8vPFHZGWBkVFvh9E7dp57vUcSSQkOF1BRnA9GBjFUG3aiMZsNtdlqc3K6uz2fVlZnbn66oWkpDjzk9PTM/nHP56nfXv372nKOc3IqOueaEpFur5byF8aiG7dnIrcxRdfwdKl33LOORdx5pkTGDJkeEjG6A2xsbKHMzJknSUlRZZ3y2QSy65bNzlXPCXB/PbbNmbPPpe9ezfy9NN7Ofnk49x2DbRYLCQmNn5ANjtBsHXrd1x7bafaQ89Ih4sEWrUKf3s8k0k2ytVX5/LAA/Pd5hCDVGIuXjwTs1m6svl6ECUkJEZVYVlsrGyANm3kX6j92yZT3YMyOxs6d5bPdRcviI1NZNKkWVxxRS4//rifbds027Zp1qzZz7hxudx88ywSEuq+pynnNCkpstxa9Q/NxETfaKJTUsQqiwSJnDG2uDjx/Scnyx6LhvTz+vPmiU4/OTmDtWvf56efVhATU0KnTsFJr2ZHQ21kDRmUv6NH53LCCeH9TLPZmRcMsmBSUpqG+2TPHkk5NdCtmwlPv5lSilWr7LRtC0uW5HHzzZc08F+7on37ztx886yoiQ+YzRKEC6dGW38+DWgtbo3Fi/PIy5vJb78JpcSll4oQ8GbtLVmSx+zZM9m711mxHe45NQLjkU6bPnJEaCbq4/Bh+OUX93PduXNoumoFgtRU8f0bxIPRxrpbXi61Q65wpaV2xXffvUPv3icxYkS7RtNVLRbo2NEzDXWzFQQgJvuiRdvpGUY6l5QUWTiR0hYKCiT+YGDYsC7s2eM+3bFNm8589dX22r/79Emgqsp9XmX79p3Jz9/u9rVIID5e5jncFta+ff6lmkbbYWE2y2GWlBQdbVjLykSAuoMRPK6qEovLZBIXTOumdf2TkiLzFRMT/d3hKitljbpCa5nH+sLAYpFmR764TRsTBFGwlALHgQM7Q+oWMgI1drts/owMOaAiifoC6OabZ/G3v11GjRtVq7q6lDvvvJply16juFjUNKVMWCzmOtdH0h1kMsnCjo2VA804IJpqg/or0KNJCMTEiLssGgSAAW/zGRtrFIdFBhaLCJ3mRFjnvphMeoYkJsLu3XI+ufYVDwWiaEn5j8zMTiFxz8TFiTYa6UPfHeovDMPlcO+919ce9gYOHTpAXl7dmjyt7dhsivT0TIqLDzaZ68KAQWBmuNMiPcfR4Af2B0qJ+8fgqYm28UfbeAxEo9D0Bd7ms107J/1+qC3nZjZNTsTGJnLBBbMCEgSJiVBRIZppSkp0N7l3tzDGjctl3Lhcr24iV9jtNhITk1mzxo2jMUgYmTh2BwVUQoJo+uXlzrTPaNKqo/XgMpmcc2ixiIVUXS3B1Gjm4Y+2+TSZRHBG27rzFY3NZ7hcp81SEGRldeaCC2YxfHiuXxqmxSKHfkKCbLKysqYpugkG3haGP7nqwea1x8RIfrrWckilpck8GhqX1Spzahxa0VLpXR/R6CNOSZH5LCyUore2bYOjJmlKRNP4jPz7QHl+ogGREl7NThB063ZSbUGZP4dNcrL4/I2FGxvbPHyH3k3FTj5ZBMa1vkIpOZzi4qTgKjZWBKjNJlki7oq7DP76aEe0HFyu9AVG+mfbtnWro6NlrN4QLWOMjw8/nUZTwF0r1aZAs542X03m1FQnx39zg7cxu8thd4eYmFifgsPGgd+hgwjNpCTxS2ZlOSt33ZXdNydEwxpQSlw+bdrUrQEwkhWaE4yDKxIw6Bji48NTcxIpROJ7NAMdri5cF50v/rKkpNBTPzQlvC0KI+A7e/ZM9uzZUct7o5SqrTVIT8/krrue9BocNpvlgI9kYVJTIdJCzKhGj2a/v7+IhAabmCjCtDnGARqD0YiqKdGsBYEvRRTRHAj2BY1pB8YBf8cd06ioEG4hrTUJCYk8+OD8RrOD4uJkQzUHt04oEEmtMSZG5ro5uCT9gWuguymQmtq8lbvGEIk12uyMKVdB0NiGaq7uIFf4ovHMnj2zVggYMBgwvSEhwRmY/L2gKddDfes1J+foEwLQtHOaknJ0CwFocQ35BF8tgmjIWQ8FfFkUnjKCvGUKJSRIcO1oNK29oak2mUFuZzJJgD2S1enhRlN9r8TE5m/h+4IWi8AHuE6SJ+3KKMI5GuDLovCUEeTueaPask2b358QAO9876H8jOxsUUSMAPzRKgSgab6bxSIW/u8BLYLAB/hiESQnHz3uDl8Wha8MmEYDl6MpUBkIwrnRWrWSrKvf0xyHcz6zs52Ky9EsTF0RCQWt2R2XxiTFxnqesKPFGgDfFr9r9pA7Bkyj16rB7fN7R7iyMhISor9AMRwI1wFtpDD/3tASI/ABxuHvyRpITDx6rAEDvmRlGLQT9WFQaFRXN78c9XDBbHZPjxwMTKbfh//aHUKtwVossm4j2XkwkgilIEhMFIFa3kizwrDKHqXUGKXUJqXUFqXUbW5en6GU+lkp9aNS6mOllPt2T3XeI/970mxD0ckq2hDowoiJcWZYeLOgfm8ItcZlFIgdbQqIrwjlfCYni2vtaLLq/UWw82mQPMbESFzF4Pzy+pnBfaRnKKXMwBzgT0Bf4CKlVN96l30PDNRa9wPeAP7R+H09V2DGxEQvx00wCGRhGEHhlsO/IUwmJzd+sDCbJQX3aFx3vsJYn8G6cRISfr9WlSuCEQQWi6Qpd+ok//t6r3BaBIOBLVrrrVrrauBV4FzXC7TWn2qtDaPlK6CDLzeOiXFvERytlbGuTex9QWysLIIWV5B7uDJU+mtBGtkrBrVCdnb4m+lEOwy3WHZ2YBa50TS+RXERGPs8I8O/+TCZZA6N6nl/BEo4jdn2wC6Xv3cDQ7xcfznwvrsXlFLTgGkA7dt3Ii7u9yUIjL7M6enSvchbvKD+YmhBQ8TFObN6jM1WXi4Mqt5gzG1srMyvzXZ01KoEi8RE54FlWFmlpb7RTsTHiwBpWa9OGII1JUXm8NChxt8TLENAVHg1lVITgYHACHeva63nA/Md1xaNHat8o9xsHFlA6En6Q4+WcYYezWWsLeMMLX7P4/QYgw2nINgDdHT5u4PjuTpQSo0CZgIjtNZV9V+vD611dqgGqJRa7amHZzShZZyhR3MZa8s4Q4uWcbpHOGME3wI9lVJdlVKxwIXA264XKKX6A88A52itfwvjWFrQgha0oAUeEDZBoLW2AtcCHwAbgNe01uuVUvcppc5xXPYokAy8rpRaq5R628PtWtCCFrSgBWFCWGMEWuv3gPfqPXeXy+NR4fx8HzA/wp/vK1rGGXo0l7G2jDO0aBmnGyjd1B0lWtCCFrSgBVGF3wmNUwta0IIWtMATjmpBoJRqE+kx+AqlVLOgK1NKNYvaz5b5DC2UUiHL1gsnmsuej7b5PCoFgVIqWSn1T+B9pdQzSqk/R3pMnqCUSlRKzQGWK6WmOzKpUEpF1W/jmNMngGVKqQeUUiMjPSZ3aJnP0EIpFa+Umgt86kj0ON3xfDTOZ9Tv+Widz6j6MUMBpVR74CVAAWcCn+MDh1EEMQPIBC4B4pF0WrTWTdgF1juUUj2B/wI2YDJQBNwR0UF5Rst8hhaTgdZIsec24HmlVHyUzWdz2vNROZ9HnSAAKoFntdbXa633Aa8Ba5VS/SI8rloopeId/1uAWGCR1nqj1vpRoMihKUZcS3BBGTBfa32z1vpnJBOsQCnlEzdUuNEyn6GFUsqVrEUB/9NaH9BavwD8D3jQcV20MANF9Z5vDvMZLRsjYCileiul5imlEgC01geAz1wu6Qh0AzZFYHh1oJTqpZTKA55SSg101FokA6e4XHYl8FelVIdIaQmOOa3VqLTWe6nLA5UI9NFa727ywbmgZT5DC6VUD6XUa8B/lFJjlVIGnV5rl8tuAc5TSnXXWutIHF7NZc83l/mEZi4IlFLDEJNwGuISQCmltNZlLpfFAtt9oa8IJxyL9hngB+BH4Bql1OXAI8CVSqksAK31LuBlYGqExjkWeAu4WTl6SCilLFrrUpfLMoj8JmuZzxDCYS39E/gJ2VNnA3cBLwJnKqWOA3AIq6U4XFm6ifPPm8ueby7zaaBZCwLgAOJz6wVcppTq7GYi+wO/AiilpkbQXOwOlGmt/6G1fgp4FjgPSADmUreAZDPC1hoJc7EQyEXm9FalVLLW2qqUMrmMpS+w3jG+i5VSvZp4jNAyn6FGDlAMzNJaLwXuB0YDPRGBO1M5M3KWA6EifvQXzWXPN5f5BJq5INBab0B6HmwBPgLugwa+4DOATKXUm8DFiD+xyaG1/gnoopQa7njqR+Bj4G8I6V6GUupupdT5wBSgwvG+JtUQtNargY2OOV0OzHO8pFzGMgzIVkr9FznkQtz40adxtsxnkHAVilrrPQgD8GiXv+cCDzoEbRlwr1JqCmJ1HWyKMboZZ9TuedcxRPN8uoXWOur/IaZzqsvfqv5jIAXYApxR773vI9rWhCYaaxbQxnV8gMnxeDrwsstrJwLPOd7TC5gEfAjkRmKcbuY0FdFqBrm8Foccut8B5zfBOHOAP9R7Lhrns8E4o3g+L6/3nNnx/6VAvsvzaUjg9UQgHXFvvNqE83m5h9eiZs8jfVdmA7HRPJ+Nfo9ID8CHif47Qlr3KnCP4zlTvWuMib8BeNfx+CLHIXxaE471TmAj0nbzYdexOR73AN4ELnH8nYmQ8rVt4jl1N05Pc/p34FPH4zGO/8c14VjXI5r0AMffrgIrKuazsXFGy3w6Pvs7YIaH103AJ8ANLs+9CBzXxHPpdZz15jNiex5JRPgJ+DeSpFB/D0XFfPr0XSI9AC+TnISwky4G2iAaXgnQxfF6Aw3W8fiQ47rngPgmGms88DAi7bMd4y0HMowF4XLt/yH+ywHA+cCnQKdoGGe9a13n1AocAZ4EYpporCbH5nofMZ1vBJKiaT59GKenNRqJ+Zzt+MwGn1dvbCch+e3jgImOA7lvE86nx3F6GXOT7nmcFulTng51nFZLROfT5+8U6QG4mcA0x/8W4DTA4vLaAmCyh/e1QgTHj8DQphyr43GOy+PTgFeAYz0sjquAfzkWRdjH6u84XV7Pcsz59009Tpfn/g3c7Dg0h0fbfPoyzmiYT+AYpC94CqJUTQZOrne9ccCdC9wLfAEMi7ZxulzbpHu+3jhNwDpEmTrWMY5LcVGqcFotTTqfAX23SA/AZdIyHZvpQ+A6oIfLawpJCfsUONHD+01AvwiNtY/jeQuioW4HHgO+QcxVY0G4arLmaB2ny/stTbTBXMc5HTjG8XwP4D+OxzMQjfsGoIOxLiI4nz6PM8LzeZ3LOO9BAtGrgLuRTJVJLutThXtsoRiny/ubZM+7+d2Pdzz/IPCE4/krkMLAB132mSncYwvVv6jIGlJKnYyY1vuBB5AAzHUul5iQhVGNm3aXIBQCWusfwzxUT2O92jEGK7AG6Ka1vgnRAmY4xo92KWjSWtuidZwuY7Rqrb9s4nF2cBnnFuCwUsoM9AauB4ZoR+GVduw2x+Omnk+fx+kyxkjMZ3vEYgKxVu4DRmmt70UaR13tMj5NEyGYcRpoij3v4Xe/3PGy4ZJ8XWv9DHAr0BZHwZiOIhqOxhAVzeuRTIrHtdavQi1z5BmOSrwarbVNKdXN8bhICaFUrHF9lIw1HqjSWtc2nNZaL1NK3Yws8u0t4/RrnDFIfv3xiOn/K+I/1kqpnlrrX1rG6fM4Rzl+9xKt9f3GhVrrd5RSM5DDranz2JvzOEc7XvscqWIf4BjnOkchY7MRAAaaXBA4qgDraB5a641KqV0ur9UgriHXysAzgASl1IuI1nVrlI210vU9SqljEA1iB7C3ZZx+j7MG+EEplQ+s1Fp/qJTqivS+Dmte+FE4zu7G7+7y3r7I776d6Pndm8s4uzle26KU+jdwmxI+q26IVb0tnOMMB5rUNaSUinGd6HqFImUur3VBtCtXZAHHIXm5Q7TWn0XpWOOUUn9Fsp0+0VpfqrWubhlnYOPUWv9da/2h4/E2rfVDWmgjWsYZwDiVUhal1HlIOvbHWuvLHMKsZZyB/e5rEbdVPvC21vosLcVjzQpNJgiUUtcCK5RwcJ8N4pN0rcZzedwN+Nrx3J+VUq0Q2t4uWuuw9/IMZqwIgdgHiI94Tss4g/7t24ZzbL+3cSKZNp8Dg6P5d28u41RKtdNaH9Rav6m1fi6c4wwnwi4IlFIZStw5fwRuR4IulzjM59qAilKqn3YGV/oCvZRS7wN/QeIBG7XWFc1grGat9W/hHOvvaJzjaQJ/6+9onBOQTJb/b+/+QeQowziOf59c/iBJSBMFBTUELipiTCEIFhIEAxERC20EBRtBiTba26QQBEGIop3GQixsxVQWoiiCJIJ1yhCVKCbiBbL3WLzv4XK4WU9nZ3byfj8w3O3szPKbuYOHnfffpc2PYMz5n//u1xaVr1e5+K5XK5SZAjf6fB8EPqD2Xae0sp8GvgRuA+4AfqdMK9vbCNYxZTWnOc3ZTs5e7sUCbu52ysCa26f27Zn6fRtlwMhqff0o8NKmz3i+p3+EUWQ1pznN2U7OIbaub/R9lP7pF4GPZxxzD/DZjPd2dpnnRshqTnOas52cQ21dtxH8QhnqfzdliuBjABGxMtUKfytljVYi4sGoi3ZHROQCe62MOKs5zWnOdnIOotNCkJkXgE8y81fKs7aNVXcmlGkiAO4HdkbEm5Th2Rvn9jaqcUxZzWlOc7aTcyid9xrKv3uhnAbWIuKVun+9Vt6HgUeAS5n5UGZ+0XWGf2ssWc1pTnO2k3MQi3zuROmW9W39/XD9+QRTjTXLso0lqznNac52cvZ2P3q44Z8DVykz8+0f+oJvhKzmNKc528nZx7awAWVRFuc+SWmJP5GZj+XURGfLZCxZzdktc3bLnOO1MZBiMR8ecZwyj83VuQcPbCxZzdktc3bLnOO00EIgSVp+S7EwjSRpOBYCSWqchUCSGmchkKTGWQgkqXEWAmmOiJhExNmI+DEizkXEqzG1etWMcw5ExDN9ZZT+DwuBNN+fmXkkM++lzFF/HHh9zjkHAAuBRsFxBNIcEXElM/dMvT4IfAfsB+4EPgJ217dPZObXEfENZeTqeeBDyhTIbwBHgV3AO5n5fm8XIV2HhUCaY3MhqPt+A+4CLgPrmbkWEauURU8eiIijwGuZ+Xg9/gXglsw8GRG7gK+ApzPzfK8XI/2D7UMHkEZuB3AqIo4AE+DQjOOOAYcj4qn6eh+wSvnGIA3KQiBtUX00NAF+orQVXKQsarINWJt1kZYo1QAAAKBJREFUGvByZp7pJaS0BTYWS1sQETcD7wGnsjxX3QdcyMx14FlgpR56Gdg7deoZ4MWI2FE/51BE7EZaAn4jkOa7KSLOUh4DXaM0Dr9V33sX+DQinqPMb/9H3f8DMImIc5SlEd+m9CT6vq6G9TPwZF8XIF2PjcWS1DgfDUlS4ywEktQ4C4EkNc5CIEmNsxBIUuMsBJLUOAuBJDXOQiBJjfsLgVjMIqVjHnIAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 8779, {'val_loss': '-0.006615653168410063', 'val/kl': '0.0001814078277675435', 'val/mse': '0.016692334786057472', 'val/std': '0.11418922245502472'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxfrHP5OEkISQUEIPCR0pUhREIFyaAoIFu1xUQAWsWK7lKliuXlQE5XdRlKYoioLiFZFrQxQEBaQrvSckoaQnm7Kb3Z3fH7Ob7G62bza7gf0+z3mSnTNnzpw5c+adtwspJSGEEEIIIVy8CAt0B0IIIYQQQggsQoQghBBCCOEiR4gQhBBCCCFc5AgRghBCCCGEixwhQhBCCCGEcJEjRAhCCCGEEC5yhAhBLYUQQgohOgS6HyGEEELtR4gQhFCtEEIMF0IcEkKUCCF+EUIkO6nbxlSnxHTNVTbnHxdCnBVCFAohPhBC1DWVJwkhNDaHFEL8w+LaJkKIT4UQBUKIPCHEcgd9qCuEeF8IkSqEKBJC7BFCXOPuMwkhbhNC/G46t8HmugQhxG9CiBwhRL4QYosQYqCL8VskhDgshDAKISbanJsghNhpGo90IcQbQogIJ225VV8I0VEIUSaE+MRF3+y+D4vzjwohTgohioUQB4UQnRy0M1QI8ZdpTHKEEF8JIVpZnK9rar/QdL8nXPTL2fvxqK2LFlLK0FELD0ACHQLdD5s+JQAFwK1AFDAb2Oqk/hbgLSAauBnIB5qYzo0EzgHdgIbABuB1B+20BQxAG4uyTaa244E6QG8H19YDXgLaoDZG1wJF5rZcPRNwFXAb8AKwwabtKKCzqV0BjAVygQgnY/IQMBzYAUy0OfcAMAiIBFoBO4F/OmnLrfrAj6bx+sRJW07fB3Af8CfQ1fSs7YFGDtpqBrQ0/V8XeANYY3H+NVN/GgJdgLPAKG/mnCdtXcxHwDsQOrx8cRaEwLTYLQOygFRgBhBmOtcB2Gj6WLKBlaZyAcwFzgOFwF9Adx/7NAX43eJ3PaAUuMRO3U6AFqhvUbYJuN/0/6fAqxbnhgNnHdz3ReAXi98jgFNAuJfP8SdwsyfPZFoINzhpMwy4zvTemrrRh83YEAI7dZ4AvvHguarUB+4APkcRQ2eEwOH7MD3baWC4F2Nd17RYH7AoywRGWPx+BVjhzZzzpK2L+QiJhi4MvI0iBu2AwcDdwCTTuVdQO76GQKKpLqjF8m+oBTketavNARBC/NPEtts9nPSjG7DX/ENKWQwcN5Xbq3tCSllkUbbXoq5VW6b/mwkhGls2IoQQpuf9yKL4SuAw8JFJ9LBdCDHYSb8t22uGGpP9XjyTozb/BMqANcASKeV5d691gb9Z9NPj+kKIOOBlFIFwBWfvI9F0dBdCnDaJh/4lhAgz3SfJNHeSLO6dZJpLpcCTKK4AIURDoIWde3WzuDZfCJFir1+W78edtkJQcChfDKF2QAgRjtrV9TItqkVCiDeBu4D3gXIgGcWKp6N2mpjK6wOXAH9IKQ+a25RSvg687kV3YlFciSUKTPexV7fATt1WDs6b/6+PiWCZkIISNayyKEtEEbr7UATxZuBrIUQHKWW2o84LIeoAy4GPpJSHvHgmu5BS9hBCRAE3osQ0PkMIcQ/QB/WM3tZ/BXhfSpmu6KlTOHsfLU3/jwAuBRqgNh/pwGIpZZqprALmMiFEI2AyYDnelu2b/69vca1lW87ej8u2QlAIcQS1HwkoGXiqRVkqlQvq0ygx0B9CiP2mBQEp5c/AO8B84LxJSRnn7k2FjcLWVKwBbNuIQ8ncbeGqru158/+2bU0AvpRSaizKSoFTUsr3pZTlUsoVKNGFQ0Wtaff6MaADHvagn25BSlkmpfwM+KcQoqfpnpbK7iQXTVj2dSxKnHKNmbAJIcZbtPWdG/V7ofQbc928rbP3UWr6/w0pZb6U8hSwEBjtqlEpZS6Km/vapMg2v0fbezkab2fvx9O2LlqECEHtRzaVu34zkoAMACnlWSnlZCllS2Aq8K4wmZ1KKedJKS9HKfg6AU8BCCGeE1WtcqwWfSllmpQy1nyY7rsf6GnuhBCiHkppaE98sR9oJ4Sw3J31tKhr1Zbp/3NSygpuQAgRjVISWoqFQMn4bcPqOgyzaxIvvY/iLG6WUpbb9NPdZ3IHdVAiPCzHz7RDdgkhxChgMXCdlPIvc7mUcrlFW9e4qg8MQSnI04QQZ1HimZuFELsc3NrZ+ziMIqCWY+xJWOMIoCkQJ6XMA87YuZej8Xb4frxo6+JFoJUUocO7A2tl8SfAVyiWNxnFZt9nOncrkGj6vxtq99YO6Av0Qy1M9YDvgX/52KcmKNb7ZpQFxyycWw1tBeaY6t6ItdXQKJSFR1eUWOFnbKyGgL+jlMLCprwRkIfiFsKBW1DWOgkO+rHA1JdYT5/J1H4UcD/wq+n/OqZzV6JEV5Eoy6hnULvRlk7GJNLUxm8okUkUlYr/YSix2N/cfB8O6wMxQHOLYw5KvNbEQVtO3wfKWGGtaQ4mmubgvQ7auolKa6omKGX1Lovzr6MMHBqiRJdncGw15Or9uN3WxXwEvAOhw8sXZ00IGqKIQRZKBPKCxeLxBoo70KCUaFNM5cNRO2cNiqtYbm8h9KJfV5kWgVKUiWEbi3MLgAUWv9uY6pSidpVX2bT1BMpksRBYCtS1Of8D8IqDfgxCWUJpUKaYgxzUSzaNZZmprvkY7+YzTTRdb3l8aDo3GKWcLEIRoo24WMRN7du2N8R07hdAb9PP75y05XZ9XFgNuXofKJHLCtOzmuegMJ1LMt07yfT7EeAkUIwiLiuAZIu26gIfmO5zDnjCph8ay/fp4v04bSt0qMP8okIIIYQQQrhIEdIRhBBCCCFc5AgRghBCCCGEixwhQhBCCCGEcJEjRAhCCCGEEC5yhAhBCCGEEMJFjloXYiIhIUG2adMm0N1wC3o9GI2+tRFZLQEJQgjBPUgJBoP787ZOHXAdnSKEYMDOnTuzpZRN7J2rdYSgTZs27NixI9DdcAtnzoBW6/314eHQunX19SeEEBzBaITz56GszLPrEhMhotatIhcnhBCpjs6FXqEfUV7uuo4zhFw8QvA39HrQ6SAvz/f5GkLtRYgQ+AnVIRYKIQR/orQUzp3zrY3QZuXCQEhZ7CfodIHuQQghOIZeD1m2wZtDuGgRIgR+QnUQgtBuKwR/oLxccQLVwbGG5mj1obBQKeoDgZBoyE8IcQQhBCPKyhQRCC3gwQEp1Vqh0UBREdSrF5h++JUjEEKMEkIcFkIcE0L80875ZCHEeiHEn0KIDUKIRH/2p6YgpW/WQpbthBBCdSIvr3rnVWiOuoeysjL++qsyHURJibLSSktT1oVFplQ5gRpPvxECUwrF+cA1qBjm44QQXW2qzQGWSSl7oHKnvuav/tQkiooCx+KFEIIjlJVVzwYlBM8xduxYevTowaZNW8jMVESgpCR4CKk/OYIrgGNSyhNSSh0q5vgNNnW6ohJcgIqdbnu+1sFohHxn6d09RLBMlGBGaIzcQ4FthuhqQGjs3cOJEycA2Lx5r1OxcaDG0586glaoBBVmpKMyYlliLypb0X9QGarqCyEaS4t0hLUNhYUhs1F/Q69X3qzh4WpxCwuD+qF05E5RVqbMRUMIDPbuPUJ2dvBKCgJtNfQkMFgIsRuVzSkDqDJUQogpQogdQogdWUFu8xZivf2PrCxIT1ey1by8kGLeFaSE7OxA9+LiRWGhUtC7QwQuOB0BalG3DJCQaCqrgJQyU0p5k5SyNzDdVFZFsCKlXCSl7COl7NOkid1QGUGD6qb4IdbbGoWFithaKuRDhMA5cnMVF+UPhOanc6Snn+PZZ5/j8OF9AARrRkh/EoLtQEchRFshRCRwB7DGsoIQIkEIYe7Ds6jcorUa/vrgQlCwp38JEQLHkFKZJl6MeOutt7jhhhvYunVrwPrw+eff8O67r/Hcc1MYMqQDgwa1dVr/guMIpJR64GFUgvGDwOdSyv1CiJeFENebqg0BDgshjgDNgJn+6k9NQMrq1w8E6QYiIHAUtkPKUJwcRzBzT/5CMM/P7du3s2bNGo4fPx6Q+xcUQGJiZyZOnMakSY+Snn6KzMw0tEEoP651yev79OkjgzX6aHk5ZGS4rucJWrdWStEQnMfGSUiA2Nia7U9tQH5+9Vqx2aJpU4iJ8V/73qK0tJQ9e/Zw9uxZ+vbtS2JizbooFRQo/ZUlTp48SrNmLYmJcew11rw5REX5p09CiJ1Syj72zgVaWXxBwR9ioVpGp/0KZ+MbEg/Zh6dhpT1FMM7P1NRUmjZtyscff8zYsWPdIgKHDx/mwIED1XL/0tKqRACgbduOTolAIBEiBNWIYDUNu1DgDiHw5+63tqG6PNxrG77//ns0Gg0FBQUIN7Lm5OTkMHToUIYOHcrRo0cB5QnsDYxGyLEwft+x4zfOns1wW0l8wekILkaEFMX+hTM9QHm58ujOzw/pC8woK/P/whKMHMHUqVM5fvw49913H0uXLuXbb791Wj8nJ4fLL7+cdu3akZWVxcCBA5k6dapX97a00CoszOfWW1MYNqwTAJs2reOxx+5k1aoPvWrbnwgFnatG+IMjCMYPLVBwRmgNhsqdWFmZSqF4scFMAM3PfjE7kLVr1479+/dzzz33MHr0aEaPHu2wbqdOnfjmm28wGAykpaWxdetWjh07RklJCTEeKEBycqwttAoLC+jVqx9160YhhOD06ZN8/fVyIiMjueWWiT48XfUjRAiqEdXFERQXKxljkLtM1Djc3emXlV2cnsYFBWrxb9q0MprlxQatVkvdunUBaN++PXfffTeXXXaZW9eGh4fTtm1b1qxZw+DBgz0iAnl5Vcc7MTGZr76qNF0dMGAYs2cvpUuXng7buRBDTFx0qC6OIC1NfdTFxdDWudnxRQODwf2PxFK8q9dfHDl1DQY1X6RUHtc1hWDiWKWUdO/enbZt27J8+XK6du3KRx995PSazz//nJ49e9K5c+eKsjFjxnh0X71eOTq6Qps2HWjTpoNHbdcULoJPpOZQHRxBQUFlcLBg+sgCDU/k/gaDqq/TKZlty5bKBLeo6MLlFAoLQ/Nl7969FSKdxo0bu6wvpeTee+9Fo9GQlpZG69atXV5jDwUF9sfeaDQSFuaZGjakLK7lMBq9dyaTUnEBp09Daqp1+cX+cZvhKZEtLlYyW4NBxSbKzXVv11ZbUVwcmPsG0/zs3r07mZmZbNmypWIBzs/P58SJE3atdkpLSxkxYgRDhw61IgLr1q1jwoQJLFu2zOU9y8sde25PnnwDV17Ziq1bN1aUrV+/luXLF6DRBJfcLsQRVBN8EQtlZEBmZtXyYPrIAg1PCYGlGWlZ2YWtQJYyZLEGEBERQYsWLazKWrduXWFKGhcXZ3UuJiaGL7/8sko7x48fZ9myZURFRXH33Xc7vWd2tuPvNCPjFOfOZRIX16Ci7LXXnuL48UP07TuITp26VbkmpCOo5fD0QywtVbLc8PCalenWVlSHSeiFSlgDRQT0+uAf0+TkZIqLi9FoNFUIgSMMHTqUpUuX0q1b1YXaEvn5zv001q7dzdmz6TRt2rKibOTIm8jNzSI6OrjcsUOEoJrgqaleRobr0MAh0ZCCwXBxm0K6QiAIQUkJHD0KQ4bU/L0dYdWqVaxbt45bbrmFq6++GoB9+/Y5rK/RaKhbty51bFjFzp07WymP7UGrdZ3oJyIigsTENlZlTz3lPJxaSEdQi1Fc7Jn8WasNxYf3BDk51RPM70Ilqp4Sgi1bfuHGG6/kxIkjXt2vvBwOHFDEOZjGdNOmTSxatIj9+/e7Vf/5558nKiqKd99916P7GI1K7xRMz+4rQoTARxgM7i/qZhNIe/oAewhxBGrnWVJSPW1dqGPpKSGYMuUG9uzZxty5L3h1v4yM4NRJjBs3jnfffZdhw4a5Vb+wsBApZRULI61Wy+rVq1mxYoVVeW6u+tbPn3f9/Pv27eKhh25jyZK3rMr1ej1ZWefIzbW/aIQ4glqK8nL18lavXk5KShvatQsjJaUNq1cvt6onJfz5J2zb5jiCpi0u1IXLEwTKGqY2wdNFecWKjbz77iqeeeZ1j+9VWgpnz1b+DqY5euWVV/LAAw/Qo0ePirLZs2dz6aWX8sknn1Sp//7771NWVsbYsWOtyrVaLTfeeCOTJ0+uKDNz/RqNe4H8UlOP8+23X7Bz529W5R9+OI8rrmjOO+/828On8y9COgIfodcrIvDcc1MoLVVb14yMVJ57bgoAY8eOB5TnoacBwILpIwsUqjN65oU6np4q0rt16023br09vk9hIZw6ZV0W7Pm5c3Jy2LdvH6dPn7Z7PjIyskpZ/fr1GTt2LA0bNsRoNCJlGLm5nt23d+8refvtFSQkNLMqT0hoRqNGCURE2DdhC9QcDeUj8BEFBdCtWxsyMlKrnGvVKpnNm08BSqbqqR17dDRcfXVwxnuvCVR3fgchIDm5+toLFqSlebcg6/V6yspKiY117WWXkaH8XGxx1VUqF0QwYO3atYSHhzNkyBCio6MBSEtLIy8vj9atW9OoUSOv2s3KqjnOtGFDiI/3T9uhfAR+hF4PmZlpds9lZqZhMChi4Y0zUy2j0dWO6o6lfyGOp6eOjOXl5SxYMIs777ya3r0buSWi0OkcE+Rg4gjuu+8+Ro8eTZ5FMoCkpCR69uxZhQicOHGCK6+8kmnTpjlts7S0ZsWTIT+CWgq9Hlq2TLLLETRvnsT27d63fbEri/2dVOVCgKf6gayss8ya9c+K36mprtM4pqc7XvCDaX6OGDGCc+fOubXzP3HiBNu2bSPKQTowg8FAXl4++fn1iIjwPGXY1q0bOXs2nT59UkhMDH421K8cgRBilBDisBDimBDin3bOJwkhfhFC7BZC/CmEcBwrNkih18OTT86s4iASGVmXqVNrdQrmgMMfhCCYFq7qgKeEoE6dOtx77xPce+8T/P77ad57b5Xdenl5cPgwHDmirGQcIZg4gmXLlvHDDz9YLe7p6ek8//zzzJ0716puv3792Lx5M6+99prdtsaOHUuTJgn88suPXvVl+fL3ePzxO6soi7VaLTffPIBRo3o4uDIw8BtHIIQIB+YDVwPpwHYhxBoppWU+uBmopPbvCSG6At8CbZy1G2wfssFQqRCeM2d6BWcwevQtDBw43q5p6ebNy1m5cjrZ2WkkJCRx++0zSUkZX6XexcwRlJf7L7+DG0mrag08JQRNmjRnxow37Z4rL1cEICfHtbOUGcE+P3Nzc/n3v/9N9+7defzxxyvK69evz8CBAx1e16hRY+LiGqDTeZfirU+fFIQQtGnT0ao8MjKSfft2odNpKS0tqbKBvOCUxUKI/sBLUsqRpt/PAkgpX7OosxA4IaWcZar/ppRygLN2L7+8j9y5MziUxUajUtRZ4uOP32XBglmcOXOahIQkbrvNepHfvHk5ixdPQaerNI6PjIxh8uRFVYhBnTowcuTFmZTdX0nXk5LAw4CQQY2cHN/yDhgMBqZPv58DB/7iuec2AZ4FZBo0CFq18v7+1YXy8nLKy8uJjo62Sk+Zm5vL22+/TVJSEpMmTXK7vdxcSWGhf3YMu3dvIy4unjZtOhIeHm51Lj5eKYz9gUApi1sBlnYG6aYyS7wE3CmESEdxA4/Ya0gIMUUIsUMIsSM7O8sfffUKtruxuXNfZObMf5CZmYaUkqysVBYvnsLmzZU+BStXTrciAgA6XQkrV06v0n6w77b8BSn9l1TlQhrTkhLPxykz8zSpqcfRassoL4dTp8LZuPFn/vprG2lphzzuQ7CIhn7//Xfq1atXxZmsUaNGvPjii1ZEQErJpEmT+OCDD9DasemWEjQa94nA1q0buffea3nnHfdEwb1796N9+0uqEAHzvQOBQO+NxgEfSikTgdHAx0KIKn2SUi6SUvaRUvZJSAietF22hGDevJfRaq0F27aLfHa2fQujnJyq5ReraEij8Y9Y6EKCTqfMGj3F22+/wpAhHfj88w85fFi1cddd83jxxV9p3tzzpCnBMj9LSkqoW7cu9d1IOLFjxw4+/PBDnnnmGbvJ7YuLPSNwhYX5/Pzz/9i9e0tF2blzmZSUFLudtD7Q8KfVUAZgmekh0VRmiXuBUQBSyi1CiCggAXCingoeuCuftVzkExKSyM6uamHUuHFSlbJaMoeqHf5MsXihjGlennfPEhsbR8uWyRgMrSvi6F92mWcZuSwRLBzBNddcQ1lZGXo7H+XZs2fZvn07Xbp0oUOHDnTt2pUPPviAsrIyuw5lRUWwbduvzJkznV69+jF9+hyH9z106C969+7HwoVfVegDpJSkpCSj1+s5dKisInWmGevXr2X79k2MHHkjvXtfWVF+5gw4MGLyO/zJEWwHOgoh2gohIoE7gDU2ddKA4QBCiC5AFOB0nxNMH7LtnGvVyr6ZmOUif/vtM4mMtLUwiuH226uylRcjR2AwqN1uCI6h03kfjXXq1Dm89dYpLrnE+8XfEsE2PyPs5CV99dVXuf7661m1SllI1atXj0mTJvHAAw9UqavTqQgAZWWl7NixmYMH9zq8V3r6KcaM6cXUqTcybNi1FfkFtNoyGjVqQoMGjaoQAYBNm35k4cI32L17G4WFKuTMoUMqKVWgCKvfOAIppV4I8TDwAxAOfCCl3C+EeBnYIaVcA/wDWCyEeByQwERZW3gpqoovnnxyplWoCai6yKekjOf06f389tsn5Oam07ixc6uhiw3VkXfAGS6EMXXXoscWBoNabGzHwGg0sn79ItLT9zFhwjyP0ivWhvFMSUlh//79JCYmuqxrdvzs1esKPvtsA82atXRY98SJIzRsmEBSUnsrAhQVFc22bY4jS/bvfy3h4S2IihrAgQPW5wJFCGpdiInLLusjd+0KDquhM2eqxg/66qvlvPaaMg21t8gbjUbGj1dKIiEEL764ic6dHZuxXXON/1zOgxFFRcoSxl9o2RLsSANqDQwG+6Ee3MHp0449hB98sBV5eZm89dYRWrToaL+SHfTtC+3be9ef6sQbb7zBTz/9xBNPPMGoUaMc1nvsscdo0qQJ999/v52oo54nidJqtWg0hWzbtpGTJ49wxx2TadzYsR4zLc159OGBA8HL1Mku4cxqKORZ7CVKS61FGOnpqQwb1onIyGiWLHFs93ju3HHCw+tgMJQjpSQ313kwnVpGp32GpxyBlOqa2ry4ewJPAxeaUVYGBw6c5emne9K6dXdmzFhvdX7MmH8ghCAmxrNdR7DoCPbs2VORa9gR8vLymD9/Pkaj0SqyqBnebEDq1q1L3bpNWLRoNnv3/kG/foPtEgKdTgXscxW87oITDV3I0Giq5iDIzc2ivFxXoayaO/dm9u//hb///Q2GDbuvol6LFh355BMdW7euIjIyiksu+ZvTe11shMAd/UBentoZx8fD8ePKz8INrh+o/ePpjehMr1cy6NzcMxQWnqewsKoabsyYJ7zqT7CM54svvsiECRO49NJLHdYpKipiyZIlnDlzhqZNm1qdKyysOveWLv0POTlZPProi1WymP3664/07z+0ovz668dx5ZVDaNy4Kb/9tp5Zs55h8OBr+Mc/XiErC06erFzktdoS0tL+REojnTpZu02FYg3VIthzdOrQoStLlnzD4cNqy3b48O8UF+exePFkvvrq3xV6AluP4pgY53lUg2XHVVNwtdAVFamwB8GyANU0vFGkHzumOILk5B7Mn5+BVlt9UdSC5T24Si/51FNPMWfOHGbPns0//2kd7UanU5sLW7zzzr/Jzc1mwoSHadKkeUV5YWE+EyaMJDm5Pb/8chQhBPfc81jF+V27fuevv3bSvn0XiovhxAnrcTp37jgvvNCfVq26MGeOtZIgRAjcRKAnnlZr32w0JiaGYcOupV495T1cXFzJA2Znp7JgwSSEEOj1uoqyxYtVzgJ7imIzAv28NQmj0bn/gJQq/o3tmHgSHbK2j6enhECrrdy4hIWF06iRfeWnlJKTJ3eRlvYngwdPtGtfbw+1ZaPSuXNn4uPjKbVjbpWdbX9eTJr0GEajkchIa8uf8+fP0LZtJ+LjG9odp+HDr+Orr7YRExPH0aNV227QoDnt2vWhRYtOVa694EJM+Au9e/eRu3cHTlmcl+fYakOrhd274ZFH2tj1FbCH2NhGLF7sWDg5bBjYcLEXLJwp61avXs4bb0znzBn78Zl69wY7lnpV0KyZyvNQGyGlsvrxBGfPVk0mY79tyZQpCWg0ubzzThqNG7unsezRA7p29axP/sCbb75JVFQU9913n12TzfLycsLDw6tYROl07qeOtYVer6+wFtJqtWRkpGIw6OnYsStareJcPQ1h3acPdPDcr88thJTF1QhH+XM3bPiOOXNepGnTng69h+1Bo3GuPapldNonONrt2maAs8dNFRW5RwhqM7wRC1mKPNavX8ypU7sZPHgiHTpcYVVPCEHfvjeh1RZTXu6+RjoYOAKDwcAzzzyDwWCwqwQGqsj4zfBW+Q7WPgs7dmzmzjuv4oor/saHH25k3z7vvONDyuJaAJ3OsQx7164t7N+/ndOnUx16D9tDbGxjp+eD4UOrKTga2zlzplv5ZkBl6A4zIdBoVKas8nIVrM8RajNh9VRRbDBYJ0Tau/c7tm//im7dhlYhBABTpiz2sYeBgU6n44UXXuD8+fN2PYWdwVmo89zcbE6fPklCQjPOnz9DdvY5evToQ+PGTas4rrVo0ZqkpHY0a9aKJUs+4/Tp4/TrdzOtWnVx2L6UEimlFZdyscYa8hiBGiij0bnpV9++g+jXbxQDBtxh13vYHiIjY5gw4T9O69TmhctTONrxOsoAZxm6Q6NRC+X+/Z6HZq4t8JQjyM+3nj8jRz7ChAnzaNfOrnTAKwTDRiU6OpoXXniBd955x+NrnRGCpUv/w9ixV7Bq1VI+/ng+U6bcwLJl8+nYsQ433dQfo8XDt2vXiQ0bjjNt2qds2PAZX3zxPGfOHHHY9ty5N3PXXXU5cGCDVXmIIwhiSKncwJ2xkYMGXU2zZldbEYsPPniQ0lL7OSrDwsLthp62d++LAcqt3/45RxnghAhj8+blpKSMp7gYjh5VbeTnO86jW5GejzIAACAASURBVJvH0xUhyM5WdVq2tK9v6dZtKN26DXXahl6vIzPzMElJjs0wLVGbx9NVzovk5PZ0734ZDRsmEBsbx1dffcy7774KQGlpidVOXqtV80+jgQEDxpGUdKlTbkCIcAyGcjQaa/1gSFnsJnr16iP37KlZZXFZmVK6ucJff1VVDm3evJwFCyZhMFTy9ZGRMdx668tERkYTH9+Mfv1udtimPz0NgwlnzzomBLY6AktERsYwePAEdu/+tsIsd/LkmUyZYp/ANmkC9epVZ89rDqdPO164DAbYu1cRgvh47yK4KoVxEzSaHBYsOEd8vGsrhc6dlaI+kNi7dy9hYWF07NjRYepJe/DUi33jxh+YMuUGxo69k6lTn6ZdO2X1I6X69ktKQKcro06dui6trkpKCoiIqEtkpHV/u3dXhz8QSl7vI9xRKG3fvpmvv36XY8eskxSnpIzniituAtTESEhIZvLkReTkpLN06UMsW/ao03ZrGZ32CqWlzln0sWPH065dV8xjaAmdroR16xaYdDKS7OxU3nxzCqtXL8dotP7QjcbaO55SOl/YMzIqOYaCgqp1y8qK2bx5OYcObXLYhhCCxMRuNG/ekYUL72HGjH4cO7bNZb8CjWeeeYYePXrw44+epZX0NBXqwIHD2bkzi1mzllQQAVCbmJISWLx4ChMnxvDSSyku24qJia9CBAKJECFwA+7IZt9660Xef/8hPvnE2kPziy9eYvfubwGszB5btOhIVFR9EhKcJ7YOBhmsPyGla7d7jUbD/v07UHEJ7bZi9UunK+GNN6aTlqbY9fx8RcyPHQuOhcsbuFIUO8srDJCVdYr58+9k8WL7VjVmzJixnrlzjxAZGc3x43+QlXXKaf1gmJ9JSUl06tTJqUOZLaR0P4KrwWAgNzeb8PBwYmOt8x1otZWxn7p3v4r69RPo2/cmt/thi5COIIjhDiFo2rQ1UVH1adas0gh48+bl/Pe/L2NeqLKz0yrMHkeMeJARIx70R3drFQoKnC9yq1cvZ9asZzxu9+zZtApx3tGjEBFRu3MVO1OAl5e7VpBHRETSv/8dNGjQ3Gm98HC1JNx44wxGj36cli0dy7khOAjrokWLPL7GneQz2dnnue66yzh7VsUDa926Lb/+eqLivMGgQneY2+nf/zauvPJWKzGwI5w6tYfVq1+lZcvO3HbbKxXlIc9iN1HTA2UOauYKM2Z8yLhxH1qVqcxkVXerlmaPrhAMOy5/obzceUhlZ7qBSgjscQqWOSAMBnXUrRscC5c3cLbQu7OzbdGiI9Omfeb2/ZKTe7pVr7aOpzkpjzPUrx9XQQTq14+nYcNKCwQplcOY7dgLIYiIcG3CWlZWxLZtX5hiDVUSgqDlCEypI3sCLYFSYJ+UslZkEKsOuMMNFBXZ9970JC2lGRoNvPCCuu+gQcrLsF07Nztby2Br3mgLe/4DoCyupDTSuHESvXuPZuPGj6zyQDtL9FNb4YwQeCrrrk4EeqOi1WqpU6eORzkU9Hr3xqxu3Sg2b06lUaMEoqNjrLKfnTzpfV4IgMTEbjzyyGdVRMNBxxEIIdoDzwBXAUdRmcOigE5CiBJgIfCRlPIC3rO6JgRaLRw8aP+DcJaW8vTp/Tz99KWEhYWxfHnlBFuxotLsb/VqJdL44gtfniCwkLJSJGM0qsW/USP1MTry0jbDkf+AlEY+/bRywDt1GsiHH06juDiX2NjGTJjwH4eJfoKVGLhyhHPGlbrDEWg0eURGRhEZ6V58jZycdH777VPq1WvI8OGO9QqBHs+3336bF154geeff55nn33WrWvsBY10hFatKjnLvDy1XJaVudbJuEJsbCMGDLijSnmgcnU7I6P/Bj4B2kspR0op75RS3iKl7AFcD8QDd9VEJwMJV4SgtFQtcA89lMS4cWGsWvWvinPO0lLWr98YkBiNBrKz4auvYO1aWL8ewsNh9GhV315UxNqEgoLK3VdhoTo0GlXuahFp2bJqHmeoFPuYA/jVqRNVEeSvQ4d+DsVugd69OoKUrhcnX0VDH3zwABMmxLBly0q3+pSXl8lnnz3D+vULnNYL9JhmZGRQWlrqNGm90ah0AgYDZGW5JxayRU6OCnl+/Ljj5D61GQ4JgZRynJTyV3upI6WU56WU/yel/MhZ40KIUUKIw0KIY0KIf9o5P1cIscd0HBFCeECrawauCIF5kVOiCUlYWHjFuZSU8UyevIiEhGSEEBWmoykp44mLa8pbbx1h9ux8Xn4ZPv8cli9X1113HXRT6U9rvZdsSYn6iCzDHeTmuvcxPvnkTOrWrUpIL730KsaPj+CBB1Qkzb17v68437XrEIftBStHUFrqejH3lRAYjQbCw+tQv77j7FmWaNq0LWPG/INhw6Y4rRfo8Zw7dy75+fncfffdDusUFSkCcPq050HgPv10EW3bCvr1i2TfvvWuL/AAO3as4fvv56HRVO72glZHACCEGAC0sawvpVzm4ppwYD5wNZAObBdCrJFSVgTgllI+blH/EcCla0pNTjx3EqmbCcHcuccoKsoiPr6Z1fmUlPFVdqhlZfDvf4dRUNCxInRFUhI0b64UmjfeqMRN4P8cvv6EXl85fmfOVE5ydyf7qFHjOXZMKd1zcipTf9avn8Avv7xPaakS0nbvfhXnz5+gbdvLue66pxy2F8yEwGhUYkZ7gfMMBsf9Nl/nCo899oUpJIJ7AxAX14Q775zj8LyUao6WlECKa7N5vyLeSS5Xo9E3Wf7OnVsAMBjK0WpdyDI9xKpVL5CaupfOnVOIjW0IBKGOwAwhxMdAe2APYJZgScApIQCuAI5JKU+Y2lkB3AAccFB/HPCiG32uMWg0rl+MmRDExjYgNraBW+2uXatYTDNatYIZM8CSuw03MRa1mSOw1AF48xx5efYJqU5XxowZ6+nYUWV3GjDgdgYMuN1le8FIBKBynMrKFCGw1Rc42wx4oij2RKHqDDk5sHQp7NypPLXvuadamvULiop822X3738PYWFtadCgBR079q++jgFXXHELnToNtEoPGrSEAOgDdLUnInKBVoBlmu10oJ+9ikKIZKAt8LOH9/Ariopc1/HkQ9TrFXFZu1b9btbsRYqLz3L33VOpX/8yq7rm4IYXCiHwBo70I5GRUeTlneEf/7ikIqzELbf8i+bNO1BYmE3fvjc4bDPQMm1b6HSVCsLSUoiLU4rIRo0q8yb4KhbyFllZqeTmptO6dfeKxaq0FF55RcXeAs8Ur/7A+PHj0ev1LFq0qApnYDD4xg2cPw+JiYNITBzkYy/t46abZlQpC9T8dGeLsA9w7oXiO+4AVkkp7erMhRBThBA7hBA7cnOzaoRqlpW5XoSlrGTLn3rqUh59tANnzhy1W3ftWrjrLnjsMXXN5ZdDXt5sNJpFFBRUZZJqO0dQXu6bWaNZp7Bu3XuMGyd48MHKpMSbNy9n8eIpVmElFi++j5deSmHuXOdencHGFVjKrLVaRfzKy611KL6ajmZlpfLcc314772JHvXtvfcm8NJLKZw4sbOibNkyRQTMOaIDZeVixurVq/n888/tcjt5ed4vrDqd50mAqgNBxxEIIb5BiYDqAweEEH8AFdJIKeX1LtrOACzDpSWayuzhDuAhRw1JKRcBiwB69OgjLU0S/QV3uAGdrvLFZWTsR0qJXl9VYFtQAF9+qf7XahXbP24cJCc/TUlJAZ06VWU5zfO6NuoIpFTKOV9gvj4nRzGVRmPlarhy5XQrvwEAg0Gdt1Uu2yLQC5clpLSeZ1JWKtRLStQiJoTjXb/B4J5VWUHBWU6e3Ol2+kkzkpN7otdrCQ+PID0d1q2DDRvU/J02DZ5+WvXRaKycrzWNzz//nMLCQurZRBIsK/POOsiM1FQ1vpmZh3njjTEkJ/fk8ce/9LG31tDrdRQUnEeIsIoUokFHCADHmiL3sB3oKIRoiyIAdwB/t60khLgEaAhscbfh6hgsvV4tyvXqVZrvxcWpnbg7Nu5gvRu79tqnKCrKsfJoNWP1alW3Vy8lTw0PV6z/rbe+5LBts2gomBYud5Gf7102rdWrlzNnznQyMysVw7fc8jLDh0+lrKzyq3acAU6wdKlzCh5MHIFG43jHKqWagyUl9pXBBoPK3+zOYpeY2J1XXnEePM4ezLkydu1S4iDz2N15p4qIGx5eaVDhQdDPasWYMWOqlPlq52+2dAM4f/4k584d59y5484v8gLbt3/FvHl30KPHSJ59Vlm+BR0hkFJu9KVhKaVeCPEw8AMQDnwgpdwvhHgZ2CGlXGOqegewwgsdhNfIyancieXnq12XeXffqJE6505vLAnB3/8+y+qcwQDz5ql8qGYHsTvuUMo1d2AWDdVGjsCbnZg76SjNcOSol5Bg3+/AEsGkIyi0n6qiAjk5jufhqVOurzcjKqqe3Yxk7qCwEBYuVP0YMED5t7Rvr85FRKh5Hkziy7IyJbryZTWx9BPo2XMkd901l44dr/S9cza45JK/ER1dn+jouIqyoDUfFULcBMwCmqICuwhASinjnF6oKn0LfGtT9oLN75c86K/pGk+vqERBgTU7brnQFhUpyx13xELgXD579Cj88Ufl70GDINkm0Kg5LHDv3qO5/HJrSVtt1RG4SvbhCI7SUb733gTAmhjcfvtMFi+e4lZYCVsEC4el1bom8o7mudku3l/Q6ZQI6MgRtZEpLIQuXeChh6xFQOY56g33Vx3Izs7myy+/JDExsYIzcBW2xBVKS61DlwshGD36MR97ah8NG7Zg8eLcikB/EIQcgQXeAK6TUh70d2fchbeDpdM5l6maM5G5S5XNhECjyWfFimeJi0uoiCS4b586N3AgjBwJbdpUvX7t2tmkpu6loODcBUMIvFUQOwonYTQamD//Lg4c+IUpU5YAlUTB1r/gf/97i/fem8B11z3NHXe8are9YBEN+WJR5akSc+fOb0hL+5PevcfQpk0vu3UMBrVxOXBAmYVafidhYSU88EBMFT1AoLnW48ePc//999O3b1/GjBnjNMudu6hpBbElEYDKnBk1HSnXHUJwLpiIAHj/MbszSdxdeM0yXIDz54+xfv0ChAirIAT796tz/fpBx4722+jYcQAlJQUkJ1f9OM0fWbDsYN2Ftx+io3SUCpKtW7+oIASgiMG5c8fZuXMNJ0/uZNGi+2jSpA1Go4Hz5086vE+wiIa8JQQajeeit+3b/8vGjR8SH9/MihBIqdJbZmbCypUqkJoZycnQs2cqa9a8RLNmRTRpsqpKu4HmCBo2bMjkyZNJSlIiQV9MRUFtAgNhDiulpKDgnMsQ4f6EM6shsx3eDiHESmA11lZD//Vz3xzCn4TAHZjzk5qVeHXqRNOkSRvq1q1XcZ+jRxVV7+IknHvnzgPZs+dbvvzyX2zcuLQiaQ3UXo7AHS9Xe3jyyZlOQ06XllaV1/3vf29VeBcbjQYeeuhjysu1tG7tON9uMHAE5eXe76K90b9cfvkNxMc3p23byyvKCgpg7lylcDYjIQGuukqln+zUCYzGFowcOZO4OPuKrUBzBJ06darIRWA0+sZllZYGxly0pKSQp57qRklJPkuW5CFlRNBxBNdZ/F8CjLD4LYGAEAJfwgR4u0jZ4vBh60nXunU35s07aXXeYFDho2Nj7bdhtoU3y7ltlaO10aFMr/e+v2PHjmfhwjc4dOhPu+ftKYIvvXQ4586dYOTIh2nfvh9paXtZuXI62dmphIWFYzQaSEhItiKwwcAR+LJguau/skTfvmPp23dsxe8jR2D+fGVZExOjkt136wZjx1pb/4SFRVaYNdpDoAmBJXz5tnU66wQzNYmYmDgiI6PQapuycGExsbHxDB1a8/1wRgjWAT9IKT1I71wz8IYQeKvEtEVxceWHvHnzctPCk2aVhtKsHzAHjrMHe7bwlklrzPLY2kQIfOW4srJUSrGwsAgrvwFHimBLu25bwmo0qpdtS2CDgSPwhRD4Yhufnw9vv630AABt2ypfgAbuRUapAvNmJVCioYKCAkpKSmjYsCFarXf2q1KqjVt1bRLdRVmZIshHj0L79nvZty+aTZsUG3DunCLONQlnhKA18IUQog6wHvgO+KMmzTztwVuOoLrEQmb7ZHs7+vnz7+TDDx9FiP8A4+ne3XE7rpLW1EaOwNdwB++8s5YvvvgfkZHRfPPNLIqL8wgLC6d796tcZnSzR1jNsCSwgeQIzPmZvV10dDrvrj10aDP16jXik0+6cOCAICYGRoyAG25wbf+/Z8/3/PjjO/TqdQ0jRlj7fAaaI5g/fz7Tp0/n2Wef5dFH7RsHuIJG43lEUl+wfz/8+CPs3m05btZOkIEgrM78CGYBs4QQ9VHJae4BFgghDgLfo7iFczXTTdu+eX5NdRACo1Ep18DxwlNcnANMoVEj6NLF8eLlLGkN1D5lsa8yWoD27fty6619Adi37yf27fsJo9HArl1r7NbX6/XMm3cbu3atdZkn1kxgAzme2dm+LTrecAPl5Vr+9a9BCPEIUs4jNhZefx0aN3bv+qKibHbv/h8REZFBRwjq1KlD06ZNady4sdeLZ00ph8vLVdKpb03G9EIof4zOnVXU4WbNYPFiNUeCihCYIaUsAr4yHQghugLXoKKPjvRr7+z2J3CE4Pz5yoXEsXcrKJXKdOrUcUwIXNnCm0VD5hDEwZR43WhUttaWznElJb4rYi0XusGDJ1JSkk9a2l80bdrWbv3//e9Ntm//H+B6JTIT2EDxszqd7ztPbwiBVltCy5YzOHPmeQDuu899IgDQvftwpk1bQfv2VR3SAk0InnrqKZ566in0ekhP964Nfyd+0ulUnLF16xTRCQtTuphhwyrfw6+/LuObb5ZRXv4lEB+Q8XQ3H0ErINmi/nYp5Zt+61U1w1f9gJQqqUVmpvq9efNywsLCKuTQ9pCX54xQOLaFN5cLUenCX14Oka7zYdcYiovVERZWOZl9WeRWr17OCy88RFFRAfXqNWLixHl2w0+DMnFcuhTKy5dz+vTLgOvtkyWBDZRoqDp2nt4Qgu3bG3LmzCtIqbyC+9mN/+sYDRu2oH9/+yG+A60jMMNbUZtW6zsX6wxGo9LJ7NihficmwpQpVc3Js7NT2bdvPfXrlwHxwckRCCFmAbej8ghY5iP41Y/9cgpPd3W+KoKKiqyJwOLFU5wSAcBuzCFbOFrszDATAr0+uAiB2XKlqEgRqfh47/UDtqEliotzK5S7gJUyvnfvmWzYMN60Y5qO4rysYbYWMkMp8V+tGOdAcAQ6XfUsOJ4SW60WPv5YPfPttyudQHUi0ByBGd5+3/4UCxmNaux37FDxzKZNg0svtc/ZDxgwjg4drmTZsgYV31RNwx2OYCzQWUpZw3p1+/BGNOSrWMgyposzpaQZ7oY7AHjooUSKinJ47bVdtGpl7XQQLB+aJbRa6x1gWZlv4+sotMRHHz1KWVlRRV7i7OxU1q1TBGLYsPH8/LPjxPaffSYZNy4MkDz99Le0bl1pvhUIjiA31/c2tFrPudrt2xWBbt9eiSO8RXr6AbZu/YIWLToycGBl3MhAz8+JEyexb99+XnllAV26XOb6AhtUx3uxh2PH4IMPFPcaHg5PPAFduzqu37x5B5o371ChuA/EeLoTPPYEUMdlrRpETRMCS5bcuW5AEBFRmZfYHRQWZlFeXkZm5pEq5wL9oVlCp1N6AbOyvLrgKLSERpNTQQQqUUJY2HQmT3YcYM7MiU2evIgZM9bTooU1H17THEFBQfXop7xpY8MG9ff06cdZteolr++dnr6fL798ia++mmlKd6kQ6Pm5d+8+du7cjlbruWldSYnvnsj2cOgQvPyyIgKNGrkmApYIpKjNmWfx2ygRUAmwRwixHmvP4mn+715VeMoR+OLkZIYlIXBk7VOvXjLFxacYMsSzHK733ruAiIhIunQZXOVcMHkXFxb6ZsPuCE2bJnHunPsunUajIhz2lO3h4THExc1k/XoYPvw+u9fXpNWQXl994gd3REtZWSrVpTnL2f79EBZWjk73AVJ6HzitT58bGDBgHDfeOMMqAYx54QoEITAa4f/+7zNyc7Pp2NHNldYCZlFvdeLECZgzR43H3/4Gkya5F547K+sUO3euobj4DqBp0ImGTCoOdgL27fcCBE8Iga/6gdJS64XYkbVPcvJMDhxQ+Yc9wZAhkxyeC/SOywzLuErVidxcuOUW++MZGRmNRlPVl7FePbXjt1S2Ky4tCYNhJidOjOfsWfUh1rHDx9akaMiRJdXixW8yZ85zDBo0ktmzl9KwoWszHlc6mCNHVM6AOnVUuPPt21V5//7h3H33McLC3LILsYuIiEgeeeTTKuWBjDVUUgLJyR1ITu7g8bVabfVytiUl8MknigOTEvr2halT3U/Wk5l5mI8+epTY2IFA0+DiCIAC4HcppQ8pHvwDTwiBr2y5rUt/Ssp4tNpSliyZDFARwuCnn9TCZE7hVx0I5I7LEqWl1beAlpaqXLxSQlpa5YI+f/6dADRs2Koit4MtgYAYrr66UvdiVrafPAnPPVdZq6QEVq36nX37HqNly0t46KFl1dN5D+Fo7m3dugGdTsf69d9w8OBeBgwYhlardvOO4IwQ5OaquEFm7nfpUlUeHQ1jxkiHsYK8gZSSrKxTNG3aNqAbFW83JgaDdXA9X2E0qnAdu3YpwnjVVfD3v3uWsa1p07aMGPEwBw8moNEEn47gTmC3EOKoEOIjU95gJ76yNQNPRUO+ervai+0ydOg9LFyYxZw5B3j77VMMHDi+wo7ZU47g55+X8PLLQ/jvf/9d5VywpKv0xTS0sLBSHJOfr8QVZWVKjGFeKAcMGEdsbGOiomKZN+9ExQI/efIiEhKSUSkwkoFFXHddVd1LcrIyY61Tp9I8cvfuepw40Y/ff3+U1FS1QH7/Pezd6/2zeAIpHROC119fTJ8+Axk6dDRxcQ0wGFSiGWdwNo8XL1Zj27Wr8hNo0ECJJ198MYv583uwY8fXXj+HJaSUPPvsZTz6aDtyctIDRgiMRiguNvL6688wf75rj2KtVm06cnLU/KtOa6G1axURqFcPXnsNJk703MKvRYtOTJr0Ns2aqYQlQcURSClvARBCtAEGmI6pQogklB/B6JrooP2+uVdPp/Ndvm4vC1RYWBhxcQnExSUASulUXKwmg6dxW3bu/IaDBzdSUlLATTfNsDoXDKIhXz2GMzMVZ9O+PRULsm2Ar7CwMBYvrsqrmwnCiRMwfbqKvxJjJyVxWJhS0On1am5s2wZnzlwKvI3RCK++qhIOZWQoc7777KsPqhVarWMuqkmT5nzxxeaK31lZanEyGCrfuSXKyx3PY72+MuT5ww9Dw4YwfLj6vXr1EjIyDrB+/UI6duxPfHxTH55IJWlp0iSZnJzTnDlzhIiIxIr+1SRKS0Gj0bBw4RvUqxfLQw8957S+mQhUN9avV97CAA88oNJ3+oJAfu/ueBafEkJEAdGmw/y/SwghRgH/QaWqXCKlfN1OnduAl1CK6b1Syip5ja374z4h8JUbKChwT8dgDjLXqpXnHsB9+lxPSUkePXpUddIOBtFQbq5viYDMu6/y8sr34am4zszKt7XvYAwoCw0z2rWDEyc+Q/kapFFYmERh4UxgPIcOeXZvb+HJM2ZnV+bNbtxYjZWlfsPZPM7IUPWbNVNEwIxz544zbNhkYmLiOHv2GPXrJ3j+EHYwefISYmMbEhYWzjZTGuSanp9aLYSHh/PUU665gcLC6icCUqr8DV+bGK3bboPLL3d+jTMYjQZyck5TXt4IiAsujkAI8RzQH2gCHAa2Au8AU6SULm0vhBDhwHzgaiAd2C6EWCOlPGBRpyPwLDBQSpknhPBty2IDXxWclrlLLbFr11ref/9BWrW6hNatf6yIH+KumZglhg69l6FD77V7LtCJP8rKfLMUsvwAnZnqGY1GK2sUWxw0pUVq1869+7ZqtZwTJ6ZQ6XCWCigfhGbN3DPr9RWOFu8vvljKsWMHGTv2TpKS2pGWdpqCAuU/kpenCNrRo2pTER/vvC2oFCnZZsB76aUU8vPPMn9+Oo0aeSivdAIzFwyB28GWlUFMTD0efPBZp/WMxurTB+j1SqzYrBn88ouKGRQeDvfei89ho0tKCpg2rS0REcuBvwcdR3A3UAx8A/wObJNSemJ5ewVwTEp5AkAIsQK4AeWhbMZkYL6UMg/AXcW0OztUg8E3iyGNxnFy8NOn95Gbe5rS0ub89ZeaEDfc4JvTjj0EklUsL/fdssLdvLobNy5l0aL7iI1txOLFldRDSvj8c/jtN/XbWVhvSxw8aM/rWMV/Ki/3PyGQ0jHxXrt2Jb/++gOdOnVj9OieREZGsXRpMWFhYeTlqc1HYaHiLM2EwJmOxrzQWRICKSWxsY0pL9cSF1eteysrBGJ+Sun+/U6f9l0qAOpdzp0Le/ZUloWHw2OPQZ8+vrcfGRlDQkIyZWV1A6YsdqYjuEQI0QilGxgC/FMIEQvsRVkTLXXRdivgtMXvdMA20kknACHEbyjx0UtSyu+dNequaMjXCeDMzrhXr9Hk5WVSWDiULVugZ0+49Vbv7qPTlbFz5xqKirIZMeJBqxwHERFJwEz0+prZxZpRWqoWcV8shTIy3OfIiorU4m8b4XzDBli9WukApk5VSmF34NjpL43ycv8H8dPpHM/RW2+9h4EDr2Lw4Gto1SoZIepRXJxH/fqNMRgqg6cVFKj3UFxcGfrcHswcgaXYTAjB7Nn7quVZ7GH58qf47bdP6dDhF6BTjS5cWq0a27y8HE6cOEyTJs1JSqrKKhYUwJkzvt9Pp4M334Q//1Q6wMhINa+nTYPLPHdmtovIyCjefvsUH3yggtMFFSEAkFLmAmuFEN8DlwN/A6aiQlK7IgTu3r8jitAkAr8KIS6VUlrp9YUQUzDx9k2bJrlFCNyR0ZoXBCnVB9i0qTLhKy527n6enNyDiRPn8fnn6neS67BCDqHR5DJvz1NQgwAAIABJREFUngrqFRMTb2Uyqdcrkcb338OQITVHDIqKfCMC586p3Zi7uPbaJxk2bAplZdYs2Lp16u899yi/AHfhyOkPkmrkI3Mmyrv22tsq/l+58iSnTzumSMePOxfNGY2ORUP+hFZbQl5eJlqt+kxrcuEyf9d//PEr999/E1dffQOLFq22qpOVpZy7fIVWqxzE9u1TTnozZijzcKPRvlLfVwRSFOxQMCuEuF4I8boQYhNwHpgDNAb+AbiTZTkDldzGjERTmSXSgTVSynIp5UngCIowWEFKuUhK2UdK2ScurolbhMCZWKiwUGVp+uMP5Yhz8KDawR4/rs67u4iZ6/liLdCgQXPq1IkmJiaeFSuetRPHqIQPPpju/Q28gC8iNXOkVk8QFhZGbGwDq7ARqalK7FGvHgwa5Fl7t98+k8hIa/Mi9XtmhWWRP+HOh2wwwJkzztkSV/qZs2fVu2rUqFKMVBMYO/Y55s07RYcOaktckwuXeW7GxMTSu/eVVbyKs7LUd+zrO9brK4lAfDw8/7z6zs1Rgf2BQBqHOOMIJgK/AU8DO6WUnr7u7UBHIURbFAG4A7C1CFoNjAOWCiESUKIil7Tc1Us2Gh0PZn6+Sk1nbsNy519YqHYSruyMf/99JQcPbuTo0dlAPZ8IQVhYGMuWlbB58/IKpypbOI9vVL0wGHwLw6DRODfZdZTe0xYbN6q//ft7bpdtL8T3rbfO5L33xtfIR+aIkJaWlrBp0480adKcxMQrfTZtdmRN9dtvn/Hf//6LlJS7uPHG6t9EmJXPZsummhYNAQwadDWDBl1tdc5gUKai1YFPP7UmAp76B3mKWbNGc+TItcCDwUUIpJQ3AQghrrElAkKI+6WUC5w1LKXUCyEeBn5Ayf8/kFLuF0K8DOyQUq4xnRshhDCHuH7KnRzJrsQWjj9EayJgD87ksWasWzefQ4d2Ae8SHg4tWri+xhE2b17ORx89ajecghnuhLSuLtgbu9WrlzNnznQyM9No2TKJJ5+cydix9kVVzoiovfSeixdPYdOmj0lP38+AAeMYP/4N9HrYbDKzHzLEu+cw+yDo9Xo0mmzi45uzYIGaO/4M6+1MmZmZmcbUqTfStm0n3nnnMPv2rWfp0ofp1GkAU6e+79F9dLpKJbqtWCgr6xSZmYcpKfFDVDUL1PQO1mBw/u2bTWl9xW+/wXffVUYO9TcRAMjJOU1JiVp8gsp81ALPCyG0UsqfAYQQTwNDAaeEAEBK+S3wrU3ZCxb/S+AJ0+EWpKx0HHKk8HOkH/DFJt4SbdpczpkzjSgoUJMkwsswLrYLo33EcNtt7oW0rg7YTkLbfAEZGak895wyxbRHDPLzHe/67YXw1ulKOHDgF/R6Hampyu3366+VnqJ1a/dNRu3h++/f5qOPphET04D3388jIkItFDqd/wiBWRltD+HhEQwffh0JCS0oLFS5EzIzD3ls46/RwKxZKtxx3bpVk82MHPkwffrcQHR0fS+fwtX98/jyy5c4eTIFuLXGCIElByWlRFgsAErU5vs98vMrQ3TcfTd06uR7m+7g8cf/y08/NeLbb4OXEFyPUhg/BYwCLkGZgQYUer39oGLgmCOoLtfyCRPmkpgIS5b4ph9wJ7cBLOKKK2pOUWw7Ce3lCygtLWHOnOlVCIFOBz/8YH/Xr/63z7fr9eWMGjWNrl2HcfgwfPmlIvJ33eWbdU+DBopVMxrVCmImBGVlEBvrfbvO4Ey/0qZNB5YsWcOZM0oH0q5dX9544y8aNmzpdvvm2DbHjkFCAjz5ZNU5GB1dn8REL5xa3ER4eATffz+PsDBJoAjBtGnj2LLlZ2bP/pChQ0dTVFQ9m7xly5SxSI8ecPXVrutXF1q06Fih5wkqZbEZUspsFDGYD7QEbvFCX1BtMJuPOpKvSmn9Ma5evZyUlDa0axfGxIlt2Lx5ebX0w6wQ9cViyJXsPzKyFTC+RsNQ2y5kjvIF2CsvKLBP3HS6ElaunO4wh0BCQhITJvyHPn1uYMEC9Q6vvVZldPIFffpcz9KlRSxdqgJGmTk3XyPSOoOrj1jKSv+MqKh6tG7dndjYRs4vssDq1cqePTYWXnzRfZPa6kR0dH3uvvv/GDxY6bQCQQjOns0gJyeL6Oh6gGOfH0+wYwds2aK4xXvvrfk84YFUFjuzGioSQhQKIQqBYyhF7q2AuSxgcKYMLiys3BmYxRoZGalIKSt2p74Sg/T0Uxw8qL54XzgCRwsjQHR0DJdeqqJw1qQM1lZR3LKl/T7aK8/KckzccnLSuP32mUREWMtkLLO5ZWYqS5j4eOW27ysiIiKJiqrc+ps5SH8SAmdEu7hYx4EDRq+D+OXmwqpVaoF6+GHFEdjDZ589y8qV09Fo/JeZ/ZprHqVzZ5XQPhCEYMWKDWzdmkHv3kou5ishSEtTnBaoudfUf354drFly0p27lwFBBkhkFLWl1LGWRxRUspYc3lNdtIWZoWfJcwywjyLue8oDeLKld5bUpw6BU8/bSAtLZLw8HKvZdhhYXDnnVXNHAEaNmzMq68uom1bJXqpqYlhT7fy5JMzCQuztpeLjo7hgQes9RZmT2xnmcNSUsYzceL8CmIQFhbO5MmLSE/fz/vvP8iWLWcBFarDW72LM9QER+CMELz66iyuuy6C//73lYqy7777DwsX3ktOjmub2z171Cand2/lxOgI69a9y+rVruPw+Iqa9iy2HNvw8HCaNWtJ3bpRGAy+hUI5cwZmz1bzv39/GB2AcJp79/7AgQM/AkEmGjJFHXUIoVCN0ffdhy0hMBgqbaot4UiskZPjnY2ZlLBoEUjZHtjPtdf+5LX9dps28Oij43n11UUmD1NBq1bJzJ37Cbt2ZTN27PgaZxXtfUxjx45nzpwPK363aJHI9OmLaN9+vFUIibNqDXdow2/e9Q8ffh+TJy8GoEmTNqSkjOe77/6Pn356j717lTt4F+vUzT7hmWd6cs898ezfv6FGUgE6Mr3NzgaNpgQpJZGRlTEb//jjSzZs+IBz5467bNscQrtXL8d1pJSMHz+HW299mXr1PAyF6wHOnDlCRsbvQGAIgSXshYp3F3/9pcxDs7OhQwe4//6aFwkBXHnlbfTvfzMQfH4Es4UQYcDXqCxlWajIox1QVkPDgRdRTmE1ClvRUFaW/cFr2TKJjIyqHqbemmP+9Zey3Y6Lg3nzulG3rpvBb2wQF1fJet5883huvtla6Tp58g1s3foLycnfAik1MjH0esdhOW688U6efHICRqOR+fNXERHRj+Ji5bhjjphplnvbs+G39RUYMODvDBjwdyJMK3O7dn3Iykrj3Dllp1edhOD8+ROUlWlIT99HRMQQwH8cgZT2zRvNnuvjxr3Gbbe9gpSVlUaNmkZKyp00b27tR1lSUsjXX79KSspdtG7dDb1ezT9wTggAevS4miZN2vj4NI4RFQVHj37M6tX7gK9qnBAcP36Y119/ml69+vHQQ895TQhKS1UModJSFTPowQf9Z03mCr16jaKoSOkogooQSClvFUJ0BcajQkq0QEXuOogyCZ0ppayGtNyew5IjMBodm4s++eRMK9NHsN6degpz2NlrrnGeTcoewsOVJYJO5/ra06dPotEUodGoLXdNTAxXrPWPPx6gVatkysqirEI55+RUDfO7ZcsKLrnkb+TmpnP48Gbmz7+LlSunc/vtM9mz5zuys1Pp1GkAW7asrDAxHTVqJsuXRxIXV7122+PGzaK8vIzLL7+eX39VZf7iCBxxA+fOVc7R8HDrT65fv1vsXrN27WzWrJnFd9/9h2XLSjl2TC1YLVtCEzsJx1JT91JUlMNXX71Cauoe5sw5RIMGzXx5HLuoW1cR6vPnL+eyy2LYtatm5qfBUKn7S009xk8/raGsTMvNNz/ndXDEP/5QY9qxIzz+uGdZxfyBYPUsxhQyumbjG7gBo1FNCoPBeUwhs3nj888/gkaTR0xMAyZNeseuJ6ur+33/vQpLER0NI0Z43uekJPURuUNA/vnPWZw6dYy//hpQkczF33BECA4e/JMxY3pRv34jFi50/cXp9Xp27VpbpdysqJdSUl5eyrFj2zAYyivOrVihTEy7dBlfraz5iBEPVvzvb2WxPUKg0ShTUU9x2WXXsX//z1xyiYqvYY586Ygb+Oab2fz2mzKCSErqwcmTO+ndu/qE3Q0aQPPmKsFPeDiMGDGWunXHMnFizSxclt/ApZf24b33viQrK85lZjdn2LRJ/R08OPBEIC/vDJmZ2cClwaUjCGaYdwbl5a4jXI4ZM57k5N4AtGrVxS4R2Lx5OY880oZx48J45BFrE1O9XiUF//hj9fu664w8+GAs997bEL2LFTo6WjlEtWql4pi7iyFDrmHixEdo3rxZxXP6EwaDY2KzZ89WpJRote6Fc9XpSuj1/+ydd3hUVfrHP2dmMukhJCEkJCShBBQEhAUEiQ1RrIgVMXYQG+yuigX4rbvLAq5li7qoRNRFjW3VRVwVFSkaCwKCIKj0UEINJYT0zPn9cXIydyZ3SpKZFMj3efIkuXPvnTtnzjlv/76nX1JH89WvWa02bLbQWiHgfAZFEx1It5A7dHAzWILAfQyrqhSXlZ6vL7xwO3/722iXzKpjxwpZvfpjNmxY6nJt9+6D+fOfv2bsWNXLae1addxTkLhDh3RSUnrxwAPz6dAhw3T8G4qYGFVYFRvryrPTlBqscWw7dOhIVtZVZGaOaPD9Dh5Uil1ICAwZEoAHbCRWrvyAd99V/RVanEXQUqE1L29+bY3zz+/Bvn27SUvry5AhdXMSPdEegPJ3b9igWivGxKgWhz16HOKdd1T+n81Hakt8fOPS0LQGG2wNwZs8u/ba28nIGMzjj0/l7rs70b//pUyY8KLLOc5K4nwsFisOh2eyovLyYi+FPzsCRu2r8cMP/2Px4rmkp/fFZpsONJ1rqLDQ9b3WrfucQ4d2cfPN/6w9tm3bDzzxxKX06nUuvXqda3rfsjJlVVgs0LOn+XuPGTOz1uU5cGDj6z3bt3cS2XXoYK4xq3Iie5MLAlDutsYgL08J6IEDFbFhcyMhIY3OnU9l5842QeA3dECuuNg790hx8TF27twEwLRpX7h0VwK1gT3//C11Ni6dYpqVlV2bqXHuuTBoEFRURDFhwlzKynznq8XH+/2RXLB06Se8+uq/OHbsHuDSRpHA+QNvgsBmsxEbezp2exhHjuxh8+blLq+7C1JvQgCcgXozmujIyDRT/3dj8MMP/2PVqg/Yvn01GRlNKwjcqcwnTXqDoqIDtGvnJO9NTOxCnz4X0LWra4eTuXPv4vDhAq655s+UlPTB4bCRnl7/2JS/sFqV1dquneoL7alqX8PhcHDzzecBX1NZ6SDYzgXjHF2w4B02biynb9+L66xpf3DsGLVdBetDbx5M9O9/CXb7JcyY0UIFgRDifeAl4BNpTHdoRujN31fPAYfDwlVX/YGCgo2mQuDFFyd43Lh0iqm7b9ZuD/PYWtKI8HD10xB8991Sliz5mMjIQcClzWoRFBWpiuERI+4mMbELvXq59uXzjyZDISQkjC5dfkPHjt347LPZLtdZLBHcckvgOZV69x7Opk3f0qPHsNrskqaIEVRV1W3Pqf39RiQldWfqVJU/vmvXBo4c2cNpp53Phg1L2LNnIz/88CEXXLAZ6Eb37ubve+TIPiIi2mG3h9XrecPCFGGizaYEQH1qNywWC7Gx0Rw+DOXlTSsInn12Bps3r2PWrFUNEgRvvqmEQa9e3usxmhrN2ZHQn2/vORR99Kaa/gQejNOmgz9NU+bPz2XkyN68//4MNm36lldemcSCBU/Uvu5rA4uPT+PAAVXtGh6uMgvqg4ZaAwCDBp1Fnz6/oUcPNdTBnhjugkDTcnTpIujXTzB2rOC5524iI2MAAwZc5nKuvxTZkZHt6d//ElaseJ+lS19izJgchEgHBCEh6Ywbl8NZZwWeU2no0Ot4/PEfGTfuuaDXERjH8XA9inoPH4ZFiyR/+EMWM2eO4NCh3dx77+u1hXc7dqjfnooX//3vidx+ezQrVsw3P8ENoaGqwUrfvsoKiI9vWAHf669/AoCUwXUsuCeFDB16NUOHXk9CQv35Nb7/XvUctlpVw6PmqBkwgxBON3KLtAiklIuARUKIdqjeAYuEEDuBF4HXpZRN/ti+BIE7Y2Zh4Q4+++xfAFx44UTCwiK8bmA6xVRbA336OBfKL7/k8e67fyItrQ833/wPD9d7Lv/3B+effxnnn38Zr70Gq1c3TbBYw33sNI4e3ecSO9Hw3A1MwWYLIyIijjFj/syaNT2wWB4mIeFZfvopGymzsdkWExf3W4YPDw6xnpEJNTRUtf4sLw/OexnH0T2ltqjoIHl5r5GQkM7gwVe5vDZnjuTHHwUJCY9SVnYfBw5sp2fPYbz44iHs9nDuu0/pa926mb/vsWOFOBwOOnb0cIIB3bqZp582BCEhahcN9vwsLnYG3KWEUaP+6HcmnZSqt8DOnUoAfv+9Oj56dNPQS5vBYlExx+hoFZ+wWmHbth954IF7gbwWaxEghIhHNaoZD6wGngYGAJ8H7ck8wJiT7Qlm1BIAQlg4dkzl5nuiQtC0B8b4gNF8/PnnZaxf/wVfffWa6fVJScqNFFY/K90UTdX4w7ioPI0dqNjJiy/e4XLMrJJYIyQkAodjLqmpuyksDGfFiptxOIaQn/8Vq1fnEhpaRVXVlezbt56xY0WdjK3GQrv/lKCSlJer1p/ffBO49zBCCwKHo65baP/+Lbz22v11qB/27YMff9TR89t5/fVqkpOHUVamSOmKiy3s3w+hoZKEBHOSoj/8YTHz5pWQmuq9wLFr18AJAXAqR8FObzYWjPlqfOSORYvgf/9TVdnff6823exsuOoq39cGGhaLSiMfOBBOOUUJothYJRAiIuyUlSl65KYkmax9Nl8nCCH+C3wFRACXSylHSSnfllJOAoJE5usZx4/7Ln7yRC0Bkg4dlDnpiQrh/PMn8Pbb0xg71sKqVRlArosgyMjoT48eZ9ZxkWgkJjY+J7miooKlSz9hw4YVQPAnhvH+nsdOoaKilKIiZz1BVlY2d9yRg9WqpJYqRoeEhHQyMnJwOLLZsCGX99+fAKgNWUq1IaenTwKcbGGBIgXUMHf/lfDRR4EvjTFWFRs1WI2oqHguuui3DBlyrcvxRYtAL8ODB2PIy7MwaZKD++7bx4oVH9f23o2M3MZ992Wwb595A7+QkFAsHiZeeLjyhweaSO2DD/4NQFFRA1n0/EBJiev83L27iH37tlBe7jsutXu3M+372msVrfmMGYrZtinrBqKjlRDu318VBJq9d5cuPfjgg++AFuoaAp6RUi4xe0FKOdDseLDhSxD4Qy3hToUQGRlHaWkxixa9gKxdxflYLBP4+Wfn+f37X+KxUMdiaXiA2Ij9+/dw222XoDxxbwQ1WOxwuLrakpPTKCjw7OqxWkOorHQ1ybKyspkz53YA7rvvXQYNupIDB+D3v1dj4nBMRRWlG1HC5s0v4g5jxpYnqHuqv6OilJbnroGD5/jFkSOBb/1p3KzMmDCTkrpzyy1PuxyrqIClS9Xf4eE/UlrajxdeALBQUdGRefN+xGotAa4hLa2cnTvDeeWVe3nkkU/8fq6QEOXaDMbGd/iwyuFUWUPBgXt6+JIlC3niiTEMHnw19933rsfrSkoUfURlpSoYaw4LAJSLuFs337EIq9VKbKzSq1uqa6i9EOIqt5/zhRBNTNTqhC8a38mTzbX9666bQUWFcxPLysrm2We388YbDm6++Z9UV5cbhICCw+E/W2lUVGCCT4mJydhsIdjt6usJ5sRwT3mcOHGml2IkQXV1JX/6U1Ydrf3mm//JpZfeT2bmUEC1+nM4YMgQB2C+8frK2DJDt27KtO7fXwXwe/f2rOl6cv8JYSE3N7DuIeM4+kuJvHixUmq6dIE//MFpdgpRWHOf+9m//0oAzjoricTErlx99R9d7rFw4bNMnfobli2bZ/oeKSnB036vumoMADZb8BLxjXNfBY0lCQnpXgPF1dXw9NPKIkhNhVtuCdrjeUR0tJqr3bv7vyc0lavNDP5MkXHAXBTnUDYqSPww8LUQ4iZvFwohLhJC/CqE2CyEeMTk9VuFEAeEEGtqfsb789C+BMH55yt3RUKCYvVMSEgnOfkUnnvuJv7614tqz9u6dSXPPnsDb731L5YvvxYw/8aMG9PWrStZvvw99uzZVOe8QHW9stvtbNpUwbPPvg4Ed2K43/uss7K5+uo/ExqqFreTgloASkiauXAuuOBubrzxb8TEJLFgAXymMiJJTX3T43u701treCIFjIpyFjeFhqpsFyGUn9VssXmKX0hZzYQJEwIqDIzxATMStCNH9rF//7Zal8aBA/DWW+q1q65SbLSZmZXAEWy2kfToIamsDAWsnHPOVoYOjeXRR5eSmelaBrtjx49s2/YD5eV1F4XdHlxe/YyaZskOR/D8LEZBoGiix/Dss9u56aa/mZ5fWAizZqlK7JgYePDBwFjp9UFGhlJQ6huPmTFjEgCVlQFotVZP+OMaCgFOlVLuAxBCdAReBc4AvgRMo6ZCCCuqq9kFKIbSFUKIBTX8RUa8LaWcWJ+H9iUIiooUudf48S/Qu/dwbDY7//d/SlP9+edlTJyYQa9eM9m+/XR27uyNEFcjZSiQhvJju0JvTHl5ucyZM46qqnJCQsKYMGGuiwsj0O0PmyKv2F0QHDsGV145lSuvnFp7bNKkjDqZQZ5cOPPmOYXA6NGweLEna0pw/vkTWLZsnosf3xspYIyHLhhWq8qDP3JECQRt1OlnMysaLCkpYdq0aWRnByaDSI+jWXwA4KOPnuJ//3uKsWP/yuWXP8zcuaqe4YwzlIUD8Ic/hPD991+TmvoSUsJzz8GAAUX873+nUFR0IQ8++KFLn16AG254kvPOG098fBrt2jkFkdWqNqRg+sKDTTGh+cQ0fLEI7NkDjz6qvgMtBJqywUx0tIoBtG/fsOuXLp0PPNtiLYJULQRqsB/oLKU8BHibAoOBzVLKrTWtLd8iQL2OfQmCo0dh7tw7+etfL+aDD/5KXl4uO3f+WPt6YWE+X301gZ071wDTkDK5ptPYJbhbBXpj0hkoVVWqGqmysqyOVhzoUvWm4HIxTrr583O5+ea6nEuefO0HD+aTl5fLnj2beOqp0cyb9yhLaqJJDz4IY8Z4qzOQ3H77c3UsN52xZQZvvR/i4pQQOPVU1+rbrKxsHB7yjXfsCFysQI+jJ7dQaGgUCQnptGuXxC+/KI01MhJuvdV5TkgIDBt2aU1ntS3MmlVB9+5LAYnVakMIwdq1nzFv3u9rK7yjotqTmTmEPn06ceqpShPt0UNlrsX53wGzQSguVi6siorglL67z3tv2YLV1UpwFhfDaafBE0/gsQAv0LBYVDC+d++GCwGAGTOeBVpusHipEOJ/wH9q/r+65lgk4K0dfApgbLu0C2VFuONqIcTZwEbgPillnVZNQogJgEpi5zdeieYcDvjkk9xaCojPP3+e6upKKirc1YkSIiOnMXx4dk1Oby45OS/jcLiqc+eccwtZWdlMmpThsRdvVlY2dntgy/+HDElh//5TgUVNEiOYPz+XKVMmUFZWl3PJW63Aiy9O4KyzbmTVqg+wWjtSXa02Y80Z5Ola7ePNysr2iw1WCKVxeUL79uqcmBhlku/a5bzO0zOkNabhtBu0IHBXUqSUCCG45po/cs01yr//zDPqtQsvVG4td8yZM45Nm77lj3/8ioEDR/HCC/s5flxVqK1e/TELFz5NTEwHundXy8liUb5wjWALAI3y8mIgHofDipSBL84yEwQzZ47g2LFC7rvvXZe6iQULYPNm9dl///um4w+yWFQqqCdrtT649NLRPPAAVFU1fZWbPxbBvcArwOk1P68C90opj0spz/N6pW98CGRIKfuiahJMI15Syhwp5UCdpeRJEJSXw5w5ueTkOKkjjh7dW6u5uKOkZAc33KDSyd59dxoOR13ugZUrFwDee/FC4BdfScnxGlKvprEIpk//Xa0Q0NCCzlutQEVFCStXzic9vR/h4XcBcJaBScFXxzJ/ER3t3c0REuL0ySYmOoVC377mLUEjIiKYOTNwlBZ6HI30Fb/88hWPPjqUX3/9uvbYkSMqn10IGD687n3y839k06ZvAWjfPhlQWn/HjqqseNCgK7nuuhmcfvrF7N79C3Pn3sXKlbnNUiGbmJiIEMraCgYflvu8Ly2FHTvWkp+/xuX7LC2F//5X/X3XXU0nBDp0UDVGgRAC0LzBYq8WQY2ff1HNhv9ePe+9GzC2dk+tOVYLKaVxh54LPIEfMBMER48qltCXX/af+yY2Npnt29eQlNTd40Z/+HAB4E2zTWPAgMB3Npo371M2bozmkUeCKwgqK5U1cPiwubAsLNxRq7HPnn2j6TlFRQeYOXMfkyapDXnwYOdr/nQs8wf1WWx2u/LVJiWp57nrrmySkuCvf53GkSM7CA9PIydnZsDiA2AuCD788Ak2b17OunWL6NlzGADLlqlNc8AA8+rzbdt+AGDYsGzTSuFevc6hV69zAPjqq9f54os5OByFqDyOpkVYWDg2m5pDlZWB7zPtviGWlcFjj63hyJE9tGvndP6vW6fev0cPlSobLOi0ZYtF1QU0hj3ADLt2bUGILkhpobralfI72PDVmKZaCOEQQrSTUppkanvFCiBTCNEFJQCuR3EW1UIIkSyl3FPz7yhU9zOfcBcERUXw668quOQv943SKCxMmdKfM864xutGD0qzzckZ75JDb7dHMH78zKC0t+vf/4ygB4t1MO6ppzynx+pAeVZWdi3VtNk5ixer+w0YUFcj89f94wnR0fXPwOhsUEFCQ2HMmGxstmwmT4bzz5dkZwdOhdbds6qrXTXjSZPeZOHCZ7nooklIqaiP59fQAV1wgfm9unUbzOWXP0SPHmf6fN/u3Qdz90fOAAAgAElEQVRzyy1PM2hQlwB8iobBKAgCnZ1jnPcVFWps4+I6ERfXyeW8H5TsDDiFuRFxcSodtKpKCYNgZCJ9//2XSJkChFFR0bTZTv64hoqBdUKIl4QQz+gfXxdJKauAicCnqA3+HSnleiHEdCHEqJrTfiuEWC+E+BH4LYrGwvcDFbtqXtu3qy8nLy+3TlaFE/EIoRyp8fGdueOOHGJjOyKEoF27JJ8ujKysbM4+++ba13Rg88org6eJBdtU1AvNWzWx0YXjaYyGDLmbBQvUDjhyZGCfsVMnFYQLRPzlySd/C8C6desbfzMDzKwBgLCwKEaPnkJYWBTz56tgZlkZnHmmclmZoXPn3txww+NeewocOLCdvLxcqqoqueyy33LppZcH6JPUHxaL+t737fMWLmwY3FNHzeBwKD4uCI4gsFhUnUePHkpDDw0N3gbdu3d/rFYVo2zqgLE/xtz7NT/1hpTyY1R/Y+OxRw1/TwGm1Pe+paXKFZSYqBZfSYmTV8aMKdtiicDheJprrsl2qTA001KNLoxrrvkL3bo5/Rzjx8/h2mv/wt69m2pNfW8BzMbgH//4E/Pn/wAsCNqk0PdNSkpjz566mn5UVLzLGGVlZbNxI3z++TRUkVgaKSkz+fzz7lRVWWnf/mtOPXVYwJ4vJCTQxGDqA5eUBHZAPQkCjQMHnD7sO+6A885rXGD144//wcKFz3DttdPp1887v1CwUV5eBLTnu+9+IDPTJOjRQFRXu1a8l5XBli0rWbr0ZU455SyGDRsLwNatyiOQkOAaMA8EIiJUI6Bg9YBwR69epxMRodJ/W5wgkFLOE0KEA2lSyl+b4Jl8oqzMKQiOHvXcYAZU0ZIQOUA2w3zsUUYXxr///TteeEFZAAkJ6bV+7XbtEmv9kyEhgSGXM8P33y9jxw4VUgmWRaDve++9M/nDH252EaJ2e0QtJYKU8M036vyVK1Vd4dlnw3ffwbZt+ooS+vb9HAicIOjUKbB+0vvv/wMPPwxdu3po/NtA6HE0UoEUFPzKkiUvkZram7Vrb6GyEoYNMw8Q1xe9ep3HsmWvkJ7eN+CNfOqLkBBBVRUIEdiF4D7nS0shP38NixY9T2VlGYMGjWX5cvhWxdUZMCCwWUtRUSobKNBxD19oKqJJd/hDOnc5sAZYWPP/6UKIBcF+MG8oK1NawPz5uYwYkcDs2Td6pCtwOBxUV2eTmQk//ZTDs8/eYNpc3Yi8vFwWL3by4HgiQwuWNQCKhCo0dA9gYffujIBTIoBzsp13XjZ33PEisbHJQN18/i+/hH/9C154QXHnd+sGd94JTz0FY8cqN8c990Rw111/CtizhYbWr8+zP0hLU77lysrAptiYWQR79mzkf/97kkWLNvLNN2qBX399YN5v4MArePjh/3Dddec1Km89EIityX8dMMB3TKM+cC8eKyuDHj3O5JZbnubMM6/n7beVq027hQYGkPUsPLx5hACAxaKUsYMH/eQpCRD8+ah/QhWHLQWQUq4RQnhokdE0KCuDJUtyeemlCXVSHt0REpJGZaXyy3788T8oKPgFIQQDBlzGuHHtqa6uZPr070hLO632mrffnkZlpetMrKgo4fnnb+Hdd//Iww9/QnJyZsAriTXmz89l/vzXa+kIqqvzmTBB5fQHMtNFC4KyMjjvvNs577zbTc95t4bbq29ftTjGjlXjsXfvt5x7bj9GjQps+kRoqCrQCXRVrA7qV1aqzTtQC91MEHTqdAoXXvgKS5ao7+vyywOXZRIXJ7jxxpFNmlXiCXoMA931zViPUV6uLP/U1F6kpvbi0CGlhIBK/c7IUEVkgUBoaPMJAYBjx/YByXz77UpOOy1wrjZf8GepVZpkDDVry8rSUrVZ+xICdnsEVVUzsVhgyBBlUicn96RLl98AUFJyhPLy44SHu6r2njKPHI5q9u3bwowZw8nLyw1Y/rA7zHoCaEqEQEJvYN4qNpcsgYMHla/+4YdVxXBqKtxzTzKzZo3gq69eDegzWSyBCw6749dfVwKwceOvAXW3mbmGoqMz+e67W6msDGHoULj66sC8V2SkM3DZEqA3zLKywPHj6CwkjV27XOMF8+er1884Q/UWGDYsMG6h0NC6lelNjZAQ9cVWVDQt35A/cm+9EOIGwCqEyERl93wT3MfyjrIy32miFouVoUNzWLYsmz59VAXnuHHPuZzz0EMfcfhwAe3bu0YkfXXdOnRoFy+9NIHu3WH06MBnDXnK4gkkJYLD4Ux1LC+HqVMHUlFRwsSJb5CRoXzoe/bAezXVI9dd56qhx8R0oLz8OCUlRdx0UxhCCJ55ZhuxsUk0Bu3bB74mQ6OyUqmZ5eXVAS2AMrMIvvxSuS8zM+GeewJn3XTs2HLaK4IOFscwZcpDLF36ZEDuaUwPLy5WwXaAH3/8lOPHo1i8+EyEEAETruAUsM0pBEAV6RUXw9lnn9+k7+vP9JwE9AbKgTdRnUR+H8yH8oWyMs8Uw6AsgbvumseOHWqT9hQk7t//EoYPH4/NzQ70VknrfIYSr/n3jUGnTuafLZCUCFrjcjjUBrZ9+2p27/65lktpyxaYPl1tZr17w6BBrtf//e8byc2t4vLLH6KqqpzKyjKiohrv+wgmPULv3sp/0K5dUsAsAl1DIKXTIpASPv1UDfC55x4MmJvBYmlcL+xgQAc3CwvrW2bkGUa3kBYCAC+9dBfPPvsJ1dWCwYNda0UaCiGchWjNLQTAOZ7B7EFiBp+CQEpZIqWcJqUcVEPzME1K6aNZZHBRWup5s46KiueOO3KIi8tm2zZVkTqkhrm3qqqC/Py1tYRdnqC7bkVFeV91vrp5NRSqn4LrrAwPDy4lwqWXPsCQIWMICenF1Knwf/+n6BB69YLJk+tqod988yaTJmVw222RtV3J7ruve6O6i1ks5tw7gULHjur7DAuLC6ggANeFu3497N8fAuxm376nTa9rCOLjW45LSCM6WgXKZsx4zseZ/sHhcB1Lo3XQs+fZhIQoGpPzGktuU4OOHZuOm8kfOF1tTfy+vk4QQvQAJgMZxvOllE0XyXBDdTWccYYr7UFsbDLZ2U/WZro8/rg6d+RIp6thyZKXePnlewgLi2LatEW88sokUlJO5Z576lIcZWVlc/rpl7Jo0fN8+umzHDmyp845njT3xkK7m558clqNsEnj6acDS4lgDBQDZGcrdo/Zs1VKaGSk4gy6/vq6mpKu2dBUHjrt1EhU15BK4tjY4G507sHiQMDMLaTaT0Jc3EI6dvTcQKW+aEpKZX+hmydVVwfG7HHXhI2CYMSIeeTlKfdhIKgkhIDk5MbfJ7CoBEK47rqx7N7tuZdHoOHPt/cf4AUUF1Bw+GbrAc33UVamNpvNm5dz5Mge7rrrFcLClHaycyesWaMWvrGUPzGxK0IIbLZQNm/+nq1bV7Bnzy944LojKiqW0aOnYLNJcnNd3UDh4RFMnhw4Dd0do0dnc8UV2XStyc8KdKs9sw3M4VDjBvDnP3su5jLvBazgT6tJTwg0d4s7tNldVFTMqlW/cMkljc85dB/HkhJYtUptMtOnjwuYK8duD266ckOhNdhAuTKMQeLyclfKjmXL1O+zzgpMzKVDh5bhDjIiNFRpQgUF+6mursbaRCagP4KgSkr5fNCfxE8YBUF0NNx6a122i6++Ur/PPtt18fTrN5I33lDa66+/fk3fviOJi/Ndjnj11dls2PAhGzasoaKinE6d0pg8eWZQAsVGCAFWq6S6WgTcVDRaBDt2/MTnnz9HePgFFBdfSWKiKubyBF+Bem+tJj2hU6fgm+jaIqiqEnz22f8CIgj0RqW/n1WrlHA49dTA+vO99WJoTmhB8Le/zeCiiybW1hU0FEZBYKwlqKio4rvvrIDg7LMb9RaAEgCBrkQOBLSF9eqr87EEs6uQG/x5pw+FEPcIIZKFEHH6J+hP5gHaV+2tW9GqVer30KGez+nZcxhTpizkzjvnen2/V165l+uuy2T16u9ISOjI3//+Gnl524MuBAAyM+1UV6sdJtDBI2Pq6A8/fMiiRc+zcOEWQDU18ZaZ4i1QD55bTXpCx44QwDi4RyiLIBfoxdNP/5n09MYX6ulx1PNxeU34ScelAoXmLhzzBG1lrVz5Pfv27fN+sh/wFB/49tsfKC0VhITsbTTtSEiIEtTByk5rDPR42u3RXnjTAg9/BMEtwIOolNFVNT8rg/lQ3qCFZFkZ7Nu3hXnzfseiRXNqX9+9GwoKVIl4z56Ne6+8vFy++CKHqqrKmnvnM3XqBObPD3yVrxEREdpfbkXz4wSyYMfYArC0FOLiUoiPT8NqVVyA/ft7v95bVlV9eg3Y7SoY3aWJyDM//jgX1d9IWSw7duQ3unex0SIoKVGdx4SAn36ayPjxcaxa9aFf9/GWWSREy7cIxo17hMTExqUOg2eLYNcu9UYREdsbdf+YGJUFFyxqmMYiWAV6Zu1TjfAna6iLyU+zVRYbBcHatZ+xcOEz5OZOrn1dWwP9+5sHHu+9N40bbrAyblwsY8cK7r67k8dMl7ffnkZ1tWtUsbQ0OGmjNpta8GFhyncZGwvbt+8jJkb5tgJpEWgtVqeOnn32zUyfnk9ZWY/azdkbdFaV7jKmm9D7ajUJrj7ZzMzANfXwB+p7C2yhnqtlpTaynj2hsnIbx48f9kurs9tVCqMnxMS0vGwhDa3B9ut3JlFRjZNWxtoWcLUIhFDUouedV393XocOaj/o00fN7ZYqBMA5nnPmPM8yHRQJAHxxF3nUQ4QQD0kpn6j5+1op5X8Mr82SUk71dG0wYXQNRUd3qNVmNVbW2Cruee8aR4/uQ0oHJSUq7/nIkT0eM108+boDkTZqt6uf0lK16UdHO6W2/ozt2sUERUPQk8K40HThWN++/pnM/vYYiIpSm2RVlVqQGRmwaZM63tTBz2AU6lVXq+/GGGg/4wwYPvw9ysuPExrqu11WSora7Nu101QKqn5D9z8OdhC9MTCSpHloDe03jMqOlK7zM7+mvrNr1/plJ8XGqiYyQrS8wLAZ9Hh+8803rFlTwTnnnBOQ+/pSJL1ZBEaKLHeq6Isa+DyNhtEiGDLkGmbP3sX06d9w/Di89ZbqWxoS4jm9LDKyrtaiM12MCAmB5GRzx3Vj00atVuUXT0hQRTF6QxTC1TevgsXq78pK3+adv3D3a3/zzV4WL1ZWyZgxgXkPUM/fvbsyxWNilBCwWpXGHFh6af8Q6EI9XUymA8UFqpkdXbuC3R5GdHQ8drt39TM01JkWmpKiNq7UVDVuISFqfjQ3w6gZwsNd032XL/+G779f0ah7umcMGef79u3qd0aG//dr105ZWi2pEtsXtCC49to7uMBT96IGoDGCQHj42+z/JoNREGgcOQJTp8IHH6jJc/nlns2/oqKDpsfdtf/u3eHBB2cSHu7qC29o2qjNphZ6YqISAv6Y+hMn3lVLdVFVFbi+sEZB4HDA7NnFAKSnfxTQTIpOndT3EB6uTHL9md0FXlNBfW+uXUUa07vYGGeREvbuVf/7m5suhGJy1WMRE+N0EdntSplpDoHpDTabagHasaPaaPXG9c4783jnnbcadW+jICgykG8eOaL+t1iKKSj4zK97xccrhaMJE28CAj2eAwacTS9fPtp6wJdHwdswSQ9/m/3fZNBfbGmp2tQLC4t4/HHYv19lnvzlL3DttZ6vj4oyT3hKTEyrTV9MS1OTfPTobGbNyiElJR0hBCkp6cyaleN3xlBIiNL2rVYlAEJCVCDY32yFzZs3IqX6BgNhemtoQVBSogjlHI7uwH769/8pIPfXm4W3FNTmwOjR2cTEvAg4v8+cnJwGF+oZ4wNHj6o5GRmpvvN5837H88/fytGj+z1e361b3RiJceNqKVktev6mpytrRStZQjg3rt69h9Knj48sAx8waq37DcOmrQGHYxXHjh3AG2w2FXvKzGx9QgCCQzHh3kLVDN4cbv2EEEUo7T+85m9q/vcr3CKEuAh4GrACc6WUf/Vw3tXAu8AgKaXXjCStPalG1iPZvv124F6SkpRV4C27Ii8vl+PHD9c5HhJi55FHZtKjh+LbN6bqjR6d3eBU0ZgYtSk0NJ/8wQcfZu3aWA4fVptOVVVgNgeteZWWwqef5gKq49iSJZ3p2DG1Uf2FLRbo1885oVsaYmKyKSrK5vPP1UbcGGFltAjcrYHly9/l8OECrrtuhum18fEt1/dvsajNXvvUo6I8W7B6Pl588a2NIoGT0rUor7jY+ZqODwwYkEavXt29Pvepp9btmd2aoGOC69ev54MPtnLFFY1vQ+qPUPEoCKSUjcpTEEJYgdnABcAuYIUQYoGUcoPbedHA7wDvBEA1MFoEKqNHldxOnOg7xe7tt6eZtrKMjIyu3ewDla9ttdLofgUjR44kIUEJJ3dq3sZAu5m++CKXTz+dgM6kKSzc0SiKCFCWQEsVAuDcuPSmU1nZcOFqtAj21DCQJNVkUN5222xKSo4QHW2uBbQUl4/F4tz4IyPVWNQnQ0l/1+XljZufZWXOmMB+NyNq82b1e+DALl6LDnv2bN1CAJxz8Z13XmXFiv8ERBD4k2gSTONpMLBZSrlVSlkBvAWYdeT+C/A44FftrBYE5eVw770/Asm0by9rqRi8wVMW0NGjh/x563ohOrrxfnAhXEmoAsGPowOcJSU6PdY1ndIscO4vhHBuhC0VeuMaNWoo+flbGmWC67665eVOQaAtgkGDRnPOObdit9ftdB4Xp1yEzQWbTW2YSUnKDZqaqqyT8PD6p6nqjev48XJ27NjV4GfSiQtSKnelxtKlKhNQa/ueoLOuWissFrVn6PHMyOjNiBEjA3Jvf+Z4MAVBCrDT8P+ummO1ECo5uLOU8iN/b2q0CH78Uf3dr5/wa9Pt2DE4WUBGREerRRWI/PiNG3+loGAjoD5vICwCY6DYE1VEQygiQG0sLcWv7QlaEFRXW9ixY2ujxrSqyqlt+Rsotlqbzxqw25UrLDVVZSIFIp9ej+fLLz/G+ef3anAcSwuC0lLnHN20CebWFP4PHvwF69fnUFVlvqu1xMwqM1itzj2iUycVd0lPV9lh8fHO9TNq1M3885+BYfZpbkHgFUJxF/8deMCPcycIIVYKIVaWlqr8/7IyoyDw/X4hIfDQQ4HLAvKE2FjlEgpEoGrz5k0cPap2mEBZBMb4gCeqCF8UETabmriujWqahiaisdALbdy4J+jff2ijBEF1tTN7zegaqqqq5KuvXmflStfW3rGxaq42tfsiIkJtPMnJgRfUWhDYbJHExMRSUlL/ATW6PY29CJYtU2M8YoRk+fILmTv3TswSFi2WlkUl7Y6QELUnJCQoIRwfr/63250ZdFqRNTLkBiJLUEr/9o1gdubcDRhbR6TWHNOIBk4DltZUXyYBC4QQo9wDxlLKHCAHICVloCwqgsJC2L27ErAQH78Z8M4n0bEj/OY32QihKkwLCnYEnDwuLCywFaCnndabsLB9lJU5BYGUjXM56Unx0Ue5lJQU13ndH4qIzExlhickqMYh5eVKCLSGfG29cXXrNoyoKGd9Rn2fXW9euphM0+wkJUFJyVGee+4moqLiGThQ+TlCQ1VqaFNnsugNKFjQ43nFFQ/y1FMPNugeRioJoyDYoqivGDKkirCwBygvP47NVjcA1RL7NICTGqQ+PHxaEJSVSQ4dOkpISBhhjTDd/FV0gikIVgCZQoguKAFwPXCDfrGmD3LtFBVCLAUm+8oa0gtp926AEOBrYmO9J79bLEoQQOOygHwhvK47uFHo0qULAwZ04ZtvnC6IqqrGBWMrK2H+/FyeeWYC5eWu8YGoqHhuueVp00BxWpraVKqqnL7Y5mBwjIpSC0wHJ3UxnjHv3Bv02B0/rsZBKwVpaWnMnOl/z4fDNcln5eVKKamsVAs+PFy5nYYNu8GFjyk9vemFgN0e/I5m7umODbGwjDVBupq4ogJ27NC1FiH07v1Enes6dFDj3dII+aKilIUcElJ/BUOP52effcgrr1zBhx9+yGWXXdbgZ2l2QSClrBJCTAQ+RaWPviylXC+EmA6slFIu8H4Hc9jtMGqU4nUpKKimf/8DtG9/htdrOnRomkyWYAQANWPmjBnTeOihHaSmpvHYYw1vUlNVpRreuAsBgLCwKFMhEBPTMmoCwsNdtVuHQ22uVVX+CwKtcT377BWUlHxSSyiYn68I6ACfY6sJ5sA1UKwD5VFRcUyc6OSviosLvusiJka5nCor1ViEhyuBHWwrLRCCwJjVoi2C7dvV99u5s3ksIzraSR3REmC3O4snG6MQOl1tUURFRVNSYt73w1/4604OpkWAlPJj4GO3Y496OPdcf+87dqz6kdKKEKN9nt8UXYhCQoIjbHbtmgv8jqNH1YTYudP/DcsMVVWwZ4//QeLQUJVv3xLgno6rNWybTS3CsjK1CI2piO7QgqCoaBGa2VVDE9D5Glej0Ckvd1JLmM2zhITgj5/d7hQ0oaGNT1uu73sDbNr0A5deOo7Jk//MbbeN8vt6Y8W8sRGNdgt1765cbYcP76Fdu0SiouKwWFwrspsTQihLMFAZS3oP6dv3XGbPLmp0X2ZjTNAbWmHtnRP+TIS4uOCyDdrtagPQrqdAY8uWKQSKMVOzO3rKnjIGie12peH27dsyyLosFu8WV3S0k7fHSGZnFM5CGIOl5pqWPwR0Rg22vFy5MEC5f0AFi0tKjhIZWUn37sHfsJpy43eHHt/S0jI2bFhDfv72enFimVkD4BQEXbvCunWLmDz5VHJyxgNO6pLmhN2uPA2dOwc2bVXPz4oKi18Vwb6gBYEvi7nVCoLNm1fw2GMX8frr3gNUwU7Vi4xUG5A3PvmGQvHkm3MjNYQxU5uJd9xRt5+AMUicmQkDBjhJ4loCIiO9b6gREUoI6ACdxaI0tU6dlGAID1fCWi+0yEjzXsK+COiMGmx1tfpfUyBoQfDzz8sYNy6WmTODz80oRMsQBElJp/LWWysZO3ZCvbLbjILA6AXRgqBbN0VznpSUSUJCeg0ZZOOfu76IjFRzqUMHFXfp1EkdC3TcxykI1O/Gpozr648d835eUF1DwYDeDD7++O+sXfspa9d+yvLl/2HMmJl1/NtJScFP1QvW/XNzc2tdQGZoCGOmXqDnnJPN+vXw/vuKWiIhIa12/Gy2lpWKpy0BX3UZRqZWzY2jtUYdMDUG2gcMmMn337sGzP0hoDPmZJeXq3vuqqmj0l9JdXUV4eFRtb0kgomIiObl1NHjGRbWnu7df0NoqHJD+OsmNbMIiotVXYZmX+3SZTSDBikXcEpK0yknVqsz9qIVvWDXyTiTGcq55ZYrOH78MCtX+kW6UAcOh/PnhBQEeXm5rFjx39pjBw/m16FGsNtptH/NF4JlCQBMmzbNY6CooYyZRn9hZGQ2kM3w4XDHHc5zEhJahu8V1AbXqVPDxtjMdWDkpK+o6M7QodeyadPS2lTixx/3HYR3dwvt2aPGNTHR6brq3/8iVq8+FlSXmrYEGtkiuNHQG2N1tXN+ff/9j/ztb49w9dVXM378eI/XSukUrA6H032h64MyMly/e03f3hSIjFQKRFMLWS0IpLSzfPkyysvLOHr0KO0a4H8y1mb4cte1OkEAihqhqsqVQENTI2hBkJwcfM0hmNaGN9fPc881jDHTWFW8bt0RIJbdu18Fbq49p6VUaAqhNtdAClqLxbnQli//AJjHGWecx29/+0cGDcpi6NBMn/dwtwjMePITE4MXVxFCubpiYoKnhNQHejyrquC///03Gzd+QVRUDAsXLiQ5OdmrIDD2HDh61EnZ8cEH6ph7k/qYmOArKVarEgDNRQHiLCgTvPTSR3Ttmk50Azs4+esWglYYIxDCNzWCEMEtorFYlDYWTEHgyfUTFhbR4DqIqiq1kVVXw7ZtakVt3ers9xzsz+QvIiKUWy/QAUFjsNhiUY715cuX8PDDt/PII+N9ZlZAXYtAM2Pq+IAQwU21jY1VrruWIATAqTgcPgxffjmf+fNfp0uXTObOfYMRI0bw1lvmPQqkhEMGiq/CQvV71SrYuVN9Rt2ca+7cu3jggVP45ZfPg/hJ1NxPSWleHig9P6uqYODA4aSkdMPSQLPkhBcEvqgR2rcPXt2AbjCTkBBci2PmzJlEuM3I0NAIHnssx6UApz6orHTmwB892g4hKujfP63m3ipI3NwICwuuRq2Fy2WXTWX4cKdPzGq1+hQEVVWuPSHMBEFiInzySS5jxpzDG2/kBPDJ1SbR0ojVdGrs3r1w1lnjmTHjeS68cDTnnnsFt99+OzfccAP73elEURaA0S10+LASDu+/r45dcYVzDUdHx1NRUUp4eIAachhgsSgLIDlZCbXm7mHg5MJS4+NwNJxaRistxXUJBOqghegV/kMIGDNmJrNn3+hy3Jj1olv/BRq6QrkpglXa9fP730/j4MEdhISkMWmSosNoSP9iKdXkKi2FbdvUsa5d7dx335sIoZgdW0KaaLCrRNVnzOWzz6ZRVraDxMR0pkxR46qtJU/fr/u4l5XVdQ3Fx8OOHVv5/vsvGTTorIA+e0vsX5CQoDTp48ehW7fLOOccp7AdNepKLBbJsWPHSDQsyqoqJQg0tFuosFCNZ2QknHsufPFFDoWFO8nMHMrXX79B//6Na3zj6fmb0wJwhzHmUlCwlw8//Bfh4Q6efHJWve6jlT5NheJLMW6VgiArK5vXX59cQ8gmXLJeIiMDrzXpTJqwsKbVGLKzs8nMzOaMM9RnGjpUHdfUx/XZuI8dc/bX3bpVHevSRf2Oimr+vGxQKZ7BFka7d+cCEygrU4H4/fvzmTpVJRqMHp1Naal5OqaUrptXVZUqJCsuVufrTKuICLjmmlsZPPgskpICx7+hewW0NOiA/qZNim9pwYL32L17LZdeeh3/+tebpkpZUZFr8FK7iDZtUr8zM9Vn/frrN/j552VMm/YFr766LeDxq+joliUEwCrAQ6oAACAASURBVDXmUlbmYPbsmcTGtueJJ2Yi6hEg0YF3f9yd0EoFAcALL+xxOW61KjM1GKmPzckfn5amFtvBg5Lrr48jMtLK6tUH6yUIqqqc3DilpU53hsOxgn37EkhO7hKch68HrNam4Yz59NNpuBeTlZaW8NRT0xg9OpujR9WzuNMEFBa6Boq3bVO+bFCuQp2RZLNBp06d6dQpsClrzZ0d5AlCqM+/aZPKoPrmm3+ydm0esbFx9OjRu442apbKqDetjYpxvdZFecEFd9Or17l06tQzILTuGlarGs8GxmCDCq2QVVdDTEwyv//9n+jRoycOhwOrn64Ih8OZiusvQ0WrFQTu6NEjOP7TsLDmDx4lJsLevYLKyiSKitRqKSvzv+fBoUNODay01FkJu3jxRI4cSWLYsA+C8OT+Q3/GpgiA7ttnnmiwe7eSjpWVSrNt3945n0pLXf2sBw8qweDeg6AxgXYhPKf4RUa23K5vQjiJB/ftg65dB3Lw4A4uv3wsAAcPVrNjx8+kpKRTULCZ996bT/fuv+GCCxQNxeLFn3P4cGdSUk6p7USmBcHQoWMANc8bS56nLXmdctvcsQBPMFoEpaWC3/3uj/W+x/HjzliWFgS+BEILHQ7PEAIcbt0vdLP5YLxXcxdXGbt+XXzxbObM+RJQm5M/pfwOh3MSSKkmieLGcWCzbSEpqVuzaUYREcqt0NBagYYgJcVzIV6xYbc3ui+OHHE9T5PMuQsCrTB89tkHvPji39iy5Ve/nklXy2olJyrKaZE0BYNoY6AtAlDjceON/+Drr/NJSFA+obFjL2PIkD5MmfIIZ5wxgCeemM7Che8BIKVk6tRxTJ58Khs3rmbbNs026rx/Sgr06tVwl6EQKgiclqZ+4uJarhAAZ3zz0CGlfBgVOH9hPLe0VLmRb7nF+zUteEjMIQR89NHfGDvWwu9/r1SHYATRhHClJGguGAVBQsJwMjOHAU5/vy8YNYGyMiUEFN+QhddeO8jtt/+9yYLEOtZisaiF3aFD04/vlCkzsdlcTTybzc748VNceN+rq9VCLCtzDRIbze7163OBDN5808KkSRksW6YYR//739eYNWsyv/66zufz6I3KbldWSGio2vg7dlT/JyW17I1LCGfh5t69yqIyutBOOaUvqakZ5OV9Vnts1CjFRn/8eDH9+g2nc+c+SNmP6mplXUREQElJEWvWLOTwYZcW5/WCFrAtISXaXyQmKgtIdRCEgweL+PzzBbz11jt+XS9lXUGwfr3vLmWt0jW0Z89GQOJwVBEREfjNxGJxpShobui89L17637Jvihv3c/Xfm29eIPNU9Ohg9ocjh1Tm1tIiFroxq5MTYlrrsnmxx8hJ0fRa8THp3H99TO59trsOlbJ0aN1LRVtNOTl5ZKfPwEdbzh4MJ8ZMyYQGQkjRowiJSWNrl29N0sSwrU9YUyMs98CtLxUUTMYXUN79zqD6jqw++CDs3jkkccpKjrK2rUrSEpKoXt31Xw4Kiqau+76N++99xSvvJIL3ET37uq6Xbt+4vHHL6Zfv8HMn19/ioXoaKV0tJQqeX9hsahU5HXrVM+V2NjtTJhwBWlpXRk//jqf1xuZdysqlItpzRrf79vqBAHAnXfO4bLLJlNRURqwxdKunQoilZSoxdlSfLLGAqWVK3/i7rtvYsaMpxg27HxKSry7rsy0Ax0f0PVqwRQE7ds7tTEjN35zFkNZLHDZZdl89FE2u3fDxIlwyinK55/uxkNXVVU3h1sHOt96q27QuaxMBZ3z8rZjrNY2g+ZDcrfGWrL2bwaLRX3PSotXLrW9e52CQAc4Y2LakZU1wuXa8nL18+WXr7Jzp2Kn1/EBq9VO//4j6NevV72eR1tUzW3JNxRCuAqCc889lbPPHsmpp/ajpMRBRIT3CeK+3qU8gQWB3W6hUyelbTU2m8JqVZuUDrwGMjshEDAKgiNHIjl8eA3ffZfHsGHnU1XlPUe4rMy1AKqszGkRzJ9/PfPnv8u7764jJeXUgD2vzaY0f4vFNR+/pWhmQqhn691bLbQNG2DdukdZvfpjsrPHMW7c3V6v1xaBWe8GgIIC/1hhtRuotUOPZ1KSSkvet0+tp6Ii17VUVVWFw+HgyJFC1q5dSUiInaKiKOLjhzJy5FT+/e8rqKpS8QCAbt0G8sILn9erJqi1WgFGCOGsSdm9G8rKQpg3byGgNnZfiStGQVBSolzBBw6o78IbFXWrFAQhIUqT0Lwr9YVmFYyObvkamBDOQKKU6fTvfzWnnOIsVDp+3LMwNPK7g6sgcDhWA9V06RJYTt+EhJZjTZlBu6R69YLPPlOCoLj4Q/Lz17B4cYrfgiAmJo2iovw6r3fqlMaWLb9isVhISUnHbqKahoU1L3V0IKHHs2NHJQj27FEZfHv3OgXB8OE92bZtI7fe+lsiIqJ47jlncdQll9xHcvLfa4WAkVSuPtZ+WFjLDqr7C6MgKChQm7nuxKc9AJ4EXUWFK211SQmsXq3+HjAAli71/L5B3QaFEBcJIX4VQmwWQjxi8vpdQoh1Qog1Qog8IYRfduDEiafxwAOnUlj4U702cptNmaypqU7O+pYOzY+jJrmFm256l27dhte+fvSoeQl6RUXd0nIVfIKQEMnTT3/GY48tI7aBJpX7Zq/93S0lruIJFov6ObXGCNq4EYYMuYl+/S5m4MCr65w/f34uWVkZdO1qYdiwDJYsySUvL5fS0rrqVXh4BJMnz+TWWy9i+PAetSmpRrQ0mu/GQgsCHSfQldaHDjm10+zsuwDo3bs//fsPYciQ88nIOJ34+M5ceukDLF6szhvunNZYLBXY7f53uGmpdRb1hRCqGQ8oi0Bl+kn27Stg7drVHhNEpFRrW6OiQtUeabfQb37j/X2DthUKIazAbOBioBcw1mSjf0NK2UdKeTrwBPB3X/c9cuQQ+fnrKSj4hT/+8ULmz8/1dUkt4uN9NzhpadCmt3GhHT3qdPm4k3dp6AIyjePHYcECleVSWWnlL385h5KSnX4/h92uNjGd5ZKS4sxwiI52NoBp6dDjGROjAuYqy6Uju3dv4JlnbuXMMzNq59T8+blMnTqB3bvzkVJSUJDPCy/cxpw5t1NZ6TrA7dvHM2tWDqNHZ3PnnQ9hsViIiXHdndq1U+PWWv3XZtDjecop6v+ff3a+puNRt932OxYv3sjVV9/CiBGX85e/LOKxx1bz9NNbOXo0hW3bICysksOH/4WsiXQ+88xV9O4dxVdf+SaaCwtr+QqIv9AegNBQtc6Li2HVqh8ZMiSF3/52bB0rX+PQoSr+/W8ngeTevfDUU9eycaPaKE4/3fv7BlMnHgxsllJulVJWAG8BVxhPkFIa1apIwKcKsGuXU8s6eHAPU6dO8EsYGHOzWxO0xqW1hEWLVvLll6+70B2UlLhq/8XFrr7C6mqYOzeXDz6YAOQDkoMH83nySf/GLjxcTc7UVPWjA8AREUq7bUnBdV/QGxeoOAHksmDBBA4eVOOyZ08+9913I717R/HAAzdTWuoaEK6urqSqqm4uXkREVC0r7I033s17731LfLyTEyE8XMUFWpMS4g/0/OzeXblcd+xwuiQPH1Z+aYvFQpcumQghatMiAaxWG3l56u/q6nnk5k7i0KFdxMRAWdlhSktLiI429w9pCzQ+/sSysHRsTdemFBRAu3anEh+fSHJyKkVF1XWKw0pKYPr06Tz66L0UFR2hshK++24N27Ydp7LSQocOvmOfwRQEKYBR5dxVc8wFQoh7hRBbUBbBb33dVErXYjJND+ANVmvrnSx649KCYMOGo7z55sN1NP7CQqdAOOjW3XL7dnj99WlUV5tnubjDYlHaf2ioGjfdAhJaTuvKhsKYtqoCk3XHBaCk5HidwkVvKCjYUavNApx++mCX9zwR/Ndm0PPTbleFYFI6qSJAtZz86Sflq87Pd9KbaGjXRZ8+R7jwwokIYaFbN/jPf/JYu/YovXvXJZrTvSqio9XPiWRhgZO/CZR7qLw8lLy8vbz++iIsFiv796six7Iytd7375fs2LENKSVbt25k/36Q0kJpqcrF1ZxiXt8ziJ/HL0gpZ0spuwEPA/9ndo4QYoIQYqUQYqXZ674yNZqj01CgoDcu9WXmArdy+HABY8ZkuGjzUqrsAHchUFmpj/uf5aK1/+TkpmkG0pTQMQLQcYL69342g5SSM85I5tVXZ7sc12miLaV/QDCgx1O7h375xflaebnarHQ3N2OV9r59SuONiID775/Mbbc9S3p6CqGhIIQgOjqGEDdTUwuB1mjd+wur1VmtrdugHjrkXIT5+VvYs6eEvXv1ehf8/e+vsmDBSk4/fTCHDkFaWh/OPvtpwLVpkicEc3vcDRiZt1JrjnnCW8BosxeklDlSyoFSyoFmr3fq5Jk2ICKi5TEM1gdaEGzYoFgzlWGlCpimTJlQRxi4Q1sOnno4tGvnaipFRbUeN09DYHQNRUWBzVb/3s+ecODAPp58cmrtd2K3K83uRN60oK4gMMYJvEFntPTt67Q0fWUKdehwcoyn9gD8WsNSouOAP/30A3feeSV9+sTw0Uf/qb1GCEHv3v0pL1euOSEE27erL+bAgfc5cMB7PDCYgmAFkCmE6CKEsAPXAwuMJwghjK1QLgU21fdNdKaGGUJCWiaHe32gBcHbb3suYPKE+fNzufzyDMaOtVBScgyo69c5fvxY7cYlxImTfeEJRkEAMHLkTKBxmoLF4hzX4uIipk6dwIIFuU3Wu6K5oa2dnj3V+G7dWrd3gxm0W0gHMsvKjrNu3UK+//4rbrzxAp58cqrL+eHhrVup8xc6+G61qrE8flzTnUgWLHgTq9XKG28s4ZJLrmHz5p/ZtGlDrVtSCwyHw+mGW758Co89ZqpjO98zWB9GSlkFTAQ+BX4G3pFSrhdCTBdCjKo5baIQYr0QYg1wP+CDGgnCwyOxWq0IIUhJSa/N1HCHzdbyeVr8gU4frY9rB5QQmDJlAvv3qyBoSckhoLrOeZWVFTz11DRCQk58Fwao+WB0dWVnZxMXlwM0zIlvsVhxOFzHtbS0hL/9bdpJIQTAmS0WEaFcmNXV3nPWQQmKDTU0Qv36qd9z5tzKPfdczL/+NYOvv17E+vWrXa5pTZxBjYHVqrKgMjOVla/H6eBBwdSpT/LRR6sZPPgshBDMnj2LCy/sTW7uC4DTA7Bvn0oYCQkpRMq9jBnjncU0qNuklPJjKWUPKWU3KeXMmmOPSikX1Pz9Oyllbynl6VLK86SU633ds3v3U9i8uYqtWx3k5W332L83Lu7E0MaEUH56T64dKSUDBiTUyf556qlptc1XfKGgYMdJ4cKAuhaBEHD99dnAQY/XqPPqTiabzV5HCGjs3BmY2ENrQEiIc5MeXaN4vvOOayMfIxwOmDdPxa+6dXNaoYMGjaBv34Fcc82tzJ79H+6+e0rtNRbLySMIXLPaVLAdVKzP3f0bF5dAhw5JDByYRXm5s3pY13Ocdlp7nnuugKysUXhDK9eXzWG3nzgmpBDKl3399TOx280/1OHDhTz00O0uwsBfqgNQ1MwnUkDYG8zcX0OHaq023ewSEhLSueeeeVitTqshKiqeO+98meRk82vS0gIXe2jp0MoKwMCBSsMvKYE33zQ//5VXYMkStU6zDXrc2LF38sEHKxg1aiyXXHINZ5xxdu1rmqjwZIBWYPv0Ub+1IDBu9Dt3buOOO65gy5ZfWL68gB49TmPLFuc9dG+HLl0shIVF+nSRtzpBsG7dKoYNS/Oa/34i+bm1BjtyZDZ33JGDmZ8fnC4ejcRE/zai8PAIpk83j7GciLBY1KZiXBg2GwwbBjATi8VV2Ope2GeemU14+EFA8o9/SF588SBZWdk88MBMwsNdr4mIiGDmzJNnTI2CQAjFfW+zwbJlzk1MY80aWLRIWREPPuis8AbzFO/ISLWeWxoHWDChBUG3bspFVFDg9P3v369+t2sXx7Jln/D114s4duwoBQWiVkgcPqwELSirQgjfsdJWJwgACgp2mhaS6Ql5olgD4NSCYmJUr2bwnNuurYDSUrj22pkuQUwzpKSk89e/5nDrrebutRMRejw7d3bVMM8+GyCbkJAc4uPTEUKQkJDOHXfkkJWVza5dKmAXF+fkw7HZ4Oqrs5k1K4eUFHVNeno6OTk5ZGefXGNqrCpPToarrlJ/v/iiauu5apXSZl97TR2/7jo47TTnNR06mJPwtW+vBMGJVivgDRERSlDabE5BuWqV+l1YqFJKo6Pb8dxz75GXl09xcWxtmikoS6y0VPEL9eqlxvCEa16vYewzC2qinAjBYXfozUovtPj4NAoL63LYACQlpVFcrFLOhg3LZs6c8R592Ckp6eTlbW91lBuNhf6soaFKSzpwQP2fkaGEw86d2Ywcmc155zkbAhUXw8svq7+1hgVOhWP06GxGj84mNvbEskb9hRBq04qKcla4X345LF+uMlem1iT/WCwqPpCcDBdd5HoPXUBlRFjYiZ+8YAaLRaXRHjyoLNXVq+GLL2DECDXWu3ap+Etm5uUcO+ZaO7R5M3z1ldr4b65hQveHwbVVb5taA9ZFOyeaENAwalzXXz8TMBfvxcXF3H//Pdx6awJjxwoqK8uAcMBVnTKm3J4MAWIjjELPaC4LAeeeq/5esAAmT1ac8GVlMH26Eq5xcXDllc5r3C3PE4Xvpr4wa6Rjs8FddynhkJCgKCh0ofbNN7tu8HFx5vPwZAkOu0MI51gOHqzWfn6+0+8Pqi/Gnj11C0i/+EL9HjlSWa5Gt503tGp5qwvJ4uJObM1Ba1wREco9VFAA//3v74BCl/OOHSvk88+fd7u6FLASGRlPSckhEhPTeOSRmYwenY0QJ5YbzV9ozTQmRo2rZm+98EK1+Xz7Lfz4I7zxhgrY7dyptNhp01ypIoxjp9tvnozQgqB9e0WJoJGRATk5ztf37lUWg+5CpmGknjbes00QKM3+3HPhww9VbCUz0/N1FRXKCgM47zz1OyrKPwW51erQWqsV4sTXao1xAoBrr80mKekgnrJc6qKa8PAo3njDwccfO1Nuw8JOXCvKG/R4CuEaoLTZ4Jxz4P771fHt29UCBLjnnrp8QcZ5FxZ2crnYjNCfOyqqrjA0jklSUl0hYLOZa6z+bmAnInTtkJ5f55+vfn/7rbNDnhlWrVKxgW7dnK42fxmBW+VQGwvJ7PYTf8K4m95C6OCm/ymiuqOWUcs6mTUuDbNsCrvdGewEJRzMtFjj+J2MlpWGcTzrS65n1mglKurEJenzB3o8dLypY0dVfV1Z6XT9mEEzuWZlOY+dsIKgT5/fuBSSnejWANS1CEALAv9z1ePj02oZRfU9T9bNy6g4REebu3TOOUf1jo2Jgeuvd30tM1NV0Or7nEzFTmYwbuT1Zfl1F8Q2W+unhWksjK42jYsvVr8/+8y8EdWOHcqdabHAkCHO4/52wmt1gsAdJ0OAzkgB7cwegs6d/ePJsdnsjBkz02WzOlndQuC6cQmhTGl32GwqSPz0066ZQLpZuxEnU7GTGYyfvT59P+z2uhrrySxQNYyKn1ZS+vRRjKSHDzvjABqHDsHjjytqj7POcs7XsDD/CSRb9VYgxMkRoDMuNGNmxvjx2QiRg44VOOsGnBdERqoK2KysbBft4GRecO6bdkyMsxGIEXZ7XUUjJqauAD1R+g83FO7j2bOn77z/0FBlWblfezLPSw0zV5sQTqvgjTecVN8FBTBrlhIGPXrA7bc7r61Px8BWnWtzsgTojJ/R6B7q0QNuvTWbV14BmIDDobmFJBDBhRfmcNttzsImoyvoZHCpeYLZnElNVTUFZma3Ee51AjbbyWGVeoO7YAwLU4VQP/2ktFR3hIWpegx3bdVmO7kKxzzBPYZVUKD+PussRea3ebOyVpOTlQAoK1PWwgMPuI6fu+XqDa3aIjgZrAFwnRjuPu0LLoCwsLoU1VDCDz+4UlRrzdVuPzEI+RoKM5eYrkXxBffFdbLMQW8wE6zh4UpRMUO3buYuizZrQME4P439VOx2+OMfVS2LxaIERFmZ4sqaMcNVSUxIcI3X+HIDt2qL4ESuHTDC3aedmkotwZQQUFZmnj2kM4XA1d94MlsD4NmK7NjRqX2ZISys7sbfJgg8j2e7dmrTLy9Xc+7QIfXbk8viZHexabiPZ3Kyc73bbIqeY9QoalpSQlqa6zVhYXXbU/oqKmvVW+mJ3EnLCPeJkZCgCnfKyvT/aTXN110RH59We74xINomCMyPh4YqzhtNO+F+TUqdjtttggC8u2c7dHD+7S0lNCbm5FnPvmC23vfswaVpfViYEgBmSE11tfjtdt9CtlW7hk5Gi0D/n5rq/H/MmLoU1Zo102ZTbe/0PSyWNp+2NzO5WzdFpWzc9O12RZBm3NTAWfhzsqOxcTqr9eTkaPIEs/XeubP5ue4ICambwutPrKDVCQLjhnay+LnNFlp8vFMbzcpSFNUJCXVZMzt0cN34TnYhAL43LptNCQI9vt26mfuv7faTI1nBF0JDG6fNt29/8qYym8FsTrVv718WkPt6t1r98wC0Op1aD9LJZEbGxCiOFmN3IiGU71B3IsrKyq6hqXaFO49LmyBw8gI5HKpa09M5qamqpN9TQ/U2t5CC1arm4r59/vUqNuJkL8YzgyflIjUVfv7Z+7Xu691fN3BQ5bAQ4iIhxK9CiM1CiEdMXr9fCLFBCLFWCPGFEMIneY6WdieLWwiU0DPzr/rqMRwTU3fjb9u8nHUDvipYO3RQ1cWe0DaWTlgsDasIjo5us6rcERJi7nJs1867VZCWVndONrsgEKrJ62zgYqAXMFYI0cvttNXAQCllX+Bd4Anf91W/TyaLAMwrNi0WzwEjcI0jQJtP2x2hob4Xipn70WJR17VZV64ICalfERPU//yTAUIozd5MyXNvqKSRnm7e06HZBQEwGNgspdwqpawA3gKuMJ4gpVwipdSx8O8At62rLoRw0jKfbDBbNImJ5oGkLl3qpoyFhrZpX+6oT9GNRnKyWqgnS4yqPoiN9W+Oaarlk3Ed+wOrtW5yAqg1ffrpzhhhaKjqQmZWGR8a6n/sJZhfQwqw0/D/LuAML+ePAz4xe0EIMQGYAKopeGODU60V4eFqgrhXa6akqC88P9/5vxnHe5sGWxd2u3JpFBa6xmC8nX8yzj1/YbWq+XfsmGpNaTamdrtvt2Yb1EYeGQnHj9c97q0vgUZ90sRbxFchhLgRGAicY/a6lDIHyKk590BysjDv1Vh/JAAHfZ7V/Gh7zsCjtTxr23MGFifzc3qMeAVTEOwGjE6L1JpjLhBCjACmAedIKX3mHEgpTQymhkEIsVJKOTBQ9wsW2p4z8Ggtz9r2nIFF23OaI5gxghVAphCiixDCDlwPLDCeIIToD8wBRkkp9wfxWdrQhja0oQ0eEDRBIKWsAiYCnwI/A+9IKdcLIaYLIUbVnPYkEAX8RwixRgixwMPt2tCGNrShDUFCUGMEUsqPgY/djj1q+HtEMN/fD+Q08/v7i7bnDDxay7O2PWdg0facJhDSn1SJNrShDW1owwmLNoaPNrShDW04yXFCCwIhhEk2fcuEEKIBpU1NDyGEFzLhloO28QwshBABy9YLJlrLmm9p43lCCgIhRJQQ4p/AJ0KIOUKIq5r7mTxBCBEhhJgNLBRCTKrJpEII0aK+m5ox/QfwkRBihhDivOZ+JjO0jWdgIYQIE0I8DyypSfQYXnO8JY5ni1/zLXU8W9SXGQgIIVKA11Ad3C8BluEHh1Ez4n4gHrgFCEOl0yKldDTnQxkhhMgE/gtUA7cDB4CpzfpQntE2noHF7UAiqthzG/CyECKshY1na1rzLXI8TzhBAJQBc6WUv5NS7gXeAdYIIfo283PVQggRVvPbBtiBN6SUv0gpnwQO1GiKza4lGHAcyJFSTpZSbkBlgu0RQvjkhmoKtI1nYCGEMPazEsC3UspCKeUrwLfArJrzWgpzVYte861hPFvKwmgwhBA9hRAvCCHCAaSUhcBSwymdga7Ar83weC4QQvQQQuQCzwohBtbUWkQBQw2n3QXcJIRIbS4toWZMazUqKWUBrjxQEcApUspdTf5wBrSNZ2AhhOguhHgH+LcQ4lIhhCY1TjSc9iBwpRCim5RSNsfm1VrWfGsZT2jlgkAIkYUyCSegXAIIIYSU0kjTZAe2+0NfEUzUTNo5wI/AWuBeIcQ44HHgLiFEAoCUcifwOnBHMz3npcD7wGRR00NCCGGTUhYbTouj+RdZ23gGEDXW0j+B/2/v3IOsLMsA/nt2l9sAYlwSzHRbYZVrRBcccxgmhNTRwkJmwkQQq5EBImSipghRIqbMxsTUMWaMmhGnYRq7cSklE52sNECYmMKBpikHNbwQAbLL0x/Pe9jXwx52F875LnzPb+bM+c532f2d5/u+816+97ITu6euA74BrAWuEZFRACGxepxQlaUJtz/Pyz2fl3iWyHVCAPwHq3NrBmaLyEXtBPIDwEsAIvK5FIuLFwOHVPXbqnof8EPgeqAX8ADv7EDyN2y01jSKi/uBG7GYLhGRPqraIiJ1kcsIYFfwmyEizQk7gsez2gwB3gC+qaqPA3cBk4FhWIL7NWlrkbMRqNbAj10lL/d8XuIJ5DwhUNW/YnMe7AF+A9wJJ9UFTwIGiMh6YAZWn5g4qroTaBSRCWHVDuAJ4MvYoHv9RWSZiEwHbgUOh+MSzSGo6p+B3SGmG4EHwyaJXK4ABonIz7AfuQoTPtbU0+N5hsSJoqr+CxsBeHL0+QFgZUhoDwHLReRWrNR1IAnHdjwze8/HDlmOZ7uoauZfWNH5nOizlC8DfYE9wKSyYzdgua1pCbkOBM6L/YC6sDwf+Em0bSywJhzTDMwENgM3puHZTkzPwXI1H4629cB+dJ8HpifgOQS4vGxdFuN5kmeG4zmnbF19eJ8FbI3Wn4s9eB0LvAur3liXYDznVNiWmXsem3flgGQeHQAAB/BJREFUbqB7luPZ4fdIW6ATgV6KDVq3DrgjrKsr26cU+IXAL8PyZ8KP8MQEXb8O7Mam3VwVu4XlocB64ObweQA2KN/ghGPanmelmC4FtoTlq8L71ARdd2E56XHhc5xgZSKeHXlmJZ7hfz8PLKqwvQ54ElgYrVsLjEo4lqf0LItnavc81hBhJ7Aaa6RQfg9lIp6d+i5pC5wiyL2x0UkfA87DcnhvAo1h+0k52LD8ethvDdAzIdeewCostR8UfP8H9C9dENG+U7D6y3HAdGALcGEWPMv2jWPaAhwE7gW6JeRaF26uDVjR+UtA7yzFsxOela7RNOJ5d/ifJ/2/MrcPYu3bpwKfDT/IIxKMZ0XPUzgnes/TViK9r9KPOm2lllTj2envlLZAOwE8N7w3ABOBhmjbw8AtFY7rhyUcO4CPJukalodEyxOBR4GRFS6O24Dvh4ui5q5d9Yy2Dwwx/0vSntG61cDi8KM5IWvx7IxnFuIJDMfmBe+LZapuAS4r27/0A/dJYDnwe+CKrHlG+yZ6z5d51gEvYpmpkcFjFlGmirZSS6LxPK3vlrZAFLQB4WbaDCwAhkbbBGsStgUYW+H4OmBMSq6XhvUNWA51H/Bd4I9YcbV0QcQ52fqsekbHNyR0g8We84HhYf1Q4JGwvAjLcS8ELihdFynGs9OeKcdzQeR5B/Yg+llgGdZSZWZ0fUqt3arhGR2fyD3fznkfHdavBL4X1n8B6xi4MrrP6mrtVq1XJloNichlWNH6NWAF9gBmQbRLHXZhvE07012CDSGgqjtqrFrJdW5waAFeAJpU9XYsF7Ao+KNRhyZVLZuCPjuekWOLqj6TsOcFkece4C0RqQcuAb4IjNfQ8UrD3RaWk45npz0jxzTi+R6sxARWWrkTuFJVl2MTR82N/JSEOBPPEknc8xXO+5ywuVQl+VNVfQhYAgwmdBjTDA3D0RGZmLwea0lxj6qugxMjR04KPfGOqWqriDSF5VfFBpTqXto/I649gaOqemLCaVX9lYgsxi7yfe7ZJc9uWPv60VjR/yWs/lhFZJiq/t09O+15ZTjvb6rqXaUdVfUXIrII+3FLuh17nj0nh21PYb3YxwXPF0NHxtwkACUSTwhCL8B35DxUdbeI/DPadgyrGop7Bk4CeonIWizXtSRjrkfiY0RkOJaD+Afwb/fssucxYLuIbAWeVtXNIvI+bO7rmrYLPws9Ly6d9+jYEdh530d2zntePJvCtj0ishr4ith4Vk1YqXpvLT1rQaJVQyLSLQ50WUeRQ9G2Rix3FTMQGIW1yx2vqr/LqGsPEbkJa+30pKrOUtW33fP0PFV1qapuDst7VfVbasNGuOdpeIpIg4hcjzXHfkJVZ4fEzD1P77xvw6qttgI/V9Vr1TqP5YrEEgIRmQf8VmwM7uvA6iTj3njRchPwXFj3KRHphw3b26iqNZ/L80xcsQHENmF1xPe75xmf+8G1dCuaJ9bS5ingI1k+73nxFJHzVfWAqq5X1TW19KwlNU8IRKS/WHXOx4GvYg9dbg7F5xMPVERkjLY9XBkBNIvIBuAG7HnAblU9nAPXelV9pZauBfL8NAnUtxbIcxrWkuVAeRWMe572eW+plV+iaO2bXtVjIwWW2nw3AY8Q2q5jT9nXAk8D5wMXAm9hw8om1oM1T67u6Z7uWRzPRGJRg+A2YB1r3hut6xMt12EdRoaFz5OBuWV/Y3ZCF0IuXN3TPd2zOJ5pvKod6NFY+/T9wKMV9hkO/LrCtu7V9DkbXN3TPd2zOJ5pvar9jOA1rKv/pdgQwVMARKQ+ego/BJujFREZL2HSbhERrWGrlRy7uqd7umdxPFOhqgmBqr4MPKaqr2N1baVZd1qxYSIA3g90F5HvYN2zS8cm1qsxT67u6Z7uWRzPtKh6qyFta4WyFjgiIgvC+uMh5Z0AfAw4oKqXq+qWajt0lry4uqd7umdxPFOhlvVOWLOs58LymPD+CaKHNVl55cXVPd3TPYvjmVg8Egj4RuAoNjLfwLS/8Nng6p7u6Z7F8UziVbMOZWKTc6/AnsTPU9VrNBroLEvkxdU9q4t7Vhf3zC+ljhS1+eMiV2Pj2BztcOeUyYure1YX96wu7plPapoQOI7jONknExPTOI7jOOnhCYHjOE7B8YTAcRyn4HhC4DiOU3A8IXAcxyk4nhA4TgeISKuIbBORXSKyXURul2j2qgrHNIrIjKQcHedM8ITAcTrmsKqOVdWR2Bj1VwPLOjimEfCEwMkF3o/AcTpARP6rqn2iz03An4CBwEXAj4HeYfM8VX1WRP6A9VzdC/wIGwJ5FTAR6AHcr6oPJfYlHOcUeELgOB1QnhCEdW8AlwAHgeOqekREhmGTnnxIRCYCi1X12rD/54F3q+oKEekBPAPcoKp7E/0yjtMODWkLOE7O6QasFpGxQCvQXGG/KcAYEZkWPvcDhmElBsdJFU8IHKeLhKqhVuAV7FnBfmxSkzrgSKXDgPmquikRScfpAv6w2HG6gIgMAh4EVqvVq/YDXlbV48BNQH3Y9SDQNzp0E3CbiHQLf6dZRHrjOBnASwSO0zG9RGQbVg3Ugj0cvids+wGwXkRmYuPbHwrrdwCtIrIdmxrxXqwl0QthNqxXgalJfQHHORX+sNhxHKfgeNWQ4zhOwfGEwHEcp+B4QuA4jlNwPCFwHMcpOJ4QOI7jFBxPCBzHcQqOJwSO4zgFxxMCx3GcgvN/vYiOmDr4/zUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 10974, {'val_loss': '-0.010166539810597897', 'val/kl': '0.00016344485629815608', 'val/mse': '0.00950897578150034', 'val/std': '0.09235991537570953'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 13169, {'val_loss': '-0.009591312147676945', 'val/kl': '0.00016994816542137414', 'val/mse': '0.01029560063034296', 'val/std': '0.10637214034795761'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 15364, {'val_loss': '-0.008021118119359016', 'val/kl': '0.00017524346185382456', 'val/mse': '0.014622322283685207', 'val/std': '0.12971988320350647'}\n", + "Epoch 6: reducing learning rate of group 0 to 2.0000e-05.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 17559, {'val_loss': '-0.010612783953547478', 'val/kl': '0.00033533747773617506', 'val/mse': '0.009035433642566204', 'val/std': '0.09748011082410812'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 19754, {'val_loss': '-0.010524552315473557', 'val/kl': '0.0002253891434520483', 'val/mse': '0.009040718898177147', 'val/std': '0.09352131932973862'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 21949, {'val_loss': '-0.010794165544211864', 'val/kl': '0.00019710721971932799', 'val/mse': '0.008825174532830715', 'val/std': '0.09773360937833786'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 24144, {'val_loss': '-0.010612767189741135', 'val/kl': '0.00019166663696523756', 'val/mse': '0.00894190464168787', 'val/std': '0.09138740599155426'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 26339, {'val_loss': '-0.010348288342356682', 'val/kl': '0.00016494494047947228', 'val/mse': '0.008815926499664783', 'val/std': '0.08906591683626175'}\n", + "Epoch 11: reducing learning rate of group 0 to 2.0000e-06.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 28534, {'val_loss': '-0.011110018938779831', 'val/kl': '0.0001713246456347406', 'val/mse': '0.008221900090575218', 'val/std': '0.08888065069913864'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxfrHP5MGCSS00EIgCb1JbyIWUCzYAhbEoAhK7HixXAsWLMjF+pNiARVbFKxc5CoWLIiCAgJKpJeEEEgnIXWzu/P7Y3az7ZzdTWM3ZL/Ps0+yM3PmzM45M++8XUgpCSCAAAIIoPEiyNcDCCCAAAIIwLcIEIIAAggggEaOACEIIIAAAmjkCBCCAAIIIIBGjgAhCCCAAAJo5AgQggACCCCARo4AIWigEEJIIUR3X48jgAACaPgIEIIA6hRCiPOFELuFEKVCiB+FEHFu2sZb2pRarrnAqX62EOK4EKJICPG2EKKJpbydEOIjIUSmEKJQCPGrEGKk07V3CyEOWa7dIoQY42YcLwgh9gkhTlrGcaNT/SAhxFbLOLcKIQbZ1Y21/IZCIcRhjb5/FELkWMaxQwhxpYf5e1oI8bcQwiiEmOtUd6kQYoMQ4oRlXt4UQkS66cur9kKI1pYxbvAwtuuFEGlCiBIhxCohRGun+uuEELss9QeEEGfr9NPX8kwKLJ/vhRB97eqFEGKBECLP8lkghBBuxuXu+VSrr0YLKWXg0wA/gAS6+3ocTmOKBgqBa4CmwPPAJjftNwIvAeHAVcAJoK2l7iIgC+gHtAJ+Av5jqesK3At0BIKBZCAXaG6pHwmUAEMBAdwO5ADBOuN4EuiNOhiNBAqA0Za6MCANmA00AWZZvodZ6kcAN1jGcFij7wFAiN24TgId3czJNOAS4L/AXKe664GLgQjLnHwNvO6mL6/aA8uA9cAGN331s4z9HKA58CGwwq5+vGVeRlnmsRPQSaevlkC85dkEW+b0L7v6W4E9QKyln3+A23T68vR8vO6rMX98PoDAp4YPzo4QAC2A9yybXRrwKBBkqesO/IzaoHOBlZZyAbwMZANFwN9A/1qOKRn4ze57M6AM6K3RtidQAUTalf1iXaSWjeZZu7rzgeNu7l0EDLX8Pxn4w2kc0t0G7NTXauA+y/8XAkcBYVefDlzsdM0FaBACpzYjgHJghBdj+AAnQqDRZhLwdzWej0t7YDSKIE/3QAieBT60+94NMFifH/AbcHMN3pkQ4E6g1K7sNyDZ7vvN6BwoPD2f6vTVmD8B0dDpgUUoYtAVOBe4EbWwAZ4GvkWdCGMtbUEtoHNQG3IL4FogD0AI8ZBFnKD5cTOOfsAO6xcpZQlwwFKu1faglPKkXdkOu7YOfVn+by+EaOPckUUUEAbstxR9DQQLIUYKIYKBGcB24LibsVv7CgeGA6l24/hLWnYRC/7S+U16fa4RQpQDv6M4my3eXusB59iNs9rtLXOzGLgLRSjdwfnZHkARgp6WfoYBbYUQ+4UQGUKIxZa5tN7rhLN4zvIulaPeyWf17oXje4EQ4i8hxPV2bd09H7d9BaAQ4usBBFA7WBbhdcAgy6Z6UgjxIkpc8RZQCcQBMVLKDMAqB64EIlEikT+klLusfUop/wP8pwbDaY7iSuxRaLmPVttCjbaddOqt/0diIVgAQogo4H3gSSmltc1J4DPUbxUokdMlTpuFHl5HbRbfeBinrmzeGVLKy4QQoSiuoY+U0uzttXoQQoxHiZFGemrrpv0s4Hcp5VYhxBkeunA3D+2BUOBq4GzUu/VfFGc6B0BK2dK5QyllSyFEM8u40tzcqxBoLoQQUmGAl+Py2JfbX9yIEOAIGj6iUYvQfiGlYdtQ/43aDP8QQqQKIWYASCl/QJ0GlwDZQoillk3VKwghugghiq0fS3Ex4NxHFGpjdoants711v+r+rKcOL9Esfrz7drejOKI+qE4hanAGiFEjIff9DzQH7jWbpOozm/ShZSyUkr5NXChEOIKy/1S7eZQU7GqM85RKNHZ1VLKvZays+36SvWifQyKEMzx8rbu5qHM8n2RlPKYlDIXpfuZ4KlTC9f4OvCeEKKdzr2igGKdjbsm75FeX40WAULQ8JGL7dRvRReU3BQp5XEp5UwpZQxKcfaqsJidSikXSimHAn1RIqIHAIQQj9hv8s4fy7XpUsrm1o/lvqnAQOsgLKe9bmiLL1KBrk5WLAPt2jr0Zfk/S0ppFV81AVYBGZbfZY9BwBop5V4ppVlKuRY4hpKHa0II8SRKSXuhlLLIaZwDnCxNBuj8Jm8QgpoTpJT97ObwF28uFkIMRukwZkgp11nLpZS/2PXVz1N7lL6iI/CPEOI48AowwmJdFKxxa+dn2xWlnN0rpSxAPQf7zbU6G20QSqFtPbxoPXu9+fb0fKrTV+OFr5UUgU/NPjgqiz8AvkCxw3HAbuAWS901QKzl/36o01tXlBx8JIqbaAasRYlXajOmtijW+yqU1dAC3FsNbQJesLSdiKPV0MUomX5flJXJD9ishkJRnMAqLBY5Tv1OA/ZafqdAWbSUoqG0trR/GNgHdNCos1ql3IPa+O7C0SolyDL+SyzlTe3qelvKwy1jnoqSqw9xMyehlj4+BJ6x/B9sqeuPsqSa7OXz0G1v+S0d7D73oHQYLnNg9+4UoUQ/zSzvnL3V0FPAZqAdSh/1C/C0Tl/jgcEoi6EoYCGQCTS11N8G7EIRhhjUxu3Jakjv+XjdV2P++HwAgU8NH5wjIWhlWZg5wBHgcWxWQ8+huINilOI22VJ+PkqpVoziKlKwmF/WclwXoAhRGUoxGm9X9zp25osoE8KfLG33ABc49XWvZSMrApYDTSzl51p+f6ll/NbP2ZZ6YdmY0lEigl3ADR7mssKpr0fs6gcDWy3j/BMYbFd3nuV6+89Plro+qM31JIrIbQYmepi/dzT6u8lStxwwO40z1U1fXrcHbsKN1ZClzfWWOS1B6QBa29WFAq9afudx1Obe1K7e/vlcY3lHilHv7P+AAXZtBeq9zbd8nsPRKigVSPLy+bjtK/BRH2GZrAACCCCAABopAjqCAAIIIIBGjgAhCCCAAAJo5AgQggACCCCARo4AIQgggAACaOQIEIIAAggggEaOBhdiIjo6WsbHx/t6GLqorIS6NMQKC6u7vk5XGI0Q0uDeZN/CYPCuXWgoCAFmMwQFjo0NGlu3bs2VUrbVqmtwyyc+Pp4tW+oqZlfd48gRMJnqpq+QEIiNrZu+TleUlEBODnToAE2b+no0DQOlpZCd7V3bVq3UvB47ZptjoxHy86FdO8/XB+A/EEKk6dUFaHwdw1zrcGI2BFw8POOkJaJMXh6UlUFxsfv2AUB5ufdti4shN1f9b53rwkJFTPLy9K8LoGEhQAjqEFIGNu9TicpK26ZWWQlZWWrTqiuO7HRFRYX3bSsr1QfU5l9RYSO2AaJ7+iBACOoQdckNQICoeILeRlRWpl0egHqnvNUPaF2bnR14L+1RHaLqzwgQgjqEJ0JQVOS+PoDqQW8Rlpae2nE0JBgMtdvI7bmtAEFQupLT4X0LEII6hDtCYDLB7t3qxfEWgYWmDyn1CUF5uW3urGKNABRqyg0EYENBgfpbXq7ewZPVykzhn6hXQiCEuFgIsceSvu4hjfo4IcQ6S+q5n4QQDdpGxh0hyM9X9QcOwNGjkJFR96KkxgR3J1uzWS3SEyfUXB89qvQHWVmndoz+CKOxbvtrbIcVg0Epy/PybBx+WZnneS0vL+fvv/+u/wHWEPVGCCzJLZag4rH3BaYIIfo6NXsBeE+q1HNPAfNpwHC3KHIsCRxNJmVimpFhKwug+vBk+ZKXpwgBKK7Am8XaGBDgkGoHqxjo5ElHkVBBgfv1n5iYyIABA9i4cWP9DrCGqE+OYASwX0p5UEppAFYAVzq16YtKOALwo0Z9g4LeCd9g0NYPZGa6f3ka22mrOvCkpAts+toIcAS1Q0mJfvnRo/rv5cGDBwHYsWNHPY2sdqhPh7JOqCQpVmTgmmh7BzAJlSZvIhAphGgjLekIGxr0CEFGhnZ5RYUyd2yr6esXgDtUxxbeisa2aWkhQCBrDntTWi0YjYoLbd/etW7v3r31N7A6gK+VxfcD5wohtqGyTh0FXKzAhRDJQogtQogtOX4sT9EiBMePu/fiTE/XP2VAYPPSQmVlQL9SE5hMARPn2sAb66CysoapkK9PQnAU6Gz3PdZSVgUpZaaUcpKUcjAwx1J2wrkjKeVSKeUwKeWwtn58fHZeZBUVcPiw+2sqK+Gff04Py4NThZrabjemTUsLAW6gdvDWgc5eDJyVlcUjjzzCzp07AfDXjJD1SQg2Az2EEAlCiDDgOmC1fQMhRLQQwjqGh4G363E89Q5nQuCt+MJkUpyDFvz0vfEpGuKJyx9QH4TAn9/Pl156iSuvvJJNmzbVui+DwXtFe0mJEhGVlMCXX37J/PnzSU5Opnv37iQkJNR6LPWBeiMEUkojcBfwDSp5+MdSylQhxFNCiCsszc4D9ggh9gLtgXn1NZ5TgZoSAlAvjj8vKn9CbTxjGzMam8XQ5s2bWb16NQcOHKh1X9UJpyGlWs85OZCQ0ItZs2Zxzz33cPjwYdLT06nwQ3fkBpe8ftiwYdJfo48eP+64+aelqaiN3qJvX4iKcizr3BmCg+tmfKcL0tNrJusOCoIuXep+PA0Fubl1Hx+oUycVqtrfUFZWxvbt2zl+/DjDhw8ntpZhfGsaVTg83KY83rdvHzExMTRr1qxWY6kphBBbpZTDtOp8rSw+rVAbjgCq53XcWGE01lzh2cDOPHWOxqIjSEtLo127drz//vskJiZ6RQT27NnDP//8o1lXUVHzQIZlZTadVo8ePXxGBDwhQAjqEFrK4urA6roegD4C+oGaoz5EQ/5IXNeuXUtxcTGFhYUIITy2z8vLY+zYsYwdO5Z9+/YByhPYitoQ0C1bfmXnzqNUVvrhRNkhQAjqELXlCCoqXGO8++NC8yVqQwga81xK2XjCc996660cOHCAW265heXLl/PVV1+5bZ+Xl8fQoUPp2rUrOTk5nHXWWdx6661V9TUlBEVFJ7jmmjGcfXZPMjPhf//7jqlTp/LOO+/UrMN6RIAQ1CHsNxqDoWYijH37IDW1cW9a7lBbPVtjndf6UhT763x27dqV4uJiZsyYwZIlS9y27dmzJ19++SUbNmygY8eObNq0ibVr11JqcRyoOSEoZNCgkQwYMBwpBTt3HiIlJYX169fXrMN6RINLVemvcE5KUxPPVytOnlS2yC1a+O9C8xUCoqGaobFYDFVUVNCkSRMAunXrxo033siQIUO8ujY4OJiEhARWr17NueeeS0REBFBzQhAbG8cXX9hMV0eOHMeiRcs566yBNeuwHhEgBHWE2uoHnJGfrwhBADbUhXhDSpWMvbGhMXAEUkr69+9PQkICKSkp9O3bl3fffdftNR9//DEDBw6kV69eVWWXXnqpQ5u6UrLHx3cnPr47HTvWTX91iYBoqI5QW/2AM6yKY39aaL5GIKxEzdEYOIIdO3awf/9+UlNTadOmjcf2UkpuvvlmevfuzZEjR3Tb1ZQQmHVe2Jwc/3uXA4SgjlDXHIHBEAg74Yy6UHY2VsLaGDiC/v37k5mZycaNGwkKUlvbiRMnOHjwoGZoh7KyMi688ELGjh1L5862aDjfffcd06ZN47333sNkqvlvnDnzSkaN6sSmTT9Xla1bt4Z3332dtDT/WtwB0VAdoa45AvAc47yxwd9OUQ0JjYEjCAkJoaOT3KVz585VpqRRTt6aERERfPbZZy79HDhwgPfee4+mTZsyefKNNR7P0aOHycrKJCqqZVXZ/PkPcODAboYPP5sOHfoRHl7j7usUAUJQR7DfpMzmusljGkjC7ogAR1AzVFbq/26TqXae6/4+n3FxcZSUlFBcXOxCCPQwduxYli9fTr9+/WqlH1izZhvHj2fQrl1MVdlFF00iPz+H8PAI8vMhJsY/dFYBQlBHsLdmKS6um9OrsyVSY0eAI6gZ9LgBoxG2bVMhEDp29M9QEdXBp59+ynfffcfVV1/N+PHjAaqifmqhuLiYJk2aEOr0w3v16lWlPC4srPl4QkJCiI2Ndyh74AFbOLXKShWTKDxczb0vQ8kEdAR1BPvTe21eHnsEiIAjAhxBzeBMCDZu/JGJE0exffteTCaVKW/79urFxbLCn+bzl19+YenSpaSmpnrV/rHHHqNp06a8+uqrum3qOyxHYaGKUZaV5du5DBCCOoDJ5MgRnHDJqFAz+NMi8wcEOIKawZkQJCdfyfbtv7N48eNVZSaTCpKolVK1oWDKlCm8+uqrjBs3zqv2RUVFSCldLIwqKipYtWoVK1asqDEh2LnzT+6881refPMlh3Kj0UhOThb5+bkO5QaDb0PMBAhBHaC8HFatSmHMmHi6dg1ixox4NmxIqZO+A8TAhgBHUDM4O+GtWPEzixd/ylVX/cel7aFD1Zsjf5rPUaNGcfvttzNgwICqsueff54zzjiDDz74wKX9W2+9RXl5OYmJiQ7lFRUVTJw4kZkzZ9aYEKSlHeCrrz5h69ZfHcrfeWchI0Z0YPHiZ1yuKSry3WEnoCOoA7z/fgqPPJJMWZnSEOfmprFsWTIAY8Yk1bhff1pk/oAAR1AzOG9m/foNpkOHwVjiqzmgrEyJijp1OjVjq2/k5eWxc+dOXT+BsLAwl7LIyEgSExNp1aoVBoMZW+4s7zF48CgWLVpBdLRjAuPo6Pa0bh1NSIi2QsZXaz6Qj6AOEBsbz9GjaS7l0dFxLFp0uMb9Nm8O48aBxdO90SMzs/YhJjp2BEsEgkYBKZXIxxn790NWlhGDoYzw8EiX+v791fvnCW3aQKTr5T7BmjVrCA4O5rzzziPcYpeZnp5OQUEBnTt3pnXr1tXqr6KiZnqT2iA2FkLq6XgeyEdQjzAaITMzXbMuL0+73Fs0MBpd7whwBNWHMzdQWVnJa68t4N57xzNzZmu++MJVRAEq+GFDi1Z6yy23MGHCBArshO1dunRh4MCBLkTg4MGDjBo1ilmzZun2Vxe+QNWFr9Z8QDRUS5hMEBPTRZMjaNOmdumwAuajjgjoCKoPZ0KQk3Oc5557qOp7VpZ2GseKCsjOxmNcHH+azwsvvJCsrCyvTv4HDx7k999/p2nTppr1JpOJzMwTBAU1o0kT7TbusGnTzxw/nsGwYWOIjY2r9vWnGvXKEQghLhZC7BFC7BdCPKRR30UI8aMQYpsQ4i8hxIT6HE99wGyG+++fR3i4o/wmNLQJkyfXLgWzPy0yX0OPKJrNyvQuAG04E4LQ0FCuvfZeJky4l8WLjzB79qe612Zn1/Pg6hjvvfce33zzjcPmnpGRwWOPPcbLL7/s0HbkyJFs2LCB+fPna/aVmJhI377RrF//bY3GkpLyGrNnT3VRFldUVHDVVaO5+OIBmteddhyBECIYWAKMBzKAzUKI1VJK+3xwj6KS2r8mhOgLfAXE19eY6gMmEyQmKoXwCy/MqeIMRoy4WldRvGFDCitXziE3N53o6C5MnjxPs22AI7BBjxvIzISjR1WuZ2/c9RvbfDrPW9u2HUhKetErz/eyMhXvKjJScQhauhV/n8/8/HyeeeYZ+vfvz+zZs6vKIyMjOeuss3Sva9myDVFRLTEYahY0bNiwMQghiI/v4VAeFhbGzp1/YjBUUFZW6nKA9BXqkyMYAeyXUh6UUhqAFcCVTm0kYPX7bgFk1uN46gXWhZaYmMSGDYeZPn0J0dFd+PXXD7n7blcz0g0bUli2LJnc3DRAVlkYaZmb+vsiO5XQIgQGgyIEUiqzR7M5oEdwhjNHUFHhGP7EbDaxdOlMHntsFEajqwtydrbyi9mxo/aBFOsTlZWVlJaWugSXi42NZe7cudx7773V6m/RouXs2FHApZde47adnnnptGl3sXDhRwwcONyhXAjBihU/8/33uwgLc6Wsvlrz9UkIOgH2NlsZljJ7zAWmCiEyUNzA3VodCSGShRBbhBBbcnJy6mOsNYb9xvPii0/wwQf3kZubjt4mv3LlHAwGx+OYwVDKypVzTtGIGya0Nvhjx2zlRUXwxx+wZYt7YtDYiKvzRrVv3xGysg5gMChNaFBQMKmpP7B//+9kZu52uT43F/bscRTBVVQob1jwn/n87bffaNasmYszWevWrXniiSeYPn16VZmUkunTp/P2229ToUPdDAb9AED2lmv79sFPP/3MzTdfxuLF3omCBw8eSbduvQn2ZUwJJ/jaamgK8I6UMhaYALwvNIx2pZRLpZTDpJTD2rZte8oH6Q72J9XFi5+istLR1MB5k1dEwhVaFkYB0ZANWhxBfr5rmdlcd57dpwOc5+2NN57mX//qzs8/v1NVNm3aQp54Yj0dOnR3ud7+HczOVv0dOACHD2vPv69QWlpKkyZNiPTClnXLli288847PPjgg7rJ7fVO+gYD/P234qry8lSIiPT0E/zww//Ytm1jVbusrExKS0s0w1+7w2mnIwCOAp3tvsdayuxxM3AxgJRyoxCiKRANNBg1lTeiCPtNPjq6i0Us5AgtC6OAmMMG57koLdUXVeTlgZ7hSGMjrM4bWlhYFNHRcbRpY1uaQ4ZcijcwGmHXLhVUEeDgQUhIqKuR1g6XXHIJ5eXlGDV28OPHj7N582b69OlD9+7d6du3L2+//Tbl5eWaDmUAv/66nueem8OgQSOZM+eFqvLsbBWyY9cuFTU0Pf1v2rUbyeLFX9Cjh9IHSCkZMyYOo9HI7t3lVakzrVi3bg2bN//CRRdNZPDgUQ51p6NoaDPQQwiRIIQIA64DVju1SQfOBxBC9AGaAv4l+/EA+xNXx47aZmL2m/zkyfMIC3NUEIWFRWhaGAU4AhucT7buTqMFBTbC0ZiJqVZSlalTX2DRosNeb/7OsBIBa//+hhANb6xnn32WK664gk8/VRZSzZo1Y/r06dx+++2afUgJpaVlbNmygV27djiUWy2pKitVvoGHHhrESy9NpGvXy+jWrR8AFRXltG7dlpYtW7sQAYBffvmWN954ju3bf6/tz60z1BtHIKU0CiHuAr4BgoG3pZSpQoingC1SytXAfcAyIcRslOL4JtnAXJ3tF8Mdd8zj6aeTHXQAzpv8mDFJHDmSyq+/fkB+fgZt2ri3GgpAwXlDdyf+MZsVoSgpUXLtDh2gZUt1gouOrt9x+hOcD8cmkzYXZTabWbduKRkZO5k2bWFVdi9PaCgHlTFjxpCamkpsbKxX7U0mGDRoBB999BPt29tyCeTnO+oHjh3bS2RkNO3adaOwMIS//oKePaFZs3B+/13f7mXcuMto164jQ4aMdqkLhJjwEv4WYiI93bZJZWWpuEMrV84hLy9dc5M3m80kJSklkRCCJ574hV69tM3YhICLLw4ksQd1ErNauxgM8Oef7tsL4bqowsNVyA5/CYlQ3ygtdfQFOHkS9CI033FHJwoKMnnppb107NhDu5EGxo9XYSZ8jeeee47vv/+ee++9l4svvli33b/+9S/atm3LbbfdppvXuLzcpgy3x86djhwRQGVlBWVlReza9TPHju3lyitncuaZNddjtmtXfyFl3IWYCHgW1wJS2ohARkYaY8f2JDQ0nLff1j+uZmUdIDg4FJOpEikl+fnOahPH/gNQsD+JeZPvQWvuGtt8OnMEGRnHufXWgXTu3J9HH13nUHfppfchhCAionqnDn8RvW3fvr0q17AeCgoKWLJkCWazmZkzZ+q20xJ5FRW5EgFQjqOhoW358svnOXDgD/r0OZd+/driZTI0F5yOyuLTHvYvTH5+DkajAZNJrb6XX76K1NQfuf765xg37paqdh079uCDDwxs2vQpYWFN6d37HLf3aGyblxYMBsdNraYx8xuKKKOu4EoIjlFUlE1Rkasa7tJLq2dnb4W/zOcTTzzBtGnTOOOMM3TbnDx5kjfffJNjx47Rrl073XbWeVu+/BXy8nK4554nyMx0jBb611/f0rfv2KoooqNHT6Fv3/OIimrHmjXrWLHiQc499xLuu+9pl/7LykrZvfsvzGYzQ4c6iocChKABwv401L17X55++kvy8pQQds+e3ygpKWDZspl88cUzVXoCZ4/iiAj3Rwd/WWi+hLMXbG0IQWOCc0KaDh0GsGTJUSoqSursHv7CEdinl9TCAw88wAsvvMDzzz/PQw+5RLtxgPWAt3jxM+Tn5zJ58l2cONGhqr6k5ATz519E+/bdePnlfQghmDDhX1X1P//8G3//vZVOnfpo9p+WdoBJk86ke/c+fPfdP5ptTjUChKAWsOcIIiIiGD78MgoKlPdwSYnNrCU3N41XX52OlAIwVJV5k7PAXxaaL2FPCCoqau7h2tg4AueQ3QZDMK1bx2i2lVJy6NCfpKf/xbnn3qRrX+96XW1HeWrQq1cvWrRoQZl9TlkdWNf19On/wmw2U1npaPlz4sQxOnbsSbNmrTTnaejQy3n66d8JD4+iqAgXMVHbth0YMGAYCQk9Xa4NKIu9hD8pi0tKwN7ROTVVKeTuvjte01dAC82bt2bZsjzd+gsuaFyWLs4wGiEjQ2WAe+GFOWRmaivhvUFIiFJuNgblu3XerKishK1b9dtLKUlOjqa4OJ/Fi9Md/Azc4eyz/SOJzYsvvkjTpk255ZZbNE02KysrCQ4O9soi6tgxx8NGRobjXFphMhkJDg6x9F9Bbm4aJpOR2Ni+VW2aN1e5HbxFfeZ3CCiL6wn2HMFPP33NvHlP0LnzQF3vYS0UF7t3z2xgdLrOUVqqiEBdZIBrTByBMzdQWgrr1i3j8OFtnHvuTXTvPsKhXgjB8OGTqKgoobLSe5bLHzhWk8nEgw8+iMlk0lUCh4ZqZwTT7s/xux4TYSUCAHv2bGDevAvo3fscnnji56ry4mJlduptTpyAjqABwv6F+fPPjezfv5ns7DRd72EtNG3a3m29Pyw0X6KyUkV1tRIBK6yhO6pLCBoLnAlBcTHs2PE1mzd/Qb9+Y10IAUBy8rJq38cf3k+DwcDjjz9Odna2rqdwdWBd1/n5uRw5cojc3PYcO3aMEyey6Np1GC1atHMgAgBt2nSmXbuutG7diV9//YisrAOMHHkVnTr14cABCApSviz2kFIipfTab7M4/gQAACAASURBVKM+4fsRNGDYL4Lhw89m4MCLGT36Ok3vYW1EIMSLuicOaFyblxYqK+suA5zZ3Hjm01mPUlICF110N9OmLaRrV03pQI3gD/MZHh7O448/zuLFi2vdl7039vLlr5CYOIK1a5fz7bdLePHFK/nuuyVMnRrK44+fidluA+jYsSevvHKAu+/+kN9++4hPPnmMY8f2VvW5e7ejGPn226+iV68mbNr0k8P9AxxBA4Q9RzB69HhCQ8dXfTcaYenSh5BSQ7iIivoYHb2U7Owk3ngDbrsNtJIl+cOJy5eorNTPACdEEBs2pFRbV3C6wmRSjnRBQa4cQUkJ9Os3ln79xrrtw2g0kJm5hy5d9M0w7XG6vZ/2azourht9+w4hMjKa8PAofvnlfVatehaAiopS3ZP86NFT6NLlDBeroUOHlOK4SRO1/isrKykocNQPBghBA4T9InC22Y6NTULKJJo1S6G8fAYmk21lhoVFcM01T1FUFMbXXxv5/fcQ0tLg0UddvTT94cTlK5jNamHef/88Bx2Brd7EsmXJ7N37K9u2feUx0Y+1z9MVpaXqEx3tuKFVVnpnaSWl5PbbYyguzuP117No0ULf1t6fsGPHDoKCgujRo4du6klvYT9vV199E+PH38SuXep7p059efHFKxkzZiqXX/5vzesNhnJGj75O05rIbIb9+6FvX5g/fxkvvfRejdJg1gcCoqFawP6l2bRpA99++yr7928GVOgJgEGDkhgxYiKgXozo6DhmzlxKXl4GX355LRERF9K5s3Jp/9//XO9xOm9cnmAlromJSXTv3ldzcRkMpXz33eteJfqB05uwlpWpT26uY3lpKZSXl7BhQwq7d/+ie70QgtjYfnTo0IM33pjBo4+OZP9+94HR/CHw3IMPPsiAAQP49tuapZW0h/OBzl5s27//+bzxRg7JyW/SsaOr6eeyZcncdFMEc+eO0e3/5EllgRQV1UKTCJyO0UdPaxgMjg47r776BMuX38kHHygPTSshOHHiFbZt+wrA4bTasWMPmjaNpEOHCm69VbX99VfXF7ExEwLr/BYXF/P331vcxHZ3LHeX6McfNq76gJS2TctZ51RcDDk5h1myZCrLlumHVgB49NF1vPzyXsLCwjlw4A9ycg57vK+v0aVLF3r27OnWocxbODvhlZUpzrOoKJegoGDCw/VtO/v3v4DIyGiGD5/k9h5Hj6oIuf6EgGiohnCOd9O2bWeaNo2kfXuV3OPIEYAUUlPvA9Tuk5ubXmX2eOGFd3DhhXcAajF16qRekL/+giFDbP02dkKwalUKCxY8WO1r9RTJ/rBx1QfKy/V/W2kphISEceaZ19GyZQftRhZYrWEmTnyUCRNmExOj7R1rhT+8n0uXLq2zvuyJaG5uNtdcM4S8PBUPrF27BF555aDutWeeeS2jRl2DyeSa8tMZ33+/nR9+eJbu3Xs5hKEI6AgaEIxG17AH9977DlOnvgOoh6k4gjlYiYAVWmaPQsA558BHH8H69Y6EoDFjxYoUTd2AIwTOHAFoJ/oB/9i46gPuLM+Ki1WMq1mzPvK6v7i4gV61O50Iq8nkyBFERkZVEYGIiBZERnr27BRCEBLi2YS1pOQka9d+Yok15BqP6FTDIyGwpI4cCMQAZcBOKWWDySBWHzh50nEBSOnI6hUUWCMVem/2eNZZsGKF8v785BPlAduy5em10KqLZ55x9R8AZXEhpZk2bbowePAEfv75Xbc5IOxxus5nebl2uZT1m3Te14S1oqKC0NDQOrHFdyWmTVm0KI3IyGiaNImoCihZF4iN7cfdd3/EoEGOyaz8TkcghOgmhFgK7Af+g8ovfAfwvRBikxBiulZ+4caAEqeYXUVFjicJJRaCkBDtU2mbNl04ciSVKVOCSEoKsZQprsBohM8/h6eeUovM1wvNl9DzH5DSzIcfmlm06DAzZrzKzJlLadZMuW42b96GmTOXNjqrIb0cu1YiUFxcgMHgOc6OFXl5Gaxe/Rzr1rl3MvM1YV20aBHNmzdn/vz5te7LmZgWFCi9XpMmyifI2YmsNmjevDWjR19HRMSZbN2qxMLgh4QAeAb4AOgmpbxISjlVSnm1lHIAcAXQArjhVAzSn1BZ6brocnPhzju7MGVKEJ9++mSVorh3b/20lJGRbQCJ2WwTHd16Kzz2mDL/O3YMduzw/ULzFcxm5T+gBavYx2hUJrmhoU2rgvx17z6y0QXxs8+L4Qzr5vb227czbVoEGzeurKrLy1PJVrTesYKCTD766EHWrXvd7b19PZ9Hjx6lrKzMq6T1nuBMCNylQ61LVFaqw6O7rHv1DV1CIKWcIqVcr5U6UkqZLaX8Pynlu+46F0JcLITYI4TYL4Rwif0qhHhZCLHd8tkrhPDhVHgHZ/bRKhZSoglJUFBwFUcwalQSM2cuJTo6DiFElenomDFJREW146WX9rJsmU2mJISyMb7gAvX9xx99v9B8BYNB+Q+Eh7sS0jPOuICkpBBuv11F0tyxY21Vfd++57nt93ScTz1uAGybm9lsIjg4lMhIlT3LZIKnn4Z58+DZZx29XkEpRi+99D7GjUt2e29fH1RefvllTpw4wY033lirfpwPeEaj4vTXrVvKlCmCqVPD2LlznX4HNcCWLatZu3YhxcVqD9i/3/2zrE94xesIIUYD8fbtpZTvebgmGFgCjAcygM1CiNVSyqoA3FLK2Xbt7wYGV2fwvoCzkri8XD28l1/ez8mTObRo0Z4nnlB1nTtDz55JmifUoKAg3ZSA55wDH3+s0jFmZ0MdWMU1OBQXK/8BwCXqaGRkND/++BZlZcp0q3//C8jOPkhCwlAuv/wBXw7bJ3BnEmslBP/61yeWkAhq5/7tN5VaFRRX8MADMGWK0k0FBUFUVFumTn3B4739gbC2qINwss7r2qrz27dvIwAmUyUVFe6MFqqPTz99nLS0HfTqNYbmzVthNPoxIRBCvA90A7ZjM4GRgFtCAIwA9kspD1r6WQFcCehlYpgCPOHFmH0Gs9lV8WZ15W/evCXNm7fkyBHlMBIRAfHxNbtPq1YweLBSHK9apUL9NiaYTDY9TGJiEomJSZSWKtNaUN6bjz66jh49VHan0aMnM3r0ZK/69oeNq67hjhDYc7BWharZDKtXq7LrroPDh2HTJnjnHWXt5iaLowt8zRHUFZwJgVVMc955M2jbNoGWLTvSo8eZdXrPESOupmfPsxzSg/rq/fSGIxgG9NUSEXlAJ+CI3fcMYKRWQyFEHJAA/FDNe5xSaNlqO8d0Wb9e/T3zTPAUCPGxx84kP/8Is2d/Qffuwx3qRo5UhMC6+TUmOFtlgaMyPiysKQUFx7jvvt5VYSWuvvpJOnToTlFRLsOHX6nb9+noUOYNR2CPbdvUYaV1a7j0UpWn4cwzYfFi+OEHGDpUmTDn5KSRn59B5879dXMZ+3o+k5KSMBqNLF26tMacgcnkesCzEtDevc+md+/6OYlNmvSoS5k/Kout2Am490KpPa4DPpVSar5WQohkIcQWIcSWHGdh5imEljLHukE98MAZzJrVi59/VrzdOe5TEQOQnr6D/PyjHDu2x6UuPNyx/8aEkydt/3/wwWskJAjGj4+tKtuwIYVly5Kdwkrcwty5Y3j5ZfdenafLCdYeepux1XQ0JyeNRx4Zxmuv3QTAWotKZcIERQQARoyAa69V/y9bpkRzr702jblzx3DwoJuMNj7GqlWr+Pjjj2tlPurMDYC+OW59w1eEVZcjEEJ8iRIBRQL/CCH+AKroppTyCg99HwXs0xzFWsq0cB1wp15HUsqlwFJQGco83LdeUFzsevoHW9nRo6lIeTEQQseO0ENb/O+Ayy77N6WlhfTs6cpyWhdoYyMERqPjYsjMPGIptwlPV66c4+A3AFTZeFtN/fTQmERD1lNuYeFxDh3aihCCY8eUTiAsDM47z7H9hAmweTPs3QtvvgldugzEaKxwazbp6/n8+OOPKSoqolmzZjXuw9kcvLLS9rsyM/fw3HOXEhc3kNmzP6vFSF1hNBooLMxGiKCqFKL+6FnsWVPkHpuBHkKIBBQBuA643rmREKI30ArYWMv71RucHcbsYd2oL7vsAbZsuYRjx2DMGGUB5AnXXDNXty44WP31lfLIF0hJSeHhh+eQkZFOTEwX7r9/Hvfe+xTXX38r+/YVV7XTzwAnWL78pE6dQmPiCKyn2tjY/jz9tAoe94NF+Dp6NDjvnUFBcMcd8PDD8PvvcMstr3DTTe7v7ev5vPTSS2t1vZbez/57dvYhsrIOkJV1oFb30cLmzV+wcOF1DBhwEQ8/vLZqPL6ALiGQUv6sV+cNpJRGIcRdwDdAMPC2lDJVCPEUsEVKaVFXcR2wogY6iFOGigr9xWYlBNdfv4CMDGX/30Xb/L1asBKCxsIRpKSkkJycTKmFTz96NI1HHlGmi4mJSZSVKbt3QDcDXHS054n39Qm2PuCJEDRt2ozu3UdgMMCCBarMaqLsjPbt4eablb7g3Xdh4ED3ObMb+nxWVLgSM3tCMHDgRdxww8v06DGqzu/du/c5hIdHEh5uy27vd4TACiHEJGAB0A4V2EUAUkoZ5fZC1egr4Cunssedvs+txnh9Ancu+vZ11kB03uqsrGGBBw+ewNChjpK2xiYamjNnThURsKKsrJT7758GQHy8zQR38uR5LFuW7CAeCgrSDythD/89btQcngiBFTt2KBFnfDx07arf31lnKRHR77/D11/D1KlSMwQ4+JYQ5Obm8tlnnxEbG1tjzkBLF2C/poUQTJjwr6rvf/2lTG+vucZqNq6I5ZQp1b93q1YdWbYs30H05s/K4ueAK6SULaSUUVLKSG+IwOkELd2AFZWVUFx8gjffvJ1jxxQlcM5Nqoc1a55n3bo3+Omn5S51jU00lJ6uLe4xmUzce+8NLFx4S1XZmDFJTJy4FIhDnUviMJuX8vnna0lKCmHFikd079PQT7DOkFKfEBRbpGlbt37JF1/M4/ffVYiwoUM9iy6vtBheffXVSebPv9bt/X2FAwcOcNttt/Hkk0/WuA8tQqCnKC4shFdegZ9/ViFgnn0W0tLgyy9tYWWqC2f9i6+Uxd4Qgiwp5a56H4kfQ48jMBrVxpKdvZ91616nrEwlmvCWI+jRYzRt28YTFzfIpc7KETQWQtDFjTxNSsmmTZ84lB04kAQcplmztcBdQBJZWS9hNn/Ivn36CuPTjSPQI2xms00Junnz53z88aPs2aN2f28cFBMSICGhCIhk795/c889Nmsje/hyPlu1asXMmTO54gpPdivakFL7kKe33j/6SFkYBQUpR8/sbAgNVf188on2Nd6NQ3LixPGqMfkC7oLOTbKIhbYIIVYKIaZYyyzljQJms/5mbBXbhIaG06bNAKAJ4eGe/Qes6NXrLKSUfPbZk9x9d7xDVq3GxhHMmzePiAj9DbyszKYEzsxUPhZQTknJDSg/xFTM5rbAtRw9+ojuyep04wj03o/iYtumMnTolUyY8Bj5+dEEBUH37t71PWmSsmGuqBhOdjasXGnjMqyQ0nebV8+ePVm6dCmPPupqj+8NtPQD1nJn7N6tOIGQEBWaY8gQ6N0bnnlGrffNm2GPqxW4R5SWFnHXXV2YPbsHJpPR/wgBcLnlEwWUAhfalV1W/0PzD3gSCwF07tyPhx/eAVRPP+BqC29LsdjYdARJSUl07aq/Q9krgv/3P7WA27b9hbi4GJKTF/LMM3DVVSkEBcVTWBjMDTeEMGWKcCGwpxsh0CN4RUW2/4cPT2TIkKcwmwVxcTYfFU8YMiSUiy+Gc89VxKO8HL7/Hv75B777Ts1lQ+aw9ERAWtEDllmCsF5+udKvPPAAPPGEMgy58EJVN2+e4pqqMycREVGEhTUlJKQJublp/udHAHwHfCOlzDtVg/FHuFMU//e/KSxcOIfc3HRatOgCzKNFC/3Il/bQsoW3T1rT2DgCgKwsxR4HB4c4xH63zy9QWAi//KJk3A89NJ6YmG2AIqxffpmM2azm1OqbaCWwoHQLDXnj0oLexnHSyYrWelrt6ZpqVxdBQTBN6er5+28lE1+1yrYm8vJg1iy18XljLl3XKCwspLS0lFatWtUoab3W2jYYXDfyTz9VXGinTpCY6HrNNdeo+f75Z2Vp1axZ9cLCPP74elq0aE9QUJBfcgSdgU+EEL8IIeYKIUYKPdOB0xh6HMGqVSnMm2c70RcWpgFTOXAgWjdxuj30bOGtSWsaIyFISVnDrFlPcP/9zxAV1QpQSWj697+gKnDfxo2KSxo4EGJibNdqEVYr7HMYn86EoKTERgDsRTi7d29gxw5VUN0Ahtu3r+W55y4jM3MJCQlq8xRCEYn//ldFyPUVlixZQkxMDE899RQmU/UVrVpr25lLyM6GNWvUb77tNm2xb1iYqrP6XKxc6V6S4IxWrTpWeUb7nbJYSrlASjkOmADsAGYAfwohPhRC3CiEaH+qBulL6HEEL7wwRzMaodGY5yDi0YOezbs11n5jUxabzdCnz3Bmz57Lbbc9yBlnDLWUm/jzz9VV7TZa3A7HjFHexi+9NImpU8M0/QrskZubziuvwJYt9fYTfAL79yM3V3kFFxTYNpTKygqefPJc9u5VBdXhCABOnsxl27b/kZq6jltugeHD4ZFHIMnC+L7xhu+Ia2hoKO3ataNNmzYUF7t6CLuD2ay96Tqv99271e8bOtSzbmX8eIiLU5zS1197PxZ7+CNHAICU8qSU8gsp5a1SysGohDVt8Rx9tMGjuFh/I9bLngWOJ1A9TJ6sn7QGGp+OIC/Pca6vvvom+vcfRkhIE2JiegMqZv7eveoENnQo/O9/L7J58xdeJQuHLmzapBylTheYzY5xcvLz1fuyd6+trKKilLi4m4AWREerTHjVQf/+5zNr1gqmTn2Rrl3h3nuhf3+bQ5ovk6k88MADZGVlcd9993HypKsi2x301pUzR3DQkqu+WzfPfQYFwfWW2AmffgrLl3s3P+vXv8e8eRewfv17/ksIAIQQnYQQo4UQ5wDRwGYp5UX1OzRtnKqJMpv1w0qsWpXiMciVVl5ie4wZo5+0BhqXaOitt1Lo1q0lCQmCQYPasGpVComJSbz77mbef7+cF19U1stWbmDoUNiyJYXPP3/Kq/7DwiK46CJFYLUCjDVUFBfblN/FxbbTrP0aad68FWPGvAVAv37Vv0erVh0588zJtGuX4FBuz7H6WgFfWqrGYTB4L5LRIwTOWcmshMCdA549BgyAiy5S4/n2W2VV5GkN5+amsXPnOo4d2+uXymIAhBALgMmoPAL2+QjW1+O4fI7CQm3WcdWqFB55JBmThydmFfG4w5gx2klroPEQgpSUFO6+O7kqSX1hYX5VaIn8fHjttTlVoaZhHpDEmWfCe+9p6wSCgoId0n9GR3dh8uRn6d49iW++Ob3m014hnOfGpCM1Vf2tCSHQQ1CQkptbHdpCQ+uu7+rCfh5KSrwz39bTD9jnbzCZVK4G8J4QgNIVnH8+vPiiykX87bcqoJ8eRo+eQvfuo+jQobtfcwSJQC8p5QQp5eWWT808OBoQ9NjMF16YU7Vp6cFexOMJd94Zy403hnP0qKPPnpUQnO4J7B9+2HU+y8pKefLJe5g/f4aDeW1ubjKQwsCB+sp2Kc189JFEeRzDv//9FWPGJJ02ojYp1WZ14oTjb9HjXo1GJeeGmhOCjIx/+PTTJ/n11w8dyq1zWh3FaF1i+vTpDBs2gs2b/6wqs+eS3EHrPXDmBjIyVLt27aB58+qNrXNnsGbP/OwzW/gZLXTo0J0BA8bTrl2Cz9a6N4TgIOBDeu+IuqCYnvooL9fX3rvTDYCgVStHEY8nFBXlUFlZTmbmXodyIRpH4LmMDO35PHEiryo5vQ2lBAXNISzMs7J95sylPProuqp0oKfLXJaXqxSTzrJnPaOGFSs+pbwcmjfPpXXrmt0zIyOVzz6byxdfzLOku1TwNSH4+++dbN262SFEucnkftO1Qus9cCamVrFQQoJrW28weLCybistVdyBvW+HHvwuDLUQYhFKBFQKbBdCrMMxH8Gs+h9e3aOkRD3wjh1tm4OzHbQ7OXJMTBeOHtWyUIkDDvN//+e9ZzHAzTe/TkhIGH36nOtSFxKiXuzKSmjSxPs+/QnubMxNJnfzqQ2zWREOrcBz9pzYuHG3OFxnL9P2ld17XUDLCUrL9t2KQ4eUGW7btodQ6r3qY9iwKxk9egoTJz7qoBuzzqk7X5v6xOuvf8SRI7n06NHXobyoCKKiHNc32J65lK4iQoPB1ffi0CH1tzpiIXsIATNmKE/kffvgscfg8cddFfY5OYfZunU1rVp1YuLEq3zyfrrjCLYAW4HVwNPAb5bv1o9PUBuKWVSkLE+MRhsbmJvrSqndEYL775/nkvxEWf/Mq1Z4CSvOO286Y8Yk0by5a6Q664vsqxNXbSGlssPWe2YFBWo+w8Md5zM8PIKWLbXNW5o0USd+T8p2Z/iTaOjFF1+kSZMmXHHFFeS5E+5rQI8Q6EGIcQBceGGfat3HHiEhYdx994fExvZ1Kvd8//pEly7dGTx4FM2aOcptpFTr2vre5eU5yv613gGtx1BdRbEW2rVThKBrV7UWFi50JUKZmXt49917+OGHpX4ZhroQ+E1KmX2qBlOfqKhwZP1KStSJtLxcbbhRUYoKV1S4VyiOH59EamoZb76pMnxHR8cxfvw8Pvooyeuoo96ioYsz8vPVAiwttSVBKSxUc11WpuS5iYlq4549eyoA7dt34qGHFpCVBS+9lOykEI5gwACb7sWdsv333z9j9eoFxMT05s473/MrjuCnn37CYDDw5ZdfsmPHDsaNG+fVdWZz9YKkSWnbzAYOrKaQWwdSSnJyDtOuXULV++krjsDduigrg+PHVTgNa9wlaygrreuynXa5oiKlKBai5qIhK1q2hAcfVAl/9u5VDmdJdq9tu3YJXHjhXcTG9quK3XSq3093hGAqsEQIUYriBn5FEYadp2RkOqgJR2A2K07A+Vrr6cpkUmxheLg6SbhDbi6MHTuD4cMTOXkyh06d+lRZZdQkd/YPP7zJhg0f0L//BS7JrH3NetcG5eU2VrukRBECq1jOWaF3xRVTeOqpe6ioqGD9+oOYTGHs2AEzZyqP4by8dMLCulBRMY8hQ7zTvaSn7+Dgwc1kZ6ud0N4Ky9fexcuWLePqq6+mRYsWtKzG6UEvSJreifzAgRzKytoSEVFOq1bVD8HgDCklDz88hLS07SxefISQEJVH2hcHFbPZzNNPP0xkZAvuvFM77HhFhW3tlJaqdy4oyNXxrLjYkWMAWL9e7QuDBrlmcqsJoqLg7rsVd7BmjSIuo0eruo4dezJ9+iLAd0H83GUouxpACBEPjLZ8bhVCdEH5EbgxiPIvFBZ6NhssLFQKOHesmZXlDAoKIioqmqgoJXO1niZqQgi2bv2SXbt+prS00IUQNGSOwF6ZWVam5tWqxHP+PUFBQfz5p40C79un/tqf+OfOVfFy2rb17v6DB1/K3r0b6dnzLMs91HxadS7WufUFOnTowIYNG6p9nV6QND1CsHbteuAqgoNTKSzsTIsW7ap9T3sIIWjbNo68vCMcO7a3ihD4QjR04kQxb7zxHM2aNdclBPaQUhEAKV1Fv87cgJS20Bnnn19HA0ZFK01Kgvffh9dfV2IjZ29lv1MWWyGlPCyEaAqEWz7W/z1CCHEx8AoqVeWbUsr/aLS5FpiLUkzvkFK65DWuDSorvdPWe+PIUVjouolJacsD27ev6zWeMGzYFZSWFjBggKt/nq9lsDVFebnjpiWlksF68zuMRm15bU6O+ustITh+fD/Hj+9j5851rF//DpMnzyMkJAmTSZ0SaxCjzOfwNlomQFbWAVq1ugSA6OhCIiMH18kYZs58k+bNWxEUFOzT99NsDuaBB56t1jVavkFms+v7tnu3CjLXsqWy/KlLXHKJ6nvdOpXdbMECiIgwkZd3BKPRQHR0T//iCIQQjwBnosJJ7AE2AYuBZGkN7egGQohgYAkwHsgANgshVksp/7Fr0wN4GDhLSlkghPB4ZKnuJBUU1A2VNZtVNiKAP/9cw1tv3UGnTr256qpv2b9f2Rmf62r44xFjx97M2LE3a9Y1RI5ASm2bdndxYMxmc5U1ipai3mhUfQqBVyaQ1hDfVv2CfQRSSPIpYV2+fDm7du1i6tSpdO3alSNHjtCnj3eKXL33QOv3zJ07hhMnXgUmMmHCODw4wnsNKxcMvj2oNGnSjDvueLha12hJBU6edCUOP1uytZ93Xt1zjkIoh7MjR5S+YNkyuOWWQmbNSqBZs1Z8/nm+xz7qA+5ejxuBGGAtkAJ8KKXc5g0RsGAEsF9KeVBKaQBWAFc6tZkJLJFSFgDUtWLaZHKV/dUUGRm2vo4c2Ul+/hEOHtzCmjWq7IILPJt4VncxNkRCkJdXfZ3GJ58sJyFBMHhwG02CkZenCEzr1rbNxx30QnxXVqr4T77UuaxcuZLnn3+ebdu2ERkZyZAhQxxs8/XgzrHQ+fdIKWnevA1CqONsXFxtR60NXxKCuloTWoeWAwfU32HD6uYezggJgTvuUDrJP/6At99uQYsWVxMd3cVnOgJ30Ud7o07zW4DzgC+EEH8IIZYJIaZ70XcnwD6TZ4alzB49gZ5CiF+FEJssoqQ6g1UmWFuUlyt2zopBgyZw0UV3M37842zdqh7sRR4iLzVpopxLnJOCGAzlbNz4Md9++yqgTrN33x3PlClBZGbGAykNRllc3cBfVhQUKN5cSqlJCKorFtL3OlblvuQIZsyYwfPPP88ll1xCXFwcXbt2pUDPLdgO7jKuOW+KQgiefHInUsYTGuoYrrsukJLyAHfc0YnSUnVu88X7mZ2dx9atv5GefrBW/Tg75hmNcOyY+r+T825Vh2jfHm6+WXEImzYFU1j4Ceefv90/dQRSynxgjRBiLTAUOAe4FRWS2jXjaIU4gwAAIABJREFUes3u3wNFaGKB9UKIM6SUDo9HCJEMJAN06uQ5ho8V1QlL6w7OOoa4uAHcdNNC9u5ViTri4jwnrO/eXRGD3r1V/JGQEGXeVlycz8KFkwGIiGjhINIwGtOAZL76CkaP9s5axpeoaUC35OT7uf76ZE6eLNK02rKWeUsIoqO7aIalDgrqgtnsW47g2mttieAPHTqEtyk+PKVLdUa6hRbGxta9eKOiopSCgkwiItQD9wVh3bBhPTNnTmL8+CtZunRVjfqoqHDVu2RlKaIbHV3/eqSzzlJRTdetU5ZE776rwoR7aU1cp3CXs/gKIcR/hBC/ANnAC0Ab4D6ggxd9H0Ult7Ei1lJmjwxgtZSyUkp5CNiLIgwOkFIulVIOk1IOa926rdexROpqwespm60n1Wgdh83gYHWq6N0bIiNVWZMmyrmkSxdlQtayZQdCQ8OJiGjBihUPawRSK2XZMvchrf0FNZ1vZYXVkg4dumiK8qrLEeiF+I6KUj4I/qJ8r06eJz1CoDfnVn1WfYiFEhMfYeHCw7Rvrw5lvpjPpk2bM3jwKBev4upAixGzcv6xsTXutlro0EFZEl12mSJACxb4Zj7dSa1vAnKAfwMdpJRnSykfklL+V0qZ40Xfm4EeQogEIUQYcB3KS9keq1DcAEKIaJSoyCOv5w0hcHYXrw2c+/rtt5W89dYdbNum9N56G1SLFir4lB630LYttG8fxHvvlTJ9+hLy8o5otsvJcR/S2h9gMHj3XFatSmHMmHi6dg1izJh4Vq2yJfDR4yg8EVxn6HkdR0YmVY3VFygtLWXVqlVs2rSp2tfqiYa0CMGvv37EypXqlFwfhKB16060bRtHaKjaPk61DstohDFjxvP55xurLIcqK6s/Dq1cARkZ6m99ioW0cOTIZQiRT0GB7X0/lXCnI5gkpXwRaGlR9lZBCHGbp46llEbgLuAbYBfwsZQyVQjxlBDCGr30GyBPCPEP8CPwgDc5kj1tOEZj3RECe6cUK777bgnff/8aqamKZukRAisX4A5//53CrbdGs2TJVN02egHWThVSUlKIj48nKCiI+Ph4UlJcs695ww1YQ3gfPZqGlJKjR9N45JFkbrzxYs48szMLFvzb5RqDQeXLheotzjFjkli06DDvvWfg6ac3OUQg9RUhSE9PZ+LEiUyzJAJet24dffr04eabta3G7FEdjiA7+zBlZaOAmpk0ewtfzaeeZ3BWVvX60RIdH7XILE41IcjPT0NKJXrwhejSGzuWx4Q1YAkghPg3rtY/mpBSfiWl7Cml7CalnGcpe1xKudryv5RS3iul7CulPENKucKbfj0RgroyGQVtsVB8/FCio+MIDVUJYPUIQVSU+76tG2NRkTvaF8F113kX0ro+kJKSQnJyMmlpavNOS0sjOTmZ5csdiYH9y6t36tcK4V1WVsqmTT9y/HgGu3fvcLn/Dz+ok1tCAvRwERq6x9q1i7jhhlDuu0+ZZ/qaEISEhHD55Zdz3nnnARAcHMzu3bvZa59STAfVIQR9+swCOtCypZHOnV3ra4vi4gLeffceDh1SmYJO9Xwq73DbApdSEQF3ca2cUVGhTVCsHMGpEg1ZMXv257Rtq7T6viAEXhjjcQVKYfwAcDHQGy8JQX3BHSGoqKg7JTFocxbTpr3MtGkvM3u2+q5FCEJCPLume5PbAJYyapRvFMUVFSpfQKmTzKa0tJTHH5/D9OlJDm3BRtysv8t66gf9EN6VlZVMnTqLmBhHLZnBAKstwsRJk6off6Vly44AmM1qF/V14Lnu3buzerVNOjp8+HD+/vtvYrww69ESDRkMjiFRrOti92714g0eHOJ2zkJC1GHFOQ6/JwQHh7B27UKCgs4AzvQJIZg1awobN/7A88+/w4ABE6rGkJfnnQhRSwxpNtt0BKeaI+jYsUeVclrPcbA+4Y1nca5FlPM9Kuro1VL6NlqLO0LgrABatSqFF16YQ2ZmOjExXbj//nlVgc68gZ6i2Gy2LUKtF88bsZD73AYQEtIJozHplG1cJ06oBdK0qS39n16+gKNH06msVJmprGEbQP/U/8ILc3RDTsfEdGHSpFdcTkK//aaeZ5cuKj1ldTFs2BUsX36Spk1VwDV/i93UrFkz+vfv71VbLY4gM9N2Ai4tVYHNoqJs62PQIP3+hIBevdR7mpWlAqx5u6rDwyO58cb/Y/v2c/jrr1M/nyYTHD9+lLy8HMLDmzmYdmdmqjDPng4NembKlZXQqpUtQN2phDXLm18pi4UQJ4UQRUKIImA/SpF7DWAt8xn0CEFpqSM11ZNJ2yso3SErS5s6Z2Ud4vDh4xiNauFpmZl5EguB2gD1EBYWQbduC4BT92KUlKh7FRXZNh69McbEdOHkSbV52Cvd9IhbZmY6998/j9BQxzjd4eER3HDDPM3NxBrM7/zzaxaNMSQkrIoIqO/qr69EQwaDwSvnMWeYTK6btMHgKBP/7Td1MDl40Bo100RCgr5/QrdutsNK+/bQp0/10k1ecsk9xMb2rBrLqYTRCCtW/MSmTUdp336kw6ZeWuqdrsCf9AMAGzeupKBA6Rz9SkcgpYyUUkbZfZpKKZtby0/lIJ3hvJaKi5UIx5kbcHc69YSKCpsttjMeeWQwc+ZMAtxbDHmCVix+gFat2nDHHUuJiVGcy6ngCAwG7fvcf/88goIcDdHDwyO4//55FBcr5xt78Zk7wpGYmMSTTy6pIgbBwcE8+eRSdu9O5a237iAzc4/DNdbgc9XVDejB1/kdFixYQEhICE8//XRV2SuvvMLNN9/MkSPaFmPgyA2UlsKOHfDXX47EwRrvyuqwKOUvLs6LVrRp48rFRkWpVJbV8TnwFWE1GtW7ExUVQ3a26ynsyBHPY9ISDVk9ik+1fgBgx45vKChQmXB8IRpyxxHEu7tQKPhgyhwJQXm5Ognl5bluZO5Op56Qnq5vsqc2xnhAWywUHe0da5mYmMSzzy6lUydl5tipUxwvv/wBf/6Zy/XXJ53SEBN6epXExCReeOGdqu8dO8by7LNLSUxM0oyPr5do5v77lcJ7ypRbmD9/GQCxsfEMGZLE11//H99//xr79/9edU1RkTrZNWmiREM1xYMPDmTGjBakpv7kc46gtLQUKSXhdjv0Z599xttvv80B6y6kAfv3sKBAhTqxJw6HDqlPs2bw7LOS3r13MW7cQZo1c7VbDg2F+Hjt+zRt6n3s/WPH9nL8uGLZTuV82mcXy8rSFmeZTLB/v2M7+/dby8fIbFahpwGGDKn7cXvCqFHXEhOjMuD4lWgIeF4I8ZkQ4kYhRD8hRDshRBchxDghxNOo/AQ1T3tUC1gJgTWqpR70TqcdO7rfWQwG9/0uW5bH5MkqkbczRxAcXL2NKzExiQ0bDnPwoJkNGw6TmJjEzJlXMnZsFIcO/Qb4lhAATJw4tSoo3JIln7rVsTgTt5iYuCrCYcWVV17Pvn2VfPPNfnJyoGvXYURHxxETY3udrNxA166184zNzj5IWVkRGRk7fU4I5s+fT2VlJbNm2bK8zpo1izfeeIOEBEe2p6ioiIceeojU1FSHTV8rH6+VGzj7bCXmueOOcGbOnKHpsNa+vXsRUHS0d457v/zyPn/88RFwakUZJhMcOLCHmTOv5J139KOPFhUp0WJGhiKS9uIiLW4gNVUdKNu2VZzRqcagQRcTE6OosF9xBFLKa4DHgF6oKKK/AP8FbkFFIx0npfzuVAzSGVZCUFTkfpPUOp02aRLBpEnzql4Go9F1Y/DGoUPP2zUmpvrpKp1x5MghSkpOUlGhblLfG5fJ5Dlfw7ff/sOuXWUMHjzSY39r1qxgxIhzGD78PLKyMrn33huqzEj/9a+pTJkyluefn8PZZ6uYSrm56UyePI/u3YdX9VFXYqEpUxYwdeqLDB16hc8JASgT0jC7F+Tqq6/mxhuTCQmxCaYNBnjuuedZsGABw4YNq3o2JpO28cL27epvp05/8Mwz43j44cGcOKEtKPdmk09IcI2J5dpmKJ0796oa76mC0Qhpafv5/vvV7Nix3m3bsjKbOWhuro2z0iKm1vwD557rPjhk27ZKCW/VC3oTDddb+PL99BRr6B/A7+IbWEUSWp6B9rCeQufOvZvCwgKaN2/JtGmLOeusJPbtU6Ef9uxRIaTt85I6J6rQgh4hqItsRg89tIDDh/ezbduZZGTUP0fgjgjs2vUXl146iBYtWrNtm4f0bYDRaGTdujUu5UePpvHww8n/z955h0dZpX//c2Ymkx4ISWiBJAgIgjQBFzG4otgRsLIQVxQUe2EXVzT7rmsJ6trXhthLwC5gWQsWBCuICCpIT6RKJz2ZzHn/uHMyJVOTmVDy+15XriQzzzzzzJnn3P3+3tTWampqKli27DscDvlg7jTRZhBNqIogNlY2rj+W2VNPvbr+7wOx0QzffWqqb+ZUM+zI4ZBcV2Ki3Fsnn3w2n3/+Gbm5w+o/my8B5iohreXZZ48HHGRl9WXDhh8YMMBzdlRycnCGXJD17N5dGvn8VRINHjyGHTtkyEpzK4I+fQbxxBNvsWlT6KlK8z0o5UkgCZLjWrJEngtEJd++vSus1ru3fO7ExIYeR2OwZ89WysoU0P7g8ggOVmgtmt3X6ElfGDMmj169hI63Q4ej6gVNRYVYUuXl8PbbhRx/vDRADR2aw6ef+q8qcjqdTJjQmRUrRCi29ZqgEMpGC4YTTzyDSy65jnbt5OQHUhEsW/YtWmuqqkLj866oKGf48DOxWhtKvcrKcqxWGzZbbL0SMKiuLue118TmEPdfHvee4OSObt1kcEiPHqFVFTV3H4HTKcSCZWXy+5JLJjJmzBiKi10sqCtX7uKTTz7g22+/YO9eyQHU1ED37sfy1VdfkZ9/T/31+lIERgAlJu4hM/NI/v73OWRk5Phc/1ApOkByXB06BD7mQChWhwMyMtpxwgnn0qfPiLBeu2mT675yx4cfypr37et/jbKyPHMrMTEuo69z5/AqrnxhyZK5rFjxLnAQegQHI7QObyMPH34k27ZtJiurL0OGXOjxnNYNh5hs3drQOnVHScluqqsfANI58siGFL+RUAQGzVVXHEgRXHDBRPr1O5b77ruVP/2pI8OHn8U99zztcYzp1di8uQir1UptgHFvVVWlfhX4rl0iIH/7TeLObdv652nKznZt2rg4KfkzYQB3LF36Hp999gzZ2X2x2e6ouwb/nzeSKC93fXcOB3z88Sds3bqJhx9+mD17RLD/8MNSJk48iyFDTmTIkBPrQz8Oh4SB3L1eX4pg2zb53b17OjffLMnbQYMa9nsqJdVC4aBjRxcbp2/UADHNrgigcXNGfF1naSn873/y95gxvl/Xpk1gKm+bTSIKa9aExrflC+npWaSmVrFnz0GWIzgcUFpawsaNa6isLCc//1POPPNGj+cXLSrkyScn+BxiYqxTbyxblgJciM1WzdVXe1qiMTHhD5/xhS+++B8TJ57Ft9++X3c9TT9nIARSBDabjV69+hMbG8cff2xl2bLvPJ5379UAAioBgLS0LL/cSWlpWTgc8MIL8v/xx/s7R0NrNTNTrDbvRr6lS9/jhx/msmDBi81uwXonJR9+eBYzZ76FxdK+Xqh37tyF3NxTOOaY4zyOzc+/knPPHcWKFT9SU1OD1r4FhOHObx+ED9hfaCoQbDb/XoHT6eT558VgqqpqpPRrBBwOeO+915kz52X27w8eqgyG//1PlMrRR0uo2BdSU4OfJzUV+vRpPHX1gAFnctxx5wAHKcWEUupt4Fngf1rr5vvG/SCcnmalLFx88f9j9erVHiP2wOUJOJ2+BZexTt1RWwtvvSWJvksvtdOunefzkfIGvv32Cz7//AMSEwcDZx3Q0JBBXt5VdOrUheOOG+7xeGg0GYKYmDi6dBlIu3Zd+fjjxz0UsN2ewNixBXz4odSBt20Lo30QmVgsvquylBKrrUMHCfmZzdS790msWSND7E31UXNsNF+C+9hjhwGeVmNOTjdefvljANas+ZU//tjK8cefzDfffM6GDav59NN3efXVBfTrd4LP9zEeQXq6WOf+EE5YyB0dOsh9bcJbBhaLhYSEeMrLoby8BoigKxwADgc89thd/PbbCqZP/6HBvg4H1dXw0Ufy93nn+T8u2KwRg/h4CVf+/HPjrsco6oPVI3gCGA+sqZtP0CPK1xQQoSqCOXMKOfXU3rz88l2sWfMNzz9/HfPm/af+eV/jDN2RltZQ2nz9teQmOnSQeabeiJQiGDx4GH36DKR7d1nq5lYEhjSuSxdV//O3v/2Vo48+hpNPHulxbCg9GQCJiakMGHAmixe/zRdfPOuTJnrIkDzefluOv/RS3+uZmRl4nZXytI6PO+5C7r33JyZNeqJZPYLKyvDCBFprzj13CBddNIJt2zbz0EOv1FcX7dmz06/yMsJ51qzRLF7se0CLzRa6MPOG1SoFETk5DQshJk9+HAClmkcJgBhjZ5xxHsOG/YX09KZxbP/0kyi4nBz/3kBycnjx/6QkGhiIocK8z0HVWWygtZ6vtc4DjgE2AvOVUl8rpS5VSjUxRRI+QlEEJlyxZYtQS+zaVczHHz/G7Nk3U1lpBpr7F2DGOnWH0wlz58rfSt3HK69MafC6SCmCk08eybx5Sxg9ehzQPOWjBt6hHoOdO7f7pOcIRJMBYLPF0qpVe8aP/w9HHXUiSUlpZGb2Ijc3j4kTn6BVq/bYbHZyc/PYuFHc9I4dffPkKBU8gQniTRjr333057vv5tBcoz+9w0K7d+/k2Wcf4sMP325wrNaakpJ9dOsmnNGbNm2kX7/B/Pjjbtatq+X008/1ayUaReB0rqZdu64+j0lLi0zI0rvj1maTuGhzhdqcTtn/N9xwG9deO5vk5DCTHl746iv5PXSo/2Mao0CzssKvHiwq+om5c/8NHKSKAEAplYYMqrkM+BF4BFEMzd5HEIoi8BeuUMpCSYnUffqLU1ssVi6/fGaDRPFnnwkXSULCPrZsyWfhwpcbvDaSiWJonmSx91D0QKGeiopybrnlco/H/NFkgCjUK654lhkztmK3x/P++w9QWrqbXbt+Z9GiQuLjU9i7dyvbtq1h3DjF3XfnAIV+rbP4+NAEmtUqVt7q1YU8++zkurGVmvJyGf25cmVoXFNNgbciKCpax113/Y0nnmjYBDVu3HD69Uvl2mv/ybp1tQwaJMmRhITE+ka+0lIHlZWeXX+VlVJlZLXC88//QqdOvjuhwk0S+0NqqlBRJCSIl9HcORdzn1ZVNfS2fv1VfkJFRQUsXSp/H3ec/+NCyQ94w2qVnEM4nEU2mx2HQyoFDsrQkFLqHaSZLAE4W2s9Smv9mtb6OiAp8Ksjj1AUgf9whSYjQ9xJf+MMTz55Mq+9ls+4cRauuy6HRYsK+fVXVwJz+PANHHnkYI45ZiTeiJQiqK6u5osv/seqVd8D0Q0NeYeFgoV6Kisr2L17Z/3rTCexzSZaSym5pUy4Jzc3rz4fYwSy6Rv46itPgWwEtcXiW1CHwwiZkQEzZ+bXe4Bu78KSJdFtjSkra1hpk5qaxiWXXM+ZZ17Q4Pj27Ttx7LEnEBNjx2KxsGnTRmbMuJfPPnu//pgnn5zG9dfnsH27a4CfKR1t1w7i4mLrlYY7rNbQmHBDRa9eUmbZowcsXfoOAFu3NrGIPkQ4nVBSsp81a9ZRVeX6XnftgunToaCgYY+APyxZIvuqRw//+ROj9BoDpaSsNFRF0qHDkeTlHbhRqqHUEfxXa/25rye01oMifD1BEYoi8Ed37B73Nxb/a6/ls2tXMYmJbaioKGX+/Bn1Qy+MwFIKamvzOPNMuOii/gi7RkNEShH88cdWLr30TGAs8GpUbwxvReBv7Qxsthh+/bWSjh1dTXhjxuRx000TAZgy5U0GDz7H4zWvvnqrz8qszz7zLEMVlPPDD/lMmtSwdDdYt6s3/Cm1srLojv70PcyoG7fd9ojP40eMOJsXX3yMgQMlRvHrr8u4995pHH30MRQWPklMjJ3evc/Hbn+d55+/hmnTpN7RhIUCVQylpDSOuTUYkpPBYhHvury8eWIZTicsWPAh1103lmOPPY8pU94E4IMPXIr39dfhxhsDnKQO34uNFTAsFIkxnzk5cj8EKabDYrGSkCA3+MEaGkpVSp3r9XOyUqpt8JdGHqEogiuv9G3tX3jhXVRXu/wuM85w1iwnF1/8MLW1VXiPWqiuLqeqKp+uXWXIdCBEShG0bdsBmy2mWWbCuiuCykpZO1/NSAKFw1HDlCm5vPNOYf11aQ2XXPIwZ531N7p39/SzHQ6HzwoswG/F1t69vo8P1zrzl79QyuJz3GYk4Gu0aTCMHDmWN95YyP79e5k06WwKCv7OZZf9nbPPHsdnn73PokWf0KPHybRtewTnnXdb/euMIli79hUWLHjR57lDYcFtLEaNOgtwDQCKNiQcpGnfPrs+UVxa6uJastngu++EcC7YeUwYacAA38dkZESGJSA2NnQivwM5LyMUj2AScBwyUxhk2PwPQBel1B1a64bB8joopU5H8glW4Bmt9T1ez18C3AfUMYHzmNb6mXA+gDecTujdO4/LL3dZ+2lpWSQmpvHEE3/l88+f4V//+gKA9euX8P77D5KV1Zfhwy8LcNZihgyR+PT69UvYsaOIrKy+dOjg4j+IVA8BgN1uZ82aaj75BCZPju6N4a4ItmyBbt3yOO+8IubOnU5VVRkWi7VOYCvA5SnNnDmZ1FSYODGPvXvh5JOv8nn+b799ze97u87tCV8VWxC+Ipg6tcBjWpqB1rVMniw18HnBtHuY8Dcre8eO7VRWlpOe3s5vTiUhIZHPPnuPhIREbr31PgBycroTF5dCTEzb+vtWPoOLY2j//oVUVfXzec5oKoKsLAmCO53NUzPidIrS7NFjbD0p5Pz5YsAcfbR4qPPmSRj33//23zdRVCQ5nEAEe42t/PGF9HSRDWvWBDZkP//8ceCaur6M5m3xCuXdYoCjtNbnaa3PA3ohEuFPwM3+XqSUsiJkdWfUvWacUsrXKO3XtNb9636CKoFgHsHWrSI4rVYbl102g5dequTRRzdis0kp3sqVC+pj/8uWfcjXX8/mvffuIyUlPUA5WhYDB0oFym235fLww+dz8819WbTIZVU2lWjOF8w5o+kRGJdVa9fIwnPOuZUXXihl9mxNYaGjbl0aekpPPpnP6tXSCewP/hrzQHHyyZMbeG5Wa8OKLZCNFK7HZfIXVh/0peXl5eTnRz5X4K8n4+mn7+eEE47gxRcf9fvaVq1SeeqpObzxhoQelVL06zeYSZNO4777zvbwVr//HlatgqQkJ9OmXcagQQ3bYu328MNp4aA57k93mASxSabu3OkaZXr22TBqlCTG162DN97wf55Vq+T3UX64ky2WyHgD7mjTBo48MvAxa9cuBKCiIkgcKQoIRRF00lq7Z4P+ADprrXcjPeb+cCywVmu9XmtdDbxKBGYdG64hX6iudk0ZeuaZK7jnnjOYO/ceFi0q5PffXYPRTex///7tdOzYkx49pNFHSLq8A6oJtGpVwLp1kvB0OMQ8r6mp5OmnJ9crg2hsuObgxjGCa+9e+OILV6mlUZbgv9R2584i5s0rZOvWNdx//xhmzWpoF/gv09VMnPgEl146k5iYbEChVDYXX9ywYgsan7STuQm+C/qL/U0eagL8KYLExCQyM7PJyAjcAnzqqaOx2+0UFa2jurqa5cuXoLXGarWhlGL+/K+ZPr2QF16Q+/DCCy306zeYNm0aciCEMiWvKSgvl0lQu3cHYX+MEMy+r6oSOfDMM1L9c+yx0tWbmAjXXis5kXnzRFlqLYnhn1zbn5Ur5bc/RZCUFJ28SmqqJJD94ayzrgWgpqYJvOuNRCihoS+UUu8BRseeV/dYIhDoDsgE3McubUK8CG+cp5Q6AVgNTNFaNxjVpJSaDEwGKfuUCUUNT1RcLFbDokWFVFaWAvDJJ09SW1tDdbUnOUl1dTk//PAujz66EZDXfPbZs3hbvjCB3Nw8Xnstxy8VxbBheREfbzdkSCZ//NEd+KJZFMFrr3lyLrkzgqanZ9VV/DTE009PZtiwi/jhh7msWBHP+PH3ejzv77XG+yoqyqOmJo+UFPjnP/1vlKYoWn8J8KymTLzxA28jRWuNUoobbriNG264zedrHA6J95s6/ZtvnsTSpd/w+usLOeWUUbz77h+sXr2H3bvhueeOReuhddcvYzz9IZphIbnuMiCV/fvLgEZ2rIUBpxPy8kawefMuhg//Hz/91J7ERGk+NIK7Z084/3zxCB5+WKqCVq2S5x94QEI+RhH08hWfILJVVt7IzBSPxhfV/dFH5zJ3Ljgczc/8E8o7XgM8D/Sv+3kJuEZrXaa1Hh7wlcHxLpCjte6L9CT4zHhprWdqrQdprQelpGQ0EIy7dgll7s6dDakj9u3bRmmp7ykz7knM117Lp7bWV3nOBxxzjH/LdteuYjp3jrxHUF5ehtZi9UWrash4V04nPPHEDX4Vna9SW/djliyZQ3Z2P3r2bEiD4K9Md+zYAn7/HT7+WDbptGmBraWmDBP31euQkJBAQUHDEFRT4D1b+PvvF3LuucexaJHvKjODdeuEMK+0FH799SeWLv0GkKIBAK1TadfuCBYvBq1tJCfv5Pjjt/OXv6znueeu9AhRGlgskeXK94WMDGlQiIuLvhIAuU9XrVpOUdEy1q4VaT1qVMOmr3POgXPPle/ChIG0luqizZtlnVNTGzIHGyRFuSj+iCN8N6odyOH1AT2Cujj//DqB/1aY594MuG/tTriSwgBord0l9DPAfwgB7u53VZVUCZgNGIw6wh2tW3dg48ZltG/fLUAIo5iePQNZtlkhdbuGixdf/Ij165OYOjV6oSFjvb71ViElJf6VpQnVPP74RT6P2b9/BzNmNKwlr66GkpI8zjkHPv3UlbgfO7aA44/PY/p02dwjRgSvrGhKmMOgKxGiAAAgAElEQVTMpSgoyGfnzmJiYrKYObMg4olib2/gqaf+w7Jl3zF37nzatDmerl098xwVFZLTMrO2i4rg22+ly+nEE/PIzu7Kjh2uclRT8njxxenk5sLCha/w6adPUVq6q0E4LS2taZPdQkFyslg/NluEA+p+4HRCYeEyli7dyosvimL3dd8oBRdcIF3oy5fDkCFw332wYIFrEt9RR/kP/0RbESgl+YKff/ZsPNy/fxPQid279wPNOxY+2GCaWqWUUynVSmvtgwQ3IBYD3ZVSXRAF8BeEs6geSqkOWus6/kRGAStDObG7YNyyxdMKC0Qd4Q6xUi3ccssA/vSn8/0K+tTULCwWsWxnzryMmppKj3NcemlBVOKJAwb8qZ7J0OGQTRCpqiQDo1Afesh/0tRU8Eh4LN/nGvmq8ikthfvvl0RyenoeDz2Ux759orQHDoR335WNkJgIF17Y4OUe6NCh6cm7MWPy6No1j1Gj4IgjNOPHR/5L884P3HvvbB544FFOO+26+tGJPXsKQ+WGDQ3DAyUlkJJyLGef/Q+OPHIo27cLAR+IMli5UoS7KXns1u1YJkx4hIwMkYYWi+wFrRtPMhcOjAXrcIgSjLbicTohObkjXbp0rM8FBho0n5srPyBziJcuhW++kdybv5BaXFzTZwuEAotFwlYrVrjum+LiJYgi2MdBpQjqUAqsUEp9AtT3uGutr/f/EtBaO5RS1wIfIeWjz2mtf1FK3QEs0VrPA65XSo0CHMBuhMYiKMzCVVV5ThNbtKgQpVSDXgCApKQ0qqs11dV7gCzS0wuw2x9lz54BlJaO4sILx/DMM5M9vAmbLYHx4yV8kJubx6pVX/LppzMBiXGPHVvAyJGRtSrd4b7RoqEIjAW7bZt/5elewTN2bIFHHgFEGZ500mRWrvySzp2PJimpDZWVcNddYuGChOwWLBDhv327hCx27xbL6LLLAsdk4+ICh4zCwdVXjwLmsW3bdmpr24dNyxwM3h5BZWUSo0ffUv9/dbUoA7vdP59+58696/MsGza4Hl+yRAR8nz5QXr6RH3/8iuzs/px+umsbduwoeYGNG6OfKAb3UIaTXbv20bZtI/gYwoDTKXt+716x7BMTQ+cCGj1aym1TUuBvf/M/+S6a+QFvxMaKYbBhg3yerCwhmbTbm1cJQGiK4O26n7Chtf4A+MDrsX+5/X0LcIv364LBKIJt21zegMkN+GLKttsTGDDgERYudAntLVsgM1P+/+UXOO00uPxyeP75fMrLi7HZsrjssjvp2vXY+tdcdtlTXHDBnWzbtoYePYQPJlrleQ899G/mzv0O+B81NSJkIi24zDq2bZvF9u0NLf2kpDSPkIP5+4UXrqOsbA+xsUlcdtkM5s27l9dfz2fw4HOYMuVtnntOlED79jJT4K234Nln5btSylWmevHF4rYHQseOkVOASokrWVOjo7Ke3orAhHy8j2nMUJXFi+X34MHwwQcP8eGH/+WCC+6gc2fhF7JYXIPpjz46OlUv3nAZKha+/fY7Ro06Parv9+OPS3jyyeeIiTkfOIlOnUL/nEceKeGh1q0D55v85Q2ihaQkUe6bNsGOHVLGZLdHOcvvA0G3gtb6RaVUPJCltQ5QMd58qKkR68C41mbAjK/mJIvFyqBBM+uVwPnny7zR6dMlcaSUCKiXXoLbb8/DZpPj+vb9FzNmXAy4rP/c3DxatWpLq1auuyVaiuD77xdQVCRz9YxHEGkYwXXxxQXcf//FHkrUbk9gwoSGlAi5uXkN4tEff/w4FouVtLTOfPQRLFwo1s7f/ibK4NNPxYqzWOD22yXcYbf7HzzjjsbSJ/vCf/4zg3HjoFWr9lFZT/fQ0MqVvzFz5rN06tSbP/95QpPOq7WrV6N/f0hOHs6CBc+TldW3/pj27V2CuTmUAMj3qVQtWltRqpETWcLAL78s44MPnqRrV4n3BAoL+UKgKWMg3lRzegTu6NTJ1Sl+IJLFoZDOnQ0sAz6s+7+/UmpetC8sEBwOqRT64otCLr88nccfv8gvXYHT6eSbb/JQCnJzv2TLlvGUl7/HlClSf3znncIpsnMnXHedxGLbti1kxYr7689hSil9VWdESxF06XIksbF7AAs7duQwe3bkKRGM4Dr++Dwuv/zpOqoA5UEYFwruuONrXn7ZQWzsI7xYV/c1aZJrlqsZMHPuuTK4Y/jw0JRAYmJkG/VycqRk1eFQQblfGgP3c/7882ree+8+vvsuQGdTiNi9W7yIpCSpdhk0aDQ33PAGvXq5ivYi2QkbDux2SQwce+yJUX0freGYY4YyYcIjJCdLdVq4iiAYIn2+cNG1jkW8stLBPl9zSaOIUJzjfyPNYV8AaK2XKaWOiOI1BYXD0bDu3R8sliycTikp++67K9iyZRVKKa69diSPPZbKTz/VcOmly5kx4wicTqkm2LYtn5qahn0HTz45gTffvI2bb/4fHTp0Jy4u8nF7kJkAc+a8Us+w6HQWce21k4mNjSwlgnuDzvDhExk+fGLIr62sLGfNmm/Izu5HSko68+fLvAaLReq6hw1zHXvaaZIgDjeB2RgK4EAwFrMJtUUa7h5B69Y9+ctf7qZt2xCJZgLAzGJ2hUIU/fqdVv+8zRZ5CvRQYbM1jl8pXDidkJPTi9NP78W338pjkezdadPmwHkDBuY7LCurYuHChYwc2ZDhOFoIRYzV+KgYOqAjK8vK4MUXg5eJWiwJOJ0FdOki1mivXsPp0KEHXboMBKC8fC9VVWX06mXlzjvhnnvgX/+CPXv8k6Rt376Ou+46iUWLCptU2x4IvmYCVFREnhLB4RA3tDFhkquv7sD06SNYuPAlQJLBIHmWESM8j1VKOF3CDVlEMiwEsGzZIgD27y+NqkdQVQXJyd0ZPXoaxx03tsnnDVYhE637MBSYPEtFRRgzZBsBp9PVp+GuGCOBmJjQieGiCVe1UmzQ2d+RRigewS9KqfGAVSnVHbge+Dq6lxUYtbXBy0QtFitaz0SpPK66Sm7YSZOe8DjmH/94nz17tpCamulBPhWokxZg9+5NPP305Dr+kMhXDfmjT44kJYJpJjO8LbfeOojq6nKuvXYWOTkyHqyyUkJw69ZJZUO3bjBokFT/aP0ySk2gvHw/F13Uk9raVcTGOhk6NDIukt0e+XruqiopyHc6rRFXBO4DfrZHmJ4/mOCLNC9OONC6Eojjuuuu5OOPn4ra+zid8MUXH7FyZSJlZblhVQwFQ5cuzVMyGgw2m8lZ2hg5sslsPOG9dwjHXAfkA1XAbKQc9M5oXlQoCCSs7fYEjjpqJj/9lMef/uS//FC4hRrCV5mkN6qry3n66XwmToy8ImgOSgR36xVg48Yf0dqJw1HFhg0wa5bvIdx2u0lmjeK88/YwcmQ5b78t6zRgQORi+pHggvfGMcfI+AylYiOuCMz5amtFEezYUcSuXb+TkZFNWlrT6l8PZkVgs4knsGNHdPmGnE64884r2bLlCODTsCqGAiE5Ofod2KFCKVFI1dWyL5vT0wtlZnG51jpfaz24juYhX4sZcEDhj/YgKSmNiy6ayapVIqBHuylWh6OaoqLlrF37XcBz5+bmcfnlM0lKCjzjb/v26Aw4mTq1ALvdM+gbHx9ZSgRvRXDaabeQlraQRx4ZzK23ihKwWqUa5ZhjYMwY2TDV1abErpC3387h0ksTgQcBxS+/HOEzoR4uOnaM3HhFd7Rr17bO4rJEvFvbrOfOnfL3woUvc/vtw5g/f0aTzhtKKORAKoKEBLlPH3zwlai+j9MJ/fufQLt2MgPBexiPUo3L1wUa6nMgYDyT5h5XGdQjUEodCUwFctyP11qfFL3L8o/16yXZ50170Lp1B/Ly7iM3N4+XXxYB16+fZ+zv88+f5bnnriYuLon8/Pk8//x1ZGYexdVXN6Q4ys3No3//s5g//0k++uhR9u7d2uCYYIPbGwtDiXD//fls3lwMZFFQEFlKBJPYNDdchw531XO8x8TAKadIgt09PHPOOdIZvGNHIU89NRmtjcckUrCkxEVUF2rFkTdiYiLXQOYNpcT9rqmJ/EYz62l6B1JTO9C9+3H1Xb+NhakYSk72TSJnsVDfgX4gYLeL9K2tjW5sxemE/PwXKSgQziBvWpe2beVeXbcu9HPGxh483oCBzSazCAYOPI4NG75pvvcN4Zg3gBkIF1DzE2X7wN69knzMzc1j7drv2Lt3K1de+TxxcUls3gwffSSbfqxXnq5t2yNQSmGzxbJ27fesX7+YrVtX4YfrjqSk1owZcwtaa15/3TNRGx+fwNSpoVvoSsmGDbWZaMyYPMaMyeOoo0RonXFGyG8VErw9gq/qeNEuvRROOsl3s5XdLoyN112X76YEPGGI6hqrCFJTo10HXwXEsmTJj3Tv7mc8VSNgFIGpAR8+fBLDh08K6bWVlWLg+OK/MRQTgRLF4a6XzSYdtna7vPfeJkR1mosorbZWfnyN51RKvMjYWFHEpmExGNq1a76ei1Bht8sFbdy4hdraWp+zNKKBUBSBQ2v9ZNSvJAzs2eOaLHTJJf+tf9w0htXWCpeIdyVAv36nMWuWZPR+++0r+vY9jTZtgpce5ObmsXTpuxQVLcPhqKJjxyymTi2ot9z9wW4Xt72iQgScuVHDKRG2WsVCiHR5njtNx7Jlv7F6dQ9sthpOOCEmaMdtsES9v9GUoSDaFprDUQrE8vnnn3DhhQMixo/jvp7hoLJSmuw2bpRmx1GjZO5uZiaceGLkw0IpKZ7KNi5OFMPOneGdx8DcK3fccQtDh95M60iXetWhutpBebmTbdskCeWuCDIyXKWXRxwh+y0Ug6s5+JjChVEEX375E5Zo1Kb7QSiK4F2l1NXAO4g5BUDdYJoDAn8af/FiYRtMSAhOZNajx/HccsuHQd/rueeu4bPPnqa2toaMjGxuuaWAc84JzdpNSRF31d2lT001g79FKfgbbQjQvbsdh2MT0JbqahdFQyRg6Kerq+GDD7YCPdB6LnFx5wd9bbCqKn+jJoPBao0+R45Sb6H1dJ5+upiPPnqC6dMjE3JzOFzka+5Ytw6ef16GmLsbJ1oLT9YLL4gSAHjnHVi9Wu5hpUTYGcZRf+GycNYrPt63ok1Kkvtxx47QZoK7w3gE3333Ndu2bY+aIvjmm0WMGTMCqARs9YrAavXsJ7DZhL/n558Ds/YajygcWK2uMFxZWeBjGwujWO321s3qrYSiCEx//E1uj2nggDWVmTjs9u3r+PDD/5KZ2YuhQ6/ghRfk8bFjIyNQZFjNTGprxdzbsaOI/PzJKEVQbyDQuDvzZZuEqD9lYLFYMUPgDM1EJC1YY71u2iTzbjMzlwHBFUGgqioza6AxaN06Og16BnPmFOJ0TgHkuouLiyI2u9j0ZBg89thFLF36G/AVFRV21q0Tqo0zz5TqquefF74rEEHcq5cI/eXL5TGt4e675ZytW/vmZEpNDT2pbrP5n88LYjxlZHiSOIYCowiuueYO2raNXua1pKQUpY5Aaxtt2rg8gM6dGzbTxcbKeq5a5d9DC8fzNArUvcQ0NtZFD+5vKl1jYJRTeWhM+hFDKFVDXXz8HNDOYqMIli//mA8//C+vvDKVWbPk8W7dGjY0ueOaa7IYP97KpEmtGTdOcdVVHf1WusiwGs9vuaKinPvvD97YFeq4u7Q0cft9KY0lS7bTvr0QpES6G7a2VjbJvn2wZ08qcXFQUHBXSK81VVVmypgoLMKmpvBGNCqF3CHfm+cOi9TsYrOeBiUl5VRUvEpFhZ2+fSXHY7VKorOgQJRAUpL0ZeTnw5VXSsLTYhGOpnbtRAkoBddc07DrNSZGwiChIi0tuJJNSAi/m9sIx2OO+TNJSdEjSxsxYiT/7/8J4ZLxBpKT/Vf9xMeLMsjMFMXrHQYKVREo1VAJgBianTrJTyST9UYRTJ9ewALTpdkM8OsRKKX+obX+T93fF2it33B7brrW+tbmuEBfMIogOTmD1NQcHI7H+PRTudEvuyzwDb9v33a0dlJeLoH6vXu3+q108RcL99fwZRATE55HYrPJjVpd7enOJieneNAiOByRq9M3gmtrXTFUx47hsXH6Ip9rLJQSoRbt/EC0GvUcDrHg3T2CYcNeZflyOx07OpkyxUJcnHBbPfSQzGoYM0aqsNzX/O67xRJMTxclcd99MHKksIkaJCcLhXJMTOhhwsTE0DmxWrWSzxFq6MP9/owGkZ9BbS1s3iwf2FQMBfJwQKx2E1Lr1MmVBwknLJScHLzZLCNDur8j8fnNe82fP5+RI5P485//3PSThoBANsJf3P72poqOLt9sEBhFMGTI+QwevIGSkrOw2+HGG4M3IiUmNrRaTKWLN9LTfce6A5WNJiWFL1RBNrWv5JU5T2Vl5FxQ06rvrgjS0w9ca8iRRwbf1AZKyebMyBBrsHXr0MNl/r63pjbq+UoUL10qkmb4cEu9xdizpyiC//5XJmh53yMJCa574Kij4LnnhBrFHW3bihALVQkYizYcpKWF3mlrBOqiRV+y2HBlRwEOh4tqw3gB4RA+xsW5SkxDbVa02ULrXrZa5X6MRFjTrOdll/2DU045peknDBGBLl35+dvX/80Kowj274fPP5e/8/OFqz0Y9u/3XR7hq9Jl7NgCYmM9m9aClY0mJzc+oWssmPbt5ea69dYrKSpaAURWEbgLLhOn/v77Ap5//rrIvEEYyMwMPRxhygTT0sTKjYuTjRqqEpHvzVN6RGJ2sbciqK6GH3+Uv4891vPYhITGh8AaM4c4MTH8vJLFEjo3lFEYr7wyk9dffzW8NwoRDgfMmHE/X321BHApgnA7b3NyxLsKpdLKapXwXKjCPT5ePJWmzrgwimDIkDPo1atX004WBgJ9TO3nb1//NyuMIvjggzJqaoSj/cgjQ3ttUpLvneSr0iU3N4/bbptJZmY2SikyM7OZPn2m30SxUk0P3ZjKhPR02LhxNU6nWOoVFZH1CEAEl6nLhtWkpgYhbA8TShGQCqB16/CIw/yNEYyLC405csyYPDp3fhrIBuT7nDlzZkQSxeAKDa1YIYo7KWkjsbFhZl8DoDFziBtbNGG3+25g84b5Pvr0OYE+fSLXl+EOhwOWL/+BkhKxGNq3F6OpMQouVGRkhM8/FBMjXkdTqn2M/KisDL+CqykItDT9lFL7lVIlQN+6v83/fUI5uVLqdKXUb0qptUqpaQGOO08ppZVSg4KfU4RiaSm8914pAGVl/w7lcli0qJCysoZjo2w2u89Klw4dYNy4PBYt2sj69U4WLdoYsFoonLhtMMTHw5QpN9OunZg/0VAElZWwdm0h0jT+BvPnz4gIRQTIRj36aBH0JqZrEpzx8aLoevQIb70ChQJSU0OzENu1ywM2MmOGfJ/jxkWmdBRcHoEp+SwtfRqHI3KdVqF6Pgbx8U0zTFq1Ci4MzfNnnz2Z8867qPFvFgAOB0ya9E+U6oJSmrZto0urERPT+ASw3d40+nSznj/++CNz577b+BOFCb+KQGtt1VqnaK2Ttda2ur/N/0F1pVLKCjwOnAH0AsYppRr4OkqpZOAGIDABUB2MFTB/PtTWtgN+pX37jaG8lNdey/c5yjIuLrlB4jMtLXzis0gOUQE466zT6NRJsl2RDg3V1sJnnxWyd+9koAjQ7NpV7HcATzgw5Xtms3bsKGvTvbtYTH37SnVXuEozkCKwWOTcmZmBz2s2minPi8SauieLKytlvjDA2LGDSE6OTCmUyY2Eg1As+mDvmZYWeD3dLdhIllG6w+GAVq16o7WFpCSF3R5dQramKpmUlMZ7YqYU9tlnH2PKlBuadiFhIJqta8cCa7XW67XW1cCrgC9u1TuBe5FOkaAwMbhPP5Xf48f3ZPLkmSFdkL+O17Iyzw612NjwSvMMIq0IDDcOiEfgTnXcFJiKoVdfbVhO6S9xHipSUmQUqHttt80mc1nN5miM1xQTE5qrHqxiy3xHU6eeT1HRuogpAhMW+uorUTLdu8OYMedgt0dmhF2o5cgGcXGRKWuMixOPzt+9bb6T/furKC7e1PQ39AGHw0XtbZRbNBVBJOjP27RpnGdg9k337scwYsRpgQ+OIKKpCDKB393+31T3WD2UUscAnbXW74d6UuMRmFKwAQMs2GzBJXCnTv6rRjp0yPKIH3bt2rjGrUgrgrVrf2PdOsk6GpK0SAmuqir/A3gaSxHRoYN4Ar7Woal87+FUiLRq5f/7M9fhdCqKi9dHhIXUKFathecKZCpbJBGKcIqJca19JBt87XaJy/uKsZv3e+aZ2znppOgkNx0OePPNdwBIThZLKFqhIUO5EQm0ahX+dZr1HDv2Gh58sPmYfZqPzMILSikLwl/89xCOnayUWqKUWuJ0ukhE0tJCG1fXvr0ogqlTC4iPb1gFdNNNMsWsdWtRAk1JsEUSa9euqadyMPHnSCgCI7gSE30rRvfEudUqIQlTtggiELwFu8US2dGB7lAqvA1lql4yMhqGR8x1jxkzjQEDjmvyerqX4v72m5DEpaRoampmsWRJ5EZ7h6II0tJEGaenR56R1GLxHWoy90RMTBIpKa2prIwwvzdQXe1kzhxRBEbJR2s0Z6QZMtLSwlMsZj2rq6MXavOFaCqCzYA7Q0qnuscMkoGjgS+UUhuBIcA8XwljrfXMulkIgxISXKZhSckrXHFFBps3r/R7Ee51w2PG5DF9uu8qoIwMqfMONyFnYLNFnh6hd+/eJCbKjo6kInA44L33CqmqKm3wnKGI6NBB5gwPHiyhniOOEFrvrl2lU9Ob0C89PXKWlDuUEiUU7saPixPl4U3DYBRBp04DSUpKavJ6uieKv/xS/j7++AqeeiqPp54KfQZ0MARTBElJ8pmVivxkN4OUlIbfsUux3spXXxWjVGTpqLWWYe59+wp5WOvWlqiFhVq1io4Cbds29AiDi8tIs3v3XiqbaTBBNBXBYqC7UqqLUsqONKjVm0ha631a63StdY7WOgf4FhiltV4S6KTuC1pd/TYlJTt9DqgB2RTeSckxY0KvAgoH0eCEP+KILvz5z9K7FylF4HTCO+8Ucv/9k3E4dnk8l5ycxt//PpOrr84jO7uh1W8aZ2JiJAbq7jl588NHCmlp4YWFfCE5WbyVxETPwR9z5hQycGAOFouFnJwcCgvDT5K7z3UwDU+9ezs4/vjxDB58TtMuvA52e3BF2JRKlVChlNTWu3tnxoKNpKHijtpasNvt9Oghg9xbtWr6/eALpiclGjChtVAMJbOe8+a9QbduqcyfPz86F+WFKNhwAq21Qyl1LTLa0go8p7X+RSl1B7BEa90ov9kspsUCF110NmVl/UhN9R2TaN++eYZ2GGrfSMOMroNCXnghn8cfLyYzM4t77mk8Y6bDIZw7VVUNWa0SEpKYPDn082ZnSygkWpvTao1cLDgmRja62Wivvjqeyso3cTgklFFU1DgCOndFYAjbsrNTGDgwMmW4EHwNGlNT31jExLhon3fv9gxlQGT5sMC1voZx2N+9Zoy9xtTeG8K9aLJ9xsSIEt26NXDBh1lPmy2FpKRkypuJfS6qOQKt9Qda6yO11l211gV1j/3LlxLQWp8YzBsAWajkZGFjPOOMSzn//Nuw+VC1Nlv0YtbuiIsT6zgaN5HFAuvWzQQmU1pahNaaTZtEYDXGegXZqP44d/74I7wkcWKihNOi5Q2kpER2Xd0b/kpL36tXAgaNIaAzgmrfPhnwYrWG3/0bG+vZWOct1IOFeqKhhIMhJUUEqPFUVq/+gTPPHMC770YuLwKyvvv372PLFglj+lMESUmNGzRjtze9CSxUGGUQ6L3MevbteyorVuzn3HOD8OlHCAcsWdxYWCwwY4YwMgZC587RiVl7I5oeh1Lw88+3EEnGTIdDqqR8IVqjNxuDxtTNh3JOV0LfN/d3uAR0DocQrhnOpowMcDprKC/fV69oEhJEgHkXE1itLgrqTp1EIMXESE7GGDEJCcHn6h4IRQCenESVlVWsXLmMjWa4QoRQUwOLFs3n11+FeTQlpeHnVUq8vbg4/9VN/hBtxltvxMYGVgZGnlRVyYeI9uQ3g0NOEYB80evXL+buu0/nlVduavB8YqIZsB59RHMTitXvewpPYxkza2rguusKsNk88yqxseGN3owmlIociZc7LBaXMI6P990tGC4BncPhGRZq2xZWrlzApEmtueee04mLE0F/1FFChdKunQj/3r0lEX/00S4rMCdHHk9IEMWQlibd14HCPhZL9CpogsFqdSmCdu2OYtasJYwbNzmi7yFzOKxYLKIZzaQ/d6SkuNYoNtbF1RUMyckHZu3i4vwrA3M9JkccifLmUHBIKgKADz54kOXLP+L99+/nuutyPLphu3RpHlfPXbBEGoWFhfUxa19oLGNmTQ2MGJHHgAEzMZw76enZ3HWXfw6l5oRJSEajMsTdI+jVqyGhYGMI6GprGyqC2loHcXFJxMcn07OnZ16rSxcR/r68HfdB9EpJU1owQXWgvAEDs55xcal06zYQmy2yLnJNDQwdOgalxC1q187zeau1YVmr3S7hykC9K8aLOFCIi/NdoWjWs6ysigkTTuekk/7ULNdzSCqCRYsKWbz4nfr/d+4sqqdGaN8+euVz3jDletFAfn6+30RRfHzjGTONBRsTI5w7V1zhZObMjZx//oFXAuBiFY0WzEarqelDbu4F9aXEWVnhE9CZTu+qKk9F0L//6Tz/fAn33DMn6sUKzXWv+4NZT9Ok6HTCjz/+xBlnnMEzzzzT5PM7HLK2tbWi9LyFd5s2vj1Hm02UQatWInC9DTZ3L+JAwdCOu8sQo7y0tvPddwtYuvR79oUz5LyROCQVwWuv5eNweM6gq64u5/XX8/3Odo0GornJA4V+7r23cYyZWrs2bFGRNOYtXnxPVNv1w0W0ZxYbC3r58q/59NMXyco6gnvueZb33vsk7DX1VTHkHpKM9nD01NQD7xGYe6esDObOfYEpU99WXQMAACAASURBVP7KU0/N5MMPP+Trr79u0rnNXG2Tf/Gu84+PD1xRZbHIGiUmeuYClIr+fRYqkpI8vReXYlU8+uj7fPnlWpIjnSzzgUNSEfibHLZzZ3GzaXmLJbp8J/5CP3FxCZx9dl6j6rUNOZoILolX/PzzEweNImgqW2YoMBxSSh0FwDfffM7NN0/kyisvC/tc5juoqGioCGy26Agbq1XOm5bWdFK5SCAnR35v3w4LF85hzpxXyMnpzqxZsxgxYgSvvtr4GQUmPj5jxv0AWK17PRRfOKXFsbGuaWONofOOJkyfgTtFiMMB/fufROfOXXE6oy+mD0lF0JjJYZFEUpIk86JZlVRQUECCl4S22RK49VYh2PM3lDsQjODatg1qamKwWPZxzDFDDrhVCaJYmyNma+ZWpKT8mZNOurz+cSHLDQ/+FMGiRYXceeefmT07NDLEcJCSIuGQZjASQ0J2tgjVXbvguOMmc+edT3LKKWMYPXo0EydOZPz48fxhFidMuIwdSRQnJlZ53KvhGg2GkuZAh9N8wQzCMTmhmprmTRg3Q4Fl5DF2bAGPP+7JfR5sclgkYLG4pmNFGyZMMW1aPps2FQNZDB1awIknyuOVleFfR02NeARFQl9E166tuOGG1w+4R2AG8TRHuW9mJthshezbl89nnxXTrl0206YVcO65eWgdXs7HlI7u2WO4m+Tnjz/Ws3z5lwwbNiyi126xHDwKwMDUxm/ZAh07nsnZZ4ugTUiAc845B601JSUltG1EGd/TT89k7drfSU6WWvr27ZPrFUEkhkAdbLDZXKE+hwM2bdrGa689ht3u5MEHp0f3vaN69ighNzePV16Zyr592wBFx45Z3HRTQVSrXhISxBJrDmFlkJeXx4gRefzjH/DSS3INJn9cURH4tb5g8gNmPKVpBDuQHkFiYsOEWTQxd24htbWTMb0Z27cXceutUp11xRV5Ya2Fr4ohgBEjLuGcc4bRoUMY49dCQFJS5EtqmwozPnTLFvE03333LTZtWs7EiRcye/bsJp37zTdn8fXXC8jNFc6mdu0S6u+Tw00JGBiPwOGA0lInjz9eQOvWqTzwQAEqipvkkFMEZi1mzJAMUnKy1F5HE0lJ0U/8+YPFIhsN4KOPPuKrr/JYvnxnffVPOAlr424aRVBTs5z9+5NRqkvgFzYSpspj506Xe6uUiwagVavm4chxxz335KO1ZzVWRUU599+fz1//Gp4i8NVDANCrV+f6gUKRxMGS4HSHYZ1dskSSuvPnP8zy5YvIzGxDv35N25gXXXQVvXqdyMqVsrDuCd8D1TsRbRiPr6QEkpI6cO21/+bII3tQXe0kNjZ6iY1DThF4W0TRbhxrDGVAJKGUq8tU666Ulu6pVwBlZeErgooK2FQ3P+Sbb/6J1opTT50b0Ws2a2ZCV+npYi0mJ4vgLy31dIObE5s3+y402Ly5iPLy0DtNa2tlPX15WI1lsA0Eu715vdFQoRT1lXrbtkG3boPYubOYs88eB0BtbS0rV64kOzubtWvXMmfOHAYOHMioUaMA+OSTT+jcuTM9e/ZscO4zzxxLr14wdar8726MHa4eQXa27Ondu2H/fsXFF99GRoZ0GDdF+QXrUD7IHM3gUAqcdaxNFkv0hXRq6oF1x43rrZRGqSPIz1/IrjrS0LKy0Em2TOloebkQxQHYbGvIyuoa9LVGaAfzTJUSK98wfRqYbk/DyZScfODCUZmZ/gsK9u0rDSkJ73RKlYzTKR6BUaydOslnXLBgLk8//QDr1v0WoauOboVaU+BuqGzdChMmPMRXXxWRkiIW2siRI+nTpw/Tpk3jmGOO4Y477uCtt94CQGvNpEmTOOqoo1i6dKnHec2ch/Jy6u93d6PvcFUEMTHSSAiwfr14BtC4ULA7ysoCP3/IKQKLBd5//wHGjbMwZUr3sMvAzKCVUMJtrVsf+AoDpUSQZmQotLaQnDy0fmM4naHfICa3sG2bkKPFxsKLL65k2rQHfR6fkCAKKDtbBFy7drLhU1LEMvOVtGzf3r/iPFhc+fz8gga05TabnauuuoW4uDhKG45oaIBdu8TCmjOnkPHjc/j+ewuQwx9/FJKWBu+88zLTp0/lt99WROy6D1ZFYLF4egQVFSLAa2pkjfr27UtOTg4ff/xx/WvGjx8PQGlpKSeddBJ9+vShf//+HufdtWs/CxZ8yK+/rqS4WPZBjx7y3OGYKDawWFyfc/162L59P598Mo833ni9UcyqIN9HMDlxEDqbgWGxwNatqwGN1qEX05vyRKMEEhPF/UpOFvfeWwB48+0fKCjlmqvwxx+wciVkZckXGx8vrJehCImSErkhVq+W/zt18t0LoZT/8kSbzeWBJSbKNZgSvwPF2xIuLrggjzVr4MEH84Fi0tKymDixgKuvlkKDkhLXUBtfMFbqnDmF3HrrZCoqTL6hiDlzJjNwIIwYMYrMzCyOOKJHRK7ZZjt4BZ8ZHGSziYFRXi77KS5O9tT06dO599572bdvH4sXLyYzM5OjjpIejuTkZF544QXuv/9+8vLyePrpp0mqs7yWLPmZSy45g06dLqa29kU6dnTlkw7WtYgElBJGXxBFUFy8kWnTRpOVdQSXXHJhoyoWzbzzQDjkFIFScNllTzFy5FRyckIzh2NiGhJRxcW5krBJSa54L4jFe6A9AQOLRT7z0UfD11/Da699TseOTjp1OplOneSay8oCl5KaJHFlpSss1Llzw5F/MTEuBsxgUEri6bt2yXmaO+nbWFgscMopebzxRh6//w433ii9Be6lozt3ejb3uKOyUo69//58NyUgqK4u55FH8vnqq43AxWFdl9Xqn8v/YOjz8AczM6NdOxnMYzzO9u1FEaSmyqZr1aoVI0aM8HmOl156iRUrVnDjjTfypz/9idpaqK21M2TICEpKzmDTJuFoMvfq4awILBYhKARRBB07HsXQoafRp08/9u1zkpgYfhAnWFgIDtHQkNVqoVOnHgwY0D/o8aZRI1AIyVg1bduKcjhYlADItVksoggAKioGsHLlV+zY4coP7NkTOFdg4ozu+YEFC6byl7/YWLvWNeYzJSW8IfPx8eJZdOhw8JU1+oNZTxPOKCqC1177FyNHDuKVV2RYuNbiafmCcbH9zXTYutX34xZLw2Sv8fbS0yXs5j543hQB+CJVO5hgsciPSZRv24ZH6NIIIYfDQXV1NVu3buXdd9+tq4D7CqfTyU033cSzzz5LTl2bckkJ9OkziIcf/oR27f4CSEe4az5yM37AZoa5NxMTRaHu3x/D7bd/yLRp91JdbQmbUSCUsBAcgh4BiACy2UKL82dkhFZtYbUenHFYIywyMiAhYQfl5Rm0bn0mVVUS2kpLk/DM3r2+rfLaWlfYy10RaP0TWtfStm2H+vc5GD9/pGEUQdeu4mGtXQsbNrxLUdEyFizI5KKLrgJkrRyOhveO2VQdO2axeXNRg/N37JjFunW/YbFYyMzMxm63e3iY+/eLh+ZL6bZrJ3H1+HgRojt3ynd6MFYLGZj1NN51UZEI8qoqseBLSmDgwB6sXr2a66+/nqSkJKZPdzVHTZkyhQcfdOWptPY0XDZskL+7dHEpgsPZI1BKZFGXLvDzz+IVpKdTPzq2pCQ877usTO6lYIZaVO04pdTpSqnflFJrlVLTfDx/pVJqhVJqmVJqkVKqVyjnvf76o7nqqqNYterngMdFYxh1c8NsNIDjjpO6xPLyQYCLjAvEgvWl+XfvdsUHy8pcFS533fU8M2YsICVFeB3i4g4u/pVowT3nArBuHRx//HgGDjyD008/r/44I5AKCwvJyZG5xtnZObzxRiFz5hRSUtLQZTAzHS655HROOulINm8uIiXF08M0PEG+rFqr1RUGMkPPD3br16yniWv/+qv8Nl5BVRVceumVAAwYMIAhQ4Zw8skn079/fzp37szf//53j/NVVIjxUl1dzd69uj5R3K2bax8czorAeFiGE2vtWnA6Nb/+uoVffvmR0tLQx4FqreuNwGCeRNQUgRLylseBM4BewDgfgn6W1rqP1ro/8B/AdwmLG/bu3U1R0S8UF69iwoRTmTPH98hGu/3A8o1HCmajAfTpI79X1BWjlJaKhWmwc6dnSWlFhWd88M03CykrywEsPPxwLnv3/l7/3MEUDosmTM4lJ0cE76ZNkJjYkaKiX7nppkvIzc2pv6defrmQyy+fTFGRjAktLi7iH/+4lH/8YyL79+/1OG9CQhq33CIzHa644h9YLBbS0lofMrmTxsIIrp49ZT3XrfMs+QQYN+4GVq1azYQJEzj77LOZP38+P/74I+vXryczMxOtNfPnz+eRRx6hpERu3quuOpexY3OprXXRSYO8x6EShmwMzHqaJtnvv4eNG39izJhMrr9+HLW1ss+94XA4eOqppzweO/fc8/jhhx8B2LEjyPtG4uL94FhgrdZ6vda6GngVGO1+gNbaTYyRCAQtkNq0yeWO//HHVm69dbJPZdCctAXRhLkxANLS1qFULb/+qlm3Th4rLnYJ/tpa+cI3bZLHt293neettwp58cXJQBGg2bmziNtvl7VrKWEhcHlYdrtUX2ldyAsvTGbnThH2mzcXMWXKRfTuncSUKRc3SAjX1NRQU9OwOyc+PonRo6Xy6KKLruKtt74hKyvjsLgHA8GsZ3y8hNucTqlsKytzGSlaW8jI6N6AIsF91vi4ceO48cYbWb9eXNY9e/ZQUyOJsZYSFgLXevbuLYaslOT2IiWlLWlpnaitraWiomEO64477uCaa65h714xUJYtW8by5SsoLJxBba2r+90foqkIMoHf3f7fhKERdINS6hql1DrEI7g+2Em19qyDMvQA7khJOXxuGKVc1vq33z6B1g8AimeflU1XWio3izsMj7s7/vOffBwO39QKdvvhoTRDgXuoTcJD+dTUNBwAVF5eVt+4GAp27y4mLs5lx/Tvf2yzkBMeaLh7rKag4Zdf5Lf7SI39+xuWaLvOoTjvvPOYPPlalJIv56mnFjFs2KOAZ6L4cNnX/mAMP6sVcnPlsW++sTNjxjb++c/5WOvit3v2iNeltYSANmzYgNaa1XX14VVVFkpLy2jbtgO7dgUPJx1wJ0tr/bjWuitwM/BPX8copSYrpZYopZb4et69gsNmO3RKGUOB6dYFqKwsBW4BLGzYkMOMGeIJ/f67i7LWF4Qm2Xc1y5YtxYf95nJHQ0XQuNnP3tBac8IJHXjppccBEVgHe3w/EjChNnCFM36uS92VlkqOymDXLldjozsqKuDuu2fwz38+Svv2mWgNmzcrNmyQG7N795anCABOOEF+f/MN1NQoystFARQVraOiopySEqE3KS9XvPTSSyxZsoTBg49l3z5o27YPX3/9Ozfe+G+PyIDf943eR2Iz4M681anuMX94FRjj6wmt9Uyt9SCt9SBfz7vPIcjIOLysW9NFuXhxIQsXvgI4kQhaEQsXTubDDwtxOuG33/xr/aIiSEvzTa3QqlWbQ6IRLFJwF1yiCCIxw0K20Y4d27nvvluZM6ewRXgD4KlYjcD+/XeXAigqct2XWkuIYts2VzXLrl0Swty3z3Xc9u3y+s2bxTLOznb1EBzuytV9PTt3llxWWRl8+qk8tmDBUq644hz69Enh/fffoKbGhIMVnToNYPNmURZKKaxWK/v2aV5//UF27Pjd73tCdBXBYqC7UqqLUsoO/AWY536AUqq7279nAWvCfRP3OQStWx8a3a3hwAitwsJ8qqu9zalyZs+WsFhFhSTq3PsJ5swpZMiQHM44w0J5eQnQsCyorKyEt97ynXA/HGHK80CanmJjC4CmJUhMOAOgtHQ/t946mXnzWsaamoYykN/9+snfb7whv6uqYONGz9dUVorwKi52lYqChOM+++xDPvlkIXfe+Q+0FkFot1MfvjzcFYG7RwBw7rnye/Zs2LhR8+mns6mttTJr1ueceeb5rF27kjVrfsXh0JSVNawO+vbblbzzzl3cfvuNgd83wp+jHlr4H64FPgJWAq9rrX9RSt2hlBpVd9i1SqlflFLLgL8BE4KdNz4+EavVilKKzMxspk+XSo3DpUrIG0YR+AvtVFcXs6QuYLZ7NyxbJhbV7NmF3HLLZLZvl+RwRcVuoKHLUFNTzW235Td4/HCFIb0D2XC5uXnATGJiQqQdbQBrA6qTiopy/t//axlraoblGOU6bpyEZ7/4QrxUEKEfrGoFYOrUS5g06QzefPMuNm4UiW8I2JKS5D0OJ2/fF5Ty7BsZPBhOPll6Tx59VHHBBfdx550/0qnTMJRSPP74dE49tTeFhTManKu8HJ55Jp/a2hR27Ag8GyKqOQKt9Qda6yO11l211gV1j/1Laz2v7u8btNa9tdb9tdbDtda/BDtnt249WbvWwfr1ThYt2lg/jOZwygu4w1gH/sdwah54IJ25c8UCraqSJpwHH8ynstJHQNYHiosjEyc/FGB4poxlKXHYPBITfdTkucFi8dVkYceXcoWWs6YmWWzyWB06wNlny99PP+3KXa1f71nq7AtDh46ga9dBnHDCJXTpcg0g4buUFFECh7s3YJCQ4Nn/9Ne/Suf5li0wt44xvrhYFG2rVulkZLRn0KBcj3M4nXLMjTe+wbBha6isDJxcOeDJ4kggPv7g5mNpCowFNHVqAXFx/kIYu3j11Yl88okrHLFzZ+iCKCureWY9HwwwitV4j927S1fs3r2QkpLt8zUdOmQzffqLtGrl8hoSEtKA57BYfL+mJa2pUp6G2JgxohA2b4bHHxehpLUILvdQkDdOPfUK7rprMUOHjmPnTmlV7tbNpWQO5g7rSMJikbClQWwsXHaZ/D1vniiEP/7YQH7+aH76aRVvvbWFrl2Prj9+/35Yvlzu6T/+sPHZZzFBPalDThGsWPEDxx+f5dE7cDiGhAzMFzhmTB533z3Tj2UKUM1LL+XXxwjT00MTRPHxCRQURHfW88EEs55GuCjlqs5IT29IUW23J3DuuQVkZ+cxY8ZOZs/WzJ6tmThxJ5BHdnYBsbGer0lIaFlrarF48iHZ7TJMJjFRJpfNmiWKoLZWSkvXrHFVD1VWirewerWr633bNlEYKSnSXW32d0vxCCwWKXpx7/Tv2ROGD5ccwJNPgtXahmXL/seKFfNZvXofP/yg+PVX+PFH6e42ntisWbLufvj+XO8ZvY8TPWzZ8nt9I5nNdvgliL3hrgy8+yjc4XAU89hjYhGMHVsQQGkIMjOzmTFjJnl50Zv1fLDBrKW78TBsmGy6DRvyOO+8maSnZ6OUIj09m8svn1mXR/CEEVr9++dx440zycyU13TunM3MmS1vTe12Twbcjh3hhhtkXd9/H+pm0QBSKbR8uXTI//STVBLt3i08Sw4HmAbZ3r09z9tSPAJT0OA9fXHcOKGBX7sWHnmkFVddNY///reIxES5mffvx2Ow0i+/iCKOjYVgt+Mhu7SmGWrChMN/w7nP+fVHdibI4rvvZJMNHZqH1ouBx/AVx87MzOabbzbWs3C2JJiEXHKyWJ5t2sCJJ0qJXnFxHo8+GvyeMoogMxNGj87jyivlNVlZhzcFgi8Y5ZqW5klp0qcPXHst/Pe/ogjsdhg1yvW8L3rkF16QEFKbNnDxxZ4KuyV5BCDlo+4d2snJ8K9/wV13iVe1ffvpXHCBeArePGFOJ7z8svw9enTwHOohfctu2VLcIuq13QXL1KkFxPjZEQkJpbRpczUVFel8+qlC60eAOCwWz0SRKbk93D0pf/DOE4DEta1WYST9PUDJ9d698OyzLr6nTp1cnd+HOw+OP5jPLOW4ns8NGQJXXSXKYvZs+PBD/+f5+WdRxjEx8Le/yffjHnJqKR6BWU8zrcx9jna7dqIMevQQBfHsszBtGixd6mIT2LtXlID0D8FZZwV/z0N6aTt2zDrsOw3Bs2TOVEndfvsN7N27y+O48vJdlJc/6fXqMrS2kpSURlnZbjp0yOKmmwoYMybvkGdmbSzMeqamuoR+erpYVvPnw223Sf32mWc2FOyPP+7qnO3a1XM+c0u4F33BrKfFIrxAq1Z5Pj9smIR9nnkGXnxR1i8vzzXDACQk9MIL8ve558ragktZh0o7fzjA/XNarVLQkJMjuZQ9eyR/cNtt8N13kgPYtAnuu0+8qIQESSYbpZCXF9p9ecgqgvj4BP71r5aRkPPeAGPG5DFmTB65uTkBwkQuaF1LXFwSs2btrGcwhcM/t+IPZj0TEmQNTFx17FiJVS9dCoWFInxOP931us2bRYjFxopV1qWLeANGWbSU0IU33O/P1q1FaG3b5kl7cvLJctzLL8MPP0hSc+hQSRqvXi1Vfzt2iFdhLNjkZJcX0FK8AfDtVcbESAXVypVC3aGUeFvHHAMffwyffOLKtSgFAwfKOpppZ8HuzUNyeTMzs5k6tYDx4w///AD4t4T8TcnyhV27iuvnDZtztnQLFkRwGS6WpCS46SZYsABmzIA334Tjj3c1oJn567m5Lr54d9bWlrqe3oKrfXv52bNHPC5TIXTSSTBggHQdL1gAixa5XmMI6SZMcAmtlpgfAP/hRatVQkKrV7vKcO12GDlSvNcNGySX2Lmzp5Fntbrmb/jDIacI+vQZyLx50krbUjaeP0UQOHHsibS0LI9YY2xsy3G1veG+0dq0oQEp1wkniJD6+WdxuSsrJVZtqL9PPdV1rPsch5YkrNzh7z5KTRVhvmmTeFPmscmTJYH55ZfyfN++ItjcB7KYYw1akkcQaF/GxECvXtIs5j6Yykzd84Xu3YP3WR3Sqa2WsvH8WQhTpxYQHx+cJ8dms3PjjQUeOYGWmh8Az43mHn5wf/6vf5Xfa9aIVfvzz8Ln1LOnVAYZuHsELeV+9EYgwaWUWKg9e3rex+3awQUXwCmnyN/dunkqAbu95a5tsIIDpYSIr39/yW0FQqdOofVZHbJ6Niam5Vi0vj5nXBxccIGExu6/P5/Nm4uwWq3U1tailELX1Zu2bp3Gbbc9Up9kNmgpE8l8wX09LRbZLN7EaFlZcPXVYnn17Svx65UrG1ZguNe4t8SKIQjtc7duLZbsb78Jb04gJCR4WrdKtax8Vqj3UVycKNCOHcXj2uVZO0KbNnJvh4JDThG0xMSctyJITHRNYJs8OQ+LBaZNm1w/TUtrTXx8Qj0hnzcSE1uWq+0N7/Vs104Sbd5c+bme9C0MH+75f0JCy7wfvRGqQZaUJOykv//eMBxn0Lq1xMG9vbaWME/bwNd6xsbKGvia55CQIOGfrCwpfFBKQkHh7PFDzoZpCQOsvWGGnMTGigJwn7mQkAAPPJDfYKSir8ltBib52VLhbXGZGcbhwr2HpSVZrN4IxzO32aTaqk8foZCIj3etY3y8WLju51NKjmtJcL8/DY9Thw7SaexNPeGO2FhZK1/hzmA45OxCM1ikJSmClJTAm+H33/1PH/NGbGzLzg+Ab8GVkiKbzT0BFwzuiuBwJT0MBf5CGaaD21coKDFRQkUGNTVS8eItwBISWp73amRcfLwoAXdvMzFRHt+3TxrKdNAp76HhkFziuLiW7Yp7Iysri6KihtVDvqirD2eCvlDhz4Lt3Fk2mC/32xeMIrBY/s8j8EabNi7jxeEQoRWIhtrffnbvLG4piImRMI+/+9RiEQXRqpVrXQON17bZPLuTfZ6z8Zd74ODOJ/9/gIKCAhISPKuH3Ce3uR5r2ZarQaAN1quXxFsDhc9695aKDZNwb+lr6r6eNpuEMNw9WJtNFEPbtuEl1OPiWpbnb2BmPASDxSKGnakM8rW2CQmSTA52jx6SHkFL4BcKB4bpMj8/n+LiYrKysigoKGD06DycTrEWKisP3+E94SKQMDLWU3KykPd5j/5r166hkmjpiiAuzpW3io/3L8SMUNq9OzSvq6XlBhoLoxBSUiRZXFMj1NNWa+hrqHSkgkzNhEGDBuklZjbj/+H/0AhoLaV2ppvVH3bvFn6X1q3l2Opq8QS8rdTOnVtWVUskUFYm34GvkIbFImvsPpzl/9B0KKV+0FoP8vVcVD0CpdTp/7+9M4+2qqrj+Of73uOJgaGAsyWioKISmWmDy8iptHJKXWU5gVqaU0Rpg5lDZmqWiSmWZWg5ZS6tRK1Ey2YrRE0qDFtWpqiVRICCv/7Y+8Lm8i7vwTsj9/dZ66537tn73Pe9v3P2/e3xt4HLCLumf83MLmxKnwQcBywB5gETzKxvS2UdZw2Rwuwrs55DITcYOpQVwnIsXLiyE+judiewJgwaFFoSixcHBzt/frgfw4Z5i78MchsjkNQJXAHsB4wB3itpTFO23wO7mNlY4DvARXnpcZxmNthg9aY+9tQF1O4zsPpDZ2foLmr0c6eRXJ1iyXOweFdgjpn9xcxeBG4EDkwzmNkMM2v0Fv4S6OM6OMfpP11d/V9h7Y4gGxq7cjnlkKcj2BxIt/j4WzzXionA9J4SJJ0g6UFJD86bNy9DiU67M2RI/0KVtPO0UWftoRKzhiS9H9gFeEtP6WZ2NXB1zDtPUlbjCMOBZzP6rDxxndlTF62uM1vaWeeWrRLydAR/B9IdcbeI51ZA0t7AJ4G3mNni5vRmzGzDrARKerDVKHqVcJ3ZUxetrjNbXGfP5Nk19BtglKStJHUD7wHuSDNIei0wFTjAzJ7JUYvjOI7TgtwcgZktAU4G7gYeA242s0clnSvpgJjtYmAwcIukmZLuaPFxjuM4Tk7kOkZgZncCdzad+3RyvHee/78PXF3y/+8rrjN76qLVdWaL6+yB2q0sdhzHcbKllkHnHMdxnOxYqx2BpI3L1tBXJNUiJJykXgLaVgO3Z7ZIymy2Xp7UpcxXzZ5rpSOQNFjSl4DpkqZKOqRsTa2Q9ApJVwB3STolzqRCUqXuTbTpF4EfSDpf0lt7vagE3J7ZImmgpCuBGXGix57xfBXtWfkyX1V7VupmZoGkzYHrAAH7A/dT7RhGk4BhwNHAQMJ0WsxsFVtNFIukCbcEEAAACtxJREFUUcBtwFJgAiFA4CdKFdUat2e2TAA2Iiz2nAt8XdLAitmzTmW+kvZc6xwBsIgQ6fQ0M/sncDMwU9LYknUtQ9LA+LcL6Aa+bWazzexiYF6sKZZeS0hYAFxtZpPN7A+EmWBPSapEbCi3Z7ZISiMwCfiFmT1nZt8AfgFcEPP1IzhHplS6zNfBnlUpGGuMpG0lXSVpXQAzew64L8nyKmAk8McS5K2ApNGSvgVcLmmXuNZiMPDGJNsHgSMlbVFWLSHadFmNysz+wYpxoF4BbGdmfytcXILbM1skbSPpZuBaSe+Q1IiktFGS7aPAwZK2NjMr48erLmW+LvaEmjsCSbsTmoQnELoEkCQzS6PMdwNP9CV8RZ7Eh3Yq8BAwC/iQpInA54EPShoOYGZPAtcDx5ek8x3Ad4HJks6M57rMLN3GZSjlFzK3Z4bE1tKXgEcIZepdwKeBacD+knYEiM7qdmJXlhU8/7wuZb4u9mxQa0cAPEfocxsNHCtpyx4M+VrgcQBJx5fYXNwaWGBmF5nZ5cDXgIOBdYErWXEByZ8I0VrLaC4+DbyPYNMzJA02syWSOhItY4BHo74jJI0uWCO4PbNmU+DfwGfN7HbgPGAfYBTB4X5Sy2fk3AWUtYFUXcp8XewJ1NwRmNljhD0P5gA/BM6FlfqC9wKGSboVOILQn1g4ZvYIMELSHvHULODHwMcIQfeGSjpb0uGEXdsWxusKrSGY2YPA7GjTu4CrYpISLbsDG0q6jfAj91KRGqNOt2c/SZ2imf2dEAF4n+T9lcAF0dEuAM6RdByh1fV8ERp70FnZMp9qqLI9e8TMKv8iNJ1fmbxX8zGwHjAH2Kvp2umE2tahBWkdDmyc6gM64vEpwPVJ2jjgmnjNaOAo4B7gfWXo7MGmryTUal6fpK1D+NH9LXB4ATo3Bd7UdK6K9lxJZ4XtObHpXGf8ewzwQHJ+fcLA6zhgA0L3xo0F2nNii7TKlHnCHiuXAN1Vtmev36NsAX0w9FmEoHU3Ap+J5zqa8jQMfzrw/Xj83vgjPL5ArZ8CZhO23bww1RaPtwFuBY6O74cRgvJtUrBNe9LZyqZnATPi8dvj34MK1PoooSa9c3yfOqxK2LM3nVWxZ/zfvwUmtUjvAO4FTk/OTQN2LNiWq9TZZM/SyjxhIsIjwBTCJIXmMlQJe/bpu5QtYBVGHkSITnoTsDGhhvcfYERMX6kGG4//FfNdAwwsSOtA4EKCt98w6v0fMLTxQCR59yX0X+4MHA7MAF5dBZ1NeVObLgHmA5cBAwrS2hEL13RC0/nDwKAq2bMPOls9o2XY85L4P1f6f03aXkeY334Q8P74gzymQHu21LkKzYWWeZa3SC9v9aPO8lZLqfbs83cqW0APBlw//u0CxgNdSdpXgQktrhtCcByzgDcXqTUeb5ocjwduAHZo8XCcCHw5PhS5a11dnUn68Gjz3xetMzk3BZgcfzT3qJo9+6KzCvYEtifsC74eoVI1AXhDU/7GD9yBwDnAT4Ddq6YzyVtomW/S2QE8TKhM7RB1HENSqWJ5q6VQe67RdytbQGK0YbEw3QOcCmyTpIkwJWwGMK7F9R3A2JK0bhfPdxFqqE8AXwB+TWiuNh6ItCbbWVWdyfVdBRWwVOcpwPbx/DbAtfF4EqHGfTqwReO5KNGefdZZsj1PTXR+hjAQ/XPgbMJMlaOS51N5a8tCZ3J9IWW+h/u+Uzx/AfDFeP4DhIWBFyTlrCNvbVm9KjFrSNIbCE3rZ4HzCQMwpyZZOggPxov0sN0lhBACZjYrZ6mttJ4UNSwBfgeMNLOPEGoBk6J+LFnQZGZLq6oz0bjEzH5WsM4tEp1zgBckdQLbAqcBu1lceGWxtMXjou3ZZ52JxjLsuTmhxQShtXIusLeZnUPYOOqkRJ9REP3R2aCIMt/ivk+MyY0uyVvMbCpwBrAJccGYVSgMR29UYvN6wkyKS83sRlgWOXKvuBLvJTNbKmlkPJ6nEFCqu5G/IloHAovNbNmG02b2A0mTCQ/5E65ztXQOIMyv34nQ9H+c0H9skkaZ2Z9dZ5917h3v+3/M7LxGRjP7nqRJhB+3ouex11nnPjHtfsIq9p2jzofjQsbaOIAGhTuCuApwhZqHmc2W9GSS9hKhayhdGbgXsK6kaYRa1xkV07oovUbS9oQaxF+Bf7jO1db5EvCQpAeAn5rZPZK2Iux9neu88LVQ59aN+55cO4Zw35+gOve9LjpHxrQ5kqYAZyrEsxpJaFXPzVNnHhTaNSRpQGropoUiC5K0EYTaVcpwYEfCvNzdzOy+impdR9KRhNlO95rZMWb2outcM51mdpaZ3ROP55rZ5yyEjXCda6BTUpekgwnTsX9sZsdGZ+Y61+y+zyR0Wz0A3GFm77SweKxWFOYIJJ0M/EghBve7IPRJpqvxkuORwK/iuUMkDSGE7R1hZrnv5dkfrYQAYncT+oivcJ39vveb5Kmt3XQSZtrcD+xa5fteF52SNjOz583sVjO7Jk+deZK7I5A0VKE7523AxwmDLkfH5vOyARVJY2354MoYYLSk6cBhhPGA2Wa2sAZaO83smTy1tpHOd1NAf2sb6TyUMJPl+eYuGNe5xvd9SV76CsXyn3rVSYgU2JjzPRK4ljh3nTDKPg34KbAZ8GrgBUJY2cJWsNZJq+t0na6zfXQWYoscjNtFWFjzquTc4OS4g7BgZFR8vw9wUtNnHFvQg1ALra7TdbrO9tFZxitrQ+9EmJ/+NHBDizzbA3e2SOvOUs/aoNV1uk7X2T46y3plPUbwLGGp/3aEEMH7AkjqTEbhNyXs0Yqk3RQ37ZYky3HWSo21uk7X6TrbR2cpZOoIzOwp4CYz+xehr62x685SQpgIgNcA3ZIuJizPblxb2KrGOml1na7TdbaPzrLIfNaQLZ+FMg1YJOnUeP7l6Hn3APYEnjezN5nZjKw19JW6aHWdrtN1to/OUsiz34kwLetX8Xhs/HsAyWBNVV510eo6XafrbB+dhdmjAIPfBSwmROYbXvYXXhu0uk7X6TrbR2cRr9wWlClszn0+YST+ZDPb35JAZ1WiLlpdZ7a4zmxxnfWlsZAinw+X9iPEsVnca+aSqYtW15ktrjNbXGc9ydUROI7jONWnEhvTOI7jOOXhjsBxHKfNcUfgOI7T5rgjcBzHaXPcETiO47Q57ggcpxckLZU0U9Kjkh6S9BElu1e1uGaEpCOK0ug4/cEdgeP0zkIzG2dmOxBi1O8HnN3LNSMAdwROLfB1BI7TC5L+a2aDk/cjgd8Aw4EtgeuAQTH5ZDP7uaRfElauzgW+SQiBfCEwHlgHuMLMphb2JRxnFbgjcJxeaHYE8dy/gW2B+cDLZrZI0ijCpie7SBoPTDazd8b8JwAbmdn5ktYBfgYcZmZzC/0yjtMDXWULcJyaMwCYImkcsBQY3SLfvsBYSYfG90OAUYQWg+OUijsCx1lNYtfQUuAZwljB04RNTTqARa0uA04xs7sLEek4q4EPFjvOaiBpQ+AqYIqFftUhwFNm9jJwJNAZs84H1ksuvRs4UdKA+DmjJQ3CcSqAtwgcp3fWlTST0A20hDA4fGlM+wpwq6SjCPHtF8Tzs4Clkh4ibI14GWEm0e/ibljzgIOK+gKOsyp8sNhxHKfN8a4hx3GcNscdgeM4TpvjjsBxHKfNcUfgOI7T5rgjcBzHaXPcETiO47Q57ggcx3HaHHcEjuM4bc7/AQIFyCuX52NcAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 30729, {'val_loss': '-0.010984753258526325', 'val/kl': '0.00017410304280929267', 'val/mse': '0.008399827405810356', 'val/std': '0.08902556449174881'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3xUxfbAv5MeQkILAUJI6L0qICIWUBFRMSoWDIqoxI4NfypYsCAPAXkWLKCiaJ7o0ycPfDwsqBQFH11BirRAgIQ0Ukjfnd8fs3ez5d7NZlN2Q/b7+ewnm3vnzs7O3jtn5pwz5wgpJX78+PHjp/ES4O0G+PHjx48f7+IXBH78+PHTyPELAj9+/Php5PgFgR8/fvw0cvyCwI8fP34aOX5B4MePHz+NHL8gaKAIIaQQoqu32+HHj5+Gj18Q+KlVhBCXCiH2CiGKhBA/CSESXJTtaClTZLnmMofzjwoh0oUQ+UKID4UQoZbjMUKIz4QQJ4QQeUKIX4QQ59lc104IscJyXgohOrpoQ6gQ4gMhRKoQokAIsUMIcaW730kIcZMQ4lfLuZ8drou2tC1bCHFaCLFRCHFBFf23SAixTwhhFkLc4XBukhBiq6U/0oQQrwohglzU5VZ5IUQ3IUSJEOLTKtqm+3vYnH9YCHFYCHFGCLFHCNHdoJ6RQog/LH2SLYT4WgjR3uZ8qKX+fMvnPVZFu1z9PtWqq9EipfS/GuALkEBXb7fDoU3RQB5wIxAGzAU2uSi/EXgNCAduAE4DrS3nrgAygD5AC+Bn4G+Wc52Bx4B2QCCQDGQBTS3n2wD3A+db+qmjizZEADOBjqiJ0dVAgXZNVd8JuAy4CXgO+Nmh7jCgh6VeASQCOUCQi/Y8AFwKbAHucDh3H3AhEAK0B7YCT7moy63ywHfAeuBTF3UZ/h6W83cDvwO9Ld+1C9DSoK42QKzlfSjwKrDC5vxsS3taAL2AdGCMJ/dcdepqzC+vN8D/8vCHsxEEQDNgKZAJpALPAAGWc12BtZaHJQv43HJcAAuAU0A+8AfQt4ZtSgZ+tfk/AigGeuqU7Q6UApE2x9YD91re/wN4xebcpUC6i8/OB851OBZEFYLAoK7fgRuq850sA+HPLuoMAK6xtCfGjTZswEEQ6JR5DFhZje/lVB64BfgCJQxdCQLD38Py3Y4Bl3pwz4RaBus/bY6dAEbb/P8SsMyTe646dTXml181dHbwJkoYdAYuBm4HJlvOvYSa8bUA4ixlAUYDF6EG5GaoWW02gBDiKcuyXffloh19gJ3aP1LKM8BBy3G9soeklAU2x3balLWry/K+jRCilWNFQoiBqFnvARdtcwshRBtUn+zWa0cV38mozt+BEmAF8L6U8lRN22nhIpt2Vru8ECIKeBElIKrC1e8RZ3n1FUIcs6iHXhBCBFg+J95y78TbfHa85V4qBqahVgUIIVqgVnqOn9XH5trTQogReu2y/X3cqcuPwlC/6KdhIIQIRM3qBloG1QIhxHzgNuADoBxIQC3F01AzTSzHI4GewP+klHu0OqWUfwP+5kFzmqJWJbbkWT5Hr2yeTtn2Bue195FYBBZYB7NPgBeklI71VQshRDCQAnwspdxr0w53v5MuUsr+Qogw4DqUwKoxQog7gcGolYin5V8CPpBSpgkhqqrC1e8Ra3k/GugHNEdNPtKAxVLKo5ZjVrRjQoiWwBTAtr9t69feR9pca1uXq9+nyrr8KPwrgoZPNBCMUglppFI5oP4fSg30PyHEbsuAgJTyR+AtYCFwymKkjHL3Qy0zukLtZTlcCDjWEYXSuTtSVVnH89p7a11CiHBgJUonPNvdtuthmb1+ApQBD1ajnW4hpSyRUn4GPCWEGGD5zEKbV3wVVdi2NRGlTrlSSpllOZZkU9d/3Sg/EGXfWODmx7r6PYot71+VUp6WUh4B3gPGVlWplDIH+Bj4t8WQrd1Ljp9l1N+ufp/q1tVo8QuChk8WlbN+jXjgOICUMl1KOUVKGQvcA7wtLG6nUso3pJTnogx83YEnAIQQ0x0GqULHQV9KeVRK2VR7WT53NzBAa4QQIgJlNNRTX+wGOgshbGdnA2zK2tVleZ8hpdTUV6HActSs8x73u8sZoabDH6CMmDdIKcsd2unud3KHYJQKD9v+s8yQ3WnrGGAxcI2U8g/tuJQyxaauK6sqD1yCMpAfFUKko9QzNwghthl8tKvfYx9KgNqGMq5OWOMgIAaIklLmAid1Psuovw1/Hw/qarx420jhf3n2wt5Y/CnwNWrJm4BaZt9tOXcjEGd53wc1e+sMDAHOQw1MEcBqlHqlJm1qjVp634Dy4JiDa6+hTcA8S9nrsPcaGoPy8OiNUiv8SKXXUDBqJbAcAw8cS50Rln7qAYS5aMe7lrY0re53QnkthQH3Auss74Mt54YBI1DqoHDgSdRsNNZFW0IsdfyCUpmEUWn4H4VSi13k5u9hWB5oArS1ec0DvtT6X6e84e9hOb8U+MZyD8ZZ7sG7DOq6nkpvqtYoY/U2m/N/Qzk4tECpLk9i7DVU1e/jdl2N+eX1BvhfHv5w9oKgBUoYZKK8N56zGTxeRa0OClFGtGTL8UtR3jGFqFVFit5A6EG7LrMMAsUoF8OONufeBd61+b+jpUwxalZ5mUNdj6FcFvOBJUCo5fjFlu9fZGm/9rrQoX/sXgbtTbCcL3GoK8nN73SHzmd9ZNPOnajBP8cyILkcxC31O9Z3ieXcT0CFQzv/66Iut8tThdeQq9/Dci4KWGb5rto9KCzn4i2fHW/5/yHgMHAGJVyWAQk2dYUCH1o+JwN4zKEdjr+1q9/HZV3+l3ppP5QfP378+Gmk+G0Efvz48dPI8QsCP378+Gnk+AWBHz9+/DRy/ILAjx8/fho5fkHgx48fP42cBhdiIjo6Wnbs2NHbzTCkvBxqyxFLCAgOrp26zmbKy/39VF3cvU9DLAExpFT3o5+Gy9atW7OklK31zjU4QdCxY0e2bNni7WYYcuwYmEy1U1dQEMTF1U5dZyt5eZCbCy1bQpTbATIaN2YzHHVrH7Pq1yZN4MQJaN8eAgPVcZOp8r2fhoEQItXonF81VMuYzd5uQeOiwBI15vRpJRBycrzbnoZAaan7Zc+cgexsdV8XWiL3lJRAerr/Xj+b8AuCWkTK2lMLafX5MaaoCCoq1HuzWa0O8vOV2sOPMdURBKWlUGwJKacJgtOnVR9nZdV+2/x4B78gqEX8A3f9UlSkf1wbuPzoUx1BYEt5uRICJSXqf38/nz34BUEtUtVSOdMxanoV+AWLa4wGNCMB4UfhqSAAJQj8VJKXV7kqbcj4BUEt4koQlJfDwYOQkVF/7TmbMZmMVUClpeq3kFKpMzTjvV+nrfqstvrBP1FRNipNZdaQqVNBIIQYI4TYJ4Q4IIR4Sud8ghBijRDidyHEz0KIBu0j4+oBy7bk1DpyRL1SU/0DU03Q1BN6SKmMnKdOKT12WprykklPr7/2+SplZd5uQcNHm1gUF6vVQEFB1UKxpKSEP/74w3UhL1JngsCSQnEhcCUqhvkEIURvh2LzgKVSyv6o3Kk1yjLlbVwN7JphTUo1IJ08WSkcjPDPuIypSr2RnV2pw5aycoXQ2KltQ3pj61MplSvtmTOVHmsmU9XqyMTERPr378/GjRvrvpEeUJcrgqHAASnlISllGSrm+LUOZXqjElyAip3ueL5BYSQISkr0l48nT9Zte85mXK0I/BhzNuizvUlJiRr4MzPtB//sbGUvMBKMhw4dAmDnzp310MrqU5cbytqjElRopKEyYtmyE5Wt6HVUhqpIIUQraUlH2NAwEgRGm3eKitTN06yZ/vnGNttyF7PZMxWHvz9rXxA0th3HRp5SZrPax2I2Q4sWzuf3799ftw2rId42Fk8DLhZCbEdlczoOOO3LFUIkCyG2CCG2ZFbX9aYe0RMER4+63uSUluYfoKpLTbxeGjv+FUHNqEoFVFjYMJ/nuhQEx4EONv/HWY5ZkVKekFJeL6UcBMywHHNyUJNSLpJSDpZSDm7dWjdUhk/gKAhKSpQ+0RUFBXDggPH5hnhT1TWeGjwbe19KWTcrgsZCWVnV/WcyKfuBRkZGBtOnT2fXrl0A+GpGyLoUBJuBbkKITkKIEOAWYIVtASFEtBBCa8PTqNyiDRY9QeAO2dl+j5bq4Pd88YzGthp47bXXuPbaa9m0aVOt1Ofu/pT8/Mr3K1euZPbs2SQnJ9O1a1c6depUK22pbepMEEgpK4AHgW+BPcAXUsrdQogXhRDjLMUuAfYJIfYDbYBZddWe+sBR2FfHoGmkPvLRCYRX8a8IPKMuBIEv9+nmzZtZsWIFBw8erJX63BUEZWVKE5CdDT169GDq1Kk8/PDDHDlyhKNHj1Lqg7rNBpe8fvDgwdJXo49mZNgbk44cqd5Mf8gQ54iO8fEQ4G1Ljg9RnciZjgQEqP5srBQUVO2yXF3i4lSUXF+juLiYHTt2kJ6ezpAhQ4irYRjf8nI4frzqco7ExKjorQB//fUXsbGxRERE1KgtniKE2CqlHKx3zj/E1CKeqoY08vKcjzUwOV3n1MQPvrH3ZV0E4/PFPk1NTSUmJoZPPvmExMREt4TAvn37+PPPPw3P2+r9q4PtM92tWzevCYGq8AuCWsRREFR3BeiP41I1NVlV++KgVZ80FhvB6tWrKSwsJC8vD+GGb2t2djYjR45k5MiR/PXXX4DaCWyLp/GrfvnlFw4dOu6zRmINvyCoRepiReDHHr+h2HMai43gnnvu4eDBg9x9990sWbKEVatWuSyfnZ3NueeeS+fOncnMzOSCCy7gnnvusZ6vqPDsvsvPP82NN46gb9/umEzw/fffM3HiRD766KPqV1bH+AVBLWIrCEpLq/+QlJaq+Di21/nig+ZNaioIGnN/NpYVAUDnzp0pLCzkzjvvZOHChS7Ldu/enZUrV7JhwwbatWvHpk2bWL16NUWWZYCn91x+fh4DB55H//5DSE8XHDhwmJSUFNatW+dZhXWID5p5GiaOSWk8VWEcOqSMUgMG+I3EeviTzniGyVQ3QQ59TbCWlpYSGhoKQJcuXbj99ts555xz3Lo2MDCQTp06sWLFCi6++GKaWKy8ngrQuLgEvv56k7WOgQNHsWTJEgYMGOBZhXWIXxDUEjW1Dzhee/q0yhfraw+aN6mNwHGNLSSCRmMQoFJK+vbtS6dOnUhJSaF37958/PHHLq/54osvGDBgAD169LAeu+qqq+zK1NZKql27rvTr15WmTWunvtrELwhqiZraBxzRErL7qcQftttz6koQ+NJEZefOnRw4cICioiJatWpVZXkpJXfddReFhYUcPXqUDh066JbzVBCYzWYCHJb1ubnKndTXVvs+1pyGS002k+mRm1v7OZAbOianKFTVp7H2Z2NYEfTt25cTJ06wceNG6wB8+vRpDh06pOu1U1xczOjRoxk5cqSdEPj++++ZNGkSS5cuBTwXBFOmXMuwYe3ZtGmt9dh3333D/PnvUqDFsPYR/CuCWqK2VwQVFWqrevv2NavnbKI2BEFjpTGsCIKCgmjXrp3dsQ4dOlhdSaOiouzONWnShK+++sqpnoMHD7J06VLCwsK4/fbbPRYEx48fISPjBFFRza3HZs9+goMH93LJJRcyZEgfzyquA/yCoJawFQRmc+3kzc3J8a0HzdvUhmqosfZnY3W7TUhI4MyZMxQWFjoJAiNGjhzJkiVL6NOnD2az5/fdN99sJz09jZiYWOuxK664npycTEpLm2AyOUcS8BZ+QVBL2M4a3Eld5w6N9eE1wr8i8AyzWb/vpIT9+yEyEqKjISSk+nX7kmD98ssv+f777xk/fjyXX345gDXqpx6FhYWEhoYSHBxsd7xHjx5W43FNVlJBQUHExXW0O/bEE5Xh1HJzVb/7An4bQS1hG2OotjaG+dJD5gv4VwSe4TiYbdz4E9ddN4w//thPbq6K3bR9Oxw+7J321Rbr169n0aJF7N69263yzz77LGFhYbz99tuGZepy70Vhoe9M9vyCoBaQ0t4mUFuhIvzGYnv8KwLPcBQEycnXsmPHb7z++nPWY1KqoInVzfvkS/fnhAkTePvttxk1apRb5fPz85FSOnkYlZaWsnz5cpYtW+axINi1axsPPHAT77//mt3xiooKMjMzyMlRScwzMtS+odxczz6ntvALglqgpAS+/jqFESM60rlzAHfd1ZENG1JqXK8vPWS+gH9F4BmOgmDZsrW8/faX3Hzz35zKpqY2XA+jYcOGcd9999G/f3/rsblz59KvXz8+/fRTp/IffPABJSUlJCYm2h0vLS3luuuuY8qUKR4LgtTUg6xa9U+2bv3F7vhHH73B0KFteeutlwE1uSkvV1qE2rAreorfRlALfPJJCtOnJ1NcrH7JrKxUFi9OBmDEiKQa1d0YBy4j/CsCz3Ac2Pv0GUSXLoPYscO5bEWFEgZdu7pXt6/fn9nZ2ezatYtjx47png/RMYxERkaSmJhIixYtKCsz48l8edCgYbz55jKio9vYHY+ObkPLltEEBQU7XZOdDeHh3tnw6M9HUAvExXXk+PFUp+PR0Qm8+eYRj+uNjIRRo9TN4UctoWs6W23XDiwRCBoNev128iQcOlRBWVkx4eGRTtd06wZu7MkiOhqf2Sn7zTffEBgYyCWXXEK45aE5evQoubm5dOjQgZYe7NA8ebJ+c2R36FB3nkT+fAR1iMkEJ07oZ0rJzvYwg4oFv43AHv+KwDNs1Rvl5eW8++4c7r//cqZMacnXX7+se83hw+4JXV+6P++++27Gjh1Lro3CPT4+ngEDBjgJgUOHDjFs2DCmTp3qss76DtTnrf70q4ZqiMkEsbHxuiuCVq1qlg7Llx4ybyOl30bgCSaT/XfOzExnzpynrP9nZOincayoUJFwG9KGxtGjR5ORkeHWzP/QoUP89ttvhIWF6Z43mUxkZ5+mqCiC0FD9Mq7YtGkt6elpDB48gri4hGpfX9/U6YpACDFGCLFPCHFACPGUzvl4IcRPQojtQojfhRBj67I9dYHJBNOmzSI8vInd8eDgUG6+uWYpmP0rgkqMhEBZmUoJ6kcfxxltcHAwEyc+xtixj/HWW8d49NEvDa91x4PIl+7PpUuX8u2339oN7mlpaTz77LMsWLDArux5553Hhg0bmD17tm5diYmJtGkTzbp133nUlpSUd3j00YlOxuLS0lJuuGE4Y8b0173urFsRCCECgYXA5UAasFkIsUJKaZsP7hlUUvt3hBC9gVVAx7pqU11gMkFiojIIz5s3w7oyGDp0vKGheMOGFD7/fAZZWUeJjo7n5ptn6Zb1pYfM2xiphY4dUwNWixbQrFnV9TS2PnXst9at23L33fM5ebLqa0tK1ObIyEgliH0tUJo75OTk8PLLL9O3b18effRR6/HIyEguuOACw+tatWpFs2bNKSvzzEAwePAIhBB07NjN7nhISAi7dm2jrKyU4uIipwmkt+7PuvxphwIHpJSHpJRlwDLgWocyEtD2fTcDTtRhe+oEbaaamJjEhg1HmDx5IdHR8fzyyz946CFnN9ING1JYvDiZrKxUQFo9jPTcTf0rgkr0VgSFhZWz1kOHVGwm2419fvR13Lb7XMxmE4sWTeHZZ4dRUeFsFDh1SuXr/f13493JvkB5eTlFRUVOweXi4uKYOXMmjz32WLXqW7JkCbt353LVVTd61J5Jkx7kjTc+Y8CAIXbHhRAsW7aWH37YQ0iI73gt1KUgaA/Y+mylWY7ZMhOYKIRIQ60GHtKrSAiRLITYIoTYklndHS91jO3DMX/+83z66eNkZR3FaJD//PMZlJXZOwyXlRXx+ecznOr2lYfMF9AbhNLTK9+XlsKffxoPWBqNrU8dBcGRI8c4cuQgZWVqB2RAQCC7d//IgQO/ceLEXqfrs7NVv5aUqPcavma4//XXX4mIiHDaTNayZUuef/55Jk+ebD0mpWTy5Ml8+OGHlBq4BJnNwi1jeVoarF+/lrvuupq33nJPFTxo0Hl06dKTQB33oLNxReAOE4CPpJRxwFjgEyGEU5uklIuklIOllINbt25d7410he1M9a23XqS83D7sqOMgr4SEM3oeRo1t0HKF44pASv3dmFKqYH1+FI4D9uuvv8Qjj3Rl7dqPrMcmTXqD559fR9u2zpsHbOMUZWSov5mZsG+fb61Yi4qKCA0NJTLS2RXWkS1btvDRRx/x5JNPGia3dxU9WLsXy8rgxAk4evQ0P/74H7Zv32gtk5FxgqKiMz6ftF6jLr2GjgO2mR7iLMdsuQsYAyCl3CiECAOigVN12K5axZ2Zke0gHx0db1EL2aPnYeRLD5q3cezn/Hzjvs/OBqP5QmPrT8cVQWhoFNHRCbRqVflonnPOVbjDmTOQlaVcS81mZZ9p0aI2W+s5V155JSUlJVTo6MLS09PZvHkzvXr1omvXrvTu3ZsPP/yQkpIS3Q1lAD/+uI4XX5zBwIHnMWPGPOtxk0mtOjt3VhOOI0f+oHXr83j77a/p0kXZA6SUjBiRQEVFBXv3llhTZ2qsWfMNmzev54orrmPQoGF2587GFcFmoJsQopMQIgS4BVjhUOYocCmAEKIXEAb4lu6nCmwHo3bt9N3EbAf5m2+eRUiIvYEoJKSJrodRYxu0XOG4IrBVUziSl1c5ADqu/BtbnzqOi3fcMY833zzi9uDvyIEDlb9Ferrv9WdQkPPc9pVXXmHcuHF8+aXykIqIiGDy5Mncd999hvUUFhazZcsG9uzZaXc8J0fdU3v2wK5dR3jqqYHMm3cd3btfTffuKr9AaWkJLVu2pnnzlk5CAGD9+u94771X2bHjt5p81VqlzlYEUsoKIcSDwLdAIPChlHK3EOJFYIuUcgXwOLBYCPEoynB8h2woaykLtgPU/ffP4qWXku1sAI6D/IgRSRw7tptffvmUnJw0WrVy7TXUsHqj7nCc/bsK7CelMnIWFqoHNzpaeRQFB/tO2N/6QErnftMzppvNZtasWURa2i4mTXrDKb2iq/obAiNGjGD37t3ExcW5fU2/fkP57LOfadMm1u64ph4DOHlyP5GR0cTEdCEzM4iyMujSBcLCwvntN2O/l1GjriYmph3nnDPc6Zy3+tQfYqKGHD1aKQwyMlTcoc8/n0F29lHdQd5sNpOUpIxEQgief349PXrou7EFBMCYMeBmPo2zmvT0Sr1tYSG4CDNvSHi4Ctnhhhr5rKCiQhkzNUwm2LxZv+z997cnN/cEr722n3btuukX0mH0aN/Irf3qq6/yww8/8NhjjzFmzBjDco888gitW7fm3nvvdZnXODXVeVAuKlJqIVvKy0spLs5nz561nDy5n/HjpzB4sOd2zJgYldO4LnAVYsK/s7gG2O52TUtLZeTI7gQHh/Phh8bT1YyMgwQGBmMylSOlJCfH0WxiX38Dk9N1gtlsr+LxNN9DY+tLR7XQsWPp3HPPADp06Mszz6yxO3fVVY8jhKBJEzc2Y9jgK326Y8cOa65hI3Jzc1m4cCFms5kpU6YYlnPcja1huxrQCA4OJTi4NStXzuXgwf/Rq9fF9OvXusHFs/ILghpgqxbKycmkoqIMk0k9fQsW3MDu3T9x662vMmrU3dZy7dp149NPy9i06UtCQsLo2fMiw/p95SHzNkVF9n2Rn+9ZPY1NsDoKgrS0k+TnnyI/39kMd9VV1fOz16iNsB+1wfPPP8+kSZPo16+fYZmCggLef/99Tp48SUxMjGE5TZ22ZMnrZGdn8vDDzxMQEGy30/r337+jd++R1iiiw4dPoHfvS4iKimHlyjUsXfokF198JY8//pJT/cXFRezd+ztms5lzz7VXD511O4sbA7b6165de/PSSyvJzlZT1337fuXMmVwWL57C11+/zE03zeLMGfjPf+x3FDdp4lrv05gGLiNs47RLqXa7ekJj60tHQRAb25+FC49TWnqm1j7DV/rUNr2kHk888QTz5s1j7ty5PPWUU7QbO7R+e+utl8nJyWLSpAcxmdpahd6ZM6eZPfsK2rTpwoIFfyGEYOzYR6zXr1v3K3/8sZUuXXrp1p+aepDrrz+frl178f33f+qWqW/8gqAG2M6GmjRpwpAhV5Obq3YPnzlT6cyelZXKO+9MRkoBlFmPuZOzwFceNG/hmP3tzBnPZ6GNfUVQVhZIy5axumWllBw+vI2jR3/n4ovvMPSvd8RXVgRV0aNHD5o1a0axG1vPtQne5MmPYDabCQkJtUvjefr0Sdq1605ERAvdfjrnnGt46aXfiIqKoqICHB2ZWrduS//+g+nUqbvTtX5jsZv4krH4zBn7wFx//qnUFg891FF3r4AeTZu2ZPFiY1/Iyy93Ly782UpxsdLNLl+ewrx5MzhxQt8I7w5BQao/3YlJdDZw4oR9Ttzt241j60spSU6OprAwh7feOmq3z8AVF10EsfqypV6ZP38+YWFh3H333boum+Xl5QQGBrrlEZWba2+HMnJOMJkqCAwMstRfSlZWKiZTBXFxva1l4uLUy13qMr+D31hcR9iqhn7++b/MmvU8HToMMNw9rEdhoettsA1MTtc6JSVKCNRGBrjGtCKQ0j6fgMkEq1Yt5siR7Vx88R107TrUrrwQgiFDrqe09Azl5e4HWvOFFYHJZOLJJ5/EZDIZGoGDg50zghnXZ/+/0SJCEwIA+/ZtYNasy+jZ8yKef36t9Xh6ukqG5G6yGb+NoAFi+xBs27aRAwc2c+pUquHuYT1CQ9u6PN9YBi4jystVVFdNCGhooTuqKwgaC+Xl9t/3zBnYufO/bN78NX36jHQSBADJyYur/Tm+0KdlZWU899xznDp1ynCncHXQVGo5OVkcO3aYsrI2HDhwktOnM+jceTDNmsXYCQGAVq06EBPTmZYt2/PLL5+RkXGQ8867gfbte3HypP6qQEqJlNJuleIXBA0Q25nDkCEXMmDAGNq1606XLkNZvDjZKbicM00ICJhHSQkY5MfwiRmXN6moqL0McGazbwxc9YGjCujMGbjiiofo3XsknTvragc8whfuz/DwcJ577rlaq8/Wa+itt15m4sSZpKYeZP36T0hMnM7y5a/QrdswZs78xTqIt2vXnddfV0l+5s4dx7ZtK4mP70f79r1IS1N5iG2T/Nx33w2sWdFw1owAACAASURBVLOSjz5azfDhoxybUO/4BUENsH0Ihg+/nODgy63/l5TABx9MR0XRcCYgIJBWrRaRmZnE55/D7bfrJ61uLAOXEeXlxhnghAhgw4aUatsKGgO2tgFQnld9+oykT5+RLq+rqCjjxIl9xMcbu2Hacjben5ogSEjoQt++5xAeHk3HjlGsX/8Jy5e/AkBpaZGhvWH48AlWIaBx7Jh6vjV7SkBAIOXl5eTm2tsH/SuCBojtisDRQ6Nt2yQgiVatUjh9ejImU6XCNiSkCTfe+CI5ORGsXi1ZvVpQWgp33eWsS/S1cL/1SUWFejCmTZtlZyPQMJtNLF6czP79v7B9+6oqE/2oa+qj5d5BysrJhKMgKCx053rJfffFUliYzbvvZtCsmbGvvYYv9OfOnTsJCAigW7duhqkn3cVsrvxO48ffwQ033MH//qf6tn373syffy0jRkzkmmv+T/f6srIShg+/RdebSAvSFx4Os2cv5rXXlnqUBrMu8HYY6gaN7SD9228b+O67tzlwQO3hP2bJxDBwYBJDh14PqBsjOjqBKVMWkZ2dxn//ex0REXcSEgI//QQ//uj8GWfjjMtdNGNnYmISXbv21n24ysqK+P77d91K9ANnd38WF6s9FlLaCwKzGXJzz7BhQwp79643vF4IQVxcH9q27cZ7793JM8+cx4EDrgOj+UJ/Pvnkk/Tv35/vvvMsraQtjhOv0tLK79i376W8914mycnv066ds+vn4sXJ3HFHE2bOHKFbt5QqgZKUEBXVTFcInI3RR89qysvtvTIWLnyeJUse4NNP1Q5NTRBkZf2d7dtXAdjNVtu160ZYWCSxsfu5805VdsMG58/xhRmXt9BWWYWFhfzxxxYXsd3tjxsl+oGze4VVXKxcH4uLnQ3FmZlHWLhwIosXG4dWAHjmmTUsWLCfkJBwDh78H5mZR1yW94X7Mz4+nu7du7vcUOYujiv74mK18szPzyIgIJDwcONAVX37XkZkZDRDhlxvWKagAI4bR5Xxq4YaGo7xblq37kBYWCRt2qjkHkePAqSwc+c0QI0+WVlHrW6Po0ffz+jR9wPKnvDhh7B/v9qXYBtL3xdmXN6ivFy5js6Z82S1rzUyJJ/N/akGLZUzwJYzZyAoKITzz7+F5s1de6lp3jDXXfcMY8c+Smys/u5YDV/oz0WLFtVaXbYThaysU4wdew6ZmWrkjonpxOuvHzK89vzzb2LYsBvt1MB6pKXBiRM7+PjjV+jcuYduGIr6xi8IPKCiQj1ctjz55EdMnPgRoB5GFfVxBpoQ0NBzewwLg3PPhY0b4ddf4VqbzM6+MOPyFsuWpejaBuwROK4IQD/RD5y9/VlWVjmbdfyOZ86oGFdTp37mdn0JCQPcKne29aftKj8yMsoqBJo0aUZkZNUxzIUQBAVV7cK6f38Bq1b90xJrqFIQ+OyKwJI6cgAQCxQDu6SUDSaDWF2Qn+/8g9nOwk6d0tz33Hd7HD5cCYJffoGrr3Z/A8rZzCuvOO8fAOVxIaWZVq3iGTRoLGvXfuwyB4QtvjCDrQtcRU4oqsqLuQZ4uz9LS0sJDg52O4dCVdiGMwkNDWPJklSEiCY0tIk1oGRt0LZtH5555jMGDdJPZlXfGPaeEKKLEGIRcAD4Gyq/8P3AD0KITUKIyXr5hRsDjg9WQYG937ZmHwgO1p+VtmoVz7Fju5kwIYCkJCWLBw6EiAh17QMPwBpLlGBvP2jeQkrj/QNSmvnHP8y8+eYR7rzzbaZMWUREhAqK37RpK6ZMWdTovIZcCYLiYigszKWsrOo4OxrZ2WmsWPEqa9a43mTmbZvLm2++SdOmTZk9e3aN63IMdw4QGRlPaKhKEOC4iawmNG3akj59bqFbt/Ptjvuisfhl4FOgi5TyCinlRCnleCllf2Ac0Ay4rT4a6UvYLsE1srPhgQfimTAhgC+/fMFiH4A+fYzTUkZGtgIkZrN6koKC4P77oW1bZX9YskRl4TpbB66qqKhQ+wf00NQ+FRXKNSY4OMwa5K9r1/Nc7is4W/vT0V1Uo7RUfecPP7yPSZOasHHj59Zz+fkq/7De4JObe4LPPnuSNWveraMW1w7Hjx+nuLjYraT1VeGYsL642F5VVBfs3atilDnadeobQ0EgpZwgpVynlzpSSnlKSvl3KeXHrioXQowRQuwTQhwQQjjFfhVCLBBC7LC89gshXCQg9A0cZ15SKkGgVBOSgIBA64rg/POTmDJlEdHRCQghrK6jI0YkERUVw2uv7Wfx4lxrXeecA6+9pv6aTLB+feNdEZSUqP0D4eHOgrRfv8tISgrivvvU7pydO1dbz/fufYnLes9GQWCbIMkRbYZrNpsIDAwmMrK19ZpXXoHp0+HZZ1VAOltiYjpx1VWPM2pUssvP9nZ/LliwgNOnT3P77bfXuC5HQZCbC2vWLGLCBMHEiSHs2rVG/0IP2bJlBf/5zxucOJHLwYPKluOzNgIAIcRwoKNteSnl0iquCQQWApcDacBmIcQKKaU1ALeU8lGb8g8Bg6rTeG/gqBYqKVGzhgULDlBQkElUVBu0cOcdOkCnTkm6M9SAgADdlIBCwMiRsG0b/Pyz95fe3iI/X+0fAJyijkZGRvPTTx9QXKxct/r2vYxTpw7RqdO5XHPNE95stldwdY9og9sjj/wTs9mMZlj//XeVjhHg4EF49VU1AbnrLpV6MiqqNRMnzqvys31hotKslsLJOk7ycnPhr782AmAylVNaWrvGli+/fI7U1J306DGCpk1bsH+/93Jqu2Ms/gToAuyg0gVGAi4FATAUOCClPGSpZxlwLWCUiWEC8LwbbfYaejpEbenYtGlzmjZtzt69apnXogUkeGgHGjQImjdXYYS3b4eePWvW7oaGJlxBCYPExCQKCmD3bnWsrKyEZ55ZQ7duKrvT8OE3M3z4zW7V7e0ZbF3gjiAA7Ayq//2v+nv99Wqn67/+pSYfWVnw8svgbrDOs6U/TSZ7NVB5ubL9XXLJnbRu3Ynmzds56fNrytCh4+ne/QJretDS0rpXRRnhzopgMNBbT0VUBe2BYzb/pwHn6RUUQiQAnQCdvbW+g573haNgWLdO/b3wQpV83hXPPns+OTnHePTRr+nadYj1eGCgun7lSvj3v2HChBo2vIGhl4HM9gEJCQkjN/ckjz/e0xpWYvz4F2jbtiv5+VkMGXKtcwUWzsYVlruCQOP4cdi5E0JCYMwYiIxUXmsvvKD2v3z1FdxyC2RmppKTk0aHDn0Ncxl7WxAkJSVRUVHBokWLarQycHy2T1uU1D17XkjPnhfWoIXGXH/9M07HvNWf7nj97AJc70KpObcAX0opdW9pIUSyEGKLEGJLZqZzvtX6QMrKm8MWbYB64ol+TJ3al40b1Ve4yDgVsZWjR3eSk3Ockyf3OZ3rZtEaeenreg0p7R/KTz99h06dBGPGVMbx3bAhhcWLkx3CStzNzJkjWLDAeFenVv/ZRlWCIDMzlenTB/POO3cAoEViuPBCJQRAqYPuv1+pJlesUJsb33lnEjNnjuDQoa2G9XtbECxfvpwvvviixu6jjvuC9J71+sDnbARCiJUoFVAk8KcQ4n+Adf4rpRxXRd3HAds0R3GWY3rcAjxgVJGUchGwCFSGsio+t07Iy3P2FoJKQXD8+G6kvAUIpEsX+5CzRlx99f9RVJRH9+7OS05tH4G3lorewjGO/okTalFZYdP5n38+wynEt+bjrbn6GeHtgasu0LsvNUpKIC8vncOHtyKEoKxM7VUBla3Nlh494JprlCB4+23o128IFRWlteo2Wdt88cUX5OfnExER4XEdJpPzykmbjJw4sY9XX72KhIQBPProVzVoqTMVFWXk5Z1CiABrClFvrVhd/cJVW4pcsxnoJoTohBIAtwC3OhYSQvQEWgAba/h5dYbJ5BxSQkNz27v66ifYvHkc6elqme0ON9440/BcYxQEKSkpPP30DNLSjhIbG8+0abN47LEXufXWe9i3rzJ8pnEGOMGSJa4z2zemFYHmOhoX15eXXlLB47ZuVbPfTp30bVjjx8OOHUpF1K/fXF580fVne1uwXnXVVTWuw5XK99Spw2RkHCQj42CNP8eRzZu/5o03bqF//yt4+mnl+eZzKwIp5Vqjc+4gpawQQjwIfAsEAh9KKXcLIV4EtkgpV1iK3gIs88AGUW/YRiB0RBuob711DqmpKjVd21pQpGmCwNVs72wiJSWF5ORkiixP5fHjqUyfrlwXNWOxJoyNMsBFR+vvO7DF2wNXXeBKEACEhUVYM5L985/q2MUX618THKxURDNmwA8/KA+2zp2NP9t3n1r3cVQLlZdX3icDBlzBbbctoFu3YbX+uT17XkR4eCTh4VHWYz4nCDSEENcDc4AYVGAXAUgpZZTLC1WhVcAqh2PPOfw/sxrt9QpGm3Ucz2kDlbs2Ky0s8KBBYzn3XHtNW5Dll2ksgmDGjBlWIaBRXFzEtGmTMJuhfftKF9ybb57llAEuIMA4rIQtZ8PA5YiRIHBUd2Rnwx9/qHvrgguM60tIgCuugFWrYPVquO8+qRsC3NVn1wdZWVl89dVXxMXFebwyMJud+8n2fyEEY8c+YnfeZFITtcxMmDsX+vWD2zzYWtuiRTsWL86xU715qz/dsbC8CoyTUjaTUkZJKSPdEQJnE46eQbaUlUFh4Wnef/8+MjLyAeX66Q7ffDOXNWve4+eflzid0wRBY1ENHT2qr+4xmUxMm3Yb7713t/XYiBFJjB69CEhAzUsSMJsX8eWXG0lKCmLZsumGn9OYVgTagLZ160q+/noWP/xwDCmVe3LTpq7rHD0aQLJ+fSmzZhnv1PamYD148CD33nsvL7zwgsd16HlVuXreP/1U7bVYtQoWLFAhYVatUju0PcHR/uKLISY0MqSUe+q8JT6M0YrAZFIDy6lTB1iz5j1KSpShMspNMdmt23Bat+5IQsJAp3ONzUYQH2+s1pFSsmnTP23+hz//TAKO0Lz5IuAmIIlTp+ZgNq9m794WLuqqvTb7AlIaCwJN5bF587/44otn2LVLjXp9+lRdb5s20LPnaSCUgwcf5rnn9PNleLM/W7RowZQpUxg3riq/FWOqIwgOHVKDfmkpfPKJGvy1hdIXX3jcBKSUnD6dDvjgikAIcb1FLbRFCPG5EGKCdsxyvFFgMhn/ONogHRwcTqtWA4EgIiLc34zTo8cFSCn56qsXeOihjnZZtRqbjWDWrFk0aWLs8VNcXGkE3r1bPZSQyenTU4EFwHdIGQFcxsmTjxv229m2IjC6N6Ws3I9x7rnXMm7cU+TkKGHb3Tm5li6JiWrZUFJyHn/9pQY/x4mJNwVB9+7dWbRoEc884+yP7y56gkDvmJSwdKn6268fhIaq19NPqzDyO3Y4h+lwh6KifB58MJ5HH+2GyVThkyuCayyvKKAIGG1z7Oq6b5pvUJVaCKBDhz48+eQ2oHr2AWdf+MoUi43NRpCUlETnzl0Nz9sagldY3Azat/+ehIQeJCe/y9/+FsukSSkEBnYkPz+Q228PYsIE4SRgG4sgKCqq/K5DhiRy5ZWzyckJJTQUXCy+7OjfP5hrrlEG49hYFfbj11/tP1fKhrvKMpv1V/t6z/xvv8G+fWq1/8gj8MYbKi5Yv34qbDzAvHnw5ZfVu8eaNIkiJCSMoKBQsrJSfdJY/D3wrZQyu74a44u4MhT/+98pvPHGDLKyjhIVFQ/MIirKWJ9qi54vvG3SmsamGgJIT1fL48DAILvY77b5BY4dUwbPsDCYOfNWmjZVHskbNqTw2WfJmEyqT7W9iZqABWVbaKiDlhFGgsBxd/Zff6m/Xbu6n+tCCLjV4vC9di28+67a7f7DDyrnxjPPKBWSt8jLy6OoqIgWLVp4lLTeaJLneLysDFIsc4kbbwTHheu116prvvlG7cpu0QIuvdT9djz33DqaNWtDQECA76mGUJvB/imEWC+EmCmEOE8YuQ6cxRgJguXLU5g1q3JGn5+fCkzkwIFow8Tpthj5wmtJaxrbigAgJeUbpk59nmnTXiYqSun5AwIC6dv3MmvgPk1PfcEF9gZPPcGqYZvDuDEKgr17N7B1q4pz7K5aSGPHjtW8+urVnDnzLlFRKjzFgQNqdfD66875keuThQsXEhsby4tVbXYwwEgF5CgIVq1SMZji42HUKOdrgoKUwLznHvX/V1+5nkA60qJFO+vOaJ9TDUkp50gpRwFjgZ3AncA2IcQ/hBC3CyG8OBeoH/RuCo1582boRiOsqMi2U/EYYeTzrsXab2w2gvJy6NFjCI8+OpN7732Sfv3OBVT45G3blC5ISpXFDdSmvYqKCl577XomTgzR3VdgS1bWUd55R0XdPJuwFQTFxZURNDVBUF5eygsvXMjatfuB6guCgoIstm//D3v3fmdNoXrBBWrn/PHj8M47NfwCNSA4OJiYmBhatWrl0fV6z7bjAJ6fD8uXq/e33eY6ftiFFyrX29xc+PZbj5rkkysCAKSUBVLKr6WU90gpB6ES1rSm6uijDZ68POMfxih7FtjPQI24+WbjpDXQuASBlErVYDsbGj/+Dvr0GUxQUCixsSr86l9/Kd/tli1VRNb//Gc+mzd/XWWycEU869bB3/9eN9/BW9iqDrOyVIyg4uLKAa20tIhu3UYixGBAqYaqQ9++lzJ16jImTpzP2LHwwQfw4IPqBfDjj96bxT7xxBNkZGTw+OOPU1ysP8N3hTv2gb171bGePaFvX9f1BQSoYH2gVgXffOPe87tu3VJmzbqMdeuW+t6KwBYhRHshxHAhxEVANLBZSnlF3TbNu1RUGIeVWL48pcogV3p5iW0ZMcI4aQ00LtXQ4sUp9OrVnE6dBAMHtmL58hQSE5NYsmQzn3xSwvz5yntZM1QOGwa//prCv/7lnkogJKQJl1+uBGxhYRWFGxAmk314hKwsJQT27q081rRpCyZM+BEpQ4iLq3r/gCMtWrTj/PNvJiamE1CpH4+zxACsjgqkLsnPd94h7ArN9dsRR2Gi7Q/o0cO9egcMgBEjlPBISYH586sWlFlZqezatYaTJ/f7pLEYACHEHOBmVB4B23wE6+qwXV7n9Gn9H3D58hSmT0/GVMUaTlPxuGLECP2kNdB4VgQpKSk88kiyNUl9Xl6ONbREVha8994Ma6jpoqJZQBLDh8Pf/65vEwgICLSm/wSlgrv55lfo2jWJ778/u/qzoKDyHj1zpnI26zir1fI49O5de59te3+aze4boOuC8nIlAAMDwV0tkZEAc5woKDdlFZvJHYRQITqGD4eFC5Vb6c6dKie5EcOHT6Br12G0bdvVa15t7oQVTAR6SCldOFLWH/UhMR1DIdsyb94M66BlhK2KpyoeeCCOgoJsZs/eRvv2vazHG8uK4OmnnfuzuLiIF154mMLCAmteYmUDSCYwEDp3TjI0tktp5rPPJBMmBACS//u/VXTo0Mcazvts8cKy3ScAKnyEEXss20Hd2UimR1ran2za9E/atevGBRcoNyIh1MCrJXRxd+9MbTJ58mR2797NnDnv0qnTOZhMSiCEh1d9rdF9YBt+WspKQeAq3pIjQqjd24mJalXwj39A//7G9oW2bbvStq3S2flyPoJDgBd+5rqjqs4uKTEu48o2AIIWLexVPFWRn59JeXkJJ07stzseEKBuKFc7R88G0tL0+/P06WyrEKikCJiBEFUb26dMWcQzz6yxpgM9W0J2mEzKGJmVZX9f5Obql1+16l3+/FPpO3r10i9TFWlpu/nqq5l8/fUsS7pLhdan3lIP7dq1i82bN5OfXzlbclc9pHcfFBTYf5esLLVCaNrUsxSSo0er644dc9947HMrAiHEmygVUBGwQwixBvt8BFPrvnnO1HRFUFCgHprYWHUjaxtibKW10WoAIDY2nuPH9TxUEoAj/P3vKvOTu9x117sEBYXQq5dzOMigIHXDlpW5N8vxRaSs3IbvSFmZq/7Ux2RSgkMv8JztSmzUqLvtrtMGLZPJdZt8neJifduVkaH0yJFQIIxmzdKJjPQsLO7gwdcyfPgErrvuGTvbWFCQUkN5SxB88sln7NuXRdeulTqvM2dUrK+gKnQdem12FKaafaBzZ8/ul5AQlV3wzTfVrmQhVEY4RzIzj7B16wpatGhP+/Y3VP+DagFXK4ItwFZgBfAS8Kvlf+3V4MjLU0tosxlyctSxrCxlaLLFlSCYNk3f2wdmER5ePSEAcMklkxkxIommTZ0j1TX0TWVSqrDcRrOc7GzVn+Hh9v0ZHt6EZs30lb1hYWrGX5Wx3RFfWhHMnz+f0NBQxo0bR7YrnY4OegN+WZnxBCk6ehIAgwe7GQlRh6CgEB566B/ExdkbGbT709Xu+7okJqYrAwYMIyKi0gIuZeWz7Qq9+8DxOk0QuGsf0GP48MrIpB9/XOn+bMuJE/v4+OOH+fHHRV7bqe1KbuYBv0opT9VXY+qS4mJ7iV9UBCdPqps4IECFhhBCPWiuVDGjRiVx++3FvP/+FACioxO4/PJZfPZZktvhJdxFe9B8xTOjumRnq/4tLoaICHWDZ2ernZeacTMxUQ3cjz46EYA2bdrz1FNzOHYM3nor2cEg3IRBgyptL66M7b/99hUrVswhNrYnDzyw1M7m4u0Vwc8//0xZWRkrV65k586djNLbpWRAdaNl7tmjvujAgdXfeauHlJLMzCPExHTyumrIyH5WVGRvKygrU8+So4HbFj330+oaio0YO1b9/eQT5X7bvbu9UTsmphOjRz9IXFwf31MNAROBhUKIItRq4BeUYNhVLy0zwBNpaTLp5/7VHiCzWamMwsLUCsEVmZkwcuSdDBmSSEFBJu3b9+LPP9U5TwTBjz++z4YNn9K372VOyawb8oqguLjSA+PMGSUICgvVq6jI/nccN24CL774MKWlpaxbd4jCwhD274cpU9SO4ezsowQHx1NWNoshQ9yzvRw9upNDhzZz6pR6mm370tu7ixcvXsz48eNp1qwZzd2NWY4awPQGP6OBOCcng337IoEm1d5IpoeUkqefPofU1B289dYxgoKUD6k3VgRms5mZM58mIqIZDzzgHHY8MxNiYtQK/dQplZtZez71nifH8cFk8sxQbMSVVyrvrW3bVBrQGTMq1dHt2nVn8uQ3gUpVdX1PVFxlKBsPIIToCAy3vO4RQsSj9hGMrY8G1ga5uVUbYfLyVDlXg4SmUgoICCAqKpqoKGVB0m4iTwTB1q0r2bNnLUVFeU6CQJtxeWvpXRNsvS+Ki1XfaSo4x98iICCAbdsqJXBamvprO+N/+mk4cgRat3bv8wcNuor9+zfSvfsFls+w93Lxprtj27Zt2aAX07kKjOwARvfHf/7zNVLeS3BwFlKaUbmlPEcIQevWCWRnH+Pkyf1WQeCNiUphYSHvvPMqERFNdQWB2QwZGcqbqaJCTUC059NRcKpQ8vbHtm9X18TGemYodkQISE6GJ5+EP/+EZcsq4zjZ4ouqIQCklEeEEGFAuOWlva8SIcQY4HVUqsr3pZR/0ylzEzATZZjeKaXU6R7b9rjzyZWUlrq3icgdz5zsbP1yP/6o/vbsWb22AQwePI6iolz693fen+dLeu3qUFxsPzhJqVZa7nyP0lJ9G40mbN0VBOnpB0hP/4tdu9awbt1H3HzzLIKCkjCZ1Gd4EKPM6xgJAr0VQUbGQeLi1KPUvPkpIiM9uDl1mDLlfZo2bUFAQKBXVZdSBvLEE69UUaaybZrTRUCAs7E9O9t5pfXzz+rvyJG1Nztv1gymToVZs1Twvk6d4PzzVRiV7OxjVFSU0bp1LSzdPMCV19B04HxUOIl9wCbgLSBZaqEdXSCECAQWApcDacBmIcQKKeWfNmW6AU8DF0gpc4UQNZuy6GDkVlddyspUQm+Abdu+4YMP7qd9+57ccMN37N+vVB8jR1a/3pEj72LkyLt0zzVEG4GU+n3uygBvNput3ih65YqKlHopJMS9pD9aiG/NvqBFIFWTiCSv9ueSJUvYs2cPEydOpHPnzhw7doxebvp1uhstE2DmzBGcPn0/8CzDh/d2GSOnOmirYPDuijU0NIL773+6Wtdo7qGOK1LH1UBurloRBAaqXcK1Se/eynj88ceweLEK+REensfUqZ2IiGjB8uU5XlkRuLo9bgdigdVACvAPKeV2d4SAhaHAASnlISllGbAMuNahzBRgoZQyF8Adw3R1OqmiovrxR4w4dKhyRnvs2C5yco5x6NAWa2z80aOrnmVWQx0MNEwbQXZ29QXXP/+5hE6dBIMGtdL1A9dWA9HR7s3OjEJ8V1So+E/eVLV9/vnnzJ07l+3btxMZGck555xj55vvCiPjqOP3kVLStGkrAgOHACoQWl3gzRWrJ59ZUODcV6WlziG7169XwmLQoOo/s+5wxRUwdKhaOb/7LgQFNSE6OoHo6HjfMxZLKXsKIVqibAOXAE8JIZqiIpH+KqV0TrRrT3vgmM3/acB5DmW6AwghfkGpj2ZKKVdX6xu4oLbiyhQU2Ou8Bw4cS27uCcLCuvDvfys95BVVRF6KjlbS/8gR5VKpUVZWwtatKygoyGL06PvZsCGFzz9XYRUCA1WOg7Iy9wyk3qagwLM+z81VLpRSSl1BoBnw3VULGe86Vse9KVjvvPNOLrvsMq688koSEhKIiIggNze3ygia2v4HPRwFrxCCuXN38eCDSjDXtiBISXmCX375BxERO4ForwjWU6ey2bFjH61btyU+3nNrru1zraFlGrvoIo+rdYkQKu/x3r3KXjB/fhgTJx5h6FAftRFIKXOAb4QQq4FzgYuAe1AhqasSBO5+fjeUoIkD1gkh+kkp7X4eIUQykAzQvr2b6ZWoXUFgS0JCf+644w327YN//1vFKXdlKA4JgY4d1fuOHVX0TICDByEnJ4c33rgZgCZNmtmpNEwmFVbhm29g6FDfFwau1D+uSE6exq23JlNQkE9GhvP56toHoqPjdcNSASPtYQAAIABJREFUBwSoGZc3VwQ33XST9f3hw4dxN8WH0WrAZNI/V1iohEBICLT1bB+ZIaWlRZaJkPrBvaFqW79+HZMnX8/ll1/LokXLPa7HUY0pZaWzQm14CxkRFQX33aeynO3apV433QSTJ9fdZ7rCVc7icUKIvwkh1gOngHlAK+BxwJ1b6zgquY1GnOWYLWnACilluZTyMLAfJRjskFIuklIOllIObtnSvdGgpKT24vQ4bjjTqGqACg1VwaYGDbLf6RgVpV5dukDz5m0JDg6nSZNmLFv2tE4gtSIWLXId0tpX8HSAVV5YzYmJidcdVKorCIxCfEdFqT0IvmJzqU6eJ6N72ei7aPasDh1cx9D3hMTE6bzxxhHatIlz2Ya6JCysKYMGDaNbN88j6dl6smnk5yshGh5eOWGrKwYOhLfeUt5DQsA//wmbNnlnReDqFrkDyAT+D2grpbxQSvmUlPLfUkodr3wnNgPdhBCdhBAhwC2oXcq2LEetBhBCRKNURYeqqtgdPZpRCGlPcFxZ/Prr53zwwf3s2KGieRkNUM2aKbuB0fMeFQVxcQEsXVrE5MkLyc4+plvu1CnXIa19gfJy936X5ctTGDGiI507BzBiREeWL69M4GMUJ0ZTpbkrCIx2HUdGqlWVtwRBUVERy5cvZ9OmTdW+1l37AMAvv3zG668rjxptJVqbtGzZntatEwgKUsOHN/pz+PDL+de/NlbpOeSK/Hzne/a4ZaoaF1c/vvxRUXDNNdCmzcdICXPnmmrNrlkdXGUou15KOR9objH2WhFC3FtVxVLKCuBB4FtgD/CFlHK3EOJFIcQ4S7FvgWwhxJ/AT8AT7uRIdidonJapqaYUFTk/hN9/v5AffniH3bsPAsYDlDseLtu2pXDPPdEsXDjRsIxRgLX6IiUlhY4dOxIQEEDHjh1JSXHOvubOakAL4X38eCpSSo4fT2X69GRuv30M55/fgblz/8/pmsxMFcpXiOolVRkxIok33zzC0qVlvPTSJkaMSPL6TtijR49y3XXXMWmSCvuwZs0aevXqxV136XuN2WLk3qzX75mZR8jPV9th68pQDN4zFuvlEjCbqx+wTc8+oKmF2rf3rG2eEhQ0D8igqCiwyk2tdYE7i8ZnhRDWPfBCiP/D2ftHFynlKilldyllFynlLMux56SUKyzvpZTyMSllbyllPynlMnfqreoHry2XUXC2DwB07Hgu0dEJBAWpbBWeCgJtYMzPdyX7mnDrre6FtK4LUlJSSE5OJjVVDd6pqakkJyfzySf2wsB2FmM069cL4V1cXMSmTT+Rnp7Gvn07nT5/xQr1ew8f7v6KQGP16je57bZgHn9cuWd6e4NeUFAQ11xzDZdccgkAgYGB7N27l/3797u+kOqphi6//EGaNLkRqDqrlicUFuby8ccPk5r6P8M21CUqTIi9/iQz03Uobj30VL6aINAS79QXjz32L1padFHeuD/dyUcwDmUwfgIYA/TETUFQV7gSBLYJOmoDPUEwadICJk1awKOPqv/1BqiwsKoD0LmT2wAWMXy49wzFM2bMoMjBClxUVMT06TO47bbKdml9rgk37Xtps34wDuFdXl7OhAlTadfOPuZObi6sXaveJyZWv+3Nm7cDwGxWo6i33XG7du3KihWV2tEhQ4bwxx9/EBsbW+W1RoJA7/48eTKSoiIVYsGVoTg0FNq0UYNfdWbTgYFBrF79BkIMAoZ6RRBMnTqBjRt/ZO7cj7jkkrGcOKG899ydLJjN+s4NmmqovlcE7dp1s7qfe2PF6k7O4iyUMFiI2lcw3lFVVN8Y3bR6m5lc6aTd+RwjW4PZbO/f7khkZNX1u85tAEFB7anPDVAVFZUqiNJSNcM6elS/jcePH7WWNZsrB1ejWf+8eTOIjdVXcbVrF09i4usMGWI/v1i3TtU7ZIhnM7TBg8exZEkBS5ao0dLbKwJHIiIi6Nu3r3Um6Ao9QZCfbz+rzcxUgmHHDvX/gAHGeu6AABX8LDZWlatOCsvw8Ehuv/3v9Omjwnd4QxCkpx8nOzuT8PAIcnMrIwi4m4/AqJy3VgRQeX/6lI1ACFEghMgXQuQDB1CG3BsB7ZjXMNKX5uXZPzBGOml3hcGxY/qzx4yMwxw+nI7JpNQ/oaHOZdyxDxgNjKC8XDp1mgPU34OWn6++8/HjKjJrQYFxG2Nj461GdNtZqZFwO3HiKNOmzSI42H6ZFB6uVF96wl3TmJznuPvETYKCQggLa2rzv/rrLRtBWVmZ25vHbDHSf2uDFqgYWE88oV7ffqv2ZfboYew/3amT2g0P6v7t3bt6qrcrr3yYuDjl4FffgrWiApYt+5lNm44zcOB51lk8oOt+rIeeINAEa1iY+ykva4uNGz8nL0+5PHtjouLKWBwppYyyeYVJKZtqx+uzkY7obRE/edJ59u5qdloVhYWqTj2mTx/EM8+MB/QfnoAA93Yk6sXiB2jevBX33ruI2FileqkvVYb2cNh+3rRpswgIsI/QFh7ehGnTZlFQoGahtqswV4IjMTGJF15YaBUGgYGBPPvsIg4c2M0HH9zPiRP7rOWlhL/+Uu+7OTkUe4a3YzfNmTOHoKAgXnrpJeux119/nbvuuotjx/Q9xsB+4qO5PGZm2q8G1q5VA0heHhQWxgCl9Oih/0Wjopzv24AA5TfvzgRGw1shUCoq1L3Tpk0sGRlhdoP6qVPurQr0ytgaius7+ufOnd+Sl6fuAZ8SBJaoo4YIhRcWUPaCQAtrXFrq7H/ranZaFQYaEQDLwNgR0BcE7du7l8M1MTGJV15ZRPv2ys2xffsEFiz4lO3bs7jxxqR61Wkb5WFITExi3ryPrP+3axfHK68sIjExiYoK5wfKKNHMtGnK4D1hwt3Mnr0YgLi4jgwcmMR///t3fvjhHQ4c+M16TUaGWmk0a1Z9I7EtTz45gDvvbMbu3T97fUVQVFSElJJwm3RzX331FR9++CEHDx40vM52lZubq3aj2hY3m+Gnn9T7li3VQxATc5xWrfRnI0bx9TXPLHfu3ZMn95ORocKGeUMQgPL60ZusHTxYtS++3mZTTRZ7Qy00bNhNtG2rJlE+JQiAuUKIr4QQtwsh+gghYoQQ8UKIUUKIl1D5CTzMglozNEEgpb4LmIYrnbQrSkqMN5EBLF6czY03fgo4D1JhYUrv6i6JiUls2HCEQ4fMbNhwhMTEJKZMuZYxY6I4fFj5m9eHIHC1K/i66yZag8ItXPilNZmMHo7CLTY2wSo4NK699lb++quclSsPkJcHnTsPJjo6gdjYytvJdjVQk9nZqVOHKC7OJy1tl9cFwezZsykvL2fq1Mosr1OnTuW9996jm8OyJz8/n6eeeordu3fbCQK9+33XLrVCaN1aRbYcNSqPRx7prLthLSbGddrTkBD3dtSuX/8JW7Z8AdR/f+7bt48pU67lzTf19xAUFUGqzcbyM2fs26gluXdE297Ro0ctNtZNBg4c45uCQEp5I/As0ANlKF4P/Bu4GxWNdJSU8vv6aKQjmiBwtAk4ojc7DQ1twnXXzbIO9GVlzh3vGI1QD6P4N7GxNV9WHjt2mDNnCigry7S2sa6pKjzEd9/9yZ49xQwaVLXC/ptvljF06EUMGXIJGRkneOyx26yG+ocfnsiECSN59dUZXHppRyZMCCAr6yg33zyLrl2HWOuoLbXQhAlzmDhxPueeO87rggCUC2mIjTvZ+PHjufvuZCIiKt1U1MaiucyZM4fBgwfb3eN6zgtaGPTevQ/y5puj+O23jrRooa8sdye2fosWSmC4olOnc4mLUyGT63PgMpngyJED/PDDCnbsWGdYLj1dBYosLIQ9e+yfaT210MmTKvZPaCgMG2b8+U2aQK9eqlxgoFpdVZUf2V28aSyuKtbQn4DPxTcwm5UAqGr3sDYLnTnzIfLycomIaM4dd7zFiBFJHDyovCb271cePtpmJS12flUYhT2ojTj3Tz01hyNHDrB1qzKE1fWKwCheDcCePb9z1VUDadasJdu3V90xFRUVrFnzjdPx48dTefrpZEwmSXl5Mdu3/4bJpL6YFiYasCai0QRBVZvIIiPV/WCkFx49+n7re28JgtJSfYcCjdxcpQaLiFBqmexsuOKKa/jxxx+58MILre0tKtJv+x61wZ21ay8DjhAf35/Dh7cyaJB97qjQUPdtAAkJ6vkyGuSHDEkkIwNSUuq3PysqoF+/wbzzzlecPOn6y5w6VSkAMjMrdf96aqF1FpkybJjxiiksTOUcCQmBfv3UcxMaquwrLjR7bpGbe5KiogCgjW+6j/oiWqYwd2JyJCYm0bv3IABiY3tZB5rSUvjj/9m77vCoqvT9nmlJJp2EkEIKXUAQEJASQYoKCoIiIoQVBAQbKisWyO6yP5YgKmtZRTGgiBKKbSNNQERYgqKE3qQnQCBAEiC9zMz5/fHlZO7M3Km5kwDxfZ48mXLnzsyZc7/+vd9B+p+enoZevajEtFevBGzZYr+qyGQyYdy45jh0iDKk1paTowveVdxzz2CMHz8VTZrQyb2tCBx5Vfv27QTnHBUVrrVql5WVol+/B6BW29oY5eWlUKs10Gh8apSAQGVlKVatSq4+jnI0IoEpB5UKaN+e/lq3do1Ppz6SmyKOnZ9PzKPDhw+3KMk9dy4fq1evx86dW3HtmnnEZ6tW3bFjxw7MmjWvJowhFxYqLqYwplpdiehoPV5+OR2NGyfIrr87lTBqtfNYeX0oVqMRaNy4CQYOfARt2w50+XUVFbR+RUWW1VYAyRPRr1Ld62cDHx/yBIQzp9GYr/XGjV0rF3eEzMzvceTIhprPWtdQyKmpW1RWuk7M1K9fa+Tm5iAuriN69HjM5nnrISa5ubbWqRSFhQWorFwEIBTt2gFRUZbPO2sicwd1VeXiSBGMHDkBd9zRHW+/PRN33RWNfv0exLx5iyyOSU9Pw/z5ycjJyYZarYbRwbi3iopiu79dfj4JyF9/pYuzWTP7HlarVuaLz8eHyNWybQlHsWfPWmzZshjx8R2h0cyu/gz2v6+SKCszC++iImDjxh9x4cJ5vPfee6ioIGNm69Y9mDDhQfTocQ969LinJiwgprwVFJjPJ6cIBA9T06Y6zJt3GADQtat8v6e7JZHh4SQ07a0XY1UAtHXuEQCeUciI72JddbhzJ3llkZHy+QGtlsprHRl5rVoBJ086zi06Qnh4HEJCjLh27QbrI7hR4Q5fd3FxEbKyTqC8vBTJyT/hgQdesng+IyMNH388TnaIibBOrbFtWzCAAfD1LcXzz1vmA3x8lCk727r1B0yY8CB+//2H6s9T+3M6giNFoNFo0K5dJ/j4+OLy5YvYt+83i+elvRoAHCoBAAgLi7PLnRQWRr0JK1bQ/QcflD9HdDTFsaWIjCTFYW2Z7dmzFrt3f49t25bWuQVrLazefXc5Pv/8WwQFRSI3l4RSbGwzJCbeiy5degIwV24lJz+NIUMewr59e1FVbQnYi20DzqmmfX3NfQOugjH7HbYmkwmff05ht/LyupumYjAAa9d+he+++xKFhe6R8pSU2O51g4FYPwEif5O7fsPCnHv6Oh15DJ72H3Tu/AC6dx8KoH5yWE49AsbYdwA+BfADpwnY9Qp3KFoZU2Hs2L/j5MnjFiP2ALMnYDLJCy5hnUpRXg6sXUu1dVOn6m2EkRJhIQDYuXMrfv55PfT6uwAMrldFIJCU9AyaNm2Gnj0t53G6RpNB0Gp90azZnWjSpAU2bVpgoYB1Oj1GjUrBqlVkPbdtS/xCtueQF06MEV1CRAQNFhFr1r59f5w4QUPs61sRdO9+NwBLqzEhoSW+/HITAODEiSO4fPkievcegF9//RlnzhzH5s1rsHLlNnTp0ke2vFd4BBERBji6nD0dwN64MSmRq1ctSzVVKhX0el+UlgJlZVUAFNr8TmAwAB9+OAfHjh3E3Lm7ba5rd7FtG61hVBTQt6/8Ma5OKWOM2F6vXXNtBro1RNmuUoSZ7sAVj+AjAGMAnKieT1APxVVmuKoI0tPTcN997bFs2RycOPErliyZitWr36p5Xm6coRRhYbZW608/ifgtzRiwhlKKoFu3u9Ghw51o1YqWuq5DQ4KWo1kzVvP317/+Bbff3gUDBgyxONaVngwA8PcPRefOD2DXru+wdeunsjTRXbsm4eef6YJ68kl56ywuzhzrlwNjltZxz56P4c0392PixI/qVBEYDO79bpxzPPJID4wdOxC5uTl4991lNdVFV6/m2Q0XCOG8du1T2LXL/oAWT3sxGKMEc3y8bRJ14sT/VN+qGyUA0LoOHjwC99zzOMLDa0etajIB331Ht0eOlN9XKpV7TXZaLe1RTyAUwQ1VPirAOd/MOU8C0AVAFoDNjLFfGGNPMsZcaD1RFq4oAhGuuHAhGwBHfv5ZbNr0IVaseA3l5WKguX0BJqxTKSorgbXVxTAVFTPx5ZfTbF6nlCIYMGAIVq/OxNChNLmsLhWBdahHIC/vkiw9hyOaDADQaHwQHByJMWPeQtu29yAgIAwxMe2QmJiECRM+QnBwJDQaHRITk3DiBFlSCQkU87eGSuWaQIuIMF/UGRlpmDqVylTXrEkAkFYnisDaqisoyMOnn76LDRu+szmWc46iouto2ZKGrJw/n4U77uiGvXsLcOqUEYMGPWJXEQiPgPPjaNKkhewxgYHK7E3r/hitljR1XXZqGwzAiy/OwrRpKxAYWDseiCNHKAfTpIl9GpPgYPcH+0REuK94s7P3Y+1akjk3pCIAAMZYGGhQzSQAewG8D1IMdd5H4IoisBeuYEyFoiKq+7QXp1ap1HjqqVSLRDHnVCZ37RoQEpKLs2ffwPbtX9q8VslEsfR8dRkachTqKSsrxYwZT1k8Zo8mAyCFOmXKp1i48CJ0Oj+sW/dvFBcXID//HDIy0uDnF4Rr1y4iN/cERo9mePfdBABpaGunTVEv/zY20GjIKvvjjzQsXjy5emwlR2kpjf48fNh14kFPYa0IsrNPYc6cv+Kjj2yboEaP7oc77gjF88//DadOGdG1K5G56fX+NY18JSUGlJdbJgk4NyuCBQu2oGnT9rKfRSnenPBwS4VS11VYnJsTvUokVH/5hf737m1f2HsyvJ4xmj7ozqhLjUYHg4FIu25IRcAY+y+omUwPYCjn/CHO+SrO+VQAbnAWKgNXFIH9cAVH48bkTtobZzhgwGSsWpWM0aNVmDo1ARkZafjhB2DTJhIwDzxwBq1b90KXLkNszq6UR1BZWYmtW3/AH3/sqr6vzHnlYD0U3Vmop7y8DAUF5iSd6CTWaMg5ZIy2lAj3JCYm1eRjhEAWfQM7dlgK5LIyEtScywtqRx2x1mjSBFi8OBkVFbajPzMzvdsaYzLZKoLQ0DCMH/8CHnhgpM3xkZFN0b17H2i1OqhUKpw/n4WFC9/Eli3rao5ZsOB1vPBCAi5dMg/wu36d3icgAGjUyKdGaVhDqZGLjFH1TOfOlKfZt49CUTk5dki5FIbJBBQVFeLEiVM2xspPPwGbN7t+rqoq4HcapyCbixLwRBEIRES4roSjolpj1Kh/ArgBG8qq8R/O+c9yT3DOuyr8eZzCFUUQFRVXHRayhDTuLyz+VauSkZ9/Fv7+jVBWVozNmxfWDL3Iy8tGaurkatc3CU8/DfTu3RNDh+6QfV+lFMHlyxfx5JMPgFIzaV51va3zA9HRcTZhISm0Wi1ycspRVmZO2g4fnoRXXpkAAJg27Rt06/awxWtWrpwpW5m1ZYtlGSqhFL/9lownnrAt3XXVIxCwp9RKSrw7+rOkxHafJiS0xKxZ78seP3DgUCxd+iHuvJMk0pEj+/Dmm6/j9tu7IC3tY2i1Otx++6PQ6b7CkiXP4fXXqZrMlYohPz9lPVWxx5s2BaqqyLsuKakbl4Dq/Tdg6tRR6N59BKZN+wYAlQ0vXkzHNGtG1rgz7N9Pv1N8vP3KKGsPyBPExVGi3RnprEqlhl5PLtYN6REACGWMPWL1N4Ax5qQJ3TtwRRE89ZS8tf/YY3NQWWlWt2Kc4fLlJjzxxHswGitsJh9VVZUCSEb37uRCOoJSF1xERBQ0Gi20Wu/PhLVWBNOnp0Bjt2eeoaqqChMmJOKrr9IsNvf48e/hwQf/ilatelqd3yBbgQXAbsXW1avyx7urCOzlLxhTyY7bVApynauOMGTIKHz99XYUFl7DxIlDkZLyMiZNehlDh47Gli3rkJHxI267bQAiIppjxIhZNa8TiiA3dy22bVsqe253Ep3ugDFg2DDqXG7UyA1yrVqA9htHVFS8RaI4XZIj/842BSOLX3+l//a8Acbk81TuQvS4uIL6TBa74hFMBNATNFMYoGHzuwE0Y4zN5pzbBsurwRgbBMonqAEs5pzPs3p+PIC3AQhG8Q8554vd+QLWqKoC2rdPwlNPma39sLA4+PuH4aOP/oKff16Mf/xjKwDg9OlMrFv3DuLiOqJfv0kOznoWd96JmtdcuZKNuLiOiIoyE+HodO4nlexBp9PhxIlKbNwIPP103SmCS5eAhIQkjBqVjW++mYuKihKoVOpqgc0AmD2lhQsnIywMeOKJJBQWAgMGPCN7/p07V9l9b/O5LSFXsQW4FxoCSKlJp6UJcG7E5MnUNJiUpOz0NznuKgC4cuUSystLER7exG5ORa/3x5Yta6HX+2PmzLcBAAkJraDXB0GtjqjZtwKCh7+4eCcqKuSFcXCwx1/FKRISyJTmvG5qRkwmUpodO47ChQv02IULwG+/Ub5CowH27CGOIUfxec6JqA+goUdyiIhQzsOPiqIQrHVHszW2bVsI4Onqvoy6bfFy5d20ANpyzkdwzkcAaAeSCHcBeM3eixhjahBZ3eDq14xmjLWTOXQV57xT9Z9TJeDMIzh7lhZdrdZg0qSF+OKLcnzwQRY0GjLXjx7dVhP737dvA375ZQXWrn0bQUHhDsrR4tCpE1WgzJqViPfeexSvvdYRGRlmq1LpRDFgthDqKjSUl0fxySFDZuLzz4uxYgVHWpqhel0sF76yshQffpiM8+fNXDdysNeYBzAMGDDZxnPTaGwrtuhx99dY5C/UMnWBpaWlSE5WPldgzxtYtGg++vRpjqVLP7D72uDgUHzySTq+/ppCj4wx3HFHNzz55P14++2hFt7qtWtm6uknnxyNrl3lZ3l6yyMAzIKyrqqGhAcqVbTffksyoW9f4N576bFlyxyHYs6fp16O0FD7YTVnpHvuomlT56zEp07R715e7kETQi3hiiJoyjmXUhleBhDLOS8A4GgLdAdwknN+unq05UooMOvYkSIQg1IAYPHiKZg3bzC+/34eMjLScO6ceTC6SFYWFl5CdPRtaNOGGn2IpMu6eF2PyMgUHDhACU+DgXZhVVU5Fi2aXKMM3LVWXUFd1L1LR1P+8IO51FIoS8B+qe2VK9lYuTINFy6cwPz5w7F8ua1dYL9Ml2PChI/wl7+kQq2OB8CgVsdjwoRUWWoPd8NCAsOHJ9mdCmZvDGdtYE8o+vsHICYmHo0bO24Bvu++YdDpdMjOPoXKykocOJAJzjnUag0YYzhwYBOWLn0JixdfRlkZJW7vu6+9bHjG3185Zkw5lJUR31ZeXoGTI5WBtSL49Veq/NFqgYceos7goCAyTES3sBwOExMH2rWT71VRqz3fb44QG+tYMQ8e/DQAwGBw0CjjJbiyTbYyxtYCEEs7ovoxfwAOpgEgBoB07NJ5kBdhjRGMsT4AjgOYxjm3GdXEGJsMYDJAZZ9k8VseU1UFZGXR7YyMNJSXk2n2448fw2isQmWlZRlHZWUpdu9egw8+yKp5zZYtn8La8gXGoW/fJKxalWCXiqJv3yTFh1n06BGDy5dvA/BTnXgEK1ZYci5JGUHDw+OqK35ssWjRZNx991js3v09Dh70w5gxb1o8b++1wvs6diwJRmMSoqOBv//dfpVGbRStvQR4nKedPw5gnXPhnIMxhhdfnIUXX5wl/yJQ4lJQQLz22kTs2fMrvvpqO+699yGsWXMZx49fRVUV8MknzVBQ8HcAYVCrgbFj7X8Wb4aFAMBgKAUQiuvXiwAoVJrkACYTMHbsQOTk5GPcuHQsXkx76C9/oSoxAHjhBZrJkJ5OVnivXlQdpNUCXbrQMUdong7ay1fbIiDAOxPKxOCfQ4fkjbv27XtjzRqgqqrumX9cecfnACwB0Kn67wsAz3HOSzjn/Ry+0jnWAEjgnHcE9STIZrw456mc866c865BQY1tLracHKIVKCmxpY64fj0XxcX5sm8uTWKuWpUMo1HO9F6PO++0b9nm559FQoJy8USB0tIScE6mT13kCN5550W7ik6u1FZ6TGZmOuLj78Btt/Wxed5eme6oUSk4dgzIyKCL9NVXHZfq1cZCk+t10Ov1SEmxDUHVFlJqgd9/345HHumJzEz5KjOBS5fIijUYgCNH9mPPHspkRkQQo6FaHYomTZrjwAGgoKAVAKpJ7NcvD+vXP20RopTCmgJFaUREkPD38/O+EgBIERw9egBZWfvw+++NUFpKwn2ghIS0fXtg9Gi6vWABMGsW8N57wPz5lE+gc9Dz7eQC1ag9k6gj6HREbCeXTxTe2w1XNVQd59/COf+Wcz6t+u8bbl1aI48cANJ8eVOYk8IAAM55PhfSDlgM4E5XPrRUMFZU0Ig54TY6o46QIiQkCllZ+1BeXuwghHEWsbH2G9DCw+NqNUrRHpYu3Yi33koF4L0YrGjQ+e67NBQV2VeWiYlJeOqpVLvnKSy8gnnz9mHGjA0Wj5eWArm5SRg61JZOolevJHz+OR03dKjZopODqzOg7UHkCsgLYdBq45Gamqp4olja8AQAn3zyFvbt+w3ffbcZFy7IhzULC8mTNRhoH+/evQcAMGBAEuLjW6Cw0MxA+ls1398jjwCffgq0br0BP/30CTIzbaklfH29K9AAICCA3DSt1stvVA2TCfjmm31IScnElSvUwpSYaGu9DxkCPP645dwGzkveAAAgAElEQVRrzoF16yiHWFxMpaH28gDeXjd/f/mBS0VFlE3Oz3cUaPEOnA2mMTLGTIyxYM65kzEwNtgFoBVjrBlIATwOKoyvAWMsinMuulEeAuAg7WiG1CMQ1QMCjqgjpCArVYUZMzrjrrsetRvCEBUso0alIDV1Eqqqyi3OMWGC8lYlAHTufFdNctQVUjhPIM47f779pKn4/omJSVi1KtnhGklRWAi8+SZVcISEJOGDD5Jw6RLFZ7t0AZYuJQEYFkbxXUeIj6+9xzV8eBKaN0/CsGFAixYcY8Yo7/tb/07//vcKzJ//AQYOnIqzZynB26YNhTWvXLGleL50CQgM7I6hQ19F69a9UFRE6yfOvYd0BHr3Jg+pZcvuGDfufTRubDuE2FOSOXcgihm8tT+tYTQCwcHRaN48uqZiyh4B4bBhtLcOHKDw0Ftv0fCZ/Gp7x15+AKDQkLcRGkqfPUdiGp87twdAU+TlXQNQC8vHA7iSIygGcJAx9iOAmh53zvkL9l8CcM4NjLHnAWwElY9+xjk/zBibDSCTc74awAuMsYcAGAAUgGgsnEJsvKoqc3IYoLAQY8ymFwAAAgLCUFHBUFWVDyAOen0KgoJScfXqcOTlDcJjjw3H4sWTLbwJrVaPxx8nQZ+YmIQ//vgffvqJLOPw8HiMGpWCIUOUtSqlkM4jMJmUK08VEGGM3Fz7ylNawTNqVIpFHgEgZdi//2QcPfo/xMbejoCARigrA+bMMQ8Dv3YN+PFHYM0aaq5ZuZI6YjUa4LnnHAv5oCDH3oI7eO65YQC+R25uLkymKIfkdZ7AmnGysjIAQ4bMqLlfWEjxab3ect9KERnZvibPcvSo2cM4dIhCn7GxgFabhYyMHYiP74RBg8yXYUAA7ZHCQs9J5tyBue7diLy8QoSHezcWZTJRVVtVFVFrMGY7D0SKxET6A4CuXYFdu6iRzM8PGDRI/jV6vWNSQyXRtCkVuAg22thYGv3p4+Pl5I4MXFEE31X/uQ3O+XoA660e+4fk9gwAM6xf5wwiVHLpkvlCEbkBOaZsnU6Pli3fx759SdX3BVUs3T91ii7ip54CPvssGWVlZ6HVxmHixH+hRYvuNeeZNOkTjBz5L+TmnkCbNtRd5o1qIQB4991/4vvvdwFY5zVFIBRqREQcLl2ytfQDAsIsKnjE7c8/n4qSkqvw8QnApEkLsXr1m/jqq2R06/Ywpk37DosWkRKIjqayvhUrgC++oHNotWb6hWeegV1eIQGllAAgBqkAlZVctuCgtrBWBFev2h5TUmJ/rKY1pGEmQYfQvTuwfv272LDhPxg5cjZiY80Zz6ZNSXHm5iqfs5KDUASVlSbs3PkbhgyxI10Vwt69mVi48DPo9UPA+QOIjDR/BmcYNozyiI0aAa+8Yn/6mrfDQlIwRqMvc3PJM4iPvw0A4Ovr5eSODJwqAs75UsaYH4A4zvmxOvhMTiEEmJgtLAbMyDUnqVRqtGyZin37kqBWAxMn0uL//e+kjbVaUiwrVgDJyUkASNh16TITCxc+AcBs/ScmJiE4OALBwebgojfKzADg99+3ITs7q+b7Go3KlwIKwTVhQgrmzXvCQonqdHqMG2dLiZCYmGRT3rlp0wKoVGqEhcVi7Voq6/P1BV5+meKwGzdSnFutpoqOS5do3e+4w/lnVLLy5c03P8aYMUBwcJRHfPHOIA2RnDx5DAsWfIqYmPbo23dcrc+9v7r6uVs34PLlfti2bQni4jrWPO/vb86jOKtXVwrm/aiFWu19zXPo0D6sXv0x2rbtAMA+NYQcWrSgpHFgoON+FGcDfpSGSkW/V2Cgeb7yDTmzmDE2FMA+ABuq73dijK329gdzhKoqEuKbN6fhqafCsWDBWLt0BSaTCUeOJEGnA+69dx0OHRqDixfX4rXXgPvuo2qC1q3JPXvtNbJWmzZNw54979WcQ5RSWldnMKbMsHo5NGvWGj4+eQBUuHQpAcuXK0+JIIQhJYMXISQkCgCzIIxzBbNn/4IvvzRAp3sfy5fTY1Om0AbXaMgaA4BHH6XQRteurimBoCBllV9CApUbGo3MK4pAes7Dh49jzZq38dtvDgraXURJCSlSrVas3zC8+OLXaNfOXLTnjlBUCoyZf58ePWpbQOgcnTv3wsSJ7yMs7D4A7n/nsDDHSiAszHsevjMEBpoTyGVlBly/7m5KtnZw5TL7J6g5bCsAcM73McbcIFhVHgYDsHJlmk28Wg6MxYFzqjX+4YfpuHDhDzDG8PzzQzBvXii2bavClCn7cOpUS5hMxEt+7Fgyqqps+w4+/ngcvvlmFl577QdERbWCn5936o3T09OQnr6shjnTZMrGc89Nhk6nLCWCsGDLy4F+/SagX78JLr+2vLwUJ078ivj4OxAUFI7Nm4HVq8nqnzQJ6NHDfOy99wJ33uk+HbLS5Y/STm1nJGCeQKoIwsJuw+OPv4GICNtErrsQ1ARNm4rwIMMdd9xvcUxtqqpqA62W9lFdMGa2bNkO997broYeQunenfpQplIIb6SwsBjbt2dgyBBbhmNvwZWoc5VMxVC9jqysrARSU52XiapUenCegjvuAAYMANq164eoqDZo1oyqVEtLr6GiogQtW2rx1lvABx8AL75on/TMZDLi0qVTmDOnPzIy0rwWFpKbCVBWpjwlgtFIAtETV/TZZ6Mwd+5AbN9Owf///Y8enzQJuOcey2MZ84wTX2lFsH9/BgDg+vUir4eG/P1bYdiw19Gz56han1ck3e0JPj8/5fNHrsJc++7GDFkPYDLR+nJurrRRMgTWuLH3wryuQngrjPk6nf2tNFzxCA4zxsYAUDPGWgF4AcAv3v1YjlFS4rxMlDE1TKZUqNVJmDSJhNHEiR9ZHPPqq+tw9eoFhIbGWIQgHHXSAkBBwXksWkSkay1bKl81ZI8+WWlKBIPBXL44c2ZXVFaW4vnnlyMhoZPFceXlVMYYHU2W565dgFr9DzCWjNLSQowd2wZG4zH4+JjQq5cyEsnPT/mwW0UFDf4wmdReDQ0VFirbFCT1CORQF+WO9kBtQD6YMmUyNm6UoxVXBiYTsHXrRpw+rcPFi/cAYIpZ8L6+NBWvvmFOfPvioYdqzcbjFlxRBFMBJAOoALACVA76L29+KFfgSFjrdHokJKTi+PEk3HOP/Zpq4hayhVyZpDUqK0uRmpqMJ59UXhHUBSUC5yS4hEuflbUXnJtgMFSgshJYv54SlGVlZIEZDGSxtGwpWvRfxpNPvow+fUrx3XdE59Gpk3Lke+5Md3IVXbqQJ0gWl/LnF+e8coV4mPLzz6Fx43iEhdWOz1h4BPbojOvTktVoyBO4ckWmREpBmEzAP//5NHJydACOITxcOUOhZcu6Kxl1BLWaPDvh/bhaEaUEXJlZXMo5T+acd6umeUjmnNfDDB1L2KM9CAgIw8iRqThxgqqEhkkUq8FQiezsAzh58jeH5xadtAEBjuMZly55Z8DJ9Okp0OksqzD8/JSlRBBCSyiCBx6Yjvj4pdiwoTNefhlYtQr44w8a+mE0kjdQWUlKgC6aNCxdmoAnn/QH8B4AhiNHmtulO3AHCQneKeNr0oSqvThXKd6tLSa9GY3UtLR9+5f4v/+7G5s3L6z1uYVHYE8RCI6i+oCfH2n+Dz5Y4dX3MZmAzp37ICZmBADlwkKNGtWvR2WN+ppJ4NQjYIy1BjAdQIL0eM55f+99LOcQFS0LFhDrVkhIFJKS3kZiYhLefZcuysREy8aan3/+FJ999ix8fQOQnLwZS5ZMRUxMWzz7rC3FUWJiEjp1ehCbN3+MjRs/wLVrtuP4nA1u9xTDh9N3mz8/GTk5ZwHE4c03UxRNFEtZRwGgRYs3sW4dCX6AhM6jj5I31bgxCeZTp4DMTMDfPw3Ll0+GySQ8JjpZUZGZqM7ViiNr+Ph4r4SPMXO5sNLJTbGe+fkktEJDo9CqVU/Zrl93cP06hZr8/OznWTxVBBqNWXl5Cp2ObEmDwbvmq8kE/OMfS/H++zQ/3HqP6PX0fURzlquo63JRZ9BoTKioUKFjx244fXpX3b2vC8d8DWAhiAuo7omyrXD9Om1exkjYnDz5G65du4inn14CX98AHDlCzTc+PsBIq/GwERHNwRiDRuODkyd/x+nTu3Dx4h+ww3WHgIAQDB8+A5xzfPWVZaLWz0+P6dMdW+iM0Z/JRBs1OJhqhV258IYPT8Lw4Ulo04Ys8Qfko1geQ1oxBJgHeffvD/TsSY1e1u5yixb0N3VqMjiXD5sJojpPFYG3idKASgA67N69By1bdlHsrOI3FU1k/fpNRL9+E13/VJXyYTVpfkCuQs3Hx/2whlAqGg3tg8uXPa9drysLVoRLcnPpvnVHcWwsfa/9+12bYgiQAvXmvAZPoNMxlJQAZ85cgNFolJ2l4Q24oggMnPOPvf5JXER+PiWLhTs3fvx/ap4zmcwdrA89ZGtB3XHH/Vi+nAqejh3bgY4d70ejRs5r0BITk7BnzxpkZ++DwVCB6Og4TJ+eUmO52wMNFaeLRMQzIyOpq5kx+dm21lCrOQCm+IUm9QiOHTuC3btbAdDg0UeZU2HsLFFvbzSlK1Bq0Lo9GAzFABrhp59+xMiRXRSrthGK1V2ByjkRyG3fDkydSmW2O3ZQI17r1s4rhtwNa4SEWJaaajQkVC9fNnd8uwOhCP75z9fQvfsMhHipjrWy0oDychNyc0lbSjvOAwLMBkRsLBHLuYIbzRsASBEAwK+/HoaqDkvBXHmnNYyxZxljUYyxRuLP65/MAQrszMHYtIlCG+HhxEDoCG3a9MaMGRswZYrjoWifffYcpk1rhZMndyI0tAneeedLZGRkOVUCAIVTrJvOtFoKtQj2Q0d9CK1a6VBWRl9WaUUgBFdFBbB+/WlwroVKleGSRW6PiVXA3qhJZ9BovN/iz9g3ABKwaNEMNGuWoNjsYul6SnHtGhknW7ZQE6QUnNMAlZ9+EiXRFPZYsIC4mnJziRYBsK8I3AkL6fXy/QaM0V70JOksqu1+/TUDly5dcnxwLfDLLxno398Hx49T+61UiEtzJ9HRrvEsqVTuGx0+PvSaxo29l1wWilWnCwHzRpOSHbjiEYj++Fckj3EA9dZUVlAAxMUBly6dwoYN/0FMTDt07jwFq6rH444bp0z1Cg2rSYXRSFf55cvZmDmTYuDOFIGPj/PP4OdHm6qgQJ7BUaVSQwyBq6w0h8SUgNFobqzKzaVy0cjIPQDudvpaR1VVYtaAJwgN9U6DnkB6ehpMpmkA6HOfPZut2Oxig8EcvgCADz8ci717d8Dffx+uXCGejCVLgCeeADp2JOVw9ChZ4YxRM9P580SVDNBv83//R4pEr7ds0BPw8XGdi0mtdsxIyhjtxdxc94wOIbheeCEFTZp4z8QuKioGY/6oqoqASmUW9o0b29KQNG9Ov4Mc15NAaKjrwtzHh9ZOWsXj60u/nUpFVDdKNSgKmeGJd1YbuFI11Ezmr147i4VHcODAJmzY8B8sW/Y6Fi2ieHe3bkRhYA/PPReHMWPUmDgxBKNHMzzzTLTdShcaVmMpocvKSh3SNgu4atnq9WTtyVlqmZmXEBFBV7rS3bCih6CyEsjJaQrGgFmzXnTptaKqSkwZI4UFt6kprOFt6mT63SyVl1Kziw0Gy7BQcfF1lJZ+iStXghEVBXToQMd89hlxMO3ZQxd7SAiR7736qtlzHDGC9s+1alr6SZPkrdcWLVwXZo0aOW86E56BO9auEI5dutyDwEDvsWbee+8QLFhALlVEBHkiPj7y9f+MUVhN7KeAANvv5E6DY6NGtqWcajWdV69Xdt+K9/nXv2Zj27Ztyp3YCex6BIyxVznnb1XfHsk5/1ry3FzO+cy6+IByEIogMLAxQkObobJyKfbvpx9l/HjHr71+/RI4N6G0lJqlr127aLfSxV4s3F7DF0CbMCTEs9htaamlMAkMDKpxvQXxnFIuqdFIiuDiRXN5qDuJMznyOU+hUhHPirdHK3qzUU/anAcA99//Lfbv1yEkhCM5mSEsjPIAixaRUu/VCxgzxlIgzZ5NObBOncg4+M9/qEu7Z0/zMT4+5D3odK7/Xr6+roeQ1GqzZ+AKpLQd3mB0FTCZgPPnyV0UXlBkpP33E2MhIyPpWszJMedb1GrXKTn8/Z0zuer1pLitQ3+eQHgEGzduwuDBwejbt2/tT+oCHNkIj0tuW1NFe5dv1gmEy9ejx6Po1u00Skruhr8/MHOm87ifv7+ttBGVLtawFwt3VDYaHu65QAsPtw2NSGcSKDkARCgCccGHh9fDfLxq3Hab69VCjNH6NmlCSc6QENeFj73frbaNeqIEU6rE9++nK7pvX1Yj7O++m4b1zJpFiWFrqzQ2lpQAQKGgjz4ib0CKiAj6cycn624s3NfXdSUjFEFGxjb8/rv3yh2NRnMFlcgPuKLchEEmpax2xTsCzEadKwgLU4bvSXzGKVNm4t577639CV2Eo+Vgdm7L3a9TCI+gtBQQ3tOMGeQqO0NhYZ7s43KVLqNGpcDHxzKD5qxstDY88DodCQNh6cyc+TTOn6dJ22VlyikC0fxUUWGe8HbgwAdYsmSqMm/gBmJjXRc6jJGlHBpK+RUfH7r4XB3CQr+bJb2kErOLrRPFnJunid1pNXw1KooUnysICbEVWO4OnPHz8yxfFhrqWmerOPfSpQvx1Vcr3X8jF7FgwXysW0ejTYQicIcpVK2mvGJCgutd69Z5AWcICal9+bNYz169HkA7e0OVvQBHioDbuS13v04hFMGWLcWoqKCxc64oAQAICJA3j+QqXe6+Own/+lcqYmJo3m5MTDzmzk21myhWqWpPm6xSkUUWHg5kZR2HyURZIyUVgVRwXazpkzuG0FBliexVKhozac/6Cg93j/HRz0/e+vf1dS0UN3x4EmJjFwGg2cUxMcrMLrZWBOfOEc2EVnsd4eGXa3VuKUJC3BfqntbJu0oUKARlp0590KFDZ8/ezAk4B/bv3438fEqiCOveXQqGxo3pta4UJISEeNaoFxxcO+oL8fvWBZurFI4UwR2MsULGWBGAjtW3xf0OrpycMTaIMXaMMXaSMfa6g+NGMMY4Y8xBmtcMoQi+/pqCfmVl/3blZcjISENJiW0pgUajk610adECGDkyCRkZWTh92uS0bFQpnh2AhN60aa/VJIuV9ggAElzHj6eBmsY/xebNCxWhiADIWr/9drKARfOP4Cry96eL0lXlLeDIAmzUyDULMSIiCUAWUlNN2LEjS5FubeseAuENVFV9A5NJuSkj9oat24NWWzt+fVdyC0IYDxv2DB57bKznb+YABgPw9NN/Q2AgJUsiI73Lr8RY7RrNwsM9z5UIGbJ79x6sXr3G8w/hJuwqAs65mnMexDkP5Jxrqm+L+051MWNMDWABgMEA2gEYzRiz8XUYY4EAXgTgmABIguJi4NgxoLKyLYA8xMT84dLrVq1Klh1l6esbaJP4bNrU/WoAJRUBADz44P2IjqYC8ooK5T2CzZvTcOnSZADZADjy88/KDuBxF76+5KWJizU6mtamVSta0w4dSAm4WyrqSKipVJQ3cGbxCcFVVlZ7egUBa48gM5P+339/MwQGesC/bQfuxqCV6JoNDXXs5Yr1LC/33hB7gwGIiWmPoiK/mjJXbyoCf//a0XprNI4T2Y4gZEhq6vt46SXXqviUgDdb17oDOMk5P805rwSwEoAct+q/ALwJwCVnSGzKjRvp//33h2HKlAUufSB7Ha8lJZYdagEBng2pUFoRCG4cQHmPoKoKWL7ctpzSXuLcVYSEAO3bW+ZK1GryDmrTLKbVuhZ28/V1/D7iN5o2bQSys08pQj4n9QguXiROJh8f4PHH+0OnU2bklbvCSaNRhkxNoyFFbk8Ji/UsKqrA2bPna/+GMjAYKNQGkHJTq72vCGoLrZaUgbsKRVw3rVvfiYED73d8sILwpiKIAXBOcv989WM1YIx1ARDLOV/n6kmFlhVWV6dODBqNcwncqpX9qpGoqLgagcuYZ9YqoLwiOHHiGM6coWG1ZWVUQqdEL4EodSwokFeMnlJEiESoXOy2tmvjTogjONj+BSiUicnEcPbsaUWUq8FgbijbupUe69FD2XkKrgh1lcq8b4ODlWvOEw1ccmsqfuuPPvo7+vTxTnLTYAC++IJmoAYF0QXgLUWgVis3rlKrdd+LE9fJ6NEv4N13647Zp57mGgGMMRWAdwC87MKxkxljmYyxTBqEQRatWg20aeP8veLjKfE1fXoK/Pxsq4BeeSUFzZtTDLZtW882gtR6VwqnTp2o6WUQYQclBJcoHQ0IkFeM1olzxmwFkbVQUKm8N+pP7v0dQa2m3zs42Pa3FBfaww+/js6deyqmCCoqSBFs306PNWq0EZmZyo32duX7h4aS9a7XK0+trFLJl0WL9dRqAxEUFIIqpfm9AVRUmJCWtgyAOdzlrdnCSlOcBAW5ZxAIj6CyUpmwpavwpiLIASBlUG9a/ZhAIIDbAWxljGUB6AFgtVzCmHOeWj0Loaufn7Q+cxdefLExcnKO2v0QoaHmZOXw4UmYO1e+Cig0lMrKPI2rarXK0yO0b98eej3tIiUVgcEArFmThoqKYpvnBEVE48ZEhdC5M9C9O4V2OnWitezYEWhmxa4cHq7soHkBlYpcbHc9Cn9/+u2bNLEUikJZx8V1RUBAQK1DQ9IeggMHqMclIsKI//53ED75xPUZ0M7gTED5+NAxWq1zDitPIcIyUojf5dFH/44dO85CpVKejrq83IC77noCABASooKvr3dGc+p03mlqbNzYdSPRXDXEUVBwDeV1VD7kTUWwC0ArxlgzxpgO1KBWYyJxzq9zzsM55wmc8wQAOwE8xDnPdHRS6UY0GjegqChPdkCNONZaYA0f7noVkDvwxnCL5s2boU8faioR+0EJRfDtt2mYN28yqqryLR4PDAzDyy+nYsqUJLRoQZalj49ZqPj6knel19PmlsZSvcXkGBZWu94MgJSUqAmXluelp6ehc+cEqFQqJCR4RkAnTRTv3Em3e/WqQO/eY9Ct28O1++DV0GicW5WezIR2FyJRKxVqYj1FxZQ3EsYqlQ6dOlF/a3Cwd8JCjMk3dCoBtZoMEldzXADw3Xcr0axZKDZv3qz8B5KBF2w4AufcwBh7HjTaUg3gM875YcbYbACZnHOP/GbpYj7wQCf4+f0ToaHyMQnRiu9NeLOKwRxuSsPixcl4//2ziImJw7x5ng+pMRqBt99ORkWFLWGcXh+AyZNdP298PFH+hoZ65/trNMpN3woIIIUihFha2hiUl38Dg4FcguxszwjopHMdRE9Ghw56tGunTBmu+OyOoNF4f58L+PrSdZWXR9V7Yj2liqC2ilsKkRfLr7ZZ5MJ9tYXIgXhzDTUaUgYXLzrO84n11GiCEBAQiNJS++NylYRXcwSc8/Wc89ac8xac85Tqx/4hpwQ45/c48wYAsyLQaoFRo4bi0UdnQSOjar056UoKPz/vJa4YA06dSgUwGcXF2eCc4/x5Elie0icbjfY5dy5fdi9JHBREISNv5QaUHhrCmPliLy5eW6MEBDwhoJMqgsvVvWPudv8Kfh/p55TCWVjIW/FyR2jUyEz8BgBHj+7Cgw92xurVyuVFAFrfwsLrOHeOuMHsxdz9/T2bZSFCj3WxhoKC3hHEenbuPBiHDhVi5MjHvP/BUI/JYk/h40Ot4gMGONbgCQneiSNaQ8nKEGuoVMCRIzOgJGOmwUBVUnLw1uhNT6BSKR9ukyoCQJ4hzF0COqEIrl2jP7UaCA6uQmnp9RpFo9ORoLJXTSU64xs1ote3a2cmVvP1dU41XR/D61UqCqWYaZPLceTIPmRlZSn6PlVVwI4dm7Fz568A5D0CwQkUFOR+lU5wcN15UwB9dkf9SUIRVFSowLn3ejOscdMpAsaIuKt37114441BWLbsFZtjlOD8cBXetCTI6pefwuMpY2ZVFTBtWgo0Gkvp4ePjfPRmXUGlooSn0opcWtml18fLHuMuAZ3BQAnjnOoyiLAw4NixbZg4MQTz5g2CTkd9FR06ULJdhBHbtaMS0y5dzOGvFi3o8cBAMmRCQqgc11Fs2XrwUV1CGmqLjGyPlSszMWbMZEXfw2AA1Go1NBr6XYKCbK85kSQH3Lv2tdr6GVUpnahmDfFbipygpyNE3cVNpwgE1q9/BwcObMS6dfMxdWpCTTcsY/Ic5d6AWq18yahAWlpaTcxaDp4yZhoMwH33JaFnz1QIzp3w8HjMmWOfQ6kuwRhZwN4QblJF0K6dLaGgJwR0onRUNDxFRABGowG+vgHw8wtE69ZmK0+tJmHfsaO8AFKrzUqBMVICztbB19e7w3wcQeph+fo2QuvWd0KjUfaHMxiAfv2GIzCQehSsp4PJUUoHB9NxztalUaP6W7vgYPk9YA5dVmDcuEHo2/euOvk8N6UiyMhIw65d/625n5eXXUONEBNTdxaSN72B5ORku4kiPz/PGTOrqsja8PMjzp2kJBNSU7Pw6KP1rwQA1/jfPQVj5nNXVXXA3XePrCkljo/3jIDOaKRmP2l+oFOnQViypAhz56Z7pZpMCqWS6Z5CCC6DwUyVvn//fgwePBiLFzseA+sKqqpotndhId23DpPZo5T29zcP2fHzsz3G17d+citSyPFjifU0GnX47bdt2L37d1y/ft3rn+WmVASrViXDYLDkz6+sLMVXXyV7LXEpB28qHEehn/nzPWfMFBZsVhb1EBw48GG9xJjtwduuuvjN9u/fhs2blyIurjnmzfsUP/zwo9trKmK45eWWHoGAt8OTAQHeKVt2B1JFkJ7+OV566S/45JNUbNiwAb/88kutz19VRUrWaCShKa3z1+sdK0I/P6I5b9LE1muoq9CxM0REWO5583oyfPzxOmRknESgtwd54yZVBPYmh+Xlna0zV8/X17tJOnuhH19fPYYM8UwJSAXXxYvEJP7HH4tvGGcJUVkAACAASURBVEXgKXe+OxBD4BlrBQD49def8dprE/DUU5McvEoeovOzrMysCERVCGPeETYqlXkiVl30DjiDqNS5dg3YujUd6enL0Lx5KyxfvhwDBw7EypWezygQzXpvvDELAODrW2JhQbuzb4OCzHtL9MfcCGCM1lD8luJzGQxAp0790bRpCxAJg3dxUyoCTyaHKQVRLeEJoZQ7SElJgd5qp2u1evzjH6kwmTxLIoku2sJCoKgoAIABnTu3rXcXGaC1VGLCkzO0IvmPxo0HoX//p2oeJ7Jc92CvdDQjIw1z5vTFqlWptf24NggMJCsyLKz+4ttSiCEvFy8C99wzCXPmfIz77huOYcOGYcKECRgzZgwui8VxE2K/Mkba29+/0mKvuivMGzemznh36bzrAoGBZDhIPayKCtRZ5ZDXGsq8iVGjUrBggSX3ubPJYUrAx4c2kzeoFKwhwhSvv56M8+fPAohD//4p6N+fHi8vd996FhsqOxsAGCIjNZg2bUW9ewS+vrZJQG+BOs3TcPlyMrZsOYvIyHi89loKRo1y38uSdhVLQ0OHDp3GoUP/w4ULdyv2uYHa8+R7A6IKqrQUSEgYgoEDKVyj1wMPP/wwOOcoKipChAfS95NPUnH8+DkEBw+vfi+/mtCeJ9xe3irsUArBwdIcFnDhQi6WLfsQfn4mvP32XK++903pESQmJiE4WHSLMURFOZ4cVluIaU1RUXWjBASSkpKQmZmFYcNMALIQHJwEkT/2hIJEJPOks18Zq9+kmb8/xXDrQgkAwLp1aWDMPIMhNzcbM2dOxqpVaW4zuwrG0atXqctWcNX07TseX3zxMx59dLyinz0goO7WyVWo1UR0B5BXsHr1t3jjjVk4fPgwVqxYgZUrV6KFuxOIqrFq1XJ8+OEclJZSIiQ83LfG+KnL2v+6hFB0BgNQXGzCggUpWLx4ITj37lDIm9IjAICFC6mf38eHiNG8idBQ5VkJXQVj5gvtm2+W4YcfXsKBA3k1tNTuhKdExZB0PGVhoQ6MNXP0Mo/h50drd+WK1M0ndxcgoVnXSbt585LBuWU1VllZKebPT8akSUluJV+tE8WiZLFFi1jcdlus4xd7gBvNGwDo+8bEACdPArm5wH//+x72789AbGwjtG/fvlbnHjfuGXTseA+ysog1Uto5fKsrgspKQKeLwosv/hOtWrWByWSC2otWwE2rCATcnSLmLnS6+r0AVSpzgtNkaoHi4qs1grS01L2qESG4hEewb987WLIkF/fe+72in1mjoYtWhJzCw0n5BAWR4C8qqv0YRU+RkyNfaJCTk+3xelpTS7hLMeEKdLobM7TBmHl/XrwItG7dFVeunMXw4aMBAEajEUePHkV8fDxOnjyJ9PR03HnnnXjooYcAAD/++CNiY2Nx22232Zx7yJBR6NQJmDGD7ksVwY2S7FUaourx8mWqHJowYRaCgkRjnffe96YLDalUgEniw3tTEbg6wNubEBYXAPj4dMGsWf+rqakuKXHvXFVVVOFyrnpckFp9HLGxzt12lco1C0wkfAUnvoDgfRINPHLdoXWFmBj7BQVXrhTDHQ9cKIJLl+h+RAQpwczM77Fo0b9x6tSxWn5aM+o7j2MPUkMlNxeYMOFd7NiRjcBAygkMGTIEHTp0wOuvv44uXbpg9uzZ+PbbbwEAnHNMnDgRbdu2xR4x6FkCsV9FGb1Uwd6qHkFoKF3vVVV0nRZVM6HUlnvOWdjzplMEjAHr1v0bo0erMG1aK7cFio8PCXdn2pUxurDr2/IQ5WW+vkBFhQ+io3sjL4+eKy93fXiFyUTHFhUBFy7QY6mpP+P119+RPT4wkGqw4+LoLzqa/gS5l5zlLOq15cJV9UWDYI3k5BRotdbVWDo888wM+Pj4oqzMtfNcvQp8800aHn44AWlpKgAJqKhIQ1gYkJ7+JebOnY5jxw4q9rlvVEXAGO0TgDwCsX7l5RQC7NixIxISErBp06aa14wZMwYAUFxcjP79+6NDhw7o1KmTxXmvXSvEzz9vwNGjR2qYR0UzmTeGQN0oUKmA1q3p9unTQG5uIX78cTVWrfqqVud1pkhuOkWgUgEXLx4HwAG4Xlel1dJGiooiIRcZSUItMtI2Ti0God8IZZWMkdISXsHp00BBAQl2zl33CoqrZ9CcOkXWRng4CRdrASNmrQplKRXqOh1ZZUFBZoI0gcDA+learmDkyCQ884wlvcbrr3+GV1+dC41Gg8JCOPUKCguBpUvTMHPmZFy+TElnIBu//DIZv/yShoEDH8LEidPQvLkL4/NcQF3STLsLaWjo0iVSBEYj7c+yMmDu3Lk4c+YMMjMz8eOPP+LIkSO4/36axRsYGIjPP/8cTzzxBJKSklBcbB6UtG/fIYwfPxhvvz0ZZ8/S+4hphN4YAnWjQFCLAHStZ2VlYfLkYXjjjRm1KiMttp1BZYGbLkegUgGTJn2CIUOmIzLSNfPNz892apOUEpasbdKaQgncKEKNMfpr356E+EcfLcXzzzdFixYD0KgRuc0BAc6TxkVFdIGePEn34+JIkEu/p9w62YNKRcoiL48E1Y3SqekMjAGDBiVh2bIkFBQAf/ubuRYeIEv26lXHlMbXrwPz5yejrMzSzKqqKsVHHyVjx44sAE+49bnUavve3Y3qDQC0D4KC6K+wkNautJQMg6IiQK8nayE4OBgDBw6UPccXX3yBgwcP4qWXXsJddxG3jtGoQ69eA2EyDcKpU2QIiT12oypFJaBS0bhcgK73Jk3aIjHxfrRvfweuXzchLMx9272iwnkvwk2pCFQqFaKj27hULSQEvjPhFh5OF6K1FVzfEAPJO3QAVq8GCgvvwLFj3yMvjxSB0UgXoKNmrLIy8gJKS82J4r1738Tjjydj48aDaNmSdl5goHuWll5PCuVmAu0fCnMVFFAc9n//+weOH1+PUaMmYuzYZ1BYaL9zvKLC8UyHixflH1er6U80AgoFD5BC9fOjGHtlJQm8sjJSShrNjVktJMCYmdO/sJDCQwUFtJfKykgAaTSAwWCAyWRCfn4+MjMzodPpEBAQgJ49e+KVV15BVVUVEqrZIk0moGXLrvj44x/x3ns0+a15c9zypaMArWWbNrSu588DJpMWb721AVFRdP16QpTnzBsAbkJFIBZBq3VutYs4vyuCXQiIGw3iQmvdGlCpKmEydUJsbBEKCkgo+fiQhRoYaD/vIU04CQojzveDcyMiIqg0T6W6MUJh3oZYz4QE4NAh4MwZYPfuNcjO3ofIyBiMHfsMAFpTOUUgYq3R0XHIycm2eT46Og6nTh2DSqVCTEw8dDodwsLM5cclJSTs5eb/NmlCCtvXl57PyyMFX5e9K+5CrGdUFHD8OCmC/HwyEBijvdejRxscP34cL7zwAgICAjB3rrk5atq0aXjnHcs8VVERhefKyig8Algqgls1PwDQWvr7kwd0/jw1fwYF0foKgkN3PETOac86Ux5eFX2MsUGMsWOMsZOMsddlnn+aMXaQMbaPMZbBGGvn/JzAq6/ejpdeaos//jjk8NjQ0Jt/04gLjXjt6UowGKhjNTeXjuEcNQlka5SXm4VXaam5YmjGjPn4+ONtCAoiV8Lf/9aNu0oh1rNlS7p/8iTQu/cYdO8+GIMGjag5rqKC/tLS0pCQYDnXOD09DUVFtoyQYqbD+PGD0L9/a+TkZCMw0LIHxd+f9qWc0larYdE5687Q8/qC8FgF9fuxY6ToRGVbUREwefLTAIDOnTujR48eGDBgADp16oTY2Fi8/PLLFufjnF5bWVmJkhKOU6fo8ZYtG4ZHIPan6ME7fRooK+M4ceICDh/eW2PUuQLOOUpLXSso8ZoiYETesgDAYADtAIyWEfTLOecdOOedALwFQL6ERYJr1wpw7txhnD//B8aNuw/p6fIjG/38bmyX2lVIQwgdOtD/g9XFKIKVEbAssxPg3DzrFQC+/z4Nly4lAFAhNbUXrl49V/NcfdMZ1xXEeooL7dQpICQkGqdPH8Err4xHYmJCzZ5asoRmQmRn05jQ7Oxs/PWvT+LVVyegsPCaxXl9fMIwfTp1t0+Z8ipUKhUaNQrxaHzizQQhuETv2OHDloaJyQT85S8v4vjx4xg3bhyGDh2KzZs3Y+/evTh9+jRiYmLAOcfmzZvx/vvvo6SEw2gEnnnmEQwe3AQ5ORxqtZkjSoTYblWoVOa5FQBd69nZ+3HffTF44YXRKCuTLxAxGAz45JNPLB4bMWIEfvllL4D6LR/tDuAk5/w057wSwEoAw6QHcM4LJXf9QeUXDnH+vNkdv3z5ImbOnGyjDG6E+n+lIFUEUVH03X//vaymdFTUsAPEAJmXR16ASHqKjt709DR89JGZWiE/PxuzZ9PaqVQ3TnmntyFCgGFh1NlcUpKGRYsmIy+PhH1OTjamTRuL9u0D8NxzT9jMhKiqqkJVlS3jn69vQA0r7Nixz+Dbb39FXFzjW97LEoqgaVMKY127RiGNggKzkVJaqkJcXCswq8WQzhofPXo0XnrpJRw7Rkms69evorLyNnDOEBtrLle+0T2k2kJ4WN260e19+4DAwLYICopARERTGI1G5OfbJn9nz56N5557DteukYGyb98+HDx4EEuWLARgP2JQ877e+DLViAFwTnL/fPVjFmCMPccYOwXyCF5wdlLOLVWboAeQIjj4xo6rugOVSjog/AMAu1FW5ofqnhycP08hDIAsseJiChnl5prdcwB4661kVFVZCrXyclq7G6VCqi4gBJfZK7BdFwAoLS2xaFx0huvXz8LHx2zHdOrUvUF4WUKxMgbcfjs9duiQSKibj8vLs2+VMsYwYsQIPPvs86iqIpG0bFkGHnuMeg8aSqIYMO/PkBAabWo0Ajt3+mDhwlzMmbMZarUaJhMZgMLI45zjzJkz4Jzj+PHjAKigpqioBBERUTXHO0K9p0c55ws45y0AvAbgb3LHMMYmM8YyGWOZcs9LKzi0WsvhFTc7xGBuAKioKALQG4AKa9dSCMNkooSnM+TmylezXLhw9pa/uKSQelikCDyb/WwLjvvui8IXXywAcGPX/isJ6XpKFQFAikAYKVVVZk4mOSxcuBBz5nyAyEiyFYuKGLKzyU1t0aJhJIoBy6KVvn3p/7ZtAMCQl0frmZ19CoWFpbh4kcJEjDF88cUXyMzMRPfu3QEAsbEdsGPHObz00j+Rl2dWGnbf12vfCMgBIGXealr9mD2sBDBc7gnOeSrnvCvnvKvc82IOAWNUBnorueOMUfx+5840bN++DEAFRAPTV19Nxvbtabh2zcx3I4fLl4GwMPk6z+DgRg3OIxD7gxLGStS/UtA6L+8S3n57JtLT027o2n8lIacIjh6l0AXn5nJlgPJYly5ZztIwmSiMJPVgjUaqbhM9L61amRXAra5cRY4AALp0oZDYuXNUkcU5sHXrHkyZ8jA6dAjCmjVf48oVWrvycoZOnTqjooKu9+vXGdRqNTjnWLjwHVy5cs7x+3rxO+0C0Iox1owxpgPwOIDV0gOYGBNFeBDACXffRDqHQMrnfatAXGQrViSjstIyhMF5Kb74gsJiZ87Y1gunp6ehd+8E9OihQmlpEYTAkqKkpAjffiufcL8VIVxvQDSSpQCordQ2Wx7FxYWYOXMy1qxpGGsqFVxhYdSfUVZGtf8AeQEFBebjy8rIUxCC/+JF+l9eDpSUlGDbtg1Yv347kpMfR34+FX3ExDQcj0CqWDUaoH9/ur1wIVBayrF27QoAaixf/jMeeOBRnDx5FAcPHkFuLsfZs7Se0rTWnj1H8dVXc/DGG7I2dg28pgg45wYAzwPYCOAogK8454cZY7MZYw9VH/Y8Y+wwY2wfgL8CGOfsvH5+/lCr1WCMISbGPIfgVgsJCYhNceWKfAijuPgsrl8na+HECXPlUHo6USBcuJBdXUZWAMC2jqyqqhJ//3uyzeO3KsSoR4Csrfj4JACp8PHxtLpADWuqk7KyUsya1TDWVHisAkOG0P8vvzQbJqdPm0NEAuXlpCCkIYvp08dj/PjBWLx4Do4doydatkRNMcON1uzpDVj3M40YQT0ZubnAZ58xJCW9jX/9ay86dLgbjDEsWDAX993XHmlpC2WpUebPT4bJZMTdd7/r+H0V/h4W4Jyv55y35py34JynVD/2D8756urbL3LO23POO3HO+3HODzs7Z8uWt+HkSQNOnzYhIyOrZhhNSMitFRISEJsiKspeCIPjuefCsX17GioqyC3fvx944w1bCgR7OHtWqTj5jQ/Bfir2Sp8+AJCEtm0dl1WoVHI1izrIKVeg4awpY2StC2XQty9x5RQWAsuX02MGAxkpznLviYkD0bp1V/TpMx533klNZyIsFBBw63sDAnq92cvS6YAXXqBIx44dQGYmhc6OHKEKrUaNwtG4cSS6dk20OU9hIfD8819j7tyLWLWqj8P3vCX0q3Qj3moQAuuVV1Lg4yMfwjAa87Fw4QRkZFA4oqwMuHzZdUEUd7PxRNQCIjQkmrwSE+mi278fCA2Nl31NTEw8/v3vpQgJMXsNAQFhAD4DkdfZoqGsqQhlCB4glQqYOJHW9OefgZ9+oseLi80xf3sYMWIKZs/ehd69R6O4mBjmWrUyF0vcKpWAzqDRWM5VjokBRo2i259/Tt5UTs4ZTJo0DAcP/oGMjAto0+Z2i3OUlFC4WK3W4Ntv9U5ZdW86RXDw4G707h1n0TtwK4aEBIQiGD48CSkpqXYsU8BkqqzJFwBAeLhrgsjPT4+UFO/Oer6RINZTCJegIErKcQ7cdlsKdDpLZevrq8f48Sm4664kbNqUhxUrOFas4Pjb3/IAJCEoyPY1en3DW1Mp11XTpsCECXT7s8+AAwfodkEBWbLWlMhGI3kNFy+ah7ULaokWLczXd0PxCAR3kxT330/ztvPzgRUrAH//Rti37wfs2bMZv/xyHefOMRQXk5dw6hQ1opWVAX/8AWRkOF+7m04RAMCFC+dqGskYu7HZGZWAEF4jRiTZ9FFIUVR0tuYCGjUqxa7SEIiJiUdqaiqSkrwz6/lGhAi1SQWXKNM7dSoJEyakIjw8HowRRfXEiam4/fYkZGejhu4AMFfDtGmThGefTUVMDL0mNrbhrSljtqGb/v2Bhx6icNA771DVC0DhigMHiIri2jUgK4vCHZmZZsqUvXspdyAo4xuaRyB6h6SMvsS6TP83bQLWrAnGSy99i//8Jxu+viG4cIHKdv/4w1ymazQCS5bQ7UcecfKe3vkq3odoJPPzuzVzA1JIv58olZVHHGbPBlauBNq2TQJjrSFXKQSQEvjttyyMHdtwBJaAMB5EJUrnzlTtcvkyYDIl4YMPsrB8uQkffJCFxET59RGKoGlT4IEHkpCRkYXTp004eTKrQSkBwKxcranIR40C7r6bEsVvvmnZ73L1Kgmt3FzL+Q9nzgAffUS3+/QhRSAUQEPyCAAgPt6yXLZ5c+D55+n5778Htm8fCs6j7Z7np5+oDDc8nJLODt9Tgc9db7hw4ewt7w0AllUE06enQGvnitBoilFR8Sy+/z4czz/PYDQeBeALSmqaIUpub7VSW1chFKsIOahUZovpu++cc7cDZvI+Kf0B0HCElRRiPWNiLPeqSgVMmQJ0707hoDfeAHIcdBKVlgLz51MMvFcv8iiknltD8QjEevr6EoeTlP6lZ0/gpZfIY/j9d+Dll0kpWDeMFRYCX1UPNXviCedl9Te1IoiOjmsw1MkCw4cn4a23llgkLgUMhnwAHwOQMM2hBIwZERAQBsYYoqLMJbcNXRFIhUzPniTI8vIorm2Pwz0nh6zbffvoftOmljw4t7p3Kgch/H18zJP0BNRqYOpUoksoKgLmzAF+/VV+CtzXX1MeoUUL4Omn6bzCy2gIpaMC0u/p40Nr166dOQTerRspzLvuIm9r5UpSCOnpwPbtwBdfAK++Sgnjjh2BrrJtuJZg3J1p3TcAGGMcIKt2/vxUPPvsre+GX7hg2Y0pkJiYIMuJL4fw8Hh88kkWunQxPxYdfet3asohJ4csKKORYtPiEti7F3j7bbofGAjMmmUp2DgHZswgjniALtBXX6ULUvQnSKs9GgrEiEqA1uj4cQr9SFFZSQr0yBG636IF8PjjlEM4dYoE3rJl9NzcuURrrdOhZr/6+FDOoCGgoMCSJ0ygooLYXaWy4MABYOlSS14ngdhYUhBNmtDeHDaM7bbHznBTKoKYmPhq3vckh5O5bhVcvGjbkAMAzZur4OrvxxjDTz+Z0KwZ3Vepbr7pYkpBqliPHrWk787KohK9Y8fILU9ONlv5hw+TRRsUBMybR9ZqQICZWiE4+OYZ2akkLl+2rQSqrDSTH4r+AaMR2LoV+OYbShTLYdAgYFx1W2lEhHmMaEAAxbobAq5etaWUFygpodyKNBRkMlH5844dFNaMjqa8V8uWlmG7Pn3sK4KbLurWocOdWL2auOcaSjzWXrjB3pQsOYSFxVlw4zfUsBBguZ6hoZYXXUICMH06MG0aCf5t2yiEFBYGrF9Px9x7r1ngS/tXGqJ3BciHbHQ6MjQiI6l/oLCQwjsDBgC9e9NabtpESrV9e1IMjAEjR5rPIVWqDSU/ADgOgfn701wSsabi+M6dYXd0b0iIeXCQPdzUy9tQFIG9jTF9egpmzpzstINYo9Fh0qQUi0E9fyoCQmgoeQFSBAQAjz1GuQKrWR/QakkRSI+VPtcQ4SgvotPRMPacHHOlla8vJecdlTSKDnCBPxWBGTod5Qzy86kqSC5aIODnR0159Tqq0ttoKBee3I+o1QKPPJKEuXOphh0A1NV96dIBIMHBYZg37zNMmZJkcR6pAGtosE7GyTUkDhhAQ8S1WpoXLYoS+va1PF5atdZQ9qM1nAkZxiip7swqlSImxnISWUMyXFwtOAgLozxVfLy8otRoaA+7MtHtptWzDalCw/p7+vlR/JRz4MknScDPmGH2DDjn8PPT11QHWUOvb1gWljWs17NZM4qxStMtKhUlizmn2+Xl5I63bm15HqEIGtJ+tIar1TyRkbReZ87ALuWBTkfCSxpy0+sblpK1F2oT+1AKxiiJ3qQJNZKJXI1ORyEhVycP3nQegbjYGtLGUKvpe6vV9ONGRJg5c4KDgXfesSWYk5vcJnArzHKuDawFtq8vJdjkjhMXpa8vJYWleQB//4a5H63hjgIMCqKSxvh4W0tVpbJVAgAaREGIFFJFIOg7oqJIkYaGyq+3SkXKoFkz+ouJcY9/7aazC8UiNaQLLzSU/jiX3wTnztmfPmYNna7hzCe2B7k1jImhsj1n5FxSSC+0hhS6sIYjRaBS2bKOCis2PJyeY4wSn1qtrfDy82t4SXixnjodhX+keys4mNbo6lX5Ifae4k9FcBPB3gUXFxeHbFHcLoEcHcWtTNDnKuRcb5WKkmoHD8o3O8lBmmdpCI2N9iC3nsHB9KdSUTLz+nXbElPpNWyvNLQh7ledjnIq9sK3Gg3QuDF5Ctev229+lMLZ/rwpQ0MNZR6sq0hJSYHeimtDOrlN4Fam63YH9hSqXk85gNBQxwk2vZ4uLKEIGvp+lK6nSkVCPTTUsuM4IsL9HouG6r0KGecMWi2tdXS0feJNjYZCSmFO5i7ddB4B0PCSR84gSM6Sk5Nx9uxZxMXFYfbsFAwenATOycItL2+YzU5ycBTKEGG4wkJzF6wUPj6UK5BawQ3ZGwDoWgwKIuUZGGg/eSxGyebnOx+mDvyZy3IVOh0p2ooKCm1WVVFjmVDKrlQN3XSdxV27duU7d2Y26KoXT2Avv9AQUVVFHa9G+eFiNTh3zpYkrXVrWDTmAXQRNgTyQ6XAOYU0xIhVOWg0lLf5c88qB8bqqbOYMTYIwPsgLuTFnPN5Vs//FcAk0NDXKwAmcM6dtsr+qQTcx58XlBlaLbnLzpRB06ZkxQYEUBz26lVbJcBYwwxf1AaiEkavJ0+1stKc+AwJcexV/AnvwGsilTGmBrAAwL0AzgPYxRhbzTmXOtx7AXTlnJcyxp4B8BaAUd76TH/iTwhotSTUxRAPOUi7W4OC5EMVPj5/Ci1PodOZcyuhoaSUG3KupT7hzS3cHcBJzvlpznnl/7d35tF2TXcc/3zfe4mQGErMQYTEnIZqqVqkptZMi9WaSSlqaqSlVbOqlhoqSrRaDa2patEStISaa2gES9qyostUYtZUkPj1j71vsvO8+95Lcsbc32etu+45e+9z7/f+ztn3t+cNXAPsmiYws4lm1hhL8BAwKEc9jjMX/fsveF+T1wayob3dnUCZ5OkIVgZeSM5fjGHNGAVM6CpC0qGSHpX06LTuinCOM48s6GSlVu8odhYOKtHaLmlfYGNgy67izewy4LKYdpqk3i252TMDgdcz+qw8cZ3ZUxetrjNbWlnnas0i8nQELwGrJOeDYthcSNoGOBHY0sy6WUcvYGbLZiVQ0qPNetGrhOvMnrpodZ3Z4jq7Js+moUeAoZJWl9QX+Bpwc5pA0obAOGAXM3stRy2O4zhOE3JzBGY2EzgSuB14BrjOzJ6WdLqkXWKyc4ABwPWSJkm6ucnHOY7jODmRax+Bmd0K3Nop7OTkeJs8v78XXFby9/cW15k9ddHqOrPFdXZB7WYWO47jONniU2Ecx3FanIXaEUhavmwNvUVSLZaEk9TDOobVwO2ZLZIyG62XJ3XJ81Wz50LpCCQNkHQBMEHSOEndbJNdLpIWk3QxcJuko+JIKiRV6t5Em54P3CLpTElfLFtTV7g9s0VSP0mXABPjQI+tYngV7Vn5PF9Ve1bqZmaBpJWBKwEBOwD3ENYwqiqjgWWAA4B+hOG0mNnH3V1UJJKGAjcCs4CDCQsEfr9UUc1xe2bLwcByhMmeU4FfSepXMXvWKc9X0p4LnSMAZhBWOj3GzP4DXAdMkjS8ZF2zkdQvvncAfYHfmdkUMzsHmBZLiqWXEhKmA5eZ2Zi4aOCtwCuSKrE2lNszWyQNSE+BB83s40Z0vwAACmtJREFUDTP7NfAgcFZMV5U1bSud5+tgz6pkjPlG0lqSLpW0KICZvQHcnSRZBRgC/KMEeXMhaZik3wIXSdo4zrUYAHw+SXYYsJ+kQWWVEqJNZ5eozOxl5l4HajFgbTN7sXBxCW7PbJG0pqTrgCsk7SipsVvuckmy7wC7S1rDzKyMP6+65Pm62BNq7ggkbU6oEh5KaBJAksws3da5L/B8b5avyJP40I4DngAmA9+SNAr4MXCYpIEAZvYCcBVwSEk6dwT+AIyRdEIM6zCzdGfUpSk/k7k9MyTWli4AniLkqZ2Bk4HxwA6S1geIzuomYlOWFTz+vC55vi72bFBrRwC8QWhzGwYcJGm1Lgy5IfAcgKRDSqwurgFMN7OfmNlFwC+B3YFFgUuYewLJPwmrtZZRXXwV2Idg0+MlDTCzmZLaEi3rAk9HfXtLGlawRnB7Zs2KwNvAD83sJuAMwl4iQwkO90TNGZFzG5DVwo/zSl3yfF3sCdTcEZjZM4Q9D54F/gycDp9oC94aWEbSDcDehPbEwjGzp4DBkraIQZOBO4HvEhbdW1rSKZL2Iuza9n68rtASgpk9CkyJNr0NuDRGKdGyObCspBsJf3K92IE2c51uzwUkdYpm9hJhBeBtk/NLgLOio50OnCbpG4Ra15tFaOxCZ2XzfKqhyvbsEjOr/ItQdV4iOVfnY2Bx4Flg607XTiCUtvYoSOtAYPlUH9AWj48CrkriRgCXx2uGAfsDdwD7lKGzC5suQSjVfDaJW4Twp/sYsFcBOlcENusUVkV7fkJnhe05qlNYe3w/ELgvCV+K0PE6AvgUoXnjmgLtOapJXGXyPGGPlXOBvlW2Z4+/o2wBvTD0SYRF664BTo1hbZ3SNAx/LPCnePz1+Cc8skCtPwCmAL8Hzk61xeM1gRuAA+L5MoRF+VYo2KZd6Wxm05OAifH4y/F9twK1Pk0oSW8Uz1OHVQl79qSzKvaM3/0YMLpJfBtwF3BsEjYeWL9gW3ars5M9S8vzhIEITwFjCYMUOuehStizV7+lbAHdGLk/YXXSa4HlCSW8d4DBMf4TJdh4/FZMdznQryCt/YCzCd5+2aj3f8DSjQciSbsdof1yI2AvYCKwahV0dkqb2nQm8B5wIdCnIK1tMXNNIFSdvw30r5I9e6Gz2TNahj3Pjd/5ie/rpO0zhPHtuwH7xj/kdQu0Z1Od3WguNM8zp0Z6UbM/debUWkq1Z69/U9kCujDgUvG9AxgJdCRxvwAObnLdkgTHMRn4QpFa4/GKyfFI4GpgvSYPx+HAz+JDkbvWedWZxA+MNv970TqTsLHAmPinuUXV7NkbnVWwJ7AOYV/wxQmFqoOBTTulb/zB7QqcBvwV2LxqOpO0heb5TjrbgCcJhan1oo4DSQpVzKm1FGrP+fptZQtIjLZMzEx3AEcDayZxIgwJmwiMaHJ9GzC8JK1rx/AOQgn1eeCnwN8I1dXGA5GWZNurqjO5vqOgDJbqPApYJ4avCVwRj0cTStzHAoMaz0WJ9uy1zpLteXSi81RCR/QDwCmEkSr7J8+n8taWhc7k+kLyfBf3fYMYfhZwfgz/JmFi4FlJPmvLW1tWr0qMGpK0KaFq/TpwJqED5ugkSRvhwfiQLra7hLCEgJlNzllqM61HRA0zgceBIWZ2HKEUMDrqx5IJTWY2q6o6E40zzez+gnUOSnQ+C7wrqR1YCzgG2MTixCuLuS0eF23PXutMNJZhz5UJNSYItZXTgW3M7DTCxlFHJPqMglgQnQ2KyPNN7vuoGN1okrzezMYBxwMrECeMWYWW4eiJSmxeTxhJcZ6ZXQOzV47cOs7E+8jMZkkaEo+nKSwo1beRviJa+wEfmNnsDafN7BZJYwgP+fOuc5509iGMr9+AUPV/jtB+bJKGmtm/XGevdW4T7/s7ZnZGI6GZ/VHSaMKfW9Hj2Ousc9sYdw9hFvtGUeeTcSJjbRxAg8IdQZwFOFfJw8ymSHohifuI0DSUzgzcGlhU0nhCqev4immdkV4jaR1CCeLfwMuuc551fgQ8Iek+4F4zu0PS6oS9r3MdF74Q6lyjcd+Ta9cl3Pfnqc59r4vOITHuWUljgRMU1rMaQqhVT81TZx4U2jQkqU9q6E4TRaYncYMJpauUgcD6hHG5m5jZ3RXVuoik/Qijne4yswPN7EPXOX86zewkM7sjHk81sx9ZWDbCdc6HTkkdknYnDMe+08wOis7Mdc7ffZ9EaLa6D7jZzHayMHmsVhTmCCQdCfxFYQ3unSG0Saaz8ZLjIcDDMewrkpYkLNs72Mxy38tzQbQSFhC7ndBGfLHrXOB7v0Ke2lpNJ2GkzT3A56p83+uiU9JKZvammd1gZpfnqTNPcncEkpZWaM75EvA9QqfLAbH6PLtDRdJwm9O5si4wTNIEYE9Cf8AUM3u/Blrbzey1PLW2kM6vUkB7awvp3IMwkuXNzk0wrnO+7/vMvPQViuU/9KqdsFJgY8z3EOAK4th1Qi/7eOBeYCVgVeBdwrKyhc1grZNW1+k6XWfr6CzEFjkYt4MwsWaVJGxActxGmDAyNJ5vCxzR6TMOKuhBqIVW1+k6XWfr6CzjlbWhNyCMT38VuLpJmnWAW5vE9c1Sz8Kg1XW6TtfZOjrLemXdR/A6Yar/2oQlgrcDkNSe9MKvSNijFUmbKG7aLUmW46iVGmt1na7TdbaOzlLI1BGY2SvAtWb2FqGtrbHrzizCMhEAnwb6SjqHMD27cW1hsxrrpNV1uk7X2To6yyLzUUM2ZxTKeGCGpKNj+MfR824BbAW8aWabmdnErDX0lrpodZ2u03W2js5SyLPdiTAs6+F4PDy+70LSWVOVV120uk7X6TpbR2dh9ijA4LcBHxBW5htY9g9eGLS6TtfpOltHZxGv3CaUKWzOfSahJ/5IM9vBkoXOqkRdtLrObHGd2eI660tjIkU+Hy5tT1jH5oMeE5dMXbS6zmxxndniOutJro7AcRzHqT6V2JjGcRzHKQ93BI7jOC2OOwLHcZwWxx2B4zhOi+OOwHEcp8VxR+A4PSBplqRJkp6W9ISk45TsXtXkmsGS9i5Ko+MsCO4IHKdn3jezEWa2HmGN+u2BU3q4ZjDgjsCpBT6PwHF6QNJ/zWxAcj4EeAQYCKwGXAn0j9FHmtkDkh4izFydCvyGsATy2cBIYBHgYjMbV9iPcJxucEfgOD3Q2RHEsLeBtYD3gI/NbIakoYRNTzaWNBIYY2Y7xfSHAsuZ2ZmSFgHuB/Y0s6mF/hjH6YKOsgU4Ts3pA4yVNAKYBQxrkm47YLikPeL5ksBQQo3BcUrFHYHjzCOxaWgW8Bqhr+BVwqYmbcCMZpcBR5nZ7YWIdJx5wDuLHWcekLQscCkw1kK76pLAK2b2MbAf0B6Tvgcsnlx6O3C4pD7xc4ZJ6o/jVACvEThOzywqaRKhGWgmoXP4vBj3c+AGSfsT1refHsMnA7MkPUHYGvFCwkiix+NuWNOA3Yr6AY7THd5Z7DiO0+J405DjOE6L447AcRynxXFH4DiO0+K4I3Acx2lx3BE4juO0OO4IHMdxWhx3BI7jOC2OOwLHcZwW5/+cxLPV9q+jNwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 32924, {'val_loss': '-0.010961978696286678', 'val/kl': '0.00017097800446208566', 'val/mse': '0.008336267434060574', 'val/std': '0.08819373697042465'}\n", + "Epoch 14: reducing learning rate of group 0 to 2.0000e-07.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 35119, {'val_loss': '-0.01091832760721445', 'val/kl': '0.00017027596186380833', 'val/mse': '0.008378414437174797', 'val/std': '0.087855763733387'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 37314, {'val_loss': '-0.010926739312708378', 'val/kl': '0.00016940414207056165', 'val/mse': '0.008370951749384403', 'val/std': '0.08774425834417343'}\n", + "Epoch 16: reducing learning rate of group 0 to 1.0000e-07.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 39509, {'val_loss': '-0.010903109796345234', 'val/kl': '0.0001695368846412748', 'val/mse': '0.008374093100428581', 'val/std': '0.08751139789819717'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 41704, {'val_loss': '-0.0109071871265769', 'val/kl': '0.00016952535952441394', 'val/mse': '0.008369932882487774', 'val/std': '0.08751756697893143'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 43899, {'val_loss': '-0.010898778215050697', 'val/kl': '0.00016938966291490942', 'val/mse': '0.008380490355193615', 'val/std': '0.08737561106681824'}\n", "\n" ] }, @@ -726,27 +2627,27 @@ "output_type": "stream", "text": [ "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 1 M\n", - "1 model._lstm LSTM 207 K\n", - "2 model._latent_encoder LatentEncoder 98 K\n", - "3 model._latent_encoder._input_layer Linear 16 K\n", - "4 model._latent_encoder._encoder ModuleList 32 K\n", - ".. ... ... ...\n", - "121 model._decoder._decoder.3.linear Linear 147 K\n", - "122 model._decoder._decoder.3.act ReLU 0 \n", - "123 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "124 model._decoder._mean Linear 385 \n", - "125 model._decoder._std Linear 385 \n", + " Name Type Params\n", + "0 model LatentModel 1 M\n", + "1 model._latent_encoder LatentEncoder 296 K\n", + "2 model._latent_encoder._encoder LSTMBlock 205 K\n", + "3 model._latent_encoder._encoder._lstm LSTM 205 K\n", + "4 model._latent_encoder._self_attention Attention 65 K\n", + ".. ... ... ...\n", + "83 model._decoder._target_transform Linear 2 K\n", + "84 model._decoder._decoder LSTMBlock 819 K\n", + "85 model._decoder._decoder._lstm LSTM 819 K\n", + "86 model._decoder._mean Linear 161 \n", + "87 model._decoder._std Linear 161 \n", "\n", - "[126 rows x 3 columns]\n", - "INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/anp-rnn/version_2/chk/_ckpt_epoch_2.ckpt\n" + "[88 rows x 3 columns]\n", + "INFO:root:model and trainer restored from checkpoint: optuna_result/anp-rnn4/anp-lstm5/version_-4/chk/_ckpt_epoch_12.ckpt\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1b471dfdcaae43c792dd9fda66845d06", + "model_id": "c7eb2e33241c461498ed4c21e38a0442", "version_major": 2, "version_minor": 0 }, @@ -759,7 +2660,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -771,7 +2672,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -785,49 +2686,4390 @@ "name": "stdout", "output_type": "stream", "text": [ - "step 6584, {'val_loss': '-1.273390769958496', 'val/kl': '0.00022587954299524426', 'val/mse': '0.004663755185902119', 'val/std': '0.050486624240875244'}\n", + "step val 28534, {'val_loss': '-0.011962966993451118', 'val/kl': '0.00012462273298297077', 'val/mse': '0.007574227172881365', 'val/std': '0.08558832854032516'}\n", "\n", + "logger.metrics [{'val_loss': -0.011962966993451118, 'val/kl': 0.00012462273298297077, 'val/mse': 0.007574227172881365, 'val/std': 0.08558832854032516, 'epoch': 12}]\n", "None\n" ] } ], "source": [ - "name = 'anp-rnn'\n", - "\n", - "params =default_params.copy()\n", - "params.update({\n", - " 'det_enc_cross_attn_type': 'multihead',\n", - " 'det_enc_self_attn_type': 'uniform',\n", - " 'latent_enc_self_attn_type': 'uniform',\n", - " 'use_deterministic_path': True,\n", - " 'use_rnn': True\n", - "})\n", - "trial = optuna.trial.FixedTrial(params)\n", - "trial = add_sugg(trial)\n", - "trial.number = 2\n", - "\n", - "checkpoint_callback = pl.callbacks.ModelCheckpoint(\n", - " os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n", - "\n", - "logger = DictLogger(MODEL_DIR, name=\"anp\", version=trial.number)\n", - "\n", - "trainer = pl.Trainer(\n", - " gradient_clip_val=trial.params[\"grad_clip\"],\n", - " checkpoint_callback=checkpoint_callback,\n", - " max_epochs=trial.params['max_nb_epochs'],\n", - " gpus=-1 if torch.cuda.is_available() else None,\n", - " early_stop_callback=True\n", - ")\n", - "model = LatentModelPL(trial.params)\n", - "\n", - "trainer.fit(model)\n", - "\n", - "# plot, main metric\n", - "loader = model.val_dataloader()[0]\n", - "vis_i=670\n", - "plot_from_loader(loader, model, i=vis_i)\n", - "\n", - "print(trainer.test(model))" + "trainer, model, params, r = try_manual({\n", + " 'latent_enc_self_attn_type': 'ptmultihead',\n", + " 'use_deterministic_path': False,\n", + " 'use_rnn': False,\n", + " 'use_lvar': False,\n", + " 'use_self_attn': True,\n", + " 'use_lstm_le': True,\n", + " 'use_lstm_de': True,\n", + " 'use_lstm_d': True,\n", + " 'hidden_dim': 128,\n", + " 'latent_dim': 32,\n", + " 'n_decoder_layers': 4,\n", + " 'n_det_encoder_layers': 2,\n", + "}, name='anp-lstm5')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T13:48:48.837757Z", + "start_time": "2020-02-23T11:29:53.085130Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "trial.number -6\n", + "{'params': {'learning_rate': 0.0001, 'hidden_dim': 64, 'latent_dim': 32, 'attention_layers': 2, 'n_latent_encoder_layers': 2, 'n_det_encoder_layers': 2, 'n_decoder_layers': 2, 'dropout': 0, 'attention_dropout': 0, 'latent_enc_self_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'ptmultihead', 'det_enc_cross_attn_type': 'ptmultihead', 'batchnorm': False, 'use_self_attn': True, 'use_lvar': True, 'use_deterministic_path': True, 'use_rnn': True, 'use_lstm_le': True, 'use_lstm_de': True, 'use_lstm_d': True}, 'user_attrs': {'batch_size': 16, 'grad_clip': 40, 'max_nb_epochs': 20, 'num_workers': 4, 'target_length': 24, 'vis_i': '670', 'num_context': 96, 'num_extra_target': 96, 'min_std': 0.005, 'num_heads': 8, 'context_in_target': True, 'x_dim': 17, 'y_dim': 1}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:gpu available: True, used: True\n", + "INFO:root:VISIBLE GPUS: 0\n", + "INFO:root:\n", + " Name Type \\\n", + "0 model LatentModel \n", + "1 model._lstm LSTM \n", + "2 model._latent_encoder LatentEncoder \n", + "3 model._latent_encoder._encoder LSTMBlock \n", + "4 model._latent_encoder._encoder._lstm LSTM \n", + "5 model._latent_encoder._self_attention Attention \n", + "6 model._latent_encoder._self_attention._W MultiheadAttention \n", + "7 model._latent_encoder._self_attention._W.out_proj Linear \n", + "8 model._latent_encoder._penultimate_layer Linear \n", + "9 model._latent_encoder._mean Linear \n", + "10 model._latent_encoder._log_var Linear \n", + "11 model._deterministic_encoder DeterministicEncoder \n", + "12 model._deterministic_encoder._d_encoder LSTMBlock \n", + "13 model._deterministic_encoder._d_encoder._lstm LSTM \n", + "14 model._deterministic_encoder._self_attention Attention \n", + "15 model._deterministic_encoder._self_attention._W MultiheadAttention \n", + "16 model._deterministic_encoder._self_attention._... Linear \n", + "17 model._deterministic_encoder._cross_attention Attention \n", + "18 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "19 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "20 model._deterministic_encoder._cross_attention.... Linear \n", + "21 model._deterministic_encoder._cross_attention.... ReLU \n", + "22 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "23 model._deterministic_encoder._cross_attention.... Sequential \n", + "24 model._deterministic_encoder._cross_attention.... Linear \n", + "25 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "26 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "27 model._deterministic_encoder._cross_attention.... Linear \n", + "28 model._deterministic_encoder._cross_attention.... ReLU \n", + "29 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "30 model._deterministic_encoder._cross_attention.... Sequential \n", + "31 model._deterministic_encoder._cross_attention.... Linear \n", + "32 model._deterministic_encoder._cross_attention._W MultiheadAttention \n", + "33 model._deterministic_encoder._cross_attention.... Linear \n", + "34 model._decoder Decoder \n", + "35 model._decoder._target_transform Linear \n", + "36 model._decoder._decoder LSTMBlock \n", + "37 model._decoder._decoder._lstm LSTM \n", + "38 model._decoder._mean Linear \n", + "39 model._decoder._std Linear \n", + "\n", + " Params \n", + "0 674 K \n", + "1 54 K \n", + "2 90 K \n", + "3 65 K \n", + "4 65 K \n", + "5 16 K \n", + "6 16 K \n", + "7 4 K \n", + "8 4 K \n", + "9 2 K \n", + "10 2 K \n", + "11 115 K \n", + "12 65 K \n", + "13 65 K \n", + "14 16 K \n", + "15 16 K \n", + "16 4 K \n", + "17 32 K \n", + "18 8 K \n", + "19 4 K \n", + "20 4 K \n", + "21 0 \n", + "22 0 \n", + "23 0 \n", + "24 4 K \n", + "25 8 K \n", + "26 4 K \n", + "27 4 K \n", + "28 0 \n", + "29 0 \n", + "30 0 \n", + "31 4 K \n", + "32 16 K \n", + "33 4 K \n", + "34 414 K \n", + "35 4 K \n", + "36 409 K \n", + "37 409 K \n", + "38 161 \n", + "39 161 \n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 0, {'val_loss': '0.5052782297134399', 'val/kl': '0.49425050616264343', 'val/mse': '0.27127805352211', 'val/std': '1.0668034553527832'}\n", + "\r" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5aea7950c0c44576913bdc1e749211b1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 2194, {'val_loss': '-0.002188278129324317', 'val/kl': '4.0865576011128724e-05', 'val/mse': '0.03710660710930824', 'val/std': '0.21274274587631226'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxdeA30lvJCSEltBCb0ZKqAYRUIoIIkVAUESaDfkQG6CIKCiKDQUR8IeIAbGBgAgqKhCk914lkEBCCiEJqZvM98fdDZvN7maTbAvc93nuk92ZuTNn727mTDlzjpBSoqKioqJy5+LiaAFUVFRUVByLqghUVFRU7nBURaCioqJyh6MqAhUVFZU7HFURqKioqNzhqIpARUVF5Q5HVQS3AUIIKYRo6Gg5VFRUKiaqIlCxGUKIHkKIU0KITCHE30KIumbK1tOWydTec79B/mQhRLwQIk0I8T8hhKc2vZoQYpUQ4ooQ4oYQYocQooOZdkYJIfZr64kVQrwvhHDTyw8SQqwRQtwUQsQIIR7Ty6sphFinbUsKIeoZ1P2+EOKytu4YIcS0Ep7Po0KIf7Wf+R+DvMZCiF+EEIlCiBQhxGYhRBMzdVlcXgixRSu/m7F8bZlW2ueUqf3byiC/jRBimxAiQwiRIISYZKauv7VypQkhDgshHjbIf0z7vG4KIdYKIYLM1GXy+yltXSp6SCnVq4JfgAQaOloOA5mCgRvAEMAL+ADYZab8TuAjwBsYBKQCVbV5vYAEoAUQCPwDvKfNqw+8CNQEXIHxQBLgZ6KdZ4AugAcQCuwHXtPLXwWsBvyASO1naKHNqw48C3TSPvN6BnU3AXy1r0OB48BAM5/5fuBRYAbwj0Fee2AMEAS4A28Dp8zUZVF5YASwTSu/m4m6PIAYYDLgCbygfe+h991e09blCVQCmpmRLVzXFtABSAdqat+30L6/V/vMVwLfmanL3PdTqrrUS++5OloA9bLCl6inCIAA4BsgUfvP+zrgos1rCGzV/vMkAau16QL4WPvPnQYcBVqWU6bxwL96732BLKCpkbKNgRygkl7aduBp7euVwBy9vB5AvJm204C2Fsr5IrBeT8ZcoLFe/gq0SkcvzQ0jisCgTKj2Ob5igQxjMVAERsoEadusYuHnKlZe+9s4A3QsQRH0BOIAoZd2CeitfT0HWFHG30V7IBtor1fXSr38BtrvoJKRe81+P6WpS72KXurS0O3HZyj/8PWBrsATwGht3tvA7yij6lrasqD849+L0iEHoIxSkwGEEK8JIVJNXWbkaAEc1r2RUt4EzmvTjZW9IKVM10s7rFe2SF3a19WFEFUMK9IuYXgA58zIps+9KCN3UD6/Rkp5xoQcJaJ9XhlALErHtdLSey2QM15KmVyO8nOAL4D4Eu5tARyR2t5UyxFuPYeOQIp2WeuaEGK9EKKOrqAQYoMQ4jX9CrVp2cBulBndPr229H8n59F29tr7FgohFmqzS/p+zNalYhqTa4QqFQ8hhCswDGil7VTThRAfAo8DXwF5QF0gREoZC0Rrb81Dmd43BfZIKU/q6pRSvge8VwZx/FBmJfrc0LZjrOwNI2VDTeTrXldCq7AAhBD+KCPEt6SUhvUVQwjxFBCBMiLXtZNmocxGkVK+J4SYC7QCBlD8c5UaIUQtYAHK7KVM5YUQEcA9wCSUQYA5TH0fuudQC2gDPIAy63kfZcnmHgAp5UOGFUopHxJCuKMshzWTUhZY0paU8lkDucx9PyXJrWICdUZwexGMsj4co5cWw60O9RWUZaA9Qojj2o4QKeVfwOconcc1IcRibadqEUKIOtpNwwztaBggAzCswx9lDdeQksoa5uteF9YlhPAG1qPsQ7xrgcwDgHeBPlLKpDLIbBKpcBBlKewtbXuL9J6R2U1kAzmrosziFkopV+mlZ+hddcyVF0K4AAuBSVJKjQXNlvQcsoA1Usq9Usps7WfsLIQIMFeplDJPSvkb0FMI0d/Ctkojl1W+vzsRVRHcXiRxa9Svow7Kei9Syngp5TgpZQgwAVgotGanUsr5Usq2QHOUqfTLAEKIaQadToZhpy+lvCSl9NNd2naPA3frhBBC+KKs2eqWYfQ5DtQXQuiP3O7WK1ukLu3rBN2yh1AsiNaiLMdMKOkhCSF6A0uAflLKo3pZZwA3IUQjE3KUFjeUz4yU8mm9ZzTHkpuFEIEonfo6KeVs/Tz95y2lvFRCeX+Umc9qIUQ8sFebHiuE6GKk6eNAuBBC6KWFc+s5HEHZYygUx5LPo0fhc6H476Q+ygb0GSP3lfT9lKYuFX0cvUmhXuW/KLpZ/C2wBmU6XBc4BYzV5g0Bamlft0AZ2dUH2qFYc7ijrGtvQlleKY9MVVGm5YNQrIbmYt5qaBcwT1v2EYpaDfVGWdduDlQG/uLWBqE7ykxgLSY2Pw3a6Y6ynHSvifzvUJY5fFGWOgqtUrT5Xto8iWIl5KVNd0FRQoEos672wFXgBTOyuGrrexrFkscLcNfm+QN7gM8tfN4my2vlqaF3tdPKH4rWEsigvM5qaBJKR/o8Ra2GugPXUZa/3FEMDbabkKsp0AfFGswdGImybt9G73eYhmLJ5av9/ZqzGjL5/ZS2LvXSe66OFkC9rPAlFlUEgdp/gETgMoppos5q6H2U2UEGysbteG16D5RRXgbKrCIKE+aXpZTrfhRFlIWyQVhPL28RsEjvfT1tmSzgNHC/QV0vopiQpgHLAE9telft58/Uyq+7upiQ6W9AY1D2N738IBSlchPFUuYxI8+6yKVNd0FRoCnaOs8A09CzvDEiy5NG6vtamzdK+/6mgax1TNRlcXntszZpNaQt0xrFtDYLOAC0Nsh/Rvtbuo6iiGvr5f0GTNO+boayQZyOotz3Ao8Y1PWY9lnfBH4Bgsz8Tkr6fkzWpV6mL6F9eCoqKioqdyjqHoGKiorKHY6qCFRUVFTucFRFoKKionKHoyoCFRUVlTscVRGoqKio3OFUOBcTQUHBslateri6gquro6VRUVFRqRjs378/SUpZ1VhehVMEtWrVY926fVSqBFWKuRxTUVFRUTGGECLGVF6FXRrKz3e0BCoqKiq3BxVWEWgscZ2loqKiolIiFVYRqDMCFRUVFetQoRWB6h1DRUVFpfxUWEUA6qxARUVFxRrYVBEIIXoLIU4LIc4Zhq7T5tcVQmwRQhwRQvyjjaxkMeo+gYqKSkUgOzubo0ePllzQQdhMEWjDJi5A8UXeHBguhGhuUGwe8I2UMhyYhRIxymLUGYGKikpFYMCAAYSHh7Nz505Hi2IUW84I2gPnpJQXpJS5KAElHjYo0xwlyAgofuIN882iKgIVFZWKwIULFwA4fPiwgyUxji0PlIWiBEbREYsSBUufw8BA4FOUqFSVhBBVpDYEYUmoS0MqKioVgTNnnDtapqM3i18CugohDqJEmooDio3zhRDjhRD7hBD7UlISC9Ozs+0mp4qKisptiy0VQRxQW+99LW1aIVLKK1LKgVLK1sB0bVqqYUVSysVSyggpZURQ0C1XGbm56qxARUXFeUlISGDatGkcO3YMAGeNCGlLRbAXaCSECBNCeADDgHX6BYQQwUIInQxTgf+VtpGsrHLLqaKichvy0Ucf8fDDD7Nr1y6HybB+/Xreffddxo8fT8OGDQkLC3OYLOawmSKQUmqA54HNwEngeynlcSHELCFEf22x+4DTQogzQHVgdmnbycy0ksAqKiq3FXv37mXdunWcP3/eYTI0adKEF154gUmTJnHx4kUuXbpETk6Ow+QxRYULXh8eHiHXrdtX+F4IqF0bXBy926GiouI0ZGVlcejQIeLj42nXrh21apXqiJJNOHv2LCEhIfj6+jqkfSHEfillhLG8Ct99SqnOClRUVG4RExNDtWrVWLFiBQMGDLBICZw+fZoTJ07YVK5GjRo5TAmURIVXBAApKeqmsYqKisKmTZvIyMjgxo0bCCFKLJ+cnEy3bt3o1q0bZ8+eBZSTwNZgx44dxMXFOe0msY7bQhEUFMC1a8pfFRWVO5sJEyZw/vx5xo4dy7Jly9i4caPZ8snJybRt25b69euTmJjIPffcw4QJE8otR2pqKpGRkTRu3BiAP/74g5EjR/L111+Xu25rU+EilJkiNxfi4iAwEHx9lb0DFRWVO5P69etz/PhxnnrqKR588EEefPBBk2UbN27M+vXryc/P59KlS+zatYtz586RmZmJj49PmWW4ceMGHTp0wMvLCyEE//33H1FRUXh4ePDkk0+WuV5bcNsoAlBcTiQlQXIyeHqCm5sS11iIW5eURd1X67/XvTamRAxndrr3hmV17RjLsxTdfTpZ9Osp6bWpNk3dp8PwmRimmStr7F5TdZVnhmyuHf3PX9J3oPsdGNZtSlZzsptqx1i6uTRLMCW3sdf673X3ldSWfv0l/a4NP4O552lOTnOfpyQMPx9ATk4Onp6eAFSp0oChQ58gPLwNyQa+Cox/L64EBoaxcuU6IiO7kpfnw40b5p+bubygoLr88YdiupqeDu3bd2fhwmW0bHk3aWnm5SnNb8SSZ1aSMU2FtxpSUVFRAeWwVvfujalVK4xPPomiShWjcdqLsGHD9zRrdjcNGjSxg4SOw80Natc2bTV0W80IVFRU7lxOnjzMxYvnyMrKJDCwSonlpZS89toYbt7MYMeOS4SE1C7xntJQUFCASwWxa68YUqqoqKiUQOPGLdm9+wo//bSzsANOS0vl0qULRq12srOz6NKlJ506dSuiBLZv/4MpU0bx00/flEueceMepmPHUHbt2lqYtmXLBqKiFpGRkV6uuq2NOiNQUVG5LXBzc6NatZpF0jp3rs3NmxkcOXKDSpX8i+R5e/vwxRc/Favn0qXz/PzzN3h6ejFo0BNllicu7iIJCVfw969cmPbuuy9z/vwp2rXrQuPGLcpct7VRFYGKisptS2hoXTIzb5KZmVFMEZiiY8dufPDBMho1Kl9HvWHDQeLjY6lWLaQwrVevgaSkJOLtXXZrJFugbharqKjcFmzc+CPR0X/Qp89gunR5oMTyN29m4OHhibu7ux2kcywlbRarewQqKncYO3f+zSOPdOTCBecOllJa9u7dzqpVizl79rhF5T/66A2aNvVixYqFNpbM+VEVgYrKHcb48Q9z6NBuPv54hqNFsSr9+w/n7bcX0qlTd4vKZ2SkIaUsZmGUk5PD77+vZf3678osy7FjB3juuUdZuvSjIukajYbExARSUpLKXLctUBWBlVi7NorIyHrUr+9CZGQ91q6NcrRIKipG+e67rSxc+COvvvqeo0WxKq1bd2TkyGdo1iy8MO3LLz+gd++7WLPm22Ll5879ilOnsnnggQFF0nNzc5gw4RGmTh1XZlliYs6zceMP7N+/o0j611/Pp337Gnz++TtlrtsWqJvFVmDt2iimTRtPVpbiBjUuLoZp08YDMGDACEeKpqJSjBYtWtOiRWtHi2EXUlOTOX36GFevXjaa7+HhUSzNz68SPXsOICAgsMxnAVq37shnn31HcHD1IunBwdUJCgrGzc259iXUzWIrEBlZj7i4mGLpoaF1iY6+aH+BVFQsQKPRkJ2dhZ9fJUeLYhW2bNmAq6srHTveh5eXNwBxcZe4ceM6ISG1qVw5yMESOg51s9gOXLlyqVTpKiqOIi8vj0WL5jJy5AO0bh3kdEsU5eG118YyevSD3LhxvTAtNLQOzZvfXUwJXLp0gUce6cjMmS/YW0ynRF0asgIhIXWMzghCQuo4QBoVFdMkJsYzd+5rhe9jYhwXxtHadOnSk6SkBItG/pcuXeDQod14enoZzc/PzyctLRUfH1+TZcyxa9dW4uNjiYiIpFatuqW+397YdEYghOgthDgthDgnhHjNSH4dIcTfQoiDQogjQgjTvmKdmJdeml3sgIiHhycvvVTqEMwqKjbF3d2dMWNeZMyYF/n338t88cWPjhbJanz00Td8883mIh331auxfPjhG3z11cdFyrZq1YEffojmlVfeNVrX+PEDaNMmmG3bfi+TLFFRXzB58shim8U5OTkMGtSZ3r3DTdzpGGw2IxBCuAILgAeAWGCvEGKdlFI/HtzrKEHtvxBCNAc2AvVsJZOt0G0Iz5s3vXBm8OCDg01uFK9dG8W8edO5cuUSISF1eOml2eqmsopdqFq1Bq+//qGjxbAbqakpfP75OzRp0pIxYyYXpvv5VSIi4h6T9wUGVsHfvzK5uWULNB8REYkQgnr1GhVJ9/Dw4NixA+Tm5pCVlek0J4xttlkshOgEzJRS9tK+nwogpXxXr8yXwAUp5Vxt+Q+llJ3N1euMm8X6rFixkEWL5nL16mWjnbyhhREoPk/mzFmsKgMVu5Ofn8/06U9z+vRRvv9+e4U9ZZuXl4dGk4eXl3eR8JSpqSksX/4ZISF1GDJktMX1SSktCnNZFg4e3I2/fwD16jXC1dXVJm0Y4sjN4lBA32YrVpumz0xgpBAiFmU2MNFYRUKI8UKIfUKIfSkpibaQ1Sp8/PGbzJ49hStXLiGlLDQj1T9TMG/e9CJKACArK5N586bbW1yVO5ArVy4TE3OenBwlJq+rqys7d/7FoUO7OX/+lIOlKzv79/9L8+a+PPZY0cNklSsHMWnSm0WUgJSSl18ezfff/4+cHOMj/tIogV27tjJmzEN8/rllS8GtW3egQYOmdlMCluBoq6HhwNdSylrAg8AKIUQxmaSUi6WUEVLKiKCgkoNNOIr582cV/oPpMOzkVQsjFUfy2Wdvc999Dfnxx68L0958cz6rV2+jXr2GjhOsnGRnZ+Lh4Ymvb8mmsEeO7OPHH79m7txXrTLqT0tL5a+/fuXgwZ2FaQkJV8jMvOn0Qet12NJqKA7Qj/RQS5umzxigN4CUcqcQwgsIBq7ZUC67o9/JqxZGKo7Ez8+f0NC61Kx561+ze/e+DpTIOtx3Xx9On85Go9EUy0tMjOfw4b00bNiMevUa0qhRc95//3/k5GQbPVAGsHv3NubNm06rVh2YPn2eyXZPnTpK69Yd+PLLNYX7AVJKIiProtFoOHUquzB0po4tWzawd+92evV6hNatO5bjU1sPW84I9gKNhBBhQggPYBiwzqDMJaAHgBCiGeAFOO/aTwmEhho3E9Pv5I1ZGHl7+6gWRip2Yfr0eURHX7wtOn9juLkVH9suWDCHceP689tvioWUj48vQ4aMZuTIZ0zWk52dxb590Zw8edhkmdjYi/Tt24oJEx6he/eHCuML5ORkExRUlcqVg4opAYDt23/nyy/f59Ch3aX9eDbDZjMCKaVGCPE8sBlwBf4npTwuhJgF7JNSrgOmAEuEEJMBCTwpK8pcyggvvTTb6Eawfic/YMAIzpw5ztq13xIfH6taDak4nIKCAlatWszp08eYOXN+hQmvaCkREZGcPXucGjVqWXxPq1btWbXqH6pXDzFZ5sKFMwQGBlOnToMiCsjLy5vdu6+YvK9794eoVq0mbdqYtYuxK6qLCStTkmloQUEBDRoom0RCCL7/frtZMzYVFXvQsWMoCQlX+OuvM4SFNSr5Bidj0aL32bHjT8aOfZGuXXubLDdr1v8RFFSVESOetiiucUnk5OSQkZHG7t1b+e+/MwwbNo4qVZxvH1MNXm8nYmNj6N69MV5e3hw5kmqyXEzMedzc3NFo8pBSEh9vuG2iomIbEhPj6dPnbpo0aUlU1JYieWPHTkEIQaVKAQ6SrnycPHmI6Og/GDRolMkyN25cZ8WKBRQUFDBsWNk9i+rj6emJp2dVFi/+gMOH99ChQ1enVAQloSoCK5GSkkheXi75+cpm1dNPD2LXrr957bX3GTZsbGG5sLBGnD2by8aNP+Lp6UX79vc6SmSVO4xr166SnHyN5OTi23Bjx77oAImsxwsvvMnAgaNo2vQuk2UyMtJ5772lXLt2leDgaiXWuWzZpyQnJzJp0pvFzlds2/Y7nTp1K0zv3384HTveR5Uq1dixYwtz575K1659mDLl7WL1ZmVlcurUEQoKCmjb1jmWh9SlISuRmZnJzp1/kZubQ58+g2jXriZJSfGAsoms2ydQTxSrOIr8/HySkhLIzLxZIZd/ysOcOS+zZMk8pk79gPHjX7LonrZtq5KSksSePVepWrVGYXpaWip33x1I3boN+Pvvs8VMUH/6aTkvvfQkAwaM5OOPVxSr99Spo/TpE07Dhs34448TxfJtgbo0ZCd8fHzo0eMhQNknuHEjpTAvLi6GV14ZDQjy8nIL09SYBSr2xNXV1eTmp5SSY8cOcOrUEQYPftJmp2odRf36TahUKYDs7CyL7xk9+v8oKCjAw6Oo5c+1a1cJC2tMQECg0efUo0c/1qzZTaVK/kbrrVq1BuHhEYSFNS7dh7Ah6ozABpiKT2CMypWDOHgw2cYSVXxU/0y2RUpJmzbBpKamsGPHJUJCapd8kxOxZMmHeHp6MXToWKMmm3l5ebi6ulrVIkqj0RRaC+Xk5BAXF0N+voZGjZpbrQ1roc4I7MQ///zGxx+/SbNmd5fqlHBqakrJhe5w1Ahw1mHVqiWcOHGQQYOepFWr9kXyhBD06jWQrKybZXa05ijy8/OZO/dV8vPzTW4C28KHkr7J6L590YwceT/t29/L6tVbrd6WrVEVgZU4cGAnR47sJS4uxuTpYWNYw4TtdsecfyZVEVjO1q2/sXnzGjp27FZMEQC8994SB0hVfvLycnnhhRkkJV0zeVK4LKSkJHH58n8EB1fn2rWrJCUlEB4eQZUq1YodXKtZszZ16tSnRo1Q1q1bRUzMefr0GUTDhs1M1i+lRErpFOc2HC/BbUK7dl3o2rU3/foNM3p62Bje3j7MmPGpHaSr2Kj+mazDqFETefPN+YSHG10dqLB4eXnzwgszmDXrc6vWu2zZpwwY0J4ff1zGihULGD/+Yb75ZgGNGrkzcGAnCgoKCsvWr9+YrVvP8+mnK1m3bhUfffQGFy6cMVn3M88MokkTT3bt+seqMpcVdUZgJbp0eYAuXR4okvbGG8+SkZFmtLyrq6vqetpCTM2wXFxcWLs2Sn2GFtKpUzc6depmtkxubi4XLpw2a4Z5p1C3bgNatmxDYGAwfn7+rFmzgoUL5wDKjNTUSL5//+E0aXKX2dmAi4sreXl5XL/uHPuD6maxjVm7NoqXXx6NRpNXmObt7cPkybPw8vImOLg6ffoMcqCEzo+xGA46vL19GDhwFP/8s1HdSC4nUkratq3K9evJ7N2bYJGtvTNw4sRhXFxcCAtrVKawkpaydetmxo9/mAEDRjJhwivUr1/c6kdxZOdZotVVWtoN7WE028mrT0mbxRVOEdx1V4Rcv975FMHevdGcOnWE8PB23H13uyJ5EycO49dfv0dKWXim4MiRfSxb9gk1aoSyc2esg6SuOPTv345jx/YbdesrhCiSrgb6KU5m5k1+/30tISF1aN++i8lyQ4d25dq1q9Sv35jk5ETefHM+rVt3sKOkpWfUqN5s27aZxYt/4YEH+tusHY1GQ3Z2Fn5+xl1dT506ntWrl9KmTSd+/HGH0TKOwpGBaWyC3rKcU/Hxx28yY8ZzvPPOiwbpM/n7740ARUarYWGN8PWtREiI8we2djQZGRkcPbrPpG93w3Q10E9xYmMvMnnySKZONe9aISpqC3//fQZPT28OH95DXNxF+whYDkJC6hAW1pj69ZvYpP78/HxSUpJwdXU1qQQA7rnnfoKCgunVa6BN5LAlFW6PwFknMCEhtfH1rVQkuMfatVF89tmswo7qypVLhWaPjz/+LI8//qxDZK1IrF0bxdy5r5b6PnUjuSju7h706zesyAlZY+isYZ5//nXGjJlsdp3bWXj33cU2qTcp6Rr9+rUp9AdWu3YY27ZdMFn+oYcepW/fIeTl5Zkso+PEiUMsWDCH+vWbGHVDYW8q3NJQ06YRctMm51saMoapg2WhoXWJjr5of4EqGOb2BnQYLgvpUJ+xSnnJycmmaVNvACpVCiAsrDG//LLHKnXv2bOdoUPvpW3bznZZRir3gTJt6Mi7gRAgCzgmpXRYBLGKpLdUs8fyYez8ACgWVwUFBYSE1OG++x7k55+Xm40BoXL7kpOTg7u7u01s8T09vYiOjiEoKBhvbx+j0c/KSuPGLZg/f5XJYFb2xuTTE0I0EEIsBs4B76HEF34W+FMIsUsIMdpYfGFbU5EUganwkyEhdThz5jj167vQoEGFW52zG6YUZkFBARcuFBAdfZF33lnInDmLCQgIApQDeupGcXFu3LheKj87V6/GsmjR+6xa5dyHzJYv/4wWLfxYuPBdm9QfGlqn8EyQsehnZaVy5SD69RtGmzadrFZneTDXkb8DfAs0kFL2klKOlFIOllKGA/2BAOBxewipj7NuFnfuXIf69V349NO3CtPMhaUMDKyClJKCgnx7i1phMKdIQbF5B2XkpnPy16pVB1UJGOH115+hWTMfNmxYbVH5hIQrzJ37KitXLrKxZOUjISGO7Owsi4LWq5jGpCKQUg6XUm4zFjpSSnlNSvmJlHK5ucqFEL2FEKeFEOeEEK8Zyf9YCHFIe50RQpiO6FLYNliwF2N3srIytcfFXQvTBgwYwZw5iwkNrYsQgtDQuoWj1SpVqvHXX2c4fPi6A6V2bkwp0nvuuZ8GDdzo0EHxpLl166bC/A4d7rOniBWG/Px83N3dCQqyLGhK7dphjB07heHDx9tYsvLxxhsfc/hwKgMHPmGT+leuXExYmKBxYw927NhS8g2l4I8/1rFs2Xxu3HB8H2DRXEcI0Rmop19eSvlNCfe4AguAB4BYYK8QYp2UstABt5Rysl75iUBrS+TJyQEb+JAqF1u3niM5OZHg4OpF0gcMGGF0hKo7AKNiGt1zM/Q6GhgYzPfff0VGxg1AMdu7dOkCd93VlgkTXnakyE7LwoU/UFBQYNIE15AqVaoyffo8G0tlHfz9bRdV7eDBnYDivdSc0UJZ+PjjGZw8eZh27SIJCAi0at2lxZLN4hVAA+AQoFvHkIBZRQC0B85JKS9o6/kOeBgwFYlhOPCmBTKTkwN+fpaUtB/+/pXx96/saDFuO4wp0uzsbKKithQG/+7Xbyj9+g11hHgVCmdwblbRGDLkKWrXDqNq1ZpWX8/v02cwbdve4xThQS2ZEan3LjEAACAASURBVEQAzY0tEZVAKHBZ730sYPSIohCiLhAG/GVJxTkVy0uuSQYO7MTVq5dZtGhNsdPIKqbx8vLi2rWr3H9/08KZwuTJb1G3bkNSUpLo2fNhR4t4WxAbG0N8fCyNG7e06ai7PPzf/41Ao9EwZ85im8jYvn0Xsyexy8PEia/bpN6yYMkQ4Rhg/hRK+RkG/CilNLpzKoQYL4TYJ4TYl5aW6JSKoFevu+jatSH//XfW4ntOnjxMfHwcFy6ctqFkFZtvv/2CsDBBx461CtN05wvi4mKQUhIXF8Nrr41lyJBInnmm4p3qtDWxsTH07x/BSy89War7XnppFEOGRHLs2H7bCGYFfv99Lb/++r062yknJmcEQoj1KEtAlYATQog9QGEXLKUsyalHHKAf5qiWNs0Yw4DnTFUkpVwMLAZo0CBCOqMiOHv2OFLKUgX1GD/+FdLTbziNCZkzcuWKMqnMz79lw23sfIHOxtvLq2T333caiYnxHD26v9ThJ5s1u5vc3BxcXZ3XxPnzz78nIyMNHx9fm9R//vxpxozpS7Nmd/PFFz9Zte7c3FySk6/h4uJiMoSovTD3DZd3p2gv0EgIEYaiAIYBjxkWEkI0BQKBnZZWnJmpWA85U1jV8eNf5vr1ZJMmj8aYPHmm7QSqgBgLR/nii7N47LEJZGZmFJYzfSBPcPx4un2ErUA0adKSNWt2l/q+N990/lgZ3bv3tWn9sbH/ERNznpiY81av+/ff1zBx4jDuvbcXy5dvKvkGG2JSEUgpyxVvTUqpEUI8D2wGXIH/SSmPCyFmAfuklOu0RYcB35VmDyI3F1JTIdCxG+1FeO21uY4WoUJTmnCUpuIThIZaroTvJHx8fI1GJFMpmXvv7cUbb3xM69YdrV53+/b34udXCT8/40Hu7UmJvoaEEAOBuUA1QGgvKaV0iPQNGkTI2bP34e8PzZ0vRnSpWLs2ij17ttO9+4Pcf7/t3OdWBEz5ZXJ1dWXevOVFlIExH0Sq62nbIaUs9bKSPUhJSWLTpp+oUaOWzWcGtkKj0Vj1xLIprOGG+n2gv5QyQErpL6Ws5CgloE9amrJE5AykpaUyffozfPjhG6W6b/HiD1i16kt++GGZjSSrOJha7snPz+fFFx/n1VfHFqaZOqi3dOlHNGjgxvvvT7OX2BWCP/9cz+efz+bEiUOlum/37m1ERFRnzJiHbCRZ+YiJOc/06U8XOc1f0bCHErAESxRBgpTypM0lKQOXLzuH76GLF8+xcuWiwjB2ltK2bWdq1apH8+atbCRZxcHc3oqUko0bfyiSNmDACB599ClatmxTaDWUlZVJQUE+sbH/2VrcCsXmzT/z4Yevc+RI6bz2env7kJx8jYSEKzaSrHwEBAQybNi4Cj+bllKSmBjvUBnMWQ3p7PD2CSFWA2spajX0s41lK5Hr1+H8eWjQwLEbx15e3tSqVa/Ulgtt297D339v5NNP3+KHH5bd0SEWX3pptlmX0zdvFt8EXrr0I9LTldPFBQX5fPzxCnJzc2jSpGLE29UNYgoKiho/SHnrve61i4vyXv8yRFePlEVf33vvwwQE1KBBg7ZkZNzK07Wl/17/vqCgcNaujSMwsCrxev2Uq6sij4vLrdc6mXSvdfXpfwZ9OQ1l1smSn38r35hs+ve5uzfm2WeVWAQxMUU/u/7nyM8vmpevZ6Ru7FkbPltDy1QXl1vldJ/XsJxhnrHvTErIyEhj/PgW3LyZys8/X8fNza3Yc3V1vVW//rM3rN9QFv3vpKSJh7nsfnqvM4Ge+p8BcLgiAEhKUg6Y1aypbB47QiE0btyC7dtLNwotzeboncCAASP48sv3OXXqiNF8YzOGzp17cPnyBZ544nnuvrsDp04dZt686cTFxeDq6kp+fn5haFBrPlOdvyv9Kz+/6GuNRvmr69gMOyd7zmSrVh3A/fcPID8fjh0rzZ0eQAhZljstVSk1/ri5eeHq6snp0zFUr97AJq34ljBGNblZLIR4DNgspUy2vlhlR7dZbAw3N0UZ+PsrLii8vW0rizFzR0s7HDVoTXEiIqqTnHwNV1e3IucGjG0E5+cr1mPZ2cpAYOPGKN5/fzw5OcVnFJ6ePrz00mIeeGAErq7K70R/VKU/ktMfUeo6dP0OPydHaVfF8WRm3iAnJxNf30A8POwTBN4WXL9+lYCA6jY9FOfjAw8/XIbg9UKIV4FegDuwBfgN2FMGVxNWxZwiMMTFRdGEnp7K5e6udAKurrcuwymV/pTPcPqlj6noWYGBVZgx49MSFUL9+i4mA7FfuOBYX9tS3hrRGo5gTS1R6D9HU7My3QhZf4quGyXn58PRo3uJjv4VDw9vVqyYS3r6dVxcXOnQoS+zZv1S2Bnn5iry6TNxYj2SkoorVh3BwXX57LOL5X84FZBTp6Lx8wsiJKRpqTubQ4c28fvvn9OqVR969jR55tMhrF07h9Wrp/Pww1MZNqx0+3N3GiUpAnPnCOYCc4UQlYD7gaeARUKIk8AmlNlCgi2EthYFBZCerlzlwbDzc3GBOXOMR8+6fj2Z114bz7Vr0KfPiMJ1Pd2lUy41atTh6tXiHVfNmuWzhddobo1idaPm3FzlWejy9Jcq9C9dR20t9JWrJXh6tqNHD8Xn0rZtf3Ls2J8UFOSzc+c6kpKKl9doNMyf/ygHDmwgP9+8b/Lk5DszKlxeXg5vvdUFFxdXVqwo/VQmPT2Jgwd/xc3Nw+kUgaurO/7+1fDzq+JoUSo8JdouSSnTgTXaCyFEc6APivfRXjaVzkkwFgwnMdF0x5KTk8mSJdMJDzc9Kxg4cDZLlownN/eWMvHw8OGRR2azZ88tpaM/c9EpIcMNMd0ShjNYUOlTHnm6dn2SzMxULl06SrVqYUbL/Prrh+zdu8ai+qpUuTMPm+XkZNKkSSRSFpRp6aFlyx688MJ3NGjgfAfS+vV7mX79Kr7b8W3bvmH79m/o0uUJ7r3XNnEVSsLSeAShQF298nullB/aTConJzo6ChcXF7PRxUoagUZGKkpi9erpJCdfokqVOgwdOpvIyBFFFI8Vw6Q6LdHRUSxb9hyZmTfw9Q3iySfnExk5ovAZmbrn559nWVS/h4cPQ4femTGM/fwCmTlze5nvDwysSadOqotvW5KUFMOxY1to2ND6p5ctxZJ4BHOBoShxBPTjEWyzoVxOS3R0FEuWjC8xxKQlI9CSOrs7Ad3z1M2Mbt5MYcmSW1GxVq+eTlLSJYKDbylKXbr+bEqHi4trke9GuW/OHf+cVZyXzp2H07BhR2rUaOgwGSyZEQwAmkgpndDnp/0x1QHpU5oR6HPP1SI9PZl33z1AaGgza4hYoTD2PHNzM1m+fBLZ2eloNMq6dlJSTKGCiIwcQVKS8RmXlAWsWiUZPtwFkLzyykZq125h089wuxMbe4Jdu36gZs1G3HNPMb+RDmPRotHExh5nzJhFhIW1cbQ4ZaZGjYYOVQJg2cniCyiWQypgsgMCxeInOLgu48YttngEmpaWSF5eNleunLGWiBUKU88zIyO5UAnoyM3NZPXq6YAy0jeGbiY2btxiXn99CzVr3tnhQH//fQFjxwbx448zy1xHbOxxfvppJmvWzKbA2IaZg7h8+Rjnz+8tYmqsUjbMnSz+DGUJKBM4JITYQtGTxS/YXjznIzi4jlEzxbKaJ44Zswg3Nw+aNetqBekqHqaepyl0ey9DhxrfbNfNxLp3H2v0/juNGzeucfPmdYtjFRsjIuJhOnceziOPvO5UAWAmTlxFenoStWpVbO+TiYkX2b9/HYGBoXToMMghMphbGtIZ6+8H1pkpd0dRUgdUWu67b7S1RKuQmHqeHh7eZGQUP8uoG/Gb22x3djZs+JDVq6cRHt6Lp59eRqVKtjN/HDRoBr16PY+LS9mdm7m5eTBx4korSmUdnGFJxRpcuXKa5csnER7e0ykVwQ3gXynlNXsJUxGIjBxBTk4WS5eOA5SZQEXpgJwR3XNbsGAkAIGBoTz2mBLboSSFa26zfffun1i3bi4hIU157rlvbCV+mTh58h80mlwOHFhPTMxhWrbsbtP2/P2rWq0uxUHaRZMmvSqlp1q1MHr2fJ5atRy3l2VOEYwEFgghMoF/gR0oiqFU3kpuR7p1e4p27QaQnp5Y7g3ev/5aSnT0t7RseT8DBzpPMGt70rnzcJYvn4RGk8P8+Rdwc/MozCvriP/SpcNcuLCXa9cu2ErsMjNu3BI++WQw3t4B+PpWtlk7qakJvPNOd4YNm0NExMPlrk9KydSpbYiJOcTnn1+mSpVaJd9kIwoKCvjuu6n4+AQwYEDFdjtes2ZjRo/+zKEymDtZPBhACFEP6Ky9Jggh6qCcI3jQHgI6Iy4uLvj7B+PvH1zuuvbvX8/Jk1vJzLxxxyoCFxcXliwpfnS4POa1rVv35cyZnTRufE95xbM6lSvXYObMaJu3888//yMu7gRbtnxJo0adCAioVq76hBBUrVqX5OTLXL16xqGKIDs7g/Xr38fLy6/CKwJnwJKTxReFEF6At/bSvS4RIURv4FOUUJVLpZTvGSnzKDATZWP6sJTSeezT7EBERH8yM68THn5HHNK2G/Hx54iPP8uxY1vYtu3rO275LiHhPN27j8PHx5/4+HNUqlT+QQvAuHFL8fMLxMXF1Sr1lRUXF1eGDr09/AsVFOSTnHwZjSaXmjUbO0QGc07npgGdgKrAaWCX9joipSzRI40QwhU4AzwAxKIEsx8upTyhV6YR8D3QXUp5XQhRraQ9idI4nbMVBw5s4KuvniU0tCnTpv3uUFluBwoKyub+wBSGh9RA2V8ojVmvrfjnn2XExZ0kMnIk1avXJzn5sk3OjzzzTE1SU+NZsCCWoKBQq9evYj0yMlIYN64Kvr6BLF2aYpM2SnI6Z+6/7wkgBMXBXBSwUkp50BIloKU9cE5KeUFKmQt8BxguVI4DFkgprwNUlI3py5ePkZJymQsXHKuQbhe2bl3G8OGCceOsYz1j6pCa7gyCI9m5czUbNnzAxYsHGT26ElOntrG6bb6UEj8/pWPx9y/fcpCK7fHw8CE4uK7JszH2wNweQVMhRBDK3sB9wGtCCD/gMMqmcUmBdkOBy3rvY4EOBmUaAwghdqAsH82UUm4q1SdwAK1aPcj161eoXLlmuevKzc1m//51pKcn0bPns0RHR5l0q3C7kp6umIlay8O5qUNqzuCB9L77nuKuu+6nVas+BAfXxdPTl5s3r1vVhFQIwQcf2M6mIyrqZXbsWMno0Qto126AzdoxR3p6MlevniYgoAbVq9d3iAzWwsPDy+Eu0s3uEUgpU4ANQohNQFvgXmACiktqa0RcdwMaoSiaWsA2IcRdUspU/UJCiPHAeDB9otSe1K0bzpNPzrdKXRkZKcyfrzj18vEJKLKkYehW4XbloYdeonv38WRnp1mlPlOH1JzBA2mnTo8Wvp4//z+EI2OslpGcnEyuX7/iUMV66tQ2PvpoIBERDzNlylqHyXG7YHJpSAjRXwjxnhBiO3ANmAdUAaYANSyoOw6orfe+ljZNn1hgnZQyT0r5H8qeQjGfAFLKxVLKCCllhDVtop2BypVr4O7ujY9PAN99N9VplzRsiYuLC35+la2m5IcOnY2Hh0+RNGf0QFoRlQDAgAHTmD//Ivff/7TDZPD09KNRo46EhlbsU8XOgrkZwZMoZwdeAfZr1/lLw16gkRAiDEUBDAMMLYLWAsOBZUKIYJSlIucz/Dbg339Xc/LkVsLDe9GuXfnss11cXPjmm0yio6MKD1UZ4gxLGtbCHktfznrqOCcnkyNHfqdy5Ro0amQ7l8M7dqzi55/fIjLycR55xPqDCGfYfA4Pf4Dw8AccLYbVmDv3Qa5cOc306X865LCeuT2CgQBCiD6GSkAI8bSUcpG5iqWUGiHE88BmlPX//0kpjwshZgH7pJTrtHk9hRA6F9cvO1uMZGP88ccCTp3aTlzcyXIrgujoKJYvn2TUnYIORy9pWKvzNrTm0S19bd++gtjY43TuPJwRI963isy6MwgajYaMjCQqV7ZkEmtbkpIu8dFHj1CzZmM++ug0x45tYdmy52ncuDMTJnxltXYSEy9y5cppMjNvWK1OFduSnHyZa9cukJVVznCKZcQSByRvCCFypJR/AQghXgG6AWYVAYCUciOw0SBtht5rCbyovSoM9eq1JSnpUrlHdcbMHA1x9JKGqc4bTO9bmFIcpqx5Tpz4G40ml5iYw1aVfdOmz1i+/AV8fCrz1VfXrVp3WXB1daNNm34EBipGBi4urly5cspqNv46evV6noiIh/H2rmTVenVkZFznp59mkp+v4amnFtikjZKQUlbYpTVjTJ78M0IIqlSpXXJhG2DyHEFhAWXJZgPwMtAbaIpyHqD0AVCtgDOcI7AWJQVcB3juuW8duqRhSkZT3lbN2fAvWPA4yrlBQwS9e0+kefPu5Z5h6bNr1498+ukQvLz8WLbMMSMtc2Rn3yQx8T8CA0Pw8wtytDgWk5WVzlNP+ePu7sny5VkO6ZDnzx/G8eN/8fTTX9O69R3r5MBiyhy8XoeUMkkI0R/4E8UT6WBpLTs/O+DM5pjmYhuA4izM0bKW1hTTnA2/aRfedRg16tPyC2tARER/li1Lx8vLz+p1WwMvL19q127paDFKjbd3JZ544hMCAqojZQHK2VH7kpISR1paIp6evnZv+3bEXDyCdIoO3zyA+sBgIYSUUvrbWrjyUpZlDUtISPgPd3dP/P2r4eZWdve+5nzxe3j48PjjH5e5bmtRWlNMc4rj2WdX8OWXTxUJOGPLpS83N48iDuwcjUaTi4uLm819+q9aNRUXFxf69n0JP79Am7TRp88km9RrKTNm/ENqakKFmkmZY+fO1Zw9u0sbtrK93ds3+YuUUlaSUvrrXV5SSj9duj2FLCu2OmE6bVprnnsulM2by3eWwJiZI4CfXxWncIcAioyGfmXMdd7mIodFRo7gyScXFHbOLi6ujBu3mNjY43z11bNcuXLausI7GevWzWXkSDd+/vntwrTffvuUL78cQ3LyZTN3lo4//ljI2rW3hx8eU7i4uBIUFIKHh5ejRbEKhw9v5rffPuHy5aMOad/cjKCelPKimXwBhEopY20hmDWw1QlTXcfo51e+06DOauaoT2TkCKSULFz4OABBQbUYPvw9kzKWFLinR4+xuLt78MUXo6hatR6RkSMYNcqH3NwsGjXqSEhIE6vK/+qrd5OYeJEpU36hRYv7rFp3acnJyURKiYfHLZ+Ne/b8xKlT2+nS5XGrbBRKKRkxYh43bsTb1MX11atnuHjxICEhzahbN9xm7dwpdOz4KLVrt6RBA/vPBsC807kfUGYMv6DsDSSieB5tiGI11AN4U0r5h31EVSjNZnFpNzqdhQ8+eJiTJ/+mZ8/nGTbMOUZ2jz3mipQFvP32Lho2NPQUUhTdvowp5abRKDFmdctqb711L0lJl5g06QcaNmxnVblHj65EdnYGTz75Gb16PW/VustCfr4GKQsKZ0W7d/9IRkYKrVv3LWKfn5mZxi+/zCEy8nFq17Y8YImUkqSkGKpWrWdt0Yvw/fdvsGbNOwwa9CaDB8+0aVuGXLlympUrX6Fhww6qC2oLKfNmsZRyiBCiOTACxaVETZT4xSdRTEJnSymzbSCz1bB2WEl7kZj4H1lZ6Vy96jxLJfPmnSA4uK5FU/GdO7+jadN7SUmJ5fTpaBYseJzVq6czdOhsDh36jaSkGBo37szOnauLbOJbWwkADB8+l7y8bNq27W/1usuCq2vRf7kOHQYbLbdhwwesWzeX3377lG++ySqx3piYw6SnJ7NmzdvExBxi3rxTVK5c3SoyGyMsrC3t2w8iJKSpzdowRXz8OfbvX0deXo6qCKxEieajzkZpzUejo6P4+uuJ3Lx5HR+fyowe/blTLb0Y49Ch34iPP0ezZl0dPu2OiTnC1Kmt8PUNMho8xhCNRsPjj7sbzfPw8EFKSV5eFq6u7uTn5xXJc5Z9EWfg3Lk9rFgxmaZNuzB8eLEwHsX4/POR7NgRBUCdOuEMG/bubWtWmZqawJkzO/D29ueuu+53tDhW4fr1q1y5coqAgOrUqmV9txnlcUN9WxAZOYJ69VoDEBrazGhHEx0dxcSJ9Rg+3IWJE+sRHR1lsr6CggKefNKPMWMCC5c4rE2rVn3o3Xuiw5UAwLlzuwo7b0vIzc2kVasHi418dXmurm64uXkWUQK6vNvdp9KiRU/x4YcDiuxdpacnc/DgRk6c+KdI2YYN2/PWWzssUgIAVavWJTS0OVOmrKVq1XpGn//tQuXK1WnffuBtowQA9u37hXfe6c6mTdZxZllabt9fi5bJkxuTkhJHnTrhdOz4aLH80pqYZmSkkJNzE6BcpqMVha5dn6JBg/Z89900nnkmhNat+zJ+/JIiZW6d1YjBxcWVggLTIStycjIwNQm1hU+lAwc28NdfS6lbN5whQ2ZZvf7ScPToH6SkxPLEE58Upv333wHef78vzZvfR/Pm95W57qFDZxcueVojPrEl5OXlkJGRUnhSWqXsBAfXoVmzrtSo0dAh7d/WPVlmZjrx8WcBmD59S7EYw9HRUXzxxahiHZdudGpMEXh5+TF+/FKyszNsJvehQ7+xefPnhIY2Z+TID2zWjiW4ublRr14rPDy8SE29yrlzu4vkGypSc0oAbp0/sJeb6AMHNrB//y9cvHjQ4Ypg4sSVpKUlEhBwy+9RtWph3HXXA9SvX3TGvnTp01y/foXBg9+idu2WuLkZX25zFAUFBYwa5YOUBaxYkWtX+Xbu/B6NJoe77+5jlbjhzkDr1g86dCmvREUghPgZ+Ar4TUpp3VBKNsbFxYWBA9/gypUzRpXAkiXjTXZcpkanHh5edOs2xuqy6nPixD8cOrSRixcPOFwR6Lj//meoVi2M5s27FUk3dlbDFO7uXoSFtaV69Qb8/vsCu2zit2jRnbNnnSOIfdOmXYql1ajRsDDcaWzsCVJTr9KyZQ9OnPibq1fPcODAembM2EqzZvearDc1NQEfnwC72tS7uLgUnizOykqzamCdkliz5h0uXz7KnDn7bxtF4GgsmREsBEYD87UmpcuklM5jzmICfdcSVarUZtmyiVSpUpv+/V8BSu7AHOnxs2nTLhw7toWwsDYOaV9/qUdHQEB1Ro78kDZtHipStiQ3GTp8fQNp0aIbe/b8jJ9fEOPGLbbL+YlOnR4tEgzGWZFSMmNGR7Ky0lmwIJbnnvuWmTMj0WhySU83v0n/9dfPs2/fWiZN+sGuEcMWLoxziJ+h9u0HUatWC4KD69q97dsVS3wN/Qn8KYQIQIkd8KcQ4jKwBPhWSplntgIHYLhckZx8id9//xyAnj2fx8vLx2wHZm50eupUND/+OJM6de7iiSds4wKiTZuHinW49sKUR9QbNxKM7p2Yc5MB4Obmia9vII8++ja5uVmcOLG1cNPe1zeQxYvH4ubmYTNrIWfxNZWWlkR09AqCg+vSvv3AInlSSjIzbxAa2pxz53aTmHiRJk3uYcmSFDw8vEt0SZGenkxBQQHVqzew5UcohqO8fw4e/KZD2rUlMTGHmTkzkpCQpsyevdfu7VtkNSSEqIISqGYscBD4FGgD2PUwmaWYGu0L4UJ6eiJg2hWCzu2Bqc7i5MmtHD++he3bV1hPYCfC3EwpNzeTJUvGFUkz5SYDFIU6YcJXLFp0FQ8Pb3799UMyMlJITr5MdHQU3t7+pKZeJT7+LMOHixIttkqLTqkpikoWGgJYsw1LuXbtPCtWvGjU9cPbb3dj7NhAHnnkdaKi8mnSRFnG8vLyLVQC+fkasrNvGq37jTf+YvnyTGrVsvzgmYpz4ebmQXZ2BllZ1gnXWlpKVARCiDXAdsAH6Cel7C+lXC2lnAg4pVtH06N9SdWqynTSVDjDHj3Gs3r1dJOmpPXqtaZx4842HbFrNLkcOvQbu3b9aLM2TFHSUk9ubhZpabeWKiIjRzBu3GJcXZXNQiGUn1RwcN1ChWqqQ9bZvd9q27odta18TZUFP78q9O79Ah07DimWFxRUi6ZN78XNzQMXFxcSEy+ybt1cDhz4tbDMqlWv8cIL9UhIMB7Az93d0+bO7AzZtOkzXn+9PTt2rLRbm5mZaSQknCcnx7J9qYpCzZqN+eqrG3zwwXGHtG/JHsF8KeXfxjJMHU5wNJZ4zDT08+PrG0RWVgZ//rkI3SE7Y6ak9tjdv379KnPnKm107GjfA38lLfW4urqTl1f0QHlk5Ai+/PIpACZP/pF27R4pkv/dd9OMdsh//VXUDFWXbspiq7TYytdUWahRo6FJV9tt2/Zj8+bPady4MwAXLx5i1arXCAtrw59/foGbmwcdOgxm167vWbbsOV577Td7im6SGzfiOX9+LwkJ5+3W5uHDm5g/fyjt2w9i8mT7D5RshYuLKz4+jvPlackQIlAIMdDg6iGEqGZz6cqIqdH+o4++Q27urU4sMnIEn312kZUrC3jiiU/Iz8/B8KS1I0aQgYE1cXV1x8PDh4IC+xpqDR0628xhJEF+fh4zZ0YWG7U/8cQn9O37Io0adSqSrtFoTHa8pbXYKi2mlv+EcHHI8pApOnUaysyZ27l5M5UPPujHt99OoW/fKXTuPJyDB3/l6NE/aNGiB9Wq1WfQoKLr45s2fca0aW3ZunW53eW+774xzJq1kx49JtixVUlwcF11o9jKWDIjGAN0AnSzgvtQnNCFCSFmSSlNLpYLIXqj7Ce4AkullO8Z5D8JfIAS3B7gcynl0tJ8AGMY8+rp61uFhQsf5++/lzJjxj8AXLiwj19//Yg6dcLp1m2syfr0O6YLF/aRmBhDnTrh1KzZqLyiGsXNzYNvv3VIADgiI0eQmBjDL7/MISfnpt4BMYEuPIWxmdIDDzxjtL5du1abbMvU4TNrWWwZ8zUFigKyRlyK0pCamkBubiYBAdXx9DS+p+Lp6cuBAxvw9PRlxAjFk/76hgAAIABJREFUbLhGjUZ4e/sTEFCt8Herz6VLh/nvvwOFhxztSfXq9alevb5d2+zUaSidOg21a5v2YuHCJ8jKSuf//u8Hu58Mt2RG4A40k1IOklIOApqj9AgdgFdN3SSUsEULgD7ae4ZrndgZslpK2Up7lVsJ6HB1dWPs2EV88002n312sdDb48mTWwvX/g8d2sS//65iw4YP8PcPNjnK0HVM0dFRvPlmJJ98MphXXw13qlGlNXnkkWl8/XUGq1ZJoqI02udStpmS6TKCHj3GG525Wes8gW7/wjCeAth/pvfrr/OYNKk+mzd/ZrKMn18gU6as5a23dgCKVU79+u14991efPBBv2KzVYDHHvuAWbN2EhFhP7NRFduwZ8/P7Nu3ltxcy9y5WBNLFEEtKWWC3vtrQG0pZQpgznS0PXBOSnlBG9/4O8A+Z9+BpUsn8N57ffjll/eIjo7i8uVbgdF1I9q0tARCQprSpIly0EdZ+y9qEqfrmHQbnhpNDgB5edkOs0CxFaZ8Lplaa09KiiE6OoqrV88yb94AVq4sPi4wt3H/1FMLGTduMcHBdRFCFNlgthaRkSNMLq/Zc6/A09OP4OC6RU4VGyMi4mHc3DxISDiPRpPLhQv7AImrqxtCCI4c+Z3ly/+v8IS3n18gjRp1JCgoxA6foijp6cn88st7/PrrR3Zv+3bkmWe+5sUXf8bd3dPubVsy//hHCLEB+EH7fpA2zRdINXNfKKAfdikWZRZhyCAhxL3AGWCylLJYqCYhxHhgPJhe99UnOjqq0AXEH398QX5+XjEtm5ubyf796wvjEkRHR/HXX19hOPLt2nUUkZEjmDixnkkLFFssLzz7bCipqfE8//xKOne2/VTYnM8lcxvIS5aMp0uXkezf/wtHj3rz2GNzi+SbjlOszL4iI0fYfHmmtOE2rYmUEiEEgwe/abH9+5dfjuHs2Z28+eZ2IiL6s2jRNW7evA7AwYMb2bTpU/z9q5YYF8LWZGdn8N13UwkKqkXfvi/apc3Zs+8nPT2ZyZN/tPu5CVtjyiW5PbBkRvAcsAxopb2+AZ6TUt6UUnYze2fJrAfqSSnDUc4kGN3xklIullJGSCkj/P2rmq3Q0HXEjRvxZGQkGy2rPyJcvXo6+fnF1+X37VsH2N8CJTv7JlIWcP16XMmFrcDy5ZNMKjpzZwVyczPZt28tdeveTdOmxd0gmNq4t2dMCEfJcOrUdmbM6MTp0zssvicm5jBnz+4EKHTm5ucXWLgW367dIzz66Du0atWHuLhTLF36tMNmpQEB1XjooZfp23eK3dq8dOkIMTGHTP4eVcqG2RmBdp3/T22H/1Mp644D9GPv1eLWpjAAUkr9Hnop8H4p2yhGaXzfVK5ck4sXD1GjRkOTHf3161cA+48qp03bDLhQq1Yzm9SvT3R0lFllqRuxL1gw0miZtLREFi1KMJrnDOE4HSXD+vXvc+7cbo4e/bPwkFhJ/PffAQDuuWeE0RFv8+Zdad68KwDbt3/Lli1fkpGR7JDT0h4e3owYUe5/2VLx7ruHSE29SkCA0xotlpmEhPMcO/YXVavWIzz8Abu2bVYRSCnzhRAFQogAKeWNUta9F2gkhAhDUQDDgMf0Cwghakopr2rf9keJflYuLPV9o4woXJg6tTUdOgw2s4ShdPRDh85m8eKxRWzobTmqtOe039ymqU7RRUaOKOZ/yLCMKeyx/FMS+jIUFBTY5fDVxImr2LTpM3r3nmjxPQ0atKdfv1cKzxSYo2HD9owa9SlVq4aVR8wKRVBQiEP2Q+zByZPbWLp0PPfcM8K5FIGWDOCoEOIPoNBGTUr5grmbpJQaIcTzwGYU89H/SSmPCyFmAfuklOuAF4QQ/QENkILixqLMREdHIYQwal3h51cFjSaX7Ox0qlSpzbBh77Jx48ekpsYREFCjxLCWkZEjOHVqG1u2LAaUNW5nCzRfVswpT31FZ+oZde8+npMnt1G7dkv8/IJsKmt5mDKlGVeunKJv35fs4tXVy8uPAQOmluqe2rVbFNtnMSQx8SKnT++gbt1W9O5t9t/Q5iQmXiQlJY7Q0Ob4+QU6VJaSkBLy8iArS7lycpT3ubnK37w80GjAxQVcXZXLze3Wa/3LMF3/vZubUkdpqVevNffeO4pmzbpa/8OXgCWK4GftVWqklBtR4hvrp83Qez0VKN1/igl0ewPGPGV7ePgwatSnxTptY524/vLB4MFv06BB+8K8sWO/ZMiQt4mPP2vxVL+s/PDDTHbv/oEOHYYwZMhMm7Zlajbk51elyDPSvdaF/vT09GPs2EWsWzeX77+fTrt2j/Dii2X6qdiVlJRYR4tQLjZu/JhNm+YzZMisUgW2N0RKyM9XOsXsbOXSdZAajZKn/1ejgYICJeyhr6/y99tv3+bs2V+ZMuUbIiJ6lksWXaes65hzcxVZdGmXL5/jyJGtVK/egnr1OhZ23vrldZ9D91kMr3zz4TKshhDFFYP+a91YVf+vRtMKIb7mwgX45x/w81Mub2/w8ABPT6hUSUmrVEm5fH3B3V253NyUv2XxBWhRzGIhhDdQxxncTxuLWWwqwAwoh5aeeWZ5qUfuX389ic2blbBxjhj9z5rVjZMn/6FJk0hmztxu07aio6NYuPCJIkq0NDGEZ8zozPnze+jZ8zmTbhScgYSE87i5eRIYGGLzpaErV07z999fUb363TRrNoKMDAovXcer6+h0nayu09W/CgqUTkLXEXh6QmrqOQ4f/omIiAFUr96ksFxBwa17dB2h/l9dh6nR3PprzZDlbm6KnLq//9/emYdHVZ0N/PdOkiF7QhLWIGEHEXDDhWJdKLQurVq1VUSlKqAgLkWtC1+LolD3HUGkWNe612pdkaIStVZEQGVT2VchhEASss2c748zN3MTZjKTZNbM+T3PfebOvWfufefM3POe5V0cDt0oWQ2TUg3ltCua2trQytKUjGlpemvXTstpNaRWY+pLPrf74N+nqffRTAWfkqK/X0aGd8vJgU8+8Z+zOKAiEJHfAPcBTqVUTxE5ApiulDoz9F8hMHZFUFz8PE8/fa3fhU7QTjkvvKAbuIUL57Jy5UcMH35hk0HjioufZ+7c8Q3y9EY6ufq8eVewePFz1NRURkQRLVo0n5df/j/27t0R1XDN8UhFBWzerLdt22D3bti0qYyffqoDIpewpSU4HLrRSE31bu3aeRtFqxdr7YtoxVJRAZWV+tXaWtvbthSItaWkeBtrpxNcrn1UVOwgMzOTTp26NmjAU1J0Gft3SE/3NvrWlhKhRGqNFYc1mrKUCngVpPWakgIVFeVs3rwNp7MrLlcm5eW6nmtrtTIvL4f9+72vFRUHK3f/+FcEwUwN3YZ2DvsIQCm1TEQi61fuA39x8xtjX8h8550H2bZtNSLCUUf9mssvb4/LVcv06f+le/dB9eVeemnqQcnaa2oqmT17LK++Oo2bbno3bOElQH83SwlA4DzKoeCUUy7jlFMuC7p8VVUl33//OUVFhydUlqh9++CHH+D772HDBt34l/jsh+QA4HC46NAhiexsPaS3plRSU729fKvRtaYN7FMJSR6naGv0UFWlX6urvdMPDoe3vLVvNYhWI29NL9jvlZLivX5rsU/tWI2SvWeslHeE4GsO3hpBNE22Z4t9HA79nZrL7NnnsmLFB9x441scc0zzIxy73bruGyvp2lp46CH/nwtGEdQqpcoaJaGIesrKYMxEG1v1DBx4CkopevY8GoDKSu0Pl5aW1eBz/hZP3W4XO3f+yJ13jmD06LvC1ig3FT45VnrpkyZ14cCBfVx00f0RcybyRW2tbox37PBuVVXenhjohjczEyorN7J8+XOkptZxySXTGgyd09O9D25FhXcaZ9cu2LIFtm6FTZvgp58OliElBbp1g0MO0a8dO0J+PhQUQHZ2UosWDuMPhdMpLWr8DF66dj2U3bs3Bcz97Q+HwzuF2N62dp+e3npF8J2IXAgkiUhf4BrgsxZJGUICm4kmcdJJcxk40NtwXn754w1K/OlPb1Nauo327QsbHA8UinnPni1h7aFHI3zyrbcOpaamksmTX6BHjyMCls/O7kB1dQWVlfu4+OJURIRHHllPbm7TIRRaS1UVrFune+Rr1sDKlbp3HBxFwFTKy+GBFkZFaNcOevaEvn2hVy/o3h06d26ZlUhbYNmy95g9+xIOPfQkrrvulcAfaAXLl79PUlIKffocR2pqRljvFS3Gjm2itQ4jwSiCq4GpQDXwD7Q56B3hFCoYmm6s04G5LFgwhgUL9IM6YAD06QOFhVpTtm+P37wC/qJW2glnDz0aIRE2bPgapdz1sZQC8cADa3E4HFRVVfL667cDkJnZ8imi2loaLKha2/79ule+e7d+3b7dO8dq0bWr/l07d4ZOnXTv35p6UMo7PN6zp5ylSz8nJaUzeXmDDxo+W/OraWley4z27XUvv7DQ+xrMdMquXRspKdlMhw5F5OcfEvgDcYrTmcq+fbsoK/PtUBhK/va3K9m1awMPPvg9nTv3Cfv9EolgchZXohVB5NM6NcH5589gzpwJuFwNG+v09HxGjHiYjIwxrF6te43WlMFHHzW8RmamftBzcvTQyeHQjUxq6hgGDIDVq2+kpmY7/ti9exP793sbHaezZaZbvr7b3LmXU1vrbZRD5bymlG5cS0r06/79et67T5/3KStTvPHGUVRU6OOVlQ1trJOSvMNOt/sf7N8/FZdrI9pNxMW4cX3o3XsGPXqMaTAHLqIbWeu69kbeOhZsr97hgB49dI+8b1847DDIC9p1IZMLL4yMo87ixc/yyit/5uyzb41oOI1I06fP8cyevZ3MzPAvig8YcCL5+d3Jze0S9nslGgEVgYj0A24AetjLK6VGhE+swBQWjvHMAU8FNpKb24UxY+49qIfucsH69bB2LXz66VrWrdsNdCMpqRvl5Q7Ky/Uc88GM8Wygv7qv0Ud3JkzwvktJ0YolN9e7WaMP+/vMzKanElobEkEp3bhv3aqnUbZs0T3qkhK91fqMGTsS8D0HbmGZOFZUPI+OAWgpYT2fWV29kZUrJ7ByJXjrLjiSkvRcvWUnbd8KCvTWoYPu8aemNuvSUaF9+y707TuszXv9Op2pOJ3hnQ60mDQp8sl3Is3+/SX85S/DAMWDD34fsfsGYz66HJiDTkZTv4KhlPoqvKL5xjIfffFF+Ne/oLDwM7p1e5Arr3yK1NSmUygvX/4+d999GhkZeZxzzjSeeWY67dr1Y8qUT6mo8Fo2HDjQcNV99eq5bNp0DXp2zCKddu3mkpw8pt5UzHcDezBJSXoUkp3tXchsbOpmWXr42ne5oKxMN/bWtmePnjr56Sf9eqCJkOYZGboXnZPjdUzJytLy2N9nZja0s3a59Bz9zTf3oLTU/xpKenoRp522od4ZCHS9+mrorfdpaaEZTQXinXceYt26Lzn99D/Sq1dMZlo1JDB1dbVcfLETEeG552p95tJoCenpcNZZrTMfrVNKzQ6JNCHkR0+a1PPP/xnHHBM4LgvA4Yf/qt6nYM2aTxky5Gjy8roxZEjTn9u161c88siRbNy4jLq6ar899AMHYO9eKC3Vr/729Xy13sJFejp06aIXNouKdG86P19vaWkNy27a9C0LFjxObu7hDBvmP+2gNf1VWtr0ovWBA5s4L3oRdZvkn/+8k/LyEjp16msUQYh49tnr2b17AxMm/I2MjNyw3MPlqkMpd32CqbZKcnIK99+/muzsDohEzgIhGEXwlohMAv6JrUvsSUwTFdxuPeUB0LuFIcn79x/OLbe8F7Dc/PlX8Z//PInLVRvQscvqtXcJMIVZU6MVgjUPb4087G7xVVWwaNHLKJVB9+4nIJJTf84+osjO1vs5OdpssUMHvWVlBd/DXrr0LT78cDYZGe0ZOTJw/tlAVlWRiPPfUjp06EFlZRmvv347n3zyd+M4FwKWLn2THTt+4PzzZ4ZNEaxZU8wdd5zCoEEjmTp1QVjuESt07do/4vcMRhGM9bzeaDumgKg5le3cqRvQ7Ow63nrregoLBwbVgDUXnaxmLi6XNicJlWOX06kb7Y4BIukuXjyW2toqzjnnVY477twW3y8QeXmF5Od3p0uXfkGVb8qqKtK5BppDcfHzbN26Crc7tL+nLx577CKWLXuHiROf5uijfxPSa8caF1xwF0q5w2o6XFVVjsOR5Dffs6F1BBVrKJbo3XuoOu20JcyaBd27r2fTpl6kpmby1FP7g/r8VVd1p7R0K2lpWVRWlvldZAa4+uoefrNrWZnNwkll5T5SUzMjEjK5uRQXP18fltpKQh/rEVkj+XveffcZLFv2Djfe+FaT4UwMwaOUoq6uJiqpHCPJp5++wDfffMiJJ46tzz3RWlq8RiAif1JK3ePZ/51S6hXbuZlKqVtDImELsNYHCgsrKC8vbNZURFnZTpRyU1mp0yvs3bvdb68wGo5ddtLTY9edPhZyDDSXSP6ef/zja1RXV9CuXdt0fIoGItLmlQDA2rWf8/HHT1FUdHjIFEEgmupqXmDbbxwq+tQwyBI0liI4+eRBzJq1henTg3d0zsjIOeiY5RzWGH/5kWN5Drwl7Nq1kX37dkdbjLATyd/T6UwlKysfpzMObF1bybZta1i8+Fl+/PHLaIvSJhg27HzGj3+SwYMjl5ymKUUgfvZ9vY8oGzbo114tWKXw1+D56hVGO9/uvHlXMn58AfPnXxXW+9x++8+54ooOPPVU8Jm04pHzz59BUlJDq5NYXtOIF7766k0ef/wSPvvsxbDd49//vo+77z6dFSs+CNs9YoUBA05gxIhxdOs2MGL3bEoRKD/7vt5HDMvTtWNHcLt3U1m5r1mf95dBy1ev8IQTxjB+/FwKCooQEQoKiiIainr79rWUl5ewcePyiNyvffu2mQLQ4oQTxnDllfMj8ns+/fS1zJ79B8rKmvDQayMUFR3O8OEX0qPHkWG7x7p1X7Fs2bvs27crbPdIZPwuFouIC52aUoA0vG6kAqQqpQJG9haRU4GH0TEI5iml7vJT7lzgVeAYpdQSX2UsCguHqm3bltC3L9TWHs2GDUs5+uizuOGGNwKJ4zMBC0ByspMrrpgfc3Pey5e/zw8/fMGAASdy2GEnh+Ue3kXfTZ4UnjNjrh7ikUmTCikt3cZjj20mP79btMWJezZv/o5du9bTo8eR5OUVBv5AHHPgwH5WrfoYpVTILM5avFislGqVS5uIJAGzgFHAFuBLEXlTKbWyUbks4Frgi2CuawUcS0uD6mptBhis7fJLL031mcoyNTUrJhu/ww//FYcf/quwXb9xToeSkk1hz3uQKFx66SwqK/eSlRXbiWnihUMOOaxVaTnjibKyndx772/o2LFnxEyPg/EjaCnHAj8opdYBiMiLwFnAykbl7gDupqGfgl+sAUxaGtxyy3Lcbne9XXgg/FmNVFREzTcuqsRD3oNwMGFCRw4cKOO++1bSqVMLPRIDcMwxZ4flurGIUorq6goqKvaa0U8IyMnpxBFHnEZBQVHE7hlORVAI2MO5bQGOsxcQkaOAQ5RSb4tIUIrAGhFYgcccDgcOR3Bu59EI79watm1bw6uv3ka7dhlcccW8kF8/2uax0aKyshSXq46dO9eFTREkEpWVZYwb1560tCzmz2/eml2wvPvuwzidaZx00h/afJiJtLQsbrrpnYjeM2qeSqIDaTwAXB9E2QkiskREllRWVgAHx8sJhmhbATWXHTu+5/PPX6S4+NmwXD9RzGMbM3HiM0yZ8gb9+g0Ly/Xr6mpZvPg5lix5MyzXjzXS03NIS8siPT2XurogIy82A7fbzbPPTmHevCuIssFimyWcI4KtgD0jRzfPMYssYBDwkScNZmfgTRE5s/GCsVJqLjAXIC9vqKqo0IsfEyd2xeWqZdq0TygsPDSgQK0N7xxpCgsPo2vXAWFJbFJc/DxVVeUHHY9lxRgqhg8fHdbrV1aW8fjjF5OZmc/QoW3fP0NEwjYSAHC76zjjjOuprq4gOTlC2eejjFKKysoyUlJSI+KLEk5F8CXQV0R6ohXABcCF1kmlVBlQn9JKRD4CbghkNWRfLN67VyeNadzLb4p48ojt1Kkn99+/KuTXbbxIbJGZmc/YsQ/HTf20FrvFVEFB6DoFDoeD4cMvbNb/0uCf5GQnY8bcE20xIsp9953F0qVvRSxESdgUgVKqTkQmo1NbJgHzlVLfich0YIlSqkXjZvsawbhxT1Bauv2gnMNtjVA3WL4WiQFSUzMTQgm8/fYDfPDB45SUbMLl0lMZoQxAl5mZx+TJz7daTkPikpWVT1paFtXV/tPlhpK4CzqXmTlUVVQsYfJkGD482tKEnzfeuJvXXpvWIJew05neKkeo0aMd+PIJFJH6fA1tmTvuGMHKlYt8notUQMG2xuuv38n//vca5513O0OHnhnSa1dWllFaup2cnI5+HULbGm63K2RJaSCwH0HshbUMgH1qKBF46aWbD0oo7y82UrAk6iKxxfHH/87vuVBYTNXV1VJZWRaWhdNYpbR0Gxs3LmP37g0hv/Y333zIDTccyty540J+7VgllEogqPtF9G4hwBrA7Nmzir/+9VSeey4oq9O4pLjY//RCaxqseLOeCjWjRk30a6MdCmW4atXHXH55LnfdFdXYjBFl5MgrmTFjCSNGTAhcuJk4HEl07tw3onb1iUY4F4vDgjUi+PLLh1ix4n1WrHifL754Jaatf1qCtaDrj9Y0WPFmPRUOfCXXCZUydLnqSE3NJC0tq9XXiheKigLke20FxxxzdkI56IFOYv/YY2OoqCjlzjuDCrrQKuJUETzPypVP1x8LZ6apaOFvQRdC02DFk/VUqKms3EdtbRXHH/87Vq78KOTK8IgjTg06UVJbZOPG5fzjHzdz7LHnMmJE4kznhJKMjFxWrfqY2toqKivLSE8/OHx+KIlTRTDV77x5W2nc/Hn9AiGJmLl583fMnz+JLl36MWHCk626VryxefM39fPNAweewrnnTqN//xPo0qVvlCWLbz7++O98++1C0tKyWb78PXJzuxhF0EIcjiT+9Ke36dChiNTU8I8s426NQCuCth8awd+CrtOZHhJl9+OP/2P16k/47LMXWn2teKNz5771ayQrVy7iiScuS6iFyHCxZMkbFBc/R+fOfZk8+QUGDx4ZkhwF8+ZdyfXXD2DFiradtL4xgwaNoFOn3hFJVRt3ikDT9q1e/C3ojh8/NyTX79KlHwMGnMiRR54RkuvFEzk5HXn66QpGjBhffyyUVhrFxc9z++0nsXBhaH6reOGUU8Zx2WWzOeaYsxk69CyeeOIyHnvswlbnZMjKyqem5oDPyMGG0BB3U0MAqakzqKq6qMGxtmb1Eu4F3f79hzNt2schuVa80dBBryjkC+U//bSO1as/YcCAn4fsmvFAYw/YoUN/CyiqqvaTk9Ox2ddbuHAuJSWb6dt3GJ9++kJYE9/EInv37uD99x9DKTcXXDAzrPeKO4cykaGqY8clVFd3oaxsByAhDQ9gaNv4Cq/RWge9xpSUbGbnzh/Jy+tG5859QnLNeOGLL15j06YVHH/871udP2D69JNZtepjpk5dyKBBI0IjYByxZ882rrqqkIyM9jz5ZAmemGwtosWJaWKZtDR4+OHt0RYjonz33X+4555f43Sm8+STrQ9ktnp1MXv2bKV372Pp1KlnCCSMDyKRgyE//5CwBAqMB9599yHWrCkmMzOv1Ypg1KiJDBx4Ml279g+RdPFF+/ZdOPfc2+jatT9KudG5vsJD3CqCRKNduyxqag5QW1sduHAQPP30NWzY8DVHHXUmN974r5BcMx7wZ43lK0+Fofn06jWUkpJN/OxnOsKr2+1i69ZVFBQUsWPHDyxZ8gY9ex5dH4ZixYoF5OcfQmHhgIOuNWzY+RGVPdYQEc47b1pE7hWnikCRaHHJu3cfzMSJT4cskUpWVgdSUlLp3DmxErP4S04EUFVVTmpqZqvvsWTJv9ix4weOOurXCdebveSSB7nkkgfr399zz69Zvvw9Ro2axIIFjwPw859fwtChZ6KUYu7cyykp2czMmV/Rs+dR0RI74YlLRbBnzypGjx5Ep069eeih76MtTkRwOlM58cRLQna9W299P2TXiid8eRQnJzs5/fTrSU5uXtx3f1FhFy9+lv/97zU6dChKOEXQmO7dh7Bt22q++eaD+mPDh+to9FVV5Rx22AjWr19KUdERDT5XWbmPtWs/o6CgO926DYyozLFEZeU+Vq78iNraKoYN+33Y7hOXi8Vdu97Ptm0n06FDDx55ZH20RTLEGVYD3hprrKYWnd1uFxs3LuOkky6le/fBoRY/rrCiaFZWlvHjj1+Sl1d4UBKpf//7Ptat+4oJE56sH5GtXfsZ06YNp3fvYyMSYiFW2bhxBTfffDgdO/bi4Yd/bPF12uRi8ZFHnsj116+mpuZAtEWJKLNnX8rGjcsYM+Y+Bg/+RbTFiVtCEV6jqUVnHcY6dKO3eMbyz0hPz2Hw4JE+y3zyyTNs3vwNp59+HX366LTmSUlOBg0amdCjAYDCwkMZMuRXFBUdjtvtDptzWVwqgvR0Scgh99Klb1FeXsKaNcWtVgQXXeREKTf33PNNUGk+2zKvvPIXvv76HU455XJGjZoY1Gf8LTq3Je/2UOJy1aGUm/37S1i3bgnJyU5SUzPp23cYv/nNjdTV1VJQ0KO+fO/eQ5k6NbE8iX2RnJzCLbe8F/77hP0OYSA9QTMAnnDCxezatZ5DD22do5Lb7a7PzJWT0yUUosU1X331Fhs3LqN9+8KgFYG/Ref8/O5s27YGEQcdOhSRnOwMtbhxx5Qp/dm+fS2nnnoNqamZvPGG1znq9NP/yMUXPxBF6QwQZkUgIqcCD6NTVc5TSt3V6PyVwFWACygHJiilVga67ptvTmXBgte59tpX6N59UBgkj03Gjn0wcKEgefTRDezatZHMzNyQXTNeGT7RjY6QAAAXXUlEQVT8QnJzu3DccecedM7XgjDorFmNsbzb77rrVHbt2sADD6w1gezQuQqefXYKPXocSWZmPoMG/YL9+0soLy/hjDOu9/mZuroakpJSWuVE1VZQSlFaup2ysp307Bm8d7VSKuj6C9tisWjvh7XAKGALOpn9aHtDLyLZSql9nv0zgUlKqSazeYj0UrADOEBubhfGjLnXeBQHSbiStcc7/urF14Kw1TjV1dU0uEZmZj5jxz7MCSeMYcGC2Tz11GTmzNlBdnaHSH+dmMPtdrNz54907tynQcPkctWRlJSMUopvv13Ili3fceqp1yAi3HPPr1m5chFTprzBkCGjoih99NmwYRm33HIkXbv25/77V/ss43LVsWjR3xg58or6Yw88cA6//e2f6dnzyKguFh8L/KCUWgcgIi8CZwH1isBSAh4y8JVI9yA2Ajr41N6929tcHoKm2L79e77++m2ysgr4+c8vCvwBG40btbaYw6El+KqXWbMuYt68K3wGOrOm1BqTmppZX4+jRk2kZ8+jjRLw4HA4fI6MkpK8zc+jj45m//7dHHvsOeTnH0JFRSnV1ZVhj8MfDxQWHkp2dkfy8rr5zWX8+uvTeeONmQwbdj4ZGbls2LCMzZu/YeHCOYwb90TAe4RTERQCm23vtwDHNS4kIlcBUwAnEERAkYYPZlvLQ9AUCxfO4e23H6B9+67NVgSRCK0Qj/hLAFRdXdGs65SUbGowFO/T59iQyJcIiAjHHnuuZ7SlrWJuu62YAwf243QmYBiBRqSktGPOnB1+p3mUUvz003qUUmzfvpY+fY5FxEFVVQW5ucGtAUY9DLVSapZSqjdwE/B/vsqIyAQRWSIiS3ydTxRLjaqqckSE0tJtXH11jyZzGjfGWLn4pqkEQM1BKcXEiV344INZIbleojFu3BwuvfRR8vIKAa0c0tOzSU5OibJksYFdCezc+SPV1ZUNzk2a9AwzZiyp74B07z6YWbM2c955twV1/XAqgq2APfJWN88xf7wI+ExMqpSaq5Qa6m9+qy3lIfBHcfHzLF78HNaajjW1E6wy8JfoJiMjL2QyxiP+6qUllJXt5MUXb22WgjYYmsP69Uu5//7fctll2fz3v6/UHxeRBgvJIoLDkYRSirfffoBduzb7ulw94VQEXwJ9RaSniDiBC4A37QVExD5xeAYQRLyIhiK3tTwE/mhqascfxcXPc/XVPRg92kFVle8culVV+xO64fKVAKi52KNCHjiwr1kK2uClqqqCZcveY/XqxcyYMYoXX7w12iLFFEopPvvsHzgcSfz5z4s47rjz2Lp1FVu2rMSf0c/Wrav45z/v5K9/9dnHridsawRKqToRmQy8jzYfna+U+k5EpgNLlFJvApNFZCRQC5QCYwNd1+nMpK6uArfbnVCWL82d2mm8CFpevsdnubq6moReJ7C+99NPX0t5eUmzP+9wJOF2uxocM2svLWPOnD/wxRevMmTIL/n22w8bLCa3FqcTkpP1q9MJSUl6S0kBy1nXOmZhzcZYbawIuFx6s47X1en0uda+y6X33e6G7+2fA33e4fDeTyn9XimoqfHe046IMGbMvQ2OvfHGTIqLn+Oyyx736QPz0ktTcbtdnH/+NGbOPMtv/YTVj0Ap9Q7wTqNjf7HtX9vca3br1pcZM3wuFbRp/DkwKaUYP76g3nTRwt8iqC8SfZ3ACjkxerR/m2uRJJRq2OAnJzsPMiO1iNc6dTi8jWNycsOG0moYa2v1VlcH1aGJig7AoEEj2bVrAyee+AdGjBhPdnbHBvdPTtb7Il75RPSWnKwbVUt+q7G3Gv94c0dwuXT91tTouna59Gt1tfdYTQ1kZRWQm9uZ/v1P8Hmd6657hdraavLyMpq8X1x6FicivqJmWpSXl/DEE5cB3h5ucxZBE2GNJRgKCop8KlsrnaV91GD5DWj/A98exoGwGi6rEbMaNXtP1Dpu9TytnmVt7cG9Rut6jRvxpCTdGNrPWY2q1XBaveHmhrKxerBW79dqtKxesdULFvHKa93X2re+46GHXsGUKVc0qJd4a8BDhfV7tGvn+/zmzeuZPv06amtr+OqrbfX173J5RyP6t0imtjY5YD3GnSJYt+4rJk/uzgUX/DWhht7Wd509e+xBUxFw8BRPU3H37STKGksw+FK2Vv00FajO32fS0nQSpdRUvbVr522gU1LaRiMnor+XvwbLEB5ycvL4+ON3UUpRXl5GdnbTEQKSA7T0cRiGWhSEPs9svDB6tAN/fnciwgsvaD+L4uLn/SoNi3Akbo93WhKi2v6Zjh27c+21M/jd78YEfPgMhtbw4YdvMXjw0XTq1DVg2eRkOOQQ/57FcasIQDdkOuRv4nD11T389vQb18cll6RRW1sVVFlD88nIgPbtITsbMjObP61iMESKQIogrvss8bog1xrOP38Gc+Zc6jPUQVVVOfPnT+Lzz1+un8sWceBwJDUob6aDWk5ODhQU6FenCSxqaCPEtSJIxEXOpswdy8tLWLBgdoNjSrlxu4XMzHwqKva0OCNXrJOZCVlZOkR5u3Ze6xLwWmC4XNrqorJSv1ZVNTTpa4yInuPPzNS9/pwcPbdvMLQ14lYR+OvVWr20Gt9WfW0Ca+GyqWkiO0q5SE3N5Mknd0dAusiRng4dO+oeekvn473WFdraArz25W1lQddgCERcKgJfi5zp6dC/v9d6oa4OSkth924oOzh0fJugOSaibWUaLT0d8vL0FooERZYppcGQyMTdI9Cr19EHOZQlJUG/fg1N2JKToUMHvVlKobQU9u/XPcC2QLAmohBf02iWSaLTqV/T0nSjn5FhpmYMhnAQd4rAFz16aDttf9iVAuhpo8pK71yx5anndnudd/y5eccSTTmZ2UlOdgZcHLacV5xO3dhadu92RyO727zdu9R6X1PjnY/3hzXlYjXy1v0s13/rvMFgiBxtQhG0b9+88lajkxsgS6OlEKqqvI2e9QrehtFSGDU1oXW5D4Q1NWZ5t3rj3giWr4E9c5bVq05N9TbElpNT0sG5LlqFPc4KaAUbj67+BkMiEPeKICsrfHO81vxxc+aildLK4MABqKjQo46qKv0+HCMMSxk0HBkonM50rrpqLmefPYbcXK0AQt3YN4WZezcY4oe4f1RzYiyTnYg3pIB9pGLFZLG26mrv6MJ6X1fX9LSKP/yFqH755alcc03bMhM1GAyhxyiCCBFsTBa326skrH1r7t0Kd2uZN1pTXP4sgrZtaxuWQgaDIbzEtSJIStLOPm0Jh4P6YGXB0rVrd7ZuPdh6qGvX+LEUMhgM0SOuo6Pk5JjFR4AbbphBWlrDhYy0tHRuuMGEkTAYDIGJa0XQnF5zW+bss8cwc+ZcCguLEBEKC4uYOVMvFBsMBkMg4npqyFileDn77DGm4TcYDC0irCMCETlVRNaIyA8icrOP81NEZKWIrBCRhSJS1JzrG0VgMBgMrSdsikBEkoBZwGnAQGC0iAxsVOxrYKhSagjwKnBPc+5hwgAbDAZD6wnniOBY4Ael1DqlVA3wInCWvYBSapFSyjKA/y/QrTk3MCMCg8FgaD3hVASFwGbb+y2eY/64HHjX1wkRmSAiS0Rkyb59u+qPm5g0BoPB0Hpiok8tIhcBQ4GTfJ1XSs0F5nrK7ho9WoILuRmYAiAegvQbOUNPvMhq5AwtiSyn3zXYcCqCrcAhtvfdPMcaICIjganASUqpgCHblFIdQiWgiCzxl8MzljByhp54kdXIGVqMnL4J59TQl0BfEekpIk7gAuBNewERORJ4AjhTKfVTGGUxGAwGgx/CpgiUUnXAZOB9YBXwslLqOxGZLiJneordC2QCr4jIMhF508/lDAaDwRAmwrpGoJR6B3in0bG/2PZHhvP+QTA3yvcPFiNn6IkXWY2cocXI6QNRsZ6Gy2AwGAxhJa5jDRkMBoOh9bRpRSAinaItQ7CISDMTbkYHEcmPtgzBYOoztIhIyKz1wkm8PPOxVp9tUhGISKaIPAS8KyJPiMg50ZbJHyKSLiKzgPdE5GqPJRUiElO/jadOHwTeFpE7ReSUaMvkC1OfoUVEUkVkNrDIY+gxwnM8Fusz5p/5WK3PmPoxQ4GIFALPojO4nw58TDNjGEWYKUA+MBZIRZvTopRyR1MoOyLSF/gn4AIuA3YBt0ZVKP+Y+gwtlwEd0c6e64H5IpIaY/UZT898TNZnm1MEQBUwTyl1rVJqB/AysExEhkRZrnpEJNXzmgw4gReUUquVUvcCuzw9xaj3EmxUAHOVUjcopVaiLcG2i0izYkOFC1OfoUVE7Hn/BPhcKVWilHoK+ByY6SkXK2mhYvqZj4f6jJUHo8WISH8RmSMiaQBKqRLgI1uRQ4BewJooiNcAEeknIs8Dj4rIUI+vRSYwzFbsSuBiEekWrV6Cp07re1RKqW00jAOVDgxQSm2JuHA2TH2GFhHpIyIvA38XkTNExMqw3dFW7EbgtyLSWymlotF4xcszHy/1CXGuCETkBPSQcAJ6SgAREaVUha2YE9gQTPiKcOL50z4BLAdWAFeJyOXA3cCVIlIAoJTaDDwHjI+SnGcArwM3iCeHhIgkK6XKbcXyiP5DZuozhHhGSw8B36Kfqd8AfwGeAU4XkUEAHmX1LzxTWSrC9ufx8szHS31axLUiAErQc279gEtFpMhHRR4J/AggIuOjOFzsDVQope5RSj0KzAN+C6QBs2noQLIWHa01GsPFncAYdJ3eJCKZSqk6EXHYZBkIfOeR70IR6RdhGcHUZ6jpAuwFZiil/gXcAYwC+qIV7lTxWuS8B4Qq8GNziZdnPl7qE4hzRaCUWoXOefADsACYDgfNBf8CyBeR14AL0fOJEUcp9S3QQ0RO9BxaASwE/oQOupcnItNE5PfAOOCA53MR7SEopZYAqz11+h4wx3NKbLKcAHQQkX+iG7naSMrokdPUZyuxK0Wl1FZ0BOBRtvezgZkeRVsB3C4i49Cjrj2RkNGHnDH7zNtliOX69IlSKuY39NA52/ZeGu8DWcAPwC8affZddG/rvAjJWgB0sssHODz7VwPP2c4dAfzN85l+wCXAB8CYaMjpo06z0b2aY2zn2qEb3a+A30dAzi7Azxodi8X6PEjOGK7PyxsdS/K8/gEoth3PRS+8HgG0R09vvBjB+rzcz7mYeebROVbuA5yxXJ8Bv0e0BQiiov+MDlr3InCb55ijURmr4q8D/u3ZH+1phE+OoKz/B6xGp928yy6bZ78P8Bow1vM+Hx2Ur3OE69SXnP7q9M/AIs/+qZ7XsyMo63fonvRRnvd2hRUT9RlIzlipT8+9vwKm+DnvAP4DXGc79gwwKMJ12aScjeozas882hDhW+AxtJFC42coJuozqO8SbQGaqOQMdHTSl4BO6B5eGdDDc/6gHqxnv9RT7m9AaoRkTQXuQmv7Dh55K4E86w9hK/tL9PzlUcDvgUVA91iQs1FZe53WAfuBh4GUCMnq8Dxc76KHzn8EMmKpPoOQ099/NBr1eZ/nngfdr5FsR6Pt288GLvI0yAMjWJ9+5WxC5og+83hHpI/6a9TxjlqiWp9Bf6doC+CjAnM9r8nAyUCy7dyTwGV+PpeDVhwrgOGRlNWz38W2fzLwD+AwP3+OicAjnj9F2GVtrpy28wWeOv860nLajj0G3OBpNE+MtfoMRs5YqE/gUHRe8Cx0p+oy4PhG5a0G7izgduAT4IRYk9NWNqLPfCM5HcA36M7UYR45/oCtU4V31BLR+mzRd4u2ALZKy/c8TB8A1wB9bOcEbRK2CDjCz+cdwJAoyTrAczwZ3UPdANwP/A89XLX+EPaebFKsymn7fHKEHjC7nFcDh3qO9wH+7tmfgu5xXwd0s/4XUazPoOWMcn1eY5PzNvRC9GfANLSlyiW2/6eEW7ZQyGn7fESeeR+/+2DP8ZnAg57jV6AdA2fanjNHuGUL1RYTVkMicjx6aL0buBO9AHONrYgD/ceowUe6S9AhBJRSK8Isqj9ZJ3lkqAOWAr2UUtejewFTPPKjbA5NSilXrMppk7FOKfVphOXsZpPzB2CfiCQB/YFrgeOUx/FKeZ42z36k6zNoOW0yRqM+C9EjJtCjlenASKXU7ejEUZNs8ikiRGvktIjEM+/nd7/cc9qaknxFKfUEcBPQGY/DmIqhMByBiInk9WhLigeUUi9CfeTIX3g88WqVUi4R6eXZ3yU6oJTTKh8jsqYC1Uqp+oTTSqm3ReQG9J98g5GzWXKmoO3rB6OH/j+i54+ViPRVSn1v5AxazpGe371MKXWHVVAp9ZaITEE3bpG2Y49nOUd5zn2M9mI/yiPnNx5HxrhRABYRVwQeL8AGPQ+l1GoR2Ww7V4ueGrJ7Bv4CSBORZ9C9rptiTNYq+2dE5FB0D2IjsM3I2Ww5a4HlIlIMLFZKfSAiPdG5r8NqF94G5ext/e62zw5E/+4biJ3fPV7k7OU594OIPAbcLDqeVS/0qHp9OOUMBxGdGhKRFHtFN3IUqbCd64HuXdkpAAah7XKPU0p9FKOythORi9HWTv9RSv1BKVVj5GyZnEqpPyulPvDsr1dK/VXpsBFGzhbIKSLJIvJbtDn2QqXUpR5lZuRs2e++DD1tVQy8qZT6tdLOY3FFxBSBiEwGPhQdg/s3oOck7d54tv1ewBeeY+eISA46bG8PpVTYc3m2RlZ0ALH30XPEs4ycrf7tO4dTtkSTE21p8zFwbCz/7vEip4h0VUrtUUq9ppT6WzjlDCdhVwQikid6OudXwC3oRZexnuFz/YKKiAxR3sWVgUA/EXkX+B16PWC1UupAHMiapJT6KZyyJpCc5xKB+dYEkvM8tCXLnsZTMEbOFv/udeGSL6Ko8JteJaEjBVo2372Av+OxXUevsj8DLAa6At2BfeiwshHzYI0nWY2cRk4jZ+LIGZG6CEPlJqMdaw6xHcu07TvQDiN9Pe9HAZMaXePSCP0R4kJWI6eR08iZOHJGYwt1RQ9G26fvBP7hp8yhwDt+zjlDKU9bkNXIaeQ0ciaOnNHaQr1GsBvt6j8AHSL4lwAikmRbhe+CztGKiBwnnqTdIiIqjFYrcSyrkdPIaeRMHDmjQkgVgVJqO/CSUqoUPddmZd1xocNEABwOOEXkXrR7tvXZiHk1xpOsRk4jp5EzceSMFiG3GlJeK5RngCoRucZz3O3RvCcCI4A9SqmfKaUWhVqGYIkXWY2cRk4jZ+LIGRXCOe+ENsv6wrM/xPN6JrbFmljZ4kVWI6eR08iZOHJGrD4iUOHvAdXoyHwF0f7CbUFWI6eR08iZOHJGYgubQ5no5Nx3olfiJyulTle2QGexRLzIauQMLUbO0GLkjF8sR4rwXFzkNHQcm+qAhaNMvMhq5AwtRs7QYuSMT8KqCAwGg8EQ+8REYhqDwWAwRA+jCAwGgyHBMYrAYDAYEhyjCAwGgyHBMYrAYDAYEhyjCAyGAIiIS0SWich3IrJcRK4XW/YqP5/pISIXRkpGg6E1GEVgMATmgFLqCKXUYegY9acB0wJ8pgdgFIEhLjB+BAZDAESkXCmVaXvfC/gSKACKgGeBDM/pyUqpz0Tkv2jP1fXA0+gQyHcBJwPtgFlKqSci9iUMhiYwisBgCEBjReA5thfoD+wH3EqpKhHpi056MlRETgZuUEr92lN+AtBRKXWniLQDPgV+p5RaH9EvYzD4IDnaAhgMcU4K8JiIHAG4gH5+yv0SGCIi53ne5wB90SMGgyGqGEVgMDQTz9SQC/gJvVawE53UxAFU+fsYcLVS6v2ICGkwNAOzWGwwNAMR6QDMAR5Tel41B9iulHIDFwNJnqL7gSzbR98HJopIiuc6/UQkA4MhBjAjAoMhMGkisgw9DVSHXhx+wHPuceA1EbkEHd++wnN8BeASkeXo1IgPoy2JlnqyYe0Czo7UFzAYmsIsFhsMBkOCY6aGDAaDIcExisBgMBgSHKMIDAaDIcExisBgMBgSHKMIDAaDIcExisBgMBgSHKMIDAaDIcExisBgMBgSnP8HbczaKP29ZkcAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 4389, {'val_loss': '-0.002021251479163766', 'val/kl': '1.3534339814214036e-05', 'val/mse': '0.03771710768342018', 'val/std': '0.21960140764713287'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 6584, {'val_loss': '-0.0019393200054764748', 'val/kl': '2.3988948669284582e-05', 'val/mse': '0.039472002536058426', 'val/std': '0.20427018404006958'}\n", + "Epoch 2: reducing learning rate of group 0 to 1.0000e-05.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hURdfAf7Ob3iCFlgAh9GakhGpQxAJYEAEFBAREsOvHq9h4FSyoKOoriiJFRN6I2EDELkiJLyAgRXpPCIFU0kjd3fn+uLvJZrO72SS72YTc3/PcJ7szc+eevbs5587MmXOElBIVFRUVlYaLxt0CqKioqKi4F9UQqKioqDRwVEOgoqKi0sBRDYGKiopKA0c1BCoqKioNHNUQqKioqDRwVENQTxFCSCFEe3fLoaKiUv9RDYGKUxFC3CCEOCqEyBdC/CGEiLTTto2xTb7xnBst6mcKIS4KIXKEEJ8IIbyN5U2FEKuFEMlCiGwhxJ9CiH4W5z4mhDhjPHe3ECLWjhwLhBAnhBC5RjnutajvIYTYY5RzjxCih1nd9cbPkC2EOGul7z+EEGlGOfYLIe6o5P69IoT4RwihE0LMtai7VQgRL4TIMt6XZUKIQDt9OdReCBFilDG+EtnuEUIkCCEuCyHWCSFCLOrHCSGOGOtPCSEG2einq/E7uWQ8fhdCdDWrF0KI+UKIDOMxXwgh7Mhl7/upUl8NFimletTDA5BAe3fLYSFTGJAN3AX4AG8BO+y03w68A/gCo4EsoImxbiiQAnQDgoHNwBvGurbAv4AWgBaYAaQDAcb6fsBloDcggIeANEBrQ46XgM4oD0b9gEvAQGOdF5AAzAS8gceN772M9X2BSUYZzlrpOxrwMJMrF2hh555MBoYD3wFzLeruAYYBfsZ78hOw2E5fDrUHlgJbgXg7fXUzyn4tEAB8DnxhVn+T8b70N97HCCDCRl+NgTbG70ZrvKcHzOofAI4BLY39HAYetNFXZd+Pw3015MPtAqhHNb84M0MANAI+Myq7BODfgMZY1x7YgqKg04E1xnIBvAukAjnAP0D3Gso0A/if2Xt/oADobKVtR6AICDQr22b6JzUqmtfM6m4ALtq5dg7Q2/h6LPCXhRzSngK26Gs98KTx9c3AeUCY1ScCwyzOuRErhsCiTV+gEOjrgAz/xcIQWGkzCvinCt9PhfbAQBSDPLUSQ/Aa8LnZ+3ZAsen7A/4HTKvGb8YDeATINyv7HzDD7P00bDxQVPb9VKWvhnyoU0NXBu+jGIO2wHXAvSj/2ACvAL+iPBG2NLYF5R/oWhSF3Ai4G8gAEEI8a5xOsHrYkaMbsN/0Rkp5GThlLLfW9rSUMtesbL9Z23J9GV83E0KEWnZknArwAk4ai34CtEKIfkIILXAfsA+4aEd2U1++QB/gkJkcB6RRixg5YOMz2epzgxCiENiJMrLZ7ei5lXCtmZxVbm+8Nx8Aj6IYSntYfrenUAxBR2M/MUATIcRJIUSSEOID4700XSvLcnrO+FsqRPlNvmbrWpT/XSCEOCCEuMesrb3vx25fKgoe7hZApWYY/wnHAT2MSjVXCPE2ynTFcqAEiATCpZRJgGkeuAQIRJkS+UtKecTUp5TyDeCNaogTgDIqMSfbeB1rbbOttI2wUW96HYjRYAEIIYKAVcBLUkpTm1zgG5TPKlCmnIZbKAtbLEZRFr9UIqfNuXlLpJS3CSE8UUYNXaSUBkfPtYUQ4iaUaaR+lbW10/5xYKeUco8Q4qpKurB3H5oBnsAYYBDKb+s7lJHpbAApZWPLDqWUjYUQ/ka5EuxcKxsIEEIIqRDtoFyV9mX3Ezcg1BFB/ScM5Z/Q/B8pgTKF+jSKMvxLCHFICHEfgJRyE8rT4CIgVQixxKhUHUII0VoIkWc6jMV5gGUfQSiK2ZLK2lrWm16X9mV84vweZaj/ulnbaSgjom4oI4WJwAYhRHgln+ktoDtwt5mSqMpnsomUskRK+RNwsxBihPF6h8zuodWFVRty9keZOhsjpTxuLBtk1tchB9qHoxiC2Q5e1t59KDC+f19KeUFKmY6y9nNLZZ0aR42Lgc+EEE1tXCsIyLOhuKvzO7LVV4NFNQT1n3TKnvpNtEaZN0VKeVFKOV1KGY6ycPahMLqdSikXSil7A11RpohmAQghnjdX8paH8dxEKWWA6TBe9xBwtUkI49NeO6xPXxwC2lp4sVxt1rZcX8bXKVJK0/SVN7AOSDJ+LnN6ABuklMellAYp5c/ABZT5cKsIIV5CWaS9WUqZYyFntIWnSbSNz+QIHij3BCllN7N7uM2Rk4UQPVHWMO6TUm40lUspt5n11a2y9ijrFS2Aw0KIi8B7QF+jd5HWyqUtv9u2KIuzx6WUl1C+B3PlWhVFq0FZ0DY9vFj77m3d78q+n6r01XBx9yKFelTvoPxi8X+BtSjD4UjgKHC/se4uoKXxdTeUp7e2KPPg/VBGE/7AzyjTKzWRqQnK0Hs0itfQfOx7De0AFhjb3kl5r6FhKHP6XVG8TDZR5jXkiTISWIfRI8ei38nAcePnFCgeLflYWbQ2tn8OOAE0t1Jn8kp5AkXxPUp5rxSNUf7hxnIfs7rOxnJfo8wTUebVe9m5J57GPj4HXjW+1hrruqN4Uo118Puw2d74WZqbHU+grGFUuAdmv50clKkff+Nvztxr6GVgF9AUZT1qG/CKjb5uAnqieAwFAQuBZMDHWP8gcATFMISjKO7KvIZsfT8O99WQD7cLoB7V/OLKG4Jg4z9mGnAOeJEyr6E3UUYHeSgLtzOM5TegLKrloYwq4jC6X9ZQrhtRDFEBysJoG7O6xZi5L6K4EG42tj0G3GjR17+MiiwHWAF4G8uvM37+fKP8pmOQsV4YFVMiyhTBEWBSJfeyyKKv583qewJ7jHL+DfQ0qxtsPN/82Gys64KiXHNRjNwu4M5K7t+nVvqbYqxbARgs5Dxkpy+H2wNTsOM1ZGxzj/GeXkZZAwgxq/MEPjR+zosoyt3HrN78+7nL+BvJQ/nN/gBEm7UVKL/bTOPxJuW9gg4BExz8fuz2pR7KIYw3S0VFRUWlgaKuEaioqKg0cFRDoKKiotLAUQ2BioqKSgNHNQQqKioqDRzVEKioqKg0cOpdiImQkDAZFdUGNZCsioqKiuPs2bMnXUrZxFpdvTMELVu2Ydu23fj5uVsSFRUVlfqDECLBVl29nBrS690tgYqKisqVQ700BIYax25UUVFRUTGhGgIVFRWVBk69NATq1JCKioqK86iXhkAdEaioqKg4D5caAiHEMCHEMWP6umet1EcKITYaU89tFkK0dKRfdUSgoqJSnygsLOSff/5xtxg2cZkhMCa3WIQSj70rMF4I0dWi2QLgM6mknnsZeB0H0OmcKamKioqKaxk5ciTR0dFs377d3aJYxZUjgr7ASSnlaSllMfAFcIdFm64oCUcA/rBSbxW9HgoLnSanioqKiks5ffo0APv373ezJNZx5YayCJQkKSaSqJhoez8wCiVN3p1AoBAiVBrTEdrj8mXw8XGWqCoqKiqu4/jx4+4WwS7u3ln8FPCBEGIKsBUlk1aFFQAhxAxgBkBERGsA8vMhNLTW5FRRUanHSKkcBkN5ZxPz16Y2AEKUf22OqU6I8nWWr+29N7+mI+1cjSsNwXmgldn7lsayUqSUySgjAoQQAcBoKWWWZUdSyiXAEoDo6BgJZdND6qhARcUxTIrNYKioGE1len3Za4NBeW86z/RXowGttuyvh4fy2vyA8krNPBGiucI1XctUbi6LpdK21YfpteVnMn/vLtLSUvj00/cYMeIeOnXqrqSFrETTW95f02uNBjw9y8o8nKi9XWkIdgEdhBBRKAZgHErO01KEEGFAppTSgJJA/JOqXCAnRzUEKvUTS+VrqcwslZpJd5iUq+mp1FwZ2lLi7laG7mLZsnfYuXMLDz/8HD179neLDBs3fs+HH77Ojh2bychIRafTER9/1u45lgbQHuZGwvRaiLL3pteVGQ2XGQIppU4I8SjwC6AFPpFSHhJCvAzsllKuR0n8/boQQqJMDT1SlWvk5yvGICjIycKrqFQTk0LW6coO8/fmBkDFtRw4sIvff1/Prbfe7TZD0LZtJ6ZMeZzevQfyf/83AYPBQFFREd7e3k7pX693zJ2+MkNQ75LXR0fHyPXrd5cra9oUNRqpSq1grtxNh6WyV3E/hYUFHD68j7S0i0RH96FFC4e2KLmUM2dO0KxZOH5+/rV+bQ8PaNVK7JFSxlitr22BXEFqKgQGQkiIexZaVNyDlOWftM2nQMynUszbWy7G2Zs3N59isZwvV6m7JCUlMGxYd+68cxIvv7yo0jl5gFOnjmEw6OnQwXKrk/OIiurgsr5ryhVhCAByc5WpoqAg8Pd37kKKinMwKVbzv+bK19bin3m9+ZO4usNcxRpbt/7M5ct55OZmO2QELl3K4J57rkev1/PVV/FERXWgqKgQb++aL0Du3v0nLVu2oVmzcIdkcRdXlLrU6+HSJeXw8FBW2E0eDbY8GMzfm5SNLZcwy8U5S0wLM6ZrmV6b6uy5mtm6nrnM1g6T3OYy2WpnLrMtVzZrn9XyM1o7x/Jce3KoqLiSe+55gNjYmzh/PoGvvlpBWFgzrr/+FpvtL13KoHv33ly6lE5mZhqzZk0hMrI9b7+9skZy5ORkcdddsfj6+nHoUB7btv3GN9+sJDb2RsaMmVKjvp3NFWUIzFHna1VUGi6tW7fl+PFDPP30fVx//S12DUHbth1Zvvx79Ho9ycmJ7N27g7NnT1JQkI+vb/UXH3NysunRox/e3j4IITh37gzffReHl5eXaghUVFRUXIW5R05kZDtGjbqX7t17OXSuVqulVasoli5dT79+19XICAC0bBnJ2rU7St8PHDiEt95aQZcuV9eoX1dwRXgNqaioqEgpGTKkIy1bRvGf/8QRGmo1T3s5Nmz4ki5drqZdu061IKH7aBBeQyoqKipHjuwvndIJDq48/oyUkmefncbly3n8+Wci4eGtKj2nKhgMBjSa+pHypX5IqaKiolIJHTt2Z+fOZL75ZnupAs7JySIx8TTWZj4KCwsYNOhmBgy4vpwR2LbtN558cjLffPNZjeSZPv0O+vePYMeOLaVlGzduIC5uMXl5uTXq29moIwIVFZUrAg8PD5o2bVGubODAVly+nMeBA9kEBpYPQeDr68dHH31ToZ/ExFN8++1neHv7MHr0vdWW5/z5s6SkJBMU1Li07PXXZ3Hq1FH69BlEx47dqt23s1ENgYqKyhVLREQk+fmXyc/Pq2AIbNG///W89dYKOnSomaLesGEvFy8m0bRpeGnZ0KGjyMxMq/FCtLNRF4tVVFSuCH788Wvi439j+PAxDBp0U6XtL1/Ow8vLG09Pz1qQzr1UtlisrhGoqDQwtm//gzvv7M/p03U7WUpV2bVrG6tXL+HEiUMOtX/nnRfo3NmHVas+dLFkdR/VEKioNDBmzLiDfft28u67L7pbFKcyYsR4XnnlQwYMGOJQ+7y8HKSUFTyMioqK+PXXdXz//RfVluXgwb955JG7WbbsnXLlOp2OtLQUMjPTq923K1ANgZNYty6O2Ng2tG2rITa2DevWxblbJBUVq3zxxRY+/PBrnnnmDXeL4lR69uzPxIkP0aVLdGnZxx+/xbBhV7F27X8rtJ8/fzlHjxZy000jy5UXFxfxwAN38txz06stS0LCKX788Sv27PmzXPmnny6kb9/mfPDBq9Xu2xWoi8VOYN26OJ5/fgYFBfkAnD+fwPPPzwBg5MgJ7hRNRaUC3br1pFu3nu4Wo1bIysrg2LGDXLhwzmq9l5dXhbKAgEBuvnkkjRoFV3svQM+e/Xn//S8IC2tWrjwsrBkhIWF4eNStdQl1sdgJxMa24fz5hArlERGRlWYjUlFxFzqdjsLCAgICAt0tilPYuHEDWq2W/v0H4+PjC8D584lkZ18iPLwVjRuHuFlC96EuFtcCycmJVSpXUXEXJSUlLF48n4kTb6Jnz5A6N0VRE5599n6mTr2F7OxLpWUREa3p2vXqCkYgMfE0d97Zn7lzH69tMesk6tSQEwgPb211RBAe3toN0qio2CYt7SLz5z9b+j4h4ZQbpXEugwbdTHp6ikNP/omJp9m3b6fNnAN6vZ6cnCz8/PyrlZdgx44tXLyYRExMLC1bRlb5/NrGpSMCIcQwIcQxIcRJIcSzVupbCyH+EELsFUIcEELYjhVbh3nqqXkVNoh4eXnz1FPz3CSRiop1PD09mTbtX0yb9i/+979zfPTR1+4WyWm8885nfPbZL+UU94ULSbz99gssX/5uubY9evTjq6/iefrp1632NWPGSHr1CmPr1l+rJUtc3EfMnDmxwmJxUVERo0cPZNiwaBtnugeXjQiEEFpgEXATkATsEkKsl1IeNmv2b+BLKeVHQoiuwI9AG1fJ5CpMC8ILFswuHRnccssYmwvF69bFsWDBbJKTEwkPb81TT81TF5VVaoUmTZrz73+/7W4xao2srEw++OBVOnXqzrRpM0vLAwICiYm5xuZ5wcGhBAU1pri4qFrXjYmJRQhBmzbl01N6eXlx8ODfFBcX1TjfgTNx2WKxEGIAMFdKOdT4/jkAKeXrZm0+Bk5LKecb278tpRxor9+6uFhszqpVH7J48XwuXDhnVclbehiBEvPktdeWqMZApdbR6/XMnv0gx479w5dfbqu3u2xLSkrQ6Urw8fEtlxIyKyuTlSvfJzy8NXfdNdXh/qSULkstuXfvToKCGtGmTQe0Wq1LrmGJOxeLIwBzn60kY5k5c4GJQogklNHAY9Y6EkLMEELsFkLszsxMc4WsTuHdd+cwb96TJCcnIqUsdSM131OwYMHsckYAoKAgnwULZte2uCoNkOTkcyQknKKoqBBQkrFs376Jfft2curUUTdLV3327PkfXbv6c8895TeTNW4cwhNPzClnBKSUzJo1lS+//ISiIutP/FUxAjt2bGHatNv44APHpoJ79uxHu3ada80IOIK7vYbGA59KKVsCtwCrhBAVZJJSLpFSxkgpY0JCKk824S4WLny59B/MhKWSVz2MVNzJ+++/wuDB7fn6609Ly+bMWciaNVtp06a9+wSrIYWF+Xh5eePvX7kr7IEDu/n660+ZP/8Zpzz15+RksWnTD+zdu720LCUlmfz8y1bDX9dFXOk1dB4wz/TQ0lhmzjRgGICUcrsQwgcIA1JdKFetY67kVQ8jFXcSEBBEREQkLVqU/WsOGXKrGyVyDoMHD+fYsUJ0VhKVp6VdZP/+XbRv34U2bdrToUNX3nzzE4qKCq1uKAPYuXMrCxbMpkePfsyevcDmdY8e/YeePfvx8cdrS9cDpJTExkai0+k4erSwNHWmiY0bN7Br1zaGDr2Tnj371+BTOw9Xjgh2AR2EEFFCCC9gHLDeok0icAOAEKIL4APU3bmfSoiIsO4mZq7krXkY+fr6qR5GKrXC7NkLiI8/e0Uof2t4eFR8tl206DWmTx/BTz8pHlJ+fv7cdddUJk58yGY/hYUF7N4dz5Ej+222SUo6y6239uCBB+5kyJDbSvMLFBUVEhLShMaNQyoYAYBt237l44/fZN++nVX9eC7DZSMCKaVOCPEo8AugBT6RUh4SQrwM7JZSrgeeBJYKIWYCEpgi68tYygpPPTXP6kKwuZIfOXICx48fYt26/3LxYpLqNaTidgwGA6tXL+HYsYPMnbuw3qRXdJSYmFhOnDhE8+YtHT6nR4++rF69mWbNwm22OX36OMHBYbRu3a6cAfLx8WXnzmSb5w0ZchtNm7agVy+7fjG1ihpiwslU5hpqMBho105ZJBJC8OWX2+y6samo1Ab9+0eQkpLMpk3HiYrqUPkJdYzFi9/kzz9/5/77/8V11w2z2e7ll/+PkJAmTJjwoEN5jSujqKiIvLwcdu7cwpkzxxk3bjqhoXVvHVNNXl9LJCUlMGRIR3x8fDlwIMtmu4SEU3h4eKLTlSCl5OJFy2UTFRXXkJZ2keHDr6ZTp+7ExW0sV3f//U8ihCAwsJGbpKsZR47sIz7+N0aPnmyzTXb2JVatWoTBYGDcuOpHFjXH29sbb+8mLFnyFvv3/0W/ftfVSUNQGaohcBKZmWmUlBSj1yuLVQ8+OJodO/7g2WffZNy4+0vbRUV14MSJYn788Wu8vX3o2/dad4ms0sBITb1ARkYqGRkVl+Huv/9fbpDIeTz++BxGjZpM585X2WyTl5fLG28sIzX1AmFhTSvtc8WK98jISOOJJ+ZU2F+xdeuvDBhwfWn5iBHj6d9/MKGhTfnzz43Mn/8M1103nCeffKVCvwUF+Rw9egCDwUDv3nVjekidGnIS+fn5bN++ieLiIoYPH02fPi1IT78IKIvIpnUCdUexirvQ6/Wkp6eQn3+5Xk7/1ITXXpvF0qULeO65t5gx4ymHzunduwmZmen89dcFmjRpXlqek5PF1VcHExnZjj/+OFHBBfWbb1by1FNTGDlyIu++u6pCv0eP/sPw4dG0b9+F3347XKHeFahTQ7WEn58fN9xwG6CsE2RnZ5bWnT+fwNNPTwUEJSXFpWVqzgKV2kSr1dpc/JRScvDg3xw9eoAxY6a4bFetu2jbthOBgY0oLCxw+JypU/8Pg8GAl1d5z5/U1AtERXWkUaNgq/fphhtuZ+3anQQGBlntt0mT5kRHxxAV1bFqH8KFqCMCF2ArP4E1GjcOYe/eDBdLVP9R4zO5FiklvXqFkZWVyZ9/JhIe3qryk+oQS5e+jbe3D2PH3m/VZbOkpAStVutUjyidTlfqLVRUVMT58wno9To6dOjqtGs4C3VEUEts3vwT7747hy5drq7SLuGsrMzKGzVw1AxwzmH16qUcPryX0aOn0KNH33J1QgiGDh1FQcHlagdacxd6vZ75859Br9fbXAR2RQwlc5fR3bvjmTjxRvr2vZY1a7Y4/VquRjUETuLvv7dz4MAuzp9PsLl72BrOcGG70rEXn0k1BI6zZctP/PLLWvr3v76CIQB4442lbpCq5pSUFPP44y+Snp5qc6dwdcjMTOfcuTOEhTUjNfUC6ekpREfHEBratMLGtRYtWtG6dVuaN49g/frVJCScYvjw0bRv38Vm/1JKpJR1Yt+G+yW4QujTZxDXXTeM228fZ3X3sDV8ff148cX3akG6+o0an8k5TJ78GHPmLCQ62ursQL3Fx8eXxx9/kZdf/sCp/a5Y8R4jR/bl669XsGrVImbMuIPPPltEhw6ejBo1AIPBUNq2bduObNlyivfe+5z161fzzjsvcPr0cZt9P/TQaDp18mbHjs1Olbm6qCMCJzFo0E0MGnRTubIXXniYvLwcq+21Wq0aetpBbI2wNBoN69bFqffQQQYMuJ4BA66326a4uJjTp4/ZdcNsKERGtqN7914EB4cREBDE2rWr+PDD1wBlRGrrSX7EiPF06nSV3dGARqOlpKSES5fqxvqguljsYtati2PWrKnodCWlZb6+fsyc+TI+Pr6EhTVj+PDRbpSw7mMth4MJX18/Ro2azObNP6oLyTVESknv3k24dCmDXbtSHPK1rwscPrwfjUZDVFSHaqWVdJQtW35hxow7GDlyIg888DRt21b0+lEC2XlX6nWVk5Nt3IzmOnnNqWyxWDUETmLXrniOHj1AdHQfrr66T7m6xx4bxw8/fImUsnRPwYEDu1mx4j80bx7B9u1JbpK6/jBiRB8OHtxjNayvEKJcuZropyL5+Zf59dd1hIe3pm/fQTbbjR17HampF2jbtiMZGWnMmbOQnj371aKkVWfy5GFs3foLS5Z8x003jXDZdXQ6HYWFBQQEWA91/dxzM1izZhm9eg3g66//tNrGXbgzMU2D4t135/Dii4/w6qv/siifyx9//AhQ7mk1KqoD/v6BhIfX/cTW7iYvL49//tltM7a7Zbma6KciSUlnmTlzIs89Zz+0QlzcRv744zje3r7s3/8X58+frR0Ba0B4eGuiojrStm0nl/Sv1+vJzExHq9XaNAIA11xzIyEhYQwdOsolcrgSdY3ASYSHt8LfP7Bcco916+J4//2XSxVVcnJiqdvjpEkPM2nSw26RtT6xbl0c8+c/U+Xz1IXk8nh6enH77ePK7ZC1hskb5tFH/820aTPtznPXFV5/fYlL+k1PT+X223uVxgNr1SqKrVtP22x/2213c+utd1FSUmKzjYnDh/exaNFrtG3byWoYitqm3k0NdesWI3/4oe5NDVnD1sayiIhI4uPP1r5A9Qx7awMmLKeFTKj3WKWmFBYW0qWLLwCBgY2IiurId9/95ZS+//prG2PHXkvv3gNrZRqpxhvKjKkjrwbCgQLgoJTSbRnErCQgqrOobo81w9r+AVA8rgwGA+HhrRk8+Ba+/Xal3RwQKtVDSiguBr1eeW8wKGVeXsrh7igUBoOyo9fDwxODQYPBoJSVlCiHwaDoC9NhqjO9lpLSc8w/Xxk+vP9+AoGBYXh7+6HX6/jrL+Vzm9pptWX3QQjlvZSg0SivTeUajXKYztNouvHss6sJC4vkyBGljcGgnOPtrdxfT0/ltbe3Um4l547TsNm1EKId8AxwI3ACJXOYD9BRCJEPfAyslFIabPXhCvR65YbVgT0YlWIvLeXx44cYNuwqhNBw6lQ9sm61iC2DaTAYOH267GcXE3MNc+c+TnZ2JsHBobz44nvqQrEZBgOkp1/C09MHb2/fcopRr1eUfUmJ8rqkRHmfkpLEli2f4+8fzA03WF9X8PBQlJSvr6K0PDwUBebhUVH5mRSglGXXNsmm05UpZXNFbZLTdL5JUZuUppSwYcP7fPXVi9x55wuMHPmc0+9dWFhZdkGt1gODhbazfO84IVx99TgAsrMdO0OjAT8/8PFR7rvpr4eHcv9rsnnano15FfgIeMAya5gQoilwDzAJWFn9y1cdKSErC0JCavOqlTNwYGsuXkziiSfm8MQTcwD7GcuCg0ONOwv17hK5zlNZfufi4mK8vLzw9vYpDfLXo0e/emUEzJ9gTQpPr1cOKcsUtLlitVSwpnOKi8uUZ3Fx2dO8lLBw4UNs376Gxx//ggEDxlYqV1paMqtXP0NUVC+bhsB0rcuXnX1XHCcz8zzFxQX4+laetL6+YzBAXp5yWEMIxShoNAVKwC0AACAASURBVGUjCq1W+RtYye2xaQiklOPt1KUC/6lMcCHEMOA9lFSVy6SUb1jUvwuYdrj4AU2llI0r6zczs+4ZgoKCfON2cW1pmUkhWQuWZjAY2LTpeL1MYlFb2DKk11xzI+3aeRAU1Ji9e9PZsuXn0vp+/Qa7QVLrKFMXypGfDwUFZUrf9BRee7Lo0Wo9CQx07PfWtGkUt976JM2b1+1w1ffe+y5jxswFXDNPtXHjEpYtewCt1pNnn/2J7t1vcFrfu3evJz39LLGxkwgICK5xf6YHB1B+c+b4VRLowKFZJyHEQKCNeXsp5WeVnKMFFgE3AUnALiHEeillaQBuKeVMs/aPAT0dkScjA4KDIbQOhenZsuUkGRlphIU1K1c+cuQEq0+opg0wKraxZUiDg8P48svl5OUpY+prrrmRxMTTXHVVbx54YFaty2lS+Jcvlyn8wkLlb13h//7vK2NIBMecQ4KCmjBx4gLXCuUk/Pxcl1XtxIntAOj1JRQV2XZaqA5ff/0iCQn76dQp1imGoCY4sli8CmgH7ANM8xgSsGsIgL7ASSnlaWM/XwB3ALYyMYwH5jggM1LCiROK9Wtu3xuu1ggKakxQUKWDGZUqYs2QFhYWEhe3sTT59+23j+X22yuf7qgpxcWKos/PVxR9UVHZ3/pAXQhuVt8YPPg+mjSJonHjFnToMMCpffftO4aOHa9xqSFzFEdGBDFAV8t1AgeIAM6ZvU8CrG5RFEJEAlHApqpc4OxZZb0gKkpZNKlvjBo1gAsXzrF48doKu5FVbOPj40Nq6gVuvLEzycmJtGjRmoceeomWLduTkZHO4MF3oNGUzaubvDpM3hymMvNFSL2+omeJ+Vx7UVFNFgbrJ2lpCWRmJtGqVfc6oays8cEHE9DrdUyfvsQlMnbuPIjOnW3vxK4Jo0b92yX9VgdHDMFBoDlwwYVyjAO+ljZWToUQM4AZUH4VHxRDsH8/tGwJLVq4z6Vt6NCrKCws4NNPf3J4yufIkf0UFhZw+vQx1RDY4L///YgXXniYpk0j2LgxieJiWL8+jjfemFE6VE9OTmDu3PvR63UIoeHzz9UFeHPS0hJ4993RtGrVnYce+tTh8z76aDJHjmxh9uyNdO8+xHUC1oDdu9dRVJTPjBnL3C1Kvcae++j3KFNAgcBhIcRfQOkgWEpZWVCP84B5mqOWxjJrjAMesdWRlHIJsASgXbuYCiMTgwESEyElRTEIoaG171564sQhpJRVSuoxY8bT5OZm06uXc4ec1jD3MIHy98dkPE1PvJaueibMn6at9W3qw/xaJjdAg6HMq8XkFWPuwmj+1/z17t3KoLKoSMfBg8o1Fi2aXWG+Vq9XXHC9vSsP/93QyM6+yJkze6qcfjIy8mp0uiK02robgODxx7+koCAHb29/l/SfnHyMN9+8lcjIq5k58xun9q3TFZOdnYoQGkJCrKcQrS3sfcM1XSnaBXQQQkShGIBxKC6n5RBCdAaCge01vB5FRXDqFJw5o7hL+fsrU0bmSs/kameusEzKx6SAhCg7FBnLKzdTH+aTZaNGzSI3N4PCwtacPq24cZlcucynKUxoNHDffXNLr5GXV/F6JnmhTKGaK1HTa3MFav45TF4E9WVKIz4+jjVrZpOenkhYWGvGjp3HmDEvc8MND1BYWOYzl55ua0OeYMWK3NoRth7RsmV3XnllZ5XPmzy57ufK6NXrVpf2n5p6hpSUU6SknHJ637t2rWXhwnFERw/lued+rvwEF2LPfbRG+daklDohxKPALyjuo59IKQ8JIV4Gdksp1xubjgO+qMYahE0MBmWThqMbNZzBmDHzAcVTpC55i9QX4uPjWLp0BsXFypN+enoCS5cqcZliY8svFoeFtSY9veL+AstpQxUFHx9/2revmJFMpXKuvnookya9S4cO/Z3ed+fO1+LrG4ivr/Uk97VJpbGGhBCjgPlAUxRnXQFIKaVbpG/XLkbOm1c/Yg1VRnx8HEePbqNnz1vo3dt14XPrA4891saqctdotDz00MpyxsDSaAB4efkxffqSCkZDpeZIKas8rVQb5OSk89df3xAS0tLlIwNXodframXqzc8P7rijZmGo3wRGSCkbSSmDpJSB7jICdZW8vCyWLXuIL798oUrnbdjwFhs3fszmzStcJFn9wdZ0j8GgZ9GiSSxZcn9pWWzsBKZPX0JYWCRCCMLCIpk+fQk//PAOEyZ48MUXz9eW2PWCPXu+Z+3aeZw9u69K5x05spUHHmjGm2/e5iLJakZq6imWL3+Qb799yd2iVJu6sv7iiCFIkVIecbkk9ZjU1JNs3LiYdeteq9J5HToMpEmTNkRG9nCRZPUH+9M6kh07vipXEhs7gcGD76NNm16kpyewZMn9FBfnYzDoSU0941ph6xm7dn3Ll1/+m9OnqzaS9vLyIycnlUuXkl0kWc3w9w9myJDp9OpVv0fTUkqysi66VQZ7XkOm7Aq7hRBrgHWU9xr61sWy1Rs8PX1p0qRNlT0XOnW6hn37fuSbb15iy5YVjB07r8FObYwdO6/CdI85BQUVF4F/+OEdCgqUhSCDQc8jj6yipKSIVq3UfLvm9O59B40aNScqqneVzouMjGbRovMEBdXNMCgtWnRk+nTX5CKoLfLzc5g1qxv5+VksW3bJbSMEe1e93ex1PnCz2XsJqIbASKtW3Vi4sGpPoVVZHG0IxMZOYP36Nzl37oDVemsjhquuuoGUlNMMHfoo7dr1IzFxv9HrKAGNRovBoCcsLLJBG1iAPn1G0qfPyCqf5+Hh5Xa3xisdP78gvLx8KC72Jj09gWbN2rlFDnuG4DfgFyllRm0JU9+w5u7oqMJZs2Z2haff4uJ81qyZ3WCVVna2MjzWaDwwGMpCc3t5+TF2bMX8AuZ+3ZaG1WBQNpU1dAN7JZOfn01RUT7+/sF4edVOEnhX8OKLW2nUqJlbQ4DYu3Ir4CshxDYhxFwhRD9RF10H3IRJ8SieLpL09AQWLZrI9OlhxMfHVXq+rcXRjIyGm7Rm1qwNjBo1h7vvfhV/fyUIl0ajpXv3GytV4tYMqwmTgW2oHD0aT1LSYWPQuaqxb9/PvPnmbfz66yIXSFYzfv11EQ8/HM63377sblFqRHBwC7fHgbK3j2A+MF8IEYiSnOY+YLEQ4gjwM8poIaV2xKx72FI8eXkZDj2B2vKFDw1tuL7w7dv3oX17JdTGwYO/c/Dg7xgMev7+e73V9jqdjoUL7+bvvzeg19uP6dxQDWxJSREvvTQIjUbLqlXFVT4/NzedvXt/wMPDi5tvtrn53y1otZ4EBTUlIKAOhSGup1RqhqSUuVLKtVLKB6SUPVES1jSh8uijVzS2d7c69gQ6duw8vLzKh0OwNQXSELnuuim0bRuDh4c34eGdrbb54Ye32bVrbaVGABqugS0qyqdTp1jat+9XrafO7t1v4PHHv2DixLddIF3NuP32WXz8cQq33faku0WpEVu3fsa8eTeydav7VKqj+QgigEiz9ruklHXvl1FLxMfHodFoSuehrVHZE6hptLBmzWwyMhIJDa3aGsOVRHx8HCtWPEJ+fjb+/iFMmbKQ2NgJdu9FfHycw1MCDdnABgQEM3futmqfHxzcwqGMZirVJz09gYMHN9K+vfN3LzuKI/kI5gNjUfIImOcj2OpCueosprUBe0YAHHsCrUzZNQQsF3kvX84snVoDbC7G25qaM3kLmVDOe63B32eVusvAgeNp374/zZu3d5sMjowIRgKdpJT1JP2Ga7G3KGmiKk+gjzzSktzcDF5//W8iIro4Q8R6hS3vqZUrn6CwMBedTpnXtvT+sTU1J6WB1asl48drAMnTT/9Iq1bdXPoZrnSSkg6zY8dXtGjRgWuuqRA30m0sXjyVpKRDTJu2mKioXu4Wp9o0b97erUYAHNtZfBrwdLUg9QV7awPm4Q4cfQLNyUmjpKSQ5OTjzhKxXmHrfublZZQaARPmay+2diKbRmLTpy/h3//eSIsWDTsd6K+/LuL++0P4+uu51e4jKekQ33wzl7Vr51XL88hVnDt3kFOndpWGIFepPvZ2Fr+PMgWUD+wTQmyk/M7ix10vXt3DduTLSN5//2yV+5s2bTEeHl506XKdE6Srf9i6n7Ywrb1Y24lsPhIbMuR+q+c3NLKzU7l8+RI1Ce4bE3MHAweO5847/+12N0dzHntsNbm56bRs2dXdotSItLSz7NmznuDgCPr1G+0WGexNDZkCk+wBrPvvNUAqU0BVZfDgqc4SrV5i6356efmSl1dxL6Ppib8+L7Zv2PA2a9Y8T3T0UB58cAWBga5zfxw9+kWGDn0Ujab6oQs8PLx47LHPnSiVc6gLUyrOIDn5GCtXPkF09M110hBkA/+TUqbWljD1gdjYCRQVFbBs2XQANYRBDTHdt0WLJgIQHBzBPfcouR0qM7j2Ftt37vyG9evnEx7emUceqVuezkeObEanK+bvv78nIWG/y9NAOjNWkJSStLSzNG0a5bQ+GzpNm0Zx882P0rKl+9ay7BmCicAiIUQ+8D/gTxTDcLBWJKvDXH/9ffTpM5Lc3LQaL/Bu2rSM+Pj/0r37jXUqmXVtMnDgeFaufAKdroiFC0/j4eFVWlfdJ/7ExP2cPr2L1NTTrhK72kyfvpT//GcMvr6N8Pdv7LLrZGWl8OqrQxg37jViYu6ocX9SSp57rhcJCfv44INzhIa2dIKU1cNgMPDFF8/h59eIkSPrd9jxFi06MnXq+26Vwd7O4jEAQog2wEDj8YAQojXKPoJbakPAuohGoyEoKIygoLAa97Vnz/ccObKF/PzsBmsINBoNS5emVyiviXttz563cvz4djp2vKam4jmdxo2bM3duvMuvs3nzJ5w/f5iNGz+mQ4cBNGrUtEb9CSFo0iSSjIxzXLhw3K2GoLAwj++/fxMfn4B6bwjqApVOHEopzwohfABf42F6XSlCiGHAeyipKpdJKd+w0uZuYC7KwvR+KWXd8U+rBWJiRpCff4no6KHuFuWK4uLFk1y8eIKDBzeydeunDW76LiXlFEOGTMfPL4iLF08SGFjzhxaA6dOXERAQjEajdUp/1UWj0TJ2bNXyf9RVDAY9GRnn0OmKadGio1tksJmqUgjxPDAAJZzEMWCH8TggpbS/m0o5XwscB24CklCS2Y+XUh42a9MB+BIYIqW8JIRoWtmaRF1IVfn33xtYvvxhIiI68/zzv7pVlisBg8HgVG+UupzKcvPmFZw/f4TY2Ik0a9aWjIxzLtk/8tBDLcjKusiiRUmEhEQ4vX8V55GXl8n06aH4+wezbFmmS65Rk1SV9wLhKAHm4oDPpZR7HTECRvoCJ6WUp6WUxcAXgOVE5XRgkZTyEkB9WZg+d+4gmZnnqpzxScU6W7asYPx4wfTpzvGesRfi291s376GDRve4uzZvUydGshzz/Vyum++lJKAAEWxBAXVbDpIxfV4efkRFhZZSZY+12JvjaCzECIEZW1gMPCsECIA2I+yaFxZot0I4JzZ+ySgn0WbjgBCiD9Rpo/mSil/rtIncAM9etzCpUvJNG7cosZ9FRcXsmfPenJz07n55odrlOOgvpKbq7iJ1sTX3Zy6HOJ78OD7uOqqG+nRYzhhYZF4e/tz+fIlp7qQCiF46y3X+XTExc3izz8/Z+rURdVKeOMMcnMzuHDhGI0aNadZs7ZukcFZeHn5VGsPkjOxu0YgpcwENgghfgZ6A9cCD6CEpHZGxnUPoAOKoWkJbBVCXCWlzDJvJISYAcyAynLb1g6RkdFMmbLQKX3l5WWycKES1MvPr1GDzFp2221PMWTIDAoLc5zSX10O8T1gwN2lrxcuPEN9TPFRVJTPpUvJbjWsR49u5Z13RhETcwdPPrnObXJcKdicGhJCjBBCvCGE2AakAguAUOBJoLkDfZ9HSW5joqWxzJwkYL2UskRKeQZlTaFCTAAp5RIpZYyUMqau5k+tLo0bN8fT0xc/v0Z88cVzdXZKw5VoNBoCAho7zcjXlxDf9dEIAIwc+TwLF57lxhsfdJsM3t4BdOjQn4iI+r2ruK5gb0QwBWXvwNPAHuM8f1XYBXQQQkShGIBxgKVH0DpgPLBCCBGGMlVU9xy/Lfjf/9Zw5MgWoqOH0qdPzfyzNRoNn32WT3x8XOmmKkvqwpSGs6iNqa+6uuu4qCifAwd+pXHj5nTo4LqQw3/+uZpvv32J2NhJ3Hmn8x8i6sLic3T0TURH3+RuMZzG/Pm3kJx8jNmzf3fLZj17awSjAIQQwy2NgBDiQSnlYnsdSyl1QohHgV9Q5v8/kVIeEkK8DOyWUq431t0shDCFuJ5VH3Ik//bbIo4e3cb580dqbAji4+NYufIJq+EUTLh7SsNZytvSm8c09bVt2yqSkg4xcOB4Jkx40ykym/Yg6HQ68vLSadzYkUGsa0lPT+Sdd+6kRYuOvPPOMQ4e3MiKFY/SseNAHnhgudOuk5Z2luTkY+TnZzutTxXXkpFxjtTU0xQU5Lrl+o4EIHlBCFEkpdwEIIR4GrgesGsIAKSUPwI/WpS9aPZaAv8yHvWGNm16k56eWOOnOmtujpa4e0rDlvIG2+sWtgyHLW+ew4f/QKcrJiFhv1Nl//nn91m58nH8/BqzfPklp/ZdHbRaD3r1up3gYMXJQKPRkpx81Gk+/iaGDn2UmJg78PUNdGq/JvLyLvHNN3PR63Xcd597chlLKevt1Jo1Zs78FiEEoaGtKm/sAmzuIyhtoEzZbABmAcOAzij7AaqeANUJ1IV9BM7iscfaVBp585FH/uvWKQ1bMtqKtmrPh3/Rokko+wYtEQwb9hhduw6p8QjLnB07vua99+7CxyeAFSvc86Rlj8LCy6SlnSE4OJyAgBB3i+MwBQW53HdfEJ6e3qxcWeAWhbxw4TgOHdrEgw9+Ss+eDTbIgcNUto/AkZ3F6UKIEcDvKJFIx0hn+fnVAnXZHdNebgNQgoW5W9aqumLa8+G3HcK7NZMnv1dzYS2IiRnBihW5+PgEOL1vZ+Dj40+rVt3dLUaV8fUN5N57/0OjRs2Q0oCyd7R2ycw8T05OGt7e/rV+7SsRe/kIcin/+OYFtAXGCCGklDLI1cLVlOpMazhCSsoZPD29CQpqiodH9cP72ovF7+Xlx6RJ71a7b2dRVVdMe4bj4YdX8fHH95VLOOPKqS8PD69yAezcjU5XjEbj4fKY/qtXP4dGo+HWW58iICDYJdcYPvwJl/TrKC++uJmsrJR6NZKyx/btazhxYocxbWXfWr++zV+klDJQShlkdvhIKQNM5bUpZHVx1Q7T55/vySOPRPDLLzXbS2DNzREgICC0ToRDAEVGy7gy9pS3vcxhsbETmDJlUaly1mi0TJ++hKSkQyxf/jDJycecK3wdY/36+Uyc6MG3375SWvbTT+/x8cfTyMg4Z+fMqvHbbx+ybt2VEYfHFhqNlpCQcLy8fNwtilPYv/8XfvrpP5w7949brm9vRNBGSnnWTr0AIqSUSa4QzBm4aoepSTEGBNRsN2hddXM0JzZ2AlJKPvxwEgAhIS0ZP/4NmzJWlrjnhhvux9PTi48+mkyTJm2IjZ3A5Ml+FBcX0KFDf8LDOzlV/meeuZq0tLM8+eR3dOs22Kl9V5WionyklHh5lcVs/Ouvbzh6dBuDBk1yykKhlJIJExaQnX3RpSGuL1w4ztmzewkP70JkZLTLrtNQ6N//blq16k67drU/GgD7Qee+QhkxfIeyNpCGEnm0PYrX0A3AHCnlb7UjqkJVFourutBZV3jrrTs4cuQPbr75UcaNqxtPdvfco0VKA6+8soP27S0jhZTHtC5jy7jpdEqOWdO02ksvXUt6eiJPPPEV7dv3carcU6cGUliYx5Qp7zN06KNO7bs66PU6pDSUjop27vyavLxMeva8tZx/fn5+Dt999xqxsZNo1crxhCVSStLTE2jSpI2zRS/Hl1++wNq1rzJ69BzGjJnr0mtZkpx8jM8/f5r27fupIagdpNqLxVLKu4QQXYEJKCElWqDkLz6C4hI6T0pZ6AKZnYaz00rWFmlpZygoyOXChbozVbJgwWHCwiIdGopv3/4FnTtfS2ZmEseOxbNo0STWrJnN2LHz2LfvJ9LTE+jYcSDbt68pt4jvbCMAMH78fEpKCunde4TT+64OWm35f7l+/cZYbbdhw1usXz+fn356j88+K6i034SE/eTmZrB27SskJOxjwYKjNG7czCkyWyMqqjd9+44mPLyzy65hi4sXT7Jnz3pKSorsGgIpobAQcnIgO7vsb14elJQoh06nHCUlStuCAtBqQQgoNi5l+Rh/8gYDeHuDl5fSXqMBX1+lvZTKax8f5bWHBwQEKHUmWawdlnU+PtCsmXIEBipy1AaVuo/WNarqPhofH8ennz7G5cuX8PNrzNSpH9SpqRdr7Nv3ExcvnqRLl+vcPuxOSDjAc8/1wN8/xGryGEt0Oh2TJnlarfPy8kNKSUlJAVqtJ3p9Sbm6urIuUhc4efIvVq2aSefOgxg/vkIajwp88MFE/vwzDoDWraMZN+71arlVFhcryjI7G7Kyyl5nZytKUqeD0FBo2rRMYYWGKorPWZSUQG6ucly+DHq9ooQNBkVZ5uRkcfbsCaQMpEWLzhQXK21zcsor/Zwcpa/6ip+fcn+bNIGgIAgOhshI5QgNrZqRqLH7aH0nNnYCmzd/wqFDm4iI6GJV0VTFxdRgMHDffUFotZ58/HFajbyGbNGjx3Cn91ldTp7cUaq8HaG4OJ8ePW7hn39+Ra/XVajz8QlESm90uqIKdWvWzL6iDcHixfdx+XImkycvLF1Uz83N4OTJnXh7+9G16+DStu3b9+Wll/50uO8mTSKJiOjKuHGvsXnzJ2i1HkgJRUWQn68oVNORk1NeyWdllZXl297baBONBsLCyoxD48ZKmUajKCvzvzqd8kReVKQo9fz8MqWfm6vUFVY6z9AYcGz06OUFjRopitR0BAYq5Z6eigEzHaYnepPB8TI6nJlk1WiU18XFyrkGgyK/6Vm6oECRXQjFAOXlKW1M9wiUOmvH+fNHOH58G02b9sbPrzcpKUrfZ84ohyX+/tC6NbRsqdxv02c0/Q0JKZPfEa54QzBzZkcyM8/TunU0/fvfXaG+qi6meXmZFBVdBnCJEahrXHfdfbRr15cvvniehx4Kp2fPW5kxY2m5NmWGNAGNRovBYDtlRVFRHrYGoa6IqfT33xvYtGkZkZHR3HXXy07vvyr8889vZGYmce+9/yktO3Pmb958cyQdOtzBQw8NprBQUTSm49IlRUl7eyuKynT4+ChPyqYpjqZN59Gv3zz++gvy8+9g2TLIzFTaVAWtVlEm5kfjxopy8fdXFFp6OqSmwsWLBlJSJFlZWlJTlbKDToh+rdUq0yqBgco1PTwqGhbTfdBqy2QODCyvEAMDy6Z16jp7957h++8/p1evHG67rTdSKobx4kVIS1OMSmoqJCbC2bPK+yNHlMMWQUGKgQ4Lg+aVRFi5ojVZfn4uFy+eAGD27I0VcgzHx8fx0UeTKygue0+nPj4BzJixjMLCPJfJvW/fT/zyywdERHRl4sS3XHYdR/Dw8KBNmx54efmQlXWBkyd3lqu3NKT2jACU7T+orTDRf/+9gT17vuPs2b1uMwRFRZCQANdcs5G0NB3ffNOSnBxFUWdkXA8Uc+IE/MsFgVa8vJRpAX9/5fDzs67oTa9Nyr4yDAYDEyd6IqWB5cuLycryJDUVUlKUUYZpztv0dG36q9EoCtrbW1Hqfn5lSt90+Pran/bYvv1LdLoirr56uFPyhtcFeva8pdxUnhBlI5iOFtkrpVQeEBITITm54pRYVlbZA0RODpx2IIxnpYZACPEtsBz4SUrp3FRKLkaj0TBq1AskJx+3agSWLp1hU3HZejr18vLh+uunOV1Wcw4f3sy+fT9y9uzfbjcEJm688SGaNo2ia9fry5Vb26thC09PH6KietOsWTt+/XVRrSzid+s2hBMnai+JfVGRMpQ/fVp5cjtzBs6fN00fWMtH64EQihL28ChCoymmUaNAEhJ2UFycCVzgmmtuIjCwdenUg+mvVqtMUQhRSECAJ02bakufAJs0UeaRqzI9UBU0Gk3pzmK9Pofw8FDCw11zLUvWrn2Vc+f+4bXX9lwxhqAqCKFM/YSEQI8e1tsYDIpBSE9Xjuxs+Owz2306MiL4EJgKLDS6lK6QUtYddxYbmM/7h4a2YsWKxwgNbcWIEU8DlSswd0b87Nx5EAcPbiQqqpdbrm8+1WOiUaNmTJz4Nr163VaubWVhMkz4+wfTrdv1/PXXtwQEhDB9+pJa2T8xYMDd5ZLBOJP8fDh3TnkyS0yEU6eUJ3/LzJMaDbRqVbbIFxys/BMHBytH48YghGTatCYUFOQyZ04Sly5pmTv3TnS6Yvr2/Ya+fW3/Hv/zn0ns2LGOJ574qlYzhn344Xm3xBnq23c0LVt2IywsstavXV/QaMqMRceOysirRoZASvk78LsQohFK7oDfhRDngKXAf6WUdW5d3nK6IiMjkV9//QCAm29+FB8fP7sKzN7T6dGj8Xz99Vxat76Ke+91TQiIXr1uq6BwawtbEVGzs1Osrp3YC5MB4OHhjb9/MHff/QrFxQUcPryldNHe3z+YJUvux8PDy2WLxM6KNZWfryj7o0fhxAnldboVJyohFIXfti1ERSl/W7WCwsJ04uNXERYWSd++o8qdI6UkPz+biIiunDy5k7S0s3TqdA1Ll2bi5eVbaUiK3NwMDAYDzZq1q/Lnqgnuiv45Zswct1zXlSQk7Gfu3FjCwzszb96uWr++Q2sEQohQYCIwCdiLksw+FpiMkmayTmHraV8IDbm5afj4RNpUYKawB7aUxZEjWzh0aCMJCftcZgjcib2RUnFxPkuXTi93b6zt1TBh7hIaHx/H2rWvkpeXSUbGOeLj4wgLiyQr6wIA48cLwsIiq6WoTd4npjlSk8fHP//E8e23hc4ybwAAIABJREFUMygpse4IYJq7Ligo7yZpfqSmKlM7WVkVr+vpCeHhivdG69aK0m/b1voCZWLiKVat+pfR/768IXjlles5cmQLs2Z9T48et5Qqfh+fsoBqer2OkpKicmUmXnhhEyUlRWi11t12Veo+Hh5eFBbmUVDgnHStVb5+ZQ2EEGuBTsAq4HYp5QVj1RohhFvjQRcUKP/wWovgh7af9iVNmijDSVubza67bjJr1sxm0aJJVp8g27TpSceOA2nevEJGTaeh0xVz8OBGCgsv07+/9Q1HrqKyqZ7i4gJyctJL52ZN92bx4qno9SUIoUFKQzmlbssz69pr77W4duVBAaVUvCjOnFGmYo4cUaZjrPuLz0bZA2kufz6LFs3mo48mVJjCsYdJ6XfoAJ07Q5s2iieG5W/PFgEBoQwb9jjBwRUn0kNCWtK587V4eHih0WhISzvL9u1raNmyO7163QrA6tXPsnXrSl55ZafVZO2ent6Ofxgn8fPP7xMfv4rhw/+Pa66xTD7oGvLzc8jNTaNx4xZ4e1eM01VfadGiI8uXZ7vtMzkyIlgopfzDWoWtzQm1wR9/wNKlylC8aVMYPhyGDFFczRyJmGkZ58ffP4SCgjx+/30xpk121hST5eq+K7h06QLz5yvX6N+/djf8VTbVo9V6UlJS3tE7NnYCH398HwAzZ35Nnz53lqv/4ovnrQb/27SpvBuqqfyzz2ZTVDSBggLF793ka56ZCUlJSpklvr5lroMmP+7Tp20ZtcRy/t0+PuXdDs2PkBCIiFAWX2sSNLR58/Y2Q2337n07v/zyAR07DgTg7Nl9rF79LFFRvfj994/w8PCiX78x7NjxJStWPMKzz/5UfUGcSHb2RU6d2kVKyqlau+b+/T+zcOFY+vYdzcyZX9fadV2NRqPFz899sTwdSUwzykpxNvCPlDLVJVLZoV27GHnXXbt5662Ki3JNmsDo0SBEHMuXV3zav//+j+nXb4zVMAnbtv23NLCaJbUdm0inK2bKlAC0Wk9WrMitctji4mLFz9i0M7OgoLw7n8mVDyjn0y8lHD8ex++/34f1vEMCkAQERNKv3zw6dJhQ6uZ36NBGsrNT6NnzFvz8GpttqtHz+edV9VIWgO3H9aAgZf49Kgo6dSpbDLPEVqwpjUbLjBkrufbaCXbdFGubjIwkPvnkIZKSDtOnz500btycuLhZ+PgE8O67J1m4cCzjx79RLjPezz+/z9atnzJ06ONcd93kWpU3JeU0OTmpNG3alkaNmtbKNbdvX8Pnnz9D376jmTTp7Vq55pVAZTuLHTEEPwADANOoYDBKELoo4GUp5So75w4D3kPJWbxMSvmGRf0U4C2U5PYAH0gpl9mTJyoqRl68uJvCQhg5UlH8f/8NX36pzOWC8iQXERFHYuJs8vISadSoNT4+V5OSkkvLlv0YMeJ1Cgrg/PkkDh/eSWBgOC1a9GDTJn9sZdCKiTEYt7dnU1BQhIdHIEL4lsYq0euVJ8uAgPKHv7/y19tbGa2YdjN6epZ/bb43zfIr0esVhW7aeWk6rL2/fFlxYawZcSjTKgkoX50ekxEoww9YghKKqrK+bGUmM/VdHi+vSAYOPIufX3kf+NBQZedqSIhj2+vtpQKt7ZAWWVkpFBfn06hRM5vD/7y8S0yfHoK3t39pRrU9e9bj6xtE166DrS7OLllyP3/8sZypUxdx880Pu/QzqLiWDz+8l4KCXP7v/76qEJOqpjjDEPwKTJJSphjfNwM+Q/Eg2iqltJpiSShpi44DNwFJwC6UFJeHzdpMAWKklA6HhQwPj5EXLuwmKgrmzStTCAYD/PknfPutshuvIibllgi0BuZRUYm1QVF+lkQCZx3sw/1otWW7Mk0bdCy3+5sOE6bXpr/m7XbsaENRUcX74u0dSd++Z62OLkAxbjt3tqGw0No9FQwZ8iDx8SutprV0loK2tWkQanekFxc3iw0bFjB+/BuMGPGMzXa7d39HkyZtaN06GiEEmZnJPP54G6Kjb2bWrO8rGIO8vEtcuHCM0NDWhITUkiO/ikuYMiWAoqLLfPJJjtPzTTsj1lBLkxEwkgq0klJmCiHsuY72BU5KKU8DCCG+AO4ADts5p1JMi4KRkeUVmUYDgwZBbKyyePjiiy9TUtKB0NBYPD23kpIyAylNCicBjWYGrVsnk57uS6NGQQwZci+7dt3C0aOLMX969fDw46ab5gFx/PbbDHS6sj48PWcwahT06TMBDw9lCsb8Cd38KC4ui3Jo+msZAdHaU65JGVuONAIDbb/38ale1EJbrpZbtlifay8qSiA6Oo527foSFzeL8PBO3HPP/HJtbJ0LkunTP6RLl2tcup8gNnaCMVdyRVwR0sIW3t4BhIVF0qiR/b3+MTF3cP78EVJSThEW1prTp3cDEq3WAyEEBw78yt69P3LNNeNp374fAQHB5aaKapPc3Aw2bVqKh4cXt97qgm3RDYyHHvoUjUbrloV/RwzBZiHEBuAr4/vRxjJ/wIpTXSkRgHnapSTAWiD70UKIa1FGDzOllBVSNQkhZgAzAHx9uwK2Y2cIAUlJcej1LwN6dLrmFBWVmBkBBYMhn7y8RSxdehZQlOCJE8uxnMK4/vrJ3HvvBB57rI2ZEVAoKcln48bZjBzp/FHBww9HkJV1kUcf/ZyBA8c6vX9L7MVcsreAvHTpDAYNmsiePd/xzz++FQyB7TzFivdWbOwEl0/PVDXdpjORUiKEYMyYOQ77v3/88TROnNjOnDnbiIkZweLFqfx/e2ceHkWV9eH3dJImgUCAsCVhhwiCsiiKDgwqijIugCOIAorKjiCiiCO4jAs4Iu4KiIiiwIC4MPApiCgyRB0UEFE22WUTAcOSBEI6ud8f1ZV0ku50J+nqJX3f5+kn1VW3qn653X3PrXvPPSczMx2AH3/8jOXLX6Fatdpe80JYzdmzGSxY8Ag1a9YPmCGYNOkaTp8+ztixHwZ83YTVeApJHgh8mYW8F3gHaOd8vQfcq5TKVEpdVeKZ3lkKNFZKtQG+AOa4K6SUmqmU6qCU6iBiZHfyZAiKho44efJ3MjKOuy3r2iNcuHAiubnFJ0jXrVsCWJftzBNnz2aiVB7p6Qe9F/YDc+aM8ZjW01NKTbPMunWLadSoLS1bdil23N25gc4JESwN27at4fHHL2f7dt+jiO7b9xM7dnwHQI0aSQDEx9fIdxm95JKbufXWZ2jX7m8cPLiNWbOGk5Y2z//ifSAhoQ433vgQN9zwYMDu+dtvm9i3b6PH76OmbJT4ROAc51/pbPA/KuW1DwKuuffqUzApDIBSyrWFngVM8XZRc2jIkyEoTeyb6tWT2Lt3I/XqNffY0KenHwIC36ucMOFzwEb9+udbcn1X0tLmlWgszR77G28McFvm1KmjzJhxxO2xUEjHGSwNS5dOYefOtfz880patPAt1tGePRsA6NSpv9seb6tWV9Cq1RWA4en25ZdvkpFxPCjhu+32OPr39/qT9SvPPruREycOB8xLKZAcObKLX375itq1G9OmTbeA3rtEQ6CUyhWRPBFJUEqdLOW1fwBSRaQJhgG4DSi06kREklwWqPXAyH5WIqYhqOsh+ZKvsW+MHoWNRx5pT8eOvUsYwjAa+r59JzFz5uBCPvRW9ioD+di/cOFEj8dMQ9e5c/9i8YeKlvFEIIZ/vOGqIS8vr9QuuWVh9Oh/s3z5a3TvPtrnc5o1u5Sbbhqfv6agJJo3v5SBA1+hdu0m5ZEZVtSsmVxhJ8W3bv0vs2YNpVOn/gE3BL78GjKAn0XkbRF51Xx5O0kp5QBGAZ9jNPAfKKU2i8hTImLmDbxPRDaLyE/AfcBdvoiuUcP9Mv60tHke45/ExycSG2vMxCcmNmDIkJlUr14XESEhoZ7X4YPOnfsXWglbq1ajCpNRqyTj6WroPNVR165D2br1v2Rk/GmZRn/w4IPnc/vtwvz5nr12/ElsbDy9ej1CbGy8z+c0aNCafv2eo0OHnh7LHD26l7S0eTgcOXTvfh8XX3yTP+SWiaNH97J9+zdkZKQHTUNFoXHj9nTpMpALLrg64Pf2ZbL4Y+er1CilPsPIb+y673GX7UeAR0p7XXfDQubcgLtI2XZ7ZQYOfKVYo+2uEXcdPujd+2maNbs0/9jgwW/Sp8/T/P77Dp8f9cvKokX/ZO3aRXTs2Ic+ff5p6b08PQ3FxycWqiNz20z9WalSPIMHz2DJkuf44IOJXHLJzTzwQJm+KgHlzz8PBFtCufjss5dYvvxV+vR5qlSJ7a3grbeG8vPPX/Dww8to1667pffatWsdX389m5Yt/0qnTrdbeq9g0LhxO0aMeDco9/Yl+ugcMWZoG4ZK+OmihqAkX3FvQeRccR0+ePfdMcyYYTwBuMbNSUioE5Dxya1bV3Pw4BY2b/7SckPQt+8kpk27s5ARNY1nUdwN86xY8QY2WxSJiQ2KlQ8lxo//P6KjK7mN9+NvDh3azqpVb1O/fmu/r/ht1eoqVq9+h4YNg5vPGqBBgws5ezYjIC6P+/ZtZOXK6eTknK2QhiCY+LKg7CZgKmBXSjURkXYYK4p7lHiiRYh0ULffvo4ePQwDMGfOGI8TnUZ5Yf58o4H78suZbNnyNZ069SsxzHNa2jxmzhxSKE9voFeizpo1jDVr5nLuXFaZo3KWhlWrZvPBB49y4sTv5QrXrDFYv34pU6f2oH37Gxg//v/8em2lFJs2rSA19fKgxqcJNAcObOGXX1aSnNySNm2uDbYcSzhz5jR//LGH2rUbUblygt+u64+VxeuBrsDXSqn2zn2/eFpRbDUiHdTYses4d85z+ABXXFePPvjg+Rw6tI1OnfoxatQ8Bg2qQW5uDk899T8aNiz4d0qKUVO7dmMefngZSUnWRR91Fxoh0IbIG2fPZrFjx3c0atQ2IrNEeePw4R18//1H1KnThMsvt34diKZi8Oyz17Fp0woeemipX3OSeDMEvkwW57jxGApqysq6dX1zEy3q1dOq1VUkJbWgSZOLAcjKOkF2dmax5dyeJk/z8nI5cmQXzzzT1VLfbXf/m+nTHyqMHJnE5MnXsGZNCWmPQozNm79mzJhmTJhgfdDcpKRUevb8R8QYAW8dSo1vJCefT3JyS6+5v/2NL5PFm0WkHxAlIqkY3j3fWiurZOrV8+4m6m5uYNCgaYXKjB//Kenph6hRI6XQfm+hmP/884DXuPnlIdCL1wAmTOjAuXNZjBo1n8aNPSRCdaFatdpkZ2eSlXWKO+6IRUR49dU9VK9ecgiFYJKdncEff+zWCVz8yMaNy5k+/U7OP/8K7r9/kfcTysFPP31OVFQMzZt3dJugpyIwcODLQbmvL08Eo4HWQDbwb+AUcL+VokoiJcWI5Gn697vDbq/MiBFzvDbS7dtfT9eug4mOLmwPS1pJa2JlD93T/2ZlSIS9e3/k4MGtOBy+hS598cVfmTfPwU03jcfhyCYn5yzx8aE9RNSs2aVcccXd9OnzlOX3Onp0H9u2pXH8eLGIKRUKuz2WU6eOcvKk+wWF/uTtt4czadLV+VntNP7DqyFQSmUppSYqpS5xhnmYqJQ66+08q6jkdE7w1FjHxyd6HEt3OM6xb98mdu5cW+I9Onfuz5AhM4mPTyyxnFU99L59JxXzwrA6JMINNzzIZZf1JTnZt5XM3377b0aPbszdd1dBxPgajR3bPGjhDnwhIaEOw4fPpmfPf1h+rzVr3ufJJ//KypUzLL9XMGne/DKmTz/MxIlfWn6vli270LJlF6pXT7L8XpGGL6kqzwPGYcRozi+vlOpqnSzvFA17UL16Ev37P1/iU8CqVW8ze/ZIYmPjmThxJe+8M5qUlPMZObJ4iKPOnfvTrt0NrFw5nc8/f81tL8SqHnowQiKUJlRA0cls0+3Ul1STkUKNGkmkpl5e4Vf92u2x2O2BGQ509zutaJw+fZzHH78cULz00o6A3deXOYJFwAyMWECBncHwQufO/dm5cy0nThxm+PB3vK7grFOnKSJCdHQldu78nt27f+Dw4W14iHVHfHx1evV6BKUUH3xQeBjI6h56KIRl8IS3BPcLF04MWe2fffYyu3f/wPXXj6VpU+smja+6ahBXXTXIsutrKiZxcdX4/fcdiAh5ebnYbD4mxS4nvhgCh1JquuVKyshdd3mNdpFP27bX5a8p2L79G9q0uY6aNet7Pa9z5/5s2LCUffs24nBkBzRwWkbGCWJj44vNY/iT3377hS++mEajRm255pphXst7m6gPZJz/0vLJJ8+QkXGcunVTLTUEkcT77z/IsWN7GTr0bapUqW7JPXJzHSiVR3S03ZLrhwrR0TG88MI2qlWrnT/kGgh8udNSERkpIkkiUtN8Wa7MYlq06MQjjyxn2LASM2Mye/a9jB2bys6d/yMhoS4jR77Pa6/tDYgRGDDAzpAhNdi1q+Q5jfKyYcNSVq6czoIFvkX7KGmiHgIT57+s1K7dGJstmo8/fpLRoxuH9JxGuLBhwxK+//5jSyeMt29P4447KjFpUmCDsQWD5OQWxMfX9Bg3zQp8MQQDgYcwXEbXO1/rrBTlK0eO7GLOnDGsXPmmJddPS5vHV1/NJDfXCHlqjoEHqvEwHwtPnHCbe9Nv1KyZQmJiw/z1Fd4oyasq0LkGSkNa2jwOHtxKXp4DsPbzfP31AQweXJP165f6/dqhxm23/YsxYz6w1HX47NkMbLYoj/meNeXDl1hDITvbtWnTCpYvf5XY2HifhjQA7r23IenpB4mLq0pW1skSJ5mNZDWOQvsCOQY+Y8YRYmPjLQ+Z3KXLnYUiq3rDdTL72LF92GxR5OXlBiQURnkoaaGevzVnZqaTmZke0F5dsOjY8RbL73HRRTcyd24ODkfx5FEVjW++mc/PP6+kS5eB+bknrMajIRCR8UqpKc7tPkqpRS7HJiulJgRCYElUrVo7vzfrKydPHkGpPLKyjMXSJ04c9ujpEoyFXa6EchyZUJ7M9kQgP8+xYz8iOzuTSpUq5sKnYCAiQcnnG2h+/fU7Vq9+h0aN2gbMEJTU1bzNZbvo4LG18WZ95LLLevPGGwd46infFzpXqVI8kJOnxWHBWNgVDI4e3cepU8eCLcNyAvl52u2xVK2aiN3uJnFGBePQoe2sWfM+u3b9EGwpFYLLL+/LkCFvceGFgZsPKckQiIdtd+/DBk8NnrteYbDz7c6aNZwhQ2oxe/a9lt7nySf/yrBhtXnnHd8zaYUjfftOIiqqsNdJKM9phAvr1y9h2rQ7+fbbBZbd4//+byrPPXc9mzatsOweoULLlp3p2nUw9eu3Ctg9SzIEysO2u/dB4dSpY2RlnSrVOfHx7h2e3PUKzRXGtWo1QkQCnpXs8OFfycg4zr59PwXkfoGI0x9MOnfuz/DhswPyec6ZM4bp0+/i5Mk//H7tUKNRo7Z06tSPxo3bW3aP3bvXs3HjMk6dOmrZPSKZkiaL24rIKYzef5xzG+d7n553RaQ78AoQBcxSSv3LQ7lbgA+BS5RSPnskPfvsdezdu4GLL+7JuHGLvZZPS5tHZmbxlHrR0XaPvcJgjoX36PEwrVpdScuWXSy7h5He0wYIK1fOoFathmE39l8aAvV5rl37Ienph7j11mcsv1ewadPmWsvzA9x886N07tzfUmMTKpw5c5qtW1ejlApYGlKPhkApVa4lbSISBbwBdAMOAD+IyBKl1JYi5aoCY4BSO8ubboC+LmJZuHCi21SWsbFVQ7Lxa9v2Otq2vc6y6xcNFXH8+G86RISfuPvuN8jKOkHVqiXHq9L4RoMGrYOeljNQnDx5hOefv4k6dZoE3xD4gUuBnUqp3QAisgDoCWwpUu5p4DmMtQql4rnnfiIvLy/fIHjDk9dIZmZoJ123ikC6U4YSQ4fW4cyZk0yduoW6dZtZco9LLullyXVDEaUU2dmZZGaeIDHR+0p9TckkJNSlXbu/UatWo4Dd00pDkAK4xuA9AHR0LSAiFwENlFKfikipDQGAzWbDZvNt2bmnPAOh6gV06NB2Pvzwn1SqVMXrCuiyEGz32GCRlZVObq6DI0d2W2YIIomsrJMMHlyDuLiqzJ5dujk7X1m27BXs9jiuuOKuCh9mIi6uKg8//FlA7xm4YBZFEGNg+kXgQR/KDhWRdSKyrjyTRcH2Aiotv/++g+++W0Ba2vuWXD9S3GOLMmLEezzwwGLOO+9yS67vcOSwZs1c1q1bYsn1Q43KlROIi6tK5crVcThy/H79vLw83n//AWbNGkYYOyyGNFY+ERwEGri8r+/cZ1IVuAD42rn6sh6wRER6FJ0wVkrNBGYCNGvWId9jacSIZHJzc3jiif+SkuI9jn4wwjuXh5SU1iQntyQxsYH3wqUkLW0eZ89mFNsfyobRX3TqdLul18/KOsm0aXcQH59Ihw4Vf32GiFj2JADGXOANNzxIdnYm0dGRkV1OKUVW1kliYmIDshbFSkPwA5AqIk0wDMBtQD/zoDMPcn5KKxH5GhhXGq8hM0eAt2xiroTTiti6dZvwwgtb/X7dopPEJvHxiQwc+ErY1E95SUub5wyT8Ru1avmvU2Cz2ejUqV+pvpcaz0RH20uVL6MiMHVqTzZsWOr3JPaesMwQKKUcIjIK+BzDfXS2UmqziDwFrFNKlfu5efDgN0lPP1ws53BFw98Nlqd8ArGx8RFhBD799EVWrJjG8eO/FQsoCOX3mIqPr8moUTqqqabsVK2aSFxcVbKz3ef98DeiVEisDfOZZs06qEmTQiL4aUBYvPg5PvroiUK5hO32yuVaCHX77TbcrQkUkfx8DRWZp5/uypYtq9weq1WrEa+9tjewgioAH3/8DN9//xG9ez9Jhw49/HrtrKyTpKcfJiGhjscFoaUhJgZsNuNlbgNERRkvs0k09+c603GJGNu5ucYxpYxts7zDUVA2L69g21dsNuM843z/JqWpXBl69pT1Sim3STisHBrS+IGFC4vn1y2vi2e4eU/5m8su6+PREPjDY8rhyOHcuSzs9soVakw7KspoDB1uvLXT0w+xb99Gjh3b6/f7/vzzSl5+uTeXXHIzDzzwscdyIobGSpUgLg6io41XbCzY7Uajb7cbZQKBUgUNe26use0ajDYqytDnSl4enDkDZ89GkZ1tbGdlQU4OnLMw8GrYGoKdO39g0aLHaNDgQgYMeD7YciyhpDj55Wmw+vadVGyOIBImiU26dRvBkiXPWWYMt25dzeTJ3WjduiuPPmp9Und/EBNjvOLijFdMjNGgVq5sNJ6uOBxmYwUZGcbruuuGc9VVg6hfv+yLvqKjjXvGxBQ06JUqwf79UTRokEpqaiNatDAa2OjoAsNk9uwD1cD7immYwHdtNhtUqWK8iuJwwOnTRn1nZhqvHD85aYWtIfjssxfZtOlzNm36nLVrF4W0909ZMCd0PVGeBivcvKeswEpjmJvrIDY2nri4quW+VnkxG/jY2IKhD7NnHB1tbFeuXDAM4gvR0VC1qvGqXdvYd+GFbcjNNQzEuXMFvWGHo2AYBozG0W4veG/qK+n+ffr0ok+fyFmgB5Cefpz77+/PyZPpLF5sBF2IjoYaNYyXyblzhjHIzjYMc06OUefZ2cbL/Cy8EZZzBH/721jefHOQX8fNQ43Roxu77bFCxftfA01W1inWrl3Etm1r2LLl65AyhuZwQVSU0Tja7cbLHJvOzTV+6A5HQY/TZjP+xsUV9KgrVzYa/2Dkxdmy5SemTPkH3bvfwm23DQ68gApAbm4urVvHk519lp9+OkG1asXD5/vKuXPG96V16wo2R7Bw4cRCRgAqXmiEkhLE+8MI7N+/mdmzR5KUdB5Dh75VrmuFG/v3/8zMmUYD1arVVdxyyxO0aNGZpKRUS+9rDnXExhYMuZjDIXZ7cBptf/Lhh+/yzTdfEh9fjdWrl1OnTpI2BGUkKiqK2bM/JSWlEfHx5XuytNuN71tJBG1lcXmIhNAInlb92u2V/WLsdu36nm3b/su3384v97XCjXr1UvN9/LdsWcWbb96Tbxj8hc0G1apBSgqkpsJFF0H79tCqFTRtCvXqQc2aRplKlcLfCACsWLGYxYvn0qRJKq+8Mp9Ona5h6dLy5yiYOHE4V1/dkjVrvvCDyvDhL3/pSqNGzSxPVQthaggiITSCp3AYQ4bM9Mv1k5LOo2XLLrRvf4NfrhdOJCTUYc6cTLp2HZK/zx+uetWqQcOGsHfvPF544Qo2bpxJgwaQmFh8wrUi0rfvYJ55ZjrXXtuLbt16Mn78PYwZ049jx8qXk6F69UTOnj1DXl7Fd20OFmE5NNS37yTeeGNAoX0VzevF6gndFi068cQTq/1yrXCj8AK9RmWqV7sd4uMLXlWqFHiG/PHHbr7//r9ccslfLVAfulx9deEVsNdddzNKKTIzT1OrVp1SX2/+/JkcPryfiy66nCVL5tO6dcXPReDK0aO/M2fO6yiVx0MPTbb0XmE5WTxp0jqGD0/i5MnfAfFreABNxcZdeA1fJt9jYgwvmerVISHBGM7xxKFD+/ntt13Uq1efxo2b+1N+yLNs2Uds27aJG264lfPOK1/+gNtuu5K1a1czb96X/OUvXf2kMHw4cuQQl12WQkJCDX788ThSjvHD6Gho0KCCTRYDzJhxONgSAsrmzV8xZcqN2O2Veeut8gcy27YtjT//PEizZpdSt24TPygMPqYvubni03XVp0lJORiuuqp/vv+8+TL96ktq+IuSnNyA5GT/BwoMB2bPfpl169KoXr1muQ3BgAEjuOyyK2natIWf1IUXdeokcf/9/6Rp0xbk5eURZeFCibA1BJFGpUpVOXfuDDk52d4L+8CcOfexd++PXHRRDx566D9+uWYgESnooVevbnjiuJtTM5f6m8PLnhwKjh3bx8UXWyg4QmjTpgOHDv3GTTcZEV5zc3PZuXMrKSmN2LdvJytWLOaCCy6mWzcjDMWaNV+QnNyAZs1aFrvWjTf2Daj2UENEGDPmiYDcKyy1bRPRAAAZhElEQVQNQV5eXkBm0kOJhg0vZMSIOX5LpFK1am1iYmKpVy/0E7OYC59iY42x+Ph4wwj40kFyXcwEkJzckIMH3a/PyMjIID4+vtx6V6z4D/v27aRr1xtp1iyyerOPPfYSjz32Uv77QYNuZPXq5QwYMJK5c6cB8Pe/30m3bj1QSvGPfwzi0KH9LF26ngsuuChYsiOesDQEn376AvPnP0zdus2YPXsHCQnw55/GkuuKit0eS5cud/rtehMmfO63a5UGM+aL+TIXT5kxYFxXv5qLq/zpWjlu3CQmTBjKmTMFw0MxMXYGD36Q2NjSxX1fvHgeU6dO5NCh30hObsi4cZPo1as/n3zyPsuXf0RKSqOIMwRFadmyDbt2bSMtbUX+vh49jGj0mZkZXH55V375ZQOtWrUrdN7p06fYsOFbkpMbkpraKqCaQ4nTp0/xv/99TXb2WW688VbL7hOWk8WNGrVn1apZ1KvXmO++25N/7ORJ2LvXWOYeaZgNqBloy2xkzYbXjMliRk10fZmYDa65YlXEGFIxwwWYIQPMbfNckcIvm63gGqYmuz10/OU9NeClvUZRgxIXV5nJk2eSm5vL1q0b6d37blq2vNDf8sOK3NxcoqKiOHXqJJs2/UC9eik0b144idTMmVP55Zf1PPvsW1SpYjyRrV//Lb17d6Jt20vzQyxEIlu3buL669vSsGFTVq/eVebreJssDktD8PTT3/P77zto0uQM7dsX7kkoBadOwfHjRnCmbOeQutkImkv2XXufZq/UbETNBtK1wXNdzm+zGeXMBs98ORwFsT/MaIE5OcXHqc1rm5OZRbdNzOubQbVef/1udu/eyOjRU+nc+er8iU1vsVo0/qdz58Zuh5hSUhqRlrY38ILCmO7d27B9+898/PH/aN/eSGu+adM6pkx5hNTUVjzxxCtBVhg8cnJyGDz4Js4/vy3jxz9b5iHxCuk1ZLPZaNq0Be3aFT8mYrj3JZQ9NEeZMSMmWsW6dUtJTz/O3r1p9Ox5dbmulZpqR6k8li//uVgPLdJ48cXH+frrz7j11kEMGDDCp3MOHXI/6expf6TjcDjIy8vjxInjbNq0jpgYO1WqxHPRRZczdOhDOBw51K/fOL98mzYdmDs3slYSuyMmJoY5c5Zbfp+wNARgLM+PNHr1uoMDB/aUe6FSXl5efpLxOnWS/CEtrPnyy6Vs2bKRunVTfDYEniadk5MbsmvXdmw2GykpjbBHwpJiL3Tt2oI9e37lrrvuo3LleKZNK1gcNWjQWB599MUgqtOAxYZARLoDr2CkqpyllPpXkePDgXuBXCADGKqU2uLtug89dAHR0blMn76Ili0vsEB5aPL44y95L+Qja9bs5eDBfVSrVt1v1wxXevToR506SXTvfkuxY+7mEwBOnz5ZrGxcXGXGjZvEXXd158CBvXz11a80aWJtILtwoH//4TzzzAO0bt2e6tUT6dTpatLTj3PixHEGD37Q7Tnnzp0jJiamXIuoKgpKKf744zDHjh0p1epqpZTP9WfZyLKIRAFvAH8DWgG3i0jR6f/5SqkLlVLtgCmA165BRsafHDiwmb17tzFw4LUsXqxzw/rK4sXz6Ny5Mc2bR3PbbVdw+PD+YEsKCerWTWbHji089NBddO7cOP87ZU4IHzy4D6UUBw/uY/z4uxk//h5OnTpR6Bo1aiQyefJMevXqz7Bh47HZbNrIOrn77jF89dWv3HLLQK655ibmzl3Jp5/+yOrVu6lXLwWlFGlpK3nnnVcw5yxHjPg7rVvHR1ygOXds3foTl12Wwn333e6xjMPhYP78NwvtGzHiFjZv/tGne1g5xXgpsFMptVspdQ5YAPR0LaCUOuXytgruEukW4ejRgsfxP/44zIQJQyPGGOzZs4PZs1/mk0/mlvpcd41aJNWdJ9zVy9ixA2jdOp4HH7yzkFcQGJN3OTnFcwZWrhyf73k0YMAIPvroOxITawfkfwh1bDYbTZqkFuudRrvkaRwz5naeeup+Dh8+AMDJk+mcOZNF1apBmOwLMZo1O5/ExDokJdUn10Mi5FdffYrHH783v4OyZctGtm//mXnzZvh0DyuHhlIA1y7nAaBj0UIici/wAGAHvAYUUapwBMIzZ7KYOnViqd3/wpF582bw9tsvUrduMjffPMD7CS5MnTqxWKMWSXXnCXf1ApCVVbpFKYcO/VboUbxdu0v9oi8SEBG6d7+F6OiYfK+YRYvSyMg4TWxsXJDVBZ9KlSrxww+/exzmUUqxf/8elFLs3v0r7dpdioiNrKxMn+cALXMfFZHeQHel1GDn+zuAjkqpUR7K9wOuU0oNdHNsKGDmbSwWCEBE2L274oeonTBhGAsWvIVSipSURqXyf2/a1Ia7zzpS6s4TnuqlLNSuXZdRox7jzjvv9cv1NBp37Nu3izp1koiLKwhTr5Riy5aN+XMISqlC8Ym8uY9aOTR0EHCNvFXfuc8TCwC3iUmVUjOVUh08/RPJyRUnD4EnFi+ex+LFc/MbrdIO7Xiqo4SECHS/csGf352jR4/w/PMTIn64TWMdv/yygWHDbubCC6vx6aeL8veLSKGJZBEhKioKpRSzZr3IoUMlzwdaaQh+AFJFpImI2IHbgCWuBUTE1aXiBmBHaW9iempUdEoa2vGEOTnctKmNzMzTbstkZp6O6IZr3LhJhXpWZcE1qU1Gxik991JGsrIyWb16Od9/v4YBA7rx/PMTgi0ppFBKsWTJv4mKimL+/FVcf31vdu7cyo4dWzw+1e7cuZXXX3+GwYPd9rHzsXRlsYhcD7yM4T46Wyk1SUSeAtYppZaIyCvANUAOkA6MUkptLumasbHxKifnLErllTk8QDhS2qEddyEQPBHpq2EXL57Hk0+O4cSJ46U+Nyoqyu0EXqTXaVkYObIPy5Z9yF//ei1r1qzgiiu68+67y4ItK6QZO/YOFi+ey9NPT3O7BmbYsJv57ruvePnl9xk0qGfFCjExd+46kiJsHZSnkAZguC4+/vgrhQxiSeWLEunzBCZNmnj2ubbZosjLK9zgx8TY3XoQga7TsjB//pssXDiLQYMeIDo6hsTEOnTs2CXYskKap58ey9KlC3jvvRVu41o5HA7OncumWrUqQZsjsIzosF0PXXZKGsJITz/O+PH3FBqOKE2og0iYY/GFlJRGHve/8MIcqldPzN9Xo0YiU6bM9niOrtPS06/fMP7znx/o0eN2rr++tzYCJbB//x6GDOnJrl3bWLv2EC1auF9YGx0dTeXKVbxeL+wMwe7d67nppoYRNwbbq1d/Jk+e6TFLUU7OuULzBb42RJEyx+IL7oytWT+9evXnxx+PsWePYs8exYYNx+jVq3+J52g0VpGQUJPVq5fxzTcrOX36ZLlXYIedIQA4cmR/RE7I9erVn7w8z8MNrk8B48ZN8praLiWlUf5qWE2BsU1JaYSI+FQ/ZTlHoykv1aolMG3aR6Sl+SdMTNjNEYhIvuBInJAraey/aH20bBlHdvZZn8pqNJqKSzDXEVhOJIb8HTduEjExMW6PZWVl8OijI2nfvhZNmgjZ2WcRsRUrr4cuNBqNK2FtCCJxQq5Xr/5MmfJOoYlLk/T048ybN72QG6RSeeTm5lGjRqIeutBoNG4J26EhMy1gJDdopXER1UNBGk3kUiGHhnSv1qA0Q2OROIym0Wh8I+w88ps3v5gvvlgXbBkhgacsWZ7KajQajTvC8olAY+BrnJyYGLueHNZoNB4JO0OgM9cV4OrDDuSvG3BdXGKugI30YTSNRuOZsBsa0hTGbOBdA8wppfRkukaj8Rn9RFABKEuIao1GozHRhqAC4MkjSHsKaTQaXwg7Q6ApjiePIO0ppNFofCHsDIF+IiiOjoCp0WjKgzYEFQAdAVOj0ZSHsPMa0obAPb169dcNv0ajKROWPhGISHcR2S4iO0XkH26OPyAiW0Rkk4h8KSLu0z1pNBqNxYhAVJTxstmM+DzR0ca2+aqoHVHLnghEJAp4A+gGHAB+EJElSqktLsV+BDoopbJEZAQwBehb8nWtUqzRaCoaNhvExBgNelSUsR0TY7QjNpuxz2xTfG1blDLKKgV5ecZfMLZzc41j5rbrMfM8V22uuaPMa2ZnQ06O8XI4yl8HvmDl0NClwE6l1G4AEVkA9ATyDYFSapVL+f8BAyzUo9FoSkFUFFSqVNBYmq+cHDh3zvgbSMweuVKFG1GRgobebPhjYgre+xtXw+ElCWCZqOKSYjgvzzAMublGnZ85Y029W2kIUoD9Lu8PAB1LKD8IWObugIgMBYaCdonUaPyJSOGG0243XuaQSEmYvVezcXI4jL++RrYvOhRjNuJFG3SzbCRis0FcXOF9ublGvZsvh6Pw00dZCInJYhEZAHQArnB3XCk1E5jpLHu0SRPxLeSmd2oBx/x0LSvROv1PuGjVOv1LJOv0OAdrpSE4CDRweV/fua8QInINMBG4QimV7e2iSqna/hIoIus8JWoIJbRO/xMuWrVO/6J1usdKr6EfgFQRaSIiduA2YIlrARFpD7wJ9FBK/WGhFo1Go9F4wDJDoJRyAKOAz4GtwAdKqc0i8pSI9HAWex6IBxaJyEYRWeLhchqNRqOxCEvnCJRSnwGfFdn3uMv2NVbe3wdmBvn+vqJ1+p9w0ap1+het0w1hl7xeo9FoNP4l7GINaTQajca/VGhDICJ1g63BV0SkRrA1+IKIJAZbgy/o+vQvIuI3bz0rCZfffKjVZ4U0BCISLyIvA8tE5E0R+XuwNXlCRCqLyBvAchEZ7fSkQkRC6rNx1ulLwKci8oyIXBVsTe7Q9elfRCRWRKYDq5yOHl2d+0OxPkP+Nx+q9RlSH6Y/EJEU4H1AgOuB1RgxjEKVB4BEYCAQi+FOi1IqL5iiXBGRVOATIBe4BzgKTAiqKM/o+vQv9wB1MBZ77gFmi0hsiNVnOP3mQ7I+K5whAM4Cs5RSY5RSvwMfABtFpE2QdeUjIrHOv9GAHZivlNqmlHoeOOrsKQa9l+BCJjBTKTXOGTTwM+CwiNQPsi5A16e/EZF417fAd0qp40qpd4DvgMnOcqES+CGkf/PhUJ+h8sMoMyLSQkRmiEgcgFLqOPC1S5EGQFNgexDkFUJEzhORecBrItLBudYiHrjcpdhw4A4RqR+sXoKzTvN7VEqpQxSOA1UZaKmUOhBwcS7o+vQvItJcRD4A3hWRG0SkkvNQHZdiDwE3i0gzpZQKRuMVLr/5cKlPCHNDICKdMR4Jh2IMCSAiopTKdClmB/b6Er7CSpxf2jeBn4BNwL0iMgh4DhguIrUAlFL7gbnAkCDpvAH4GBgnzhwSIhKtlMpwKVaT4P/IdH36EefT0svALxi/qZuAx4H3gOtF5AIAp7H6D86hLBVg//Nw+c2HS32ahLUhAI5jjLmdB9wtIo3cVGR7YBeAiAwJ4uNiMyBTKTVFKfUaMAu4GYgDplN4AcmvGNFag/G4eAToj1GnD4tIvFLKISI2Fy2tgM1Off1E5LwAawRdn/4mCTgBTFJK/Qd4GiOXSCqGwZ0oBR45ywF/BX4sLeHymw+X+gTC3BAopbZi5DzYCXwBPAXFxoKvBhJF5COgH8Z4YsBRSv0CNBaRLs5dm4AvgfEYQfdqisgTInIrMBg44zwvoD0EpdQ6YJuzTpcDM5yHxEVLZ6C2iHyC0cgFODK9rk9/4GoUlVIHMSIAd3N5Px2Y7DS0mcCTIjIY46nrz0BodKMzZH/zrhpCuT7dopQK+RfGo3M1l/dSdBuoCuwEri5y7jKM3lbvAGmtBdR11QfYnNujgbkux9oBbzvPOQ+4E1gB9A+GTjd1Wg2jV3OJy7FKGI3ueuDWAOhMAv5SZF8o1mcxnSFcn4OK7Ity/r0LSHPZXx1j4rUdUANjeGNBAOtzkIdjIfObx8i7MhWwh3J9ev0/gi3Ah4p+DCNo3QLgn859tiJlzIq/H/g/5/btzkb4ygBqfRTYBnwI/MtVm3O7OfARMND5PhEjKF+9ANepO52e6vQxYJVzu7vzb68Aat2M0ZO+yPne1WCFRH160xkq9em893rgAQ/HbcBXwP0u+94DLghwXZaos0h9Bu03j+GI8AvwOoaTQtHfUEjUp0//S7AFlFDJVTCiky4E6mL08E4CjZ3Hi/VgndvpznJvA7EB0hoL/AvD2td26s0CappfCJey12KMX14E3AqsAhqGgs4iZV3r1AGcBl4BYgKk1eb8cS3DeHQeC1QJpfr0Qaen72gw6nOq857F7ldE28UY/u29MFLHrgdaBbA+PeosQXNAf/MUPJG+5qlRp+CpJaj16fP/FGwBbiqwuvNvNHAlEO1y7C3gHg/nJWAYjk1Ap0BqdW4nuWxfCfwbaO3hyzECeNX5pbBca2l1uhyv5azzHwOt02Xf68A4Z6PZJdTq0xedoVCfwPkYecGrYnSq7gEuK1LebOB6Ak8C/wU6h5pOl7IB/c0X0WkDfsboTLV26rgLl04VBU8tAa3PMv1vwRbgUmmJzh/TCuA+oLnLMcFwCVsFtPNwvg1oEyStLZ37ozF6qHuBF4DvMR5XzS+Ea082KlR1upwfHaAfmKvO0cD5zv3NgXed2w9g9LjvB+qb34sg1qfPOoNcn/e56PwnxkT0t8ATGJ4qd7p8P8Vqbf7Q6XJ+QH7zbj73C537JwMvOfcPw1gYONnld2azWpu/XiHhNSQil2E8Wh8DnsGYgLnPpYgN44txDjfpLsEIIaCU2mSxVE9aRzo1OIANQFOl1IMYvYAHnPpRLgualFK5oarTRaNDKfVNgHXWd9G5EzglIlFAC2AM0FE5F14p56/NuR3o+vRZp4vGYNRnCsYTExhPK08B1yilnsRIHDXSRZ8iQJRHp0kgfvMePvdBzsPmkOQipdSbwMNAPZwLxlQIheHwRkgkr8fwpHhRKbUA8iNHXu1ciZejlMoVkabO7aNiBJSym+VDRGsskK2Uyk84rZT6VETGYXzJ92qdpdIZg+FffyHGo/8ujPFjJSKpSqkdWqfPOq9xfu4nlVJPmwWVUktF5AGMxi3QfuzhrLOb89hqjFXsFzl1/uxcyBg2BsAk4IbAuQqwUM9DKbVNRPa7HMvBGBpyXRl4NRAnIu9h9LoeDjGtZ13PEZHzMXoQ+4BDWmepdeYAP4lIGrBGKbVCRJpg5L621C+8AupsZn7uLue2wvjc9xI6n3u46GzqPLZTRF4H/iFGPKumGE/Ve6zUaQUBHRoSkRjXii6yUCTT5VhjjN6VK7WACzD8cjsqpb4OUa2VROQODG+nr5RSdymlzmmdZdOplHpMKbXCub1HKfWsMsJGaJ1l0Cki0SJyM4Y79pdKqbudxkzrLNvnvhFj2CoNWKKUulEZi8fCioAZAhEZBawUIwb3TWCMSbquxnPZbgqsde77u4gkYITtbayUsjyXZ3m0YgQQ+xxjjPgNrbPcn309K7VFmk4MT5vVwKWh/LmHi04RSVZK/amU+kgp9baVOq3EckMgIjXFGM65DngEY9JloPPxOX9CRUTaqILJlVbAeSKyDOiDMR+wTSl1Jgy0Riml/rBSawTpvIUAjLdGkM7eGJ4sfxYdgtE6y/y5O6zSF1CU9a5XURiRAk2f76bAuzh91zFm2d8D1gDJQEPgFEZY2YCtYA0nrVqn1ql1Ro7OgNSFBZUbjbGwpoHLvniXbRvGgpFU5/tuwMgi17g7QF+EsNCqdWqdWmfk6AzGy98VfSGGf/oR4N8eypwPfObhmN2feiqCVq1T69Q6I0dnsF7+niM4hrHUvyVGiOBrAUQkymUWPgkjRysi0lGcSbtFRJSFXithrFXr1Dq1zsjRGRT8agiUUoeBhUqpdIyxNjPrTi5GmAiAtoBdRJ7HWJ5tnhuwVY3hpFXr1Dq1zsjRGSz87jWkCrxQ3gPOish9zv15TsvbBegK/KmU+otSapW/NfhKuGjVOrVOrTNydAYFK8edMNyy1jq32zj/9sBlsiZUXuGiVevUOrXOyNEZsPoIQIUvB7IxIvPVCvY/XBG0ap1ap9YZOToD8bJsQZkYybmfwZiJH6WUul65BDoLJcJFq9bpX7RO/6J1hi/mQgprLi7yN4w4NtleCweZcNGqdfoXrdO/aJ3hiaWGQKPRaDShT0gkptFoNBpN8NCGQKPRaCIcbQg0Go0mwtGGQKPRaCIcbQg0Go0mwtGGQKPxgojkishGEdksIj+JyIPikr3KwzmNRaRfoDRqNOVBGwKNxjtnlFLtlFKtMWLU/w14wss5jQFtCDRhgV5HoNF4QUQylFLxLu+bAj8AtYBGwPtAFefhUUqpb0XkfxgrV/cAczBCIP8LuBKoBLyhlHozYP+ERlMC2hBoNF4oagic+04ALYDTQJ5S6qyIpGIkPekgIlcC45RSNzrLDwXqKKWeEZFKwDdAH6XUnoD+MxqNG6KDLUCjCXNigNdFpB2QC5znody1QBsR6e18nwCkYjwxaDRBRRsCjaaUOIeGcoE/MOYKjmAkNbEBZz2dBoxWSn0eEJEaTSnQk8UaTSkQkdrADOB1ZYyrJgCHlVJ5wB1AlLPoaaCqy6mfAyNEJMZ5nfNEpAoaTQignwg0Gu/EichGjGEgB8bk8IvOY9OAj0TkToz49pnO/ZuAXBH5CSM14isYnkQbnNmwjgK9AvUPaDQloSeLNRqNJsLRQ0MajUYT4WhDoNFoNBGONgQajUYT4WhDoNFoNBGONgQajUYT4WhDoNFoNBGONgQajUYT4WhDoNFoNBHO/wNhSJy+yWJYPwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 8779, {'val_loss': '-0.0027623369824141264', 'val/kl': '1.1000141967087984e-05', 'val/mse': '0.03337840735912323', 'val/std': '0.18650378286838531'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxdeA39kkm0ogEEoSIJTQIQLSjYpgATuCAgJiAyv62Qv+FAsqYAVRpIiIiNhAxC4KEgSkI11AAqGmkJ5ssrvz/TG7ySbZlmQ3m5D7Ps99cnfu3LlnS86ZOXNmjpBSoqGhoaFRd9H5WgANDQ0NDd+iGQINDQ2NOo5mCDQ0NDTqOJoh0NDQ0KjjaIZAQ0NDo46jGQINDQ2NOo5mCGopQggphIjztRwaGhq1H80QaHgUIcRgIcR+IUSeEOIPIUSsk7qtLHXyLPdcXub6I0KI00KILCHER0KIQEt5EyHEUiHESSFEphBivRCir819zwohcmyOfCGEWQgRaUeGQCHEAiFEkhAiWwixQwgx1N33JIS4RQjxl+XamjL3RVpkSxNCZAghNgghLnLx+c0VQhywyHt7mWvjhRBbLZ9HshBiuhDC30lbbtUXQrQTQhQIIT51IZvd78Pm+sNCiP+EELlCiH1CiPYO2rlMCPGP5TNJE0IsF0LE2FwPtLSfZXneoy7kcvb9VKitOouUUjtq4QFIIM7XcpSRKRLIBG4GgoAZwEYn9TcAbwHBwHAgA2hsuXYVcAboAkQAa4DXLdfaAI8CUYAfMBFIBcIcPGcK8LuDa6GW661QHaNrgWyglTvvCbgcuAV4HlhTpu0goIOlXQHcCKQD/k4+kweAwcAW4PYy1+4DLgb0QAywFXjaSVtu1Qd+AdYBnzppy+H3Ybl+N7AL6Gx5r22Bhg7aagpEW84DgenASpvrr1nkiQA6AaeBIZX5zVWkrbp8+FwA7ajkF2djCID6wCdACpAEPAfoLNfigLWWf5ZUYJmlXABvA2eBLOAfoGsVZZoI/GXzOhTIBzraqdseMAD1bMrWAfdazj8DXrW5Nhg47eTZWcCFdsoFcAQYX4H3sQsYXpH3ZFGEa5y0qQOus3xvTdyQIZEyhsBOnUeB7yrwvsrVB0YBX6CMoTND4PD7sLy348DgSvxmAi3Keq9N2UngSpvXLwOfV+Y3V5G26vKhuYbOD2ahjEEb4FLgNuAOy7WXUT2+CKC5pS7AlcAlKIVcH9WrTQMQQjxtGbbbPZzI0QXYaX0hpcwFDlvK7dU9IqXMtinbaVO3VFuW86ZCiEZlGxJCdEf1eg/Zec7FQBPgaydy27bVFPWZ7LEnh4v35KjNXUABsBKYL6U86+69LrjERs4K1xdChAMvoQyEK5x9H80tR1chxHGLe+hFIYTO8pyWlt9OS5tnt7T8lvKBx1GjAoQQEaiRXtlndbG5N0MIkWBPLtvvx522NBQO/YsatQMhhB+qV9fdolSzhRBvAuOABUAREIsaiiejeppYyusBHYG/pZT7rG1KKV8HXq+EOGGoUYktmZbn2KubaadujIPr1vN6WAwWFCuzxcCLUsqy7QGMB76SUua4El4IEQAsARZJKffbyOHue7KLlDJeCBEEDEMZrCojhLgT6IUaiVS2/svAAillshDCVRPOvo9oy/mVQDegAarzkQzMk1Ies5QVYy0TQjQEJgC2n7dt+9bzejb32rbl7Ptx2ZaGQhsR1H4igQCUS8hKEiUK9UmUe+RvIcQei0JASvk78B4wGzhrmaQMd/ehlh5d8YSspTgHKNtGOMrnXhZXdctet54XtyWECAa+Q/mEX7MjYwjKd7zIjfejQxmUQuDBCsjpFlLKAinlUuBpIcQFlmfaTmi3dNGEraw3otwpQ6WUqZayMTZt/ehG/e6o+Y233Xyss+8j33I+XUqZIaU8CnwIXO2qUSllOur7+dYykW39LZV9lqPP29n3U9G26iyaIaj9pFLS67fSEjgBIKU8LaWcIKWMBu4B3heWsFMp5Uwp5YWoCb72wBNgN+omp6zSl1Iek1KGWQ/Lc/cAF1iFEEKEoiYN7bkv9gBthBC2vbMLbOqWastyfkZKaXVfBQIrUL3Oexx8NsNQk7NrHFy3yilQo6emqLmBojJyuvue3CEA5cLD9vOz9JBdIoQYAswDrpNS/mMtl1IusWlrqKv6wEDUBPkxIcRplHtmuBBim4NHO/s+DqAMqO1WxhXZ1tgf5b4Ll1KeA07ZeZajz9vh91OJtuouvp6k0I7KHZSeLP4UWI4a8saihtl3W67dDDS3nHdB9d7aAL2BvijFFAr8hHKvVEWmxqih93BUBMc0nEcNbQTesNQdRumooSGoCI/OKLfC75REDQWgRgIrcB6B8wvwkhtyz7HIUi7qyNV7QkUtBQH3An9azgMs1/oBCSh3UDDwFKo3Gu1EFr2ljfUol0kQJRP/g1BusUvc/D4c1gdCgGY2xxvAV9bP3059h9+H5fonwCrLb7C55Td4l4O2bqIkmqoxarJ6m83111EBDhEo1+UpHEcNufp+3G6rLh8+F0A7KvnFlTYEEShjkIKK3njeRnlMR40OclCTaBMt5YNR0TE5qFHFEnuKsBJyXW5RAvmonngrm2tzgDk2r1tZ6uSjepWXl2nrUVTIYhawEAi0lF9qef95Fvmtx8U298YARlyE2KIMp0RN5tq2NcbN93S75X7b42MbOXeilH+6RSE5VeKW9su2N9By7Q/Le7KV80cnbbldHxdRQ86+D8u1cOBzy3u1/gaF5VpLy7NbWl5PAv4DclHG5XMg1qatQOAjy3POAI+WkaPsd+3s+3Halnaow/pFaWhoaGjUUbQ5Ag0NDY06jmYINDQ0NOo4miHQ0NDQqONohkBDQ0OjjqMZAg0NDY06Tq3bYqJhw0jZpk0rX4uhoaGhUavYunVrqpSysb1rtc4QNG/eig0bthAQ4GtJNDQ0NGoPQogkR9dqpWvIZPK1BBoaGhrnD7XSEJjNvpZAQ0ND4/yhVhoCbUSgoaGh4Tk0Q6ChoaFRx9EMgYaGhkYdx6uGQAgxRAhxQAhxSAjxtJ3rsUKI1UKIXUKINUKI5u60q80RaGhoVAUplR4xGqGoSB2FhVBQAAaDOqznhYUldUwmdZ/ZrNpwl4KCAv755x/XFX2E18JHLSkUZwNXoJKHbBZCrJRS7rWp9gbwiZRykRBiECqL0jhXbWsjAg0NDVukLFHSJpNS8NZz62H72lMIoQ4AnU4d1jI/v5LXt9xyI6tX/8yvv/5Fv379sc0Mar0PwN9f3VfdeHMdQR/gkJTyCIAQ4nPgBsDWEHSmJHH2H6hEIy4pKnJdR0NDwz1sFaXRqA5rmVWhglK2QkBAgDr0eggMxKNremwVt1UWa+/dthduVepSllz3BdbnW2VyxOHDRwDYtGkncXH9nbYZEKA+18BACAry7OfrCG8aghhUggoryaiMWLbsRGUreheVoaqeEKKRtKQjdITJBPn5EBzsSXE1NM4PzGbVWbIqdKvStCpS29cVdXGAajc/v+S1n58yCgEBqkfr71/SSxai5Jlln23txdvKcr66ff/446Dbda1uqBxLxmXr5xsYCCEh6tzT+Hpl8ePAe0KI21Fp/k4A5QZuQoiJwESAmBiV4zsnRzMEGucHVoVo7V3aKkarMrfF6nooq2Ctdas715S1Y2ZrHDQ8h+3nm5GhDIN1tKDXl7iTbN1NFcWbhuAE0MLmdXNLWTFSypOoEQFCiDBU4vCMsg1JKecCcwHi43tJgLw89ePX1cq4J426hNGoJh1te+lWl0tleuQatYeUlDN8/PG7XH/9rXTo0FWlhayKxkb9fvLy1GGL7ZyEn1+JcdDpXLuXvGkINgPthBCtUQZgFHCrbQUhRCSQLqU0A8+gcou6hZRqVBAe7kGJNTSqgJQqwsR6WJW/puh9w/z5b7Fp01ruv/8ZevTo5xMZVq/+jvfff42NG9eQlnYWo9FIYuJRrzzL2US4vwtN77X+tJTSCDwI/AzsA76QUu4RQrwkhLjeUm0gcEAIcRBoCkytyDMyMrSJY43qx2xWij43V/0GU1Lg5Ek4dgxOnYK0NMjOVnU0I+A7du3azG+/rSQp6bDPZGjTpgO33/4Qd9zxMMnJRzl58hgGg8Fn8jii1iWvj4/vJVeu3FL8OiAAoqI0F5GGZyg7gVk2gqWwUAtfrg0UFOSzd+8OUlJOEx/fm6got5YoeZX//vuXpk2jCQkJrfZn+/tDixZiq5Syl93r1S2QpykqUr2wpk1dD380zh+sC4Gsi31so06sk6m2Md5Q0jsvW1Y2ikajdpOcnMSQIV0ZNmwcL7002y2f/OHDBzCbTbRr19lrcrVu3c5rbVeV80J1FhWpoXlkpAqv0qjZ2MaF24YR2saEW8/L1rX2zmvZQFajGvnzz5/Izc0hOzvTLSNw7lwat956GSaTiS+/TKR163YYDAUEBgZVWZYtW9bTvHkrmjaNrvIksTc5LwwBKCVx9iyEhkL9+pWLtbVVSNbXttdsFVTZ3qOUyj1lnbm3PS/bM60qtgrUVi6rHGWVaFmlaY0ksJ7bk812oUzZe23rWOUp+2zr67Lx4r4Ib9SoW9x66z0kJFzBiRNJfPnlQiIjm3LZZVc7rH/uXBpdu17IuXOppKen8MQTtxMbG8ebby6qkhxZWRncfHMCwcEh7NmTw7p1v/L114tISLicESNur1Lbnua8MQRWcnPVYV2dZ7u4pWzvsmxP09sKyhr7XVb52ntdVhZHSl1DQ6M8LVu24eDBPTz55J1cdtnVTg1BmzbtWbDgO0wmEydPHmP79o0cPXqI/Pw8goMr72LIysqke/e+BAYGIYTg+PH/+PbbJej1es0QVBfW1Xk1ibK9dg0NDc9iMBgIDAwEIDa2LTfddBtdu/Z0614/Pz9atGjNvHkr6dv30ioZAYDmzWNZvnxj8esBAwYxY8ZCOnW6oErteoNaHzWkoaGhASClZNCg9jRv3pp33llCo0Z287SXYtWqL+jU6QLatu1QDRL6jvM+akhDQ0MDYN++ncUunYiIRi7rSyl5+um7yM3NYf36Y0RHt3B5T0Uwm83oaklce+2QUkNDQ8MF7dt3ZdOmk3z99YZiBZyVlcGxY0ew5/koKMjn4ouvpH//y0oZgXXrfuWxx8bz9defVEmeCRNuoF+/GDZuXFtctnr1KpYsmUNOTnaV2vY02ohAQ0PjvMDf358mTaJKlQ0Y0ILc3Bx27cqkXr3S+9EEB4fwwQdfl2vn2LHDfPPNJwQGBjF8+G2VlufEiaOcOXOS8PAGxWWvvfYEhw/vp3fvi2nfvkul2/Y0miHQ0NA4b4mJiSUvL5e8vJxyhsAR/fpdxowZC2nXrmqKetWq7Zw+nUyTJtHFZVdddRPp6SlVnoj2NNpksYaGxnnBDz98RWLirwwdOoKLL77CZf3c3Bz0+kACqiPzi49xNVmszRFoaNQxNmz4g2HD+nHkiPvJUmoDmzevY+nSufz77x636r/11v/o2DGIxYvf97JkNR/NEGho1DEmTryBHTs28fbbz/taFI9y/fWjefnl9+nff5Bb9XNyspBSloswMhgM/PLLCr777vNKy7J79zYeeOAW5s9/q1S50WgkJeUM6emplW7bG2iGwEOsWLGEhIRWtGmjIyGhFStWLPG1SBoadvn887W8//5XPPXU674WxaP06NGPsWPvo1On+OKyDz+cwZAh3Vi+/NNy9adNW8D+/QVcccWNpcoLCw3cc88wnnlmQqVlSUo6zA8/fMnWretLlX/88Uz69GnGe++9Uum2vYE2WewBVqxYwrPPTiQ/X6UMOnEiiWefnQjAjTeO8aVoGhrl6NKlB1269PC1GNVCRkYaBw7s5tSp43av6+1sShYWVo8rr7yR+vUjKr0WoEePfsya9TmRkU1LlUdGNqVhw0j8/WvWvIQ2WewBEhJaceJEUrnymJhYr2Uj0tCoKkajkYKCfMLC6vlaFI+wevUq/Pz86NdvIEFBKqH5iRPHyMw8R3R0Cxo0aOhjCX2HNllcDZw8eaxC5RoavqKoqIg5c6YxduwV9OjRsMa5KKrC00/fzR13XE1m5rnispiYlnTufEE5I3Ds2BGGDevHlCkPVbeYNRLNNeQBoqNb2h0RREe39IE0GhqOSUk5zbRpTxe/9mUaR09z8cVXkpp6xq2e/7FjR9ixY5PDnAMmk4msrAxCQkIrlZdg48a1nD6dTK9eCTRvHlvh+6sbr44IhBBDhBAHhBCHhBBP27neUgjxhxBiuxBilxDC8V6xNZjHH59aboGIXh/I449XKAWzhobXCQgI4K67HuWuux7lr7+O88EHX/laJI/x1luf8MknP5dS3KdOJfPmm/9jwYK3S9Xt3r0vX36ZyJNPvma3rYkTb6Rnz0j+/POXSsmyZMkHPPLI2HKTxQaDgeHDBzBkSLyDO32D10YEQgg/YDZwBZAMbBZCrJRS7rWp9hwqqf0HQojOwA9AK2/J5C2sE8JvvDG5eGRw9dUjHE4Ur1ixhDfemMzJk8eIjm7J449P1SaVNaqFxo2b8dxzb/pajGojIyOd9957hQ4dunLXXY8Ul4eF1aNXr4sc3hcR0Yjw8AYUFlYu0XyvXgkIIWjVqnR6Sr1ez+7d2ygsNFQ534En8dpksRCiPzBFSnmV5fUzAFLK12zqfAgckVJOs9R/U0o5wFm7NXGy2JbFi99nzpxpnDp13K6SLxthBGrPk1dfnasZA41qx2QyMXnyvRw48A9ffLGu1q6yLSoqwmgsIigouFRKyIyMdBYtmkV0dEtuvvkOt9uTUnotteT27ZsID69Pq1bt8PPz88ozyuLLyeIYwDZmK9lSZssUYKwQIhk1GphkryEhxEQhxBYhxJb09BRvyOoR3n77BaZOfYyTJ48hpSwOI7VdU/DGG5NLGQGA/Pw83nhjcnWLq1EHOXnyOElJhzEYCgCVjGXDht/ZsWMThw/v97F0lWfr1r/o3DmUW28tvZisQYOGPPzwC6WMgJSSJ564gy+++AiDwX6PvyJGYOPGtdx117W89557ruAePfrStm3HajMC7uDrqKHRwMdSyubA1cBiIUQ5maSUc6WUvaSUvRo2dJ1swlfMnPlS8T+YlbJKXosw0vAls2a9zMCBcXz11cfFZS+8MJNly/6kVas43wlWRQoK8tDrAwkNdR0Ku2vXFr766mOmTXvKI73+rKwMfv/9e7Zv31BcdubMSfLycu1uf10T8WbU0AnANtNDc0uZLXcBQwCklBuEEEFAJHDWi3JVO7ZKXosw0vAlYWHhxMTEEhVV8q85aNA1PpTIMwwcOJQDBwowGo3lrqWknGbnzs3ExXWiVas42rXrzPTpH2EwFNhdUAawadOfvPHGZLp378vkyW84fO7+/f/Qo0dfPvxwefF8gJSShIRYjEYj+/cXFKfOtLJ69So2b17HVVcNo0ePflV4157DmyOCzUA7IURrIYQeGAWsLFPnGDAYQAjRCQgCaq7vxwUxMfbDxGyVvL0Io+DgEC3CSKNamDz5DRITj54Xyt8e/v7l+7azZ7/KhAnX8+OPKkIqJCSUm2++g7Fj73PYTkFBPlu2JLJv306HdZKTj3LNNd25555hDBp0bXF+AYOhgIYNG9OgQcNyRgBg3bpf+PDD6ezYsamib89reG1EIKU0CiEeBH4G/ICPpJR7hBAvAVuklCuBx4B5QohHAAncLmvLWMoOjz8+1e5EsK2Sv/HGMRw8uIcVKz7l9OlkLWpIw+eYzWaWLp3LgQO7mTJlZq1Jr+guvXol8O+/e2jWrLnb93Tv3oelS9fQtGm0wzpHjhwkIiKSli3bljJAQUHBbNp00uF9gwZdS5MmUfTs6TQuplrRtpjwMK5CQ81mM23bqkkiIQRffLHOaRibhkZ10K9fDGfOnOT33w/SunU71zfUMObMmc769b9x992PcumlQxzWe+ml/6Nhw8aMGXOvW3mNXWEwGMjJyWLTprX8999BRo2aQKNGNW8eU0teX00kJycxaFB7goKC2bUrw2G9pKTD+PsHYDQWIaXk9Omy0yYaGt4hJeU0Q4deQIcOXVmyZHWpa3ff/RhCCOrVq+8j6arGvn07SEz8leHDxzusk5l5jsWLZ2M2mxk1qvI7i9oSGBhIYGBj5s6dwc6df9O376U10hC4QjMEHiI9PYWiokJMJjVZde+9w9m48Q+efno6o0bdXVyvdet2/PtvIT/88BWBgUH06XOJr0TWqGOcPXuKtLSzpKWVn4a7++5HfSCR53jooRe46abxdOzYzWGdnJxsXn99PmfPniIysonLNhcufJe0tBQefviFcusr/vzzF/r3v6y4/PrrR9Ov30AaNWrC+vWrmTbtKS69dCiPPfZyuXbz8/PYv38XZrOZCy+sGe4hzTXkIfLy8tiw4XcKCw0MHTqc3r2jSE09DahJZOs8gbaiWMNXmEwmUlPPkJeXWyvdP1Xh1VefYN68N3jmmRlMnPi4W/dceGFj0tNT+fvvUzRu3Ky4PCsrgwsuiCA2ti1//PFvuRDUr79exOOP386NN47l7bcXl2t3//5/GDo0nri4Tvz6695y172B5hqqJkJCQhg8+FpAzRNkZqYXXztxIoknn7wDEBQVFRaXaTkLNKoTPz8/h5OfUkp2797G/v27GDHidq+tqvUVbdp0oF69+hQU5Lt9zx13/B9msxm9vnTkz9mzp2jduj3160fY/ZwGD76O5cs3Ua9euN12GzduRnx8L1q3bl+xN+FFtBGBF3CUn8AeDRo0ZPv2NC9LVPvR9mfyLlJKevaMJCMjnfXrjxEd3cL1TTWIefPeJDAwiJEj77YbsllUVISfn59HI6KMRmNxtJDBYODEiSRMJiPt2nX22DM8hTYiqCbWrPmRt99+gU6dLqjQKuGMjHTXleo4WgY4z7B06Tz27t3O8OG30717n1LXhBBcddVN5OfnVnqjNV9hMpmYNu0pTCaTw0lgb+yhZBsyumVLImPHXk6fPpewbNlajz/L22iGwENs27aBXbs2c+JEksPVw/bwRAjb+Y6z/Zk0Q+A+a9f+yM8/L6dfv8vKGQKA11+f5wOpqk5RUSEPPfQ8qalnHa4UdhezGYRQR0pKKidO/Efjxk05e/YUqalniI/vRaNGTcotXIuKakHLlm1o1iyGlSuXkpR0mKFDhxMX18nhs6SUSClrxLoNzRB4iN69L+bSS4fQunV7LrigT7mFZfYIDg7h+effrSYJay/a/kyeYfz4SfTrdxnx8Xa9A7WWoKBgHnro+XLlZjMUFkJBgfpbVAQGg3ptNqvDaFR/AUwmsPWUf/HFuyxf/gojRkzhzJnDrFu3mOHDn+Xrr1+lfft+TJu2Hr1eh04HOl17Fi48TEAAPPPM9axf/x3R0d1o1KgTfn7KNePnV2JkJk0azu+/f8eCBT+RkDAIX0/JaIbAQ1x88RVcfPEVpcr+97/7ycnJslvfz89P23raTRyNsHQ6HStWLNE+Qzfp3/8y+ve/zGmdwsJCjhw5QMeO3TCbIT9fKUsoUZIhIVDFjneFkbK00i4qUq9NJlVmMJSUFRQoua11K0vTpm1p3bon9epFEhwczrp1i/n661cBtcldQYGOgoLy9/XoMZrGjbuh03XiwAH7bWdk+FFUVMTWrWkEBJQYiMBAqF8fwsOhXj2orl3Ba91kcdeuveSqVTV7stiWFSuW8MQTd2A0FhWXBQeH8MgjLxEUFExkZFOGDh3uQwlrPvZyOFgJDg7hppvGs2bND9pEciUoLFRKs7AQDAbJNdc0JisrjY8+OkNwsONY+8BACAtTSqtBg6oZhqIipdCtvXeDoeQ8P798T70sSUk7EUJHs2bt0OsrnlbSXXbu/Jk337yBhISxXHfdk0RFlY/6KSwsICAg0GXUVV5eJv7+gS7lDQtTn29ISNUMg6vJ4lpnCDp27CV/+qnmGYLNmxPZv38X8fG9ueCC3qWuTZo0iu+//wIpZfGagl27trBw4Ts0axbDhg3JPpK69nD99b3ZvXur3W19hRClyut6oh8plQLNy1M95KIiyMjIZd26FURGtqR9+4uLlW9ZXnzxUjIyThEV1Z6srBRuv30mcXF9XT4zIACCg5XCCgws6eHqdEoGa+/dZCrpvVtdN1VVQa+9NoRdu37msce+pVev66vWmBNMJiOFhfkEB9vf6nrevIn88cd82rXrz4svrrdbp6rUrw8NG6q/QRWweedd1JC1d+Brn1pZ3n77BTZs+J1evRL48st1NuVT+OOPHwBK9VazszMJDa1HdHTNT2zta3JycvjnH8fGv6xxqI0TydbftclUojStbg6DoUSpWg9//xLFajYrxWrbmy7L8eNHmTFjLNHRHXjzTccJaJ57bjV+fv68887NHD78NykpR90yBEVF6siy7wn1KpGRLYmKak90dAevtG82m8jJOUe9eo0cGgGArl0vZ8uWFfTufZNX5ADIzFQHKINbr54ajen1yjD4+anfh15fsdFDrTMEZjNkZysfWk0iOroFoaH1SiX3WLFiCbNmvVSsqE6ePFYc9jhu3P2MG3e/T2StTaxYsYRp056q8H01bSLZYICcnNJuD2tP2VHv3JP4++vp338UDRo0c1rPz0+phGHDnuPqqx8hOtpx1EtNYcKEuV5pNzPzLM8+25P0dLUfWJMmrXn33SMO6/fvfwv9+t2MyVTksI6Vo0d3sGLFq0RHd+CWW8pvQ+EOBoM6HCGEMgwBARAR4bytWucaatu2l1ywYAutWvlaEtc4WlgWExNLYuLR6heoluFsbsBKWbeQFV9+xiYT5Oaq3nFOjnLR2Oula9RsCgsLGD8+GICQkPpERbXnlVf+9kjb+/ev48UXL6F9+wFecyPZEhICN9xQBdeQJXXkBUA0kA/sllL6NINYaipERamhUU1GC3usGvbWD4CKuDKbzURHt2TgwKv55ptFTnNAeBuDQSn7rCw1bM9zHjWs4UGKigz4+QV4JRZfrw9i1qwk6tWLJDAwpHhDSU/QvHkXJk1aSmRkzXANOzQEQoi2wFPA5cC/qMxhQUB7IUQe8CGwSEpZxSCtimM0wr590KVL9YVXVQZnaSkPHtzDkCHdEELH4cOe+4GdTzgymGazmSoNisUAACAASURBVCNHSn52vXpdxJQpD5GZmU5ERCOef/5dr80PFBQo12R+vur15+aWhFfWZHJyzqHXB6HXB7tVPy0tmfXrPyM0NILBgz2zZbM3+PnnWXz55fMMG/Y/brzxGY+3HxlZkl3Q6jbzBGFhDRkwYJTH2qsqzszoK8CnQFsp5VVSyrFSyhFSynjgeqA+MK46hLRHQQHs3evcR1adDBjQkjZtdLz77ovFZc7SUkZENEJKidnsZedwLcZRHmdreaHF3xIYGFS8yV/37n2rZASkVL+p7GxIS4NTp+DIEfVb27oVduyAw4fh5EnV+68NRgDgo4/uY/z4EDZsWOZW/XPnTrJ06VOsXj3Hy5JVjfT0E04jeTTcw6GJk1KOdnLtLPCOq8aFEEOAd1GpKudLKV8vc/1twLrCJQRoIqVs4IbcgOqV/fMPtG/v+8nj/Pw8y3Jxv+Iyq0Kyt1ma2Wzm998P1sokFtWFo9SfF110OW3b+hMe3oCff05l1aqfiq+3bDmQnTtLoiesf4VQgQbWqBtQSt+6UMm68rTI9TxfrcRsNuHnF0C9eu793po0ac011zxGs2Y1e7vq2257mxEjpgDeCSNcvXou8+ffg59fAE8//SNduw72WNtbtqwkNfUoCQnjCAtzMZvrZdwa6wghBgCtbOtLKT9xcY8fMBu4AkgGNgshVkopizfgllI+YlN/EtCjIsKD+ifeuxdiY9W8ga9Yu/YQaWkpREY2LVV+441j7PZQdTpdndsT3l2sS/+HDBmDwQDvvjuZ06eP0aRJS+66ayrBwZF88cUCsrMzOXIE2ra9nC5djtC69YUMGfIE+e7vNFxn+L//+xKz2YxKDe6a8PDGjB37hneF8hAhId7LqvbvvxsAMJmKMBg8O/nz1VfPk5S0kw4dEmq+IRBCLAbaAjsAqx9DAk4NAdAHOCSlPGJp53PgBsBRJobRwAtuyGyXpCQVodG6tYqxrm7CwxsQHu72YKbOYI2HNxpLQietPW/bhUbWMMqy2wLExo7hrbdKG9LCwgKee2417dqp7E4DBoxkwICR1fWWai01YXOz2sbAgXfSuHFrGjSIol27/h5tu0+fEbRvf5FXDZm7uKMyewGdZcXjTGOA4zavkwG7K1OEELFAa+D3Cj6jFGlpyhhERUFkpHsGwTaWu6jI/kpHIUov3rFd9AMlLgZ/fzV5bV3ModerMlsXhbU9nQ5uuaU/p04dZ86c5eVWI5fF6sKwLsW3VaTWQ8rSG2nZKmHb92SVx3b1p+1zQN1vu3DPtq713FrfdgsA62ZeVlm8gV4fxLlzp3jssY6kph4jMrIlI0a8SLNmcWRlpdK79w3eeXAdIyUlifT0ZFq06FojlJU93ntvDCaTkQkT5npFxo4dL6Zjx4s93i7ATTc955V2K4M7hmA30Aw45UU5RgFfSSntzpwKISYCE6H0LL49DAY4elQdoaFq2btVaVlXYBYWlihJTy2jeOKJbhQW5vP00z8SFeWey2fPnp0UFubzyy8HKCxUhsBWydoqUk8uOLIq69rAr79+wEcf3U9ERAzvv6+24khMXMK8eRMpLFRD9dTUJObNuxuTyYgQOj77TJuAtyUlJYm33x5OixZdue++j92+74MPxrNv31omT15N166DvCdgFdiyZQUGQx4TJ873tSi1Gmfho9+hXED1gL1CiL+B4hgdKaWrTT1OALZpjppbyuwxCnjAUUNSyrnAXFALylw8txhreF91cOLEHqSUGI3uhzFde+2T5OVl0r59f6+vLK2tpKWpQaXZXBKes2zZ5GIjYMUa4x0YWDpKSwMyM0/z339bK5x+Mjb2AoxGg0fDJj3NQw99QX5+FoGBoV5p/+TJA0yffg2xsRfwyCNfe7Rto7GQzMyzCKGjYUP7KUSrC2ffcFVnijYD7YQQrVEGYBRwa9lKQoiOQASwoYrP8ynXXvsE2dlpNGrkfMRiy803T/GeQLWQxMQlLFs2udjdM3LkVEaMeInBg++hoCCnuF5qqqMFeYKFC7OrR9haRPPmXXn55U0Vvm/8+JqfK6Nnz2u82v7Zs/9x5sxhzpw57PG2N29ezsyZo4iPv4pnnvnJ9Q1exFn4aJXyrUkpjUKIB4GfUeGjH0kp9wghXgK2SClXWqqOAj6vxBxEjeLWW6f5WoRajX13j9qXKSGh9GRxZGRLUlPLL9Rz5TasqwQFhRIXVz4jmYZrLrjgKsaNe5t27fp5vO2OHS8hOLgewcG+3zjN5V5DQoibgGlAE1SwrgCklNIn0rdt20tOnVrztqGuDImJS9i/fx09elzNhRd6b/vc2sCkSa3sKnedzo/77ltUyhiUNRoAen0IEybMLWc0NKqOlLLCbqXqICsrlb///pqGDZt7fWTgLUwmY7W43lztNeROPNl04HopZX0pZbiUsp6vjEBNJScng/nz7+OLL/5XoftWrZrB6tUfsmbNQi9JVntw5O4xm03Mnj2OuXPvLi5LSBjDhAlziYyMRQhBZGQsEybM5fvv32LMGH8+//zZ6hK7VrB163csXz6Vo0d3VOi+ffv+5J57mjJ9+rVekqxqnD17mAUL7uWbb150XbmGUlPmX9wxBGeklPu8Lkkt5uzZQ6xePYcVK16t0H3t2g2gceNWxMZ295JktQfnbh3Jxo1flipJSBjDwIF30qpVT1JTk5g7924KC/Mwm02cPfufd4WtZWze/A1ffPEcR45UbCSt14eQlXWWc+dOekmyqhEaGsGgQRPo2bN2j6allGRknPapDM6ihqzZFbYIIZYBKygdNfSNl2WrNQQEBNO4casKRy506HARO3b8wNdfv8jatQsZOXJqnXVtjBw5tZy7x5b8/PKTwN9//xb5+SpLh9ls4oEHFlNUZKBFi25elbW2ceGFN1C/fjNat76wQvfFxsYze/YJwsNr5jYoUVHtvZaLoLrIy8viiSe6kJeXwfz553w2QnD21OtszvOAK21eS0AzBBZatOjCzJkV64VWZHK0LpCQMIaVK6dz/Pguu9ftjRi6dRvMmTNHuOqqB2nbti/Hju20RB0lodP5YTabiIyMrdMGFqB37xvp3fvGCt/n76/3eVjj+U5ISDh6fRCFhYGkpibRtGlbn8jhzBD8CvwspUyrLmFqG/bCHd1VOPZi4QsL81i2bHKdVVqZmWp4rNP5l1o3oNeHMHJk+fwCtnHdZQ2rdVfXum5gz2fy8jIxGPIIDY3watJ6b/P8839Sv35Tn24B4uzJLYAvhRDrhBBThBB9RU0MHfARVsWjIl0kqalJzJ49lgkTIklMXOLyfkeTo2lpdTdpzRNPrOKmm17gllteITRUbcKl0/nRtevlLpW4PcNqxWpg6yr79yeSnLzXsulcxdix4yemT7+WX36Z7QXJqsYvv8zm/vuj+eabl3wtSpWIiIjy+T5QztYRTAOmCSHqoZLT3AnMEULsA35CjRbOVI+YNQ9HiicnJ82tHqijWPiKLEg734iL601cnNpqY/fu39i9+zfMZhPbtq20W99oNDJz5i1s27bKZZ7Yumpgi4oMvPjixeh0fixeXPF8mdnZqWzf/j3+/nquvNLh4n+f4OcXQHh4E8LCGvlalFqPSzMkpcyWUi6XUt4jpeyBSljTGNe7j57XOF7d6l4PdOTIqej1pbdDcOQCqYtceunttGnTC3//QKKjO9qt8/33b7J583K3koXXVQNrMOTRoUMCcXF9K9Xr7Np1MA899Dljx77pBemqxnXXPcGHH57h2msf87UoVeLPPz9h6tTL+fNP36lUd/MRxACxNvU3Sylr3i+jmkhMXIJOp3OaXcxVD9Q6Wli2bDJpacdo1KhicwznE4mJS1i48AHy8jIJDW3I7bfPJCFhjNPPIjFxidsugbpsYMPCIpgyZV2l74+IiKJ/f22Lb2+SmprE7t2riYvz/Opld3EnH8E0YCQqj4BtPoI/vShXjcU6N+AqxaQ7PVBXyq4uUHaSNzc3vdi1BjicjHfkmrNGC1lR971a5z9njZrLgAGjiYvrR7NmcT6TwZ0RwY1AByllDckO7FucTUpaqUgP9IEHmpOdncZrr20jJqaTJ0SsVTiKnlq06GEKCrIxGpVfu2z0jyPXnJRmli6VjB6tAyRPPvkDLVp08ep7ON9JTt7Lxo1fEhXVjosuKrdvpM+YM+cOkpP3cNddc2jduqevxak0zZrF+dQIgHsri48AAd4WpLbgbG7AdrsDd3ugWVkpFBUVcPLkQU+JWKtw9Hnm5KQVGwErtnMvjlYiW0diEybM5bnnVrudG+J85ZdfZnP33Q356qsplW4jOXkPX389heXLp1Yq8shbHD++m8OHNxdvQa5ReZytLJ6FcgHlATuEEKspvbL4Ie+LV/NwvPNlLLNmHa1we3fdNQd/fz2dOl3qAelqH44+T0dY517srUS2HYkNGnS33fvrGpmZZ8nNPUdVNvft1esGBgwYzbBhz/k8zNGWSZOWkp2dSvPmnX0tSpVISTnK1q0riYiIoW/f4T6RwZlryLoxyVbAfvxeHcSVAqooAwfe4SnRaiWOPk+9PpicnPJrGa09/to82b5q1ZssW/Ys8fFXce+9C6lXz3vhj8OHP89VVz2ITlf5rQv8/fVMmvSZB6XyDDXBpeIJTp48wKJFDxMff2WNNASZwF9SyrPVJUxtICFhDAZDPvPnTwDQtjCoItbPbfbssQBERMQU53ZwZXCdTbZv2vQ1K1dOIzq6Iw88ULMinfftW4PRWMi2bd+RlLTT62kgPblXkJSSlJSjNGnS2mNt1nWaNGnNlVc+SPPmvpvLcmYIxgKzhRB5wF/AepRh2F0tktVgLrvsTnr3vpHs7JQqT/D+/vt8EhM/pWvXy2tUMuvqZMCA0Sxa9DBGo4GZM4/g768vvlbZHv+xYzs5cmQzZ88e8ZbYlWbChHm8884IgoPrExrawGvPycg4wyuvDGLUqFfp1euGKrcnpeSZZ3qSlLSD9947TqNGzT0gZeUwm818/vkzhITU58Yba/e241FR7bnjjlk+lcHZyuIRAEKIVsAAy3GPEKIlah3B1dUhYE1Ep9MRHh5JeHhkldvauvU79u1bS15eZp01BDqdjnnzUsuVVyW8tkePazh4cAPt219UVfE8ToMGzZgyJdHrz1mz5iNOnNjL6tUf0q5df+rXb1Kl9oQQNG4cS1racU6dOuhTQ1BQkMN3300nKCis1huCmoBLx6GU8qgQIggIthzWc5cIIYYA76JSVc6XUr5up84twBTUxPROKWXNiU+rBnr1up68vHPEx1/la1HOK06fPsTp0/+ye/dq/vzz4zrnvjtz5jCDBk0gJCSc06cPUa9e1TstABMmzCcsLAKdzs8j7VUWnc6PkSMrlv+jpmI2m0hLO47RWEhUVHufyOAwVaUQ4lmgP2o7iQPARsuxS0rpfDWVut8POAhcASSjktmPllLutanTDvgCGCSlPCeEaOJqTqImpKrctm0VCxbcT0xMR5599hefynI+YDabPRqNUpNTWa5Zs5ATJ/aRkDCWpk3bkJZ23CvrR+67L4qMjNPMnp1Mw4YxHm9fw3Pk5KQzYUIjQkMjmD8/3SvPqEqqytuAaNQGc0uAz6SU290xAhb6AIeklEeklIXA50BZR+UEYLaU8hxAbZmYPn58N+npxyuc8UnDPmvXLmT0aMGECZ6JnnG2xbev2bBhGatWzeDo0e3ccUc9nnmmp8dj86WUhIUpxRIeXjV3kIb30etDiIyMdZGlz7s4myPoKIRoiJobGAg8LYQIA3aiJo1dJdqNAY7bvE4G+pap0x5ACLEe5T6aIqX8qULvwAd07341586dpEGDqCq3VVhYwNatK8nOTuXKK++vUo6D2kp2tgoTrUqsuy01eYvvgQPvpFu3y+nefSiRkbEEBoaSm3vOoyGkQghmzPBeTMeSJU+wfv1n3HHH7EolvPEE2dlpnDp1gPr1m9G0aRufyOAp9PqgSq1B8iRO5wiklOnAKiHET8CFwCXAPagtqT2Rcd0faIcyNM2BP4UQ3aSUGbaVhBATgYngKrdt9RAbG8/tt8/0SFs5OenMnKk29QoJqV8ns5Zde+3jDBo0kYKCLI+0V5O3+O7f/5bi85kz/6M2pvgwGPI4d+6kTw3r/v1/8tZbN9Gr1w089tgKn8lxvuBsZfH1qNHARUAXYA8qhPQxVDipK06gkttYaW4psyUZ2CSlLAL+E0IcRBmGzbaVpJRzgbmg5gjceHatoUGDZgQEBBMQoOfzz5+pk1nLdDodYWENCAvzTCilpxf9eYvaaAQAbrzxWa677kkiIqo+Iq4sgYFhtGvXj5gY91YV5+TAmTNw+jSkpkJhIeTnQ0YGFBSAEJCXB9nZ4O8Pfn6qXKeDsDBVBuo8NBTMZlUnIgKCgtR5gwZQv766JzgYGjdW12oDzkYEt6MU/5PAVoufvyJsBtoJIVqjDMAooGxE0ApgNLBQCBGJchXVvMDvMvz11zL27VtLfPxV9O5dtfhsnU7HJ5/kkZi4pHhRVVlqgkvDU1SH66umrjo2GPLYtesXGjRoRrt23ttyeP36pXzzzYskJIxj2DDPz4vUhMnn+PgriI+/ovi1lJCZWaLsz55Vf62vc3N9I6efH+j1ykDUq6deC1H+OHp0CwZDLj169KR//3p066YmeKsLZ3MENwEIIYaWNQJCiHullHOcNSylNAohHgR+Rvn/P5JS7hFCvARskVKutFy7Ughh3eL6idqQI/nXX2ezf/86TpzYV2VDkJi4hEWLHra7nYIVX7s0PKW8y0bzWF1f69YtJjl5DwMGjGbMmOkekdm6BsFoNJKTk0qDBs080m5VSE09xltvDSMqqj1vvXWA3btXs3Dhg7RvP4B77lngseekpBzl5MkD5OVlVup+g0Ep0mPH4OBByMoCk0kdOh20aQOdO0PbtiU9ZU9jNislfvy46pkXFpY+MjLg3Dl1npur6hYUOG4vMBCaNYOmTaFJE/U6KKikRy+l6sWHhalnm0yqjtmsRhMmS4hMdrYaOfj5qWdbZTAalUxZWeqe3Fw18igqUiOP/HxlkByjgnk2bVKHn5/6jHv2hB49lMzeHEC68zX+TwhhkFL+DiCEeBK4DHBqCACklD8AP5Qpe97mXAKPWo5aQ6tWF5KaeqzKvTp7YY5l8bVLw5HyBsfzFo4Mh6Nonr17/8BoLCQpaadHZf/pp1ksWvQQISENWLDgnEfbrgx+fv707HldsUtFp/Pj5Mn9Hovxt3LVVQ/Sq9cNBAfXc1jH6iqx7UFbX59z8VFtsQTL6XQGuncPZMAA6NJFuUbcQUplbPLzlbJMSVEKNjUVkpLU6/R0pWArQmioUvZNmpQofevf+vW9q0jtIaUyIAaDMhLZ2cpIQOm/UkJa2gmkFGRnN2HHDn8OHoR//lHHokXKQHXsCJdeCt27e94AO1xHUFxBuWxWAU8AQ4COqPUAFU+A6gFqwjoCTzFpUiuXO28+8MCnPnVpOJLR0W6rzmL4Z88eh1o3WBbBkCGT6Nx5UJVHWLZs3PgV7757M0FBYSxcmO2xdj1FQUEuKSn/ERERTVhYQ4+1W1QEJ07AqVPKXZKWBidPKuVvMCiF68xV4uenlGlUFLRrp879/NRhMMCePYX88cchoLR/vkEDaNVKKd+AAFVfp1O95HPn1L1ZWcrYGNzIbtKwIcTGKgWv15ccAQGwbdt8Tp9ew/XXT6Jbt740baqU5flCVhbs2AHbtsGePeq7sxIaCvHxaqQQH6+MnCtcrSNwaQgAhBBNgN9QO5HeKT0V51cJKmoIanI4pjV5iiPCwxvz4Ye+XVrhSEYhBJ99Vj7+3ZnhADy6hbcrjMZCjMZCgoJqj4awuhvOnVO94vR0pQSCgpQCCAlRf4ODS9wOBQVK2R87po5Tp0p6nI4o6yqx7T03aqQUuDN+/PFd/P1jMZmuZ/NmHf/9p2Rxl8BAdTRqpCZVw8OVIYmNVQYoIsK5j3zKlIs5cCCR//1vDZ07n99buEupjPemTbBmjTLytgQHK6PZqJE6IiNLzq1HgwbODYGzqKFsSmsAPdAGGCGEkFLK8Cq/Qy9TGbeGO5w58x8BAYGEhzfBvwpjNGd78ev1IYwb93al2/YUFQ3FdBbDf//9i/nwwztLJZzxpuvL319fagM7X2IyQXJyIenp/qSn60hNVcrb+jcjQylvo0dyrJgJDU2nXbtwIiP1RERATIzqOer1SmlU1VUydOjDxedDhijZU1Lg6FH11zqnYDKpSdKGDZXCCglRBic0tGrv8Pnn15CRccajIylfsmHDMv79d6MlbWWfUteEUMby2mvVcfo0bN+ujoMHlQE+caK8gbAl3IW2djZZ7NjBWEtwtsK0Kobg2Wd7kJeXydixb3LNNZWf3rAX5ggQFtaI8ePfrREjl5Ejp/LBB+NL5QF2prydGQ7rFt4ff/wARmMhOp0fEybMJTl5DwsW3M/QoQ8THd3Ba++lOjGblb97zx7Yuxf274f8fNdGSadTveGGDdUREaEUqcGg3Dl5eepvfr5ykQQHqyM8HJo3h5Yt4ZVXosnNPcMDD6QTFlY9hlCnU6OJpk2r5XHodH40bBhdPQ+rBnbu/Jm1axfSokXXcoagLM2awdCh6pBS/R7S0kof1g5Gerr6m+ViiY6zEUErKeVRJ9cFECOlTHb+CN/hrRWm1g23wsKqthq0poY52pKQMAYpJe+/Pw6Ahg2bM3r06w5ldBXDP3jw3QQE6Pngg/E0btyKhIQxjB8fQmFhPu3a9fO4IXjqqQtISTnKY499S5cuAz3adlmsPbW9e2HfvvJ++JCQdPLyttK2bTO6d+9GZCT88MP/cfz4Dzz55AK6dr242K9eWaSUjB37MpmZp726xfWpUwc5enQ70dGdiI2N99pz6gr9+t1CixZdadvWuREoixBqbiQsTLnV7GE2Kzfi7bc7bseZX2OGEEIHfIuaG0hB7Twah4oaGgy8gFoUViPx1grTefM8F+Fqb6vlGTNuYN++P7jyygcZNcr3OyxefPFYPvhgPFKaeeSRr4iLK7tTSAnuGLcBA25lwIBbi91qbdr0IjX1GNHRnt987ezZIxQU5JCcvNujhkBKFWlz8CD8+6/q8R8/XrpO48YqBLBLF/W3UaOGmEyXIaW5OOojODiBnJzOxMa2IcAmM3heXhbffvsqCQnjaNGiYglL4uOvoHHjVlV7gy5Yt24xy5e/wvDhL1S7ITh58gCfffYkcXF9z5stqLt3H0L37kO80rZ1lOkMZ66hm4UQnYExqC0lolD5i/ehQkKnSimdRO76ntqywrQsKSn/kZ+fzalTB3wtSjFvvLGXyMhY9HrXSyU3bPicjh0vIT09mQMHEpk9exzLlk1m5Mip7NjxI6mpSbRvP4ANG5aVmsSPi+vtcblHj55GUVEBF154fZXakVL5vrdtUyF9hw6VH24HB6tIjm7dlPJvbCcxmJ9f6X+5vn1H2H3eqlUzWLlyGj/++C6ffOJ6FjYpaSfZ2WksX/4ySUk7eOON/TRo4D0/TevWF9Knz3Ciozt67RmOOH36EFu3rqSoyHDeGAJf41bUUE2iMlFDH388idzcc4SENOCOO96rUa4Xe+zY8SOnTx+iU6dLfT7sTkraxTPPdCc0tKHd5DFlMRqNjBsXYPeaXh+ClJKionz8/AIwmYpKXasJ20QbjSU+1pQUNQGXlKQmQbPLRKCGh6vwyrg4aN9enQfYf+sV5tChv1m8+BE6dryY0aPLpfEox3vvjWX9+iUAtGwZz6hRr9Gjx/mZOyoj4wwHD64nODicbt0u97U4HuHcuVOcPLmf+vWb0ry5e9tmVARX4aNeWhfofc6ehV271D+fI98YKFfFmjUfsWfP78TEdLKraCoSYmo2m7nzznD8/AL48MOUKkUNOaJ796Eeb7OyHDq0sVh5u0NhYR7du1/NP//8gslkLHctKKgeUgZiNBrKXavoJH5WlvLJHzig/POZmWoy1d9f/fBtj4AApeQDA5U/VUr12mhU4ZlWxX/unLpmj9BQ6NpV9fo7dqz4as85c+4kNzed8eNnFm+emJ2dxqFDmwgMDKFz54HFdePi+vDii+vdbrtx41hiYjozatSrrFnzUbmRx/lEgwZN6dPnJl+L4VG2bPmWjz66j8GD7+Huu12u1fU4tfLXMmsWbNhQ8g8bHw933aX+McvyyCPtSU8/QcuW8fTrd0u56xUNMc3JScdgULOA3jACNY1LL72Ttm378Pnnz3LffdH06HENEyfOK1WnxJAmodP5lYowKovBkONQ0TqbxC8sVD31o0eVP/7AARUz7+kBrRAlsdiRkSpCo1Ur1dmIjKxayOU///xKenoyt932TnHZf/9tY/r0a+jceWApQ1BRRo6cWuzy9ER+YncoKjKQk5Pu083nzhciI1vSqdOlNGsW55Pn1zpNVlAAf/2lVi127aqUwq5d8Oyz8OCDavm1lby8bE6f/heAyZNXl8sxnJi4pFxoJDjvnQYFhTFx4nwKCnLKXfMUO3b8yM8/v0dMTGfGjp3htee4g7+/P61adUevDyIj4xSHDm0qdb2sIXVmBKBkot7eJH5QUEsWLlS9+vz8klBJ66Kqsvj5KV989+4qTt4aq24yqXvz8uDbbz9g164NhIZGMW7cNAoKVJs6nRo5+PuX7BQZGana8JZ9nzTpM7KyUqhfv2TfoyZNWtOt2xW0aVN6xD5//r2cO3eSESNepEWLrvj7e8jn5CHMZjPjx4cgpZnFiwurVb4NG77AaDRwwQVDPZI3vCbQo8fVPnXlufzJCyG+ARYAP0opPZtKqRJY9x9JSIB771V+2zlz1CTe9Olw003q0OnUzp433fQ/Tp48aNcIzJs30aHictQ71euDuOyyu4r3SzGZlHtBSuVy8PNAKte9e9ewY8cPHD26rcKGwGhULpLMTLVIKTNTKVXrLoc6XeldD9XnVFJuDV0sKFBtBQSoo3nzF5DyH7e0KQAAIABJREFUalq37sr+/SXlS5aUX6vhCCGCycx8lqKiEFRaC9v7QsjPn8ovDjJ/+vkpJR0VBR06KNdMXJxaIOWMzMxGZGTspH37MC718QLUjh0vLlfWrFlccbrT5OS9ZGScomvXwezd+wenTh1k27bveP75tXTqdInDdjMyzhASUt+tiXxPodPpqF+/KVKayc/P8mhiHVcsX/4Kx4//w6uvbj1vDIGvcafv8z5wBzBTCPElsFBK6bNwFuseJdZ5gXr14LHH4Ntv4csv4euvYedOiItbwubN1hDGFixcOIlGjVpw/fVPYjTCZ585V2D+/i2ZPr30Hiu5uapnmpOjzssu49fpSpbMW4/wcKWsgoKUf1qvL9n50N9f3WONHbeet2kzkNjYRFq3ji/elCorq0Sxl1X0tuX2es4VZwkwGUhCbRxrAmKBqWzZUnajPXfWZAigJVJOpahIjbICAwVG42RMpmPo9S3p2HEqHTqMISSkZAWq9YiIUJ9jZeLr+/e/pVQymJqKlJLnn+9Hfn42s2cn88ADnzJlSgJGYyHZ2c4n6T/++EG2bFnBww9/Wa0Zw95//4RPcir06TOc5s27FG9bolF1XBoCKeVvwG9CiPqo3AG/CSGOA/OATy1JZaoN64jAdoJYp4Nhw9S2uO+9B4cOLeHQoYlYe5xpacf45Zf5wIt8/70kO1sgpTMFFkJR0VS2b3cuS0BASRILUEo4JUUdVWMoMJSkJLW3SEUQQm0fYD0aNCjZs8VqVKQsOTebS5+fPbuEI0cmYjZbjaR1xJSEEBOJiYHQ0DEUFanv4tSplphMjjfO0+kaotc/QO/elxMYmM5ff/UlJiaMl15azfbtEcydezdBQXqeecY70UI1Za+prKxUEhMXExkZW26iU0pJXl4mMTGdOXRoEykpR+nQ4SLmzUtHrw9G58ICZmenYTabadq0rTffQjl8lVhnxIgXfPJcb5KUtJMpUxKIju7I1KmbXd/gYdzyhgohGgFjgXHAdlSXMQEYj0ozWW1YDUFLO2vC4uNh5kx48MHJ5OaW7e0XAO+TlfWkxS3SEinLKzAh/Ljuurl06jQGk6lk/xdrtMmGDXP46afnCQ31Y/78U+VkS0srMQZnz6qRg8GgrhUUlJwbDKpd6zOsf+2dC6FGPlbFbvvXVuFbk19UZWXqpEmTbYxAaaTM4+zZCSxaVKJIExPtb5MB1pDQmSQkjClWyHl5xzh3riWJiUuIjIwlI0N9hqNHCyIjYz2qqL2111RlOHv2MIsXP2qJvy9tCF5++TL27VvLE098R/fuVxcr/qCgkg15TCYjRUWGUmVW/ve/3ykqMuDnV7PmETTcx99fT0FBDvn5nknXWuHnu6oghFgOdAAWA9dJKa3ab5kQotr3g5ZS+YodbTkbFAS5uY56+8eYPVspzA0b7C82u/TS8fz112RWrhxntweZm9uSI0fa0axZu3Kt6/XKhx1VxSAKo7GQ3btXU1CQS79+I5Cy+vZSd7Qth5XCwnyyslKLfbPWz2bOnDswmYoQQoeU5lJK3ZFCvuSS28o827OK2lt7TVWGsLBGDBnyEBER5ffHadiwOR07XoK/vx6dTkdKylE2bFhG8+Zd6dnzGgCWLn2aP/9cxMsvb7KbrD0gINDr76EsP/00i8TExQwd+n9cdFHZ5IPeIS8vi+zsFBo0iCIwsBpTeHmZqKj2LFiQ6bP35M6IYKaU8g97FxwtTvA2ztYNgOOtJSIjW9LQsllh2a0QQkMbkp+fw2+/zcG6yM6eYqqO2f1z504xbZp6Rr9+sloTajjbERXAzy+AoqLSC8oTEsbw4Yd3AvDII1/Ru/ewUtc///xZuwr5999Lh6Fayz2lqL2111RlaNYsjvHj37V77cILr+Pnn9+jffsBABw9uoOlS5+mdeue/PbbB/j76+nbdwQbN37BwoUP8PTTP1an6A7JzDzN4cObOXPmcLU9c+fOn5g5cyR9+gznkUe+qrbnehudzo+QEN9t6OyOEyFCCHFTmWOwJUeBT3BlCEaOnIpeX9qy6vUh3HLLKxQWliixhIQxzJp1lM8+M3Pbbe9gMhkou9Laqpiqk4iIKPz8AtDrQzC72ljew4wcOdXJYiSByVTElCkJJCYuKXXlttve4ZprHqVdu/6lyo1Go0PFW9GIrYpiXbRVFiF05eT3Jf37j2TKlHXk5mYwY8Z1fPrpY1xzzWMMGDCa7du/559/fqVLl8E0adKG4cNL+8d/+mkWzz57IWvXLqp2uQcOvIuXXtrA4MH3VONTJZGRsdpEsYdxZ0RwF9AfsI4KBqI2oWsthHhJSrnY0Y1CiCHAu6jQk/lSytfLXL8dmIFKbg/wnpRyviuB7M0P2GJv47PQ0Ea8//44/vhjPs8/vwaAI0e28P33b9GyZTyXXXa3w/ZsFdORI1tISUmiZct4oqLKu4c8gb+/nk8/9UkCOBISxpCSksS3376KwZBrs0BMYE1PYW+kdMUV99ltb+PGZQ6f5WjxmadyNDva5ttsNlX7XEFGxhkKC/OoX7+pw+F/YGAo27atIjAwlDFjVNhws2btCA4Op379JsW/W1uOHdvJf/9tK17kWJ00bdrGrpvKm/TvP5L+/UdW6zOri/ffv438/Gz+7/++rPaV4e6MCAKATlLK4VLK4aj8dBLoCzzl6CYhhB8wGxUC0xkYbdnErizLpJTdLYdLIwCuRwSgNve6++45fPJJAbNmHS1OULJv31omTWpFYuISduz4ib/+WsqqVTMID4902MuwKqbExCW88EIC77wzgqeeiq9RvUpPMmzYs3z8cQ5Ll0qWLDFaPpfKjZQc1xEMHjzR7sjNU5sCJiSMYcKEucXbhttS3SO9779/g4cfbsPPP89yWCcsLILHHltRvLWEEII2bXrz2mtXMWPGdeVGqwC33jqDl17aQK9e1Rc2quEd/v77G/6/vTOPj6LIHvj3TW4SIBDOhCNcgqCACooLggcqiwf4ExcEFAREQRFBRIH1FlddvC9ERFFB8ERYFBEPlriKgHLIJbdcImA4kpCQo35/1HQySWaSSTI9R1Lfz6c/6emu7n6pma5X9erVe6tXL+D06TKkevMR3iiCRkqpQy6f/wQaK6X+AkpyHT0f2K6U2unMbzwPqPDa97Awvey/NGbOvI0nn/w7n332JCkpc9i7tyAxutWjPXHiEImJbWjdWi/00bb/wgZ5q2GyJjytGDnZ2Zm88cbISqUMUlLmMGZMMjfe6MhXluDZ1n7kyB5SUuZw8OA2pk3ry9y5xfsFniefFcOGvcqtt86gTp2miGivIV8HnuvWbZBH85o/5wqiouKoU6dpoVXF7ujUqQ/h4ZEcOrSDnJzT7Ny5GlCEhYUjIqxfv5TZs+/OX+EdF1eLVq26BCRJy8mTR/nssydZvPhZvz+7MjJq1NuMH/9JQCb+vRl/fCci/wE+dH6+3nksFjhWwnVJgGuE9n3oUURRrheR7sBvwDil1N6iBURkJDAStN23NPfIlJQ5+SEgvvrqNXJzs4tp2dOnM1izZlF+rtyUlDl8882bFO359ugxhG7dBjFmTLJfPVBGj07i2LE/uPPOufztb/YPhUtytSxpAvmNN0Zy0UWDWbPmMzZsiGHgwKcKnfc8ca9HX+7yMfgau/JSeINSChGhX7+HvPZ/f/314Wzb9gMPPbSCTp2uZfr0P0lPTwXgl18+Z8mSF6hRo26JeSH8QWZmGvPmTaJ27UYVytRXFqZO7cnJk0cZN+4jv6+bsBtPIcn9gTcjgjuAt4COzu0d4A6lVLpS6pIKPn8RkKyUag98Bbid8VJKzVBKdVJKdapRw02QdxeKho44fvwP0tLcJ5Jx7RHOnz+F3NzidvnVqxcC/vdAycxMR6k8UlNLSETqQ2bPHutR0bmbfHcts3r1Apo27UCbNsXDIHiauPdnTohAybBlywoefPBCtm71Poronj3r2LbtB4D8YG5xcbXybfGdO1/HP/7xOB07/p39+7cwc+btARuV1qxZj6uvvperrrrHb8/8/ff17Nmz1uPv0VA+ShwROO38y5wN/sdlvPd+oLHL50YUTAoDoJRybaFnAk+X8RnFcOc77on4+Ibs3r2WBg1aemzoU1MPAP7vVU6e/CXgoFEj32ftKkpKypwSlaXVY3/llcFuy5w4cZjp0w+5PRcM6TgDJcOiRU+zfftKNmxYRuvWXb26ZteunwHo2nWQ2x5v27Y9aNtWB01aseI9vv76ddLSjgZktXRkZAyDBlX4lS0T//rXWo4dO0jNmgFzWrSNQ4d28Ouv31C3bjLt21/u12eXqAiUUrkikiciNZVSx8t471VAKxFphlYAA4BCq05EpKHLArVr0dnPKkRpC6IsdI/CwaRJ53DBBf1KXHsAulc5Y8aIQj70dvYq/TnsL2nS1FJ03boNyg817amMJ/xh/ikNVxny8vJKDdvgC8aMeZ8lS16iV68xXl/TosX5XHPNxPw1BSXRsuX5DBnyAnXrNquImCFF7dqJlSppvSubN/+XmTNH0rXrIL8rAm/ehjRgg4i8KSIvWltpFymlcoA7gS/RDfwHSqmNIvKoiFh5A+8SkY0isg64Cxhavn9Dk5Iyx2P8k7i4BKKjqwOQkNCYW2+dQXx8fUSEmjUblGo+6NZtUKGVsHZMbAaKkpSnq6LzVEeXXjqSzZv/S1raX7bJ6AvuuedMbrxR3E5q20F0dBx9+04iOtrDMng3NG7cjoEDnyoxp8Dhw7tJSZlDTk42vXrdxXnnXeMLccvF4cO72br1e9LSUgMmQ2UhOfkcuncfwllnXeb3Z3szWfyJcyszSqnP0fmNXY896LI/CZhUnnsXxZobcBcpOzKyGkOGvFCs0XbXiLuaD/r1e4wWLc7PPzdixOvccMNj/PHHNq+H+uXlww8fZuXKD7ngghu44YaHbX2Wp9FQXFxCoTqy9q3Un1FRcYwYMZ2FC5/igw+m0LnzdYwfX66fil/56699gRahQnz++XMsWfIiN9zwaJkT2/uaN94YyYYNX3HffV/YlnzdYseO1Xz33SzatLmIrl1vtPVZgSA5uSOjRr0dkGd7E310tojEAE0CGX66JDwlmAG9aMnbnrur+eDtt8cyfboeAbjGzalZs55f7JObNy9n//5NbNz4te2KoH//qbz66s2FlKilPIvizsyzdOkrOBxhJCQ0LlY+mJg48T+Eh0e5jffjaw4c2Mq3375Jo0bt6NFjiE/v3bbtJSxf/hZNmgQ2nzVA48Znk5mZ5heXxz171rJs2WtkZ2dWSkUQSEpNXi8i1wDTgEilVDMR6Qg8qpS6tsQLbcI1eX1Kyhxmzx7rcaIT9KKcuXN1A/f11zPYtOk7unYdyLnnXu3xmpSUOcyYcWuhPL3+Tq4+c+ZtrFjxHqdPZ/g8Kqc7vv12Fh988E+OHfsjoOGaKwtr1ixi2rRrOeecq5g48T8+vbdSivXrl9Kq1YUBjU/jb/bt28Svvy4jMbEN7dtfEWhxbOHUqZP8+ecu6tZtSrVqNX12X18kr38YvTjsOwCl1FoR8e+6cjcU9Xv3hOtE5uefP8eBA1sQEc4992qGD69Fbm42jz76I02anJVfbv78KcWStZ8+ncFrrw3ho48e4r77vrAtvATo/81SAuCf8MmXXDKMSy4Z5nX5zMwMtm37gaZNO5gsUW5ITGzDgAH/ol4930/kiggdOlzp8/sGO40ataVRI3fBCSoPzz/fj/Xrl3LvvYtK7Kz6Gm8mi7PdeAwFPGWlN26iRb162ra9hIYNW9Os2XkAZGQcIysrnZiY6oWu8zR5mpeXy6FDO3j88Utt9d0uKXxysDB6dEOeeKInK1a8E2hRvGbjxu8YO7YFkyfbHzS3YcNW9Olzf6WNi1OU0iwLBu9ITDyTxMQ2peb+9jXejAg2ishAIExEWqG9e/5nr1ilU5qbqLu5geHDXy1UZuLExaSmHqBWraRCx0sLxfzXX/ts7aEHInzy5MmdOH06gzvvnEtycsdSy9eoUZesrHQyMk5w003RiAgvvriL+Hgv4n8EiKysNP78c6dJ4OJD1q5dwmuv3cyZZ/bg7rs/LP2CCrBu3ZeEhUXQsuUFbhP0VAaGDHk+IM/1ZkQwBmgHZAHvAyeAu+0Uyhs8hRgGPRIYNWp2qY30Oef05tJLRxAeXlgflrSS1sLOHrqn/83OkAi7d//C/v2b82Mplcazz/7GnDk5XHPNRHJyssjOziQuLrhNRC1anE+PHrdwww2P2v6sw4f3sGVLCkePFouYUqmIjIzmxInDHD/ufkGhL3nzzduZOvWy/Kx2Bt9RqiJQSmUopaYopTo7wzxMUUpllnad3XhqrOPiEjxO6ubknGbPnvX5Abs8YUWtjItLKLGcXT30/v2nFvPCsDskwlVX3UOXLv1JTPRuJfP//vc+Y8Ykc8stsYjon9G4cS2DOghfzZr1uP32WfTpc7/tz1qx4l0eeeQili2bbvuzAknLll147bWDTJnyte3PatOmO23adCc+voIpAA3F8CZV5RnABCDZtbxS6lL7xCqdomEP4uMbMmjQv0scBXz77ZvMmjWa6Og4pkxZxltvjSEp6UxGjy4e4qhbt0F07HgVy5a9xpdfvuS2F2JXDz0QIRHKEiqg6ES95XYayJzAwUatWg1p1erCSr/qNzIymshI/5gD3b2nlY2TJ4/y4IMXAornntvmt+d6M0fwITAdHQvIvzMYpdCt2yC2b1/JsWMHuf32t0pdwVmvXnNEhPDwKLZv/4mdO1dx8OAWPMS6Iy4unr59J6GU4oMPCpuB7O6hB0NYBk+UNFEfqJzA3vL558+zc+cqevceR/Pm9k0aX3LJcC65ZLht9zdUTmJiavDHH9sQEfLyct3m0rADbxRBjlLqNdslKSdDh5Ya7SKfDh2uzF9TsHXr97RvfyW1azcq9bpu3Qbx88+L2LNnLTk5WX4NnJaWdozo6Lhi8xi+5Pfff+Wrr16ladMO9OxZetrB0ibqA5ET2Fs+/fRx0tKOUr9+K1sVQVXi3Xfv4ciR3Ywc+SaxsfG2PCM3Nwel8vITTFVWwsMjeOaZLdSoUTff5OoPvHnSIhEZLSINRaS2tdkumc20bt2VSZOWcNttJSdFmzXrDsaNa8X27T9Ss2Z9Ro9+l5de2u0XJTB4cCS33lqLHTtKntOoKD//vIhly15j3jzvon2UNFEP/onzX17q1k3G4Qjnk08eKZR8x1B+fv55IT/99ImtE8Zbt6Zw001RTJ3q32BsgSAxsTVxcbU9xk2zA28UwRDgXrTL6BrnttpOobzl0KEdzJ49lmXLXrfl/jpZzQxyc3UiNssG7q/GwxoWHjv2h63PqV07iYSEJvnrK0qjJK8qf+caKAspKXPYv38zeXk5gL3f58svD2bEiNqsWbPI5/cONgYMeJKxYz+w1XU4MzMNhyPMY75nQ8XwJtZQ0M52rV+/lCVLXiQ6Os4rkwbAHXc0ITV1PzEx1cnIOF7iJLNOVpNT6Jg/beDTpx8iOjrO9pDJ3bvfXCiyamm4TmYfObInPwm9P0JhVISSFur5Wub09FTS01P92qsLFBdccL3tzzj33Kt5771scnKKJ48qK9Wq6ZS3YWEQGQmW1dX6nJcHSunPAKdP688A2dmQmwsiutzp0/qzte8hK2qZ+P77uWzYsIzu3Yfk556wG4+KQEQmKqWedu7foJT60OXcE0qpyf4QsCSqV6+b35v1luPHD6FUHhkZerH0sWMHPXq6BGJhlyvBHEcmmCezPeHP73PcuI/JykonKqpyLnwKBCLidXA7h0M36jExEBurG//ISP3Xzn5Vbq5WGrm5kJmpFYdSkJUFOS59yrw8LUd4uN7Py9PKJTMTtm37geXL36Jp0w6BVwToRDKWT+EkCnIWA/QCAq4IunTpR5cuZcvzGRtbkxMnDhc65qlXGMhct/7k8OE9REXFVvqYQf78PrVbZbTP7xsIRPRmNaA5hQfJHDiwlR07fiIxsQ0tWnT2m1xRUQWNaXS0/hwZWdDwB2IwZo0iwsO1POVh6ND+dO7cgWbN/kZYmFYqdlOSIhAP++4+hwwnThxxe9xdr7B//6nFAtv50wY+c+btrFz5ERde2J9hw16x7TmPPHIRR4/u5Yor7uSWW16y7TmBpn//qUyfPqxQbupgntMIBJGREBenG9Zq1aBGDX3MlfR0OHZMbydPwpo1C5k7dyK9e4+vsCIQ0b14S47YWN24vvPONFat+oahQ++mW7crCA8PTEPvD7p06UaXLt0APVI4fhzS0iA1FTK8y8JbZkpSBMrDvrvPAeHEiSOEh0eWyYQSF1fbbdhqd73CQOfbPXjwN9LSjrJnzzq/PM8fcfoDiT+/z9mzx5KRcZyBA58Oyvy6UVEQEaH/Vq+uG/2oKO96sbGxektK0iaPAwc6sH//QJo3P8erZ0dH64Y+LEzvR0cXyOKpJ//bb2v473+/4LrrBhFRhUJFORxQq5beGjeGEyfg8GGtFIqOzCqCx3wEIpILpKN7/zGApYsEiFZKlfp1iEgv4AUgDJiplHrSQ7nrgY+AzkqpEj2SXPMRTJp0Hrt3/8x55/VhwoQFpYlDSsqcYglYAMLDI7nttllBZ/Net+5Ltm9fSZs23WnX7mJbnpGSMsc56fs7CQmNGTDgiaCrh1Bk9OgkUlMP8PLLe0lIKH2tiq8JD9c9aqtxr1ZNN7bWhKgddnKl4NQpvVmfldLPczXjlOfZv/22kb17d9Gu3Tk0aJBU+gUhTFraSVauXI5Sip493achVUqPxo4f18o4K0uPFjyZkcqdj0ApVaElbSISBrwCXA7sA1aJyEKl1KYi5aoDY4EyO8tbboDeLmKZP3+K21SW0dHVg7Lx69DhSlvjzhcNFXH06O8mRISPuOWWV8jIOEb16iXHq/JEeLhutGNi9JaTo1/ynBztnZKdrRtUV++XuLiC8jExPv6HvEBENzjVbPDwPOOMdpxxRmDTcvqLI0cOMWLENTRu3MyjIhDRZrsaRYwhSmlzUmZmwWR1Zmbpowf7lqvqZDbblVI7AURkHtAH2FSk3GPAU+i1CmXiqafWkZeXl68QSsOT10h6enAnXbcLf7pTBhMjR9bj1KnjTJu2ifr1W9jyjM6d+7o9HhlZYH+PiCg80WlNyIaa/VspRUZGOidOHKNhQ/+PfiobderU5+KL/05SUtMyXyuiOwaW+c6itMAEdiqCJMA1Bu8+4ALXAiJyLtBYKbVYRMqsCAAcDgcOh3fLzkPNC+jAga189NHDREXFlroCujwE2j02UGRkpJKbm8OhQzttUwQW0dHaBl+rFtSsWeBVUpk4efI4HTrUIi6uOhs2nLDlGW+99QJRUTH06zeUyKKz15WMuLjqvPXW5359pv+CWRRBdCCNZ4F7vCg7UkRWi8jqoq6fZcHdithg9hr5449t/PDDPFJS3rXl/oHIexAMjBr1DuPHL+CMMy70+b21eSSbzZvfIzV1IR07QosWULt25VQCANWr1yQurjo1asSTnZ3t8/vn5eXx+OPjmTLltiqxQC8Q2Dki2A80dvncyHnMojpwFvCd88ttACwUkWuLThgrpWYAM0BPFlvHR41KJDc3m4ce+i9JSaXH0Q+0F1BZSUpqR2JiGxISGpdeuIykpMwhMzOt2PFgVoy+omvXG316PxHd669bVzf4x48fp0+fm6hVK4G//929u3JlQkRsGwkA5OTkMGLEPWRkpBNRRVyGlFKcPHmcqKhooqLsX49ipyJYBbQSkWZoBTAAGGiddOZBzl/BJCLfARNK8xpyxcoRUFo2MVdCaUVs/frNeOaZzT6/b9FJYou4uASGDHkhZOqnorh6TNWpU7ZOQWysnqiLj9dKwNUTxuFw0KfPQKKjTVwcXxAZGcmkSd7ny6gM3HprH77+ehEzZy7issvsT2JvmyJQSuWIyJ3Al2j30VlKqY0i8iiwWim1sKLPGDHidVJTDxbLOVzZqEiD5Q5P+QSio+OqhBJYvPhZli59laNHfy8WUBDce0w5HLrBr1NH2/tLmnyLj6/N88+bqKaG8lOrVgJxcdU5dcqmFWRF8LiOIFhxXUdQFViw4Ck+/vihQrmEIyOreUzH6Q033ujA3ZpAEcnP11CZeeyxS9m06Vu35+rUacr06buJiSnw7rFWuBrztGdeeulxliz5mLvvfoTLL7/Wp/c+ceI4hw8fJCGhHvHxIR8B3ytyc3MJ8+GkUng4NG5cjnUEhuBg/vzi+XUr6uIZat5TJVGjhrbLWytjw8K0H3VOjt6saJFWxMicHLjiihs8KoKjR3/nPO+icXskOzubU6cyiImpVmVs2n/+eYBNm9ayb99un9/7+++XMXp0P6688jqmT//E5/cPRnypBLwhYF5DFWX79lU8+WQv3n+/XF6nIUFJcfIr4uIZat5Trjgc2g0zORnOOQfatoUGDbRCiIrSPR8rymSNGpCQAPXqQcOGulyjRjB27CiPPtqJiRVXhitXLqdDh3iGDu1V4XuFCgMH3s7ChasZOHCkz+8dFhZGcnKrcvnVG7wjZEcEn3/+LOvWfcm6dV+yevWHDBgwlc6dK49925rQ9URFeu/B6j1lraYND9eba0gEq3GPifFNeIQJE6YyefLIQjbYmJhqTJhQcWWYm5tDbGwcsbHVK3yvUOHMM9vbdu8rrujLFVe4X6BXWUlNPcrddw/i+PFUFiywN0MhhKgiSEmZw+rVn+Z/PnBgD6+9NpKoKGjfvnIog5ISxPui9+5v7ymHoyD0gRUuODJSN/bWZnP+nXxOnjxBVlYmvXvfwI8/fseBA7+TmNiECROm0rdvxeukR49e/PrrSR9IGpps2rSOp5++n169rmfAgBGBFickqVEjnpUrl5OVlcmJE8epUaOmrc8LSUUwf/4UsrOzCh07dSqDd96Zwvz5g9i3ryCjkC+xlm8XzWzkcOgtK0vH9Thd8SRKJSaId50oFikI6hUWphuLJc2ZAAAdaUlEQVRUq4G1whdERhaEL3A4tL18y5aNPPzwaJKTz+Chh97Iv5dr7HmRgtglShXY3PPyChJwWP+/u2ut3r3V0AcLW7du4P77dQN14YWXcNddD9G5czeaNWsVYMlCm48+epvvv/+auLgaLF++hHr1GhpFUE7CwsKYNWsxSUlNiYuzf2QZkl5Du3b9jDu5RYSdO/PIyoKDB3Wo1qzC+iI/1ovVOFmNptWYWjFfrMiJVvYgSwF4Q15eQTRAK5WdFTQM9H2tBtWa2LTS3VnPHTMm2e2EblRUNZYvTy/Usy6PN8sHH7zFffcNIyamGps2pZf9BiHMkSN/0r17s0JmofPP7878+csDKFXoM3JkX7766jMeeOA56tSpj1IKh8PBNdcMqNB9p0y5nR9//I6HH36Jiy6q/Mnr7aBSeg3VqdOEw4eLN5LWRF9UlJ5MTE4uSBVnRWr0ttEsmpWpLLiaQcrLlCnubdhPPDGD+vXLf1+L5s3P4Pzzu1Onjg9uFmLUqVOPTZvSmTRpJPPm6dGQL700FiyYw/vvz6BPn0G2TJ4GK/37j6BHj1706NGLhIR6dOxYm+zs01x44aXUqVP+nAzx8QlkZp4izxcJgQ1uCUlFMGzYVJ56anChY54m+oLJJFEWLFv1tGlTfG7DBujUqWuV7QEvWDAnv16Tkpr6tF4Bfv99Jz/99F86d77IZ/cMBYqugL3yyutQSpGefrJcimDu3BkcPLiXc8+9kIUL59KunXeJbyoLhw//wezZL6NUHvfe+4StzwpJ09Abb6ymf/+GHDnyByAkJfm2kTRUXhYsmONxpOWr38+BA3v5/fcdNGjQiOTklj65Z6jwxRcfs2XLeq666h8Vzh8wYMDFrFy5nDlzvuZvf7vURxKGDocOHaBLlyRq1qzFL78crVDAvUppGoqIgFWrDgZaDL/yv/99w/DhVxMdXY1ffql4ILNVq1L444/9dOx4Po0bN/OBhKHBtGlTii3bP3Uqg2nTpvhMESQmNiYx0feBAkOBWbOeZ/XqFOLja1dYEQwePIouXS6mefPWPpIutKhXryF33/0wzZu3Ji8vz9ZFZiGpCCprON+SiI2tTmbmKU6fziq9sBc88shdbNz4Cz17Xssbb3zmk3uGAgcOuPfG2r+/+JyToey0b9+JAwd+55prdITX3Nxctm/fTFJSU/bs2c7SpQs466zz8sNQrFjxFYmJjWnRok2xe119dX+/yh5siAhjxz7kl2eF5MrisLCqN2nUuvXZTJs2m/nz/+uT+9WuXZeoqGiaNLE3MUuwUdLK4bS04mG5y8PSpZ/xxhvPsGPHVp/cL5R44IHn+P77PflzAsOHX02vXmfz1FP3c/XV5/Lii4+yZMnHgA61fP/9w+nZ80x+/fXnQIpd5QlJRfD++8/QrJmDiy+uOn7f0dHRXH/9zXTq1NUn93vnnS/ZsuUUDzzwrE/uFypMmDCVmJjC4TUiIiIZNWoS0dFli/u+YMEcunVLpnlzB926JbNggQ4J8umn7/LEExPYunWDz+QOVdq0aU+jRsmkpCzNP3bttToafXp6GhdeeCmtW59N27YdC1138uQJli9fwrZtRTPbVi1OnjzBV18t5D//+cDW54TkZHHHjufwySczadQomRUrdgVaJEOI4eo1VF5vrJImnXNzc9m8eS39+t1CmzZn+1r8kMKKonnixHHWr19FgwZJtGxZOInUjBnT+PXXNfzrX28QGxsHwJo1/6Nfv6506HC+X0IsBCubN6+nd+8ONGnSnOXLd5T7PqVNFoekIvjss584dGgbWVmnivUkKjP33nsLmzatZfLkaXTtelmgxanSdOuW7HZeISmpKSkpu/0vUAjTq1d7tm7dwCef/Mg55+i05uvXr+bppyfRqlVbHnrohQBLGDiys7MZMeIazjyzAxMn/gtHOeOwVEqvochIBy1aVD1Pgq+/XkRq6lFWr06psCJo1SoSpfJYsmRDsR5aVePZZx/ku+8+5x//GM7gwaO8usbTpLOn41WdnJwc8vLyOHbsKOvXryYiIpLY2DjOPfdCRo68l5ycbBo1Ss4v3759J95776vACRwkREREMHv2EtufE5KKIFQXiVWUvn1vYt++XRVeqJSXl0dOjs7MVa9eQ1+IFtJ8/fUiNm1aS/36SV4rgsTEJm5HBImJTdixYysOh4OkpKZERkb6WtyQ49JLW7Nr128MHXoX1arF8eqrBYujhg8fxz//WbXmqYIRWxWBiPQCXkCnqpyplHqyyPnbgTuAXCANGKmUKnF2SAR69TqLnJxcXnnlQ9q0Ocsm6YOPBx98zmf3WrFiN/v376FGjXif3TNUufbagdSr15Beva4vds7dfALAyZPHi5W1VrcPHdqLfft28803v5lAdsCgQbfz+OPjadfuHOLjE+ja9TJSU49y7NhRRoy4x+01p0+fJiIiokKLqCoLSin+/PMgR44cKtPqaqWU1/Vnm9eQiIQBrwB/B9oCN4pI2yLF5iqlzlZKdQSeBkrtGqSl/cVvv21k584tDBlyRb6nhqF0LC+Xli3DGTCgBwcP7g20SEFB/fqJbNu2iXvvHVrI+8eaEN6/fw9KKfbv38PEibcwceIwTpw4VugetWol5K9Ovu22iTgcDqNkndxyy1i++eY3rr9+CD17XsN77y1j8eJfWL58Jw0aJKGUIiVlGW+99UJ+MMlRo/6Pdu3iWLHCmIc2b15Hly5J3HXXjR7L5OTkMHfu64WOjRp1PRs3/uLVM+x0Hz0f2K6U2qmUOg3MA/q4FlBKnXD5GIu7RLpF+PPPPS77B5k8eWSVUQa7dm1j1qzn+fTT98p8rbtGrSrVnSfc1cu4cYNp1y6Oe+65udgq5OzsbLKzi8cZr1YtLt/zaPDgUXz88Q8kJNT1y/8Q7DgcDpo1a1WsdxoeXmCQGDv2Rh599G4OHtwHwPHjqZw6lUH16vbG4Q8FWrQ4k4SEejRs2IhcK4RxEV588VEefPCO/A7Kpk1r2bp1A3PmTPfqGXaahpIA1y7nPuCCooVE5A5gPBAJlBpQRKnCi8l8HR4gmJkzZzpvvvks9esnct11g0u/wAV/hFYIRdzVC0BGRtlCcx848HuhoXjHjuf7RL6qgIjQq9f1hIdH5HvFfPhhCmlpJ4mOrkAI30pCVFQUq1b94dHMo5Ri795dKKXYufM3OnY8HxEHGRnpXs8B2uY+KiL9gF5KqRHOzzcBFyil7vRQfiBwpVJqiJtzIwErnm+x1OJWHoLKzuTJtzFv3hsopcocNbN5c0eJORyqKp7qpTzUrVufO+98gJtvvsMn9zMY3LFnzw7q1WtYaGGkUopNm9bmzyEopQrFJyrNfdRO09B+wDXyViPnMU/MA9wmJlVKzVBKdfL0T/gi4Xiws2DBHBYseC+/0SqracdTHdWsWdtnMoYivvztHD58iH//e3KVN7cZ7OPXX3/mttuu4+yza7B48Yf5x0Wk0ESyiBAWFoZSipkzn+XAgZLnA+1UBKuAViLSTEQigQHAQtcCIuLqUnEVsK2sD/FVwvFgpyTTjidcQyCkp7vPoZuefrJKN1zuQk6UFYejIApiWtoJM/dSTjIy0lm+fAk//bSCwYMv59//nhxokYIKpRQLF75PWFgYc+d+S+/e/di+fTPbtm3yOKrdvn0zL7/8OCNGuO1j52PrymIR6Q08j3YfnaWUmioijwKrlVILReQFoCeQDaQCdyqlNpZ0z5iYOJWdnUleXp7Pk7UEM2U17bgLgeCJqr4adsGCOTzyyFiOHTta5mvDwsLcTuBV9TotD6NH38AXX3zERRddwYoVS+nRoxdvv/1FoMUKasaNu4kFC97jscdedbsG5rbbruOHH77h+effZfjwPpUnxES7dp3U4sWrAy2G3/EU0gC06+KDD75QSCGWVL4oVX2ewKJZM88+1w5HGHl5hRv8iIhItx5EYOq0PMyd+zrz589k+PDxhIdHkJBQjwsu6B5osYKaxx4bx6JF83jnnaVu41rl5ORw+nQWNWrEBmyOwOBDSjJhpKYeZeLEYYXMEWUJdVAV5li8ISmpqcfjzzwzm/j4hPxjtWol8PTTszxeY+q07AwceBuffbaKa6+9kd69+xklUAJ79+7i1lv7sGPHFlauPEDr1u4X1oaHh1OtWmyp9ws5RbBp0xq6dm1S5WywffsO4oknZnjMUpSdfbrQfIG3DVFVmWPxBnfK1qqfvn0H8csvR9i1S7Frl+Lnn4/Qt++gEq8xGOyiZs3aLF/+Bd9/v4yTJ49XeAV2yJmGRESB7/PMhgoluTu6miMWLJjDhAlDPC5AAWxJ3B7qlCdEtS/CWhv8j4h2qwwLA6X0X2sfwOHQ+66vUE4O5OXpa/PyCp/zN8uWLeLss8+jfv3EUstWujDUliKAqjkhV5Ltv2h9tGkTQ1ZWpldlDYbKSng4REbqv1FREB2tG3lfhDFSqmDLydEbaCWRna0VhXUuN7fgmUppGSzFYymX3Fx7lEulDENtURVD/k6YMJWJE28hOzu72LmMjDT++c/RLF78Qb4HjIiD8PCwQuWN6cJQWQkLK2jsIyL0Fm5jKydS0Lhbz64ISsGpU5Cerv/m+cnfwIwIQpCyujs6HGHUrBnPsWN/GdOFwWtEdIMaHl64wTt1Ck67d5byOWFhBb33sLDCjW5EhP7scBT0+CtTsFKlICMD0tIgK6tiSqHSmoaq6hyBK2VxEa2qStPgPWFhuuGPjtYNa0SEbmTdkZ2tG6mTJwvMIb56vtWLt5SQQZOZCcePa0VcViqlachMcmrKYhqrimY0g3scDt3YWr3qmBjd8JclC2JEBNSsqbeMDN04ZWV5HilYPfewsMK994gI/dm1t29wj6Wkc3K06Sg93Xcjs5BTBGeffR4LF1a9BWXu8JQly1NZQ9XB4dD26vDwgsbWanw9eCCXm2rV9AbafGGNEKxJ1PBw07P3JeHhBUo4N1fXd3Z24clp67O3Bh/z9YQwEyZM9SqMREREpJkcDkFEdAMeGVngTWJtri+41dN2NelERQWmh23Z6w3+wXJ59TRJnZurFUJpIwejCEIYyzQ2bdoU9u/fkx/3RkTy1xq4Cz9hCCzWi2tNhFreLVDQYy+t1265IpbFnGOoeli/pejokssZRRDiWA2868hAKWUm04OI8HCIjdXmk5ImYMuCr807hqqN6U9UAsoTotpgL1FRkJAAjRrprVYtfcz04A3BiBkRVAI8eQQZTyH/EhEB1avrnr+ZHDWEEubnWgnw5D1kPIXsx3K/rFatdDuswRCsmIFqJcBEwPQv0dHa1JOYCElJULu2UQKG0MaMCCoBrt5DJgKmPURE6F5/XFyBh4/BUFkIuRAT7dt3UmZBmcFOrNWvlj9+dLTx0jGEPiIBCjEhIr2AF9A5i2cqpZ4scn48MALIAQ4Dw5RS3i2VNRjQDXZcXMEqWiusrxU33lqAZQXscl35CgV++1Z8Gyv0gsFQlbBNEYhIGPAKcDmwD1glIguVUptciv0CdFJKZYjIKOBpoL9dMhkqBw6H9su3FEBRrBg2BoPBO+wcEZwPbFdK7QQQkXlAHyBfESilvnUp/yMwuKwPsULR+issrsG/WFmkrHg50dGBC59gMFRW7FQEScBel8/7gAtKKD8c+MLdCREZCYwESEoqcImMj9cb6PCsx455H2TJEFjCwgpMOUX3rdg5JiKlweAfgsJrSEQGA52AHu7OK6VmADOcZQ83aya+mkeoAxzx0b3sxMjpe0JFViOnb6nKcjb1dMJORbAfaOzyuZHzWCFEpCcwBeihlMoq7aZKqbq+ElBEVnuaRQ8mjJy+J1RkNXL6FiOne+xcULYKaCUizUQkEhgALHQtICLnAK8D1yql/rRRFoPBYDB4wDZFoJTKAe4EvgQ2Ax8opTaKyKMicq2z2L+BOOBDEVkrIgs93M5gMBgMNmHrHIFS6nPg8yLHHnTZ72nn871gRoCf7y1GTt8TKrIaOX2LkdMNIbey2GAwGAy+xQSdMxgMhipOpVYEIlI/0DJ4i4jUCrQM3iAiCYGWwRtMffoWEfGZt56dhMo7H2z1WSkVgYjEicjzwBci8rqI/F+gZfKEiFQTkVeAJSIyxulJhYgE1XfjrNPngMUi8riIXBJomdxh6tO3iEi0iLwGfOt09LjUeTwY6zPo3/lgrc+g+jJ9gYgkAe8CAvQGlqNjGAUr44EEYAgQjXanRSmVF0ihXBGRVsCnQC4wDB0gcHJAhfKMqU/fMgyoh17suQuYJSLRQVafofTOB2V9VjpFAGSiI52OVUr9AXwArBWR9gGWKx8RiXb+DQcigblKqS1KqX8Dh509xYD3ElxIB2YopSY4gwZ+DhwUkUYBlgsw9elrRCTO9SPwg1LqqFLqLeAH4AlnuWAJABLU73wo1GewvBjlRkRai8h0EYkBUEodBb5zKdIYaA5sDYB4hRCRM0RkDvCSiHRyrrWIAy50KXY7cJOINApUL8FZp/k9KqXUAQrHgaoGtFFK7fO7cC6Y+vQtItJSRD4A3haRq0TEiu1az6XYvcB1ItJCKaUC0XiFyjsfKvUJIa4IRKQbekg4Em0SQEREKZXuUiwS2O1N+Ao7cf5oXwfWAeuBO0RkOPAUcLuI1AFQSu0F3gNuDZCcVwGfABNE5H7nsXClVJpLsdoE/iUz9elDnKOl54Ff0e/UNcCDwDtAbxE5C8CprD7DacpSfvY/D5V3PlTq0yKkFQFwFG1zOwO4RUSauqnIc4AdACJyawCHiy2AdKXU00qpl4CZwHVADPAahReQ/IaO1hqI4eIhYBC6Tu8TkTilVI6IOFxkaQtsdMo3UETO8LOMYOrT1zQEjgFTlVKfAY+hc4m0QivcKVLgkbMECFQCqVB550OlPoEQVwRKqc3onAfbga+AR6GYLfgyIEFEPgYGou2Jfkcp9SuQLCLdnYfWA18DE9FB92qLyEMi8g901rZTzuv82kNQSq0GtjjrdAkw3XlKXGTpBtQVkU/RjVy2P2V0ymnqs4K4KkWl1H50BODLXT6/BjzhVLTpwCMiMgI96vrLHzK6kTNo33lXGYK5Pt2ilAr6DT10ruHyWYruA9WB7cBlRa79At3b6ucnWesA9V3lAxzO/THAey7nOgJvOq85A7gZWAoMCoScbuq0BrpX09nlXBS60V0D/MMPcjYE/lbkWDDWZzE5g7g+hxc5Fub8OxRIcTkej5547QjUQps35vmxPod7OBc07zw678o0IDKY67PU/yPQAnhR0Q+gg9bNAx52HnMUKWNV/N3Af5z7Nzob4Yv9KOs/gS3AR8CTrrI591sCHwNDnJ8T0EH5Gvi5Tt3J6alOHwC+de73cv7t60dZN6J70uc6P7sqrKCoz9LkDJb6dD57DTDew3kH8A1wt8uxd4Cz/FyXJcpZpD4D9s6jHRF+BV5GOykUfYeCoj69+l8CLUAJlRyLjk46H6iP7uEdB5Kd54v1YJ37qc5ybwLRfpI1GngSre3rOuXNAGpbPwiXsleg7ZfnAv8AvgWaBIOcRcq61mkOcBJ4AYjwk6wO58v1BXroPA6IDab69EJOT7/RQNTnNOcziz2viGznof3b+6JTx64B2vqxPj3KWYLMfn3nKRiRvuSpUadg1BLQ+vT6fwq0AG4qMN75Nxy4GAh3OfcGMMzDdTXRimM90NWfsjr3G7rsXwy8D7Tz8OMYBbzo/FHYLmtZ5XQ5X8dZ57/4W06XYy8DE5yNZvdgq09v5AyG+gTOROcFr47uVA0DuhQpbzVwfYBHgP8C3YJNTpeyfn3ni8jpADagO1PtnHIMxaVTRcGoxa/1Wa7/LdACuFRagvNlWgrcBbR0OSdol7BvgY4erncA7QMkaxvn8XB0D3U38AzwE3q4av0gXHuyYcEqp8v14X56wVzlHAOc6TzeEnjbuT8e3eO+G2hk/S4CWJ9eyxng+rzLRc6H0RPR/wMeQnuq3Ozy+xS7ZfOFnC7X++Wdd/O9n+08/gTwnPP4beiFgU+4vGcOu2Xz1RYUXkMi0gU9tD4CPI6egLnLpYgD/cM4jZt0l6BDCCil1tssqidZRztlyAF+Bporpe5B9wLGO+VHuSxoUkrlBqucLjLmKKW+97OcjVzk3A6cEJEwoDUwFrhAORdeKefb5tz3d316LaeLjIGozyT0iAn0aOVRoKdS6hF04qjRLvIp/ERF5LTwxzvv4Xsf7jxtmSQ/VEq9DtwHNMC5YEwFURiO0giK5PVoT4pnlVLzID9y5GXOlXjZSqlcEWnu3D8sOqBUpFU+SGSNBrKUUvkJp5VSi0VkAvpHvtvIWSY5I9D+9Wejh/470PZjJSKtlFLbjJxey9nT+b0fV0o9ZhVUSi0SkfHoxs3ffuyhLOflznPL0avYz3XKucG5kDFkFICF3xWBcxVgoZ6HUmqLiOx1OZeNNg25rgy8DIgRkXfQva77gkzWTNdrRORMdA9iD3DAyFlmObOBdSKSAqxQSi0VkWbo3Ne2+oVXQjlbWN+7y7Vt0d/7boLnew8VOZs7z20XkZeB+0XHs2qOHlXvslNOO/CraUhEIlwrushCkXSXc8no3pUrdYCz0H65FyilvgtSWaNE5Ca0t9M3SqmhSqnTRs7yyamUekAptdS5v0sp9S+lw0YYOcshp4iEi8h1aHfsr5VStziVmZGzfN/7WrTZKgVYqJS6WunFYyGF3xSBiNwJLBMdg/sa0DZJ19V4LvvNgZXOY/8nIjXRYXuTlVK25/KsiKzoAGJfom3Erxg5K/zdN7BTtqomJ9rTZjlwfjB/76Eip4gkKqX+Ukp9rJR600457cR2RSAitUWbc64EJqEnXYY4h8/5Eyoi0l4VTK60Bc4QkS+AG9DzAVuUUqdCQNYwpdSfdspaheS8Hj/YW6uQnP3Qnix/FTXBGDnL/b3n2CWfX1H2u16FoSMFWj7fzYG3cfquo2fZ3wFWAIlAE+AEOqys31awhpKsRk4jp5Gz6sjpl7qwoXLD0QtrGrsci3PZd6AXjLRyfr4cGF3kHrf46YcQErIaOY2cRs6qI2cgNl9X9Nlo//RDwPseypwJfO7hXKQv5akMsho5jZxGzqojZ6A2X88RHEEv9W+DDhF8BYCIhLnMwjdE52hFRC4QZ9JuERFlo9dKCMtq5DRyGjmrjpwBwaeKQCl1EJivlEpF29qsrDu56DARAB2ASBH5N3p5tnWt31Y1hpKsRk4jp5Gz6sgZKHzuNaQKvFDeATJF5C7n8Tyn5u0OXAr8pZT6m1LqW1/L4C2hIquR08hp5Kw6cgYEO+1OaLeslc799s6/1+IyWRMsW6jIauQ0cho5q46cfqsPP1T4EiALHZmvTqD/4cogq5HTyGnkrDpy+mOzbUGZ6OTcj6Nn4u9USvVWLoHOgolQkdXI6VuMnL7FyBm6WAsp7Lm5yN/RcWyySi0cYEJFViOnbzFy+hYjZ2hiqyIwGAwGQ/ATFIlpDAaDwRA4jCIwGAyGKo5RBAaDwVDFMYrAYDAYqjhGERgMBkMVxygCg6EURCRXRNaKyEYRWSci94hL9ioP1ySLyEB/yWgwVASjCAyG0jmllOqolGqHjlH/d+ChUq5JBowiMIQEZh2BwVAKIpKmlIpz+dwcWAXUAZoC7wKxztN3KqX+JyI/oleu7gJmo0MgPwlcDEQBryilXvfbP2EwlIBRBAZDKRRVBM5jx4DWwEkgTymVKSKt0ElPOonIxcAEpdTVzvIjgXpKqcdFJAr4HrhBKbXLr/+MweCG8EALYDCEOBHAyyLSEcgFzvBQ7gqgvYj0c36uCbRCjxgMhoBiFIHBUEacpqFc4E/0XMEhdFITB5Dp6TJgjFLqS78IaTCUATNZbDCUARGpC0wHXlbarloTOKiUygNuAsKcRU8C1V0u/RIYJSIRzvucISKxGAxBgBkRGAylEyMia9FmoBz05PCzznOvAh+LyM3o+PbpzuPrgVwRWYdOjfgC2pPoZ2c2rMNAX3/9AwZDSZjJYoPBYKjiGNOQwWAwVHGMIjAYDIYqjlEEBoPBUMUxisBgMBiqOEYRGAwGQxXHKAKDwWCo4hhFYDAYDFUcowgMBoOhivP/J/pq2JbazLIAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 10974, {'val_loss': '-0.002599900122731924', 'val/kl': '1.0187699444941245e-05', 'val/mse': '0.034077633172273636', 'val/std': '0.17086613178253174'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 13169, {'val_loss': '-0.002827542368322611', 'val/kl': '9.402587238582782e-06', 'val/mse': '0.03291347250342369', 'val/std': '0.17653970420360565'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 15364, {'val_loss': '-0.0028915947768837214', 'val/kl': '9.437450898985844e-06', 'val/mse': '0.03248235210776329', 'val/std': '0.18120379745960236'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 17559, {'val_loss': '-0.002906778594478965', 'val/kl': '9.322450750914868e-06', 'val/mse': '0.03235269710421562', 'val/std': '0.188089057803154'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 19754, {'val_loss': '-0.0027920163702219725', 'val/kl': '8.951024938141927e-06', 'val/mse': '0.03259593993425369', 'val/std': '0.20000366866588593'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 21949, {'val_loss': '-0.002947590546682477', 'val/kl': '8.737481948628556e-06', 'val/mse': '0.03213076293468475', 'val/std': '0.18930380046367645'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 24144, {'val_loss': '-0.0029352051205933094', 'val/kl': '9.028989552462008e-06', 'val/mse': '0.03233514353632927', 'val/std': '0.18546462059020996'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 26339, {'val_loss': '-0.0029106319416314363', 'val/kl': '9.23961397347739e-06', 'val/mse': '0.03193666413426399', 'val/std': '0.1977393925189972'}\n", + "Epoch 11: reducing learning rate of group 0 to 1.0000e-06.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 28534, {'val_loss': '-0.0029717704746872187', 'val/kl': '9.242820851795841e-06', 'val/mse': '0.03191959485411644', 'val/std': '0.19130319356918335'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 30729, {'val_loss': '-0.002969802124425769', 'val/kl': '9.306366337114014e-06', 'val/mse': '0.03194628655910492', 'val/std': '0.19132982194423676'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 32924, {'val_loss': '-0.0029645406175404787', 'val/kl': '9.365199730382301e-06', 'val/mse': '0.032041799277067184', 'val/std': '0.190239816904068'}\n", + "Epoch 14: reducing learning rate of group 0 to 1.0000e-07.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 35119, {'val_loss': '-0.0029631596989929676', 'val/kl': '9.369546205562074e-06', 'val/mse': '0.03204868361353874', 'val/std': '0.19027237594127655'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 37314, {'val_loss': '-0.0029636831022799015', 'val/kl': '9.381934432894923e-06', 'val/mse': '0.03206615149974823', 'val/std': '0.1897742599248886'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 39509, {'val_loss': '-0.0029622623696923256', 'val/kl': '9.408258847543038e-06', 'val/mse': '0.03206941857933998', 'val/std': '0.1899040788412094'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 41704, {'val_loss': '-0.0029599666595458984', 'val/kl': '9.418985428055748e-06', 'val/mse': '0.03205471113324165', 'val/std': '0.1905679702758789'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 43899, {'val_loss': '-0.002966966014355421', 'val/kl': '9.420636160939466e-06', 'val/mse': '0.03202836960554123', 'val/std': '0.19009733200073242'}\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:\n", + " Name Type \\\n", + "0 model LatentModel \n", + "1 model._lstm LSTM \n", + "2 model._latent_encoder LatentEncoder \n", + "3 model._latent_encoder._encoder LSTMBlock \n", + "4 model._latent_encoder._encoder._lstm LSTM \n", + "5 model._latent_encoder._self_attention Attention \n", + "6 model._latent_encoder._self_attention._W MultiheadAttention \n", + "7 model._latent_encoder._self_attention._W.out_proj Linear \n", + "8 model._latent_encoder._penultimate_layer Linear \n", + "9 model._latent_encoder._mean Linear \n", + "10 model._latent_encoder._log_var Linear \n", + "11 model._deterministic_encoder DeterministicEncoder \n", + "12 model._deterministic_encoder._d_encoder LSTMBlock \n", + "13 model._deterministic_encoder._d_encoder._lstm LSTM \n", + "14 model._deterministic_encoder._self_attention Attention \n", + "15 model._deterministic_encoder._self_attention._W MultiheadAttention \n", + "16 model._deterministic_encoder._self_attention._... Linear \n", + "17 model._deterministic_encoder._cross_attention Attention \n", + "18 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "19 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "20 model._deterministic_encoder._cross_attention.... Linear \n", + "21 model._deterministic_encoder._cross_attention.... ReLU \n", + "22 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "23 model._deterministic_encoder._cross_attention.... Sequential \n", + "24 model._deterministic_encoder._cross_attention.... Linear \n", + "25 model._deterministic_encoder._cross_attention.... BatchMLP \n", + "26 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", + "27 model._deterministic_encoder._cross_attention.... Linear \n", + "28 model._deterministic_encoder._cross_attention.... ReLU \n", + "29 model._deterministic_encoder._cross_attention.... Dropout2d \n", + "30 model._deterministic_encoder._cross_attention.... Sequential \n", + "31 model._deterministic_encoder._cross_attention.... Linear \n", + "32 model._deterministic_encoder._cross_attention._W MultiheadAttention \n", + "33 model._deterministic_encoder._cross_attention.... Linear \n", + "34 model._decoder Decoder \n", + "35 model._decoder._target_transform Linear \n", + "36 model._decoder._decoder LSTMBlock \n", + "37 model._decoder._decoder._lstm LSTM \n", + "38 model._decoder._mean Linear \n", + "39 model._decoder._std Linear \n", + "\n", + " Params \n", + "0 674 K \n", + "1 54 K \n", + "2 90 K \n", + "3 65 K \n", + "4 65 K \n", + "5 16 K \n", + "6 16 K \n", + "7 4 K \n", + "8 4 K \n", + "9 2 K \n", + "10 2 K \n", + "11 115 K \n", + "12 65 K \n", + "13 65 K \n", + "14 16 K \n", + "15 16 K \n", + "16 4 K \n", + "17 32 K \n", + "18 8 K \n", + "19 4 K \n", + "20 4 K \n", + "21 0 \n", + "22 0 \n", + "23 0 \n", + "24 4 K \n", + "25 8 K \n", + "26 4 K \n", + "27 4 K \n", + "28 0 \n", + "29 0 \n", + "30 0 \n", + "31 4 K \n", + "32 16 K \n", + "33 4 K \n", + "34 414 K \n", + "35 4 K \n", + "36 409 K \n", + "37 409 K \n", + "38 161 \n", + "39 161 \n", + "INFO:root:model and trainer restored from checkpoint: optuna_result/anp-rnn4/anp-all/version_-6/chk/_ckpt_epoch_12.ckpt\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "edfd33583d3144cd80cf245ca635eb17", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 28534, {'val_loss': '-0.003200475824996829', 'val/kl': '7.412088507408043e-06', 'val/mse': '0.029999542981386185', 'val/std': '0.1918984204530716'}\n", + "\n", + "logger.metrics [{'val_loss': -0.003200475824996829, 'val/kl': 7.412088507408043e-06, 'val/mse': 0.029999542981386185, 'val/std': 0.1918984204530716, 'epoch': 12}]\n", + "None\n" + ] + } + ], + "source": [ + "trainer, model, params, r = try_manual({ \n", + " 'det_enc_cross_attn_type': 'ptmultihead',\n", + " 'det_enc_self_attn_type': 'ptmultihead',\n", + " 'latent_enc_self_attn_type': 'ptmultihead',\n", + " 'use_deterministic_path': True,\n", + " 'learning_rate': 1e-4,\n", + " 'use_rnn': True,\n", + " 'use_lvar': True,\n", + " 'use_self_attn': True,\n", + " 'use_lstm_le': True,\n", + " 'use_lstm_de': True,\n", + " 'use_lstm_d': True,\n", + " 'n_decoder_layers': 2,\n", + " 'n_det_encoder_layers': 2,\n", + "}, name='anp-all')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T15:20:31.596961Z", + "start_time": "2020-02-23T13:48:48.840746Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "trial.number -19\n", + "{'params': {'learning_rate': 0.0002, 'hidden_dim': 64, 'latent_dim': 8, 'attention_layers': 2, 'n_latent_encoder_layers': 2, 'n_det_encoder_layers': 2, 'n_decoder_layers': 2, 'dropout': 0, 'attention_dropout': 0, 'latent_enc_self_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'uniform', 'det_enc_cross_attn_type': 'multihead', 'batchnorm': False, 'use_self_attn': True, 'use_lvar': True, 'use_deterministic_path': False, 'use_rnn': False, 'use_lstm_le': True, 'use_lstm_de': True, 'use_lstm_d': True}, 'user_attrs': {'batch_size': 16, 'grad_clip': 40, 'max_nb_epochs': 20, 'num_workers': 4, 'target_length': 24, 'vis_i': '670', 'num_context': 96, 'num_extra_target': 96, 'min_std': 0.005, 'num_heads': 8, 'context_in_target': True, 'x_dim': 17, 'y_dim': 1}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:gpu available: True, used: True\n", + "INFO:root:VISIBLE GPUS: 0\n", + "INFO:root:\n", + " Name Type Params\n", + "0 model LatentModel 354 K\n", + "1 model._latent_encoder LatentEncoder 75 K\n", + "2 model._latent_encoder._encoder LSTMBlock 53 K\n", + "3 model._latent_encoder._encoder._lstm LSTM 53 K\n", + "4 model._latent_encoder._self_attention Attention 16 K\n", + ".. ... ... ...\n", + "83 model._decoder._target_transform Linear 1 K\n", + "84 model._decoder._decoder LSTMBlock 82 K\n", + "85 model._decoder._decoder._lstm LSTM 82 K\n", + "86 model._decoder._mean Linear 73 \n", + "87 model._decoder._std Linear 73 \n", + "\n", + "[88 rows x 3 columns]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 0, {'val_loss': '0.5358594059944153', 'val/kl': '0.5247671008110046', 'val/mse': '0.24468183517456055', 'val/std': '1.0913124084472656'}\n", + "\r" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9191c4dd564c4f15989e7792d825ad16", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 2194, {'val_loss': '-0.0027933884412050247', 'val/kl': '2.2846250431030057e-05', 'val/mse': '0.031437989324331284', 'val/std': '0.20789821445941925'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 4389, {'val_loss': '-0.004319900181144476', 'val/kl': '7.453332273144042e-06', 'val/mse': '0.02096719481050968', 'val/std': '0.20223674178123474'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 6584, {'val_loss': '-0.00566378328949213', 'val/kl': '6.732973361067707e-06', 'val/mse': '0.01713225245475769', 'val/std': '0.17505408823490143'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 8779, {'val_loss': '-0.005213335156440735', 'val/kl': '9.5108880486805e-06', 'val/mse': '0.017652323469519615', 'val/std': '0.1937984675168991'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 10974, {'val_loss': '-0.004745598882436752', 'val/kl': '3.856590410578065e-06', 'val/mse': '0.01706770807504654', 'val/std': '0.22166411578655243'}\n", + "Epoch 4: reducing learning rate of group 0 to 2.0000e-05.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 13169, {'val_loss': '-0.005641731899231672', 'val/kl': '7.142567710616277e-07', 'val/mse': '0.01821429654955864', 'val/std': '0.19211283326148987'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 15364, {'val_loss': '-0.005646527279168367', 'val/kl': '5.426864504443074e-07', 'val/mse': '0.018636565655469894', 'val/std': '0.19186292588710785'}\n", + "Epoch 6: reducing learning rate of group 0 to 2.0000e-06.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 17559, {'val_loss': '-0.005567645654082298', 'val/kl': '5.270728706818772e-07', 'val/mse': '0.018957214429974556', 'val/std': '0.19384433329105377'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 19754, {'val_loss': '-0.005562034901231527', 'val/kl': '5.006336891710816e-07', 'val/mse': '0.019251681864261627', 'val/std': '0.19356031715869904'}\n", + "Epoch 8: reducing learning rate of group 0 to 2.0000e-07.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 21949, {'val_loss': '-0.005569803528487682', 'val/kl': '4.990058641851647e-07', 'val/mse': '0.019179964438080788', 'val/std': '0.1935560703277588'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxfrHP5OENBJCC5BQEpAmIAjSxHBRFBRs2EVQsIAdKxbwKupFBVSuKIogoiJXscEP9VqxgaKXjlKlJYQESO/ZbHbn98fsJrubPdtbYL/Ps082c+bMmZ1zznznLfO+QkpJGGGEEUYYpy4igt2BMMIII4wwgoswEYQRRhhhnOIIE0EYYYQRximOMBGEEUYYYZziCBNBGGGEEcYpjjARhBFGGGGc4ggTQSOFEEIKIboGux9hhBFG40eYCMLwKYQQ5wsh9gghKoUQPwoh0hzUTTfVqTSdc4HN8QeEEMeEEKVCiLeFEDEWx34UQuSZjm0XQlxucUwIIWYKIbJMxz8UQjTT6EOMEGKpECJTCFEmhNgmhBjj6m8SQlwrhPjNdOwnm/NaCyF+FUIUCCGKhRAbhBDnOBm/xUKIvUIIoxBiss2xSUKIzabflC2EmCuEiHLQlkv1hRDdhBDVQoj3nfRN836Yjt8nhDgkhKgQQuwWQnTXaOc8IcSfpjEpEEKsEkK0tzgeY2q/1HS9B530y9H9cautUxZSyvCnEX4ACXQNdj9s+tQaKAGuAWKBecDvDupvAF4G4oCrgGIg2XTsQuA40BtoAfwEvGBxbl8gyvR9CFAGpJj+nwTsAToCCcD/Ae9q9KEpMAtIRy2MLjG1le7KbwIuAK4FngR+smk7FuhhalcA44BCc781+nM3cD6wCZhsc+xOYDgQDbQHNgOPOWjLpfrAt8A64H0HbTm7H7cBO4Bept96GtBSo622QKrpewwwF1hjcfx5U39aAKcDx4CLPHnm3GnrVP4EvQPhj4c3zoIIgCTgPSAPyASeACJMx7oCP5telnxgpalcAPOBE0Ap8CfQx8s+TQV+s/i/KVAF9LRTtzugAxItytYBd5i+/wd4zuLY+cAxjesOBqqBwab/PwGmWxwfZjoe7+Lv2AFc5c5vMk2EPzloMwK41HTf2rjQh/XYEIGdOg8Cn7txfxrUB64HPkKRoSMi0Lwfpt92BDjfg2cmxjRZ77IoywFGW/z/LPChJ8+cO22dyp+waujkwKsoMugCjABuAm42HXsWteJrAXQw1QUYDfwDNSEnoVa1BQBCiMdMYrvdj4N+9Aa2m/+RUlYAB0zl9uoelFKWWZRtt6hr1Zbpe1shRCtzgRDiCyFENfAHaoW6yaK+sPkeA3Rz0Hdzm21RY7LTg9+k1eYOFBGtAd6SUp5w9Vwn+IdFP92ub1KXPYMiCGdwdD86mD59hBBHTOqhp4UQEabrdDI9O50srt3J9CxVAQ+jpAKEEC2AFDvX6m1xbrEQIsNevyzvjytthaGgqV8Mo3FACBGJWtWdaZpUy4QQLwE3AksBPZCGEsWzUStNTOWJQE/gf1LK3eY2pZQvAC940J0ElFRiiRLTdezVLbFTt73GcfP3REyEJaW8RAjRBKWeOV1KaTTV+Rp4RAjxEVAEPGoqj3fUeVNbK1BqpD0e/Ca7kFL2FULEAleg1DReQwhxCzAQJYl4Wv9ZYKmUMlsIYf/Eeji6H6mm76OBM4DmqMVHNrBESpllKquDuUwI0RKYglLlma9j2b75e6LFuZZtObo/TtsKQyEsETR+tAaaoFRCZmRSP6E+gloR/08IsdM0ISCl/AF4DVgInDAZKe0aVO3BtKIrN39MxeWAbRvNUDp3Wzira3vc/N2qLSmlXkr5FTBaCHGZqfht4AOUlLAT+NFUnu3g90QAy4Ea4B43+ukSpJTVUsoPgMeEEP1M1yy3+HRy0oRlX8eh1CljpJT5prIJFm195UL9M1EEOt/Fyzq6H1Wm73OllMVSysPAm8BYZ41KKQuBd4H/Mxmyzc+S7bW0xtvR/XG3rVMWYSJo/MinftVvRifgKICU8piUcoqUMhW4HXhdmNxOpZQLpJRnoQx83YHpAEKIGTaTVLntpC+lzJJSJpg/puvuBPqZOyGEaIoyGtpTX+wEugghLFdn/SzqWrVl+n5cSlmgMQ5RpmshpTRKKZ+SUqZLKTuY2jpqHhNbCLUcXooyYl4lpdTb9NPV3+QKmqBUeFiOn2mF7BRCiIuAJcClUso/zeVSyhUWbY1xVh84F2UgzxJCHEOpZ64SQmzRuLSj+7EXRaCWoYzdCWscBbQBmkkpi4BcO9fSGm/N++NBW6cugm2kCH88+2BtLH4fWIUSedNQYvZtpmPXAB1M33ujVm9dgEEob5smKAPb18DTXvYpGSV6X4Xy4JiDY6+h34EXTXWvwNpr6CKUh0cvlFrhB0xeKih11hiUt1ETYCJqIhpgOt4SNRkI0/l/AVMd9GORqS8J7v4mINJUfgfwi+l7E9OxoUAGSh0Uh1JRlWHymNHoS7SpjV9RKpNY6g3/I1FqsX+4eD8066PUZO0sPi+ijOzJGm1p3g/T8feAL0zPYAfTM3irRltXUu9NlYwyVm+xOP4CysGhhele56LtNeTs/rjc1qn8CXoHwh8Pb5w1EbRAkUEeynvjSYvJYy5qJVyOMqJNNZWfj/KOKUdJFSvsTYQe9OsC0yRQhVLNpFscWwQssvg/3VSnCrWqvMCmrQdRLoulwDIgxlR+OspAXIYij43AFRbndTe1V4lSkz3ooL9pprGsNo2F+TPBxd802XS+5ecd07ERKONkGcpt9GecTOKm9m3bO9d07Eeg1qafXzloy+X6OPEacnQ/TMeaAR+afqv5GRSmY51M1+5k+v9e4BBQgSKXD4E0i7ZiUOq9UtP1HrTpRzkw3MX747Ct8Ed9zDcqjDDCCCOMUxRhG0EYYYQRximOMBGEEUYYYZziCBNBGGGEEcYpjjARhBFGGGGc4ggTQRhhhBHGKY5GF2KidevWMj09PSDXkhL0euf1/I2ICIhqdHfKO9TWgtHovJ67iIpS43myIBSe0WifBM0IHvR6NY6hgMhI9fEHNm/enC+lTLZ3rNFNL+np6WzatMl5RR8gNxd0uoBcyiESEqB162D3IrA4cgQMBt+3m5wMTZv6vt1goaIC8mwj7QQYaWngPFRRaKKmRr3noUIELVpAUpJ/2hZCZGodO4nWRr5FZWVokACEzkMaKFRX+4cE4OQby2BLA9B4x7S2Fo4fb7z99yVOeSKQ0v6kU+wo2HKAcao9qJWVwe5B40GoLFYaI/Ly/LfgaGw45YmgoADKbGIRVlcrkTFU4A9deSijosJ/bZ9MpGowQFWV83r+RmMcU4MhNEk0WGPZ6GwEvoBerz41NVBerowzSUn1ek5bYgg2GuOL5ilqa8OrNFfhT8I82VFdHewehBZOSSIoLrZ+iQwGpY5o2rT+eyjhVCICf0tiJ9NYlpc7rxMINMYxDQVJyh6CNZZ+VQ0JIS4SQuwVQuwXQjxm53iaEGKtEGKHEOInIUQHf/YH1EDbewhKS9UnFI1HodYff8Lfxs+TZSzNEm0YniHQRKDTVbNnz5/OKwYJfiMCUwrFhai48b2A8UKIXjbVXgTek1L2ReVOfd5f/TGjutq+zl2ng8LC0Hy5TiUbQSiOfygiFNRCBaYUQY2NXGtqAq9+nDp1HGPG9GXLlg0O652MEsFgYL+U8qCUsgYVc/xymzq9UAkuQMVOtz3uc4Sa2kcLUkJJSf33UwVh1ZBrCKZqo7ISdu6E/fvV/41tTIMxB2RlHQRg9+7tgb+4C/CnjaA9KkGFGdmojFiW2I7KVvQKKkNVohCildROR+g1GgMRGAywd6/aAZuU1PheNE8RCrtkGwOC5fFiNEJODhw92nifSYNBqYADjR9/3Bf4i7qBYLuPPgyMEEJsRWVzOgo0ENqEEFOFEJuEEJvyvNhGGQyR0BMUFqqH1fyyNdaXzl0EQi10MoxlMDxeyspg+3bIzrYeQykb15gWFoa2qvVkVA0dBTpa/N8Bm+ThUsocKeWVUsr+wExTWYOtXFLKxVLKgVLKgcnJdkNluITGon82c53tC3eyI0wEriE4qg37UkhjGs+amsDbVvLyjjNv3gz27v0LgFDNCOlPItgIdBNCdBZCRAPXA2ssKwghWgshzH14HJVb1G9oDESg09WLrpYrl1BexfgKYbWQawi0RFBaqr23JpQlgpdffpnLL7+c33//HQiOJLV27ee8/vrzzJgxlXPP7crw4Z0d1j/pJAIpZS1wD/ANsBv4SEq5UwjxjBDiMlO1c4G9Qoh9QFtgtr/6A42DCPLz67+fahJBIAygjX0c/RmHSQtHj2ofC+UFysaNG1mzZg0HDhwAgvP+d+nSg8mTp3HzzfeRnX2YnJwsdCG4pdmvG8qklP8F/mtT9qTF90+AT/zZB0uE+opTr7eOJGn5kjX2CcwZSkpC//6EAgK9iSwvr957zR5CVSKoqqpi2rRpXHvttQwaNAgIDhEMHjycwYOHA9C79wDatk0lJiZGs/5JJxGEGgyG0DYUl5bCjh3W4uupQgR6feCC/DXmcZQysPaBY8fAtJjWRCiOZ2ZmJm3atGH58uWMGzeODh06OPVIO3BgL3//vcuv/ercuRvx8dYx0C0dWHS6cKwhvyOU1UK1tbBvn/qrhVAWwb1FUVHgXoBQnLhcRUVF4J6Dmho4fNh5vVCUCL7++mvKy8spKSlBmAKI1dRo97OoqIAbbjgPg8HAxx+vp3Pnbuh01cTExHrdl02bfqVDh3Tatk2t64uUKgfC8eP1BnghVPnw4V5f0iOEiSAEcPSofRI4FSSCmprGsbcjFBBItdCJE67VC0UiuP322xk1ahSZmZksW7aMtm3bMnz4WM36RUUF9OlzFkVF+RQW5jF9+mTS0rry0kvvetWP0tJirrkmg7i4eHbuLGfduu9YufJdunW7gCFDJlvVNY9hsBZ8YSIIMqqrlQhuD6eCsdiR/tkfaKzjaDAEzutFSteznoXqeHbp0oWdO3dyyy23MHbsWIYM0SaCLl26s3Tp5xgMBnJysti69XcOH95PVVUlcXHxHvehtLSEM88cQkxMLFIKtmw5xJdfrmDEiOgGRGBGWDXkZ4QaEeh0anNOQYH2zT/ZJQK9PjRi5jQGBDKkREmJ6zuXjcbQejZ1Ol2dMfa0007jpptuYsCAAS79nsjISDp27MySJWsYMmSEVyQA0KFDGqtW/Y7BAHv2QFraSO64YxmdOvXTPCcsEfgRRmNoeaQYDMom4GwSPJmJQK9XOtJAo7GOY6CIwGhU+aJdRSiNp5SSPn360LlzZ1asWEGvXr149913MRjUossevvjiI04/vR+nndajrmzkyIt91qfycjh4UKk/27XrSrt2XZ38Bp9d2i2cEkQQStKAlCpYl7sr4ZPFWFxaquwhFRXB8eIKpYnLVWiFTvcHDhxw79kMJRvB9u3b2b9/P5WVlbRq1aquvKTEfh+llDz22K1UVJTz669ZpKZ2bFjJCxw9auTIEfccM8Puo35EKO3fOHhQecm4CjMBhMrL5g0qKurjKIWyK2+oQacLzELg2LH60NKuIpSeyz59+pCTk8OGDRuIiFBTW0FBMTt3HrQb2qG6uorhw0dz9tnnWZHAunXf8dBDk/j00/c87ktWFkybdjl33dWeXbt+rivfsuULvvtuEVVV9rdqhyUCPyJUiCA723UjnBlGo4pCGkovnCcwGt0jQH+hMY5jILyqzJFF3UUoSQRRUVGkpKRYlaWldaSiopwdO0pITGxmdSwuLp433vi0QTtZWQf47LP3iImJ5aqrbnKrDwaDkqoKCyEv7zBFRTk0bdq87viKFdPJydlDz57D6dixd4Pzw0TgR4QCERgMnr9oln8bK4qLHe+TCMM+DIbA5NA+ccIzFWqoP5ft26dRWVlBZWV5AyLQwtCh5zFv3jK6dWs4UTuC0Qi7dtWr1p5/fiuFhdm0aJFaV2fw4CspLc0jJsa+ITpsLPYTQmVHcX6+ZzfZfE5jthFYBtILNkJ94rJFcbH/++ypNGA+N1TG9JNPPuG7777j6quvZtSoURiN8M03f2nWr6goJzo6hiZNmliVn3ZaDyvjsavIzra2r0RGRpGcnG5V57rrHIdTC9sI/IRQkAbA9Q06WgiVl81dSGkdSC/YaEzjWFPjH2lgw4YfueKKoRw8qJKlZGd77lARSuO5bt06Fi9ezM6dOwHnnoIvv/xPevaMZfny172+dmmp52RqiWAt+MJEEACUlXnuL9/YjcXhYHLuo7pauXD6YmKxh6lTL2fbtj+YP/9Jysq8u04o2QjGjx/P66+/zsiRIwHn5FZeXoqUkhYtWlmV63Q6vv12NZ9//qFL1y0uVhkFLXHo0Bb+/e9r+fLLl63KDYZaiouPU1pqf3UUlgj8hEC5jq5evYKMjHS6dIkgIyOd1atXAEotdfCg5+02ZiKorQ38zmFnaAzjWFjoX3Xmhx/+zOuvf8Kjj77g1bMJoUUEQ4cO5c4776Rv376AevfffHMeF110BqtWvd+g/pw5S9mzp5pRo8ZZldfU6Lj99it4/PEpTq+Zl6c2i9ner+PHD/DHHx+zb9+vVuVff72AO+9sx6pV/7LbXthG4CcEwkC5evUKZsyYSlWVcu84ejSTGTOmAtCnzwSvfMCDHYPEGxQWhs4k0VhQXu7/xUvv3v3p3bs/5eXaG61cRSjfXxXVtoC9e/8iN9f+Lrno6OgGZQkJiYwePY6kpBYYjcY6V1Rb5OVpR2ft1m0o06Z9SFJSW6vypKS2JCa2Jiqqif0TgwQRqqnTtDBw4EC5adMml+tnZvr/Yc3ISOfo0cwG5Skpabz88mGv2u7VC5o1g5gYsPGMC2nodCrCYqghMhI6+nbfkM+g06nJJVDeVQcP1pKZWUVcXKLHbaSnQ/fu0LKl7/rlKb744gsiIyM599xziYuLIysLjhzJoqSkiNTUjjRv7ptOSqkI1FHCHk/RuzeccYbv2wUQQmyWUg60d+ykVg3V1gZmxZKTk2W3/Ngx++XuoLG6j4aaSsiMUB3HwkJFnP4mAb1ez6JFc5g4cRSXXNJSU0XhKkJpPG+77TbGjh1LUVERtbVKim7fvhO9evVrQAJZWQe54oqhzJo1ze3r7N7tHxKAsGrILwjUyio1tZNdiaB1605et90YiUCvD4eWdgdGY2D2CgDk5R1jzpzH6v4/ftxJ5hknCCX30dGjR3P8+HFatmzp1EEhK+sg27b9oZlzwGAwUFpaTHx8U6s6eXmuuULv2vUzhYXZ9OiRQXJymsu/4aQ0FgshLhJC7BVC7BdCPGbneCchxI9CiK1CiB1CCO1YsR4gUN4qDz88u0GkwujoGK691vsUzI3RWByq0gCE5jiWlweuX02aNOHWWx/kmmse5LXXjvDAA95lig2l8Xzvvff45ptviI2NrfMWzM3N5qWX/snSpfOt6p555hA+/ng9jzzyvN22pk4dx4ABrfnll2/rygwG1wPyff/9GyxcOLGBsViv1/Hkk8N45JG+ds876SQCIUQksBAYBWQDG4UQa6SUlvngnkAltX9DCNELld843Vd9CJREMG7cBABefHFmnWQwYsTVZGRMsFt//foVrFw5k/z8LFq37sR1183WrNvYjMU1NYHPq9vYEcjxSk5uxz33vMSePb5rM5TIwAyzu3ZxcSGvvfYvevTow623PlB3PCEhkYEDz9E8v0WLVjRr1pyaGsUoRqPK2OaqIb9HjwxA0K5dN6vyqKhoDh/egl6vQ6erbLDD+GQMMTEY2C+lPAgghPgQuBywJAIJmPd9JwE+9ZwOZEiDceMmMG7cBJYvf51Fi+bw/ff/YevW9Q0m+fXrV7BkyVRqapTuJD8/kyVLlIeRPTJobBKBu0HLAo1QG8eamsBGx9XpVPRbM4xGA2+9dQdHjvzJU0+tc9ubJVQWKHq9Hr1eT1xcHDU1ok4bkJLSgfvvn0Vqqntq2nnzltWlltTp1D4Bd9SdF154DxdeeE+DciEETz75M3FxSTRp0jCJ/cm4oaw9YClIZZvKLDELmCiEyEZJA/faa0gIMVUIsUkIsSnPjahtgd7INH/+U8ye/RA5OVlIKesm+fXrV9TVWblyZh0JmFFTU8nKlTPtttmYbATl5aGxgc8ZQmksA52YZ/PmIxw9eoCaGpXuLCIikp07f2D//j/IyXFfTAiVfQS//fYbTZs2ZeTIkVYSVvPmLbnvvqe45pqb68qklEyffjMfffQ2Oo0H1kwCoIjTEQns2vUzc+dewqpVrqmCu3YdQvv2PYmIiHSpfiAQbK+h8cA7UsoOwFhguRCiQZ+klIullAOllAOTk5NdbjzQQc4WLHgGnc46n6DtJJ+fb9+TqKDAfnljSlcZyraBUEUgM49VVcHSpc9y//1d+fnnd+rKJ01awFNP/eI0aYo9hAoRVFZWEhMTQ2JiolNy3bFjE5988g5z5jxqNeHbQ26uc0N+ZWUxW7d+yd9/b6grKyzMobq6wm7461CEP1VDRwFLj+0OpjJL3ApcBCCl3CCEiAVaA5qReVwdV4MhdMRWy0m+detO5Oc39DBq1cq+6Gr5G4xG5QcfiqiuDl4oiZoasLMvSBNSgpP3PyAwGAKrFjp6FOLimtG6dRqtWtW/mgMGeJ6RK1TesTFjxlBdXU1ZWW0D9WRe3jG2b99I166nk57elW7dejF37tvodNV2N5QB/PHHL8yZM5P27YcwYcKLmtfNyvqTrl2H8OCDq+rsAVJKpk1Lw2Co5b33qhuogLZs+YI9e9YxaNAVdOs21OrYyaga2gh0E0J0FkJEA9cDa2zqZAHnAwghTgdiATcj9ttHMEIep6badxOznOSvu2420dG2HkbxmlEJG0u6ykC5P9qitDQ4KS99gUBKAxUVKvjfxIkv8uqrh72a/C0RKhKBGUZjw7XtwoXPMWXKZXz1lfKQio9vyjXX3MzEiXdqtnP8eBVbt67n8OHtmnXy8g7z2GNn8vLLVzBgwCV1+QX0+moSE5NJSGhp1w6wY8e3fP75XPbv/6PBsZPOWCylrBVC3AN8A0QCb0spdwohngE2SSnXAA8BS4QQD6AMx5Olj2SpYBDBPffMZtasqVY2ANtJPiNjAkeO7OTXX9+nsDCbVq1c8xqy/R5MGI1qAk5KUitrgyF4+waOHFGJe9xBqIxjIPMQWxqIGx43snbtYrKz/2LSpAWaIRW0ECrjCfal0oEDM/j77520a9fB5TYSEgbzz3/+ZJVLwBa5uftITGxNmzanERlZP5VGR8fxxhvafi8DBlxC8+YpdO8+rMGxYEkEjS7ExIABA+WWLc5DTBQVBV5nnZkJH3+sXEMLCrLsTvJGo5EJE5R+RwjBU0+to0cPbTe29u3rQyKkpKhQE8HGiRNq4m/SRH2qq4PzABcWwr59Sl02aJDr53XsGBoqtqyswIxbVpbzCKN33dWeoqIcXn55Hykp3RxXtkCrVtCnT/DDn8ydO5fvv/+eyZMfZNiwizTrPfPM/bRsmcyECXc0iDpqRna26zGY9HodVVWl7N79M7m5+xg5cgrNmrlux7RFx45wjvZ04BUchZg4aXcWBzphfXZ2Jhdc0J0mTeJ4++1izXrHjx8gMrIJBoMeKSWFhY73qlvydCjoY8vK6lf/en1w7AI1NYp0zbpgg0GtruPiHJ+n1yviCoW1T1VVYO6nTldPAsXFx3j00X507NiHJ55Ya1Xv4osfQghBfHySW+1LGRrP5bZt2/juu++4+OJJmnVKSopYvnwhRqOR66+3H1nUYFC5m11FkyYxNGmSzOefz+PAgf9x+ukjvCICs6ot0Dask5YIAu3GmJubR21tDQaD0knNn38VO3f+yA03zGXkyNvq6qWkdOP992v4/fdPiI6OpWfPfzhs1/IlC4VMa6HgGVRQ0HC/Qnm5cyLIzYVOnUKDCAK1icxyUisqyqW09ASlpQ3NcBdf/KBH7YeKjeCpp55i4sRJtGqlHbGtvLyMF154ixMncmnduo3dOpbxnr766hVKS/O46qqnGuyv2LHjW3r1Oq+ufNiw8fTqdS7NmrXhr7/W8p//PMqZZ47h2mufbXANna6SrKwdSGm0qx4KBhodEbjy0JkDTgUSzZv3Yvr0z9HrFQPt3fsbFRVFLFkyhVWr/lVnJ7DdURwf7ziPqq3XUDBRVRUaeYeLihqWlZVBcrKa+Nq2bbiiqqxU5NHJ+/BPXsNoDIxNpbbWOjNeWlpfFi48ik7nu80LoRJrqEePHnTq1EPTceC556azZMmLPP74PO68s0G0G0DFEbJUCa1a9S/KyvK58MJ7aN68XV15RUUxzz9/IW3bnsb8+X8jhGDs2Pvrju/b9xuHDm2mffvT7V7n+PEDPPnk2bRvfzovvrjL6thJZywOJgKtFjIYoKQkngEDLgHU7uGKisK64/n5mSxadDNCCGpra+rKHO0oNsPywQi2RBAszyBLaCVzr6hQq+zDh5VkkGTScOTnqzDeljryYE9cgYotdOKE9TMTERFJy5b2jZ9SSg4d2kJW1g5GjJjs1L++/rzgj6cZjtSUXbr0IDExiepq+xb60tKGuQXGjLkfKY1ERVkb5oqLc0lJ6U7Tpi3sjtNZZ13Ks8/+QVyc/UVe8+bt6NJlICkp3RscC5ZqqNEZi/v3Hyi3bnVsLA60oTg3V+mszbj33nS7ewXsISGhJUuWaMdlaN0aunY111X/BwMGg1otBetxWb16BS++OJOcHPtGeIDYWGW4btsWOndWEsx2C++/Jk3grLMgNdW9fQe+Rk6O/xcrOh3s2OH64kFKydSprSkvL+S117Ks9hk4QrNmKmdGerrnffUFXnrpJQyGWC6//DZi7HhU6PV6IiMjNT2i9uxRKSfdgcFQW+ctpNfryM/PxGCopUOHXm7334yUFBg+3H1POFdwUhmLXZmIAikRSKnUEdu2fcXHHz9FWlo/zd3D9lBeXujweKiohoqLg0sClhngtKSpatOm7sJCRQS2Rr9QCNcRqE1khw41JIG1a5dw+PBWRoyYTNeug62OCSEYNOhKdLqKOvWmK7CMhRWsTXoGg4FHH30Ug8HAuHH2jcBNmmjHUKqudkVP7YwAACAASURBVJ8EACuX0b171zN79gX07PkPnnrqZ/cbMyFYElajIwJXEEgiKCtTq6+//97AwYMbyc/P1Nw9bA8JCfZd2MwIBdWQThdctdCLL86sIwEzzKE77KnV9HolFdqGpQqFAH6B2DuQm2t/Ytu+/Ss2blxF797nNSACgKlTl7h9LUtyDRYR1NTU8OSTT3LgwAnNncKOoJVJr7Q0n7y8QyQltaW4OJfi4uN06TKQpKQ2ViQA0KpVR9q06ULLlu359dcPOH78AEOGXKVpJwAlhUkpraSUsI3AR6itDeyEaU5S0aPHcPr1u4iUlO6cdtpgqwijWoiOjmfSpFcc1gkFiSA/PzjXNUMrA5xWfCaAgwcbjlcoaEGrq53X8RTmjWOFGkLmhRfeS69e59Gli13tgEcIBSkrLi6Ohx9+0sow7irM6UHt4euvX2HVqn9x1VWzOHHiAOvWLWfcuBmsXv0c3boNZdasX+sm8ZSU7rzyijIyzJt3GVu2fE6nTmdoEsH8+VexefPnPPbY1/TpM7KuPCwRuAhngxRov3YzEfTtO4q+fUdZHXv77buoqrKfzigiIpIpUxY7NBRD8CWCYMYQMkMrA5wQEaxfv0JTKrBFKExa/iSCggJtEgDo3fs8evc+z2EbtbU15OTspVMn1xLnmsk22HGwPFHtSKmIU2uB1bbtaXTuPIBmzVoTH9+MdeuWs3r1c4ByAdWyNwwbNt4hCQAIEYnBoKe83No+GKxns9EZi/v1Gyi3b9c2FpeWOn4ZfAmjETZudHzz1q9fwaJFN2Mw1M9M0dHxXHPNM0RHx5GU1JYhQ67SPD8xUSW0NiMtLbAieGGha6n5/AlbG4EloqPjGTFiElu3/telRD9DhkC7ds73HPgDer3/ct0C7Nrl3b1SBuNkyssLWLToOElJ9n3tLRETA/37B9cA//vv2ykujqBz526aqSft4cgR9+7H9u3f8NJLl5ORMZFLL33ErtdPTY0KMufM66qysoSoqBiio637m5wMI0ZAlB+W6KdU8vpArl4t3QD37FnPt9++zv79G63qZGRMYPDgKwH1YLRuncaUKYspKMhm2bK7ee+9+xxew3a1Emj1UCADo2lh3LgJdO3ay+7LVVNTyXffLTLZZOzngLBEMP3e/SkNVFc7JoHq6grWr1/Bnj3rNOsIIejQoTft2nXjzTdv4YknhtgNjGYPwVxPPv74o4wZ09cqraQzGAzatgEt9OlzPm++mcfUqW/ZJYElS6YyeXI8s2ZlOG0rPj6pAQlA8FRDjY4IQkk1ZPniffLJUyxbdjfvv2+9Q/Pjj2exdet/AaxWqykp3YiNTaR1a8eJrW1/byDVQ8EKIWGL8vJy/vxzk4PY7tblzhL9BGvS8ucmMmf5mvLyDrNw4USWLLHvVWPGE0+sZf78fURHx3HgwP/IyzvssH6wU6nW1kK7dp3o3Lk7Xbr0cPm8wkLX+2w0GigtzSciIpK4uETNen36XEBiYmsGDbrS5X7YImws9hGCRQStWnUkNjaRtm3rk3usX7+Czz57BvNElZ+fVef2OHr0XYwefZfTawRTIghWRFFLrF69gjlzHnX7PC1DcrAmrJoa/0pXzgz6UVHRnH329VY7ZO3B7A1zxRVPMHbsA6Smauu5IfieWFVV8Pzzi90+zxXDcknJCWbMGFAXD6xNm8688spBzfpnn30tQ4deY6UG1sLhw9tYvfo5UlN7WIWhCBuL3YDRaH/DhdEYuBWzrUvlnXe+w513vmNVR61K7a9WnRmJzQimRBBsInBkG6iHwHaMQTvRT7BeNH9ucNTpnMfWSknpxrRpH7jcZlpaP5fqBdsA78kzWl3tmjt0XFyzOhKIj08iMdH5bk4hBFFRzo0l1dVl/PHHx6ZYQ9ZEEAw4JQJT6sh+QCpQBfwlpfTAUct30BqsQEoDOTnOb5q7aSntwfYagVrRVlcHP/+wvf0DoDyupDTSqlUn+vcfy88/v+swB4QlgvGi6fX+zU0czD0ewSQCKaGkREdUVBO3cii4msgoOjqWV1/NJDGxNTEx8XUBJX2BDh16c++9HzRQDYecRCCEOA14FLgA+BuVOSwW6C6EqATeBN6VUgZc2NZyVQsUEdTUuCZaOkpLeeTITh555AwiIiJYsUL7AbOd+AMlEXjijudraO0fkNLIf/5TPzDdu5/DO+9Mo6KikISEVkya9IrDRD+BftH8PZauEEF5eRHR0bFER7vmLlVQkM2vv/6Hpk1bcP752nYFS/fRQKOqCt5551Xmz3+Se+/9J3fd9bjTc6qr3Qsz3bp1vWRpu4nMGyQktGTYsOutyoqLg7f4ckSj/wLeB06TUl4opZwopbxaStkXuAxIAm4MRCdtEWyJwJ40cPfdnRg/PoJPPnm6rsxRWsrExFaAxGh0PLMHQzVUXe1fDxdXkZpqX71jVvuYA/g1aRJbF+Sva9chDtVugfYa0un8Kw2Aa0Tw9tt3MmlSPBs2rHSpzaKiHD744FHWrl3kUv1grGLLy+H48aNUV1fRtKm2EdcShw+HxsZCUAvKjRvhjz/ggw9g2jS4447geOppUpyUcryDYyeAfztrXAhxEfAKKlXlW1LKF2yOzwfMO1zigTZSyubO2tVafQSCCCoq7K8olGpCEhFRL6qYJyR7GcuMRiMvv7yPxETHSSyCYSz298TlKh5+eHYDG0F0dDxnnHEBEyZEER/fnCVL8tm+/eu64716neuwzUBPAv7e0+JqmlCj0UBkZBOnz5sZbdp05uKLH6pLyO4IwZCy9Hr1u//5z/ncd98sl6KllpW5L52tXbuYt966ncjIJjz22Ff06XO+hz22xtatsHhxBcXFTa3KzeFRmjudBX0Ll2QdIcQwIN2yvpTyPSfnRAILgVFANrBRCLFGSlkXgFtK+YBF/XuB/q70J1gSgZQqdIE9zJ+/n7KyPJKS2lqVZ2RMsLtCjYiIcCklYDAkgkCH8dbCuHFq3GyjjiYmtubHH5dSVaUssH36XMCJEwfp3PksLr10usM2AykRmONQ+fsaruD++z/GaDRiz7BuD82aJTNx4osu1Q3G3gxL43uzZq5lVfPEYP/33xsAMBj06HTee0+Ul8N778G6dQBNgd306pVCUlJztm9X5BYMl21XjMXLgdOAbYB5GpKAQyIABgP7pZQHTe18CFwO7NKoPx54yoU+210VGwz+H8C8PO3VckJCcxIS/EPjlgG9AiERhMLeATPGjZvARRdNYNu2+rKammqeeGIt3bqp7E7Dhl3HsGHXBamH9qHXB2aHuzuZztxNSu8qAp2usrbWswxvnhjVzz33FpKTO9O8eQrdup3tfgMWKCyEZ55RxuroaOjZ8zuSk9dw6aX307Ztc+67TxFBMJI/uSIRDAR6SfdjUbQHjlj8nw0MsVdRCJEGdAZ+cKVhew9dIPRqngS1coR//vNsCguP8MADq+jaVTv7uqVx3N8SgcEQ/ExotrBNSxkdHUtRUS4PPdSzLqzE1Vc/Tbt2XSktzWfQoMs12wrU6jUvLzDXsR0bXyIvL5PCwmw6duzjMJdxoFVDlvar+++fQG1tLc89t9ihZCClZ+TRs+dwevYc7kEvrVFSArNnKxJIS4P77oOUlFEohYmCmaeDQQSuLBH+AhzvQvEe1wOfSCntTnNCiKlCiE1CiE2FhXl2Hzp/E0FVleMHafr0M7jvvq7k5v7tcptZWdspLDxKbu5eh/UCGYE0lKQBgPfff4OMDMFdd3WoK1u/fgVLlky1CStxG7NmZTB/vuNdnYGYtGprA6NeKy117bnPy8tkxoyBvPHGZLfaf+ONScyalcHBg5sd1gu0ashybL/9djVffvmRU2mnsjJ4YdzLy+G555STSadO8MQTKgGNLcyLvWCoZh25j36OUgElAruEEP8D6jSeUsrLnLR9FLBMc9TBVGYP1wN3azUkpVwMLAbo23egtBde2N9E4GwL/9GjO5FSUlvrulL4kkseobKyhO7dHYucli+ZWQz3k5QfMvYBM44cUUKl0Vi/TFq5cmaDEN9mH++YGGsvLVsEYsIKlAugs2fSjJKSYxw6tNnl9JNmpKX1o7ZW55LbZLCI4LXXPqK8vJT4+KbaJ+D5XoucnL3MnXsxaWn9eOCBT90+v7ISnn8esrJUYL4ZM1SmQVBebyUlJxAigpYtU+uIINRUQ65ZirSxEegmhOiMIoDrgRtsKwkhegItgA2uNmz70Ol0/l0pS+n8pbvkkumUlRVo7mi1h2uumeXy9S1hMPiPCIIpEVimo0xN7cTDD8/mhhueoU+f26murhfHtDPACZYtc/zGB2L1GggiqK11XS3UoUMfnn3WteBxlnCWK8OMQNsILJ/RkSMvdukcT4ngxIlDHD9+gOPHDzivbAMp4c03lYNJmzYwc2Z9Lm2AjRtXsWDB9fTteyGPP/51aBKBlNLzfGvq/FohxD3ANyj30bellDuFEM8Am6SUa0xVrwc+dMcGYfvQ+TsUQlmZ8wnyhhvm+O369ojAQeY9rxAsIrANJ3H0aCYzZkzlzjth0CBrryutjXqWm3+0EIhJKxBEkJ/v+u+IjW1qNyOZrxBI1ZDB4JmKx1Mi6NfvQm68cT7dug11+9xvvoH//U+FPH/8cWjZ0vp4z57/IC4usS7JvZkIQtVr6EpgDtAGFdhFAFJK2czZuVLK/wL/tSl70ub/WW7013SO9Xd/+737a2eoOSxw//5jOessbU1bIPcSBEs1ZC+cRFVVJf/+9yTuvNM6N/F1181ukAHOUVgJS/ibCKQMzBi6GibBF5BSOlQrBdJYbDm2hYX5fP31p7Rr18GhZFBU5Pk9EUIwduz9bp+3dSu8/776fvvtKgeGLVq0SGHJksI61VswicAVBcNc4DIpZZKUspmUMtEVEvAnLF/kQBiBnPkfl5cX89Zbd/LRR/90q90vvpjH2rVv8tNPyxzWC1SYiWB6DGmFkzAaDSxceCOLF99WV5aRMYEpUxbTunUaQoi6HA9ffvkyEyZE8eGHMzSv428i0On8PymWlLhnE9u8+XNWrZrN4cPbnFe2wO7dv3D77W2ZO/cSh/WCRQSZmQeYOfMOXnnlae0TUAloAokdO2D+fPU+XXKJSoakBUv7SzBVQ64QwXEp5W6/98QNWD50/s6eVVPjXOI4cWI/a9cuqktj5yq6dRtGcnI6aWlnOqwXqE1lwbQPaIWTUJD8/vvHViUZGRM499xbSE8fQH5+JosX30ZNTSVGo4ETJw5ptuTvCLWBUAu5EysHYOPGz/jooyc4eFA7s589REfHU1p6gqKiHIf1jMbALSAsiSApqQXXXz+FCy7Qlqbz8wMbRTc3V5GAXg+jRsENDayiDSGlpLj4WFDdRx15DZn98DYJIVYCq7H2GvrMz33ThPmhcyX8rrdwZTdikyZxJCenExPj2HPBFj16nMO2bf/l00+f5uefl2mmWAxUBNJghpawF07CElVVDZW8X375ct3uYqPRwN13L0ev19Gxo3a+XX9LBP6O0aTTKVWHOzjrrMtJSmpH585nuXVeWlpfFi48SrNmzsNSBEoisFysdOnS3WkuAndJ0xvo9bBggXoGhgyByZOdp5WtrCxl+vTeVFYW06NHCRARWu6jwKUW3yuB0Rb/SyBoRKDXKx1pIAKjuUIEHTv2ZsEC7VWoPZh94c16bnOKRaABGQRCNRQIW4sjjBs3gTffnMuePTvsHrdnCD7jjPM5fvwgF154D6edNoSsrO2sXDmT/PxMIiIiMRoNtG6dZkWw/ly9Go3+fyY9mdgGDRrHoEHj3D4vKiqali1TndYLlGrIaHRPajUaPdtE5in+8x8V1K5NG5g61TXPvvj4ZkRHx1JTE0NtbRXQNCj7HRwRwXfAN1JKP+5d9AxGY2B2EhsMjg3F69evME08zpOm28KeL7xW0ppAqIaqqoK/ozgvT81ykZFRVrHftQzBln7dtsRqjupqj2D9tRejqsq/E6LB4Pvd7b5AoLyGSktt1cIlVFdXkpTUwm7S+kCSwKZN8PXXSs8/bRrEO97OYoUnn/yFpKS2vPKKeiBDzVjcEfhYCLFOCDFLCDFEuLsjpZEjN1dbX2dvd+vChROZMqW1ZuJ0S7iTtCYQXkOBfGm0sHTpF0yb9hQPPvgvmjZtAagkNH36XOCUYO0RqxmWOYz9GT/f37ro/HzPFgF79qwnO3uXKeice9i27Wvmzr2Eb79dqFknEHmLDYaG9sDlyxcyZEgqCxY8Y/ecQD3TBQVqvwDA+PFw2mnund+iRQoRERF1C5OQch+VUs4B5gghElHJaW4BFgkhdgNfo6SFADqxBRZ6vdoSrgWtiae8vEBTxWMJR0lrbOFviSAQO7NdQb9+g+jXbxB5efDVV9/z11/fYzQa2LJljd36tbW1LFhwLVu2fOE0T6yZYM1jaTBAlA8Ttfp7DKX0TC2k1+t4+unhREREsny5+8rnsrJ8tm79kqioaEaPtr/5PxBZykpLGxJNVFQTWrVqQ/PmreyeEwgikBLeektd68wzYcwYz9sKaa8hKWWZlHKVlPJ2KWV/VMKaZJxHHw1Z5ObWs25pqX3jW1aW4xWO9u5W6xWoFhwlrbGFv43Fen3oJOsAtcIaMWIyXboMJCoqhtTUnnbrffnlS2zcuMqlZOFmgvWXRODv3e05OZ4RjU5XSY8eGXTtOsSj6KN9+pzPtGkfMnHiS5p1ApHA3t6kfvvt09m06ThTpjxk95xApPDcsAG2bVOqIFftArb45Zf3mD37AvLz9wMhJhFYQgjRHkizqL9RSqn9ZIQwjEbIzla6/y5dYN8+iI2FFi3qjx844Hj7/vr1K4iIiHCYXcxZXmJHSWvs9dkSvtZxB2MFYonVq1fw5JN3U1ZWQlJSS268cYFmHgcz1q9fwWef2VcJ2MKSYC0lAl/Cn9JAVZV6Zj1BQkILZs1a5/G1W7RI4eyzG4b4lhK+/VaFTDCrQvxFBDU17t8vnc7/E+rRo/Duu+r7hAn1c4i7yM/P5K+/1pKWpgySoWYsBkAIMQe4DpVHwDIfwS9+7JffUFCgBrqkRG38MBjUaqO0FJo2hT17HK8kzLYBZykmXYk55GyyM0Mr/4KviCDY8YUs3UZLSgpZvHhq3aSiZYzXUs2ZvYXMUOc9Z2UoBv9IBP7CoUOhJbEBfPqp+kC9r7y/JCJPSNbf0sCWLfDaa6pvvXvDeec5P0cLw4aNp2vXofzyS3cyM0Ms+qgFxgE9pJRBSqvsW1huzbdk3uxs9bI5e4AcGSXNcDXcAcDdd3egrKyA55/fQvv2p9utY2+F4Mt4Q8GUCOyFlqipqeTdd++jurqsLi+xrfePlmpOSiMffCAZPz4CkDzyyH/p2LG3xXH115eTlpT+I4KiIv9vmnSG7Oxd/P77x0RFDebw4TFERsJvv9Uf97eNQIsIpk+/mX37djJ79iL69BlgdcyTbGSu4sgR+Pe/1QJq6FAVQsIbN5p27brSrl1XNpuifYea15AZBwE/hTgLLCoqtA1IpaWurSIc2QYswx246kZaWpqHXl9NTs4+zTr2iMCXE1kwJQKt0BLl5QV1JGCGpe1FK8CcWRKbMmUxTzyxtkE6UPO4+VL8rqnx7SRo9suXUtmqvMG33y7kttta8sknszxuIzt7J59+Op9PPunHH39YkwDULyT8QQRGozbJ7tv3Fzt2bKTWZiVTW6s8rPyB2lp4/XX1zowYoVxFYxt6rnoEs/NCSNkIhBCvolRAlcA2IcRarHcWT/N/93wLV+O3O4J25Ms0Xn31sNvt3XrrIqKiojn99BGadbQkAl8hmBJBamonjh5tOJ5aMNtenAWeGznyNrvn+0Mi8PUmsqNHlYdQfLz3toeSkhNUVBThfoLBepx11uW0atWRgoJUunSB889XETUXLlTPoVmV4Q/VUHW1NsG88soHFBXl061bL6vy/Hz/SSerVtVvGps0yTtJwIy8vMNs3ryG48cvBHqEnESwCdgMrAGeBX4z/W/+NCpI6ZtVgjvePq7g3HNvJiNjgsN8x/4kAimDSwQPPzybuLiG45mQYN8l0Lzi1wo850wS84ex2F210JIlL9GjRwy33XYZRUXWXgk1NcpDqLbWNyqhq656kjffPMGYMe5H0DRj/fpoCgqGEhurVsAjR8LZZ9erJs0Tlz8mX0d7M9LTu9K//1CaNk2wKvdXZNbcXFhj8mS+4w5Fhr5ATs5e3n33PrKytgIhJhEAJcBvUsoQ3MvoPgoLfTPhZWRMQKer4q23pgA0CGHgD/hTNRRsj6Fx49S4PfDARABatGhfl9vBWahpR8b2P/74lDVr5pCa2pO77673dPaH+6i7RPD77z9RU1PD2rWfs3v3doYNG0l1tVpdZmf7fmXtSqwgLVh6xtxyC7RpIzlx4jBt2nSuU2WYf7+vicBgcD/sSXm5fzy4pIR33lHvy7nnwun2zXkeoU2bzowefQ8nTnQlLy/Egs4BE4GFQohKlDTwK4oY/gpIz3wMX6iFzDjvvFsYNGgcZWV5mgZeV/HDD2+xfv379OlzAVde+YTdOv6UCIJNBACXXTaep5++j+pqHQsWHCQqKrrumCvutfaQlbWdgwc3cuLEQbvHfTXZ6vXu34sXXljCXXddTWJiEs2aNUdK2LnT9yvB4uLj/OtfI7n++ucYOPByt8+vrVWeMTodZGRARobk8ccHkJm5jddeO0JUlMoj7S+JoKxMu02j0cjcuY+TmJjE3XfPsDrHH/jtN+Vl2LSp2j3sS6SkdOfmm1/ls8/UnoSQIgIp5dUAQoh0YJjpc7sQohNqH8HYQHSwYb/cP6e21rfJZSIiImjWrDXNmrX2uq3Nmz9n9+6fqawscYsIfPWwhEKy+oiICN5/P7/BS+yqe6099O9/Mfv2baB793Osyn1tLPZk9Zmc3I6PP15f939+vn/uw08/vc3Ro7tYu/ZNunU7m6SkNm6d/+WX9frwm29WzhDJyWkUFBwhN3cfTZooIjDbCHypbnPmwVdRUc6bb86ladMEKyLwR5iPnBy1exgUCTTzUzaWkExeb4aU8rAQIhaIM33M351CCHER8AoqVeVbUsoX7NS5FpiFMkxvl1I6jODtCRG4G7Y3kBg48DIqK4vo2/dCzTr2XjBfTRyhIBEUFfl+JXfs2H6OHfubv/5ayy+/vFMnTVi6OkrpvbHPF2oIfwSSO378ACNHTiE+vhnHju0nMdG9RcuxY/X7BG67rT6I2pQpb5GQ0IKIiMg61ZA/iKCqynF7kZGRTJ/eMP+Hr8NKVFUpV9HqauUqOnKkb9sHFSCxoOAIFRVNgeTQkgiEEDOAs1HhJPYCvwOvAVOllE5vuRAiElgIjAKygY1CiDVSyl0WdboBjwPnSCmLhBBOlyyeEIGvU01u2fIFS5feRfv2PZkx41uv2jrvvFs577xbHdbRshEYDPWrCE8RbImgqgr+/tuIa57MrsFRiO9Ro+olDKPRu/GT0n2PoY8/Xsb+/bsZN24inTp14dChI5SX+1DhbMKsWRkUFx9j4cJsWrZs7/b577yjno3hw+EMi/QOllKwLRH4cgJzRrDx8U25667Hrcp8HZVYp4N589S+gZQUFULCH2E3KytLmDatM9HRjwHPh5zX0E1AKirA3ArgP1LKra6QgAmDgf1SyoNSyhrgQ8BWUTkFWCilLALwh2HaaPQ9ERw58heFhUfczvjkKbReMG9FSH9uhHIFOh3s3g1r1y5j/HjBlCn2PYXchaMQ35YLCW9XsJ6Enf7ii5UsXjyPXbu20qdPIlddNcCjqKCOIKUkIaEVTZu2oFkz99RBAH//Ddu3K6+YiRO165m9hvwhEXjikuvLfBpGo0oys3s3NG8Ojz7qOy8hW0RHx9O6dRoJCUrnFFISgZSypxCiJco2cC7wmBAiAdiOMho7TrQL7QHLbKHZgG32zu4AQohfUeqjWVLKrx016u6LV1rq+9gdZ545lqKiHJo3T/G6rZqaajZvXkNZWT6jR9+lmePAXmwhvd67h7OiIng5CKSE/fvVJFJWVmAq84210VGIb8tLePvbPVl9XnPNLZxzzgWMGDGG9u3TEKIpFRVFJCb6hgRB6fLnzfPcp+MzU8qp0aPt68NXrJjOr7/+h7i4HUArn0sEBoNzSbWoqICDB/eSnNyOTp26AL61D3z/vQojkZAAM2dC27a+a9sW0dGxvPrqYb7/HpYuDT33UaSUhcAXQoivgbOAfwC3o0JSOyMCV6/fDUU0HYBfhBBnSCmt1vBCiKnAVIB27ZzH8LGEP+wDaWl9mTx5gU/aKi8vZMECFdQrPj5JU6UxYMAEoqOtz/X2gQl0DgKDQQX069BBufOa7QKXXPIwI0dOpbraN7EUHIX49pVEIKVnE88ll1xb9/3jjw+RmRlaKT4OHFCeKzExMFbDHUSnq6SoKIeYmEosicBXwRBdIdj//e8X7rjjSkaNupzFi1cDvnuec3NVtjFQ9pEOHXzTrjOEZBhqIcRlQogXhBDrgBPAi0Ar4CGgnQttH0UltzGjg6nMEtnAGimlXkp5CNiHIgYrSCkXSykHSikHNm/unk+0r9VCvkbz5u1o0iSO+PgkPvzwcU2Vhq8Nxnp9YFJ9WiI3VxHAjh3W0TQjIiJISGiuGTbCXTja9GcpBXgzfubghd7g+PHQIgEpYYUpp9KoUdreMePGzWDBgsMkJyvbg+U4+kL6duW5jI9PoH//oVa7in0hERiNsHixUluec47KPRwoBJMIHEkEk1F7Bx4BNpv0/O5gI9BNCNEZRQDXA7YeQauB8cAyIURrlKrIvuO3Ce5oD/yV3P6331aye/fP9O17IYMGue+fbYmIiAjee6+S9etXsHChfYVsQUGWz4kg0NKAXq+IwJv0nq7CUYhvy+fH0/ErL/ds/KqqKlm37luSk9vRpctQvxHxr79+wGefPU1Gxo1ccYXjvBiW+OUXpRNv1gwuu0y7ntn4bJZQLW1VtbXeB0N0/zJSlgAAIABJREFUZVyGDx/F8OGjrK7rCyL4+WcVgbhZM5V8PlCYM2csBw92B/4dWqohKeWVAEKIMbYkIIS4Q0q5yFHDUspaIcQ9wDco/f/bUsqdQohngE1SyjWmY6OFEOYQ19Od5Uh2hwj8FYHwu+8WsmfPOo4e3e01Eaxfv4J3372P8nLtn92qVSfNTWWeiuLuGJpXr17Biy/OJCcni9TUTjz88Oy6HcGuwGhU/ug//2zfm2fduuVkZ+9k2LDxTJgw181fYh/mPQi1tbWUl+fTvHm7ur6Y4enKy9PQDzk5Wdx++xV07tydN97Yy19/rWXZsnvo3n0Yt9++1LNG7SAv7zA5OXuprHT9BSgthfffV98nToTEROfn2AuS5q1EUFnp2X3JzfV+Q1tpab1K6KablH0gUCgoOEJpaVMgRPMRAP8UQuiklD8ACCEeAc4DHBIBgJTyv8B/bcqetPgugQdNH5cQCkSQnn4W+flZdOs21Kt2bN0c7cGs0tB6OGpqPIt+6OqqwzZfwNGjmcyYoewWWmRgSRwpKWo1PnjwBE1vnl27fqS2tobMzO3u/xAH+PrrV3n33WnExzdn6VJlLPJWIjAaPffWioyM4vzzL6VVqxSKilTuhJycPW77+DvDhRfew8CBlxMX58JsjhqTN99UUk6fPmoXsSOUlxfx6aezyMycAAy2Gg9v7S6Fha7WlZhTqNfUKCLwBkYjvPGGGoMzzoBhw7xrz1088MBn/PlnAsuWhaCx2ITLUAbj6cBFQE8auoGGJPxFBJMmzWfSpPlet+NKbgNzIDWtF0yvd58IjEbXV1328gVUVVXy4osz7RKBLXHk5GSycOFUamq0vXlqa/VcdNE0evXy7W4ds1eX0Wj9Y80byTzZi+GNqjE9vStvvbWGI0dUDJ8uXQYxd+6ftGiR6nmjdhAXl0iHDr2cVzThm2+Uh0zTpq7F1o+MjOLrrxcgxABgsNWYeKPfLilx/fxp08azYcMPzJv3DunpY732ADOHd0hIgClT/LNfwBFSUrrVkVmo2QgAkFLmCyEuA75HRR29WvrKz88DuHrl8nI1oIHQSXsKR7kNQAULM/fVERG4C3fO0coXoFWulWhm5cqZDkJ4d2LSpFdc75SLGDjwMpYtKyM21lrGt9xRXFvrHhF4q9eXsn4ncWxsUzp27ONdg14iL69eHTJlCrR2QTiJi0vkppv+zZYtw/jrL2ty9EYicGd3+bFjRykoyCM6uqnXO7P37FFEIATcey8kex6jzyuYVbyh5jVUJoQoFUKUAvtRhtxrAHNZUOAqEZSU1Kte1OQj63TS69ev8KoPx48forAwp0FCDHfhyEsmOjqeG2+slzq0LuUJEbij2khNtd9HrXItgigoyOK662ZbBZQD70J4O0NUVHQDEgC88hzyhghqamooKDD6XfT/4IPHWblyJuXlzn2nP/pIjcGwYe55yIwZcx8dOigHP1tjsSdwN3jfhx/+xO+/HyUlZYhXtgG9XsURkhIuvxz69vW8LW+wYcNKfvjhdcA/RODsmdMkAillopSymcUnVkqZYC73dUd9jaIixztMvcGMGf25++72fPONd3sJ7Lk5AiQktGoQW19L9PXkoXFnInr44dlERFgvmePi4nn4YfuTtxZBtGrViYyMCUyevLCODCIiIpkyZTHZ2TtZuvQucnL2ut4xL+CpnUBK73ZzL1o0h8GDo/jss2fryr766hXefPNWCgqOODjTPXz33eusXt0wDo8tDh+GX39VRt/rr3f/Or40FrtLsJGRkbRpk0pxsXfpwdasUWq6lBS44gqvmvIK27d/w8aNKwH/GIududE7ijWULqU87OC4ANpLKbO16vgDrmxaqalRqiFHO0y9gXli1Eqe4iocuTnawpFE4G7wNHcms3HjJiCl5MEHbwQgJaUDjzzygqah+OGHZ/PYY1PR6eznETj//Nto0iSaN96YRHJyOhkZE5g0KZ6amiq6dRtKamoP1zvnAh59tB95eYd56KH/o3fvcwHPPYd0Ou88U8rLK5FSEh1dvx38f//7lD171jF8+I20atXRwdmuQUrJhAkvUlJyjKZNtZMdAXz4ofo9o0e7rw7Jzd3H8eN6oHddqk4h1CTmSTA/TyStggLviPnYMVit9qJx22002LAZSAwdei2xsUV8843vjcWVlc5tW45sBPOEEBHA/6FsA3moyKNdUV5D5wNPoTaFBRS1tY5vmpn9HO0w9QZLljj0cHUL9kItz5t3Obt3/8jo0fdw/fVqZedoleCu77a7D9oVV0zk4YcnYTQaWbjwE/r319YhnHPOBG67zTG5DRt2A8OG3UCUaUnZpctA8vOzSE31ffC1EycOUl1dTnb2X3VEYAl3xsLbCKk33fQ8I0Y8i5T1THTRRdPIyJhIu3bW+ygrK0v5v/97joyMG+nYsbdb1+nbdxTJyekO6xw4oOIJxcYqlYi7WLduORs3AjxLba16Ps0SguV3V+GOEf7Agb288MIjtG07hEsumeH8BDuQUiXcqa2Ff/wDerluW/cLzjzzIhISlOHe1xKBK9EVHO0juEYI0QuYgAopkYLKX7wb5RI6W0oZ4L2pCs4GyuyC5iyvbagiL+8QVVVl5ObWq0oc/Wa93nUiMHvKuItvv91F+/ZpxDpwUTIYVKTGDRs+pGfPf1BYmM3evetZuPBGVq6cyXXXzWbbtq/Iz8+ke/dhbNiw0sqI37XrIPc75gTjx89Br6/mrLPqd0hZrupdlQgqKrwLamY0qhSKkZHWr9yQIVfbrf/FF/NYs2YOX331Cu+95zzmQmbmdsrKCli16lkyM7fx4ot7aN5cO0COeSXsaAexI3TufBYdO5Zx5AgNiKC21j0iqK11TzLLzNzP99+voW9fncdEsGmT8hKKj4cbHAa+DxzMTgu+lAjKylR7zu6Hs1hDuwDvFOp+gKOHxmCodxs1r0LfeedeKiqKiI9vzs03vxYyXkNauOGGORw7tt8qob0zInAV7orSu3fv4OKLzyQpqSVbtzpO+pydDZWVtWzZ8kWDY2ZDvZQSvb6K/fv/wGDQWx0DfH5vRo++q0GZpWrIvC/AkYRpMCg1hDc4fty9+zRgwKXs3PkDPXsOd6n+55/P49dflRNEp059OXRoM/372w8WdOSImgibNNGOJ+QMgwaNIy8Pli+vJwIz3N3b4q5aqGfPgTz00KfExHhmqtTp4D1T9tLrroOkJI+a8SmKinI5fPgIMNhnEoE7kZd9FwQ+gHA0UCUl1iu+jIwJpKf3B6B9+9PtTjTr16/g3nvTGT8+gnvvTXfoVWQ0Gpk8OYFbb23htdeQFs48cwwXXXQvaWn1Lgy+IAKj0f0Jbdu235FSotM5XpXm56tNPTU1lZx55tgGK19QxyIjo4iKiqkjActj3hrxXYWtnt/ZfpOqKu8ilRqNKsvVokW38NJL46xsV2VlBWzd+l927frJ6pyuXQfz9NO/Mn58g1xOdpGcnEb79r146KHVJCen2x1/c1+WL1ffzztPhVj2FJbJ622JwFVI6f5O7cjItgwceCVnnHGBeyeasHq1el7T0+ECz5rwObZs+T8WL54E+M5ryJ3Iy25q8kIDjgbKdmfiAw90p7DwKJ069WXo0Gsb1HeUxMQeaZSXF6LTKR1BlLuKUC/gCyLIy3Nf7Lzmmlvo128w8+bNYMiQVM4772Jmz15CQYFKYQjwwQcrePnlmeTnZxIREYnRqN1Zna5c0+DqrRHfHrZs+YIffniLtLS+XHPNM0DDSb2iQk2IWuo1b/cO5OSocf/zz+8oLMzmppv+XXfs0KEtzJ17Mb16nUuvXud6fI3rrptdp/J0lJ/4++/hzz/VxilvvWSE0ANNqK21HlN3iMATg683cbJyc+ELk8B6883eR0r1Fm3bKvVU//6d6NdvANu3+4YI3CXYRkkEWpOilNaGkcrKMo4d+xuAmTPXNsgxvH79Ct54Y1KDicu8OrVHBLGxCUyd+hbV1f6L2rZt21d8881rtG/fi4kT5wHeE0FFhWfx86OioujV60xiYmI5cSKXbdv+4NAhtaKqrIQffljBnDn1ROqIBKDeUO8PI749bNnyBZs3/x+HD2+tIwJ7RFRSor2ZyhsiKC2tj7R6773/obQ0j6Sk+uC9bdp05owzRtGly0Cr89566w6KinK4+uqn6dixD1FRXkZyA/btq48uettt3kkDRqORpUtvBd6jpsaIwVA/o7rqyVZV5dmk/tVXH1FVpaNfvzFu5Q2XUmVeq62Fc8+F7t3dv7YvkZ4O7UyPwtixY+nbdyzDh/vGWFxe7p4U65QIhBCfAUuBr6Slu0MQocWYJSXWgxgREcGVV/6TnJx9dklgyZKpmhOX1uo0OjrWaWpJb7Fr109s2/ZfDh/eUkcEjlYJroRK8DRQmhkTJtxJhw6d6dXrPPJNpoJjx+CNN5yHyTCjSZNYOnc+i7ZtT+PbbxcGxIjfu/dI/v7bOom9PSKoqIAWLRqOobuGTEvU1KjkO2bY0/e3a9e1Lt1pdvYuiotz6dPnfHbt+pHc3H1s2fI5Tz75M6ef/g/N6xQXHyc+PonoaG3F/C+/wJIl6rcMH+59eOWIiAji42NNrol6DIaYumNSKjJw5o7pCQnU1MBHH/2LI0f+5LnnNrtFBBs3qhDoTZuqJPTBQkwMdOnS0DbhS2Oxu++7K4LR66jw0X+b8hP41tHbA2gxpqVaaP36FUyf3pvPPvsXf/+9gWXL7mXNmvrIls7i/PhjdeoqevYcTufOZzFgwKVW5Y4Y3tFL5W447tWrV5CRkU7nzqLu8+CDN9K58wBS/5+98w6Pqtra+G9nQjqBFEooCR0EC02KRlEBK1ixRrFQ7HrFLvezcEXFcvWKKMWG0uxdUbEgWBBUilKU3jGEkkbKZPb3x5qTOZlMr4nkfZ48Mzlt1uw5Z6+92rtaDatxrDeaDAPJyWn06nUmS5e+y7ffvsSYMdPJzMxBKUVmZk6tArpQYeDAi5g0aQWjRj1fvc2VItDa9RgGag3YbNLy0Ve3h9aa++8fwMSJQ9i3bwc33jiruvCuqMhzkP7VV2/immsas3Tp+y73r10LU6eKEjj1VOm9Gwpcd900+7v4Ws+kt+8daGOfoiLo1+8CBg68hMzMHJ/Pcw4QB5IpFQokJEj1sqsAtTn9Nph6lUOH/FcmvnANLQAWKKWaIL0DFiiltgEzgFla64hz5blaodlsDreQs9+/oGArX3zxHACnnnoTCQlJHicwT6vTtWsX8/bbD5KdfRQjRwZPPOcKvXsPo3fvYbW2e6qf2L9fbqTkZMe28nIZF3/y351J4wzs3buHCRPGMmZMzdiJu1oNA7Gx8SQnp3HRRf+houIQq1cvrA7aJyenMX36aGJj48KWyeWKa6pLF9efVVTkeEANCytQRbBpU81xLyzcy+LFr5OZmUO/fufXOFZrTWnpQVq37s769UvIz99M167HM2PGPuLiEonx4sguKirAZrPRokXHWvsqKqTRitbSYyCUK+FGjcT345w1BHLveaJxLi0NbLIrKoIRIx7w+7xff5V4RHY2DB7s/+eGCh06uLbcV69ewYUXng1sqY65+MOBZUYg9S4+hUqUUhlIo5rRwG/A/4DewJf+f2TwcGURmNPz3K32lYqhqCgfcM/zY9AeuJuY1qxZyB9/fMWiRa8HJryPKCuD996TVD8D3nyHe/fWVJJ//y3j4s/KyxVpnIGKilJmzBhTY5s7mgwQhXrttS8xdeou4uIS+eSTpygu3kdBwTYWL55NYmIqBw7sYvfuv7j0UuU1Y8tfuOOa+vRT159hNDcpKJBx//vvwOIq5eUSmDfj77838Prr41xSP/znPyczenQa5533b2bPrqJrV3FjJSQkVyuBqiorZWWuCxn+7/++ZubMUtq0qVl4ZmQI7doFrVvDCNclCwHDXDfgr0UQaE1GoEV9K+wM58cfH70AcfPm7i2RuLg4SktlJWv0GQkEVVWBWVpeh0Qp9R6wCEgChmutz9Zav6G1vhmIYOsGB5wtgqoqycww4H61r2nWTMxJd+0MBw8eyxtvjHebStquXS+6dDnO5Yo9VLBaK7j33oO8+abQABjwZu6ZMwVKSwMLOrkjjTNQUXGIwkKHqyI3N48xY6ZjsUgwU4rRqeHucTchG3nvBkJFCmjAHdfUlCnu01Tz8x2TTaBjuNeFJyclJYPTT7+FAQMurLUvPb0N3bqdSGxsHDExMeTnb+bDDyfx66+fVB8zd+493HJLO/bscd3Ar1Gj+BqWw4EDMHGiZAnFxAi9dLCdw5zx669vA7BvX75LReBu7MrKglGwhezZs6EGhYk32GwORdCzp/+fGwqkpEhw2B3at+/CkiWSVeCcheUPAlWUvmQNPau1/sbVDq11X1fbww3jBjM0p3Oxji/UEs48P8nJ6Rw6VMyCBVMxWLZdpZL26nWm20KdUGHBgoPs3i3kL+bevr74m4uLJRsk0BS7Vq2y2bHDvavHYmlEZWVNf0lubh7Tpl0DwG23vc2xx9bMS5w37z6XE/LXX8+odX1PGVv+wt2CYM8e98ouFATrrmo1Wrbs5JZqu0+f4Xz++XN06SLdUDZvXs7cuffQvn1vFix4gdjYOPr3H8FPP73JK6/cyD33fObx8202ePZZaTvZtCnccAN0rtUJPHiUlgr/c1mZtdbEZdBtt2zpyB4ytgWiBAC2boUVK+bz7LMX06/fBdx229s+nbdliyjG9HRoGzydk99ISICuXT1bIhaLhbQ0MReCsQgCfe59MZLSlFLnO/0NVko1D+wjg0dxsWQALF0Kv/xSc7IE96v9iy56mIoKxySWm5vH5MmbmTPHxsiRz1BVVY5zq4VIFjqB3LRvvunIhMjIcMjjiyIwqgkD7d96xx0TPdRHKKqqKnnwwdxaq/aRI5/hrLPG0bnzwBrbrVar2wwsfzO2/IU7959SMbz/fuhcUGYcOuT/2A8ceDEPPriIkpIDPPHEcGbNup2zzrqd4467lN9++4RVq76kR4/BNG/egQsuqOkfnz9/Mvfd14eFC2dWb/vmG0fv4UcekY5b4UD//kLbkZTUzGXcznCRGY/UgQOBK4HCQkPBajIzc/wKFBvWwDHHRL7hDED79r5ZY0ZMoKoqMEu0vDzwDDdfLIJRwEDAsApOQkjo2iulJmit3TrLlVKnI/EEC/Ci1voxp/1XAU8gze0BntNav+iL4J4GyhWrZ3JyBs8/fwXffPMi99//LQAbNy7jk0/+S3b20Zx88mi31zNPTBs3LiM/fwvZ2UeTlRXaZVZ+Pjz2GBw6pEhPlyyoykrHnetrBkowqaLnnpvHjh1beP75RygtLTEViCnAvaU0dOj1Lq/3009vuP0sd8VnocrYcsU1BaKAvLXbDBSu3EIgKZ4VFaU0adKC+HjXMZX4+GR+/fVj4uOTycuTtOGWLTuTmJhKkybNq+9bM7ZuXcGmTb9SUlLO3XfLPWPcJ1ddJSmx4UKLFm0AsNli3T6PpaUSo0hNDa5j4Ba7kTpw4MUMHHixX+cuXy6v0XALNW7sO4XFHXeMBF4BLAGlkAbTPc8Xi6ARcITW+gKt9QVAd2RG6A/c7e4kpZQFmAKcYT/nUjuJnTPe0Fr3tP/5pAR8gcUSy+jRU3nttTImT95cnYq3Zs3Cat//8uXz+eGHuXz88ROkpma6XWUYE9PixbN54IFcnnlmBHfffXRIA5uFhfDoo7Jq6t4d/vUv2W6e/IOh3PUHN954H6tWFfPuu5rZs632cQnMUnJ/jGLw4LEuLbdQ1RMY8QvnfgrgaLcZarhTBJ988iS33tqBzz+f7PbclJQ0br/9fR566HsAlFJ06HAsjz56Gk88MbyWtQpw2WVPMGHCj8CFbN0q1nJFBfTpAwOCa6ntFeZgsSdXhrQpDfxziooCDy5v2yaFdBaL9GOONNq08f3Yzz9/FxANEMizHkzhoy+KoI3Weo/p/7+BtlrrfRhSu0Y/YL3WeqPWugKYRwR7Hb/44rU89tgZfPDBYyxePJtt2xyN0Y0VbWHhHlq16kbXrlLoI77/mrajMTEZAU+rVdRuZWVZQIHN+fMlp9tsIhcVwaRJsnLKyYHbb5eyc4isIjDqBzp0iOG449rx1Vfy3dz52vfu3cLixbPZtesvnnzyXObMqb0u8BS4v+aa58NeT5Cbm4fNzSzlLTDuL4qL3a/K4uNTyMzMqVFV7Ap9+55DbGwce/ZswGqtYOPGZYDGYolFKcXKlV8wc+a/WL9+CSDKo3PnAfz8syz98/LgoYfgllvC7wYpL5fCneLi4rA0UzGwZ4/3Y9zhzTfFNTV4sOOZihTS0vwjtHviiVdp1Ei0ayCr+2AsAl9cQ98qpT4G3rL/f4F9WzLgiduuNWBuu7QdsSKccYFS6kTgT+A2rXWtVk1KqbHAWPDc3tHA4sWzqykgvvzyBaqqKqmoqOmcrKgo5ZdfPmLy5M3V53z99Us4r3wHDbqS3Nw8br65ndtuZ75OXEuWCAc6yOR//vnSK3XFCnF1NW8O99wjN+xtt/UDfqa4uBRJ2AqvInCuH9izx+H+8VQrMGPGWE444XJ++eUDVq1K5LLLJtXY775PsVhfrvoxhBruZHDXTS1QuFr1aq1RSjFixAM+579PmzaKv/76kQceWETfvmczderflJRIauFvv33K/Pn/IzW1GZ06yeO0YwesWydBySFD/GP+DAZWawmQbq8sDs9nVFbWDL5PnDiEoqICbrvtbZd1E2b8+aewrMbHR777WHIydOrk3zlnnjmCu++W7+yva8jfVp/O8MUiuBFxXPW0/70G3Ki1LtFanxz4RwPwEdBOa300UpMw09VBWuvpWuu+Wuu+qameWyk5U0ccPLib4mLXlJtm3/8bb4ynqqr2TLts2YdA8N3Otm+HafZCTItFClz+/W95tdkkoHfffQ7+l4oKWW05xwhCkdXiChMm3Oq26bynWoGKilKWLXufnJxj6NatNg2Cu8B9JHtCDB8+EUOZGvDUbjMQaF2b8HDt2kXcf/9A1q373ufrbNmygr/++hGAtLQsQFb9LVp0AODYY8/joosepmfPM9ixYy0vvngds2atBmDgwMgpAYD0dElqsFiSw6YIzMFmgK1bV7Jly3K396MZH3wgr2ecERyvkr+wWCRLKJCCMOMcf908wVgD4MUisPv5F9gn/Hf8vPYOwJys1QZHUBgArbV5hn4ReJwg4Y06woymTbPYvHk5LVt2cjvR798vBQqBdjuzWmXV//HHorX79ZNV22OPiel+xhkwbFhtE/KOO+by8MOgdc0nu6JCVjihxPvvz2b/fvfK0lixT5lyuctjCgvzmTrVtf3uTzvOQLBtm1hUZ57pPj0vJcX4rPHAVlq0yOaeeyaGNFBcVFTbYvvoo8dZv34Jq1YtqC4S84ZNm34FpNObqxVv9+6D6N5d+lQsWjSLr76aSWysPDannBLEFwgASUnSclPruLAoAq1ru4UefXQ5Bw7sokkTz0mL5eXCsgpw2mmhl80TsrICa3u5ZcsGrNaWQLLfFkFYFYHWukopZVNKNdFa+xvzXwp0Vkq1RxTAJQhnUTWUUlla6132f89Gup8FBV+5b2RFEcO99/aif/8RHlwYMtFffPFEpk8fXSOH3peV7WuvwZf2+usTTpBMjqQkePxxuVnc9Yrt1k26dVVWqhpMjuFQBJ6Cpoaiy83Ns1M1+K8Mw+n+mTJFMkoyM10HR4uKhGhMGu3lERsLs2fb6NgxtOWlzpXEADffPJf58ydz+uk3+3ydjh37MXz4XdU1BZ7QqVM/jjvuQ374IZX27aGjZ09JyGHmxvGF+NBfHDhQe4JLT29Fenorr+f+8YcsvDp2jKw1EBsriiAQ/Pzzd5SUDCYQRRAsVbovT0MxsEop9ZJS6lnjz9tJWmsrcBPwOTLBv6m1/kMpNUEpZfQNvEUp9YdSagVwC0JjETAWL56NchMhS0nJICGhMQAZGW0ZM2Y6TZu2QClFkyYtvbowcnPzOPHEkdX7fAlsLlwoSiA2FsaPl8IeI2DVurXnhuEWi/xpXTM3OBxxAk9BU7OiczdGp5wyljVrvqO4eJ/z6WHFpk2OtMI1LpYQc+cKwdrChY5tVis8//w9IZXDanVdRJaQkMK5595LQoLvBfht2/bgsssmeewpkJ+/mcWLZ1NZWcnOnUMBWfVGOkdeKbBYxG9z8OD+kFsFu3cHfu5vv8lrpFNGs7ICV4Y9evQiMVE8AP6s8Csqgmcs9SVY/K79z29orT9F+hubt91ven8vcG8g13aGERtwxZQdF5fElVf+r9ak7WoSN7swRoz4Dx079qveN3r0NC688D/s3v2XR1N/xw7JVpDm3nDNNf6nrr311oPYbHcAKVRUOApSwqEI3FUTp6Rk1Bgj59af8fEpjB49lQ8/nMSbb47n2GPPY9y4gG6VgPDtt473f/4pq9L335cq2h49hHoZIDFRyL7++EMaqewOZoZxgYKC4DqY+YtPP32a+fOf5eSTX2bz5h6kpEh8IBrQ+hCQxJ9/LuPkk4eG7LplZbXrDjZsWMa3375Mt24ncPzx7tnztHbUDvTqFTKRvCI1FVp5N1bconv3nmRmirvTn4ndl9TaXbs87/eFfXSmUioRyNZar/N2fDTgrsEMeCeRM8Pswnj11VuZOlUsgMzMnGq/dpMmzT36JwsLYcIEeY2NhXPOkZaA/mLNmoVofT2GIjBYRcOhCO64YyK33z6yRpqloTyd4crN88UXU4iJsZCREZn6/eXLZeL93h6DVUosg+++g7fekgfyrrsctALPPSfHXH11DGVlMGrUqyGVx5VbaOfOdXzzzUu0adODQYOuDOnnde9+MgsXvlJtDZxySmA+6VDAYtHYbKBUYkgtAlcW1pYty1mw4AUqK8s8KoLt2yWDKzVVqnojgYQEaXQTrFVmWBP+POfeaCUOHgyBIlBKDQeeBOKQauKewASt9dmc4tYZAAAgAElEQVSezww/Fi+ezcyZt7rNCgLQ2lY9cX311XRWr/6W44+/zCNpnKSSOnhw/Gmu/uqrogS6dpVc7vR0P76QCa1adWHNmr7ADsaPz+ayy0QRhUMRnHtuHuXl5Tz11L/Jz99dTdfsq19/woQfQi+UG6xfLzUXBtq3lyDxhg3iCgIZ/1mz5L2ZViA+3kJZGVRUxGC1OnzcwaC01PWDuGvXn3z88RP06nVWyBVB377ncM01HzJ1amuUgqGhW4j7jeTkZA4cgE6dckOqCMydBg106XIcV175P1q16ubxXMMS79kzckyj2dmhuZ9iYqoACwcPFmGzNfYq/6FDntNGbTbYuNG7u8oX0R9EisO+BdBaL1dKdfDhvLDCueeAO5gDmZ9++jQ7d65FKUXv3sMYNSqNqqpKJkz4iexsh+/mjTfGU1lZu+7ghReu5O23H+Duuz+rRS9htUqx2I8/SjD3+usDVwKLF89m0aJZgHy3/fsdiuiMM8ITdL344msYPPiaGh21PKGsrJS//vqRnJxj/OoSFSyWLZPXpk1lzM87TxqvbNhQk1pj7Vp5PeYYxzZzs/Xy8tA8uK5WrgCtWnXjkksepXnz0C9JlVLs2nUSVVWSheauxWYk4K6BfTCoqHCtXNu06U6bNq7ICRyoqoKvvpL3x3mPt4cE8fGho/LYvXsD0IWVK5dz/vkneFUE3txCO3fKve6tmM4XfVnpImMo6i0rfUkTdc7q6d79ZLKyutK+fR8ASksPUF5eQmJi4xrnucs8stmq2LNnAw8/fEqNiuJ9++Duux39YC+9VJpSBwp39MmyPfDresPff/t+7A03ZPHII0NYtOi18AnkAobv9/rrpfXiscdCN9MCsWtXhwUQE1MzNmOzyZhOmnRB0Ol2BtxRJ2Rldeacc+7xmxfHF1itjsku0qmRzjCUaWWlDpkiOOCpTNULli2T57FVq/CR7TkjKyt0gfqEBPHxVVZqn+JOnu7jioqa9Pye4Mua6A+l1GWARSnVGcnuiZwvwA28pYm6ig2Y2xUC3HXXJ+zfv5O0tNY1tnvrurVv3/YarqKPP5YBb9FClEC/fm5P9QmeitfKy31rDO4vhg3ry4EDpdx00xzatfOeapGa2ozy8hJKSwu54ooElFI8++wmmjb1TKEQDPbtk1hAfDwccYRju5li+dxz4ZNP4PffxWdr7thmsUj61a5dW0KiCIqKgs/fDgQffSR+37Zta45DNGC1FgGNmTnzTk444cmQXNOVWwhgxYrPsVga0alTfxISkl0eM3++vJ56amTcQhaL5+w/f9G2bTv27YM+fU70qghsNs9B5e3bfU9i8GWobgZ6AOXAXKAQ+Jdvlw8fPFFNxMUlcf31M736uHv1OpNTThldi3bZUyWtAfMKfdEi2XbLLdIUPNhJ2t13M9xc4bAK1qz5jR071lRzKXnDf//7J7NnWxk+/C6s1nIqK8tISQmvj8KgEz7yyJq0vk2bSkC+Tx/pB3vWWTIJOAfpjQKowYNvDirv2ni43LmFAPLzt7B27WIKCmoxpgSFZcskIK6ULDqiQatshvHoFBUVhcQiqKpyz1L60kvXMXHiYA4ccB353LFDXIKJiXBi7SL3kKNJE7E6Qlk7YVzLl+Y0nhYhZWX+WfheFYHWulRrPV5rfayd5mG81jrI8oXg4W6yTknJcJslZLVWsGXLymrCLncwWCtTUjI8HldQsJWlS8Wf2a6dpCiGAhdfPJFGjWpWjZndXMEWjzjDZoOzzrqdAQMuplUr35aYP/wwl5tvbsfVVydXdyW77bZOIWVkdYYnOuGxY+GOO0QB9OwpLRqdJ4PERNEeAwZcGdRKfuVKWL3aM6PmokWv89BDJ7BgwdTAP8gJBw7A88+LRXjRRZFNjXSHZLvJdcUVU0JiHe3a5X4C7NbtRLp1O5GmTV1XbBmVxH37ijIIJxITxRoLNaWHr4yu4FkRbPWTT9GXrKEuwB1AO/PxWusIF7TXhDPtQdOmWeTlPeHRCvjmm5d4+eUbSEhIYfz4Bbzyys20bn0EN9xQm+IoNzePnj3PYsGCF/j888kuVyEZGdl8/bW8D2V5v/EdZswYT0XFVho3zmbkSEcWT6jdESUlcNllvrN7OAfqjdoNf7Kr/EVVleNB96VIyJVbwLAirNbAx7C8XBSxN2WclpZF584DadYsdMHijz6SLJGePSUtuS4gLk4GWuvYoBcoVqvnNEdXz6kZRoJAN89JRSFBMPUCniBEzXHceecYzjmndgc/M9zdw8XFtXmvvMGXGMFbwFSECyiMZLO+obTU4SPPzc1j/folHDiwi+uue8VrBWfz5h1QShEbG8/69T+zceNSdu1aixuuO1JSmnLuufeitebNN2vSMMTFJTFkyETmzROf9fG+Ucn4jNzcPFauzGPRIqEWzs117AuHIvAHngL1oWw1acbmzTIJtmwZeJaMoQjee+8pUlMHccwx/nda9TWQefLJozj55FF+X98ZRse5mBjpPwxw8cXRdwkZMK9gg1UEO3cGnnmkdeQUQXx8+DK14uNlQP/+O5/KSkkldQd3LmJfA8Rm+KIIrFrrF/y/dHiwe7dMCEY61FVXeWW7qMYxx5zGnDmyel237nuOPvo00tO9d47Izc3j118/YsuW5Vit5dXEacuXy2R34onh4To3ioQOHap5Q4TaNfT777/zxhvPk5NzDEOGXOv1eG+B+lC1mjTDoJAIJjhqKIK1a5ewdGkRF1zQ1++G7sFktASCuXOFsDA+Xh78vn09N0GPNIzxe/fdSXTpci1aNw1ISRn9jN2hqsqK1rbqBlPO2L1bYgupqYFz/fgKcx/mUKNRI7GwHn/8dTx57q1W10qzvNx/awCPn+TAR0qpG5RSWUqpdOPP/48KHYJpeWega9fjuffe+Vx7reemaC+/fCO33daZ9et/okmTFtxww+tMnryZjh3z+OEHCe6cHabSuq+/FiW3a1fNiTXUFsHChR+xYMELzJvnG9uHt54QoWo1aUYoVnsyac1Gqc95992HGDSonV+9i7UOrg2or5/x88/yfXftgs/sferLy2XyOf/88H6+vzAsgr/++sXejjOw6xQXe+63u27dYq64Ip6JE11Xz5nvj3BaS4mJwaWGe4MxngkJjSkvd/9F3M0B/gSIa3yuD8cYZZF3mrZpIGpFZYWFovX37NnA/PnP0rp1d59Wsv5CKoynU1Uld6jZB/7HH3loLdZAuMxEpcrRGoqLa/puQqkIbDZo3Lg1GRnZZGV18ekcd72AITy9Bmw2x4MejEVQUDAbGIvWIveuXVv86l1cVOS76+K55y5n+fJPuf76mfTpM9xnGX/7DZ5+WiazrCz5vJNOEupypSJHmeArjInr1FNvp2nTlpSVBcaO621xV1ZWTEyMxW2/50i5hYxK9nDB7GozGtQ4W602m+sUW29WlcfP9XaA1rqO3XqOVdnKlV8wf/6zJCSk+KwIbrwxm/37d5CY2JjS0oMeg8zSrKbmMqWiopS5c8dTWJiHUuGzBgCGD7+ZDz6A5s1rMtYZVZyhSFsrLYUTTxxZg1nVG8w9Bvbu3VLdhN7MyRRKbNsmcYzMzOBytjdtGo9RrW3A6F3sSRFUVorf1R+Tu6RkPyUl+92y4ZqxbJk0URk+3EGTobV8Znw8XHhh4FXq4YYxceXk9CcpKfBFijeXW+/ew5g1qxKrtbbJEan4QLNm4noKJ4zxnDPnZbKyOnLmmYNqKYJ9+1xbT4WFgbOQulUESqm7tNaP299fqLV+y7TvEa31fYF9ZPAwbprGjZuRnt7aL1fEwYN70NpGaelB+7V2uc10cecL37dPtvfuLf7CcCE5WXLTXJnbvpSN+4JAm4JHosWkgVA95GVlrn9Pb72L9+/3TtrljNtue4fy8hLi410XPhmoqpL2pXv3iiUAQlE+fDjMmycUGnVVCUDNTCwILH5VWemdOA2EWsM5rRrElfb33zJJ5+T4//m+QCkp4As3jPFctuxH1qwp4qSTBtVQPkVF7scqmPiVJyPnEtN7Z+fx6YF/ZPAwLIIBA0YwZcp2v0jPkpNrd5M2Ml2c4c4XHhMj28NN9mUEi90pglCguFiKnwoLPSTFRxmrpRNj0IogMdH17+mtd3EgMam4uAQaN84gLs5zovmyZaIEkpMdvu2RI2HQIKkZOPVU/z87kjBWsH/+uYwNG5YGpAiCmcCsVlGYACNGhM9t07JlZBheDSt/2LCryM0dSnm5o56gpMRzEWMwsVNPw6bcvHf1f0QRTMDO3YTnKtPFVdGaxZKEzTaRli2lijWcWLJEeHxWr/6x1r5QKYKiInjooRO49tpmvPKK7520IoXyckdFcbDjfdRRtXsXJyR4710czgCxQYkwYgT85z/CWWV8z7qSIuoJhiL4/vu3+OGHeQHdl774tT/++EkmTTqTlSu/qLF9wQLJGGrVKjC6d19gsYSvbsAZxnh27348nTt3R2uZ/Pfs8VzAWFkpbt5A4UkRaDfvXf0fURiar7BwL6Wl/j2lKSmu7WxX7iWjwjgzMwdQxMTkUFU1Hchj6NDwc5kUFopyKiqq7b8JRQppYWHN66SlRehu9wMrV4oy6NgxeE6Xzp3zgOkkJuaglCIzM4fbb5/uMT5QWhqY33XmzFt54YWrOHjQ/Sz3118OSoRBg+Q7RrqjVrAwXBlt2x5Lu3a9/L4v8/NlMeINGzf+wvLln1FY6Gj+sG2bI6Zy6aWhYZN1hkEj4W+acaBw1YCqpERS5rWHWTfYTEpPU9kxSqlCpVQRcLT9vfG/T7x+SqnTlVLrlFLrlVJu+wMqpS5QSmmllE8VPsaXfvTR0xg1qglPPnmuL6exePFsSkpqh9tjY+PcZrrk5uYxefJmhgyxYbNtJjMzj0svhdMj4Bzr1+8sALKyas8OoVAEu3cb7T1jAMWCBVPDShERCJbY2UCCJfIDY6LI44QTNjNnjo3JkzfTv79rJWA8iIFaA0uWvM133810GdwEiTs884y8Hzw4/JQI4YIx+fbpM4ITTricqirfFafV6mg16g3nnfdv7rzzI7p3PwmQifGZZ+R3OuEE4ZkKNZKTw0Mj4QmGa+jPP9ewYMFHPp8XrCJwq0O11kHlpCilLMAUYCiwHViqlPpQa73a6bjGwK2AZwIgE4yH02aTCFVysm/dqd94Y7zLVpYJCY09Bj7Lyx3dsO66KzJBI4AuXYRMJj6+dn5qoEFeA+Xl8OGHNakiCgq2ho0iIhBUVMCvv8r7/v2Dv56ZO99ASYnwshQUONhKS0ul+Xm3boE/YFdfPYXS0gM0blybr6qqCp56SrI/unYV3qD6CnO6o4FDh3xbQe/e7bl2wIy2bXvQtm0PQFbGM2ZIVlWbNtIKNhxutNatvR8Tahjj9umns1i1ai5DhviWehxOiyBY9APWa603aiHQmAe4Ykj5DzAJ8HmNa3zpSZNWMHt2FWPGTPfpPHdZQCUlnvMCly6Vm7tjx8gpAfAcLDaaqwSK/HzPfQ/qAlaskHHPyQlNEY8xnosWvcUVV8SzZ88GwNG8Y+NGmWQ2b5bJeu3awB+wY489l0GDriIurvZS/6efpJFORgaMGxc5t0M4YCiCsrIKCgq2A76NmdauW3z6ggULpAFUQgL861/hWbEnJkYnW8sYz1atunPiib41mygsDJ6ROJyKoDVg5uDdbt9WDaVUb6Ct1voTfy5cUuJYScTExLgtO3eGN3pndzCapA8a5KuEoUFhodjNO3Zsdrk/GKvg4EHPfQ+ijdJSR7vJUPE4OVavCqu1gj17NtbYX1IC69Y5LM6qqtA3pddaKCNAUkPDnZcebhhKbMGCl7nzTuke5ksW0IED/i1kPvvsf3z11XR27KjgNXsvpDFjwrdqj+SCzwxjPAcNyuPhh31j9gm0iMyMCHX0rA0ljun/Arf7cOxYpdQy+ZMnMxDfrassIG+VsNu2iZugUaPItb4zcPDgZgCKi12nA/iSe+0KNpucG6hijARmzpQbvF07OOOM0FzTeMjatRvIuHHv06XLwFrHhIJLyGqtZNGiWSxb9mGtfX/8IRZHaqr4tus7DOVqsaSQlNQUq7WSkhLvK9Q9e3z/DJvNxuuvj+PFF6/lxx8tWK0wcGD4nsfs7OjVbhjj6esK32r1nFIKsvh40TOTjk8UE4FiB2DWq23s2ww0Bo4EvrVXX7YEPlRKna21Xma+kNZ6OjAdID6+r66okBXt+PGtqKqq5IEHvqN1a+/cA+aK2IKCrdXkcZ784UaO8kkn1ex2FQm0bi0sHo0auW6IGqgiKC6GRYtmU1ZW+wLhoIjwF+vXw3ffiSvnpptClw1iuIYaN27NsceGzwFcWnqQ55+/gpSUDPr2deT8aQ3vvy/vTzstMnnp4Ybx2wwYcDk33XR59fYDB6B5c9fnFBb6p3BtNitnnXU75eUlLFsmoctwKdGWLSOXKuoK5tafhYUHiY9PID7eve+roMBzNpHWYll/+qmXzw1AVl+xFOislGqPKIBLgMscAuqDQHUUVCn1LXCHsxJwhhFVl5tJyj29dRMzo3//PCoq8ujTR1LDPGHNGglWJiREh+yrVSvRo8nJrukUA3UNvf32bJdcQSkpGVx55f+iHij+wV4fOHhwaE1/52Dx4sWz7TQZW8nM9L4o8BUxMTEcf/xlte7Lzz4TiyApKfzFiJGCqwA8SFaUK0VQWOioFPcVsbFx5OU9zq5d8OWX4r8/8kjv5/mLhASxBqIFpRzj+dNPH3PMMWfz4osfMXjwMLfneLMG3n1XlEBsrOfAfNgUgdbaqpS6Cfgc4VB+WWv9h1JqArBMa13bbvYBZkUwevQ09u/fVavnsCfMmycDs2IF3HabJ/lhzhx5f9ZZ0g4x0jBuitLS2dx8c+0Jq6pKgqn+ph5Oneq6n0BCQkrUlYDN5kgZHVjbcxMUjPHMz9/NrbfmUlCwlaoqmcFC2VQnJSWdm26qmYa7fr3jfrruOmjcOKiPqDNwlTUEYrE735ulpaIEAo27/PyzvPbpE54Ae8eOkelz7A7p6Q4rMTY2mZSUxhw65L5KTAgp3V9v+3Z45x1RMLffDpMmuT82nBYBWutPgU+dtt3v5tiTfLmmoQgOHoRhw8b6Jc/27fD55/J+2TJJ3ysslD+jmtNoevPzz/LwNmkCw9wr5LBCborZVFSMZe9euSGcJ6ziYv8Ugc1Wt4PE69fL75KRAZ06hfbaxuRRXFxCefmGWvvD1VTHZoOXXpLg8xlnwLHHhvTyUYXBd7V161buueccRox4iL59z8ZmE+una1dRehUVEogPRAmUlh5k375d/PhjJyA2JDUlzmjfPrrKOTFRPt+4R7t2PYlp0wo9KrziYs/jOXu2zGdDhniPp4RVEYQDZkXgKz7/XG7K3bvlYTTMpDlzRCGUl8OECfL6zDNwzDGSSghwwQWRLSgxQ26C2oyZ5gmrsNC/itviYgkG791bu5KnLgSJf/pJXvv3D31uuPFQxcdnuM1YCYUytForqagoJS4uidjYRvz8swSI09Lgkku8nl5vEB8PKfamgIcONWLv3uXs3bu5er/V6ki0gMCZMVetWsAzz7wHzCIxUZ7PUKJbt+hY/CALnsREx7xmjJXNFuOSgtoMTxXZq1ZJj+/ERKEv8YYoGkKBwRiwHTv28uijpzNr1p0ej9+0STJQli6VDKDkZLjxRtn3/feOFLY5cySyXlIiPurdu4UPPlz8Jb7ghx9mA65LL40Jy5/sKa2leCqQ7KlIoKLCoQgGDAj99Y2HKi6uqZ02pDZCoQzXrFnIqFFNeeyx06mqgrfsvL3nn//PCBAbyM52KAKlMpk4cRmnnFLbSjd49QNFcXEKSkkq5RVXhHYMW7aMnhJITRUrIDbWsegx7tGqKu/Fdu6e/bIyR5bQ2Wd7j4VCPVYE69fPYeXKL/nkkye5+eZ2LqkRtIbXX5fXgQPlJrrvPlltGu3s2rYV5bB2raS0tWol5qzFApdfHh7+El9gNIh3B2PCKi/3PR97926xCMwcSgbnzpgx06MeH3jvPQkytm0r/tpQw8zjEk5lWFVlJSEhhfj4prz0khSsNW8umWf1HR07ioWcmiqrWcOdcuhQI9q37+OVbdVfWK2waNFpaN2Yvn1DO4axsVKZHA2kpLhOUXUU6JVz7bWnc+657kvq3VkEr70mqdc5Ob67teupa2g2RUX3AuIgcxXoW70afvlFMn9SUqQMPcXU237kSMlAGDlSgpMGedWoUcIvYu6LHA14ahDvPGEdPOg+Vc/AoUNiERmIZD8BX7BtG3xkp1YZPTo8QTuHi0JTWVnGgAEXsnr1tz6nEvuKnj1PZ+rUIp58Er75Rj531KjoLSpChZQUcUOmpTlW+PHx8lde7nhmtmxZwdy599Cv3wWccsrooD5z1iyJLaSlSQFZKN2FbdtG/jdRSp5Vd3E9Qx6l4vj114VUVJRRWHiQ1NSay/rSUtfd8latctxzN97o+/erd7dmfDw0ajSeykr3fvOPPnJkaIBwuZiVAAjLo8H0eNpp8OefYup2l+LIqCoB8Nwg3nn1XljoWRFUVtbO1ti27Q9efvkGsrK6MHbsjFCIHBRmzZIbe8gQ4fwJBxwWgWb6dJmgunc/mQsueICuXXPJyuocks+xWqXJzO+/y8r5zjtDH/iOBoz8+thYcyGZWAXl5fDVV2+zdesHJCamsmLFfJo2zQpKESxdKvE9i0Uy/EJZhd2hg/fFUziQkuI5ucMRI1BMmvQJvXrlkJJSO4rtrlveh/ZczHPP9a86ut65hgAqK91nvWzdCm++Kf8PHQp33CGTiyfEx8txdYn8y13Vb1xcUq1Vq6c4QUWF0B07u482bPiZtWu/44cf5rg+MYLYulXopuPj4eKLw/c5Dv9rDI0aiaZfvfobpk27ploxBAutYepUSU9u3Bjuv/+foQQSEmRV7oyYGMci67fffmLx4lm0bNmZm26aw1FHDeGHH+YF/JmGhdihw1tMndqNlSu/DPhaZnTsGB0lAN6VmaFgq6rgyCNPISenIzFO5vGhQ7BjR+1zN2+WxUd8vCxu/UG9VATuJkmlspk4UVZkgweLO6hPn/rR4MMZ7nzYrgj2Kipc5xPv3SsTkitFkZXVhW7dTqRXr7NCJXLA+OwzeR00qLblFkoo5XjQXnyxhFNOGVO9LyYmBA2gga+/liSEmJhSBg9+JyoMlqFGWppYyq6eI6Ucv1mPHhdyzTUvcOyx59K37zlMm3YNzz13mceeDO6wZYssYJKSoGvXP6ioOOSSOdhfpKYG39ciUCQne69/MALhNpus+p3dP1pLirWramKjevjkk/1nQah3riGQSXLKlMudtkrnMMNNkld33N8BwVj1T5s2Hqt1K02aZHP55e592OvWSWzDcGlVVEgKrLs8465dj+eBBxaGQ3SfsWeP9AL+/nuZUCLR46FRI7BaZzNunNCMZGbmhCw2sG2bZKgB2GyjgI7ABUFfN5pITZXkCXeIiXEEjFu06E9uriO42bfveYCmrKyIJk38W4IvWCCvLVv+yBFH9GXJkpm0a9fLT+lro127oC8REGJiXFtUzjCSYaxW2LdvNxMnPkdioo0773wErYW11hWjwMGDku0Y6HNULxVBbm4es2bdwcGDuwGFxZJN//4TGTEij4ICyQSor40+zMjNzWPRojxWrpRqVE/dqyorJUDepYs8vNu2hZ45M1gcPCgZNN26yWrvoYccMvbu7cjkCie0ng2MpaDAdYFeMJgzR36H/v1LOPXUa0lPj1JKSgjh7Tcxu4aKi2HJknfYunUlAwZcxC23zA3oMw8dgsWL5f3GjaOJi5vMs89uCuhaZmRkRCf2ZwSIfQncOmIEQrb3yisTadIkjXHjJrJhg3IbG1i2TKyHnj0Do2yvl4oAYOrUXS63R2IyiSQMU3HDhlU8/XR/4uKSmDHDdfNSq1WUQYsW3rne165dzL59O+jYsR8tWrQPsdS1obU0Y/nrL7j6annQbTYJaLVqFbn4TEWF5wK9QJGfL2642Fi45ppkUlNPCk7QOgB3cQEzzBZBURH89NMzrFu3mJSU9OpGMv5iyRLJhc/Kyue44y6kVSsPJokfiJZLqEkT34tSzXUEaWlZXHDBg/Tq1ZXly21UVrp3Xy6zM7QFWrVebxXB4QKHTzGJiopDVFZ6LxrwheJ35sxb2Lz5N3r3Pps77/wgKBl9wZo1ogQAXn1VFEOTJmIVRNJ6s9lcJxq4qrT2B19/Ld+pf//632PAgC8snM4WQYcOfSko2Mpxx10KgM1WxY4da8jMzGH37vUsW/Y+7dv3oW/fswFYufJLMjLa0rp1t+prLlokr8OHN+Pkkx8MyXeJi/OtsCoc8CfuZVYESilGjHgA8FyQV1oqQWKlAm/ZWS8Vgc1mqxVJ/6fCQZ2czfXXz6RFi9BUWjVu3IxGjRJo2TIMlVsuYGSAZGQ4GBMvvDDyLjyLJZuqKteTfllZMQkJ/kerrVZH86LBg2HZsg/YvXs9vXsPC9lqNtJITPRtBW1WBEVFcMstTzNy5NPV+x9/fBgrVsxn6NAb+PLL5wE44YSR9O17Nlprpk8fRUHBNh555Bfat+9Nfr5YtY0ahaY9qYGMjOgkjSQk+FerYM4a8hW//Sb3YLdugSu7eqkIPvnkKebMuZsWLTryzDN/RVucsCI+Xl6rqhpx4okjQ3bd++77PGTXcodDh+CVVyS4tXy5fJcJE4SADaJTaZuRMZG//x6L2T0UGxvHmWfeTmysf1WxZhpryKZp04l065bHM8+8zs8/v0OzZjn1VhG0b+/bxGl2DbnKXMvOPpqdO9eyatUX1duOP17Y6MvKiunR4xQ2bfqVnBwJgBm9wXv2rOTPP78iMzObNm26B/VdIHpuIX+z4MwWAUBpaSGrV39LZWUZAwe69p8uXSqvwZAZ1ktFsGvXn4Cubl7/T4bhZgi2OXU08OGHDjMfJK0tPV0KrKKFtJ+RsHQAACAASURBVLQ8/v4bmjQZT2Gh/xXFVVWy8v39d+eeDlsoLh7L999Dnz5nk5mZTVZW/VQCzZr57t4yp4+6UgSXXPIIl102idLSg2zYsJT09NbVTaQSExtz/fWv8vHHT/Lcc3mMGTODRYvkYl26rGfSpDPo2LEfDz+8JKjv07RpdILEMTH+p3EaY1lqv63y8zfz1FPn0Lx5B5eKoLhYLAI4DBXB6NHTGDbsDioqDkVblLDDCNYdOAAvvHA1W7YsJy/vSY46anB0BfOCffscec1XXikPYihN/UAhK648brghr5p63B/MnSvfq3Hj2hQgVqsEnSdP3gyEznqLJJTyj3/HOVhce78EOJOSmnDUUa4rO7/77jW2bVtFly4PsHNnN5o2hS5dSjnyyCEhsQai1X84Pd1/d1SrVjKm+/eLu6d16yM4+ujTyMk5xqVLfPFiSRU/8sjgrJ56qQhiYmLqrcntLwxFsH8/bNz4EcXFBaxbtzhoRXD55XFobePxx1f51ObTV3z6qcNfXlEB/fpFpj7AVxgxF3Pw7a237ue33z7l5JNHMXTo9W7PtVph4UIJChcW1t2eDsGgWTOHO9IXOAeL3aGqyorWNoqKCti4cRmxsXEkJKTQufNAhg+/E6u1koULJXvt9NOhS5c+jB8ffCVxZmbkW8yCWFSBFEfGx0s8Iz9fYmktWjTi3nvnuzxWa0e9hTf2BG+ol4rgcIJZEeTmXkF+/iaOOCK4hq02m626M1eTJqHLt929W3LpDf9mTEx4KSMCgStu/F9++YgtW5aTltbaoyJYvdo82WXjiiI8IyObnTvXoVQMzZrlEBtbf3inlfK/NajFItZeTIykfFqttYOj48Z1ZdeuPzn99FtISEjh/fcfqd535pm3ccUV/2XDBimKTEwMflIzIxrsohaLb8Vj7mCkf+fne64JWLtWqCaaNg08W8hAWBWBUup04H9Iq8oXtdaPOe2/DrgRqAKKgbFa69XernvnnUdis1Vx661vkZ0dhualdQgGV/r+/XDllU97PtgPTJ68mfz8LaSkhI6Mfd48UQL9+8NRR8lNHM1G4K7gaA7u2Hb88ZfRtGkW/fvXrgJevHg2s2aN5+DBrcTHZwMTSU6GkpLay1+DFfaxx04nP38z//3vnyEjsosEsrP9swZAlIcRJygsFPeQ8yQ4ZMh1vP76ONq160VKSgZHHjmYoqICiosLOOus2wH45BM5dvBgWcFbrRVYLI1QQaT6NG0anaZSKSmBZygpJT0Sfv/dUQuktWb//l0cPLiH9u0d1dUL7cQAp5ziOjNJa+3z+IVNESilLMAUYCiwHViqlPrQaaKfo7Weaj/+bOC/gEdHQnHxPv7+W6oMH330VPLynqhTdMqhRmqqrLaKi8XVEkxTDlfN2gPB6tXSeWr4cJlQZ88W/vM1a0S+kSNdc63XBbhyDaWltWLHjtW88MJVvPXW/dXB48WLZzN9+thqptvy8i3A1ZSVKaCixnVTUjK48sr/kZubx6FDhbzyyk0kJ0ep44mfsFgk9TCQVo2Gy9pQBMXFtRXB6affSq9ew2jZshNKKfr0GQ6Iu8hiiaW0VLN0qQ2wcOqpGlD897/ns3r1N4wb9z5HHz00oO/VsmVApwWNYFpeKuWwAvba60a3bFnBvff2olWrrjz11FpA3EIrVsj+AQNkLL/55iWGDLm2+lpPP30B5533fzWUhzuE0yLoB6zXWm8EUErNA84BqhWB1tpMh5YMuKBSqon8fIc5fuDArpDRA9RVxMTIymbfPvjrr01s2fIBjRtncsIJzlxLnmE0ujECnIFSK+zYAY8/LmymmzZJdsO6dY79w4fXXSUAtV1DrsZlypTLefHFa90QnVW6zPFOSEipHsehQ6+nffs+pKZGKWfRT7RoEfjkZSgCzwHjGJeWkcUi088vv4DVagEWERPTDmhLScl+ystLSUoKLDE+ISE6ncf8rRtwhmERgMMiaN36CFJTm5Oe3gabrYqYGAvbtkkCSVqauL/efnsC77//CAMHXkxyclM2b17Otm2r+OqrqYwePc3r54ZTEbQGTK1Q2A7UyhtRSt0IjAPigFO8XdT5wQxXw/G6hLQ0UQRfffUxP/54G2lprfxWBK4a3fg6dnv3wuTJIsfOnQ5KayNtLT1dmoYkJISvl0Co4KwI3DUAKi93wezlAQUFW2uY4p06haHDehhgnngCgdkiAM8BY3f46ScZs27ddqNUBwAefHAxhw4VERcXWMVhtKyBUFSVGzQ5hiJo1CieqVN313DzrFwpr5L5pvn7701ordm16086deqHUjGUlZXQtGkW8fFSF+IJUS/P1VpP0Vp3BO4G/u3qGKXUWKXUMqXUMlf763umhjcYpnZR0R6UUuzfv9Nte053cNfoxtvYaQ3TpknjniVLhMyueXO4915xsyQkSF1Az57iXqjrBd/OisBTAyB/oLXm+uuz+OKLKSG5XqSQmRmcu9FZEXhqqO4KJSXi4lAKbr31QtLTJVqtlCIpKZXYWC+8zS4QGxudArK0tODrFcyKee9e83aHEtizZwPLl4tZetRRsu+GG15j4sRl1QuQ7OyjmDJlG5dd9iBHH+09eB1Oi2AHYM7gbWPf5g7zgBdc7dBaTwemAyilarmPQtFwvC5DTNzZrFnzNNpORO6vayczM9sln05ysns/TkmJtL37/Xd50M84Q2hwL7pI+qE+/bTcuMFkSEQazorA3bgEgoMH9zBv3n0kJTWtFxaqUsEH8w1FYFAbuGPHdIeff5YEgx49QufKadHCQeccKaSkhIbLyIgRKCXpo85ZWJs2/cqUKdeyY8ciwMJRRxnnqRqxAKUUSllo00bzyitPc/bZF3r83HCu35YCnZVS7ZVSccAlwIfmA5RSZsfhWYDffBGhajhelyET7Xiqqly7dtxh8eLZ3HxzOy69NIayMtdLtbKyIpeWxcyZ0jt4tn3XNdfA+efL6j8nR7alp9cvJQA1G9iD6wZA/kLyIgSHDhUyY8ZYv6y1aKFTp+C5ngxFkG1fi231w8Cy2RzZQrm5UFZWwvLl81m7dhETJw5l3rz7/JbHHGyNJIIJEJuhlFhoaWlijZsVq9aaH36YS0XFACCBdu00RUVr2L59dfUC0YzkZDh4cA3PPfcwo0ef6/Fzw6YItNZW4Cbgc2AN8KbW+g+l1AR7hhDATUqpP5RSy5E4wZXerhsfn2yvVlRkZubU6t/7T4RMtv65dowgqKx2NcXFrpdqVmtFLWXy228wf76sqtq2lVqAAQOC+AJ1CMaqc/16ec3NzWPMmOmkpGQEdL2YGAta14wee1PQdQGtW0vhUrAwPBbG4mDzZt/PXbJEkg8yM0URTJ16FZMmncF77z3M778vYPPm3/yWJz09OFdXIIiN9T/t1h2UEuVquLbMdPJKKS666Ani4iYD0K+f4v33H+HOO3uwYMHUGtexWKQv85NPjsdmq+Jf/3rA83cIjfiuobX+FPjUadv9pve3+nvN1q27MXGiy1DBPxaiCFwXMGmtGTMmszp10YC7IKgrmJVJWRm8/LK8v+QSGDYsCMHrIPr2lbjGunWwfbtkXPTunceCBXmsW+c+51qp2hN+bGwcVmuFy+PrctwqMTF0hVaGRdCqlUzAe/dKwNhbVa3NBu+8I+/PPVcm0yOPHEJ+/mZOPPEqTjllDKmp/jcWjoaFGo7K5cxMuUed+4q8/74oz5Yt4ayzYN68TJo2bUnXrrnVx1gs0q0wORmmTHmLiopyUlM9C1nHQ3sNAOPmnohSrl0YxcUFTJt2TQ13hD9BUHOM5b335GFu105iAv80JCbC8cfL+6++ktcffjBSYHNcnpOZmcMNN8ysYTWkpGRw7bUvk5np+py6FrcyVprgO7OoLzCuGRPj4PTZ4kPIxWwNDBok24YMuZaJE5dy/PGX0r//CI444kS/ZFEqOimjoSS0Mwr0XFkE33wDH9hbh1x00U6effYcdu5cy/PP76RtW0dhbU6OQxHHxsaSlORdU9U7RbBx4y/cdFN2vfDBhgqiCPJo1Gi62ybrzi6ezEzfJiJzjGXfPkcj+VGjIh9wixQG22maFi2SWIFBfZyaOhGo+VQb45Obm8eMGXuZO1czd65mxoy95ObmuYwx1MW4VZs2Yg117x7axjnme8ToB+zNPWSzwbvvyvtzzgku796M1NTQXctXxMeHzi0EDoVtWGw//SQB4zfegOnTJbB+/vlwzDHJLF/+Gb//voDS0oPVWUVxcaJc/UW9UwQABQXb6k1ALhRo3FgeuIqKPGweGhGb3REXXzzRrdIw4Bxjefddyabp108Cif9UtG8v/tOSEumWtnatBJGffjqPK66YTmZmDkr5FoMyYgz+nBMptGwpk0pSkoPVMtTd08yWhREn8GYR/PyzuOUyMkLbkyKSbiEjKB3q1riGRdC/v/x+O3fCo4+KS8hikXqdCy8UNtfbbnuHZ5/dUqOCPSsrsBTueks6dzgUkhkwUjT37oW0tGz273f9pJndEbm5eUyfPhqbzXWro8zMHDtdsmDXLjE9lYpc/+Bo4rLLYOJE+c4gpF1JSXDmmXmceaZ/91Rubl6duA8N8rfiYlkVtmsnk4m0PQzPZ5onHaNoyZNFUFXliA2E0hqAyCqCxMTwdddTSsbliivgiSeE0gVg7Fg40eQtM6g6DMTGSo1PIKiXFoGBuhyQCzUMn+Hxx0/EYnFdZFNWVszLL9/AmDGZXHqporKyDKViah3vynXx4Ydisg8a5D8DZX1Ejx5w9tmO/424QX1Gy5ZS1Jea6lidJySEl4bZrAjatpVJbMcOR3quMz76SKyBZs1Caw34S58dLMI1poZFANCrFxxzjLw/++yaSsAVMjMDd+fWa0VQ1wJy4YQRiEtNzeO6615xme5YXFzAl1++QHFxQfU2rW3YbDZSUjLcui727hV/uVI1J8d/OkaMkIrozp3ltT7DYhFXS2ysxAEa+V+QGxDMiiA+XlxQNpuDfsSMbdsc1sCYMaGT0RyojgSUCl/HM7MiUApuuQX+/W/J4POGYOon6q1rqC4G5MIJ40bftg2GDxdXxM03t/OpKlbrKhISUpgxY6/L/Z98Iib7wIGh93nWZcTGwt13R1uK0CCY1WCwUEqKnwCGDpW4y2uvCf2BMWHu2yeV6FarBOuNithQoG3byNYOJCWFz9VmVgTGZ/Xo4f28xo2Dc1XVS4ugLgXkIgWzIjDgT4qoOzdaaSl8/bW8P+ecQKVrQDSRmBhdBW5WQEOHSqLBvn2iDKqqxBX00EMSh8rOlvhMKNC2LfTuHfnvHkjnMV/hrAh8RaCxAQP1ziLo2rUPDz54eBWUgUMR7NghpndMjH88Oe7caMuWiT/3iCMcfuUG1B8YAeFowuweiokRt89990njFKMoqqpKMrXuvTc0xGydOoWmMtpfJCeHL0hswN+sH4sleOr3emcR1HV2y3AhKUlu/MpKaQkJvvPkxMbGuXWjGTn0xx0XKkkbECkkJERfCUDtFWx2Ntx1lwRwd++WhcvgwTB+fGhW06Gix/AXRhwmnAjEImjePHi3YL2zCA5XRQBiFRQUiHuoVSsH66h0HdtCTIzFni6qMHr8mDtnOaOwUJhFLRbJW25A/UJdye5y9UwefbSkPi5eLJaANz58XxEXFz03WNOmkZl//P2MUCwG6p0iCFeQpj6gbVtYvlwUgTFxGxO8ucsWaOLikrzGUX76SVZrPXuGjj2xLiM+3tFUpz4hKUliOWYEWkEaDribuOLjHVXcoUKbNtEJiisV3jRcM/xRBGlpoUmbrXfra6UilxpX1+AqYAyeu495wqJF8nq4uIVCXVUbSpj9zhkZDj96Sgp07erY16SJ5JYffXTdWRRFykpPTY1OwxkQJRCp7+nP7xpskNhAvVMEIL7RwxHuFEEg3cf++kuomJOT4dhjQyVh3UY4sz2CQXy8pAjGx8tqNydHgqFKib89Pl5W/0qJiyUxMfKcOp4QiQkyMVHaoEZL+UXSYvZ1PC2W0DTDgXroGgJRBP62xPsnoHVrmRR27ZL0PCNTwF32kKeCu0/t5OCDBx8+irWuKoKsLJnYO3USF1BcnPx17+6YgFq1kt++Lv5W4VQEGRni/ogGoRw4SOUiWbXs63impYVu7BssgnqERo3gSDvbrLly018GzL17hfjLYoFTTw2XtHUL4awGDQbm/rqNG9esDjWvQpOSQtdDINQIpyLIyQm+r3KgMALTwaZm+gtfFV4ouZUaFEE9Qy97W1KzIvCXAfPzzyVI3L9/dNLwooHERFEGdYVaOyVFeIG6d/ddproSE3BGuBRBWlp0FICBaFmQvrj+Qt17oV66hlJSZJVQVFQ/s0CCgaEIfv9dCsGMB8VXBsyyMkcl8ZlnhknIOgjDGrBYpLgp2mjbNnT+3WgjXAoqVIHQQKBUdF2JKSlw4ID7/Wlpvi8gYmK8K9SwWgRKqdOVUuuUUuuVUve42D9OKbVaKbVSKfWVUsqn2tb4ePGnhio3uT4hPV2+d3m5g57WH3z7rfihu3aFjh1DLl6dhaEI6sKqunHjf44SgPBYBHFx0ek2ZsCg9I4GlPIenPbVTdiokSw6vCnVsH1VpZQFmAKcAXQHLlVKdXc67Degr9b6aOBt4HF/PqOuBv/CDcMq+PVX/86z2aQpPfwz21B6gtkiiBYsFlnE1FVff6AIx5i2aBE9pW2xRDfV2JsiaN3a93hXerpv4xhOndcPWK+13qi1rgDmATVozbTW32itjQT4nwC/HpHY2MMzXtC7t7z+9puD9dEXLF0Ke/ZIcPJwSRkFebCjrQhiYiT/v1evf5Y1AKGfsGNigqNUDgaNG4uijmSWkDM8uaWSk32vKPeneU44FUFrwJzxvt2+zR1GAZ+52qGUGquUWqaUWrZvX36NfYdDRawz2rcXs3nvXtjqIwGpzQZvvSXvhw07fKg62rWTXr2GjzRa3zsrK7qBz3Ai1GPaokV0UkUN8rZouw+NvsXOyiArS7IGfRlvI47q82dqf5aUfkApNQI4XWs92v7/FUB/rfVNLo69HLgJGKS19hj+VUrlA75RbnpHJuCapL9uoUHO0KO+yNogZ2hxOMuZo7V2WZsdTr27AzD3DWpj31YDSqkhwHh8UAIA7r5IIFBKLdNa9w3V9cKFBjlDj/oia4OcoUWDnK4RTkN5KdBZKdVeKRUHXAJ8aD5AKdULmAacrbX+O4yyNKABDWhAA9wgbIpAa21F3D2fA2uAN7XWfyilJiiljM64TwApwFtKqeVKqQ/dXK4BDWhAAxoQJoQ1JKO1/hT41Gnb/ab3Q8L5+T5gepQ/31c0yBl61BdZG+QMLRrkdIGwBYsb0IAGNKAB9QOHSRJhAxrQgAY0wB3+0YpAKRWlshT/oZQKIZdg+KCUqhc0dQ3jGVoopaLUEsY/1Jdnvq6N5z9SESilUpRSzwCfKaWmKaXOj7ZM7qCUSlJKTQHmK6VutmdSoZSqU7+NfUyfBj5RSj2slDo52jK5QsN4hhZKqQSl1AvAN/ZEj1Ps2+vieNb5Z76ujmed+jFDAaVUa+B1pIP7mcBC/OQwijDGARnAlUACkk6L1toWTaHMUEp1Bt4DqoBrgHzgvqgK5R4N4xlaXAM0BwYBm4CXlVIJdWw869MzXyfH8x+nCIAy4EWt9a1a693Am8BypdTRUZarGkqpBPtrLBAHzNFar9VaPwHk21eKUV8lmFACTNda36G1Xo1kgu1SStUJ+rSG8QwtlFJmcgMF/Ki1LtBavwL8CDxiP64OcLkCdfyZrw/jWVcejIChlOqqlJqqlEoE0FoXAN+aDmkLdADWRUG8GlBKdVFKzQYmK6X62mstUoCBpsOuA65QSrWJ1irBPqbVKyqt9U5q8kAlAd201tsjLpwJDeMZWiilOiml3gReVUqdpZQyqNfMJMZ3AucppTpqrXU0Jq/68szXl/GEeq4IlFK5iEk4FnEJoJRSWusS02FxwGZf6CvCCftNOw1YAawEblRKjQImAdcppTIBtNbbgFnAmCjJeRbwLnCHsveQUErFaq2LTYelE/2HrGE8Qwi7tfQM8DvyTA0H7gdeA85USh0JYFdWH2B3ZekI55/Xl2e+voyngXqtCIACxOfWBbhaKZXjYiB7ARsAlFJjomgudgRKtNaPa60nAy8C5wGJwAvULCD5E2FrjYa5uAfIQ8b0bqVUitbaqpSKMcnSHfjDLt9lSqkuEZYRGsYz1MgCDgATtdYfAP8BhgKdEYU7XjkycuYTOuJHf1Ffnvn6Mp5APVcEWus1SM+D9cCXwASo5QseDGQopd4BLkP8iRGH1vp3oJ1S6kT7ppXAV8BdCOleulLqAaXURcBo4JD9vIiuELTWy4C19jGdD0y171ImWXKBZkqp95BJrjKSMtrlbBjPIGFWilrrHUBfZLIy/n8BeMSuaEuAh5RSoxGra18kZHQhZ5195s0y1OXxdAmtdZ3/Q0znVNP/yvk90BhYDwx2OvczZLU1IkKyZgItzPIBMfb3NwOzTPt6Ai/Zz+kCjAS+APKiIaeLMU1FVjXHmvbFI5PuL8BFEZAzCzjOaVtdHM9actbh8RzltM1if70KWGza3hQJvPYE0hD3xrwIjucoN/vqzDOP9Fh5Eoiry+Pp9XtEWwAfBvr/ENK6ecCD9m0xTscYA/8v4GP7+0vtk/BJEZT138BapO3mY2bZ7O87Ae8AV9r/z0BI+VpGeExdyeluTP8P+Mb+/nT767kRlPUPZCXd2/6/WWHVifH0JmddGU/7Z/8CjHOzPwb4GviXadtrwJERHkuPcjqNZ9SeeSQR4XfgOSRJwfkZqhPj6dN3ibYAHgY5GWEnfQNogazwDgLt7PtrrWDt7/fbj3sJSIiQrAnAY4i2b2aXtxRIN24I07GnIv7L3sBFwDdAdl2Q0+lY85hagSLgf0CjCMkaY3+4PkNM59uA5Lo0nj7I6e4ejcZ4Pmn/zFqf5yRbHyS//VzgcvuE3D2C4+lWTg8yR/SZx2GRTnY3qeOwWqI6nj5/p2gL4GIAm9pfY4GTgFjTvhnANW7Oa4IojpXA8ZGU1f4+y/T+JGAu0MPNzXE98Kz9pgi7rP7KadqfaR/z3yItp2nbc8Ad9knzxLo2nr7IWRfGEzgC6QveGFlUXQMMcDremODOAR4CvgNy65qcpmMj+sw7yRkDrEIWUz3sclyFaVGFw2qJ6HgG9N2iLYBp0DLsD9MXwC1AJ9M+haSEfQP0dHN+DHB0lGTtZt8ei6xQNwNPAT8j5qpxQ5hXspa6Kqfp/NgIPWBmOW8GjrBv7wS8an8/Dllx/wtoY9wXURxPn+WM8njeYpLzQSQQ/QPwAJKpMtJ0f6pwyxYKOU3nR+SZd/G7H2Xf/gjwtH37tUhh4COm5ywm3LKF6q9OZA0ppQYgpvVe4GEkAHOL6ZAY5MaowEW7SxAKAa31yjCL6k7WG+wyWIFfgQ5a69uRVcA4u/xoU0GT1rqqrsppktGqtf4+wnK2Mcm5HihUSlmArsCtSN/r7fb92iRrpMfTZzlNMkZjPFsjFhOItTIBGKK1fghpHHWDST5NhBCMnAYi8cy7+d1H2XcbLsm3tNbTgLuBltgLxnQdouHwhrA2pvEDB4D/aq3nQTVz5GB7JV6l1rpKKdXB/j5fCaFUnHF8HZE1ASjXWlc3nNZaf6KUugO5yTc3yOmXnI2Q/PqjENN/A+I/1kqpzlrrvxrk9FnOIfbf/aDW+j/GgVrrj5RS45DJLdJ57PVZzqH2fQuRKvbedjlX2QsZ640CMBBxRWCvAqyx8tBar1VKbTPtq0RcQ+bKwMFAolLqNWTVdXcdk7XMfI5S6ghkBbEF2Nkgp99yVgIrlFKLgUVa6y+UUu2R3tdhzQv/B8rZ0fjdTed2R373zdSd372+yNnBvm+9Uuo54B4lfFYdEKt6UzjlDAci6hpSSjUyD7RToUiJaV87ZHVlRiZwJJKX219r/W0dlTVeKXUFku30tdb6Kq11RYOcgcmptf4/rfUX9vebtNaPaqGNaJAzADmVUrFKqfOQdOyvtNZX25VZg5yB/e7LEbfVYuBDrfUwLcVj9QoRUwRKqZuABUo4uIeD+CTN1Xim9x2AJfZt5yulmiC0ve201mHv5RmMrAiB2OeIj3hKg5xB//Ytwynb4SYnkmmzEOhXl3/3+iKnUqqV1nqf1vodrfVL4ZQznAi7IlBKpStx55wG3IsEXa60m8/VARWl1NHaEVzpDnRRSn0GXIjEA9ZqrQ/VA1ktWuu/wynrYSTnBUTA33oYyTkCyWTZ5+yCaZAz4N/dGi75Igod/tQrC8IUaOR8dwBexZ67jkTZXwMWAa2AbKAQoZWNWAVrfZK1Qc4GORvkPHzkjMhYhGFwY5HCmrambSmm9zFIwUhn+/9DgRucrnF1hG6EeiFrg5wNcjbIefjIGY2/UA/0UUh++h5grptjjgA+dbMvLpTy/BNkbZCzQc4GOQ8fOaP1F+oYwV6k1L8bQhF8KoBSymKKwmchPVpRSvVX9qbdSimlw5i1Uo9lbZCzQc4GOQ8fOaOCkCoCrfUu4A2t9X7E12Z03alCaCIAjgHilFJPIOXZxrkRq2qsT7I2yNkgZ4Och4+c0ULIs4a0IwvlNaBMKXWLfbvNrnlPBE4B9mmtj9NafxNqGXxFfZG1Qc4GORvkPHzkjArC6XdC0rKW2N8fbX89G1Owpq781RdZG+RskLNBzsNHzoiNRwQGfD5QjjDzZUb7C/8TZG2Qs0HOBjkPHzkj8Re2gjIlzbkfRiLx/9/eHatGEYVhGH4/NYhESaO2BiGxECSFF5BKiFhYaCNoKQix0t7GwkoQomgp1l5ALkARBEkE65SiNkIUI7j5LWaERUyW4GaTZd6nm5lzhn+qjzln5pzFqrpYfQud7SfjUqt1Dpd1Dpd1jq8/P1Lszs2TBZp1bH4ObLzHxqVW6xwu6xwu6xxPuxoEkqT9b19smlUJOAAAAYZJREFUTCNJ2jsGgSR1nEEgSR1nEEhSxxkEktRxBoE0QJJekpUkH5KsJrmTvt2rtugzneTaqGqU/odBIA32o6rmquoszRr1C8C9AX2mAYNAY8H/CKQBknyrqqN9x6eBt8Bx4BTwAphsLy9W1eskb2j+XF0DntMsgfwAmAcOA4+r6tnIHkLahkEgDfB3ELTnvgJngHVgs6o2kszQbHpyPsk8cLeqLrXtbwInq+p+ksPAK+BqVa2N9GGkfzi01wVIY24CWEoyB/SA2S3aXQDOJbnSHk8BMzRvDNKeMgikHWqHhnrAZ5q5gk80m5ocADa26gbcrqrlkRQp7YCTxdIOJDkBPAWWqhlXnQI+VtUmcB042DZdB471dV0GbiWZaO8zm2QSaR/wjUAa7EiSFZphoF80k8MP22tPgJdJbtCsb/+9Pf8e6CVZpdka8RHNl0Tv2t2wvgCXR/UA0nacLJakjnNoSJI6ziCQpI4zCCSp4wwCSeo4g0CSOs4gkKSOMwgkqeMMAknquN+jWaLyLYGF1wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 24144, {'val_loss': '-0.005578130017966032', 'val/kl': '4.988267505723343e-07', 'val/mse': '0.019102293998003006', 'val/std': '0.19353371858596802'}\n", + "Epoch 10: reducing learning rate of group 0 to 1.0000e-07.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 26339, {'val_loss': '-0.005575817544013262', 'val/kl': '4.980824996891897e-07', 'val/mse': '0.019118105992674828', 'val/std': '0.19356988370418549'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 28534, {'val_loss': '-0.005574060138314962', 'val/kl': '4.973541649633262e-07', 'val/mse': '0.019115792587399483', 'val/std': '0.19367016851902008'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 30729, {'val_loss': '-0.005570110399276018', 'val/kl': '4.964626327819133e-07', 'val/mse': '0.01911250501871109', 'val/std': '0.19382217526435852'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hURduH70mDhITQAoSWgDQBQRAEMbwoKgo27CIoWMCOFQtYsGABlVcURVB5FVGxwYeoWLABotKV3hNCIL1vstnszvfH7Ca7yZ7tLbC/69orm5k5c2bnzJlnni6klIQRRhhhhHHyIiLYAwgjjDDCCCO4CBOCMMIII4yTHGFCEEYYYYRxkiNMCMIII4wwTnKECUEYYYQRxkmOMCEII4wwwjjJESYEDRRCCCmE6BrscYQRRhgNH2FCEIZPIYQ4TwixWwihE0L8IoRIcdA21dxGZ77m/Dr1DwghjgshSoQQ7wshGlnV/SKEyDXXbRNCXG5VJ4QQ04UQGeb6T4UQTTXG0EgI8Z4QIl0IUSqE2CqEGOXqbxJCXCuE+MNc92ud61oJIdYJIfKFEEVCiPVCiLOdzN8CIcQeIYRJCDGxTt0EIcQm82/KFELMEkJEOejLpfZCiG5CiEohxEdOxqb5PMz19wkhDgkhyoUQu4QQ3TX6OVcI8a95TvKFEMuEEO2t6huZ+y8x3+9BJ+Ny9Hzc6uukhZQy/GmAH0ACXYM9jjpjagUUA9cAjYHZwJ8O2q8HXgNigauAIiDJXHchkA30BpoDvwIvWV3bF4gyfx8MlALJ5v8nALuBjkA88H/ABxpjaALMAFJRB6NLzH2luvKbgPOBa4GngF/r9N0Y6GHuVwBjgALLuDXGczdwHrARmFin7k5gGBADtAc2AY856Mul9sAPwBrgIwd9OXsetwH/AL3Mv/UUoIVGX22AdubvjYBZwAqr+hfN42kOnAocBy7yZM2509fJ/An6AMIfDx+cFSEAEoEPgVwgHXgCiDDXdQV+M78secBSc7kA5gA5QAnwL9DHyzFNBv6w+r8JUAH0tNO2O6AHEqzK1gB3mL9/DLxgVXcecFzjvmcClcCZ5v+/AKZa1Q8118e5+Dv+Aa5y5zeZN8JfHfQZAVxqfm6tXRjDWuoQAjttHgS+duP51GsPXA98hiKGjgiB5vMw/7YjwHkerJlG5s16p1VZFjDS6v/ngE89WXPu9HUyf8KioRMDb6CIQRdgOHATcLO57jnUia850MHcFmAk8B/UhpyIOtXmAwghHjOz7XY/DsbRG9hm+UdKWQ4cMJfba3tQSllqVbbNqq1NX+bvbYQQLS0FQoiVQohK4C/UCXWjVXtR53sjoJuDsVv6bIOakx0e/CatPv9BEaIVwLtSyhxXr3WC/1iN0+32ZnHZsygC4QyOnkcH86ePEOKIWTz0jBAiwnyfTua108nq3p3Ma6kCeBjFFSCEaA4k27lXb6tri4QQafbGZf18XOkrDAVN+WIYDQNCiEjUqe5086ZaKoR4FbgReA8wACkoVjwTddLEXJ4A9AT+llLusvQppXwJeMmD4cSjuBJrFJvvY69tsZ227TXqLd8TMBMsKeUlQoholHjmVCmlydxmFfCIEOIzoBB41Fwe52jw5r6WoMRIuz34TXYhpewrhGgMXIES03gNIcQtwEAUJ+Jp++eA96SUmUII+xfWwtHzaGf+PhI4DWiGOnxkAgullBnmshpYyoQQLYBJKFGe5T7W/Vu+J1hda92Xo+fjtK8wFMIcQcNHKyAaJRKyIJ3aDfUR1In4byHEDvOGgJTyZ+BNYB6QY1ZS2lWo2oP5RFdm+ZiLy4C6fTRFydzrwlnbuvWW7zZ9SSkNUsrvgJFCiMvMxe8Dn6C4hB3AL+byTAe/JwJYDFQB97gxTpcgpayUUn4CPCaE6Ge+Z5nVp5OTLqzHOgYlThklpcwzl42z6us7F9qfjiKgc1y8raPnUWH+PktKWSSlPAy8A4x21qmUsgD4APg/syLbspbq3ktrvh09H3f7OmkRJgQNH3nUnvot6AQcBZBSHpdSTpJStgNuB94SZrNTKeVcKeUZKAVfd2AqgBBiWp1Nqqzupi+lzJBSxls+5vvuAPpZBiGEaIJSGtoTX+wAugghrE9n/aza2vRl/p4tpczXmIco872QUpqklE9LKVOllB3MfR21zEldCHUcfg+lxLxKSmmoM05Xf5MriEaJ8LCeP/MJ2SmEEBcBC4FLpZT/WsqllEus+hrlrD1wDkpBniGEOI4Sz1wlhNiscWtHz2MPioBahzJ2J6xxFNAaaCqlLASO2bmX1nxrPh8P+jp5EWwlRfjj2QdbZfFHwDIUy5uCYrNvM9ddA3Qwf++NOr11AQahrG2iUQq2VcAzXo4pCcV6X4Wy4HgZx1ZDfwKvmNtega3V0EUoC49eKLHCz5itVFDirFEoa6NoYDxqIxpgrm+B2gyE+frtwGQH45hvHku8u78JiDSX3wH8bv4eba4bAqShxEGxKBFVKWaLGY2xxJj7WIcSmTSmVvE/AiUW+4+Lz0OzPUpM1tbq8wpKyZ6k0Zfm8zDXfwisNK/BDuY1eKtGX1dSa02VhFJWb7aqfwll4NDc/KyPoW015Oz5uNzXyfwJ+gDCHw8fnC0haI4iBrko642nrDaPWaiTcBlKiTbZXH4eyjqmDMVVLLG3EXowrvPNm0AFSjSTalU3H5hv9X+quU0F6lR5fp2+HkSZLJYAi4BG5vJTUQriUhTx2ABcYXVdd3N/OpSY7EEH400xz2WleS4sn3Eu/qaJ5uutP/8z1w1HKSdLUWajv+FkEzf3X7e/c8x1vwDVdcb5nYO+XG6PE6shR8/DXNcU+NT8Wy1rUJjrOpnv3cn8/73AIaAcRVw+BVKs+mqEEu+VmO/3YJ1xlAHDXHw+DvsKf9TH8qDCCCOMMMI4SRHWEYQRRhhhnOQIE4IwwggjjJMcYUIQRhhhhHGSI0wIwggjjDBOcoQJQRhhhBHGSY4GF2KiVatWMjU1NSD3Mpmgujogt3KIiAiIanBPyjtUV6v59zWiotR8niiQEgwG5+38iRifBM0IHgwGNY+hgMhI9fEHNm3alCelTLJX1+C2l9TUVDZu3Oi8oQ9w9GjwXzKA+Hho1SrYowgcpIQjR/xDCJKSoEkT3/cbLJSXQ27dSDsBRkoKOA9VFJrQ6SDHVyEAfYDmzSEx0T99CyHStepOoLORb1FaGhpEAPyzIYYyKiv995tD5eTnK4TCGm2oc1pZGXwiGio46QmB0Whf/FNcNy5mENFQXzRPUV4e7BE0HFRWBnsEDRf5+Sffu6WFk54Q5OZCSYltmU4XGroBC062xarT+a/vE2kuq6tDgxA0xDmtrg4NbqougjWXDU5H4AtUVoJerxZCZSVUVSnZnEXOWRpiQWob4ovmKQwG/4rCTqS5LCtz3iYQaIhzWlHhvM3JhJOSEBQX2y4Ek0m9VAkJaiMKtUXSEF80TxGKp7RQRViE5jlC7R23IFjvul9FQ0KIi4QQe4QQ+4UQj9mpTxFCrBZC/COE+FUI0cGf4wG16dtjp0tKlMzw+HF/j8B9nEzK4qoq//Z/ohBVC0cbCmhocypl4EVqen0lu3f/67xhkOA3QmBOoTgPFTe+FzBWCNGrTrNXgA+llH1RuVNf9Nd4LKiosL9wDQYlEjIa/T0C99HQXjRv4G9CcKLAn3oUVyBlaB6aXIFeH/jD1eTJYxg1qi+bN6932O5E5AjOBPZLKQ9KKatQMccvr9OmFyrBBajY6XXrfY5QZQnrwmSCwkL1PUwIfIcTZS6DuY5LSmDbNkg3W6U3tDkNhkgtI+MgALt2bQv8zV2AP3UE7VEJKizIRGXEssY2VLai11EZqhKEEC2ldjpCryBl8E9SrqC6GnbtguhopcRuaC+apwiEJ/eJMJdGY3A4p+pqyMxsuJwAqHkLhjHIL7/sDfxN3UCwzUcfBoYLIbagsjkdBeoJZ4QQk4UQG4UQG3O98ACpqmoY8vb8fHVqsYxVyhNjA3OGsFjINQSDGygpga1b6xOBhrY2CwqCPQLHOBFFQ0eBjlb/d6BO8nApZZaU8kopZX9gurmsqG5HUsoFUsqBUsqBSUl2Q2W4hIay0eTl1S9rSC+bpwiE8vNEmMdgcLXp6fa5tYY0n5WVgVcS5+ZmM3v2NPbs2Q5AqGaE9Cch2AB0E0J0FkLEANcDK6wbCCFaCSEsY3gclVvUb2gIhECvr2VdrbmXEF0/PkVDeD7BRjAsXoqLteXqJlPors3XXnuNyy+/nD///BNQ71agsXr117z11otMmzaZc87pyrBhnR22P+E4AillNXAP8D2wC/hMSrlDCPGsEOIyc7NzgD1CiL1AG2Cmv8YDDWOjsZZ8WS+KUH3ZfAUpAyPyaOjz6M84TFo4elS7LpTnc8OGDaxYsYIDBw4AwXn/u3TpwcSJU7j55vvIzDxMVlYG+mBQJCfwq0OZlPJb4Ns6ZU9Zff8C+MKfY7BGqNhda0GvtyUEJxNHUFgYmLAeDX0eA+1NfOxY/RAs1ghVHUFFRQVTpkzh2muvZdCgQUBwCMGZZw7jzDOHAdC79wDatGlHo0aNNNufcBxBqMFf8e19hcJC+OcfW/bVeryhPHZvodc73mzCUDCZAqsfyMysNRHVQigSgvT0dFq3bs3ixYsZM2YMHTp0wGRyfBA8cGAP+/bt9Ou4OnfuRlycbQx0vV7tTVKq7+FYQ35GKIuFDAbYv9+xM1uovWy+RCAtORryPJaXB278er0iBM4QivO5atUqysrKKC4uRpgDiDl6/wsL87nhhnMxGo18/vlaOnfuhl5fSaNGjb0ey8aN6+jQIZU2bdrVjEVKJW7Lyak/rmHDvL6lRwgTghBAZqZ9InAyiIYsAQDDcI5AioVctdIORY7g9ttv54ILLiA9PZ1FixbRpk0b0tJGa7YvLMynT58zKCzMo6Agl6lTJ5KS0pVXX/3Aq3GUlBRxzTVpxMbGsWNHGWvW/MjSpR/Qtev5DBky0e41weL8w4QgyCgvh+xs+3UnAyEIdN6HhjqPRmPgCKaUrmftCtX57NKlCzt27OCWW25h9OjRDBqkTQi6dOnOe+99jdFoJCsrgy1b/uTw4f1UVOiIjY3zeAwlJcWcfvpgGjVqjMkk2LTpEN98s4Thw2M0CUFYNORnhBoh0Ovh8OHaMBL2YL0oTkQdQWVl4J2jQnXjcoZA6gaKilx/X0LNfFSv19coY0855RRuuukmBgwY4NLviYyMpGPHzixcuILBg4d7RQQAOnRIYdmyP6muht27ITV1BHfcsYhOnfppXhPmCPwIrSxkwYIlhIQze/ATmSOorAytXLGhjkARTKNR5Yt2FaG0LqWU9OnTh86dO7NkyRJ69erFBx98gMGgbQK7cuVnnHpqP045pUdN2YgRF/tsTKWlcOCAWu9t23albduuTn6Dz27tFk4KQhBK3IDJBHv3uu8UFEovnDcoKFCEUCsKrL/REOcxkD4W+/a5x32Eko5g27Zt7N+/H51OR8uWLWvKi+rFKlCQUvLYY7dSXl7GunUZtGvX0X5DD3HkiImjR90zzAybj/oRoaKMlFJZB7ljKmkdb6iho7RU/Xad7sT4PYFCZWVg5uvYMe1NUwuh9Bz79OlDVlYW69evJyJCbW05OUXs2nXQbmiHysoKhg0byVlnnWtDBNas+ZGHHprAl19+6NE4pFRi3/vvv5y77mrPzp2/1dRt3rySH3+cT0WF/ch3YY7AjwgVQpCR4b6ppMkEERGh9cJ5AqPRsT4kUGiI8xgI/YDRqAiBuwgljiAqKork5GSbsi5dOlJeXsY//xSTkNDUpi42No633/6yXj8ZGQf46qsPadSoMVdddZNbY6iuVoe9oiLIzT1MYWEWTZo0q6lfsmQqWVm76dlzGB079q53fZgQ+BGhIBqqrta2DnIEy8Jo6MrigoLQ+A2hsmm5iurqwJiNZmd75nkfSoTAHtq3T0GnK0enK6tHCLQwZMi5zJ69iG7d6m/UjmAywc6dtYT7xRe3UFCQSfPm7WranHnmlZSU5NKokX1FdFhZ7CdUV4dG1rG8PM8e8okgGtLpwvl1PUVhof+fvafcAIQGcbfgiy++4Mcff+Tqq6/mggsuwGiE77/frtm+vLyMmJhGREdH25SfckoPG+WxqzhyxJZ7i4yMIikp1abNddc5DqcW1hH4CaEiFvKEG4DahdFQCYHJpPIrhAoayjxakij5g4CuX/8LV1wxhIMHVbKUI0c8j8MVShzBmjVrWLBgATt27ACc/6bXXnuSnj0bs3jxW17fu6TEc2JqjWAR1jAhCABKSjy3+mjohKCwMDQ4soYEnU7pk/xlXjt58uVs3foXc+Y8RUmJdxnHQmldjh07lrfeeosRI0YAzkXCZWUlSClp3rylTbler+eHH5bz9defunTfwkLlJ2CNQ4c289//Xss337xmU240VlNUlE1JiZ2kI4Q5Ar8hUBFHly9fQlpaKl26RJCWlsry5UsAJZoyR8H1CJYTQiix4K4iWGkBHSGUNi57kNL/4qBPP/2Nt976gkcffcmrtQmhxREMGTKEO++8k759+wJq/b3zzmwuuug0li37qF77l19+j927K7nggjE25VVVem6//Qoef3yS03vm5MCePfXfz+zsA/z11+fs3bvOpnzVqrnceWdbli173m5/YR2BnxAIQrB8+RKmTZtMRYUSEB49ms60aZMBOPXUcV5xJQ2ZIwglkVBDQVmZ/9ds79796d27P6WlrgWWc4RQXpcGAxQV5bNnz3aOHbPvJRcTE1OvLD4+gZEjx5CY2ByTyVRjiloX2dlw6JD9e3frNoQpUz4lMbGNTXliYhsSEloRFRVt/8IgQYRq6jQtDBw4UG7cuNGltlIqFtvfPzEtLZWjR+vH601OTuG11w571XevXtC0KTRqBHUs40IaOl1oeg5HRkJH3/oN+Qw6nedGBZ7gwIFqMjIqiI1N8LiP1FTo3h1atPDduDzFypUriYyM5JxzziE2Npb0dMjMzKC4uJB27TrSrJlvBmkyqX3FG5GaFnr3htNO832/AEKITVLKgfbqTmjRkNEYmBNLVlaG3fLjx+2Xu4OGyhGEan6BUJ3HvDxFOP1NBAwGA/Pnv8z48Rdw6aUtNEUUriKURJa33XYbo0ePprCwEINBPev27TvRq1e/ekQgI+MgV1wxhBkzprh9n927/UMEICwa8gsCpR9o166TXY6gZctOXvfdEAmBXh/4vLoNGUZj4EJM5+Ye5+WXH6v5PzvbOyVBKOkIRo4cSXZ2Ni1atHCqKM7IOMjWrX9p5hwwGo2UlBQRF9fEpk1urmuHnJ07f6OgIJMePdJISkpx+TeckMpiIcRFQog9Qoj9QojH7NR3EkL8IoTYIoT4RwihHSvWAwQq0NzDD8+sF6kwJqaRU5thV9AQlcWBDi3tDkJl07JGIPMMREdHc+utD3L11Q/y5ptHeOAB7zLFhhIh+PDDD/n+++9p3LhxDSE4diyTV199kvfem2PT9vTTB/P552t55JEX7fY1efIYBgxoxe+//1BTZjQqkZAr+Omnt5k3b3w9ZbHBoOepp4byyCN97V53wnEEQohIYB5wAZAJbBBCrJBSWueDewKV1P5tIUQvVH7jVF+NIVAcwZgx4wB45ZXpNZzB8OFXk5Y2zm77tWuXsHTpdPLyMmjVqhPXXTdTs21DcyirqAhsyOQTAYEkBElJbbnrrlfZu9c3/YXqurTMaVFRAW+++Tw9evTh1lsfqKmPj09g4MCzNa9v3rwlTZs2o6pKWXoYjUox7Oqe0qNHGiBo27abTXlUVAyHD2/GYNCj1+vqeRifiCEmzgT2SykPAgghPgUuB6wJgQQsft+JQJYvBxDI0NNjxoxjzJhxLF78FvPnv8xPP33Mli1r623ya9cuYeHCyVRVqd0yLy+dhQuVhZE9YtCQRENSBjbtpCcItXmsrAzcgQWU2M7aZNRkMvLuu3dw5Mi/PP30GretWUKFIzAYDBgMBmJjY6msFDW+K8nJHbj//hm0a+eemHb27EU1qSUrK5VewB1x54UX3sOFF95Tr1wIwVNP/UZsbCLR0fWT2J+IDmXtAWubrUxzmTVmAOOFEJkobuBeex0JISYLITYKITbmuppDj8DnIJgz52lmznyIrKwMpJQ1m/zatUtq2ixdOr2GCFhQVaVj6dLpdvtsSISgtDSwm5qnCKW5DDT3tHHjEbKyDlBVpXa1iIhIduz4mf37/yIra7eTq+sjVObyjz/+oEmTJowYMcKGw2rWrAX33fc011xzc02ZlJKpU2/ms8/eR69h222dX3j/fsdEYOfO35g16xKWLXNNFNy162Dat+9JRESkS+0DgWBbDY0F/iel7ACMBhYLIeqNSUq5QEo5UEo5MCkpyeXOA70pzZ37LHq97Yqpu8nn5dkXMubn2y9vSFnKQtVSKJQRyAxtOh28//5z3H9/V3777X815RMmzOXpp393mjTFHkIlQ5lOp6NRo0bExyc4Ja7//LORL774Hy+//GjNhq+FrCznojudrogtW75h3771NWUFBVlUVpbbDX8divCnaOgoYG2x3cFcZo1bgYsApJTrhRCNgVaApgW6q/MaKNNRV2C9ybdq1Ym8PNctjBpKljKdLnhZ4PR65WfhKqQEJ+9/QFBdHdjDSmYmxMY2pVWrFFq2rH01BwzwPCNXqKzJUaNGUVlZSUlJdT3xZG7ucbZt20DXrqeSmtqVbt16MWvW++j1lXYdygD++ut3XnppOu3bD2b8+Fc075uR8S9duw7mwQeX1egDpJRMmZKC0VjNhx9W1hMBbd68kt271zBo0BV06zbEpu5EFA1tALoJIToLIWKA64EVddpkAOcBCCFOBRoDrst+HCAYIop27eybiVlv8tddN5OYmLoWRnGaFkYNhRAEK5RESUloOq65gkByA6WlSn8zfvwrvPHGYa82f2uEio7AApOp/tl23rwXmDTpMr77TllIxcU14Zprbmb8+Ds1+zl+vIKtW9eSnr5Ns01u7mEee+x0XnvtCgYMuKQmv4DBUElCQhLx8S3s6gH++ecHvv56Fvv3/1Wv7oRTFkspq4UQ9wDfA5HA+1LKHUKIZ4GNUsoVwEPAQiHEAyjF8UTpI14qGKfTe+6ZyYwZk210AHU3+bS0cRw5soN16z6ioCCTli0dWw1Zz0aovHDV1SrxRvPmylPXYAh8EnoLMjJU4h53ECrzGKg5M5kcx7symUysXr2AzMztTJgwVzOkgj1IGVoiS3sHwIED09i3bwdt23ZwqY+qKoiPP5Mnn/zVJpdAXRw7tpeEhFa0bn0KkZG1W2lMTCxvv61t9zJgwCU0a5ZM9+5D69UFay4bXIiJAQMGys2bnYeYKCgIvMz68GH44gtlGpqfn2F3kzeZTIwbp5REQgiefnoNPXpom7G1b18bEiE52T0RiD8gpfKq1OvVBhwVFbzEP/n5KsduZCQMGuT6dR06qHEHE4EKfwJqXTrzhL3rrvYUFmbx2mt7SU7u5rixFVq2VGER2mnvlwHBrFmz+Omnn5gw4UHOPvsizXbPPns/LVokMW7cHfWijlqQkaF0A67AYNBTUVHCrl2/cezYXkaMmETTpq7rMeuiY0c4W3s78AqOQkycsJ7Fgd6cMjPTueCC7kRHx/L++9qJX7OzDxAZGY3RaEBKSUFBXbWJLaxPCKEQzrm4uDa0t8kUHCJQVaVsui2pL41GdbqOjXV8ncEA0SES66uiIjBEQK+vJQJFRcd59NF+dOzYhyeeWG3T7uKLH0IIQVxcolv9h4poaOvWrfz4449cfPEEzTbFxYUsXjwPk8nE9dfbjyzqbibB6OhGREcn8fXXszlw4G9OPXW4V4TAMp+B1mGFCYGPkJWVS3V1FUajkknNmXMVO3b8wg03zGLEiNtq2iUnd+Ojj6r4888viIlpTM+e/3HYr/VLFmxCIGVohJXOy6uf/7iszDkhOHYMOnUKjY0rUE5k1slSCguPUVKSQ0lJfTXcxRc/6FH/oUIInn76acaNm0CrVtoR28rKSnnppXfJyTlGq1at7bbJyqp9z7777nVKSnK56qqn6/lX/PPPD/TqdW5N+dChY+nV6xyaNm3N9u2r+fjjRzn99FFce+1z9e6h1+vIyPgHKU12xUPBQIMjBK4sOoMh8LK2Zs16MXXq1xgM6ri8Z88flJcXsnDhJJYte75GT1DXozguznEeVevfEWxZrE4XfGIESj9RF6WlkJSkXuTk5PonKp1OiZI6eR/+yWsYjYHxH6iutlWkp6T0Zd68o+j1vkt7ZjIFf10C9OjRg44de2gaDrzwwlQWLnyFxx+fzZ131ot2AyiiaS0SWrbseUpL87jwwnto1qxtTXl5eREvvnghbdqcwpw5+xBCMHr0/TX1e/f+waFDm2jf/lS798nOPsBTT51F+/an8sorO23qTjhlcTARaG7AaITi4jgGDLgEUN7D5eW1Nmx5eenMn38zQgiqq6tqyhx5FFsQShxBKHADRqN93U9ZmRpfRgY0aQKJZglHbq4K433USgIX7BNsoLiB48dtN+mIiEhatLAvzJdScujQZjIy/mH48IlO7etrrwv+fFrgyFKwS5ceJCQkUllpX0NfVATpday6R426HylNREU1qtP2GMnJ3WnSpLndeTrjjEt57rm/iI21f8hr1qwtXboMJDm5e726YImGGpyyuH//gXLLFsfK4kArirOybINR3Xtvql1fAXuIj2/BwoXaGVxatYKuXS1t1f/BQHW190lMvMHy5Ut45ZXpZGXZV8KDUqTr9dC6NXTpouTw26ys/6Kj4Ywzgq90P3rU/+bNer367a6e1qWUTJ7cirKyAt58M8PGz8ARmjZVOTNSUz0fqy/w6quvYjA05oorbqORnYdrMBiIjIzUtIjaudP9PcNorK6xFjIY9OTlpWM0VtOhQy+3x29BcjIMG+a+JZwrOKGUxa7QrUByBBYrmq1bv+Pzz58mJaWfpvewPZSVOQ7OEyrK4mDGEKqbAU6Lm7IosS2pHusmEw+FM0+gnMgOHqxPBFavXsjhw1sYPnwiXbueaVMnhGDQoCvR68trxJuuwDooYrCc9IxGI48++ihGo5Err9CofXIAACAASURBVLSvBI52YCWg03l2cLQ2Gd2zZy0zZ55Pz57/4emnf3O/MzOCxWE1OELgCgJJCEpL1f327VvPwYMbyMtL1/Qetof4ePsmbBaEQogJnS64EUVfeWV6DRGwwBK6w55YzWBQxCCvTn7wUIjkGog8DZmZ9kOBb9v2HRs2LKN373PrEQKAyZMXun0vy1yaTMqMNxioqqriySef4uDBHE1PYUfQMq0tKckjN/cQiYltKCo6RlFRNl26DCQxsbUNEQBo2bIjrVt3oUWL9qxb9wnZ2QcYPPgqTT0BKC5MSmnDpYR1BD5CdXVgN0zLSaJHj2H063cRycndOeWUM20ijGohJiaOCRNed9gm2ByBlMHPPayVAU4rPhPYPxGHAkfgTycyoxH27tXOB3HhhffSq9e5dOliVzrgEUIhKGJsbCwPPPCUR1xrZaXSI9nDqlWvs2zZ81x11Qxycg6wZs1ixoyZxvLlL9Ct2xBmzFhXs4knJ3fn9deV197s2ZexefPXdOp0miYhmDPnKjZt+prHHltFnz4jasrDHIGLcDZJgVYUWwhB374X0LfvBTZ1779/FxUV9nnOiIhIJk1a4FBRDMFXFldWBl9JrZUBTogI1q5dYncO7XmWh8Km5U+OID/fcVKg3r3PpXfvcx32UV1dRVbWHjp1ci1xbihwWVJ6lgzJZFIOiVpjb9PmFDp3HkDTpq2Ii2vKmjWLWb78BUCZgGrpG4YOHeuQCAAIEYnRaKCszPaUFax5bHDK4n79Bspt27SVxcXF9W3M/QWTCTZscPzw1q5dwvz5N2M01gqGY2LiuOaaZ4mJiSUxsQ2DB1+leX1CgvLctCAlJbCy2Pz84FsL1dURWCMmJo7hwyewZcu3LiX6GTwY2rSBuDi71X6FwWBrveRrbN/unUWSUhgnUVaWz/z52SQm2re1t0ajRtC/v/Is9kAq4xOsW7eN0tIIOnfuppl60h5c8bi2xrZt3/Pqq5eTljaeSy99xK7VT1WVCjLnzOpKpysmKqoRMTG2401KguHD/eP5flIlrw9ksLmysloisHv3Wn744S32799g0yYtbRxnnnkloBZGq1YpTJq0gPz8TBYtupsPP7zP4T3qijcCfToPhWxjY8aMo2vXXnZfrqoqHT/+ON+sk7GfA8IawbR596dYqKLCMRGorCxn7dol7N69RrONEIIOHXrTtm033nnnFp54YrDdwGj2EMx5nT79UUaN6muTVtIZ3PUgBujT5zzeeSeXyZPftUsEFi6czMSJccyYkea0r7i4xHpEAIInGmpwhMDZJAWSEFhbGnzxxdMsWnQ3H31k66H5+ecz2LLlWwCb02pycjcaN06gVSvHia3r/t5AvnBVVcEXCwGUlZXx778bHcR2ty13lugnWEywP4mqs3xNubmHmTdvPAsX2reqseCJJ1YzZ85eYmJiOXDgb3JzDztsH2zRkMEAycmd6Ny5O1269HD5uvx818dsMhkpKckjIiKS2NgEzXZ9+pxPQkIrBg260uVx1EVYWewjBIsQtGzZkcaNE2jTpja5x9q1S/jqq2exbFR5eRk1Zo8jR97FyJF3Ob1HMDmCUOAGli9fwssvP+r2dVqK5GCdXPV6/+sHHCEqKoazzrrexkPWHizWMFdc8QSjRz9Au3bacm4Ivt5Fp4MXX1zg9nWuJDosLs5h2rQBNfHAWrfuzOuvH9Rsf9ZZ1zJkyDU2YmAtHD68leXLX6Bdux42YSjCymI3YDLZd7gwGgP3ouv1toTgzjv/x513/s+mjTqV2j+tOlMSW1B3UQSSEJT7LhKBR3CkG6iFoO4cg3ain2C9aJ4oM12FXl/rQ6GF5ORuTJnyict9pqT0c6ldKBACT65xRZcSG9u0hgjExSWSkODcm1MIQVSUc2VJZWUpf/31uTnWkC0hCAacEgJz6sh+QDugAtgupQxqKhCtyQokN+CK0s/dtJT2ECzRkE4X/PzD9vwHQFlcSWmiZctO9O8/mt9++8BhDghrBIMQVFX5l7sKZopQy3oMBqelwo3oiY6OdiuHgqsK4piYxrzxRjoJCa1o1CiuJqCkL9ChQ2/uvfeTeqLhkOMIhBCnAI8C5wP7UJnDGgPdhRA64B3gAyllwJeAlvNKoDYuvd411tJRWsojR3bwyCOnERERwZIl2gssWKIhe4HdAg0t/wEpTXz8ce3EdO9+Nv/73xTKywuIj2/JhAmvu5ToJ1DwtxWbK6fbsrJCYmIaExPjJESrGfn5maxb9zFNmjTnvPO09QrB5AgqKuCDD95gzpynuPfeJ7nrrsedXqPTuZfRrlWrWs6yrhOZN4iPb8HQodfblJWVBU8n54iMPg98BJwipbxQSjleSnm1lLIvcBmQCNwYiEHWRbA5gqNH64/h7rs7MXZsBF988UxNmaO0lAkJLQGJyeT4ydclBIE4eel0wUs2Y4127eyLdyxiH0sAv+joxjVB/rp2HexQ7BboZOsVFf7PROaKee/779/JhAlxrF+/1KU+Cwuz+OSTR1m9er5L7YNBCEpLITv7KJWVFTRpoq3Etcbhw/4dkzswGpXJ77Zt8NVXcM89MHlycLL9aZI4KeVYB3U5wH+ddS6EuAh4HZWq8l0p5Ut16ucAFg+XOKC1lLKZs361NsNAEIKyMvsnCiWakERE1LIqlg3JXsYyk8nEa6/tJSHBcRKLYOgIQkFJDPDwwzPr6QhiYuI47bTzGTcuiri4ZixcmMe2batq6nv1Osdhn4HesPzNDVRXu/a8TCYjkZHRTtebBa1bd+biix+qScjuuO/Az2tlpeLMn3xyDvfdN8OlaKklJe6L0VavXsC7795OZGQ0jz32HX36nOfhiG2xZw/Mm1dMbm79RECFhdDM6S7oW7jE6wghhgKp1u2llB86uSYSmAdcAGQCG4QQK6SUNQG4pZQPWLW/F+jvyniCRQikVKEL7GHOnP2UluaSmNjGpjwtbZzdE2pERIRLKQGDoSMItm7AgjFj1LzVjTqakNCKX355j4oKpYHt0+d8cnIO0rnzGVx66VSHfQZy0you9j9n5aoD2f33f47JZMKeYt0emjZNYvz4V1xqG4y8xdbK96ZNXcuq5okuZd++9QAYjQb0eu9PSHo9fPoprFoFSqiSTteuzWnatCm7diluIBj51l1RFi8GTgG2ApbzqAQcEgLgTGC/lPKguZ9PgcuBnRrtxwJPuzBmuy9ydbX/JzAnR/v0FR/fjPh4/5Bx68iOgeAIQoUQgCIGF144ziacdFVVJU88sZpu3VR2p6FDr2Po0Otc7jMQhKCqKjB6Fne8vt1RqLqDQCs4q6o8E594QgjOOecWkpI606xZMt26neV+B1YoLYWZM1Xeg8hI6N59LcnJX3DZZffSpk1T7rtP/a5gvH+ucAQDgV7S/VgU7YEjVv9nAoPtNRRCpACdgZ9d6dje6SMQcjV3lEyu4Mknz6Kg4AgPPLCMrl21s69bK8f9TQgCHbTPFdS1kY+JaUxh4TEeeqhnTViJq69+hrZtu1JSksegQZdr9hWo35abG5jN0Z8BAXNz0ykoyKRjxz4OcxkHWjRkbSp7//3jqK6u5oUXFjjkDKT0LPxGz57D6NlzmAejtIVOBy+9pIhA27Zw773QpUsaUOuFbKHTweAIXDkibAcce6F4j+uBL6SUdrc5IcRkIcRGIcTGgoJcu4vO34RAp3NsVz916mncd19Xjh3b53KfGRnbKCg4yrFjexy2C2S6ylDiBgA++uhthg0T3HVXh5qytWuXsHDh5DphJW5jxow05sxx7NUZiNNroHIOlJS45qSWm5vOtGkDefvtiW71//bbE5gxI42DBzc5bBcMjsCCH35YzjfffOaU2ykvD94Bp7ISZs1SYuXWreHJJ1XipLqwHPaCYajhyHz0a5QIKAHYKYT4G6ihxVLKy5z0fRSwTnPUwVxmD9cDd2t1JKVcACwA6Nt3oLQXXtjfhMCZuejRozuQUlJd7XpSj0sueQSdrpju3R2znPYUxv6K/R4K1kLWyMhQTKXJVHtMWrp0er0Q3xYb70aNHEeTC8Rm4My5y1dwlUMtLj7OoUObXE4/aUFKSj+qq/UumU0GOvSJBW+++RllZSXExTVxeI2ngROzsvYwa9bFpKT044EHvnT7eoMBXntNKYdbtIDp09VfUFZvxcU5CBFBixbtat7pUNMRuKYp0sYGoJsQojOKAFwP3FC3kRCiJ9AcWO9qx3U3xspK/55IpKyf5KQuLrlkKqWl+ZoerfZwzTUzXL6/NfxJCILJEVino2zXrhMPPzyTG254ltNOu53Kylq+XjsDnGDRIsdvfCBOr4FIPlNd7bpYqEOHPjz3nGvB46zhLFeGBYEWDVmv0REjLnbpGk8JQU7OIbKzD5CdfcCj6z/4AP79V6X0nD5dcQQWbNiwjLlzr6dv3wt5/PFVoUkIpJSe51tT11cLIe4BvkeZj74vpdwhhHgW2CilXGFuej3wqTs6iLqnD3+bO5aWOt8gb7jhZb/dP5C+BMEiBHXDSRw9ms60aZO5804YNMjW6krLUc/a+UcLgbBwCQRH4I4OonHjJnYzkvkKgRQNearD8pQQ9Ot3ITfeOIdu3Ya4fe0ff8Dq1SpX9mOPqVDd1ujZ8z/ExibUJLm3EIKQVBYLIa4EXgZaowK7CEBKKZs6u1ZK+S3wbZ2yp+r8P8ON8Zqvsf3u75g4/rL+sIQF7t9/NGecoS1pC6QvQbAIgb1wEhUVOv773wnceadtbuLrrptZLwOco7AS1pDSv/NnMgVGvOZOHH1vIaV0KFYKpPmo9dwWFOSxatWXtG3bwSFnkJfn+boWQjB69P1uX3fwICw0Z/688Ubo3Ll+m+bNk1m4sKBG9BZMjsAVZfEs4DIpZaKUsqmUMsEVIuBPWC+6QCiBnBGCsrIi3n33Tj777Em3+l25cjarV7/Dr78uctguUGEmgmkxpBVOwmQyMm/ejSxYcFtNWVraOCZNWkCrVikIIWpyPHzzzWuMGxfFp59O07yPvzetQBCBoiL3uI5Nm75m2bKZHD681a377Nr1O7ff3oZZsy5x2C6QHIH1/KanH2D69Dt4/fVnNNtLqXI4BxLp6fDCC0pEePbZcP752m2t9S/B5AhcIQTZUspdfh+JG7B+kf0dcMuVgGE5OftZvXp+TRo7V9Gt21CSklJJSTndYbtAOZUFU1GsFU5CQfLnn5/blKSljeOcc24hNXUAeXnpLFhwG1VVOkwmIzk5hzR7Mpn8SwgCoR9wlxvYsOErPvvsCQ4e1M7sZw8xMXGUlORQWJjlsF0gdQTWazQxsTnXXz+J88/X5qbz8gLzTCwoKlJmouXlcMYZcMcdzjMKSikpKjoeVPNRR1ZDFju8jUKIpcBybK2GvvLz2DRhWXSVlf7fvFwJHxwdHUtSUiqNGjm2XKiLHj3OZuvWb/nyy2f47bdFmikWAyUaCmZoCXvhJKxRUVFfyPvNN6/VeBebTEbuvnsxBoOejh218+36WzTk702nstJ9UeUZZ1xOYmJbOnc+w63rUlL6Mm/eUZo2dR6WIlCEwPq03KVLd6e5CAIpQjOZ4O231fPp2RPuu895ykmdroSpU3uj0xXRo0cxEBFa5qPApVbfdcBIq/8lEDRCYDBAVlbg2HBn6NixN3Pnap9C7cFiC2+Rc1tSLAL1iEEgREMmU3DzD4wZM4533pnF7t3/2K23pwg+7bTzyM4+yIUX3sMppwwmI2MbS5dOJy8vnYiISEwmI61apdgQWH9yBCaT/xXFnmxsgwaNYdCgMW5fFxUVQ4sW7Zy2C5RoyF3/DKMxsGv6m2/gn38gPl45jEVHO78mLq4pMTGNqapqRHV1BdAkKBFIHRGCH4HvpZR+9F30DIFSyBmNjgnB2rVLzBuP86TpdWHPFl4raU0gREM6XfCSYliQm6t2ucjIKJvY71qKYGu77rqE1RLVVYvA+sMEt6LCv3NoNLoW/jzQsIiGrEOh+AN1ufOSkmIqK3UkJja3m7Q+kERg/35Yag7seuedtb4CruCpp34nMbEN//2vkg2Fmo6gI/C5EGKNEGKGEGKwcNcjpYEjK0v79G3Pu3XevPFMmtRKM3G6NdxJWhMIjsAT93tf4733VjJlytM8+ODzNGnSHFBJaPr0Od8pgbVHWC2wzmHsz0Qq/hat5eZ69ux3715LZuZOc9A597B16ypmzbqEH36Yp9kmEDkJDIb6a3Tx4nkMHtyOuXOftXuNpyaj7kKngzfeUM9m1CgYMMC965s3TyYiIiI0zUellC8DLwshElDJaW4B5gshdgGrUNxCdmCGGXhUVcGxY9r1WhtPWVm+pojHGo6S1tSFvwmByRRYhZoW+vUbRL9+g8jNhe+++4nt23/CZDKyefMKu+2rq6uZO/daNm9e6TRPrIXAWjYrXxMCf3u3S+l4PWrBYNDzzDPDiIiIZPFi99no0tI8tmz5hqioGEaOtO/8HwhCUFxcv/+oqGhatmxNs2Yt7V4TKELw0UfKyzs1FcZqBu93jkDFE7MHp1ZDUspSKeUyKeXtUsr+qIQ1STiPPhqyyMysFS0VFdX30JQSMjIcbxba3q22J1AtOEpa4wy+3sSCYaXgCHl5MHz4RLp0GUhUVCPatetpt90337zKhg3LXEoWbiGwlrnz9ctWWelfa6SjRz3TP+j1Onr0SKNr18EeRR/t0+c8pkz5lPHjX9Vs4+90lVLa57Zuv30qGzdmM2nSQ3avCwSXu3Mn/PKLUgrfc49reoG6+P33D5k583zy8vYDIRZryBpCiPZAilX7DVJK7ZURwjAalcinpEQ5eezbB40bQ8uWtfX79jnXDURERDjMLuYsL7GjpDV1Ye8F86WMO9iB5pYvX8JTT91NaWkxiYktGD9+rmYeBwvWrl3CV1/ZFwnUhTWB9RdH4E+OSqdzLUe2PcTHN2fGjDUe37t582TOOst+iO/165Vi9JRT1P/+4gj0evefV2Wl/w84paXw7rvq++WXQ/v2nvWTl5fO9u2rSUlRm06oKYsBEEK8DFyHyiNgnY/gdz+Oy2/Iz1eLqqRExQCxWMsUF0OTJrBrl2Mlk0U34CzFpCsxh5xtdhb4mxAEkyOoG1qiuLigRrQGaCrjtURzFmshC9R1L9RcZ9ms/MER+AuHDgVfkV8Xq1apODqxsWoTBP+N0RORm7/FQocPq2ByubmKAFyuHfncKYYOHUvXrkP4/ffupKeHLkcwBughpQxQTEX/IttKq2G9wWZmumZC6UgpaYGrIh6Au+/uQGlpPi++uJn27U+128bepuXLE20wOQJ7oSWqqnR88MF9VFaW1uQlrmv9oyWak9LEJ59Ixo6NACSPPPItHTv2tqpXf305f1L67+XNzw+crFsLmZk7+fPPz2nceADZ2ZcSGQnff6/qKipq5zLQhGDq1JvZu3cHM2fOp08fWw2tP5MCFRTA88+rveKUU+CBBzwTCVnQtm1X2rbtyiZztO+QUhZb4SAQjZUzWUNFWZn2Ru/qy+ZINyCEcCjisYeSklyqq6vIytrrFiHw5Yk2mByBVmiJsrL6VsvW5rXOlO2TJi2gTZsu9dKB+kOerdf7dhO0jE0IpavyBj/8MI/PPnuSiy6awtVXz/Coj8zMHXz55Syiov61u1b8qSMwGrWJ7N692/nnn41U1xmUwaA2a39ASnjnHbWP9O0LDz0EMTG+6TskrYaEEG+gREA6YKsQYjW2nsVT/D8838IXNtjakS9TeOONw273d+ut84mKiuHUU4drtrH38vmSEASTI2jXrhNHj9afTy1YdC/OAs+NGHGb3ev9IRrytRPZ0aPKQqhJE+/7Li7Ooby8EPcTDNZi4MDLad16JTk5XWjfHtLSIC5OiYasfXr8wRE4Egu9/vonFBbm0a1bL5vynBz/cSc//VTrNHbHHb4hArm5h9m0aQU5ORcCPULOj2AjsAlYATwH/GH+3/JpUDCZnOcUcAXeWPvYwznn3Exa2jiH+Y7tnbR8dfryd8gFZ3j44ZnExtafz/h4+yaBlhO/VuA5Z5yYvzgCd7Bw4av06NGI2267jMJCW85Hr1fGDCaTb0RCV131FO+8k8OoUe5H0LRgw4YYcnLOJToapkyBMWNg5MjaTdDy+/2x+ToS1aamdqV//yE0aRJvU+7rlLIWFBbCJ5+o77feCs2b+6bfrKw9fPDBfWRkbAFCLNYQUAz8IaX007QGFgUFvtnw0tLGoddX8O67kwDqhTDwB/zJEQTbYmjMGDVvDzwwHoDmzdvX5HZwFmrakbL9r7++ZMWKl2nXrid3311r6ewPjsBdRfGff/5KVVUVq1d/za5d2xg6dESNeeTRo77fUF2JFaSF3Nxay5jx46FjR0lOzmFat+5cE0fHsoZ8PW6DwX1FcUmJ/8J8LFmixjNgAAxxPz2BJlq37szIkfeQk9OV3NwQEw0B44F5QggdihtYhyIM2wMyMh/Dl6755557C4MGjaG0NFdTru8qfv75Xdau/Yg+fc7nyiufsNtGy2rIFwgFH4LLLhvLM8/cR2WlnrlzDxIVVctvu2Jeaw8ZGds4eHADOTkHbcp9rSw2GNzv66WXFnLXXVeTkJBI06bNMJmUPbqvn0VRUTbPPz+C669/gYED3TdrMZlg3jxlvjpwIJx/vuTxxweQnr6VN988QlSUyiNtEQ35WkfgKLKwyWRi1qzHSUhI5O67a8OO+8t34N9/Yd06pRSeMMG3fScnd+fmm9/gq69g69YQ4wiklFcDCCFSgaHmz+1CiE4oP4LRgRhg/XG5f43B4FoUUVcRERFB06ataNq0ldd9bdr0Nbt2/YZOV6xJCOwtDF8tlmBzBKDmc/HivHovsavmtfbQv//F7N27nu7dz7Yp9zUh8CSsRFJSWz7/fG3N/7m5/nn5f/31fY4e3cnq1e/QrdtZJCa2dn6RFX74QeXabd4cJk2CiAhBUlIK+flHOHZsbz1C4Esuy2RyvKmXl5fxzjuzaNIk3oYQ+CPMR2GhIoigxGKt3ZtGlxGSyestkFIeFkI0BmLNH8t3pxBCXAS8jkpV+a6U8iU7ba4FZqAU09uklPXyGtuOx5U728KfpmTeYuDAy9DpCunb90LNNvY2LV9t4KHAERQU+P4kd/z4fo4f38f27av5/ff/1XAT1uEQTCbwwNnWBr4IK+EPmXZ29gFGjJhEXFxTjh/fT0KCe4eW/PzaIGq33KJy7gJMmvQu8fHNiYiIrDGZ9AchcBYEMTIykqlT6+f/8PU6qq6GuXPVQbJXL+/8BbRgMhnJzz9CeXkTICm0OAIhxDTgLFQ4iT3An8CbwGQppdNHLoSIBOYBFwCZwAYhxAop5U6rNt2Ax4GzpZSFQgintNYTQlBY6P41jrB580ree+8u2rfvybRpP3jV17nn3sq5597qsI29hSGlIgbe2C9r9R1I6HSwb58J13IkuQZHIb4vuKCWw/CWEHgSdvrzzxexf/8uxowZT6dOXTh48Ajl5d6JF+1hxow0ioqOM29eJi1auO/y+uGHSvdx5plKLGSBNRds0RFYCIEv15IzvUtcXBPuuutxmzKj0beOfUYjvPkm7N4NzZqp0NK+jlgLoNMVM2VKZ2JiHgdeCDmroZuAdqgAc0uAj6WUW1whAmacCeyXUh6UUlYBnwJ16ekkYJ6UshDAH4ppk8n3HMGRI9spKDjidsYnT6F10vJ2wQQ72Jxerzy5f/55EWPHCiZNsm8p5C4chfi2Pkh4Kx6qrHT/YLJy5VIWLJjNzp1b6NMngauvHuBRVFBHkFISH9+SJk2a07Sp+3KMQ4fg77+VVZAjebiFEFiIoS85Ak84LV+GnZZS5Rz+6y/lPT11qiIG/kBMTBytWqUQH58AhJ6OoKcQogVKN3AO8JgQIh7YhlIaO060C+2BI1b/ZwKD67TpDiCEWIcSH82QUq5y1Km7L15Jie+VWKefPprCwiyaNUv2uq+qqko2bVpBaWkeI0fepZnjwF5ICW8JQVlZ8EIXSKliOhkMUFqaby7zzWAchfi2voW3G5cn8uhrrrmFs88+n+HDR9G+fQpCNKG8vJCEBN8QQVCOjbNne27TsXy5+nv++fbj6i9ZMpV16z4mNvYfoGXNOvSlJZuzvgoL8zl4cA9JSW3p1KkL4Fv9wB9/wG+/QaNG8Nhj0KWL7/qui5iYxrzxxmF++gneey/0rIaQUhYAK4UQq4AzgP8At6NCUjsjBK7evxuK0HQAfhdCnCaltDnDCyEmA5MB2rZ1HsPHGv7wMExJ6cvEiXN90ldZWQFz56qgXnFxiZoijQEDxvmFEAQS1dVq8+/UScmgLfe/5JKHGTFiMpWVvklA7cjr2FeEwNOw05dccm3N988+O0RGRmil+DhyRHED0dFwiUbOer1eR2FhFo0aqQmwNh/1RQwsV7jUv//+nTvuuJILLricBQsU5fIVR1BQAIvMu9tNN0H37r7p1xks8xYMjkBTNCSEuEwI8ZIQYg2QA7wCtAQeAtq60PdRVHIbCzqYy6yRCayQUhqklIeAvSjCYAMp5QIp5UAp5cBmzdyzifaltZA/0KxZW6KjY4mLS+TTTx/XFGnY27S8IQR6feCtE44dU8/j33+V05QFERERxMc3s5uO0hM4cvqz5g69mb+8PO9PwNnZoUUEpISPP1bfzz1X22FqzJhpzJ17mKQklcbSeh35gitwhRDExcXTv/8QG69iXxACKZXfRHk59O+v5iFQCCYhcMQRTET5DjwCbDLL+d3BBqCbEKIzigBcD9S1CFoOjAUWCSFaoURFB3EAd6QHlZX+cS7544+l7Nr1G337XsigQd6ZEURERPDhhzrWrl3CvHnj7bbJz8+wuzi82cgCnZ/YkujHm/SersJRiG/r9ePp/JWWejZ/FRU61qz5gaSktnTuPMRvjk/r1n3CV189Q1rajVxxheO8GNb4809lx96kCVxxhXY7i/LZYqhgPY/V1d6HXXCF0xo27AKGOL8PtgAAIABJREFUDbug5v+qKt+Ihv78E7ZsUSE0brvNv6k3rfHyy6M5eLA78N/QEg1JKa8EEEKMqksEhBB3SCnnO+pYSlkthLgH+B4l/39fSrlDCPEssFFKucJcN1IIYQlxPdVZjmR3CIG/uIEff5zH7t1rOHp0l9eEYO3aJXzwwX12g6xZ0LJlJ80wE9XVtUo7d+AON7B8+RJeeWU6WVkZtGvXiYcfnlnjEewKjEalgPz9d/vWPGvWLCYzcwdDh45l3LhZ7v4Uu7D4IFRXV1NWlkezZoqJtZ5HT09enoZ+yMrK4Pbbr6Bz5+689dYetm9fzaJF99C9+1Buv/09zzq1g9zcw2Rl7UGnc/0FKC9XlkKgsmy5ohi1EAJrguYtR1Ba6plOz9N8DdaoOwfu5B32Fvn5RygpaQKEaD4C4EkhhF5K+TOAEOIR4FzAISEAkFJ+C3xbp+wpq+8SeND8cQmhQAhSU88gLy+Dbt288zOva+ZoDxaRhtamZTB4RghcPXXUzRdw9Gg606YpvYUWMbAmHG3bqtP44MHjNK15du78herqKtLTt7n/Qxxg1ao3+OCDKcTFNeO995QNsbccgXWQNXcRGRnFeeddSsuWyRQVqdwJWVm73bbxd4YLL7yHgQMvJzY2waX2UiolZVGRkoc7E4eUlRXy5ZczSE8fDwyymUdvNjGj0XVTbykllhTqer33vhgWKyHLHIwY4V1/7uKBB77i33/jWbQoBJXFZlyGUhhPBS4CelLfDDTkIKVjF3VvMGHCHCZMmON1P67kNrAEUtM6JRkMyrzNHRiNrr+w9vIFVFToeOWV6XYJQV3CcexYOm+9NRmDQduap7rawEUXTaFXL9++fRarLpPJlopKqVh+Kd3nqLwxt01N7cq7764gI0PpSLp0GcSsWf/SvHk7zzu1g9jYBDp06OW8oRm//qqyjTVurCJqOvOtiIyMYtWquQgxABhkwxF4I98uKnKdG5gyZSzr1//M7Nn/o1On0V5bv337ba2pqCtz4GskJ3eryUkdajoCAKSUeUKIy4CfUFFHr5a+svPzAK7eubxcTWggZNKewlFuA1DBwixjdcQRuAt3rtHKF6BVrpVoZunS6Q5CeHdiwoTXXR+Uixg48DIWLSqlcWPb6JQWQgDuEwJv5fomU+3ptXHjJnTs2Me7Dr1EQYEKJw3KgzjZBYvo2NgEbrrpv2zePJTt230nGnJH73L8+FHy83OJimridRyxAwdqleR33unaHPgDFuITalZDpUKIEiFECbAfpci9BrCUBQWuEoKiolrRi9p8ZI1Meu3aJV6NITv7EAUFWfUSYrgLR1YyMTFx3HhjLdfhS6cyd0Qb7drZH6NWuRaByM/P4LrrZtoElAPvQng7Q1RUTD0iAHhlOeQNR1BVVUV+vsnvL/onnzzO0qXTKStzLmf54gu1kQ8cCMOGuX6PUaPuo0MHZeBXV1nsCaqq3NMNfPrpr/z551GSk+u6JrmH6mpYsEDde9QoGDTIq+48xvr1S/n557dqxuRrOHvnNQmBlDJBStnU6tNYShlvKff1QH2NwkLHHqbeYNq0/tx9d3u+/947XwJ7Zo4A8fEt68XW9yUhcOeahx+eSUSErWF4bGwcDz9sf/PWIhAtW3YiLW0cEyfOqyEGERGRTJq0gMzMHbz33l1kZe1xfWBewFM9gbcpKefPf5nBg6P46qvnasq+++513nnnVvLzjzi40j38+ONbLF9ePw5PXWRmKrFQRATc4DDCl33U9SwGzzkCdwlsZGQkSUntKCpq7NkNzVi5UmWBa90arrvOq668wrZt37Nhgwru5A9lsTPdi6NYQ6lSysMO6gXQXkqZ6engPIErTit6vWIzHXmYegPLxqiVPMVVODJzrAutxWE0uh8zx53Nb8yYcUgpefDBGwFITu7AI4+8pKkofvjhmTz22GT0evt5BM477zaio2N4++0JJCWlkpY2jgkT4qiqqqBbtyG0a9fD9cG5gEcf7Udu7mEeeuj/6N37HMBzyyFvU1KWlemQUhITU6vU+fvvL9m9ew3Dht1Iy5YdHVztGqSUjBv3CsXFx2nSxLHpz9Kl6vecd5774pBjx/aSnW0AelNdXStuM5lsRW+uwhNOKy/Pu9NzVhZ89ZX6ftttyos4WBgy5FoaNSrihx98rywuK3PepyPp6GwhRATwfyjdQC4q8mhXlNXQecDTKKewgKK62jEhsMQWcpbX1lMsXOjQwtUt2Au1PHv25eza9QsjR97D9derk52jU4K7ttvunmqvuGI8Dz88AZPJxLx5X9C/vzY7PnToOG67zTFxGzr0BoYOvYEo85GyS5eB5OVl0K6d74Ov5eQcpLKyjMzM7TWEwBruvHTeZgy76aYXGT78OaSspUQXXTSFtLTxtG1r60ep05Xwf//3AmlpN9KxY2+37tO37wUkJaU6bJOeDhs3qnVz1VVudQ/AmjWL2bAB4DkMBrUGLeak1t9dhTuE4MCBPbz44iO0aTOYSy+d5vwCOzCZlJWQwQDDh8Npp3nUjc9w+ukXER+vQn/7kiOQ0rVYa478CK4RQvQCxqFCSiSj8hfvQpmEzpRSBiVkmbOJsoSVcJbXNlSRm3uIiopSjh2rFZU4OvkYDK4TAgsH4S5++GEn7dun0LixNiteXa1CFKxf/yk9e/6HgoJM9uxZy7x5N7J06XSuu24mW7d+R15eOt27D2X9+qU2SvyuXX0voB079mUMhkrOOOOymjJPOIKyMu+c8IxGOH5cWdxYY/Dgq+22X7lyNitWvMx3373Ohx8697BKT99GaWk+y5Y9R3r6Vl55ZTfNmrXRbG+JJzRihGfB1Dp3PoMOHcrIzFRzWHdO3SEE7uoH0tP3s3r1Cvr21XtMCH75RUUVbdpUZV4LBfgjeX1pqWsGEc5iDe0EvBOo+wGOXl6jsdZs1HIK/d//7qW8vJC4uGbcfPObIWM1pIUbbniZ48f32yS0d/SiuLNw3LV62bXrHy6++HQSE1uwZYvjpM9HjkBFRTWbN6+sV2dR1EspMRgq2L//L4xGg00d4PNnM3LkXfXKrMU7lphBjkxwjUbvY1ZlZ7snxhgw4FJ27PiZnj1d0+B+/fVs1q1TRhCdOvXl0KFN9O9vP3dUVpYylYyM1I4n5AyDBo0hNxcWL1a/y/pwpte7Z9LsrlioR4+BPPjglzRu7JmqsrS0NvfwxIkqEX2wUVh4jMOHjwBn+owjcCfycoCtZX0DRxNVVGT7oqeljSM1tT8A7dufanejWbt2Cffem8rYsRHce2+qQ6sik8nExInx3Hprc6+thrRw+umjuOiie0lJ6VtT5owjcAXV1SrYmzvYuvVPpJTo9Y5PpTk5arOrqtJx+umj6518QdVFRkYRFdWohghY13mrxHcVdYmqs5elosK7CLZGo9p858+/hVdfHWOjuyotzWfLlm/ZufNXm2u6dj2TZ55Zx9ix9XI52UVSUgrt2/fioYeWk5SUanf+Qb0bS5aov+ecAy29UHNZh5iwfifdET0aje47fkZGtmHQoCs57bTz3bvQjM8/V9xdnz6+zT3sDTZu/D8WLFAxv321rRQXu75uPfBJDT4cTVTdk9sDD3SnoOAonTr1ZciQa+u1d5TExB7RKCsrQK9XMoIoT1x6PYS3HIGUarN297RxzTW30K/fmcyePY3Bg9tx7rkX8/zzC8nJgXZmP6iPP17CnDnTyctLJyIiEpNJ+yZ6fZmmwtVbJb49bN68kp9/fpeUlL5cc82zQH2Fr16vTqVaUi9vczZkZak1+++/P1JQkMlNN/23pu7Qoc3MmnUxvXqdQ69e53h8j+uum1kj8nSUn/jXX2HzZhVLx1E8IVcghAGIrscRuEoIpFRpOt1dk97oatLT4aeflHHFTTcFLpaQFpo1U7GdTj+9E/36DWDbNt8QApPJvXlqkIRAa+GYTLZmUjpdKceP7wNg+vTV9XIMr127hLffnlBv47KcTu0RgsaN45k8+V0qK/0Xw3nr1u/4/vs3ad++F+PHzwa85wjKyjwzfYyKiqJXr9Np1KgxOTnH2Lr1Lw4cUPNcUQG//LKE2bNrCakjIgC1inp/KPHtYfPmlWza9H8cPrxFkxCAOj35gxAUF9fGwbn33o8pKcklMbE2eG/r1p057bQL6NJloM117757B4WFWVx99TN07NiHqCgvU9Gh4j1ZYulMnOgdN2AymXjvvVuBD6mqMmE01goXLDoDZ5Zs5eWeze2qVZ9RWamnX79RbuUNl1L9filh5Ejo6L2Rlldo2xZSU9X3jh1H07//aIYN842yuKzMPS7WKSEQQnwFvAd8J63NHYIIrU2xLisUERHBlVc+SVbWXrtEYOHCyZobl9bpNCamsdPUkt5i585f2br1Ww4f3lxDCBwtDldCJXgbbmPcuDvp0KEzPXueW0Nsc3PhnXech8mwIDq6MZ07n0GbNqfwww/zAqLE7917BPv22Saxt0cIKirsp/60WMR4Ar0e9u+v/d+evL9t26416U4zM3dSVHSMPn3OY+fOXzh2bC+bN3/NU0/9xqmn/kfzPkVF2cTFJRITo63I//tveOstNabBgyEtzbPfZEFERARxcbHodKDXGzCZbG0vq6q0CasFnuTD0Ovh88+f58iRf3nhhU1uEYK//4adO5VO4Gr7OvqAICJC5eRoWyeYvy+Vxe6+767oCN5ChY/eZ85P4FtDbw+gtSlai4XWrl3C1Km9+eqr59m3bz2LFt3LihW1kS2dxfnxx+nUVfTsOYzOnc9gwIBLbcqd6Ua0YNnkXMXy5UtIS0ulc2dR83nwwRtJSRlAhw622kVnYTIsaNKkOf37j2bDhv9n77zDoyqzP/55J71AAgkltIBIERCkCCIRFXBFsYM1tpViQ13bqsuubUXX7oooYEVBsP5sKCqsBVQQpEpR6b0FSCV13t8fZ27mZjJ97swkku/z5JnJvXfuPfPOve95T/ueD/n221cZO3YamZnZKKXIzMyuVUBnFQYOvITHH1/J6NEvVm/z5JpyZ0oHaw3Y7fD77/6Pu9aa++8/iYkTh3Hw4E5uvnlGdeFdYaH3IP0bb4znuusasWTJR273b9wIzz0nk+jgwXDTTda4RG64weCdTKilLH1Zn8H2Fy4shP79RzJw4GVkZmb7/bnycpgxQ95fckn0AsSxsdCzZ20lYOwDGZtQ6lVKSgJfvPjDNTQPmKeUSkN6B8xTSm0HXgZmaK0jzpXn7kua3UKufv+8vG189dULAPzlL+NJTEz2OoF5W52uX7+Q999/kHbtjufqq0MnnnOHPn3OoU+f2ukc3grpiopkn7mZSHGxfCaQtEdX0jgDBw7s5ZFHxjF2bM3YiadaDQOxsQmkpDThkkv+TXn5Edau/a46aJ+S0oRp08YQGxsftkwud1xTnTu7v1ZRkYyfUjJpJiQErwg2b6457gUFB1i48C0yM7Pp3/+iGsdqrSkpyad1625s2LCY/fu30KXLIF5++SDx8UnYfPhYCgvzsNvttGjRsda+igqYMkUmljPPlB7EVvnF4+LkRK4xAvCtCILtHVBYCKNGPRDw55YvlwK0Nm2kgC5ayM52bymtXbuSiy8+D9ha7VoLttNbMDEUv7KGlFIZSKOaMcBy4L9AH+DrwC8ZOtytjPfscSoIT6t9pWwUFgpDlSeeH4P2wNPEtG7dd6xZM58FC94KTng/UVkpgT0zoZYv32F+vvMB1FoyhA4eDCxl1B1pnIHy8hJefnlsjW2eaDJAFOr117/KlCm7iY9PYs6cpykqOkhe3nYWLpxJUlJjDh/ezZ49f3D55cpnxlag8MQ19fnn7q9ht4tJvWePNNHZsyc4RVBaSi0itH37NvLWW3e4pX74979PZ8yYJlx44T+ZObOKLl3EjZWYmFKtBKqqKiktda/R//Wv/zF9eglt2tQsPLPbYfZsoZJo2VI49q0MjhorWNc6AvCtCIKtyQg2ULzSwXA+aFDkmUUNNG4MzTw0WIyPj6ekRFaywdb6gPwWwbRQ9TkkSqn/AxYAycC5WuvztNbvaK1vAaJiYLlaBEZ6ngHPq31Ns2ZiTnpqZzh06DjeeWeCx1TS9u1707nzyW5X7FahsrKchx7ay9SpkupmwB83g+EbLC4O7mbyRBpnoLz8CAUFTldFTk4uY8dOIyZGnOtSjE4Nd4+nCdnIezdgFSmgAU9cU5Mne05TPXTIOfmXlgYXuDvgxpOTmprB8OG3ctJJF9fa17RpG7p2HUxsbDw2m439+7fwySePs2zZnOpjZs26l1tvbc/eve4b+MXFJdSwHAoK4IknhF5ZKRg71noKhWXL3gfg4MH9bi0CdwsQgx4+WAV74EABe/durEFh4gtaS+c1gBNOCPy6ViAuDjrWNtiq0aFDZxYvFpIGd4rVXwTbh9yfrKHntdbfuNuhte7nbnu4Ydx05eXyI7sW6/hDLeHK85OS0pQjR4qYN28KBsu2u1TS3r3P9lioYxV++OEQGzZIVejq1c7t/qzsi4vFvRHsyqlVq3bs3OnZ1RMTE0dFRc2nOCcnl6lTrwPg9tvf58QTa+Ylzp79D7cT8v/+93Kt83vL2AoUnhYEe/dan6ZqhrtajZYtj/VItd2377l8+eULdO58MgBbtqxg1qx76dChD/PmvURsbDwDBoxi0aJ3ef31m7n33i+8Xl9reOEFuXdSU+H666Gb/+0J/EZJifBpl5VVuFWY+/YJh5HZ9717d/DB9y1bYOXKuTz//KX07z+S229/36/PbdsmCj49XVwzkYbNBl27elfEMTExNGkiBXKhWATBPvf+GElNlFIXufwNVUo1D+6SoaO4WHqLLlsmvj+zNQCeV/uXXPII5eXOSSwnJ5dJk7bw9tt2rr76OaqqynBttRDJQicQl8KsWc6hbdXKKY8/6Z+GSyhY3vy77propT5CUVVVwYMP5tRatV999XOMGHEHnToNrLG9srLSYwZWoBlbgcKT+08pGx99ZJ0LyoySksBN84EDL+XBBxdQXHyYJ588lxkz7mTEiDs5+eTLWb58DqtXf0337kNp3vwYRo6s6R+fO3cS//hHX777bnr1tu+/dyqBxx4TiulwYMAAoe1ISmruVhFUVdVcpOXlBa8EDh0yEiI0mZnZAQWKDWugV6/o1A1kZ0utgC8YMYFAGkeZUVYWfOqpPxbBaGAgYFgFpyEkdB2UUg9rrT06y5VSw5F4Qgzwitb6Py77rwWeRJrbA7ygtX4lkC/gDu5YPVNSMnjxxav45ptXuP/+bwHYtGkpc+Y8Q7t2PTn99DEez2eemDZtWsr+/Vtp164nWVmdPH4mGBQUyIObn6+Ij5eJv6LCeef6WwcQShPvCy7IZefOrbz44qOUlBSbCsQU4NlSOuOMG92eb9Gidzxey1PxmVUZW+64pkAUkK92m8HCU+X24cN7KS8vIS2tBQkJ7mMqCQkpLFv2GQkJKeTmStpwy5adSEpqTFpa8+r71oxt21ayefMyiotLuf9+ub7hf7/qKsi0tgtmDTRv3gYArWO90qTv2iUTYSj35VaHkTpw4KUMHBgYX7ShCHr3Dv76wSIhQSiu/cFdd10NvA7EBJVCGkq9iz8WQRxwnNZ6pNZ6JNANmREGAPd4+pBSKgaYDJzl+MzlDhI7V7yjtT7B8ReyEjAQExPLmDFTePPNUiZN2lKdirdu3XfVvv8VK+by44+z+OyzJ2ncONPjKsOYmBYunMkDD+Tw3HOjuOeenpYGNktLxae7e7esIO5xjKx58g+FCz8Q3HzzP1i1qogPPtDMnFnpGJfgLCXPxyiGDh3n1nKzqp7AiF+49lMAZ7tNq+EuPgAwZ85T3HbbMXz55SSPn01NbcKdd37EQw/9AIBSimOOOZHHHjuTJ588t5a1CnDFFU/y8MM/YbNdwh9/OJMDevUKrNFMMPBEMeGKQKtcXZGfH/wkt3Mn/PabrLZ7RKEZXKtW/lshX375ISAaIJhnPZTuef4ogjZa672m//cBbbXWBzGkdo/+wAat9SatdTkwmwj2On7llev5z3/O4uOP/8PChTPZvt3ZGN1Y0RYU7KVVq6506SJPjPj+a/5qxsRkBDwrK2W0KypKgwpsLlkiXaHMJnJFBTz7rOR7N28uSiAtTfZFUhEY9QPHHGNj0KD2/O9/8t08+doPHNjKwoUz2b37D5566gLefrv2usBb4P66614Mez2B9Ht273D1FRgPFEVFnh/GhIRUMjOza1QVu0O/fucTGxvP3r0bqawsZ9OmpYAmJiYWpRSrVn3F9Ol/Y8OGxYAoj06dTuLnnyVv+JJLYMIE+Nvfwu8GKS2VLJfi4qKwNFMxsHev72M84d13xV16+un+uWesREKC5ywhd3jyyTeIixMnTbDB9GDhj2voW6XUZ4CRvzLSsS0F8EbX1Rowt13agVgRrhiplBoM/A7crrWu1apJKTUOGAfe2zsaWLhwZjUFxNdfv0RVVQXl5TUdt+XlJfzyy6dMmrSl+jP/+9+ruK58Tz31GnJycrnllvYeu535O3GtXSsTvtaycrvoIqEDXrxYJpHGjeHeeyXYe++9A4DFFBYWAymO6/l1maDgWj+wd6/T/eOtVuDll8dxyilX8ssvH7N6dRJXXPF4jf2e+xSL9eWuH4PV8CSDp25qwcKdNaC1RinFqFEP+J3/PnXqaP744yceeGAB/fqdx5Qp+ygulkl3+fLPmTv3vzRu3Ixjj5XHafduWLdOJp4zzxQeoUigqqoIaEJpaUVIpHzeUF5es1B04sRhFBbmcfvt77utmzBj40apJo6PD51XKVDExECXLoGlqp599ijuuUcWhoG6hioqQiNG9EfMmxHH1QmOvzeBm7XWxVrr04O/NACfAu211j2RmoTp7g7SWk/TWvfTWvdr3Ni7inWljsjP30NRkXvHrdn3/847E6iqqj3TLl36CRB6t7PDh2HSJGfF4DffyKpt/nxRAq1bixIwOkWVl8vdb44RVFSEVnHoDQ8/fJvHpvPeagXKy0tYuvQjsrN70bVrbRoET4H7SPaEuOCCiUj2sxPe2m0GA0O5m7F+/QLuv38gv/32g9/n2bp1JX/88RMATZrIzZCa2oQWLY4B4MQTL+SSSx7hhBPOYufO9bzyyg289dYaQJg0I6UEAJo2lQBETExK2CyCfftq/r9t2yq2bl3h8X40w+i5MHw4NG0aBuG8oEuX4H4LI2AcqJsnFLcQ+LAIHH7+eY4J/4MAz70TMNM6tcEZFAZAa22eoV8BniBE+KKOMCM9PYstW1bQsuWxHif6Q4ckJSnYbmdaS2HYrFniJ+3aVSobJ08Wv+rAgXD++cI9Yjbl77xzFhMnAtQkdi8vtz4f/KOPZnLokGdlaazYJ09238GjoGA/U6a4t98DaccZDA4eFCqHAQM8u0LS041rTQC20aJFO+69d6KlgeLCwtoW26efPsGGDYtZvXpedZGYL2zevAyAQYNy3a54u3U7lW7dpE/FggUzmD//dWJjxQo7PdRlWYBITpZ7U+v4sCgCgzHXjMceW8Hhw7tJS/MegS0vh1Wr5P3w4dbL5g0ZGWLdB4qtWzdSWdkSSAnYIgiVIddXY5oqpZRdKZWmtQ6QNZwlQCelVAdEAVyGcBZVQymVpbXe7fj3PKT7WUjwl/tGVhQ27ruvNwMGjPLiwpCJ/tJLJzJt2pgaOfT+rGw//lh6w4Iogdtuk3zm9HQpNT/2WPef69pVcv7Ky1WNHrAG9YGV8BY0NRRdTk6ug6ohcGUYTvfPpEnSaervf/ecFbJmDUijvVzi4mDmTDsdO1pbXupaSQxwyy2zmDt3EsOH3+L3eTp27M+55/69uqbAG449tj85OZ+ycGEa7dpB586BSBw6zPUBdrvvXuKB4uDB2sq1adNWNG3ayudn16yRz3boUJN2JRJo0ya4z/388/cUFw8lGEUQqkXgz9NQBKxWSr2qlHre+PP1Ia11JTAe+BKZ4N/VWq9RSj2slDL6Bt6qlFqjlFoJ3IrQWASNhQtnojwsC1NTM0hMbARARkZbxo6dRnp6C5RSpKW19OnCyMnJZfDgq6v3+RPYXLFCglVKwbhxcP/9zraAPXp4VgIgD5nNJquiYJt++AtvQVOzovM0RkOGjGPduu8pKgqxjVeA2LlTlAAYk31NzJ0rTcm/+sq5raICXnzRY7JbUPDU8CcxMZULLriPxET/C/Dbtu3OFVc87rWnwP79W1i4cCaVlRXs3v0XQGIDkc6RVwpiYsRXmZ9/yHKrIJQg8fLl8hrplNHMzMC6s5nRvXtvkpKEiCiQiV3SzL0f48ul7E+w+EPHX8DQWn+O9Dc2b7vf9P4+4L5gzu0KIzbgjik7Pj6Za675b61J290kbnZhjBr1bzp27F+9b8yYqVx88b/Zs+cPr6Z+fj589hl8/bX8AKNGBW62v/feg2h9N5BCeblz9RUOReCpmjg1NaPGGLm2/kxISGXMmCl88snjvPvuBE488ULuuCOoWyUofPed8/1vv8lYL1wobrZ27eCLL5w59c2aOVfte/bssVSOvLzQAnWB4vPPn2Xu3OcZMuQVNm7sTkqKcOhEA1ofAZL5/felnHbaGZadt6SkNpXyxo1L+fbb1+ja9RQGDbrci0zRqR2Iiwutx0G3bieQmSktXwOxCPyhldixw/t+f9hHpyulkoB2WuvffB0fDXhqMAO+SeTMMLsw3njjNqZMEQsgMzO72q+dltbcq3+ytBQefFAIy0ByuYPJWFi37ju0vglDERiBp3Aogrvumsidd15dI83SUJ6ucOfm+eqrydhsMWRkRKbTh1FctGCBc9vmzbB0qXDuN28urqJ9+6S69skn5XXMGDtlZTZGj3abkxA0XP3YALt2/cY337xKmzbdOfXUayy9Xrdup/Pdd69XWwOnn269u9BfxMRoRxOaJEstAnc9orduXcG8eS9RUVHqVRHs3ClKv3FjOOYY62TyBqXENRfq72C41gK1GUolAAAgAElEQVTp8uaLwO/gQfeuSzP8aUxzLvAUEI9UE58APKy1Ps/7J8OPhQtnMn36bR6zggC0tldPXPPnT2Pt2m8ZNOgKr6Rxkkrq5MEJpLn6O++IEmjdWnjfg70RW7XqzLp1fYGd/OMf7bjiClFE4VAEF1yQS1lZGU8//U/2799TTdfsr1//4Yd/tF4oD9i+He67z2nqtmol1tK2bc7uW/v2OeMyvXo53XEJCTbKyqC83Oa2CU0wKClx/yDu3v07n332JL17j7BcEfTrdz6jR3/MSy+1QSnpthUtpKSkcPgwdOyYY6lVZO40aKBz55O55pr/0qpVV6+fXbJEXnv1ihzTaJs20KhR6Oex2aqAGPLzC7HbG/mU3xcxYmWlLJJ83ev+uIYeRIrDvgXQWq9QSkVIz3qGa88BTzAHMj///Fl27VqPUoo+fc5h9OgmVFVV8PDDi2jXzll2+M47E6ioqF138NJL1/D++w9wzz1f1KKX0FpylufOlZvv5pslUBXsd1uwYAYg3+3QIaciGj48PEHXSy+9jiFDrmPjRv+OLy0t4Y8/fiI7u1dAXaJCxZIlMtZxcWI+n3OOkJFt21Yzj988GRgwV8KWlVmjCDxVErdq1ZXLLnuM5s2DvAm8QCnFnj2nU1UlPEKBFC1ZDcNlGUonN1eUlblXrm3adKNNG+/seVVVkpINcLLveLslsNmgRQtrzrVnz0agM6tWreCii07xq92nN+za5b7zniv80ZcVbjKGot6y0p80Udesnm7dTicrqwsdOvQFoKTkMGVlxSQl1VTlnjKP7PYq9u7dyCOPDKlRUVxcDI8+Kl2gQNJBg1UC4Jk+WbYHf15fCMR1ftNNWTz66DAWLHgzfAK5geH7vfVWmD5d3CJdTD3zXDM2evZ0vtdaxvSJJy4KOcvCgCduoaysTpx//r0B8+L4g8pKacAOEiSOJpzKVVvmGvLWbc8Xli6V36Rly5q/fTjRrJn3NrGBIDFRqHAqKrRfFpa3tNGyMik29Af+iL9GKXUFEKOU6oRk90TOF+ABvtJE3cUGzO0KAf7+9zkcOrSLJk1a19juq+vWwYM7ariK5syBX3+VEvYLLoCzQ2Sp9la8Vl7uX2PwQDFiRD/y80sYP/5t2rf3TdreuHEzysqKKSkp4KqrElFK8fzzm0lP906hEAoKCqQHcGysZF3FyzNTQxGMGiWB+g0bxC1nUHUA2GyyZN21a6sliqCwMPS0vWDw+ecyWbZuDd27+z4+nKisLAQaMX363ZxyylOWnNNdfABg5coviYmJ49hjB5CY6J4v4ssv5fXMMyPnFjKKQK1A27btOXgQ+vYd7FMRVFV5t8J27PC/ANWfoboF6A6UAbOAAuBv/p0+fPBGNREfn8yNN0736ePu3ftshgwZU4t22VslrQFjhV5VJQVjAHfcIa6KUG9AT9/NcHOFY/JZv345O3euq+ZS8oVnnvmdmTMrOffcv1NZWUZFRSmpqeF1Ea1aJTd2t2412/1lZIgLqEMH6NvXWUDkmkmTkiJ5fUOH3hrSGBoPqCdrAGD//q2sX7+QvLxajCkhYdky6ToGcNll0aFVNsN4dAoLCyxxDVVUeG68/uqrNzBx4lAOH3a/zN25U6g2EhOlN3O4YbN5bj0ZLIxgsbv2n67w5h0oKfEdIDbD55SltS7RWk/QWp/ooHmYoLUOsY4tdHiarFNTMzxmCVVWlrN166pqwi5PMFgrU1MzvB6Xl7eN5cslsJWVBccdF9h38IRLL51IXFzN9AOzm8tqRVBVBSNG3MlJJ11Kq1b+fYkff5zFLbe0569/TanuSnb77cdaysjqCm9dpu69V9xzsbGiAF54oXZFaWKi+DFOPvmakMZw9WrhjfIUHwBYsOAtHnroFObNm+L5oABx+LB8L63h4ovD12cgEKQ4mNyuuurFkKtbQVwZnlaxXbsOpmvXwaSnu1+C//qrvPbrF36qjZgYWXxYaQ2A9/afrvB2D28LkE/Rn6yhzsBdQHvz8VrrIYFdylq40h6kp2eRm/ukVyvgm29e5bXXbiIxMZUJE+bx+uu30Lr1cdx0U+10wpycXE44YQTz5r3El19OcrsKychoxzeOLg1Dhli3OjO+w8svT6C8fBuNGrXj6qudWTxWK4LiYrjiCv/ZPVwD9UbtRiDZVYHCbnf2nfWn3WCGGx1u+LM9tVH0B2Vl0njGV/OZJk2y6NRpIM2aWRcs/uwzuW7PnpEnUfOE+HhZBGgdG/J9WV7uPU7l7jk1Y52Dl6Cr96QiS9CyZXhSdoWoOZ677x7L+efX7uBnhqfxLigIPM7iT4zgPWAKwgUURrJZ/1BSQjXlQk5OLhs2LObw4d3ccMPrPis4mzc/BqUUsbEJbNjwM5s2LWH37vV44LojNTWdCy64D601775bk4YhPj6Zs86ayIwZsjqw2hTNycll1apcFiyA3FzIyXHuC4ciCATeAvVWtpo0Y8cOKZzJyAh+FWYogo8+eorGjU+jV6/Al9T5fhKtnH76aE4/fXTA53eF1s5rfv21vNYFl5AB8wo21Pty587gC/O0lqJCsM4y9wSlrMsSckVCggzovn37qaiQVFJP8DTerh0b/YE/iqBSa/1S4KcOD/bskVWRYfpde61Ptotq9Op1Jm+/LXfab7/9QM+eZ9K0qW9ikJycXJYt+5StW1dQWVlWTZy2fn0uWkuaWjAkU75gBEOPHKl5Q1hhgpuxZs2vvPPOi2Rn92LYsOt9Hu8rUG9Vq0kzjNVeKA+5oQjWrVvMkiVFjBzZL+AU0lAyWoLB7NnwySdCW1BeDn36hJaRZjUMRfDhh4/TqdP1aJ0elJLS2rurraqqEq3t1Q2mXLFnj/w2jRtb765xRbNmzmfTasTFiYX1xBNvobVnz70n2umysuDuUX/Cmp8qpW5SSmUppZoaf4Ffyjr4uyrzhi5dBnHffXO5/nrvTdFee+1mbr+9Exs2LCItrQU33fQWkyZt4bjjcvnuO1kdnB+mdjv/+58oud27a06sVlsE3333KfPmvcTs2f6xffjqCWFVq0kzrDD7ZdKfiVJf8eGHD3Hqqe0D6l1sXp2HE0uWCKPq7t0wZ45sO3JE7rWRI8N//UBgKNI//viF/Py9Qd+bhYXeg6O//baQq65KYOJE9zQWBudU167htZZsNsnWChcMxZqY2IiyMs9fxNM4B8vP5I9FYJRF3m3apoGoFZUVFIjW37t3I3PnPk/r1t38WskGCqkwnkZVlaRDmH3gGzfmUlkpNNLhujGUKkNrKCqq6buxUhFUVUGjRq3JyGhHVpZ/9JWeegFDeHoNaO1UBN281xN5xcGDM4Fx1fUEu3dvDah3sa/JyowXXriSFSs+58Ybp9O377l+y7hsGTzzjExmWVlyvcGDhbrcZoscZYK/MCauv/zlTtLTW1JaGlwWja9VbGlpETZbjMd+z2ZFEE60axdeOg+zq62yUqxAV+vDbndfeW23u6c78eu6vg7QWtchQ1RgpJetWvUVc+c+T2Jiqt+K4Oab23Ho0E6SkhpRUpLvNcgs6aE1c+LKy0uYNWsCxcVyfLisAYBzz72Fjz+GFi1qNls1bhIriliKi2Hw4KtrMKv6grnHwIEDW6ub0Js5mazE7t3ym6elSZAuWGzePAGjWtuA0bvYmyKoqBDXg7d0UVcUFx+iuPiQRzZcM375Rdw/55wDb78t27QWX298PFx6aeQbq/gL4x5s334AycnBuy19KYI+fc5hxowKKitr50xqHRlFkJoavtiAAWM83377NbKyOnLWWafWUgR5ee4XJPn5wVd3e5xKlFJ/11o/4Xh/sdb6PdO+R7XW/wjukqHDuGkaNWpG06atA3JF5OfvRWs7JSX5jnPt9pjp4skXfvCgbO/RQ/KIw4WUFFlaucsXLiuzRhGU+NfDpxYi0WLSgNktFIrZX1rq/vf01bv40CEJZAaC22//gLKyYhISvDfKraqCN94Q//gzz8i2Vq1EKbzzjhQo1lUlADVpOyA4a7W83L/7UClVK60axJW2b5/EB9pZ75WsRnZ2+IP0xnguXfoT69YVctppp9Yoiiwo8JzcEYrb0luM4DLTe1fncYR7/tSEYRGcdNIoJk/eERDpWUpKWq1tRqaLKzz5wm022R5usi9jJeBJEViB4mIpfioo8BKpizKscAsBJCW5/z199S72VODkDfHxiTRqlEF8vHc/yS+/iBJISXFOMlddJdQZL70U+e5agcJYjPz++1I2blwSlEUQygRWWSnd/0DiJ1Y2xjGjSRNrSOV8wZD/nHOuJSfnDEpLnUHhoiLPVdcQPkWgPLx3939EEcyD6fys+wnPXaaLu6K12Nhk7PaJZGRIBkc4sWjRWwCsWfNTrX1WZQ4VFMBDD53C9dc34/XX/e+kFSlUVjoLyXr08H6sLxx/fO3exYmJvnsXhzNA/MUX8jpqFDz8sNBnG3USdSVF1BsMRfDDD+/x44+zA74vtfaPD+ezz57i8cfPZtWqr2psnzdP3HZZWVLLEy6E0mcgEBgWQbdug+jUSVY+Bw7IGHnLqiov913b4g3eFIH28N7d/xGF8WAWFBygpCQwrZCa6t7OdudeMiqMMzOzAUVsbDaVldOAXIYODd/qw0Bh4TbHa21b0AqL4PDhmudp0sR3C8BI49dfxWpp21ZcJqGgY8dcYBpJSdkopcjMzObOO6d5jQ8cORJYkxAD06ffxksvXUt+vufo3YYN4ttOSpKA8LHHRr6jVqgwFEHbtifSvn3vgO/LPXv8cwtt2vQLK1Z8QUGBkzdhxw4n3cbll1tH/GZGXBx07Bj+SmUD7hpQlZT4ft5DXax4UwS9lFIFSqlCoKfjvfH/8f6cXCk1XCn1m1Jqg1LqXi/HjVRKaaWUXxU+xpd+7LEzGT06jaeeusCfj7Fw4UyKi2uH22Nj4z1muuTk5DJp0hbOOstOZeUWUlNzGTFCfLjhRv/+wl6XlVW7lNYKi2DPHqO9pw1QzJs3JawUEcHg55/ltX9/78f5A3G15XLKKVt4+207kyZtYcAAUQKutAbGgxfsA7Z48ft8//10t8FNECVssNUOHRq5icZqGCvYvn1HccopV2K3+99UpaxM+kv4gwsv/Cd33/0p3bqdBsj9/9xzco6cnPDQbcTHC41EJGm+jcXl77+vY968T/3+XCheEvASLNZah7TeVUrFAJOBM4AdwBKl1Cda67UuxzUCbgO8EwCZYHxpu11C5Ckp6X597p13JrhtZZmY2Mhr4LOy0tkN6957ZYUQCXTuLMvDxMTaZG6BVgO7orQUPvusJlVEXt62sFFEBIPKSmdfgQEDQj+fMWmZMyuKi6WfQV6esJimpoovdu1aCU4H+4D99a+TKSk5TKNGtbkuqqrg6aflmp07C29QfYU53dHAkSP+FVzt3et/JXHbtt1p21aoVrWGV16RAH7r1jB6dHjcaEbTo0jCuEc//3wGq1fPYtgw36nHWode6BhOotb+wAat9SYtBBqzAXfJlv8GHgf8XuMaq7THH1/JzJlVjB07za/PecoCKi723nT9l19kcmjbNrJ53N6CxZWVoVkF+/d773tQF7B2rYx7q1a1+wwEA+Mh+/77d7nqqgT27pUuPHv2iPtn40aZmLZuldfffgveIjjxxAs49dRriY+v3cl80SJxCzVtKoy14apSjQSMibK0tJy8PGmM68+kpHVg7JhmzJ8PP/wg+fy3324t+6eBuDhpeRppGOPZqlU3Bg/2r9lEfn5w7kszwqkIWgNmw2+HY1s1lFJ9gLZa6zmBnLi42LkCsdlsHsvOXeGL3tkTDJrp006LbAAvP196Iuzcudnt/sLC4M99+LD3vgfRRnk5zJgh7wcOtGbcDUVQVaWorCxn795NNfYfOSIZSsa4VlX5X0DmL7QW8jiAiy6q2S+hPsIY03nzXuPuuyW46a7YyRUHDwY2eX3xxX+ZP38au3aVV7ckHTs2fMWcWVmR62dghjGep56ayyOP+Mfs408Rma++BFH4qgIljulngDv9OHacUmqp/IktGYzJ7i4LyFcl7J49wnoZE1OT+C0SyM/fAkBhoftoWrDuoaoq+WywijESmD1b/MctW1oXjzEesvbtB3LHHR/RufPAWseEolwNVFZWsGDBDJYu/aTWvjVrxBXVuDGcckro14o2jBVsTEwqycnpVFZWUFrq21oNhArBbrfz1lt38Mor1/PjjzFUVMBJJ9XuN2EVQiE2DBXugsXeUFHhW/FWVcFTPnoGhdMDthMwJ121cWwz0AjoAXzrqL5sCXyilDpPa73UfCKt9TRgGkBCQj9dXi7m0IQJraiqquCBB76ndWvfbGTmiti8vG3V5HHe/OHvvCPaNCcnPMRy3tCmjfih4uObuN1fVBTceQsLJUhcWlr7BOGgiAgUW7dKWmVMDIwfb53pbyiCRo3acOKJFviaPKCkJJ8XX7yK1NQM+vVz5vxpDR9/LO/PPLN+u4QMGBPXSSddyfjxV1ZvN3p0uENeXmALObu9khEj7qSsrJilSyV0GS4lmp4u2VvRSt119oDWFBTkk5CQSEKC5wfgwAHvq327HaZOhYULfVw3CFn9xRKgk1KqA6IALgOuMHY6+iBXR0GVUt8Cd7kqAVcYUXXh3JYEZF/dxMw4+eRc4uNz6dHDd6bGxo3iz42Li05ALytL9Ghysvu8yeJiJyV3IPjgg5luuYJSUzO45pr/Rj1Q/KOjPvC006wNzJv7EYAoQ6HJ2EZmpu9Fgb+w2WwMGnRFrfvyiy8kHTY5GYYNC/kydQLm5vVmHD7sXhHk5cEffwR6jXhyc59gzx6h4k5KguP9ylsM9Dpyv0WzfsO4R3/66TN69TqPV175lKFDPZvEvqyBGTMk0SUhwXsKatgUgda6Uik1HvgS4VB+TWu9Rin1MLBUa13bbvYDhiLIz4cxY6Zy6NDuWj2HveGDD+DDD2WFf/PN3uSHmY5MyrPOct/oJNwwVowlJTO55ZbaE5bWkmOc4p3FoBamTnXfTyAxMTXqSkBrWOzIHzv5ZGvPbTxk+/fv5rbbTiEvbxtVVTKDWdlUJzW1KePH10zD3bDBySN0ww2Rty7DBXeZWCALtYKCmt+zoCBwJWCGkUrcpw8B04f7g/btw3Nef5GW5nzm4+JSSE1txJEjnoss7HbvrsxNm5yW9T//Cf/6l+djwxoj0Fp/rrXurLXuqLWe6Nh2vzsloLU+zZc1ADUtgqFDxzFq1AO1eg57wt698KkjNfenn0SZ7N4tD6krli+XwGFqKpx3nl+ntxxyU8ykvHwcBw5sBXT1hGXk+wfqHqqqgv37626QeMsW+Z3S0qwnEDMe8qKiYvbt21itBAyEK2PKbodXX5WxHz4cTjzR8ktEDYZVvW3bNu69t3d1XMRgjD1wQL5/aalQaweDkpJ8duxYz48/iraxIpXYFS1aQGZ4W257RXy8uKWMe7Rz59P45ZcCzjnnEo+fKSry7BbS2plscdZZ0tXOGyKcJRs6zBaBv1iwQFIRt28XE1YpeSjfe09cPyUl0u+2vBwmTZISf6Pb0YUXBr7itgpyU9RmzDR3ASsoCIwRsbBQgsSiWGqiLgSJFy2S1/79rc/aMB6yxMQMj2ayFcqwsrKC8vIS4uOTiY2N4+efRcE1aSIVsH8W2GyyUAI4ciSOAwdWcODAlur9WrtfZAWK1avn8dxzHwIzSUqSIi8rkZ0dveBwo0bi6kpIkHnJuEe1tlFZ6T2O5M0aWLrUuZC9wI9626hlDQULQxHs2HGAxx4bzowZd3s9fscOmDJFUkA3bpRBHyceAObPd/rZZ82CadNkBTNvniiNZs3gDPd9MCKCH3+cCdSesME5YQUSdNNaArHBZE9FApWVYqmBZIVYDafZ3cRBG1IbVijDdeu+Y/TodP7zn+HVCw6QRcWfIUBsoFUrpyJQKpOJE5cyZMg4y69TVJSKUpJKeeWV1o5hNDOEkpLk+snJznnNmeLsO73W07NfVASvvy7vR470byFbbxXBxo1vs2rVPObMeYpbbmnvkRphxgwxTfv0kbztu+4SXhejbLxlS8lKWbVKKhWbNxcqW6WkV3C0fIZGg3hPMCasigr/qaR37pRceTOHksG5M3bstKjHB+bMkSKjFi3CwytvDmyGUxlWVVWSmJhKQkI6r74qfQWaNxdG0fqO5s3FEkhIEEVgMHIeORJHhw59fbKtBgqp6j8TrRvTt6+1Y6hUeGmrvSEuzj11hbNAr4wbbhjOBRe494NJwyr32199VYLInTr5v5Ctp66hmRQW3gdItY+7QN/mzVIRvHKlaN7rr68ZuMrNhblzpTx90SIJIgP89a+SkXD4cHQCxAa8NYh3nbAKCnxnQBUV1eTUj2Q/AX+wd6/zN7juuvAU8zi58zUVFaWcdNLFrF37rd+pxP7ihBOGM2VKIU8/Dd98I9cdPTrydAVWIyFB+iU3by4TtKEQjIwUo5f41q0rmTXrXvr3H8mQIWNCuubMmeKmTU+XAjIrM3patQpvtzFPSEuT7+Puuxj3iFLxLFv2HeXlpRQU5NO4cc3Kw5IS98WOy5bJfJaQIMkw/hJj1rtbMyEB4uM9UyPk5OTy1VdO0wjEEnDN0hgwwBl0GjFC/Glt2zopgKOpBMB7g3jX1XtBgffOXWVl8jCZA0vbt6/htdduIiurM+PGvWyFyCFhxgxZqefk+A5sBQsnZYedadNkgurW7XRGjnyALl1yyMrqZMl1KiuFEG31arnv7r5bctPrO7KyZPIy3EEgyqBRI7nH5s9/n23bPiYpqTErV84lPT0rJEWwdKks1mJihErCyirsrCxraEsCRWKixIo8wVis2O2Kxx+fQ+/e2aSm1m6E4KkvgZEMc/HFgcUO651rCKC83HPWy65dzmh5Tg7cdBOcfbb38yUlSWrVtddaK2co8FT1Gx+fXGvV6i1OcOSIKAFXf+PGjT+zfv33/Pjj26GKGjJ275aHPi5OLLVwwUmQFkNcnJhQa9d+w9Sp11UrhlChtcSaVqyQCfL++/8cSiA21j33jjlgvHz5IhYunEHLlp0YP/5tjj9+GD/+ODvoaxqTWocOHzB1aldWrfo66HOZ0bZtZLqNuYMvZWbco1VV0L37ELKzO2JzMY+Li913zNuwQZ715GRhtA0E9VIReJoklWrHI4/IpDd4sJhGp5wSHc6QUOHJh+2OYK+y0j3R1549EvtwF0PIyupM166D6d17hFUiBw2jOUtOjpjM4YLN5jSVX321mCFDxpr2WdNc4ttvJUtNqRKGDPkwbFw4kURiojCzunuOzBZC9+4Xc911L3HiiRfQr9/5TJ16HS+8cIXXngyesHWrpJsmJUHXrqspLz/iljk4UCQlhd7XIljEx8v1fR0DoggOHqxdn2G3S9KLO8xxMLYNHRp4NX69cw2BTJKTJ1/pslU6hx06JG6da66JimiWwVj1T506gcrKbaSltePKKz37sH//XQKshgustFQeJk95xl26DOKBB74Lh+h+o6BAYgPffy//n3VW+K8ZHw9Hjszk9tuFZiQzM9uy2MCuXTB9urzX+nqUygYuCvm80YRRxetpMRUT4wwYt2gxgJwcZ3CzX78LAU1paSFpaYFRec6fL69ZWYs47rh+LF48nfbtQ+/a06FD9CqH/VnkGAuVqio4dGgPEye+QHKynbvvfhS7XQry3C3sDh6UQsyYGKEvCRT1UhHk5OQyY8Zd5OfvARQxMe3o338iF16Yy/79YvbV10YfZuTk5LJgQS6rVkk16gm1+9NUw26XOMcxx0g2gjclEC1If2Sp4Ny8Wdwmxorn+OMj0w5Q65nAOPLy5GmysqJ45kzxlZ94YjHDh4+madMoOKEtRqtW3i1qs2uoqAgWL/6AbdtWcdJJl3DrrbOCumZpqZMbZ9OmscTH/5fnn3fPwBsI0tKiV9GdlubfnGRYBHa7kO298cZE0tKa8Le/TWTDBuWxfmrpUnneTzghuPhmvVQEAFOmuG90GqneopGCcWNs3LiaZ58dQHx8Mi+/7L55qdZiNh486JuDZP36hRw8uJOOHfvTokUHi6V2j2efFfbNG24QK6CyUvzOzZvDFVf4/rwVKC/3XqAXLA4ckGr0mBgYPTqFtLTTQhO0DiAuzvekYgSLQQqcFi16jt9+W0hqatPqRjKBYvFiiW1lZR3g5JNH0qpVl6DO44po9BcAsaq8BYjNMMcImjTJYuTIB+nVqwsrV9qprPTsvjQaOAXbya/eKoKjBc46hmTKy49QUeG7Kaw/fPDTp9/Kli3L6dPnPO6+++OQZPQHv/8uSgAkmGq3y0py4sSaWSjhht3uPtHAXaV1IPj2W1HE/fvX/x4DBlq08B1fM8cIiorgmGP6kZe3jZNPlhJqu72KnTvXkZmZzZ49G1i69CM6dOhLv37C27Jq1ddkZLSldWtn4YjRDXDEiEyGDn3Qku8SE+P/ZGw1ArFCzAVlSilGjXoAqB0rMMPoqGezSb1UMKiXisBut9eKpP9ZYVgEjRq148Ybp9OihTV0nI0aNSMuLpGWLSPTd/MTB7tU48bOLKeLLoqsEgCIiWlHVZX7Sb+0tIjExMAFqqqSegGAIUNg6dKP2bNnA336nGPZajbSiIvznpJswOwaKiyEW299lquvfrZ6/xNPnMPKlXM544yb+PrrFwE45ZSr6dfvPLTWTJs2mry87Tz66C906NCHvDyZ1OLirK0uz8iITtJIbKzvALHr8RBYQ6Rly2Rh1aNH8M9TvVQEc+Y8zdtv30OLFh157rkQ6AzrAZxZBHEMHny1Zef9xz++tOxcnlBWJqm8JSVS3BcXB488IpQfWkeHvqNp04ns3z8Os3soNjaes8++k9jYwFItzDTW0I7GjSfSvXsuzz33Fj///AHNmmXXW0WQne1fAZzZNeSu0rVdu57s2rWe1au/qt42aJD4AUtLi+jefQibNy8jO1sCYAsXyr3Rq1cFf/wxn8zMdp2Ysm4AACAASURBVLRp0y3k7xPJBvRmBMpTZrYIAEpKCli79lsqKkoZONA9AZ3hFgqFzLBeKoLdu38HdHXz+j8zDDdDsE3Uo4nPPhPeJgOnnioPpDc63HCjaVNJKEhLm0BBQeAVxXa7kBMuXera02ErJSXj+OEH6Nv3PDIz25GVVT+VQFqa/0ycrsFiV1x22aNcccXjlJTks3HjEpo2bV3dRCopqRE33vgGn332FC+8kMvYsS+zYIGcrHPnDTz++Fl07NifRx5ZHNL3SU11KqtII9AVuiGn0X1w//4tPP30+TRvfoxbRVBQIDUrSkG/fsHLWS8VwZgxUznnnLsoLz8SbVHCDsOveegQvPTSX9m6dQW5uU9x/PEBVoxEGIcPOwuCLr1UMibqQmtGWXHlcvPNuUE1N3n/fXFzpabWrm6vrJSg86RJWwDrrLdII9s9H59buAaLa++XAGdychrHH+++G8/337/J9u2r6dLlfnbuPI60NOjSpYQePYZZYg1Ei08oKSlwrjIjS+vwYYkLtG59HD17nkl2di+3LvHvvpPjeveGpk2Dl7VeKgKbzVZvTe5AYeQeHzoEmzZ9SlFRHr/9tjBkRXDllfFobeeJJ1b71ebTX3z1lWQE2e3iGurTxz8a3EjByTfk3Pbee/ezfPnnnH76aM4440aPn62qkvz2qirIz6+7PR1CQdOmgaVe+7IIDFRVVaK1ncLCPDZtWkpsbDyJial06jSQc8+9m8rKCr7/XlqzDh8OnTv3ZcKE0CuJo5UyGhsbnDsqPl6ssX37pJtbixZx3HffXLfH2u3OeotQO97VS0VwNMFsEeTkXMX+/Zs57rjQltZ2u726KUtamnUcvPv3w1tvOTMclILLLrPs9JbAnSL45ZdP2bp1BU2atPaqCNavN7vo2uGOIjwjox27dv2GUjaaNcsmNrZ+8U4HWglts4nisNkk/7+ysnZs4Y47urB79+8MH34riYmpfPTRo9X7zj77dq666hk2b5ZsssREa9t4Riud3GBpDQYtWogiMJh4PeHXX6UgMyPDe42RPwirIlBKDQf+i7SqfEVr/R+X/TcANyM0okXAOK31Wl/nvfvuHtjtVdx223u0a9cjDJLXHZgVwTXXPOv94AAwadIW9u/fSmqqdZwOs2bJRNC3r2QwNG9e9+o6XPsWgwQv09OzGDBgZK3jFy6cycyZEzh8eBuJie2AiSQlwZEjtZe/Bivsf/4znP37t/DMM79bRmQXCbRoEXhwUylnCmlBgbiHXNM0hw27gbfeuoP27XuTmppBjx5DKSzMo6gojxEj7gSc9AhDhsi5KivLiYmJQ4VQBtyoUeSz0kBcQsH2TFBKsrVWrxZFAKC15tCh3eTn76VDB2d1tVGRP2SIe6WjtfZ7/MKmCJRSMcBk4AxgB7BEKfWJy0T/ttZ6iuP484BngOHezltUdJB9+6TK8LHH/kJu7pN1ik7ZajRuLD9yUZGsYkPpj+CuWXsw+O03SfEbMUIm1Nmz5aZdtUrku/ba6Lb98wZ3PXabNGnFzp1reemla3nvvfurg8cLF85k2rRxVFRILKC0dCvwV8rLFVBe47ypqRlcc81/ycnJ5ciRAl5/fTwpKWEkTrIQSjkr0gOFMQEZiqCoqLYiGD78Nnr3PoeWLY9FKUXfvucC4i6KiYmlpESzeLEdiOHMMzWgeOaZi1i79hvuuOMjevYMLr0sEPZNKxFKYNpQBOBUBFu3ruS++3rTqlUXnn56PSBuoVWrZP9JJ8lYfvPNqwwbdn31uZ59diQXXvivGsrDE8JpEfQHNmitNwEopWYD5wPVikBrbc6FSQF8kiLs3+80xw8f3m0ZPUBdhc0mcYKDB+H33zezdevHNGqUySmnuHIteYfR6MYIcAZLrbB7Nzz2mPj/N22S1NC1JtU+YkTdVQJQ2zXkblwmT76SV1653gPRWYXbHO/ExNTqcTzjjBvp0KEvjRtHKWcxQGRmBp9eaXDjeA8Y29xaRjExMv0sW4ajanYhMTHZQFuKiw9RVlZCcnJw1Xnx8dGhko+JCaxuwBVKORWYoQhatz6Oxo2b07RpG+z2Kmy2GLZuNdrOCqX2++8/zEcfPcrAgZeSkpLOli0r2L59NfPnT2HMmKk+rxtORdAa2G76fwdQq92OUupm4A4gHhji66SuD6YV9AB1HU2aiCKYP/8zfvrpdpo0aRWwInDX6MbfscvLgxdeEDl27aK63+/SpfKani7NZJKSoFvoSR5hhatryFMDoLKy4oDOm5e3rYYpfuyxQdb6RwGhsHGaLQLwHjD2hEWLZMy6dt2NUkJ38uCDCzlypJD4+OBm1ebNo0Mul5IS+nVdLYK4uASmTNlTw81jWAOS+abZt28zWmt27/6dY4/tj1I2SkuLSU/PIjnZNxV61MtztdaTtdYdgXuAf7o7Rik1Tim1VCm11N3++p6p4QuGqV1YuBelFIcO7fLantMdPDW68TV2Br/++vXST3jrVlk9/v3vMqkmJEjjlRNPlLhAXS/4drUIvDUACgRaa268MYuvvppsyfkihfT00FewULO6OBAUF0sXQaXgttsupmnT1o7zKpKTGxMbG7gv1GaLjlsoNjZ0ehGlnIrZUASy3akE9u7dyMqVYpb27Cn7brrpTSZOXFq9AGnX7ngmT95Obu6D9OjhO3MqnBbBTsAcKmzj2OYJs4GX3O3QWk8DpgEopWq5j6xoOF6XISmkM1m37lm0g1I0UNdOZmY7t3w6KSmek49LSoRDZ9UqedD/8hdpfnHZZULn+8wzcuNGu5tbIHCNEXgal2CQn7+X2bP/QXJyer2xUEPl5jcUv5Hm7KlzlicsWSK/Rbdu1vWiaNYs8r3GY2JkJe9va0hPUMppzRw6VDsLa/PmZUyefCM7dy4AbPTooRyfUzViAUoplIqhXTvNa689y3nnXez1uuFcvy0BOimlOiil4oHLgE/MByilzI7DEUDAfBFWNRyvyxCLYAJVVe5dO56wcOFMbrmlPZdfbqO01P1SrbS00K1l8eab0mf3rbfk/2uvlfZ3990nSgDEP1mflADUdg25awAUKCQvQnDkSAEvvzwuIGstWmjbNvQce0MRGNlhWwPQqXa7VJ+DFBuWlhazYsVc1q9fwMSJZzB79j+CkikajWfS063pSa2U3KNNm4o1npfn3Ke15scfZ1FePgiIp2NHyM9fx44da6sXiGY0bgwHD67jhRceYcwY78U8YVMEWutKYDzwJbAOeFdrvUYp9bAjQwhgvFJqjVJqBRIn8NlOJiEhxVGtqMjMzK7Vv/fPCFEEgbl2jCCorHY1RUXul2qVleW1lMny5dI1zGaTvq4XXwwnnxzCF6hDMIKa2xzDlpOTy9ix00hNDU6j2WwxaF0zeuxLQdcFNGsWeM2AOxiKoH17eQ1EESxeLC0XMzOlO92UKdfy+ONn8X//9wi//jqPLVuWByxPenrkG9IrFXjarbdz2WzO4L2re2jUqCex2Z4B4KSTFB999Ch3392defOm1DhPXJxkgj311ATs9ir+9rcHvF43rHUEWuvPgc9dtt1ven9boOds3borEye6DRX8aSGKwH0Bk9aasWMzq1MXDXgKgrqDWZmUlsJrr8n7yy+Hc84JQfA6iH795PsZedrNmkH//rmsWJHLDz94jvIpVXvCj42Np7Ky3O3xdTluFR/vnLhDhaEIsrLkvAcOSJzAVwql3Q4ffCDvL7hAVtM9egxj//4tDB58LUOGjKVx48AbCIRCsxAsEhOtj401ayZxObMiAKE42btXLLDhw+HttzNJT29Jly451cfExYmrLTERJk9+j/LyMho39q6p6nhorwFgKIKJKOXehVFUlMfUqdfVcEcEEgQ1x1g++kge5vbtI9M6MtJo1AgGDBCz+9tvZdvPP8MPPwC4J9nJzMzmppum17AaUlMzuP7618jMdP+Zuhy3at8+dF+2AWMCtNmcnD7+WAVma+DUU2XbsGHXM3HiEgYNupwBA0Zx3HGDA5YnGj0HrOyGaBTouVoEWkvR3Zw5sv/ii3fy3HPns2vXel58cRdt2zoLa9u1cyYAxMbGkpzs21ypd4pg06ZfGD++Xb3wwVoFublziYub5rHJuquLJzPTv4nIHGM5eBA+d9hvo0dbN1nUNQxxJCl/843wBokSgKSkiUDNp9oYn5ycXF5++QCzZmlmzdK8/PIBcnJy3cYY6mLcKitLaAg6drR21WxeCRtWxpYt3j9jt8OHH8r788+3xrcOouQjHSS20i1knM9mc8ZcFi6UeNbrrwulu9bSza9791RWrPiCX3+dR0lJfnVWUUJCcHU89U4RAOTlba83ATkr0KiRTMrl5bnY7a4FTk6Y3RGXXjrRo9Iw4Bpj+eADSavs39933nF9xnHHSYbHoUPCkLp6tTx8zzyTy2WXTSMzMxul/ItBGTGGQD4TKRir44QEifUkJlrPy2/OmTdYS31ZBD//DDt2SKLBaadZJ0ukrQGDIM5Kt5BhEZx4oiiD/fvhoYfg669Fyd16q7hrk5PTuP32D3j++a01KthbtQqujqHeks4dDYVkBpSSm/zAAWjSpB2HDrl/0szuiJycXKZNG4Pd7r7VUWZmtoMuWbB7t7hKbDahjf4zQykYORImT4Z33pFtJ5wggcbzz8/l/PMDu6dycnLrxH1oBEnLynBQOQvtg9bhs+4CtQiqqmrHBqxCJOMDsbHhy05SSn6vq6+WVq6bNsn28eNr9iQ2qDoMxMUFr+jrpUVgoC4H5KyG0Xh70KCJxMS4t39LS4t47bWbGDs2k8svV1RUlKKUrdbx7lwXH38sJvupp0Yn/S7SGDRI/gz8GbKiWraUIGFSkmSMgKQQhrOHslnBtG0rk9iuXTVJ/cz49FOxBpo1c8YGrECTJmLxRApWuoPMMCwCkAJNY+K/7DLfjembNQveOqnXiqAuB+SsRps28tqoUS433PC623THoqI8vv76JYqKnMnHWtux2+2kpmZ4dF0cOCC+SKXEZ3s0QCmhxWjVSiyBULo71QUYAcaEBKEdiFQKpXniSUiQlFS7XVqTumL7dsl6ARg71jp/vlKBNdOxApFQBAA33yzcXv48l80DT7KqRr11DdXFgFw4YWRk7NgB550nrohbbmnvV1Ws1lUkJqby8ssH3O7/9FMx2QcNih5jYzSQnCwPmd0e2dVkOJCZ6XSzRJrmQylxP4FUn7/2mhQk9urlzKjJy5NK9KoqGDqUoLrDeUJWVmR/v7i44GmmfcFVEfib6tu4cWhjUC8tgroUkIsUjCyCbSZvWCApop7caCUlkj0DR481YEZ8fP1XAnFxTqKyaMCseIYOhc6dpdXiG28IRcL27RLw3LNHVu65Fj22LVuKQol0K8pwWQNQWxH4i1CTAOqdRdClS18efPDoKigDp2to1y5ZVcXEBMaT48mNtmSJZAp161b3msg0wDfatHH2uY0WbDaqqbltNhgzRqhIFiyQoqi8PLG6OnaEe+8NjeTOQPv20VF+MTGh9RvwB4H+lrGxoVO91DuLoK6zW4YLycli/ldUyMoK/OfJiY2N9+hGM3Lo/wzB0qMNhk8+2s+E6/XbthVF0KKFpD9qDWecARMmWNMxLCsrehZQRkZ462uCsQhatAj9Hqh3FkG0b/poom1bCezu2CETgOEak65jW7HZYhzpogqjx4+5c5YrDh+WvqcxMVJt24D6hays6HDuu8LdM9m9OzzxhCw0Ona0zn0TG2sNR1IwSEmxtorYEwKd40IJEhuod4qgLtz40ULbtkIIt22bc+I2Jnhzly3QxMcn+4yjLFokq7VevaLT2zXSiInBbXexuo6EBGczIAOxsdZMAFbA08QVHw+nn27ttVq3trb2IBCEMw3XjEAUQUaGNRli9W59bdC0Ho0wfPg7dtTc7q37mCdoLT5cOHrcQnVZ2Zkf5vR0ZwA7ORm6dnXua9RI4jnHH193rONIyZGSEr2stoSE8GUKuSKQxa5Vi4E6cisFhvqe5REs3GUOQXDdx37/XSoWU1Prfw69vwh3kC9YxMeLKyU+XibVDh2cFB/Z2RJcNapm27eXVMFIUy17QySs9Ph4qZSOlvKL5CLC3+8YGxt6P4nqc1lzmsgiMTHwlnh/BrRuLRPAnj2SiWFkCnjKHvJWcGeQyw0bVrcmlXCirloELVvKRNexo/T8TUiQv+OOc7ojWrWSY8KZuhgswjk5p6XJX5MmkVuRu8Jmq5uKoEkT65Rwg0VQjxAbKz1KAZYtc24PlAFz3z5JG42JkWyOowV1URHExDjdHWlpNQOhZp90amrk8+X9RTgVwTHHiBK0IuU0UMTEyLUN6oxIwd8YiJUkew2KoJ6ht6MtqVkRBMqAOXeuxAhOPjk6jTyigYQEecDqil89ORk6dRL/v7/piHVFdleEK50y2i6wlBSxQiKdoJKU5FsZ2GzW9XiGeuoaSk0Vt0hRUe1sij87DEWwZo10EzOUor8MmEZDevhzNp7xBGNFabNJcVO00bZtdJqohAPhmiijnRUVTQuyUSOhSfeEJk0CiyX4sqjCusZQSg1XSv2mlNqglLrXzf47lFJrlVKrlFLzlVJ+UUclJMhqymiifjQhPV18yRUVogwCxbffwpEj4n8+msbP8K3XhWY7KSl/HiUA4bFUYmOja63Gx0cvJqGU98QGpfxnATB6UfiqPA6bIlBKxQCTgbOAbsDlSqluLoctB/pprXsC7wNPBHKNuujzjQT69JHX5QH29q6qErcQwNlnWytTXYfZIogWjNTnPxuVRzjGtHnz6P5W0ZxblPJ+/dat/XeP+7vgCOdQ9wc2aK03aa3LgdlADVozrfU3WmsjAX4R0CaQC8TGHp3xAnOcwGB99AeLFknJf8uWTmVytMCoCI2WRaCUNL/p29da325dgNUTtlLRo5CIi5PgvVVpmcHAUATuXG6NG/tfWZ2S4v/8GE5F0BrYbvp/h2ObJ4wGvnC3Qyk1Tim1VCm19ODB/TX21dXc8HCifXsxmw8d8t0f1kBVlZML/txz627g0WpkZEhA1lAE0freWVl/3jRdq8c0MzM6bhmlxBKJRoaSqxzuUlbbthWXrq+YjFKScRYIEZ3SgSwpA4BSahQwXGs9xvH/VcAArfV4N8deCYwHTtVaew3/KqX2A/5RbvpGJuCepL9uoUFO61FfZG2Q01oczXJma63dElaHM2toJ2D2hrZxbKsBpdQwYAJ+KAEAT18kGCillmqt63xdbYOc1qO+yNogp7VokNM9wmkoLwE6KaU6KKXigcuAT8wHKKV6A1OB87TW+8IoSwMa0IAGNMADwqYItNaViLvnS2Ad8K7Weo1S6mGl1HmOw54EUoH3lFIrlFKfeDhdAxrQgAY0IEwIa0GZ1vpz4HOXbfeb3g8L5/X9wLQoX99fNMhpPeqLrA1yWosGOd0gbMHiBjSgAQ1oQP3AUZJE2IAGNKABDfCEP7UiUEpFqY1F4FBK1QvSAaVUiG2yI4OG8bQWSinLsvXCifryzNe18fxTKgKlVKpS6jngC6XUVKXURdGWyROUUslKqcnAXKXULY5MKpRSdeq3cYzps8AcpdQjSimLmxBag4bxtBZKqUSl1EvAN45EjyGO7XVxPOv8M19Xx7NO/ZhWQCnVGngL6eB+NvAdAXIYRRh3ABnANUAikk6L1roOcGQKlFKdgP8DqoDrgP3AP6IqlGc0jKe1uA5oDpwKbAZeU0ol1rHxrE/PfJ0czz+dIgBKgVe01rdprfcA7wIrlFI9oyxXNZRSiY7XWCAeeFtrvV5r/SSw37FSjPoqwYRiYJrW+i6t9VokE2y3UiogbqhwoWE8rYVSykxuoICftNZ5WuvXgZ+ARx3HRZip3yPq9DNfH8azrjwYQUMp1UUpNUUplQSgtc4DvjUd0hY4BvgtCuLVgFKqs1JqJjBJKdXPUWuRCgw0HXYDcJVSqk20VgmOMa1eUWmtd1GTByoZ6Kq13hFx4UxoGE9roZQ6Vin1LvCGUmqEUspgRzJ3BrgbuFAp1VFrraMxedWXZ76+jCfUc0WglMpBTMJxiEsApZTSWhebDosHtvhDXxFOOG7aqcBKYBVws1JqNPA4cINSKhNAa70dmAGMjZKcI4APgbuUo4eEUipWa11kOqwp0X/IGsbTQjispeeAX5Fn6lzgfuBN4GylVA8Ah7L6GIcrS0c4/7y+PPP1ZTwN1GtFAOQhPrfOwF+VUtluBrI3sBFAKTU2iuZiR6BYa/2E1noS8ApwIZAEvETNApLfEbbWaJiLe4FcZEzvUUqlaq0rlVI2kyzdgDUO+a5QSnWOsIzQMJ5WIws4DEzUWn8M/Bs4A+iEKNwJypmRMxfriB8DRX155uvLeAL1XBFordchPQ82AF8DD0MtX/BQIEMp9QFwBeJPjDi01r8C7ZVSgx2bVgHzgb8jpHtNlVIPKKUuAcYARxyfi+gKQWu9FFjvGNO5wBTHLmWSJQdoppT6P2SSq4ikjA45G8YzRJiVotZ6J9APmayM/18CHnUo2mLgIaXUGMTqOhgJGd3IWWefebMMdXk83UJrXef/ENO5sel/5foeaARsAIa6fPYLZLU1KkKyZgItzPIBNsf7W4AZpn0nAK86PtMZuBr4CsiNhpxuxrQxsqo50bQvAZl0fwEuiYCcWcDJLtvq4njWkrMOj+dol20xjtdrgYWm7elI4PUEoAni3pgdwfEc7WFfnXnmkR4rTwHxdXk8fX6PaAvgx0D/CyGtmw086NhmcznGGPi/AZ853l/umIRPi6Cs/wTWI203/2OWzfH+WOAD4BrH/xkIKV/LCI+pOzk9jem/gG8c74c7Xi+IoKxrkJV0H8f/ZoVVJ8bTl5x1ZTwd1/4FuMPDfhvwP+Bvpm1vAj0iPJZe5XQZz6g980giwq/AC0iSguszVCfG06/vEm0BvAxyCsJO+g7QAlnh5QPtHftrrWAd7w85jnsVSIyQrInAfxBt38whbwnQ1LghTMf+BfFf9gEuAb4B2tUFOV2ONY9pJVAI/BeIi5CsNsfD9QViOt8OpNSl8fRDTk/3aDTG8ynHNWtdz0W2vkh++wXAlY4JuVsEx9OjnF5kjugzj9MineRpUsdptUR1PP3+TtEWwM0ApjteY4HTgFjTvpeB6zx8Lg1RHKuAQZGU1fE+y/T+NGAW0N3DzXEj8Lzjpgi7rIHKadqf6Rjz5ZGW07TtBeAux6Q5uK6Npz9y1oXxBI5D+oI3QhZV1wEnuRxvTHDnAw8B3wM5dU1O07ERfeZd5LQBq5HFVHeHHNdiWlThtFoiOp5BfbdoC2AatAzHw/QVcCtwrGmfQlLCvgFO8PB5G9AzSrJ2dWyPRVaoW4CngZ8Rc9W4Icwr2Zi6Kqfp87EResDMct4CHOfYfizwhuP9HciK+29AG+O+iOJ4+i1nlMfzVpOcDyKB6B+BB5BMlatN96cKt2xWyGn6fESeeTe/+/GO7Y8Czzq2X48UBj5qes5s4ZbNqr86kTWklDoJMa0PAI8gAZhbTYfYkBujHDftLkEoBLTWq8IsqidZb3LIUAksA47RWt+JrALucMiPNhU0aa2r6qqcJhkrtdY/RFjONiY5NwAFSqkYoAtwG9L3eodjvzbJGunx9FtOk4zRGM/WiMUEYq08DAzTWj+ENI66ySSfJkIIRU4DkXjmPfzuox27DZfke1rrqcA9QEscBWO6DtFw+EJYG9MEgMPAM1rr2VDNHDnUUYlXobWuUkod43i/XwmhVLxxfB2RNREo01pXN5zWWs9RSt2F3ORbGuQMSM44JL/+eMT034j4j7VSqpPW+o8GOf2Wc5jjd8/XWv/bOFBr/alS6g5kcot0Hnt9lvMMx77vkCr2Pg45VzsKGeuNAjAQcUXgqAKssfLQWq9XSm037atAXEPmysChQJJS6k1k1XVPHZO11PwZpdRxyApiK7CrQc6A5awAViqlFgILtNZfKaU6IL2vw5oX/ieUs6Pxu5s+2w353bdQd373+iLnMY59G5RSLwD3KuGzOgaxqjeHU85wIKKuIaVUnHmgXQpFik372iOrKzMygR5IXu4ArfW3dVTWBKXUVUi20/+01tdqrcsb5AxOTq31v7TWXzneb9ZaP6aFNqJBziDkVErFKqUuRNKx52ut/+pQZg1yBve7r0DcVguBT7TW52gpHqtXiJgiUEqNB+Yp4eA+F8Qnaa7GM70/Bljs2HaRUioNoe1tr7UOey/PUGRFCMS+RHzEkxvkDPm3bxlO2Y42OZFMm++A/nX5d68vciqlWmmtD2qtP9BavxpOOcOJsCsCpVRTJe6cM4H7kKDLNQ7zuTqgopTqqZ3BlW5AZ6XUF8DFSDxgvdb6SD2QNUZrvS+csh5Fco4kAv7Wo0jOUUgmy0FXF0yDnEH/7pXhki+i0OFPvYpBmAKNnO9jgDdw5K4jUfY3gQVAK6AdUIDQykasgrU+ydogZ4OcDXIePXJGZCzCMLixSGFNW9O2VNN7G1Iw0snx/xnATS7n+GuEboR6IWuDnA1yNsh59MgZjT+rB/p4JD99LzDLwzHHAZ972BdvpTx/Blkb5GyQs0HOo0fOaP1ZHSM4gJT6d0Uogv8CoJSKMUXhs5AerSilBihH026llNJhzFqpx7I2yNkgZ4OcR4+cUYGlikBrvRt4R2t9CPG1GV13qhCaCIBeQLxS6kmkPNv4bMSqGuuTrA1yNsjZIOfRI2e0YHnWkHZmobwJlCqlbnVstzs072BgCHBQa32y1vobq2XwF/VF1gY5G+RskPPokTMqCKffCUnLWux439Pxeh6mYE1d+asvsjbI2SBng5xHj5wRG48IDPhcoAxh5suM9hf+M8jaIGeDnA1yHj1yRuIvbAVlSppzP4JE4sdrrc/WJqKzuoT6ImuDnNaiQU5r0SBn/YVRSBGekyt1FsJjU+bz4CijvsjaIKe1aJDTWjTIWT8RVkXQgAY0oAENqPuoE41pGtCABjSgAdFDgyJoiOIAggAAAdJJREFUwP+3d8eqVQRhGIbfTw0iUdKorUFILARJ4QWkEgQLC20ELQVBK+1tLKwEIYqWYu0F5AIUQZBEsE4paiNEMYUnv8VsEcTkEIQTw7xPt7szh5nqY2fOzi+pcwaBJHXOIJCkzhkEktQ5g0AaI8koyUqSj0lWk9zNlupV2/SZTXJtUmOU/oVBII33s6oWquos7Yz6i8D9MX1mAYNA+4LfEUhjJPleVUe3XJ8G3gHHgVPAS2B6eHy7qt4keUv7cnUNeEE7AvkhsAgcBp5U1fOJTULagUEgjfFnEAz3vgFngHVgs6o2kszRip6cT7II3KuqS0P7m8DJqnqQ5DDwGrhaVWsTnYz0F4f2egDSPjcFLCVZAEbA/DbtLgDnklwZrmeAOdobg7SnDAJpl4aloRHwhbZX8JlW1OQAsLFdN+BOVS1PZJDSLrhZLO1CkhPAM2Cp2rrqDPCpqjaB68DBoek6cGxL12XgVpKp4Xfmk0wj/Qd8I5DGO5JkhbYM9Iu2OfxoePYUeJXkBu18+x/D/Q/AKMkqrTTiY9o/id4P1bC+ApcnNQFpJ24WS1LnXBqSpM4ZBJLUOYNAkjpnEEhS5wwCSeqcQSBJnTMIJKlzBoEkde43yszF8CJXdzAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 32924, {'val_loss': '-0.005570405628532171', 'val/kl': '4.958815225108992e-07', 'val/mse': '0.019125359132885933', 'val/std': '0.19379860162734985'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 35119, {'val_loss': '-0.005570224951952696', 'val/kl': '4.955830377184611e-07', 'val/mse': '0.019125351682305336', 'val/std': '0.19380998611450195'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 37314, {'val_loss': '-0.005561257246881723', 'val/kl': '4.943094040754659e-07', 'val/mse': '0.019137324765324593', 'val/std': '0.1941056102514267'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 39509, {'val_loss': '-0.005557962227612734', 'val/kl': '4.944407692164532e-07', 'val/mse': '0.01914464309811592', 'val/std': '0.1942128837108612'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 41704, {'val_loss': '-0.00555702019482851', 'val/kl': '4.942417604070215e-07', 'val/mse': '0.019160469993948936', 'val/std': '0.19420984387397766'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 43899, {'val_loss': '-0.005555609706789255', 'val/kl': '4.9354525799572e-07', 'val/mse': '0.019190678372979164', 'val/std': '0.19418029487133026'}\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:\n", + " Name Type Params\n", + "0 model LatentModel 354 K\n", + "1 model._latent_encoder LatentEncoder 75 K\n", + "2 model._latent_encoder._encoder LSTMBlock 53 K\n", + "3 model._latent_encoder._encoder._lstm LSTM 53 K\n", + "4 model._latent_encoder._self_attention Attention 16 K\n", + ".. ... ... ...\n", + "83 model._decoder._target_transform Linear 1 K\n", + "84 model._decoder._decoder LSTMBlock 82 K\n", + "85 model._decoder._decoder._lstm LSTM 82 K\n", + "86 model._decoder._mean Linear 73 \n", + "87 model._decoder._std Linear 73 \n", + "\n", + "[88 rows x 3 columns]\n", + "INFO:root:model and trainer restored from checkpoint: optuna_result/anp-rnn4/anp-lstm6/version_-19/chk/_ckpt_epoch_2.ckpt\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8306824eecbd4b4aa3312f40ef52b7a1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 6584, {'val_loss': '-0.005853107199072838', 'val/kl': '7.462896519427886e-06', 'val/mse': '0.01583925075829029', 'val/std': '0.17360518872737885'}\n", + "\n", + "logger.metrics [{'val_loss': -0.005853107199072838, 'val/kl': 7.462896519427886e-06, 'val/mse': 0.01583925075829029, 'val/std': 0.17360518872737885, 'epoch': 2}]\n", + "None\n" + ] + } + ], + "source": [ + "trainer, model, params, r = try_manual({\n", + " 'latent_enc_self_attn_type': 'ptmultihead',\n", + " 'use_deterministic_path': False,\n", + " 'use_rnn': False,\n", + " 'use_lvar': True,\n", + " 'use_self_attn': True,\n", + " 'use_lstm_le': True,\n", + " 'use_lstm_de': True,\n", + " 'use_lstm_d': True,\n", + " 'hidden_dim': 64,\n", + " 'latent_dim': 8,\n", + "}, name='anp-lstm6')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T16:53:00.586170Z", + "start_time": "2020-02-23T15:20:31.599969Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "trial.number -2\n", + "{'params': {'learning_rate': 0.0002, 'hidden_dim': 64, 'latent_dim': 32, 'attention_layers': 2, 'n_latent_encoder_layers': 2, 'n_det_encoder_layers': 2, 'n_decoder_layers': 2, 'dropout': 0, 'attention_dropout': 0, 'latent_enc_self_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'uniform', 'det_enc_cross_attn_type': 'multihead', 'batchnorm': False, 'use_self_attn': True, 'use_lvar': True, 'use_deterministic_path': False, 'use_rnn': False, 'use_lstm_le': True, 'use_lstm_de': True, 'use_lstm_d': True}, 'user_attrs': {'batch_size': 16, 'grad_clip': 40, 'max_nb_epochs': 20, 'num_workers': 4, 'target_length': 24, 'vis_i': '670', 'num_context': 96, 'num_extra_target': 96, 'min_std': 0.005, 'num_heads': 8, 'context_in_target': True, 'x_dim': 17, 'y_dim': 1}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:gpu available: True, used: True\n", + "INFO:root:VISIBLE GPUS: 0\n", + "INFO:root:\n", + " Name Type Params\n", + "0 model LatentModel 422 K\n", + "1 model._latent_encoder LatentEncoder 78 K\n", + "2 model._latent_encoder._encoder LSTMBlock 53 K\n", + "3 model._latent_encoder._encoder._lstm LSTM 53 K\n", + "4 model._latent_encoder._self_attention Attention 16 K\n", + ".. ... ... ...\n", + "83 model._decoder._target_transform Linear 1 K\n", + "84 model._decoder._decoder LSTMBlock 147 K\n", + "85 model._decoder._decoder._lstm LSTM 147 K\n", + "86 model._decoder._mean Linear 97 \n", + "87 model._decoder._std Linear 97 \n", + "\n", + "[88 rows x 3 columns]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 0, {'val_loss': '0.5219016671180725', 'val/kl': '0.5112579464912415', 'val/mse': '0.3888452351093292', 'val/std': '0.9177885055541992'}\n", + "\r" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0d2079fdd5b742b1b40f47b793bf59de", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 2194, {'val_loss': '-0.001153977238573134', 'val/kl': '4.059112325194292e-05', 'val/mse': '0.04449738189578056', 'val/std': '0.2412676215171814'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 4389, {'val_loss': '-0.002989626955240965', 'val/kl': '3.3985332265729085e-05', 'val/mse': '0.033970907330513', 'val/std': '0.2026766687631607'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxfrHP5NGElJooYUSSgABkSqI4SeCFRt2ERQbsV07WMCr6BWVolxQFOEqCqJybYgN9aIiIChFepOWEAJJSE82ybb5/TG7ye5me7YB+32efZI9M2fO7JyZeeftQkpJGGGEEUYYZy4igt2BMMIII4wwgoswIQgjjDDCOMMRJgRhhBFGGGc4woQgjDDCCOMMR5gQhBFGGGGc4QgTgjDCCCOMMxxhQnCKQgghhRBdg92PMMII49RHmBCE4VMIIUYKIfYKITRCiF+EEB2d1E0z1dGY7rnIpvwxIcQJIUSZEOI9IUQji7IjQogqIUSF6fOjRdl8i+sVQogaIUS5gz60FEJ8LITIFUKUCiHWCSEG29S5VQiRJYSoFEIsF0I0syj7hxBik+kZ79vc19NUVmz6/E8I0dPJeMQIIT4z/TYphBhuUz5JCLFTCFEuhDgshJjkqC1P6gshLjA97yUnbQkhxHQhRKHpM10IISzKI4UQL5nGsVwI8ZcQoomDtm4RQuwzjXe+EOIDIUSSRXkzIcSXpvHOEkLc6uJ3Ons/HrV1xkJKGf6cgh9AAl2D3Q+bPrUASoEbgVhgJrDBSf31wOtAHHA9UAKkmMouBfKAXkBT4FfgVYt7jwAXudmv94H3HJR1Bh4H2gCRQCZwEkgwlfcCyoH/AxKAj4BPLO6/DhgNvA28b9N2EyANEKa2Hwa2O+lnDPAokAEcB4bblD8J9AeigO5AFnCLk/Zc1geiga3ABuAlJ23dC+wD2gGpwG7gPovyl4CfgY6m39sbiHXQVnughen/BGApMNei/GNgmakswzSnejloy9X7cbutM/kT9A6EP16+OAtCACQDi4EC02J/FogwlXUFVpsWwElgmem6AGYD+UAZsAPo3cA+ZQK/W3xvDFQBPezU7QbUAIkW19aYNxfTgn7ZomwkcMLi+xHcIASmPpQDF3jwO8qAAab/XwY+sijrAmgt+226/hI2hMCmPAp4ENC42YccbAiBnTpzgTc8+F316gNPAzNQxNIZIfgdyLT4fjcmIo8i1BVAFy/mTIJp7n5n8b60QDeLOkuwOATY3O/w/Xja1pn8CYuGTg+8gSIGnYELgNuBO01l/wJ+RC3Wdqa6AJegTlHdTPfeBBQCCCGeFkKUOPo46UcvYJv5i5SyEjhoum6v7iEppaXIZptFXau2TP+3EkI0t7i2VAhRIIT4UQhxjoM+XY8ikL856XcthBB9USfzAw5+00FMm4s77ZnaLAGqUWP/srv3uWhTAMOAXd7WN4nt7gJedKMJe+/D/K7OBvTADSZR3n4hxIMWz8mwnTema6UoIn098G9TUTdAL6Xcb+9ZQogOpnnYwV6/bN6P07bCqENUsDsQRsMghIgEbgH6mjbVciHEa8BtwLuADsWut5VS5gBrTbfqUKemHsCfUso95jallK8Cr3rRnQTUpmuJUtNz7NUttVM31UG5+f9EFMEaC2xBcTaPAD8IIXpIKW0J1XhgsTQdB53BJKdeArwgpTQ/z1E/7f0mu5BSNhFCNDb1Jcvd+1xgKkrHt6gB9ecC/5RSVliI+x3B3vtIMBGYdqjDRDegE5AOrBJC7JdS/iSlXIsSk9XCdC1ZCJEKTEBxeObnlNk8u3a8pZTZNm05ez8GZ22FUYcwR3DqowVKzmu5wWRRt6E+idos/xRC7BJC3AUgpfwZeBOYB+QLIRZYKuxcwXQyq1XImi5XALZtJKFOfbZwVde23Px/uan/66SUVVJKjZTyFZR+YZhtH4HhKNGDq98TB3yNEne84kE/3YKJO5oPLBZKQW1v/NyCEOIfKK7vCilljenaZIv25rtR/yqUeGuZm4+19z4qTAS2ynTtRdM72Q58Aoxy1aiU8hiw0lTf3nPMz3I03s7q++TdnQkIE4JTHyepO/Wb0QE4BiClPCGlnCClbItS+L0lTGanUsq5UsoBQE/UaW4S1NtU6n1M92ZLKRPMH9NzdwG1IhrTKbgL9sUXu4DOQgjL09k5FnWt2jL9nyelLHQwDhJF8CxxG7BOSnnIwT3mfjYClqPk8vfa6aflb+oMNAL24zkigHgg1cH4uYSJkD8NjDRxeABIKV+2aO8+V/VROpeBJlHOCeBm4FEhxFcOHm3vfZjf1XZzNyzKPQlrHIWaJ6DGNUoIke7gWU77ZfN+PG3rzEWwlRThj3cfrJXFHwJfoljejsBe4B5T2Y1AO9P/vVCnt87AIGAwiptojDqVvdDAPqWgWO/rUVZD03FuNbQBmGWqey3WVkOXASdQRKoJyiLlVVNZB+B8lCw/FkXACoDmNu3vA+5y0edoFCewHIiyU94LJV4YZhqnD7G2Soky9eEVlFgp1twOcDHQD2UxlIQSxeTiwJrGdE8jUxs5KD1OLCBMZWNNY3KWm+/DYX3TXGlt8VmGMh5o5qCt+4A9KE6zLWoztbQa+g14x9T/s1BGCCOd9KuD6f+OKGOGLyzKP0FZ+zQ2vWdXVkPO3o/bbZ3Jn6B3IPzx8sVZE4KmpgVQABwFnqPOamgGijuoQCluM03XR6JOchUormIpJpPJBvbrIhQhqkKZfKZZlM0H5lt8TzPVqUJt2hfZtPU4yoS0DCXbbmS63svU90qUvmAVMNDm3vNM5Yku+nuBaSw1prEwf4ZZ1LkVyDa195XlZomSvUubz1RT2Y2msagwvZtvgT4u+nPETntpprLDKO7Psp/znbTldn1cWw0J01wqMn1mYCJQpvJU1GGiAjgE3GtRNgwlRjJ/n4YidJWmvwuwIOJAMxRhrjSN+60WZR1Mz+jg5vtx2Fb4U/cxnzTCCCOMMMI4QxHWEYQRRhhhnOEIE4IwwggjjDMcYUIQRhhhhHGGI0wIwggjjDDOcIQJQRhhhBHGGY5TLsREixYtZFpaWrC7YRdare/bjIiAqFPuLfkOBoP6+ArR0eA6msLpDylBp2t4O2f6/PT1mo+MVB9/YPPmzSellCn2yk65V5iWlsamTZuC3Y160GggP9/37SYmQvPmruudrjh2zDcblhmpqYoYnOkoK4Oiooa307gxpNjdWk5/5OVBVZXrep6gSRP18QeEEA7jXJ1yhCAUUV0NJ0/6p+0z2c1Dr/ctEYAzezxBEYCyMjAag92TUxdSqkOfr4mAue1gIEwIGgidTp0M/PUCz+SN63RaaKGCykpFYH2FM3E8/UUEgomwsriB0Gr9uxjOxIVmRpgQ+BZ6PdTU+LbNM208tVr/EoFgjWeYEDQQvl5YtjjTFpoZUiqRmz/aPVOh0fi+zTNtPCs8ChjuOcKioVMU/rAUOtNRU6M2LX/Isc+0jcsS/iAEZxKk9D8hCBb8yhEIIS4TQuwTQhwQQjxtp7yjEGKVEGK7EOJXIUQ7f/bHH/A3ITjTNi6dDo4fh1LbnFM+wpk2nkYj5OYqY4Ywh+UdKiqUhVVxsfeHk5qaavbu3eGy3mknGjKlUJwHXI6KKT9GCNHTptosVBrBPqi8qa9wCkGv97/1xZmw0CzhbyXcmTaeGo06rPjrJHu6j2dVlSKiZmsrb5GZOZrLL+/Dli3rndY77QgBcC5wQEp5SEqpRSWIuMamTk9UwhGAX+yUhzT8rR+A03+h2cLf4oszbTxPV1GGPyElHD2qOClf+QZlZ6skeXv2bPNNgz6GP3UEqagkKWbkoDJiWWIbcB0wB5WhKlEI0Vw6TkcYUgiEfuBM2riMxrDy3ZfQ6fwjDrLE6Tie5eW+92j/5Rf3MpuejhyBO5gIXCCE+AuVKeoYUG/4hRCZQohNQohNBQUFge6jQ4QVxb5FVZX/F8LpuHHZwkxQ/aVnscTpNp5SNkwE5IvnBwP+JATHgPYW39uZrtVCSpkrpbxOStkPmGK6VmLbkJRygZRyoJRyYEoI+LNXV0Nhof9PW3D6LTRnqKz0/zPOhPEsLlYK90CIhU6n8dTpFPH0pcNdQUEeM2dOZt++nQCEakZIfxKCjUC6EKKTECIGuAVYYVlBCNFCCGHuwzPAe64aDfY4mt3Ly8sD05dg/95AQKtVG1cgzBtP9/E0GsN6ATNef/11rrnmGjZs2OCybnm5imtVUu8Y2jCsWvU1b731CpMnZzJ8eFeGDevktP5pxxFIKfXAP4AfgD3Af6WUu4QQLwohrjZVGw7sE0LsB1qhklqHNCorAxun5XTfuECdYAOheIfTfzwrKgL7G0N5PDdu3MiKFSs4ePCgy7rl5f7pQ+fO3bnjjoe5885HyMk5Qm5uNjVOJnuwxvOUS14/YMBAuXlz8KKPHj8euE0LVMjkjh0D97xAw2hUFhqBmoanezRXX0drdYVQnZ9VVVVs3bqVEydOMGjQINq1c+yipNUqCyF/4/Dhv2nVqi3x8Y0d1mnUCNq08c/zhRCbpZQD7ZUFW1l8SkGrDSwROBMQCAWxJU6xc4/bKCxUh5RAEYH8fP9F3G0osrKyaNmyJUuWLGH06NFOiQAoLurgwX38/fduv/arU6d0p0QATkPRkL8QjIGSUimR8vKC8+zTGYEOe3A6jqder0QbgTqklJXBoUNw8GBojufKlSupqKigtLQU4SQLkdGo5t/Ro4XceuuFjBlzIYcP/w0oT2BfYNOmdZw4ccxtJXGYEIQwqqqUHNuXdsWeIBQXmy8g5ekXzjcYCPQYmsUo5nkZavPz3nvv5eDBg9xzzz0sWrSI7777zm49s8NYYWEhvXsPoEOHzhQVFXDDDeczefK9De5HWVkJN96YwYgR3QBYs+YnHn10HJ999n6D2/Y1wkHn3EAgzESdQcrTL72iRuO/wHLOEGqbli8QyPlZVWVtWROq49m5c2d27drFXXfdxahRoxg1apRVeU1NnZlo587dePfdrzEYDOTmZvPXXxs4cuQAVVUa4uLive5DWVkpffsOplGjWIQQHD16mK++WkpMTAw33HCH3XvC0UfdRDAGKhQIwemEkhLfm+m5i9NtLCEwHEF5ORQU1Pf1MBpD66BSU1NDo0aNAOjSpQu33347/fv3r1fPnkgyMjKS9u07sXDhCgYPvqBBRACgXbuOfPllnenq0KEjmDlzEWeddY7De8KEIERhNIY9iH0J2xNloHG6EQKtNjBcVX6+IgS2kDJ0xlRKSe/evenUqRNLly6lZ8+efPDBB3brmgnaN9/8l7POOocuXbrXlo0YcYVf+peW1pW0tK5+abuhCBMCFwgFGXaoLLSGQKdTSsZAeA87w+kwlpYI1Px0RLzNHEEoYNu2bRw4cACNRkNzJzbCWq0SC0kpefrpu6msrGDdumzatm3v8B5vYDQaiYjwTA0bVha7iUAPVLDFQhA6C81bGI3K4qq8PPhJ00/1sTRDo1HKzkBwVxUVjs1SQ2k8e/fuTW5uLuvXr6/dgEtKSjh06JCV1Y7Zeay6uophwy7hvPMutCICa9b8xBNPjOfzzxc3qD8TJlzDkCGpbNiwuvbaqlXfsHTpfCoqrD3YamogJ8e34S08QZgjsAOzuWhERJgj8AVKSoI3wW1xqo+lGWVlgRNZOiM2oSQaioqKoo2NN1b79u1rTUmTkpIoL68jBHFx8bz99uf12snOPsgXXyymUaNYrr/+dq/7c+zYEfLycklKalJ77ZVXJnHw4F4GDRpGt269KC9XBL24WJW3bOn14xqEMCGwgfn0GkqOY6Gy0LxBTU1wozna4lQeSzMMhsByqqcKIbCHjh07UllZSUVFBbGxSRS6EeB+yJALmTlzEenpvRr07G+++YsTJ3Jo2bJt7bVLL72OoqICtNp4duyoLyoNK4vdhD8GymhUpwRzNqdQntinEvR63yX28BVOh3cbKCe84mK1UTkLYhdsUZ8lPvvsM3766SduuOEGLr74YgB27txZW24blruysoKYmEZER0dbXe/SpbuV8thbREVF0a5dmtW1Rx+dRlaWY6/sYI3nKacj8DUqK5Vszhz4LBQ3ilDskytIqTirYDnhOcKpOJa2aKjCff36X7j22iEcOuQ4WYpeD/v2qbXhDKHEEaxZs4YFCxawa9cuu+W2orTXX/8nPXrEsmTJWwHoneKstm93HpojWON5xhICnU69kIKC0DrVgJoIJ07A4cN13081VFcHNviZuzgVx9KMkhJ1qm2oWCgz8xq2bv2D2bOfc/osdxBKVkNjxozhrbfeYsSIEXbLbcW9FRVlSClp2rS5Tb0afvxxOV9//YnXfdm5cwsPPngT//nP64DSNe7bB9XVekpK8igrs08NgjWepxwhaOggSakIwLFjvo3bvnz5UjIy0ujcOYKMjDSWL1/qdVulpXDkSN3EDZWF5gmCbSbqCKfiWILa/EtK6pSKDcEnn6zmrbc+46mnXnVYxxNrpFAZ0yFDhnD//ffTp0+f2mszZ87k7LPPZvHiD+sZLEyf/i5791Zz8cWjra5rtTXce++1PPPMBK/7kpV1kO+++5TNm9chZV1cppUr53L//a358suX7N4X1hEEAP5SBC9fvpTJkzOpqlLC22PHspg8OROA0aPHetyeebGbOZVQWWjuQsrAB5PzBKHkCesufBkvv1evfvTq1c9huZSecQShjMLCQnbu3Mnhw0f5v/+rXx4TE1PvWkJCIpdcMprk5KZe+QIA9Os3hDfe+ITmzVuRnV136ExObkViYguioqLt3hcs0dApl4+gT5+Bctu2TV4t5KIi/1iwZGSkcexYVr3rqakdWbv2iMft/fWXIlaJidCrF6SkQGPn0WtDClVVwYnU6i46dFCmwacK/JWzQa/XU11dRUJCotX18nJwIGavh+7d1Se+YdEYfIJvvvmGyMhIhg8fTlxcHADZ2dkUFxeTlNQeIZoFtD86Hezf7xkRP+ssteaj/HBEP+3yEXhzCtHp/JeFKDc326PrzqDR1HEspypHEKpiITNOxfH0VZ91Oh3z509n3LiL6devGW++WSeiqKxUVl6eEPFQ0hHcc889jBo1imIL+VmHDh0455xziI+3JgLZ2Ye49tohTJ36sN/6c/So53tOWDTkAbwZrKIi/w1y27Yd7HIEbdt28LgtSxlwqIb5dYaamjAh8BW0WiWi8aVTY0HBCaZPf7r2e1ZWXRrHo0c991QOpbG85JJLyMvLo1kz601fyvri4OzsQ2zd+geNGsXabctgMFBWVkJ8fGOHdZxhzZrV/PFHDt27Z5CS4n4Kt9PSakgIcZkQYp8Q4oAQ4mk75R2EEL8IIf4SQmwXQoyy144tPOEIDAZ1wvGnh/DEidPqRSqMiWnExImepWA2Gq0JwanGERiNygor1Psb6v0zo6REcYi+7G90dDR33/04d9/9OL//fpS33/4MUBulN+EqQsl8dPHixfzwww/ExtZt3AcO5PDoo/9k4cLZVnX79h3Mp5+u5cknX7HbVmbmaPr3b8Fvv/3oVV/ee+9t5s0bx/7966yu63Q1PPfcUJ58so/d+4LFYfmNIxBCRALzgIuBHGCjEGKFlNIyH9yzqKT2bwshegLfAWmu2vZkoPLz/e8lbFYIz5o1pZYzGDXqBoeK4uXLlzJr1hRyc7Np27YDEydOY9iwsWRlWds6m39nqCvkzCgtDZ1QEs4QKhuXMxiN/jm8pKS05tlnX6t33V5kUXcQSoTAHg4dKmLu3Jfo3r03d9/9WO31hIREBg483+F9TZs2JympCVqtZ5uHwaA4q7S0DM47T9C6dbpVeVRUDEeObEGnq6GmRkOjRtYHyNMueb0Q4jxgqpTyUtP3ZwCklK9Y1HkHOCSlnG6q/5qUcqizdvv0GSj/+GMTJl2QU9TUqDyugcSSJW8xf/50jh8/WrvJWxIEWwsjgNjYeCZMWMDQodaEIzoaBgyA5GRo2jRgP8Fr5OaeGiG727RRScJDGZWV3m/OnsBgMDBlyn1s2bKD555b49CaxRHS0pRyMzHRZVW/QqfTodPpiIuLq01PWVMDe/YU8cEHb9C2bQduvPFOt9uTUjpNc2n/Htixw7XF3IEDfxAXl0ybNulERERalXXpAn36+Gd+BktZnAoctfieY7pmianAOCFEDoobeMheQ0KITCHEJiHEpqKiAreppr+Uw44we/bzTJv2BLm52Ugpa81ILX0KZs2aYkUEAKqrNXz88ZR67Z1KHIHBcGoQAQjtE6wZ/tKz5OYeJSvrYG1O3sOHI/n115/5++8/yM3d63F7ocIR/P777zRu3NjKmUyjgSZNmvHII89bEQEpJZMm3cl///seNQ7EBZ4QgQ0bVnP33Vcyc+Y0t8ymu3YdTGpqj3pEQPXtNNQRuIExwPtSynbAKGCJEKJen6SUC6SUA6WUA5s1S3FrYzQaA6+0nDv3xXpJr6uqNMyaVbfJO7IkKiysf/1U0hGEQrhudxHq4+kvsRDAG2/8i+HDu/LZZ+9TU6OcK2+/fS7PP/8brVt7njQlVKyGNBoNjRo1ItGCNXE0htu3b+Kzz95n+vSnPD7120NZWQk///wtGzeur71WVJRLdXWl20nrzTgdrYaOAZaZHtqZrlnibuAyACnleiFELNACcBqqzJ3BKisLjQkK1pt/69YdOH68voVR8+b1LYzMhOBU4AhCIVy3uwiVeWEPBoPSa/mrjwkJSaSmdqRNm/a1PjX9+3ufkStUOILLL7+c6upq9CYllV5fx6EWFJxg27aNdO16FmlpXUlP78mMGe9RU1Nt16EM4I8/fmPWrCn07TuYKVNmOXzu7t076NZtMK+88iWRkUofIKXk4Yc7YjDoWby4muhoaznPli3fsHfvGgYNupb09CFWZadjiImNQLoQopMQIga4BVhhUycbGAkghDgLiAVcSkZdbYzl5cFJh5iaat9MzGxGevAgXHfdNGJibC2M4rn5ZscWRqcCIQhzBL6Bv0OgT5kyi7VrjzBixBU+ca4MtbGMMnliWYpo5s17mQkTrub775WFVHx8Y2688U7GjbvfYTvV1VVs2rSWPXu2Oaxz9OgRrrqqL5mZ19K+/ZW0b6/CVut01SQmppCQ0KweEQDYvv1Hvv56BgcO/FGvLFiE1W8cgZRSL4T4B/ADEAm8J6XcJYR4EdgkpVwBPAEsFEI8BkjgDukGL+WshlaLWzHH/YGJE6fVUwTHxcUzceK02iB3GRljOXp0F+vWfUhRUQ7Nm3fg5punkZFh38IoVFhvZ9DpTg1rITNCdTy12sDqWcyEwGg0smrVAnJydjJ+/FyPQiqECkdgCSmtIwgMHJjB33/vonXrdm630bfvuXz88a+0atXWYZ0//thPQkILWrbsQmRk3VYaExPH22/nOryvf/8radKkDd261beLCdah75QMMfHrr5to5sBbvLi4ftzxQMKeaejo0WM5cUIFkjMajYwdq5REQgief34N3bs7NmMbOBDi4iDVVs0eQjh50rcB/PyN5s2Db+ViD6Wlvgkq5w5qalQoEzMeeCCV4uJcXn99P23apDu+0QatWysrF0frMVCYMWMG//vf/3j88cc577zLHI7jiy8+SrNmKYwde1+9qKPuwmhUazk/X/kFVFWVsWfPao4f38+IERNISkrx+ne0awf9+vknpIwzq6HTzrM4WLLqnJwsRozoRmxsHNu315dLmU0B8/IOEhkZjcGgQ0pJUZGt2sQaRmNoi4aqqoJLBAoL1QbaqZP7geRC9ezj70B9BQUnuPzyc+jevTdz5qyyKrviiicQQhAfn+xRm6Eyllu3buWnn37ittvGOzwIlpYWs2TJPIxGI7fc4n1k0b176ziO6OhGREen8PXXMzl48E/OOuuCBhGC01FZ7Dc42hgtFUSBRlFRATqdFoNByUjuu+961q//hSefnMG1195Ta8HUpk06H36oZcOGz4iJiaVHDzshES0Qiqy3GVIGTwwHym8h26SHNxhUMLnISNcBu0JxPI1G/zs+5ucfp7Awn+PHC+r511xxxeNetRkqosvnn3+e8ePH06XL2Q73h4qKcl599T/k5x+nRQvXyYEXLZpDYWEBjzzyfG0Ws7Iy9dm+/Ud69ryw1u9i6NAx9Ow5nKSkluzcuYqPPnqKvn0v56ab/lWv3ZoaDdnZ25HSWE88dNp5FvsTjgYqmKGPu3btyX/+83WtJ+Lmzb9TVlbMs89O4N//fqlWGbxs2RROnsymRQulG4iPT3LarpShyxFUVwdPN2BO3mNGYaH6CAHnnAOxTsLDhMLGZYtAcLI9evRhyZJjFBRU+tS0OhTGs3v37nTv3t1hhOGXX57EwoWzeOaZmdx/f71oN3bx5psvUVR0kvHj/0FKSmtAOahWVpbwyiuX0qpVF2bP/hshBKNGPVp73/79v3P48GZSU8+y225e3kGee+48UlPPYtas3VZlp52y2J9wtDEG04QxPj6ekSOvBJSeoLS0qLbs5Mks5s+/EyEEer229trChSpngSNFMVj7EoRaDP1gEt7SUvvcn5SQlaVCI5thMCg9RqNG0KRJaGxclpAyMM6PRmMkUVFtadPGXh8khw9vITt7OxdccIfb9vWhwhGY4Ugi0LlzdxITk6mudn+TuPPOR035CBphMCijiOJiKCk5Tps23WjcuKndcRow4Cr+9a8/iIuzf8hr0qQ1nTsPpE2bbvXKTrsQE/5Cnz4D5Q8/bKo3mauq/Gt/7Qkc5Sewh4SEZixc6Fi+0rs3JCRA+/ZK7BFKOHo0cDmJbZXw48ZNo29fxwT0rLNUaA5QhOH4ccUl9O0LSUnBV26aodOZlY7+f1ZeXl36U1tIKcnMbEFFRRFvvplN8+bt7Ve0QbNmSrmZ4r1Y3Cd47bXXiI2N5ZJL7rFrsqnT6YiMjPQ4yYzBALt3K+fU6Gjr92Qw6GuthXS6Gk6ezMJg0NOuXU+vf0dKCgwapOaor3HaKYvN5opmWXBNTfCJwK+/fs/s2c9z1lnneJSHoKKiyGm5ZZiJUCIE1dWBJQK2GeBmz85kwgTH3NTffysFckxMXbwp81gGqt/uoKQkcLmdly5dyJ49f3HBBXfQteu5VmVCCAYNuo6amkp0OveVFaHAEcHijTkAACAASURBVBgMBp566ikMBgP79tlXAptl/O7i2DE1d06erItQYPueLE1G9+1by7RpF9Gjx//x/POrPXqWLcKiITdhNKqNv00bxQmcPBn8ybhly3q2b99ITk4WKSkdyM93lyNwbsIWqjkJAikWshefSavVsGzZFIeEQK9XxMCSeJrFbKFCCIxG/4+jXq+yjSUkwIYN37Nx45f06nVhPUIAkJm50OP2Q8GYQavV8txzz3HsWL5DT2FPUFamuN2yspMUFBwmObkVJSXHKSnJo3PngSQnt7QiAgDNm7enZcvONGuWyrp1H5OXd5DBg693qCcAxYVJKa24lGDpA09JQgBKFpibG7jTlCsMGjSMCy64jKSkbnTocC4LF2ai1Tpf5TEx8YwfP8dpnVAMM6HXB9Zk1JP4TLaw3PRDjRD4OteAPZw8qQ5LVVVw6aUP0bPnhXTubFc64BVCgRDExcXx3HPP+SwVbU6O+rty5Ry+/PIlrr9+Kvn5B1mzZgmjR09m+fKXSU8fwtSp62o38TZtujFnjkryM3Pm1WzZ8jUdOpztkBDMnn09mzd/zdNPr6R377pAeWFlsRcIFSIAMGzYxZx33sVs2lR37b33HqCqyv7MjIiIZMKEBU4VxRB6EUiNRiVrDmR/HGWAEyKCtWuXuhxDM8x9DhUv6EAQU8u0k716XUivXhc6ra/Xa8nN3UeHDme71X4oWbX5wvzWbB4K0KpVFzp16k9SUgvi45NYs2YJy5e/bHqWxqG+YejQMU6JAIAQkRgMOioqrPWD4eT1bqJPn4FyxYpNrisGAcXFsG+f9bW1a5cyf/6dGAx1VCsmJp4bb3yRmJg4kpNbMXjw9Q7bTE9XnrChksA+Pz/w1kL2cjiYERMTzwUXjOevv76zMst1RByGmGJ8BTuBvZmj9Sc8SUIPZoVxChUVhcyfn0dysmtb+8aNoX//4Hq+b9u2DYggNjbdq7SSoDinw4edc4vbtv3Aa69dQ0bGOK666km7Vj9arQoy58rqSqMpJSqqETEx1v1NTlZz1B/5R0675PWhiI0b1/LBB29x4MBGq+sZGWM599zrADUxWrToyIQJCygszGHRogdZvPgRp+2GkmiooiI4JqOjR4+la9eedheXVqvhp5/mc/JkFiBrzXLXrl1avyFCQzyk1XqWIN5TVFUpZWeWBRNVXV3J2rVL2bt3jcP7hBC0a9eL1q3Teeedu3j22cF2A6NZIhQ4gqeeeoq+fft4nVYS1PtwNSd69x7JO+8UkJn5H7tEYOHCTO64I56pUzNcPi8+PrkeEYAzNx/BaYPZs59nzpwH+fBDaw/NTz+dyl9/fQdgdVpt0yad2NhEWrRwntg6VJTFBgMUOTdw8hsqKirYsWOTk9ju1tfNimR7MC/2YBECsyOcP59/5IhSdlqKngoKjjBv3jgWLnQeWuHZZ1cxe/Z+YmLiOHjwTwoKjjitHwpWQy1bdqBTp2507tzddWU70Gic+3EYjQbKyk4SERFJXJzjIFW9e19EYmILBg26zqt+mBHWEZzCaN26PbGxibRqVZfcY+3apXzxxYuYN6qTJ7NrncguueQBLrnkAZfthoqOoLg4OH1Yvnwp06c/5fF9jhTJweYIKiv9O45VVfaDLkZFxXDeebfQpElrp/ebrWGuvfZZRo16jLZtHcu5IfgcgcEAL764oEFtOOLOSkvzmTy5f208sJYtOzFnziGH7Zx33k0MGXKjlRjYEY4c2cry5S/Ttm13qzAUYauhUxxPP/0+N930vtU1dSq1f1r1VMEZzMWm1QYnsJwz3UAdBLZjDPYT/UDwfQn8PY6WYTcs0aZNOg8//LHb7XTseI5b9SwPKsHQuTREVFlYWGd+bg9xcUm1RCA+PpnExBYu2xRCEBXl2oS1urqcP/741BRrqI4QhKzVkCl15DlAW6AK2CmldJpB7EyCXq8SztgLe3vypPdmj2aEQrrKYImE7PkPgLK4ktJI8+Yd6NdvFKtXf2Blquss0U8wOQK93n8JfIxGRWQCkfDeEsEWXRYV1WA0RnvsMazTwYEDzvsdExPLG29kkZjYgkaN4msDSvoC7dr14qGHPq4nGg65oHNCiC7AU8BFwN+ozGGxQDchhAZ4B/hAShkCaszgobzccQz5Fi06mJSY1mjevANHj+7iySfPJiIigqVLHU+wYIuGqquDl33Mkf+AlEY++qhuQLp1O5/333+YysoiEhKaM378HKeJfiA4hMBf3ICUsHmz899UUVFMTEwsMTFxbrVZWJjDunUf0bhxU0aOdKxXsORYA+35rtfDO++8wezZz/HQQ//kgQeecfvewkL3NtwWLeo4S1snsoYgIaEZQ4feUu96sAiqMzL6EvAh0EVKeamUcpyU8gYpZR/gaiAZuC0QnQxlmBf3gw92YMyYCD777IXasptvdpyWMjGxOSAxGp3vSME+cfnCQcdbmFN82sIs9jEH8IuOjqWyUrEtXbsOdiuIX6AJgT8Dy5WXu/497713P+PHx7N+/TK32iwuzuXjj59i1ar5TusFc35WVkJe3jGqq6to3NizTEOOxEHBRshZDUkpx0gpf7OXOlJKmS+l/LeU8gNnjQshLhNC7BNCHBBC1Iv9KoSYLYTYavrsF0IEIdNww2Be3Eo0IYmIqDsWZWSMZcKEBbRo0REhRK3paEbGWJKSWvL66/tZuNB5Sqpg6gj0+uBGGJ04cRqNGtUnpGeffRFjx0Zx//0qjeC2bStry3v2HO60zWDpCCor/fdMd4i10WggMjKaxET3osO1bNmJK654ghEjMl20a/03UDAYlFL8n/+czbZtJVx33e1u3+tJMqVVqxYwZoxg3LgYdu5c5foGD7Bp0wpWrpxLRUXdHhCyOgIAIcRQIM2yvpRysYt7IoF5wMVADrBRCLFCSlkbgFtK+ZhF/YeAfp50PtiQsi4g1ezZBygvLyA5uZVVnYyMsXZPqBEREW6lBAwmIQgmNwBw1VVjOXgQPvlkCoWF2bX5nRMTW/DLL+9SVaXMY3r3voj8/EN06jSAq66a5LTNYHEE/hxLd1KzPvropxiNRuwp1u0hKSmFceNm2S0zb1SWbh2B3rwsrdiSktzPqial8rFwF3//vR4Ag0FHTY1vT0WfffYcWVnb6N49g4SEprX9CwbcURYvAboAWwHz8pGAU0IAnAsckFIeMrXzCXANsNtB/THA8270OWRQVVW3oSQkNCEhoYnPnxEs1ttoDEyMfGcoLYXzzx/L+edbE1Kttppnn11FerrK7jR06M0MHXqzW20Gw4+gpsZ/mfMMBvffk6cKVXuQEubOha1bYfBguOIKOPfcwB5UvLViMxhg/37PcpoPH34XKSmdaNKkDenp53n+UCc499wb6NbtfKv0oKHMEQwEetoTEblAKnDU4nsOMNheRSFER6AT8LOHzwgqGqr8++c/z6Oo6CiPPfYlXbsOslsnWMrisrLgOwo5UsLHxMRSXHycJ57oURtW4oYbXqB1666UlZ1k0KBrHLZp+ZsMhsAoOP0pXvMnp1FQkEVRUQ7t2/eu3axWroQNG1T56tWwYwdcd11g54rleD766Fj0ej0vv7zAJWdQVOQZEQDo0WMYPXoM86KXrnHddc/WuxbKfgQ7gdbAcVcVG4BbgM+klHbPaUKITCATIDXVvgIxGLA8iU2adDZabRVPP/29WyIfgOzsbWi1VRw/vs8hIQiGaChQGbNc9aGkBH766W3ee+8BmjZN5a23VFjItWuXWkV3VWEl7sFg0CNEBB995Pi4bzmOgSIE/shFbNbf5LthyF1QkMXs2dfTvn1v7r//fbef8fbb49mzZzUPPbSWr78+n8jIurAVt98OixereWI0BnZ+Wlqx/fjjcqqqNLz66n9c3hfsOe0KFRUqx0pIcQRCiK9RIqBEYLcQ4k+gdkpLKa920fYxwDLNUTvTNXu4BXjQUUNSygXAAlBB51w8NyDQ6awn1rFju5BSote7v+qvvPJJNJpSunVzzHIGw4+goiK4sXgKC5XuRaeDwkLFVBqNdSa2y5ZNqRfi22zjbatctoXlhqXXq+Qj/oSU/iEER4+6H6+otPQEhw9vdjv9pBkdO56DXl/D1q3tOHKk7vrIkXDppYoQ6HSBtX23Hc833/wvFRVlxMe7jsjoDSHIzd3HjBlX0LHjOTz22OeeN+AEer2WoqJ8tm6NZ+PGZuzapYLObdni08e4BWccgX1NkfvYCKQLITqhCMAtwK22lYQQPYCmwPoGPi9gOHy4/iK88spJlJcXOvRotYcbb5zqso7lAguU92awTk7Lly9lxowpHD9eF0X0hhteZOTIe6murpPDOXLUA8GiRc47b0kINBqId043Ggyt1vebpJSeOfm1a9ebf/3LefA4exg/fg5SwuOm8Fm3365SUw4YoOZhRIQaTzMxCASqq63Hc8SIK9y6T6/3Lqd5fv5h8vIOkpd30PObneDAAfj888Ns3doYqMubWlKi3m2nTj59nEs4JARSygblW5NS6oUQ/wB+ACKB96SUu4QQLwKbpJQrTFVvAT7xQgcRFFRX2z+J3XrrdL88z3KBBWKEdDr/KTadwTachDmKKNRPR+nIUc/S+ccRLMewslJtbP4krv7gBsrKPMvFERvb2G5GMndw6JAKW5GcrLgAy7GKjla/r6YmcByBN5s5eK/PO+ecS7ntttmkpw/xrgEbVFfDhx/CqlUAKkhebGwOt97aji++UIQgGA6c7lgNXQdMB1qiArsIQEopXaZXllJ+B3xnc+05m+9TPehv0OEolos3MIcF7tdvFAMG2Je02XIE/pZpm81hAw1H6Sjffns8YE0Mbr55Wr0McM7CSljClrCWl9cluXcH5iBr7r4HfxCCQDpDrTfx6UOG1CeYUVF1hCCQHIEZRUUnWbnyc1q3bueSM/CWEAghGDXqUe9utoBeDz//DF99pU78UVFw0UVw7rl6undvR0QEfGfaKUOSEAAzgKuklHv83ZlQh15vXzlXUVHCJ588Q1JSC6tIgq7wzTczycraRmlpnkNCYKvc9DAHt8cIRnA5cBxOwmg0MG/ebeze/QuZmUohaCYKy5ZZ+xd8++3rvP32eK666kluueVlu+3Z6j4cEQIpre3kQZ3WysogNhZaus7ZAvhuUZvDVyckeB77afPmr8nO3k6/fleQltbXrXtWrYLvvisnNzcSiGfo0Pp1oky7hz/EX/ag0Vhzq1lZB5ky5T769BnkkhAE0ydGSpgzh9rshZ06wb33QseOYLkFmw8X/jg8uII7hCAvTATUBMzOtn/yyc8/wKpV8xEiwiNCkJ4+FI2mlI4dHS9OW3NHf6KmJnhpHB2lo1SQbNjwaS0hAEUM8vIOsnnzCg4f3syCBfeQkpKG0WggP/+ww+fYvj+9Xon6mjdX41tSUifqaNRIZeCKj1dmh+bNRKNR90W5WD1are/eWV6edaIZT7Bx4xesXv0+ycmt3CIEej189BFoNCpsQ3T036Sn17eEM//+QHAEFRX1OaHk5KbccssEh6FIzPDEk9gf+OknRQQaN4YJE2DQIGvuSkpJaWkeUVEqRLh5PAMZzdWZ1ZA5u8ImIcQyYDnWVkNf+LlvIQONRtlLOzr1REfHkZKSRqNGnuWS7N79fLZu/Y7PP3+B1asX2U2xaMsR+BPBUhJrtXDXXdOYPj2znjWQGVVV9Tv37bev13oXG40GHnxwCTpdDe3bO863a+8dmjN62ZaZA+4VFta/p7zceTpBo9F3kUANBs+8YW0xYMA1JCe3plOnAW7V37NHzfm2bSV33FFAly5p9bgjqONO/a0j0Grtv4POnbvxyivOcxEcPBj4iKxmGI3wxx9KJwCKCAy28aTSaMqYNKkXGk0JqallgKhVvocEIQCusvhfA1xi8V0CZwwhKC11PtHbt+/F3LmOT6H2YN8Wvr5yNFAcgdEYPP3AoUPQs+dYWrWawdGj2+3WsacIPvvskeTlHeLSS/9Bly6Dyc7exrJlUzh5MouIiEiMRgMtWnS0IrCOTq6ebmRmkZKjxZqf75lC1xHMRKAhbQ0aNJpBg0a7Xd8swjj3XMHZZzuWgZlFGf60GpJScQLeEBqtNnhEoKoKXn1VeTIDXHhhfSIAEB+fRExMLFptI6SsBuLQagPvWOaMEPwE/CCltEOLzyw4ki+uXbvUtPG4TppuC3u28PaS1gSKEFRWBseRRadT4hhQ9u4AERFRVn4DjhTBlnbdtoTVHNXVlsD6aoEZjZCTA0lJ0MQmskhZmW90A8ePey8O8hZS1hGCgXbTnNchEBxBebljK7ayslKqqzUkJze1m7TekWd6IPD554oIJCfDDTcoQuAIzz33G8nJrXj5ZXWqCAYhcMZ8tAc+FUKsEUJMFUIMFp56pJwGkNI+ITBvPJZJ0+fNG8eECS0cJk63hLtJawIlGgqWWMiS5Z806Ruuu+55brrpJRo3VnKXiIhIeve+yCWBtUdYzbDMYezLBWY0KiJmKbs26xl8AV9ZqO3du5acnN2moHP2IaWyEPr+e6WMbtYMOneGrVtXMmPGlfz447x691gqi/2xcUnpPCTEkiXzGDy4LXPnvmi33J44KRDIyVGhOISASZOUdZAzK7OmTdsQERFRWyekOAIp5XRguhAiEZWc5i5gvhBiD7ASxS246dt46sJR+GBHG09FRaFD+3dLOEtaYwlbT1h/QKsNju8AWG+iXbsOqg21sXPn/9i5838YjQa2bFlh9169Xs/cuTexZcs3LvPEmgmsP06uFRWq3ZgYJRLwxSIuK/ON9YhOV8MLLwwjIiKSJUscv+TffoP5FqkHBg5UG1l5+Un++utboqJiuOQSa+d/S2WxP8bVVZ6FqKhomjdvSZMmzeuV6XSBtxSSUulXFi9W/R45Erp0cf9+fxNWp892VUFKWQ58afoghOgJXI6KPnqpX3tntz+BfZ6jyeTYu9W9vMTu2sIHgiMIhkWFObqpo2dfcMEdaDQlZGfvoGVL+26W3377Ghs3funW88wE1l8LrLLStzoWX8m2a2o0dO+egZRGh9FHpVScAKiNKzoaLrtMfe/deyQPP/wJXbrUd0jz58blihsAuPfeSdx7r/2w48EQCy1bpvwEQBkS3OxeQFx++20xa9YsRqN5F+gYmoQAQAiRCnS0qL9RSvma33rlBKFACNauXUpERITT7GKu8hI7soV3lV3Lnn17Q2CZUyFQyMlRHzPWrl3KokUPotGU0rhxM+64Y67DPA6W93zxhX2RgC0sCWwwYyi5C4PBd2KNhISmTJ26xmmdvXuVLiIpCZ5/3tpXpWnTNpx3nv0dzVzPrMj25dxsSCKfhlpZeYO8PPjmG/X7r79eeWEnJLh378mTWezcuYp27UqAjuj1IUgIhBDTgZtReQQs8xH85sd+OUQgCEF1tVoYen39E6tZN+AqxaQ7MYdcbXZmWJqSGQyu7dc9gWVOBX+jvBxyc61Pa7ZK3srKolrRGuBQGe9INGe2FjJD3fdy7X2hHsikslLFoQnERiClehcrTJK3iy7yzGHRUjQEvvV8b0jo7pycwDtlffqpWkcXXKAIgScYOnQMXbsOYdWqzuTkhKhoCBgNdJdSBsHfLbAwm6odOeJ4c3SmlDTD3XAHAA8+2I7y8kJeeWULqaln2a3jT0IQCLGQWXZqj7tyZD31wQePUF1dXpuX2Nb6x5FoTkojH38sGTMmApA8+eR3tG/fq7Y8WPHe3YHBALt2Ba6PCxfCL7+o/yMjFSGwh5yc3WzY8Clt2qRz/vl1cSMtRUPgO0JgNLoXU2jSpDvZv38X06bNp3fv/oC677g/A+ZbQKNRjne5uWp+R0UpCyFP0bp1V1q37sofpriAoWY1ZMYhwM+BDdyHP050Zu/SrVuVA4qzE7Iz3YBtXmJ3UFZWgE5XTW7ufod1/GVCajB4H8TLExw75rmupaKisJYImGFp/eMowJyZE5swYQHPPruqXm6IUCYERUW+79+PP87jnnua8dlnU62ua7Wwdq36v1cvyMx07CCXk7OLzz+fypdfTrOyPLIlBL5am1VV7rW1f/9Otm/fiN7CisJXFluuoNPB66+rUBx7THEXLrsMWrTwvk3zePrDL8OVVaAzz+I3UCIgDbBVCLEKa8/ih33TRc/gi8lWVaUsPCIi1CaVm+v+wDuOfNmRN9444nFf7r57PlFRMZx11gUO6/hLYVxe7n9RSVGRtT7AFo7G0xHMuhdXyvYRI+6xe38oEwJ/BJMrLc2nsrIY2+C++/erDadjR3i2fqIsKwwceA1Dh47h2muftVI42+MIfAF3xUJz5nxMcfFJ0tN71l4LhL6ruFhxU7t2KR+SzEwVPsITCyFLFBQcYfPmFRQUXA6k+5wj0OtdW1A5EzKY3ErYDNi33wsCGrJxSakSeuTmKqVOdLTnZpMNiXxpD8OH3+myjj84gkBkITt61LXSztF4xsTEUVFRX2NqPvF7o2yH0NARLFz4GrNmTWbYsEuZOXMRTZs2R6fzPI2iO7j++ue49NJ/EBFhvdR37VJ/e/Wyc5MNoqJieOihj+pdt6csbijcFQsBpKV1JS2tq9U1f8/pTZvgrbdUH+Pj4emnzcHjvEdu7j4++OARUlJaA+k+5wiKi12/G2eEoBT4XUrpRjK8wKEhk+3QoTqzPCm9s53PyBhLTU0V//nPBIB6IQz8AX/4EjTEKsMdlJS4Z7lhHrd588YB0LRpam1uB1cE15my/Y8/PmfFium0bduDBx9cbFUW6Dguttiw4Ve0Wi2rVn3Nnj3bGDp0hMcRRT1BUlJKvWtmQtC7t2dtSSkpKDhCy5adrEQZ4Dv/CW/b0en8qySuqVGcQFUV9O8P48e7H4XWGVq27MQll/yDvLwuFBT4VjRUXa3Wuiu9orPiccA8IYQG+B1YhyIMO33TRe/gLSHIy/OdbfaFF97FoEGjKS8vcKjgdRc///wf1q79kN69L7KbzBp8zxGYPWL9CU8UdkOHjuGDDx5Br69h7txDREXV5Y/09MRvRnb2Ng4d2kh+/qF6ZcEmBK++upAHHriBxMRkkpKaUFLiXHzmLUpK8njppRHccsvLDBx4Te11jUbpwiIjoUcP99uTUvLMM/3JytrKm28eJSqqHeA7HYHB4L4TmNFoZMaMZ0hMTObBBycD/jd8+N//VP86d4aJE31nKtumTTfuvPMNvvgCtm3znbJYSvfNkJ15Ft8AIIRIA4aaPvcKITqg/AhGNbSj3sDTyabXK1FQbq7v+hAREUFSUguSkhqgGTJh8+av2bNnNRpNqUNC4GsdQUmJf8NNV1V5JuaIiIhg4cL6AnJ3zWvtoV+/K9i/fz3dup1fr8zXlleeIiWlNZ9+qjS1+fnKjt8f+PXX9zh2bDerVr1Devp5JCW1ZMcOpR8wGqFbN4iLc789IQQpKR0pLDzK8eP7awmBrziC0lL326isrOCdd2bQuHFCLSHwh36gulo5ikVFKe9rUOah/gi2Y56TvvIj8CSTnTuexUeEELFAnOlj/t8lhBCXAXNQqSr/I6V81U6dm4CpKMX0NillvbzG3kJKxQIHwjLGWwwceDUaTTF9+jh20vYlR1BT43/Xe19mcfO+Dwc4ceJvdu5cxW+/vW/FTYSCnsAMXx5QLJGXd5ARIyYQH5/EiRMHSExswZ9/wr//XVfHHf2ALSZM+A8JCU2JiIjkwAF1zRfKYik9O9FHRkYyaZJ18iFf6Qf0enVYSk5W47VtW11Zly7Qr59vnmOG0WigsPAoGk080NJqPL3lXKurPeP6nVkNTQbOA1KAfcAG4E0gU0rpcjsSQkQC84CLgRxgoxBihZRyt0WddOAZ4HwpZbEQwqXEzZNFXFTkHyKwZcs3vPvuA6Sm9mDy5B8b1NaFF97NhRfe7bSOLUeg03mfqczfgbgKCuzndHYGo9Fx+ANv4CrEdzAthz79dBEHDuxh9OhxNG3amYMHjzZYvGgPU6dmUFJygnnzcmjWLBWAX39VZV26QEqKY78BZ7Dkgm11BA3hMj2N0RQf35gHHnim9runhMQZ5s+HdevUGtPpIDERhg9X4s7rrvM9N6DRlPLww52IiZkIzLTisLxZFjqd4jQ92SudcQS3A5XA1ygdwR9SSk/sGs4FDkgpDwEIIT4BrkF5KJsxAZgnpSwGcEcxLaV72aHAf6eto0d3UlR0lJqawATpsX2hVVXeEQJnIX19gaIiJXv2FKtXL2LBgntISGjGwoUNp1SuQnwHkxB8880yfvvtB7p168XEiecQHR3L++9X+pQQSilJSGiOTldDUpI6W5WUwPbtSi/w5JMqnERDYWs+2hBC0BCxjtGoxF2+EJseOaKIAKgNNS5OWQZ17tzwth0hJiaeFi06YjQmUlTUcFFbYaHn9zrTEfQQQjRD6QaGA08LIRKAbSil8SIXbacCRy2+5wC2qRm6AQgh1qHER1OllCtdddodQlBU5D+b4r59R1FcnEuTJm0a3JZWW83mzSsoLz/JJZc8YDfHQXq6tZxco3F/Iev1SlQTF+d/G2tvCW95udr8bW3dvYWrEN/BJAQ33ngX559/ERkZl5OS0pGYmMZUVhaTmFg/gqa3EEIwc6a1Tcf69ep39+/fcCKwdOkk1q37iAEDvgX6NpgjkNJzzr24uJBDh/aRktKamprOPjN++NyU4uKyy2DUKHXgss034WvExMTyxhtHWL1acSMNIQQVFd7lwnC6nUopi4BvhBArgQHA/wH3okJSuyIE7j4/HUVo2gG/CSHOllJavVYhRCaQCcoBSadTCcTt91lZYPgz6FTHjn244465PmmroqKIuXNVUK/4+GS7Io1WreC22+qIgSc5Tc2KYX/bV9fUeM+aX3nlREaMyKS62jfKC1chvoOpI7jyypvQamHfPpgz5zD+TvGxeLGyfTebVQ4b1vA2a2o0FBfnUlWlzPAsCYE3gee8Cd3955+/cd991zFy5DXcc89yz262gVYLixYpnAyenwAAIABJREFUh76dO5Wz6TXX+J8A2KKh5rhGo/dRVx1uJUKIq4UQrwoh1gD5wCygOfAE0NqNto+hktuY0c50zRI5wAoppU5KeRjYjyIMVpBSLpBSDpRSDkxKSnERAiLwkQcbgiZNWhMdHUd8fDKffPKMXZHGW29Nsbrm7glKqw1ciOmG6B4iIiJISGjiMGyEp7j55mnExMRbXbP0QQgmRyAl7N6tuDN/E4G8PJUgpaBAGQg0bqw4goZi9OjJzJ17hD59VNotS8sUb8Qz3hxS4uMT6NdvCG3a9HRd2QV++03pT3aamKhLLw08EQBrqyHwfJ6WlHgvHnPGEdyB8h14EtgspfRUurwRSBdCdEIRgFsAW4ug5cAYYJEQogVKVFTf8NsGzkyi/OGmb4vff1/Gnj2r6dPnUgYNusb1DU4QERHB4sUa1q5dWutUZYu8vPqijqoqtbAdQa8PzFiY4a5DVEPSe7oLV17HwSIEVVUavv32R6qqWpOePsRvz1m37mO++OIFEhLeR8ohDBqkLF06dFCn3YbCrHw+ZFqplnond/V3ZlRXe2fQMWzYxQwbdjF//dUwJzIp4Ycf1P833gjdu6tPoDF9+igOH24HLPDKCkunaxjX70xHcB2AEOJyWyIghLhPSjnf/p219+uFEP8AfkDJ/9+TUu4SQrwIbJJSrjCVXSKEMIe4nuROjmRHskh/uenb4qef5rF37xqOHdvTYEKwdu1SPvjgEbvhFMxo2bL+SbmyUqUTtCceqqlRVgO+8hxevnwps2ZNITc3m7ZtOzBx4jRGj7YWVbnDeTiy5lmzZgk5ObsYOnQMY8fO8EmfzT4Ier2eioqTNGlSx8QGixDk5mYzadK1tGnTjddf38fOnatYtOgfdOs2lHvvfddnzykoOEJubg5RUecAMHq0f5Sdtspi8FxP0JAEMr7I4rZ7txIlN2kCV18dPP+SwsKjlJaqiWlet57M06Kihok83fnZ/xRC1EgpfwYQQjwJXAg4JQQAUsrvgO9srj1n8b8EHjd93IajyRaoHKVpaQM4eTK7wac6243RHoSIJzOzfhwjc6yg5GTr60ajEgX4kghMnpxJVZXq47FjWUyerEwxR48ei5T1LYUcnfodWfPs3v0Ler2WrKxt+BIrV77BBx88THx8E959t27HCRYh0Omi6N//Kpo2VUYGERGR5ObuJTGx4Y6JZlRXQ3HxE7Rv/yhHj8bRrZvviUBFRTGffz6V/PyuwENWHLonhECj8X4jl1KSm+u9aG3jRuUpnG+yUxw5MrhOho899gUHDsTz1lue6wjKyhpuJu/OT78apTCeBFwG9ECZgQYNjkRDgSIE48fPZvz42Q1ux53cBi1bLmD4cPuiEzMhMJvURkerE5YvvYZnzZpSSwTMqKrSMGvWFEaPHsuRI9YOas5s+B1Z8+j1Oi677GF69hzhu45DrVWX0Wg9IMEiBLGxXZk0qS5+Y+fOg5gxYwdNm7b12TO+/RZ+/LFO/nPVVT5ruhaRkVGsXDmXyMiLaQghaIilT2bmGP7882fuu+99+vXzLMiBXg/vvVf3/Oho73wqfIk2bdJrpRmeWGEpwt/w57vjWXxSCHE18D9UJNIbpK/s/LyE7QAZDMr+156MLBAyaW/hLLeBQkfi4sY6PN2bPSArK9XkiYjw/SaXm2u/j7m52ZSV1Xcec2bD7ziEdwfGj5/jsz6bMXDg1SxaVE5srHXOwGAQAoOhfqyr2NjGtG/vYdQ3J9Bq4UeTf+Nddym9QEPi4ztCXFwit9/+bzSannz2mZp7ZmshdwlBVZX3Pi01NZCTc4yysgIaNXKiKHOAP/9U66ZtW+Ug1rZtcJTDtrBVFrviloxGpQf0xW7szGqoXAhRJoQoAw6gFLk3AuZrQYN5oHQ6ZSO/Y4f9gHLm06nafGTt6XTt2qUNen5e3mGKinKtEmJ4A2dWMtHR8cA0dDrni6ukxLfRH23Rtq39PrZt28FuKAlnNvw33zzNKqAcNCyEtytERcXUIwIQHPPRggKoqdFaJXbxNVavVtxZkyY5FBZOITbWfxncL7/8Efr1uxhQ89N8WHF3STSEGygogH/+81fmzTtG1662rkmuYSaWl10G558PnTp53xdfYf36ZXz//Sygbj2bowg4gi+5f4eEQEqZKKVMsvjESikTzNd983jvUFWl7LC3bFGcgCMHCmen04Zg8uR+PPhgKj/84JkvgZRqEh89qjbtm2+eZtrwrZGQ0JybbloAjHVJCPyNiROnERFhnX8wLi6eRx+dZtdSyFnmsIyMsdxxx7xaYhAREcmECQvIydnFu+8+QG7uPp/33x6CwREcPw4rVkxn3LgovvjiX7XXv/9+Du+8czeFhUed3O0cZWVqc1tuMqevrHyWr7562flNPoCl3bslIXBFaCsrG6bkLS1Vc6dZs7bExDhwKHKAHTvU3hEX5xufCl9h27Yf+P135Zplufk7GqeaGt/6BjmLNZQmpTzipFwAqVJKPwTQdQ6dzj25mCsPU29h3hgTEtz3Bt25E95+u87MMikJevceS9OmkJ8/BbAWXRUWwtKlamEFkxAohbDk8cdvA6BNm3Y8+eSr9O071i5H4Cpxz8iR9xAdHcPbb48nJSWNjIyxjB8fj1ZbRXr6ENq29cx2r6REHQb69LFvQfXUU+dQUHCEJ574il69hgOBH8+SErVwa2o0SCmJiamL2fjnn5+zd+8ahg27jebN2ztpxTGmT68z5WzfXnLxxRmUl3ehcWP/yTuOH9/Pzp1/A1dgMKgxbdRIlZn1VfZgMLhvamwP3jpHGo3Ka3fNGvX9wgsdO6UGA0OG3ERycgYrVljPz+pqSKjP1PpcH+pMRzBTCBEBfIXSDRSgIo92RVkNjQSeRzmFhSRceZh6C0/j4RgMKqFFUZF6qTEx6v/ffwcYS1LSWGbOrHP9nznzGnbv3g4cRqv1bwIZd3DtteOYOHE8RqORefM+o23bwRw+bL+uO5nDhg69laFDbyXKdKTs3HkgJ09m07atZ8HXiorg+eeVnPTmm5WZpC3y8w9RXV1BTs7OWkLgz+Ql9mA+tIwZ8wo33fQvpKxjSS677GEyMsbRurW1H6VGU8ZXX71MRsZttG/vOExoUZEiAo0awR13wKBBoNFcREpKmh9+SR3WrFnCl18uAa6wEg2B81hYRUUNm88lJSqj10cfPUnXroMZPXqyW/f99ZciAtHRSiTkTZJ5f6Jv38tITaUeIbA3V/0RM8yZH8GNQoiewFhUSIk2qPzFe1AmodOklF5EtQgcfJ1W0lv8/rsyU2vdGmbNUifX3FzFph44ACNGWMd/KSg4THW18gYLNkdgxo8/7qZt247k5cU6JAJmrF//CT16/B9FRTns27eWefNuY9myKdx88zS2bv2ekyez6NZtKOvXL7NS4nftOsjt/mg0MGNGndPcp59C+/ZqoXfoUKf8GzNmOjpdNX37Xs3x40p5GmhCYHmCjYy0XnKDB9vfkb75ZiYrVkzn++/nsHixY9tAszdsWloZLVps4vXX/0VW1lZmzdpLkyatGtx3R+jUaQB9+x5n61Zr0RAoUVVionWoCSnVu2povKvSUhVifPPmFeh0NW4Tgt2mUJdXXgk33dSwPvgLtspiqBvbSJN01mDwjZVQvWc7KzSFjG6YQD2IMJ9C33//ISori4mPb8Kdd74ZEKshKeGrr9SGtcmU/fmaa+peaGqq+tjDrbdO59ixQ3z4obUpWTDsnPfs2c4VV/QlObkZH3540iVbrtfr2bLlm3rXzYp6KSU6XRUHDvyBwaCzKgPcfjfffQdZWYq49uoFq1YpIgvKCuSVVxTndfHFD7B4sYq4qdXCuefC4x55rTQMBoP7ydgt0b//Veza9TM9ejgXZO/Yof5qtV8xbdrtAHTo0IfDhzd7bFbpCQYNGk2PHqPJzKx/WNHr1YZvFmlIqQ5CDbV1l1JxBJ07D+Sxxz4nLs59VaU5+c9Zvo/47RMUFx/nwIEDwLB6B7/KSnVQ1OuVlZ4/dFxBTNgXGGRkjCUtTWWSSE09y+5Gs3btUh56KI0xYyJ46KE0p1ZFRqORO+5I4O67mzq1Gtq0SWU2+vprak+iGRnu9blv38sZNepBhFAbidEYPPHQ1q0bkFJSVVXllmxWq9XQt++oeidfc1lkZBRRUY1qiYBlmbtKfClVNE2AO+9UIpE+fdRiSUhQ3JZZcbphg4q3Y2aljx1T9weKK7D0uJ4//y5ee220le6qvLyQv/76jt27f7W6r2vXc3nhhXWMGVMvl1MtpKzjCDp1KiI1tSdPPLGclJQ0u+Pva5jFP/YyapWW1h1iCgoaTgSqq9Vv1emgSZNWnHvudZx9tnvG/xoNHD6sDmHp9SKZhQY2bfqK11+/AqhvKVRUpObtiRPuZxzzFEH0pQsMHnusG0VFx+jQoQ9DhtTnCV0lMbFFRUURNTWKv41ycEQ3GuG//1X/DxigXt7ll3t2ohdC1dfp6j5mZVwgceONd9G69bnMmTOZ++9vS79+V5CZudCqTp2vRhYREZEYjY6pVk1NhUOrEneV+FlZarNPSlLcQGQkPGPKUbJ3L7zwgpK1tmkDixdXA7F06/Yb+/f/Xy1BqKkJzHhaEs8dO36iqCiH22+vSxN2+PAWZsy4gp49h9Oz53CP2j56VJ2QmzSBe+55BCEeAbDKT+xPSFkDNLIrvtTp1OblC98WjUZlGvx/9s47PIpq/eOfs5tsNqSQkNBDQu+iFEEloij649oLV8SoWAArcu1XuZarYr82RBHxqkgQxWsvoCAosYMgKiCCUgMYAiGkZ5Pz++PsZDeb7TuzRff7PHmyOzsz++6ZmfOet33fYBdDmzYppdm9e3QFiJ2RnZ1Lnz5H8csv7l3BRikADX9qRVBVdYg9e34FYPr0ZS16DBcVFfLssxNbTFzOTUxcYbWmMmXKXGpqWpLrlJer0vW9exV/SXY2/OMfgbt01q79iCVLnkbKRUCrFj7YcKKmJoHk5COwWKyUle1m8+Zvmn3uqki9KQFwBOpDCeJr1sDw4Q5Xm4a+fRVdwLJl8MwzoPIbvqak5Ebgu2aKIBxwrrqeOnUB5eUltG7t4D1q164bhx12Et27D2t23Ny5V3LgQDHjxv2bLl0GkpDgiL7W1MBbb8GGDer9YYcZ00PXGxobG7nsslZAg9d891CVQG2tUu7O9/9XX72OzVbL4Yf/za++4do4RatbCGDw4FM4/PBTKCgIns47FPicooQQbwIvAB9J53SHGIDJZOKcc+6guHiTWyXw/PNTPE5cnlanFovVY2vJV16BoiLH+3PPDc6vv379Ctau/RAhKtAUQSQCxg0N8KvSo4wZcxXt2nWjf//RzfbxhyZDQ2KilW7dhtK+fQ8+/nhWUEF8KbVsKzjmGPf7TJyoYgdffQV791aRlvYoffsey4oVhFURuLZPdOfv79ChZ1O7050711NWtpuBA09k/frl7N69ie+/f4877/yMfv1GNR2zdKmyeDT061dGXZ014Jz6UGAymcjIaE9ZmbIKjBrPLVtaZsi89dZ97NjxI/ffv9qrItB6k6xZo95HsyIAZT1pFpS3FFwj4M809QxwKfCUEGIR8KKUMjyVPyHAmVoiK6sLL744laysLpxxxi2A7wks0BTTmhplDQCMGAFZWcEXrPTteyw//bSM3btN1NSEP3NIYxvdtcuxam/duj0XXvgfhgw5rdm+vmkyFFJSMhkwYDTffvsmqaltmDx5jtcUU3doaFCNVvbtg8xMz3TBiYkqO+S00wBaAW9gsxF2RbBvn/8rYikld955FNXVh5g1ayfXXDOfu+/Ox2ar49Ch5nziWi78uecq1+Pbb0/mhRfeZtq0RRx5pJscWoPwzDO7uPxyQXV1cF2xfKGsrLlFpWH48HPJyRlAdnae1+NfeslRRZyQAL176y+j3khIUPdosO1og/5eXztIKZcCS4UQrVG9A5YKIXYAzwPzpZQGe68Ch6u7orR0Ox9//DQAJ598LVZrK68TmLfV6caNRbzxxt3k5h7GxRc7iOdWr1aTS+/eyh0UCoYMOY0hQ07jhhtUoLmuLnyKwJVtVMPBg3vdxk481WpoSEhIIiUlk/POu5e6umrWr/+sKWifkpLJnDmTSEiw+JUtNGuWWuUnJKgAsT8d2pwXBJBLQ8MMGhoKDFcEWoBSQ3n5PoqKXiE7O4/hw89ptq+Ukqqqg3Tu3J/Nm7+hpGQrffqM5Pnn92OxJDfrZ7xtG2zfroLiZ56pJouKilIaGxtp376HsT/KBUKIJtdcqMFgV0ipfqc7jBt3l8/ja2oU5QYoGoljj4VWLYv4owYlJT9w66352GzFQBo1Nfr0lfYXfmUNCSGyUI1qJgFrgCeBIcAnhkkWAjyt9oUwceiQIiXyRIWg0R54mpg2bPiMn39exsqVrzTbrjW8HjkyBMFdoK0IwhkjcMc2qqGurornn5/cbJu7bmAaLJZWXHHFC8yevRuLJZkPPvgPFRX7KS3dQVFRIcnJ6ZSV7WbPnl+ZMEF4zdiqqlJKwGyGf/1LxQd8wZVrCrYBU/jss8KgV7CVlb55chobFY2BszXwxx9beOWVG3j77ZbUD/feO5pJkzI5++x/UVjYQJ8+6iayWlOalMDatQ289VYdi+0dvY8+2nF/3HHHp7z8chU5OZ4Lz0JFQoLDZ52WBu3aqdeaDHoXOB04EFzarQZtYdarF1x7LRx+uH6y6YWUFOXCHDQI+vWzUF1dAaiBDOW3BwOfikAI8RawEmVjny6lPENK+ZqUcirgpvg58vC82pe0bavMSU/tDE88cQqvvTbdYypp166D6d37mCYXiZRq5bdunVqhjgicA6sFbLY61q79iNra/fb3xmcNaPDENqqhrq6a8nKHqyI/v4DJk+dgNqsZQRWjQ3Z2XpNC9UT+98UXzcfWGyngDjsVT5cu/neQcr8gqOJ//5tOXV3ggcwdOxxFgN4stOLilq6n1NQsxo69jqOO+nuL/du0yaFv31EkJFgwmUyUlGzl3Xcf4vvvPwBUxszDD8Prr1tYsUIdM2pU83MkJiY1sxz0Rl6eanPZr5/K1OreHdasmcmhQ8WA/q4hdySSoCqu9+7dQm2t95nSVxwpkrBaYeBAFeTv2lVZKt269WbduoNkZLQBjHG1eYM/MYKnpJTL3X0gpRzmbnuk4Q+1hCsVQkpKG6qrK1i6dDYay7a7VNLBg09pKtSpq4M77nCYsIMGtWwUEwwOHNjNQw+dAnwGjAorzUTHjrkUF3t29ZjNidTXN79L8/MLeO65ywC4/vo3OPLIs5t9vnDh7W7J/z79tHkaqrbdXcaWNsZ53t3CzeBpQbB//3b7d/mfTnjwoKMXts2mlII71sraWqUIXNGhQ0+PVNtDh57OkiVP07u3mrW2bl3Lq6/+k06dJvDaa5vZtesypEzDbN5AQ0Mfunc30SOMXqCEBBXzMpma39+HDu3BZisHOunqatPo1d3hhx8W89RT4xk+/Fyuv/4Nt/tUVMAPPygL5ijjOoIGjPR0aNvWMZbOMJvNpKWlNyWXhFsR+LOEyBRCnOPyd6IQop3h0gUJT6v98867j7o6xwjn5xcwc+ZWFixo5OKLn6ChoRbXVgveCp02bVITlMZkOHGiPvJnZnbEbE5ECLXsDGew+MorZ3gpRhI0NNRz9935LVbtF1/8BKeeegO9eh3dbLvNZvOYgRVIxpamCHIDiOF7cv8JYaKoyLt7qLparUr37lVKwLUL2969yl9fWupwi1RXK+swUEvj6KPHc/fdK6msLOORR05n/vwbGTr0RYqLF7B9+zQaGtIYNKiGXr2u4ZZbvueOOxxumsWLZ3L77UP57LOXA/vSANC+vft4zPnnX0779oooT09F4L3toiQ7O89roHjFCrVwGjAgOvoMgFIC/fopReDNcNMUgd4xF1/n88ciuBw4GtCsguNRJHTdhBD3SClf8XSgEGIsKp5gBuZKKR90+fwS4BFUc3uAp6WUc/2QySvcEZ+lpGTxzDMXsXz5XO68cwUAv/22ig8+eIzc3EGMHj3J4/mcJ6bffltFSck2cnMHsWGDKlMcPRouuihUqR1ISLAwf34djzyiqLbDGSweNKiAc8/dxjvv3E9tbaVTgZhA+dndW0onnXSV2/N9/fVrHr/LU/GZu4ytYBSBO64pACkbeP75KSQlwTXXFDR7MP/4QwXo/XkQd+92vE5M9O6+KyvbS11dFa1btycpyX1MJSkphe+/f5+kpBQyM9WqIje3hJ49y7nwwu4kJ3/a4pjt23/g99+/bypy1BOpqWpCbedhyZeb250Ue18YPVew+/Z5/uzoo8dz9NHjPX6+ZYuq6Ac4+WT9ZAoFSUkqVuGrLuCGGy7mwIF7gTxdFWtdXcuFjCv8sQgSgX5SynOllOcC/VEzwgjgVk8HCSHMwCzgb/ZjJthJ7FzxmpTyCPtfyEpAg9mcwKRJs5k3r4aZM7c2ceBv2PBZk+9/7drFfPnlq7z//iOkp2d7XGVoE1NRUSF33ZXPE0+M49ZbB/H112pVbFR+sjMJVThcQ6WlagI8++zbeemlCl59VVJYaLOPi/+WkjM87yM48cQpbi0314ytxsbgFIEWv3DtpwBK/nnzpjfL7NmxQzF5BrMa8xXD+eCDR5k2rTtLlsz0uE9qaiY33vg2V1yxml9+ESQnw7RpNj77rB8zZ57ewloFuOCCR7jnnq8YNkzftNHERLWiPvxw7xXYet+jVVXuU0b9QXU1PPGEkmXMGMXEGkkkJUGPHspl7E8q6JIlb1JdrbSgXhaBlCqm5ev+9EcR5EgpnRsS/gF0kVLuB7ydfjiwWUr5m5SyDlhIGHsdz517BQ8++DfeeedBiooK2bHD0RhdW9GWl++lU6e+9OmjEv6V77+52tYmJi3gabMpVV1fX0Nx8RSg0O/gZaBwzhoKh0WwYIF7ziVPvvZ9+7ZRVFTI7t2/8uijZ7FgQct1gbfA/WWXPcPkyXPIzs5DCNEswOyMkhK14szICDylLj+/wGNXsNLS7ZSUKF6oVascMQAjkJSUSnZ2XrOqYncYNuxMvvlGLcGPPbaB4uLvAInZnIAQgnXrPubll//RVOGdmppJr15H0aaNfn2PQdVp+FrBHjhQSlmZiifppQi2bg3+2HXrlDXRpQtcfHHosoSKnj2VK8i1+t0THnnkJTp3VoEnvSys4mL/FKs/rqEVQoj3gUX29+fat6UA3hLpOgPObZd2oqwIV5wrhBgFbAKul1K2aNUkhJgCTAHv7R01KP+vKun85JNnaWiop66uuYqtq6ti9er3mDlza9Mxn376Aq4r3+OOm0h+fgFTp3Z1m4FiNk8nLU1/NtOrr+5sNxMva0ofNbLsfMGCQp5+2j3nkrdageefn8Kxx17I6tXv8OOPyVxwwUPNPvfcp1hZX/n5BT5rCIKxBvyRQbP0jFSyUkqEEIwbd5fP/PeKCtV8/ttvlb+ld+81DBt2BrNn/0FlpeIeXrPmQxYvfpL09LZBtWn0F/70Oq6srOCPPzYAeboogpIS35PWjBljOHSolOuvf6NF3cSmTer/8OHhLcZyh86dVZptIDjllHE8+6xakOiRjltZqSqr/YE/FsE1wIvAEfa/ecA1UspKKeVor0f6xntAVynlIFRNgtuIl5RyjpRymJRyWHp6W68ndKWOOHhwDxUV7hvJOPv+X3ttOg0NLUd/1SpVy+9pZdvQEFq3M0+oqakElPJypqI2Cg89NM1jW09vtQJ1dVWsWvU2eXmH07fvqBafewrcB9ITIlRFoIcMwWDjxpXceefR/PLLFz73bWyEGTMUa6qUFmAWPXtmAmrV3759dwCOPPJszjvvPo444m/s2rWRuXOvDLkHtysSE/2bxLKz29Ghg7ooelit/kxa27evY9u2tW7vR00RRLKCOCNDxQNycoI7XlNgoVoEtbUOsj1/4NUisPv5l9on/P8FKMsuwLn3Xg6OoDAAUkrnGXou8HCA39ECgXDfZGR0ZOvWtXTo0NPjRH/ggMoF9LSqTEsLrduZJ9x++xI++iiPL79s3szaiJXOwoWFlJd7Vpbain3WrAvd7lNeXsLs2XvdfuZPxzJP2LkT5sxxtGEMVhFo3zV37nRqa7eTmprLxIn+yRAK3nvvYTZv/oYff1zaVCTmCevWKbdIq1aVVFWNYeTIHrRvf02L/fr3P47+/Y8DYOXK+Sxb9hwVFaW6/BarVfn8U1P9szyt1mS6devPnj3uqagDQXm5f5lHDzywlrKy3bRu3TyCXVenMraEUC6ZSMBqVTUuwVrt27ZtYf/+RCA3pGBxTY1qxBOIVeGrMU2DEKJRCNFaSnkwQHm+A3oJIbqhFMD5wAXOOwghOkoptdyLM1Ddz0KCv9w3akVh4rbbBjNixDgvLgw1+4wfP4M5cya55NC34rzzjFlV9uw5grZ240dTBIHkvQeCxx/3HPTV3Cf5+QVNVNOe9vEEf9w/7vD++4r0TggVdAulOjQ/v4Bffilg6VIYN66R/HzjW3FMnfoqixfPZOzYqT73/egj9f/44w9hNo9qqinwhp49hzNx4pO0beumoCEIdO8eeAzGuSdBKBaBvz1427Tp5DYe8ttvaqGUmxs5KomuXUNz3X777eds25ZJKIpAq2oP1LXkz9NQAfwohHhBCPGU9ufrICmlDbgWWIKa4F+XUv4shLhHCHGGfbfrhBA/CyF+AK5D0VgEjaKiQoSHK5GamoXVquzdrKwuTJ48h4yM9gghaN26g0/3QX5+AccccynKsBFYrXlcdNEcxowxblXp2rrOCH6cykr44w/PytPZfeJpjE44YQobNnxORUUIXcldYLM5Ors98ADcd1/o3CtfffUiAN9880GI0vkHqzWVs866DavVewH+jh3KIkhKgrPP7sAFFzzktadASclWiooKsdnqGTv2OoYOPT1kWVNTgxvfhgbVcKGiojLoGIE6zS2iAAAgAElEQVSUoTdjj5RbyGJRRXbt24deszBgwGDat1dKLljFumNHcBlH/gSL37T/BQwp5Yeo/sbO2+50en0bcFsw53aFFhtwx5RtsbRi4sQnW6xK3a1SnV0Y48bdS48eDlKbvLxngGfIySnn4YfTDeULX7TobpYuTQduaNLuRlQbFhd7dnulpmY1GyPX1p9JSalMmjSbd999iNdfn86RR57NDTcEdau0wPr1Skl17hxYNbE3CKE0aUWFztU6IWD9enjhBfX62GMd7R294cMPH2fx4qf4+9/v8drYPhB0CjLpaOPGz4DT2LNnKzZbcLIcPOjfpLdlyypWrPgvffsey8iRE5p9ptGlh1MRJCVB//76NTjq3/8IBg5UxYqaIgiExr68vHltSyDwh330ZSFEMpAbrfTTnhrMgG8SOWc4uzBeemkas2erHLTs7DzGjZvBBx+oz8aPN1YJgKp3KC9XvhCjLILqarUSGz9+Bs88c3EzJaopT1e4c/N8/PEsTCYzWVldWuwfLL6x97/Rg7tJw3HH/Z0PPoDBg1vy/eiN4uJfWL78BXJyBnDcce5LztetU9YOqG5qZ/lZCtC//2g+++xFcnMHhSxnhw6K/KxNm+COz8hIp7RUBbiDXajs2ePfftu2rWXp0mepr69ppgh273Y0nwmXIsjKUgsUi0Xf8zq72urr/XcFNzT4LhrzBn8a05wOPApYUNXERwD3SCnP8H6k8SgqKuTll6d5zAoCkLKxaeJatmwO69evYOTIC1rw6rue15kHZ9++bTz33BSkhM6dCxgyRL/f4AmdOvVm06ZXaGh4ihUrcunRYwZjx+rrhtI4cfLzC6ivr+X11/9FWdkesrP9D+gC3HPPl7rJtHGjWt19+616r6ciaNMmC4D6euNbP+3evYn333+EwYNP9agI3ntP/R8zRuW9+5sIMGzYmUybtqgFnUegSExUfu1QcMQRo9iyBbKzewWlCA4c8M3mqqF372OYOPFJOnXq27Rt0yZ45BFlPfbp47kKWk8cdhhNFdV6Q4g6wEJVVTU2W7Lfx23dGtpC0R/D425UcdgKACnlWiFE9+C/Uh+49hzwBOdA5ocfPk5x8UaEEAwZchqXX55JQ0M999zzNbm5A5v2e+216dTXN3cfSFkF/JOqqvfYu/deOnY0rgt2UVEhK1fOp6FB/baaGpXTbzbDwIH6KIOamuYMj6NHX8bo0ZcFcHwVv/76FXl5h/vVLtAfVFWpFbLmCuvYURUH6QWjKJPdoVOnvpx//gO0a+c+kFtcrJqxWywwfnxg2WBCCA4//P9CllEPgkRtRWyzBe6bbmwMrIAsJ6c/OTkOcgIp4bnnVP3FkCEwdarx7R01C8oorF79IXAWxcVbsNkG+twflEXlia3VX/gTLK53kzEU8ZaV/qSJuuaK9+8/mo4d+9Ct21AAqqrKqK2tJDm5edK058yjnRw48Br33XeC7rnbznD32+rqqliwYHrIPWA1eGr64S+uvroj998/hpUr5+kjEKrDW12d8lefeipcc42+D3ZJifIfhCNY3LFjL848858eeXE+sXfyGDnSv7iAEdBDETiq3yX19YHRpbuj6w4EGzeqc2RkwPXXG9eY3mRS92FCQvD1Af4iI0NF7P2lni8tDa0aW4M/FsHPQogLALMQohcqu0c/X0CQ8JUm6i42cPnlzzTb55ZbPuDAgWIyMzs32+6r69b+/TvdduvSC55+W2npdmpqQk+P27VLMTw64/bbh1FXV8W11y6ga9cjfJ4jPb0ttbWVVFWVc9FFVoQQPPXU72RkeKdQ8Aatuc8pp6gG9HpDCKVcKyrCzPHrgl27HN2zIkmMpkcHrL17fwH68M037zJ+/Jl+t1isrw88sPnDD0swmxPp2XMEVmsKy5ap7aNHB9cb3B+YTIpLrFUrJbNR36Nh+PAT2LQJOnYc6DOAXl0dWlzAGf5YBFOBAUAt8CpQDoTYjDF0eKOasFhacdVVL/ucpAcPPoUTTphEgsvV9VZJq8Ff0rVg4Om3ZWWFVmgCKkNjRwsSD9i6dQ27dm1o4lLyhcce20RhoY3TT78Fm62W+voaUlODdxGVlSlXidmsb1zAGTk5ipKgUyfj21WVlGxj48YiSkubD/b69XDXXeohPvzw0H30wSI5WZ9sl6QkRaRTU6P8bf66h3btCpyS4oUXrmTGjBMpK9vNoUMqjiSEUgR6o3t35Qbq00dVWZvNxlkcznAOFnt71jUyOb08BD4VgZSySko5XUp5pJ3mYbqUMrJLKjxP1qmpWR6zhGy2OrZtW9dE2OUJGmtlSko2riR0zvDEsx8qxo+fQWJi86dUc3OFoggaGx1Vuq449dQbOeqo8XTq5B+V6pdfvsrUqV259NKUpq5k11/fMyiXWX29ajIupZocjXKVZGZm2P8bX3q6cuUr/Pvfx7J06eymbXV18OSTKrA5bFjova2DhRD6uIUAcnNVbu/gwaoPsz+KoLpapUgGir59R9G37ygyMjry1lvqvhk0iKbCS73Qtq0KOnftqt84+QvnmEtZmeeJfudOdR/pBX+yhnoDNwFdnfeXUp6gnxiBw5X2ICOjIwUFj3i1ApYvf4H//vdqrNZUpk9fyosvTqVz535cfXVLiqP8/AJqa89i7twUEhJysdlaLqN9VdQGC+03zJ8/nYMHt5OQkMvkySqLJ5jMDC0f2ZtPtqDAf3YP10C9lnbqrk+BL/zyiyPrQx3ntxgBQ3vIwhEszszsSK9eRzer+v3iC5Xr3a2b8mkb2FnSI/LyVBBeLyQnqyVsY6OyDHwpAimVO8NfDhxnaM/pkiWqEttk8j/l1l8IYXwcwBsaGiqBFD75ZC7nnz+J8vKWhWrV1e674IUCfzxei4DZKC6gMDVM9A/5+QVs3vwNZWW7ufLKF31WcLZr1x0hBAkJSWze/C2//fYdu3dvxB3XnTK9VHpA//63sG5dc5oAo0nL8vML6NixgH/9S2XOaBNkoBZBZaXqs5ueDocO6SObt0C9p1aTnrBwoaNw7PjjjW0tqCmC4uJt/PZbCd27G9dpdfToyxk9+vKm91I6aCT+9rfIKAEh/GMVDQTamGqBTV+KoLhYZfkEi+3b4WX74zplCvTt631/f5GSoqi3LRb9CsSCk0P5n6qqqmlsbGD/fnMLRfD778EpUm/wRxHYpJTP6vu1+uGSS3yyXTTh8MP/jwUL1Or1l1++YNCg/6NNm+bqv6ZG5XcvW6b86QBjxpxLVVUh27atxWarDYg4LRQ4VrASzUUVqEWwzR7z9kbvu337T3zyyTPk5R3OmDFX+Dynr0C9vy6zbdtU5kdyMtx7r/pvJLTxrKysYfXq9w1VBK74+WcVm8nIgKNDS/8PGpmZ+pMWaufbsOFLKiv7Axk0NLjn4C8pcR+f8gcNDTakbOSrryxICccdp/70Qk6OGp9Iw2pVAzdq1GSEMHHgQPPPd+wIvnGPN/ijCN4TQlwNvIUKGANgb0wTs+jTZyS33ba42bb162HWLEdGTVoapKU9zpNP/pOGhjqys/PCogA0/POf/YH1VFXVAGqWrKlRqy9/HuiyMv9umu+/f4+lS58lJSXTL0XgK6vKX5fZkiXq/3HHGa8EQFMEhcCtvPnmLj7//KWwXU/NGjjpJOMzTzzBiGIrTbnu31/CwYN7SUnJoLy85aT6xx+e41P+4Jdfirj33tEkJf0GdOMY35x8fsNqjQ4lAI7n2mSyIoR61vfvV1bK3r1qHI2AP7ekVhZ5s9M2CUS8qGzv3i0sXvwUnTv392sCa2iAzz9Xfyef7FiZlZWphteLFqngTLduqtKzpKSQ5567hYYGlccVjA88FJhM9TQ2qhxtDVKqtDtflMyHDvmfWtamTWeysnLp2NG/+nxPvYDBu8tMY0ZctUoFu9avV9vDlUK5Zk0hqr9Ry+Y7el/Pp5++kLVrP+Sqq16mc+fTWbNGPeRGpMV6Q2Ki4sOpqDAm8KkVV+XkHEVGhnJr/P67Cvhrk9qBA6EpAYCamgqE6E1tbTdatVK/KVQIoZ6nYHmWjIBzsFiDRqhnJPzhGtKH49YArFv3MYsXP4XVmupTEWzbBk8/rTW/KGTjxtt56qkdJCTkYLM9AKiJ4IwzVKWnyQSzZk1vUgIaAvWBh4JHHvme668HIZpnR+3ZowJ+nqyCsjI14frrRxw16mJGjfK/t59zj4F9+7Y1NaH3ZDGVlSklu2pVSwvlyCP1DV56wzvvTEdTAhqMup6VlQeorDyAEIIlS9S1GDky/Fko7dsra8soi0v7PWZz+6b6lro6RROSk6NiWs59oYPFkCGnccEFp1JYCIMHh25VJSSo89TWhict1F9oz/Qvv3zL+vXVTb0njIbH4RRC3CKlfNj++u9SykVOn90vpbw9HAJ6Q1pa26bVrCccPKiKd954QwtoPQ78E1CpIyobaAp5eXDeec15hLwVdoUD6emq4tm1wrCxUQXd3LFy1tcHn5URCPztMVBVBfff7/ANt2+vJv9+/ZS/PNhmM8HA03Uz4npef/3/qK2tpKEhhZn2fvVjx+r+NV5hMqnxNhJaINM1AFxe7rD49EBdHXz9tYqTDdMhtNOxo4pjRKp3gSdoFkFJyS62bdseeUWAaiSj5RTehqNnMcBYIOKK4KijxnHUUeM8fr50Kbz0kqNw5fjjYfXqBzh0yDV/sIrKyukMGdJ8YvPV69ZoODevd8WePeohd13NbNsWWJk/qOKnpKQU3TiDNOzapSiWd+xQ5vd116mJ32g+GE8I5/W0WKxYLFY+/VTFdfr3149O21906GB8715NERw8aGPLljX06HGkrueXEoqKYMECZVkmJYXWoAiUNdAh+AJ4Q6Epgi5dhnLYYX3C9r3ektiEh9fu3kcd9u2DV15RSmDwYLjpJrjiCjh0aJ/b/d2tCiPV61bDSy9dCajf4FpYIqXD5D54ENauhTVr1O8OFP/+97FccUVbXnzRdyctf9DYCE88ocZ8wwY1Wfzzn2oijJQSAK3JTnivp0aPPHy49/30RKdO6vvCYW2ptpYN2GwJrFz5hq7nrqmBZ55Rf2VlkJy8mXHjvgvazWU2q4B5r17us5qiAZoiaN06txnBntHwZhFID6/dvY8Iysv3kZBgoVWrlqQphYXKnDzqKJg2zbE9NbWNW9pqd6vCUPrt6oE9ezYBNYAVm60l9/nBg8oNFCrzoIbMTH2iZh9/rPoJJCUpv/gZZ+hf/RkM8vML+O9/obp6OrA9YLrtQPDyy9OoqjrI+vUvAGbd8t19wWxWiiBcdQomE7RqZaOy0kyHDvpqu5deUtZAUhLk5DzHli1XkpExHwjO6sjOVokg0Qx3weJwwJsiOFwIUY5a/SfbX2N/71d4RQgxFngSMANzpZQPetjvXOAN4Egp5Spv59y6laY85Qce+D+2bv2eoUPP5Kab3gZg9WoVE/juOzWoBU7PeFFRIZWVB1qcMyHB4nFVGGy/XT1wxhm38uuvytVTV+e+CUaoSkC19zQBgqVLZ5OdnRvS7y0thddeU6+vvVYff66eSEsroLq6gCeeMNZ//s03b3DggBkwk5KiL522N3ToEN70VJMJMjKSqKyEAQPO1e28Gzao5zghAf79bzCZ8ikpeY+uXQcHfc5wB+qDgfaMl5fvZ/XqL3RpQ+oPPN4yUsqQjCchhBmYBZwE7AS+E0K8K6Vc77JfGjAN8E4AZIcWKO3SBRobldpMSVGOyl9/hUcfdew7YULzSsrXXpvutpWl1ZoWscneGw4//P9ITlaKwIgVgitVRGnp9pDSKbdtg2efVSb98OHRpwTA8aAZ0f/ZGZdeOou1a9vw6aeqa1Y4VugWS/h930I4uKH0qly32RztO888U4utDAi5LacebKtGw1H9/hvz5k0LmyIw8vYcDmyWUv4mpawDFgLuOnLfCzyE8oH4BS0n+aGHfqCwsIHJk+cAjgKlY4+Fp55qmaXhKQuosjJ6a+NcS/j1hKe+B8Gwqq5dC9OnK2XQti1MdN+UK+LQ6ANuv30ke/fqxOHrBkceeRZCjAL0o0Hwhr59VSzM6OCwK0wmSE1VnuI9e4IIULnB11+rRIMOHZRbUQ+kpkaukC8QaNfPas1i0KDQmw/5CyMVQWfAuaB8p31bE4QQQ4AuUsqAOoU45yWbTCYSEiyUlakbSAg47zz3Pmlv9M7RiOLiX6ioUKTtRigCvdJjpVScQQ0Nqkr4oYeC74FrNLQHraEhgb17Q6xy8oGNG9V/oxWB1aoC8pEIxAsBVqvKwnvppbt1Oefy5er/Kac4FkIfffQky5bNwWYLjjHQla8nWqGls6and+Pyy8PH7BMB6isFoRzTjwE3+rHvFCHEKiHEKnBfpfjpp2oiGjrUM7FWpLOAAsWePb9SU6OCAEYoAr0U408/KUugdWu47LLw0EUEC21iOfvsB+nd2xjSH5utnvfff5tdu5Ti6W5wDX4kfd8qRqAGNTGxMzZbaDfq3r2q/sBiUYkGAI2Njbzyyg3MnXsFwSYsxoJbCBwL2AMH9K0FUoW0nmGksbQLcA6R5di3aUgDBgIrhFrKdADeFUKc4RowllLOAeYACDFMbtumGCuvvfZhGhst9O59GT//rK70/3mxpiKdBRQoOnceQGJiRcAtAP1BUVEhNTUtaSCDUYzvv6/+jx3rPqAdTdBcQ127Hm1YRWl5+UEKC1W59PDhxrskIrnaVa4hNTmfeOJtIf/WFSvU/xEjHKvjxkYbp556I7W1lSQkBOb7yslR1zwtzfe+0YD0dLWQqq6GkpKDZGQkYbGEdqNu3Aj/+Y/3fYy8Rb8DegkhuqEUwPnABdqH9j7ITWt3IcQK4CZfWUMJCSqD5oknoKbmFsDR2erkk2GAj3hSJLOAAkX79t3o3l3RReipCFyDxBpSU7OYOPHJgMZn5UpYt049bGPG6CejUXDuSVBUVGinydA3lfTdd1OAESQllXLJJVkhn88XIrnaFcIxyYZCLw1q8tMUgXPXsYQES0D9MjSotNPQZAo3TCZFgFddDdOmHcPNNz/EkCGnBX2+b75R1Dq+kk0MUwRSSpsQ4lpgCSp99L9Syp+FEPcAq6SU7wZz3qQk9aN++glA0rfvSoYOHcnIkeaoYRDUE8qnXcgTT0ynvFyfCctTPwGrNTWg8/7vf4q6A1SDkEg1YQ8EmiKYN+88qqrepqFBaVi9COiKi+GTT5IRAm67LcvwMdHaKEYKzllDoSqCV15RhWNdu+oTV4mG2pVgkJGh7iOLpSe1te77fviDjRth5kzlMj/lFPjwQ8/7Gmq0Sik/BD502Xanh32P9+ecSUmOblZHHy247rpRoQkZ5SgtfQG4jvJy/Rgz9QgSf/WVUgJCqAwhby65aIIWLD50aDHQ3MzSg4DutddUivPo0arfrZFITIx8UF65htTrdetWs2rVLoYNCzzVZ9UqFSROTISrr24e+K6qOsiBA7tp3bodqan+/+BYVQTaNb3ssneC7l2xdy889phSAmPHqiY+3hRBxILFwULz8QoB5+pXvxK12L37NjwxZgaLUIPEe/fC88+r15dcEjtKAJy7T7lPeg+FgG7TJtVQ3WKRnHpqeciBU2/Iy1OJEeFibvUEZ0VQW2th376tAZ9DSnj1VfX6/PNbFt/9+ONSbrqpH3PmTPL7nOnpke00Fgo0ReDalMZfFBXB7beruo5Bg+DCC31nlMWcIrBaVaHSmDE7mDdvLPPn3+z7oBiFagTvvnQ4lAkrmOypvXtVy8t334V//Uv5MIcPV41WYgmaayg52T0DnDdlWF2t3Be3396y18MXX6i0WYBhw7Zy002tefBBY+hGjWg5GSycXUNpaX044YQpAZ9jyxblCklPd7+oMJnMdOjQi+xs/1j7EhKUeylWEYoi+OAD1VyrqgqGDFH0Ov64DmOgxKI5hIAbb4SnnrqFdeuWsG7dEr75ZlFUZ/8EAy2g6wmh1D4Emj21ZInifXFG//4weXJkSeSCgaYI+vadwc8/Nw+Ye1OGxcUwY4aje92DD8LNN6tJ5403FOEfqEXKiBGb+f77VJKTjUlVMaLlZCjQgsU1NZag5Pr8c/U/P9/9pHXkkWdx5JH+dak3mxXFebTRS/sDs1m5FTVF8PXXRWzZciP33ecX6QJr1yqONYBLL1WLNH+fz5hTBKAmye++e6vpfbg7h4UD3hrE61H74E/2VGMjLF6sVsGgHrC0NOX/Pvzw2FMC4OiodejQCI466u+sX7/CL2U4f75SAt27qxXwunVw112Oz5OTFa/VCSeAECcxfLhOfAt2tG6tlE5pqTEtJ0NBcrJSTPX1irpj794fePXVfzJ8+LmccIJ3d059vYo3AYzSIdzXpo3jGscCTCYlb2qqcmXt2AFZ9kSzQ4cSKS//lqqqg7Rq5b1YZNcuxaYgpXKZB9r1LyYVwWuvTcdma04WE87OYeGAtwbxkyfPCfl37tjxM//979V07NibKVOeb/H55s0wd64qFIPYiwV4guYy2Ly5ns2bX6Z//9Gce+5d9OmTT8eOvdwes2mTWvEnJcGttyr35PPPK2WQnAwDB8K4cfrn82dlqT+r1bHCbd8++nLiTSYl0/798Mwz08jIsPHDD4vJyOjoUxF8/73KNsrN1adfQywUjgmhrLqUlJYWkBAORZCWdjj33LMZq9X7Ba+oUBxrmrv2nHMClykmFUGkO4eFA56aqFgsrXRRdlu2fMvGjZ/z+++rWiiC/fuVv7uiQq2wLrjAUeUZ68jNBbNZ0tDQB0hj/frlrF+/nL59R3HXXZ8123fHDqUENMqDv/3NMdFcc42xcgqhZHUNeEbjRCeEmtT274fvvvuMiy66hGuvXQBIvvxyIcccc77b42pqVMMZaF434Iq5c69kw4YVTJw4k0GDvAelonF8NCQlqb/UVM+Fl0I4XEOVlVbatu3hlbCwuhoef1w1qsrLg6uuCo7gMCYVQaQ7h4UD7hrEWyytmgj2QkXHjr3p23cUGRnNuZgbG1WwqaJCZRzceGP0VwsHgsREyM0V/P67YPDgO1mzRiUbmEyOpZnNBm++CW+/7SjzT0mB0/ys6ykqKmTZMmW1nXhi4MFTUKmP0ZT1YrWqVER3hY3ORWVjx97DkUcOIj29HZMnt8Fmq2PAgBNo3bqlP6uwEP74Q1lp3ooR09KyqKurdssc7Axtoo1GpKT4l84qhLIyU1JUmnxFhWflVl4ODz+sgu2tW6tnNdhq+ZhUBOPHz2DWrAubbYtmzqBgoK3658+fzsGD2zGbc5k8Wb+AeJ8+I1usgEFNfuvXq5vvqqv+XEpAQ3JyITCdNWu2k52d1xQbkFKlfy5cqFZYQqjGRunpyuT21/f8xx+/sXHj5/Tte2zQMnbu7HufcEHLUjKb1eRUU6NWoloLWOcU0j59zmia8IYNOxuQ1NQcaqEIfv5ZtZI1m9V95o6aYtmyOZSW7qBXr6P54osFPnsRRJvLDNTYJCf7n+UlhMN1VFkJCxc+TXp6Meeff3+z/errlTtoyxYVM7rtttDqJmJSEeTnFzB//k0cPLgHEIZ2mooE0tNVZWXv3gX071/ANdeoBy0/39jv/eEHR5HYVVfFDmNjICgqKmTTpilotRnOiQb79hU0NdXp2FEV4QRT4XrccZfQt++xtGkTGL+BECoY3bp1dCng9HTHRJ2aqv7q65WybGhorgh+/PF7dux4h6OOOo/rrnvV7flsNnjxRfX6nHM8t9T84osFbNjwGdOnL+Opp353v5MTok0RZGYGTgjorAh27oTlyz8gJeUbxo+fgZ2TDSnV+P36q1Iwd90VemFhTCoCgNmzd0daBMPQrp16uEwmdSMJAQcPSi6+uDVJSRaefz503veNG4vYv38XPXoMp337buzfrzhJtKyDI47Q4YdEIVSiQcsCvfnzp1NerhYSEycqV0WwBGpZWV3Iygq8JVmnTtFVDdu2rZq03U2wiYkqcF1c7Ji4ANas+YUDB+4hNbWNx0YyH37o6Ddwupe+KyeddBX9+x9Pp07+lWhHU3wgNTV4Vljn8Rwy5CpGjpyIlI2oXl+qYEyrwr7hBn2qy2NWEfxZkZDguLAmkzKdW7eGsjJBfX06Nps+CvDll69j69Y1DBlyBjff/A4LFjjiAsFkHUQKCQlqQtq1y/e+4DnR4OBBtf2ss1o2NAoHkpKUIogWaH5qb9BqBkwm1RAeQMqjyM7O5ZhjJgDQ2NjArl0byM7OY8+ezaxY8TmffnoNkMAll8CGDZ+QldWFzp1bml5HHz3eb3lzcqKD/rx1a+WnD9ZXL4SDeA6gR48zOOYYx+fl5TBvnnp96aX69WCOSUXQ2NiIKVzducOMtm0dUX8tTz8zU5FxnXPOcwwapI+/Ji2tLYmJVjp06MHGjaoyNjERJk0KX+NzPdC1q0q3Ky1VvmtPyMlRK0ZPiQaQy4ABNsaNC/2RWLXqHfbs2cyQIaf5tZq1WJRLKJLkca7wJx6i3Z9CQM+e6n9FRTf++99tTUri4YdP44cfFnPSSVfzySdzgCIggWOOgUGDJFOnXk5p6Q7uv3813boNCUrWvn2jw42ZkkLIxJeaItBSSF17r8ybpxZsAwfC8ceH9l3OiKFH3oEPPvgPEyaY+Mc/3Od9RyNMJuVuGT5c3bjOPmCTSU1UXbs27zmrTcjazdW166n06aNPHuftty9h3rxqLrjgsaaq4TPOiC7XhC+0bq18pEKo1DmLRfn2XQvd2rZ18NK7o9eAVvTvP5WbbgpsMi4qKmTq1K5MmGBi6tSudkoQWLnyFQoLb2LHjh99niMrS90X0dRYXQj/K3O1iSslRY2xzda8g2Bu7iDatu3Kjz9+jOpKO4L09GouuwxqaioYMOAEunQ5jLy85r7Iqqpy1q5dzM6dzVqct0BqanQoAZNJHxeNFiMYNkwtzFavhsWLl/Pll68zf75asFksasGmZ0FnTFoEu3dvAmRT8/pohXahpFSTvGYuZmQoF1PRnYkAAB9qSURBVExJiVrpd+ninsLZVREES0LlDe+8o4rGsrO9+2ujEe2dMl8zMx3tGpOSYOtWtd1sdpCYCdGSXiMzM5dzz53BCScElmjg2tPBOeg8dOgZZGfn0rGjb2ugS5foscC0mEhSkv8yaRMXQO/ejtqL3r3VtvPPv58LLniIRYtqePNNK0JIpk1LtlscaVx11Uu8//6jPP10AVOmPI/Vqh6EnTt/4qGH/kaPHsO9Uiw4L5zCDS3nPylJvdbDonMOFp9wgqJ3efnlaiyWTOrq1HdccUXze18PxKQimDTpOU477Sbq6qojLYpX5OWpFV9ZWcuVdkKCWr16Y4/UHkZtxbN06Xt8+umdFBQ8ymGHnRiyfFu3qnx5UDdXtOZgu4Nqkdh8mzYhdeigzOfqavXAaNaX9qDq0ZzIHQWIVt0+c+ZW4GKf52jTJnhfshHQahcCaZGoWQSg4gTLlilFoMFkMvPxx9iVAFx1laB//+bn+PzzeezY8SOnnPIPevYcAYDZbGHgwDHk5Ljs7ASLxeFCCTeSktRkrff1c1asp58Oy5ZJbLZTqKsDq1Vy/fWCQYP0/U6IUUVgMpn8ziQINzp0gH37lGmtrVaCdbc4xwgAdu8ux2Zbyy+/FIWsCAoKrDQ2fgEM5eSTlc8xltC6tfdVa8+eLbd52n/RojtZs+ZDRo++nJNOusqv79ejuj3SFNLOSE5uTvHuL1wtAlCKQEq1ff16ePlltf3yy20MHFjC6tWrSEiwYLWm0qvX0Zx++s3YbPVkZ3dtOm+PHsOYPv0Tr9/dpUv4+a6EUEF9I0n/tPs0KwtOOUXw7rtw7LFw3nnCMNbZmFQE0YrWrZULqHNnVaEbKlxdQxkZQ8jLO5N+/YIvVAIVbG9sPB8YSmZmIxMmRIlvIgAE44/VJi3XFe/q1e+xbdtaMjM7+60IvFW3Fxf/ghAm2rbNIyHBfUFAtHEGBRvkdLYIOnRQv+ngQVWUl5GhLE71LDzEzp3F7NuXyttvO4qjTjnlei666LGAvtNkUoo+Ek152rQxVgk4K1ZQ/RnOPtt4y9FQRSCEGAs8iWpVOVdK+aDL51cC1wANQAUwRUrpPToE3HzzQBobG5g2bRG5udGzlNVIs/S6UVwVQXJyP2666e2Qz1tTA+npcykvhwkTTFHlnvAXwU5cZnPL/q0jR15ARkZHRoxo2enIXV9jUF2zXKFVtz/44FhKSrby2GOb3BLZuSYFRBLa6jbYlbXzxCWESr1dtEj1rXB8x+8UF99O164vkJqaxcCBJ3LoUCkVFaWceuqNbs9rs9VhNic2FVE5o1278CqBVq3UGDU0GK+8nRWr9j4pSbJ//24OHtxLt27eq6udIaV0O37uYJgiEKr6YRZwErAT+E4I8a7LRL9ASjnbvv8ZwGOA1yzuior9/PGHSkt44IGTKSh4JKIVxRaL42HSmwNd72BxUVEhCxdOt7svcmnXbgYjR8ZeNXa7dsEXe7lzD2VmdmLXrvU8++wlLFp0Z1OVuruA8OzZlyKEwGara3aO1NQsJk58kvz8Aqqry3nxxWtJSWmZzpKeHj1KICkp9Apm14nrnHOUm/G995QlMGoUDBmSx759G+nQoSdCCIYOVVkJDQ02zOYEpJT89NMydu78mbFjr0MIwWOPncP69cu54Ya3WxDNhSMuYLGo6unkZOXaDZcLytUiANi27Qduu20wnTr14T//2ej2uIYGG8uXv8CYMVc0bXv88XM5++w7/FIeRloEw4HNUsrfAIQQC4EzgSZFIKUsd9o/BfAZpiopcZjjZWW7I96HIDPT2AdbCDV5mEwqAPreezPJyMjk2GMv9H2wE1wnNdjGgQNT+PLL2OrhkJUVWhGNqyJwN9nPmnUhc+de4ZboTGt27wqrNbVpHE866Sq6dRtKenrL4FBOYKwThkKPAixXRQAqVnBjs4W+ya1lZDY7pp+ZMydw6NA+hg8/h6ysLlRWHqC2tqoFD39SkvGrcm1xp7kQwxmHcKcIOnfuR3p6O9q0yaGxsaEZQaKGN9+8h7ffvp+jjx5PSkoGW7euZceOH1m2bDaTJj3n83uNVASdgR1O73cCI1x3EkJcA9wAWIATfJ3U9cGMdB8Co3OYzWZ1Q2ZkKJrfBQseIzOzLmBF4C7Lpb4+tno4OBcuBQvXSctTA6Da2sqAzltaur2ZKd6z5/AW+6SlRRcNgl6KINSJUgjB8OHn2l1B6gLdfXcR1dWHsFiaCxkOa0CzwCPReMmdYk1MTGL27D0e3TxSSv7443eklOzevYmePYcjhImamkoyMvzLSIh4lFBKOUtK2QO4FfiXu32EEFOEEKuEEKvcfR6pPgTaat1IaDeF6kpVCOzlwIHiZgVM3rBvn2r+8Wfo4ZCcHPrD6Zrr7a0BUCCQUnLVVR35+ONZHveJJgoJk0mfdGE9FAHApEmzufTSmbRp09l+XkGrVukkJDQPuBmlCBISlGu3VavIU1W4G09nJbB37xZqa6uafXb11fOYMWNV0wIkN/cwZs3awbhxd/v1nUYqgl2AM/NWjn2bJywE3DYmlVLOkVIOk1IOc/d5pPoQpKUZTwugXX+LpRCYAqjaCa2AyZsyqK+H++6DRx4BcD9GKSkRSL0IEnrEYFwfsuxs/e6dgwf3snDh7W6viZZ3Hi3Qa7Jzt4LVG1rV8mGHGdeGMjNTLbYi3QbU13j+/vv3/Oc/Z3PZZel8/fUip+NEs1iAEAKTyYyUkg8+eIySkh3uTtcEIy/hd0AvIUQ3IYQFOB9413kHIYSz4/BU4NdAvySSfQjCUdqu3RS//TYdjTpZg+YW84Q5cwrZu7cr6jJXoJK3mqOm5pBflkU0QI/Jy1Vxu6ecCAwaKyRAdXW5WwUdLQHitDQli573rl6KoKamkrVrF7Nx40pmzDiJhQtvp18/pQBycoxTAomJ0dPn2JuFJaXkyy9fxWQyc8cdyxkxYhy7dm1g5871SA9VgLt2beCtt+7jgQfcrrGbYJgikFLagGuBJcAG4HUp5c9CiHvsGUIA1wohfhZCrEXFCSb6Om9SUoo9WCLIzs7TpX9vMDCbw7PC0x6yiorAXDvLlhVSVDQF2IaKwZeisnSbw2ar86pMogl6WASuk1Z+fgGTJ88hNTU4n4NadTUfV1cFbTJFD4eTxo6pV4qzXq4hgNmzL+Ghh/7GW2/dx08/LWXPnjWGcjC1auWgeo8WeBtPIQQFBY/w4INr6Nv3WIQQvP32/dx88wCWLp3t9pjXXptOY2MD48ff5fV7Da0jkFJ+CHzosu1Op9fTAj1n5859mTHDbaggbMjOVjUDRhaWaNAmLk8FTFJKJk/ObkpdBKirg3nzWloQnhArcQI9LAJ3q1eNcmLCBM8zmhAtJ/yEBEuLNFINzmOalRV8uqueSE7WXw49FcHAgWMoKdnKqFGXMHbsZIYMMc5Po7WObGyMTFDYEwJ1taWlZZOR0YE+fdx3rfrHPxZRX19LmzbeTZ6IB4tjDYmJijI4HEoAHDep6lDkfklcUVHKc89dRlFRITU18MADUFfn/+QeC72eTSZ9qiu9PWTZ2Xket1999cvNrIbU1CyuuOK/Ho9xHtNoWXEakXapZ4xgzJgrmDHjO0aOnMDf/z6OESNG6XNiFzgzhZpM0acI/JHnjz9+59FHz6S4eCPPPFNMly7uC2vN5gSsVt9+ryhYpwSG335bzbXX5nL++Q9ExCXUqVN42SK178rPL2DlSli3biLeXDybNxewcSOYTLk0Nrrj3W+OWOn1rFdw01twf/z4GS61Fo7x8UZU5+kYDZGkkjCbFadRba3+BY+gJi29rQyjyOSSkx0d/6Kp94Mz/FWsqaltWLv2I0BSVXXQbfFiIIhJi6C0dIfPjBkjYLHoT//qC843xTHHFACeSYz27dvOxx+rm3zcuBluC0+cEckYS6DQaxLz9pBp8YLs7DyE8C8G5euYpKTIsrq2bq0maqOCoULo31+5XTtjVukpKcqqjHaWXX9+e6tWrbn++v/x1FPbQlYCEIMWgYZwF5KlpamK1nBzxzt/X/fuoNJA3a/0hchFSkVfe/bZBbz11iQaG1taD6CUgKJLjg3oxYfk6/oFQ1Ht7ZhIFpCZzeHhxtHTTWoyGbfYinR9gD8IJOaiUXX4c05fiS0xaRFoCFeQMyUFBgwwxrT2BeebonNn6NJlBuD+yZOygrS0q/nkk2wmTBDU19cghAmzufn+seIOArV6y8rSz88ebkUeCUUghFKcbdoY7//W3Cx6jWuvXsbE3yyW6HUHOUPP4DuoueuII3zTssS0IghXkDOSqzrnB8xkggcfLODEE18E3DlRSzl06FkqK0ubtkjZSGNjI6mpWX67O6IJ3burycFdB7dgEO7JIBL3TlaWqhUIR268o+Ax9HPl5BiXkh2JRVww0DP4npIC/fr55wqLWddQOFe10aIItPeTJhVw0kkF3HZbV6T0HRCWsgGrNZXnn99nkJTGwGLRf+zDaRFEwh+dmKif0vQHzoqgpib48yQkGEPBofWfiAW3EOjjaktOVmOp9fP2BzGpCLKz85oyOcKBSGZ9eJq48vJASv9dY7FSK+CMrCz9XRvhVAQqphNehJvGQrs+oU5e2dn6XxshVBezxsboqOPwB5oiSEho2TfDH6SmQt++gf/eGBkeB7p3HxrWgrJWrSJ7E3mbCD0VmblDLNQKuMKItnzhcg116BBeSzIhQS1Ywu0C0cs1ZATHT0qKUi7hjgvpAatV0c4HgrQ0pQSCucdjcIjCi0jTBnu7if3lyUlIsMRMcNhsVh28jOKWCUfxUGKiWomGC0KoRIJIFK7pYRGkphqjwKKpFai/0MYz0Cy59PTglQDEoEUQbkSzItBcY6qV4jZMJrM9XVSg9fhx7pwVC8jONpagLRwWQefO4Q1KJyVFrjpWD0VgRLMeiyX66wXcIRhF0LatWjyFcs/FFYEHmM1qgCNND+BP3ju4VrdKLJZWMZUdpMFocjaj3QRJSeGnMo5kIDRU11Dnzvqz+CYkhKeBjREIVBH06KHPM/OXcw0J4d3lYLWqwR06NHQtqwf8mbjcddnyRVEdjWjVyviMF6MVQU5O+H3SehXbBYNQFEF6uv7WgNZmMhatAQ1C+Kfcu3XTb+H0p7cItEFNSVE3XmamelB/+EHxrzjDalWFY+EilPMH/kwqf4buYxCelbSRk3ROTvjppvXqNBYsgnUNmc1qwaW3S0ujlo5laAWB3tCxo74V2H9qRWCxqKYW7m7S3Fz41d4GR+NiCSerqL/w56b2lD0UK5lCeXlqAg1HdpZRFl779pFpTB/p/HhtIk9IcOTs+4OuXY1RYJG0jvSE2azmrzo3LOfJyfonI8S47vSOnj09T+xZWerB7d8fhg3zvwIv3PBHEbjLHooVGgmrVQWHw5Wia0RQNTlZKbNwIilJ+dYjnczgPJ7+uofatDHGchIiOp/hQOErTtCjh/5Wz5/OIsjMVGYT+H5IIrGCCxT+TFzO2UOlpdvJysoNa8FdKOjSJfwZL2YzNLjn4vMLzsU+QigKjHC7IzIzo2/1a7G0dLe6IinJuEI7qzW6egsEC+03uCo1IdTi1og42p9OEeTmRt5c1hP+TjDBsGaGE8nJaiVotSoqgvr6yGV3mEzBKQIh1Mq/Qwc4eFCZ7ZmZxlkz2oTg6m5JTIweJeA88fpyq5pMSmkaNV7RMiahQhtT59oKs1nVCRhVG2GoIhBCjAWeRHVNnyulfNDl8xuASYANKAEuk/6Q53hA27Z/LiUAsR/4AjXZG2HOBotg5dCUAIQnrbhtWzUZSKlW2uXlUFUVXYVS/rqGhIDevY3NCvuzKYIOHdT1Li01VgmAgYpACGEGZgEnATuB74QQ70op1zvttgYYJqWsEkJcBTwMjPf3O3JylPl04IBajRhBWhVpRMvkGSjS0lQWkNnsaAsYLQhmTMPdgN5qdawItSwSqxXKysJLKucLzoogMxP27HG/X/fu+tcLOCM1Vf8GOZGCNqZCqAVU587GKzkjLYLhwGYp5W8AQoiFwJlAkyKQUi532v9r4MJAviArS1kA4U7ZCydi0eeZna0e/GhVYsFkDmVnh7emxJPyNHIyDRZatlDr1mph5honaNvW2Ge0Q4c/jzUALZ/5cPw2IxVBZ2CH0/udwAgv+18OfOTuAyHEFGAKqFRJUDfcn80N5A7ROpm6Q8eO6qGM9syNYMbUSNoLDVarg4Uzlq67c9podjbs2uX4LDXVd1OUUJCc/OdSApFCVASLhRAXAsOA49x9LqWcA8yx71syYYIIOo7ggmwgFkj643Lqj1iRNS6nvvgry+kxydlIRbALcC57yLFvawYhxBhgOnCclNJH8hlIKXUzMoUQq6SUw/Q6n1GIy6k/YkXWuJz6Ii6nexhpgH4H9BJCdBNCWIDzgXeddxBCDAaeA86QUv5hoCxxxBFHHHF4gGGKQEppA64FlgAbgNellD8LIe4RQpxh3+0RIBVYJIRYK4R418Pp4ogjjjjiMAiGxgiklB8CH7psu9Pp9Rgjv98PzInw9/uLuJz6I1ZkjcupL+JyuoGQ/rJExRFHHHHE8adEDCWpxRFHHHHEYQT+1IpACKEjY7exEEJkRloGfyCEiIneT/Hx1BdCiJgo24yVZz7axvNPqQiEEKlCiCeAj4QQzwkhzom0TJ4ghGglhJgFLBZCTLVnUiGEiKprYx/Tx4EPhBD3CSFGR1omd4iPp74QQliFEM8Cy+2JHifYt0fjeEb9Mx+t4xlVF1MPCCE6A6+gOrifAnyG4jCKVtwAZAETASsqnRYpZWMkhXKGEKIX8BbQAFyGIgi8PaJCeUZ8PPXFZUA7VLHn78B/hRDWKBvPWHrmo3I8/3SKAKhBMZ1Ok1LuAV4H1gohBkVYriYIIaz2/wmABVggpdwopXwEKLGvFCO+SnBCJTBHSnmTnTTwQ2C3ECIqOjrEx1NfCCGcae0E8JWUslRK+SLwFXC/fb9oYcKK6mc+FsYzWh6MoCGE6COEmC2ESAaQUpYCK5x26QJ0B36JgHjNIIToLYQoBGYKIYbZay1SgaOddrsSuEgIkROpVYJ9TJtWVFLKYprzQLUC+kopd4ZdOCfEx1NfCCF6CiFeB14SQpwqhNBYo5y7Sd8MnC2E6CGllJGYvGLlmY+V8YQYVwRCiHyUSTgF5RJACCGklJVOu1mArf7QVxgJ+037HPADsA64RghxOfAQcKUQIhtASrkDmA9MjpCcpwJvAjcJIf5p35Ygpaxw2q0NkX/I4uOpI+zW0hPAT6hn6nTgTmAecIoQYiCAXVm9g92VJcOcfx4rz3ysjKeGmFYEQCnK59YbuFQIkedmIAcDWwCEEJMjaC72ACqllA9LKWcCc4GzgWTgWZoXkGxCsbVGwlzcCxSgxvRWIUSqlNImhDA5ydIf+Nku3wVCiN5hlhHi46k3OgJlwAwp5TvAvaheIr1QCne6cGTkLAb0In4MFLHyzMfKeAIxrgiklBtQPQ82A58A90ALX/CJQJYQ4n/ABSh/YtghpfwJ6CqEGGXftA5YBtyCIt1rI4S4SwhxHqprW7X9uLCuEKSUq4CN9jFdDMy2fyScZMkH2goh3kJNcvXhlNEuZ3w8Q4SzUpRS7kIxAJ/k9P5Z4H67oq0E/i2EmISyuvaHQ0Y3ckbtM+8sQzSPp1tIKaP+D2U6pzu9F66vgTRgM3Ciy7EfoVZb48IkazbQ3lk+wGR/PRWY7/TZEcAL9mN6AxcDHwMFkZDTzZimo1Y1Rzp9loSadFcD54VBzo7AMS7bonE8W8gZxeN5ucs2s/3/JUCR0/YMVOD1CCAT5d5YGMbxvNzDZ1HzzKP6rjwKWKJ5PH3+jkgL4MdA34EirVsI3G3fZnLZRxv4fwDv219PsE/Cx4dR1n8BG4E3gAedZbO/7gn8D5hof5+FIuXrEOYxdSenpzG9A1hufz3W/v+sMMr6M2olPcT+3llhRcV4+pIzWsbT/t2rgRs8fG4CPgX+4bRtHjAwzGPpVU6X8YzYM49KRPgJeBqVpOD6DEXFePr1WyItgJdBTkGxk74GtEet8A4CXe2ft1jB2l8fsO/3AmANk6xW4EGUtm9rl7cKaKPdEE77nozyXw4BzgOWA7nRIKfLvs5jagMOAU8CiWGS1WR/uD5Cmc7XAynRNJ5+yOnpHo3EeD5q/84W3+ci21BUfvtZqNaxq4H+YRxPj3J6kTmszzwOi3Smp0kdh9US0fH0+zdFWgA3A5hh/58AHA8kOH32PHCZh+NaoxTHOmBkOGW1v+7o9Pp44FVggIeb4yrgKftNYbisgcrp9Hm2fczXhFtOp21PAzfZJ81R0Tae/sgZDeMJ9EP1BU9DLaouA45y2V+b4M4E/g18DuRHm5xO+4b1mXeR0wT8iFpMDbDLcQlOiyocVktYxzOo3xZpAZwGLcv+MH0MXAf0dPpMoFLClgNHeDjeBAyKkKx97dsTUCvUrcB/gG9R5qp2QzivZM3RKqfT8QlhesCc5ZwK9LNv7wm8ZH99A2rF/Q8gR7svIjiefssZ4fG8zknOu1GB6C+Bu1CZKhc73Z/CaNn0kNPp+LA8826u+2H27fcDj9u3X4EqDLzf6TkzGS2bXn9RkTUkhDgKZVrvA+5DBWCuc9rFhLox6nDT7hIUhYCUcp3BonqS9Wq7DDbge6C7lPJG1CrgBrv8SKeCJillQ7TK6SSjTUr5RZjlzHGSczNQLoQwA32AacAIaS+8kvanzf463OPpt5xOMkZiPDujLCZQ1so9wBgp5b9RjaOudpJPEiaEIqeGcDzzHq775faPNZfkIinlc8CtQAfsBWMyimg4fCEqmtejMikek1IuhCbmyBPtlXj1UsoGIUR3++sSoQilLNr+USKrFaiVUjY1nJZSfiCEuAl1k2+NyxmQnImo/PrDUKb/FpT/WAohekkpf43L6becY+zX/aCU8l5tRynle0KIG1CTW7jz2GNZzpPsn32GqmIfYpfzR3shY8woAA1hVwT2KsBmKw8p5UYhxA6nz+pRriHnysATgWQhxDzUquvWKJO1xvkYIUQ/1ApiG1AclzNgOeuBH4QQRcBKKeXHQohuqN7XhuaF/wnl7KFdd6dj+6Ou+1ai57rHipzd7Z9tFkI8DfxTKD6r7iir+ncj5TQCYXUNCSESnQfapVCk0umzrqjVlTOygYGovNwRUsoVUSprkhDiIlS206dSykuklHVxOYOTU0p5h5TyY/vr36WUD0hFGxGXMwg5hRAJQoizUenYy6SUl9qVWVzO4K77WpTbqgh4V0p5mlTFYzGFsCkCIcS1wFKhOLhPB+WTdK7Gc3rdHfjGvu0cIURrFG1vVyml4b08Q5EVRSC2BOUjnhWXM+Rr38FI2f5qcqIybT4DhkfzdY8VOYUQnaSU+6WU/5NSvmCknEbCcEUghGgjlDvn/4DbUEGXiXbzuSmgIoQYJB3Blf5AbyHER8DfUfGAjVLK6hiQ1Syl/MNIWf9Ccp5LGPytfyE5x6EyWfa7umDicgZ93W1GyRdWSONTr8wopkAt57s78BL23HVUlH0esBLoBOQC5Sha2bBVsMaSrHE543LG5fzryBmWsTBgcBNQhTVdnLalOr02oQpGetnfnwRc7XKOS8N0I8SErHE543LG5fzryBmJP70H+jBUfvpe4FUP+/QDPvTwmUVPef4MssbljMsZl/OvI2ek/vSOEexDlfr3RVEEnwwghDA7ReE7onq0IoQYIexNu4UQQhqYtRLDssbljMsZl/OvI2dEoKsikFLuBl6TUh5A+dq0rjsNKJoIgMMBixDiEVR5tnZs2KoaY0nWuJxxOeNy/nXkjBR0zxqSjiyUeUCNEOI6+/ZGu+YdBZwA7JdSHiOlXK63DP4iVmSNyxmXMy7nX0fOiMBIvxMqLesb++tB9v9n4BSsiZa/WJE1Lmdczricfx05wzYeYRjwxUAtipkvO9I/+M8ga1zOuJxxOf86cobjz7CCMqGac9+HisRfK6U8RToRnUUTYkXWuJz6Ii6nvojLGbvQCimMObkQf0Px2NT63DnCiBVZ43Lqi7ic+iIuZ2zCUEUQRxxxxBFH9CMqGtPEEUccccQROcQVQRxxxBHHXxxxRRBHHHHE8RdHXBHEEUcccfzFEVcEccQRRxx/ccQVQRxx+IAQokEIsVYI8bMQ4gchxI3CqXuVh2O6CiEuCJeMccQRCuKKII44fKNaSnmElHIAiqP+b8BdPo7pCsQVQRwxgXgdQRxx+IAQokJKmer0vjvwHZAN5AGvACn2j6+VUn4phPgaVbn6O/AyigL5QeB4IAmYJaV8Lmw/Io44vCCuCOKIwwdcFYF9WxnQB/j/9u4fpa4giuP495dEgohYmR1oGSyyACsrC4tYahmwsHMJ1kJAgptwAS4gbVA3YCkmpQiv8L1jMbew8A+veRrm++nuvTOXmeow51zuuQUmVTVKskJrevItyTpwUFWbw/gfwJeqOkzyGfgNbFfV1Uw3Iz3h01svQPrPzQHHSdaAMbD6zLgN4GuS78P1ErBCOzFIb8pAIE1pSA2Ngb+0WsENranJB2D03DRgv6rOZrJIaQoWi6UpJFkGToDjannVJeC6qibADvBxGHoLLD6aegbsJZkb3rOaZAHpHfBEIL1uPsk5LQ10TysOHw3PfgGnSXZp/7e/G+5fAuMkF7TWiD9pXxL9Gbph/QO2ZrUB6SUWiyWpc6aGJKlzBgJJ6pyBQJI6ZyCQpM4ZCCSpcwYCSeqcgUCSOmcgkKTOPQCAXkv/e37zVgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 6584, {'val_loss': '-0.00515104690566659', 'val/kl': '3.9791611925465986e-05', 'val/mse': '0.0198258887976408', 'val/std': '0.19118334352970123'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 8779, {'val_loss': '-0.0028277765959501266', 'val/kl': '2.9123417334631085e-05', 'val/mse': '0.023410072550177574', 'val/std': '0.27221348881721497'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 10974, {'val_loss': '-0.003685848554596305', 'val/kl': '1.1342454854457173e-05', 'val/mse': '0.03251540660858154', 'val/std': '0.20473994314670563'}\n", + "Epoch 4: reducing learning rate of group 0 to 2.0000e-05.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 13169, {'val_loss': '-0.0055043925531208515', 'val/kl': '4.485542376642115e-06', 'val/mse': '0.01916339062154293', 'val/std': '0.19730445742607117'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 15364, {'val_loss': '-0.005475978832691908', 'val/kl': '1.4046623846297734e-06', 'val/mse': '0.02090052142739296', 'val/std': '0.19480855762958527'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 17559, {'val_loss': '-0.005783900618553162', 'val/kl': '6.918413646417321e-07', 'val/mse': '0.019838465377688408', 'val/std': '0.18835186958312988'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 19754, {'val_loss': '-0.005670316983014345', 'val/kl': '4.2205232375636115e-07', 'val/mse': '0.01964375749230385', 'val/std': '0.19565491378307343'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 21949, {'val_loss': '-0.005682311952114105', 'val/kl': '3.0670065598314977e-07', 'val/mse': '0.020291399210691452', 'val/std': '0.19391529262065887'}\n", + "Epoch 9: reducing learning rate of group 0 to 2.0000e-06.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 24144, {'val_loss': '-0.005581430159509182', 'val/kl': '3.0763496283725544e-07', 'val/mse': '0.020435599610209465', 'val/std': '0.1972074657678604'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 26339, {'val_loss': '-0.00541901309043169', 'val/kl': '2.9316313998606347e-07', 'val/mse': '0.02146150916814804', 'val/std': '0.20053233206272125'}\n", + "Epoch 11: reducing learning rate of group 0 to 2.0000e-07.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 28534, {'val_loss': '-0.005426726769655943', 'val/kl': '2.9130447387615277e-07', 'val/mse': '0.021415408700704575', 'val/std': '0.2003737986087799'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 30729, {'val_loss': '-0.005419209599494934', 'val/kl': '2.899109858844895e-07', 'val/mse': '0.02142636850476265', 'val/std': '0.20059052109718323'}\n", + "Epoch 13: reducing learning rate of group 0 to 1.0000e-07.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 32924, {'val_loss': '-0.005413149483501911', 'val/kl': '2.8902792337248684e-07', 'val/mse': '0.021432336419820786', 'val/std': '0.2007632851600647'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 35119, {'val_loss': '-0.005413081496953964', 'val/kl': '2.885174694711168e-07', 'val/mse': '0.0214337520301342', 'val/std': '0.2007668912410736'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 37314, {'val_loss': '-0.005406233016401529', 'val/kl': '2.8793391493309173e-07', 'val/mse': '0.021471373736858368', 'val/std': '0.20092613995075226'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 39509, {'val_loss': '-0.005412280093878508', 'val/kl': '2.8685880693046784e-07', 'val/mse': '0.021411973983049393', 'val/std': '0.20086169242858887'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 41704, {'val_loss': '-0.0054167937487363815', 'val/kl': '2.857289871371904e-07', 'val/mse': '0.021380452439188957', 'val/std': '0.20080098509788513'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 43899, {'val_loss': '-0.005429975688457489', 'val/kl': '2.849250222425326e-07', 'val/mse': '0.021323125809431076', 'val/std': '0.20049400627613068'}\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:\n", + " Name Type Params\n", + "0 model LatentModel 422 K\n", + "1 model._latent_encoder LatentEncoder 78 K\n", + "2 model._latent_encoder._encoder LSTMBlock 53 K\n", + "3 model._latent_encoder._encoder._lstm LSTM 53 K\n", + "4 model._latent_encoder._self_attention Attention 16 K\n", + ".. ... ... ...\n", + "83 model._decoder._target_transform Linear 1 K\n", + "84 model._decoder._decoder LSTMBlock 147 K\n", + "85 model._decoder._decoder._lstm LSTM 147 K\n", + "86 model._decoder._mean Linear 97 \n", + "87 model._decoder._std Linear 97 \n", + "\n", + "[88 rows x 3 columns]\n", + "INFO:root:model and trainer restored from checkpoint: optuna_result/anp-rnn4/anp-lstm/version_-2/chk/_ckpt_epoch_7.ckpt\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "10b8dd6c8e6a4b08a55315ab4ace974c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxd7HP5OEQEJC6IQaSuhIERBEVEBBwYZdRF9sYK9XLOAVLKggiqIogorIxa5wERVFbATRS1e61BAC6b3sZnfn/WN2ky1na7YF9vs8+xDOmTNndvac+c6vCyklEUQQQQQRnL6ICvUAIogggggiCC0iRBBBBBFEcJojQgQRRBBBBKc5IkQQQQQRRHCaI0IEEUQQQQSnOSJEEEEEEURwmiNCBHUUQggphEgN9TgiiCCCuo8IEUTgVwghLhBC7BVClAshfhZCpLho29Hcptx8zYV25x8WQpwUQhQLId4XQtTX6ON8Myk+b3VsoRCi1OqjE0KUOBlDSyHEx0KITCFEkRBigxBiiF2bG4UQR4UQZUKIlUKIplbn7hNCbDbf4wO763qZzxWYPz8KIXq5mI9YIcQXQogj5u80wu78VCHETiFEiRDisBBiqrO+vGmvNYcabYQQYrYQIs/8mS2EEFbno4UQz5vnsUQIsU0I0dhJXzcIIfaZ5ztbCLFUCNHI6nxTIcQK83wfFULc6OZ7uvp9vOrrdEWECCLwG4QQzYGvgH8DTYHNwKcuLvkY2AY0A6YDXwghWpj7ugh4ArgASAE6A8/Y3a8e8Drwp/VxKeVdUsoEy8d8n8+djCEB2AQMNI95KfCNECLBfI/ewDvAzUAroBx4y+r6TOB54H2NvjOBa8z9NgdWAZ+4mA+ANOAm4KTGOQH8H9AEuBi4Twhxg4u+3LZ3NocamAKMB/oBfYHLgDutzj8DDAPOBhqh5qvSSV8bgHOklEmo3zUGNYcWLAD0qPmeCLxt/h0cv6D738fjvk5rSCkjnzr4ASSQav47CfgQyAGOAk8BUeZzqcCvQBGQC3xqPi6AeUA2UAz8DfSp5ZimAL9b/b8hUAH00GjbDdABiVbH1gN3mf/+CHjB6twFwEm7Pp4A5gAfAM87GVNDoAQ434vvUQwMNP/9AvCR1bkuqIUl0e6a54EPXPQZA9wLlHs4hgxghJs284E3vPheDu09mUNzu9+BKVb/vx34w/x3E6AU6OLDM5Ngfna/tfq99EA3qzbLgJecXO/09/G2r9P5E5EITg28gSKDzsD5qF3greZzzwE/oF7Wdua2AGOA81ALchJwHZAHIIR4QghR6OzjYhy9gR2W/0gpy4CD5uNabQ9JKa1VNjus2tr0Zf67lRCimXmMKcBtwLMuxgNwNYogf3PTDnO//YFY4IDWOKSUBzEvLp70Z+6zELU7fgO1cNUaZrXMucAuX9t7MYeg/XtYfqszAANwjVmVt18Ica/VfYbbPzfmY0Uokr4aeM18qhtgkFLu17qXEKKD+TnsoDUuu9/HZV8R1CAm1AOIoHYQQkQDNwD9zYtqiRDiFZSo/B5QhVKttJFSZqBUD5iPJwI9gP9JKfdY+pRSvgS85MNwElCLrjWKzPfRaluk0batk/OWvxNRhDUf+LeUstRKVa2FScCH0rwddAWznnoZ8IyU0nI/Z+PU+k6akFI2FkI0NI/lqKfXucFMlGp3SS3aezqHoP17JJgJph1qM9EN6AR0BdYJIfZLKddKKdMAG3uB+ViSEKItMBk4YnWfYrt7V8+3lDLdri9Xv4/RVV8R1CAiEdR9NAfqYbvAHKVmQX0MpQb6nxBilxDiNgAp5U/AmygdarYQYpG1wc4dzDuzaoOs+XApSj9sjUaoXZ893LW1P2/5u0QIcRlKNePK/oB51zgCpXpwCSFEHPA1St3xohfj9Ahm6Wgh8KFQBmqt+fMIQoj7UFLfJVJKnfnYNKv+FnrQ3qM5tILW71FqJtgK87FnpZQVUsq/ULaQce46lVIeB9ZQYzvxdr5dtffLb3c6IEIEdR+51Oz6LegAHAeQUp6UUk6WUrZBGffeEma3UynlfCnlQKAXajc3FRwWFYeP+dp0aWuQBaV26GcZhHkX3AVt9cUuoLMQwnp31s+qrU1f5r+zpJR5KHvBILMa4iRwPfCQEOK/dve4GdggpTzkagKF8kZaidLL32l32v47dQbqA/vxHlFAPNDWyfy5hZnInwAuMEt4AEgpX7Dq7y537fF8Di3Q+j0sv9VflmFYnfcmrXEM6jkBNa8xQoiuTu7lclx2v4+3fZ2+CLWRIvLx7YOtsfg/wAqUyJsC7AXuMJ+7Fmhn/rs3avfWGRgMDEFJEw1Ru7JnajmmFijR+2qgATAbs0HRSfs/gLnmtlcChUAL87mLUZ4zvVCqgJ8wG/nM3zPZ6vMpyvDd1K7/fcBtbsZcDyUJrARiNM73RqkXzjXP03+AT6zOx5jH/yJKrdTA0g8wGhgARKN2ovNRnkQNXIynvrmPDJQdpwEgzOcmmuekp4e/h9P2ns6hVfu7gD0oSbMNajG9y+r8byjvnfpAT5QTwgUuxtXB/HcKypnhK6vzn6A8vRoC55ifqd5O+nL3+3jc1+n8CfkAIh8ffzhbImhifgFygGPA09R4Dc1BSQelKMPtFPPxC1A7uVKUVLEcSPDDuC5EEVEF8AvQ0ercQmCh1f87mttUoBbtC+36egTIMr/oS4D6Tu75AXYeLyg3xjLsvHs0rj3fPJfl5rmwfM61anMjkG7u77/WiyVK9y7tPjPN5641z0Wp+bf5BujrZjxHNPrraD53GCX9WY9zoYu+PG6vNYd254X5Wco3f+ZgJijz+baozUQpcAi40+rcuSg1kuX/s1BEV2b+dxHQzOp8UxQxl5nn/Uarcx3M9+jg4e/jtK/Ip+Zj2WlEEEEEEURwmiJiI4gggggiOM0RIYIIIogggtMcESKIIIIIIjjNESGCCCKIIILTHBEiiCCCCCI4zVHnUkw0b95cduzYMST3NpnAYAj+fevVA/cZAOoWQjWXALGxoblvsFBVBcFyBoyKgpg6t4p4h2DOZ3S0+gQCW7ZsyZVSttA6V+d+wo4dO7J58+aQ3Ds7G8rLg3/f1q2hvkMm/rqNEydApwv+faOjoX374N83WDAa4dix4N0vPh5atgze/YINnU49q8FCkyaQlBSYvoUQTvNcRVRDHqKiIjQkAMHbjQQLVVWhIQE49ebSHsGa16oq9e+pPp/F9inrAoxQzWeECDxEQUHo7n2qvWyhIlQ49ebSHsEgAr0e/v5bbY5OVZSUQFYWlJWFeiTBQYQIPIBOpx7+CPyDUBLBqY5KZzXB/IiCAvU+7NlzahKrwQB5eaEhuohEEMawiMGhwqn0shmNoVMLwak1l/aQMjgblrw89W+o34tAIdjqoHBAhAg8QKgf+FNp8QoHdcKpNJ/W0OkC/92qqmoWSilPvbk0maDUq+oQpwYCSgRCiIuFEPuEEAeEEE9onE8RQqwTQvwlhPhFCNEukOPxFRG1kP8QDmqhU23xsiCQJJuTAxkZkJsbuHuEAwoLFRn4GzpdJXv3/u223SmnGjKXUFwAjEXllJ8ghOhl12wuqoxgX1Td1BcJQ0QkAv9Ar48QQSARSCLIzVVEcNTOATEQi2YoYDTCyZOBUwtNmTKesWP7snXrxsDcoJYIpERwFnBASnlISqlHFYi4wq5NL1TBEYCfNc6HHKEMfDrVUOiq7H0EtYLRGDjJ1WRyvkCeKqRaUhJYQ3t6uiqSt2fPDpftQjWfgQwoa4sqkmJBBqoiljV2AFcBr6MqVCUKIZpJVY4wLBAKacDyMFiiiU+Fl02nCw9pAE6N+bRHIKWB4mLnc2Y0Bu6+wUSg7QI//+xLZdPgIdTG4keB84UQ21CVoo4DDo+WEGKKEGKzEGJzTk5OUAcYCiIoKYHt22u8M06FhSuUcRj2OBXm0x6BJAJXv92pMJcVFeEj9Z9yNgLUom4dzN/OfKwaUspMKeVVUsoBwHTzMQcFgpRykZRykJRyUIsWmqkyAoZQGIoLC9UO2mKYq+t62IqK4Pi3e4pTYfGyhpSBJQJXKr26/mxCYKWBnJwsXn55Gvv27QQgXCtCBpIINgFdhRCdhBCxwA3AKusGQojmQgjLGJ4E3g/geHxCKCSCoiL1r+UlC9Nnx2OEm22grs+nPSor/b8gSwl798LOna7jPsJ5Ll999VWuuOIK/vjjD6dtqqoCq7Jct+5r3nrrRaZNm8KIEamce24nl+1POYlASmkA7gO+B/YAn0kpdwkhnhVCXG5uNgLYJ4TYD7RCFbUOC+j1Sjca7OCnqqqasHbLQ1GXd10VFaENIDsdEIiFrKBAEbi73XI4P5ubNm1i1apVHDx4UPO8yaTSSARy8e3cuTu33PIAt976IBkZR8jMTEcXhi9EQLOPSim/Bb61O/a01d9fAF8Ecgy+QErlShaKh9wiDVjGYf1vXUQ4RmnW5fnUQiCIIDvb/30GExUVFTzwwANcd911DB48WLNNTk7gbQNnnXUuZ511LgC9e59Jq1ZtqO8ilfApJxHUZZSWhm6nY00EljGE867LFaqqwiOS2B6nEhHodP733NHpPFfnheOzefToUVq2bMmyZcsYP3487do5xqlWVNg+mwcP7uOff3YHdFydOnUlPr5hQO/hKyJEoAHrxThY2LMH/voL8vNrjtV11VA4SgNwahGBP6UBo1F5rGVkeH5NOM7lmjVrKC0tpaioCOGkopO1J1RBQR433jiSCRNGcvjwP4CKBPYHNm/ewMmTx90aifPz1byHynupzhWmCRR0OrVDCEUAWWWlNvnUZWOxlOGbwrcuzqcWpFQLt7+Qnq505t4gHDcpd955J6NHj+bo0aMsWbKEVq1aMW7cuOrzpaW23oAFBXn06TOQgoJc8vNzmDr1FlJSUnnllaW1GkdxcSHXXjucuLh4du0qZf36tXz55VKGD7+Qa665BVDzd+hQjYdghw61uqXPiBABigSyskL3UDsLjajLEoFOVzfHXZfgTxWm0ehbHqFw/Y07d+7Mrl27uO222xg3blw1ERiNtlK3atuN9977GqPRSGZmOtu2/cGRIweoqCgnLi7e5zEUFxfRv/8Q6tdvgBCCY8cO89//Lic2NpaRI28hP18RuTUpnYqRxWEPKdXLVFAQ2gfa2QtYl4kgnOIG7HGqSAT+VL3l5vpmawi3udTpdNXG2C5duvB///d/nHnmmdXn8/Kcv0/R0dG0b9+JxYtXMWTI+bUiAYB27VJYsaLGdXXIkFE8/fQSmjTpxz//aF8Tqnf9tCaCrKzQLVilpWpnEh3t3L2yLquGIkQQWJSX+zfGxVuVkAXhNJdSSvr06UOnTp1Yvnw5vXr1YunSGvWOVrnZ1as/o2fPfnTp0r362KhRl/h9bHo9FBam0rNnqst2EYkgyCgvD91iZTLBwYPuPWrqqkQgZXjHDoTT4uUr/BUNW1GhjJS+Gp3DaS537NjBgQMHKC8vp1mzZg7n7b+jlJInnridsrJSNmxIp02b9g7X1AYmk4moKOWPc+CAZ8QdcR8NMkIR7VpVpQzRx4975lZpTQDh9MK5QzAKpNQG4Tw2T2A0+sdbyGRStYfzapHiMZyK0/Tp04fMzEw2btxYvQAXFhZy6NAhpJQO71xlZQXnnjuGs88eaUMC69ev5V//msSXX35Yq/FMnnwFQ4a0ZcWKX6vVeFu3rmbt2oVUVGhb+SMSQRBRVhaaHEJ793rnSWP9UJhMSo1UFxDOaqFTAf6SBoqKai9thgsJAMTExNC6dWubY+3bt6e0tJScnCIMhkY25+Li4nn77S8d+klPP8hXX31I/foNuPrq//N5POnpR8jOzkSvb1x9bPnyqWRm7qVHj3Np3763wzURG0EQEQr/dr3eN3dKKVU66rpEBOEYRGaNcFq8fIG/iMDee8YXWCQCJ+76IUdKSgplZWXk5JQSF9fI/QXA0KEjefnlJXTt6rhQewop4aWXtpGZmUGTJm2qj5911lUUF+dQv762IToiEQQJen1o9Ne+BqlZCKCuLF5VVeFtH4C6M5da0On8YySW0j/q0XCayy+++IK1a9dyzTXXMHr0aAB27lRZP0+ccHwuy8pKiY2tT7169WyOd+nS3cZ47Auys6GqKoYWLTraHL/+etfp1EIlEZx2NgJ/BuB4A1/z8dc1g3Go5tcbhNPi5S38EaS3cePPXHHFUNLTa18sxWQKn/lcv349ixYtYteuXTbHnW1OXn313/To0YBly97y6ziKiryLzrZGxFgcBIQq2lXK2kkElj7CHZa4jHBHXSFVLfjj+Z0y5Qr+/vtPPv/8afeN6xAmTJjAW2+9xahRo2yOO9uElZYWI6WkSRNbDyOdTscPP6zk668/8XoM+/apdDH792/ltdeu45tvXrU5bzQaKCzMorhYO3goIhEEAYHI227BypXLGT68I507RzF8eEdWrlyOyaR2yL4G60DdkgjKy+vGOOtqecXKytqPXUqYO/dXHnroCyZMeKnWYwonr6GhQ4dy991307dv3+pjL774MueddwYrVvzHof3s2e+xd28lo0ePtzmu1+u4884refLJyV7dv7y8hnSysg7y55+fs3//Bps2a9bM5+67k1mx4nnNPiI2giAgULrrlSuXM23aFCoqlE/f8eNHmTZtCmVl0KXLxFr1XdeIoC6gLsylFvwhDWRlQVLSAIYMGVD7zggfEnCGzMw89u3byYkTxzTPx8bGOhxLSEhkzJjxJCU1sYkFcAfroLyuXYfywAOfkJTUyqZNUlIrEhObExNTDy2Eaj5FuJZOc4ZBgwbJzZs3+3TtyZOBcW0cPrwjx48fdTjeqlUKr712pFZ99+0L8fHQtCk08szpIWQIZfZEbxATAxqZicMaRqOKP6ktie3eXeM1ZzQa0OsriItL9Lm/jh1h4ECop72uBRWrV68mOjqaESNGEBcXh9EIf/yRTlFRAW3atKdx46YBu7fRCFu31l5i69kT+vXzz5jsIYTYIqUcpHXutFINBSp2IDMzXfN4drb2cW9QVyQCo7FukACE/1xqwVWOHE9hMEB+fhWrVs1m1qzRTJ7c1KmKwlOE0z7yjjvuYNy4cRSY9TPl5dC2bQd69ernQALp6Ye48sqhzJz5QK3vW1mpNkH+UDlGVEMBhl4fuAWgTZsOmhJBs2a1zylbV4rThLvLqDUsni7h6vtuj9JS/6jdCguhqOgkH3/8RPWxrCztMo6eIpxsBGPGjCErK4umTdWi70qVlp5+iO3b/6R+/Qaa541GI8XFhcTHN3TaBpSb6KFDjsd37/6V/PwMuncfTosWKR5/h1PSWCyEuFgIsU8IcUAI8YTG+Q5CiJ+FENuEEH8JIcZp9eMPBHKhevTRWQ6ZCmNj67v1GfYEdaVcZV0iAgh/YrWgqso/gV+giCA6uh7jxj3CuHGP8Oabx3j44dpVig2n5/LDDz/k+++/p0GDBhiNaqd+4kQGr7zyb957b55N2/79h/D552k89tiLmn1NmTKeM89szm+//eDynidOaB//8ce3WbDgJgdjcVWVjqefHsZjj/XVvO6UkwiEENHAAmA0kAFsEkKsklJa14N7ClXU/m0hRC9UfeOOgRhPINMejB+vDMJz506vlgzOP/8ahg/XNhSnpS3n00+nk5ubTvPmHbj++llO29YV1VAoUnbUBkZj+Edqm0xqx+mP394SQNa4cTI33/xK7Tu06jecyMACiwRVWJjPm28+T/fufbj99oerzyckJDJo0DlOr2/SpBmNGjVGr3e+wykqch5F3737cECQnNzV5nhMTCxHjmylqkqHTlfuEGF8KqaYOAs4IKU8BCCE+AS4ArAmAglYTKBJQGagBhPoHev48RMZP34iy5a9xcKFs/nxx4/Yti3NYZFPS1vO4sVT0OvVk5qbe5TFi6cAaJJBXYkjiEgE/kdhof9STWdladtwTCYj7757F8eO/c2MGeuderM4Q7g8l1VVVVRVVREXF4cQolot1Lp1Ox56aCZt2ninpn355SVOy1xacPKk83MXXXQfF110n8NxIQRPP/0rcXFJ1KvnWMT+VAwoawtY+2xlmI9ZYyZwkxAiAyUN3K/VkRBiihBisxBic46zcl4uYMn6GWjMmzeD55//F5mZ6Ugpqxf5tLTl1W0+/XR6NQlYoNeX8+mn0zX7rAsSQVVVeI/PYFBpgI9amXHCPZbAYPBflLZOp8pQAuTlHSMr6yB6vRKRo6Ki2bXrJw4c+JPMzL1e9x0uRPD777/TsGFDRo0aVa0WAmjcuCkPPjiDa6+9tbqtlJKpU2/ls8/eR+dkB+OKBIqLYf/+mpiB3bt/Zc6cS1mxwjNVcGrqENq27UFUlKNIekraCDzABOADKWU7YBywTAjhMCYp5SIp5SAp5aAWLVp4fZNgJUGbP//Z6hfMAvtFPjdX25MoL0/7eLgbi6WsXRrjYCArSwX1WUeYhjsRFBX5b5E9cqTm+fnqq+d46KFUfv31g+rzkybNZ8aM30hOdl00RQvhohoqLy+nfv36JCYmuo23+OuvzXzxxQfMnv24212/431U5LC13aa8vJBt277hn382Vh/Lz8+ksrLMbdF6e5xyNgLgOGBd6aGd+Zg1bgcuBpBSbhRCNACaA9n+HEios2FaL/LNm3cgN9dzD6NwNxbn5YU27bRl55yUBFFRylZhHSNkMtWI8PZpvcMVBoP/UnUYDLYEGBfXiObNU2jWrObVPPNM3ytyhctzOXbsWCorKzEYDA41wHNyTrJjxyZSU3vSsWMqXbv2Ys6c99HpKjUDygD+/PM35s6dTv/+Q5g+fS6gvuuBA7bfOT39b1JTh/DIIyuq7QFSSh54IAWj0cCHH1Y6qIC2bl3N3r3rGTz4Srp2HWpzLlTZXANJBJuArkKITigCuAG40a5NOnAB8IEQoifQAPBe9+MCUgZvoWrTJoXMTNeL/PXXz7KxEQDExsY79TAKZ9WQThfa3EL5+cp1z2BQQWKWsp8tWkCnTooYcnJq9OzWcxjOEoE/pQH7HFc33TSXm26a65/OCR+JwAIhYhzsVQsWvMDSpW/w2GMvcvfdTxAf39BGVaSFysoKNm9Oo379BlRUKImyrMzWjTcn5whPPNGf1NSzmDFjPdHRajmtqqokMbEFBoNO0w7w118/8P33b9CkSRtNIggFAkYEUkqDEOI+4HsgGnhfSrlLCPEssFlKuQr4F7BYCPEwynB8i/RzqHNlZfAm9777ZjFzputFfvjwiRw7tosNG/5Dfn4GzZq59hoKZ2NxKElASqXzt9h+DIaav3NylB43Ksp2E2BNBOFIrKAIyp/z6kmyQ5PJxLp1i8jI2MmkSfM9TqkA4fdcakn/gwYN559/dpGc7Hk4ef/+Z/Hxx7/QqlUbMjK01Z8nTuwnMbE5LVt2qSYBgNjYON5+27nfy5lnXkrjxq3p1m2Yw7lQSQSnfIqJ/PzgFaLJyoJly5RraF5euuYibzKZmDhRGYmEEMyYsZ7u3Z27saWkgKXoUseOgRy9d5ASjh0L3YJaUKAyPXoDIWDIEPV3gwaQnOz/cdUWBQW+Z6rVwrZtnnl03XNPWwoKMnn11f20bt3V/QVmtGgBZ5+t0qCEEnPmzOHHH3/k9tsfYciQi522e/bZh2jatAUTJ97lkHVUCzqdmkNnqKrSUVFRzJ49v3LixH5GjZpMo0be2zEtaNcOhg1Tmxh/w1WKiVM+sjhYbo0ZGUcZObIb9erF8f77zit+ZGUdJDq6HkZjFVJK8vPtzSa2sN/FBuIB8QUVFaHdVbty3XOGcLcRSOnfeg46ne3zX1h4kscf70f79n146ql1Nm0vueRfCCGIj0/y6h7hso/cvn07a9eu5bLLJjltU1RUwLJlCzCZTNxwg2eZRZ0FjFlQr1596tVrwddfv8zBg/+jZ8/za0UEoVK1ndJEIGXwAp3y83MwGPQYjUo/MW/e1eza9TM33jiHUaPuqG7XunVX/vMfPX/88QWxsQ3o0eM8l/1aPxTh8tJBaNVCpaW1q+8QFRWeNgJ/p0m3r0BWUHCC4uJsiosdzXCXXPKIT/cIFxvBjBkzuOmmSTRrdobTNqWlJbz00rtkZ5+gefOWLvsrL4d33nmdY8dyuOqqGQ7xFX/99QO9eo2sPj5s2AR69RpBo0Yt2blzHR999Dj9+4/luuuec+hbpysnPf0vpDQ5qIdOORtBOECvD97Epqb24oknvqayUm3B9u37nbKyAhYvnsyKFc9X2wnsI4rj412nFA3HAvYlJaFLOZ2ZqVRSviKcje/+LppkX5AlJaUvCxYcR6fz343CgQQAunfvTtu23cnVrvfCCy9MZfHiuTz55MvcfbdDthsbGI2waxcsWfI8JSW5jBlzH40b1+gRy8oKefHFi2jVqgvz5v2DEIJx4x6qPr9//+8cPryFtm17avaflXWQp58+m7ZtezJ37m6bcxEiCACCGe1ar148/fpdCqjo4bKyGkfj3NyjLFx4K0IIDAZ99TFXEcUWhJuBs6IidHEDen1NYJSvsK4BHU6qNin9S656vaNEEBUVTdOmbTTbSyk5fHgr6el/cf75t3jsXx8uEgG49g7s3Lk7iYlJVFa69yXPzlZkMHbsQ0hpIibG1vOnsPAErVt3o2HDJprzNHDgZTz33J/ExWlv8ho3TqZz50G0bt3N4Vyo5vOUNhbn5gZPhVFcrHK9A9x/f0fNWAEtJCQ0ZfFi5ytrcnKNkbhVK4iLq+VAawEpVU78UKSbXrlyOXPmTOfECff5mVxhwACob36v27YNjzz6oAjWurBJbXH8uHeSk5SSKVOaU1qaz5tvptvEGbhC48YwfDgkJPg4UD/hlVdeoaKiAddeewf16zu6bFZVVREdHe3WI0pK2L7ds02k0WiwchnVkZt7FKPRQLt2vXz6DqDe8XPPVe7Q/sZpaywOlkRgMsGqVd+xZMkMUlL6OY0e1kJpqevUkuEkEZSVhY4ErCvAeSpNaSFcDcb+VgtpZWJZt24xR45s4/zzbyE19Sybc0IIBg++Cp2ujKoqz1+ccJAIjEYjjz/+OEajkeuu0zYC1/OQ8fPzPV83rF1G9+1LY9asC+nR4zxmzPjVsw40EDEW+xkmk/8SdpIbLfUAACAASURBVLmClCrvyLZtGzl0aBO5uUedRg9rISHBtQtbuCxcluyVocDcudOrScACS+oOb4kgHIPKTCb/EkFJibaaZMeO79i0aQW9e490IAKAKVMWe32vUJMAgF6v5/HHn+bYsWynkcLuYDAotWO2VU6D4uJccnIOk5TUisLCExQWZtG58yCSklrakABAs2btadmyM02btmXDho/JyjrIkCFXO7UTgJLCpJQ2UkrERuBnBEsaKC1VC2T37ufSr9/FtG7djS5dznKIHtZCbGw8kya97rKN9YMRyoWrtDR0FcicVYBzlp/JFayJIBgbBU9QWurfBcAZYV900f306jWSzp01tQM+I9RkEBcXx4MPPl0rG8uJE7YkALBmzeusWPE8V189k+zsg6xfv4zx46excuULdO06lJkzN1Qv4q1bd+P111WRn5dfvpytW7+mQ4cznBLBvHlXs2XL1zzxxBr69Bllcy4iEXgATycpWERg2Xn17Tuavn1H25x7//17qKjQjmaLiopm8uRFbne04aAaMhodPVCCCWcV4ISIIi1tuVdSQTgSgT9jB1z117v3SHr3HunyWoNBT2bmPjp0cO6GaY1Qk4AFtUkjI6UjCQC0atWFTp3OpFGj5sTHN2L9+mWsXPkCoFxAndkbhg2b4JIEAISIxmisorTU1j4YKV7vIc48c5DcutW9sTgzMzgxBOnp6l7OkJa2nIULb8VorFl1YmPjufbaZ4mNjSMpqRVDhlzt9PomTaB7d/V3QgI0b+6vkXuOYBrdtbBy5XKefHIKlZWOW77Y2HjOP38S27Z961Ghn549VYI6UEZjS9R2qFBZ6VtwnDNICf/7n28LijIYt6C0NI+FC7NISnLtaw/QsCGcd17NnIYCmzbtIC8vik6durosK+kMeXnwzz/u2+3Y8T2vvHIFw4ffxGWXPabp9aPXqyRz7ryuysuLiImpT2ys7XibNVPzqWHvrjVOu+L1RmPwAsksuU327k3jhx/e4sCBTTbnhw+fyFlnXQWoB6N58xQmT15EXl4GS5bcy4cfPuiy/1BLBFVVoSUBUEV/OnbshWUOraHXl7N27UKzTUa7BoQ1wk0i8Lc04EzNVFlZRlracvbuXe/0WiEE7dr1Jjm5K++8cxtPPTWEAwf+dHm/cNhHPvnk44wd29dtWUln8NRbq0+fC3jnnRymTHlXkwQWL57CLbfEM3PmcLd9xccnOZAAnL71CLyGJw9eMNNOW+71xRczWLLkXv7zH9sIzc8/n8m2bd8C2OxWW7fuSoMGiTRv7rqwdaiNxf72ZvEFpaWl7N27GZWXUAu2xz0p9ANqPkNl9wB1b3/PrzNiyck5woIFN7F4sevUCk89tY558/YTGxvHwYP/IyfniMv24eA1lJzcgU6dutG5c3evr83Odp+LzGQyUlycS1RUNHFxiU7b9elzIYmJzRk8+Cqvx2FBxGvIQ3gyScGKerVOcd2sWXsaNEikVaua4h5pacv56qtnsSxUubnp1W6PY8bcw5gx93h0DwtCYSwONRGsXLmcF1543Ovr3BX6saCqKjA+254gEMkQnRFBTEwsZ599g02ErBYs3jBXXvkU48Y9TJs2zvXcEHoSKC2F559f5NO1ubkqjbkzFBVlM23amdX5wFq27MTrrzu/4Oyzr2Po0Gtt1MDOcOTIdlaufIE2bbrbpKGIeA35CcGsP2B9n7vv/oC77/7A5rzalWrvVj01cIZSNaTThVZ9snLlcp54Ygo6nStmF2hJCu4K/VhQVRWaID2TKTAqN2dE0Lp1Vx544GOP+0lJ6efyvNFYE6EdKphMvjsx6HSuSQBUER8LCcTHJ5GY6N5AJ4QgJsa9C2tlZQl//vm5OdeQLRGEpURgLh3ZD2gDVAA7pZR+rSDmDdxNkr8Td7mCOxWUt2UptRBK1VCopYG5c6drkkBUVDRSmmjWrAMDBozj11+Xelzox34Og2VLskcgsreWlwdH1bVoEfz8s3JkuOACGDEi8PfUQlERlJfrqFevnlc1FEA5ebib/9jYBrzxxlESE5tTv358dUJJf6Bdu97cf//HblXDwYLT2RNCdBFCLAIOAC+h6gvfA/wohPhDCHGrVn3hQMMdEQQzGZo7ImjeXHtX2qxZB44d28WECVFMnOiai60f1mDuFqQMPRE4ix+Q0sRHH5l4440j3HbbW0yevIiGDZsCKkDPlVuulmooFAjE3LraHZeWFqDXe248y8vLYNWqOaxbZxtkVl4Ov/1Wc7/Vq30ZqX9QUQFLl75B794JvPXWix5fV1zseb6s5s07UL++KrZgH0RWGyQkNGXYsBvo1u1sm+OhkrBcLeTPA/8BukgpL5JS3iSlvEZK2Re4HEgCbg7GIO3hismDSQTWqqF77+3AhAlRfPHFM9XHrr9+FrGxthU7LLvVxMRmgMRkcq34t38wgiUVlJaGPvK2VSvnRApUJ/CrV69BdZK/1NQhHifxg9AQgckUGIcGV6m533//biZNimfjxk896qugIJOPP36cdesW2hzfvl09F6lmU5jBEJrFy2RS0lxW1nEqKyto2NC5EdcalZWq7nA4ITcXPv8cnn0W5s0LjVOIU4qTUk5wcS4beM1d50KIi4HXUaUq35VSvmR3fh5giXCJB1pKKRu769do1M4aWVkZ3MXL+mVWqglJVFRNnmjLgqRVscxkMvHqq/tJTHRdxML+JbPoZgMNf1bJ8hWTJs1i3jzH0p9nnHEhEyfGEB/fmMWLc9mxY031+V69RrjsU4tYLTWPg4WKCv8vnkaja+OzyWQkOrqe2+fNgpYtO3HJJf+qLshugSXf49ChakENFRFY3r1//3seDz4406NsqXo97NnjnTpw3bpFvPvunURH1+OJJ76jT58LfByxIzZuXM2WLbFs2TKayko1/j17lCdTp05+u41H8OjxF0IMAzpat5dSfujmmmhgATAayAA2CSFWSSmrE3BLKR+2an8/MMCT8RiN2lkjgykNZGXZGvvmzTtASUkOSUmtbNoNHz5Rc4caFRXlUUlA+91BMHYLoUouZw0pYeDAiUye7EikiYnN+fnn96ioUGzVp8+FZGcfolOngVx22VSX/WrNn04XXCIIhFrIHXE/9NDnmEwmnLvg2qJRoxYORe6rqpREADBoEHz8sXoXQyFVWUvjjRp5Fs2Wne19xoF//tkIgNFY5cZpwT0MBlX2cvt22LsXMjPHovbIMHCgOlZWFhq7lSfG4mVAF2A7YNlvS8AlEQBnAQeklIfM/XwCXAHsdtJ+AjDDgzFr7vr9nc/dFTIy1McaCQmNSUhwK8x4jVCohkJVdMYaJ0+q31mLSPX6Sp56ah1du6rqTsOGXc+wYdd71K/W/On1KkI2GAiUV5sn3jPeGlQtKC2Fd99Vu/CKCujQQaVLjo4ObvCmNXxRrflSR2PEiNto0aITjRu3pmvXs91f4AR//gkffGCbB0qVBs3ksstiuPzyljz4oCKCUBCrJ/ugQUAv6X0uiraAdUb0DGCIVkMhRArQCfjJk461iKCwMHi7WK0Uv77g3/8+m/z8Yzz88ApSUwdrtgmFRBAqTxpQC+WBA65f2tjYBhQUnOBf/+pRnVbimmueITk5leLiXAYPvsJl//YIZgEjvT4wv2EgVHk5OUfJz89g9+4z+fPPGh/bweZHNSZGfZ9gL1wGQ827/tBDEzEYDLzwwiKXkkF5uW/k0aPHufToca6PI1X4+2944w21brVpo1JI9O4NKSlR1KtXUyjIovINS4kA2AkkA27KONcKNwBfSCk1NfxCiCnAFIC2bTs4EIFOFzydtn1BcAumTj0Dvb6CJ574ziOVD0B6+g70+gpOnNjnlAiCLRFIGdrYgdJSWxJYu/Zt3n//Hpo0actbbykxLC1tuU12V5VW4g6MRgNCRPHRR84NRc4kgmAhEEbikhLX3yEn5yjz5l1N+/Z9HGJdXOHttyexZ8+vtG9fAMQxejQ0bQoXXaTOh2rhspaofvhhJRUV5bz00rsurwlFVT1L3qd33lEkcMklMHEiODNnWOYzFGpZp0QghPgapQJKBHYLIf4HVC+BUsrL3fR9HLAuc9TOfEwLNwD3OutISrkIWATQt+8gaT1RJhNO65QGAs4McseP70JKicHg+fby0ksfo7y8yMGFzB5S1jw8gTaGh1IaAMcUynl5Sqg0mWp+9E8/ne6Q4tvi421x9XMGLYnAUrsiGNXKAqEWyndd24iiopMcPrzF4/KTFqSk9KOyMp7Dh5OIiYEbboB4q+m12FVCSQRvvvkZpaXFxMe71u35ukZkZu5jzpxLSEnpx8MPf+nVGOfMUcZfgLPPhhtvtCUBg0FPUVE2QkTRtGmbkM0nuJYI5ro45wk2AV2FEJ1QBHADcKN9IyFED6AJsNHTjq0Xw7y84O5gnUVuXnrpVEpK8pxGtGrh2mtnetTOumh9oCWCUBKBSicxnZycmiyi11zzLBdccCeVlTWWeecV4ARLlrjO4uZs/nS6wBOBlIFRQ7kjgnbt+vDcc66Tx2lh0qTXWbdO2Qf69LElAah5JoOpWrO/36hRl7ht74uRuObaw2RlHSQr66BX1335pSKBRo3gmmtg1ChHT8dNm1Ywf/4N9O17EU8+uSY8JQIppe/11tT1BiHEfcD3KNP4+1LKXUKIZ4HNUspV5qY3AJ94Y4PQ6xUBhCLoyZlEcOONswN2z2BGF4eKCOxTTbsqR+msApyzAD5rOJu/YHxvnc7/rpalpe4XuQYNGmpWJHOFkyeVF4sleGywhuYyFDtYb72UdDo46lmxQE3063cRN988j65dh3p8TUYGfPed2v0/9hh06aLdrkeP84iLS6wucm8hgrA0FgshrgJmAy1RiV0EIKWUjdxdK6X8FvjW7tjTdv+f6cV4AfUy+zt9ryfQ6/0r2lvSAg8YMI6BA51r2oKZbyhURDB37nSHegN6fTlvvz0JsCWD66+f5VABzlVaCWu4kggCjUCohQKh+zaZ4KWXatIzCyEZONBRrRQKG4H175Sfn8uaNV+SnNzOqWRw9Gjt1KlCCMaNe8ijtlIqKWDpUnXPCy5wTgIATZq0ZvHi/OqI5VASgSf+ZHOAy6WUSVLKRlLKRE9I4FSEM4N0aWkh7757N5999m+v+lu9+mXWrXuHX35Z4rJdMCWCUBmKnaWTMJmMLFhwM4sW3VF9bPjwiUyevIjmzVMQQlTXePjmm1eZODGGTz6Z5vQ+znbken3gA6P8bSg2GLQra9ljy5avWbFiFkeObPeo302bFAk0bKgnOvpXkpOXahaesUgEwVQNWZPp0aMHmT79Ll5//RnNtnq9e7WZP/HFF/DccyqPUdOmcL0HHs3WaSss8xmuRJAlpdwT8JGEOSoq4MgR7XPZ2QdYt25hdRk7T9G16zBatOhISkp/l+2CRQRVVaEJb6+sdKfWkfzxx+c2R4YPn8iIEbfRseOZ5OYeZdGiO9DryzGZjGRnH3bak7PvF+istUaj/xdMS6yFO2za9BWfffYUhw65r+wH8M036t+RI09gNI4gNla7rnaoiSApqQk33DCZCy/UlqaD6URSUlKTd+nqq2H2bEj0LOsFUkoKC0+Gp2rIrBIC2CyE+BRYia3X0FcBHlvYwGhU+lJnL129enG0aNGR+vW9i0rq3v0ctm//li+/fIZff13itMSi9eIVSK+hUKmFjhyB665zVPdYo6LCURf4zTevVkcXm0xG7r13GVVVOtq3d15v1xXR6XSBS0nt7yA9g0EVXPcEAwdeQVJSMp06DXTapqICPvlE2dz++UeVRb3iitaMHXucRo2001JYiCBYad8t3l0WdO7cjRdfdF6LIJhEsHaten/69VPGYU9RXl7M1Km9KS8vpGfPIiAqvIgAuMzq73JgjNX/JXDaEEFJietdT/v2vZk/3/kuVAvavvDaxlF7icDandSfCLb3B6gXu7BQfedVq+Zw7Nhfmu20JIYzzriArKxDXHTRfXTpMoT09B18+ul0cnOPEhUVjclkpHnzFBuCdaX+CeSC5m8i8FQaABg8eDyDB4932Wb1avjBqtLj6NGQkBCLyj6vjWDbCLwxtpeXBy9CXq+vmbtL3Dsx2SA+vhGxsQ3Q6+tjNJYDCWFHBGuB76WUIQjFCC8480xKS1tuXnjcF023h5YvvLOiNVrRxYFIPBcKicBah1tUpKq4R0XF2MQNODMEW/t12xOrJaurPcG6WkgsC42/SdbfaicpPbMNeIrKSvj+e/X31Vcrl0dPagxYu48GanNiDfuNSnFxEZWV5SQlNXEoWu+v6H9XkBLWrYM1a5T9sEMH5WbrLZ5++jeSklrxxhtKUx+K99CVjaA98LkQYr0QYqYQYojwNiLlFIHWzsKy8FgXTV+w4CYmT27utHC6NbwpWqOVgTQQCIVEYC2+T526mquumsF11z1Pw4ZNAFWEpk+fC90SrBaxWmBdw9iVaihQfv7+zjaan+/dYrF3bxoZGbvNSecc8dNParPTrZsigjFjINZcZGv79jXMmXMpP/ywwOE6a+NmMGxL9mS6bNkChgxpw/z5z9ocN5mCQwTbtsF778Hx48oeMGmSb2TYpElroqKiwtNGIKWcDcwWQiQCFwK3AQuFEHuANShpISs4wwwttCQCZwtPaWmeUxWPNZz5wmsFpAWDCILhNWMPnc7WDTg1dXB1qo2dO39k584fMZmMbN26SvN6g8HA/PnXsXXrard1Yi0E627BqqyEBg1ct/EGUvpeTtEZsrx466qqdDzzzLlERUWzbJktexQUKEngxx/V/y+/3HEhKynJZdu2b4iJiWXMGNvgf2vVUKCkVAu0SDomph7NmrWkceNmNsfz8oITlGUxql9xhbIL1DaDbbhGFgMgpSwBVpg/CCF6AWNR2UcvCujowgBGo7ZY7zy61bO6xN74wtsvXoEgglBIA65qxp5//i2UlxeSnv43LVtqJ2f/5ptX2LRphUf3shCsOyIoLYWkJP+pOQoK/LvDq6jwrui9TldO9+7DkdJkk31USuXZYgm26tULBmgkge/T5wIeeOATunRxDEizLFwGQ3DiW+w3KnfeOZU773RMO+5PtZkzHDoEu3cr54LLL68dCfz224esX/8hRuNbQLfwkgisIYRoC6RYtd8kpXwlYKMKI2hJA2lpy4mKinJZXcxdXWJXRWvsEQwiCPYu5PjxmriMtLTlLFlyL+XlRTRs2JRbbpnvtI6DBWlpy/nqq2ednreGNcG6k3oMBkUGnrr+uYJO592i7Qm8kQYAEhKaMHPmeofjhw8rEmjUCO6/H3r21C721KRJa84+W9sh3tpGEOgcWJ7aWMrLAx9sWl6uYgZApY6wT73hLXJzj7Jz5zo6dVIGs7CUCIQQs4HrUXUErOsR/BbAcYUN7O0DFtuAuxKTnuQccrfYWRAM1VAwJYKKCjhmTlBub+QtK8uvVq0BTo3xzlRzFm8hC9R1L9jMs8mkvehZUFSk3CdrIxVI6X/3RX/qvtPS1L9nn+2bgROCKxF4SgT+VsPZY8MGeP99tS7ExMDFF9e+z2HDJpCaOpTff+/J4cNhZiOwwnigu5QyBMqD0MNeInBllLTA03QHAPfe246SkjxefHErbdv21GwTaCKQMri7kGNWVSqceU8tXfoglZUl1XWJ7b1/nKnmpDTx8ceSCROiAMljj31L+/a9bdq4IwKDQb3otSlW42+VECjdtz9+e5MJNppTPA4f7r59RsZu/vjjc1q37so559TkjQyWsdhg0I7Knjr1Vvbv38WsWQvp0+dMILDp6A8ehIUL1Xh69oTrroPmzWvfb3JyKsnJqfz9t/p/KJLOeRJZfAgIQoLe8IPR6EgErmwD1ukOPHUjLS7OoaqqkszM/U7bBJoIgvnglZXZuow6m8/S0rxqErDA2vvHWSSyRRKbPHkRTz21TrM2hCeLVm2SGUrpf/WEyaRiB7zFDz8s4I47mvLFFzOrj+3cqWI3kpNd58KxICNjF19+OZMVK2bZeB5Ze7kEUjXkbHHfv38nf/21CYP5AXZXt9lXZGbC77/D/PnqXRk9Gp5+Gnr08O99wrIwjRDiDZQKqBzYLoRYh21k8QOBH15ooNPBrl3aP4jzzJcpvPHGEa/vdfvtC4mJiaVnz/Odtgm0jSCYomi63brvbD6dwWJ7cWdsHzXqDs3rwTPvKIvLpy/qIX9nGS0vV9G+vuQqKirKpqysAEty3z//hMWL1blzzvHs+w0adAXDhk3gyiufsjE4B0MiMBpta4Nb4/XXP6agIJeuXXsBgZEGjh6FadNqvl+nTnDzzf69R07OEbZsWcXJkxcCvcIu19BmYAuwCngO+N38f8vnlITRCPv2OWfl66+fRWysrXXIG1WQPUaMuJXhwye6rHdsv2OvqxJBTo7jy+psPhMSbF0CLbDs+J0lnvPF5uKsja+Rqe702YsXv0L37vW5447LKShwHa+p0ynvFF8T1l199dO88042Y8c+xO7d8NprStrp39/zKNiYmFjuv/8j2rXrZXdc/RtIiaCkxPnv1bFjKgMGDKVhwwTAsaiRP7BqlSKBLl2Um+hjj/m/bkVm5j6WLn2QI0f+B4SfjaAI+F1KGQRnrNAjO1uJgO7ynQ8fPhGdroJ3350M4JDCIBCwH4+/00wEgwh0Ou2kfZZ5W7DgJgCaNGlbXdvBnXutK2P7n39+yapVs2nTpgf33vuhzTlPd6++2gncEcEff/yCXq9n3bqv2bNnB8OGjdJsZ9mU1Pb3seQKstQWGDMGbrnFt+dHSklOzhFatuxkoxoKlETgTUS2vyWC7Gz44w+lsnnoIf/YA7TQsmUnxoy5j/z8HmRlhR8R3AQsEEKUo6SBDShi2BmUkQURJSXKnc5TcX7kyNsYPHg8JSU5Tg28nuKnn94lLe0/9OlzIVdd9ZRmG62FwJ8BPMEggoMHne8ahw2bwNKlD2Iw6Jg//xAxMbHV5zxxr9VCevoODh3aRHa2Y7CCp4tWRUVNzprGjdUO2GBQi1NCgvY1nkQnv/TSYu655xoSE5No1Mi5JHjsWO3y5RQWZvH886O44YYX6N//Cjabk4+OGeM7CTz55JkcPbqdN988RkxMOyCwROBMMjeZTMyZ8ySJiUnce+80Kir86/mm18NXX6nvde65gSMBgNatu3HrrW/wzTeweXOYEYGU8hoAIURHYJj5c6cQogMqjmBcMAYYSOh0ynB54oR3Ot2oqCgaNWpOo0a1fzq2bPmaPXt+pby8yCkRaD0YRmPdIYLMTNdGvKioKBYvdvS19NS9VgsDBlzC/v0b6dbtHIdzni5aJlNNcJJOB61bK/VWvXrOicCTCO0WLZL5/PM0l210Ou9jBuzxyy/vc/z4btate4eqqvMpK2tM27bQtq1v/QkhaNEihby8Y5w4sZ/o6BoiCFRsi7PfqqyslHfemUPDhgnce+80v9Yd2LBBpY6wqOMuvdR/fbtCWKaYsEBKeUQI0QCIM38sf7uFEOJi4HVUqcp3pZQvabS5DpiJMkzvkFI61DUOBPLy4MCB4KdVsMegQZdTXl5A377Og7S1Fmp/vniBfPCsYwaCiZMnD3Dy5D/s3LmO3377wOMMpM5QVaWC4NzNu7+Sy2Vk1O7ZzMo6yKhRk4mPb8TJkwf4+29VWWbIkNqNa/Lkd0lIaEJUVHR1VHKg4ghc7fCjo6OZOrWm/oe/4gd0OvjgA/Xcduyo7CgdPC9D7hNMJiN5eccoLY0DWoVXzWIhxDTgbKAFsA/4A3gTmCKldLsMCSGigQXAaCAD2CSEWCWl3G3VpivwJHCOlLJACNGyNl/GU+TmKhLwFVu3rua99+6hbdseTJv2g/sLXGDkyNsZOfJ2l20CSQRGY2DJ0BOVm8lkm/6gtnCX4tvXRcsy566I0x0RfP75Eg4c2MP48TfRoUNnTpw4RmqqrXqxvLz2gWMzZw6nsPAkCxZkkJDQlvvuU8fP8q50sQOspWDrHayU/s9A6ooI4uMbcs89TwJKcnDmWeQt0tJUX126qGpjwUizWV5exAMPdCI29gHg9bDzGvo/VDLyNcBy4CMp5TZPSMCMs4ADUspDUko98AlwhV2bycACKWUBQDAM01VVziuNeYpjx3aSn3/M44pPtYUz1ZA/EMjdR0GBZ37dv/66hAkTBJMna3sKeQtXKb6h9rtXk0l73jxJN7169acsWvQyu3dvo0+fRC699EyHrKAZGbUbn5SShIRmNGzYhEaNWvLpp8oO1r69f3e39qUV/a0e8lS68pe3kJSq6DzA2LHBIQFQThDNm6eQmKgqAIeVakhK2UMI0RRlGxgBPCGESAB2oIzGrgvtQlvAWimQAdgLpt0AhBAbUOqjmVLKNV59Ay+Rnl77xa9//3EUFGTSuHHrWo9Hr69ky5ZVlJTkMmbMPU5rHNjbBMKdCKSsSWjmDiUleeZr/COauEvx7Q81hl7vmGjMk3TT1157G+eccyHnnz+Wtm1TiI9vSFFRAU2aKBK0D7jzBUIIXn5Z+XTs3q0Wt6gomDLFP4vb8uVT2bDhIwYP/ho4s3rh8qd6yGh0/WwWFORx6NA+WrRIpqysc63vl5Oj5un4cWjSpPYqNG8QG9uAN944woYN8OabYUYEAFLKfGC1EGINMBA4D7gTlZLaHRF4ev+uKKJpB/wmhDhDSmnD8UKIKcAUgLZtfd/S+EPkBkhJ6cstt8yvfUdAaWk+8+erpF7x8UlOVRr9+08MCBEE6qErKvJ8R3fppY8yatQUKiv9ExbqTYpvX6E1b554+Fx66XXVf69ffxj7Eh+1lQbs8eGHipyuvBJSU/3Tp05XTkFBJuXl6mWyLNj+JAJ3cRP/+99v3HXXVZx//hXcddfKWt0rMxOmT695XsePr31KaV8QSmOxU9WQEOJyIcRLQoj1QDYwF2gG/AtI9qDv46jiNha0Mx+zRgawSkpZJaU8DOxHEYMNpJSLpJSDpJSDmjbVrp/qCfLCsNZaG/0fegAAIABJREFU48bJ1KsXR3x8Ep988qRTlYb9w+GvnXygJAJvUgFHRUWRkNDYTQF7z+Eu6M9fEgHUuE76EoBmTwI6nX+TpuXlKamsQQO1uPkL48dPY/78I/TrdwEQGNWQO5VifHwC/foNpUmTXq4beoDVqxUJ9OgBM2Yo99pQIFy9hm5BxQ48Bmwx6/m9wSagqxCiE4oAbgDsPYJWAhOAJUKI5ihVkYss9bWDv4jg998/Zc+eX+nb9yIGD7Y3e3iHqKgoPvywnLS05dVBVfbIy0t3WLDDmQiqqpwvaLUp7+kp3KX49hcRSKkkTJNJ1TBw129FRTnr1/9AixbJDBgw1OG8vzKLbtjwMV999QytW78CXEKfPv6Nhm3aVPmfWmxt/pYIKivd59s599zRtGkzutZzVlioDMRCKNVZ69pre33C7NnjOHy4NfBeeHkNSSmvAhBCjLUnASHEXVLKha46llIahBD3Ad+j9P/vSyl3CSGeBTZLKVeZz40RQlhSXE8NVI3k8nL/ufatXbuAvXvXc/z4nloTQVracpYufZDSUudfu1mzDpppJtxl0fQEnuw+Vq5czty508nMTKdNmw48+ugsxo93vnjn5Wnryp1586xfv4yMjF0MGzaBiRPn+PpVbGCJQTAYDJSW5tK4cY0Q648Fy2BQZGdZsDzZZGRmpnPnnVfSqVM3fvppHxs2rGPGjPsYOHAYs2e/5zciyMk5QmbmPkwmJWH16+effu1hv4P1l0TgiYOBvyq/rV2rxj9wYOhIACAv7xhFReolDysisMK/hRA6KeVPAEKIx4CRgEsiAJBSfgt8a3fsaau/JfCI+RNQ+DPgpGPHgeTmptO1q+OuzhvYL4xasKg0tBbsqiqoX9/3+5tM7l/elSuXM23aFCoq1BiPHz/KtGnKbqFFBlLCZ58tZ9kyx12/M2+e3bt/xmDQc/ToDt+/jAbWrHmDpUsfID6+Me+9V7Nq+MMmLaX3mS6jo2O44ILLaNmytfn/0Rw8uJcmTZpTVOS/yNiLLrqPAQOuYOZMlR7T30RQWlrAl1/OJDs7Fbi/euHyxwJmNHqmYisulhgMtbN8799f4yXkad6lQOHhh7/iwIF43norfIngcpTBeCpwMdADRzfQoMHX3Zw/iWDSpHlMmjSv1v14UtvAkkhN6+EwGGpHBJ6ku507d3o1CVhQUVHO3LnTNYlg2bLlLFigbfB25s1jMFRx8cUP0KuXds4dX2Hx6jKZbCcvGIXWtdCxYyrvvltTf7lv38GsWfM3rVq18Wt5xbi4RMrLe1FZqaKIW/huVtNEdHQMa9bMJzp6DHB/9SbFHwuYp1L7ww9PYMuWn7jrrg8YMMD7JAe7d8OcOYp8hw71f0ppb9G6ddfqXElhSQRSylwhxOXAj6iso9dIf/n5+QBv77xy5XLmzJnOiROB00n7Cle1DUAlC7OM1ZlEUBt4cn1mpvYYtY4bjfDGG859+J2n8O7ApEmvezZoLzBo0OUsWVJCgwa2+SBCRQT2iI9vSPfufdDr/btRAdi2Tf0bCLVQXFwi//d/r1FW1psvv8SvEoGnRHDy5HGKi3OoX9/7rIClpaq2gE4H553nP7fa2iJcvYZKhBDFQohi4ADKkHstYDkWEnhDBBa1xokTRwFZvTtNS1teqzFkZR0mPz+zuiCGr3DtJRNPu3bzqneKziSC2sCTB65NG+0xah0/edK1D//118+ySSgHtUvh7Q4xMbEOJADBLctpDb1e7xA8BsrDyp9bq+XLp7N2rXpFBw/2X7/WGDv2Qfr3vxCwJYLafg9PiKC0FJ566hcWLDhOaqr3Dv/Llyv35h494M47/ZezqzbYuPFT1qxRZeDDqkKZlDJRStnI6tNASplgOR7MQdqOy/O2WmoN6whTXzFt2gDuvbct339fu1gCLTdHhWbAInbvnsjnn6sjgZAIPFENPfroLKKibN+UuLh4Hn3UcfHOyXFdOWz48InccsuCajKIiopm8uRFZGTs4r337iEzc5/3X8IH+MtpwFssXDib1NQY5s9/rvrY+++/zsyZt5OX57+ETD/8cIDKykYkJxvp3t1v3TrAumaxBbUxGLtLAW9BYaF6dpo2bUNsbAOP+zeZ4Pvv4ZdflBfV5Mm1d7bwF3bs+J7ff18KBL70pxZcSQQdXV0oFNr5e0Du4A0ROFNrWCJMfYVlYXRWPMVTaBVX6dXrP0AuKSlKJWQpmaj1ggRDIhg/fiJz535Q/f/WrdvxwguLHOwDZWVqgXXnw3/BBXcwebIqkdWiRUeGD5/Id9+9xo8/vs2BA3/W7gtp4PHH+3HbbUns2vVL9bFQEUFlZTlSSho0qMnZuHr1l6xb9z5ZWQf9cg8pJcnJyvNq1KiogKk8TpzYz86dytJq/RzW5pn09HfxpRxlZaXKHfTBB+r/11wDbdp430+gMHTodVx2mfKZMRgCW/pTC65sBC8LIaKA/6JsAzmozKOpKK+hC4AZqKCwoMEbImjTpgPHj/s/wnTxYv95uFqnWjaZ4J571PHjx6cBL1Tv2p0lnvPVhdQTjyELrrzyJh59dBImk4kFC75gwABHcdziPunOhx9g2LAbGTbsRmLMW8rOnQeRm5tOmza1q+2ghezsQ1RWlpKRsZPevUcANTUDamNo9wWPPfYijzzynI166OKLH2DgwJtITraNoywvL+a//32B4cNvpn373h7fo6AAjh3rQHQ0nHde4BTf69cvY8WKT4B//EYEnlRhU8V69rF8+WOkpg5h/PhpHvX922+wd6+K97jlluCmkPAE/ftfTHIyfP11DRH4uxKaK7iKI7hWCNELmIhKKdEaVb94D8oldJaUMuh7K2+I4OGHZzFtmusqV+GEAweU7jI6+jgGgyonZe2jrZXd0WCA2Fi8hrcFsn/4YTdt26bQoIG2KG7tR79x4yf06HEe+fkZ7NuXxoIFN/Ppp9O5/vpZbN/+Hbm5R+nWbRgbN35q42Kamup/hfaECbOpqqpk4MDLbY6HggiAavID5SbZt+81mu1Wr36ZVatm8913r/Phh+5XyKNHd1BSksd77/2FlA/Rp08lSUmeq028RadOA+nXL5cdO4IrERQXw4kTB9iyZRVVVTqPiEBK+PFH9fekScpLKBxhsVWEm0SAOWV07RTqfoY3urPzzpvI5MnwwQf3U1ZWQHx8Y2699c2w8RqyIC8Pfv5ZVfEC6N+/itat72P1alv1TVWV46KvdcwTeGpf2LPnLy65pD9JSU3Zts2xeAwona3FAGswGNi6dbVDG4uhXkpJVVUFBw78idFYZXMO8PtvM2bMPZrHQ2UwtsaJE87PnXnmZeza9RM9epzrUV9ff/0yGzYsRyX5hZYtDwB9aj9IJxg8eDxduozn3nttnyVfiUCv9+zaoiIlQT788JfExXlmqvznH1UTo1GjwBnPa4uCghMcOnQIOCckRBAmphLPYcl77gkKC9XC0rHjAADatu2pudCkpS3n/vs7MmFCFPff39GlV5HJZOKWWxK4/fYmtfYasuCdd+DLL2H7dvX/sWM7ct55NwC2O3et2/lqMPb0uu3b/0BKiU6nvSs9flyJ3Bbo9eX07z+O6GjHPYZeX050dAwxMfWrScD6XG2N+N4gFHaCxx67jSlTxnP8eDpVVaouRklJHtu2fcvu3b/YtE1NPYtnntnAhAkOtZw00aJFCm3a9KJhQxXi07Gjnwv4asAi3FgvWr6+Ep7maSoqgsaNW3HWWVdxxhkXenSNRRoYMSI0yeTcoV49OHz4v7z2mkoIZTSGmUQQrtDr3Yv1UqqH5uGHu5Gff5wOHfoydOh1Du3cFTGxR2lpPjqdsuDG+OGp2rsX/v4b4uJUbdTGjaFXr5qkbfYSgT183dl6qhq69trb6NfvLF5+eRpDhrRh5MhLeOklZezNzVU7rZr8QUeJiorGZHL+FOt0pU6JvLZGfC1s3bqan356l5SUvlx77bPVx0NBBGlpazlxIoOnn36tOg3H4cNbmTPnEnr1GkGvXiN87vv662dx3nmzeOQRtfMdOdKxRKe/IaUOqO8XicATItDpPLMjWGPnTvj9d6VSHeXfeEWfUL++KnNqNCpSiouD5GQoLu7AwIFD2LIlDFVD4QpPUiuUlkJxcQknT/4DwPTp6xxqDKelLefttyc5LFyW3akWETRokMCUKe9SWel7SaSiIvj2W7UQWHbT48YpTwaA7du/Y/Xqj4BlNgu21uLtKxF4KhHExMTQq1d/6tdvQHb2CbZvV549JlMNCVgTqSsSgBpDfaDTRFuwdetqtmz5L0eObAs5Ebz22kfk5+fQokUy/6jHkpYtO3HGGaPp3HmQTdt3372LgoJMrrnmGdq370NMjHvL4Z496t8ePQIfIGUymbjrrmZAKQaDBNQNLbEE3tzfYPBsY2LxFtq48TMMBh39+o11WTf8+HGYN08tqpddBq1aeT4mfyMqCjp1gubNtedm5MhxDBkyjt69w5QIhBBfAe8B30kpwyIm05OHJjdXZfa86qp/k5m5X5MEFi+e4nThcrY7jY1t4La0pBb27lXqn9hY2Levxi0UID5eVUSyYPfuX9i16xvAvURgMqnj3ngY+CJ6Tpx4N+3adeLss0cCKnhMp/MsTYYF9eo1oFOngbRq1YUfflgQFCN+796j+OcfxyL2oSCCs846t/reltKKycmp1eVOMzL+n73zDo+iWv/452w2m0oKCSUEQi/SRKSINAteG2K9KsQuYG+oV73ca0ev4s97FZFiRQXs9doRC7GCioAUBaSHkkJIsmmbPb8/zk52stnZnd3MbpJrvs+TZyezM7Pvnp0573nb913PwYP5DBx4POvXf05+/m/89NN73Hnnlxx22DjD6x48uI/ExFQ2bFDB4cOsT75qAJvNRmpqOiUlDa0Alyu0+9HsKl/rRPbWW/ezc+daHnjgx4CK4OmnlaUxYgScf755eayG3Q59+0KbNsGPg2aqCIAngUuBx4UQrwHPSSmjU/ljgGCr2ZoaePPNxbz8siI+y8jownPPXUdGRhcmTfobEHwCs3p1umQJdatAgMGDlUm4bh1MnAhJukr5fv3GsmZNHtu311d6Rt+7ujq0By/Y+Glso/rU28zMDsyc+X8ce+xEdu1Sqy0ITpOhISkpnQEDjuWHH94kObkt06YtDJhiahVGjTqXUaMaugS1DlhN4TMu8BNzl1Jy551HUVFRyty5u7jmmpe4++4xuFzVlJb6D9JreP75a1m58m2SkkqAxKgoAoAnn9xBbi643aJeB71Q78dQ4gMAI0acTefOA8jM7Gp47M6davGVkABXXtl0hWPp6dCtm7kMNX3MxWpFEMxzYIZraBmwTAiRiuodsEwIsRN4CnhJShl1ZoxgFsGLLy5m4UKvu6KwcAeffPIEAH/5y7XExycGnMACrU43bszj9dfvJidnEBddZI54bvdupQS0m7JNm8Dm+9ChExkyZCK5ud7G4EIYT+BVVfUVSTAEGj9ftlENBQX7uOOO6ezYASNGeCdsI/4gDXZ7HElJ6Zx77n1UV1ewfv2XdUH7pKR0Fi6cit3uiFgmV6D+B5WVyl8bDRQVFfDWWy+Snd2Vjh3PqveelBKns4Ts7P5s3vw9Bw5so2/f0Tz1VBEORwK2ILNYaWkhbnc3SksTSUpSvYmjAZtNYLcrhVpR4R3Lykrz96PbbZ5WQrM8zjnnrqDHL1+uXkePVs9dU6BDB+UOMoP163/h3HPHAAeBmJDTuwNByuB9nU3pSSFEBqpRzVTgZ+AxYCjwaaMkDBOBBqm2FubN87/aF8JGaakifTeiQtBoD4wmpg0bvuTXXz9jxYoXTcv7xRfqddQoZaYedlhwH6rN1rA5uNH3DjVOEMgi8EfLoaGy0sncudPq7TOmyVAK9YornmH+/HwcjgTef///KCsrorBwJ3l5i0lISOHgwXz27v2dyZNF0IytUKG5/5Siasg1FWrgsTHYvn0L998/gyeeeKDBxHfffccydWo6Z575DxYvrqVvX+XGio9PqlMCtbUuKivLfS8LwD//uZwLLlgPKEszmqtfzQrQr+pDGVen01wWYEkISVDV1bBihdpuqgBxXBzkhOBUcDgclJeXAUrbWUkzUVYW3AsQ9JYRQrwFrAASgdOklJOklK9IKa8DorSeqo9AXyoQ8RlI2rVT5qQRFcLxx0/nlVdmGqaSdut2BH36HM3QoRODypmXp9rgaTflMccEPQUAl6ua1as/xGZTM7/2fQO5hkIptAukSI1oObznVnDokNdVodFkxMQoX4AqRofMzK51CtVoQlZ5715YRQqowaj/gZamGg5VQbhIT8/gkkuuZ9y4vzZ4r23bzvTrNw673YHNZuPAgW28++5D/PTT+3XHLF16O9df3419+/w38Fu7Vo3/kCGRkd8fPvpoDjU1ahD1isDlMp89ZNYtpDWhcToPsW/fFqqqjE/89lsVg+vRw/yK3ErYbNCzZ2hkdt2792HNmhISElRRUE2Nde4hM0rUjIf0cSnl5/7ekFIO87c/0qis9E+t4HKpRtRmmpf7UiEkJbWloqKMZcvmo7Fs+0slPeKIU0zxn+/cCXPnev/PzjbfPLy4OJ+HHjoFyAc6Ul2tTG0jRSCluZRaDYEUqREth4aYmFhqauovaceMyWXBgssAuOmm1xk+/Mx677/88t/9TsjLlz/V4PqBMrZCRSAmVAhtldlYdOvWi7vueoz16xsqoCOPPI2PP36CPn2OBmDbttUsXXo73bsPZdmyedjtDkaOPIfvvnuV5567httv/7De+ZWVil8fIteNzB9KSvbidlcAKQ0mdDNuNynNWQ9FRd7g+i+/fMTjj5/HiBFnc9NNrzc4trYW3vb0sm+K3sMdOkDnzqHTQ8TExNCmTUqD6uLG0kxoSjlYLMyMEZkuhDjL5+94IUT7xokYPrQb39clsmePGjyj1f65595PdbV3EhszJpc5c7axZImbiy76D7W1Vfi2Wgi30Ol7D39aly4wYABccIH5lLr09CzPClt9QX3jD6OVv9ksGJcrsMl5yy2zAtRHCGpra7j77jENVu0XXfQfTj11Br17j/L5PJdhBlaoGVuhwsj9J4SNvLzFVFdH1z3kcvm3QkaNOo+7715BeflBZs8+jZdeuplTT72Zo4+ezM8/v8/atZ8yYMDxtG/fg7PPru8f/+ijOdx++43U1KhVaGpqdL5LbCxcfPHlpKSkAQ1X9mbGtbw8uCXrdsP2eusSSWZmV8NA8VdfKa9Ax44wZkxwGaxEfLwKDDdm8rY6c8is29iMRXA5MArQrIJjUCR03YUQ90opDZ3lQoiTUPGEGOBpKeW/fN6/BJiNam4P8ISU8mkzgpeVwZo1qvtSaqoyHbWer/6Iz5KSMnjyyQv5/POnufPOLwDYunUV77//KDk5gzn22KmGn6WfmLZuXcWBA9vJyRlMVlZvw3N++EG9TpkSurlutzt46aVqbr5ZKTffWgJ/K/+KCnOTQLAg1Bln5LJ793bmzn2AiopyXYGYAIwtpRNOuMrv9b777hXDzzIqPrMqY+u882b5bQXqdtfWyd+9e25UgokHDuwjP99JVVUH4uL8x1Ti4pL46af/EheXRG7ubAA6duxNQkIKqant6+5bPXbs+IV9+4YC0XULDRgAcXE9iI9Xys134g+2MHG5zDXj2b+//mQ2atR5jBp1nt9jVbag2j7nnOj3GcjOblz9xowZF+F0PgpkWuYaMqsIzFgEscBhUsqzpZRnA/1RM8JI4Dajk4QQMcBc4GTPOZM9JHa+eEVKOcTzZ0oJaKitVdp/06aGzT1iYuxMnTqfF16oZM6cbXUc+Bs2fFnn+1+9+iO++WYp//3vbFJSMg1XGdrElJe3mLvuGsN//nMOt9022NCXnZ+vXEOJiTCwEXQv2soiWC0BqB/cTJzAzI1xzTV/5/33y1i6VLJ4scszLuFZSsbHCI4/fnpAyurGQotf+PZTAK/80XIPPfXUI5x+eg8+/niO4THJyencfPPb3HPP1wAIIejRYzgPPngis2ef1sBaBTj//NmkpKi6lmgpgsREtfoVwjvZ+iqC2trAyqCgwFwwNJTObT/9pK6bna0SM6KJ+HhVLNYYfPzxm1RXlwLRtwjMKILOUsp9uv/3A12klEVAoFj0CGCzlHKrlLIaxYYVtV7HTz99Bf/618m8886/yMtbzM6d3sbo2or20KF9dOrUj759VaGP8v3XV+naxKQFPF0uzV1TaRjY1NxCRx7ZuDx1jUzOjCKQ0px7KNAxb7+9mDFjutGjh41zz/UGyo187QUF28nLW0x+/u888sgZLFnScF0QKHB/2WVPNujHEChjKxyMGZPrtysYKEsvWgHjxMRk2rXrSmpqx4DHDRt2Ona7g337tuByVbN16ypAEhNjRwjBmjWfsGjRjXW9G/Lz0zl0KI62bVVwNBpIT1evxcWFOJ2KC8XffVVmUHyv9a4IBrcbSkvNy7VypXodNy66mVPt2pnLBAyG2bOfp21b1WC6pqbx/Ua02KEZmJmmvhBC/Bfw9MribM++JFTSqxGyAX3bpV0oK8IXZwshxgG/ATdJKRu0ahJCTAemQ7D2jgp5eYvrKCA+/XQetbU1VFfXX7JUVzv58cf3mDNnW905y5c/g+/Kd/z4ixkzJpfrrutmmIGiTVzr1sGiRd5iqxEjgopqiKuvzqa4+EXgOFNFZaBWZYHcHG638QrBt35A7/4JVCvw1FPTGTv2An788R3Wrk1gypSH6r1v3KdYWV/6fgyRQqDkAc1vnxKhnntSSoQQXHjhXRx1VPD8d4AFCy7n99+/5a67VjBs2CTmz99PeblKm/n55w/46KPHSElpR69eI/n2W3XOqFHRm/zSVFiA8vIySkoKgfZ+YwJaaqjvBGnWCisra2jlzpo1gdLSQm666XU6dOhZt9/l8vZpjibDaFYWdDWuawsJp5xyDg8/rKwgs7QbgRBKNqGZW+ca4DlgiOfvBeAaKWW5lPLYcIX04D2gm5RyMKomYZG/g6SUC6WUw6SUw1JS2gW8oC91REnJXsrK/DeS0fv+X3llJrW1DUd+1ap3geAZKADvvAO7dqkHcvDgxmVwqJxxtWwKxjekIViALtAq7N57bzBs6xmoVqC62smqVW/Ttevh9OvXkAYhWMeyaCA7exYq+9m/DPv2+TnJAvzwwwrOOmsUq1Z97bea2B+2b/+F339Xs3t6ehagXEYdOqjl/vDhZ3LuufczZMjJ7Ny5kc8/V7NqtFwhsbFeqoTMzPakp6suff4mHbe7YRDZ6TQ/wfmz1nbsWMP27asb3FPr16trd+6sJudoQAgVlLYS+mBxY3tAh1JfFNAi8Pj5l3km/DdClGM3oK9x7Iw3KAyAlFI/Qz8NPBziZzRAKNw3aWlZbNu2mo4dexlO9MXFe4DgKakVFYr0SwiVNtrY7I2///1jli7tzfr15lxD2nuVlcpf6Q9GiuDttxdTXGysLLUV+9y5F/g95tChA8yf7382NdOxLJLYvRt++UX7rJlAwwrjwkK1qgunr0MgLFjwMKtXf89XXy3j6KPNsYH+8cdPAIwenVtvxauhf//x9O8/HoCXX/6U6up+xMXtpUcPi2ckA2jWAEB8fAIdO3aluNi7gvVNZCgp8cavhAgtS8ufInjwwdUcPJhPamr9pEXNLRRNayAz09rmRtu3b6GsLAVoV8coEE6/kZoaZU2V+68/9ItgjWlqhRBuIUSqlDLUsNpKoLcQojtKAZwPTNEfIITIklJq7TkmobqfNQpmuW/UisLGHXccwciR5wRwYaiJ/rzzZrFw4dR6OfT6VeW6dSq406ePNSl8vXqNrPPFmnUNgcqeMloRGSmCRx4xDvpqim7MmNw6qmmjY4wQDfePEf7r6ZEzYkQuP/yQS0oKPPaYuwFtw/79ajVpJR5/fCmLFs1hwoTrTAc9e/YcwWmn/a2upiAQdu5UntbDDy9FiMgqgtRUFYT1pY7Q8+P4UwTV1eG5OIziA23bdqJt204Njl21Sm1HSxHExqrxsBI//PAV+/b1A9rVxQfCUQQHD4amBMCca6gMWCuEeEYI8bj2F+wkKaULuBb4GDXBvyql/FUIca8QQusbeL0Q4lchxC/A9Sgai7CRl7cYYRCxSU7OID5e2bQZGV2YNm0haWkdEEKQmtoxqAtjzJhcxo27qO4938Cm1lTGysyNULKGNFRV1TfHpVQrq+Ji4wcyUDWx3oVjNEbHHTedDRu+oqwshBSPKKCoSFV1CwFnqJ4fHDpU5jeo7Zt1ZgWSkpKZPPkOiorMF+B36TKAKVMeYtgw47yKAwe28frrH/HTTynY7ZCba5zGbBU6dlRxFN+UTFVQBqWlpZby45SUmP891q9Xk1/79iqPP9LIzlbPuZHlHS4GDDiC9PS2gDdQHOqYSmm+WlsPM8HiNz1/IUNK+QGqv7F+35267TuAO8K5ti+02IA/pmyHI5GLL36swarU3ypV78I455z76NnTG/GdOnUBf/3rfezd+3sdH4z6Hl5FcMQRVnwbeO21u1m5sg8wpd7kb+bGKCxUcYq4OFVbEezGMKomTk7OqDdG2rbW+jMuLpmpU+fz7rsP8eqrMxk+/ExmzAjrVokI3n5brVRHjNDzviRQWLirwbHV1WrcGpsCqEd5eX3GWavw/vv/5uOPFa/yKaeoCTCSsNvru4T02LlzNTCKXbt+o6bmSMs+c/fuhvu2bFnFF188S79+Yxk9enLd/q9Vti2jR0e+D0N2duRI/fr3H0L37tS52iD0DoQVFeEtaMywjy4SQiQAOU1NP20EowYzEJxETg+9C+P5529g/nxlAWRmdq3zKaemtq/nnywrU9WMRUXqYbEqg2DDhi8pL1cryVBcQ+Ctr3A4zCmOW26Zxc03X1QvzVJTnr7w5+b55JO52GwxZGREifZSh+++U+m6Gt/8vHlqMu/QAT79VCnE009XK9mYGEltbQxXXeVn7zjyAAAgAElEQVS//mPvXusUwYYNm1iw4BmysgYwfvzF1lzUg9jYXGAEiYmVnHFG5BrUa8jIMJ5gk5KSOHQIhIizrMeDnlJCj+3bV7Ns2TxqairrFEF1tTdde3QEm7LFx6u02Ugzu+qDxRC6IgjVJVT3ucEOEEKcBjwCOFDVxEOAe6WUkwKfGXnk5S1m0aIbDLOCAKR0101cn322kPXrv2D06CkBSeNUKqmXB8eofaXTCTNmeH2Zw4ZZtyLp1KkPv/32ELW1f+Ptt3NIT5/lyYk334jGrFl5xhm5VFVV8dBD/6C4eG+DYGow3HvvN+Y+yGKsXg2PP65WQBs2qEm/uFgVGGqYPt2bX+9wCCoqwOWy+fW7lpWp3zJYAxEz+Prr33jnndkcccSplioCKWHtWuUIP+ssGZWq6IwM4/d69x5Mfj5kZQ20TBHsbJBArtCnz9FcfPFjdOrUr27fTz+pVXD37tb77DV07BgdlxOAzeYC7Bw6VA4k1aOhDwaz3E3+YMY1dDeqOOwL9WFytRAiSqUrxvBtkWgEfSDzgw/+zZ49GxFCMHToRC6/PJ3a2hruvfc7cnK8JcCvvDKTmpqGdQfz5l3M66/fxW23fUhWVm9+/11NHG3bqpJ2q1YkeXmLWbHiJWpr1XdzOusrosrKxpNR+eKMMy6ja9fLTB9fWenk99+/pWvXwwN2iYoUdu2Cxx5TN39GhnLrgOrzkJWlLIWzzoLx473nOBzqQamuVtWx/vDHH2pCads2fKXudEJGRj/OP/9B2re3lv7yl19g+3ZBWhqccELktEBcnEp/Li8PrBi1+9DlsqbrW2mp8WTWuXN/Onf2khO4XKrlK0SWVyha6agAmzZ9B4xh48YNTJqkOD3NBoyLisKnrjYTLK7xkzHU5C0rzaSJ+uar9+9/LFlZfeneXfkync6DVFWVk5BQ/043yjxyu2vZt28L999/HHl5i9m8We0/6ig49ljr0g+D0SeH26c4EII1rvDF1Vdn8cADE1ix4gXrhTGBN99UE8+oUfDoo3DSSYrm+7bblBXwzDOq81t9qBlm1izjQKzTqfz627b5f9/tNq6Y1aAyt3pz+um3G/LihAuNWfPUU61Pd9WjSxdlYQWzjjRFUFsrqaxsfMDdbLGZlPDss+q3SkuDsWMb97lGsDpFNBiSk1Valv4ZN/O8HzwYWhW2L8xYBL8KIaYAMUKI3qjsnqbxBegQLE3UX2zg8sufrHfM3/72PsXFe0hPr29TBuu6VVS0i6eemu4pJsk1TS9tFsGK1yKhCC68cBhOp5Nrr11Ct27BU59SUtpRVVWO03mICy+MRwjB44//QVpa5PPZi4sVqZ8QitTP4YCLfbwv/lbzdrtyvO7ZY/zbati/Hzp1UpOA06liDHFxiglTiMAUy5HiL9q4Ubm9kpLg+OOtv35MjFJ0ofDmFBXtAHL49NOnOe64aVRVNS6bRus74A+//PIxMTGx9Oo1kh9+SOLzz5UiuuUWa9x5vrDZ1D0QTQwYcAQ7d0Lv3l6G/2BWWU1N6As5X5hRBNehKnGqgKWodND7GvexjUegydrhSDQVIDbqK2DEWqlHdbWTnTtnEglFEKx4zWpF4HbD5s0/I6W7jkspGB599DdsNhuVlU7efPMeAJKTo+MiWr5cBcSHDw8tuJuUFE9hIUyYcGPQY6VU7qfsbBV/qK1VLqgDBwLTUWiUFQcObKewcCft2nW1LIiuWQMnnhiZ9ou9eqnvFgrHjcOhnApOp7K2AhU0BkN1deBg5zPPXMmBA9t49NHf+eAD9dBdfLGi37YaXbuqbKxoM5hqwWK9e6yykno9oX1hxcIjqGtISumUUs6UUg730DzMlFJaFBYKH0a0B8nJGYZKwOWqZvv2NXWEXUbQWCuTkwNEyQApd5Caam3KIajvFhtb3x7Vu7msVgROJ5x66s0cddR5dOpkrvP5N98s5brrunHppUl1XcluuqmXpa0m/cHphM8+U9uhNh5JSFB+jFGjLjF1/IED1FV2u91emvNAk5X2UK5Y8SL33DOWZcvmhyakAf74Q8UH4uKUG8xqpKSorBjN8jGL9u2VBXjccdcAjYsTBFvV9us3jn79xnHwYDbbtyurLBIuoYQEFReIthIAr6vNdxyN3JEuV/iZQnqYyRrqA9wCdNMfL6Vsom6gCr60B2lpWeTmzg5oBXz++TM8++zVxMcnM3PmMp577jqysw/j6qsbUhyNGZPLkCGnsmzZPD7+eA4HD+b7uWIOvXtbn7usfYcXXphJaekOHI4cpk2r33TdSjidkJtrnt3DN1Cv1W4YZVdZhXXrVHpocbFaqQ8YENr5mk89lCIdf8fW1ipl7G/C1Caz9PQsevceRbt2jQsWf/IJvPGGV/kff3xk3CCh9NfVIz5eTQlSqlmzMY1+ArmFgLrn9ClPQt+4cZGJk0QzOOwLt7sSiGfBgnu46iovSWF5uX/GgkOHrCmENOMaeg2Yj+ICsqiLpjUYMyaXzZu/5+DBfK688jni4wNXcLZv3wMhBHZ7HJs3/8DWrSvJz9+IAdcdyclpnHHGHUgpefXV+jQMNlsibvesiJiloL5bcnIuDz2kMmH0WREawZdVCijUFUWgQL2VrSb1cLngP/9RsvbsCVdfHfr31yaNt956lOTkcfToEX6n1fLyhoqgttbLn3/ssZdz7LGXh319gB9/hOef9z7oSUkqSGwVhFD0yYmJ4dOl67OGIPxFSm2tOT93RQV844lQRqIxvd1uvYUfCjSrtaSkhNraWmI8Zkl1dcO0cSmDJy6YhZmf3yWlnGfNx1mPSy4JynZRh8MPP5ElS9TqddOmrxk8+ETatg1OMDNmTC4//fQe27evxuWqIjk5B5drFhUVufSOYHW/9qNXV0v0fRJC7VEcDBs2rOOtt56ka9fDmTDhiqDHBwvUW9VqUo9du9Tk27493HtveJTLmiLYuHElP/54qFGKwOlUKaZ6FBVZ13A8P1+RF0oJf/2ryohKSLA2NtC2bePpt7V79Jtv3uDkk48nLs6gBDkIiooCr2xra11I6ebHHx1UVipOLyvrBoRQY9GhQ3R7GfjC4VAT/+TJ9zfgwyovr1/hXV4efrqoL8wogveEEFcDb6E10QU8jWlaLPr2Hc0dd3wU9Lhnn72G5cufora2hszMrvTqNYvvvlOr3a5diagieOCBMUAepaVlQH1/gJFrIhzk5b3HsmXzSEpKN6UIgmVVWdVqUo8tW9Rrz57hP6hKESxGiA94882X+eqr58NmQtWsKL1lpsUQrMDixWr1O2IEnHlmZKgTOnRo/DU0SyI/fwslJQNJSkoLy1otNK4JBWDTpjzuu+9YUlK+AsZaTrudnW096WA48FpmiQ3G0OmsrwhCSRcNdqyZR+pi4FZUyuiPnr9V5kWIHPbt28KiRTewbNmCiFxfVRgvpLZW1XkXFGznu++mA4s5/3y4777I5nLbbOpzq6oaLjOtChhXVUFaWjYZGTl19RXBEKg/QaR6DWiKoDEZWoWFi4HpSKn4jbWYRjgBbqdTrcY2blSylZfXp01+4okLmDq1LT/++F7I116/XrmF4uLg0ksjowQSEqxpxqPd/0OGnFGXOhyqe8hM+mNlZRlCJFNWpqqqrWQZjYmxvq9AuPB6ARqu9jX3kLZtdg5wuYzrYjSY4RqytjTSQqxZ8wkfffQ48fHJplayANdck0Nx8W4SEtrgdJYEDDKrZjW+uXROhJjJaaflRtyEvOeez5g5E2JjG5rbVikCpxPGjbuoHrNqMOh7DBQUbK9rQq/nZLIaW7eq18a0Y9yyZSYQuMucWVRVwW+/ebOEfBvPlJcXU15ebMiGawS3G156SW1PmmRM9tYYxMRYx5mjTVzt2vWpq9YuLQ3NhWWGonvo0InceOMh/v1vQY8egWkvQkXHjo1rKWsltPFcufI98vJSGDdufL33nU6VLWW20RGo2pdgnEWGX18I8Tcp5cOe7b9KKV/TvfeAlPLv5kWJDNq0aUfbttkhuSJKSvYhpRunUz3BBw/mG2a6GPnCpdwRFT9imzYNSec0WKkIwkE0ewxUVSn+GSEax/lSURG8y1wo0K9iff3bN930BlVV5cTF+RD4B8E336hU0fR0xSxqNVJTlTvTqonPN1gMKvsnFEbUYG4hDatWKaVqpTUQH9+0WUK+0H6XHTvWs25dfANFUFam/syS0dXWKpelEaWKhkDT2fm6bV+q6AhkMoeOo446h7lzd4VEepaU1DAHS0/foIdRf+SUFOt94P7grx+Bhsak6enhdKrip0OHQlhiRBnbt6uVcpcujataTUz0/7tFIqbhcMTTpk0GDod5gaur4ZVX1Pa551rPdw9q0rNy9au5hvbs2cKWLapNWCi9BKqq/Hci84XLpQjmwDpFkJYGAwc2H2sAvOM5cOApDB16QoP3a2pCYyQ1G0cIpAiEwba//6OGxubNGk14/laF/n3hiUyZEp1+uy+/rCpgy8sbzvrl5dbkD5eXwz33jOWKK9rx3HPXNf6CEYDG6dTYVN0jjgjcu7ip8dFHyuTPyVE58lYjNtaa7nm+1wTYtOl7vvnmZcC4u5g/mA2wP/fcq5SXQ0ZGmSXZQomJKvOoOSkB8MrTqdMgsrP7Bz7YBMwoWQisCKTBtr//o4aCAm/GxqFDBTidJr+pB8nJbf3u97cq1CqMk5K6onRfV/r1W8j48dFxiezfvx6A2tqGVKONoZzVoPU41pCeHmViFRPYtQu+/FJtN1YR9OuXCywkPr4rQogGXeasxKJFNzBv3iWUlOw3dXxVFbz7rtrOzY1MCmOgvgLhQlMEGRk96dbN25XJLPeNWV/3r7+qvq3dum0LQTr/EEIlHTRlmqgRvCR+1lj9ViiCw4UQh4QQpcBgz7b2/yAzFxdCnCSE2CSE2CyEuD3AcWcLIaQQwlRit3aTPfjgiVx+eSqPPHKGmdPIy1tMeXnD8kW73WG4KuzZM5fy8m2Am9Gjt3HzzdHrvTtp0s0onWv3m5/e2NLy8nKtvacNECxbNj/iFBGhYM0auP122LFDrWSHDm3c9ZTZncvw4dtYssTNnDnbIhbn+P771/nqq0W4XObKmFesUL9H794weHBERIpIoZTmyujadSRjx15Qtz9YlTAoq8FMhpHbDU7nMQBMmBB+O7bYWBUY7tcvuM+8qaApgv37d/DFF6FnnOlRW2u+4MzQMJJazXiYEELEAHOBE4BdwEohxLtSyvU+x7UBbgACEwDpUFyscn7dbhWhSkoyl1rxyisz/bayjI9vYzghbNyoXkeMgGuvNSuhNRgy5ETi4tRqsaamIfdJeTm0axf+9d98sz5VRGHhjohSRISKd99VN/Po0YpcrLHUCuFQTISLSy+di9N5kDZtgqe3SKncQhAZHiFQqaKBGFPDhVZU55v5U1Gh/oyyh6qrvS6/YNiyBUpLY8nMhMMPD18R5OQ07nmJBrR7dO3aL9i3724uu+y0sN1XodQZRNI4GgFsllJulVJWAy8D/ojg7wMeAkxnH2urjYce+oXFi2uZNm2hqfOMsoDKy43z17Ses336mJXOWujzin0RbsaPhgULAvc9aErs2we//qq+/6WXWsOvoz1kq1Z9yoUXxrFv35bGX9QAw4efwfjxl+BwBM+jXLtW9eht21YtOKyG3R4Zhk7w1nXs3i05cKB+L2gj/79Wf2E28+2HH9RrYzoAxsU1LXWEWWjPe1paDoMHnxjWMy5l6NTUkVQE2YC+6dwuz746CCGGAl2klO+HcmG92Wmz2bDbzVV1GWUBBcoa0RRBJCuIjbBnzyaqq1Vunb9Mgca6hg4csDad0kpocYGRIxXHjhXQFEFtrR2Xq5p9+7Zac+FG4sMP1esJJ0QmeNmzZ+Saq6SmQnq6m5oawa23nlbvvYIC/wkNe/aYX8Ts3q16TwPY7e+YdrX5Ijs78o3trYCmCPr0OYbLL58XliL44w9VkLh3r/lzmixcIpRj+lHgZhPHThdCrBJCrAJz/kd/8JcFFChrxOlUN6LdrnqiRht79/5OdbX6skYsmOGSfFVUGCvASKRThoLqaq8iOPZY666rKYIOHQYxY8bb9OljMU+BBy5XDStWvMSqVe8GPXbPHtV7OTY2Ms1mYmNVTUKkIAR06aJmWIfjSFwu74qlurohV351tfrOZlBdrdqRKsvhRf773zMIJ2ExPb35u4Q0aAsBLSYY6mKvttZ8XUa9zw39FNPYDejrFzt79mloAwwEvvBUX3YE3hVCTJJS1qOwkFIuBBYCCDFMaorgqqs6UVtbw113fUV2dnAefX1FbGHhDjIyAjdp37xZrWi6d7e+R7AZZGcPwG534XIZ5w6XlYWXb/7664uprGwYSWrqdMpVqxTjZlGR4sI5zFx7BFPQFEF8fCbDhxu3q2wsnM4SnnzyQpKTMxg2LHBajBYbGDs2MvTSkahM1sNmU4pgzRo46aSnG1g0+fnKFWSzqRjX/v3midI+/FAVEnbsKBkyZBO1tVdjt4f2IHbqFD7FdlNAGz+XS1JeXoLdHg+Yf8DDJT6MpCJYCfQWQnRHKYDzgSnam54+yHVeOyHEF8AtvkrAHzRFoPUIMOK98YdQKmJ/+029NoVbCKBDh+7k5Ch6BSNFUFoauu/z7bcXM2vWdKqq6tudyckZXHzxY00WKC4qUlTTtbXq4b3iCmvNed9gcV7eYg9Nxg4yMwMvCkKBzWZj9OgpQe/LsjL46iu1HakgcSStAVATvEbWtmtXw/dLSsLvoLVS1aeRmysYNuz+kM93OKyj0ogGHA7vgnPr1l+YOvUIbr31PY48cqLp5yBc4sOIKQIppUsIcS2qtWUM8KyU8lchxL3AKillcLvZAJoimDp1AcXF+Q16DoeD6mq1+ti1S/0VFDRtfECDujEWM3v2TEpKGk5Y4fQqfeSRmQ2UAEB8fHKTZgt9+qlSAkceCTNmWJ/nrSmCkpJD3HDDUAoLd9QjFLQqYyo5uS3XXhs8DfeLL5TbY+DAyExYQlhfQObvMwIpgnBRUqIWQLGxanzCQYcOzS8uYLOpPz0lR3y8+p0SEryxHJstnoSENlRVOXE6zcXJDh0yXzfgi4jW1UkpPwA+8Nl3p8Gxx5i9bnGxctkcf/z0xgnowYEDcPfd/smvYmKgb19LPiYsFBc/C1xHSYmauH0nrKqqwGl6/rBnT/MLEldXw7Jlavu00yJT7KMpgqoqidPZMGMoUk11/KG2Fj7+WG2ffHJkPiMlJfLtFvUWwc6dNXz//UeMHHla4JNMYPVq9Yz37w9udwm7d+eTmtresCDUn1xW0GxbBU0pp6Qo2aqqlIvMbq/vdtZcQ+3b9+Xee9WsXloaXBEUF3sXruGgmRVYB4fNph6i0lJraHTdbpg/XymBdu1UOlznzt7G1R07Rt68DoT9+28nGGNmcXFoiqBjxxzy8xv2E2jKIPHy5cpV0qNH5FJ1NUUghLHLxgpl6HLVUF3txOFINPRpr1qlrM6OHWHIkEZ/pF/4Ns6JBIRQK9r4+AIqKzP544+DjBzZ+Ov+/LN6PeIIWLt2Gf/5zzkMH34mM2a8aer89u2bD31EbKyaW/SU9UZZXJpScLu9psyBA4FpsisqYNOmxsnYTIbKPGJi1OS9Zs06Vqy4hS5dBnHBBbNNn19crPrAxsQoDb19u+J/T0mB+++3RrlYBVXl69/pp5+wDh5UQTGzmDp1Fg89NL1eDUFTBYnLyuDZZ+Hbb9X/J58cOXPemz4aS2ZmV7/NdaxQhhs2fMkDD5zAgAHH8Y9/fOb3GH0BWSSsH5vNWqrmQJ8D0K2bg40boUuX8xp9TZdLVZWDUgTbt8fQsWNvMjO7mjo/Lq75xAZSUtRC0uw97b1HvfvKy9WfkVWw3bhHlGm0OEVgt6vA6fLlC9mw4WPWrPmY779/zVSgb/NmePRR/+mnl1/e/JSA5gLyB/2EVVqqbhyzboBRo3KZNs189lQksXChCgrGxsIZZ6gq4kjBZlP3j8sF55wzi2efjYwyrK11ER+fTEKC/zSg7dtVQVVCQmTI5UApgWisiLUJrk+fFDZuhPz8xndq+uEHtcrNzlYr+/btz2D4cHM0MqDqJiLtEjOD9PTQYzTeAlIXDz44kfLyYu6//3v27/efwl5SEl6c0BctThGoH3gxmzY9VbfPTKBv717VUay6WnGN9OunBjEhQW1byXFuBQI1iPedsKRUys1s9lBZWXT7CRjh+++VEkhIgFmzosML73AoRVBR4eaoo/7K+vVfWK4Mhww5ieeeM67v//xz9Tp2rLU9iPUIpR9AY+GbObR9+y8sXXo7I0aczXHHTQ3pWmVl8MILavvEE0OXJTOzeSzoEhLCC9RrNCAVFTFs2PAlNTWVOJ0lFBSk0rVrQ+tx586G1wgHLU4RqFXOTNzu+pVUwQJ9ixcrJTBiBFx3XfPxHxohUIN4f4yZBQXmFIHTqayHnTt/5dlnryYrqw/Tpz8V/ESLsWsXPPec2p48OXrNQRwONQaLFt0G5NO//7GcffZd9O07hqysyKeHVVdDXp7atrJYTo/ExMjUJBhBnzm0Zs1uUlIW8ssvH5GWlhWyIliyRC3Q+vYNr8CuORSOJSWFH5/p0kW5toqLBTNmfExOTjbx8W2orVVxTP0zfuiQeVK5YGiGRKyBoSyC0LJe1q1Twbm4OLjkkuavBMCYDsPhSPSr7A4eNEempuV0b9nyAxs3fsU33yxpjJghw+1WMZqZM5Ushx0WmYpaI2g+2NhY9aSuX/85CxZcxsKFoU1Y4eKHH5S/t3v3xnVbC4RoBIn1sNnw9AhwU1HRgXbt+nHttUsYNGhCXY8CMygsVCm1djtMm+Zd/T799JXcfHM/1qz5NOD5DkfTWwNZWUoZheuastuhqycUkpQ0jg4demLzDIQvZbfZCm0zaHGKQE3i5qkRqqth0SK1ffrpTZsBFAqM6DACEeyZKS3X4iNZWX3o128cRxxxamPEDAl//KEUwHPPqd9l3Di49dbo8sJrimDWrHUcd9y0uv02m3VO5by8xdxzz3g++6zhb6W5hSJlDUD0J0ObTY1rWloFYCcn5yyGDTudBQsu44knppjuyfDtt8rNeeSR1Gs+06ZNBtXVFX6Zg/XIzGzauoE2bRrP6aRvx+rr9jl40FtYWlFhTWxAQwtYG9eH0rSzgKnoCUuNAn0vvqjcEB07wqnRm/MajfoN4ncAOUyeHNiHXVAQ2MVSU+MtOOnbdzR33fWlhRIHxubN8MADGscRXHghlqQZhgqlCBYza5ZWoNfV8kD5/v1b2bjxK/r1G1tvf2EhbNigAoKRCooLERm66WCfCdCrVxKrVkFZWTZxcTBs2JmApLKylNTU4EGLbzwdZ0d5KKA++2whhYU76d17FF9/vaRe4xt/aEp2UZvNGjoPIVQKNcDmzU4OHnwAKd2cf/4DgLqHMjLMU3hrCEY70eIUQVwcJCfnenxjVwLlhvQAK1eqIiW7Ha6/vn4eb0uAFtC9/35FyRwsAFheHjhWYOUKIhRs2QIPPqiUwFFHwZVXRo4NMxgqKhYD0w0L9KzA+PGX0K/fWNq27Vxvv7biPeKIyDVGadMm+p23tM/r3Fm5YD/99EtycjK5/vqlpq+Rn68sxoQENT4AX3+9hA0bvmTmzM94/PE/Ap7fpk3TNZuJiVGTsxWZSkJ4s4N27bKTlzeLpKR0zjtvFkII9u1TiS+hkE26XCoZIxBanCIQQvn5n3gil4SEXGbP9p8v7XbDUs99OHly07CHWoVu3ZQiePTR+0hIeIynnjImMtu2TbkG/Ck9feX0xo15FBXtpmfPEXToELnB+fVXeOQRdeNqzX2aMrWvoGAmwQr0GouMjC5kZDRMZNdqJY4+2pKP8Yum8JFrFoEWMN60qYh161bTpcsA09fQxmbYMO+9e8IJV9G//zF06hS8tD9QwVUkERenKpitUr5CeHtH5OfHctZZd5Od3Rcp3QgRE1b7ykWLVJw0EFqcIgD1IH37reLcfuUVuPrqhsf8+KNaZWRmhpeG1pygKbHa2kF+W23q4XKpFXivXsoFUVCgVhBpafXJvxYtup5t235m6NBJ3HrrOxGRe9MmeOgh5ZIaPVpZAk2d311T4z+hwF9xmZXIz1fcOfoVbyTQFIpAmwS1Ii6bbQhHH618X253Lbt3byAzsyt7925m1aq36d79SIYNmwTAmjWfkp7ehRUr+gH1leSoUeaK0xyO6AfINaSlWWuBaVQUbdtCUZFg7Ni7GqXkli1Tf7GxxsSV0EIVgZRuLrrIxk8/Kb/ieefVtwqk9DYCP/XUpp98GgsteJScfAK33PJV0ONLShRXS2qq1wrwTTNr06YdsbHxdOwYmdZVRUXw73+rm++441TBXnNoFu5w5FBd7X/Sr6wsIz6+8Q72VaveYe/ezQwdOrFuNetvxWs1bLbopo1q0CyCrCwlg5Td6+ojHn54Ir/88hEnnHA1n376JABjx17EsGGTkFKycOHlFBb2BT4lIwMGmeqGXh/t2zdNkDguzvo6ECHUX06OeoZ27Ajf2qmtVQtlgGuuUcy+RmgGj2boeP/9/+OGG2w4HP+lthY++KD++ytXqmBKcjIcc0yTiGgpsrLUTVdWlkRWlrkoo5Z3bIS///1jXnihggsvfNQiKb2orlYV3CUlijTsssuahxIA6NlzFlDfmWy3O5g06Q4P97t55OUt5rrrujF5so3rruvmoQSBFSteZPHiW9i5cy2gfovly9U5kaycTklpmglR+21jY9W9KqWawABycgbTrl031q79pO740aMVG31lZRkDBhxHQsJtgFowaIs2p/MQq1d/xK5d9VqcN0Bqamj0KlYiUr0eNEUAsHlzFatWvcu3374a8nV+/10tADt2DJ6l1iItgvz83wBJQsJ8qqomsnw5TJqkbopvvoEn1cKDU08Nr2lLc4Nq/qGU265danJtrpBSpYdu2aLccjfc0Lwssi5dcuF1z3IAACAASURBVNmwAZKSZuJ0hl9RrFGAaNXf+qDzkUdOIjMzh6wsZQ2sWqWyPbKywlvxmkVTpUbrlU///qqr308/Kffk+ec/wJQpD+F0lrBly0rats2uayKVkNCGc899nhUr3AjhYvToKkAR6uzatY6HHjqZnj1HcP/93/v93NRUVXgW7UVGbKxy3USiKlwI9X20WoLff6/ivfdOp337HowadW5I11q9Wr2acUW2SEUwdeoCJk68herqCpYsUc2/77xT3XhaCtrEiapu4H8FWVlKEcydey9XXjmaQYOiWIUVAj75RBUFORyqp0BTF/j4Qrllcjn99FxOawRbsj8KEC3oPGfONuCiuv1aT+JIEcxpiHQ3MiPov9OwYaqvxMqVcO653vqMxMRUBg2a0ODc5ctBShvwGqWl3ejQQeUUx8Q4GDhwAp07+1/1aGmW0VYC8fGR7XOguYa0gPHu3W0YNOhEunU7HLfbXVdcZgaaIjDDbtsiFYHNZqvzvV5xBfzf/6nUs/37lbY+/3w45ZQmFtJiaH7CoqJ4Nm3Ka7QiuOACB1K6efjhtabafJrB1197i/emTWuemVrengTefa+9dic///wBxx57OSeccJWp6xhRgPhWt69Zo4LmiYmRI5gDdf2mSsnVz039+ytZdu1SAXKtrqW21oWUbkpLC9m6dRV2u4PY2DYsXz4KEEyc2IbMzG511+nZcxgzZxpXEnfoEN3vK4SyANq1i6z7TbMI2rdX8Z7SUsG0aR+FTJ1RWKjIDePizLV7bZGKQI+MDNVU5uWXVdXseec1XSpZJKE9UKmp4znssBA7WvvA7XbXdeZKTbWG5OeXX2DePOUaOv98GDPGkstaDo3dUZ9B8eOP77F9+2rS07NNK4LMzBxDGus9ezYhhI1ff+3O88+rR+yEEyLrpmzKinn9xGi3K1fE11+rzL2JE2HGjL7k5//GSSddT3x8Mm+//YDn6LOAN8jOhilTTjE9wXopLaKDxETl5oyG9aFZBJpVsHq18gSYVQRFRYq0T6sZGjTIXL/1iCoCIcRJwGOoVpVPSyn/5fP+lcA1QC1QBkyXUgaODgG33joQt7uWG254jZycgTgccNFFwc5q2dCUW3LySAaYT882xJw52zhwYDvJyY33J+zdC3PmqKDoaac1b5ecllWzdat33+jRU0hLy2LkyLMbHO/b1/iss2ZRUKAa1PtCq25/8MFTKSi4FrgRUNbpuaG5d0NGU7mFoOEKedgwpQhWrlSKYMKEK3nxxRl063YEyckZDBx4PKWlhezePQOXCyZMaHgNl6uamJhYhB/t0L69ucnNKlidIhoImhIAryLYskXSt28+JSX76N49sMP/jTcUq6+GoUPNfW7Evp4QIgaYC5wM9AcmCyF8HX5LpJSDpJRDgIeBoCksZWVF7Nr1K3v2bOTBB/9Sl6nxvw7NIti3TxXLhQMtyyU3184994ynsLBxHLYVFSotcvZsVdU8bJiyBpozRo5UJv66dfDbb2pfenondu9ez7x5l9TL/tECwmrlLyko2M7ChZfy5puX4XTWL9NOTs6oY4VNSfkAuJGYGMn06YpOI5ITSVxc06SNajTLvt/t8MPVRP3bb6q71kkn3cCjj/7GuHEXc+SRpzFz5jLOO+9nXK7RxMXB2LGStWuX8eGHjyGlBODRR8/i0kuT/RLNRZNhNCEhuowEekXQq5d6/fXXcq65JpsnnphseF5trYt3332Rr77yFt126/YEXbr8bOpzI6nnRgCbpZRbpZTVwMtAvbWilFLfajkJkMEueuCA1xw/eDCfp56a/qdQBvHxkJLiwuWCDz98K+Tz/U1qgcZOSi8/idutHmg9u+nvv8NNN8HjjysWxOxsVdjXXNJEjZCc7O0R/Prr/sdl7twLuOSSZJ588iI/PSFqgIY0r/HxyYwZk8uBA7B1ax/sdjf/+IeIKLmchmh0IvOFIplT276/eUKCqiIH+PJLFdPLyupdt7pftkwtHgD+8hflepkzZzIvvHAjRUW7ACgvL6aqykliYn1S/8REc43crUK0kx20GAF4A8Z79iTRpk0Wbdt2xu32Txr05pv3snRpPi6X6q3St+9qKisf44sv5pv63Ei6hrIB/ZJzF9CAZkwIcQ0wA3AAxwW7qC8DYTQbjjc17PZtQC/efvtVTj31zJDODZTloh+74mJVhLJ2rdpOS1P0EBUV6gHUHvC8POVn795dVYOOHx+5JitW4+STVSbP2rWwY4f/BkBVVaHFYQoLdyCl5Ouv1WQ3YoSNfv0sETcomkIRZGR4Jy1/vv1jjlHuoS+/hLPO8k5umzap1qRSwplnwjnngBCCESPO9riC1IF3351HRUUpDkf9mypaDXcSE5XFE+0AvN4iaNNGBcX37RPcc89uunXzH0SRUrJxYxvgCkC5Z4WwUVlZTlqauRhgkweLpZRzgblCiCnAP4CLfY8RQkwHDPs2WtFwvCUgPv4dYA5lZdu57rpvQ8p/N5PlIiU88YTq4axBo61OTlbFKRqNMijf7sUXt4z+DnokJ6sak9dfh5ISa+4dKSVXXpmFEOuBtlELlickRHeFDKouRJsg9StYPfr3VwHWggKVSDBkiFo4LFyo7rNJk+rHTaZOrb9yFUKQmJjisy86Si8mJvLZQUbwHc8+fZQ7eOVKUccwsG/fFtLSsoiLU4WRL74oWL/+VkAt1Hr1AikHMXfuTtP06pF8hHcDeuatzp59RngZmOfvDSnlQmAhgBCigfvIiobjzR15eYvZt+9ONMK0UFkzjbJckpK8JC3ffaeUQHIy/P3vqoituFj5e9PSVDra2rVqEujUST3sTcn/3hhMnKjqHQoKcgBreIYOHdoHDCU+fhaDBkXHQm0K6mW95adfwephsykr8Y034OGH1T2UmKiqzTt1grMbxuWDom3b6ASJk5Ob7r72/dzjjoMVK5Q77fTTYffun5g37xJ2717PddctRcq/8uGHalzOPdebNi+EQIgYpJR88MG/OeaYvwb83Eh6dFcCvYUQ3YUQDuB84F39AUIIfW/AU4HfQ/0QqxqON3e88spMamv9u3aMoKdAqKz030O3srKUvLzFVFbCSy+pfeefr1w+drtaGWm+4K5d1QR6wgkwYEDLVQKglNkFF4DqbdE4/mKVF6FhO9XV0/nuu8jHreLjo9fiUw9fRWAUF5owQfm5ExKUNVBSolbb06b5D8BWVpazevVHbNy4glmzTuDll/9e7/1oBImFaNoiSN/x7NtXPYuHDkFenuSbb5Zis8Xwz39+Tp8+5/D00y4ALrhAMnFiw99i9+4NvPXW/Tz44BkBPzdiFoGU0iWEuBb4GJU++qyU8lchxL3AKinlu8C1QogJqAhcMX7cQr6Ii0uipqYSt9tt2IfgfxFmC5g0+FIglJX5Jx5yuap55ZWZ7N2bS1GRqtaMRoCzOWDECBg3Lpfvv4eqqhsAEy3efGCzxTQI4Lnd0Ylb9ewZ/eC8VlilwWYzliEtDe6/X21rHbW0xYU/zJ9/Cd9//zqDB/+FdeuWERPjnZ7i4iKfImu3KzdbU1Ki+FpYQig35hNPwAcfCGbPnl33/uOPg9NpBz4C/gAa1sC88spM3O5azjvvLh54wDivO6LeXSnlB8AHPvvu1G3fEOo1s7P7MWvWKguka1kwcu1IKZk2LZOLL36s3sTjLzhshIKCHfz3v2o70qmOzQlCwFVXwVVX5eJy5XLhhcYmjjKzfTM2HLjd/htFRzpu1aFD06SMxsXVvz+MXEO+SEgInkwwcOAEDhzYxrhxl3DccdNISfFGhiNtDaSlNW0thh6+z9/IkbBkieJwWr9eWePbtqnUbZuthuTkmfTr97zfa91442vU1FTRtm3gQNKf5JFv+fDXw1hDWVkhCxZcVi8V1MiC8If4+ByqqlSv2GhlujQ32O2QmdnV73uZmV25+upFJCfrI5UZwLOA/3MiGbcSIrqVtfrP9W2DaVYRmMGECVcwa9ZKRo+ezMiR53DYYYqTIylJKb5IISbGWxPR1PA3nna7l0VZY7F98UW1yGvb9j3mz19Fly4D/V4vJsZOfHzwbIIWpwi2bv2Ra6/N+VPUDugxZkyup3G9f7tVc/FoyMw0NxE5HIlUVc1CiOZfDBZp+FO2WgxqzJhcnnqqgKVLJUuWSDIyCoBccnJmIYT/cyKFjh2j33Y1Lk4pH3+KIJLUGcnJiisnkkHitLTmE+8yUqzHHKP2//CDytxbvz4RKKWo6BqczhK/FdihoMUpAoDCwp1/mkIyPZTrx7isWO+OOO+8WUFTxzIzu3LMMQuRMpfDDvO2GvyzQlO2mZldEUKQmdm1rlpYDyHgtttUZtW//pXLFVcsJCWlK2B8jlWw2ZqGfz8tzX+asM2mVuyRCrDm5EQ2PTk1taFya0oYKYJ27VTFtsulUnABxozZzZw5P5KU1HifVgvLAPfiz1RIpkd6eg7Fxf7THfXuiDFjclm4cKphJWJmZlfmzNlW17shku0TWxLGjMk1dU916eJtzTh+fC7jx0fnPuzSJbo8O6AmYiP/vjZpZWerzBYrERsbuTiIEMrd1Nz6lQRytR13nJdaeuJEmDKln2WWTIu0CDT8WQrJ9Jg8eRbgfyaorCzj2WevZtq0TCZPFtTUVCKEjZiY+sdrrgu3WxX7gFpttKL5wW5X2UF2u8rDbwpm3UArZm0iSk21vrBNq16OBDIymp8S0GCUtTR0qOppcemlMGWKtWPTYi0C+HMUkvli7NhcPvwQ/vijYbpjWVkhn35avyZPSjdutyA5OYPy8qJ6Hbm2bFGruMzMVrdQc0WfPsrtkpKi3ALR8mXbbKqAq7w88KpcL09GhjreKlhdRZycrCwbt7t5uYN8kZCglEGtjzEfE6Mq+SOBFqsI/iyFZP4wcmQuf/yRS3x8Nyorg1fFSllLfHwyTz1VUG+/voNRcwmWtcKLLl28vve4uOjy3qSnq8ky2ISpT3W0cnK1mlHVbleKrSWkRsfEKFkPHIjeZ7aAYWmISAfkmjv6quZsVFaad435c6P97GGobXULNT/ExUW/arhNGzWZx8ebn4T1CwgrXUMa86ZVaClKAKLHqaRHi7MIevQ48k9ZUKZH794aCZx5nhxfN1phoWow73DAQP8pyK1oQnTtGt2JS2vIHqplqD8+Jka5NSoqGidL9+7WZSElJqqMp2in2zYGQqiYi92u3IFWIJiSbiE60otWF4Z64FSWzyxiYoLz5NjtjgZutJUr1euQIc03aPZnRWqqmpSjAbtd3U+ZmeE9W77nNNY9lJxsXfGYRmfRkpQAeDOHrGo/2q6dijUFQqsiaKEYNgwgl3btFtZVxHrrBryDlJycwRVXPNvAjaYpguHDIy9rK8xDCLUijgZiY1WSQJcu4ccffK2WxrqHrKwgTk1tmfOFJrMViiA2VvGHBRuHFucaaok/bKhITlY/XmGh4hfxh8GD1Ypn375cLrkEFi+eruMWkjgciYZxlEOHYMMGvWXRiuaC7OzoWWhW0CpYaRHExlrnG7fbm3dmkBlYESw36+5rtQiaIdq1U77NQDdCfLzy7UsJr75q3H3MH1atUucNGhT9piatMIbDEb2qYY1ps7HwfR4TE8N/Rtu3tyYuogVbW+pcockdG9v4rn9mFWurImiG0PzDwR6K0aPVa3l5aBTVrW6h5okuXaITII6Ls26i9L2GRjkRznWscAvZbOo6LaVtqj/ox7QxVoHDYT7o3uIUQUtJAQsXaWleCoFgvOhHHaUpDf+Fdf4K7srLVZcxIRTbaCuaBxITo9NtLC1NpaVaNVH6ex7DCXRbFdRNSWn5yQ96RRBO9lRSkvoLxc3W4qbV/1WLICbG2ytVvy8Q7HZVcg7mGTB//llVLPbr13yod1uhrIFo3NtWc/f4kzkcP78VLjEhmqZHg9VojEVgs6kMoUGDVAqy6fNC+5imR0tWBCkparXkuxqLi1NB2+HD6z9EZqyf44+HhIRcpFxIampg1kzwuoVGjGjEF2mFpYiLsy5VMBASE63vvuXveQy1Ktgq3p+m7i5mFfRjGmpFeadO4WWAtWYNRQlxcWoVrk3ulZWwbx8UFKhKYX9Uu2Zu6sREOPFEePvtXDp2zGXePOMxqqz00kq0xgeaD6JFJBeJLBqjey0jA0r9t8luAKua7DRlr2Er4Tum6emwd2/w89LTw7esImoRCCFOEkJsEkJsFkLc7uf9GUKI9UKINUKIz4QQQY0ZKzsiRROdO9df4cfHK9Nt6FA1mfuD2dXNaaepFdimTfDjj8bH/fQTVFer8v1ol7C3wj9stug0ZXc4jO+zxsDIajV7f2VkWCNXYmLLKxwzgu/81qlT4DkvPl55FPr2DT+GGjFFIISIAeYCJwP9gclCiP4+h/0MDJNSDgZeBx42c+2W8oOnpKhJt0MH44c9mFIz88MmJsJZZ6ntF1805oX/7DP1Om5c8Gu2Ijpo1y6yjVdA3UPt2wc/Llz4u4djY825u6xivW0u/YatgO94OhzGGVWxsaqDW2MJCSNpEYwANkspt0opq4GXgdP1B0gpP5dSagnw3wGmbouWogg6dVIPemMqRc1aBRMmKAtj/354+GHlBgLletq40dv4Oi4OxowJX55WWItoEMtlZkZW2RgtZgKlg8bEqKJJK7KXkpNbzpxgBv7Gs1Mn/4vCPn2sYaWN5FokG9ip+38XMDLA8ZcDH/p7QwgxHZgOkJ2d0yJ+9IQEa1YpMTFQUxP8OLsd/vY3uPtuRSZ3yy3Qvz98+60irtJS+kaPjoyLoBWhIy0t8qmOWkObSMJIEaSmqkmqqqr+/qQkFS+zotNafHx0Au3RhL/xdDiUQt+/37uvfXvrsqSElNKaK/leWIhzgJOklFM9/18IjJRSXuvn2AuAa4HxUsoq3/d9jj2AWcrN4MgECoIe1fRoldN6tBRZW+W0Fn9mObtKKf06qSNpEewGuuj+7+zZVw9CiAnATEwoAQCjLxIOhBCrpJTDrLpepNAqp/VoKbK2ymktWuX0j0jGCFYCvYUQ3YUQDuB84F39AUKII4AFwCQp5X4/12hFK1rRilZEGBFTBFJKF8rd8zGwAXhVSvmrEOJeIcQkz2GzgWTgNSHEaiHEuwaXa0UrWtGKVkQIEU1ck1J+AHzgs+9O3faESH6+CSxs4s83i1Y5rUdLkbVVTmvRKqcfRCxY3IpWtKIVrWgZaHFcQ61oRSta0Qpr8T+tCIQQFja+iyyEEC0iG1oI0SLIKVrH01oIIaJAhNF4tJRnvrmN5/+kIhBCJAsh/gN8KIRYIIQ4q6llMoIQIlEIMRf4SAhxnSeTCiFEs/ptPGP6b+B9IcT9Qohjm1omf2gdT2shhIgXQswDPvckehzn2d8cx7PZP/PNdTyb1Y9pBYQQ2cCLqA7upwBfYpLDqIkwA8gALgbiUem0SCndTSmUHkKI3sBbQC1wGXAA+HuTCmWM1vG0FpcB7YHxwB/As0KI+GY2ni3pmW+W4/k/pwiASuBpKeUNUsq9wKvAaiHE4CaWqw5CiHjPqx1wAEuklBullLOBA56VYpOvEnQoBxZKKW+RUq5HZYLlCyEsogxrHFrH01oIIfSE1QL4VkpZKKV8DvgWeMBzXHPhAW7Wz3xLGM/m8mCEDSFEXyHEfCFEAoCUshD4QndIF6AHsKkJxKsHIUQfIcRiYI4QYpin1iIZGKU77ErgQiFE56ZaJXjGtG5FJaXcQ30eqESgn5RyV9SF06F1PK2FEKKXEOJV4HkhxKlCCI3OTM9deitwphCip5RSNsXk1VKe+ZYyntDCFYEQYgzKJJyOcgkghBBSynLdYQ5gmxn6ikjCc9MuAH4B1gDXCCEuBx4CrhRCZAJIKXcCLwHTmkjOU4E3gVuEp4eEEMIupSzTHdaWpn/IWsfTQnispf8A61DP1GnAncALwClCiIEAHmX1Dh5Xloxy/nlLeeZbynhqaNGKAChE+dz6AJcKIbr6GcgjgC0AQohpTWgu9gTKpZQPSynnAE8DZwIJwDzqF5D8hmJrbQpzcR+QixrT24QQyVJKlxDCppOlP/CrR74pQog+UZYRWsfTamQBB4FZUsp3gPuAE4DeKIU7U3gzcj7COuLHUNFSnvmWMp5AC1cEUsoNqJ4Hm4FPgXuhgS/4eCBDCPEGMAXlT4w6pJTrgG5CCK0tzBrgM+BvKNK9tkKIu4QQ5wJTgQrPeVFdIUgpVwEbPWP6ETDf85bQyTIGaCeEeAs1yZkgyrZcztbxbCT0SlFKuRsYhpqstP/nAQ94FG05cI8QYirK6iqKhox+5Gy2z7xehuY8nn4hpWz2fyjTOUX3v/DdBtoAm4Hjfc79ELXaOidKsmYCHfTyATbP9nXAS7r3hgDPeM7pA1wEfALkNoWcfsY0BbWqGa57Lw416f4InBsFObOAo332NcfxbCBnMx7Py332xXheLwHydPvTUIHXIUA6yr3xchTH83KD95rNM4/qu/II4GjO4xn0ezS1ACYG+p8o0rqXgbs9+2w+x2gDfyPwX8/2ZM8kfEwUZf0HsBHVdvNfetk8272AN4CLPf9noEj5OkZ5TP3JaTSm/wQ+92yf5Hk9I4qy/opaSQ/1/K9XWM1iPIPJ2VzG0/PZPwIzDN63AcuBG3X7XgAGRnksA8rpM55N9syjEhHWAU+gkhR8n6FmMZ6mvktTCxBgkJNQ7KSvAB1QK7wSoJvn/QYrWM92see4Z4D4KMkaD/wLpe3beeR1Am21G0J37F9Q/suhwLnA50BOc5DT51j9mLqAUuAxIDZKsto8D9eHKNP5JiCpOY2nCTmN7tGmGM9HPJ/Z4PN8ZDsSld9+BnCBZ0LuH8XxNJQzgMxRfebxWqRzjCZ1vFZLk46n6e/U1AL4GcA0z6sdOAaw6957CrjM4LxUlOJYA4yOpqye7Szd9jHAUmCAwc1xFfC456aIuKyhyql7P9Mz5j9HW07dvieAWzyT5rjmNp5m5GwO4wkchuoL3ga1qLoMOMrneG2COx24B/gKGNPc5NQdG9Vn3kdOG7AWtZga4JHjEnSLKrxWS1THM6zv1tQC6AYtw/MwfQJcD/TSvSdQKWGfA0MMzrcBg5tI1n6e/XbUCnUb8H/ADyhzVbsh9CvZmOYqp+58e5QeML2c1wGHefb3Ap73bM9ArbhvBDpr90UTjqdpOZt4PK/XyXk3KhD9DXAXKlPlIt39KSItmxVy6s6PyjPv53cf5Nn/APBvz/4rUIWBD+ieM1ukZbPqr1lkDQkhjkKZ1gXA/agAzPW6Q2yoG6MaP+0uQVEISCnXRFhUI1mv9sjgAn4Cekgpb0atAmZ45EfqCpqklLXNVU6djC4p5ddRlrOzTs7NwCEhRAzQF7gB1fd6l+d9qZM12uNpWk6djE0xntkoiwmUtXIvMEFKeQ+qcdTVOvkkUUJj5NQQjWfe4He/3PO25pJ8TUq5ALgN6IinYEw2IxqOYIhoY5oQcBB4VEr5MtQxRx7vqcSrkVLWCiF6eLYPCEUo5dCObyayxgNVUsq6htNSyveFELegbvJtrXKGJGcsKr9+EMr034LyH0shRG8p5e+tcpqWc4Lndy+RUt6nHSilfE8IMQM1uUU7j70ly3mC570vUVXsQz1yrvUUMrYYBaAh6orAUwVYb+UhpdwohNipe68G5RrSVwYeDyQIIV5Arbpua2ayVurPEUIchlpBbAf2tMoZspw1wC9CiDxghZTyEyFEd1Tv64jmhf8PytlT+9115/ZH/e7baD6/e0uRs4fnvc1CiCeA24Xis+qBsqr/iKSckUBUXUNCiFj9QPsUipTr3uuGWl3pkQkMROXljpRSftFMZY0TQlyIynZaLqW8REpZ3SpneHJKKf8ppfzEs/2HlPJBqWgjWuUMQ04hhF0IcSYqHfszKeWlHmXWKmd4v/tqlNsqD3hXSjlRquKxFoWoKQIhxLXAMqE4uE8D5ZPUV+PptnsA33v2nSWESEXR9naTUka8l2djZEURiH2M8hHPbZWz0b99x0jK9meTE5Vp8yUwojn/7i1FTiFEJyllkZTyDSnlM5GUM5KIuCIQQrQVyp1zInAHKuhyscd8rguoCCEGS29wpT/QRwjxIfBXVDxgo5SyogXIGiOl3B9JWf9Ecp5NFPytfyI5z0FlshT5umBa5Qz7d3dFSr6oQkY+9SoGxRSo5Xz3AJ7Hk7uOirK/AKwAOgE5wCEUrWzUKlhbkqytcrbK2Srnn0fOqIxFBAbXjiqs6aLbl6zbtqEKRnp7/j8BuNrnGpdG6UZoEbK2ytkqZ6ucfx45m+LP6oEehMpP3wcsNTjmMOADg/ccVsrzvyBrq5ytcrbK+eeRs6n+rI4RFKBK/fuhKIL/AiCEiNFF4bNQPVoRQowU/9/e/YO6VcZhHP8+ai1SpUvt2iK0DkLt4OQgxUGoiDjYRdBREKqL7i4dBEEQqujYOnVwb6dOFYsgrdC5Y1FBhSregrk/h/dcDOJtvJic5Ph+PxCSnJwTnpPlR96/w6bdSVIrHLUy4azmNKc5+8m5FkstBFV1B7hUVT/T2tp2dt2Z0ZaJAHgaeDjJh7Tp2TvXjjarcUpZzWlOc/aTc12WPmqo/hqFchHYSvLOcHx7qLzPAc8DP1XVs1V1ddkZ/q2pZDWnOc3ZT861WGW7E21Y1vXh9Ynh+WXmOms25TGVrOY0pzn7yTna7zHCD34ZuEdbme/Qum/4/5DVnOY0Zz85x3isbEJZ2ubc52g98Wer6sWaW+hsk0wlqzmXy5zLZc7p2plIsZovT07T1rG5t/DkNZtKVnMulzmXy5zTtNJCIEnafBuxMY0kaX0sBJLUOQuBJHXOQiBJnbMQSFLnLATSAklmSW4kuZXkZpJ3M7d71S7XHE3y2lgZpf/CQiAt9ntVnayqp2hr1J8G3l9wzVHAQqBJcB6BtECSX6vq0bn3TwDfAIeAI8AXwIHh47NV9VWSr2kzV28DF2hLIH8AnAL2yl+cPwAAARRJREFUA59U1eej3YR0HxYCaYG/F4Lh2C/Ak8BdYLuqtpIco2168kySU8B7VfXScP6bwOGqOpdkP3ANOFNVt0e9GekfPLTuANLE7QPOJzkJzIDju5z3AnAiyavD+4PAMdo/BmmtLATSHg1NQzPgB1pfwfe0TU0eALZ2uwx4u6qujBJS2gM7i6U9SPI48Blwvlq76kHgTlVtA68DDw6n3gUem7v0CvBWkn3D9xxPcgBpA/iPQFrskSQ3aM1Af9A6hz8aPvsU+DLJG7T17X8bjn8HzJLcpG2N+DFtJNG3w25YPwKvjHUD0v3YWSxJnbNpSJI6ZyGQpM5ZCCSpcxYCSeqchUCSOmchkKTOWQgkqXMWAknq3J8tHXNWPE6hUAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 17559, {'val_loss': '-0.006712715141475201', 'val/kl': '7.566235353806405e-07', 'val/mse': '0.015724945813417435', 'val/std': '0.17064779996871948'}\n", + "\n", + "logger.metrics [{'val_loss': -0.006712715141475201, 'val/kl': 7.566235353806405e-07, 'val/mse': 0.015724945813417435, 'val/std': 0.17064779996871948, 'epoch': 7}]\n", + "None\n" + ] + } + ], + "source": [ + "trainer, model, params, r = try_manual({\n", + " 'latent_enc_self_attn_type': 'ptmultihead',\n", + " 'use_deterministic_path': False,\n", + " 'use_rnn': False,\n", + " 'use_lvar': True,\n", + " 'use_self_attn': True,\n", + " 'use_lstm_le': True,\n", + " 'use_lstm_de': True,\n", + " 'use_lstm_d': True,\n", + " 'n_decoder_layers': 2,\n", + " 'n_det_encoder_layers': 2,\n", + "}, name='anp-lstm')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T18:22:03.694479Z", + "start_time": "2020-02-23T16:53:00.594249Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "trial.number -3\n", + "{'params': {'learning_rate': 0.0002, 'hidden_dim': 64, 'latent_dim': 32, 'attention_layers': 2, 'n_latent_encoder_layers': 2, 'n_det_encoder_layers': 2, 'n_decoder_layers': 2, 'dropout': 0, 'attention_dropout': 0, 'latent_enc_self_attn_type': 'uniform', 'det_enc_self_attn_type': 'uniform', 'det_enc_cross_attn_type': 'multihead', 'batchnorm': False, 'use_self_attn': False, 'use_lvar': False, 'use_deterministic_path': False, 'use_rnn': False, 'use_lstm_le': True, 'use_lstm_de': False, 'use_lstm_d': True}, 'user_attrs': {'batch_size': 16, 'grad_clip': 40, 'max_nb_epochs': 20, 'num_workers': 4, 'target_length': 24, 'vis_i': '670', 'num_context': 96, 'num_extra_target': 96, 'min_std': 0.005, 'num_heads': 8, 'context_in_target': True, 'x_dim': 17, 'y_dim': 1}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:gpu available: True, used: True\n", + "INFO:root:VISIBLE GPUS: 0\n", + "INFO:root:\n", + " Name Type Params\n", + "0 model LatentModel 357 K\n", + "1 model._latent_encoder LatentEncoder 62 K\n", + "2 model._latent_encoder._encoder LSTMBlock 53 K\n", + "3 model._latent_encoder._encoder._lstm LSTM 53 K\n", + "4 model._latent_encoder._penultimate_layer Linear 4 K\n", + ".. ... ... ...\n", + "84 model._decoder._target_transform Linear 1 K\n", + "85 model._decoder._decoder LSTMBlock 147 K\n", + "86 model._decoder._decoder._lstm LSTM 147 K\n", + "87 model._decoder._mean Linear 97 \n", + "88 model._decoder._std Linear 97 \n", + "\n", + "[89 rows x 3 columns]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 0, {'val_loss': '0.007733847480267286', 'val/kl': '2.3517533918493427e-05', 'val/mse': '0.19875799119472504', 'val/std': '0.7051825523376465'}\n", + "\r" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a4217e16d215487d891725f61dba9ccb", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 2194, {'val_loss': '-0.002986733801662922', 'val/kl': '0.00011778482439694926', 'val/mse': '0.02662971429526806', 'val/std': '0.22472906112670898'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 4389, {'val_loss': '-0.006531161721795797', 'val/kl': '0.000743489246815443', 'val/mse': '0.014746601693332195', 'val/std': '0.11964130401611328'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 6584, {'val_loss': '-0.007115930784493685', 'val/kl': '0.0005597397102974355', 'val/mse': '0.01381591521203518', 'val/std': '0.13169299066066742'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 8779, {'val_loss': '-0.008062330074608326', 'val/kl': '0.0004363165935501456', 'val/mse': '0.01201331801712513', 'val/std': '0.11051411926746368'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 10974, {'val_loss': '-0.006528726778924465', 'val/kl': '0.000416017253883183', 'val/mse': '0.014999675564467907', 'val/std': '0.1294754147529602'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 13169, {'val_loss': '-0.008405983448028564', 'val/kl': '0.00032160425325855613', 'val/mse': '0.01186491921544075', 'val/std': '0.10649236291646957'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 15364, {'val_loss': '-0.007911313325166702', 'val/kl': '0.00029304364579729736', 'val/mse': '0.011830208823084831', 'val/std': '0.1265687346458435'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 17559, {'val_loss': '-0.00801269244402647', 'val/kl': '0.0002817984204739332', 'val/mse': '0.012281905859708786', 'val/std': '0.13109733164310455'}\n", + "Epoch 7: reducing learning rate of group 0 to 2.0000e-05.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 19754, {'val_loss': '-0.01005187351256609', 'val/kl': '0.00017685777856968343', 'val/mse': '0.009164312854409218', 'val/std': '0.10425611585378647'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxfrHP5NeSCCQAKGFFkBAQKliLKigYkOvDVERFdSLF/UqFyvYUBG8/hRRBC7YQL2iIHYRGyByARWl9xJKSO91d35/zJ7s2X42u0k2yX6fZ59kz8yZMztnZt55u5BSEkQQQQQRRNNFSH13IIgggggiiPpFkBAEEUQQQTRxBAlBEEEEEUQTR5AQBBFEEEE0cQQJQRBBBBFEE0eQEAQRRBBBNHEECUEDhRBCCiG613c/gggiiIaPICEIwq8QQlwohNglhCgRQvwghEhxU7ezpU6J5Z6L7MofEEKcFEIUCCEWCyEidWUDhBBrhRD5Qoh0IcQTurJhQojVQogcIUSmEOIjIUSym37MEULsFUIUWvpxq135ACHEFks/twghBujKRlh+Q74Q4pCTtn+w9KFACLFVCHGVh/F7RgjxlxCiSgjxpF3ZZUKIdUKIPMu4LBJCxLlpy1B9IURLSx/XeejbTUKIw0KIYiHESiFES7vyG4UQOy3l+4UQ57hop7cQYrMQItfy+U4I0VtXLoQQs4QQ2ZbPLCGEcNMvd+/Hq7aaLKSUwU8D/AAS6F7f/bDrUyKQD1wHRAGzgV/d1N8A/BuIBv4G5AFJlrKLgQygD5AA/Ai8oLt3BzATCAW6ASeAKy1ll1r6EA/EAIuBr9304ymgF+pgNBTIBYZbyiKAw8ADQCQwxfI9wlI+BLgFmAQcctJ2PyDM8v9QoBBIdtOX8Zb+fwo8aVd2E3CJ5TclAF8B8920Zag+sBD4GVjnpq0+lr6fCzQDlgEf6MpHWsZlmGUc2wPtXbTVAugMCMv7mwL8qSu/C9gNdLC0swO420Vbnt6P4baa8qfeOxD81PDF6QgB0Bx4B8i0LILHgRBLWXfgJ9QGnQV8aLkugJeBU0AB8BfQ18c+TQJ+0X2PBUqBXk7q9gDKgTjdtbXaIrVsNM/pyi4ETuq+lwC9dd8/Ah5x0a8zgUIvfscq4EHL/6OAY4DQlR8BLrG75yKcEAK7OkOAMmCIgT68hx0hcFLnGuAvL36XQ31gOIogT/BACJ4Dlum+dwMqtPcH/ALcUYM5EwZMBkp0134BJum+34GLA4Wn9+NNW035ExQNNQ7MRRGDrsB5wK2ohQ3wDPAt6kTYwVIX1AI6F7UhNweuB7IBhBAPW8QJTj9u+tEH2Kp9kVIWA/st153VPSClLNRd26qra9OW5f82QohWlu//B9wqhAgXQvQEzgK+c9Gvc4HtbvpdDSFENDBYV78P6rSqj8Xyp4vf5KrNz4UQZcBGFGez2ei9HmD4dzmrL4QIBV4D7kUdLNzB/t3uRxGCHpZ2BgFJQoh9FlHda5ax1J6VJ4RI0zdomUtlqDn5nKtnYTsvEEL8KYS4SVfX3ftx21YQCmH13YEgfINlEd4IDLBsqoVCiJdQ4or/AJVACtBOSpkOaHLgSiAOJRL5n5Ryp9amlPIF4IUadKcZiivRI9/yHGd1853Ube+iXPs/DkWwPkdxQQ+hxAtPSyk32T9ECNEPmA64lc3rMB+1WXzjoZ8uZfP2kFJeLoQIR3ENp0kpzUbvdQUhxEiUGGmoD/WnABullFuEEKd7aMLdOLQBwoFrgXNQc+tTFGf6GICUsoV9g1LKFkKIWEu/Drt5Vj7QTAghpEI/g/3y2JbbX9yEEOQIGj4SUYtQv5AOY91Q/4USA/1PCLFdCHE7gJTye9RpcB5wSgixQAgRb/ShQohOQogi7WO5XISSy+sRj5It28NTXfty7f9Ci5Lya+BplC6iI3CxEOLvdn3sjpKL3yelXGvgN80G+gLX6zYJb36TS0gpK6WUXwGjhBBXWp63XTeGThWrLvo5DCU6u1ZKucdy7RxdW9sN1G+HIgSPGXysu3EotXyfK6U8IaXMQul+Rntq1MI1zgfeEUK0dvGseKDIxcZdk3nkqq0miyAhaPjIwnrq19AJJTdFSnlSSjlRStkOpTh73bJBIqV8VUo5EOiNEhFNBRBCPKrf5O0/lnuPSCmbaR/Lc7cD/bVOWE573XAuvtgOdLWzYumvq2vTluX/DCllNkoEZpJSviOlrLJwOh+g23iEslb6DnhGSvmup0EUQjyFUtKOklIW2PWzn52lST8Xv8kIwlBjgpSyj24MPRIqSz/PQOkwbpdSrtGuSynX6trq46k+Sl+RDOwQQpwEXgGGWKyLQp082v7ddkUpZ/dIKXOBdGzFS95stCEohbZ2eHH27l2Nt6f3401bTRf1raQIfmr2wVZZ/B6wAsUOpwC7gDstZdcBHSz/90Gd3rqi5OBDUdxELOqE/ZSPfUpCsd5/Q53UZ+HeauhXYI6l7tXYWg1dApxEEakWwPdYrIZQp7o8lFVMCNAWpfB8zlLeHqWbeMhgvx8B9gJtnZRpVin3oTa+e7G1Sgmx9P9Sy/UoXVkvy/VoyzjfjJKrn+mmL+GWNpYBz1r+D7WU9UVZUt1g8He5rG/5LW11n/tQOgyHMdDNnQKU6CfWMuf0VkNPA5uA1ih91FoUEXbW1kjgDJRILx54FTgORFnK7wZ2Wt5jO9TG7clqyNX7MdxWU/7UeweCnxq+OFtCkGBZmJnAUZRMXLMaehHFHRRZNsdJlusXopRqRSiuYinQzA/9ughFiEpRitHOurL56MwXUSaEP1rq7gYusmvrn5aNrABYAkTqyi6wbDz5KIKxEIixlM2wjE+R/uNhLMvt6j+qKz8D2GLp52/AGbqy8y336z8/WspOQ22uhSjCtQm42sP4veWkvdssZUsAs10/t7tpy3B94DbcWA1Z6tyEssgpRukAWurKwoHXLb/zJGpzj9KVFwHnWP6/zjJHilBz9gugn66uQM3bHMvnRWytgrYD4wy+H7dtBT/qIyyDFUQQQQQRRBNFUEcQRBBBBNHEESQEQQQRRBBNHEFCEEQQQQTRxBEkBEEEEUQQTRxBQhBEEEEE0cTR4EJMJCYmys6dO9d3N1yishL8aYgVEeG/tho6TCb1cYaQEAgNVeNvP2b6dxIcTyv8MVfDwtTYN1VUVPi3vdoczy1btmRJKZOcPrd2Hll76Ny5M5s3+ytml/9x9KjrzaomCGCaV+fIzoZCF4EdQkIgPBzKy6FtW4iKUtdzcyHfEmkmLAw6dKibvgY6pITDhz3X84SkJIiN9b2dhojKSjh2zL9ttmwJ8YYDvXgHIYTLN96Eabn/IaV/iYDWZhAKVVWuy8xmRQTA9pRWVGT9PziWVvj7JNsU4W4+NjQECYEf4W8iEIQtjI6vtslVVgbfiSv4ixA0ZeJaWVnfPfAfGpxoKJAR3HRqF0ZPYNomV1Zme70pb1oaCgpci9eC8A61QQjqa44GOQI/ojZYxeDmpWA2q48RaErQ0lLPdZsaKirU+DSm02xdIy9Pza/GNIZBjsCPCHIEtQdviKy2SIMcgSP8rRtoamMqpTI+qKxsXAe/WuUIhBCXCCF2W9LXPeykPEUIscaSeu5HIUSDtuloTBMj0OAtkS0qMs5BNBX48xRbXOyfdhoaKirUOBYXe7fey8vL2LXrr9rrmI+oNUJgSW4xDxWPvTcwVgjR267aHOAdqVLPPQ08X1v9qQsEOYLag7dEVm8tpKGpE1V/+bhICSdOWP9vSqgpRzVp0hguvbQfv/22wW29xsgRDAH2SSkPSCkrUBmk7PPG9kYlHAH4wUl5g0KQENQevCUEQW7AEf4SC5WXQ05O05zvmomytzhy5AAAO3du9WNv/Ifa1BG0RyVJ0ZCOY6LtrcA1qDR5VwNxQohWUqUjbHAIioZqD/7adKQEm6SGTQj+IgRlZYrQ5uUph7KmhJoSgh9+2OPfjvgZ9W019BBwnhDid+A8VCYthyUvhJgkhNgshNicmZlZ1300jKZ4QqoLFBcHLYD8AX8SAlCe3k3poGI2176lUGMUDR0DOuq+d7Bcq4aU8riU8hop5RnAY5ZrefYNSSkXSCkHSSkHJQXoEcRkqp2X2JQWmjPk5UFmpn85gqYKfxMCLXRHY0dZmdI51WT8MjMzmD37UXbv3gZAoGaErE1CsAlIFUJ0EUJEADcCq/QVhBCJQgitD48Ai2uxP7UKf3IDRUVQUuK/9hoyasqKB2GFlMqRzBe9iV7sqRECszmwCeu///1vrrrqKn799Vef2qmogKwsxQF5izVrPuP115/n0Ucncf753TnnnC5O62n7R6PjCKSUVcC9wDfATuC/UsrtQoinhRBXWqqdD+wWQuwB2gAza6s/tQ1/6gcKCqxWGU0dQbt333HypFLu+oLsbCsh0QhBoI/lpk2bWLVqFfv37/epHW1t10Qs1LVrT267bQoTJtxHevohjh8/QrmT042PXfQZtepQJqX8EvjS7tp03f/LgeW12Ye6gj/tqgsLlUikY8fAX2y1CbM5qHfxFVL6h6sqLVUHlObNGwaXVlpaypQpU7j++usZPHiwT235ohcYMuQchgw5B4A+fc6kTZt2REZG2tQpKlKEOi8P4uJ86WnNUd/K4kaBwkL/EwIp4dQp/7XZEFEbETKbGmH1F6daXq42Ks2hSkMgmukePnyY1q1b8+677zJmzBg6GIg9vnv3bnbs2OG0zF9j2KVLKjExjjG78yxa0aNHG6FoqKnAZPKd7dajpMQ68YqLm97GpUcwVLLv8JeVS0WF2rAaQtiOr7/+mqKiIvLz8xEGbIWzs7MZMWIEI0aMYO/evQCUWX6olL4Rgs2b13Py5DEHJbH+vWhK9+Li+pvzQULgI6qq/LMYtNOAPjJkIC6yukSQEPgOf3IEZWWOlkKByBHcdddd7N+/nzvvvJMlS5bw5Zdfuq2fnZ3NwIED6dq1K5mZmZx99tncddddgG/ru6Agj+uuS+OCC3oA8OOPq7n//ptZvvwtDh9Wa76qynbN19d4BoPO+Qh/LLTycpXpqC7slBsSgqIh3+GP+WQyWee5vbgyUMeza9eubN++ndtvv53Ro0czevRol3V79OjBZ599hslk4siRI/z666/s27ePkpIShIipcR8KCvIZMGAokZFRSCnYuPEgn366FCEi6NDhNsDRP6a+xjNICHyEPwiBZpZ24oRtvlIpA3eh1TYaW5jf+oI/xlBPkO3ne6DNz/Ly8mplbLdu3bj11ls588wzDd0bGhpKly5dWLVqFeeddx4xMTEUFNS8Lx06pLBihTJdzc6Gnj0v4L77ltCtW//qOvZi5SAhaKCoqVVLaal66TExykZZg541DLRFVpfwV4A0ezS1MfUHIXBnJRRI4ymlpG/fvnTp0oWlS5fSu3dv3n77bbf3/Pe//6V///707Nmz+tpll11W/b8v41dervJkh4aqNd62bXfatu3u9p6gaKiBwhuOwGy2nvjT05W8NSXFvfNYIC20ukRubn33oOHDXzm0Gwoh2Lp1a7VIp1WrVh7rSym54447KCoq4siRI3Ts2NGhji8cf1aWmeLiELp2tVoGee5TzZ/nC4LKYh/hzUTZvVux2aWlilWsqnLvSBJIi6wuUVhYe7GFmtKY+tNiyBUCSVnct29fjh8/zoYNGwixnLjy8vI4cOCA09AOpaWljBo1ihEjRtgQgdWrVzN27HgWL37HpzF88MGruPHG9ixf/lP1vPvtt89ZvXo+paXO84UGRUMNFEZPXOXligPYuxfs/ElcoiltWhqk9K85blOGr4SgogIiIhoORxAWFkZycrLNtY4dO1abksbHx9uUxcTE8PHHHzu0s3//fj744B2EiOKCC26tcX9OnDhEbu5xhGhRfW3p0qkcP76LXr3OoWPHPg73BAlBA4Q3rLdmdldYaDx5eFNUFvvLHNcVmtJ4+iLWKC+Hw4ehR4+GQwicISUlheLiYoqKihwIgSucf/4IZs9eQmqq40ZtFGVl8Nxzv5OTk05CQrvq60OGXENBQSaRkc6tkYKEoAHCm4VWE5l3oC+y2kBt5HRoqrB3/vIGeXmKMyspaTiioeXLl7N69WquvfZaRo4cCcC2bdtc1i8qKiIyMpLw8HCb69279+Taa3u6uMs9tHwXhYUQGhpGUlJnm/IbbnAfTq2+xjOoI/ABnriBsjJr1MeahOxtihxBY433XtcoLXWtZ9mw4QeuvnoYBw64TpaiHVzS0xsOR7B27VoWLFjA9u3bDdV/4okniIqK4vXXX7e57sthZO9etS/U1Ow0yBE0QHiaMAUFcPAgtGlTM0ofSIusrhD0HfAdnvQskyZdRVFRIS+/PJ25cz+ovl5crMyZtbDV4FlfE0hzdOzYsfTq1Yuzzz7bUP2CggKklA4WRsXF5Xz77VeUl5dxxRU3Gn6+lsKzqgp27PiN5ctfIDV1GJdd9s/qOiZTFYWF2YSEhBIfn+jQRpAjaIDQE4KVK5eSltaZrl1DSEvrzMqVS6uDx508WbP2A2mR1RVqWzTUmMe0slJxnpmZ7gnqBx/8xOuvL2fatBdsrh89CgcOeJe7IJDGc9iwYdxzzz3069ev+trs2bM5/fTTee+99xzq/+c//6GsrIwxY8bYXC8uLueuu67mkUcmevV8zUS0oADS0/ezceNH7Nmz3qbO11+/yj33tGXFimedthHkCBogNNHQypVLefTRSZSWKoeAY8cO8+ijk7jrLhg6dJxPzwikhVYXCHIENUNeniICRuZLnz5n0KfPGYDSAcTEqHHXb2RGEejzMzs7m23btnH06FGn5REREQ7XoqPjGDVqDM2bJ2A2m6tNUZ1B7xukF/+mpg5jypQPaN68jU395s3bEBeXSFiYrV6iviECNXWaKwwaNEhu3ry5vrsBQEaGksOmpXXm2LHDDuWJiSnMnXuoxu1HRMCoUdCsmQ+dbECQUlmq1CaSkiDWMRJwg8eRI96LFUpKqvjzz1KGDo0jIwMOHfL+uQMHQmqq9/fVBj7//HNCQ0M5//zziY6OBuDIkSPk5ubSsWNHWrZsaaidkyeNK9qzspRyuGVL2LLFd462b1/1qQ0IIbZIKQc5KwuKhnyA9tKPHz/itDw72/l1o2hgNNpnGFlETW1MjEBK40SgsrKS+fNncfPNIxkypCXLlj1LRkbN0jBqzw4U3HnnnYwePZpcnYlep06d6N+/vwMROHDgAMOGDWPKlCkO7XizmZeWKgKal9ewLd6CoqEaorLSKsZo166TU46gVatOPj2jqVkNeVpIVVXqtGYgz4hTBHqO3ZrCmzASmZknmTXr4ervGRn7OXq05qEoAsl8dNSoUWRkZBg6+R84cICNGzcSFRVlc13LP2AymSgoyCMmJpbIyCgXrSjRWmUl7Ntne33Hjp/IyUmnZ880kpJSDP+GRhlrSAhxCfAKEAosklK+YFfeCXgbaGGp87AlvWXAQy9HfeihmTY6AoDw8EiPNsOe0Bg3LXfwpB8oK1PhuhMTlVz28GElPmvTBqJcr1VALbCDB6F1a//1N1DgzSYeHh7OHXcoK5Zzz32AiIgOPsUjCqQ5+s477zhcS09P580336Rly5Y88MAD1deHDh3KunXrHOT/2mFk0qQxfP/95yxY8CkjR16JK2hxwuzH8Lvv3mDDhg+5996lNoSgsrKcZ54ZQVlZES+++KdDe41OWSyECAXmASOBdGCTEGKVlFKfD+5xVFL7N4QQvVH5jTvXVp/8BbNZ5RnVMGaMUgjPmfNYNWcwZMi1pKU5VxSvW7eUDz98jKysIyQmduKGG2Y6rdvUOAJPhKC8XI3H3r3KyUmrX1YGPT34/+zf33gzvnmzkSclteXxx19CSti0yfcTaCBxBM6Qk5PDs88+S9++fW0IQVxcnFMzU40QJCS0Ij6+BRUVrp0oTCbXPhY9e6YBgrZtbRUoYWERHDr0G5WV5ZSXlzh4GDc6QgAMAfZJKQ8ACCE+AK4C9IRAAprfd3PgeC32x2/QzEL1GDNmHGPGjOPZZ1/n009nsX79MnbvXuewya9bt5SFCydRUaGOEllZh1m4cBKAS8LRVGCEIwDH/NC5uVbrl/x8lWBdD00GbjTGU0NDTU70xcVqEzebTSxadDdHj/7FjBlrvbZmCRTCWllZSWVlJdHR0TbpKTt06MCTTz5Jp07GxLQaIZg9e4nHNJfuAiNefPG9XHzxvQ7XhRBMn/4T0dHNCQ93nJCN0Y+gPaC32Uq3XNPjSeBmIUQ6ihv4h7OGhBCThBCbhRCbMzMza6OvXkHPDejx0kszeOedB8nKOgLI6k1+3bql1XU+/PCxaiKgoaKihA8/fMyhvUBZZHUBLRWiO7grP35ciet27bIlKKWltpZIjXFMvSEE27Yd5fff95OdrQYzJCSU7du/Z9++jRw/vquWelj7+OWXX4iNjeWCCy6wud6yZUtmzJjBhAkTqq9JKZkwYQKLFy+m3HKkr6pSFkCantlIrmNNLLRjx0+8+OLlrFhhTBTcvftQ2rfvRUhIqENZUw1DPRZ4S0rZARgNvCuEcOiTlHKBlHKQlHJQUlJSnXdSD71Iwh6vvfY0lZVldvVtN3lFJBzhzMKoKYmGjMRichfqICtLhfmW0pZQHzpkPWU11rH0hhC88cYzXHNNd957763qa+PHv8qMGT97TJriDIEiGiopKSEyMpK4uDiPdTdv3sxbb73FtGnTqjf80lI1b4z8Hm39a4SgpCSP33//gr17N1TXyck5TllZsdPw1+7QGJXFxwB9pocOlmt63AFcAiCl3CCEiAISAbvMqIEDe7GEEeg3+cTETmRl+d/CqCGjtNSY3bY7QgDWDbGoCBISrJ62GhorYfXGbDEsLJ7ExBQSEqxL88wzL3Nzh3sEynheeumllJWVUeVkME6ePMmmTZs47bTT6N69O71792bx4sWUlZVVO5TZz62NG39mzpzHGDBgKI89NsembMcO6NVLEYIjR/6ie/eh/POfK6r1AVJKpkxJwWSq4p13yhxEQL/99jm7dq1l8OCrSU0d5sdRqDlqkyPYBKQKIboIISKAG4FVdnWOABcCCCFOA6KA+pf9uIE7QtC2rXMzMf0mf8MNM4mIsFUQRUTEuLQwCpQTV23CCHGV0jMh0KCF+bbPCtVYx9IoR1BZCWPHzmHu3EM+bf56BNqYhoU5nm2fe+45rrzySpYvXw5AbGwsEyZM4J577qmuYz+3yspK2bx5HTt3brW5XlKiDi67d8OhQ4d4+OEB/PvfV3PmmZdX5xeorCwjLi6JZs1aOtUD/Pnnt3z22Yvs27fRoazRKYullFVCiHuBb1CmoYullNuFEE8Dm6WUq4AHgYVCiAdQiuPbZAC7OpeXuz993XHHTGbPnmSjA7Df5NPSxnH06HbWr3+PnJx0WrVybTUEgXPiqk34gxvQo6hIjZu9uKmxcgRGCYEr3ZbZbGbNmgWkp29j/PhX3YZUsEdDGM+0tDS2b99OBxcOKGazo7h3wIAhvP/+j7Rp087munbIKCmB9PQ9xMUl0rp1N0JDrVtpREQ0b7zh2u7lzDMvp0WLZHr0GO60L/WBYIgJL5Cd7T6pzJ49sGqVMg3Nzj7idJM3m82MG6eUREIIZsxYS8+erqMljhwJBtKvNliYTCrYmSfk5SlFsFH06QM7d9ouLCHg4ouhRQvX9zVEGA0NcfSo8sNwhr//vT25ucf597/3kJxsPGZEaqoKM1HfePHFF/nuu+/45z//ySWXXOKy3v33309SUhJ33313ddTRsjLjgSH37rX1wq6sLKe0tICdO3/ixIk9XHDBROLja67HTEmBs86q8e1u4S7ERNCz2CCkdC/CSE8/zGWX9SA8PJrFi11nqs7I2E9oaDgmUyVSSnJyXKxMCwKN9fY3jMZ08TbJyrFjjmPXwM48huCNovjw4ZNMntyfjh378vjja2zKLrvsQYQQxMQ0d3G3cwTK/Pzjjz9YvXo148ePd1knNzeXefPmYTabmTjRGlnUE7epDyxnfxAMD48kPDyJzz6bzf79/+O0087ziRA0RmVxo4Jmd+0KOTmZVFVVYDIp2dHLL/+N7dt/4KabXuSCC+6srpecnMp771Xw66/LiYiIolevc90+tzFuXnoY3eC9EQ2Bo35AQ2MbT28IwfHjJygoOEVBgaMaTh8zvyFixowZjB8/ntNPP91lncLCQhYtWsSJEydorXMxdzW3lix5hezsTG65ZQZShtOihTVb259/fkvv3iOq/S6GDx9L797nEx/fmm3b1rBs2TQGDLiU669/xqHd8vISjhz5EynNDuKhRqcjaGxwJV/V0KVLb6ZO/YzKSjWrdu/+heLiXBYunMiKFc9W6wnsPYpjYtznUQ2UE1dtwcgGX1lZM2stZ2iKhGDfPjV+HTr0Y968Y5SX+2kwCZzx7NmzJz3duJdPnTqVOXPmMHv2bB5++GGbMlepOF977VlycrIYOfJeSkvbooUwKi7O4/nnL6ZNm268/PJehBCMHn1/9X179vzCwYNbaN/+NKftZmTsZ/r0s2jf/jTmzNlhUxYkBAGMqirPJ9fQ0BjOPPNyQHkPFxdbUztlZR1m/vwJCCGoqqqovmbEozhQFlptwGx2nw8XVKrE9HT/PrMxwRMhMJmUjwUo57GWLds5rSel5ODB3zhy5E/OO+82Qw5V6j5velt/6NmzJ82bN6dU5w5sNquxcWUAMmHC/ZjNZqqqlOWPlq0tL+8Eyck9iI1NcDpOAwdewTPPbCQ62vkhr0WLtnTtOojk5B4OZfU1nkFlsQEUF6usT+6Qm6tMygD+8Y/OTn0FnKFZs5YsXOg6BvC550I752u3waOkBE558BjZvl3JZY3GZ/KECy9UOQkaC/Lz3TvjFRaqMfQEKSWTJiVSVJTDa68doVWrjm7ra3Lzzp1hWACYwr/00ktERUVx5513EukklkhlZSWhoaE2FlFG8w788YfzeiZTVbW1UGVlOVlZhzGZqujQoXeNf0dyMpx3Xo1vd4ugsthHeDq1FhXBJ598xbJlM0hJ6e/Se9j5ve6Twja2E6wensRtmoLen/GZGtt4euII9PFw1qxZyKFDv3PeebfRvfsQm3pCCAYPvjbbzxsAACAASURBVIby8uJq8aYrLFwImzfD88+DwRA+tQqTycS0adMwmUw2SmA9wsMdYygZyYZnNrsmFnqT0d271zFz5kX06nUuM2b8ZKjfzqCZOBtkyPyGICEwAHcTprwctm2DHTs2cODAJrKyDrv0HnaGZs3c24Y2MIbNMMxm90G7QHEMZrP7+ExNmRB4smQDaxgEgK1bv2LTphX06TPCgRAATJq00NBzN29WcZ1++QX69/emx7WDiooKpk+fzqlTp5ymnnQGKT0T0ZycLPbsOUhWVhvy8k6Ql5dB166DaN68tQ0RAGjVqiOtW3elZcv2rF//PhkZ+xk69G8u9QSqDxIppQ2X0lRjDTUIuOMItM2sZ89z6N//EoYPv9Gp97AzRETEMH78K27rNKaNS4+SEs+TXuMYvInP5AmNaTyLijxvZnpCcPHF/2D8+Ffp2tWpdMAQCgqsuTh+/TUwDirR0dFMnz6d1157zfA9RriBJUteYezYIfz44xK+/XYeL710FatXz+Pmm8OZPv0szLrJlJzcg1de2c8//rGMX355n48+eoITJ/a4bPvll//GLbdEsmPHjzbX68vpMcgReIDZ7N6bWGMb+/UbSb9+I23KFi/+O6WlzjOBh4SEMnHiAo8n2kBYaLUBI1ZAGiFwxWEJEcK6dUu94goay3hKaRtHyRX0XFefPiPo02eE2/pVVRUcP76bTp2cm2HqHdL273ftoBboMBKfKSWlGz16nEl8fCIxMfGsXfsuK1c+BygTUFce2MOHj6VTp9PdcgNChGIyVVJUZKsfDCqLDaKulcWevA4PH4YTJ1yXr1u3lPnzJ2AyWY8gERExXHfd00RERNO8eRuGDv2by/uHDVMKucaCzEx1ijWipNu6VW1k9joCPSIiYjjvvPH8/vuXhhTJw4cHhlzbVxQUWK1YXKGyUiVUNwqlME6iqCib+fMzaN68teW6Uph26wYbN8LixdZ77roL5s+vwQ/wI7Zu3UpISAipqakOqSddwdP4lZWprHe7dll9UrZu/YaXXrqKtLSbueKKfzm1+qmoUEHmPFldlZTkExYWSUSEbX+TkmDECKsDmz8RTF7vAzwpirUNbdeudXz77evs27fJpjwtbRxDhlwDqImRmJjCxIkLyM5OZ8mSybzzzn1u229gdNotqqoUJ2CECJhM1tNsWto42rfvjTaGelRUlLB69XwLx+A8B4QejWE8y8qMhe3WcwNlZcWsW7eUXbvWuqwvhKBDhz60bZvKm2/ezuOPD2Xfvo1s3w4vvqiUxMctIXRSLVEofvjBhx/iJ0ybNo1+/frx7bffGr7Hk2ho1y7F7ejHsG/fC3nzzUwmTVrklAgsXDiJ226L4ckn0zw+PyamuQMRgPoTDQUJgQd4IgSaQ9Ty5TNYsmQy771n66H50UdP8vvvKg2z/rSanJxKVFQciYm2EUulhHffhc8/t35vLChxPNC7hN6stKysiIMHN6PiEjqD7XVXiX6g4esITCbFVRmZF/rxzsw8xLx5N7NwoXOrGg2PP76Gl1/eQ0RENPv3/4/MzEMcPKjKtm6l+v9Ro9TfI96rafyOTp060aNHD7cOZfZwJxqSUhHbo0fV+jabTRQUZBESEkp0tOt8B337XkRcXCKDB1/jTfern6n/W9cI6gg8wChH0KpVR6Ki4mjTxprcY926pXzyydNoG1VW1pFqs8dRo/7OqFF/d2jv4EH48ktlPjZsWMPfuPQwSgj0TmTr1i1l2bJpXj+rJorkhoC8PONhJQp06qmwsAjOOutGWrRo6/YezRrm6qsfZ/ToB2jX7jTef1+VVVZafWW6dFF/q6rqx9xRjwULFnh9jxG9X37+KR599MzqeGCtW3fhlVcOuLzvrLOuZ9iw62zEwK5w6NAfrFz5HO3a9SQi4hlWrYLHH4eWLYPK4oBDebl7QlBRYd2o77nnLe655y2bcnUqdX5adSXD/vNP9VdKxXZffHENOx8gKC2FsDAIDTUeTkJPBFzpBqwQOOMUXCX6aciEtbLSffRbPU6dspWBJyenMmXK+4aflZJitQu114GFh0ObNur/muRLDgS4IwSaOCg6Or6aCMTENCcuLtFju0IIwsI8m7CWlRWyceNHpKaeQ0aGeuby5fUXydUjIbCkjuwPtANKgW1SyoDNIOZPeJLDetrYjJo9ms3qWa1aWQkBwI8/GjNzC2Tk56tFFxdn7KSjl8k68x8AZXElpZlWrTpxxhmj+emnt93mgNCjIRMCI3oBzZpIE+H4A/bGEu3aKeIuhNUe30k+mDpBeXk54eHhXuVQ0LgYV9DmYEREFHPnHiYuLpHIyJjqgJI1waFDsGkTXHGFGqsNGwZx8cXrad26Be++q+r8/jscOKC83+saLl+fEKIbMA24CNiLyhwWBfQQQpQAbwJvSykb8NJyjbIy35Kpg/u0lEePbudf/zqdkJAQ/va3Kj76CG65ReU0EEIRhaws+Okn6F1zj/V6hT5Gk5FNDGwJgStCKqWZZcus065Hj7N5660pFBfn0KxZK8aPf8Ulx9WQCYG7+XbwoBq74mLnp/SiolwiIqKIiIg29Kzs7HTWr19GREQSubkTCAuDyEgteJ2qExqq3nFFRf0Rgrlz5zJ9+nSeeOIJHnnkEUP3eDId1Y9zYqKVs7R3IjMKKeHNNxUxyM5Wa/vbb6MJDR1Od4skOTZWje1//wt33um2uVqBOzL6LPAe0E1KebGU8mYp5bVSyn7AlUBz4Ja66GR9wIiNtp4jmDy5E2PHhrB8+VPV19ylpYyNVR7FZrNAM3Z49121iLt3VwlpAL75xqefUa+oScRQvR5Bvwj10MQ+WgC/8PCo6iB/3bsPbZRB/KR0T8ROnVI6AVeimsWL72H8+Bg2bPjQ0PNyc4/z/vvTWL1aTc42baBfP1WmJwTgXc5kf+PYsWOUlpYaSlqvwROX7W3uC2eoqIDZs2HlSuVvoSUP+uknWLFC/W8yWXUuU6Yok9GffzYu/vMnXBICKeVYKeXPzlJHSilPSSn/T0r5trvGhRCXCCF2CyH2CSEedlL+shDiD8tnjxDCdUaXOoS7+CJ66AmBEk1IQkJCq6+lpY1j4sQFFssgQVRUCuPGLWDAgHFMn96Gzp2LufvuPAei06+fCj4F9TMp/AVPsYScQc8RuCKkp59+EePGhXHPPSoa39atX1eX9+59vtv2GypH4E4WX1HhmcCZzSZCQ8OJizMWcS8pqQuXXvovevW6HVDz8YYblLWQJrrQCIEng4raxMsvv0xeXh633nqrofpSep6XtvGZFjB2rODmmyPYtm2N65vs8Pvv8Ntv8OGHsGiRuqataSnhggsgPl6dejp1qqJfP4iPV/OzwLkPaq3CEK8jhBgOdNbXl1K+4+GeUGAeMBJIBzYJIVZJKasDcEspH9DV/wdwhjedry0YCX8AtsTi5Zf3UViYSfPmbWzqpKWNIy1tHM8/r+T/f/6pzP+yswXZ2dG89ZaqN2qUOg2Ulan4LRoBaKg6goqKmvVdzxFoJ3v71J9xcYn88MN/KC1VFLRv34s4deoAXboM5Iorprptv6FyBJ4IgSfcf/9HlpAIxgbg7beT2LZtFkMsIYnatlVcwYQJ1joaIajvOdq8ufGsatnZ7nV7VVW2HM7evRsAMJkqKS83bv+8VZfz/rBFOjx1quIQ8vLg1lth+/bJFBQ8xtlnhwBd63U8jSiL3wW6AX8A2nSUgFtCAAwB9kkpD1ja+QC4Ctjhov5YYIaBPtc6jJg5VlXZ1mvWrAXNmjlPhltYqALTgfL01PRaQqiNXwi46iqVq/T4ceWso02khmqV4SmgnDNUVDiKGTRCaluvjMcfX0NqqsruNHz4DQwffoOhZzRVQgAYVqjm5FjjCH3/vbrW1onVaaAQAqPIzfWOGwA4//zbSUrqQosWyaSmek4mrM0vbf22aQMZGVYu/557rHXPPbcbeXkvM3So8j0KaEIADAJ6OxMReUB7QJ+WPB0Y6qyiECIF6AJ87+UzagTNfVyDPieplMY2sSNH3C9OsxneflsphuLi1PeoKPVss1lt+rt2vUVu7m2kpubRsmULWraEXr3U/Q1tkdnDG+cxDUZlsxERUeTmnuDBB3tVh5W49tqnaNu2OwUFWQwefJXLexsjIfA2jaczVFXBV1/BmWeqTczewUkTa+ihKYjrc46OGzeOqqoqFixY4JIzkFLpUIysa/s52KvXOfTqdY6hvqxYoXyArr9eEdMWLeCJJxQX4MwM/JprHrf5Xp86FyOEYBvQFnATUcdn3Agsl1I6ne5CiEnAJFBehL4iK0vF9IiMVKf1kBCltQfjUTHtE6pMnXo6FRWlPPzwVyQnp3LgANVK4BYWRmHcOKUsOnZMyVunTr0X+MJymr3Wpr1AUMTVFGZzzTYnZ8Rj9eo3WLz47yQktOf115WDgfP8BHdiMlUhRAjLlrneNRurjsAdMjMP8/LLf6Njx742vi6HDikfgWHD4LvvYNky+Ppr61oIDc3GZFJGDc44Au3wVJ+EYOXKlZSUlLBIE8Q7QU6OZyKQl6csr2rKgZvNyrCjqMgai6l/f3UQvOMOY20EJEcghPgMJQKKA3YIIf4HVC9vKeWVHto+BujTHHWwXHOGG4HJrhqSUi4AFoAKOufhuW5RWqo21/x8RQzy8iA62pYQeIIzt/pjx7YjpaSqSg2R3h8gL0+95KFDVcaxigpo1gyuuOIhSkryGTDAUTXSkAlBTcRC4Hzss7MVU2k2WwfCmX+BZuMdGek+/Hdj5Ag8EYL8/JMcPLjFJhCalPDKK8pHIDRUEQJQm2ZOjloTp5++lP/9bwpRUZUkJDgmdtE4gvpUFv/3v/+loKCAWG0B26GkxJjBRV6e88PL8eO7efHFy0hJ6c8DD3xsUyYlfPYZdO2qxsLe6MNTroaqqgry808hRAgtW7arV+W7O45gjo9tbwJShRBdUATgRuAm+0pCiF5AArDBx+cZgjYpSkqU4kgfCdOIWKi01LlW//LLp1JYmF1t2qjpBNq2VYutb18lIgLQcmdcd92TLp/TkAlBTcRCZjN89tlS3nvPNh3ltdc+zYUX3kVZmVW46zoDnGDJEvervqHqXNzNA08bR4cOfXnmmY02106dsjqKLVigTH3j49VptLQUBg+Ge+6ZwoYNEBsb7jSERCDM0csuu8xlmZRqjRuBK2Jx6tRBMjL2k5Gx36Fs1y54/31FNM+wnOXOOksdAk0mON15JO9qbNq0gldfvZF+/S7mkUe+rldRm0tCIKWseb41dX+VEOJe4BsgFFgspdwuhHga2CylXGWpeiPwQQ10EF5DH9ESrIojzVKgqsqz6MBVjt2bbppV/X9ZmdUx7IknlOLNW9fxQFhkNYFRHYs9Fi9eyuuvG0tH6cpRz5XfgX3/GiJ80RFERcU6ZCTTc6yav8dFF6mQ5598Atr+epYb/agmGgrUOVpSYozwa1FxnaF//4u55ZaXSU11TMy8d6/6W1qqsrUBXHKJEgFrXL879Op1LtHRcdVJ7gNSNKRBCHENMAtojQrsIgAppYz3dK+U8kvgS7tr0+2+P+lFf31CUZHrjaCszPPJymx2n8T+0CHFYnfooCZgt24qiNTo0c7ra2GBzzhjNAMH2kraGioh0NJLeoP8fHjzTefpKN94YzygiMG2beod3XDDTIcYRO7CSujR2AiBlDUTJWgca79+iigIoWzbW7VS3IDtM6TT+Pr1LRrKysri448/pkOHDk45A6P2+O5ER0IIRo++32nZvn223xMSlDOo0WgXCQnJLFyYU+2xXJ+E1Yiy+EXgCinlztruTG3DnelYaannk1V2tvOXVFSUxwcfPMLu3feQnt6v+ron1vDzz2dz+PBW8vMzGg0hqIkTWUaGa3GP2Wxi3rxb2LbtRzZuXEhZGTz77DgmTnT0L/jii3/zxhvjueKKf3Hjjc85ba+xEQIjm/CWLZ9x5Mif9O59BevW9WPwYNi+XZXdfrvyX2nRQhEBPXbu/Jn/+7/r6Np1ENOmfeHQbn1btu3fv5+7776bwYMHOxCCigrjBgs1ddrUCMHAgcosfNgw7xPK6MNWBKRoSIeMxkAEysrcD7AnayGz2RoV0x6nTu1jzZr5gG2s97593fcpNXU4JSX5pKQMcChriITAXvRmBFqQNFfiHkstfv11OeXlKrn6smVw003jiI7uR2LiMjIzZ7FgwZ0kJXXGbDZx6pRjxLXDh+GNN5QZ35AhDsUBDV99CDZt+oSffnqL4cPP55dfrIrhNm3U57rrnN8XERFDQcEpcnOPOy2vb6uhhIQEJk6c6NSSMM+LGAU18eTNzlZ+CTExcP/9KoObp/XuClJK8vMzCA1VplkBpSy2iIQANgshPgRWYms19Ekt982v8HRS9XRSPHnS9QkjPDyaxMTOZGf3QkoVYbCgwOoT4Ao9e57NH398yccfP8VPPy2xSbGonQ4aknKzJrGFCgvVb3Qm7tGjvNxqkrFjh9K9SHk68DxwFSbTNUye/C6VleV07GjLim3fDs8+q/5/7z0VACzQ4C6mv68+BAMHXkXz5m3Zt6+PzXVPHGtKSj/mzTtGfLzzsBT17UfQo0cPp7kICgqMGSyUlSmdnzdc7IYNygRci7vUrZsah0FOE0B6RklJAVOn9qGkJI/TTssHQgJONHSF7v8SYJTuuwQaDCGQsmaWLBpMJmuKPmfo2LEPTz11kMmTlWXQTQ62UY5wbgtvVY4GuiLOGWriO6CZ3KWljWPVqhc5evRPp/ViYjpRUgLNm6t7pISWLdeTn98Dk2kYffvu4OjRL3j33ccoLj5MSEgoZrOJFi1SKCycCSgC60U0gjpDebk6XTqz1QffOYLBg8cwcOAYJqnpxahRKvfweee5vy8sLIKWLdu5LA9ErrWy0nik2z17vN8Xli9Xe4GmbNeih9YUMTHxREREUVERiclUAjQLONHQauAbKaVBA6zAhT6BTE1QUOB8sq9bt5QPP1TmjvHxnYCZJCe7jnyphzNbeH3SmkBcZJ5QkwmsZ+Hz85U9Y0hImI3fQEREDB07zmT3brjmGnWSa9cOBg06m8xMFcPlzz+/4K+/JiGlGlOz2WRp/zAwiaQkyMwcV6+ZtJxBM0DQLFdiY61eqdphwB9exQcPqvZbt1bxgvQxg2qK+tYR5OfnU1JSQkJCQnXS+txcY3qgmli3nThhPRBqz/CVEABMn/4zzZu3Ye5c9cLrYzzdqTY6Ah8JIdYKIZ4UQgwVzkwHGgB8DSvrTOShnei1pOkFBYeBmzlwINFl4nQ9PCWt0djuhkIIpPR+AldW2o7t1Kmfc801M7j++meJjU0AVBKavn0voqJCEdhOneDKK62seFKS8tKGx6qJgCNKqKxUOYwDbTxzcqx9ys1V3+1FG64IQWWlMTv5XbvWsX59BuBZHGSPP/74mhdfvJxvv53nUFbfhGDevHm0a9eOp59+GlBE0egJv7zcuOHA5s1KNPz77+p7Sooi0iEh/iEECQnJhISEBGaICSnlLGCWECIOlZzmdmC+EGIn8DWKW8iom276Bl8JgTOrAlfZs6qqsl3av+vhLmkNGDsNBhI8ZX1yBvtNrHv3wXTvrmwXt237jm3bvsNsNvHbb58RGanqtG+vf2YVr756PVu2fAm4l5Hk5SkCG0ixmyoqbOXTVVVWxWVxsdUO3dXGcPiw503jl18qmTv3L6AZ0IY+fdzXt0dhYRa///4FYWERjBpl6/xf34QgPDyc1q1b08pi7mRUJATGuYGDB+Gll5RIUbOquuIK9b2iQjnh+Qv1aY7r0dhJSlkopVwhpbxLSnkGKmFNEp6jjwYMfA3K5UyZ5Nq71SricQd3SWug4XEENZm89rlw9TjvvNvo2nUQYWGRtG49gvJytej0+Ue++OIlNm1agdlcjqfwyi1bKgIbSIRVn1PYHmVlqq/2XJOG/HwVM8sdpIR33gkF7gGUZZq3hKBv3wuZMuUDbr75JYey+iYEU6dOJSMjgwcffJCKCu8OfEYJwa5d6m9+vkojKYQKHdG3rwrQ5w/8/PM7zJx5EadO7QECjCPQQwjRHkjR1d8kpXScGQGI8nLf9AOlpY6bx7p1SwkJCamWQzuDfV5ie7iKta9d13ME7ixKAgXebga5uVYCvW7dUpYsmUxJST6xsS257bZXbcJP//EHzJplzYyl3fPJJ08belZERAzXXDOTRYtUPwNhPAsL3W9cUioCUFTkOH/Lyqxere6QkwP5+SFERqrTbM+e3p9gExKSOess5yG+A0mP5a3FmlFCsN8uskTPnp49hr1FVtZhtm1bQ5cuiqUJNGUxAEKIWcANqDwC+nwEP9div/wGX8VC9tyAphtwRwTAKuJxB2ex9jWEhARGcnCjMDp5KyvVb9G4AXvrqeLinGrRGlCtjIdOCGG1/nGX2F69m1DARMuWnRg79jmGDBnHokWBs2kZke074xiqqtQp1cjv0ByeevYEg+l8vUJ9cwR6eGv94y0huPJKFab7ggu8e44RDB8+lu7dh7F+fS8OHgxQQgCMAXpKKf0Q9bzu4W/9gKsNSA+j4Q4AJk/uQGFhNs8//xvt259mUxYWpiaFtnkGMoyIhkwmpXDTn3BdWU+9/fZ9lJYWYTJp0+4wu3ZNYt06RUDdJba/6irJp58CfMTDD/emY8c+1c+sbw6rosKzSMcdDh40PqcPHFB/u3Wr+fMA0tN38OuvH5GcnMrZZ1tto+ubEEyYMIHt27fz6qvzadvWOzmNEUJQWKiUxBERyunuhhu89xw2grZtu9O2bfdqk9RAsxrScABwjEHbQOBv/YA73QAIEhNTmDhxgVtFsR4FBZlUVpZx/Pgeh7L6XmhGIaWxE2pOjqOYw9V4FhVl64iAgslk1b24S2x/+eXQv/8fTJnSjuTkVMDKYZnN9acnkFIRgZqGuTh1yng0TbByBF9+OZbly5+s2UOB9PTtfPzxk6xYMdOS7lKhvh3Ktm3bxqZNmygs9I7NKy93PwekVMRW4wa6dFG/tTaIgB4BGYZaCDEXJQIqAf4QQqzB1rN4Su13zzf4qh/IzXVkOV1Z+wiRwpQphxjmGKTQLe64Yz5hYRGcdpqjd08gyWDdQZO7e4KzgH3uQ0s4QtO9uAs816wZPPyw87AdVVVqoYXXw9GmoMC3Re4qxIkzmM2KewAoL/8BKXvU+LmDBl3F8OFjufrqx23SXda30+P7779PVlYWCQm9vbrPE0f13nuwerWVk/KVo/KEzMxDbNmyioyMkcBpAccRbAa2AKuAZ4BfLN+1T8DDF26gqsq6kPRwZu0TEhLD3/8+02siAHD++RNISxvnNN9xQ+EI3I3z0aPqJFte7jymiyvrqdjYVo6Vsepe0tLGMXHiAhITUxDCGCdW39Eytd+/cOFL9OwZyZ13XklurrEjvtnsXb9PnFDij1atJG+++ReXXuo8gqYRhIVF8I9/LKNDh95219Xf+pqf3bt3Z+DAYURGeqe99aRP+O039Zs0iyF/+Aq4w/Hju3n77fs4dGgTEHg6gnzgFymliwj8gQ9f9APp6c4XXlraOMrLS1m0SAswl8LAgTMNi4K8QX2yiu6geWXGWPZvVwurqkrJWE0ma117aOM2b97NACQktOemm2axYwf88MMkFEOqYK97cads37jxY1atmkW7dr2YPFlZOtfneOrFEb/++iMVFRWsWfMZO3duZfhwzxpIbzcHTSzUtSsuYwXVBFJKMjMP0bp1l4CYn956BxcUuOesSktVNFw9apsjaN26C6NG3Ut2dk8yMgJPR3Az8LsQYq8Q4m0hxCQhRA3j6/kP3shXa0oITCbXCWgARoy4nTffzKRPnwLgEGedVXMi8P33i3j66fP55JNnHcoCVTRUXGyNEWQ2ux5njQiA+1PY8OFjadasFVFRzXj11QOkpY2jsnIcsIDYWOMnfj2OHNnKgQOb+OMPazqM+uSw9OaNL7ywkEGDzmbEiNHExztygs7gDXebkaFSKALs3v1vNm/+1IueuoaUkkceOZP77utKdnZ6vYqGzGYz06ZN44UXnIcbd4bsbNi5071+4OhRtcd07KiSzIwapbzXaxPJyT2YMGEuvXoNBQKMI5BSXgsghOgMDLd87hJCdEL5EbhItxIY8CW+kDOlph4hISHExydWK+703q7eYsuWz9i58ydKSvK55prHbcoCVTSkyborK1276pvN1lSInhASEsLChVZTGim1ePnjmDFjHB07urzVJc444zL27NlAjx5nV1/TRBm+GhDUBHpCmJTUlo8+WufV/e76/PnnSpwxZIiydPn2W2XkEB+fRUHBC6xZM5jU1LNo3rx1DXuvIIQgKSmF7OyjnDixh7Aw5dhRHxxBUVERL774IrGxzZg06VG3dc1mlTTK3eFOw2GLuqpLFxg/3vd+eoOAzlAmpTwkhIgCoi0f7X+PEEJcAryCMupeJKV8wUmd64EnUYrprVJKt7E7jXIEvoiF3GUh01BRoU5eQkBycs2fNWjQlZSU5NKv38UOZYHAettDn8mtsND1adBVEh9P2L1bbWy5ucr5Se9E5g1OntzHyZN72bZtDT///BY33DCTsDDFTdT1Qisv9/3U7G4OfPaZIs47dVlDevcuZtIkwdatT3Ly5D7i4hJ964AFEycuolmzBEJCQqt1aPWxcYWGhvLUU88ZCi+/d6/x8BMaIUhJ8a1/3sBsNpGdfZTi4migTWARAiHEo8BZqHASu4FfgdeASVJKjwZ4QohQYB4wEkgHNgkhVkkpd+jqpAKPAGdLKXOFEL4dWXRwRwhyclQKSVAL1GSiOpaNK6WmHr/99jlvvvkqUn5LcrJvFigjRtzBiBF3OC0LNNFQVZWt+aK7ReiNrbzZbCYkRMVhf+EF9e6EUKx5Tez9XYX4VnqKcXVOWPVy7I8+WsK+fTsZM+ZmOnXqyokTR+ne/TTXN1vgqs+lpWq+hoer0AfR0Sq89Ny5ca7fIgAAIABJREFU3bn//pPMm5dOy5Y+sKx2iI+3EpT6nJ+xsbHce+8jHtfq/v3exSA6dEj97dy5pj3zHiUl+UyZ0oWIiPuBlwPLfBS4FSgGPkNZDG2UUua7qW+PIcA+KeUBACHEB8BVKA9lDROBeVLKXAAjimmjHIErVrqyUinSunRRsr8jRxQR0MQ7RriBo0e3UVCgKIkvYiFPCCSOoLLSVuYPrsVnFRVWHYIR/PTTEhYsuJPo6PMpK/uBxER46ikrsfYWrpzUTKbHgHF1fuLSE4LPP/+Qn3/+hh49+jB6dH8iI6PYsaPYxizTGVzNZ02x2bo1PPig+l9KSVxcK6qqyomP99vZygH1PT89Wf8UF3t3IDGZ1H4AKsptXSEiIobExBSkjK8xJ+0r3OkIegkhWqJ0A+cDDwshmgFbUdZESzy03R44qvueDgy1q9MDQAixHiU+elJK+bVXv8AJtFO+M5w4oTawI0fURD51SsWAb99eERkjcsQBA0bzv/8N4MCBmosuNFRUlLFlyyoKC7MYNervNjkOwsJUjgOlOK1f5OQYd8Ty1nO2sFCxGSaTsv3v2bPmREA937mTmsmkrtflxmVv9nnddbdz9tkXcd55l9K+fQoxMbHk5+eSkODcXFaDqz5rhKBNG+s1IQSzZ2/zseeusXTpVNavX8bAgV8AA+pl4zp5MpuNG3eTlNSWTp26Oq3jLpmUPQ4cUNxuZSUkJvo/npA7REREMXfuIdauhddfDzBCACClzAE+F0J8DQwEzgXuQoWk9kQIjD4/FUVoOgA/CyFOl1LaZBwVQkwCJgF06OCZVLsSC2mnWu3/PRZn3uJideIqLTW2SaSk9CMxsR8HDvjOERQV5fDqqyqoV0xMcxuRRlWVSqry1Vdw9tn1Rwy0sTEKI1yVHpdf/hAXXDCJxYvD2LBBmTz6AldOamFhnaodyuoK9sr0yy+/vvr/tWsPYjTFhydC4Cq7WW2gvLyE3NzjlJQoil8fHMGaNT9z883XMHLkVSxYsNKhvKzMuBf2wYPw+OPW91SX+gE96tMvwyU/KoS4UgjxghBiLXAKmAO0Ah4EjEy7Y6jkNho6WK7pkQ6sklJWSikPAntQhMEGUsoFUspBUspBLVt6tuVyxUafOuVanJGVZYwbALXRac4mvhKCFi3aEh4eTUxMcz744BEncYxKWLjQfUjr2oY3icBzcry37Q4JCaFZsxYcP66OYb7abbtyUktMVD4IdbnQ3I2FUSJgMrk+JTrjCGobY8Y8yrJlhzj99POB+jnBhoc344wzhpGa6uhVLKVV1m8EmzbZxp/S8hHXNQLVaug2YD3wL2CLlNJbur8JSBVCdEERgBsBe4uglcBYYIkQIhElKjrg5XMc4IwQeBL7ZGYaMyvMyoLHHiumsDCWdu2ySUlxz9J7QkhICO+8U8K6dUurnaoc++Y+pHVtoqDAu439mD2pt4Ne9JWYaA29XV6ubLiF8F1R5yrE9w8/jOPkybpdaHrutLS0hLVrvyUpqS1nnGHcDd3diVuvI9Cwfv37fPLJU6Sl3cLVV/v/ENGuXXu6d4dfflHf65oQSAlDh47kk09GOi0/fNi7w4uWeezBB1UK1LokqhpmzRrNwYMdgAWBJRqSUl4DIIS41J4ICCHullLOd9ewlLJKCHEv8A1K/r9YSrldCPE0sFlKucpSNkoIoYW4nuopR7InZbErV/y8PPcbvVFz00WLoLAwFthAs2bPEhLyhbEbXWDduqW8/fZ9FBW5/tmuAqzVNrS0iStXLmXOnMc4fvwI7dp14qGHZjJmjKOoKj/ffVx4V9Y8a9e+y8GDUZjNK+nY0WrB5Qs0r+OqqiqKirJo0aIta9eqsroSZZhMts86fvwId911NV269OD773ezfv0aZsy4l4EDhzNr1n9ctmOEEOg3r8zMQxw/vpuSEm9sO4wjNlbJ0C1pguv8BFtW5nofyMoy7r8Cao4fOqTm3Omnq0ij9YHs7KPk56sfFVCEQIcnhBDlUsrvAYQQ/wJGAG4JAYCU8kvgS7tr03X/S+Cflo9huAsj7Or06s3kcIV9+2DrVggNLaN587/Tq9clPrVnvzE6RwxjxxoLae1PFBRYicCjj06itFT18dixwzz6qMoXYE8MNCWxq1O/K2ueHTt+oKrqbsC/7vxffz2Xt9+eQkxMC/7zn9w6jzVkf7gIDQ3jwguvoHXrZMv3UPbv30VCQiKFhdbsa2azbaRLV/3VchaHhNh6v1588b0MGnQV0dFxzm+sARITre/XZMrlqaeeZMeO3sBddb5xVVQoyyh70ZrZrLhKb/DHH+pvnz71RwQAHnjgE/bsiWH+/MATDWm4EqUwngpcAvRCmYHWG8xmqzzNHs5s2ysrvTNndIUVK9Tfyy6LYuzY331uz0huA1jgUwiLmqC01JoUZc6cx6qJgLW8hDlzHnMgBEVFrk/96n/nIq6qqkpatbqb7GzfFcV6tGihNlyzWe1Uda2MsycEnTt3Z9GiVdXf+/UbzNdf/4XJ1I7t26F3b3Xa3rVLicdiY1U9V5xsZqY6FCUl2eariI6OcwgQ5yuaN1fzorgY4uPDeOutVwkLuwq4q843rooKmDJlLBs2fM/s2W8xYoQKcnDihHGv8bIy2LGDai7RX2kna4rk5NRqf4eAJARSyiwhxJXAd6ioo9daTvL1BpPJOSEwmRw5gpUrlzJr1mOcPGl7OvUWu3YpN/7ISLjsshp23A7ucxtAWFh7qqrG1emJq6zMVpdy/LjzPtpf18be1an/ww8fc2nNExnZiezs0wgPhwGO0aNrjEGDrmTJkkKiopQSuq7t3j2JG2NiYklM7FuddnLPHiVuKSpSm5oW9dKVvbwz/UBtITYWEhIUIUhKimP69P/j1Kn+9XKCLS+HkyePkZ2dSXS0opYmk3fmogsWwIYN1u/+nHc1RX3mKXdnNVQohCgQQhQA+1CK3OsA7Vq9wZXlj718WhNrnDx5GJDVp9N165Z69bwTJ+AlS4bmSy+F0tKD5OQcp8rHN+ZO9h8REUOXLrOAultoWtgMPZlv1855H+2va2PvirhlZx+xhHmw5b9DQ2MoL59JVBQ8/LB/A3yFhUVUEwH1LPW3LsZTSzyvR0VFhU1iFymtDkygNgCNo83KUhveqVOuk9y7Mh19//1H+PDDxygq8sKl1g2EUB7LzZurg1B4OEyYcB/nnHM+ULeEwGxW4/TBBz/y66/HOOMM5ZqUleVdwiEtHMfgwXDnnSqnc31iw4YP+frrl4EAIwRSyjgpZbzuEyWlbKZdr8tO2sPVC7cXCzkTa2inU6OoqFCJ04uK1Knh2mvh0UfPYPLk9nzzzavedt0GzswcAeLjW3HffQto165uY+MUFjoq4R56aCYhIbbsV3R0DA89ZKu30MbeXeawtLRx3HbbvGpiEBISSkLCAmAcqamLaNFit19+hyvUpY7AGTcwf/4suncP49VXnwHUJr9y5Su8+eYdZGc7Crf377emm7SHlLDN4jNmb+WyevXrrFxpPCqnJ8TEKGIQF6eIgQZtPOsy45v27kJDQ2nTph2RkUpj7Y3vSm6uMh6Jjob774cLL6yFjjqBO85t585v2LBBhUsPKEJgiTrqEkLBR7/amsHZxCspcVzgrsQaWpYrI9i1S5282raF++5Tp0ptY2zWzLdjhLPkKpMnv8fPP2dx3XXj6tyu2JkIYsyYccyZ81b19+TkDjz33AIH/YDGEbiy4dfyCFx44Z1MnLgQgISE88jKGgfk89dfk9m3b6PffouGadP6c/vtzdm+/cc6HU9nhKCsrAQpJVFR0ZjNytT2f//7mB9/XExGxn6H+u7i6Hz8MWzZok7oAwdar0spGTduDtdd9zSxscZCXLuCpqPQ55LQ/GYOHNjDxo3fAXXLETjTAZSUuI97ZQ8tWF6XLrWbfrJ1a6uHcqtW6nnRlnCd3bpZra7i4uD666/n8stV8qBA0xHMFkKEAJ+idAOZqMij3VFWQxcCM1BOYXUKe9GQlM7Z53btOnHsmKNMWstyZQQ7LJGRBg2yvriFC71IHKtDSoo1umFEhHrhaWnjOOeccfTtq054oaHw4INX8euvP9C69bfAsDo5IbjL43r11Tfz0EPjMZvNzJu3vJod10NbiK5s+PV6meHDb2L48Jv47LMw/vtfiI/fQEREMu3aeQ6+5i1OnTpAWVkR6enbCAs7H6g/QvCvfz3PP//5DFVVZvbsUQeXSy6ZQlrazbRta+tHWVJSwKefPkda2i107NjHpuynnxQhEAL+8Q/H6Lf9+o0kKamzoX6Ghlrfe1SUtd+tWqmNbOdOK0EAq2nvihXv8tprXwJb6nTjqqiA/ft388IL/2LAgKFMnvyoYUdQDRohqO3AcomJanz/+ksRUCEUMSgoUCLQkBAVGTU5Gfr0URaIn38eYOajUsrrhBC9gXGokBLJqHRRO1EmoTOllD4Ee6457DesggLng/fQQzOZNs15XlujUHHxlXmZt4iJsebIjY9XLzw7W22aXboo9jQjQ02Y2FjFdVRVQXr6QYqLCykrUwSnLkQZ7uz/Ab79dgft26cQpVFDHbS8BBo2bPiAXr3OJScnnd271zFv3i18+OFj3HDDTP744yuysg7To8dwvvzyQ+AIoIhF9+6D/fqbAMaOnUVlZRkDB17JV1+pa7U9nlK6JjZhYWHs22d1eBo69Fqn9T7/f/bOOz6qKv3/7zOT3hslCSSEDgLSRY1KsWBnbYixl1gQXdvKwu9rQaOruGvFAq49KFYWEVGxgg0RkCbSQ2+BQCAhbc7vj5OTuTNz78wkmUmDz+uV17R779ycOed5ztM+z+zJzJr1BJ9//ixvveXMgFixAqYpg4prr3VaAwUFf1BcXMgnnzxCQcFSnnpqNQkJ3iujNNmidj917arSL/fvV3MxNlbNS7Pucr17D+Ckk0r46aeGdw0VFKxj3rxZlJeXMXbsBMsYihV01XEgM9Q00tJU0Do8XK15gO7dnWMYF+d8PzlZzYPERPVaK/QmpQgAqimjG5ffwARGi+DQIWua2bPPzmHdOnjjjXEcPryfqKgErrvuBb+zhkpKlJ/Wblc/Zm2RlKQmxPr1ziBou3ZK+CcmqkW2Z4/Td5iWpnZk48c/waZN6/jtt8Hs2NEwE8MqM+XPP5dx7rl9iY9PYskScza54mLn88rKShYvnu1xjA7USympqChl7dqFOBxKIh886EwxDXTLzzPPvK3meUPFCLztkPfs8a/qtX//81m58hu6dz+l5r1Vq+A//1GC99xzVfcsjU8/ncyPP6okiIyMPmzc+Dv9+nnvHZWcrObltm1KUEVFqV1yVZWzpiEtzdUi0DjzzFFkZY3izDMbzpXhcKjv6t17IC+99BExMXEUF9f+99SKLxAWQVycWjuVlep5RoaSSbGGEo4ELx66jh2VpbB79w42bNgInNS0YgRNGVVVatdVVOSd6bKoSAmWDh36AZCe3sNU0CxYkM+4cR0YM8bGuHEdarKKVq9W32P05zkcDq69NoYbbkj0mTWkF1pCgjMrISHBuRMJC1PP9aQJDVXPhw49m2uvHUerau0R7IlRUWH9HUuX/oKUkrIy5660rMw1Vc8YqCsvL6Fv33Ow2z33GOXlJdjtIYSEhNcoAeNntQni1wWNrQjuu+96xo4d5ZJZVVxcyJIlc1i16juXYzt3HszDD//ImDGql9Pvv8Pjj6sU3ZNOgivcyFpatcokPb0n99wzk1atOpiOP7hWbScnKyHUrp3T9x8erthfjcdY1ew0dLqjHtdWrdowcuRFZGefXqteA6DqifbtU+u5Pg2lNJKTlbIEZ9C+Y0dl5fsDXRP31Vf/4447LgaaoEXQVFFerhpQ+zJJi4rgrru6sm/fNjIy+jBkyGUex3grgNq4USkNo1vo0KF9lJUpP0pIiOfwhYWp+4uIcAaGunZ1DUoZG9l4mzD6uGALLm/Xv/TS6zn++MFMnjyBE05IY9iwc7nppmkUFTldWZ9+qiuJC7DZ7Dgc1j/MkSPWUb3aBPH9xeLFs/nmm1fJzOyD3T4JCP4O1ur6P/zwFbt3b+Wqq56peW/jxsU8+eS59Ow5lJ49h1pe8+231VifeaZqoege5Bw9Oq/G5TlwoHW9Z/v2yoIrKnLu9N1Tdq0EvzscjjIgvMEsArPv8ZdhVEO7hTIzAxMoTkhQ63TvXid1uon31CfS0jLo338wixcfUwR+w59exFLCzp3F7NypqnUmTvzapbsSKCXw0kvXeAiu8vIS3ntvIna7pyKIiIghN/dVS4HWubPKDTem2dV2wn333ee89dYL7N9/B3BW0Beat2rMkJAQevbsS3h4BLt372Dx4l9rLIDCQpg921WRelMCCjpQX78gvr9YvHg2v//+PzZtWsIZZyhF0BgWgZRw++3T2b9/D/HxzsT/1q2z6N37DDp2HOhy/Kuv3sL+/du55JKHadu2F7t3h2KzwVVX1V2ACaFcksnJtevaZQaHw8EZZ3QBNlNZKYE6tJKrJfTvNnv2+5SXl3HCCWdTVuZ/C85lyxRXGNSPysRmUzIoIsJpYXXvXrduehrDhp3DgAHncPzxTVQRCCE+Bv4LfC6lrGM7+MDB35pmlRNv46KL/o/t29eYKoFp03ItBZfenaaluZrKYWERlq0lQaWLde1avwDaL798x7ffziEqKhs4K+gTw5+y/JycW2nbNov09GE17+3YAS+95A9NhkYUISH/R1SU5NChO3E4ahfEt9mUleUrsG3EcccNZ+1a1cS+MV1DBw5Aly6neLzftm1nJkz4EoCtW1dRVLSDXr1GsGrVt+zYsYbFiz/lttsWIuUgDyoJjaKiXURFxRMW5n0rmpjo3O3Xp/EPKNbc5OQE9u6FioqGUQR6XF944VH++ms5r776O9HRvhXBoUPwzjsq2wpUokZd2QFsNiX0V61y9f0HgqeoSVYWG/Aiij56bXV/gm6+Tggm/FUEH36Yz333HcfHHz/K2rU/8/rr45g168maz33z/GQQFwf/+If54jNDZKSaKGFhTrdQXTBo0Cn07j2ATp1USmEwLQIpPQXjzJn5ZGd3ICtL1PzddddVxMb2p3fv82qOKynxlyJbIER7FMXu9zgc93Prra71EzfdNNVnoDg6uvYd4U488TKeeOIPbrjhxQarIzC7vq+ubVJKHnhgCHl5p7Nv3zbGjn2npvBu2zZ1QauCpDfeuJ3rr4/lt988G7SA0/VTX+Hvji+//AOAqqqGCTXqcT377Is5//zLiYjw3UFm4UK4916lBEJDYcwYeOSR2o1FZKRzt5+crILC7dp5DwLXBY2pCPzhGpoHzBNCxKN6B8wTQmwBpgHvSCkbtPzBH0Uwc2Y+Tz6ZS1mZEvSFhZv58ssXADjzzNuJiIjywfMTBeRx112eVZurVy/gww8fIiOjN1df/bTLZ2bZFXXBiBHnMWLEebz8sspBDqbgUkyOztfubKMahYW7mDo1FyldM3us+IOcyAQ2ISXExBxAyrtJT+9JdnYO0dGJTJ16IyEhYX5lC2m+m+hopYTatlUZWN5chUYm1NhY1fqzrCx4JH4VFZ5ztKoKNm3ayw8/vE1KSiaDB1/k8rmUkpKSA6Sn92Tdul/Zs2cT3bqdzLRp+wgLi+TLL5WgtepCVlxciMPhoE0bT39HZKRyg+ixCyRCQkTN/xdsaGoJgDvvfJCyMmcfASvMmAEzq3Vjt26Qm+sM7NYGKSlOLiOtVHVr20Bh1ao/uPTSbKC4JhmmPq6m2sIvVS6ESEY1qrkRWAI8C/QHvgranVnAn/jA5MkTa5SAEULYKC5WDm4rKgQh7MBUevXKMU0Z/fPP71m58mvmz3/b4zOzfOv6oCHYMt3dQma0HBrl5SVMm3aTy3tWNBkKUWRm5nHRRRARkY8Qx3P48B4KC7ewYEE+kZFxFBXtYOfOtYwZI1wytsygFW1mJvTqpR690Qdr959SVJLiYtX6c9262nFN1QZmv9W+fbBz53refvtuU+qHRx4Zxo03JvK3v/0/8vOr6NbtZAAiIqKx2Ww1nEJJSeY+vP/7v294880S2rXzLHbRsaq2bf0PAvsLnczQEDtY93H1VTuwYwfMmqWE6XXXwQMP1E0JgNr5p6erjD5dAyBEYKuSw8LCKCk5BKjBbGirwOe/IoT4BJiP2iafL6W8QEo5Q0o5DmjAFs8K/mjhHTusdvsSITKZOhVOPdWcCiEkJBeYyIoVNlPB1KFDP7p2PYn+/c/DHYGyCMrLy/nuu89Zs+Z3IPgWgRFWtBzO40s5eNDp59A0GXa7kgqqGB0gk7CwqYwfn0Nqaj4OR261IHaS/+m8dw1fpIC6XD8uzjnW0dFKGeigndElZ+7+K2HZsuClqZr9VkVFio5k5Mg7GDLkUo/Pk5La0b37qYSEhGGz2dizZxOzZj3B4sWq6ZFWBLNm5bJrlzn5UGhoODYTyWRMWgg0pk9XVnZFRfBDh3qeFhcfpKBgPdu3e49LffCB2jSedprKtKqr0A4NVXPMbneNFQYaWVldWbbsAGFhSls3NM2EP8PznJSyp5TycSnlDuMHUsqBVicFC/4oglatzHf7SUkZPPccfPstfP55Dr17T0W5LgQREW2oqOhCRcWbqIwWc7bSfv3O4eGHf+TWW9/wuH6gLILdu3dw3XXn8MEHU4CGtQis2EY17PZQKipcC8qzs3NqmoTcddeH9OwpgU2MGpVDQgK8994EU2rqb76Z5nF9q3oCu9067hIerrj8u3WD4493KgUr919pafBaf1oFitu27cw11zzLBRfc7/H5gAHnI6WDrl1PAmDTpqW8++54PvzwAZ588jz+/FOxuISH7+D118fW6n7igkgPuXevEgdS2vyy1OsDPa7ffz+XoUM78+STV1seu3atopgODVUkkXWBdqOZkewFA3a7ndjYOOx2tY6aoiJIFEJc5PY3QgjRACzonvBHEVxxhfluv3PnR2u430tL4fffc4BNgIPY2JVIuRfFouGEv4VOmp43EGjdOpWQkFBCQ9XuIJhmovu17703z7Q+QkFQVVXBQw9le+zar776Gc49926EOJVVq5RSPOssVWlsVR/gK2PLCF/WVni4c/FqP67VhgBs5OcHxz3kvoAPH/b9+5144mgeemg+hw8XMXny+bzzzj2ce+49nHTSGJYsmcORIyozpm1bOxdf/KDLuXPnPs+ECQP4/vs3Pa4bGxt4d5ARl19+Azab0gANUfSoIElNzSQlxTxQvGaNYgsGNf/qQi9ts0GXLp5sqw0B/Xs1tGvIHx13A3Ai8G3166EoErosIcQkKaWns7waQoiRqHiCHXhVSvkvt8+vBSajmtsDvCClfNXbzfhSBEeOwAkn5FBR4Up8Fh7ekV9/HQ3A3Xcr0q6CAmjTZh7795/Mnj3JgHlnC6Ng2rBhEXv2FJCR0YfU1C41ZeWB6ICmERYWxtq15XzyibrXYO0OKis9x3PUqBxWrizg7bcfo6zssKFATADqYGPRnQ7ynnHGrTgcMEml6jNypFIGCxbMsPx+q+Izs3qC2rjdWrVSBYfjxuXx+OOegW+oIjdX3X9OTmADx+6/laaTKCraRXl5CfHxbQgPNzcdw8OjWbx4NuHh0eTkTAYgKqo306ZFEB8veeihzz3O2bz5DzZuXFxT5GhEsIVYRkZHQkOVVVlREdxWj9pyPe+80fTqNdq09ey2bfDYY+rYQYPgUk8vnF+IjVXKoHPn4LKTuuPuu6+mrOw5IKFJWgShQA8p5cVSyouBniiJcALgaedWQ6io6xTg7OpzxlST2LljhpSyb/WfVyUAvhWBLnay20O48caXeeutIzz//CaKiwcCXQAbb73VgTPOyOfUU/PZtesspJxSfbY1lz6o4OODD2bzzDOXcP/9fViwIL+mkbcu0Q8kgl1ZbDbZ9uyBESMm8MYbh3j3XUl+fmX17st14M0spc8/h7/+UgLo7LPVe9bWlGDEiFyvlNWgAsLt29dOqIWHq2yvK6/M4bHHpmI32RaXlJQwcWJgYwVVVZ7JDHqD8NlnT3HnnR354ovnLc+PiUnknntm8vDDPwIghCAqSrHKVVb+iVljwCuumMykST8zZswoQkNVELN1a9WIvbaptnVBQ6TkVlR48ou5Q0p44w2lBE44QVHG11UxaXdaIK18f/DFFx9TUaH+uaaoCNpJKXcZXu8G2ksp9wHebncwsE5KuUFKWQ68RwB6HUtpna4mpVMRvPrqzfzrX2fzv//9i3nz8jl4cApG3/9bb+USGfkLaWld6dFjOfHxkJh4Du6FMVow6QyUykq1NamoOMK0abnMnx+8DBQ9CYOVnuc+2WbMyOecczw5l6x87Xv3FrBgQT47dqzlkUduZ/p0dcHcXGdg1zpNV3L99S969GNwrydISVFKtrY52x06KKE4alSOS1cwIzZvDmyswH08HQ4nIV94eAwpKZkuVcVmGDjwQrZsiWflygIqK8tr4gMREbsQQrBs2Ze8+ebfa3o3xMQk0qvXELp0SaNXL9U8qWPHwCUueMP+/YVUVSkOqmC6MoxxLCnNCwoXLVLMrNHRcP319XOJBTOu4g2TJ79BQoLybza0IvDHNfSdEGI28EH164ur34sGvPEopgPGtktbUVaEOy4WQpwKrAHuklJ6tGoSQuQCuaDSPsvLzQOHRUVq97xgQX4NBcRXX71EaWkFZr7/33//lOef3wTA99/nM23af3Hf+Z522jVkZ+cwblwH04DnSy9N5MorA5+XPmRIOrt39wc+bRCLYObMfB580Fl7YXT/eKsVmDYtl1NOuZJVq/oAoZx2mmsjcKtztY83OzvHsoYgLq7uOzJjDrZVX4qMjMBSWrgv3oMHweGQCCG45JIHueSSB03P++03+OYb5dPeuBHef78DsI+7715CWJhaMoMGHQ/AkiVzmDv3WeLiWtG5s/pMJykYCeUaAocPH6KsrAKI9LtpfF1gnP8XPIFLAAAgAElEQVRjxpzOzp2F3HXXhzV1E5WVqnIY4LLL6ifIbTbnJqahcc45l/DYY0451pDwxyIYC7wO9K3+ewsYK6U8LKUc5vVM3/gU6CCl7IOqSfCMeAFSyqlSyoFSyoFxca0steWuXZ7UEQcO7KS83JyZyuj7//DDiVRVeY7+okWzAOudrXWqav1QUnIYKbX1EZSvcLnupEl3etReaPePt1qB8vISFi2aSUiISqd1b/vnq2OZNwSqj+y99+YRGel6D1FRUeTl+d+Xwh+4L97vvpvPAw+cyF9//Wh5zi+/wDPPwNKlKsj5/vv6kyQ+/PB4vvhCverdW5XCDhr0Ny677FH69j2bbdtW8+qrt9S6B3egkJLSmshIRWsRTEVgvPaaNcsoKFjqMqd++021/UxNrXvbyfh4Nd9iYhq2kMsdDdlO1eV7vX1Y7eefVy3wP6rltbcB7Q2v2+EMCgMgpTRK6FeBJ/EDZoOkGRV9U0c4kZCQyqZNS2nbtrOloN+/XwWQrXa2vtIt64o33/yCFSvieeCB4JndWhHMnJnP/v3WylLv2KdMudL0mAMH9gCZREV5Nvvwp2OZFQJVCavbaj722ET27NlMSEgGU6fmBT1QnJ//JOvW/cry5fNqisSMWLMGXnhBuZAGDlRV5OXlDqS8G7s9j82blX9nxAjop5jU6dnzNHr2PA2A+fPf4euvXwEKueGG4FVLWyEiIpL4+EhKS4OnCNwpUF56aSnr1+8gPt6ZtDhnjno8++y6u4TatlXzraEFsBEFBespKUkAkoOqWM3gqzFNlRDCIYSIl1LWNi/mN6CLECILpQAuR3EW1UAIkWqoTbgA1f3MJ8x8seurW756p45wQu0obPzzn/044YRLvLgwlKAfPTqPqVNvdMmhDw/3bOIeKPTrd0LN/xkMi8DhcMYennrKOmiqA+XZ2Tk1VNPuiInJ4NAhVe1rthC9uX/cYber1L1AZ6GMGpVDjx45jBwJ7dtLxowJ/LbP+DsdPgxjx77L3LnPM3LkONPjP/hA/QZnnqm6jRUXw4YN61i1Kpyqqj+ZO3cggwYpn7fZLrVz58Fcc82zDB6cFfD/xV8Emx/HnQIlPDyNjh2dJcJr18K6dSo2cIonp59fCAlxxqCCmfnkCwsX/sCePb2B5CbpGjoELBdC/FcI8Zz+83WSlLISuB34AiXg35dSrhRCTBJCXFB92B1CiJVCiD+AO1A0Fj7hPkibN6u00QUL8msKm9wRFZVMRITqAJOc3J6bbppKQkIbhBDEx7f16cLIzs7h1FOdRSwpKZk88IBnE/dAQvvHg6EIjAvXWzWx0YVjNUYJCUqRdOlSC1pQC8THq0XpzpEfCNx0k0pl2rt3b8AD8EbFCormOSIihlGj/klEhKfTec0aFdyMjFR+bSGUb7tv365cccUTXHXVQF5+WWW/uKcw7tmziQUL8qmsrODss+/g7LPPD+w/UyuUV99TAPOnDTDujKuqPHtB6/ajI0bUrQ8AqISExnQHaRx3XD8SqjVSk3INVePj6r9aQ0o5B9Xf2PjeA4bn/wT+WdvrGgXj1q2wc6czNmDGlC1EFNdd96zHrtRsl2p0YVxyySN06jS45rMbb3yFSy99hH371nLqqSdbkoAFAk8//RCffLIKeD8ouy3jGLZpk8HOnWY7/WSXMdLPX399HCUl+wkPj+GGG17m5ZdVfGDZsns577yX6nVfwcx9F0INpHs6YiBgVT9gBU2GdtZZ1hk+xnaHRsyZ8zRz5z7HpZdOolu34xpViBUWbgE6sXTpCoYP93R/1RdGgbhw4SJee+01unc/hZNPHkNJicoWAjjjjNpfOzlZFZb6200s2OjZsy+ZmU00WCylfBN4H/hFSvmm/gv+rVmjvFztDgoKlCLQDWbMYwN2zjrLN8UxKEH3/PObmD7dwYABF/Lyy1dz991dXVIpk5Nbc8klJ5OeHtyqzYULv2fLlr+A4FgExmveeGOegSNIISwsimuuedbjvMGDc2jVah9CSMaPLyY5OQeHIx5YT3p6/e3qYCqCp55SlBaxsSkBtwiM4+lwwJo1f5Gf/w+Pil8p4cMPFXNmeLiz3qI26NlzGJGRsWRk9Ak40WFtERmpfnMhgpOyZBSIy5cvZd68l1i+XHFdLlyoxr1nz9oLcyEUK2ufPo2XJWSGhiCaNIM/pHPnA0uBudWv+wohZgX7xryhpERlWXzwQT433ZTClClXeumM5WD0aKUEvv56Ks8/f4Vpc3UjFizId+HBMXIOZWY2TJFJVlZXwsM3AjbWr+8QcEoE4wI78cQcbrppGgkJqYD3/gDvvqsUsJTKx/1RdQrB3/7WyVRx1Abh4XU37/1Bh+pu5ZWVIuCKwOiyKC2FHTvWMHv2ZH799QOX46ZPV2OmWTHrkuo4cOCF3HnnB/TsOazRFUFamsoH6dUr8LRjUroKxM6dT+Kaa57lpJMuB2DBAvV+dnbtrx0T07BVw/5CW63799ffzVob+OMaeghVHPYdgJRyqRCio7cTgo3KSs9ew1YIDc2oES5z5jzN9u2rEULQv/953HBDIlVVFUya9AsZGb1qzpkxYyIVFaUu11E1A9cwe/aDvP7652RldQn4/6Uxc2Y+M2e+U5POWVVVEHBKBL3ApFSVmsOGXc+wYddbHl9ZqbIz5s5VllBoqGTVKuWTiI6ue8cnI4JdyKMDgcFwDZUapktJCaSldefyyx+ndWtnIHfrVvjsMzV+f/+7yhSqC4QQHH/8WaSlBaYBe30QzHRHdwqUlJSejBypyAn27VNdwkJDYfBgiwt4QUNzCPmLdet+B05g2bKVKLHbMPBHJ1aYZAw1estK/9JEo8jOdgY7e/YcRmpqN7KyVNl+SUkRZWWHiYx0dcZaZR45HFUUFKwnJ2c4M2cGL3fbrCdAICkRjDutw4d9C8XCQrj/fmUNAFx+OVRWOsf13HMDU8ka6MYp7liyZD4Ahw+XBtQiqKhwDRSXlEBqahcuvHA8J544uub9jz9WYz9sWN2VgEanTorjqrGDnFoRlJUFsEtLNYzKRUpXZfvTT+q9fv3qNvcaq3rYF6KjVaVsU6wsXimEuAKwCyG6oLJ7fgrubfmG7zRR1WDmssucO+gbbnjR5Yh//OMz9u/fTmKiK1GQr65bO3ZsZcIEtUMPRtaQVRZPoCgRjJNM87ZMmDCQ8vISbr99Oh069K35vLJSFTxt365yra+6SlUOf/nlh+zZcx2RkTF89FFHPvmkhOee20hCQu0j6HFxqo9sfdp7+oMjRxTfg5T2gFoEpa7GIyUm+5Nt21TxmN0Oo0bV7/s6dgxOVlVdcOjQXiCFJ598jIsuCix3k1ERKHfwF9jtoXTufAILFijpXxe3kBBNKy5gRPfufdi2DXr1ajhrAPyzCMYBxwFlwLvAQeDvwbwpb9i0SQknqw5jACEhUcCbdOmS45Wjpl+/cxg+/EYP2mXvXbcUSktLvObf1wdWRWqBokQwLjDNhbNp0xK2bfuzhksJ1I7rrbdUnnZyMjz8sJM+4plnFvPqq+k89VQoVVX7qKg4QkxM3dIvGkIJAPTvr7fhYQHNxDJTBHv2FLB69YLqrBr49FOnNVDXiumUFEUmZ9W7uDEQGqpMkqKi4oBf210R/Pe/t5CXN4JVqwopKFCWQN++1udbQbOLNkUEM2XcG/zJGiqRUk6UUg6qpnmYKKU84uu8YMHhUP5BK2EdE5NMVtZUIIdBg1w/q6wsp6BgWQ1hlxV0162YGO8r1lc3r7ri3nvzCAtzzcIIJCWCmUVw7rn3MGTIaNLSegBKuD3zDHz1ldOnbTSnf/rpXcaP78DYsdE1GUd33dW51nQH8fENowQAWrduXSMAAlW5KaVroLiiQv3Nn/82Dz98CvPmvcyhQ8qVAXCeZ2M7v9FQZHK1QVKS2mndc8+jAb+2UREcOgTdu59K9+6nsnKlsjqHDKld4obNpprWNwQra13RJCkmAIQQXYF7gQ7G46WUw4N3W96xdy8etAcJCank5Exm8OAcquOqnOBGcfftt//ltdduIyIihokT5/H66+NIT+/Bbbd5ZsNmZ+fQt++5/PLLS8ya9Tx79uzwOCZY9BLa3fTkkxPZsWMzQmTwwguBo0TQk6yqyikQc3Kc7B7btsF//qPcQZGRcPvtiptdwz1Qr2s3zPoU+EJDBzs1f36gFIF75au2DhITU+nS5URatcrihx+UcujTR9Fj1wUREU1zF6tbKzocgW3fVVXlGXe57bY3cTjgjjvUe7VxCyUnK0rzxqwc9gdqjx3BI49M5M47A8da4Csm5s+v9wHwMooLKEiEyLWDpprOzs5h3bpfKSrawS23vE5ERAy//aYWeceOniZ069YdEUIQEhLOunUL2bDhN3bsWI0F1x0xMQncccc/SUyUHm6gyMjg0UuAUgZnnZVDz55q8ta1yYYZtEXg7tIAlYnx1FPqs3btVGMcd2HtLVCvier8UQSRkbWnl64vFJFfOL//voSuXfvV+3ruCkVTJA8bdgPDht2AlHDvveq900+v+/c0dpqoFYK1gzVez+FwWq7r1qnkhZQU6NrV93XatVPxlIZmZq0rIiKUiVNYWERVVZVpL426wL0i2x3+KIJKKWX9ykUDDK0IAK691pXt4pdf1KO7NQBw/PFnMX262r3+9deP9OlzFklJ5naiEIrTPi4OLrwwh6+//pRVq5ZSXl5GWloG996bF1R6CTDyuEgcjsCkhzgcTnoJrQg2b17BV1+9SOvWQ/jss6spLVVm9803m+f1+wrUW7WmNMJu928hBxqq8Uc433zzFZdf3q/eWTfuisA9UPznn8qySkx0EsfVBU1VEWjXzLRpL3DVVVfWUCTUF8ZxPXRItTyV0sHq1WpL37evbwspOblpu4HMoC2sf/zjSWwBNAF9WcD+fNOnQojbhBCpQogk/ReQu6sj9u41f7+8HBYvVs/NFIER3bqdzD//OZebbzZvitajhzLjH3hgLMOHd2HJkl9ISWnDf/7zNgsWbAq6ElD3oCZ9VVXgCqCM8QEttBYv/pR5815mxox2HDigKjXHjbMu7vIWqAfzVpOgLJuePZWF0a1bw8UGjLDZPgI68Oqr4+nQof6Fer4Uwe+/q8dTTqlf8/PGGCtv0DJK/0/Ll//Brl27rE+oJYw72IMH4a+/FnDVVeHMnq2qyLr4KOOx25UrqLlBK9bQ0GhL3rS6IBCK4BrgPlTK6O/Vf4vqe2P1gVYEu3at580372TevFcA+PlnNYE6dqy7LxaU2RkXpwq7pk+fSkW19Ny2rYAJE3KDWkNghDIL1fY9UD5tM0WQlJROTMwtVFUNJzYWxo71vtvyllXl3msgOdmpUDp3VuOamdk4edwzZ+ZTVXUXulPd5s2qUK+uyqCqypW8T0rnmL7wwpXceGMSv/yismnqkt1iRFOyCGw2Z0GWVgSjR99C2wCRb0npOt+Li+HIkUMIYae0VBV+erMmbTYlA5p6PMAMwcgacq9zMYM/WUNZJn+NWlmsFcGyZV8yd+5z5Offi5TUNPHwRkA1dmwGV1xh54YbEhgzRnDrrWkumS42myrUAVXYVVXlmmcYzLRRdyxatKvGVAyUD9Y4wbRr6NRTryY1VdVYXHKJyqzwBp1VpbuM2WzqHt2pKTIz1c6tTx9lATR2EY/63QJXqOeunI8ccQaODx/ez+HDMezbF0tkpO8drDcIEVzqDX9gzFYKD3e+1oKra9cBxMYGplzXGICXUimC/v3P4z//qaCyMoHYWOuNXkSEmm+BamrU0NDj+dlnn/Dtt98H5Jr+bCItjVUhxD+klE9WP79USvmB4bPHpJQTAnGTdcHevcrXHRvbiqSkdJKTM1i7VrX5i4mBk06yPvfAgV1I6aCkRBVLFxXt4NVXnZkuxswCq/TQYKWNuiM2No6QELUwAm0RVFQ4lcu6dYrXPToaTj3Vv+v46jFgpD+w2YJfNewPAl2o566cjb1077rrI+bNq+Ttt+G44+rnFoqKCl4FsRCuWU9WiIlR/29FhRK2ISFKITgri/27jj8wznVj5fvatWoQunSxHo/OnRtfadYHejxXrlzO0qXxDBt2Wr2v6StQDN4tgssNz92pokfW4X4CArtdmTlFRTBkyCVMmbKVSZN+Yu5c9fnw4dYmoc0GcXGeu5ayshLef38iKSmuOw2r9NBgpY2awbjQAgH3QDHAzJlKgg0fHphFFBMD7dv7Pq6hEehCPW/xgbCwCP76S5WvHn98nS5fg0C6hYwCNDTUlXPHPSdfuwe1RaLvQ8+R6GjnOcuWLWbhwt8Cco9GwVVsqFNbu1Y9WrmF2rRpuhXD/kKP56mnXsDw4XXg1jaBP7LDmyIQFs/NXjcYtGA0Box//FHFB+x2726h1FQoKjKPNO/du5kst0ZPZr1ug502asSECbdQXLwbCJzPUF9HC62SEvj99zCgiqKiByzP8xfaDdLYHDhmUL+ba9S1LoV6+/apHrlWqaOgNisrVqjn9VUEgQwUp6Q4hU18vHLX2Wzq92rTxplmaUztDQ9Xn0dGqke90YqKcl5r7tyPmTHjvYDco1ER6LTR2bOfYsGCdYC5my00tHE2H97meV0yP/V4durUl+7de9btpgxwOPyTHd4UgbR4bva6waAVwZ49cPDgXv788xBTp6r3rrzSmpfcZlNcOQkJ5g7wtLQMjx9u1KgcHntsKunpmQghSE/P5LHH/O9KFh7uOhlqS1+9adMapFT+h0DECIxsjloRqF1WKPAbaWn1kzhxcapdZVPN2R41Kod27aYBzt9z6tSptS7UO3RIjZ87X5HRynr66ZcoKYG2bStrzQsUH+/cfXvzh/sDIZzXCg1Vu/jkZLWOoqPVuoiNVUI/JES58IRQcSJN1awVUUSEUxmAZqFVzzt16k+fPvWvyygvdx1XrQjWrl1BaWkWQjjo1MnzvNTU+rnf6or4eOcYuHMYJSY6x95u9y9uoa/lPg51hb+eBG9Dd7wQ4iBq9x9Z/Zzq1345EIQQI4FnUQxwr0op/2Vx3MXAh8AgKaXXjCSjIpg06Xq2bXsFiGHoUNXtyQpt2sBnn+VTVLTf47PQ0DDLXf6oUTm1ShU1+lzj4pQ2LipSP3Dr1qpq199r3Hzz/SxfHs2hQ4FRBGYZQ199lQ9MBDYzb157UlIy/K4KdkdmZnCb9QQCrVrlsHVrDm+8oeIhta1sLiszX6DGmAvA8uVKeg8YcBjwHUQVQv0lJ6uMFylV/UFqav3GNDJSbY527HAG6yMi1HrQAj0+3vk8IkIVYGmBFBPj6i40xnqEcK7H7OyLuNzoTK4jjMq0osIpyPr2fZCFC+20b19OeLir7zcsjKB2C4yKUlaK/t0jI533GRurxmDvXjVWSUlOiyY6Wm2KSkvV+9HRSrGVlalzzPiu9LgXFGxi9uzlXHpp/dqQ+hMfAC+KQEpZryUthLADU4AzgK3Ab0KIWVLKVW7HxQJ3At4JgKqhB2rNGti16wUglYSEVVx/fU9LM81mUwsqJ2eiaSvL6OjYgNUFJCeryke9E5MSDhxw7hz0JIqJUY86rSsszClIoqPVZDnttLNISFCTp6JCXas+Lhc98aRUbowFC/JZvDgXnUlTWLi51hQRGtHRTY8Hxwx6/mhFWF5eOwvGaodljA8oa0G15R42zPfFExNVkNMo8IUITDGU3vUbhTu4PndPFTbGJOLjvVu1xnTHQOxgjYpAWwMARUXKb6tra4xISws8/YZRUMfHq/VZVOS0qLZtc1r80dHONS6E+j0dDvU8NFSNvR7TxER1bKtWyr2oBbX+Pq1YFyz4kq1b/1VvReCvRRBM9pLBwDop5Qap/BvvAReaHPcI8ATgl+7SA7VkCVRWZpCVJXnyyc5e3S6pqeqHtMoaOXBgnz9f7RM2mxLwcXHqUQhnxowWknoHkZTk7EkbEuK6Q4uNdU4cZ3Wx71xgX9AWgU5zfO+9iUjpmk6pKSJqi6bEiOkNep6MHTuKgoL1tba0rHZYRqH1669QWRlCz56Qnu7deE5KUsHP+lpSZoLQZnPOo7Cwum0ifN2XjheUlpazZcvW2n+BAQ6HZ8aQhg4Uu8cH7PbAU3Lb7c71GBqqBL6OpSQkqMfkZOf61fEVvVajo11dREbFqq0xYy1GZKTTbaSv0apVB4YP9+Li8BP+zu9gKoJ0YIvh9dbq92oghOgPtJdSfubvRY0C/7TTYMIEQWysdeVISIjT/A92FpA2oRMSXHPm4+KcizAqSglN7ZsVQj3a7WryhIU587TXr/+rpi9CIHyGxmY0YE0F4Ysiwj2vXbs0mgP0QnM4BJs3b6h1NpaVIjA2q5+v+t9wyim+r9e+ff0D6zab60ZCB3+DmXaqocfzk0+mMnhw/YKbxjoMcCpXKWHlSmUqdOrkKtlSUgLvjtTZULGxTmGvx1jLn6go1yC+e3zCn3GPjFRrPTlZPQ8JcV6nX78z+fe/68fsUxuZ0Wh8hkJxF/8HuMePY3OFEIuEEItKS/dwzz3w6KNwyy2+08WMQaRgZwFp4Wj0nZpB76K0Waknm87i0Mds2bK2uvGHWiT15dB3VwRRUeYK0IoiQt9zjx6ubKRpaQ0TqNPBzvpeA+CyyybQr9+JNS43f2C1sCornWmO5eWwZo1ECAehoXO8Xi8xMTAZQRERSqAkJKj10K6ditc0hHLW4xkSEkl8fEJNFX5d4E6CqBXBtm0Oyssjge0kJ7tK2EBZokaLSs8xPZ4awUiCMFoSsbGBdbXVZpMTTEWwDTAmdLWrfk8jFugFfCeE2AQMAWYJITya+Ekpp1b3QhgYF9eKgQNVq75bb00jN7cV27b9aXkTRrOxvllAZtBBPqhbDn5ysitvi3Hi9e17HGFhapbUVxFI6TxfxweOHDnkcZw7RYSG3hH17u10fbVqpZ43FLFXRET9q5P1QsvKGkRMTIwLLYQvmLG1gqs1UFCguKGkXMkbb1zt9XqBouDW8y4+Xu2Qjfn/wYYez2HDbuDXXzcTWtvUOAOM41tW5pyva9Yoidi69S6X68fEBC4ulZio1qJ2BYEax2BTfxuvHxNjVASS/fuLOOJvtNcETUUR/AZ0EUJkCSHCUAVqs/SHUsoDUsoUKWUHKWUH4BfgAl9ZQ0YUFe2guHivJe+NDvIYMWpUDgsWbGLDBkdAyOOiopSf12arG7eJt8XatWsWPXuqJPQjR+pXS2AUdl98ofoJOByFLsfExCS7UERohISo6tisLFdll5GhLIOGqhnQprTOa6+tEAgNdS60I0cU91B2dgdiY20+Ceh09pcZDhg6eq9frx5bty5k0KC/WV6vdevAUW40ZrquHs/KSs9m87WBUfCDIprTWL9ebYbOOMM1PbU+abVGaLdsfVN1A3EfejxXrFhI586JzJs3r07Xct/g+LIugmbQSykrhRC3A1+g0kdfk1KuFEJMAhZJKWd5v4Jv3HjjK+zfv8Oj57CGVU1BIBEVpQRSMFwjThdTPv/4x0RyczeTkZFBXl7tm9RoM7usDKZPN+8nEBER46EEwsMVT5BZdWs9Nn91gjEGo+MUoaHWAtp4XuvWKtiu7/m110ZTWvoJlZVKuxYUKAI6wHRs9+61FnL7DRnJWhGcd95QzjhjqOnxGRnKnRYI1HUDEijoea9dbJWVdZsX7laZUbn+WW3wGyuKQ0Lq7/pKSFAuPWP6bGPUIhjhdBtHEhMTS4m/5qobSktdhX+xj06iQf23pZRzgDlu75mWr0oph9b2+iNG5Fp+ptO4gg3t4w0GTbAQsGvXa8A49u9XE8KXwDJDZaXT7C4pse4n4B4kTkhQLriGFvhmCA93mtHGsdZZHAcPOoWQ0XIKC3MG5x0O5/9SXDwHcDWxNAGd+7iWlFib2Yor3/l6wwb1aFb0BGrTECglAE7rqLGgx3PTplWce24ODz30MJdeekGtr2PMEAKnItizR9VARERU0abNAUAVhOrftK4IC3MmdTSlKng9nmlpvZk162Cdq6UPuXl9jYrVDE2w+V1gkJgYfO1uFE7BgBCwZcs/qS9jpnFSlJRY9xPQQeLwcLX76t698ZVASooS/N4UrY5TZGRAerrTcrDZXAWGkR4BPOMjYE5A576ojDC6MEpKVBFYSIgkJeVAjbVhRKBbczY2wZoez7KyClatWsqGDZtqfY3ycldleviwU5kvX64ejxyZxX//e2PNMfV14Wi3os6wairQ662qSt1UXdzBDodnPKvFKoJ1637j8cdH8s4795l+3hC+vmBzxL/3Xj6w2/Sz2jBmGndbpaWqn4AQrjevg8Q2m2oe44uKuiEQGqp8t23aODOrvEELfH3vSUmumwFjNldUlHnXkvbtMygudrqbzBaVEUZFoK2B1q0PcvPNCfzrX67cjGFhgcvkiYlRSi8+MMzPdYaOTyQkdOTjjxeRk2NtpVvB3RowuvqWLVOPcXFLa2jP4+PrHxdpqsWPxpiLlHVTBCUlrm5Mo2K1QrNVBHPm/Idly77gs8+eYty4Di49BSIjg7dAdJWmkQ8mGMjPz+e226wXlb+MmVVVntQSJ5+cQ1jYVCATEC59BDIyGp8ryFhYp1GbXPGwMPUbuacWGy2CXr3yiIjwTCW+6648CguVMCorU9aAVWxAc+Vr6PhA27ZFRETEEBnpqr2Muf71QVycK3lcY0Knb5aXx9KjxwDs9tqbKFZuIYfDSdw3adLDXH3100D917am0W6KcHINVXLNNSMZOtRHq0UTWI2nNzTR4bCGzaZSH3/77ZOa9/buLXChRgg074iuEHY4lICJjAz+jmLixImWgaLaMGYafdtSqt3tnj1QVpZDXFwOL7/sFE56992Y0AU2hYX1oxQ2+32MiqCysgdDh17K8uXfsX37ZtM+1IWFntcw4vBh12pvbRGccEIm993nGp3T6bf1gU7TbUpCTP9PBw6oXWxFBfzxxx+MHz+eiy++mBtvvNHr+e7ZQlVVTuW6YYMa46+CBeMAACAASURBVNatXceuLtlW4eHKXRwa2rRcQe5wKnc7Cxd+T1nZEQ4cOEC8n9rP4fAsemyximDGjIlUVrpG7zQ1wmmn5QQ8Wyg2VrkZqqoajlTNm+unNoyZxkmhm4dogVVV9TPTpr1Gbu40QPnYG3uR6OrqQPvSNfRCW7x4LvAmJ544jDvueJBBg7LJynLlL/BVnm90C4Fq8APmgWJj4VBdEBbWtBSAhrYIDhyADz98kz/+mEdqahxz584lNTXVpyJw373u3++0wHR8oHdv5+e6CNMfhIY6A/ONPa/9hTFG8MILn9G9eyax/vhFq+HuFnI4lGL1FUtqdq4hIbxnvbRpE3hhrX+HhmTWtHL9REZG1Sp11GgRaANDK4LDh7/kp5+mA560GI2ButQG1BbOYiH1RT///C33338948d7F1hmMCqCoiLVpyAy0lyJ1ddKbeygsBXCwtS8kRK+/PIbZs58hw4dujB9+nROP/103nvPe48Cd6N3n4H2a1U1PeWuXVO5557uLFv2VQ0tiy8Ioax3Y8Fnc4B2N5eVwcCBw2nXrhOKhME/uI/noUP+VSg3wT2Gd9hsKutFc/AYkZycEXC3UGRk4/hi8/LyyM3NdXEPRUREMXnyVL+vIaXrrtZdEaSnH6F9+3OBptFRLCoq+JWceqENHXonsJJvvlHWkL0WWn7VKrW4jItOxweysuCnn/L5+msVcxkxIpeUlPrHXRo7bmMFnaZ98CAMGXI95557IkOHjqRXr9YkJSVRXl7O8OHDaW3CBeFeLa87D4J6f80a9bx9+73s3FmKlA6/Niu6r0JzbF6vh6moyLl2Kyr8+1/qki2k0SwVwejReUyZcqXL+2FhUdx0U17Af/xaWGUBhd7133zzRA4f3kx0dAYTJ+Zx/vk5ftNRu/eR1UUmGzeq1xMmPE5SkrMorrEQGakmekPcgzK08pk/fyIVFZtp2zaT++/P87vCvLzc0yUErvUDu3dvYPXqH+jeXbHOBaKepalaBLqJTUEBpKaexqWXqh67Nhv87W9/Q0pJcXGxqSJwLwQsKnLuXtevV2MdG7ubXr36sGiRjQ4d+vlUBDExKsbUnKwAI+Li1G995Ahs3LiLt956nogIB0899ZjPc4uLPRMbzOaqGZqlIjjllBzeeedeDhzYicp6yeDyy/O4+urA9BQAJ510Y+4qcnJyWL48hyeeUE1Uhg5VC+XQIf8UlFlP3V271GNiojPNsjFdQppGONiWgMbatflALhUVaju/c2cBEyaoRAN/lIHVDssYH+jc+Vq6dz+FpCQV3a1vlktISNNt+KMVAajCr88//4jVq5dx0UWX8e6771qeV1LiGdQ0cwsVF39AWFgPnntuo8/4gKZ3b65KANQ6SEpS9Sh79gimTMkjISGRyZPzEF7+MSk9hb4x8O4LzU4RgNKYL7+8o+a13a6KnwK1a4qJaRh6Cn+gWT7Xrt3LsGEZREZGsWLFXr8UgbEQSmcTOHPdC/npp3l06jSYrl2zzC/QAEhMbDglAPDaaxNxL9ArLS3hqacm+qUI9ns2uHMJwHfsCMnJ7UlOVr62uLj6B3mbqjUAropg926YP/8ZFi1aQEJCEgMHHmcquKV0FfqgXEFmiuCEE1qRltYN8F0FbCRwbK7QlO7bt0N5eSv+/veH6NixG2VlDiIirHcDxcWe/Ur8tQagmSqCqCinL8xmU0ogUC4cnb7YVNCxo3rcty+GsrJSKirKqKhQ2RbedkclJa71A4WFrgJr164ZPP/8WPr3v4Bzzvlf8P4BNxgpINwbeDQErJoTbdvmGXNyh+42547du5XS1fn9RgSiniUY9CWBgrEXxf790LPnQLZv38z554+hsBBCQqpYu/ZPMjMzWbduHTNnzqRr1wGcfLKioZg//yvS0toTE9O9xq1hjA9cd91lNWPozXKNiWna4+QvjOO5c6fgzjsfBNR6t9oQOBzm89Lf+AA0w6whgPBwZxi8c2f/lYDOSklJURMnPFyl9aWnK+WSkKCyO5qSadmhg7qfoqJwbrnlbWbM+AHwre3dP99RbUBpRZCQsI3Q0AjatesUlGC4rqJNTVXCUHdhS0935oUHurOUP0hPty7EO+SNSwLzXRe4uoWEgEWL/sfs2f9m+/a/6h0fSE5uulWw4Cq4iorgjjue5scfC0hJaY3DAWeffR69e/fm/vvH079/fyZNmsTHH38EgJSS8eNv4PTTe/Dzz4trrrlunYoPuFdOWylV3QWwJcA4nrt2Od/3lv1z4IDnvHQ4fNfBGNEsLYKPPvo3zz13P+3adWL+/LV+nxcfr4Q9eO5Em2qrRd18fM8eQZcuV9bkVJeVqcViFsMoL3f1vx44oPvoOgPF48fnER+fF/Asq5AQpVQTE50KVRfzaASbmsMbJk7MY+zYXBwOp3soJCSMq666hwgfPpht21xfL1iQz4wZE6vTmTOIiMgDcpg//20WLvyI1NRMoqK61foeExKc3cWaQvWwN7grgsOHXS3qrl37sHbtaj7//Mua9y644AoADh8+xIknDmf58sW0bt235vPfflOPqamb2Lq1hHbtehIaaj1vEhObbgylttBtMEG5ygoLD7J48XeUlR3hyisvq5FfGhUV5pvCwkJXj4Av66BZKoIdO9YAEvC/U4vd3vh58nWBEKooRrMwlpY6UwmLi83dWO4/urYGtm9XCiQlBb/M7doiNbXppjlqXHJJDu++Cz/8MBHYTEpKBqNH53HWWTlehcm2ba7jumCB6ungpPMuYNGiXBYsgAEDLiAlJYPjj6+dEtBCoClbAO4wKoIDBzwLxO677zHGj3+CgwcPsGzZb7Rtm07nzj0AiImJ5amn3uCJJ57ihRdyyM2dRnh4DAsXqnMXLcph//5KHn30V8t56t7MqblDCKd7cf9+WLt2E7m5F5KR0ZELLrispncyKFeldvm6Y+dO5/MjR+Dmm71/b7NUBP/61yvcfPO9lJV5YQNzQ3x88wwkaUXwxx/w8cfv8b//PcGDDz7FySeP4NAhz2BrZaXrYqyqcgowY0BToy6xFb0zM+bRB4IIrCEghMo6++GHHPr2hfvvV+8fPqyEvVm3tcOHYcsW1/dmzPDs6VBRoarbn39+E6GhV9PPtY+KV8TGKkugue1sjYJLWwRG6PqMuLh4srNP9zjf4YA5c95i8+blnHPO3xHiBPbuhdjYcjIyomnfvkf1+ebf39RopOsL9/Fs06YHp556Fj16HE9lpYPiYhvx8Wrcdu8276FdXOz6O/zxh+8q+WapCGw2G506+b/biohovHqA+kIrAoDNm8uorFzKokULOPnkETXZF6GhykUUGelpDRw86NwxGBXBlVeGIaWDL75YXrND8wad56+b8DgcysKorFTj626yNlUYx1P7YD/44AGWLJnDsGE3cNddt9a4Y7Ri277d8zq+ejq0bevfxkMVSDauu6w+sNnUJsBuV8KntFRZne6bgsrKShwOB0VFhSxbtojQ0DCio2No3/5EzjvvPiorK0hJ6cDnn6vjhwwJ4/rrne4ks/llszXfdW0FXRENShEcORLKm2/OrflcW12VldYxA2NsAZyuNm9oloqgNggNVf7/5rprEEIFzQDi4k6iS5cLGTTolJrPjfHNyEjPHYKxaEcrgqwsB1VVyoHYurV3Uh8diHNfcFqAlZU1PhVybSCEkwJi9261mH7//VMKCpaSmJjOihW3Akq59e6t/KxmQTdv1e3bt/9FSoqN8vJMwnwUouiCvuYKTe0dF6dcGQcPKrdEpoHle/jwbmzcuIZrr72DqKgYXnzRWRx14YV3cfnl/wHUhkW7hQYPdp4fFWVubbY0awA8FYE7ZYTD4X137z5fKyth8WLr4zWCqgiEECOBZ1GtKl+VUv7L7fNbgLFAFapTSK6UcpWv6551Vi8qK6uYMuUDunfv5fVYYzPv5gghnO4KKbtw990z6d/f/Fgz3nxtIVRVwaZN6nlWFjz//CbCwgqIi7PeyoeHq0lplQcfEdG0c9zNIIQzmL1/v1o0J598BQkJqZxwwsU1xx05oqpl583LZ9o0FRDW8QSAkhLP6Jvu6fDEEyPZvXsT33yzxoPIzojaEKg1VWgun4QENZ5FRSom1aqVU8Hl5NzCo4/ezXHH9SMhIZmTTx7B/v2F7NtXyJln3lNzrbVrlRKJi4MuXcqRMhQhhGlvDJutecb8fEGPpbawDh+GI0ckBw7sYO/eXRx3nHd/o7GlqpSSFSsEpaVKMRd4yZAOmogUQtiBKcDZQE9gjBCip9th06WUvaWUfYEngf/4um5R0T7WrFnJhg2rueaaM5k507rheFhY8/Bbe4PushUSohZaSYkz+OsLZWVOC2HrVqioyMdm60BubggPP3waBw9uMT0vKkq5NlJTmybjZX2gKcU1rfGOHZCYmMa2bat46aVrXXpbfPxxPv/+d271zl+yd28BL798Ha+8cj0lJa78CDExyTU9HcaM+Qc2m82rkgX8JlBrytCKQFuF2gLVmw6A6667k2++WcPFF1/D6aefzzvvzGP27CW89NIGkpLSkVKyfPk83nxTNSceOhSeffYirrsuhmXLvjJVBMagaUuCzabWnHE8lyz5gyFD0rnjjjGW51VWVjJ9+isubqGnn76Yb77ZC8CJJ/r43vreuBcMBtZJKTdIKcuB94ALjQdIKY2JT9GoVCCv2LrVqdZ2797BhAm5lsqgJfgPtemt0zxnzHiP999/x2fwB1zjBV98oagVHA6nUHvgAc+x05QPzW2n7y9sNvXXoYN6PXeuyv4xCvspU67k2mtjePHFqz0CwlVVFVRWeg5+REQM2dmqMvnKK2/lo49+JjnZulBCiJYzP/UuFpyK4OBBZ7qtzWYjK6uLC0XC1q1w5Ihzl/Hcc7eyYUMWQkiGD4fDh/dTVlZCQkK8h+uspVoD4BxPnW5dVATR0T1ITm5Namo7qswKWYDnnpvEAw+MpbBQ/QCbNi1l8+aVLF2qXJONqQjSAeOWc2v1ey4QQowVQqxHWQR3+LqolK4REk0P4Hnd5m92g3NiaI77uXN/Jj//fo+cdjPs2eN8/vPP1tQKRhjz/1si9P82YIB6XLbMM/sHoKzssMdc84bCws3Iaps8Nhb69h1seay28ppbhpAZtIWl63CM7octW8xz3IuKXGsyhBCkpj4GRNCjRxlt2sBDDy3gv/89wIABnq6QhmCpbSzo8TQq1pKScL79difvvDPPlCVXSsmWLRuRUlan1oMQNg4f7klFRRxt2rjGbMzQ6MMppZwipewE3A/8P7NjhBC5QohFQohFZp+b0QbExLSMyaIVQZcuAPnAdPbv385ll3Xgo4+s3WJFRa6EU0eOmGe5GMcuPLxl5WSbQS+07t3VRqGqyv/ez94gpeTWW1P55pspXt2ROmupJdAhaISEQK/qUJ1uJqPx11/KTaRbfh465KSP0FDNUy4FYORIZYoKIYiKiqNVK8+KupY0du6wsrC2b3fuzgoK1lNaWmI4R3D33W/x6KOL6NxZbUAyMnqTna0quAcN8r25C6ao3AYYWe7bVb9nhfeAUWYfSCmnSikHSikHmn2eluZKG2DUqM0dWnAdOqRcO6B8fnv3FjBxorVbzJj3rnKKzakV4uOTar6nqRDtBRN6PENCoG9fsBqXuuDAgV3k50/wGreKimp5cZfISJWSHB2tgr1GP3VVlXpvxQqVxvjnn55pj7//ro5p3dppqYEaJzP32dGkCDTJ4f79ah2vWLGYm2/+G717x/HZZx8AKm64fbsgK8toPQkWLVLivaLiXfbsMY8HagRTEfwGdBFCZAkhwoDLgVnGA4QQxpSKcwH/+SKqERkZxb33uvbvbUkl53pizJvn6dopKyth8mRPt1hhoZo0CxbkM25cB2680YZKyvLcFhw+XMzMmfk1/VxbOowdqwYOBMhDiPrlb6q8CIWSkoMtPm7ljogINXe0VbBsmflxDoc5V9OcOerx9NPLWLZsLqtXzycv7ww+/niCx042PLxlWPreoFOzwbWGZfNmyaxZ72K325k+/VvOOecS/vrrT77+ehUOh2t4deNGlUEUF1fB/Pm38/jjpnts53cG+p/QkFJWArcDXwB/Au9LKVcKISYJIS6oPux2IcRKIcRS4G7gGl/XjYyMxm63I4QgPT2Txx6b6kIfHBbWshab3sFaFTDt2LHZZYflcMDmzU4KBB0EhULMYvEVFeU89dTEFht8c4ceT4Djj4eQkByknEpkZN0oZ202O1K6SjeruFVoaMsMwgvhrLsAa0VghvXrYfVqZSmtWXMjTzxxNp988igrVsyjoGCJx/Et2RrQsNuhR3WN58qVTgvqwAHBuHGT+eyzJQwefApSCiZPfow77jiOefNedrnGL7+ox/Dwr5CyktGjH/T6nUE1UqWUc4A5bu89YHh+Z22v2blzd2bNMg0VAC3HJaShd7BWBUxSSvr2TeGOO57l+utz2LZNpY2aUSBYwYqauSXCaBFERsKwYfDVVzl06pTDihXWjlQhPAV+SEiYaQYRWMetWiK0IujTR71euVIVMvnjAvvkE/U4fDi0aZPNvn2rOfXUaxk+/CYGD/ZkgjwaFIFm6m3dWhU9btzoTBbZskW1lbXZ1PthYSkkJLSlW7fsmvMPHoR589TzW289k6ys7SQlec+caXZGljezMDy8eVdpmsFmUwtt9Og8QkLM/7ni4kKeeOJ6nn8+v8aUtLIgzNCuXeD85E0dRosA4NJLlYBesQJiY81TK1JSMrn++jcBp9UQE5PMzTe/RkqK+TnucSu7vWVZqkbYbEoRtGqlquBLS2H2bN/nrVun4gPh4XDuuXD66TeTl/cbJ588hpEjL+HEE0/1+J7mXhfkD7TVaBaAP3hQKdqvv97IQw9dyPbtq3nxxe20b+8srP3f/9Rv0Lcv9OgRQkSE7/TJZqcI/vjjd04+OcPUB9vSrAFQgis8HLKzc7j22qmoIm1PVFaW8847E2uqClNS/BPukZFR5OXl+T6whUALLY3YWLjsMvW8qiqPsDBXZaurhbdtywH20qeP5N13JdOm7SU7O4fRoz3PMYtbNVfSQ3+gLQKAMWPU6/ffV0LeG2bMUI8jR3quXTNa+Ja2ybOC3a7WvFYEK1Z4HhMTk8TSpZ+zYsU8SkoO1NRoFBbCV1+pY/S89gfNcmpu377FJSBntytTqiWajcZsnhEjcgDr3HZNeAZUUyF43z6lp2fy5JNTueqqwPV6buoQwtNFM2IEdOsGJSU5pKVNJSUlEyEEKSmZ3HTTVCoqcpg7V82ziy92PTc7O4ebbnKeYxa3ssp+aSkwKoIBA5SVJSVMmaIKx8zwww9KwEVGwnnnuX4WFma+qTtaFIEQalyOO049/+svz/7jUVHx3HXXRzz3XAHR0c7B+ugjxTd04omKSsZfNEtFAM6AnN2uqBBaohIAp0Wgg7nJydY7feNngwblAC9iZUGkp2eyYMEmrrji6FEC4Gz2YnQx2GwwdqwSNJs25RASsokhQxw88sgm2rfP4b//VcfdcAN07ep5zezsHKZO3cSGDQ4WLNjk0fu4JVBJeINREQCMGgVDhij3xFNPuRIjgqJFnjpVPR8zxlMxt2rlOV5aOB4N0P9rXJyqgK+s9KzPABgw4HySktJqXm/fDt99p+bzpZfW7jubrSIAFZDzRorWEqAXhGYkvPzyPIQwz/M8cuQQr712GzfdlMK11wrgBiAMu931eKPr4mhZXBp6PM2Ezy23KAWxcyf8/DM8+yy88opKeTz9dBVYtoI3BtaWPsZCqF28dn0JoRqhZGaqmoL77oOPP1bpjD/9BP/+txrT886DM87wvJ6ZWygysmUrUyOMSu+kk9Tj++9b005rvP++ssSGDnUy7Gr4cks2a0XQrl1Gi0zHM0JP/qQk9WNmZ+dw662vI4RnuuOhQ4V89dVLHDpk5E0uxeFwEBOTjBCCtDSn68J9J3c0wEoRgKrAfPllyMtTtSirV6vMjORkuOIK79c16xQHapPig4m62cOYhaUREQH33qt2tEVF8MEHMG4cPP+8cl2MGKGsAXekpJgHhI8WtxC4WlhnnqnGZMsW+P5763OWLoVff1XW7kUXeX7uq1i02SqCqKgoHn+85Qc59SKz251EVKecksNdd+0FfBCIVEPKKiIiYpg1y8GPPzpdF0fTLssIsziBRkSEqpL9+9+dRYk33uh9Vx8aak2CdjQIMD2H3DcVKSnw2GMwcaJyFWmr4ZprlJvNbJfavr3ne5o6/GiBMaEhLAwuv1w9f/99845khYXw4ovq+UUXmW9KWlnzHwLNtDFNZmYmeXl55OS0fP+2UVAnJzubTqhSfP9TRAsLN3sIq5busrCCP4SEXbvC+PGqQrtvX+/HJiVZK9SjYYyNVpZ7Ex8hVPZLr15KiJWWOjc07mjTxtoaaKkZV2bQrja7XbnQTjoJPv9cFd99+qmr///QIXj6acUr1qcPXHCB5/X8aSPb7IZ3wIABbNq06ahQAuC6AIw9bVWbPv/z/5OTMzwyV46mXZYRmoralzLo1QtOOMH39azcQu6pqi0VWhH4YlSNiLBWAjabsxOfO1pqIZ4V3F1tQsBVV6nns2er9rSglO6kSUpBpKTAbbeZK0yzmIs7mp0iOBqhJ4ZuG6lx9dV5hIb6luYhIWGMHp3nogj0juNohB5PK6FUGxgzutyRkHB0uN6M7kvd8Ke2SEszj6WEhBwdVpURZjGXbt1U+87ycnjmGRVzue8+FTtIT4eHHjJPWAgN9W+eH1MEzQDu7iGN7OwccnOnGqpbtWR3nqArYC+5JMclu+potQbAOZ5t2tRfUFsF4SIiWm7zFHcYd6F1GdPQUM8sF42W0FOktrCKuVxxhVq3a9eqLKzSUujfHx580Noqbd3aP7das4wRHG0wLqyEBLU4FLU0NV2xpk3LNXALScLCompaJ4aHewbhjrZdlhF6PENDVRBt9+66X8sqCGe1MFsijPMzPFwF29ev9//89u2trdOWXIhnBaPFaqSTb9NG1WUsXKjGt39/5br0pnj9cQvBMYugWcD4QwuhApnGhWNGMFdeXsKMGYoBs2NH1+OPFs4WKxjH02on6g/i4sxjAGFhRwelt4a7IGrVSjX+8WcnmphoLawiI1t2jZAV9LhFRXlalYmJcNZZKh4wZIh3JZCU5P86P6YImgHMONl1z12wJpgrLNxMdLSn7/BoCGB6g3E8IyN9p9a5IzpaXcPqvKPN2jITRgkJyq/tTVCFhqpNihWOtiCxhnHM6hpzEcI6+G6GY4qgGcBsMbVq5RQ4VgRzyckZNU3vjTimCFxfZ2b6X/QVFqY4YAYMsHb/HFMECvHxyno125VGR6usLCvLyW4/euNYxvFMSqpbQWL79rWLrxxTBM0AVia21vhmDJhhYVFccUWeaTDzaBNU7nAXXCEhrhaWN7Rt62x1afa7HI1uN2+CKjFR1WF07Kg2IDYbtGunlKm3cWrp/Eze4O4KNiuy84b4eJWFVRschR645gerBZGcrNgddcB4xoyJFBZuJjk5g9Gj87jsshxToXc0+a/NYCbAk5KUGW7st+sO3TDEGyIijj4Bpmk0ys179CCEigO0bu1fwxqb7ejJuDKDWcylqMizWM8MoaHOJja1wTFF0AxgJViEgC5dFE1tdnZOjUIAtaMy2xUc7W4hsB7PzExVqakzssw+91V7cbRaW9HR1orACH+Cv3FxR1clsTvM5mdWlmpKU1Hh/dzOnevmSgrqcAshRgoh/hJCrBNCjDf5/G4hxCohxDIhxNdCCP/Ic44y6PaKZjv56GhlZhv9qSEhakKYTaij1e9qhJUisNmgZ0/IyPAc64wM/4LKR+v4Bur/ttuPbmsAzOdnSIiag96QleWdBdcbgqYIhBB2YApwNtATGCOE6Ol22BJgoJSyD/Ah8GSw7qc5Qwhnmp3ZJAkPVwIsNlZlWlj5X48mTndv8Oa6sduVJdWzp3P3366dfz7X8PCjt1o7NDQwLsdWrY5uawCs//9WrawDwFlZdc8wguBaBIOBdVLKDVLKcuA94ELjAVLKb6WUOgH+F6BdEO+n2SI6Wu2SvJWLh4RAjx5KCVgJ+6OVbdQd/oxBZKRKf8zMVIrAHxyt1oBGfSk1EhOPuS5BrXMrF1pWlqvCbdUK+vWrnxKA4MYI0gFDXRxbAW8UXjcAn5t9IITIBXIBMnzZRy0QRsEeF6d8se5dn8D3TuqYNaDg7841Lq52boqjkQ7BiOhoJcD27vXty3ZHRETd3RotETExKkBs9n7fvmqMExL8z1DzpWCbRLBYCHElMBA4zexzKeVUYGr1sXuEEAUB+uoUYG+ArhVMHLvPwKO53Oux+wwsjub7tIzBBlMRbAOMGbDtqt9zgRDidGAicJqUssz9c3dIKWtZB2oNIcQiKeXAQF0vWDh2n4FHc7nXY/cZWBy7T3MEM0bwG9BFCJElhAgDLgdmGQ8QQvQDXgEukFLWg/rrGI7hGI7hGOqKoCkCKWUlcDvwBfAn8L6UcqUQYpIQQvfRmQzEAB8IIZYKIWZZXO4YjuEYjuEYgoSgxgiklHOAOW7vPWB4fnowv98PTG3k7/cXx+4z8Ggu93rsPgOLY/dpAiGlbMjvO4ZjOIZjOIYmhqO8dOMYjuEYjuEYWrQiEELUs8yi4SCECEAH3eBDCNEsem8dG8/AQggRsGy9YKK5rPmmNp4tUhEIIWKEEM8AnwshXhFCXNTY92QFIUSUEGIKMFcIMa46kwohRJP6barH9GngMyHEo0KIYY19T2Y4Np6BhRAiQgjxEvBtdaLH8Or3m+J4Nvk131THs0n9mIGAECIdeBvVwf0c4HuaNofR3UAycA0QgUqnRUrpaMybMkII0QX4BKgCrgf2ABMa9aascWw8A4vrgdaoYs+NwGtCiIgmNp7Nac3///bOPdiqqo7jn+/l8goUQ0wxH3QFFFQiszRzHCbE8lVapfZ1VwAACv1JREFU6kyaT9TUFA0pa8p8k6VZJqaWTkaWj4Yae6mUovnKSgPUosKBxtJ84SsSFfz1x28dWFzu4d4L5+yzD+f3mTlz9tmPez/nt/c6a+2116OU8dzgMgJgGXCtmZ1uZv8BbgHmShrXYK+VSBqQ3tuBfsCPzWyBmV0CPJdKig0vJWQsBb5rZtPM7C94S7CnJZVibKiIZ22RlE8SKeBBM3vBzL4PPAhMT/uVZeSqUqf5ZohnWRLGOiNpe0lXSxoIYGYvAHdnu2wNdAB/a4DeakgaLelHwBWSdk19LQYDH8h2Owk4UtJWjSolpJiuLFGZ2VOsPg7U24AdzOxfhctlRDxri6SRkm4Brpe0v6TKSDb59PKfAw6WtJ2ZWSN+vJolzTdLPKHJMwJJe+K3hCfiVQJIkpnlU4v0Axb3ZPiKepIu2muAecB84DOSJgNfA06SNAzAzJ4EbgBOaJDn/sBPgWlKc0hIajezfJi7oTQ+kUU8a0i6W/oW8Biepg4EvgLMBPaTtBNAyqxuJVVlWcHtz5slzTdLPCs0dUYAvIDXuY0GjpW0bReBfA/wBICkExp4u7gdsNTMvm5mVwDXAgcDA4GrWL0Dyd/x0Vobcbv4DHAEHtOzJA02s+WS2jKXscDjye9wSaMLdoSIZ60ZDrwEXGRmtwIXAJOAUXiG+yWtapFzO1CrgR97S7Ok+WaJJ9DkGYGZ/RWf82Ah8BvgfFijLngisKmkWcDheH1i4ZjZY8AISXulVfOBO4HP44PuDZV0jqTDgOOB19JxhZYQzOxPwIIU09uBq9MmZS57AptJ+hn+I9fLQYdr4hnxXE/yTNHM/o2PADwp+3wVMD1ltEuB8yQdj991LSnCsQvP0qb53KHM8ewSMyv9C7913jj7rM7LwEbAQmBip2Nvw0tbhxTkOgzYPPcD2tLyacAN2bbxwHXpmNHAUcBs4IhGeHYR043xUs37sm398R/dh4HDCvAcDuzRaV0Z47mGZ4njObnTuj7p/Rjgvmz9JviD1/HA2/HqjZsKjOfkKttKk+bxeVcuBfqVOZ7dfo9GC/Qg0Gfjg9bdBJyb1rV12qcS+DOAX6blT6Yf4QkFun4ZWIBPu3lx7paWRwKzgKPT503xQfm2KDimXXlWi+nZwJy0/JH0flCBro/jJeld0uc8wypFPLvzLEs80/9+GJhaZXsbcBdwRrZuJrBTwbFcq2eneDYszeMNER4DZuCNFDqnoVLEs0ffpdECawnyIHx00puBzfES3svAiLR9jRJsWn4x7XcdMKAg1wHAxXhuv1ny/R8wtHJBZPvug9df7gIcBswBtimDZ6d985guB14FLgf6FuTalhLXbfit82eBQWWKZw88q12jjYjnpel/rvH/Orm9F2/ffhDwqfSDPLbAeFb1XItzoWmeVXekV1T7UWfVXUtD49nj79RogS4CuEl6bwcmAO3Ztu8Bx1U5bgieccwHPlika1oeni1PAG4EdqxycZwMfDtdFHV37a1ntn1Yivmfi/bM1s0ApqUfzb3KFs+eeJYhnsAYfF7wjfBC1XHA7p32r/zAfQw4D/gdsGfZPLN9C03znTzbgEfxwtSOyeMYskIVq+5aCo3nOn23RgtkQds0JabZwBRgZLZNeJOwOcD4Kse3AeMa5LpDWt+Ol1AXA98A/oDfrlYuiLwk26esntnx7QUlsNzzNGBMWj8SuD4tT8VL3GcAW1WuiwbGs8eeDY7nlMzzXPxB9APAOXhLlaOy61P1dquFZ3Z8IWm+i/O+c1o/HfhmWv9pvGPg9CydtdXbrVavUrQakrQ7fmv9PHAh/gBmSrZLG35hvEEX012CDyFgZvPrrFrN9ZTksBx4BOgwszPxUsDU5I9lHZrMbEVZPTPH5WZ2f8GeW2WeC4FXJPUBtgdOB3az1PHKUmpLy0XHs8eemWMj4vlO/I4J/G7lfGBvMzsPnzjqlMzPKIj18axQRJqvct4np82VKsmfmNk1wFnAFqQOY1aiYTi6oxST1+MtKS4zs5tg5ciRE1NPvDfNbIWkjrT8nHxAqX6V/UviOgB43cxWTjhtZr+SNA2/yBeHZ688++Lt63fGb/2fwOuPTdIoM/tHePbYc+903l82swsqO5rZLyRNxX/cim7H3syek9K2e/Be7Lskz0dTR8amyQAqFJ4RpF6Aq5U8zGyBpCezbW/iVUN5z8CJwEBJM/FS11klc12WHyNpDF6C+CfwVHj22vNNYJ6k+4B7zWy2pHfhc1/XtV34Bui5XeW8Z8eOxc/7Yspz3pvFsyNtWyhpBvAF+XhWHfhd9aJ6etaDQquGJPXNA92po8jSbNsIvHSVMwzYCW+Xu5uZ3V1S1/6SjsRbO91lZseY2RvhuW6eZna2mc1Oy4vM7Kvmw0aE5zp4SmqXdDDeHPtOMzs2ZWbhuW7nfS5ebXUf8HMzO8C881hTUVhGIOlU4LfyMbgPBK+TzHvjZcsdwENp3cclDcGH7R1hZnWfy3N9XPEBxO7A64ivDM/1Pvdb1NOt1Tzxljb3AO8v83lvFk9JW5rZEjObZWbX1dOzntQ9I5A0VF6d82Hgi/hDl6PT7fPKByqSxtmqhytjgdGSbgMOxZ8HLDCz15rAtY+ZPVtP1xby/AQF1Le2kOcheEuWJZ2rYMJznc/78nr5FYrVv+lVH3ykwEqb7w7gelLbdfwp+0zgXmBLYBvgFXxY2cJ6sDaTa3iGZ3i2jmchsahDcNvxjjVbZ+sGZ8tteIeRUenzJOCUTn/j2IIuhKZwDc/wDM/W8WzEq9aB3hlvn/4McGOVfcYAv66yrV8tfTYE1/AMz/BsHc9GvWr9jOB5vKv/DvgQwfsASOqTPYUfjs/RiqTdlCbtliSrY6uVJnYNz/AMz9bxbAg1zQjM7GngZjN7Ea9rq8y6swIfJgLg3UA/SZfg3bMrxxbWq7GZXMMzPMOzdTwbRc1bDdmqVigzgWWSpqT1b6Wcdy/gQ8ASM9vDzObU2qGnNItreIZneLaOZ0OoZ70T3izrobQ8Lr1/lOxhTVlezeIanuEZnq3jWVg8Cgj47cDr+Mh8wxr9hTcE1/AMz/BsHc8iXnXrUCafnPtC/En8qWa2n2UDnZWJZnENz9oSnrUlPJuXSkeK+vxxaV98HJvXu925wTSLa3jWlvCsLeHZnNQ1IwiCIAjKTykmpgmCIAgaR2QEQRAELU5kBEEQBC1OZARBEAQtTmQEQRAELU5kBEHQDZJWSJor6XFJ8ySdqWz2qirHjJB0eFGOQbA+REYQBN3zmpmNN7Md8THq9wXO6eaYEUBkBEFTEP0IgqAbJP3XzAZnnzuAPwLDgG2BHwKD0uZTzewBSb/He64uAn6AD4F8MTAB6A9caWbXFPYlgmAtREYQBN3QOSNI614CtgdeBd4ys2WSRuGTnuwqaQIwzcwOSPufCLzDzC6U1B+4HzjUzBYV+mWCoAvaGy0QBE1OX2CGpPHACmB0lf32AcZJOiR9HgKMwu8YgqChREYQBL0kVQ2tAJ7FnxU8g09q0gYsq3YYcJqZ3VGIZBD0gnhYHAS9QNJmwNXADPN61SHA02b2FnAk0Cft+iqwUXboHcDJkvqmvzNa0iCCoATEHUEQdM9ASXPxaqDl+MPhy9K27wCzJB2Fj2+/NK2fD6yQNA+fGvFyvCXRI2k2rOeAg4r6AkGwNuJhcRAEQYsTVUNBEAQtTmQEQRAELU5kBEEQBC1OZARBEAQtTmQEQRAELU5kBEEQBC1OZARBEAQtTmQEQRAELc7/ARJq4W1NqInEAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 21949, {'val_loss': '-0.010060490109026432', 'val/kl': '0.00014960518456064165', 'val/mse': '0.00911854300647974', 'val/std': '0.10415848344564438'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 24144, {'val_loss': '-0.010342671535909176', 'val/kl': '0.00015730121231172234', 'val/mse': '0.00903781782835722', 'val/std': '0.10455802083015442'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 26339, {'val_loss': '-0.010265772230923176', 'val/kl': '0.00015405852172989398', 'val/mse': '0.008912897668778896', 'val/std': '0.10303191095590591'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 28534, {'val_loss': '-0.010238764807581902', 'val/kl': '0.00014263643242884427', 'val/mse': '0.008888495154678822', 'val/std': '0.10088851302862167'}\n", + "Epoch 12: reducing learning rate of group 0 to 2.0000e-06.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 30729, {'val_loss': '-0.010350431315600872', 'val/kl': '0.00014179287245497108', 'val/mse': '0.008877242915332317', 'val/std': '0.100741907954216'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 32924, {'val_loss': '-0.010380413383245468', 'val/kl': '0.00014492945047095418', 'val/mse': '0.008874984458088875', 'val/std': '0.10127216577529907'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 35119, {'val_loss': '-0.010439630597829819', 'val/kl': '0.0001411951525369659', 'val/mse': '0.00880834087729454', 'val/std': '0.10017534345388412'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 37314, {'val_loss': '-0.010456354357302189', 'val/kl': '0.00014142670261207968', 'val/mse': '0.008787729777395725', 'val/std': '0.10053124278783798'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 39509, {'val_loss': '-0.010457227006554604', 'val/kl': '0.0001395221916027367', 'val/mse': '0.008772503584623337', 'val/std': '0.10096602141857147'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 41704, {'val_loss': '-0.010382249020040035', 'val/kl': '0.00014192007074598223', 'val/mse': '0.008815578185021877', 'val/std': '0.1015620008111'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxfrHP5PeQwklEAglAaSjCIjxKiroxYZdBAsqcG1YUUEF1AsWUH4W1AsK6BW7gui1ITZAQYqiFOkQQijpve/8/pg92bPlbMkm7CbZ7/Pss7tn5syZnZ2Zd94upJQEEEAAAQTQfBHk6w4EEEAAAQTgWwQIQQABBBBAM0eAEAQQQAABNHMECEEAAQQQQDNHgBAEEEAAATRzBAhBAAEEEEAzR4AQNFIIIaQQIsXX/QgggAAaPwKEIIB6hRDiPCHE30KIUiHED0KIZCd1u5jrlJrvOd+m/D4hxDEhRKEQYrEQIlxXNlAIsUYIUSCEyBBCPK4rGyaEWCWEyBVCZAkhPhJCJDrpxzwhxB4hRJG5HzfalA8UQmw293OzEGKgrmyE+TcUCCEOOmj7B3MfCoUQW4UQl7kYv6eEEH8JIaqFELNsyi4SQqwVQuSbx+UNIUSsk7bcqi+EaGXu41oXfbteCHFICFEihFghhGhlU36dEGKnuXyfEOIsg3Z6CyE2CSHyzK/vhBC9deVCCPGsECLH/HpWCCGc9MvZ/+NRW80WUsrAqxG+AAmk+LofNn1KAAqAq4EIYC6w3kn9X4EXgEjgSiAfaGMuuwA4DvQBWgI/As/o7t0BzAaCge7AUeBSc9k/zX2IA6KAxcDXTvrxBNALdTAaCuQBw81lYcAh4D4gHJhi/h5mLh8C3ABMAg46aLs/EGL+PBQoAhKd9OUmc/8/A2bZlF0PXGj+TS2Br4DXnbTlVn1gEfAzsNZJW33Mff8HEAO8C7yvKx9pHpdh5nHsCHQ0aKsF0AUQ5v9vCvCnrnwysAtIMrezA/iXQVuu/h+322rOL593IPCq4x+nIwRAPPA2kGVeBI8BQeayFOAn1AadDXxgvi6A+cAJoBD4C+jrZZ8mAb/ovkcDZUAvB3V7ABVArO7aGm2RmjeaObqy84Bjuu+lQG/d94+AaQb9OhUo8uB3rAQeMH8eBRwBhK48HbjQ5p7zcUAIbOoMAcqBIW704R1sCIGDOlcAf3nwu+zqA8NRBHmCC0IwB3hX9707UKn9f8AvwK11mDMhwJ1Aqe7aL8Ak3fdbMThQuPp/PGmrOb8CoqGmgZdRxKAbcDZwI2phAzwFfIs6ESaZ64JaQP9AbcjxwDVADoAQ4hGzOMHhy0k/+gBbtS9SyhJgn/m6o7r7pZRFumtbdXWt2jJ/bieEaG3+/n/AjUKIUCFET+AM4DuDfv0D2O6k37UQQkQCp+vq90GdVvWxWP40+E1GbX4hhCgHNqA4m03u3usCbv8uR/WFEMHAK8BdqIOFM9j+t/tQhKCHuZ3BQBshxF6zqO4V81hqz8oXQqTpGzTPpXLUnJxj9Cys5wVCiD+FENfr6jr7f5y2FYBCiK87EIB3MC/C64CB5k21SAjxPEpc8SZQBSQDHaSUGYAmB64CYlEikd+klDu1NqWUzwDP1KE7MSiuRI8C83Mc1S1wULejQbn2ORZFsL5AcUEPosQLT0opN9o+RAjRH5gBOJXN6/A6arP4xkU/DWXztpBSXiyECEVxDadIKU3u3msEIcRIlBhpqBf1pwAbpJSbhRD9XDThbBzaAaHAVcBZqLn1GYozfRRAStnCtkEpZQshRLS5X4ecPKsAiBFCCKnQ381+uWzL6S9uRghwBI0fCahFqF9Ih7BsqA+hxEC/CSG2CyFuAZBSfo86DS4ATgghFgoh4tx9qBCisxCiWHuZLxej5PJ6xKFky7ZwVde2XPtcZFZSfg08idJFdAIuEELcYdPHFJRc/B4p5Ro3ftNcoC9wjW6T8OQ3GUJKWSWl/AoYJYS41Py87boxdKhYNejnMJTo7Cop5W7ztbN0bW13o34HFCF41M3HOhuHMvP3l6WUR6WU2Sjdz2hXjZq5xteBt4UQbQ2eFQcUG2zcdZlHRm01WwQIQeNHNpZTv4bOKLkpUspjUsqJUsoOKMXZq+YNEinlS1LK04DeKBHRVAAhxHT9Jm/7Mt+bLqWM0V7m524HBmidMJ/2uuNYfLEd6GZjxTJAV9eqLfPn41LKHJQIrEZK+baUstrM6byPbuMRylrpO+ApKeV/XQ2iEOIJlJJ2lJSy0Kaf/W0sTfob/CZ3EIIaE6SUfXRj6JJQmfs5CKXDuEVKuVq7LqVco2urj6v6KH1FIrBDCHEMeBEYYrYuCnbwaNv/thtKObtbSpkHZGAtXvJkow1CKbS1w4uj/95ovF39P5601XzhayVF4FW3F9bK4neA5Sh2OBn4G7jNXHY1kGT+3Ad1euuGkoMPRXET0agT9hNe9qkNivW+EnVSfxbnVkPrgXnmupdjbTV0IXAMRaRaAN9jthpCneryUVYxQUB7lMJzjrm8I0o38aCb/Z4G7AHaOyjTrFLuQW18d2FtlRJk7v8/zdcjdGW9zNcjzeM8HiVXP9VJX0LNbbwL/Nv8Odhc1hdlSXWtm7/LsL75t7TXve5B6TDsxkA3dwpRop9o85zTWw09CWwE2qL0UWtQRNhRWyOBQSiRXhzwEpAJRJjL/wXsNP+PHVAbtyurIaP/x+22mvPL5x0IvOr4x1kTgpbmhZkFHEbJxDWroedQ3EGxeXOcZL5+HkqpVoziKpYBMfXQr/NRhKgMpRjtoit7HZ35IsqE8Edz3V3A+TZt3W/eyAqBJUC4ruxc88ZTgCIYi4Aoc9lM8/gU618uxrLCpv50XfkgYLO5n1uAQbqyc8z3618/mstOQW2uRSjCtRG43MX4LXXQ3s3msiWAyaaf25205XZ94GacWA2Z61yPssgpQekAWunKQoFXzb/zGGpzj9CVFwNnmT9fbZ4jxag5+z+gv66uQM3bXPPrOaytgrYD49z8f5y2FXiplzAPVgABBBBAAM0UAR1BAAEEEEAzR4AQBBBAAAE0cwQIQQABBBBAM0eAEAQQQAABNHMECEEAAQQQQDNHowsxkZCQILt06eLrbrhEVRXUh0FWWJj3bTQVuDumwcHq5eiewHhaUFnpfRshIRDUTI+TJhNUV9dvmw05nps3b86WUrZx+NyGeWTDoUuXLmzaVF8xu+ofOTlQ5FHwAWMIAcnJrus1F6Snq8XnCjExkJAANTVw+LDlenAwdOrUcP1rTKiuhowM79tJSFDj3RxRUAB5efXbZuvWEOt2FCvPIIQ4ZFTWTGl5w6Gqqv7aCrh4WGAyuUcEwPIfVFRYXw+MpwX1wQ00V2hjV59r3dcIEIJ6Rk2Nr3vQNOEJC64t0PLyhulLY0ZFBZSWek8ICs3RmJojcT1xQs2x+hYLge/Gs9GJhvwdAULQMPBkXDXZrS0haI6bli1KS5VIwxtICVlZEOd2rNqmg5oaNbeysxuGEPgKAUJQj/BEfOEupFS6guYOTxddRUVA/OEItuKyuraRl9c8Cas2p+pjHP0JAdFQPSLADTQcPB1bRwr75rhx2aI+iGN5uSLMRUXNb0wb+nDhq/FsUEIghLhQCLHLnL7uEQflyUKI1ebUcz8KIZIasj8NjYYgBM1toRnBU44goB+wR3V1/XCs2mnYWxFTY0RdFcQVFeX8/fdf9duZekSDEQJzcosFqHjsvYGxQojeNtXmAW9LlXruSeDphurPyUCAI2gYOJL31xXNmbDW12lW+y+ao3iormM4adIY/vnP/mzZ8qvTek2RIxgC7JVS7pdSVqIySNnmje2NSjgC8IOD8kaFACGof5SXQ2Zm01LM+QreEAL9SVjjCJob1yVl3TmC9PT9AOzcubUee1R/aEhlcUdUkhQNGdgn2t4KXIFKk3c5ECuEaC1VOsJGh6ZkTuYvKC6uXwV8c1a+e0MIcnOhTRvl9aoRgOYyN6uq1Jwxmer+m3/4Ybdb9ZoiR+AOHgTOFkL8DpyNyqRld64WQkwSQmwSQmzKyso62X10GwGOoP7RlJx2fA1vCEF5uSLKYOEIpGwexKCiAo4dU6a3TRUNSQiOAHqH/iTztVpIKTOllFdIKQcBj5qv5ds2JKVcKKUcLKUc3KaNw1AZfoGAsrj+Ud9WGs11PKurveNYKyuVcriqqvkdeDTnsXy7nck1srKOM3fudHbt2gaAv2aEbEhCsBFIFUJ0FUKEAdcBK/UVhBAJQgitD9OAxQ3YnwZHc1sgDY36CtzX3FFUBEeOuK7nDJWVypvYVi9Q334z9YkXXniByy67jPXr13vVjjcEdPXqz3n11aeZPn0S55yTwllndXVav8mJhqSU1cBdwDfATuBDKeV2IcSTQohLzdXOAXYJIXYD7YDZDdWfk4H6IgSOFlxzREOIhZojYakP657KSkVQysqsr/vzeG7cuJGVK1eyb98+r9rxhhB069aTm2+ewoQJ95CRcZDMzHQqHHij+doYokE9i6WUXwJf2lybofv8MfBxQ/bhZKE+vYo1R52kJP9eaA2NgGew96ipqV/fAVsVnb/Oz7KyMqZMmcI111zD6aef7lVb3hxIhgw5iyFDzgKgT59TadeuA+Hh4Xb1DhyA1NQmyBE0N9SnWKiwUMUyae5oCELgrxtXQ6E+uCr9/2Drse2PoqFDhw7Rtm1b/vvf/zJmzBiSklz7qe7atYsdO3bYXa/PA17XrqlERUXbXS8pqd/w9XVBgBDUE+qLEEiprDPKy9UEaW4blx4BiyHvUd+EwBb+OD+//vpriouLKSgoQLhhK5yTk8OIESMYMWIEe/bsAaDcLJv1dvw2bVrHsWNHnCqJNSX00aPePcsbBAhBPcFbGd/x4+q9tNRCVJozV+CN846rdpsT6kP27IwQ+CNHMHnyZPbt28dtt93GkiVL+PLLL53Wz8nJ4bTTTqNbt25kZWVx5plnMnnyZMC78SsszOfqq9M499weAKxZs4p77x3Pxx8vtTo4aqE6cnN9d/gJRB+tB0jpXdyVykolI4yKUlyAhuasMG5q0R19hebIEQB069aN7du3c8sttzB69GhGjx5tWLdHjx58/vnn1NTUkJ6ezvr169m7dy+lpaVUVUXVuQ+FhQUMHDiU8PAIhBDs23eAzz5bRlhYGKeeejNRUdC2rbVIyFeWhwFCUA8oLPRuweXmqvdDh6xz6jYXhx1HqIvNtjtobuPZ3AhBRUVFrTK2e/fu3HjjjZx66qlu3RscHEzXrl1ZuXIlZ599NlFRUV45kSUlJbN8uTJdraqC1q3PZc6cJfToMYATJ5S3cnW19Rj6isMKEAIvYTK5zw3owxvk5Sl3/fh4pSgCi+emvn5zRFlZ8+aG6hPeiDa0+dpYRENSSvr27UvXrl1ZtmwZvXv35q233nJ6z4cffsiAAQPo2bNn7bWLLrqo9rM341dcDBERKiF9Tg60aZNC9+4pBAdbTHpt80YHMpQ1UlRVub8Y9u2Drl0VATh0SN3bo4dza4HmSAzqOyG4Hs1pPL1xyDOZlPKyY8fGY8a7devWWpFO69atXdaXUnLrrbdSXFxMeno6nTpZAiHk5KhN3DtO34SUQSQnW/R9WopP4z7V/XneIEAIvIS7Mj0tvV1QkNIFaCfenTuN72lOm5aGmprGs/H4O7w9zWZmQrt2zvU1/sQR9O3bl8zMTKqqqggKUnYw+fn55Obm0rVrVzsLorKyMkaNGkVeXp4VEVi1ahULF77DsGHnceWVN9a5P1OnXsaePVt47rl3iYk5G4AtW74gJyeDtLRxREbG2t0TEA01Uri72LSTwIkTihgE4BgN7WHZnIirN6fZwkJFlI8dazw6gpCQEBITE62uderUqdaUNM4myXJUVBSffPKJXTt79+7j44/fJjQ0os6EQEo4evQgeXmZ5Oa2ICZGXV+2bCqZmX/Tq9dZdOrUp05tNwQChMBLuLtx6ZWf7lL95qgsDvgO1B+84aw0vVdmpvM56O/zMzk5mZKSEoqLi+0IgRH+8Y8RzJ27hNRUzzfqigoID1cc1dNP/05ubgYtW3aoLR8y5AoKC7MID3dsjRQQDTVSuCsaqot5qb8vsoZAgCOoH1RXW5siuwOTSXGrNTUWvZWrQ4s/jefHH3/MqlWruOqqqxg5ciQA27ZtM6xfXFxMeHg4oaGhVte7d+/JVVf1NLjLGCaTEvX276/GLzg4hDZtuljVufZa5+HUAiEmGimcbVylpSrqY0VF3eziAxxBAHVFfr7x3Pn11x+4/PJh7N9vnSwlPV3FEvIk1IE/zc81a9awcOFCtm/f7lb9xx9/nIiICF599VWr654cRvS/v6DAklHPlVLYCAEdQSOFM46gqAgOH7Z4DXsKf1pkJwsNTQia8piWlanxCwmxN0XWY9KkyyguLmL+/Bm8+OL7BAWpccnJUToBTZ7tDvxJWTx27Fh69erFmWee6Vb9wsJCpJR2FkalpRV8++1XVFSUc8kl1zltIy8PIiPVSxP/ZmbCgQNbWL78GVJTh3HRRffX1q+pqaaoKIegoGDi4hLs2gtwBI0UGiFYsWIZaWld6NYtiLS0LqxYsaz2ZFVXWW1T3rSM4Oo05utwvf6KggJ14MjNVQYJzvD++z/x6qsf89BDz5Cerq7pnSKdERFb+NMcHTZsGLfffjv9+/evvTZ37lz69evHO++8Y1f/zTffpLy8nDFjxlhdLy2tYPLky5k2baLLZ5aWqo0fLIRAmd7uY8OGj9i9e51V/a+/fonbb2/P8uX/dtheQEfQCFFTo/64FSuWMX36JMrKlBvikSOHmD59EpMnw9Ch4+rcfnMTDbkKmVxZqTis7t3V9+pqCA72LAdxUx1PT0QRffoMok+fQRQXw7ZtKsxBXeNa+ft45uTksG3bNg4fPuywPEzvym9GREQso0aNIT6+JSaTqdYU1RHKyhQn1aqVtfg3NXUYU6a8T3x8O6v68fHtiI1NICQkFEfwFYcl/DV1mhEGDx4sN23a5OtuAOqPP3oU0tK6cOTIIbvyhIRkXn75YJ3bDw+HUaMg2j5ybZOENp5GKCqC7duhVy+1YPbuVUSgSxeVWN0VCguhWzfPRB+NAVIqB0VPceRINbt3l9GuXSylpXXjtgYMgFNO8fy+hsAXX3xBcHAw55xzDpGRkQCkp6fX+gm0atXKrXaOHHFfRLl1qyIGISH1w6327w+9e3vfjiMIITZLKQc7KguIhryAJhbKzEx3WJ6T4/i6J2hkdNoruFp82olr717YvVsRg5oa98L3lperzbIpjqcnp8iqqipef/1Zxo8fyahRrVi+/N8UFtZ9E/On8bztttsYPXo0eTrX9M6dOzNgwAA7IrB//36GDRvGlClT7NpxdyyktGRsqy+RZUBZ3Aih/fkdOnR2yBG0bt3Zq/b9aZGdDLgiBJo3tu2iKy1V3EJsrPocZWOiLaUK79FU9QueRKzMyjrGs88+Uvv9+HHv0jj6k7J41KhRHD9+3K2T//79+9mwYQMRERFW1zVxb01NDYWF+URFRRMeHuGwDdu0nXrs2PETubkZ9OyZRps2yR79Dl+gQTkCIcSFQohdQoi9QohHHJR3FkL8IIT4XQjxpxDCOFasH0LbWB58cDaRkda7T2houEubYVdobjoCVxu1MxPc48cVEdixw35zOnLEYhLZFMfTE0IQGhrKrbfezy233M8rrxzmvvuaRKZYAN5++22++eYbq809IyODxx9/nPnz51vVHTp0KGvXruXpp5+2uq7NwUmTxnDqqQn8/PO3hs9zFpn0u+9eY8GC8XbK4qqqCmbMGM5DD/V3eF+TUxYLIYKBBcBIIAPYKIRYKaXU54N7DJXU/jUhRG9UfuMuDdWn+oa2AMeMUQrhefMereUMhgy5irQ0x4ritWuX8cEHj5KdnU5CQmeuvXa2w7pNcdMygp7NNoIzQqCl+quuVgtU0wMUFloiPDbV8fSEELRp057HHnuewkJFNL2Fv49pbm4u//73v+nbty/33Xdf7fXY2FiHZqbaWLZs2Zq4uBZUVtpPOo3rdDZfe/ZMAwTt26daXQ8JCePgwS1UVVVQUVFq52HcFEVDQ4C9Usr9AEKI94HLAP30k4Dm9x0PZDZgf+od+hPsmDHjGDNmHE8//Sqffvos69a9y65da+02+bVrl7Fo0SQqK9VxIjv7EIsWTQKwIwb+vsjqE8XFrheBM0IgpaW8pMRCCPRK1KbKYXki8jpxwjoGvslUwxtv/IvDh/9i5sw1htYsRvAX0VBVVRVVVVVERkZaBZdLSkpi1qxZdO7snphWm0Nz5y4xTHO5a5dS6DrjCC644C4uuOAuu+tCCGbM+InIyHhCQ+2T2DdFP4KOgN5mK8N8TY9ZwHghRAaKG7jbUUNCiElCiE1CiE1ZWVkN0VePIaX9Apw/fyZLljxAdnY6IGs3+bVrl9XW+eCDR2uJgIbKylI++OBRh89oihuXI7gTntdd72wttEJlpXWYhaY6lp5wBHv2HGbjxn3s26cULkFBwWzf/j17924gM/Nvj5/tL2P6yy+/EB0dzbnnnmt1vVWrVsycOZMJEybUXpNSMmHCBBYvXkyFeVJVVSkRohYKxogIlJWpeXjggIUQ7NjxE889dzHLl7snCk5JGUrHjr0ICgq2K/MVYfW11dBYYKmUMgkYDfxXCGHXJynlQinlYCnl4Dbu2AmeBOhzC2t46aUnqaqyzqhiu8krImEPRxZG/rLIGhqaR6wzeBKiQ9v8beM7NVXC6gkheOutp7j33hR++mlp7bWbbnqJmTN/pn37FI+f7S8cQWlpKeHh4cTG2od2tsWmTZtYunQpDz/8cO2G784cBIuzXX6+ZU6Wlubz++//Y8+eX2vr5eZmUl5e4jRpvSM0OR0BcATopPueZL6mx63AhQBSyl+FEBFAAuDCN9L38MSBR7/JJyR0JjvbPQujprpx2cKddICeEILSUsd5pJvqWLpLCCoqICwsjoSEZFq3tizNU0+9yMldzuEvY/rPf/6T8vJyqh3IyY4dO8bGjRs55ZRTSElJoXfv3ixevJjy8vJahzLb+bVhw8/Mm/coAwcO5dFH59Vet43DlJ7+FykpQ7n//uW1+gApJVOmJFNTU83bb5fbiYC2bPmCv/9ew+mnX05q6jCrsqYoGtoIpAohugohwoDrgJU2ddKB8wCEEKcAEYB/yH6cwCiIXGKiYzMx/SZ/7bWzCQuzVhCFhUV5bWHUmOFOWkpPCIGUihjY5j02mfxn46pPuEsIioth/Ph5vPzyQa82f39GSIj92XbOnDlceumlfPyxspCKjo5mwoQJ3H777bV1bMPAlJeXsWnTWnbu3Gp1XS9qzMo6yCOPDOSFFy7n1FMvrs0vUFVVTmxsG2JiWjnUA/z557d8/vlz7N27wa6syXEEUspqIcRdwDdAMLBYSrldCPEksElKuRJ4AFgkhLgPpTi+WTYCV2ej6IyTJ89mzpxJVjoA200+LW0chw9vZ926d8jNzaB1a2OrIWiaG5ceJpN7LLmnOYyPH2+6fgO28IQQOILJZGL16oVkZGzjpptechpSwf5et6v6DGlpaWzfvp2kpCSH5Y7m4MCBQ3jvvR9p164DZWUQGqpCdOsJwdGju4mNTaBt2+4EB1u20rCwSF57zdju5dRTL6ZFi0R69BhuV+ar9R4IMeEhpFTheh0NW3o6fPihMg3NyUl3uMmbTCbGjVNKIiEEM2euoWdP42iJo0apOCZNFWVl7kVn3bNHmYi6CyEc/0cjR4Ib6WwbDUwmagPHucL27caHmDvu6EheXiYvvLCbxMRUx5UcoHt3OP10t6s3GJ577jm+++477r//fi688ELDevfeey9t2rThX//6V23UUVdzUAvm17GjvcltVVUFZWWF7Nz5E0eP7ubccycSF1d3PWaXLjBsmMtqdYKzEBMBz2IPUVLieIPJyDjEeef1IDQ0ksWL8+0rmHH8+D6Cg0OpqalCSklurq3axBqNjE57DFcin/Jy5QfgCREA43FrauPpLjdgMkFGxjEeemgAnTr15bHHVluVX3TRAwghiIqKd9nWhg0qAcv48f7DEfzxxx+sWrWKm266ybBOXl4eCxYswGQyMXGiJbKoq+jAZWWWXAO2CA0NJzS0DZ9/Ppd9+37jlFPO9ooQNDnRUFOFUdan3NwsqqsrqalR8oj5869k+/YfuP765zj33Ntq6yUmpvLOO5WsX/8xYWER9Or1D6fP85eF1lBwRQiOHKl7ZExHaGrj6Q4h2L1bbWS5uUcpLDxBYaG9Gk4fM98V3ntPnZL79IEUzw2NGgQzZ87kpptuol+/foZ1ioqKeOONNzh69Cht27atvW40B5cseZGcnCxGjZoJhFrV+/PPb+nde0St38Xw4WPp3fsc4uLasm3bat5992EGDvwn11zzlF27FRWlpKf/iZQmO/FQU3Qoa3KoqTH2JkxJ6c20aZ9TVqZmy65dv1BSkseiRRNZvvzftXoCW4/iqCjneVSb2gnWFq4IgSex8d1BUxtPV4SgpkaJNQCSk/uzYMERKio8zGGpQ2WlJd/Bli1w1VV1bqpe0bNnT3r2NE4vOXXqVObNm8fcuXN55BHraDdGc/CVV/5Nbm42AwfeRUxM+9rrJSX5PP30BbRr15358/cghGD06Htry3fv/oUDBzbTsaPjsKzHj+9jxowz6NjxFObNs5Y1BTiCRgBnm1JkZBT9+18MKO/hkpLc2rLs7EO8/voEhBBUV1fWXjPyKNajqW1celRWOj8BOSO8dUVz4wj0prlBQcG0atXBYT0pJQcObCE9/U/OPvtmQ4eqY8csc/L33xuPQr5nz57Ex8dTpptQUipu02gMJ0y4l+pqE2Bt+ZOff5TExB5ER7d0OE6nnXYJTz21gchIx4e8Fi3a063bYBITe9T599Q3AspiD+AsTnlFhVoYAHff3cWhr4AjxMS0YtEiYwH42WdDYqKnPW0cKChQqf6MoI+H4258Jlf4xz+gg+O9sFEiL8/eX0KPEydg/37X7UgpmTQpgeLiXF55Jd3Kz0CVq/cNG+DFFy3XX38dJk+uQ8frGc8//zwRERHcdttthIfbm2xWVVURHBxsZRGVndLSmAMAACAASURBVO2a43QWk6mmprrWWqiqqoLs7EPU1FSTlFT3hAIdOqg52hAI5COoB5SXOzdzXL36Kx59dAgLF0409B52hOLiXKfljYxOewRXjmTaItXiMyni6jh0h7vwxAu3McCV6a1+jFevXsSbb97B3r2/2dUTQnD66VcwfPhYqqqsZSXHjsGECfDJJ5a0jNpBeN06fI6amhoefvhh7rrrLkNOJjQ01M4s1h2TZGd19Caju3at5f77e/Lmm7cb3+AGAqIhP4erk8OmTb+yf/9GsrMPGXoPO0JMjHNbxqYmytBQXe1aP6Ap5p3FZ/KUK2hKhFWLtOoM+vKtW79i48bl9OkzgpSUIXZ1J01a5LCNbdvUf/XDDyo7HCgTx19/VS9fo7KykhkzZnDixAmHqSeN4OpQkJubzZYtB6iubkd+/lHy84/Trdtg4uPbWhEBgNatO9G2bTdaterIunXvcfz4PoYOvdJQTwCKC5NSWhEoLZqAJ+lX6wMBQuAGTCZjayFQ7GNi4lkMGHAhiYk96N59iFWEUSOEhUVx000vOq3TlDYuPdwJK6ERX0/iM7lCUxpPd8Kc6Mf5ggvupnfvEXTr5lA6YAhNOZybq1IzApxzjiICWohvXyIyMpIZM2Z4dI8+AqsjVFYqq6FXXvk3V145ixMn9rFmzX8ZM2Y6K1bMITV1GLNmravdxBMTe/DiiyrJz9y5l7Jly+d07tzPkBDMn38lmzd/ziOPfE3fvpZAeQGOwI9RUWH8B1VVqbC0/fqNpF+/kVZlixffQVmZ49UaFBTMxIkL6yTnbgpwRQiqqiwcgxGHJUQQa9cu82gMmwqHZTK55lIrK62VuX36jKBPnxFO76muriQzcxedO1vMME/oIn9pByItqnNjFbW5UnL//TfExXWnW7dTiYtLICoqjjVr/suKFXMAZQJq5IE9fPhYp0QAQIhgamqqKC621g8GCIEfw5nDSVmZ48WQljaOtLRxrF27jNdfn0BNjUWYGxYWxdVXP0lpaQEbNnzC0KFXGrbfVDYuDSUlllC+zqD3Hbj22tkOOSyTqYZFiyaxe/c6fv/9S68VyY0J+fmu54anFldSSm6/vQPFxTm8/vpx4uOVrb2t1218PMSZDWL8wWpo69atBAUFkZqaapd60gjO+q0lSerX72b69bu59nrHjr15/vnLSEsbzyWXPOTw3srKcoYPv85QV6Fh0qRF3HHH24SFWffXV6KhgLLYDTgjBNqG9vffa/n221fZu3ejVXla2jiGDLkCUP9sQkIyEycuJCcngyVL7uTtt++xa7OszPLMpiTK0Mz1ioud/67iYuuwCWlp4+jYsTfaGOpRWVnKqlWvu61IbgqEtbDQc7FQeXkJa9cu4++/1xjWF0KQlNSH9u1T+c9/buGxx4ayZ88GO0LQoYOKu6OF8fA1MXj44Yfp378/335rnFbSFs6U7JWVjudn377n8Z//ZDFp0hsOTT8XLZrEzTdHMWtWmsvnR0XF2xEBXyJACNyAs9OrZlXw8cczWbLkTt55x9pD86OPZvH7718CWJ1WExNTiYiIJSHBOmJpWRncfz888UTTC0PtTMSmQUoVV0hfr7y8mAMHNqHiEjq8y+qbUaIfrf3GjIoKi4OYK+hNc7OyDrJgwXgWLZpofAPw2GOrmT9/N2Fhkezb9xsZGZmUlUFEhIq1A5b3YHNeFV8Tgs6dO9OjRw+nDmW2cNZnW0shk6mGwsJsgoKCiYw0znfQt+/5xMYmcPrpV7jdD1BESSO2vlrzAdGQC5hMzieNRiRat+5EREQs7dpZfO7Xrl3Gp58+ibZRZWen1zqRjRp1B6NG3WHX3vbtiu3Pz1dZkIYOrbef4nO4I6qwDfG9du0y3n33YY+fZaRIbqwybQ3OfAb0OHHCmmsICQnjjDOuo0WL9sY3YTGJvPzyxxg9+j4qKvoC0LYtnHqq8qXRwkoEB6u1UVWlCIWvsHDhQo/vcYcQFBScYPr0U2vjgbVt25UXXzR2yjjjjGsYNuxqKzGwEQ4e/IMVK+bQoUNPioufYtUqePhhOO88j35GvSFACFzAVUAqbdO6/fal3H77UqsydSp1fFrVy7CrqtSmn5pqscoA5bxz7bVedN7P4A4h0IszbPM7O4bAEafgKNEPNG6OoKrKuZJdI6JCwMGD1mWJialMmfKe289KTh4AWMxD27WDK69UuXr7qLD7tRyBO2HE/Q3uEILIyLhaIhAVFU9sbILLdoUQhIS4NmEtLy9iw4aPSEk5myPmuJOffw42mTZPGlwSAnPqyAFAB6AM2Cal9PsMYvUFV4TAmcOJu2aP770HX30FN90Ef/5pub5hQ+M/wZaXQ0iI2pxcjSVYb3SO/AdAWVxJaaJ1684MGjSan356y2kOCD0as47AmV5g9273RUbuYP9+OHzYIl5q21b9j/qYbv5ACCoqKhw6izmDlM7Xlbamw8IiePnlQ8TGJhAeHlUbULIu2L0bfvkFrr4awsNh3brTGTXqFxISWvDuu6rOjh2wb59viIEhIRBCdAceBs4H9qAyh0UAPYQQpcB/gLeklI14abmGM/2Aq6QqztJSfvPNIZYuvQ4hthIVpTaxDz9Up+aYGLXIjh9Xk6OH/4Qk8RhFRWoM3UglC1hzDUaEVEoT775rmXY9epzJ0qVTKCnJJSamNTfd9GKTTPTjjBtwFqoDoLg4j7CwCMLCIl0+R0p44YVqcnJCiI4uBmLQBeushUYI3CHwDYWXX36ZGTNm8PjjjzNt2jS37nFFuPSHu4QEC2dp60TmDDU18O67Kl/DGWfAf/6jvLJLSxV39d13EQQHn1ErZouOVhZ1n30GE52rcRoEzsjov4F3gO5SyguklOOllFdJKfsDlwLxwA0no5O+hLNJrp8wd97ZmbFjg/j44ydqrzlKSylEFMOGzWbp0mTgO6ScXGubrW2C/fpZkn18/XU9/AgfQUsZWV3teqPSoN/s9ItQD03sowXwCw2NqA3yl5IytMkG8TM6xVZVuf5dixffzk03RfHrrx+4fE56OuTkqE2vpCQGUJuXLfxBWXzkyBHKysrcSlqvwZXpqKfZ8Bxh61b48ksVi2ntWktojjVrYPly9bmmRvkgAdxhVhd+/71z59WGgiEhkFKOlVL+7Ch1pJTyhJTy/6SUbzlrXAhxoRBilxBirxDiEQfl84UQf5hfu4UQxhldfICSEuenBz23oEQTkqCg4NpraWnjmDhxIa1aJaNk2clIuZDVq7WNKhqYDyhFnIb+/ZUsFhSr2FhRVubZxqvZb2swyu/cr9/5jBsXwu23q+hxW7daqGXv3ue4fEZjhDNRhjsncpOphuDgUGJjXSdN2bzZ/pozjsCXoqH58+eTn5/PjTfe6PY9npiOrl69kLFjBePHh7Ft22rjG22gBaCsqlLcAFiCR9bUKC4hOlpRnI4dqzn1VOWfUVXlvkFAfcItXkcIMRzooq8vpXzbxT3BwAJgJJABbBRCrJRS1sbyk1Lep6t/NzDIk843JKR0fYrVnxzmz99LUVEW8fGWo9PevdC9+ziuvHIcixZBZKTa6MrKoFMnZdlRUaEW1OTJ6vSwZw8MGqTeoXEq4jR4erKxVSZrJ3vb1J+xsQn88MOblJWpFdO37/mcOLGfrl1P45JLpjp9RmPVETgjBK6c8wDuvfcjTCYTRia4mZkwezaMGAF//KGu9e+vdFZCQBsH9MMfCAFAfLzrrGoaqqud61psuYE9e5S2vKamiooK5+7wK1cqLmDaNMsYqnvVWE2fDq+9piwCb7kFpk+fSknJMwwZkg0k+1TU5o6y+L9Ad+APQJuOEnBKCIAhwF4p5X5zO+8DlwEGQV0ZC8x0o88nBYWFrlle/QKMiWlBTEyL2u+5uTBrFoSFWU5TY8cq1u/IEcUKbtsGy5YpbiAuDh54QBGgkBD1At/baNcVtqd7d+BIBq55aOtRWVnOY4+tJjVVZXcaPvxahg93z7yqKRICdzcOW4XqmjVKiXnDDWoDy81VEUZBJWu/+254/nlFBEIc7BT+QgjchZTq8OVsLG3n7Dnn3EKbNl1p0SKR1NQzrMpKS+HJJ5Uo99prldVPcTG89JJynIyPh8GDYfVq9Z6QAI8/rm+7HXl5D3H22cr3SBtjX4ynOxzBYKC3IxGRC3QEDuu+ZwAOreKFEMlAV+B7D5/RYDBK8q2Hs5PYX39ZEqscOqROVUOGwFlnqQnUqhW88cYZxMT04Lzz7gUG1S4sUJ6b0HgJQUWF55uuu4QjLCyCvLyjPPBAr9qwEldd9QTt26dQWJjN6adfZnhvcyYEephM8PbbauOKj7cPJ92vH5SVHeK66zLo1KkvSiVoDX9QFo8bN47q6moWLlzolDOoqVFEwKivBQWKKNqOc69eZ9Gr11kO79m2Ta3t9HRo3doS+0nTBwwcqPI6d+gAw4fb33/FFY9ZffclYXXH5mob4NwLxXtcB3wspXQ43YUQk4QQm4QQm7Ky7POtegpXm6ttsC4j6NnIqVP7cc89KRw9qmQ6f/2lrms5Mnr2VAsuIkIRAYDDh7dSXPw2hYXb7dpu7BxBXRRujjiCVateY+xYwR13JNVec5yf4DZmzUpj/nznXp3NUUeQlXWI6dMH89prN9dey8iwbFyffKL+r549VSIkgLQ0eO21m5g1K439+x0oDbBsXL40cV6xYgUffvihU/PR6mq1OTs7uOXne/479u5V71LCO++oz3pdyqBBar2PHg0tWtjfbwtfEgJn5qOfo0RAscAOIcRvQO1QSikvddH2EUCf5ijJfM0RrgPuNGpISrkQWAgqQ5mL57pEVpaygjCaO+7ItgsLrU+wR45sR0pJdXUFUioPYYCpU2HjRsUJ2OLiix+itLSAHj3OsCtrbGy3LTwVC5WXO9bJ5OQoptJkquaHH9R/88039v4Fmo13eHiUXRt6NEdCUFBwjAMHNlsFQnOUdWvECJUd6/LL1Ya2e/cAqqsrDM0m/WGOfvjhhxQWFhIdHW1Yx1k6Sg1GEoDMzF0899xFJCcP4L77PrEq0wgBWNqfOhWefVbNZ73PhSNUV1dSUHACIYJo1aqDfxICYJ6XbW8EUoUQXVEE4DrgettKQoheQEvgpKS40LwvS0qUbbt2ctW7yLsKkSylvefmxRdPpagoh9atO5ORoU4YLVpYe2La4uqrZxk+wx9M8+oKk8lzccGhQ47TUV511ZOcd95kiotLePxxbcEZ5SEQLFliLNOrqWmahMCVsjgpqS9PPbXB6trOnep91ChYtUrZsQ8bpkSYmqmoq1wZ/kAILrroIqflBQWuudOaGuOQ3idOHOD48X0cP25tvmcyWVKAdu+urPt69YKkJJgzR63bKOdnEjZuXM5LL11H//4XMG3a17VSAL9SFkspf/KmYSlltRDiLuAbIBhYLKXcLoR4EtgkpVxprnod8H4ddBB1gkb5i4oUIcjNVYtAIwRVVa4ndlaWPbG4/vpnOXRIOZFov6Rv37qHk/UHtruuKC/3bMMtLITPP7cOJ6FFEQWlMK6osIxFUFBnTCZ7Rz0jvwNQhGbOHBXL5dNP3e+bv8AbjiAiIpqUlCFIqTiB5GQLRzB6tJJfR0ZaxJjuwh8IgTOYTO6ZYjrL6zBgwAXccMN8UlOHAWoe/fGHOtxVVChF+m23wcKFKgQHuO882avXP4iMjK1Ncu9LvaA7VkNXAM8CbVHG8AKQUso4V/dKKb8EvrS5NsPm+ywP+usV9JnGKishJ0e96y0iXImFpKQ2NogtPv/cWunWt6/ztrSwwIMGjea006wlbf6+yJzBU/1AVpZxOsrXXrsJgPBwi+WQyTQbmARY6oeEGIeVKC6GF15QBEcfy6kxwRtnMg2//w5z5ypOtbhY6aratnXsLKaHlNJhfH1fz9Hs7Gw++eQTkpKSHHIGhYXuGQc4MycVQjB69L2135cuVUlr2pu1pikp0KWLOmR4ipYtE1m0KLdW9OZLKYA7yuLngEullPFSyjgpZaw7RMAfUVRkvWg07kDPWrsSC+Xl2bPixcX5vPHG7ezYofL2BQWpE9aAAc7b+uKLuaxe/R9+/HGJXVljFg15qh8oKDAOJ2Ey1bBgwQ0sX/4UoBZeUNA4IiMXEhdncdSLj1/IF1+8xPXX38Vrry3Q3Q+vvGLJstUYxxOMCYE7YoTNmz9n+fLZ/PSTyvaTb3bb7N3bOce6c+fPTJ7cjueeu9hhua/n6L59+/jXv/7FE088YVcmpXs5G8A9C0FQBxzNv+fYMfWuhYioK/T6F78UDelwXEq5s8F7chJg9IfX1KhTjTuB0bQJoMeJE3tZvfp1QB0L5s1ThMCVpUBq6nBKSwtITh5oV9ZYrYbcEa3poSXhMYrLpCBJT38VeJxzzoG77oLY2HF89dU+Nm78mkOHPiAnpxMFBUORMoWNGzO4/XZ150cfKS4gNNTzvvkLpDQ+2bqzaWzc+Ck//bSUuLi7AJVP4MgRa292RwgLi6Kw8AR5eZkOy33NEbRs2ZKJEyfSubO9SNBdbqCgwH1CsHOnPUHu3t29e51BSklBwXGCgxWb4VfKYrNICGCTEOIDYAXWVkONStKqxbwxgl4GbYSSEsenjNDQSFq3HkROTksiIxXb6I5uoGfPM/njjy/55JMn+OmnJVYpFhurjsBTb2LtdGqUjlJDTY3K3JGYaBFl/O9/L5i9i2cCi6muVsezsrIk8vOVVceKFeq/uOUW5erf2AgreO9VfNpplxEScgqrV8cTFQXPPKMCGnbo4Py+5OT+LFhwhLg4x2EpfO1H0KNHD4e5CKqqLPPKGQ4edHyw00NKFQguJUX5DYBSsP/+u/rdXbt63m89SksLmTq1D6Wl+ZxySgEQ5F+EALhE97kUGKX7LoFGRQhcsYkVFa4ndKbjgxGdOvVhypQtzJzpPhGwjbVvqxxtrA5lnhICTZmXljaOlSuf4/DhPx3WE6IzUlpvXv36ncfx4/sZOTKN778vJjf3M4qKHqWm5hB33BGMcktJZtiw2QwcqAisP46nFvZA8y9xVG4Edzbh008fQ1GR8nDt00dxm1qWMWcICQmjVStjauFr0ZAjaOlQ3dGbuBO2e+dO+OADpUjXlMBDhihPYpNJRQ7wBlFRcYSFRVBZGU5NTSkQ43eEYBXwjZQy52R1pqFgMrlWYJaWOj95lZYq5bIeenPHmJjOwGzat3cvabqRclRLWtMYRUOeil6ktGbLCwrU8SwoKASTyfLDw8KiqKycTXS0csrToLfrDgtbxhtvTDIvJrD4Jh5i8+ZJ5iB+46iu9k1ycCOYTBaP16goZb1WUqI+a310Ni/dEWtUV1tOs64MGDyBr0VDBQUFlJaW0rJly9qk9VrYc1eoqXGPiGpBHzWz87AwlUDKWwKgx4wZPxMf345XXlGnP3/zLO4EfCSEWCOEmCWEGCocmQ40ArhjxeJKBJORYf3d1ru1uPgQMJ7NmxMME6fr4SppjT+etlzBlaLdFkVF1uM+deoXXHHFTK655t9ER7cEVBKa5OSxwDgSE4038A8/dJzEBhSBXbFC5TD2t/HMzbVsSLm5yponK8t6zhrNzdxc14TglVfghhskGzaoI7KnhOCPP77muecu5ttvF9iV+XqOLliwgA4dOvDkk08CnimI3bVss43+27Nn/RIBUNZDQUFBPpUCOAtD/ayU8lxgNLAVuAXYIoR4VwhxoxDChdGZ/8Db+OKOEoYbZc+qrMxh0aJJLomBq1j7vl5kdYGnsmLbaCEpKadz9dWzuOyyh+na9TRAWQ3t2aMGw1amXV1dzQsvXMH48WFOFM0KGoHVOAJ/QHm5tQ17ZaUSa4C1iM0RIZBSxbhxhupq+O03CQhMJkGHDrI2FLK7KCrK5vff/+cwBLOvOYLQ0FDatm1L69atATWW7q4Xdy3bDhxQ71ddpbi1c87xvJ/uwpdB51yaj0opi6SUy6WUk6WUg1AJa9rgOvqo38BbQuDolGF0ogeLiMcZjGLta7bw2qRoTMpiTyZwTY29qE2Ps8++mW7dBhMc3IbIyAsBe0Lwv/89z8aNy91KFq4RXn8hBFI6l1GXllr66YjAHjniel6np0NVlSA09DCdO9/MrFnCY5FY377nMWXK+4wf/7xdma8JwdSpUzl+/DgPPPAA4Fkcf3f2hMJCJbYLD4cxY2DxYsfB47zFzz+/zezZ53PixG7Az6yG9BBCdASSdfU3SintZ4Yfoi7hDmxhSwjWrl1GUFAQJpPxLm2bl9gWRrH2tet6NtGfZNrO4MkEzs21mPetXbuMJUvupLS0gOjoVtx880ukpY0jKmocL7xgOb3pFZxr1y7j00+fdOtZGoF99VU1ltXVWEV6PdmQUnFDzualpteqqLA/vR49ai+qdAQtFs6wYZ24446ldepry5aJnHGG4xDf/sS1VlR41g93OAKNG+jSpWHnS3b2IbZtW03Xrupk4JeEQAjxLHAtKo+APh/Bzw3Yr3pDfaSd07Pvmm7AGREAi4jHGRzF2tcQFKQ2fy3RtqN48P4ET0/amoOXrfVUSUlurfXUt99CTc2jQDoREZ0pLp4NWAioUWJ79d8IQJpjFs0hLW0cCxdaFNqehlOoL2gx8d3ZiHJz7TeF/HwV5sAdaPJtb52ejOBrjkAPT/VTzsZ/0yaVqyFGZemkW7e698sdDB8+lpSUYfzyyykcOOC/DmVjgJ5SSjd08f4HdywInKG62nrSGG1AeuhFPK5w551JFBXl8PTTW+jY8RSrspAQy8bl74TA3c3g99/VmGoiLyPrqbfeuofi4lJADX55+SGWLJlESIgioM4S27/3nmTsWMVSPfTQl3TqpKL+aePpy/j5eXnuy6dtx9RRsENn0DgCb52eMjJ2sH79RyQmpnLmmZa4kb7mCCZMmMD27dt5/fXXad/ehXecDZz9B599Zh1ZtKEJQfv2KbRvn1Ibut4vdQTAfiC0oTvSUPCWI7ANSOVMNwCChIRkJk5c6DSBuh6FhVlUVZWTmbnbrsyfTlyu4E4fCwvtHfeMxrO4OAeNCGjQ615cKdsnTlzIY4+tJjExtbbM1w5QpaXuW7U4wtGj7s/n0lLl9xIUVMOcOe35+ONZdX5uRsZ2PvlkFsuXzzanu1Tw9fzctm0bGzdupLy82qP/tKLCmHs1meDwYetrDU0INPhlqkohxMsoEVAp8IcQYjXWnsVTGr573sFk8p4jsDXPMwqFEBaWzEsvHcSD9KkA3Hrr64SEhHHKKWfblfn6xOUJ3OmjI+Wo89AS9tB0L448kfWc2Lnn3mZ3r68JgTvers7gygtWDy1Ecnx8Jnl5x/EmuO/gwZcxfPhYLr/8MasEML4ez/fee4/s7GySk3t7tM6dcQNZWWrPiItTIjUpLQHmGgpZWQfZvHklx46NBE7xOx3BJvP7ZmClk3p+C2+JANgTAkcbkBBRTJw422MiAHDOORMMy3x94vIERn2srFRxfoRwTAiMNnSTKZLqanuzIu3E70rZ7gi+DOpVXW157qJFzzNv3nTOOusC5s5dQsuWrV3eL6Vn/dYSI51+ekeuvPIEQUF1ly2GhIRx993v2l339UElJSWFlJQUjh/37D5n+gSNG+jSRSWZORnIzNzFW2/dQ7t2S4FT/C4MdQHwi5TyxMnqTH3DW7FQaak9IVCx8ct4442J5ivJ9OvnfAOqK5oCITh8WHFm7do53si0cVuwYDwALVt2ZOzYZ1myBKqrrUNN2+penCnbN2z4hJUrn6VDh17ceaeydPblCVa/+axf/yOVlZWsXv05O3duZfjwc13e726fTSYVCv2zz9T3AQOkYaygukBKSVbWQdq27eoX81NKz9Z5YaFziyvNN6NTJ+M69Y22bbsyatRd5OT05Phx/7MaGg8sEEKUAr8A61CEYdtJ6Vk9wBtCIKWyunDEUY8YcQunnz6GhQtD2Ly5BUOG1P0533//BmvXvkPfvucbJrP2pXLTHWgmmbaorla+AiaTc7HI8OFjeeute6iuruCll/azbl0YZWXKgScmxv0Tvx7p6VvZv38jJ07sr73mS4cdPSF45plF3HHHVcTGxhMX50YyW5xzt0uXwnffqc96/csllxTz7rtDMZnmMHjwZZ532gZSSqZNO5VDh/7glVcOExys8kj7YjxNJhPTpk0jOjqeG2+c7tY9ubkqjLQzKZnGEZxMQpCY2IMJE17miy9g82Y/0xFIKa8CEEJ0AYabX5OFEJ1RfgSjT0YH6wpPWWlbHDliHEAtKCiIuLiE2s3NnQBeRti8+XN27vyJ0tICO0LQWOINGW0EWVkWXwFnjnFBQUEsWqRcaj/6yJJB7KKLxnHVVXXjtAYNuojdu3+lR48za6/5irDaxrpq06Y9H3201qM2nPV53TrL+AqhMu5dcgmYTC9z5MgOVq/+D6mpZxAf39a4ETcghKBNm2Rycg5z4sRunxKC4uJinnvuOWJiYlwSAimVya07OhaNEDiIbN3g8OVBxaXgUEp5UAgRAUSaX9pnlxBCXAi8iEpV+YaU8hkHda4BZqEU01ullHZ5jesCZ5YBriCle+FptWikrsL5OsPgwZdSWppH//4X2JVpejl/5wiMTqt1kd0uX642swkT4Pzz696nY8f2cuzYHrZtW83PPy/l2mtnExKiiMrJXmieJupxBKM5UFKiLNvCw1W6xJAQNW+OH99HZOREoqLiOHZsL7GxCd53Apg48Q1iYlqSlBTMf/+rrvli4woODmbOnDluBd3bv98+nIkjVFUpyywhvDvceQqTqYacnMMUF0cC7fyLEAghpgNnoMJJ7ALWA68Ak6QltKMhhBDBwAJgJJABbBRCrJRS7tDVSQWmAWdKKfOEEN4dWXRwJhaqqlIKTCPk5jo/hW/Z8gWLFj1JWdlvxMYqC4O6YsSIWxkx4laHZf4gg3UEk0lt2prDjSPlW1GR+6I5k8lEUFAQBw4oAtu9O4wcWff+GYX4btkSYFy9GBF4Av04C1RjUAAAIABJREFUfPTREvbu3cmYMePp3LkbR48eJiXlFOObzTDqs+aY17atdTC0WbPSyM8/xoIFGbRqVX+7WlxcAlFRKmS2L5XF0dHRPPLINNLTnR/4MjLcIwKVlYprMJnUwa6+A8s5Q2lpAVOmdCUsbArwon8RAuBGoAT4HKUj2CCl9CCaB0OAvVLK/QBCiPeBy1AeyhomAguklHkA7iim3T3lGy0cKVXO0V69LMTAZLKcvsH1xDl8eBv5+Uq225AnB1+yis5QXKxOojExxso6d2K9a/jppyUsXHgbYWGzgJleO0AZOanl5DyKFor6ZEJ/mv/iiw/4+edv6NGjD6NHDyA8PIIdO0qszDJdtaGHRgj0eYellMTEtKaqqoK4uPo5WwUHW8RP0dHqv9c2S1/Nz/Jy5/tBebl7oTiys5WFkDaPT6Z+AJQRREJCMlLGk5PjZw5lUspeqNP8JuAcYLkQ4jchxCIhhLHNowUdAb1rRob5mh49gB5CiHVCiPVmUVK9wIgQZGerTUwT/WRmWm9aFRWu7b0HDhxNr16TAe8JQWVlOb/++iHffvsqoE6zd9/dhbFjgzh8uAuwzO9EQ1rMd83r2tFi9IQQFBUpM9GaGuUd6i0hMHJSq65W108mR2Crq7r66luYNm0uZ5/9Tzp2TKZz524UFOS5bMdoDmjit7a6/V4Iwdy523jjjVxCQurHF7RtW0u8q8WLpzJsWEeOHt0I+IYjyMnJ4aeffiE9fb9hHVvHMCP89pv1YaZfPy875yHCwiJ4+eWDXHedip3lb+ajSClzgS+EEF8DpwH/ACajQlLbZ1yv2/NTUYQmCfhZCNFPSmm1FQshJgGTADp1cq3Fqax0nK9USssJ4dgxleTk8GFISFAvcI+NTE7uT8eO/fn7b+/0AwDFxbm89JIK6hUVFW8l0qiuPgRM4uuvaRDz1LqgrMxyYikudqwEdjc5iIaLL36Qc8+dxNSpMeTne08IjJzUQkM7n/S8xZWV1oTy4ouvqf28Zs0B3E3x4YojaFtvQlXHiI5WGboKC6GmppTjxzOprFSLxRcn2J9//pkrrriCkSMvY+HCFXblJSXOo9vq8fvv6n3SJOjf3zhTXEPDl6JgQ45ACHGpEOIZIcQa4AQwD2gNPAC442t3BJXcRkOS+ZoeGcBKKWWVlPIAsBtFGKwgpVwopRwspRyckODaJtoZN6CV1dSoNHRSqvgvGtwhBKCsisB7jqBFi/aEhkYSFRXP++9PcxDHqJRFi5yHtD5ZqKqyXlwlJY4Voe4uQA1BQUFUVrYgPz+EyEg8jplvC6MQ3x06KB+Ek7nQnBFEd4mAyWTcZ40jaNfA2UGioqCF2dL17runs2bNQUaaFTm+2Liio2MYNGgYqam97cpMJkvkUFcoL1eiYiHgtNOgdWvfRfr113wENwNZwENAeynlWVLKR6SUn0kp3dkuNwKpQoiuQogw4DrsPZRXoLgBhBAJKFGRMa+HezoCo8Vnm3NYa6u6Wp1iCwrcO8kuXrzePHlMJCe7ru8MQUFBvP12KRMmLCAnxzEvm5XlIgPJSUBlpbKo0LOtVVX2bKyUzgmBXvR1991dahP4aJEyu3e31tfUBWlp45g4cSEJCckIYYn/1K7duNrfcrKgf1ZZWSnffruC339fX+c2bOGII1i37j0eeKAXy5e7F/jQFYSAyEhFCMLDoWPHjiQlJRMZqcROvhBlnHPOSD799FemTp1jV3bggH2MMCNs26b63727d0Yf3uLZZ0fz5psqLIq/ZSi7wpxzoIWU0moqCiH+5aphKWU1cBfwDbAT+FBKuV0I8aQQ4lJztW+AHCHEDuAHYKqrHMl1JQSuoj4WFFgWlTPs2gWrVqnsWW3bvlx7Sqor1q5dxsSJCbWetY5gFGDtZGHZsmV0796FLl2CSEvrwooVxtnXnCm7bNN7atY8Tz99Ia+++gpQfyGT09LG8fLLB3n77Uqeemo9aWnjfMJ66+diZmY6kydfzgMP3ATAunWrOf/8U3j4YcdWYxqMCEF1teJyhYA2OkY5K+sgmZm7KC31xLbDGBER6hmatZAGzdjCFxuXM67fXa4e4I8/1PvAgd73yRvk5BymoEAdBP3NakjD40KICinl9wBCiIeAEcDrrm6UUn4JfGlzbYbuswTuN7/qBUZstC03YAu92MhZ22+8ARBKRMQShg71IAqYA9iaOTpGFGPH1s/Jri5YtmwZEydOoqxM9fHIkUNMn67yBYwZY6+3OHFC/a4PPniU7Ox0cz4A5RFsZM2zffuP1NQoZbm3+gE9vv76Zd56awpRUS148828kx5ryHYuBgeHcN55l9C2baL5ezD79v1NfHwCe/YoIiiEmof6fAlG81Lz2m7d2toc+oIL7mLw4MuIjIytl98RHW35nJgIBQV5/N//zSIjoytwr082rvJylYJTDyndVxAfOQKffw7rzcyZrwnBffd9yt69Ubz6qv8SgktRCuOpwIVAL5QZqE/giiNwZNNeUeE6ybc7Nu9r1yplc0ICvPDCBKe+CO7AndwGsJBhw3ynKH700UdriYCGsrJS5s171I4QlJbCl186tuFXnx2LuGpqKoFutGmTz4ABXrJYOrRooTZck0kdWU82IbB9TpcuKbzxhkU62r//6axc+Rd5eR3IyVGbeZs2SneVkmKRybuyGLLVD0RGxpKUZC879wRCqNN/To4SC2kIC4PKyhCWLn2JkJBzgXt9whHcdttY1q37nrlzlzJihApyoEUOdQdLlyqxEKiE9F27Nkw/3UViYmqttaLfWQ0BSCmzzaKc71CRSK+S3sS0bWDYhoVYsWIZzz77KMeOWZ9OPUVVlQp/AHD11c4d0owQGmpN7Z3nNoCQkI5UV4/zqR9BukGG9MxM++vZ2cY2/B988KiTkNOdiYiAadNaeE1c9Rg8+FKWLCkiIkJ5vp1sByhXm1JUVDQhIX1r7fGPHVMclcmkPmuEwOiQ0pAWQ61aqTALOTlKJKRHTEwsM2b8H0VFvZk//+SfYE0myMw8Qk5OFpGRil2R0mLA4QpSWpTJTzwBqan+kQrWlw56zqyGioQQhUKIQmAvSpF7NaBd8wmckSDbmC4rVixj+vRJHDtmLZPWFJSeYPlytdElJUFq6gFyczOp9uAfE0KdPPRwJvsPD4+ie/dnAd857GRnQ4cOjvvo6HpxsTFxy8lJN4d5sHbZFCIKmM1113lvLWSLkJCwWiKgvqv3k+VHYPucyspKq8QueXn2Cde14vx8NZdzc41l3trGZ0sI3ntvGh988CjFxa79E/QbYMuWlu9t2ijxVJs29oQAYMKEexgxQlkNOYsj1RCorIT33/+R9euPMGjQUMB9Qw+w+BLFxTUsEYiIsP7e2km08Z07P+Cbb14A/IwQSCljpZRxuleElDJGu34yO2kLRz4CoP5cPaGYN89erKHPcuUutm2DFSssMXAee2wQd97ZkW++ecnpfdHRlsmQkKC8MbXJ0Lkz3HijvZkjQMuWrZk5cyGJib6JjQNqAyouhgcfnE1QkHXm7sjIKB580F5vUVrqPHNYWto4br55QS0xCAoKBRYixHXs3z+VzMxd9f479PA1R/D668+SkhLCSy89hcmk0k5+9dWL/Oc/tzq0GNu/X0XLdIRDhywRR3v1si5btepVVqywt6axRUiIdXC1Ll3UQSc0lNrcGklJxvmdfWX3Xlmp9Cvt2nUgPFwtME9MlrV0n8nJ3hMBWyKpH6sOHSxEumVLpf/SylNSLCK3Vq1g+/Zv+OWXtwA/Mx81Rx01hFBIqu8OuQOjE4itWMiR+AIsWa7cQXk5LFigCMwVV0Dv3tRujDExzhOKJCRYZI+aVUfHjuqP79ABxo4dZzZrVGaO7dol89BD77BlSzbXXTfOZ1YZ+fmWlIpjxoxj3ryltWWJiUnMmbPQTj+geRob2fBreQTOO+82Jk5cBEBMzD1IOQ74iZ9/nsfevRvq/bc8/PAAbrklnu3bfzypHIE+L7OG8vJSpJSEh0eya5fqx2+/fcKPPy7m+PF9dm0UFjrmgMvL4eWX1TPOOw9O0YUqklIybtw8rr76SaKjnetbWrZU2be0k394uJqXXbpYNkgjIrB//27WrfsKOPkbl6NcznmumZ9aHDJLJ701/QY1btrhLiJCcRigTKBbt1brXQhFUIOC1NgmJqq9QSPC7dvDJZdcwzXX3Af4n45grhAiCPgMpRvIQkUeTUFZDZ0HzEQ5hZ1UOOIIKivtZakdOnTmyBF7mbSW5cod7NihNsbOnRUhAFi0yL3jR6tWaiElJVlslKOiLJOldWs4//xx3H33OMLD1cZQXAwTJ17G+vU/kJj4DXDGSVtoJpNim20V7pdfPp4HH7wJk8nEggUf17LjemhE2J3MYcOHX8/w4dczf34IW7ZA27ZbqKlJpkMH18HXPMWJE/spLy8mI2MbwcHnACdHWeyI2Dz00NPce+9TbN9uqhUJXXjhFNLSxtO+vbUfZWlpIZ99Noe0tBvo1KlP7fWSEpg7V4mFOnSAG26wf07//iNp06aLyz5qoqBOnSyWQUI4F2FoWL78v7zyygfAP0+6aGjHjl08+eRDDBw4lDvvnE5BgWebp0YIunTxvi8tWqixy8lRG3xMjBrX4GDLq0cPy/i2bGnR/bRsqRT9cXFw9tkXkpAAH37oZ1ZDUsqrhRC9gXGokBKJqHRRO1EmobOllF7mAKsbHE08R/GBHnxwNg8/bJzX1h389Zd6HzzYM0enmBjLaSrJhm/STlv/z955h0dVpX/8c2YmlSSk0gIhQYrSkSLNgrCKgIILq2JcK2LvuCr4s61gXV0LFrCsShTWhiiKij2uKEhTqhESOoSQRvrM3N8fJyf3zsydySSZSYPv8+TJZObeOzfnnnPe/n2FkJNEHRcWJn92797J0aPFlJVJjv7GynIpKvLexu+LLzaTnNyVcHfHZzWM5/3002JOPPE0jhzZw7Ztmcyf/3eWLJnDhRfOZf36zzh8OIe0tNGsXfsOsIuqqhSmT59L9+5DA/4/TZ/+GFVV5QwefB7ffy/fa4yF5p0t1Oby2SmnTDM97pNPnmDZssf47LNnePNNWQBTVgYPPyxdG/HxcMcd+tzJydlAcXEeH374T3Jy1vPkk1uJjfUsN46J0Yut1IaUWA+G6n79BnPaaXl8/33jb1xZWVmsXLmMysoKbrhhdp0r2ZVrqL6CQCltYWHSvRMRIV1pRqvfqKxK1lsdRneUMVtJueOam0VANWV08+A3MMBdEFRUmG9g48enk5UF//nPTZSU5BMZGcsVVzxfp6whlWLWt69/x6elyYwPf/lKzAJxd9/9GNnZWaxdewp79jTeQjMbwy1bNjJx4kDato1n3brDXs9VFoHdbmft2k88PleBek3TqKoqY/v21YDcEY8c0VNMA82pdNZZ19e8bsz0UbPvKCvzP7Pl5JPPZdOmrznxxFMBubG88ILcxDp0gDlzXDfwjz9+gh9/lEkQKSn92bnzVwYN8uwdlZws109ubsMquM86awr9+k1h5MjGDRbb7dC37xBefPF9oqKkmV0bSaQRMqFBpsHWJznBZpPu4Q0bcOlR3rOnPp5RUebn+sKhQ/tZv34nMLJ5BYubM9wnnjemy4ICubGkpg4CIDn5JNONxhvtwZEjsm4gLEx35zidTi6/PIqrroozzRqKi4M+feqnZSmcccY5XH75TbSrjjQ1xsQwNlc3Yv36VWiaRkWF7+4qSohUVpYycOAErFZPHaOyshSr1YbNFo6mVXh8VlsQ32ptGA1AY3K5mI3lrbdeyZNPTnHJrCouzmPduk/ZvPlbl2O7dx/Ggw/+yPTpspfTsmWwZo10Mdx1l+f8SkrqSnJyb+64YylJSamm42+zyfGLj4du3Rr8LzZJB72qKkhKas/48X9l9OhxFBfX7Xkqt1CXLv4LQmOcRLl7O3XChVXAavU8ry748suPuOmm84FmaBE0VxjNrqIi72Z4YSHcdltPjhzZS0pKf4YPv8DjGG9NTIDqQKYMxqlJf/ToESoqpPprs7kOX0hIYBtaNObG5a0t59/+diUDBgzjiSdmc8opnRgzZiKPPrrQ5Zj338/g0UfncPhwDhaLFafTu4pYXu6dBKa2IH5kpAzwKXedP1i79hO+/voVunbtT2yspPkNdrDY4fCMY9ntsGbNlxw5sodLL/13zfs7d67l8ccn0rv3GfTufYbXa37xhfx9/fXSInDHhRfOrXF5eutPHB+vuyUCUa/hcFQAYY3qGnL/rrpYA0eO6G1Q6+IWSkqScyY3VxfAnTrVvwOiGTp1SmHw4GH8+utxQeA3lEVgt3vPFpDtJos5cEDm382Z8xUxMa5qVGZmBi++eJnHxqW005NOkoLAyE8eHh7FzJmvmG5oZm6e+uDbbz/jzTefJz//JmB8oyw0b7EBm81G794DCQsLrzZfZWaPpslNZenSDO69dybl5fICvoSAhArU1z2IHxkpNeLERKlxp6ZKSgFfGSNr137Cr79+RE7OOq69VgqCYI+n2fXz8+Gmm96mqCiXtm31nbxduzT69fsL3boNcTn+lVeuJT9/H9OmPUhSUl/y80Ow2epHhRATIxUmf4LA/sLpdDJyZAcgH4fDk+4hWKishE8++S+VlRWcccY55Of7Z3r/9BO8+qreUKkuHfBiYmRGUHGxpOKGhhMjumPMmAkMHTqBfv2aqSAQQnwAvAp8pmmalwz+xoXDIRfboUPepXJxMWiahb/+9f/Yt2+7qRBYuHCm143r8OFd/PKLfG0UBKGh4V5bSwZKEKxa9S3ffPMpkZEjaAxB4HDUriWnp19H585pjBgxhrIymSXRubOs1VBCoHZEYrXeR3S0naKi23A66xbEV77X1FRpiqsivexs7z2m+/Q5k6ysnxg5clRN3nZTCQLl7zeiQ4fuzJ4t1f09ezZTULCfvn3HsnnzN+zfv521az/mmmtWA0No1858AyooOEhkZFtCQz0D+WFh0qednx9Ydk2LxUJiYjy5uY0bLK6qgueff5ht237j/fd/pbLStyAoL5cCIDNT/j1woOw74B7A9QaLRW7+Qsh6jWBWIDcliZ8/cu0F4GLgj+r+BL1qOyHYUE2mfU3A997L4M47+/DBBw/zxx8/8frrN7Fs2eM1n9fG82OxpFBRAaee6n/rukAJgqFDT6Vfv8F0794TCP5Cc/dnL12awejRqaSliZqf22//O337nszYsZPYvVuayZrmvVbDHRZLMrAAh2Mrdvs9XHedJ010bYFiNb42m+uC7NpVFxLRbjxro0ZdwPLlG5g374Uat12wg8Xuz8vhqD3PXdM07rtvOHPnjuPIkb3ccMOimsK7ffvkBb1RSfznPzdy5ZXRrF7t2aBFbf7GquFAITMzCwCns/H4Gaqq4JxzpnLuuRcRHe27ECA3F+6/XwqBsDC46ir4xz/8EwJqrGJi9NdeEuYChqaIudR8d20HaJq2ElgphGgLTK9+vRtYCCzSNK3Rs15ry1JYujSDxx+fSUWF3Ojz8nbxxReS5viss24kPDzSJ8+PxRKJ0zmXXr3g6qtdP9u6NZP33nuAlJR+XHrp0y6fGVkaG4KxYycxduwkFiyAjRuDPzGM1oCi5XCvyD58+CCzZ8+kogK6dpUbdmEhtG+fUk3h4Q1dgWycTrBa7YSHP0Bycm9Gj06nTZs4FiyYgc0W6le2kJH8zAghZDD/6FHp/li3Tv+ftm7N4Pbb57Bv3y5iY1OAuVRVBZfEz8yPXVh4mMzMt0hM7MqwYX91+VzTNEpLC0lO7k1W1s/k5mbTq9coFi48QmhoBJ9+KvU1s9gAyICz0+mkfXtP6lZjZkugERIid0i7XXcVBhN2u4y93HLL/YD3qmuQe8STT8KuXXLc7rjDM43bF3r2lNcP5vgZsXnzBi64YDRQiKZZcDgaHoCuC/zydAkhEpCNamYA64BngJOBL4N2Z17gT4DmiSfm1AgBI4SwUFycy9693v3RQlhxOhcQEpLOzTd7BtW2bPmOTZu+4ocf3nI7z/tGVV80VnNwoyAwo+VQKCsr5b77dMmYmwt//7s5TYZEJBbL3Orsigxstu6UlPxJXt5uMjMziIiIoaBgPwcO/MH06cIlY8vjSpG+/bJhYboPXKXurlqVwaOPzmTv3hw0TSM/X7b+zMmpO9dUXeD+vIqL4dChP3nrrdtNqR/++c8xzJgRx/nn30tGhoNevUYBEB7eBovFUsMyGh9v7r/7v//7mjfeKKVz5z4enwVzIxNCfyaNocW6j2uRD8azr76SQiApSdZe1EUIhIbqlBAN7Tfi/3eGUlJyFJAD2di1GbUKAiHEh8APQCRwrqZp52matkTTtJuAemTMNgzeeIaM2L/fm7avsXZtV2bNgnbtzKkQ2rWbCcyhqsrC/fd7bkypqYPo2XMkJ588yeX9yMjAaUSVlZV8++1nbNu2pvrvwFzX+/fpr2tz9VRWllFUJOsJjhyBk0+WNBlWq5SYshgdbLauwALOOy+dyZMzsFpnUlHhSv6n8t4VfJEC1sXaUoJg8WIzoVZKVlbwSmM0zXNTPHpU0pGMH38zw4f/zeOc+PjOnHjiadhsoVgsFnJzs1m27DHWrl0O6HTTH354BQcPmjfwCwkJw+ImKSMjA5Md5A3/+c9zNWnAjSUIiouLyMn5kyNHSr1ulsXFOlPwJZfU3VJX7sWEhMArd96QltaTjRsLCQuTD6zZCQLgWU3Temua9oimafuNH2iaNsTbScGCPxZBu3bm2n7btilkVO8xW7akM3DgAqTrQhAZ2Q6How0HD76BzGgxZysdNGgCDz74I9dd9x9AaqI9ewaGt0Th0KH9XHHFBBYvfg4I7qRw58TxxjaqYLWGUFUlC8rVsxg9Or2m/+5tt73HnDkadns20dHpnHcefPLJbBwOT/K/r792TUNV75vVE9Ql/hIdLZ/LoUPmQq2iInitP814cEpKZFD4ssue4bzz7vI4Z/Dgc9E0Jz17jgQgO3s977xzN++9dx+PPz6J7dtlJDwsbB+vv36D3/cSbG02N/cAqnlhY2xcVVXw3XcrOOOM7syadanpMZWV8MwzUvj27QtD61GsXp+CsIbCarUSHR2Dzaa72xoT/giCOCHEX91+xgohgsCCXjv8EQTp6ebafkjIXKqqdI3xl1/SgWzASWrqDzgcTiSLho7aCp2io+X1ApmR0a5dR2y2EEJC5OMJ5iJztzZmzZrrUR+hQ+BwVPHAA6M9tPZLL/03EyfeTo8eI/j4Y/ne+PEQEmL3Wh/gLWPLeHxKiizQq2vq4wkn+BJqFjIyguMecl/A7oy4Zhgx4kIeeOAHSkoKeOKJc1m06A4mTryDkSOns27d51RUJCKERvv2IUyder/LuStWPMfs2YNZteqNmvcsFukKSU4O1H9ljgsvvIrISKkyN55rSCM5uSvx8Z6al90OTz0FmzZJIThjRv2sdPeEg8ZEUzWw90cQXAW8guQcSkcGie8CfhRCmFBe6RBCjBdCbBNCZAkh7jb5/HIhRK4QYn31z4zabqa2RVVVBUOHejYvj44+n9zcdGy2Q8ybJwtCAKKiZMTpzz97AOYlysaNaceONfz88/vs3/9H9fm13XHdERoayh9/VPKvf70OBHeRuaeNTpmSzq23PkhkpLSndQpqAcjBN7OU/vKX67jkkn9RUNCBjRulRn7WWbBq1RKv3+1Ob61gjN8kJsqFWddCvZgYKdQiIsxMCQczZ84MijBwX8CK16eg4CCHDu00jV0phIW1Ye3aTygsPEh6+hNMnHgHV175GWAjIQEeeOBLevQY7nLOrl0b2LlzLfHxJfTvL4XmkCFSEAQ72JiS0o3QULlzNZZFMGnShWRmZnPxxf/y+HzlSkn9EBMjKTjcO7f5A4slcEkfdcXtt19Kaancg5qjIAgBTtI0baqmaVOB3sgd4RSkQDCFEMIKzAfOqT5nejWJnTuWaJo2sPrnldpupjZBoNL0rFYbM2a8xJtvlvP009kUFIwEUrHb23PvvamMHZvBwIErOHp0EBbLT1RUCPRiJ1eojSkzM4P77x/Nv/89jbvu6k9mZkZQJ43y7zamRQBwww2zWb/+KB9/rJGRYScxsStKCOjnmVtKH30kf595phSS3q0pwdixM31SVtdHABgxZUo68+YtwGqyI5aWljJnTuBjBe7PSlVsL1/+JLfc0o3PP3/O67lRUXHcccdS7rvvR5xOEEIQHi7pUcrLN2LWGPDii5/gscd+4uyzpxAZKccs0MVOvtBY/E1Op+7CLC/3/L6SEnj/ffn66qvrFhwGOc9CQuScbapuZZ9//gFVVbKnbnMUBJ01TTto+PsQ0EXTtCOAr9sdBmRpmrZDk47ExQSg13FtgkB1c3rllWt49NFz+OijR3n11QwcjjtR1ayHD+ewZMlM2rdfTqdOXUhJUTz4E3CvkFQbkypAs9ulCl1VVc7ChTNZuTJ4GSiNLQhU/UC3bhZGjUplxQr5v3lLtT18OIfMzAz27/+DJ5+cwvz5z7NqlbzviRPxeS5oXHnlCx6Wm7GewF/iPl+YMiXdpSuYEd7acDYEZhlDAGFhUSQmdnWpKgY5n999F264Ab77DsLDJzNvXh8eeKCMyspKtm6VLHXh4QcRQrBx4xe88catNb0boqLiGDRoOO3bdwr4/1Ib8vPzKC+XfNqNWaRn1n/8o4+k9XXiiTB4cN2v36EDDBoUGGrq+uKJJ/5DfLz0gTa2IPCHYuJbIcQnQHUcnqnV77UBfDF9JAPGtkt7kFaEO6YKIU4DtgO3aZrm0apJCDETmAmQlOQ9mFleLidJZmZGDQXEl1++SFFRFWa+/19//ZjnnsumshIeeCCD7OzXPbSu00+/jNGj07npplTTXrz/+tcczj8/8Hnpw4cnc+hQf+CzoE0KTdO1LPf6gdxcnXPJe69hWLhwJqeeegm//voRQkgDccIE3afv7VxpZcj1w/+HAAAgAElEQVRAs7cagkAIAvDelyIlxf++FP7C+Kzsdigr0xBCMG3a/Uyb5urf1zR46y34TPZ34aWXpDaqaTaysmwsWZJFRUV/AIYPl7vbunWfsmLFM8TEJNG9u1xOjZXZ4o6SkqMcPVoFtA06f5Ma10suGcfBg3nceON7NXUTR4/CihXq8/pp9AkJ0pIKVFFofTBhwjQee0xm4zUW9byCPxbBDcDrwMDqnzeBGzRNK9E0bUwDv/9jIFXTtP7ImoQ3zA7SNG2BpmlDNE0bEh2d5NUqOHzYkzqisPAAmmZOWK58/6GhUFw8B7P2CmvWLKu+tv9N3AOB0tKSoGdkGK/70EO3eG3radZ1zHjMmjVLSUq6FU0bQUwMnHee/nltHcvMYLPJKlpv3bHqCrNYQWRkJHPn+t+Xwh+4k819//0P3HffCLZt+9H0+K+/lkLAaoWzz5a/5dyWkuHzz0/gxx/lBjVypJSsQ4eezwUXPMzAgeewd+9WXnnlWr79Nrh1Ed6QmNiOmBgZWW2sau2tWzeSlbXeZU799JP8vG9fmSRQV8TEBG6uNRTKi9lYfbUVfFoE1X7+ldUb/vt1vPZewEjO0Ln6vRporjv0K8Dj+IHKSs8Hp2nSLVQbdYQRsbEdyc5eT4cO3b1u9Pn5+wDvmm1t6Zb1xRtvfM6WLTHMmRN8QbB0aQb5+d6FpdLY58+/xPSYoqJcRox4mtxcOPdcV63Kn45lRoSGShM9kH5a1Vbz0UfncPDgLiyWFJ5/fi7p6YG15Nyf0yuvPE5W1s/89tvKmiIxhbIy2Y0K4JprJJXJuHHw7bcrWL58ArGxGygo6I8QcOONegOT3r1Pp3fv0wH44YdFfPXVy1iteVxySXCrpc0QHh5BYmIERUWNJwiWL1/Pd9/tp21bPWnxu+/k79NPr9+1G0IZH0jk5PxJSUlbILF5uYY0TXMIIZxCiLaaphXW8dqrgR5CiDSkALgIyVlUAyFER0NtwnnI7me1wkwQHDggpagv6ggjpEZh4Z57BnHKKdN8uDDkRn/hhXNZsGBGTQ49QHi4eRP3QGDQoFNqLJ9gTQqVjfTkk96DpipQPnp0OkuWzDEdo4SEFDZvlq8HDPC8hi/3jzvatg1OsG7KlHRGjEhn+HCIi9O44ILAf4n7c7r99nd4773nGD/+Jo9jP/5YVsb26AGjR8v3OneG00/vgsXyDzp0OMCGDf0ZNQqGDTP/vu7dh3HZZc8wenSa+QGNgMYKFqvrx8V1IiVFj4fs3g1//imVD2/j5A1JSVLxCJQLsqH45ZfvOXSoN5DYLF1DR4HfhBCvCiGeVT+1naRpmh24EfgcucH/V9O0TUKIh4QQynlwsxBikxBiA3AzksaiVrgvuMpK2UAmMzOjprDJHVFRCYSHSzM2IaELV1+9gNjY9gghaNu2Q60ujNGj0zntNL2IpWPHrjzyiGcT90Ai2DnF6rq+3FtGF463MRo69AYKCiA62lnnbA13BJMS4aKLZMHW0aOlflWo1xXG5ySzXKKYMuUewsNdc4w3boRPqpu4ufu0u3Tpw8UXP8aZZ57FbbeZb265udlkZmZgt1fx17/ezLhx5wb+n/ETqrL4yBEffA8NhMOhKy3udOnKGhgxou4ZZqmpklDSa9lMI6NPn0HEVTPiNSvXUDU+qP6pMzRN+xTZ39j43n2G1/cA99T1uu7Sctcu+O67jOpWiJ4r3GqNrNacXDdtMy3V6MKYNu2fnHCCvhJnzHiZSy75J23a/MHQoaM8zg0knn76AZYu3Qh8EHRB4C2YGhWV4DJG6rVq/RkWFsWMGS/x9tt/AmCz/YQQDRuX4JJ8yd3EbhdBaa/ontliFsv63/9ky0mHA8aOlVXpdcWnnz7NihXP8re/PcSgQZ78Qo2J/fuzgD5s3LiZc88dXuvx9YHaFDduXMPrr79G586nMmrUdJxOOZ5Qd7dQmzaNS+rmD3r3HkhamkyBb2yLwB/20TeEEBFAiqZp2xrhnmqFcZCOHJE+brMGMxJWLr20dopjcHVh/Oc/t/DSS9ICSEzsWuPXHjy4HdHRwS+q/uWX79i16xAQvIIytXHdeutc/vGPS12EaGioFJ7uMHPzvPHGSgA6dvSzIa8XtGkTXG6cl15azPjxYLVGBN0i2LRpG++88yqdO/fh9NMvA+RcffllKQQmToSLL/ZyoVrQu/cYvvvudVJS+jdZxpBCZGQYR4+CEMGLtqr1vnnzepYufZHTTy9n1KjpbN8uN82kJOjevW7XbMrqYV9otpXFQohzgfXAiuq/BwohlgX7xnxBDdL772dw+umJzJ9/iY/OWE7OOktuXF99tYDnnrvYtLm6EZmZGS48OKqSdvv2jEabQGlpPQkL2w1YyMlJDXgVrNOpZ7iccUY6V1+9kNjYjkDt/QGKiyFLUtGjaWC1jgPgyis9W4HWBcHmxulW3ajX4RABFwTuZHPbtm3nk0+e4Oef361574MP5KY2ZIh0CdW38GvIkMnccsu7DB8+xis1dWMhNVXuwCedNCho36EsgsGDR3LVVc8wcuRFgMwWAhg+vO5xpUBSwgQSQshJlJ/vpXdskOCPa+gBZHHYtwCapq0XQgSg9XX9UVEhG8/ce+9MnyX7AJGRelbPp58+zb59WxFCcPLJk7jqqjgcjioeemgVKSl9a45bsmQOVVWuzdorK0t58MHLeO21+3n99c9IS+sR2H/KgKVLM1i6dFHN/+Zw5DBzpszpD1Smi1HjOHoUxoy5kjFjrqz1vMpKePBB2LsXLrnkV044oRuFhXHExuq0HfWBzRb87A2lbRl9zoGCuwYXH38iF130CO3ayUDu3r3wzTdy87/oooZ9lxCC0047m169GreK2AyNESxWgqBbt96MGyfJCZxO+Lm6DnR4PTxSzdUi2L59NTCC337bAjQep6c/06jKJGOoSVtWlpTAY4+Z9xxwRSSTJ+vBzt69x9CxYy/S0mRxTmlpARUVJUREuM4Kb5lHTqeDnJw/SU8/k6VLg5e7bdYTINCUCO6CwF+8847c1AAWLcrmnXdkbKEhKZ9hYTIHPNhujp9//haQO1a5Z8lIg2Acz/JyaN++B5Mn382IERcCsGyZ3LzGjGk4GVyHDrKCtqmFABgFQQA7uRtQVaVbrsZA8ZYtqjGSnlrrLyIiguuCbAiiouQiqKoKznh6gz8WwSYhxMWAVQjRA5nd87/g3pZvOBz+pIlaadtW8uErXHXVCy5H/OMfy8nP30dcnOvK9FVJC7B//x5mz5YaejCyhrxl8QSSEkFtXE6nFKyzZw+hsrKUG298m9RUzw7p+/dLjXbFChlkcziqgClkZckJ+8MPg7jggs+Ija27ryItLfhtAIHqxh9VQGjANVhjlod7ZktlJaxeLV9Pcm1jUScIAd26SZ94c0Fh4QGgA8888y/+/vdZAb++8Tl9883nHDoUQvfup7B6tST5OuWUuisg/vYrbgr07j2Q3buhb9968Gc3AP7oFDcBfYAK4B2gCLg1mDflD1R+vxkslkjgDU491fcmPWjQBM48c4YH7bKvSlqFsrJSn/n3DYG3IrVAUiIoQaBokrOz17F375YaLiUj1q6FO++khl76ggtgxAgbYMXptAHLsNvXExVVd99OWFjjdYEaMGBYjQYb6PS8sjLX17m5OWzdmkle3m42bJDvpaV5bzfpD046qXkIASF01t3QULmFFBbWwaysA4zP6ZFHrmXu3LEUFOxnwwb5Xl14heLjpeUZBGaRgEFZKs2ujkDTtFJN0+Zomja0muZhjmbGxdBIUAvO22YdFZVAmzYLgHSGuLnY7PZKcnI21hB2ecPo0ZLGOirKNwl+sOglZs2aS2ioaxZGoCkRlCBQbqGJE+9g+PAL6dTpJJfj9u+H+fOlFXbKKXDffZJComPHt4FUQCDE+QDcdlt3r60mvaExg52Jie2IipKaZCAFgd3u6hoqK4MffniLBx88lZUrX6pJcRw5sv7fYbU2bYDTaLGFhupUzQnVpFI33HBvUL7XuCH27n0aJ554GuXlnThwQN6DP9lCYWGycK9nz6ZpOlMXNFaBnsf31naAEKInMAu56muO1zTtzODdlnfs3y99sO60B7GxHUlPf4KUlHTuuksumh5u8dxvvnmV1167nvDwKObMWcnrr99EcvJJXH+9J8XR6NHpDBw4kQ0bXmTJkufIzd3vcUyw6CWUu+mJJ+ZUC5vAUiIYM1yUIEhP92T32LkTnn1WujqGDoWbb5Z+6czMDD75ZCaKyE+lnarsKjCv0XCHxdL4Gq5xoTmdgfGzl7nmFVBaCnFxHenRYwSxsT1qSOXqE9RUaEoyNJDBVbtd/oSHyx+LBcLCZDK+pgWnKsu4IV577Rs4HDrBXP/+tT8/5UprKmrpusLpLAfCmTfvfm6//cFG+15/nt67wEtILqAglOHUHbm5siJw9Oh0srJ+pqBgP9de+zrh4VF8UF36dvLJnpOkXbtuCCGw2cLIyvqFHTtWs3//Vrxw3dGjRyzjxt1DeLjm4QaKiAgevQRIYTBpUjo9esj/42+erW7rjaoqvdjJLFBst8OHH8LSpXKz7NIFrr1WH09ffE6KqM4fQdCpU+NXdVZUFAJt+f33jQwb1j8ggsAYE9A0KRjGjLmKMWOuYtUqaX307NmwrKimrhcID5fCqKhIvhZC3lMw897tdj1QXFGhM+WuXy9/D/QMZbmgfXtJXtiSEBEhfUN5eQU4HA7TXhrBgD/L0K5p2otBv5M64NAhuTkBXH65K9vFr7/K3+5uIYABA87m7bflzNq27Uf69z+b+HhzToTOnfXmFpMnp/PVVx+zefN6Kisr6NQphVmz5gaVXgL0ykenM7DpjsZAcUUF7Nr1O19++QJduw6gT59reOYZyMmRi338eJnuaOR2qi1Q7601JUhh4nRKEz3YrRTNUFJyGGhLZuZ3XHZZ/wYLIk1zzUAqL3etKN5WXYJpxsFUFzRF1yz1rEJC5FyMiJCCQM2FyEjdp/3GGwuYOfMCYgMY8DFaA0VFdux2Jw5HqE9eK4WwsOYdC/AGZWHNmvUIlkZMC/NnGXwshLge+BAZMAagujFNk0A1n3HH4cOwY4ecBP36+b5Gr16juOeeFaafGTep++67gcWLF1JVVUVyctdGEQAKPXuGAiVASEB92koQKJfG2rUfs3Lli0REjCIk5BqKiqQmde21MkDpjtqyqoytJo0ID5fPJTc3eORytcFqXY7T+RRvvbWLb7/9F4880jCXW0WF68bvnjGkCu/c3ZR1RTAsAiHkWlGCLCREnxuhodIdlJenxweMLiF1T0oQbN68iYMHDwZUEBjn/KpVmdx88xhSU/9BVdVjpKV5pyMJC4NevZofhYQ/UIqJzRbZqOvDH5FzGXAnMmX01+qfNcG8qdpw8KD6/SdvvHELK1e+DMC338r3Tz65YS0OU1PlIlm6NIO3315AVfXq2Ls3h9mzZ/pdQ9BQgS57+srvDoYgUJtWfHwysbHDqaz8lKIi6Xt97DFzIQC+s6rcew3ExOibRWqqXJwdOjSNq2Pp0gzs9nuQneo0du/OaXDvYvfnooTr889fwlVXdWDnTgdC1I8n34hgxAgiI/UGQkJIV4r6nthYqRBZrboFIIRr6qUQ+mY7ZcqVtG8f2Mi/0SLIzz+KxWKlslJqeL16mZ8TESEzgxorphJo12ZjdCU0gz9ZQ2kmP01aWawsgo0bv2DFimfJyJiFwyHz3EH2y/WGG29M4eKLrVx1VSzTpwuuv74Tv/6qbwTt2+uZBU8+OQeHw9UnU5e00ehofUK6LyJ/sGbNQdq0kTtmILMI1LXUpnXaaZcyfPhPOBwx9OsHs2b5zutXWVWqy5hqQu9OTdGmjSx86ttXWliNlSbqDU8+OQdNC2yhnrsgUMK1pCSf0tIUHA4rnTo1bGMKCwvchhMXp19LCemoKPnaZpMplqGh8n6FkFq3cS4YXYRC6ApXt24DiI4OLGOgcc736zeJRYuqaN9+OuA9W6hbt8AXi7mPvfH6cXGBbWqjrv3ZZx/xnaJWbQR4nV5CiH9omvZ49eu/aZr2ruGzeZqmzW6MGzTDIcnFRnR0EvHxySQkpLBhgyT16tABevc2Py80FIqKDqJpTkpLZbF0fv5+nn9+JjNmwJlnprv4Fb2lh/pKG7XZpD9fCLm47Ha5OajFVlSE38yX0dExAe9YZMwYUptWaaluTaWn+7eQausxEBpKDQVCWJge02lKBKNQz71CWY3pbbe9z2efOVi8uO6EaO4IlPVksejduI4c0Tew2FjderXZpDKkEB3t24XnnoUVKHeMw6Gvk4oKNf8FO3bILzCzsJKSgkMdERsrn2tpqRyzxETYt09vbalp8v4sFvn9hdU8DEZXm78wutrWrWvD6fXttlNH+LIIjIwo7lTR44NwL34jN1cO/vDh05g/fw8PPfQ/VkoCTMaM8e6SSUnBVGspLy/l3Xfn0L2760T2lh7qK220fXs5WSIjdbM6MlJOJmMhTkSE9wVmfD/QWRl2u+7TVhbBxx8fobxcCtCuXQPzPd27N8w9FwwEulDPSH8A8rUSDKGh4ezeLSO8DXULNSRQbLHojVfUph4e7ppNY7O5rhnjGqjNT62e8aZNG1ityqcDAKPiU1Td6uDIEbnJtmnjKqxA3n8glQ0lJNVmr+IRbdvKzTo6Wh/PNm30cW7bVh/LhAT92Vks/lGsK0EwatQkzjzzL4H7h2qBL0EgvLw2+7vRYLHoTeoVVq+GdevkIHoToNHRUpLn5x82/fzQoV0e2oRZr1tfaaM2m7yHdu1cH3pSkr64oqOlEGjXznWBG90mio559uxryc+XxD6BsgiUQHE45DWdTli2TDIdhoa+HJDv6Ny5ebI7zpo1F8morqMhhXre3EIKf8o2DXW2CJKTdc3WatX9+PVBZKR8FvHxrs8kUK4mtXF9881ylixZHJiL4mppFRXBJ588yZNPyud0wgmeAkp1GwsErFYpaGw2OX7Kqo2JcY2hqGckhHxGUVG6VaAC60YBEhurj5c3d5J6Lmlp/TnxRC+ujXrAW593BV+CQPPy2uzvRoMaqNxcKCo6zP79xSysZoy++GLvUldpurGx5n3pzLTFKVPSmTdvAcnJXRFCkJzclXnzvHclU75Uq9V1Urpr+O3be1oHbdu6+m4jIiA7e3tNB6hAxQjcM4b27AGnswuwl549G54IlphIg7uUBQtTpqTTo8dCoCsgn+cLLyyod9aQt0AxwMKFszlwAEJCtFrTGGNiZE58t26y3qBLFxlbiYuTVlpD4gtqjsXEBCeLRs3Z1NT+9O8fOCpqoyAoLoYdO34lO1t+mZlg7dgxYF9do+EnJLi6mowtLS0W1/E0KnUxMXo8MDRUCoCYGD1OGB4uXdjG+KF6TsZgcW2bd11QG8miL71ggBCiCKn9R1S/pvpvvyjChBDjgWcAK/CKpmmPejluKvAeMFTTNJ8ZSTab3BQPHYKFC88mJ+cB4Fz69oWzzjI/R2VALF2aQUFBvsfnISGhXrX8KVPS/U4XrasvNzxc/j8qlTI6WmqVKlh3zTV3sXlzDIWFwRMEy5dnAHOAXXz1VReSklL87i/sjuhouZk1Z3TunM727enMnSsVh/pUNpeV6ZapEUaL4Oef5TxLS6vAavW+XGJj5eZvsbgGZa1W75kx/sJmCz6Zn9q4hg2b1GB6bQWnU5/vlZVynM8//1727GnP7t2erja1uQYKaoOub2zGanUVEkZrPzJSdwur2ENMjFw7R4/q45mTk8PHH29k2rTAtCGtTRB4tQg0TbNqmhajaVq0pmm26tfq71rDiUIIKzAfOAfoDUwXQnjYOkKIaOAWwDcBUDXUQOXmQnHxecC52GwlLpWv7lA1ATJrxJNBu02b6IDUBtRnMsbH6+epgDJI03HMmLOJj5flqO7+6PrCmDqamZlBZuZMVDplXt4uFi6cWWe+IIUuXYJLjWyzNZwrxp3LpT6xl7w8SXXifm6JoZdI164yrDZokHc1XAhJRBeIMXN3xVmtjcO5b4xhBarZj7tbCCA5uQ+5uXItuCsbgeCrCg+XCpjVGnzhqTwEoaFyPitvgFIMAVat+oo777wlYN9Zb0EQAAwDsjRN26FpWiWwGJhsctw/gccAv4js1ECtWwclJfcDMHNmmFc/atu2+oLwljVSWFh/l0hoqJ6GVx/T22j2W626ielewm8st28IjIJgyZI5OJ2ujm1FEVFXKB9qMBEergfd6wNjGuY//3klOTl/1lkQKL4dMygry+mEPXukP2jwYO86U7t2gUk9DAmRCkVSkvzdpYv8CW7/ZwnlAi0rq2L37j0Buaa7WwhkD4zycul6NGrYYWGB+T/j4qR7qSHxmPogMVFXBKKj9fmZmJjK2LFnB+Q7Kitrz1QMpiBIBnYb/t5T/V4NhBAnA100TVvu70WVRbB1q/TRjhwJp57q3cNl7JpVnyyg2hAZKRdfMFg0d+/exsGDMuJYXu5/2qk3OByuTT68UUX4oojwhsYgj1MaU1SU7mf1J+gphFxwiYn6xuV0Cnbt2lFnQeBNs6qq0oVsdrbUZBMSvMdLrNbAUWwoYdKmTfBiAd6g1uOKFW9yyimBCW4ax1hxYX344ZcAdOvmuggCwSUUHi7HUIimJfczUnb0738mTz0VGGYfd1JEMzRZjyMhhAV4CrjDj2NnCiHWCCHWVFYeQQi5Afz1r3DNNd7PCwlx1VLrmgXkD5QfMRiLb+fOPygqkmXUZWUN5xtSG1VlpXwdFWUuAL1RRCgoagIjgt1mEnSTPS5OCgF/hYHK6BBCX2jjx9/MoEEjAiYIjPGBtWvlZpWcnG1qvYSEyCBwoLJcGqOpjzeosbdaI2jbNramCr++cDh0t51qmuR0Ovnppx2Ap1uoIQqISvFuDMvJHxjXVbBcbd4QTEGwFzBm9naufk8hGugLfCuEyAaGA8uEEB50cZqmLajuhTAkNjaehx6Cp56Cr7/uxI03JrF37xbTG0hIcHUj1DULqDYYy++Dgd69+xAWJneLioqGCwJjIVlmZgZlZZ7Uo+4UEe4QQgYxjfUGMTHB34xsNn3TMfrUbTZp0itGTHeNrm1bPa5gFATJyQOIioryII2rDd6ONbK4rl8vV/D27f/ncZwQstI6kCRywZyDtUHPe7+YVat2EdLAsl6j9qrG1Om0ExMjW7v17KlrXKoKuj5QFOhdujQ9s6sResxFIz+/gPIG9lT1d34HUxCsBnoIIdKEEKHIArVl6kNN0wo1TUvUNC1V07RUYBVwXm1ZQyDTx5KSoKBgP8XFh73y3phpqVOmpJOZmc2OHU4yM7MbFCQO9gTq1i2NAQOkXAyEIFDK2tKlGSxcOBOHI8/l86ioBBeKCCPi4mS2Rr9+0kcbH69nP9S1Z2x94GuzU/xFXbpIV4F6Ljabqz/ZKAgqKuQ4jB6dSmSkhdTU1Fo5h3zFBwoK9GNUmuPQoZ6cIoGKCyhYrU3bf9cYLG6o6xJcLSsVH3A6Qzl6NNljrjXEClUUGs0N6llu2bKWbt3iWKkqZesJd1JEbwiaINA0zQ7cCHwObAH+q2naJiHEQ0KI8wLxHTNmvMzUqQ949BwGqSEGuxtRsAWBcoFBBvfem0pSkn8bljcoQfDii+b9BMLDo0yFQFKSTHFMSnLVuDt1kj7wYI5DTIzUnv35DmUpqM3fPbBsFAQffngFd955BXv35qBpGjk5tRPQedOsKiv1TWv3bnA4BB06wPXXP+txrDFmFQg0pTUAukauKtYboqyoXg4KyiLIzpZuks6dXWt1GsJd1RS03v5AzU+LJZyoqGhK3asU6wh/DYqgtgXRNO1T4FO39+7zcuwZdb3+2LEzvX4WLJ+1MiktluBTKAgB+/a9AtxCQYGcEGrDAupcCKUEQW6uf0HiyEgZ0PSWSRHsuIDFIi2RumpuKpPEXREwkqSVlHyIYnZVUAR0ZuPqdOpavzuM72dny99mVlJSUuA37qZ2a6jx3L07i4kT/8aDDz7ItGn10/PKyly1VyUItmwpAyLo2lV27wJpkdY37da9ZqM5QY1nx469WbGiqMG0Gf4EiqEJg8XBRjCyWCwWnUJZZRkEE0JAdvZsVEtIhfowZiptzen0HgxW70dGyjhA//6+0+mECO4Y1EZ45gvemF514V1o+rk3ArojR7xru/mGGkUlCDp1KsNudxU07vw4DUFoqJyLjVEr4Auq2ra0NITNm9ezc2d2va9lVH4rKnTFZd06STe8e/frNZ/XN81T1Vc0R7cQ6BaBwyFwOBpWXWwszKsNLVYQZGWt5pFHxrNo0Z0enymGxUAhLEya9F26NC6R2jvvZADmXXjqypiptK2yMtlPwGJxjauoIHF0NPTpU3fK7EDCmFcdaKjnFxFhzq5nRkBXXm7e0hOkX9zMInj//fN49FGdmzGQrsqYGD1A3tRQws1i6ch7763h73/3bqX7gqa5CgJVSCZrMmSOaJcu8k1VjV8XhIfra7gp53ZtCKSrzb1bni+0WEHw6adPsXHj5yxf/iQ33ZTqUg0b6D6lMTHyATWmFpGRkcG113pfVHVlzFQbWWmppJCOiVmA4txRfQT+8pf0Ju/sFB4uWWKTk4PTz1gttB495hIW5plK/PDDc9E018CnkeDQHcXF+mJzOmWLT4CwsD+IiNAlWSDcaHFx0k8eH998NFq11kpKQunZczA2W/2kk0wT1f8+Ul3jmZMDJSXhxMfD9dffBfjf3U4I6Rno3FlaT82NDdcMyiKorLRz2WXjGTnylHpfqy4JR43cOrzhEEKmPq5e/WHNe4cP57Bwodw0Tz893YUcqqGwWpumyGTOnDleA0V1Zcx0OHRfYWmpfF1YmI7Vms7rr7t2EGvsZvLuUFZAsDJhlEuhtPQURo/+G1u3fsu+fbtq+lCPG5fOnj16WqrD4ckqaoTRGti/X7o04uNh/vxsl+Ma6qpsTvnuRqjivqdQHxwAACAASURBVPJySRGdlAQbNmzg7rvvZurUqcyYMcOv6xgtLqdT5/Rft07+HjRI3/z9rWA30kC3FKh5r2lWfvnlOyoqyiksLKRtHR++pnm3Ys3Q4iwCi0VSI9jtrtSPihqhXbvA8t00lT/Rl+tnwYK6MWaWlOhaa2mp1LI0DWy2bbz++tWAXFxNvdE0htBV1bxZWfv56qs3SEnpxqOPvspbb33JlCnpNRXcFRVS2z961Ld5XWgINXgLFEdHN9xV2RzcQGYwdt5bvPgDrr/+7yxYsIAVK1bwv//9z69rVFV50koo62D9evl74ED9c39chjExwc8aDAaU4CovFzz//HJ+/TWL6Hr4SI8edbWwagsat0hB4IsaIZBUD2FhTReM8+b6iYiIrHO2kJEMrawMdsgiTSoqvuN//3u7+vvqdZsBhar+DSZ0ygcZI/jpp2+4664ruftuT801P9+3W6iy0nWBKUGQmup6XCAEbEsQBJmZa/jww0V0796Dt99+m3HjxrF4ce09Ctw1VxV8LyqCrCwQooqMjJPZuPHLmh4B3qB6CQTSK9CYUK62wkIYPPhMunQ5AUs9NFsVY1HIyzM/TqFFCoLERPNdKykpJWBB4vh46RpoKn/53LlziXSb8eHhkTz55II6Xcfp1Hnz7Xa5eSlB0KFDEYMGTSQysmm1J5UT3hgWSadOcvOyWFI44wydn8Rq8qCdTt/BOvfFpsa1rOxbHnzwdL76Sj6rQCgTLUEQ9O07lYcffpFJk6YwefJkrrzySi6++GIOqd6yJjBzYShB8Ntv8vPExGzs9jw0zVnrWCYmNn1KbUOgmtpUVUlhUJ9gcVmZKzOuprlmtpmhRQoCMwqE0NBIbr21/pxBRqhGEk2J9PR0FixYQFycDOiGhXXlnnsWMHly3awBo8mtfN07d8rfN900i1tu+W+T/6/t27v2zQ0mwsMhIiIDpzOVb79dQPv2XXn66UW8/fbXdb6W0S3kdOrjarGsY+vW72ss14YK2aauHvYFoyCIixtMevq1tG+fSmRkJOeffz4XXHABxT7MqrIy18B8SYmuuHz++XYA+vSpRAgLqamDfAqCqKiWLQTAtbXotm25PPLIvcyeXbf28O4KSnFx7XTrLS5YbLHIrJdFi2ZRWHgAmfWSwjXXzGX69Ib3FIiKaljFYiCRnp5OmzbpnH++9G2ffrpeC+Dvpml0XZSVSWGwb58MhqpilaaMDURHN242xwcfZFBWNhNVm3HwYA6zZ8tEA3/pRrZtk/dsFAT798vxjY+H8eOnMWjQIOLjOxMR0XCrsrlaAyAFgdq4cnPhs8/eZ/v2jcyYcQHvvPNOree7y4jD1Z1kNQ127pQSpkePo1xzjZSy3gSBcQNtyVDjuW8f5OYKnntuLnFxccydOxfhh9+0qsozHnDED5b9FicIQEr9l17aX/N327aytV9tUF3AoqLkIi4tldpMSIj0oSlK6eYExba4d28Vf/lLW9q0iSQn57DfWry7RaD82ElJxaxe/SknnDCMoUMbgSzIBFZr4+d0z5s3B01zTQMqKyvlySfn+CUIKivNzWzlFurWDRISupCQIKVsIFxuzTnzxSgI8vLgtdf+zZo1mXTuHE+fPn18nmu3u25amqYLgn37wG5PIizsKAMGyMCOxeJ9PI1N41syVP9jgMrKBG699QEGD+6F0+k0dV+6w90aADlfazu1RQqCyEh9AoWGQo8e/gUZ4+J0l09SkqtmnZzcfHKzjUhKkoKvrCwEaENR0RGOHvXPdeVwuJqExkBxcfHnPPfcRQwbdh6TJ38UlHsHOb4qe8Fmk/ddUCDHun37xl+8e/eaJxrs3Zvj1/nefK1GQWBEfeIDYWF6K0x3fqfmBqMgKCiA3r2HsG/fLiZMmA6Aw+Fgy5YtdO3alaysLJYuXcrgwYM577zzOHIEfvjhSzp16sIJJ5xIYaE+X3//Xf4ePDiKhAS5+3vL4LNam96VGygYBUFuruCuu+6nXTv/rEqn0zPeolxttc2hFilDw8L0vKju3f3LfVedxIwwbkLNUQiAvEfVmPv8899k8eLvqaz0r3TcrKeu8mO3bbuHkJBwUlNP8DwxALBYpIutc2cZwLPZ5MavqmI7dmyaAp/kZO/pUUf9SLz2Jgj+lP2DOOEEWLPmIz755F/s27fNb4tAEQy2bSuLn9q3l5lczVkIgKsgKCyEW255mh9/zCEysh12O0yaNIl+/fpx9913c/LJJ/PQQw/x/vvvU1wMJSUad999FePGncTvv6+tsQZAFwR9++rvedvsG9K1rrnB3dUG/vMF5eV5pjr74xaCFioIPvjgX0yfbuHOO3v4pQmoDlUtEULojJUdOpxDnz6jAN9pjQrGtNGSEmmKK831hhtu5c03y5g9+6mA32/btlIAqABwVJT8WwU8Q0KarnDt//5vLiEhrrurzRbK1VffQ3gtzniHwzUukJmZwU03pTJ9uoU//kgFMujWDX744S0yMmaxd+9vfgUv27SR8ZrOnV1J9lrC5mbUYJW7FeSGlJcH/fv3JzU1lS+++KLmnAsuuJgjR6Ck5CgjRpxJr1796N59YE2Ko8MBmzbJHS0xcXvNeWaxrED0sW5OMO5VeXlQVFTEhx8uY/Hi//o8r6TEdb0rtGpBsH//dkAD/Mutio1tGeXlZhBCb4N54ICuHRiLxMxQUeFaEbt/v/z7wAHXQHEgF1FkpL6ZNVd/7QUXpDN9uiu9xjXXvMbFF8/DVot0KizUxzwzU/Z0OHw4BzkXc4CZrF+fweDB5zFhwm307Nmr1s08Olpns22JMAqCoiJXK7SsDO65Zx47d+5kzZo1fPnll/z++2YGDjwbTYOoqGiefPI//PWvl3Ljjek1jZL+/BPKygTwB0uW/B1w7edtRExMyxCY/sI4ngUFsGNHNldfPZl77rnH6zlVVeZ1AuXlrZx99JFHXmblyq28/PKHtR4bHt70FbMNgRB6NWxm5s9Mnz6IH3/8ytQfaITRhVFRIYNwyi3UtauuSdUnoyUszLNSNiREbmhNyVPkD4SASZPSgWwiIpw891w2o0enc/Cgb26WqiqdRwhkdbtnTwdZ3X7aaZfy978/xZAh/Xzei6LZbslQCRghIXL83F1nBQVW9u4Fu70tQ4eOIzHxJI9Uxg8+eJOvvlrMnj2bAPjpJ/l+QsIGevQYDphv+IpJtDVB0dyDFAQdO57EaaedzYQJ03Ca9K50OuHQIfO2lrUVkRnRIoPFFouFE07o5dex9aWrbS4wuoby8sLJzV3PmjWZjBo1luJi84VQVua6qR04IH8rQZCWBpdcEoqmOfn889/o3v0kn/cQGqrzvzudUrhWVsrMDnWPSUktQzNTrquwMD2ddvny+1i37lPOOecq7rzzOo9zNA3++EPPbwff1e3g3yYfHd1yLQEFWZwnx/TwYTnXNM11LsiURjtOp5OCgjw2blxDSEgobdpEcfLJI7joojvZv7+KxMRUHA5QzBS33z6Nbt2mAebxgeZMJ11fuFsEdnsIb7yxApDz1WgVOZ0yjmBWI6AEhL9okYLAX4SHN99CHH9htAiE6MWwYZMZOvRUQG7GFRWe2rlRK9M0Peik4gNpaU5WrpSzp127jqbfa7XKbKXISPOAZWionJSlpVIItBTXm9q4EhNh7165ef3668fk5Kxn1apkDhy4jtBQ+f8ot9nBg55peYmJKdVuIVckJKSwb9824uMt2O1dCfUyMGrzbOlQPSliYuRYFhTIOWkMt5x5Zi927tzO5ZffTGRkFC+8MK/msyuvvI1Jk56qSf9ev16OdadOrpxN7kJVWSKtDe6uNqPfPy9PzsuQELnu8vK8twc9cMBVcakNQRUEQojxwDOAFXhF07RH3T6/FrgBcABHgZmapm2u7bpnn90Xu93B/PnvcuKJfb0e1xomitow2rSRdLxXXbWUYcP0zw8elBu2Kk0/etQ1o6i4WC9TN1oEzz2XTWxsDjExrtVzSrv3J1slLk7/3pYCtXElJEhBcPCgbLweG9uRU06ZWlNnERoKAwbAsmUZzJs3h8OHd5GYmFJT1V5a6tnYRvV0ePTR8eTmZvP119tJS+vhcZzKoGrp1gC4WgQg4yiHDxs5nSA9/Voefvh2+vQZRGxsAqNGjSU/P4+CgjymTr3DRcj++KP8PWKEHbltCNq08ZxjkZHN3w1ZHwghFbuoKLmWDx6EHj00Dh3az+HDB7FaBwG+K4WrquTc1jStpgjt5Zd9f2/QpqIQwgrMB84BegPThRC93Q57W9O0fpqmDQQeB2pNYSkoOML27ZvYsWMrl112FkuXmveYbSr66EBDLTTlHsrOlpNDwemUWsOBA1JDcPfRqr/lMRlAKrNn23joodM5fHi3x/clJPg/bjZbyxICoI+nyvffuhXi4jqxd+9mXnzx8preFpWV8NprGdxzjx4QPnw4h5deuoKXX76S0lLXvpVhYQlcffUCRo9O59xz/4HFYvEQsur7O3Zs+ZaqEUaK7MJCmZhg3KiuuOIWvv56O1OnXsa4ceeyaNFKli9fx3ff7cBuT0bTNH77bSUfffQiq1fLaPyWLddyxRVRbNz4pWnGX2upG3CHUlTUeB44AFu2bGD48GRuvnk6VVXmQsBut/P223K337tXWgpPPz2VnTvXsWMHfPqp5zlGBFMnGQZkaZq2Q9O0SmAxMNl4gKZpRoO7DTL9wif27NHN8UOH9jN79kxTYdBasgnUxnVCdbr/Z5/9yJIli0yDQ8XFnqaiEgQff5wBzERmt2jk5uZ4jF1Lpe6tC9RCU0WvP//smv1z+HAO8+dfwuWXR/HII5dSUeEaEHY4qrDbPYs42rSJYvRoWZl8/vnX8f77P5GQ4NmEoL4B+uYMm01Pedy3T87B/XrhPxaLhbS0Hh4UCYWFtprMtueem87ixdupqBD07g12+xYqKkqJjGzrEecLDQ187+fmArXeFc1Nfj506XISCQnt6NixMw4vvqBnn32I++67gdzcAg4ehOzs9eze/RtfffUSX/tBoxVMQZAMGFXOPdXvuUAIcYMQ4k+kRXBzbRfVNNcdUNEDGGGxtA63EOgblxIE69fnsmjRXTV+f18oL9eDxl9+OQf33sfGsQsJafkZLP5ALbSePRW1iFn2D1RUlHjMNV/Iz9+FVp1bGhUFAwcOMz2utcxLIyIiZHU/yKA6SE3WVxbW0aN6EZ4QgqFDpxEefi8A55wDDzyQyauvFjJgwCCP+FNrsPS9Qa13JQgKC8HpDGP16gMsWrTSlGZC0zR2796Jpmn88sv26mC9hfLyEqKiuta423yhyb2UmqbN1zTtBOAu4F6zY4QQM4UQa4QQa8w+37fPNYMjJqZ1+F/B3SLIAG4iP38f556b6tUtpmAsJiktNc9yUWOXmNg6LKjaoMYzNBR69QKoW+9nb9A0jeuu68gXX8z3alWFh7ecoHpdEB6u07zs2CFjVE4nbN9untZYXi6J+4yf9e//IuXlCbRvDyefLIVDZGQMHTp4+tBaOsNobTC62goKZMzFaE3l5PxJWZmuvAgheOqpN3nnnTUkJEgFJCWlH/Pn76Zdu9mUl0Nvd6e8G4K5Xe4Fuhj+7lz9njcsBqaYfaBp2gJN04ZomjbE7PNOnXTaAIuldfkPlYaQlaVcO3sAyM3N4Z57zN1iIAPErua5ObVC27bxpnUBrRVGYSfdQ4HryFNYeJDFi2fz7bfmz6Q1WgOgU1F37izdQiopobRUav3GzJeKCtiyxZMv/+OP5evx412VOHcrVQnx1gzVnwOkIMjN1TOAfv99Lddccz79+sWwfPm7NeeUlwsslkE1fwshsFisfPWVtFJHjPBdVBBMQbAa6CGESBNChAIXAcuMBwghjCkVE4E/6volERGRzJql9yFoTdYA6ILgv//1dO2Ul3u6xRR27YJvvtEpEJzOo8gsDFeUlBTzySe+LYvWBItFnx+Sx2Yu0DBfg8yLkCgrK+K++zwFtMXSel0aQkiroGdP+fd2nRWCvDzZYGb1ati0CTZv9kxrXLNGCoyYGI34+C/ZuvUH5s79Cx9+ONuDiiQ8vPVbrlarziagOtaqLKBly97BarXy9tvfMGHCNLKytrBp02a2bNE8mthkZ8OOHQIo4Ouvz/X5nUHbMjVNswM3Ap8DW4D/apq2SQjxkBDivOrDbhRCbBJCrAduBy6r7boREW2wWq0IIUhO7sq8eQtq6INbmzUA+sblrYDJ3S0GMv/4gw/cKRDykFm6rqiqquThh82FSWuEELpG2a0bREWlAwuIiKhf5aEQVjTNdVzN4lZt2rTeDUylPJoJAgWHQyYzuAsBhwOWLJGv4+Je4+mnz+LDDx/m999XsmvXOo/rtHa3EMixVDHBP//UC8fKywWzZz/B8uXrGDbsVIQQPPvsPCZN6sPy5S95XEcFia3Wd5g+/W6f3xnUOgJN0z4FPnV77z7D61vqes2ePU9k6VLTUEGrqNR0hxAy+OitgEnTNAYMSOS++55h6tR07HY5ecwpEMyxe3dg/OQtAULomrnFIgOT776bTseO6dXak7fzPDd8CEUmxHnCXUC3VrcQ6BZBr+pi/+3bPauLveH776W2264djBnj5Pvvh3DaaZdz5plXM2RIO4/jjwVBoOpM4uNlnG//fllUum2btGJtNjm+kloikdjYDvTqNdrlGuXlkJkpXz/wwGX07+/bHG1x26a3jb41cZIbofyvF100l9BQ84dZVJTH3XdfyTvvZJCdrbiF/N/cU5pD5/pGghCum8mECdIfu2MHREd3NT0nMbEr11//BiEhutUQGZlAevprJCaan2OMW6lK5dYKJQjatZNrsKhIr2L3hbIy+G81qeYFF8DZZ1/N3LmrGTVqOn/5yzRGjTrN5fjQ0KZjrW1MqPHs3l3+nZUlf5eXy6ysXbvg8893csMNk9mzZysvvLCPLl1cC2t/+kmOb48e0L177T7JFicI1q37lVGjUlx8sDab9Km1tvxs0HnqJ05M5+qrF2Dm5wew2yt56qk5NZzuiYn+be4REZHMnRuYXs8tASrmooRBeDhMk3Q2OJ2ewlZVC48cmU509GFA4957NV599TCTJqVz4YWe57jHrVprbEBBuYaEgJEj5XsvvVR7z4ylS2UwtEcP/TwF5SM3orWPo4LF4ioI/jBETgsLZa1GaGg869d/xu+/r6S0tNAlqygvD1SX0LFj/fzOAN17o2Lfvt01xVCq01VrqtQ0Qj3fhASqC5a857YrwjOgmgrBdypQcnJXFixYQHp6w3s9txSo8TRuKmecIX2yJSXpnHDCAhITuyKEpKhW1cLffSfN9A4dXFPxRo+WAlqd4x63gtafkaU0WIALL5RV8Hv2wFtveT9n+3a92vXSS13dSGFh5jUtzbllZyDhzSIwIjKyLbfd9j7PPptDmzZ6BbvdDs8+K+Mx/frBqaf6950tUhCAHpBLSGi9QgD0BaIWhi9NPyFB/2zEiHQkY4e5BZGc3JXVq7O55JJjRwgouLuHrFa47jo5j7ZsSadLl2ymTHHyxBOSovrHH2HhQnnsxImevu/Ro9N57rlsfvjBSWZmtkfv42NBEKi0zvBwuPFGOaYrV8Ly5Z7H//wzPPyw3LTOOEPf8BQ6dfIc45CQ1r3OjVCCIC1Njuvu3eYEcoMHn0t8fCeX995/XwrZ+Hj5HPyNmbZYQQAyIHcsUCKA3sbwwgvnYrWar4jy8qO89tr1XH11IpdcIpB8fmEexyvXxbFiarvDGDBWSE6G6bLNLuvWwYcfwptvypaJ8+fL4NzUqTBunPfrmsWoQkJaXwKDO9QcVQIvLQ2uuUa+XrQIXntNpo8WFUkr4JlnZB3B2LEwY4brtUJCzLsJHktzVQmC8HDZQMrpdHUPecP27fDRR/L8m26qW8y0RYdejoUgp3ETiY+nhs9m4cJbqKx0LRI5ejSPL7980e0KpTidVqKiEigpOUKnTinMmjWXKVPSj4kMDDMIYe5mOOccmZWRnS0tgG++gVWrpBA491w9lmAG1ZLTHa3dGgBdEISH6y1UTz1VbvyLFsGXX8ofIy66CM47z1Pz79zZPNbX2hU+I4yutgEDZEOkJUukS9KbUpGXBy+8oM9VRevtL1qsIIiMPHaCnELIBxwXJ6s2R49OZ9iwdK64IhWn0zOl1B2a5iA8PIrlyw+jZKfV2rozWXxBBTdVox0junSRP4WFkJEhMy8GDJAbly94a5JyLAmCqChcOLAmTpSB4A0bJMur0mqvuQZGjfK8TkSEzDwye/9YcQuBHE+rVf7PkyfLNNCsLPjiC1l57Y7Nm6WVVVQkuw/+7W91/84WKQi6du3K3Llzj5kgpxIEoaFywykulq+dTv9TRPPydrmYiseqNQCuAWNv7T4nTJBpenl5/vlavRH2HUuCICFBWlPGXto9e+qFZna7zCTy5ubp2tVcmLaGBj51gZprERHShXbFFfCvf8HixXDSSXKcQI7lu+/KOIymyeDwzTebC83axrDFCYLBgwezZo15QVlrhXFxxMfr5re3IjMzJCSkuBQ1HRcEcnF4EwQWC1x/vf/XNGuJeizw4oBrHCsuzpXs0AibzXsdQGKizq9jRFhYy+t50VC4x1yGDJGuth9+gMcfh6uvlp6Bzz+XlqsQcP75MoZl5lYTwrVRkBlaeRirdcBdEKi/zXLYzWCzhXLddXNdJsmxLAiUxpXk2S6gXoiNNdfCjpUAp3F+mgV6a0NIiK7luuNYswbANeaiMGOGrNw+cgQee0wW4hUWynF78EFZkOetjqpDh9ot0xZnERyLcM+x7tZN0kiowPGSJXM4fDjHQIMgUD1+oqISuPbaZ7jiCte89taeyeILxoWmKmEbAm+bX2usdDeDcX7GxcmN3VcrRXekpZkLUpvt2BGmRqjxNM6f0FC4/XZ47jkZt+rcGUaMgP79fVN5WK16d0NfOC4IWgDcH3RSkt6eUs8immngFtIIDY3k6qsXcOqp6Qwc6HqNY9kaANexSEpqmCCwWKSV5o7W2nvADMbxFEJmrGzf7l/z9HbtzMcPWjc/ky+o8YyOlkqbGseYGJhTR35If9uiHsN6YcuBmfaekqJvNGYEc5WVpSxZMofERE+z8Lgg0F83tCAxMdH8+RxLm5j7/9+mjez1UFslcHQ0pKaaf6bIFo9FuFtY9UVIiBQE/uC4IGgBMDP9LBaZ5gjeCeby8nZ5mIUWy7GRyeILxvG0WLxvRv7AjBPHrGCtNcNsPoWGyrx3Mx+/1Srdm77y4ltjb2d/4a6o1Bdduvg/hsddQy0A3nyAiYmSotZb9lBSUoqH9n+sWwPgOZ4JCTIIl+e7iZMHYmLMN/xjoXmKEUq5cHcFWa0y3bGiQma65efLuo20NN9uM4vl2Oif7Q1G4RgdLceqNgI/I1SP87oE7o9bBC0A3jYV5Y+94grP7KGwsEj+8Q/PgrvjgsB8PFNT/fPpqzFv21aSHZrhWEt3BN//c1iY3JR69JCZL7WNc1zc8WQGI2pL/TTCYpHCt67ZW8fwcLccqJJzM59raChcf306d92lM2AmJXVl7twFTJ3qWXB3LLksvMFMEISEeJKfmaFTJ5kuetJJ3s32Y1HYBup/jog4tuIrZnCfn+3aSS6s2mCxSCWlPtlqx11DLQBRUVKr0jRpZrv3JgW48sp0JkyQHco6dTLXqMLDj21NS8GbhRUTIy2DPXvMxzgkpPZUvGOliMwd3ig76gKbrX51CK0NZn79Ll1kSu6hQ+bHt2/vf4aQGYK6LQghxgshtgkhsoQQHk0zhRC3CyE2CyE2CiG+EkJ4KSs5tqF8zhaLXCjeNrIOHaQZ6W2zPxY1VTP48t936ACDB3tqYKGhkiqhtuDbsTrGRqK0+p6flHTsBoiNsFrNA/Bpaa6ptjExMhZw8skyi7Ah2W9BswiEEFZgPvAXYA+wWgixTNO0zYbD1gFDNE0rFUJcBzwOXBise2oNCA+Xm9WhQ7Lxd11w3C0kUZvGrkryi4tljUFsrFxw/iy0YzE+oBAXJ9sp1scqSEg4ns1mRGSkZ/BdCBlnsdulshdIoRlMi2AYkKVp2g5NdvheDEw2HqBp2jeapqkE+FVAHcIixy7CwqQZWJfMlKioY4vB0Rf8cZEJIWMG3btLv6u/Y3csC9uQEOmiqKv7MTb22K0Z8AZv80gIOc6BtpyCKQiSgd2Gv/dUv+cNVwGfmX0ghJgphFgjhFiTa+S5PYZhs5mTdJkhJua479UIf/P8Q0PrNm5hYcddG2Fh0p/doYN/1lFsrP/z+FhCoDuy1TYvm0WwWAhxCTAEON3sc03TFgALqo/NFUL4R7lZOxKBwwG6VjBx/D4Dj5Zyr8fvM7A4lu/Taww2mIJgL9DF8Hfn6vdcIIQYB8wBTtc0rVZ2Ek3TAsQZCUKINZqmDQnU9YKF4/cZeLSUez1+n4HF8fs0RzBdQ6uBHkKINCFEKHARsMx4gBBiEPAycJ6maSaJUcdxHMdxHMcRbARNEGiaZgduBD4HtgD/1TRtkxDiISHEedWHPQFEAe8KIdYLIZZ5udxxHMdxHMdxBAlBjRFomvYp8Knbe/cZXo8L5vf7gQVN/P3+4vh9Bh4t5V6P32dgcfw+TSA0Y4PR4ziO4ziO4zjmcJxw4DiO4ziO4xhHqxYEQggv/JDND0KIFkG8K4RoAEN64+H4eAYWQoiAZesFEy1lzTe38WyVgkAIESWE+DfwmRDiZSHEX5v6nrxBCBEphJgPrBBC3FSdSYUQolk9m+oxfRpYLoR4WPx/e2cebVVVx/HP970HPALFAAcc6QkoqERmaeZyoajlVFrqWmlOoKamaEjZZI6RpVkmppaWoeVQ5LLBgVI0p6w0QF1R4YKWpSmKI4nC89cfe1/YXN7lPeDeM3B/n7Xuuuee4b3P/Z2z795nnz1Ie+Xt1BUez/oiqV3SVcDM2NBj77i+iPEsfJovajwLdTLrgaQtgBsIM7gfANxPTVGNdgAACupJREFUGMOoqEwCBgHHAu2E5rSY2TqM41hfJA0HbgM6gfHAQuDLuUrVxuNZX8YDmxA6e84HfiSpvWDxLFOaL2Q817uMAFgCXGtmZ5jZf4FbgVmSRufstRxJ7fG9DegN/MzM5prZJcDCWFLMvZSQsBj4gZlNjoMG3gE8J6kQY0N5POuLpHTkHwGPmNlLZvZj4BFgStyvKPOwFTrNlyGeRUkYa42k7SRdLakvgJm9BNyX7LIV0AH8PQe9lZA0QtJPgSsk7RL7WvQHPpTsdjJwtKQt8yolxJguL1GZ2bOsPA7Uu4DtzezfmcsleDzri6Rhkm4Frpd0oKTKeKCbJLt9HjhU0rZmZnn8eJUlzZclnlDyjEDSHoRbwpMIVQJIkpktTnbrDSzoyfAVjSRetNcAs4E5wGclTQC+CZwsaTCAmT0D3AicmJPngcAvgcmKc0hIajOzN5LdBpJ/IvN41pF4t/Rd4ElCmjoY+BowDThA0o4AMbO6nViVZRm3Py9Lmi9LPCuUOiMAXiLUuY0Ajpe0TReBfB/wNICkE3O8XdwWWGxm3zKzK4BrgUOBvsBVrNyB5B+E0VrzuF18HjiKENOzJfU3s2WSWhKXUcBT0e9ISSMydgSPZ70ZArwCfN3MbgcuJMwlMpyQ4X5FK1rk3AXUa+DHNaUsab4s8QRKnhGY2d8Icx7MA34HXACr1AWPAwZJmg4cSahPzBwzexIYKmnPuGoOcA/wBcKgewMlnSvpCOAE4M14XKYlBDP7CzA3xvQu4Oq4SYnLHsDGkm4j/MgtzdIxeno815E0UzSz/xBGAN43+XwVMCVmtIuB8yWdQLjrWpSFYxeehU3zqUOR49klZlb4F+HWecPks6qXgQ2AecC4qmPvJJS2DsvIdTCwaeoHtMTl04Ebk21jgOviMSOAY4AZwFF5eHYR0w0JpZoPJNv6EH50HwOOyMBzCLB71boixnMVzwLHc0LVutb4fhzwYLJ+I8KD1zHAuwnVGzdnGM8JNbYVJs0T5li5FOhd5Hh2+z3yFuhBoM8hDFp3M3BeXNdStU8l8GcCv4nLn4o/wmMzdP0qMBf4BXBx6haXhwHTgWPj50GEQfk2yzimXXnWiuk5wMy4/NH4fkiGrk8RStI7x89phlWIeHbnWZR4xv/9GDCpxvYW4F7gzGTdNGDHjGO5Ws+qeOaW5gkNEZ4EphIaKVSnoULEs0ffJW+B1QS5H2F00luATQklvFeBoXH7KiXYuPxy3O86oD0j13bgYkJuv3H0/R8wsHJBJPvuR6i/3Bk4ApgJbF0Ez6p905guA14HLgd6ZeTaEhPXnYRb588B/YoUzx541rpG84jnpfF/rvL/qtzeT2jffgjw6fiDPCrDeNb0XI1zpmmeFXekV9T6UWfFXUuu8ezxd8pboIsAbhTf24CxQFuy7YfA+BrHDSBkHHOAD2fpGpeHJMtjgZuAHWpcHKcA34sXRcNd19Qz2T44xvyvWXsm66YCk+OP5p5Fi2dPPIsQT2AkYV7wDQiFqvHAblX7V37gPg6cD/wB2KNonsm+mab5Ks8W4AlCYWqH6HEcSaGKFXctmcZzrb5b3gJJ0AbFxDQDmAgMS7aJ0CRsJjCmxvEtwOicXLeP69sIJdQFwLeBPxFuVysXRFqSbS2qZ3J8W0YJLPU8HRgZ1w8Dro/Lkwgl7jOBLSvXRY7x7LFnzvGcmHieR3gQ/TBwLqGlyjHJ9alGu9XDMzk+kzTfxXnfKa6fAnwnrv8MoWPglCSdtTTarV6vQrQakrQb4db6ReAiwgOYickuLYQL4226mO4SwhACZjanwaq1XE+NDsuAx4EOMzuLUAqYFP2xpEOTmXUW1TNxXGZmD2XsuWXiOQ94TVIrsB1wBrCrxY5XFlNbXM46nj32TBzziOcWhDsmCHcrFwD7mNn5hImjTk38jIxYF88KWaT5Gud9QtxcqZL8uZldA5wNbEbsMGYFGoajOwoxeT2hJcVlZnYzLB85clzsibfUzDoldcTlhQoDSvWu7F8Q13bgLTNbPuG0mf1W0mTCRb7APdfIsxehff1OhFv/pwn1xyZpuJn90z177LlPPO+vmtmFlR3N7NeSJhF+3LJux15mz33jtvsJvdh3jp5PxI6MpckAKmSeEcRegCuVPMxsrqRnkm1LCVVDac/AcUBfSdMIpa6zC+a6JD1G0khCCeJfwLPuucaeS4HZkh4EHjCzGZLeQ5j7uqHtwtdDz20r5z05dhThvC+gOOe9LJ4dcds8SVOBLyqMZ9VBuKue30jPRpBp1ZCkXmmgqzqKLE62DSWUrlIGAzsS2uXuamb3FdS1j6SjCa2d7jWz48zsbfdcO08zO8fMZsTl+Wb2DQvDRrjnWnhKapN0KKE59j1mdnzMzNxz7c77LEK11YPAr8zsIAudx0pFZhmBpNOA3yuMwX0whDrJtDdestwBPBrXfULSAMKwvUPNrOFzea6LK2EAsbsJdcRXuuc6n/vNGunWbJ6Eljb3Ax8s8nkvi6ekzc1skZlNN7PrGunZSBqeEUgaqFCd8xHgS4SHLsfG2+flD1QkjbYVD1dGASMk3QkcTngeMNfM3iyBa6uZvdBI1yby/CQZ1Lc2kedhhJYsi6qrYNxzrc/7skb5ZYo1vulVK2GkwEqb7w7gemLbdcJT9mnAA8DmwNbAa4RhZTPrwVomV/d0T/dsHs9MYtGA4LYROtZslazrnyy3EDqMDI+f9wVOrfobx2d0IZTC1T3d0z2bxzOPV70DvROhffrzwE019hkJ3FFjW+96+qwPru7pnu7ZPJ55ver9jOBFQlf/7QlDBO8HIKk1eQo/hDBHK5J2VZy0W5Ksga1WSuzqnu7pns3jmQt1zQjM7DngFjN7mVDXVpl1p5MwTATAe4Heki4hdM+uHJtZr8Yyubqne7pn83jmRd1bDdmKVijTgCWSJsb178Scd09gb2CRme1uZjPr7dBTyuLqnu7pns3jmQuNrHciNMt6NC6Pju8fI3lYU5RXWVzd0z3ds3k8M4tHBgG/C3iLMDLf4Ly/8Prg6p7u6Z7N45nFq2EdyhQm576I8CT+NDM7wJKBzopEWVzds764Z31xz/JS6UjRmD8u7U8Yx+atbnfOmbK4umd9cc/64p7lpKEZgeM4jlN8CjExjeM4jpMfnhE4juM0OZ4ROI7jNDmeETiO4zQ5nhE4juM0OZ4ROE43SOqUNEvSU5JmSzpLyexVNY4ZKunIrBwdZ13wjMBxuudNMxtjZjsQxqjfHzi3m2OGAp4ROKXA+xE4TjdIesPM+iefO4A/A4OBbYAbgH5x82lm9rCkPxJ6rs4HfkIYAvliYCzQB7jSzK7J7Es4zmrwjMBxuqE6I4jrXgG2A14H3jGzJZKGEyY92UXSWGCymR0U9z8J2MTMLpLUB3gIONzM5mf6ZRynC9ryFnCcktMLmCppDNAJjKix337AaEmHxc8DgOGEOwbHyRXPCBxnDYlVQ53AC4RnBc8TJjVpAZbUOgw43czuzkTScdYAf1jsOGuApI2Bq4GpFupVBwDPmdk7wNFAa9z1dWCD5NC7gVMk9Yp/Z4SkfjhOAfA7Asfpnr6SZhGqgZYRHg5fFrd9H5gu6RjC+PaL4/o5QKek2YSpES8ntCR6PM6GtRA4JKsv4Dirwx8WO47jNDleNeQ4jtPkeEbgOI7T5HhG4DiO0+R4RuA4jtPkeEbgOI7T5HhG4DiO0+R4RuA4jtPkeEbgOI7T5PwfrIKWTtRmYqQAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 43899, {'val_loss': '-0.010463825426995754', 'val/kl': '0.0001389776007272303', 'val/mse': '0.008798140101134777', 'val/std': '0.10005888342857361'}\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:\n", + " Name Type Params\n", + "0 model LatentModel 357 K\n", + "1 model._latent_encoder LatentEncoder 62 K\n", + "2 model._latent_encoder._encoder LSTMBlock 53 K\n", + "3 model._latent_encoder._encoder._lstm LSTM 53 K\n", + "4 model._latent_encoder._penultimate_layer Linear 4 K\n", + ".. ... ... ...\n", + "84 model._decoder._target_transform Linear 1 K\n", + "85 model._decoder._decoder LSTMBlock 147 K\n", + "86 model._decoder._decoder._lstm LSTM 147 K\n", + "87 model._decoder._mean Linear 97 \n", + "88 model._decoder._std Linear 97 \n", + "\n", + "[89 rows x 3 columns]\n", + "INFO:root:model and trainer restored from checkpoint: optuna_result/anp-rnn4/anp-lstm2/version_-3/chk/_ckpt_epoch_19.ckpt\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "499ea059ea774c0eb85038b4afc67893", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 43899, {'val_loss': '-0.011140062473714352', 'val/kl': '0.00011382201773812994', 'val/mse': '0.00865857768803835', 'val/std': '0.09592592716217041'}\n", + "\n", + "logger.metrics [{'val_loss': -0.011140062473714352, 'val/kl': 0.00011382201773812994, 'val/mse': 0.00865857768803835, 'val/std': 0.09592592716217041, 'epoch': 19}]\n", + "None\n" + ] + } + ], + "source": [ + "trainer, model, params, r = try_manual({ \n", + " 'use_deterministic_path': False,\n", + " 'use_rnn': False,\n", + " 'use_lvar': False,\n", + " 'use_self_attn': False,\n", + " 'use_lstm_le': True,\n", + " 'use_lstm_d': True,\n", + " 'n_decoder_layers': 2,\n", + " 'n_det_encoder_layers': 2,\n", + "}, name='anp-lstm2')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T20:25:22.947703Z", + "start_time": "2020-02-23T18:22:03.700674Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "trial.number -3\n", + "{'params': {'learning_rate': 0.0002, 'hidden_dim': 128, 'latent_dim': 16, 'attention_layers': 2, 'n_latent_encoder_layers': 2, 'n_det_encoder_layers': 4, 'n_decoder_layers': 4, 'dropout': 0.2, 'attention_dropout': 0, 'latent_enc_self_attn_type': 'uniform', 'det_enc_self_attn_type': 'uniform', 'det_enc_cross_attn_type': 'multihead', 'batchnorm': False, 'use_self_attn': False, 'use_lvar': False, 'use_deterministic_path': False, 'use_rnn': False, 'use_lstm_le': True, 'use_lstm_de': False, 'use_lstm_d': True}, 'user_attrs': {'batch_size': 16, 'grad_clip': 40, 'max_nb_epochs': 20, 'num_workers': 4, 'target_length': 24, 'vis_i': '670', 'num_context': 96, 'num_extra_target': 96, 'min_std': 0.005, 'num_heads': 8, 'context_in_target': True, 'x_dim': 17, 'y_dim': 1}}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:gpu available: True, used: True\n", + "INFO:root:VISIBLE GPUS: 0\n", + "INFO:root:\n", + " Name Type Params\n", + "0 model LatentModel 1 M\n", + "1 model._latent_encoder LatentEncoder 226 K\n", + "2 model._latent_encoder._encoder LSTMBlock 205 K\n", + "3 model._latent_encoder._encoder._lstm LSTM 205 K\n", + "4 model._latent_encoder._penultimate_layer Linear 16 K\n", + ".. ... ... ...\n", + "92 model._decoder._target_transform Linear 2 K\n", + "93 model._decoder._decoder LSTMBlock 663 K\n", + "94 model._decoder._decoder._lstm LSTM 663 K\n", + "95 model._decoder._mean Linear 145 \n", + "96 model._decoder._std Linear 145 \n", + "\n", + "[97 rows x 3 columns]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 0, {'val_loss': '0.00868173222988844', 'val/kl': '1.4223513971955981e-05', 'val/mse': '0.3091347813606262', 'val/std': '0.6782683730125427'}\n", + "\r" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4f10c58249e641d79b53f37518f3ac11", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 2194, {'val_loss': '-0.00220436486415565', 'val/kl': '2.938839145372185e-07', 'val/mse': '0.03687189519405365', 'val/std': '0.20702660083770752'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUxdeA39n0QkJCaAkt9CbSm0ERVMSKgFKtNBv6w45YEBFFsKEgAn6IiIANRLCgqEAQkI70HgiQkF5I3ex8f8xuskl2N5tkN7uB+z7PPtncmTv37N27c2bOnDlHSCnR0NDQ0Lh60blaAA0NDQ0N16IpAg0NDY2rHE0RaGhoaFzlaIpAQ0ND4ypHUwQaGhoaVzmaItDQ0NC4ytEUQTVFCCGFEM1dLYeGhkb1R1MEGg5FCNFfCHFECJElhPhLCNHYRt0mxjpZxnNuKlE+SQgRJ4RIF0L8nxDCx6zsTSHEf0IIvRBiqo1r/J8tpSmEqCOEWC6EuCCESBNCbBFC9ChRZ6QQIkYIcVkIsVoIEWpW9qQQYqcQIlcI8UWJ89oay1KMrz+EEG1tyOothPhOCHHGKHPfEuXPCyEOCCEyhBCnhRDPW2urPPWFEDcYrzfdRltCCDFTCJFkfM0UQgizcg8hxHTjfcwQQuwRQtS00tZwIcRR4/2+JIRYIoQIMisPFUKsMt7vGCHEyDI+p63vp1xtXa1oikDDYQghwoAfgFeBUGAnsNLGKcuBPUAtYArwnRCitrGtAcBLQH+gMdAUeMPs3BPAC8A6G/JEAc3KEDsQ2AF0Mcq8BFgnhAg0ttEO+Ay4H6gLZAHzzM6/AEwH/s9C2xeAocZ2w4A1wIoy5IkGRgNxlj4S8AAQAtwKPCmEGG6jrTLrCyG8gI+A7WXINR4YBFwLdADuBCaYlb8B9AZ6AUGo+5Vjpa0twHVSymDU9+qJuocm5gJ5qPs9CvjU+D2U/oBlfz92t3VVI6XUXtXwBUigufF9MPAlkADEAK8AOmNZc2AjkAYkAiuNxwXwAXAJSAf+A9pXUqbxwD9m/wcA2UBrC3VbArlADbNjm4FHje+/BmaYlfUH4iy08xUw1cJxT5SS6WB+r+z8HOlAF+P7GcDXZmXNUB1LjRLnTAe+sNGmJ/AEkGWnDLFA3zLqzAE+LsfnKlUfpWzfBb4Apts49x9gvNn/Y4BtxvchQCbQrALPTKDx2f3Z7JnJA1qa1VkKvGPlfKvfT3nbuppf2ozgyuBjlDJoCtyAGgU+bCx7E1iP+rE2MNYFuAW4HtUhBwP3AUkAQoiXhBCp1l425GgH7DP9I6W8DJw0HrdU95SUMsPs2D6zusXaMr6vK4SoZeP65kwCNkkp99tZHwAhREfAGzXjKCWHlPIkxs6lHG2mokbHH6M6rkpjNMv0AQ5WtL7RbPcIMM2OJix9H6bv6hpADww1mvKOCSGeMLtOVMnnxngsDcgAhgAfGotaAnop5TFL1xJCNDI+h40syVXi+7HZlkYRnq4WQKNyCCE8gOFAR2OnmiGEeA81Vf4cyEeZVsKllLEo0wPG4zWA1sC/UsrDpjallO8A71RAnEDUrMScNON1LNVNs1A3wkq56X0NjArLGkKIhiizRZeyRS52XhBqxPiGlNJ0PWtyWvpMFpFS1hRCBAAPomZsjmAqyrS7uBL15wCvSikzzcz91rD0fQQaFUwD1GCiJRAJtAA2CCGOSSl/l1JGA8XWC4zHgoUQEcA44IzZddJLXLvwfkspz5Zoy9b3U2CrLY0itBlB9ScM8KJ4BxNDUYf6AsoM9K8Q4qAQ4hEAKeWfwCcoG+olIcQC8wW7sjCOzDJNL+PhTJR92Jwg1KivJGXVLVluem+prZJ8CEwz68zLRAjhB/yEMne8XQ457cI4O5oPfCnUArWl+2evrE+iZn23SylzjcdeNmtvvh3170SZt2yt4Zhj6fvIlMrekm08Nk1KmW2cha0AbiurUSnleeBXitZOynu/bdV3yHd3NaApgupPIkWjfhONgPMAUso4KeU4KWU4apQ8Txg9aKSUc6SUXYC2qNHc81CqUyn1Mp57VkoZaHoZr3sQtZiIsZ0AlM3WkvniINBUCGE+OrvWrG6xtozv46WUNmcDRvoDs4xmCtOi61ZrHiNCeSOtRtnlJ5QoLvmZmgI+wDHKjw7wByKs3L8yMSryl4D+xhkeAFLKGWbtPVpWfdQ96mp2j4YB/xNC/Gjl0pa+D9N3ZTK/mYcyLk9YY0+KFvWPAZ5CiBZWrmVTrhLfT3nbunpx9SKF9qrYi+KLxV8Bq1BT3sbAEWCssexeoIHxfTvU6K0p0A3ogZpNBKBGZW9UUqbaqKn3EMAXmIlxQdFK/W3AbGPde4BUoLax7FaU50xblCngT8wW+Yxy+6IWlacb33sYy+oA9cxeEugJ+FmQwQs1E1gNeFoob4cyL/Qx3qevgBVm5Z7Ga7+NMiv5mtoBbgY6AR6okegclCeRr4174mNsIxa1juMLCGPZKOM9aWPn92G1vvFZMb9HK1HOA6FW2noUOIyaaYajOtNHzco3obx3fIA2KCeE/jbkamR83xjlzPCDWfkKlEdZAHCd8ZlqZ6Wtsr4fu9u6ml8uF0B7VfCLK64IQow/gATgHPAaRV5D76JmB5mohdvxxuP9USO5TNSsYhkQ6AC5bkIpomzgb6CJWdl8YL7Z/02MdbKBo8BNJdp6Bog3/tAXAz5mZV8Y74H566Gy7pWFshuM5VnGe2F69TGrMxI4C1wGfjTvLFG295JyTDWW3Wu8F5nG72Yd0KGM+3fGQntNjGWnUbM/cznn22jL7vqU7TUkjM9SsvH1LkYFZSyPQA0mMoFTwASzsj4oM5Lp/7dQiu6y8e8CoJZZeShKMV823veRZmWNjNdoZOf3Y7Ut7VX0Mo00NDQ0NDSuUrQ1Ag0NDY2rHE0RaGhoaFzlaIpAQ0ND4ypHUwQaGhoaVzmaItDQ0NC4yql2ISZCQ8Nko0ZN8Kx2kmtoaGi4jl27diVKKWtbKqt23WmDBk349ded1Kvnakk0NDQ0qg9CCKtxrqqlachgcLUEGhoaGlcO1VIR5OVBQYGrpdDQ0NC4MqiWigAgK8vVEmhoaGhcGVS7NQITWVlQQ4sq7hZIqcx1UoJer2ZrQqj/TTM3na7or7c3eHiocl21HYpoaFw5VFtFkJOjOh+tI6k6TB17Tk6ReS4/X72vKEKAp6dqG9R7nU797+GhXiZM/wuhlIkjPcdMn8f0GU3Plk5X9N50bZ0OvLwcd20NDVfjVEUghLgVlRjbA1gkVeYr8/LGqKTftVERDUfL4jHTrSIlZGdDQIDj5DUY1IjWw0P92PPzi49uDQbV+Xh5qfdCFO+oKouU9o2SDQbVcQlRJBsUyQ2VU5BSQm6u+vwGg/qbk6PujaORUrVvojzXMCkGT0/1HHh5qfNNnbVpdmK6F3q9UiC+vurzZWer+5iXV34HBA8PdT2TwjIpBp0OfHyUTKZnxKTYwLHKyzQD8/Qseg7KTjSm4QpycnI4fvw411xzjatFsYjTFIExheJcVEz2WGCHEGKNlPKQWbXZwJdSyiVCiH6omO7323uNjIyKKQLT6E+vL+oMzM0Y5cHLS/34CgpUJ+PtXdS+Tld0HZPSMF3D27uoEzT9eEuaUUCZv2rUUHJmZdm/UG66nkmxmEba5qNb08jXJL9eX2TiqQ4UFKhXXl7VrxmZrl1ePD2LKwkvr6LvwctLfTem59GkzAwGpbw8PZUCM81czJWmSRGYTG+m79FkhjPVNV3b9HyanlFPT3UNKDrPNFPTZt2VZ9CgQfz222/8888/9OrVy9XilMKZM4LuwAkp5SkAIcQK4G7AXBG0RcWcB/gLFTfcbnJyVAfg72+7nsFQ1IlmZxcfgVYW87ays9XLEqYZhYmcHOttmtdLS1Ov8mLeUZhMOBquR68v3oHn5lp+X5LLl223a1LeBkPxZ6s833t6yey+Rry9ITi4SHH4+NjXnmmGYnr+zGdmUhYpJb2+dJmHhyozGIpmWKYZumkAZW6SzM8vOs90L3x8imQ1KTqTea+qOXXqFAD79u276hRBBCpJiolYVEYsc/YBg1Hmo3uAGkKIWtK+dIQApKSAn5/lLzc/X/2A0tO1vQcaGhUlLw8SEor+9/NTM/G8PNXBBgaq31pWVtFsw7SGZ266rArMZ2nWBmY6HdSsWeRsUhWK4diximQ2rTpcvVj8HPCJEOIhVKq780CpCbcQYjwwHiAiolGxsvx8uHRJPZimkUN2NqSmVm4RU0NDwzIlO9jkZOt13dHMaDAomU1ye3kpZWaalQQEXH3mMGcqgvNAQ7P/GxiPFSKlvICaESCECASGSClTSzYkpVyASmdHhw5dSz1atkwyGhoaGrbIz1eWBRMpKcqMVFCglERQUJGJy8enfDOI+Ph4PvroI0aOHEn79u1VWkg3XNF3piLYAbQQQkSiFMBwVG7RQoQQYUCylNIATEZ5EGloaGhUmkWL3mf79o08/vhkOnXqafd5pjVFUOs2mZlFZaYF/vx8td4QGKiO5+crJeHlVbRG4+8P33//E2+//TYbNvxNQsIl9Ho9O3acKXTcMCkXk8ebybJR1ThtAiSl1ANPAr8Bh4FvpJQHhRDThBB3Gav1BY4KIY4BdVFJrTU0NDQqzf79O/jjjzXExJx0WJtSFnl16fXKBJ2aqtYik5MhPr7IwePiRQgLa8VDDz3F/fc/zdmzZ4iNPUtqai6XLxd5LGZkqHPT0yEpyTXmtGqXvL5Dh65yzZqdrhZDQ0PDjcnJyebQob0kJMTRoUM36tdv4GqROH36OHXrhuPvb9vnvWZNNTPIzS3aK2OagZhcfM0xuRib9rXk5ytPL/OFerXnSOySUna1dE1XLxZraGhoOJTY2BhuvbU999xzP9OmzbXLJn/y5FEMhgJatGjrNLkiI1vYVc80y7CEv7/q1E2bIM3d0kt2/CYTlpTK08sWV9nauIaGxpXOpk2/cvlyJhkZaXYpgZSUJEaOvJERI27k9OnjAOTm2tjoUw527txCXNx5HGV5ycpSZijTngpzt3jzS5ibsKDs/SSaItDQ0LiiGDlyAhs3nmTYsLF8++1i/vrrZ5v1U1KSaN++C40aNSU5OYGhQ6/j5ZcnVFqO9PRU7r03in79WgKwefPv/O9/o/nuuy8q3baj0UxDGhoaVxyNGjXl2LGDvPDCI9x4423ceONtVus2bdqSzz//iYKCAi5cOMuePds4c+YE2dlZ+PmVEbbABunpaXTs2AMfH1+EEJw7d5off1yGt7c3Q4c+VOF2nYGmCDQ0NK4YcnNz8TH6XzZu3IzBgx+gffvOdp3r4eFBw4aRLFy4hh49bqiUEgBo0KAxq1ZtK/y/d+9+zJq1mDZtrq1Uu85A8xrS0NC4IpBS0q9fSxo0iOTDD5dRq5bFPO3FWLv2G9q0uZZmzVpVgYSuw9MTGjbUvIY0NDSucA4f3ldo0gkJqVVmfSklL700hsuXM9my5Szh4Q3LPKc8GAwGdNUkVkX1kFJDQ0OjDFq2bM/27Rf4/vuthR1wenoqZ8+esui1k5OTTZ8+t9Cr143FlMDmzb/z7LMP8v33X1ZKnnHj7qZnzwi2bdtYeGzDhrUsWzafzMyMSrXtaLQZgYaGxhWBp6cnderUL3asd++GXL6cyf79adSoEVSszM/Pn08//b5UO2fPnuSHH77Ex8eXIUMeqLA858+fIT7+AkFBNQuPvf3285w8eYRu3frQsmW7CrftaDRFoKGhccUSEdGYrKzLZGVlllIE1ujZ80ZmzVpMixaV66jXrt1DXFwsdeqEFx4bMGAwyckJlV6IdjTaYrGGhsYVwc8/f0d09O8MHDiUPn1uLrP+5cuZeHv74HUVJKAua7FYWyPQ0LjK2Lr1L+65pyenTrl3spTysmPHZpYvX8Dx4wftqv/++6/SurUvS5fOc7Jk7o+mCDQ0rjLGj7+bvXu388EHr7laFIdy110jePPNefTq1c+u+pmZ6UgpS3kY5ebmsn79an76aUWFZTlwYDdPPHEfixa9X+y4Xq8nISGe5OTECrftDDRF4CBWr15GVFQTmjbVERXVhNWrl7laJA0Ni6xYsZF5877jxRffcbUoDqVTp56MHv0Ybdp0KDz22WezuPXWa1i16qtS9WfO/JwjR3K4+eZBxY7n5eUyYcI9TJ48rsKyxMSc5Oefv2XXri3Fjn/xxRy6d6/HJ59Mr3DbzkBbLHYAq1cv4+WXx5OdrbJZnD8fw8svjwdg0KBRrhRNQ6MU7dp1ol27Tq4Wo0pITU3i6NEDXLx4zmK5t7d3qWOBgTW45ZZBBAeHVHgvQKdOPfn44xWEhdUtdjwsrC6hoWF4errXuoS2WOwAoqKacP58TKnjERGNiY4+U/UCaWjYgV6vJycnm8DAGq4WxSFs2LAWDw8Pevbsi6+virt8/vxZ0tJSCA9vSM2aoS6W0HVoi8VVwIULZ8t1XEPDVeTn5zN//kxGj76ZTp1C3c5EURleemksDz98G2lpRQmIIyIa0bbttaWUwNmzp7jnnp5MnfpUVYvplmimIQcQHt7I4owgPLyRC6TR0LBOQkIcM2e+VPi/I9M4upo+fW4hMTHerpH/2bOn2Lt3Oz4+FlJ+AQUFBaSnp+LvH2C1ji22bdtIXFwsXbtG0aBB43KfX9U4dUYghLhVCHFUCHFCCPGShfJGQoi/hBB7hBD7hRDWY8W6Mc8991apDSLe3j4895yWglnDvfDy8mLMmGcYM+YZ/vnnHJ9++p2rRXIY77//JV9++VuxjvvixVjee+9VPv/8g2J1O3bswbffRvPCC29bbGv8+EF07hzGpk3rKyTLsmWfMmnS6FKLxbm5uQwZ0ptbb+1g5UzX4LQZgRDCA5gL3AzEAjuEEGuklIfMqr2CSmr/qRCiLfAz0MRZMjkL04Lw7NlTCmcGt9021OpC8erVy5g9ewoXLpwlPLwRzz33lraorFEl1K5dj1deec/VYlQZqanJfPLJdFq1as+YMZMKjwcG1qBr1+usnhcSUougoJrk5eVW6Lpdu0YhhKBJk+LpKb29vTlwYDd5ebmVznfgSJy2WCyE6AVMlVIOMP4/GUBK+bZZnc+AU1LKmcb670kpe9tq1x0Xi81ZunQe8+fP5OLFcxY7+ZIeRqBinsyYsUBTBhpVTkFBAVOmPMrRo//xzTebq+0u2/z8fPT6fHx9/Yqlp0xNTWbJko8JD2/Evfc+bHd7Ukq70lxWhD17thMUFEyTJi3w8PBwyjVK4srF4gjA3Gcr1njMnKnAaCFELGo2MNFSQ0KI8UKInUKIncnJCc6Q1SF88MHrvPXWs1y4cBYpZaEbqfmegtmzpxRTAgDZ2VnMnj2lqsXVuAq5cOEcMTEnC3Pyenh4sHXrn+zdu52TJ4+4WLqKs2vXP7RtG8DIkcU3k9WsGcrTT79eTAlIKXn++Yf55pv/IzfX8oi/PEpg27aNjBlzB598Yp8puFOnHjRr1rrKlIA9uNpraATwhZSyAXAbsFQIUUomKeUCKWVXKWXX0NCyk024ijlzppVKel2yk9c8jDRcyccfv0nfvs2L5c19/fU5rFy5iSZNmrtOsEqSk5OFt7cPAQFlu8Lu37+T7777gpkzX3TIqD89PZU//1zHnj1bC4/Fx18gK+uyw5LWOxtneg2dB8wzPTQwHjNnDHArgJRyqxDCFwgDLjlRrirHvJPXPIw0XElgYBAREY2pX7/op9mv3+0ulMgx9O07kKNHc9Dr9aXKEhLi2LdvB82bt6FJk+a0aNGWd9/9P3JzcyxuKAPYvn0Ts2dPoWPHHkyZMtvqdY8c+Y9OnXrw2WerCtcDpJRERTVGr9dz5EhOYepMExs2rGXHjs0MGHAPnTr1rMSndhzOnBHsAFoIISKFEN7AcGBNiTpngf4AQog2gC/gvrafMoiIsOwmZt7JW/Iw8vPz1zyMNKqEKVNmEx195oro/C3h6Vl6bDt37gzGjbuLX35RHlL+/gHce+/DjB79mNV2cnKy2bkzmsOH91mtExt7httv78iECffQr98dhfkFcnNzCA2tTc2aoaWUAMDmzev57LN32bt3e3k/ntNw2oxASqkXQjwJ/AZ4AP8npTwohJgG7JRSrgGeBRYKISYBEnhIVpe5lAWee+4tiwvB5p38oEGjOHbsIKtXf0VcXKzmNaThcgwGA8uXL+Do0QNMnTqn2qRXtJeuXaM4fvwg9eo1sPucjh27s3z539StG261zqlTxwgJCaNRo2bFFJCvrx/bt1+wel6/fndQp059One26RdTpWghJhxMWa6hBoOBZs3UIpEQgm++2WzTjU1Doyro2TOC+PgL/PnnMSIjW5R9gpsxf/67bNnyB2PHPsMNN9xqtd60af8jNLQ2o0Y9alde47LIzc0lMzOd7ds3cvr0MYYPH0etWu63jqklr68iYmNj6NevJb6+fuzfn2q1XkzMSTw9vdDr85FSEhdXctlEQ8M5JCTEMXDgtbRq1Z5lyzYUKxs79lmEENSoEewi6SrH4cN7iY7+nSFDHrRaJy0thaVL52IwGBg+vOKRRc3x8fHBx6c2CxbMYt++f+nR4wa3VARloSkCB5GcnEB+fh4FBWqx6tFHh7Bt21+89NK7DB8+trBeZGQLjh/P4+efv8PHx5fu3a93lcgaVxmXLl0kKekSSUmll+HGjn3GBRI5jqeeep3Bgx+kdetrrNbJzMzgnXcWcenSRcLC6pTZ5uLFH5GUlMDTT79ean/Fpk3r6dXrxsLjd901gp49+1KrVh22bNnAzJkvcsMNA3n22TdLtZudncWRI/sxGAx06eIe5iHNNOQgsrKy2Lr1T/Lychk4cAjdutUnMTEOUIvIpnUCbUexhqsoKCggMTGerKzL1dL8UxlmzHiehQtnM3nyLMaPf86uc7p0qU1yciL//nuR2rXrFR5PT0/l2mtDaNy4GX/9dbyUC+r33y/hueceYtCg0XzwwdJS7R458h8DB3agefM2/P77oVLlzkAzDVUR/v7+9O9/B6DWCdLSkgvLzp+P4YUXHgYE+fl5hce0nAUaVYmHh4fVxU8pJQcO7ObIkf0MHfqQ03bVuoqmTVtRo0YwOTnZdp/z8MP/w2Aw4O1d3PPn0qWLREa2JDg4xOJ96t//Tlat2k6NGkEW261dux4dOnQlMrJl+T6EE9FmBE7AWn4CS9SsGcqePUlOlqj6o8Vnci5SSjp3DiM1NZktW84SHt6w7JPciIUL38PHx5dhw8ZadNnMz8/Hw8PDoR5Rer2+0FsoNzeX8+djKCjQ06JFW4ddw1FoM4Iq4u+/f+GDD16nTZtry7VLODU1uexKVzlaBjjHsHz5Qg4d2sOQIQ/RsWP3YmVCCAYMGEx29uUKB1pzFQUFBcyc+SIFBQVWF4GdEUPJ3GV0585oRo++ie7dr2flyo0Ov5az0RSBg9i9eyv79+/g/PkYq7uHLeEIF7YrHVvxmTRFYD8bN/7Cb7+tomfPG0spAoB33lnoAqkqT35+Hk899RqJiZes7hSuCMnJiZw7d5qwsLpcunSRxMR4OnToSq1adUptXKtfvyGNGjWlXr0I1qxZTkzMSQYOHELz5m2sti+lRErpFvs2XC/BFUK3bn244YZbufPO4RZ3D1vCz8+f1177qAqkq95o8Zkcw4MPTuT11+fQoYNF60C1xdfXj6eeeo1p0z5xaLuLF3/EoEHd+e67xSxdOpfx4+/myy/n0qKFF4MH98JgMBTWbdq0JRs3nuSjj75mzZrlvP/+q5w6dcxq2489NoRWrXzYtu1vh8pcUbQZgYPo0+dm+vS5udixV199nMzMdIv1PTw8tNDTdmJthqXT6Vi9epl2D+2kV68b6dXrRpt18vLyOHXqqE03zKuFxo2b0b59Z0JCwggMDGLVqqXMmzcDUDNSayP5u+4aQatW19icDeh0HuTn55OS4h7rg9Vusfiaa7rKn35y78Vic1avXsbzzz+MXp9feMzPz59Jk6bh6+tHWFhdBg4c4kIJ3R9LORxM+Pn5M3jwg/z998/aQnIlkVLSpUttUlKS2LEj3i5fe3fg0KF96HQ6IiNbVCitpL1s3Pgb48ffzaBBo5kw4QWaNi3t9aMC2fmU6XWVnp5m3IzmPHnNKWuxuNopgnbtusp169xPEezYEc2RI/vp0KEb117brVjZxInDWbfuG6SUhXsK9u/fyeLFH1KvXgRbt8a6SOrqw113dePAgV0Ww/oKIYod1xL9lCYr6zLr168mPLwR3bv3sVpv2LAbuHTpIk2btiQpKYHXX59Dp049qlDS8vPgg7eyadNvLFjwIzfffJfTrqPX68nJySYw0HKo68mTx7Ny5SI6d+7Fd99tsVjHVbgyMY1TcFe99cEHr/Paa08wffozJY5P5a+/fgYoNlqNjGxBQEANwsPdP7G1q8nMzOS//3Zaje1e8riW6Kc0sbFnmDRpNJMn2w6tsGzZBv766xg+Pn7s2/cv58+fqRoBK0F4eCMiI1vStGkrp7RfUFBAcnIiHh4eVpUAwHXX3URoaBgDBgx2ihzOpNqtEZitz7gV4eENCQioUSy5x+rVy/j442mFHdWFC2cL3R7vv/9x7r//cZfIWp1YvXoZM2e+WO7ztIXk4nh5eXPnncOL7ZC1hMkb5sknX2HMmEk27dzuwttvL3BKu4mJl7jzzs6F8cAaNoxk06ZTVuvfccd93H77veTn51utY+LQob3MnTuDpk1bWQxDUdVUO9NQy5Zd5fr17mcasoS1jWUREY2Jjj5T9QJVM2ytDZgoaRYyod1jjcqSm5tD69Z+ANSoEUxkZEt+/PFfh7T977+bGTbserp06V0lZqRKbygzpo68FggHsoEDUkqXZRBz1xmBJTS3x8phaf8AKI8rg8FAeHgj+va9jR9+WGIzB4TGlUtubi5eXl5O8cX38fElOjqG0NAw/Pz8LWY/qygtW7ZjzpzlVpNZVTVW754QopkQYgFwAngHlV/4ceAPIcQ2IcTDlvILOxspwUq+abfDWvrJ8PBGHDt2kKZNdTRrVu2sc1WGNYVpMBg4dcpAdPQZpk+fx4wZCwgODgXUBj1tobg0aWkp5Yqzc/FiLPPnv8vy5e69yWzJkpNS8F0AACAASURBVI9p1y6QefPedkr7ERGNCvcEWcp+VlFq1gzlzjuH07lzL4e1WRlsdeTTga+AZlLKAVLK0VLKoVLKDsBdQDBwf1UIWZJs+5/nKqN370Y0barjo4/eKDxmKy1lSEgtpJQYDAVVLWq1wZYiBeXzDmrkZgry17FjD00JWOCVVx6jTRt/1q5daVf9+PgLzJz5Il9/Pd/JklWO+Pjz5ORk25W0XsM6VhWBlHKElHKTpdSRUspLUsoPpZRLbDUuhLhVCHFUCHFCCPGShfIPhBB7ja9jQgjrGV3McEdFkJ2dZdwu7lF4bNCgUcyYsYCIiMYIIYiIaFw4Wq1Vqw5//nmMfftSXCi1e2NNkV533U00a+ZJjx4qkubGjb8Wlvfo0bcqRaw2FBQU4OXlRWiofUlTGjaMZOzYZxkxYryTJascr776Afv2pTJ48ANOaf/rrxcQGSlo2dKbLVs2lH1COfj99zUsXjyHtDTX9wF2zXWEEL2BJub1pZRflnGOBzAXuBmIBXYIIdZIKQsDcEspJ5nVnwh0skeeLOtrhy5j48YTJCUlEBZWt9jxQYNGWRyhmjbAaFjHdN9KRh0NCQnjm28+JzMzDVBue2fPnuKaa7owYcLzrhTZbZk371sMBoNVF9yS1KpVmylTZjtZKscQFOS8rGp79mwFVPRSW04LFeGDD17j8OF9dOsWRXBwiEPbLi/2LBYvBZoBewGTHUMCNhUB0B04IaU8ZWxnBXA3YC0TwwjgdTtkdssZQVBQTYKCarpajCsOS4o0JyeHZcs2FCb/vvPOYdx55zBXiFetcIfgZtWNe+99hIYNI6ldu77D7fkDBw6lS5fr3CI9qD0zgq5AW0smojKIAM6Z/R8LWNyiKIRoDEQCf9rTcGYmJCdDaGg5JXIzBg/uxcWL55g/f1Wp3cga1vH19eXSpYvcdFPrwpnCpElv0Lhxc5KTE7nllrtdLeIVQWxsDHFxsbRs2d6po+7K8L//jUKv1zNjxgKnyNi9ex+bO7Erw8SJrzil3YpgzxDhAGB7F0rlGQ58J6W0uHIqhBgvhNgphNiZnq7yrZ465V7eQwMGXMMNNzTn9Onjdp9z+PA+4uLOc+rUUSdKVr356qtPiYwU9OzZoPCYaX/B+fMxSCk5fz6Gl14ay733RvHYY9VvV6eziY2N4a67uvLccw+V67znnnuQe++N4sCBXc4RzAGsX7+adeu+qbazndRUyM9X3pAXL7rO2mF1RiCE+AllAqoBHBJC/AsUdr1SyrKCepwHzNMcNTAes8Rw4AlrDUkpFwALAJo16yoB9HqIiYGWbpLt7fjxg0gpy5XUY/z4F8jISHMbFzJ35MIFNaksKCjy4ba0v8Dk4+3rW3b476uNhIQ4/vtvV7nTT7Zpcy15ebl4eLivi/Mnn3xDZmY6/v4BTmn/5MmjjBlzO23aXMunn35f6fby8yElRfVfFy/mERd3CSF01KsXTl4eFBRAgwZlt+NobH3DlV0p2gG0EEJEohTAcGBkyUpCiNZACLC1vBdITlazAguZ6aqc8eOfJyUlyarLoyUmTZrqPIGqIZbSUT7zzDRGjpxAVlZmYT3rG/IEBw9mVI2w1YhWrdqzatX2cp/3+uvunyujX7/bHdaWlJCYCCEhaiduejocPXqamJiTxMScJDUVatQADw9VT0qobXTCysyEgAAQAi5fVh16UJDaAHvxompPp1ODV9O+tK1bVzFnznA6dBjA5MnK8y0pyc0UgZSyUvnWpJR6IcSTwG+AB/B/UsqDQohpwE4p5Rpj1eHAigqsQQAQHw+N7O97ncZLL810tQjVmvKko7SWnyAiwg0eBDfE3z/AYkYye5BSdW4mDAbVoVVnEhKgZk3w8lL9R0YGBAfDpUvqvZcXBAaqkXtIyAAee+wDIiN7cuSI6tD9/ZWSAEhLU4PRjAzw9VWKIkFZr6ldWx3PybEsR+vW1+PnVwM/v6Ik99nZ6uXn5+SbUIIyYw0JIQYDM4E6gDC+pJQyyOaJTqJZs67yrbeKYg15ekLnztXz4Vy9ehn//ruZfv1u46abnBc+tzpgLS6Th4cHs2cvKaYMLMUg0kJPOx69Ho4dU9FdmzQRJCaqWXj79qqzdDXJyYn8+uv31KvXwO6ZQUyMGqF7eKgOPcPFE8iCAn0p01uDBuqVna3kBDh7Vr2PjFT/6/WQl6fqxMWp92Fh6m9qKtSvr16mzxcaWsl8BEKIE8CdUsrDlfrEDqKkIgCIiICGDa2cUAWkp6cyc+ZkQkPDyhVJ8LbbOnL48D5uuWUQn322yokSuj9Nm+qs+rgLIbj33keYOXNR4TFzM1Lduo148cW3WLTofQ4f3seECS/wwgszqkp0p5OXB5VJxfvHHz9x5Mh++vW7nbZtO5Yqz8xUI/0aNdRINy5OHd+xYxOzZt1L06ZdefHFdYX1g4KgeXNVt2ZNNRhzBXv2bGfw4J506NDNZjC49HQ12s/OVmYbd8fHR73SLSQ3rFNHDXrj48sOyS9EUZ369aFv30oEnQPi3UUJWOP8eaX5WrRw7kglN1f9IIVQ7w0GNYU7c+YEX389H51OVy5F0KVLbzIy0iz+OK82rJl7QI1If/75W2bMWERamhrRNW48ij59TrJ9+xpOn97FCy+MpX79JhgMBRw9epr0dPVDunxZ2W5N9t9mzVRHVlGkVB2zpXWp/Hy12TEoSD0jBoMauZk8QpKSoG5dNRJNSVEdaEiIMi9kZEC9eqosMVGd6+urOrCsLPVsh5TYc5SVpeqazAjx8aqTCAtT7aWnqzZ/+ukH1qz5Ak/PujRv3pHMTHV9Ly/1WRIT1fk6XfGgjkL4k55+iZSUC8Wum54Ou3er92FhSik4i5KmKXOCg0MYPnxcqXW53Fw1gvbyUrZ6k6nGXZFSkpYWT82ayjkzN9e6R+SlcoT7NFcUaWm261qdERhNQgA3oNxHV1Pca+gH+0VyHJZmBCaCgqBNG+sPTlmkpcGFC+rhDg1V0+DMzCLtnJpa3H4I6od9+vRBJk++gxo1AvjjjwM2r2EwqIfTy8vy4qjJtGEwFNkurxSkVPZSPz/1PiNDTXd9fGDFimVMnz6e3FxruzcFy5cXDz37yCM1yc5WT7iHhxfTpv1Dfn4uDRteg7+/5d7e0xOuuaZ0R27e4Zhsvv5GB6TU1KIFvqQkVR4UpNow/cB8fdU5UhaN6Ez/Owp/f3X/dDo1ILF3h/2OHas5cWI7PXveR2SkXZv3AdDr80hPTyQoqDaentZHWM2aKdlyc9Xz6uGhZBNCfdcFBUUKWadTvyUh1D3Mz1f3yVSWmKjutb+/uu/JydCkibK3l1QKpoGZlOp7Mc1skpKqT5TirKx0nn++HVlZqSxalOI0Dy1/f7j77gqYhoQQi220K6WUjzhCwPJiSxGA6phr1VIPk+mhzM5WP6AaNdQDmpCgHlAfHzWKSk8vPRqqKPXqqQeyoEAplPx89WD6+alXUpJ6cA8eXMbMmePJySn6Nfv4+DNu3AIGDBhFTo76DB06FHVI1RHTYllurhrN5OWpzlhKdY/MeeGFazl3br/FdsLCGvPxx2eKHfvggyHEx59iwIAnadasB2fP7mPlyikkJsag03lgMBQQFtaYYcPeIiqqaO3A01M9FzqdeiakVIrdYFAK2p32p1Q3PDxU52zyh/fzK5o9C6HuvSlvi5dX0fuy8PZWz46Xl/rOTIuqOp16OTBCdJUzaVILMjNTmD59O3XrNnPKNSqjCEYCv0kpk5wiWQUpSxGYo9OpG5CZWXbdihAdvczY8ZwlLKxRqQ7HFhMnNiExsbQppGSHFxrqHnslzL1F9Hr1I/T2Vj/yxET1IzeNkLOyVFl+vvrx2suECXVJT7+ETueJwVD0y/b2VgrS1r2Njl7GwoXjycsrPUy253yN6kdWVhq5uVkEBITg7V01SeCdQUrKRYKD6zp1U1xZisDWPKQh8K0QwgvYAPwC/FtRN09XYDA4VwmYdzyJiTHMnTuaJUue5sEHPyqz00lMtOwLn5RU/HhyctG02pyCgiKPAoNBdbo+Puq9aYbj5aWm17m5SqFIqf739S1SkLm5qu38/CLTl6+v6tBzctSsymBQZR4eaoSXmVm2ycPekZ45zz+/lj171uHt7cdPP83k8uUUdDoP2re/qcz7uXLlFItKACAvL4uVK6dctYrgyJFoAgNDCQ9vXe7OZu/eX1m//hM6dhzILbdY3fPpEtavn8vKlVO4++7JDB9efZ0DQkLqu1oEm/sIZgIzhRA1gJuAR4D5QojDwK+o2UJ81YjpfljreDIzk1i4UPm/2+p4wsIaWZwR1KpV2hf+v//UiNvbu6jTNtnXfX3VCFxKNe0uKLDcSZs8QcpLktl8UK93rrtd8+bdaN5cxVw6cOAPDhz4A4OhgN2711isr9frmTPnPnbvXktBgW3NU1LBXi3k5+fyxht90Ok8WLq0HNMzIxkZiezZsw5PT2+3UwQeHl4EBdUhMLCWq0Wp9pQ5PJBSZkgpV0kpJ0gpO6ES1tSm7OijVzTWRvRQNAK1xbBhb+HtXdz47+3tz7BhllMsmjKzJScXdcamRThTx2/yULkSuOGGh2jatCuenj6Eh7e2WGfduvfYsWNVmUoALCvYq4Hc3CxatYqiefMeFTI9tG/fn6eeWsHo0e85QbrKceedz/PZZ/HcccezrhalUmza9CVvvXUTmza5rku1Nx9BBNDYrP4OKaX7PRlVRHT0MnQ6nc3sYmWNQE2zhZUrp5CUdJZatcq3xnAlER29jMWLnyArK42AgFAeemgOUVGjylwT+OGHaXa1b0vBXukEBoYwdermCp8fElKfXr20EN/OJDExhgMHNtC8eU+XyWBPPoKZwDBUHgHzfASbnCiX22JaGygrxaQ9I9CyOrurgZJrLZcvJxea1gCri/HWTHMmbyET6rwZV/191nBfevceQfPmPalXz4kbMsrAnhnBIKCVlFJzqsP2oqSJ8oxAn3iiARkZSbz99m4iIto4QsRqhaX7mZeXxZIlT5OTk4Fer+zaiYkxxdZerJnmpDSwfLlkxAgdIHnhhZ9p2LCdUz/DlU5s7CG2bfuW+vVbcN11peJGuoz58x8mNvYgY8bMJzKys6vFqTD16jV3qRIA+/IRnALcILKIe2BrbUAIQVhY43K5KqanJ5Cfn8OFC8ccJWK1wtr9zMxMKlQCJszXXsLCLM+4TDOxceMW8MorG6hf/+pOB7p+/VzGjg3lu++mVriN2NiDfP/9VFateguDG+3UOnfuACdP7igWolyjYtjKR/AxygSUBewVQmyg+M7ip5wvnvthzdvH0oYnexgzZj6ent60aXODA6Srfli7n9Ywrb0MG/ZWqX0D5jOxfv3GOlbQakpa2iUuX06xO1exJbp2vZvevUdwzz2vuFUCmIkTl5ORkUiDBm1dLUqlSEg4w65dawgJiaBHjyEukcGWaci0a2sXYNl/7yqkrA6ovPTt+7CjRKuWWLuf3t5+ZGaW3stoGvFX58X2tWvfY+XKl+nQYQCPPrqYGjWc5/44ZMhrDBjwJDpdxUMXeHp6M3Hi1w6UyjG4g0nFEVy4cJQlS56mQ4db3FIRpAH/SCnLEeboyicqahS5udksWjQOwGIIAw37Md23uXNHAxASEsHIkSq3Q1kK19Zi+/bt37NmzUzCw1vzxBPu5el8+PDf6PV57N79EzEx+2jfvp9TrxcUVNthbUkpSUg4Q506kQ5r82qnTp1IbrnlSRo0cN1ali1FMBqYK4TIAv4BtqAUg+2oalcBN974CN26DSIjI6HSC7x//rmI6OivaN/+JgYPdp9k1lVJ794jWLLkafT6XObMOYWnZ1HM5YqO+M+e3cepUzu4dOmUs8SuMOPGLeTDD4fi5xdMQEBNp10nNTWe6dP7MXz4DLp2vbvS7UkpmTy5MzExe/nkk3PUquWCVFpGDAYDK1ZMxt8/mEGDXnaZHI6gfv2WPPzwxy6VwdbO4qEAQogmQG/ja4IQohFqH8FtVSGgO6LT6QgKCiMoKKzSbe3a9ROHD28kKyvtqlUEOp2OhQsTSx2vjHttp063c+zYVlq2vK6y4jmcmjXrMXVqtNOv8/ff/8f584fYsOEzWrToRXBwnUq1J4Sgdu3GJCWd4+LFYy5VBDk5mfz007v4+gZWe0XgDpRpOJRSnhFC+AJ+xpfpfZkIIW4FPkKlqlwkpXzHQp37gKmohel9Ukr38U+rArp2vYusrBQ6dBjgalGuKOLiThAXd5wDBzawadMXV535Lj7+JP36jcPfP4i4uBPUqFH5QQvAuHGLCAwMQafzcEh7FUWn82DYsOobX8gcg6GApKRz6PV51K/vmgiTtqKPvgz0QoWTOApsM772Sylt76ZS53sAx4CbgVhUMvsRUspDZnVaAN8A/aSUKUKIOmWtSZQn+qiz2L17LZ9//jgREa15+eX1LpXlSsBgMDjUG8VSJFJ3iUD699+LOX/+MFFRo6lbtylJSeecsn/kscfqk5oax9y5sYSGRji8fQ3HkZmZzLhxtQgICGHRomSnXKOs6KO2fn0PAOGoAHPLgK+llHvsUQJGugMnpJSnpJR5wAqgpKFyHDBXSpkCUF0Wps+dO0By8jlOnXKtQrpS2LhxMSNGCMaNc4z3jLVNamXFf6oKtm5dydq1szhzZg8PP1yDyZM7O9w3X0pJYKDqWIKCKmcO0nA+3t7+hIU1tro3piqwtUbQWggRilob6Au8JIQIBPahFo1tJa4BiADOmf0fC/QoUaclgBBiC8p8NFVK+Wu5PoEL6NjxNlJSLlCzZuXDx+bl5bBr1xoyMhK55ZbHK5XjoLqSkaHcRB0V4dzeEN+uoG/fR7jmmpvo2HEgYWGN8fEJ4PLlFIe6kAohmDXLeT4dy5Y9z5YtX/Pww3Pp1m2Q065ji4yMJC5ePEpwcD3q1m3qEhkchbe3b4X2IDkSm2sEUspkYK0Q4legC3A9MAEVkrosRWDv9VugFE0DYJMQ4hopZap5JSHEeGA8WN9RWpU0btyBhx6a45C2MjOTmTNHBfXy9w8ulePAnpDW1Z077niOfv3Gk5NjIVt3BShPiO+qplev+wrfz5lzGlHRvKouJDc3i5SUCy5VrEeObOL99wfTtevdPPvsapfJcaVg1TQkhLhLCPGOEGIzcAmYDdQCnkXlMC6L86jkNiYaGI+ZEwuskVLmSylPo9YUSsUEkFIukFJ2lVJ2daRPtDtQs2Y9vLz88PcPZsWKyW5r0nAmOp2OwMCaDlPy5Q3x7SqqoxIAGDToZebMOcNNNz3qMhl8fAJp0aInERHVe1exu2BrRvAQau/AC8Auo52/POwAWgghIlEKYDhQ0iNoNTACWCyECEOZitzP8bsE//yzksOHN9KhwwC6daucf7ZOp+PLL7OIjl5WuKmqJO5g0nAUVWH6ctddx7m5Wezfv56aNevRooXzQg5v2bKcH354g6io+7nnHscPItxh8blDh5vp0OFmV4vhMGbOvI0LF44yZcofLtmsZ2uNYDCAEGJgSSUghHhUSjnfVsNSSr0Q4kngN5T9//+klAeFENOAnVLKNcayW4QQphDXz7tbjmRL/P77XI4c2cz584crrQiio5exZMnTFsMpmHC1ScNRnbel9J4LF45n8+alxMYepHfvEYwa9a5DZDbtQdDr9WRmJlKzpj2TWOeSmHiW99+/h/r1W/L++0c5cGADixc/ScuWvZkw4XOHXSch4QwXLhwlKyvNYW1qOJekpHNcunSK7GwnpgC0gT0BSF4VQuRKKf8EEEK8ANwI2FQEAFLKn4GfSxx7zey9BJ4xvqoNTZp0ITHxbKVHdbYSrptwtUnDWucN1tctrCkOa948hw79hV6fR0zMPofK/uuvH7NkyVP4+9fk889THNp2RfDw8KRz5zsLc9TqdB5cuHDEYT7+JgYMeJKuXe/Gz6+GQ9s1kZmZwvffT6WgQM8jj8x1yjXKQkpZbU1rlpg06QeEENSq1bDsyk7A6j6CwgrKZLMWeB64FWiN2g9Q/gSoDsAd9hE4iokTm5QZefOJJ75yqUnDmozWoq3a8uGfO/d+1L7BkghuvXUibdv2q/QMy5xt277jo4/uxdc3kMWLXTPSskVOzmUSEk4TEhJOYGCoq8Wxm+zsDB55JAgvLx+WLMl2SYc8Z85wDh78k0cf/YJOna7aIAd2U9Y+Ant2FicKIe4C/kBFIh0qHeXnVwW4szumrdwGoIKFuVrW8rpi2vLhtx7CuxEPPvhR5YUtQdeud7F4cQa+voEOb9sR+PoG0LBhe1eLUW78/GrwwAMfEhxcFykNqL2jVUty8nnS0xPw8Qmo8mtfidjKR5BB8eGbN9AUGCqEkFLKIGcLV1kqYtawh/j403h5+RAUVAdPz4qH97UVi9/b25/77/+gwm07ivK6YtpSHI8/vpTPPnukWMIZZ5q+PD29iwWwczV6fR46nafTY/ovXz4ZnU7H7bc/R2BgiFOuMXDg005p115ee+1vUlPjq9VMyhZbt67k+PFtxrSV3av8+lafSCllDSllkNnLV0oZaDpelUJWFGftMH355U488UQEv/1Wub0EltwcAQIDa7lFOARQMpaMK2Or87aVOSwqahQPPTS3sHPW6TwYN24BsbEH+fzzx7lw4ahjhXcz1qyZyejRnvzww5uFx3755SM++2wMSUnnbJxZPn7/fR6rV18ZcXisodN5EBoajre3r6tFcQj79v3GL798yLlz/7nk+rZmBE2klGdslAsgQkoZ6wzBHIGzdpiaOsbAwMrtBnVXN0dzoqJGIaVk3rz7AQgNbcCIEe9YlbGsxD39+4/Fy8ubTz99kNq1mxAVNYoHH/QnLy+bFi16Eh7eyqHyv/jitSQknOHZZ3+kXbu+Dm27vOTmZiGlxNu7KGbjv/9+z5Ejm+nT536HLBRKKRk1ajZpaXFODXF98eIxzpzZQ3h4Gxo37uC061wt9Ox5Hw0btqdZs6qfDYDtoHPfomYMP6LWBhJQkUebo7yG+gOvSyl/rxpRFeVZLC7vQqe7MGvW3Rw+/Be33PIkw4e7x8hu5EgPpDTw5pvbaN68ZKSQ4pjWZawpN71e5Zg1mdXeeON6EhPP8vTT39K8eTeHyv3wwzXIycnkoYc+ZsCAJx3adkUoKNAjpaFwVrR9+3dkZibTqdPtxfzzs7LS+fHHGURF3U/DhvYnLJFSkpgYQ+3aTRwtejG++eZVVq2azpAhrzN06FSnXqskFy4c5euvX6B58x5aCGo7qfBisZTyXiFEW2AUKqREfVT+4sMol9C3pJQ5TpDZYTg6rWRVkZBwmuzsDC5edB9TyezZhwgLa2zXVHzr1hW0bn09ycmxHD0azdy597Ny5RSGDXuLvXt/ITExhpYte7N168pii/iOVgIAI0bMJD8/hy5d7nJ42xXBw6P4T65Hj6EW661dO4s1a2byyy8f8eWX2WW2GxOzj4yMJFatepOYmL3Mnn2EmjXrOkRmS0RGdqF79yGEh7d22jWsERd3gl271pCfn6spAgdRpvuou1Fe99Ho6GV88cVELl9Owd+/Jg8//IlbmV4ssXfvL8TFnaBNmxtcPu2OidnP5MkdCQgItZg8piR6vZ777/eyWObt7Y+Ukvz8bDw8vCgoyC9W5i7rIu7AiRP/snTpJFq37sOIEaXSeJTik09Gs2XLMgAaNerA8OFvX7Fulamp8Rw7tgU/vyCuueYmV4vjEFJSLnLhwhGCg+vSoIHjw2ZUJgz1FUFU1CiaNOkEQEREG4sdTXT0MiZObMKIETomTmxCdPQyq+0ZDAYeeiiQMWNCCk0cjqZjx4HceutElysBgBMnthV23vaQl5dFx463lRr5mso8PDzx9PQppgRMZVd6TKX58x/hvfcGFVu7yshIYs+enzl06O9idZs3784bb2yxSwkA1K7dmIiItjz77Gpq125i8f5fKdSsWZfu3QdfMUoAYOfOH5k+vR+//uqYYJbl5cp9WoxMmtSS5OTzNGrUgZ497ytVXl4X08zMZHJzLwNUynW0unDDDY/QrFl3Vqx4mcceC6dTp9sZP35hsTpFezVi0Ok8MBisp6zIzc3E2iTUGTGVdu9ey59/LqJx4w7ce+80h7dfHv7773eSk2N54IEPC4+dPr2bd9+9nbZt+9K2bd8Ktz1s2FuFJk9H5Ce2h/z8XDIzkwt3SmtUnLCwRrRpcwP16jV3yfWv6J4sKyuDuLjjAEyZsqFUjuHo6GV8+umDpTou0+jUkiLw9Q1k/PhF5ORkOk3uvXt/4bffPiEioi2jR89y2nXswdPTkyZNOuLt7Utq6kVOnNherLykIrWlBKBo/0FVhYnevXstu3b9yJkze1yuCCZO/Jr09ASCg4viHtWpE8k119xM06bFZ+yLFj1KSsoFhg59g4YN2+Ppadnc5ioMBgMPPuiPlAaWLs2rUvm2bv0GvT6Xa68d6JC84e5Ap063udSUV6YiEEL8AHwO/CKldGwqJSej0+kYPPhVLlw4ZlEJLFw43mrHZW106u3ty403jnG4rOYcOvQ3e/f+zJkzu12uCEzcdNNj1KkTSdu2NxY7bmmvhjW8vHyJjOxC3brNWL9+bpUs4rdr14/jx90jiX3r1n1KHatXr3lhutPY2EOkpl6kffv+HDr0FxcvHmP37p947bWNtGlzvdV2U1Pj8fcPrlKfep1OV7izODs73aGJdcpi1arpnDv3HzNm7LpiFIGrsWdGMA94GJhjdCldLKV0H3cWK5iHlqhVqyGLF0+kVq2G3HXXC0DZHZgrI362bt2HAwc2EBnZ2SXXNzf1mAgOrsvo0e/RufMdxeqWFSbDREBACO3a3ci///5AYGAo48YtqJL9E7163VcsGYy7IqXktdd6kp2dwdy5sTzxxFdMnRqFXp9HRobtRfovvniSnTtX8/TT31ZpxrB58867JM5Q9+5DaNCgHWFhjav82lcq9sQa+gP4op0negAAIABJREFUQwgRjMod8IcQ4hywEPhKSplvswEXUNJckZR0lvXrPwHglluexNfX32YHZmt0euRINN99N5VGja7hgQecEwKic+c7SnW4VYW1iKhpafEW105shckA8PT0ISAghPvue5O8vGwOHdpYuGgfEBDCggVj8fT0dpq3kLvEmkpPTyQ6eilhYY3p3n1wsTIpJVlZaUREtOXEie0kJJyhVavrWLgwGW9vvzJDUmRkJGEwGKhbt5kzP0IpXBX9c+jQ111yXWcSE7OPqVOjCA9vzVtv7ajy69vlNSSEqIVKVDMW2AN8BHQGqnQzmb1YG+0LoSMjIwGwHgrBFPbAWmdx+PBGDh7cwObNSx0nsBtha6aUl5fFwoXjih2zFiYDlEKdMOFz5s+/iLe3H+vWvUdmZjJJSeeIjl6Gn18QqakXiYs7zogRokyPrfJiUmpKUclCRwBHXsNeLl06ydKlz1gM/fDmmzcydmwI99zzCsuWFdCqlTJj+foGFCqBggI9OTmXLbb96qt/smRJFg0a2L/xTMO98PT0Jicnk+xsx6RrLS9lKgIhxCpgM+AP3CmlvEtKuVJKORFwy7CO1kf7ktq11XTSWjrD/v3Hs3LlFKuupE2adKJly95OHbHr9Xns3fsL27Z957RrWKMsU09eXjbp6UWmiqioUYwbtwAPD7VYKIR6pMLCGhcqVGsdssnvvejaju2onRVrqiIEBtbi1lufomfPe0uVhYY2oHXr6/H09Ean05GQcIY1a2aye/e6wjrLl7/EU081IT7ecgI/Ly8fpwezK8mvv37MK690Z8uWr6vsmllZ6cTHnyQ31751qepC/fot+fzzNGbNOuiS69uzRjBHSvmXpQJrmxNcjT0RM0vG+QkICCU7O5M//piPaZOdJVfSqljdT0m5yMyZ6ho9e1bthr+yTD0eHl7k5xffUB4VNYrPPnsEgEmTvqNbt3uKla9Y8bLFDvnPP4u7oZqOW/PYKi/OijVVEerVa2411HaXLnfy22+f0LJlbwDOnNnL8uUvERnZmT/++BRPT2969BjKtm3fsHjxE7z00i9VKbpV0tLiOHlyB/HxJ6vsmvv2/cqcOcPo3n0IkyZV/UDJWeh0Hvj7uy6Wpz1DiBAhxOASr/5CiDpOl66CWBvt33ffdPLyijqxqKhRfPzxGb7+2sADD3xIQUEuJXdau2IEGRJSHw8PL7y9/TEYqtZRa9iwt2xsRhIUFOQzdWpUqVH7Aw98yO23P0OLFr2KHdfr9VY73vJ6bJUXa+Y/IXQuMQ9Zo1evYUydupnLl1OZNetOvvrqWW6//Vl69x7Bnj3r+O+/32nXrj916jRlyJDi9vFff/2Yl1/uwsaNS6pc7r59xzBt2lb6959QhVeVhIU11haKHYw9M4IxQC/ANCvoiwpCFymEmCaltGosF0LcilpP8AAWSSnfKVH+EDALldwe4BMp5aLyfABLWIrqGRBQi3nz7uevvxbx2mt/A3Dq1E7WrXufRo06cOONY622Z94xnTq1k4SEGBo16kD9+i0qK6pFPD29+eorlySAIypqFAkJMfz44wxycy+bbRATmNJTWJop3XzzYxbb27ZtpdVrWdt85iiPLUuxpkApIEfkpSgPqanx5OVlERxcFx8fy2sqPj4B7N69Fh+fAEaNUm7D9eq1wM8viODgOoXPrTlnz+7j9OndhZscq5K6dZtSt27TKr1mr17D6NVrWJVes6qYN+8BsrMz+N//vq3yneH2zAi8gDZSyiFSyiFAW1SP0AN40dpJQqUtmgsMNJ4zwhjEriQrpZQdja9KKwETHh6ejB07ny+/zOHjj88URns8fHhjoe1/795f+eef5axdO4ugoDCrowxTxxQdvYzXX4/iww+H8uKLHdxqVOlI7rnnZb74IpPlyyXLlumN96ViMyXrdQT9+4+3OHNz1H4C0/pFyXwKUPUzvXXrZvP000357bePrdYJDAzh2WdX88YbWwDlldO0aTfefnsAs2bdWWq2CjBy5CymTdtK165V5zaq4Xj0etiy5Xp27hxOTo594VwciT2KoIGUMt7s/0tAQyllMmDLdbQ7cEJKecqY33gFUDV734FFiybwzjsD+fHHd4iOXsa5c0WJ0U0j2vT0eMLDW9Oqldroo2z/xV3iTB2TacFTr88FID8/x2UeKM7CWswla7b2xMQYoqOXcfHicWbPHsTXX5ceF9hauH/kkXmMG7eAsLDGCCGKLTA7iqioUVbNa1W5VuDjE0hYWONiu4ot0bXr3Xh6ehMffxK9Po9Tp3YCEg8PT4QQ7N+/niVL/le4wzswMIQWLXoSGhpeBZ+iOBkZSfz44zusW/d+lV/7SuDff2HiRJg3D957DwyGscAwLl6s+mQ79sw//hZCrAW+Nf4/xHgsAEi1cV4EYJ52KRY1iyjJECHE9cAxYJKUslSqJiHEeGA8WLf7mhMdvawwBMTvv39KQUE+eXnFtWxeXha7dv1UmJcgOnoZf/75OSVHvjfc8CBRUaOYOLGJVQ8UZ5gXHn88gtTUOJ588mt693b+VNhWzCVbC8gLF46nT5/R7Nr1I//958fIkTOLlVvPU6xmX1FRo5xunilvuk1HIqVECMHQoa/b7f/+2WdjOH58K6+/vpmuXe9i/vxLXL6cAsCePT/z668fERRUu8y8EM4mJyeTFSsmExragNtvf6ZKrvnWWzeRkZHEpEnfVfm+CUeRng7btsEXX4CUsHlz8fLTp71oXsUhh+yZETwBLAY6Gl9fAk9IKS9LKW+0eWbZ/AQ0kVJ2QO1JsLjiJaVcIKXsKqXsGhRU22aDJUNHpKXFkZmZZLGu+Yhw5copFBSUtsvv3LkGqHoPlJycy0hpICXlfNmVHcCSJU9bVXS29grk5WWxc+dqGje+ltatS4dBsLZwX5U5IVwlw5Ejm3nttV4cPbrF7nNiYvZx/PhWgMJgboGBIYW2+G7d7uG++6bTseNAzp8/wqJFj7psVhocXIc7/r+98w6Pssoa+O9MQjrp1AChNwHpyoINYRfFvrooWNaGDctaP2VdXVbsoq6yILq4ithYXVfXhiAisYCoSFfpoYcAgSQkJJn7/XFmkkmYSSbJ1Mz7e548mXnrmTvz3nPvuaecdRdjx94RsHtu27aSrVtXePw9hjIlJfDII3DddfDyy6oEzj4bxoyBnj3h9NP1uA0bAi9brTMCh51/gaPDf6ee194BuNbea0fVojAAxhjXHvol4PF63uMY6pP7JjW1DVu2rKB1664eO/oDB3YCgR9V3nffp4CNdu16+eX6ruTkzK1VWTpH7NOnX+r2mEOH8pg5c4/bfaFQjjNYMnzwweNs2LCUVasWVAaJ1cXmzT8AMHz4BLcj3t69T6F371MAWLLkNRYufIHCwvygREvHxMQzYUKjH9l68cgjKzh4cBcpKcF1WiwoULt+hpsUSzt3aqffuTMcPAiffAJt28LXX8PKlRATA9nZcNpp+ufku++2s3BhO1avLgISA/ZZoA5FYIypEBG7iKQYYwrqee3vgG4i0glVABcD410PEJE2xphdjrfnoNXPGoW3uW90RGHj3nsHcMIJF9ZiwtCOfty4qcyadU01H3p/jioDOe2vbdHUqehGjJhwTP6hmsd4IhDmn7pwlcFutwck+Ormm9/gk0+eY8yYm70+p0uXoZx99t2VMQW10bXrUK644llatOjUGDHDivT0tgFbD8nPh7IyaN0aCgvhq69gwAA4cgSmTNF9d9+tx82bB6ecAl27wtNPq5IYPx6+/BJyXYzdycnwwAOqGGpy6NBC4A/s359IYSEkuYTr/vKLmpQG14jcOnIE3nwT9u2DCy+EvXth4UIYNQqG1qP8sTdrBIXAKhH5DKj0UTPG3FLbScaYchGZBHyKuo/ONsasEZEpwHJjzPvALSJyDlAO7EfTWDSYnJy5iIhb74qkpAzKy49SUnKYjIz2XHzxI3z00dMcPLiDlJTWdZa1HDFiAuvXf8nChbMAtXGHWqH5hlKb8nRVdJ7aaOTIiaxb9yXt2/chKSndr7I2hjvu6MXOnesZO/bOgGR1jYtL4rzz7q3XOe3bH3fMOktN8vK28PPPX5Gd3Z8xY2p9DP1OXt4W9u/fQVZWb5KS0oIqS2MpKNBOdMgQ7cidnf1ll8EXX8CWLfD66zqiL3Y8Ao8/rscAvPtu9evNdVjsWreGVq1g/3644Qb3SgCgS5fjSU7ezqFD3di4EY47DqKi4Jtv4Pnn1ZT0pz+pMlixAnbsgM8/h9279fwffqi61po1KnduLpSWwo031v7Z6yxVKSJXuNtujAl8BAtaqvIvf1nO8uWwbh2ccQZkZXlOlgbel0GsWXT9wgv/RvfuJ1aLFygo2Mvu3b96PdVvKPPmPcjSpfM44YSLuOiiB/16r5tv7uh2pJ+UlHFMeUrX0p+xsUlcc81M3n//MXJzVzFkyPncfvu7x1wnVHAqgmHDLuaWW94ItjgN5pVXbuWTT/7ORRdN4YIL7g+qLA8//FtWrfqMe+75mP79x/j1Xhs3LueLL2bTs+dJDB9+iU+vbbfD3/4G69dDs2YQG6uzAFcSE6HIMRTu0wdSUyEnB0Rg7Fhd9C0ogNGjoV07XQdo0UJnAO5MSO6YMwc++kjP37UL4uJU6Ti76ebN1ay0enXVOR066BrDwoUQH68KZGn1siFkZ8PWrQ0oXu/EGPOKiMQDHUIh/fShQzBpUtWXdOAADBvmvsAM1J1EzhVX88G//nUrM2deDlQf/aektAyIfXLdusXs2LGWNWsW+l0RjBs3lX/843Jcy03ExCS4TYngzswzf/50bLYoMjLaH3N8KHH33f8jOjqWtDT/mxZ27vyZRYv+Sbt2x3HKKW7HUg2md+/TWLz4ZTp0CH4p0/bt+1JSUkizZrF+v9fWrStYsGAGZWUlPlMEK1aoTT8vT5VATAwcPaqj/D591BT02ms6qv/zn3UU/uuvcOaZqjC6dNGOuHdvXfjdvh169VLl0K8fpKRo5+wt3Rxjzu3b9b9T8VxwgZqHVq/Wv+Rk+M1voH17GDFC5T7/fFUcsbHw73/D/Plw4omwdi1s9Zw1BvBuRnA28CQQY4zpJCL9gSnGmHO8/3i+Q2SwgeV07gybNs0FbgXcL3Tq8cLrr2sHt3DhLNau/YLhw8fXmjQuJ2cus2ZdW61Ob6CLq7/00nUsWfIaR48WB8QMtWjRbN5++88cPLg7qOmamwrff/8BTz55DgMGjOXuu//n02sbY1i5cj7dug0Lan6aQLN9+1pWr15A27Y96dfvtw2+Tmmpdpzr1+sswLULvPdeVQK//ALnnqtF3/ft0443JsYHH6IO9uwp5O6742neXJg0yUbLlqoM2rfXtYgpU3R2cdNN3s8yDh2CJ5+EX3/1PCPwRhF8D4wEvjDGDHBsW22M6VOvT+gjoqMHm5tuWk55+VxmzJiIMbV7CGVmZlfGCjhNA8OHj2fSpLlcfXUaFRVlTJnyLR06VH0cT6YSmy2KFi06cs89H/stvQS4N3MFWhHVRUlJMb/++g3Z2cdbVaLcsGvXryxb9g4tW3ZqsikRwpGcHJg+Hfr21dH9/v06gj96FE44QUf1weSRR37HypXfcfvtcxgyZOwx+43R2UZ9EYGLL/asCLxxnShz4zEUtJKV7dvDsGHw9tuT61QCNb16evc+jTZtetCp0yAAiosPUlpaRHx882rneVo8tdsr2LNnIw89NNKvvtuhlD7ZEzfe2IaHHx7FkiWvBlsUr1mz5gtuvbUL993n/6S5bdp049xz/y/slUBpqdrPARYsgGuvrW6fdlLXgDIUKC9XDxuAVatUCXTvDvfdBw89FHwlANC2bS/atm2FSLnb/Q2tBVSXecobr6E1IjIeiBKRbsAtwNcNE6fxOL3+6nITdbc2cPXV/6h2zN13f8iBAztJS8uqtr2uVMz792/3a9KyYKRPvu++wRw9WsykSa/TsWP/Oo9PTm5BaWkRxcWHuOyyOESEv/99M6mptadQCCalpYXs3bupsnaCRe0cPAiTHWOPsWPVC8Zuh1dfhUcf1WdxxYpPmDHjcnr1OoXbbptX+wUbyU8/fUpUVDO6dj2BuLj6+9kvXqzmlawsnRFs2wbXXw/Rgc3vVitXXPFMUO7rTRPcDEwGSoE3UHfQv/lTKG+orbP21oziqa6Ap6yVrvgzvUQwUiJs2fIjxtgrcynVxbRpv2Cz2SgpKebdd/8KQFJSaJuIunQZyimnXEmbNt39fq+8vK3k5+fSokV2yC+ie2LuXB01g3qzgHb+ubnq0tiuHZSUpHDoUB4FBe4DCn3JP/95PXl5W3j66V9p3bp+ORgKCuC//9XXF1ygC60WVXjjNVSMKoLQsUvgubNOSsrgiiueddtBl5cfZceO9ZSVHak1YMt57iuv3Oox4hb8N0LX4LWrKSur6pT9nRJh7Ng72LdvG23behfJ/PXXb1QGmInYMMbOn/7UNaQXmVNSWnL99bMDcq8lS+Ywb979nHfefQFNp+EL9u9XT5OcHPWMGTECFi2C/v3Vh/2ll2DGDKiogNTUE3n22V2kp3u5ctkIevY8mYyMDqSmtqnXee+/rz7+paXqw3/iiX4SMIypUxGISHfgTqCj6/HGmJH+E6tujk170AF4mAcfnEBWlvtzFi36J7Nn30hcXBKTJy/g5ZdvJiurFzfeeGxIxIgRE+jffywLFszg00+f4+DBXccc468RejBSItQnVUDNxWyn26m7OgWRSlpaG7p1GxYWUb/FxTrSj4lR3/cFC6r2nXeejqAvvFD95o1RP/edmnmFgweF9etbc/KxaaZ8jrvntC6+/BLecISMDByoQVYBruhZLw4fzucvfxkGGJ5++teA3dcb09A8YCaaC8h9SakgMWLEBDZsWMrBg7uIi3udxYubMX8+XHml++NbtuyMiBAdHcuGDcvYtOk7du1aj4dcdyQlpXLeefdijOHtt6tPiPw9Qg+FtAyeqKvAvb9MZu7Iz9ckXUOGePeAf/TRM2za9B1nnvknOnf236LxaaddzWmnXd3o6+zdqwubJ51Uf/fF8vK67d+bNsHDD+ux7drBxo06C+jQQRdSnQuo6S4B45Mnq5/7nj0wezZ89hkBUQTeUlCgMjVrBv/5j267+mpNuxDqxMcns3v3r4gIdnuF21oa/sAbRVBujJnhd0kayB//+HdA7ZaLF+vfH/6gUYA1Of7431XGFPz881f06/c70tPb1XmPESMm8MMPH7B16wrKy0sDmjitsPAgcXFJRPtxRWvbttV89tk/yM4+nlGj6i47WNdCfaDy/G/dqp3YoUPaEV13nY5U09PV/9uVsjJN+vXvf7/DkSM5tGrVza+KoCaffabpAM4/H3r00FF1WprK/c478P33MGGCBjB9952ek5QEf/+7Bk/+8oumJ6iJ050wP19H8wkJGm3//vt6nfPOg9/+VoOLUlI0w+WWLRp5mpgIH3xQFbS0caMGJN11lwZIeSI9Xf9KS9ULZ8MG+MtfHuHSS2+iW7fkBnu21GTHDo3WHTUK0tLKMcZeWWDKE+Xlmtv/V5fB9EknVWX2DHWio5vx1FPrSU5ugUjgpi7exBE8iBaj+Q+6YAyAozBNwOnSZbCZOnW5231Tp6pr20UX6QPgiyng7Nk38fnnL1JRUUZGhgZ2nXTSBFav1mjEU07R+3gz+qovl14a46gRnOPXlBbvvfcIb711H4mJabz0Ut1fq6c4CyeusRu+pqJCQ+k3bNDcKkUuFRqdKQASE+Gcc7Rz3bxZO9cdO/TPZnsBuBm7vczngXplZZoWoH177ZyNUXkXL1a7uhNn9CpoLpkKl3l2ixb6u3LHdddpqoC0NFUSc+ao7b5XL+3cDx1yf57rPbKyVFm6PvYDBsC4cbB8ua4BZNejHPCrr8LHH1e9HzoULr1UO/D4eFVCR47omkPfvqpoli9XmQYMUGWydave025XBVlUpLb8N97Qc9u2hQkTlvDEEyfTp88oJk/+7Bg5jh7Vz+VUuOnpOkuMitL+IC7wtV5CioQEOPfcRqSYAJzx8Xe5bDNAYIuVumHPno188snfycrqzahR1/G736kimDdPfxBXXaU/Bm8pLdWCEX376g9Ji9XMoqJCfXrz87cyY8ZEcnJg5UrtPFav1pHWp5/CWWfBJT5MgWKzRVFRUcbBg7t9d1E3pKdnkZHRwWtvmtq8qvxpMisv12pO33xTtW3wYB0xPvWUdiDx8fr/DZdUQsuWOV/NxW6/HWdhvYasaZSXa2ffrp129gcPaqdaWgrTpunMtH9/OHDgTbZtOxVjqtxphw9XWY4eheOP10XZ3FxNXzB4MHz4oSqBVq309/fzz3DqqapYXnkFXnhBryOiysDp0bNypf7v00d/i199pWadkSM1PUJhoe7bvl2VoYjuc64LjBtXlRq5vpxxBixdeoiKCqGkJIlly8SlvbVTzs/XDj05WRXdxo26r0cPbctDh/R7i4lRs44rsbHawc+Z0xd4jfx8G0VFetyqVZrt8/BhXbx2KsLoaE3OFujiLuFMnTOCUMN1RvDZZzMqF39ffvkwdju8956Okvbt09HArbfqgxcTA4MGwaRJHThwoJSEhFKKiwtISWnD2Wc/wbBhE5g2TX+kaWm6zvDccx0pK3M38s1GZAsxMdoBuPLAA/oD9zQ93rxZZRs8uPbgkBUrYM6cCsaOFUaODL3VLWeCvn37tlYWofdXKozCQjXrfPWVmkji4+Hii6vs2DabdnCHD+v7r75SxTxwoAYfLlumnfX//teRoiL31dK8mcHs3w9PPKGj7z59oGVL/a05zTPuHiURO/HxNs4/XwcKe/dqh9W1q46AN2zQDjg2VjNG7tmjpoxmzXS/zabXnTlTfxPJydp5VlRoioHrr9eO9uhR7dyjorQdkpJUpoICzcfVsaO246JFavbp4ofiXjt2aCqD3btVGW7frr91UFnzHQ54ycn62Zz5wtLTq5Ra164q35o1eo2TToL779fP5CQ+XvP912zvli3174wz9LsPV7766nVWrVrAySdfUVl7orHUNSPwqAhE5G5jzOOO1xcZY+a57HvYGHOfTySsJ66K4Ntv/82cObeRkdGBKVOqYtyM0ZHQRx9VP/e442DNmj8DTwOuo9kEYBYwAZutKpJSA6/dtY9w3312kpJ0FJicrKO2xYtViRij1xg/Xn/A77+vHVT79vrabtekVWPG6MPdsaOOAl99VRVRmza63RidFj/1lG/aLpQpLdWOonVrHRXPn6/Ku3lzXfBzdhqJiZoPpiEd2SWXuP8+XfNRgXrR7NihiubAAf0d5eWpEq85YrXZqjJEDh2qCurddyE/v4JRo4oYNCiG2Fjf2iWKijTzbs+e1XPWhwJHj6qiy8zUWcAXX0CnTjo4+uEHbddRo6pMfB076uwoN1eflV69jjXpbt8OP/2kCmDJkqoMoccfrwODoiI1/5x9dmh7BHnLyy/fzPz5z3P55c9wxhm3+uSajVEEPxhjBtZ87e59IKltjcAVux1mzdLO2XUKql6w7kf53btvYdIkDaRZtgxiYjpSWlr7CNI5Giwr0w5qhxeVJWvahaG63dhJdLSaIqZNU+XgL/LythIbm+j3nEF2u47kEhL0u/j8c/3cCQnw9tva6SYn64Nds3169tT1mIED9ZiG4Dndtn73sbHazvPnq+Jp1kzlqBoY6G9p4kQ1PR46pK6Vbdtqp1dzgTpS2LnzZzZuXEbbtj3p0qUettgGYIwqhuRkNYOVl+tvKtQUYmNYvz6HnTvX0737b2jXrpZV+3rQGEXwo0uSucrX7t4HEm8VAeiP5uhRnXYfPKipWRcu9DzKf+ONqie+pASWL69f8rc9e3TE0q+fKp5XX9UR7PjxOppcu1Y7DtAqRna7rkf8+qt2fr166chm9261QU+f/h179gyhe/d/89e/XlifZqoXkyZ1ID8/l9/+dhJXXvmcX+5RWKifee1aHSHu3q2dpyvx8bpNRIOYnGaQYcPUvt5Yb5ScnLnMnHlVjdrUVbNBVzIz1axhs6lnz+DB+l1266aK3KKKDz54gtdfv5szz7ydyy7zz/T1f/97kjVrPueMM25rVObRSKUxi8XGw2t374PCoUP7iI6O8ZiKV0SVAGgwzDXXwNKl6W6jhZ0lKZ3ExdU/sKtVKw28ATUFDRumo3qb7dhoxmee0X3Jydr5bdumnYzNpgoBIDp6PjCE3NyOXrVHY/FHnv79+9WM8d57VTnWN2/W//36qSltzx4N+T/9dJ1RxcaqrdfX1Pw+U1M7kJIylejoCZx8so7+t21Tb5bBg3XEL9KwGcgrr9xKcXEB48c/HvT6uv4mO/t4hg8fT8eO/hsbbtr0PStWfMzw4aEZWxPu1DYjqEBLUwoQT5VRXYA4Y0ydmbtEZAzwLFqq8iVjzKMejvs98G9giDGm1uG+64zg3nsHsWXLDwwadC533vleXeKQkzP3mAIsANHRMVx33eyQC+D69tvPefbZU7HZ4MUXbQ0yPeTmauc6aJAqnKVLVWEdd5y68S1bNpd16yZz4MA24uLaM2TIw4wfP4Fly9QuPnasTsH371d7fc2gJrtdg5JSUnQU/eOPupjavr2uczgXU0FdF//0J71uQoIqy6bKjTdmceDATp5/PpeMjLpjVSxqJzd3DXl5m+nYcQDp6R5SBzQRjhw5zLp1izHGMGiQb1KiNnhGYIxp1ARYRKKA6cBoYDvwnYi8b4xZW+O45mh1maXHXqV27HZ160xMTPXq+LfemnyMEgCIi2seckoA4MQTR/Lpp7o4NmuWuvm5Wyuw29VWGhOjneyCBWrfPnIEPvlE96elqbnLaY6Ji4OSkrnARJw6vqRkG0uWTGTJEnCaSj7/XD0+cnN1VnXaaeoyu3evjuhzc7Xjh+reH05sNl3U69VLR/yJiXhMAdKUuPLK6RQXH6R5c//n4IkE2rc/jvbtjwu2GAGJqiaWAAAgAElEQVShoGAPTzxxNi1bdvKZIqgLfyZgHQpsMMZsAhCRN4FzgbU1jvsb8BjV4xS84rHHfsJut1cqhLrwFBFbVBSU2DivGDtWPSOWLtVI0VGj1HTy7bfqYdOjh3pm5Oer7T03t6qYNqhpo2VL7bhBXfN27dKFWZttMnZ7zVgAzTHYs+cEYmLUR724WBXLwYNVIfuAQ2Go6aSkRJVAaqp6z+zcqdsvuCD0Ov6JE1ty5EgBTz65llat/OBHCQwZcp5frhuKGGMoLS2iqOigNfvxASkprejf/wwyMxsQ2NFA/KkIsoBcl/fbgWopP0VkINDeGPOhiNRbEQDYbDZsNu+SsAQjvXNj2LnzZ77++kGGDMkmPv5RFi9WjxYneXkaVONk0yb9P2yYjuIPH9ZReJcuOquIjdXX5eVql7/zTk+pILbxwANq0lm3Tl07+/RRs88PP6gHT+fOavqJj1dvnooKXQPIzg5MSb/GUFx8gIqKcvbs2eQ3RRBJFBcXcM01acTHN2f2bA/hzY3k44+fJSYmnlNO+WOdaSbCnfj45txzz0d1H+hDglaSQTSRxjTgj14cOxG1YRyzqFsf3EXE+jt5XGPYvftXvvnmTaKjY5gz59HKHDI2m0ac5uZq3MHgwdpR//KLmoDcRYi65o6JjtZRuifF6GxjkernDR2qf0461PgqnIW3Q50bbniVmJgEuncf5pfrl5eX8c03bxEfn8zgwUEp7R1QEhJSiI9vTkJCKuXlZURH+7bwj91uZ86c2zHGzimneMgoadEo/KkIdgCuFTnaObY5aQ70Ab4Q9QtsDbwvIufUXDA2xsxCffzo0mVw5er2DTe0paKijAce+JKsrLrz6AcjvXNjyMo6jrZte1YWNunQASZNqtpfMzFY/7oLi1WSkzOXkpLCY7aHsmL0FcOH+zAPiBuKiwv4xz8uIykpg8GD9/n1XqGAiPhtJgC6Fjh27B2Ulhb5XMmEKsYYiosLaNYsjpgY/ydK8qci+A7oJiKdUAVwMTDeudNRB7kygklEvgDurMtryBVnjYCYGO/daUI5vXNNWrXqxFNPrfP5dWvWE3BSW1GfpkhVmoxtZGb6blBgs9kYPnx8vX6XFp6Jjo6pV72MpsCTT57LDz98wF13fcDAgWf5/X5+UwTGmHIRmYSWtowCZhtj1ojIFGC5Meb9xt7jmmte4MCBXcfUHG5q+LrD8lRPIC4uKSKUwIcfTmP+/H+Qn7+NioqGJ6DzRFJSOpMmzW20nBaRS/PmGcTHN6e01HO5XF8S1knnIoH33nuMd955oFotYW9rMnvC25w7TZW//W0ka9cucrvPnym0mzLvvvsQy5a9w4UX/tXn6yLFxQUcOLCLlJSWJCWl131CE8DXRWnqiiNoAimamjZvvfV/xxSUd1YBayieFtxD1XvK15x44kUe9/miqE55eRnFxQWUl5fVfXAT4cCBnWzduoJ9+7b4/NqrVi3gzjt7MWvWNT6/dqgSqMpklfcL6N18yIYN3/HII2N47bUGeZ2GBTk5ns0Ljemwxo2beoz9OhIWiZ2MHn2DRx9tXyjDdesWc/XVqTz66JhGXytcGDXqeqZOXc7IkRN9fm2bLYrWrbsF1K8+0gia+2hj+eijaaxc+SkrV37K0qXzQtr7pyE4F3Q90ZgOK9y8p/yBP12JKyrKiYtLIj6+eaOvFS5kZ/fz27WHDDkvogL0QIvYP//8BIqKDvDQQ/VOulBvwlIR5OTM5bvvqkJcfbnQFyrUViDeFx1WOHlP+Zri4kOUlZVw4okXsXbtFz5Xhv37j+Hllw/XfWATZevWn3jjjf9j6NDfM3Jk5JhzfEliYirr1i2mrKyE4uICEhJS/Hq/sFQEb7012aPdvKl0brUViG/MQrGT3Nw1zJ59I23adGfixBcbda1wIzd3VaW9uXfv0/j97x+gR48RtGkTJhFxIcrixf9i9eqFxMcn89NPn5Ca2sZSBA3EZovi7rs/pEWLbOLi/D+zDMs1Ak+dpC8W+kIFTwu6MTEJPlF2GzcuY/36L/n669cbfa1wo3XrbpVrJGvXLuKFF66KqIVIf7F8+Xvk5LxG69bdmDTpdfr2HcXXX7/Z6Ou+9NL13HFHT1auPLZofVOmT5+RtGrVBVsAyq6FpSKIBK8XTwu61147yyfXb9OmOz17nsyAAWN9cr1wIiWlJa+8UsTIkddWbvOll0ZOzlz++tdTWLjQN99VuHDaaddw1VUzGDLkPAYPPpcXXriK558fT0HB3kZdt3nzDI4ePeI2c7CFbwhL09C4cVOZPv3SatuamteLvxd0e/QYzgMPLPbJtcKN6gF62T5fKN+7dxPr139Jz54n+eya4UDNCNjBg88HDCUlhxtUnGfhwlnk5+fSrdswvvrqdb8WvglFDh7czaefPo8xdi6++GG/3itsA8quv74NBQW7AfFpegCLpo279BqNDdCrSX5+Lnv2bCQ9vR2tW3f1yTXDhaVL32HbtpWceOIfGl0/YMqUU1m3bjGTJy+kT5+RvhEwjNi/fyc33ZRFYmIaL76YjzSiVmtjSlWGNDNn7gq2CAFlzZrPefzxs4iJSeDFFxufyGz9+hz2799Bly5DadWqkw8kDA/ceWP52tEgI6N9ZaLASOPjj5/h559zSEpKb7QiGD36Bnr3PpW2bXv4SLrwIi2tDb///YO0bdsDY+xorS//ELaKINKIjW3O0aNHKCsrrftgL3jllVvYsuVHBg48h7vu+q9PrhkOeHI0cJeO26L+dO48mPz8bfzmN5rh1W6vYMeOdWRmZrN79waWL3+PTp0GVaahWLnyMzIy2pOV1fOYaw0bNi6gsocaIsKFFz4QkHuFpSKw2+0BWUkPJTp06MsNN7zis0IqzZu3oFmzOFq3jqzCLJ5qMACUlBQSF5fU6HssX/5fdu/ewMCBZ0XcaPbyy5/m8sufrnz/+ONn8dNPnzB69I189tk/ADjppMsZPPgcjDHMmnU1+fm5PPzw93TqNDBYYkc8YakIPvzwKV5//R5aterCM8/8GmxxAkJMTBwnn3y5z653332f+uxa4YS7iOLo6BjOPPMOoqPrl/fdU1bYJUvmsGzZO7RokR1xiqAmHTr0Y+fO9axaVVVab/hwzUZfUlLIcceNZPPmH8jOrl5Mo7j4EL/88jWZmR1o165G4Y0Iorj4EGvXfkFZWQnDhv3Bb/cJS0Wwa9cvgPG6VrGFhRNfeWPVXHR2jW4fNOgcMjM70KZNZCsBgIsvfpjx4x+juLiAjRu/Iz09q7KIVHx8c2644V/8739P8vzzE5g48cXKGdn27at57LEz6NJlaEBSLIQqeXlbeOqpc2nZsrOlCGpyzTUvcNZZd3L06JFgixJQZsy4kq1bVzBhwpP07Xt6sMUJW3yRXqO2RWdNY+272Vs444zPSEhIoW/fUW6P+fLLV8nNXcWZZ95G165a1jwqKoY+fUZF9GwAICurF/36/Y7s7OP9ahIPS0Vgs9kicsr9ww8fUFiYz88/5zRaEVx6aQzG2Hn88VVelflsysyb9xd+/PEjTjvtakaPvsGrcyIhut2XVFSUY4ydw4fz2bRpOdHRMcTFJdGt2zDOPvsuysvLyMzsWHl8ly6DmTw5siKJ3REd3Yx77/3E//fx+x0sfMaIEZeRl7eZXr0aF6hkt9srK3OlpLTxhWhhzffff8DWrStIS8vyWhF4WnTOyOjAzp0/I2KjRYtsoqNjfC1u2HH77T3YtesXxoy5hbi4JN57ryo46swz/8Rll00LonQW4GdFICJjgGfRUpUvGWMerbH/euAmoAIoBCYaY9bWdd277uqD3V7BrbfOo0OHPn6QPDS54oqn6z7IS557bgt5eVtJSkr12TXDleHDx5Oa2oYTTvj9MfvcLQiDVs2qiTO6/dFHx5CXt4Vp036xEtmhtQrmzLmdjh0HkJSUQZ8+p3P4cD6FhfmMHXuH23PKy48SFdWsUUFUTQVjDAcO7KKgYA+dOnkfXW2M8br9/BZZLBr98AswGtiOFrO/xLWjF5FkY8whx+tzgBuNMbVW82jVqrPZu3czAKmpbZgw4QkrothL/FWsPdzx1C7uopCdnVN5+dFq10hKyuCKK55lxIgJfPbZDF5+eRIzZ+4mOblFoD9OyGG329mzZyOtW3et1jFVVJQTFRWNMYbVqxeyffsaxoy5BRHh8cfPYu3aRdx++3v06zc6iNIHjuRkOHoUSkqqb9+yZQX33juAtm178NRT692eW1FRzqJF/2TUqOsqt02bdgHnn38/nToNCGpk8VBggzFmE4CIvAmcC1QqAqcScJCIu0K6NcjLq5qOHzy4q8nVIaiNXbt+5ccfP6R580xOOunSuk9woTYvl0hoO0+4a5fp0y/lpZeuc5vozGlSq0lcXFJlO44efQOdOg2ylIADm83mdmYUFVXV/Tz33CUcPryPoUMvICOjPUVFBygtLfZ7Hv5gk5wMRUUgAl26wNatxyqCrKxeJCe3JD29ncdaxu++O4X33nuYYcPGkZiYypYtK8jNXcXChTO55poX6pTDn4ogC8h1eb8dOKHmQSJyE3A7EAPUmVCk5oPZ1OoQ1MbChTP58MNppKW1rbciCERqhXDEUwGg0tKiel0nP39btal4165DfSJfJCAiDB36e8dsS71iHnwwhyNHDhMTEx9k6fxHQgL07Al2u3b+sbEQ7+bjNmsWy8yZuz2aeYwx7N27GWMMu3b9QteuQxGxUVJSRGqqd2uAQQ/PNcZMN8Z0Ae4B/uzuGBGZKCLLRWS5u/2R4qlRUlKIiHDgwE5uvrljrTWNa2J5ubintgJA9cEYww03tGH+/Ok+uV6kcc01M7nyyudIT88CVDkkJCQTHd0syJL5h+ho6N4dbDZ9neQIaI/zENPoqgT27NlIaWlxtX033vgqU6curxyAdOjQl+nTc7nwwge9ksefimAH4Jp5q51jmyfeBNwWJjXGzDLGDPZk32pKdQg8kZMzlyVLXsO5puM07XirDDzVcEhMTPeZjOGIp3ZpCAUFe3jzzfvqpaAtIovoaJ0FDBrkvtNPSDh2myubN//AU0+dz1VXJfPtt/Mqt4tItYVkEcFmi8IYw4cfTiMvL9fd5SrxpyL4DugmIp1EJAa4GHjf9QARcTUcjgXqnS+iqdUh8ERtph1P5OTM5eabO3LJJTZKStzX0C0pORzRHZe7AkD1xTUr5JEjh+qloC2qKCkpYsWKT1i/fglTp47mzTfvC7ZIPqdjR0hN1TUBd7gzDTkxxvD1129gs0Vx//2LOOGEC9mxYx3bt6/Fk9PPjh3r+M9/HuKRR9yOsSvxmyIwxpQDk4BPgXXA28aYNSIyxeEhBDBJRNaIyAp0neCKuq4bG5voWCwRMjOzfZpHPpSpr2nHuQiqvu6GwsL9bo8rLz9aqzJp6owYMYFrr51FUlJGg87XUVdFtW11KWgL98yc+Ucee+wM/vOfh1i9egFbtvwYbJEajGtHn56ui8Lp6ZCZWft5NpuuFbi/pjBhwhM8+uiP9Ox5EiLCe+89zF13HcdXX82sPC7D5af81luTsdsrGDeu9iymfo0jMMZ8BHxUY9tfXF7fWt9rZmX1ZOpUt0sFTRpPAUzGGK69NrPSddGJp0VQd0T6OoEz5cQll3j2uRY5tsOPjo45xo3USaS3aUPo02cUeXlbOPnkPzJy5LUkJ9e/qlmgSEqCmBjY7xhfpaXBgQP6OitLR/YbNkBiInTr5nkG4I74eCitkW0+NRWaNYO8vJrbM2nRojVnnTWC5GS9X0qKKpS8PLjttnmUlZWSnp5Y6z2tyOIwwV3WTCeFhfm88MJVQJUraH0WQSNhjcUbMjOz3SpbZznLV165lcLCfKAqbkDjD9xHGFvUj1GjrqvmBx9qpKXBwYP6uksX7ZiLilQpdOsG+/bB3r3Qrp12/EeO6Oi8vjFxCQlV9wG9T+fOYIzewxgoL9/MSy/dhjFHWbp0J1D9Ph07qjdS69bRlJREs6uOOl5hpwg2bfqeSZM6cPHFj0SESciJ87POmHEFdnvFMfudJh7ncbXl3XclUtZYvMGdsnW2T22J6jydYxHepKVB8+awbZv+794diou183fa8rt3r3qdmVm942/fwCJ18fEQFVU1k4iK0tkHQMuW2sG3aJHO119/jDGGw4cLSE6uniHAeT6o7HY7tRJ2NYtFxIDv68yGC5dcYsNT3J2I8Prr+o3n5Mz1qDSc+KNwe7jjjDKuT4rqhpxjEZqkpUGBI3vI8cervX77dmjRwrPt3tccOaIdd6Iba055uXbyIrBgwQf07TuIVq3a1nnN6Gho395zZHHYKgLQjkxT/kYON9/c0eNIv2Z7XH55PGVlJV4da2ER6URHw4ABGtxVVKSj76ZCXYog6AFljSESF+TGjZtKVJT7IJuSkkJmz76Ra6/N5JJLhLKyEkRsxxxvmS4sLI6ldWsdbScmNi0l4A1ht0bgii+DgcIFp8nBdeHSSWFhPp99NqPaNmPs2O1CUlIGRUX7LdOFhUUNEhPV5NK6dbAlCR5haxqKiUlgypRZZGdHbodWm5moJpYpyMLiWDIyqhZVmzJN0jSUmZnNnXfOYty4CbVG4jV16uMiGolmNAuLusjKCrYEoUHYmYY6dx7E1KnLGeBIq5GaqqvskYi3LqJg+bVbWDjJyNDF4ISEunP7RAphOSNISqpy5UqN4AJb3ubJiY6OsRaHLSwctG+vrqGdOgVbktAhLBWBa9a+5s3rH7nXVHDmycnMzAZwKVhR1SBJSRlcd91sa3HYwiekh3my2oQE7T9ENGLXQgk70xBUVwQ2m84KnHk+Ig1nB189utVEbMCdhf9ISdFR9IEDmuYgHAl3ReYvwnJGUDPCr0OHyJ0VQMNSVFtYeENGBnTtqs9Xhw46ig7nzjSjYUlmmzxhqQhqFnSIj4/s1X+r+piFv2jVSnPoHH98VcqDFo5SzOE2+EpKqj3ffyTTJBQBQNu2VYmZIg1PgXWWp5BFY4iP1zz6UP2ZS0nRDJv9+wcu/05jSUqCHj2CLUXoEnaKwNMij82mP9BIxJ33kJVGwqKxtGrlfruIKoLY2PDw2ouNhV69rMXh2gg7RWCrReK0tMDJEUq4eg+JRFblNgvf06IF9O7tWRG4Eg7PXFaW5hCy8EzYeQ3VZpdMSdH94erR0Bhqy5dvYeEtycladKU+x9tsdee7DxaxsVVrGhae8euMQETGiMjPIrJBRP7Pzf7bRWStiKwUkYUikl3XNWubEURFVdk0LSwsvCM9XStgJSaqh1B9sNlC85lLSFCzVXZ2+C1qBwO/KQIRiQKmA2cAvYFLRKR3jcN+BAYbY/oB/wYer/u6te8PB5ulhW9pytN+kYaPaL3pAKOjtaxhy5bQt2/DHC4yMvS82gZpgUREF4Z79gxvV9dA4s+vbiiwwRizyRhzFHgTONf1AGPMImOM0wH+W6BdXRet68eWnh4+ngwWjSc5GY47LjxGfW3aVL1OTq76nSYmaqfl/AwxMdpBg47UO3asel8baWlVA6HU1OpePa73A1UuaWl67cZ627VoAQMHQr9+vlXKsbEN+25bt7b6gPrizzWCLCDX5f124IRajr8a+NjdDhGZCEwEaNu2dpfI2Fj9QW7cCPv310teizDDZlN7dmysdmg7d2onsHdvVSLCxERNMCaineqmTcFZQ2rdWs0UzZvD4cManFVRoTK3basdfdeuKnvXrtqhFhZWmV3attXauTVJSdHrJSRoOmWbDfLydJRus6m3zP79en5pKfz8sy6e+iOwKi5OZdi8WfP5HDqknwf0cxw6pK/j4/U7KHEUz4uJgaNH9XVGhn5n+/ZpOyQkqALdudM7GaKi9LNa1I+QWCwWkUuBwcAp7vYbY2YBsxzH5nXqJN6l3KybTGCfj67lTyw5fU+4yGrJ6VsiWU6Pa7D+VAQ7gPYu79s5tlVDREYBk4FTjDGldV3UGOMzHwARWe6pUEMoYcnpe8JFVktO32LJ6R5/rhF8B3QTkU4iEgNcDLzveoCIDABeAM4xxuz1oywWFhYWFh7wmyIwxpQDk4BPgXXA28aYNSIyRUTOcRz2BJAEzBORFSLyvofLWVhYWFj4Cb+uERhjPgI+qrHtLy6vR/nz/l4wK8j39xZLTt8TLrJacvoWS043hF3xegsLCwsL3xIiISAWFhYWFsGiSSsCEfEibVZoICJhkL4LRCQsSntY7elbRCQsMvaEyzMfau3ZJBWBiCSJyDPAxyLygohcEGyZPCEiCSIyHfhERG52eFIhIiH13Tja9GngQxF5SEROC7ZM7rDa07eISJyIzAAWORw9Rjq2h2J7hvwzH6rtGVJfpi8QkSxgDlrB/UxgMV7kMAoitwMZwBVAHOpOizEmZPI5ikg34D9ABXAVkAfcF1ShPGO1p2+5CmiJBntuBmaLSFyItWc4PfMh2Z5NThEAJcBLxphbjTG7gbeBFSLSL8hyVSIicY7/0UAM8LoxZr0x5gkgzzFSDPoowYUiYJYx5k5jzFrUE2yXiNSZGyoQWO3pW0QkyfUt8I0xJt8Y8zLwDfCw47hQyfAU0s98OLRnqDwYDUZEeojITBGJBzDG5ANfuBzSHugM/BwE8aohIt1FZC7wnIgMdsRaJAHDXA67HrhMRNoFa5TgaNPKEZUxZifV80AlAD2NMdsDLpwLVnv6FhHpKiJvA/8SkbEi4kzd1tLlsLuA80WkizHGBKPzCpdnPlzaE8JcEYjICHRKOBE1CSAiYowpcjksBtjiTfoKf+L40b4A/ASsBG4SkauBx4DrRSQTwBiTC7wGXBskOccC7wJ3iqOGhIhEG2MKXQ5LJ/gPmdWePsQxW3oGWI0+U2cDfwFeBc4UkT4ADmX1XxymLBNg//NweebDpT2dhLUiAPJRm1t34EoRyXbTkAOAjQAicm0Qp4tdgCJjzOPGmOeAl4DzgXhgBtUDSH5Bs7UGY7q4B5iAtuk9IpJkjCkXEZuLLL2BNQ75xotI9wDLCFZ7+po2wEFgqjHmv8DfgNFAN1ThTpYqj5xPAF8lfqwv4fLMh0t7AmGuCIwx69CaBxuAz4ApcIwt+HQgQ0TeAcaj9sSAY4xZDXQUkZMdm1YCC4G70aR76SLygIj8AbgGOOI4L6AjBGPMcmC9o00/AWY6domLLCOAFiLyH7STKwukjA45rfZsJK5K0RizA80APNrl/QzgYYeiLQL+KiLXoLOugCV5ryFnyD7zrjKEcnu6xRgT8n/o1DnZ5b3UfA00BzYAp9c492N0tHVhgGTNBFq5ygfYHK9vBl5z2dcf+KfjnO7A5cB8YEIw5HTTpsnoqGaIy75YtNP9HvhDAORsA/ymxrZQbM9j5Azh9ry6xrYox/8/Ajku21PRhdf+QBpq3ngzgO15tYd9IfPMo3VXngRiQrk96/wcwRbAi4a+H01a9ybwoGObrcYxzoa/Dfif4/Uljk741ADK+mdgPVp281FX2RyvuwLvAFc43megSflaB7hN3cnpqU3vBxY5Xo9x/D8vgLKuQUfSAx3vXRVWSLRnXXKGSns67v09cLuH/Tbgc+A2l22vAn0C3Ja1ylmjPYP2zKOOCKuB51EnhZrPUEi0p1efJdgC1NLIiWh20reAVugIrwDo6Nh/zAjW8fqA47h/AnEBkjUOeBTV9i0c8hYD6c4fhMuxv0XtlwOBPwCLgA6hIGeNY13btBw4DDwLNAuQrDbHw/UxOnX+E5AYSu3phZyefqPBaM8nHfc85n41ZBuE+refB1zq6JB7B7A9PcpZi8wBfeapmpE+56lTp2rWEtT29PozBVsANw2Y6vgfDZwKRLvsexG4ysN5KajiWAkMD6SsjtdtXF6fCrwBHOfhx3ED8HfHj8LvstZXTpf9mY42/zHQcrpsex6409Fpnhxq7emNnKHQnkAvtC54c3RQdRVwYo3jnR3cucBfgS+BEaEmp8uxAX3ma8hpA1ahg6njHHL8EZdBFVWzloC2Z4M+W7AFcGm0DMfDNB+4Bejqsk9Ql7BFQH8P59uAfkGStadjezQ6Qt0CPAUsQ6erzh+E60g2KlTldDk/OkAPmKucNwO9HNu7Av9yvL4dHXHfBrRz/i6C2J5eyxnk9rzFRc4H0YXor4EHUE+Vy11+n+Jv2Xwhp8v5AXnm3XzvfR3bHwaedmy/Dg0MfNjlObP5WzZf/YWE15CInIhOrfcBD6ELMLe4HGJDfxhHcVPuEjSFgDFmpZ9F9STrjQ4ZyoEfgM7GmDvQUcDtDvkxLgFNxpiKUJXTRcZyY8xXAZaznYucG4BDIhIF9ABuBU4wjsAr43jaHK8D3Z5ey+kiYzDaMwudMYHOVqYAo4wxf0ULR93oIp8hQDRGTieBeOY9fO9XO3Y7TZLzjDEvAPcArXEEjJkQSsNRFyFRvB71pJhmjHkTKjNHnu6IxCszxlSISGfH6zzRhFIxzuNDRNY4oNQYU1lw2hjzoYjcif7It1hy1kvOZqh/fV906r8RtR8bEelmjPnVktNrOUc5vvcCY8zfnAcaYz4QkdvRzi3QfuzhLOdox77FaBT7QIecqxyBjGGjAJwEXBE4ogCrjTyMMetFJNdlXxlqGnKNDDwdiBeRV9FR1z0hJmuJ6zki0gsdQWwFdlpy1lvOMuAnEckBlhhj5otIJ7T2tV/9wpugnF2c37vLub3R730LofO9h4ucnR37NojI88D/ieaz6ozOqjf7U05/EFDTkIg0c23oGoEiRS77OqKjK1cygT6oX+4JxpgvQlTWWBG5DPV2+twY80djzFFLzobJaYy53xgz3/F6szHmEaNpIyw5GyCniESLyPmoO/ZCY8yVDmVmydmw730FarbKAd43xpxlNHgsrAiYIhCRScAC0RzcZ4PaJF2j8VxedwaWOrZdICIpaNrejsYYv9fybIysaAKxT1Eb8XRLzkZ/9639KVukyYl62iwGhoby9x4ucopIW2PMfmPMO8aYf5iblX8AAAPLSURBVPpTTn/id0UgIumi5pzfAfeiiy5XOKbPlQsqItLPVC2u9Aa6i8jHwEXoesB6Y8yRMJA1yhiz15+yRpCcvycA9tYIkvNC1JNlf00TjCVng7/3cn/JF1CM/12votBMgU6f787Av3D4rqOr7K8CS4C2QAfgEJpWNmARrOEkqyWnJaclZ+TIGZC28EPjRqOBNe1dtiW5vLahASPdHO9HAzfWuMaVAfohhIWslpyWnJackSNnMP583dB9Uf/0PcAbHo7pBXzkYV+ML+VpCrJaclpyWnJGjpzB+vP1GsE+NNS/J5oi+LcAIhLlsgrfBq3RioicII6i3SIixo9eK2EsqyWnJaclZ+TIGRR8qgiMMbuAt4wxB1Bbm7PqTgWaJgLgeCBGRJ5Aw7Od5wYsqjGcZLXktOS05IwcOYOFz72GTJUXyqtAiYjc4thud2jek4GRwH5jzG+MMYt8LYO3hIuslpyWnJackSNnUPCn3Ql1y1rqeN3P8f8cXBZrQuUvXGS15LTktOSMHDkD1h4BaPBPgFI0M19msD9wU5DVktOS05IzcuQMxJ/fAspEi3M/hK7ETzLGnGlcEp2FEuEiqyWnb7Hk9C2WnOGLM5DCPxcXOQPNY1Na58FBJlxkteT0LZacvsWSMzzxqyKwsLCwsAh9QqIwjYWFhYVF8LAUgYWFhUWEYykCCwsLiwjHUgQWFhYWEY6lCCwsLCwiHEsRWFjUgYhUiMgKEVkjIj+JyB3iUr3KwzkdRWR8oGS0sGgMliKwsKibI8aY/saY49Ac9WcAD9RxTkfAUgQWYYEVR2BhUQciUmiMSXJ53xn4DsgEsoE5QKJj9yRjzNci8i0auboZeAVNgfwocCoQC0w3xrwQsA9hYVELliKwsKiDmorAse0g0AM4DNiNMSUi0g0tejJYRE4F7jTGnOU4fiLQ0hjzkIjEAl8BFxljNgf0w1hYuCE62AJYWIQ5zYDnRaQ/UAF093Dcb4F+InKh430K0A2dMVhYBBVLEVhY1BOHaagC2IuuFexBi5rYgBJPpwE3G2M+DYiQFhb1wFostrCoByLSApgJPG/UrpoC7DLG2IHLgCjHoYeB5i6nfgrcICLNHNfpLiKJWFiEANaMwMKibuJFZAVqBipHF4enOfb9A3hHRC5H89sXObavBCpE5Ce0NOKzqCfRD45qWHnAeYH6ABYWtWEtFltYWFhEOJZpyMLCwiLCsRSBhYWFRYRjKQILCwuLCMdSBBYWFhYRjqUILCwsLCIcSxFYWFhYRDiWIrCwsLCIcCxFYGFhYRHh/D8Pop0M2gTadgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 4389, {'val_loss': '-0.0019156599882990122', 'val/kl': '1.4331061493066954e-06', 'val/mse': '0.037138525396585464', 'val/std': '0.23166042566299438'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 6584, {'val_loss': '-0.0057923560962080956', 'val/kl': '0.0011892403708770871', 'val/mse': '0.014471719041466713', 'val/std': '0.13829636573791504'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 8779, {'val_loss': '-0.00879998505115509', 'val/kl': '0.00030224185320548713', 'val/mse': '0.010459517128765583', 'val/std': '0.11564823985099792'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 10974, {'val_loss': '-0.008512335829436779', 'val/kl': '0.00018694093159865588', 'val/mse': '0.011850623413920403', 'val/std': '0.11690759658813477'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 13169, {'val_loss': '-0.008924140594899654', 'val/kl': '0.00028845659107901156', 'val/mse': '0.011009116657078266', 'val/std': '0.1132839173078537'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 15364, {'val_loss': '-0.008349238894879818', 'val/kl': '0.0004312678938731551', 'val/mse': '0.010706685483455658', 'val/std': '0.13060510158538818'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 17559, {'val_loss': '-0.01090719923377037', 'val/kl': '0.00022727491159457713', 'val/mse': '0.008385194465517998', 'val/std': '0.09534289687871933'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 19754, {'val_loss': '-0.008542833849787712', 'val/kl': '0.00027246144600212574', 'val/mse': '0.0123121477663517', 'val/std': '0.12256549298763275'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 21949, {'val_loss': '-0.009440659545361996', 'val/kl': '0.00020619103452190757', 'val/mse': '0.009264436550438404', 'val/std': '0.12026706337928772'}\n", + "Epoch 9: reducing learning rate of group 0 to 2.0000e-05.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 24144, {'val_loss': '-0.01136733591556549', 'val/kl': '0.00016490866255480796', 'val/mse': '0.007215595338493586', 'val/std': '0.09338495880365372'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 26339, {'val_loss': '-0.011439336463809013', 'val/kl': '0.000161058793310076', 'val/mse': '0.006865694187581539', 'val/std': '0.09241525828838348'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 28534, {'val_loss': '-0.011696096509695053', 'val/kl': '0.00013111541920807213', 'val/mse': '0.00643901014700532', 'val/std': '0.08725713193416595'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 30729, {'val_loss': '-0.012062464840710163', 'val/kl': '0.0001506595581304282', 'val/mse': '0.0060098906978964806', 'val/std': '0.08937463164329529'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 32924, {'val_loss': '-0.012067064642906189', 'val/kl': '0.00013129020226188004', 'val/mse': '0.00601418549194932', 'val/std': '0.08661390841007233'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 35119, {'val_loss': '-0.012112884782254696', 'val/kl': '0.0001443344372091815', 'val/mse': '0.0058594150468707085', 'val/std': '0.08837384730577469'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 37314, {'val_loss': '-0.012062818743288517', 'val/kl': '0.00013888548710383475', 'val/mse': '0.00598512077704072', 'val/std': '0.08429467678070068'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 39509, {'val_loss': '-0.012109644711017609', 'val/kl': '0.00012263900134712458', 'val/mse': '0.005824161693453789', 'val/std': '0.08178030699491501'}\n", + "Epoch 17: reducing learning rate of group 0 to 2.0000e-06.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 41704, {'val_loss': '-0.012216373346745968', 'val/kl': '0.00012300258094910532', 'val/mse': '0.0057160803116858006', 'val/std': '0.08580853044986725'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 43899, {'val_loss': '-0.01225808821618557', 'val/kl': '0.0001240428100572899', 'val/mse': '0.005709941498935223', 'val/std': '0.08506008982658386'}\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:\n", + " Name Type Params\n", + "0 model LatentModel 1 M\n", + "1 model._latent_encoder LatentEncoder 226 K\n", + "2 model._latent_encoder._encoder LSTMBlock 205 K\n", + "3 model._latent_encoder._encoder._lstm LSTM 205 K\n", + "4 model._latent_encoder._penultimate_layer Linear 16 K\n", + ".. ... ... ...\n", + "92 model._decoder._target_transform Linear 2 K\n", + "93 model._decoder._decoder LSTMBlock 663 K\n", + "94 model._decoder._decoder._lstm LSTM 663 K\n", + "95 model._decoder._mean Linear 145 \n", + "96 model._decoder._std Linear 145 \n", + "\n", + "[97 rows x 3 columns]\n", + "INFO:root:model and trainer restored from checkpoint: optuna_result/anp-rnn4/anp-lstmbig/version_-3/chk/_ckpt_epoch_19.ckpt\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "11ad736639574fe8a84d8e5143203a75", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step val 43899, {'val_loss': '-0.012918490916490555', 'val/kl': '9.250699076801538e-05', 'val/mse': '0.00538375461474061', 'val/std': '0.08190043270587921'}\n", + "\n", + "logger.metrics [{'val_loss': -0.012918490916490555, 'val/kl': 9.250699076801538e-05, 'val/mse': 0.00538375461474061, 'val/std': 0.08190043270587921, 'epoch': 19}]\n", + "None\n" + ] + } + ], + "source": [ + "trainer, model, params, r = try_manual({ \n", + " 'use_deterministic_path': False,\n", + " 'use_rnn': False,\n", + " 'use_lvar': False,\n", + " 'use_self_attn': False,\n", + " 'use_lstm_le': True,\n", + " 'use_lstm_d': True,\n", + " 'n_decoder_layers': 4,\n", + " 'n_det_encoder_layers': 4,\n", + " 'dropout': 0.2,\n", + " 'hidden_dim': 128,\n", + " 'latent_dim': 16,\n", + "}, name='anp-lstmbig')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Train ANP-RNN" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-03-01T04:05:00.850576Z", + "start_time": "2020-03-01T04:04:49.600Z" + } + }, + "outputs": [], + "source": [ + "trainer, model, params, r = try_manual({ \n", + " 'det_enc_cross_attn_type': 'multihead',\n", + " 'det_enc_self_attn_type': 'uniform',\n", + " 'latent_enc_self_attn_type': 'uniform',\n", + " 'use_deterministic_path': True,\n", + " 'use_rnn': True\n", + "}, name='anp-rnn')" ] }, { @@ -844,339 +7086,20 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T09:29:14.502278Z", - "start_time": "2020-02-15T09:15:48.605760Z" + "end_time": "2020-02-23T08:53:26.602343Z", + "start_time": "2020-02-23T08:13:21.000Z" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 798 K\n", - "1 model._lstm LSTM 207 K\n", - "2 model._latent_encoder LatentEncoder 98 K\n", - "3 model._latent_encoder._input_layer Linear 16 K\n", - "4 model._latent_encoder._encoder ModuleList 32 K\n", - ".. ... ... ...\n", - "70 model._decoder._decoder.3.linear Linear 65 K\n", - "71 model._decoder._decoder.3.act ReLU 0 \n", - "72 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "73 model._decoder._mean Linear 257 \n", - "74 model._decoder._std Linear 257 \n", - "\n", - "[75 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.6190637350082397', 'val/kl': '0.5031337738037109', 'val/mse': '0.3089987337589264', 'val/std': '1.0617789030075073'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cbd1b6424aa84e4ab8e3186941fdda74", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.3857086896896362', 'val/kl': '0.00048115666140802205', 'val/mse': '0.004232240840792656', 'val/std': '0.07312013953924179'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.344988465309143', 'val/kl': '0.00020843140373472124', 'val/mse': '0.0055994573049247265', 'val/std': '0.07038313895463943'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.0654047727584839', 'val/kl': '0.0002335252647753805', 'val/mse': '0.006818015594035387', 'val/std': '0.06158881261944771'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hUVd7HPye9AgkJnYQOgqIgUhQrouhakFVRoyIqsezaRVTWskpwVdS1oL7gqqvGgu7KYllRWRVRQVBAiIhCICHUNNInmcyc948zJ/fOZFr6IPf7PPNkcu+ZO2fOPfd8z68LKSUWLFiwYOHwRVhHd8CCBQsWLHQsLCKwYMGChcMcFhFYsGDBwmEOiwgsWLBg4TCHRQQWLFiwcJjDIgILFixYOMxhEcHvEEIIKYQY1NH9sGDBwqEBiwgstBuEEJOEEL8IIaqFEF8IIdL9tD1eCPG9EKJCCPGTEGKix/mbhBA7hBDlQoh1nuc92i4QQvzmutYvQogrPc4fI4T4wdWvH4QQx5jOnerqa5kQYqeXa38hhCh09WOjEOL8AGPwsBBikxCiXgjxoMe5PwghVgkhDgoh9gkhXhJCJPq5VlDthRDJrj6uCtC3y4QQeUKIKiHEUiFEssf5S4QQW1zntwshTvRxneGue1Lqen0uhBhuOi+EEI8KIYpdr0eFEMJPv/zdnyZdy4IPSCmt1+/sBUhgUEf3w6NPKUAZcBEQAzwOrPbRNhkodrUNBy4HSoEk1/lxQBVwLCCAG4BCINzH9f4KDENtfMa5rnW861wUkAfcBkQDN7v+j3KdHwtcAWQCO71ceyQQYepXBdDTzzjMAM4C/gM86HHuMmAKEAckAf8FXvRzraDaA4uBlcAqP9ca4er7SUAC8Cbwtun8ZNe4jHeNY2+gt49rdQH6ue5NuGtMfzKdvw7YCvRxXedn4Hof1wp0f4K+lvXy83x2dAesVxvcVBMRAJ2B11wLZR7wFyDMdW4Q8JVrgS4C3nEdF8BTwAGgHNgEHNnCPmUC35r+jwdqgGFe2p4D5Hgc+xW4xvV+OvC9x7WkvwXY41rLgDtc788AdgPCdD4fmOLxmdPxQgQebcYCNmBsEH14w5MIvLSZBmxqwhg3ag8cD3wHzAxABPOBN03/DwTqgETX/9/q8W/ifY8A/gRUm459C2Sa/r8G35sCv/enKdeyXr5flmro949nUWQwADgZuBK1KAA8DHyK2k32cbUF9fCdBAxxffZi1A4dIcTdLlWE15effowANup/pJRVwHbXcW/wFO8FcKTr/X+BcCHEOCFEOHA1sAHY5+f7cfU/FjgOyDH16yfpWkVc+MlPv7xd80MhhA1YA3wJrAv2swFwkqmfTW7vGpvngD+jiNIfPO/PdhQRDHFdZwyQKoTYJoQoEEI85xpL/V0HvajvDqKI8VkU0Xj9Ltf7EabP/SSEuMzU1t/98XstC8EhoqM7YKHt4HqALwGOkVJWABVCiCdQqo5/AHYgHeglpSwAtA7ZDiSi1CnfSym36GtKKf8G/K0Z3UlASSVmlLm+xxPfAb2EEJcC76FUIANRKhBQKox/uforgIPAWR6LhS+8iFoslpv6VRZkv7xCSnmOECISJTUcIaV0BvtZXxBCTEapkca1oP3NwBop5Q9CiKMCXMLfOHQHIoELgRNR8+M/KOlyLoCUsovnBaWUXYQQ8a5+5fn5rjIgQQghpMLIIPsV8Fp+f7GFBlgSwe8bKagH2PwQ5qF0qQB3oRbS74UQOUKIqwGklP9D7SQXAgeEEIuEEJ2C/VIhRJoQolK/XIcrAc9rdEIt6m6QUhYD5wO3A/tRevDPgQJXk2tQUs0IlA75cuBDIUSvAP16HCVVXGxaJILulz9IKe1Syv8CZwghznN9X45pHLwaVn30czxKR3+hlPJX17ETTdfKCaJ9LxQRzA3ya/2NQ43r/2ellHullEXAk8DZgS7qkvxeBF4TQnTz8V2dgEofC3eg+9OUa1nwAYsIft8owtj1a6ShdK5IKfdJKWdJKXuhjG7PC5fbqZTyGSnlscBwlIpoNoAQ4l7zIu/5cn02X0qZoF+u780BjtadcO0UB+JD9SGl/EpKeZyUMhklwQwDvnedPgb4UEr5q5TSKaX8BNiL0od7hRDirygj7RlSynLTqRxgpIenyUhf/QoCEa7fhZRyhGkcvg7mw0KIUSgbxtVSyhX6uJTya9O1RgRqj7JX9AR+FkLsA54Gxrq8i8K9fLXn/RmAMs7+KqUsRZGweXFtykIbhpLm9AbE7btc732Nd6D705RrWfCFjjZSWK/Wf+FuLH4DeB8lSqcDvwDXus5dBPRxvR+B2vkNQOnQx6GkiXjgE+CvLexTKkps/yPKa+hR/Bj1gFGu7+8E/B34xnRuBsp4PAAl0UwGqvFieHa1vwf4Dejh5Zz2SrkFtfD9GXevlDBXf89yHY8xnRvmOh7r6uvlKL36aD+/K9J1jTeBea734a5zR6IkoOlBjqnP9q7f0sP0ugVlw2g0Bqb7X45S/cS75o3Za+ghYC3QDWVT+hp42Me1JrvuX7jr/j0D7AFiXOevB7agiKEXauEO5DXk6/4EfS3r5WcudXQHrFcb3FR3IkhyPdSFwC7gfgyvocdQ0kElynCb6To+CWWQq0RJFdlAQiv063QUEdWgjKr9TOdexOT6CLyFIo4y4B2gm+mccC1M+SgVwRbgigDjUev6Pfp1r+n8KOAHV79+BEaZzp3i+rz59aXr3BGuxbUCZadYC1wQYAxe9XK9q1znXgGcHv3M8XOtoNsDV+HHa8jV5jLXmFahbADJpnORwPOu37kPtbjHmM5XAie63l/kus+Vrnn3ETDS4/49BpS4Xo/h7hWUA2QEeX/8Xst6BfcSrsG0YMGCBQuHKSwbgQULFiwc5rCIwIIFCxYOc1hEYMGCBQuHOSwisGDBgoXDHBYRWLBgwcJhjkMuxURKSors169fR3ejERwO9fKGsDCIOORG2oIFC02BrzUgMhJCITH2Dz/8UCSlTPV27pBbnvr168e6da2V06v1UFwMFT6SEoSFQa9eFhlYsPB7hq81oHNnSEpq//54QgiR5+ucpRpqJfiSBgCcTigqar++WLBgof1ht3s/XlXVvv1oDiwiaCXU1/s/b7MdGhPCggULzUNdnffj9fVQXd2+fWkqLCJoJfiTCDRqagK3sWDBwqEHh0NJ/r5QWen7XCjAIoJWQjBEUFvb9v2wYMFC+8OXWkijujqw1qAjYRFBKyAYEgA1WfztGixYsHBowpdayAybre370Vy0KREIIaYIIba6ytvd7eV8uhBihas03ZdCiD5t2Z+2gicR7NkDP/3kXRy0pAILFn5/CLQZrK21sXHjpvbpTDPQZkTgKn6xEJWvfThwqRBiuEezBcBrUpWmewh4pK3605YwT4J9+yA/X4mCP/8MnsldLSKwYOH3h0Bqn8zMqUycOJLvvvuufTrURLSlRDAW2CalzJVS1gFvo8oPmjEc+J/r/Rdezh8SME+C4mLjvdPZWBy0iMCChd8fAkkE+fm5AGzcuLEdetN0tGWIU29UIRSNAhoX4t4ITEOV0bsASBRCdJWqZu0hA/Mk8HQRra6G2Fjj/2B0iYcztPdFZGRH98SCheARSCL44otfCQuDtLT26U9T0dHG4juBk4UQ64GTUdWyGnGrECJTCLFOCLGusLCwvfsYEJoIbLbGxmBP/2GHI7CHweGMmhor3sLCoYdgHEacztB1FmlLItgN9DX938d1rAFSyj1SymlSylHAXNexg54XklIuklKOkVKOSU31miqjQ6EngbegEW/HfKWisKDGy2xkN9tYvKnaLFjoaDgc7vO0uho2bYING+DAgf08/vi9bN26GQC7PTQrQrYlEawFBgsh+gshooBLgGXmBkKIFCGE7sM9wMtt2J82Q1OJoLKysRHZghoTm02J2fqvOTWHzQaFhaHtj20hdPDkk09y/vnns3r16jb9HrM04HDAb78pqdZmg//+9wOef/4R7r03k1NOGcSQIf3btC/NRZsRgZSyHvgzsBxVXHyJlDJHCPGQEOI8V7NTgK1CiF+B7kBWW/WnLaEngjeVRm1tY7HR6Qz9SMOOQG2tITpXVMCBA4pI9bGaGjWW+/erVwhqCQ85hKqqojWwdu1ali1bxvbt29v0e8wbk1273DMIpKQM5aqrbmbmzFsoKNjJrl351Iagx8ghV7x+zJgxMtSyj+blqd3s+vXevYKGD4dOndyPRUWpjKQWDJSUQHl54+OpqRAfD7t3u9tXhIC+fVV2VwtNR1UVHDwIPXuq/ysqVKbM3wNqamrYsGED+/bt47jjjqNPn7YLUaqoMLwFN2xwV1926qSef4AdO35j4MBepKXFt1lf/EEI8YOUcoy3c9Yj1EJo/aDD4ds11FuOIctg3Bi+9P81NWrX5TlmUoZ+Mq9QhcOhiNduV7Eve/d6J+FDEXl5eXTr1o3XX3+dqVOnBkUCW7du5eeff27W92mJwJsNq7zc0Aj07z+Y6OiOIYFAsIighdCTwJ+ni7dzmjwsGPBFjjU1vhP2WR5GzUNZmTH/6urU2PsrrnQo4ZNPPqGyspKysjJEEBVhiouLOfXUUzn11FP57bffALA1wStBj5m3Obp16zds27YbrXkJ1Q2gRQQthCYCf/OmsND7JPk9PHStBbvdtwHd4VALlzfYbNY4Nge+FqRQXaiaguuuu47t27dz7bXX8sorr/Dxxx/7bV9cXMyxxx7LgAEDKCws5IQTTuC6664L+vv0GuApnVZVHeTBBycydeoQAL7++jNuuulyXn311ab8nHaBRQQthJ4E/gLFpFSeBJ6GOWsBMxBoAfLlKaQ9jSw0Db7m3u+BCAAGDBhAZWUlV199NQsXLvTbdsiQIXzwwQesWrWKnj17snr1aj755BOqg9Q7+vIarK4uY9CgcfTvfxx2u2DXrh0sXZrNl1+ubM5PalNYxRNbCP3gBJOGdv9+wzAHFhGY0ZKI69/L4tWe8EWsh3rke21tLdHR0QAMHDiQK6+8ktGjRwf12fDwcPr378+yZcs4+eSTiYuLC+pzvoggNTWdhx9Wrqv79sHxx5/G44+/wsSJRwf3Y9oRFhG0EMFIBBplZe5EYPnDG7CIoP0gpW+30UN5LKWUHHnkkfTv35/s7GyGDx/OP//5T7+fWbJkCUcffTRDhw5tOPaHP/wh6O80Rwv7Kzy1fz+MGjWIfv0GEYIxsRYRtBR6MQ/mAaqoUA+htl9ZEoGBlixAh/Li1RHwtwE5lCWCjRs3sm3bNqqrq+natWvA9lJKrrnmGiorK8nPz6dv374BP+MJPZb19Y3Hzul0EubybXY4oLRUuUKH4gbQshG0AFJ6J4JvvoHs7Ma6a4fD3cvFIgIFKS0iaE/4W4iczkN3Xh555JHs2bOH7777rmEBPnjwILm5uXiLl6qpqeGMM87g1FNPdSOBzz77jBkzZvDaa68F/E7tMu7NnPDEE+dz4429+fnnrxrarljxIYsXv0hFiOWZsSSCFsD8QOndQHExvPCCEWp+111gVjWWl0NCgnp/qD5wrY2WLuSakCOs2RwUAs27ujr3jLmHCiIiIuhp1r0Cffv2bXAl7eQR1RkXF8e//vWvRtfZvn07r732GjExMVx55ZV+v1Org7yphQoLd1Jauof4+C6A2hg+8shstm//hbPOOpERI0Y04de1LaxHpwUwi4V6w7FsmfGgbd0Kzz4Lc+YYnykvNyKKLSJQaA11hN1uEUGwCKSaqKqC6OjfR8R2eno6VVVVVFZWNiICXzj11FN55ZVXAi7UUhoE4C2Y9JFH1lNSUkBSknrgbTY488xplJUVBm2Ibi9Yj04L4KkWKimB//1P2QDuvBOeeAI2blSTxOXI4GYnsIhAjZ05RqCmRhFDU1Md2O2H5i62IxCICCor1X3o0ePQqgvx3nvv8dlnn3HhhRcyefJkADZv3uyzfWVlJdHR0UR6/MihQ4e6GY99wWYzNoDeNjPh4RGkpvZzaz97dlZI1iX4HXB+x8HTdXT5cvWQjR0Lo0dD795qouTlGZ9xOIyEc4d7dHFdnarvbFYNFRcrVztvcDp9p/C27ATB46uvvuCCC8aTm/urzzYOx6EXn/H111+zaNEicnJygmp/3333ERMTw/PPP9+s7zOrg4LJI1dfr16hWJfAIoIWQO+s9CT41fVcnXyy+jtggPq7Y4f75w4cMN4fzkTgLZq4tFS9amvVuZIS41xFhaoDXVio2pjLglpEEDyuuup8NmxYw1NP3e+3XQgmyfSLSy+9lOeff57TTjstqPbl5eVIKRt5GNXW1rJ06VLefvttv583E4GnRLBixa/86U/f8swzy92OV1bWU1i4n/37iwglWETQAphVQ19/nc3Wrf2AMBYv7seqVdn066fOexJBcbHx2cOZCDx/e22t4VW1dy9s26bGTpPFwYPq/fbtyv6yY4exs7KIIHi8885XPP/8e8yZ8ze3454SwKEmEYwfP54bbriBkSNHNhx7/PHHOeqoo3jjjTcatf/HP/6BzWZj6tSpbsdra2u54IILmDVrls/v8qw0qIlASli4EF56aQglJcfz/ffHu83zf/7zGcaO7UFW1rzm/cg2gmUjaAH0Yv7xx9ksXpyJlMqHrLQ0j8WLMznnHIAMcnPdP+d0KjLo3v3wJgJP8di8+zerhyoqVDrfgx616+rr1TimphoJ08LD266/vwc4nTB8+CiGDx8FqMUsMlKNY0EBHG0Keq2vP/THtLi4mM2bN7Nr1y6v56OiohodS0xMZOrUqSQlJbnFAphhJsm6OmOz8v33sGoVREU5CQuzY7Mlsm0baJNDp07dSU5OITw8tIwvFhE0E2Y93+LFc7Hb3R2J6+qq+eqruQiRwe7darKY59yBA4oIQjG4pL3gSYKeC71GSYkytntz0TtwgIZIzUPV7bE9YZ5vxcX1/PRTDUlJiQ0Lm+fCX1vr7v4cyvjwww8JDw/nlFNOIdY1EW688UYuvfTSJgWLCSF4//33/bbxJAJQY6UFj8svD2PPnmg++UTVKNBEcNJJGcycmUGXLkF3p11gqYaaCfMiVliY77VNSUk+vXsrwsj3aKJVIIezROD5233l+Cop8Z19tKLCvwufBXfYbHZefPFRLr98MieemMz7789zW9Q878GhNKbXXnstZ599NqWlpQ3H0tLSOProo0lOTnZrm5uby/jx47n55pub9V3eiODjj1Vp1fR0mDQJRimhi/XrjbZ6PENtA2hJBM2E+UampKRRWJjXqE3Xrmn0769E7txcGDTI/XxdXehNiPaEmQi8FZ7R0N5FvlBeriSBQ2nR6ijk5e3j0Ufvbvh//373Mo41NZCYaPx/KI3pGWecwf79+xst+t6Qm5vLmjVriImJ8Xre4XBw8OBB4uPjG7XxtA/oMfrxR/X3oovgl1++oqRkD1FR08nLC6OkBJKTDQIJtee+TSUCIcQUIcRWIcQ2IcTdXs6nCSG+EEKsF0L8JIQ4uy3705ow38hLLskC3OXnyMhopk/PavAcWreusYdMXd2hndulpTATgb+EXeDfcKk/eziPZbCw2yO55prbmTbtdp57bhe33fae23lvEsGhYoh/7bXXWL58udvCXVBQwH333cdTTz3l1nbcuHGsWrWKRx55xOu1pk6dSkpKCp9++mmjc55zsa5OSf3aDDF4MHz++Qv83/9dRq9eagezYYM6V1VVy7Rpx3PqqSMJJbQZEQghwoGFwFnAcOBSIcRwj2Z/QRW1HwVcAjTPobcDoBcxpxNGj84AFgHpDefHjr2QiRMzGDtW1dvdtAk++kidW7Uqm5tu6sfIkWFMmNCP11/Pbvf+hwKaQgT+oD/rcITeTiuUUFsLyck9+MtfnuCqq56ga9fGJRw9iUBKlTnzUFVhlpSUMG/ePF5++WW344mJiZxwwglMmDDB6+e6du1Kly5dvBaa90YEBw6o8U1KUo4NQ4dOZMKESzjmGMWiH3+s06BEkZPzI7/8sinoegftgbZUDY0FtkkpcwGEEG8D5wPmwqAS0HHfnQE/CoDQgtl1tKAAIIO+fTM4/fTn+eCDR/nmmzfZunUV06dncf31GTzxBLz1FtTVZfOf/2RSV6cmwe7deVx3XSZhYZCRkdFhv6e9IaW7hNQaRADqYbRSTXiHOeGhlp6cTgcvvXQ9u3Zt4oEHvqa6urE3S329stOEYvpkDbvdjt1uJzY21q08ZZ8+fXjwwQdJa2Io7yuvvOKzzKWn5FlXZwSNprv2gmee+WfOPPPP2O2wejXs3g2ffQZnnSX4xz++omfPzg11E0IBbaka6g2YfbYKXMfMeBC4XAhRAHwM3OTtQkKITCHEOiHEusLCwrboa5NhLlG5e7d6L+WLvPHGHRQV5QOSoiLlRmqzZTNpkpIePvhgbgMJaNTUVDN37tz2/QEdDM8dZkuIoK7Ovf6uBe+oqoI9e3axY8d2qqrUtjYsLJycnP+xbdsa9uz5xWs6ZQj9cf3222+Jj49vFEyWnJzMAw88wMyZMxuOSSmZOXMmL7/8stcdP+C31rGnqmz9+q94++03gcapIyIj4Yor1Pv33lP2rCFDxjFw4DDCwkLHL7ejvYYuBV6VUvYBzgZeF0I06pOUcpGUcoyUckxqiGxL9MJjsxlujwUF92C3u8uNdXXVvPPOXE48Ubf37mGU7+lW9DtHaxIBGCqNQ8m42Z7QMQHPPvswp502iK++erXh3IwZz/DAAyvp0UN5M3jTWIS6yq26upro6GgSzZZuH1i3bh2vvvoqc+bMCaq4vRk6RYSGlCrV9b59yl1VE0FJyR5stiqklIwaBUccocZV5x6D0FK3taUQvRswO+/2cR0z4xpgCoCU8jshRAyQAhwgxGFOL2H4v3t3hC8uzmfQIGUrqKpKAxp7GDVVdD3UYX4InM6WL+A2m/J2CfWda0dBL14JCZ3o1Sudrl2NR3P0aPeKXPv3Ky8ss+Yi1FN9n3XWWdhsNuq9MNa+fftYu3YtRxxxBIMGDWL48OG8/PLL2Gw2rwFlACtXrmTu3LmMGzeOBQsWNBz3lAY2b97EoEHj6Nw5kbIyRQRSSm6+OR2Ho57XXrMRGRnN0KGwZYsa25UrP2TXrq/JyLiAE08c36rj0Fy0pUSwFhgshOgvhIhCGYOXebTJByYBCCGOAGKA0ND9+IHDYei3zRJBYmK61/Zdu6YRHq6jNrMID3f3MIqNjWPevKy263AIwpehuLhY5RJqKvQ1DuXCKm0JTQRz5y5g6dKdjRZ/M0pLlZeLTo6ocSh4D0V4Yar58+dz3nnn8d57ykMqPj6emTNncsMNN/i8Tk1NDatWrWLjxo1ux81jUFCwk6lTj+HxxzMoK4snIkKlmLfbbSQmppKQkExkpGLT7t3VZ/btgzVrPuX//u8x1qxZ08Jf23poM36XUtYLIf4MLAfCgZellDlCiIeAdVLKZcAdwGIhxG0ow/FV0lspoRCDeaExE8GkSVl8/HGmmw0gKiqO6dPVIn/MMfDttxkkJVUiZRYlJQX06pXGnXdmceGFh4+hGLwTQV0dzJ2r/j75JI2iL3ftUoFlw4erNN5VVUaRH7M6w24/tNMitAXM6gxvJRVXrFhEQcFmZsx4hrCwMJfKwxhfCH31kC9MnDiRnJwc+vRp7CXlC2PHjuXLL7+kly4e4oKZCHJzf6Vz5xTi408CoE8fNe/Cw2N54QV3v5cePdTffftg0qRzGDasJ+PGHd+8H9QGaFNBT0r5McoIbD52v+n9z8AJbdmHtoD5gaitNaJeJ07MoHdvWLJkLkVF+XTtmsb06VlMnKgW+aOPBiEkRUVXAXcgBDz5ZDZjx56A3Q4+Ylt+l9ALU1mZEpdB6U/1WC5bpoxs5eWqNoHdDg89pHapKSlGDdgZM2DKFHep4nAby2DgjwjCwsJ4//2HKS0tYcqUW+jZczCgxt6MUJYIHnvsMT7//HNuv/12pkyZ4nbu4osv5uKLLwbg1ltvJTU1leuvv95vXeOkpCRO1mmETTCPwUknncErr+SzZEkdmzYB/ER5eU86dWpsx9REsH8/HHHEGYwbd0ZIeWF1tLH4kITZddThMCSCOXO68/LLf+K993aSm+vko492NpAAKP/ifv1sQDRwAVJKCgqU2eRwU2focduyxagx8N13xvnPP4cFC+D66+HTT+GXXwxVRVGRIgGAf/9bSWW1tcYYhvKC1VFwOqGwcB9jxnTn9tsnNTo/cuTzhIdX8Pnnxg64stKdQEJZItiwYQOfffYZxebc5B4oLS1l4cKF3H///Tia+cCZ55bTCTZbNBUVykC9c+c77N3rvcZD585qc1JZqV46CC1UYBFBM2D2GKqtVbvR8HAnDscBbLYKkpPh+uv/yOTJyXzxxUtun500SXkX9OnzBLNnf8D48VPcrnm4wDNM32YzQvSHDlXn9P/LlxuRmeecA3/9Kzz6qErZUVGhqsKB4SdvGYwbw+mEAwf2Ulx8gNJSdyPMzp2wevX5OBwR5OTEu33GbCcIZYJ94IEH+OSTTzj11FN9tqmoqOCll14iKyuLbt26Bbzm008/zV/+8hfsrh9utj+tXPkpJSV2pDTqYhxzzFF06tSNzZtXcO+9Y1iy5L6Gawlh2Al27bKxdu1qvv322+b92DaARQTNgH4gbDZDldGlC8ye/QF33rmEhAT44YdvKS8vZdGiWdx0k6pPsGpVNu+/3w8Io6BgLPv2lREZqeLpDnci+PFHRaqDB8O116qMl/36KU+gPXvgyy9Vu1GjYMgQ5Z1xwQXq2AcfqMVfSxahvGB1FJxOGDZsJKtX7+aOO1TBdodDkegjjxheWwUF7jt/s3oolCWCoUOHcuaZZzbS6WvMnj2b9PR0CgsLufvuRtluvGLevHlkZWU1SBl6g1FefpAZM85k6tQjkFI2EMG5515Cz56DKS4uYMeOHygs3Ol2Pa0e+vXXA1xxxQRuueXaJv/OtkKIOoOFNsxpZ7VaqEuXMEaPPocePWDp0mzKyozk+kVFebz44kyEENTX6+1qHm++mUn//jBzZkZIiYltCe2C6JkO4vvv1d/jj1dGt+efV2m7X31VqYaqq5VL45AhxmdGjVKEkJ8PP/0EepPncIpT2x4AACAASURBVKiF7/dQfL214HRCeHg4qam9SE1VXm8LFhiS1vDhkr176ygtjaagQNKvn/KvNxOBLq16KBrihw4dSufOnalpQsDKrbfeitPpbIgA1huMAwf20r//EKKikhBCNBCBNjkce+y5PPzwGrp37+R2PS0RVFV1ZdiwMQwfPoRQgUUETYTT6T2GQHu4dO4MCxbMxW531084HI23qQ5HNU89dTMzZ2YcNhLBgQNGUI55567j6Y44Qv3VPuwnnKCIALJxOOZyxRX5pKQYRvgjj1Sf3bWrsRojhCL4Oxx6o6E3MatWKRJISICrroLx42HGjE+A88nJKaFfP7WqVVSol47TClWPrCeeeIKYmBiuvfZar6kbZsyYwdVXX+21yIwveEb76/k1aNARfPbZVlavrsfpNAoq1dX9RkGBnT59hjNx4lj69VMOEJp7tERQWhrPwoVrGTGiqb+y7WARQRNhDnwyu446HPnMnXsho0cfzZ49wUcJV1SUuD7fmr0MXejdOhhEUF9v1HHu2dO9/eDBkJiYTUWF4ZarU3cA9OmjjPFapVFToyQHiwjc4XTCW28tZsOG9QwceA1vvHEsAJdfrsgWBGlpTnbsgF27jJVeSmXQHzpUbXJCUT3kcDiYM2cODofDZ3nJyMiWVQSrrnZ/9isrITw8guJiNbbx8bXcddcQhg07iUcf/aqhTG1SUmMi2L9fXSuUtACW8NxEmA2RZtdRm207ublr+eKLZfTqFXyUcHx8ChBak6KtoFULGpoICgvV8ZQU9ypuoIxsQswFGleAe+eduWjXcJX4z7ATWAZjdzid8NVX/2XJkhdYsSKG8nIlfZ10ktHmwguV0aWwsEujz+rxDcU6xnV1ddx///386U9/8hkp3BwUFRWxdu1a8vPzWbFiDZ99toz9+/dQX1/fMM+0Wig5WdKt2wCSk3uzadNbPPvsPLZt20JSknE9c1CZyo8lcYbIg28RQRNhLlJdV2dIBOnpPTj22Cmce+4l3HlnFrGxwdT3i2PKlL83XPP3LhV4znm9u9y7V/31lAY0ysu9S1jFxaoCHCiDssNhGYx9wemEGTNuYtasZ6it7QeoKlrmVDs6c2ZeXuPaGZoAqqsbn+toxMbGcv/99/Pcc8+16nWffvppxo4dy6JFr/DKKwvJzDyf115byODBkcyaNQGn09lABD17xvD009u56643+eKLt3jyyfvIzf2VxESVeA6UdBAdreboww9fwYAB0XypvSA6GJZqqInQ4qFeaDQRjBhxBOee+98GkRDgvvtupLLSIyqnAeHAIvr2zaCqSu2EQ9EQpx/6Jubm8gpPotNjGIgIUlLSKCpqnJ9JiDB+/DGbrl0zKC5WIreOhLUkAnc4nTBy5KkIcSpffKGOecZTJSdDQoKkslIZQFNSjHN2u2Hot9kOj9rQAwcOZPTo0SQkpDBiRCfef/91nn9+PqCS3IWFhZkkAvW3Z08477xLGTr0KAYNUgavLl2U1CuESuVdUAB1dT2w2+1+4x7aE5ZE0ASYDcV6oTG7j8YbLthMnZrBpk1lPPXUG0REuOsno6LiGDLkBSCDH3/c2OD/HiJSohv0AtAaMF/HbCsIRATTp2cRFdVYwnI6HSxenImUNwL9uOOOMK69th9Ll2ZbRWo8oOII1HtPLxcDkpqalQCsXFnhVyoIJWzcuJFNmzZha2W91VVXXcW6dT9w2WV/4pprbuPVVz8hKiqaadOu4dZb3wWMsdSkGR1t49xzL2H27CwGDFBeQb16GR5s2rPtpJMeJCenhj/+8aJW7XNzYRFBE2DeZerdrI5wLS5ey3/+8zwbN651+8zUqRlMmTKtId1tSko6s2YtApTlaM2aNSFdyN5ubz01i2eNYg1NBNqY5gmVumM40FgsqaurpqTkRVRGV1UD4p57Mlm6NNuSClxwOqGqqoqlS7PJyVnFwYNqd2rWX4PKwZ+c/AsA776byNVX/8CWLd83nA9VIpgzZw4jR470WlayudDzs6bG2LCccMIkfvihkDvueImePdUiX1SkznXtCi+9lMmoUXFcdNFEt2vFxkL//uq9Jozy8njCw2NCZvNnEUEQ0Am49E0HI0RcSwSffno/WVl/Yt68290++9RTD/LFFyrdUo8ehttjz57KpSUycuBhSQTmRXrfPvXXl0Rgs1WyY8c6VF5Cb3A/brNVs2DBXIsIXHA6YceOnTzzzOUsWnQfUioPIG8ppR9//BquuAIiIsqx2Y5l3TpjEDUROByhpXpLS0tjyJAhDB06tFWuV1+vbE61tSpa3eFwUFJSRHh4OAkJiW5uymbpasyY00lOTuHMM6c1umZqqhpznV9IO0iEChFYNoIgUFNjrjmgYLfrSaKiYHv06E5+fiL9+g1qaLN0aTbPPvsQOqHqvn35DW6Pp5ySwVdfQc+ek6irU9cLlUlhhicJaPfM5sCbRGCzKT/s8HDvpRBXrcrmzTfnNPm79uzJD6nFqiOhguuimDDhEqQcz4ED3tRCCtHREZx9Nhw4UMXy5Z0oLz+u4ZzZfTKUNi2LFi1q1evpHEs5OQf4wx9Gs2+fygfWt29/Vq7MdSv5aSaCiRMv5rrrLmpISeGJhARjjufllXHbbbMYPXoojzzycKv2vzmwJIIg4C0YsbbWkBCSk+Gee15l8+ZyHn/8lYY2CxbMxTOrtnZ71A+inkiaVEIN9fXuZOCZkbIp8OY6qqWBHj0aRwKvWpXN4sWZlJZ61jMyw7sVu1evNIsIXHA6oU+fwdx881uMHXsL4JsINE45RYlnOTnRDbYC83MQipuWlqCuTs11KQ3Ps/j4Tg0kkJjYmaSkFLciSnV16nkIDzdshEIIny6sMTGGjaC4OIJPP32XL7/8X1v/tKAQUCJwlY48GugF1ACbpZQhX0GsNeHNBmW3uy9i3u69r8Cy4uJ8kpKUnra0VC2QNTWhSQR2u+E5ZLersZCyeV5EnkSwdauRcVSrhcLClMqirg7eeadxfWfVJhwpnXTrlsbIkWfz1Vf/dGsXHR3HnXdmNUQwH+6pJsxODp5eLr6Qnq4Wt9JSFbmdnu7+HIQKEdTW1hIZGdkQMdzcuVlVpSSBhARjnkZHx7BqVR7JySnExsZRX1/fqIgSqLEMC3N3FvGG6GhDIigvj+Ohh95iwgTvxazaGz4fESHEQCHEImAb8DdUfeEbgc+FEKuFEDO91Rf+vcFzR6xRV2fk0e/WzfAVNsNXYFnXrmns3ZuDlHsb7A+hqBrSOkxdplCTQHNtBmYi+O03ePBBlVkUaAgMS06mwQW3qMg7kUrpJDfXyerVO7nttueZNWsRERE9AUFUVE+uu24RU6eqiGNLKlD3sLS0lLq6moZ0CN4kgk6m1DglJQUkJ/8EwPr16lh9vUEooTJXn332WRISEpg//xH271epRprTN5tNzU9t89Po3TutISYoIiLCjQjyXB7NehMTSGUaE6PIIjYWbDbBmDGXcNxxE5re2TaAv4V8HvAGMFBKeaaU8nIp5YVSypHAeUBn4Ir26GRHwpdHWl2d4Y7XowdMm5bGgAFhPP30XxFCPVTeAstiY+O49tosEhO7ArsAtbPQtQ1CCeYF3253F4mbA/Pv07mFUlPhvPPgzDON/5OTlUdLaqp3ItUEW1dXR//+EBUVQ339iYCT6OgPmTAho6HvoU4E7bGgOp3wyCM3MGNGHL/+quacp0SQmKjSemuUlu4hN/evgEoIqMdRPw+hQgS7d++mpqaGuLjEBg8fzxKbgdCUmtlmIti6Vf0dMkTZCQNJnlFRStrVUsHu3aEzjj67LqW8VEq50lvpSCnlASnl36WU//R3cSHEFCHEViHENiFEo9yvQoinhBAbXK9fhRDeq793ILzZB/QOWauGundXnipSSsLCwomKUgvZRRdlMH/+Inr3TkcIQe/e6cyfv4jp0zPo1KkbRx01HDg0iKCuzlgEmrO4aslCQ4vVw4fDpZcqNUR0tPKsALUo3XtvFjExjYn0hBNOZ+DACMaN60VMDGzZ8gnwJQDV1Uc25Bxqbl/bE5470LaAyqPvIDw8kpoate03SwTh4Wq8o6IMFWe3bv0544wjiIqqZccOuO8+tfEJNSJ46qmnOHjwIBdffGXDMW3Hstu9P7+e8Bd+8Oabi+jfXzBkSBTffLPCKxEMHRpYLaQRE2MQwYoVa3nhhWco1T7oHYigvIaEEMcD/cztpZSvBfhMOLAQmAwUAGuFEMtc5Sn1NW4ztb8JGNWUzjcFUupUvMF/xrygmKEXF60a6t4d/vvfbdhshaSkdCcmRukpu3ZVcQRaTWHuS3R0GL17J7Bpk1oUtT67uTrOtoBn4RjPYDpPVFUpH/OoKGNB1/AkOT33zeoIcyRreDgN4/bII3MpLMynZ880Zs/OIikphSVL/kFlpVpFJ0w4nV27csnL209lZXe2b1cPp7++hgLq69Wi5enP39pwOuH++99l714nf/6zmlxmIhg40EjQFx+vxqxTp1RmzpzHSSfBs88qCe6tt2DkSHWfQoUIADp37uzm0lpfrwy+ZWWGKsYf/BHB+vXKiGW326mpqW6IobDZlGooLEyRaLAJDs1E8OmnX/P223cwZcpEktp6EgRAMMbi14GBwAZAP84S8EsEwFhgm5Qy13Wdt4HzgZ99tL8UeCCIPjcZlZWGh09MjHoIAiUj1DYAbxO+rk69tNtjSgp07dqFqKguDd+h/4aHN14ENUnoh7GkxFh0m0pWbQlz0JeZEH0trpWVql1VleFm6nSq3b4eA2289UYEnsXqQZHBpEkZ7N9vqC5sNhvZ2SsYPVoV/z733OkMGTKdl1+Gzz6DnBzQhapCOedQVZVhc2lhcky/0JW1nM6whmAyPdY9eririeLjjXsDiiRuvRXuuUeRQWmpsuGEEhFA4zmpJc5gVD7+iOCii66mb9/+pKb2ZNSoCfz2mzq+bZsag/791XMeLBHExhpEkJp6IueeeyOdPXdNHYBgJIIxwHBvKqIA6I1WgisUAOO8NRRCpAP9gVb3paqudg8Es9nUZA5UqU4HfHiD2T6QmqoWbvODbJ4UMTG4+R1rpKTAihVzgSxycw9it6snM1TyDUnp+wHRtQQ8Fy/zw2izuX9eqxxyctTDoBcbnecefBecT0x0l5JiYmI4cGAvp58+jD17lKRw3nl/pUuXccAwtmwxxrw9FtrmQuuy24MI6uuVU4KUSgKJiFDzNM3DDGNWcRQW5lFSUkC3bkcCndm/Xz1PFRWhk+I7IyOD+vp67rtvEQkJjRfUQBJhRYX/NmPHnsjYsScC7hHVv7pKE2vJ09t4REY23oiYPYcSE4/j4YePo29f/31sDwTj9bMZnQ+h7XAJ8J6U0uvSK4TIFEKsE0KsKyws9NbEJ7zpYAPtEm02/23s9sYeQ1OmHMXJJw+ioOA3N6ORr8UtPh6Ki5cBsGtXFE6ne03UjkZ1tf9dn+f41Nf77ntZmXs94aIiw1dbSwSeZKrxxhsv0L+/4PTT+zQcW7o0m3vvzWT37jyklOzZk8fixdfy7rsnACqpl/mhDUX1UFkZ7WbQzsvL46abxvDSS/MAQwLo37+xgdNMBC+8MIMHH5zI7t0/kJys7m9REQ05+EMBS5cuZcmSJfhayjwLIJlRUWFIDsHAPKfMhmJoTARhYUpl7DmnY2IMFeiBA6HzvPtzH/1ACLEMSAF+FkIsF0Is068grr0bMHNdH9cxb7gEeMvXhaSUi6SUY6SUY1K9hZ/6/Jz3h8zsG+8NgYKmzK6jPXqom/3bbznk529HCHdZ1BcRCAFTp/6RiIhqqqvjGtRDoTIx9ELtC54J3QItZjp9sX4o9RhrIvA1Tnv2KKHS4TC+cMGCudTUuMcXqPMlgI2DB9VCq/sUakSwf7+7+kWPiWe9htb7vn1s2/YDBQVKLEtJUVKBN1VcVJSxeKWnH83gweMJD49ocJHcu1epMkOFCJYsWcLLL79JXJxva60v9VAwwZHbt2/llFMGccMNf2x4JpxOGlREWiLwjCNKSVFSV5xHrsTYWGPOl5dL9u4tYNeuPYE70sbwpxpa0MJrrwUGCyH6owjgEuAyz0ZCiGFAEvBdC7+vEWprfS/4dru6edrdTN8cHdzlD2Yi0KyfmTmb0tJiBgxwl7UjI73bCQCuvPJBtmyBzZth+3ZVJCQUMmbqwLFAbcwIZrE1t/EkguhotdNfsGAue/bk06tXGnfemcXttz/EZZddR3W14RPouwKcoG/fGHbtUh5dNTXqHocSEXibX7p/1dVqJ9naKZ4HDTqSRx5Zw1NPHQnAuHH+A8ri45UaacaMpxuO9eih1Hq6qEqgjUJ74Q9/+AOlpf69r7zdf+35FwgFBTvIy9tOXt52Zs5Ux3btUvcwJUWNY1SUu+oyOtoggPh4975FRBgEXFHh4Pjj+zJ58pl8+ukngTvThvBJBFLKr1pyYSllvRDiz8ByVPL9l6WUOUKIh4B1UkotVVwCvN0MG0RA+DMUaSKoq1M3SuuhS0sDF96oqHB3HY2KgrvvfhRw93zR8GUniI5WxrjNmyE31796pT3hra+e8HyIgjHKmYv66IVE2wi+/jqbJ57IbNjp796dx733qrxMnl5XvXqlsXt34/oEKSlp9OypHtS9e9Xv6Nw5tIjAn4RaUaEWkNYkgro6iImJx2Yby4EDajyOO86/jl8H95nza5klAnOfQ8HDLdD99TY3dTqJQDjppDO5776n6N17fIMUFMg+YLZ76dgB8/Oii9XY7RHExaWSmOhe5L4jENBGIISYJoT4TQhRJoQoF0JUCCGCyjgjpfxYSjlESjlQSpnlOna/iQSQUj4opWwUY9AaCEQEuo3DoaSCiorAwSg6sEobi7t3N7I4CuFdz+3rwV65Mpvc3BcBJRGEimoomJ1ScyQC/Rltg4mKMlRCL73UWN1TU1PNnXfOYOnSbLfj3gL1YmLimD49y23B0jrdUMry6GtOVlW5u+hC68wFLRXrCO5Jk9R89VfRMSEBhg0zvNqklI2IQLs7dySKior4v//7P5Yv/8hvO51HyIxgvcmEEFx11a2kpIxvOOZpHzCPpbdUE57/x8Yax5Yt28Orry4JrjNtiGCMxY8B50kpO0spO0kpE6WUHU9hQSBYIgC1+9Hh9/6giULvlpKTwWY7yNy5N/DUU/d5/UxCgveAk3feeZxNm7IAJRF4m7AdgWAWIIfD2FE5HMF9xpd9AGD/fu/qHofDwe23X8GcOdc2HJs6tXGg3rx5i/jooydZtuxqwJAINEJhXME3YWqbgXmBCiYYKhBsNli27GPWrHEQFiY57TR1PJjSvnl5K7nuuu489tg5DbUitCQcCuS6fft2rr/+ep588q9+20mponjNEk5T3Ip1wKeGP4kgIaGxlNSli7sNLDraWA/KyiJCYvMXDBHsl1JuafOetDICqVk8icC8sPlDZaXhGhkZqdh9375tvPnmizz77Hyfn0tJaSxCHn308aSkRBAdXUlVlQpQCYVJEcyiadaxBhuerxdBT48hgJ49vaeTUN8l+fjjd92OTZ2awcUXX82RR45m9+485s69Fru9GilVYZW9e92LioTCuILvsdL98xW70VzYbPDRR18iZTjx8RV07aokgmAS8aWkxFFefoDS0j1066Y+U1RkbFg6mgiSkpKYNWsWkyadF7CtlEoFbE6gGCzM7uclJcq1PDaWBrdPM6l62/AJoTQH+vmPiTFKqpaUQH29ZJ9m2A6CP6+haUKIacA6IcQ7QohL9THX8ZBGoMVJF1xp6gKhIxZBMb0QkJgYS58+/Rgy5Aifn/NWEWrMmBMASW1tJ6AfS5ZkB01IbYlgx8RcxSkYaCLwlAiEgNmzG6t7zKiqcrdOCgEvvfQkmzb9AKiylXPnvs7s2U8Baucqpbt6qKMRjA3ITAQtrbyo5/dRR50NQGKi0mEGIw0ADB8+krfe2s28ed8TEaFcpaVUjhKhIBEMGTKEF15YxE03/SWo9lIaczVYItA2RA0tDQwebJCpeYPna2yFMKSC6GiDCPbureboo9MYPHgw9R0otvrbF5zrenUCqoEzTMfOafuutQyBiEDK4Iyinp+prDQmhg4IHDZsBF9/vYMNGzb7/XxMjDFRli7N5sEHM11F2SWQx4cfZjbU2+0o6FQcwaClRKCNajExaoefnj7I+wcxEs3FxqoFKS0NTj99EiNGHMPf/vYSy5b9SEnJVl55ZTogqKmJ4LLLBJMn9+vwMdUIxo6iJS29iLdkU6CfgSFDTgEgKUkRra/FylNKiIqKYujQXg01t83qoVDJltvU+9pUIjBLA9DYPgAGEURG+jeea/uhWSKorY0jOjqG6Oho8vIaO0C0F/y5j34GLJdSNiHkInQQjLqiqVkKdZCV1jU6HNncdNNciouVu+Pf/pbF5Zdn+L1Gp05qci1YMBebzdMXXpVYvOGGDK9lBNsDTXmwtFQV7EYmUAxBYaESjyMiItx2R7Gxqr5ARIQSsTX+/e9/4XAoNdB772Uzb16maUzVD9m3T3kfxcVBZqb/e9PWCFaFZl5kHQ7vJSWDgZYo9HzVagtvRCCEUl8e8Kg00qWL8iLas0cVYd+wQaVXCAWJoKysjJKSaurqkoiO9hGI4gGdbtpf36WEn39WGw5PItixQ/0dPNg4psczULS1vo9RUca9KC2FJUtWMnp094aaCh0Bf9/cF3hXCPG1EOJBIcQ4IULBWSwwfAWSeaKpkpiOHVAPVjZ5eWpHL6Vk9+48rrjiclJSUsjOzvZ5jfh4FVfgyxd+z578Dt29eo6JzeZ7AfOVlM8XNBFoG0HXrmqR0Sqzf/zjQ+666wHmzZtH587qYFhYOMcffzpTp2Y0Cs4BNZaxsd6JVaOmppqHH54bfEfbCN7mpLcFqb7eaNuSuaDvW06Oin6KjVXihbcFq3Nn76mUV678hAceOIf16xdy7LHq2HffhYZEsHDhQgYM6MUzzzwU9GfsdvcIYW8oLlZzdPt297ZSqqh1MOwD4eHuC7w/aInAnOuprAxSU3t2KAmA/zTUj0opTwPOBjYCVwM/CiHeFEJcKYTo7uuzHY26utbVs0upJoXeLSnV0FyczsYzqri4mMzMTJ9kIIQiA19Fa3r1SutQDxfPhUdXbtIwk0KwaX7Be1RxSooiAp336ZhjjmP+/AeZM2cOY8aoVcfpdLBihfI29iSC+vp6pk2bRs+eUV7jCszYvdtXEFr7wRsR7PESVGq3t5wIdGqF2tpaXn9d1fT1JRFERBhqTk+SKCkp4n//+4gffljBsGHKS66wUO2YO5oIIiMjSU3tRpcuAepueiBQRLHe8HmitFQ9D/HxxkIejH1AIzzcIFo93jr/U0erLgPSkJSyQkr5vpTyOinlKFTBmlQCZx/tMAQrggcL7SmgoYjA98JSXV3N3Lm+d6Dx8d594YWI4447sjp0Unh+t84mqqH9yMGoWhYMvEUVexrPY2ONhHszZ17FmDFjiI6OZtCgYYSFNV6knnjiCd5//32fxcLN8EW87QVvhuLaWvfxNLfVP6m5c8EoJFNNt25HARAfrwR6z3Hs3NnQbXsuZiecMIlnn32b++57gogImOAqqPXFFx1PBLNnz2br1v3MmnVHw7HmxMCAuhd60+MralpLA336GONl9hIKxgivpQId2V1WBv/612tMnnw6r73WcUtqUPKIEKK3EOJ4IcRJqNxDa6WUZ7Zt15qP1iYCz8RU27dnE2jo8vN9E0V0NFx4ofKF7949HVWAPZ24uEWcfXZGSBFBdbV7lkwzIUrpXfLSC4SUqr1W1emMpvpB01HYS5dmM3JkF7p3F3Tt2pXs7GwyMjJYu3YtNpuNn37aQmysuyEuOzubhx4KTiUQExPH7NlZQbVtK3ibkzrDrSeZ1tYaC1pz54L+vs6dk5gwQRVt8SYRhIcbhktoTBLduvXknHOm07dvf2Jj4XiV+ZtvvgmNiG2z2+0PP6hXc7ytCgth0yaVRsMXPNVCYIxdZGRwLrlajaSD9SoqVBT9F1+s4FftktQBCKYewaPAdFQdAXM9gpVt2K8WoTWJwOFwTxC2apWyDRhD4R1pnvl9PRAXpzxlJk7MICcHrrpK9du8CHQEPL+7qso4Vl5u5MrxFi2tYyEqK9WOp7ZWTXSnUz0or74KK1YYD0zXrkYmUR1VXFJSQmZmZsM1586dS35+Pn37pjF/fhYZGRkNx6u9KHvDw8NxOByorCYOkpPTuOmm+Zx/fkaHFrL3XDSlNFSN1dXuAUfmxb+lEgEYEphWrZmJoFMnd4L1t6uNiVEZS7t1U33fvNlIPdFR0ONTVWXs9PPzDa+eYNNg6Gfcn0rZLBFoaCII1iVXSwR6E1ReDueddymnnDKeo47y7TXX1gjGH2EqMFRK2cr77LaBw9G6C2lJifvkeOeduUjp39oUFxdHVpb/HWh8vJoE55zTh5KSYqKjK6mtDae01Hth8faC5yKkSbWmxlhQKiu9E8GePUYbs7fFrl3K9XDrVvco5JQUuO22xqklqqurueWWW6ioqKDOtaLl5+c1EERGRoZPicvpdPLhh5JzzlkFTGTatJ2ceGK/ht8TCkRQXw87d7onm/OVBK4pRFBXZ6Q5MW+GtAQWH+8eTBYe7p4XB9R5zySJv/32Mx9//C6dOg3miCMua/Au8vSoaW/MnDmTDRtyePjhF0lKGt1wvKRELewlJWqh7h7AmqnVQoHgSQRhYQa5BltPwpMIKishLW0QKSmD3AIs2xvBPBa5QAiW9fCO1q5I5akWKiryrfIRQpCens6iRYsadq6+oHcQJSWF2O02YmKUPKuDdToK5u82G4IrK41F3pcO1Zc7bn29IgmdwiMtDY46StkIfHlPFRcXN5CAhtn24kvi6tUrjZgYGD5craxVVX1CIqjMvDBv3uy+iJoFG88+mv8P5AChK/GZN0OvvbaQH3/8HlBEYN65JiV5J0ZP9dCvv+bw978/yOuvRcxVfwAAIABJREFUZ+F0Ot2iYjsSmzdvZsOGtdTX1zdayLduVeqeYFzEDwZRKd3sMaSJwJxOIlgXX29EEAo5xnx2XwjxLEoFVA1sEEKsABqms5Ty5rbvXtPhiwiaUwWqvLzxJOnaNY3i4sYeKmlp6eTl7Qz62kKoyTNv3osUF0fx7rvRlJWpyduRtYt9EcHBg8b/3nZP9fX+VXJaTRQWBo88ov5GRvrOJOoLWhLIysoiMzPTTT2k4w2io2HChOH8/DMUFERQUxN82uG2gDkdQ21tYx22Hk9d+tRcuVDfD4dDzWFfdRv0dRwOdztOcfEBnE61csfFufu8m20DZiQlqX5UVqpxmzz5fM4771KuueYvVFeHNdgaOpoI3nrrLTZtKmLw4OH4Uq8HU3MgmNrxxcVq/icmGvfHPH5NJQKdlaCmBn79dSf//vcyhgzpzR//+MfgLtTK8CcRrAN+AJYBDwPfuv7Xr5CENyLIzVVGpPXrfbuGeaK+XgXOeOLMM7MAd2+f2Ng45s9vujEyIgIuvngm556bQVKSmkn6Ie4IjwzPqGLzgm+WjKqqGvcvkGitCbVLF2MXGhHh3XsqLi6Orj70Y1oSyMjIYNGiRaSnq8RzaWnpzJ+/iKlTM4iJgfR01T4/X/W1rq7jdl1mgqyqgg8/fIIrrojm8cfPo6KiuCEDrs6PZIbuc02NfyLTgVL6vcaNN95Pp04qO1p8vLET9VQJmREZqdSTuk1UVBRPP/0mI0YMBwx1SHFxx+5kBwwYxKhR44mKSvC5Camt9a8lqK72X8tAw5t9wOwxFCwRCGFU49Of37w5l3vvvYVFixYFd5E2gL/ulwHfSikP+GkTcvC86Xl5hlGutlZFBlZXK6OXP5h1uGYMGqRVPncA++ndO5277soKqAryBj15EhKMXYZecDuidrHnQuMv8Kaqyn0xCVSoRO8ezbrwyEij1sBtt10OQO/evXn0UVXbwXPH72l7ycjIcBt3veirRIBLgank59dTXx/RoURgHteqKtiy5Uvq6+v48ccPyMvbyJFHnsb+/WoMPZOWaR/z6mr/BklfRFxWBjU1aiIlJxv2p2DmVmKi+45aLWASKAWSKS9X39tRum2zodgfKiq822BsNtiyJbiYI12RzJvHEDTtWY2MVH1PSND2tv5cffWfOe64EcFfpJXhjwguBxYKIapR0sA3KGLwn1Cng+G5mHkrcRxo0aqt9W0IUzvbDEaPvpAbb8xl0qQjml14PCIC3n77Jd5//w3Ky7OAExqIoCMkAvNCWVvrX6yurnYngkAPoxa/dexAWJghGZx33qXMm3cLtbW15ObmEmVa8bTXUFpaGllZ/gk3Lk49WDExsG/fj8CRSDmIPXtg+PCOIwJPKWvWrMX8/e8XEhvbmfh4FZm0S1XkdJMIKirUGGsXU7M+39MDyhtpFxbu56KLpmC3ryc8XElJTdFpR0aqsdQShpSSu+4aTW7uBOB5Dh50r+7XnnA6ndx99z2EhXXm/PPv9dtWe7F5Ijc3OJui0wlfucp0HXec+hsVZdhSIiKapsbVY5+YqPI2xcT05+GHn6VXr+Cv0drwV6HsQgAhRD/geNfrOiFEGiqO4Oz26GBT4KkHrqz0Lk5rnbGvm+ctyEdDi5Fdu0YzdKjKNtrcnXtEBKxY8QHff/8VycnfAic0LJgdsWiZFyxvBGqG58ITiAi0RKCJwEyeYWFh7N5d1MhI6bnjDwRNBOHhMGbMH/j8832Ulw9i166OVQ2Zv7eqCrp06cGDD65ya6N3pWa1zsGDarHQqjjzXK6uNnakTqf33/buuy+Tn68mc1yck+7dDeYIds4mJhp9EkLQs2c6u3c7GjYKdXXNs7+1FJWVlTz55GPExydw+un+icDbxk8nkAwGGzcqSb17d7WhgObZBzT0WGkCDYUa0MFEFu8EfgTWAxuAA0BQxfSEEFOEEFuFENuEEF6rkAkhLhZC/CyEyBFCvBl81xvDs/ycL92fDmzS782LWn1948RbZphTUGvDXUuI4PTTz+O4405kxIjBDdfvqFzv5kAwf2MA7jvXurrAwUWa4PTOzPPhaY0ke+ags+LibdjtlwNh/OMf/fjoo47LQKq/N5C+WrfRc1iTpyZZTyLQ7byNfV7edqZOncUFFzwBQGKiaJAgzNJYIMTHQ2qq4S48b95L3Hzz84C7O3F7Izw8nPvvn8+NN94bMICssrLxGNlswT9j//uf+nvaaca4tYQIdHtNBMXFTnbu3NmhAWX+6hHcK4T4QAixGrgHiAKeA0ZKKU8NdGEhRDiwEDgLGA5cKoQY7tFmsOvaJ0gpRwC3NvuX0Pgh82cE0ot/dbWqXqSxb5//CaJVRh99NIebbz4DaL5vekQETJ9+DUuWrGTq1KmAscvqSImgpCTwwm4mz2AWAk/VkPnhkdLZKvYQIdSCtXRpNs89l0lNjUrxXVOTx+OPZ/Lvf/tOBtiW0ONaVQVffvkK2dl3kZf3EzZbJbt3N675pBP9eXo7meeE3omDd3K56KKJnHBCKgMHTgYgIcEQf5s61vHxxn1LT08hOVldQO+0OyLCOD4+nttuu4cbb7wnILlKqSKGzYQRbAr6khL48Uc1ZiedZBxvTYmgsLCGE0/sz/jx431/qI3hbwm7EugFfAJkA29KKddLKYNdosYC26SUuVLKOuBt4HyPNrOAhVLKUoCWGqbNOyan078tQO9oKyqU2Kfd+syk4A2atKurP+Pnn9cBLZMI9A7WHGlYV9dxXkMQnBeFOUNmMO09jcVmVcK//vUKQgifnkJNQVycykRaW+uuu6qtrebRRzsmA6lewKur4bvv3uHDDx9n5871zJyZyN13n0F9vfvNrqkxyNW8yGpS0GoivQA2jlqWJCV1JSEhCSHUgLdk4QL3zJm9e6v3+vnqqEJKTmdjlZkv1NYqw7BGoAykGl9+qb5jzBgj0Rw0z2PIs712EKmqiqJ37/QGj7iO2AT6yz46DJiMciM9BXhfCPG9EGKxEGJmENfuDewy/V/gOmbGEGCIEOIbIcRqIcSUJvXeA+adQXm5/wmqiUCLt3v3KuORv88UFiqVSUxMPWeccSKzZs0GWubdY7fb+PDDJaxZ86rrO7I566x+pKSE0a9fP78prVsbmnyC3eHpMQwmIMefRFBWpizkshVWlJgY/ym+OwL6wa6shFNOuZqMjMc55piz6NRpBvX1ebz3nrtuw2Yzdqye98IbAXjuiIUQLF++mX/+s4SaGjXQZsN+c+arjnsB+PhjVSO4tFT5bHYEERQXF7N69bfk5uYG/ZnaWoNgg5EInE6VXA9g0iTjeFyc+xg2dTzDwtzjRaqqIvn66518//0GoPWDYoOBXy6TUpYAHwohPgGOBU4CrkOlpH6llb5/MIpo+gArhRBHSSndlhYhRCaQCf5z+HgSgT/oHYHe1QRTMvTnn9XfESMimDXracaMUf+3hAgqK0u46abpqKGIxGbLZN8+1bm8PPe0Cm0Nc9BTMNA5coKpBueNCGJj1c7q9tvv5I47MikPJvonAMLDfQepdUQGUnNivupqmDDh4oZzPXu+Qnm54Jdf3OMoamqMMfVcFMx2MH+qIW230fPcTATNtcdERqrvF6LE1c9In4kH2xorV65k2rRpnHrq+WRmLg36c6WlSjoKRiL46SelCu7WDUaYPDs9A/GaM54REcr2AmojZdYC1NX5DxxsC/izEZwnhPibEOJrlIF4AdAV5UDfI4hr70YVt9Ho4zpmRgGwTEppl1LuAH5FEYMbpJSLpJRjpJRjUvXoeUFTiKCmRk2GprCvJoLhw91vfkuIoFevHsTExJKYGI8Q96ICuQ0ESmndmtAPdFOIwJ80UF8PH32k9LO1tcrdThsddbbGhARISgqjS5cuARP1BQMhYM6cxkFqEREqxXd7q9y0NGCuMQAqnmXrVqUXzMtzVwWac98EkgjMuZvM8Nz5ml08mztftXro5pvvIirKiZRhbkbr9kRCQgLHHjuefv2GB25sQnGxu33FG3buhH/+E950ua6YjcTgPT9TUxEZadTh8CQCu739x9SfjeAqoBC4C+ghpTxRSnm3lPI/UsoAzoUArAUGCyH6CyGigEtQUcpmLEVJAwghUlCqouBlPRPMxR0cjuAMmIE8YzyhicBuX87ixTfy6af/AVpGBFFRYWzZUs0DDyxESu+qC38prVsTWt8a7GJZU+PfM+ull+CNN2DBAnUsORm++Sabm27qx4QJYYwe3Taqr4svVim+U1ONFN8jRy5iypSMdn/AzEFPtbXVrF27lN9+W83y5UYbm8094l1neQX/ROArrceyZW9xwQXDeP/9rAYiaC2JAKBHj94kJqqlo6ysY4hg8uTJfPDBd8yaNb9Jn7PZ/CfLkxKeew4++UTFdkRGwsknu7cxF0gKD29eKpiICCNza2kp3HDD2YwYMZAdO3Z0iNegvziCaQBCiLNcxt4GCCGul1K+6O/CUsp6IcSfgeWonMAvSylzhBAPAeuklMtc584QQugU17ObWyPZM34gGATylfdsW1SkVBnr189n69aVlJRs4Ywzzm8REfz739ncccctHDzo+2e3xk45GDid3heWVauyeeeduRQV5ZOSksb06VlMnJhBTU3jlAg7dsCaNWqsvvlGHdPXFCKbxYszqatTUk9BgVJ9vf766+Tk5HDppZfy2GOPtfh3RESoiOWRIzN4/30Hzz2nbpDedbVnxLaZCIqK8nnyyQvo0uVmqqrGA5KIiO3U1w8iL897SmdvqiHzMbOKw27/f/bOO76pcv/j7ydJ011a2gKl0JY9ZIvgHoiKoIKCIgYnWvce90od11GuenEvLM4rFXD9UPGKggvwKoqCMmRqQaCM7pbu5Pn98fTpyWxTmoTR+3m98mqTnJwkJ+c8n+/8fNV327Ejj+3bNzJoUGnj886JztZ6BKCIpbDw4BEBGFPYWgpvU+E01qxRBSPx8TBxolIgcD524Kq8e6D9E2FhhipqSQnk5/9FXt4flJeXY7WG/pj6YxvcL4SokVJ+BSCEuAc4DWiSCACklP8B/uP22ANO/0vgjoZbq+BMBP6GmluSnf/yS/W3Xz9IShpGSck2hg49FpPpwMXhcnNzuflmVxkFd/gjaR0oSOlJBMuXuy7eBQXbmD1b5S1OPNE1b7FqFTz9NNTV5QJZwHYiItKors4GbBQWZjXuR6OyspKvv/6a2tpafv3114B8D31xLlz4PC+8MAtYx44dgR9h6g+0ZVdZCWazhU6d3mH37ikADBuWzy+/zAey2LZNKbJWV7vKkLv/Hu4VZc6nTmGhug4uu+wmUlLGY7XG8vbb6jnn0FBrPYLS0mLKy4uB7h4y7aGClBKHQzR6TA6Huu4dDpWHauqabKrK6LPP1N+zzoLRoz2fj4hwDRP5O4fAHRaLIpjwcPUbT5++gCFDJH36dG22hD0Y8OeUOA+VML4bGAP0xbMM9KDD2TJoTkKipdi0CT7+WJ1c48ZB375Pk5X1NF26tM669DVcxRn+SFoHCt48gjfe8Fy8a2srmT8/y4UINmyAJ58Euz0XkymzcZ5zdfU2hMhsIBnvIa66ujpuueUWRo0aFZDvoRe61NQUYDNQx759YY0LRSjh7BF06NCT4mI1fOSKK+Dkk9vx1VeXMmeOmon94INqMX/uOSOU43xeezNcnL9PYaHyhqOiYklJUbFzd4+gJc1k7tAzd81mC4WF64Du7N0rkTL0MrlTpkxhyZKvuPnmN+ndeyz33ae8UYBhw+COO1p2bZaUqA7i1asV4fk6Fd3nZh8oEZjN6paQoApVLJYepKerx9zFH0MBfzqLC1Bk8CKqr2CSe6joUIBmeff+geXLVUx6yhQTN9+cwfLlLYtJ19bCiy+qH+fcc6FvX/W4Xmxa01rfXOw/OTk5ZCQAhkqnRlERVFb6mhfg+vjSpWqhCg/PaiQBDSkrCQ/PIiHBe4grLS2NZ599lvHjA2Nf6N/m7LPP4403iujQQVW37NwZeutVJ3Orq1WJck2N6hk56yyIjIxm2DB1THRIorpaJY81nIfXNBXy1DLfUipS0dA5Al2q2NqwWFgYxMTE0q+fIrQ9e+RB8Qh27txJYeE+zOZodu9WJKBVPX/5Bf79b2XA/e7Zr+eB/Hy45RaY1RDjOOkk3/pJ7kTgLoviL0wmwysAla907ok4ZJLFQohyIUSZEKIM2IJK5F4I6McOKegDuH+/cRB1WKOgQHWY6rBGS8hgyRL1I3XtCpMmqcf27PmTkpJd1NfXt0oaoanYf0REFI8//vSB7/wA4B4aUguK98+YmOj6uJbs9mX119Zux2bLJizM1YQKRuhLk3NUlJV27WIam9jy80NvaTkcxmK8ZYs6STMyjOc7dvRcTJxj2Ha72kdRkWc+xhnOswHmzLmX+fOzKCkpbiyL1vmHQBABwKBBSmerpEQtIaFeuL766ht++GEn3bqNbGzyHDoUsrLUd/ziC+VhPfywGlLTFL79VnleXbvCxRfD5Zf73tY5P6BnahwIdEhZn5tLl/7Afffdzg8/qCFCh4xHIKWMlVLGOd0ipJQx+vFQfkh/oInA+WKZP993WMMfVFfDR6owiMmTjR99+vShnH12Km+++VyrPILs7Gyi3E0MwGRK5IEHcrjootB5A+AZGlKLu+f8BYhqmMugUFWl9NrNZk+C0EhMTGPUKBsPPfRiIxmYzWZycnJYt24dN9xwAxubu2L9hNZ8B3Xh6pj77t0HxyPQ5+RXX/0EQFXVN43Pf/75s4SHb3Z5za5d6nVffGGUOxYWNj2U3ZkIFi9+iQULZrBpk4XKStUJrOWTvY0YbQn067WH4c+s32BACDNJSZ0xmyMaJaJ79YI+feCaa1z1/lev9r0fhwOWLVP/X3kljB/fdLjHuaP4QMNCGiaTcW5u2LCd2bOfYc2aNY2fK5RoyiPIaOqFQqFLU9uEEt6IwNdYSfewhi8sXqwSUD16qLijhsmkVpn4+MRWeQR6uEpamhquosod5xATU8AZZ9hC2mruratYEYENyAGMUkzIITbWIKk//1QLQVoaXHxxNlarK3FYrVFMnpyN1QpTplzNP/85G4CMjAxsNhvPPPMML7/8MitWrAjY99EEfdNNg1mx4hlAeXYHgwh0nL+oSBWOJyUZq/aPP35AWdlrmEwOzlTSVezapaQN3ngD3n9fzxRwJQJnwnYOh0opsdlmcuGFD7N2rep8OuYYYxZxayWjo6LUAuZwqNrrHTsKPMQeQwHniiFNBHpg/SmnqNDQDTeo+7rs2xvWr1ckmpysSKQpCOHqvQWCCLS0TGLiCO6//0kGDx4BHEKhIeBfQogPhBCXCSGOEkJ0EEKkCSFGCSEeQc0n6Beiz9kktPsMrlUUSUn+hTW8oapKJYhBhYScqxBmzy5k0ybJpEmXt1p+12azsW1bHjt2OFiwIA+TyUZZGZx8chL/+EfT8rqBhNZt0ReXw6EkNwDi421AHuCgT59VgM3F3dZhoR49VCXRNdfkkJSkyC0pKZ1rrsnhxBNtjRfO+PGXsGVLHVsaXjh8+HDS09Pp1y9wp5Mm6Pz8P6ivV+9TUHBwQkO6WqmqqgcAF1xwTuPzY8bcwrRp3fnXv3Zz9tnqsV27YM0a9UNs27a/MbzjTATOPTDucgmDBp3BhAn38/PP6qQdMUKdv3o8YmsghLKKt25VZvSOHTtD3lS2ceNGJk4cz0svzaCyUtX7m83Qvbvrdn37qs+7datvb0p7Ayed1HwSPSrK9fgdaH5Aw5kIzOYMpk27g969BwKHkEcgpbwQuB/og0oULwM+Aq4GNgKjpJSLQ/Ehm4NzOZjzDz55cjYWi6t1GhamrNPm8PnnKjnXuzcMHuz5vBaMC4R8MqiTKjzcSB5VVcWweXNgQiX+wD0/oBOXSUlw/PHqMatVMnmy0ohwJgKdnOyp8od8//08+vY9mX79TqW4eBcvvngpN9+cwbff5nLbbVOZMuU0nnwyi4yMDEwmE9u3byc7O5tj9NSPAEAT9G23Pc4ppygFzoKCg+cR7NtnTPNKTjZMyZEjJzF6dCadO3cmOVmdT4WFsHq1+jH+/HNvo5frLFFdXGz8XpWVsG3br6xd+xWPPjqKe+8dym+/FVJUpGLQvXsbXdyBQEwM9OqlZMNMpiSXvFwosGXLFhYu/JifflrK1q3qvTMyPC30qChFDna79zzB5s3w/ffq/xNPbP59A1UxpGE2GzITRUXqczqXw4YSzWkNrUcVhB/ScJbpdS1/tDU8p2raIY26umzWrrVx9NG+46WVlbBwofr/wgs9raiwsMCSABgVD+3bq5Ni4sSZ3HRT78C9QTNwrxjSVn5KSgn/+c85wHKGDBH06qUugF27VNgsLs7YtmdPqK+v55dfFnrsv6BgGzNnZgKSmpoqVq9eQX29tnoDr6mkieDKK28gOlolBEPtETgcapGqqzNKGzMyfFvlZjN06qTyLTU1atUWomvjNDIp1W8UFqbO0fJyZTxUVMAnn/yL775TRRBpaYNYurQISGT4cCMs1FpvQCM8HM4441hyciA8PDXkRDB8+HBycz9g3764xqbFXh7CNAr9+ytDZf16V4Nuzx7V8V5XpwTlvDXzucM5rNaaRLHzPrTMRFFRPcuWLaNz546kpfU/dDyCwwne8gNSwv/9H4CN5OSHgBjat78fi8XGt9/Chx8a27qXmM6alcv+/ap57Ci3MaIOh4OpU2MYPDgBIfzQv/UTzkQA0KfPJPr2HRSw/TcH9y5NvbhHRv4OfEdY2PFkZqpFpYeKcLBpkyKtoiJFqikpKhk/ZMhYzGZPlqypqcRisWC1hjeSgEagNZX0RWqxGB2coZ4E5awdk5en/t+7932X3FV5eSGrVv2H9eu/AfAYVyilxaVB0lmZ1PlvcnI6qan9ufPOBSQnZ7Bzp8pCDhqkjsGB9g74gk5y7t8fem2cjh07cu65FzB06OhGb7QpIgDPPMGcOcqQGTRI9XQ0B5PJddxla70BvU+DCBxcccUo3nzzuYOi3xRAm/bgwRsRbN+urFYhiigpuYW0tG6ccko5HTsqS0C7it46ZwsKlHU6aZLNw4qqqCiiuno/1dUQERG4w6ctDK3OuWdPaHXJ3bWadJPvWWcdw/nnr2LevOncdVdnhg4dR58+s/n9d3UMFXnkUl+fhc22DZPJjMPh+4NXVvouhg+kppL22pYsWUhOzmuYTO9RUWGhtNSIywYb+rysrTV6A3bvfhcphzdu8+efv/DEE+Po3/9U+vc/1evc2sJCI2RYXW0sEhUVimwqK1UYVIc8hw0bz1VXqW169TIawQIJ/XnKy+04HOaDkiyurzc0mrr4KFvp00d9/61bYe1aGDBAvVYTwzXX+OfZJyS4lt62Nj8ARkNZWBjU1VkZMmQM6ek9G0eThhJHLBHo2J+U86mrKyMr60vi4pIaravt22HZslxmzbrcy8JVSVhYFv37e4YpIiJiuP32V4mJqQjonFazWZ2Q2tL65JMPMZm+JyfnX4F7kybgPPd25Uq1+HTqBH37WjCZhmC1RlBSks+WLSu45BK13aZNsHVrLpBJXV1lw36aZi8tBe1NJjrQmkpWK3z55UJ+/HEBJtMuII0dOwyPJtjQ+QEp1fkGcPnlV9OunSHe27t3NwYOPIPu3RU5OBOBxVJKfX079u6tp0cPdalWVRnne0WF9yazv/5SIdIOHVQ4IxgeQUKCAzBRWlpPdbUDKUM3tPjdd9+lqKiGxMSzKShQrO6L3CMj4bzzVHTg+edhxgzlxVRWqtf4axS4bxcoj8BqVWSwdy/cd99nHH208sZDPZOg2dNDCPGhEGKcEOKQDSNp9tREIKVBBCedFM6xx04mLk79knFx6sDX1ChPwNfCVVfn3Tq1WiM499xpXHXVrQEnAjCSR3v31rJgwZyQWVrORLBokfp71lnGAjJ69PWMG3cHF188g169jGqMjRuzcJfO9oXw8AgGDjyaceMu8pCJDlZj2fHHj6Jnz0HExankUYiEXAGDCCoqFLFarXDmmWditSqxeasVjjuuJ9Onf8HFF89gx471VFX92PDqWurr3wdg48a8xn1WVxuLv5QqCV1Ssofa2urGLmbnnA0EhwjatTMhRAEQzo4dFSH1CB599FGuv/4ytm7dSU2NWuy9tOM0YtIkFQIqK1OKuDoa0NvPFJxzB7BGIDwCb1EAUL9xqInAH4/gJeBK4DkhxHvAG1LK0JWz+AHnUYCgyh737s1FiCyWLdtOYmJX3njjZhITu3LeefeQng7FxVmNVqw3+Co9Bdf4c6CgiUDHDMPD+3L66editwf2fXxBj0HMy4MNG9Sxe+utbbz1lnq+XbuOTJ36JMOGqdLHLl2U5amS8M0jOjqBk046jUWLPiQ+vj3PP5/DI49ksX37dtLS0sjOzg64nIbVCueccxEnnXQRN96o1FCbUp4MNDQRaPLp2tV1QU5JUQuK1Qo1NZIHHjiWqqoqBg4so337YpYt+xOHAwoKjDhBZaVrUr+gAN588yZ++ulLoqJ2kJoa1ZgTCSYRmEzQu3ciGzdCRUVCYHfeDCZOnEjPnkfhcKQDzVv1JhPceCPcdJNqLtMGY3N9AxodOrgm2rX33lqYzeq3d5aZAEUE/ozfDCT80RpaIqW0AcNQxeRLhBD/FUJcKYQInT/YBHR1hq4Y+r//U+EKKZW0RGHhdr744gXmzv0b1dWVqAiE7wWsqRLTDRuWc/vto3nkkdsDenHplnNdvRAXN4R//CMnZHkC7RG8957zsTNQWrrHRZ7DuIiaDueEhYUTH9+JK654gpEjTyU+PpGePftz8cU2XnrpJTp16oTVag2KplJYmBpkP3ZsBt99ZwIy+Prr0I3+1OWAmgiEWMOPP6oqBavVIP2oKEllZSmpqf2BeiZO/IXrruvMtGn3NXwPw3T1nE+sEs4Ox1gqKqLYuBGWL1fP6QRqMHIEJhN07qxWx1CCbdqIAAAgAElEQVR3bD/44IPMmjWXigq1gvoz6jouDkaOVP+31CPQxKoRiLAQGB6B7tKeMeNuzjvvGJd54KGCX6eHECIRNajmamAV8CyKGA56H4FW6nPuH1i92nu4QggT5eX7GojA1wJmJjMzx0NiWeP3379l5cov+fDDt4NycXVqCB+XlChrMlRJI518W7vWd6intraS2bOvAZyJwLNXQyM8PIonnniNr7/OJzo6kldffZLS0iLy8//ivfdyiYuLIz8/n82bNyOECPiM5vffz2X69Ex27VIGAWxjyZLMkM2BdvcItmyZzYIFM4iLU0lL7QXee+9pXH11Aueffx+5uXb69DkBgE6dVAipsBA2bKjnm2+8d0Xdf/9XHH30W433HQ5lsaYrg7mxfDSQMJmMIfYHQ7rD4TAsaH/j/M6KopGR4E9KKinJMwwUiLAQGEqw2iOoq2tHeXlZw/+BeQ+/P0tzGwgh/g/VTBYFnCulPE9KOV9KeTMQoBaVA4deKDURlJSA3e7L2pckJ6c3nADeNXRGjMhk/vwsn2qlPXsOZdiw4xk9+hwCDS0BEBEhqauDDz/8KGQega4aqq1tOtRTW1tFWVmBExHYmDIlB7NZOYc6ldShQzr//GcOEybY+OabXJ57LpOdO7chpWTnzm3ceKPngqz7CQK1UN9/fxZVVa6kZreHbvSnOxEcc0wvjj32Qvr0cbUqU1K60LfvyVgsVkwmE/v25fHxx4+ze/dXgFrwZsyo4ZVXIli71vP3qaqC335TK73WFEpPN0KYwfII8vPVkI41a/4MGRGUlZWxdetW9u+vbCQCfzwCUJ3GOhnfq5d/x6RTJ8/HAukRgFGWevrp9zBv3jqAkMt2+HN6PCel7C+l/KeUMt/5CelcB3eQ4E4ESrOpaWmJlBSwWJSGjsmkNHTM5lSEGMpPP81qUq101KixfPDBdzz77JsB/y46ZhgbqwKEDz54T0hDQ8odbdpMMpvDqKurJikJxoyBsWNh7FgboiGIevfd77Nli2TFijzOP195Vf/613Sqqz0H0syePdtj/4HsJ/BVjhqq0Z9afnrHDnU/M/NmLrrobx7W+RlnnIuUDoYOPZ6YGMjLW83cuX9n8WIlMVJaCnV1Su1szpy3Pd5n9WpFOH36wPXXq4KD004zng9WjsBsVl1yBQXmkHmuixYtomfPntx882WNIyf99QiEoFHG4+ijm942Lk4NCvLWjR1IIhDCILLyciv19Sr5oCVfQgV/To8EIcQFbrfThRAdgv7p/IBeKDURqPr3bMxmT+Gziy56lNraaiwWXXds49RT85g718G11z6GlN8h3WjYXa1UZ/gDfWGBQQQJCWqlCAvLoK4uNGeDw0GDpk024EuiUmC31/GPf5zId9/lcvnlcOml6pnLLnuGcePuYMyY41wWuvr6enbt8r7w2n2wXKAWal/lqCaTKSThIYdDeQM1Ncrqi4lxVa/UOP/8yWRnLyM+voTs7HOZM+dOxo27kxNOmATsdtm2e/fLXO4vWvQ8r766BFCaQt26qcE2p59ubBMMj8BshokTlUpefX1qCD1XSXp6Oikp6S0mAlDH5amnvE8f0zCbVf7A22+l5wgECs56QyUlRp4z1HOL/Tk9pgGvomQobcBs4G/Ad0KIS5t6oRBijBBioxBiixDi716ev0IIsU8IsbrhdnVLv4CzR+BwaCKwcdFFrsJnKSl9eemlS3nssTGAitEC7N79Tz766DEGDx7j8z20WqkQsH37Sj777APy8jb73P5AYdQVq59l+vTPkTI0VbsOh7ZcbXTo8Dzh4dENn0mv6gIVZ8erp3TGGddz991P0q2bqy+9cOF8n+9p9hG4DlQ/QXZ2tkeZKigCCmQIyhvsduXa61LOzp1r2Lv3T8xm7/mX9HTo0CGaH35YSGnpHmy2fzFu3J107OgakK6q6kphITzwAPz0E+TlraGyUmk0eZNqCgszFEMDCZMJjj46DbMZSkvNAZ8K6AuTJ08mLy+Pu+9+ksKGMd/+hobAKMho6nh06OB7sQ+UN6BhMhkl49u37+G++87Hbq9vPH9CBX9OjzCgn5RyopRyItAftSKMRBGCVwghzCixurMbXjNFCNHfy6bzpZRDGm6vtvQLOHsEf/2laqxVo4iFq6+exb//Xc3zz+dhsahf8Pffv+XmmzPo0iWXMWNeYv366Sxc+C/i4pJISkr3+h46pLRyZS4XXXQiN9wwiVNPHRTwhUR7BLqKYN++0HUXS2mEMAYNmsabb1Ywd64kN7e+4bg07SmBZ601wMyZ3sM8QggyMzM95jEEsp/AZrPx4os5Xgkn0JIW7tC/my5X3b9/Bbfe2p2PP37e6/ZJSdCuXQJPPbWAhx5SAjpCiMaEcUSEMkZ27FAS1Zs3w4IFcOKJM4F2JCXVNy4ozkhMVItfMIjAajWs2W2e/YFBg5SqjLa4WH037aW3axeYRK63vIBGIHuHQF3zunqsujqS779fQGVl1SHpEXSRUu5xur8X6CqlLAKaym2PALZIKf9oGG05jyDMOnYuHdUnY/fu8Npr1/LYY2fz0UePsXx5Ln/9ZQxGLyjYxuuvZyLl73Tu3Jc+fU4CYOjQsSjL14DW0l++PJcXXsikrk75bjU11QG3KvUcU508KigIHRHU1sIvv+QCGSxZ4poo9zXXoaBgG8uX55Kfv5mZMyfw4ouedoGvsJCUkpdeeomcnBzS05Xnlp6eHvAZzZdeasPh44oKZq5AS6Pr8EVMTFWDZ9rEKgOMHTsei8XKnj1bsVhqSU1dD/xJevpLAOza5WDJEqUP/scf8NtvSgltwADvJqxeqIMRyty/vxBQeQKtpRQKSKmmzUmpSMBiUWGcfv3UlLIePQ48fOOtSsgZwfAIDPmKOK699lPuvjuG7OzQEoE/h+sbIcRC4L2G+xMbHosGSpp4XSrwl9P9HSgvwh0ThRAnA5uA26WUf7lvIITIBDLBM2zgPFXLuK5zqa5W7ZeLF7+M3V5Hba3rnL/a2kp+/vkTnn8+D1CaQ1999Rrulu8pp1zOiSfauOWWDK8Jz6ysrIAtXNpw1a7uu+++ycknR3LjjZMDsv+m8MEHuaxbl4kuHdXhH1DNdSqB7onZszM56aSp/PzzR6xbF8n06Y+7PN+5c5pXOYn0htpGm80W1LnMFovvzxBoSQtn6IqhwkIJCE477SxOOSXPZcCRN4SHQ07ONDZt+p6XX17GpZeeyPnnF7N/fybZ2bBvn4mSEkN4//PP1V9voxwiI1VeIhgkAFBfX8GePV8A1zaqqwYbo0ePpqCgkEmTFgKpjUQXG2tsk5ysrqH9+5Vx2NSsZ2ekpDRfUhoMItBRgKIiEGIspaWq6OVQ8whuBN4AhjTc/g3cKKXcL6U8rclXNo9PgAwp5SBUT8Jb3jaSUuZIKYdLKYcnu/m/ujIDtEeQyy+/GNIRpaW7qago9PrmzpPK5s/Pwm737OJYuVJNp/FlFQfSqtQXrPEVO5KfvzNg+28K2dm3IqX3sZ5qupj3XoHa2kpWrlxAjx6DGTHiZI/n77rLM04fDDmJpvD3v4f+M9jt8P33y/jtN1UO2L590zIIGuvX/8qmTUofpWdP1V0YE5NAx47dvQqr6cYjb0QQTG8AoFOnDvTtq+pV//Iw34KD3377jV9/XU1xscphaaPJffKayaTIwd9EcocOKk/TnFR3MEJD4eHG59fNbuXlh1COoCHO/5WU8gMp5e0Nt/ele2mNd+wEujrd79LwWCOklIVSSj1B4FWgmaIuT+hmMkPYK4v6ev+0b+LjU8jLW011dYXPhb64eBcJCYZYmjsCaVW66w2lpJzMxRdnBj08NGdOLiUlvslSTx3zhbKyfcydu5q33lrk8dyECTZmzMghNTV44Z/mMHmy+gy6VLhz5+B/BrsdXn/9CWpqVOKkfXvvVSjuWLfuFwBOO81Gz549XCqwnIlg6FDj//DwPV7zA3pxCRYRxMZGMnbsWCB0Gk6rV6/mu+9WUlamvpwmAmePwBkJfqpfeFN9dUewynDDwozf6pdfVJClqiq03cVNfi0ppR1wCCHaHcC+fwJ6CSG6CSGswMXAx84bCCGcx0GcB/ze0jfRHkFJCQ3Kov6dkcrCNXHvvUOZNetKn9pCyclp9OqlLNvw8AiX5wJtVeqLXierqqqiCQ+PCToRNJU0TUpKIylJjaDs2NF3Mr2p6VcTJthYvjyPigoHeXl5ISUBUBfahAk2OnfOAxx89NEfQf8Mdjvcf/9chOiMEJKEBP88gsGDR2Cz3cOYMRcCrvFq3ckLqgyyfXu1UvTs6TKNCTBGSkLwiEDHtwGXmQnBROfOnRk48GhKStSXatdOhcB8Werh4RAR4f05jfbtm98GAh8WAs/u4tJSo+KipKnAe6A/hx/bVABrhBCvCSGe07fmXiSlrAduAj5HLfDvSinXCSEeFkKc17DZLUKIdUKIX4FbUDIWLYLOESiLJNfnV4qJSSQiQpkNiYldueaaHOLjOyKEoF27Tl7DH1ZrFH/7WzYmk1pILrjAqOFOSwu8VamrO7S2SVmZIrlgE8Fff/kmz+uuy260lm691TPEYrVGMXp0Jr/9tpSSkiIvezAQCvE8b9CLxJ49Kkwzc6b3yp1Awm6H0tIYpDTRrp3AYvFOBO5T8nr3Poq77nqc885TdRXORKA9AiEkJSXvMnhwKQBjxngaMdHRBgEEkwhqalSPaVlZ6FTSamuNRTI21jMs5A5v1WzO8Gc6GQSHCPQ14c1zCSUR+HNpfthwazGklP8B/uP22ANO/98L3Hsg+9bQSblvv1ViaeC5aoaHR5GZ+SzHHOO6aHvTE5o/P4vCwu0kJqYxbdojDBs2ovG5GTNe4Y47HiEvbzMTJ54QsNF/zjCb1UVstVZSWxvFzJn/4sUX7w78GzmhS5c0/vrLM5kaE5PIhRfaiIpSLviIETYiI+HBB2+mrKyY8PAYrr56Fp9++jjz5mVx1lnnM2uW71PlYBGBfl+TSRUM5OeXBv097XajdDQhQZG8u9Wp50/osl2N2FjDO3QmgvR01f9SVraMV1+dzMSJj/LEE1mNshLOcPbQgkkEH374IJBDSUkV4CM+EyCsXLmS119/nQEDTqKsbAqgrhVfYSGNhATdLOmJlJTmX6/hj0fXUujf2Xn6mUZR03ZVQOGP+uhbwLvAD1LKt/Qt+B/NPzgc8OWXuXz//eV4E0szmczMmJHDjTfaGut1feHEE208/3we77zj4Oijx/P445cxalRvTjwxgwULVCllUlIHjjkmOCQARi+BEKpi94cf1gW9euChh7JR7SIGrNYorrzy2cYFpVs3Gj2jX38t4uOPJW++Wc6JJ9qIiYnBbDaTkuK5IulFOBi17P5CewT9+qk2lhtuuC/o77lp00beeUfJQSQmKsvf/Zxp1867IJyvSVgWC2RlwaRJRURGxpKRMcCFBCIijOPtTASBFpzTMJmgWzcVLqypCT7Lr169mpdffplvvlncGIqKjW0+9xIb690IiYvzT3gO1DkUDI/AvVLQGYXe03ZBgT+ic+cCq4FFDfeHCCE+bvpVocHbb+cydGgSzzwzFW+eAICUDi64wIbJBCtW5PDWW5ewZo3ncHVnLF+ey9dfGzo4O3duY/r0zEYyCNaFpfdttUJk5KdABps2/ZujjgqsKqc7LrzQxnHHzQZUMjUpKZ1rrsnhnHOMUZ3uF5KzKztv3n/ZsqWeBx981mPf7dur73OwvAHQujiQlKRMusrK4DKSlLB16yZWrFgJeK8YCg83Fuum6ta9PTd8+HhuvfU9+vd3LdpLSjKSns5WbjA9gptuUvklh8OXLEngcPzxx/PUU89yzjkXNxJBTEzzTWQmk6HE6oxu3ZqvEtIIhjcAxlrirboplETgz+X5D1Rz2DcAUsrVQojuTb0gFMjNzeW66zKprGy6Qsi52ufVV5/mjz82AIKBA89h2rQE7PY6Hn74B9LSBjRuN39+lkffQVVVJXfeeTnPPPMgc+Z8RpcuPqZltxIWCyxcmEtZ2d/QHs6OHUqVEwhKktPhgA4dLgcu5/LLlZgcGB3O3hAZWcmaNd/Ts+dgoqO91+hpeQOHw/9a7mBBNx1B8D+LwwE9evSlb98ObNigiMA5FxAbqx7Ti5DVagxVcoe3RU4IweDBZ3k8npCg3qew0PV1wSQCfY5UVTW9bSDQv39/MjL6s3cvjZIW7dv79/2Sk3F5XXi4Z36mKQSLCEAbKZ6PH1KhIaBOSukeVA3xaGVPZGVlNUsCERFR3HWXUdVz/PGn0b17HwYPVlWqlZUl1NTsJzLSNUjo3F/gDIfDzrZtW5k8eVTQLHSzWckyOBzem9eCAYfDqPrQi6Vz6743nHpqCjNmjOaHH/7tcxu9SKicR4A+7AHCYoGKClW9/PjjTwT1vex26Nq1FwkJqn/S2SMQwpUEwD+PQIimj2F4uJEg7uVmowSLCMxmZZELoQo2QtEFX1vrali0RHAuI8P431tM3hd0rX+w4CwzoaCqwIqLQ9dL4I9HsE4IcQlgFkL0QlX3/De4H6t5NNfIZTKZG/XwNR555KXG/3/+Ge6559OGPoFUl9d26pRGfr5v8ZRdu3YEzUK3WHzLMgRLEsHhgBUr/gscz/79W4EeJCU1vfAkJiZTWbkfu72MPn0iEEKwbNmfJCer2tfISFdSacq7CAVUDbjqPAx2stjhUAUM2qJzJoKwMM9whD7O+q9z/bjOISQmGjOKvcF5YXNPSgfTI1ixYhFSngDEsn9/8xU8rcHnn39ORUUYnTuPRMroZmcVuyM6Whk3xcX+9xdAcL8TqN/YmQh69Qpn82YlPx6qUbX+nCI3A0ehaGouUAbcFswP5Q+aauSyWqN49NG3XEjAHVFRSlvo9NOvJi7OONJJSXDPPd5VK50RLAvdbA5N85ozHA6orFTHIDxcLZbNldR99dUm1qyp58Yb76G2toaammoSEpR5lpCgSmDd57weTKiJXaou99hjxwb1vex2yMvbxp496lg669d4I1c9Azcx0fvz4eEq9t9UUrQpCzeYRBAdHYGqMA9+yO26665j0qTT2bxZCTjFxvpX/++MLl3U8fa3UkgPiwom9OfRoaoePdTfsrLQyUz4UzVUKaXMklIe0yDzkCWl9D4zL4TwJTEcE5PIddflcPHFniRQW1vL77//xqpVKxoTdXFxrmqDnToZ3bDx8U3r2wbDQrdYVPOaxRLc5jVnOBwQHa3SPunp6cTHN29pffzxXM48M4Nhw6IxNaw0p57ak//8J/egW//eoKwu9aP363dCUN/L4YAFC96mpEQxoXMjmC8vS5OFt+dTUtSC5+s3UcOMfH+eYFYNDRt2LB06qLbm/fuD8z4aJ598coOMiTKfo6NbTgTR0S1LEsfF+b/tgcJs1k2Papxm94YMrPYIQgF/qoZ6CyFyhBBfCCG+0rdQfLimYLPZePppLXsggHTGj5/D7NkFnHeezeuP9+67rzF27GCmTh3N1q0ryMoawfPPX05iohHv1AQxYYKNb7/dwl13zSA52bt5HAwL3WyG88+3cfXVr6KreFJTgyuJ4HCAEMqaT0qKaVbffcECNQtYC7lpdc+dO7dx992hmwncEujENQR/wbLbITy8GxBOeHi1SxjCFxHoBc1bh6yWj3D2CJxDCU2FOSIjgxdaMJkgIiKC6Gj1BsH2CHJy3mL+/G+pqlKm84F4BOB/XsFqDb43AAYRjB8PF19cyDvvqLBzefkhRAQo1dFVwH3A3U63g47zz7dx/vk3Y7GUAHmceaZaKH390F27dkcIQXh4OFu2/Mgff/zE0qX/1xiDddchj4uL58Yb7+Xyy2/y2FcwLXRNBpBHTIyDr74KrixDfb2xOEZHN+8NzJzpOQtYI9g6/wcKs9lwvZctW87KlSuD9l52Oxx1lPq9OnSIcEk0Npc0d37e3Zhx/g6pqUbepSniDrZ3ZjIZnynYw2n0QHddVhkTc2BE4A8sFs/wZrCgPbawMIiMjKOkZC0AZWXykCKCeinly1LKH6WUP+tb0D+ZH7DbwWZ7jvr6OCIiDG1yXyx+yiln8ccfDn75pYAhQ4YxbNhZjBt3EaBisL4uqPHjbQwdeizh4REhEU4zm5UVaDIpK6u0tD6o1QM//rgeKSEsrManFIIzfCWzNUI1E7glEMIIn+zcWcDChU33krQGxrQ39TtqIvBnZKSeSQHecwLaaw0PV4aLxeI7LGS1Bm+h1DCbobBwAwB79gTPJaivr2f/fpVF1wnzuLjghb2Sk0OX13ImAosljEcfVR71oeYRfCKEuEEIkSKEaK9vQf9kfqC+nkYd9JQUdbHrcrbmMHz4CbzxxiIef1wNRYuI8P66Bx64kVGjerFq1Q8kJXVk1qy3gy6cZrEoK8vhUBoFS5euCuoJ8emn3wJQX7+HqKjmj5+vZLZGMHX+WwMV9ssFruOhhx4iIyM4jXp2uyFp0Fyi2Bt0ZZE3gyY62jBY4uON894b/E2ItgYmE5SVqRDhjh3Bq8Zavnw5nTqFM3XqGY3DflpS+dMSREYGt1zUHTp0p8OCQ4Z0A6CiQhxSRHA5KhT0X+Dnhlvw/OoW4I8/tvL22+8ARkdlUyqY7mgu/rdgQS7vvJNDXYNPunPnNm6/PfgxcB0zBCUz8eefZUGtHoiMVAt3eHiNX1LJ3mYMaIR61kBL8PPPWo9KHddt27YFZXaxwwGfffYZANXV61tMBNqSV1Ijrs85E4EQrolodwTbGwB1rvbt2xcAqzVIKzNQUVGB2WwmMjKqMTTkXCmlS5St1tZXSYUiL+AMZ48AjJxQebkydkMBf6qGunm5HfTOYrsdli37gt9+UxMx/CWC449Po3t3M4MGxdOtm2DkyM6N0hHumDkzC7vd9ZcIRQxc144PGqS6ndPSTg8aETgcMGDAOAB69uzlFxE4zxgAYwj9wZg10BLMmZOFux5VMH5Pux0qKpQ5HhdXfUAegf4d3BO9sbH+7Ufr3AcbZjP06KHOA7s9eO2348adw+bNdTz99LuUNjgezh6BDg137qz0g7p2bZlRqKHkXQLzmVsCLS0DsHTpOwhR55K7CzZ8EoEQ4h6n/y90e25GMD+UP6ivh4SEZMLCBgFG3XtzC1lBwR6kdFBers6mvXvzXXSEnBHqxi4NQ39EXcn79gWvntjhUA02oI6dP0QAxoyBP/+UbNlST1mZPCizBlqCvXtD83vW1ED79scDMGLEUY2P+7swW62uDWgHglCFNkwmY8ENZtVQXZ2S1qitDW98H2ePwH3x1rINLSEDIZpOvAcTOgpgNsOaNd8jpXJ79LUZbDTlEVzs9L+7VPSYIHyWFsFuhzPOmERa2tmA+gHDw5u/cGJjPcsoqqoqmTnT0yoMdWOXhrYCdfVTQUFwiWDbNnXSxcQ0nyj2FY8OZUz1QJGSEvzf0+FQncGFherSysgwDoy/i3p4uBHeaEnpp3NIJFS/h9kMtbUqaL95c/DGquqKofJyV50hDV9WvL+GDSiP4mCdx5oIoqLgnHMmk5Cg4noFBaGRmWiKCISP/73dDzn0HALNmAkJ/rF/cXGB18e9Wf8Ha96uvvjXrn0XgK+//jaoRDBnzmsA/PnnF83GV72VI+oB3Ic67r8/Gwju72m3q4WqrExd3Lok2Zu0hD9oiUcQFWUsfKH0CHbtWgPA6tVbgvY+Tz45kyuvHMvSpV80hku09W7k1DwREeFfziAqKvS5AWdYLOo7RETAMcecSKdOappOYWFoKoeaOkTSx//e7occ9fWQn19ASYn6KPHx/rF/fLz3gidv1v/BmrdrNqtFo7JSleUVFTmCSgQOh56r27T5qdUm3S+sw8EbALjiChuQAwTv97TbYWeDYWyx7KOmZi9w4CGelngEUVEGUYfSI0hLU9Id7dr5Mfj3ALFq1c98881n7N27r9Ej0B5zUzF9IZr3ck2mlonQBQOG/Ly6ryu+iopCIzPRFBEMFkKUCSHKgUEN/+v7A/3ZuRBijBBioxBiixDi701sN1EIIYUQw/394HY7XHedDYdDYLGUEhbWvEewYEEuJSWeQbewMKuLSqkzLrrIxq+/5uFwhHbertkM48apCFxCwtCgWQXz5uUi5QzAxMaNV/pMnAONpaXuF1YoqlMCATVcRDXqFRYG5/d0OAwiqKlZjxC1je99IPD3dUKoRcRq9U7WwYLJBEOGqIE/HTsGR5od4MYb7+OFFz6hd+9TqaoyVFyh+eRucwZifPzBnZcBrkRQUVFOba06iYqLD7JHIKU0SynjpJSxUkpLw//6frOnpxDCDLwInA30B6YIIfp72S4WuBVY0ZIPbrdDTY0qGwgPV4lffzpipfSk1+joWK8CdRZL041mwYTZDKNGqTGZtbXxQbEKcnNzuemmTKqrtwGS8vLtPhPnYFxw7sf5YFRZHAiUJIL6P1hdsM4eQe/eqXTooE6eAyUC7R02Ff4A1wlozc3oDST0aFUIXrK4uhp69jyKESPOwWpV9bLO0ubNhSUjInw3h0VEHNyQkIZSx1XGbEHBHlav/ghQROCsRhssBNNuGAFskVL+IaWsBeYB471s9wjwONAiIbv6erj22nkA9OjRhfBw36weFaUuFF9VQKWl3idAtCTRFGhYLEZ8uaQkOFZBVpanVIR74jwsTC0s2uIE10XncMkPgOt36NGjF1u3bg34ezgcxqzi/v170q6desMDPUaaBJoTAnR+LhSyCBpKYkKFZwsLg6NFqceO7N9vkI0OnQjRPMn6as4zmVo2zyCYcO4lSErqSGqqMiBKSxURBhvBJIJU4C+n+zsaHmuEEGIY0FVK+WlLd263q4lDAImJJp/hieRkJdDVoYPvKiBfjx9sIigt3YgQtVRXB6eMzFfZpDNhxsQYHaw63KA7uOHw8QY09Oetr7fyxx9/BHz/zl3FyckGAbSmpl8PaPd1jvsTBw8WhAAh1Or8009rgvIelZXwxhvP8mEzAuMAACAASURBVMEHORQXq/IhvbD7e1xjYz3DZYmJBz8kpOHsscTExHLhhZMBgwiCXTl0kMaJgxDCBDwF3OnHtplCiJVCiJX79u1DSmV57VENoiQkeL8Q2rVzHY7y2GOeVUCRkVFe8wPBGlbtL8xm2LVrM1Iq81JbmYGEr7JJZ2LUC777sUhIUJ/xcMkPaOjz5OGHX+K4444L+P4VEag4XlnZ94BabFpjpetQj3MC2Hl/3ha5UKJjR3WSmEyxjV34gUJtLdTWOnj00Tt44YVr2bBBl+Wq5/29Rp3HaoJr096hAB0C1NDh6MJCRQI1NcF9/2CePjuBrk73uzQ8phELDAC+EULkAccCH3tLGEspcxpmIQxPTk5ubLtesGAuACZTvtfh4O6x0qlTbcyenUPXrqpqJDU1nRkzcrzmBw6kKzGQsFigd++jCAtT+Y9AE0Fubi4VXoK6zsQYGek7tmoyKTI4XIlgyJBTiAnCj6w8VWW+LVyobJzWdvg6h+E0GWgxO19hj1AiNlZ9wJSUvoQFuJ25slIJzl1xxZ2cccYN/PqrOiGPV/16LTq2cXHG9qHQYWop9LVmtUJamjqHdu1SRkWwZ0IHkwh+AnoJIboJIayoBrWP9ZNSylIpZZKUMkNKmQH8AJwnpWxWx8hu1407Klncvr3ZI0TRrp13K8xms7F1ax5//OFg+fI8n0nig32iWCzQtWs3hg0bDBjeTyCQm5tLZmYmhVq0pQHx8YkuxNicxRQTExoZg0BCnyf796vjkJGRgclkCpgAneptUZfVCSeo2diBPEYREYoAoqJUuDMu7uCHN/S1Egw5hJoasFqt3HDDE0ya9CJbt6rjecwx6vmWeO1CqJyAczf0oQRNBBER8MorVwGwa5eSmgh2niBoRCClrAduAj4HfgfelVKuE0I8LIQ4rzX7ttuVy5iQoM6Grl3buxBBc1LKYWFNu9Lt2x9cVxuMk0K5iLk88kjgFqysrCwqKz3nCURFxTSSgHM1yJEE/Z1uvnkCV155Jdu2bUNKGTABur17obZWEBEB//jH80DgiUBr7JjNwVPgbAn0olpZGfhYtq6YqayE1avV/vv1a3mOQEPLdx/s69sbnD2Czp0FUENlZTjFxYoQg9lPENTDIaX8j5Syt5Syh5Qyu+GxB6SUH3vZ9lR/vAFQFUM1NVBXpwJpqakWt2RL8/vwNQCkpQOxgwUdM8zPfxnIpKwscAuWryRxfr7xuC+P6nCHJoKCgiUe8ezWCtDV1xulo+3bNz117EAREXHohePU9SaproZ33/W4tA8Y9fXK6CsrK2XDhg38+KMKlA8bZhhzB+INHapVbvq7WK0wc+ZsOndWcUAttR/MMtJDkBebh27jr6hQC2bHjq7P+xPWcVaEdCaOgx0ScobFAqtW3UOgFTObSxK3ZLj34QaD5L3HMVojQOdMBHFx9ZjNimgCSQSHIjmrgSpqkd6wIXB6Q3rhW7ZsCZmZA1i9WiUHhw5V73m4hSWbgzb+VKGKuVFIUxe3/Y8I3GC3w9KlvwEQFlbsspA31TziDE0E0dEGETiPAjwU8NFHuYD3Lp3WLFjZ2dlEubk9JpORJI6NPTQXnEBAE1xsbLrX51sjQOdcOrphw1yuu24MJlPoJl0dLJhMEB2tvuSYMVcGbL9GWMhMYuI47PboxlJwrc1zJMFsNirMTCZDUXlLg4TT/4jADfX18P77rwAZVFcnMnlyRmM3rL9us3YPo6MN1dLo6ENnAczNzeWuuzJ9Pt+aBctms5GTo6qnlH5gOsOHG0niQyE0Fizo0NAxx3iSYWsF6OrrDSIwmwuIiYk94hYrb1AepPqiVVURAYtl65LJAQMmMH686rTt1aBiYbUeeURgsRjrUmlpIatXzwJg+3ZdRhu89z4sieD993P57bfXASWNsHv3tkZpBH/FtnRCWcfl9CzYQwXeun41AqGYabPZWLs2j0mTHEAew4YZSeJDNYYaCOgk4/79g7nwwgtJTw+cAF19vdHkOG3a7eTkLDjiFitvcPakKythxYpfOfvss3n11VdbtV+9+JWWwubN6jFNBHp405EE52uvfft4du9eAkB+fh0lJaoiLViNZYclETz+eBZ2u2s9lZZGaInqorPioL+Tn0KFpkI/gVDMXLduHWPGnMJ///sj4J+S45EA3VuyYsUvvPXWW3Tv3p3XXnuNxYsXt/qY1tcbg9Wd5aePdKjQkPr/scceJicnh0WLFvHf//73gPdpt6tbUYP6izMR6HDbwS6bDTSc9aTCwszcccfdABQWWigqUiQQ4H69RhyWROBLM2jXru0tKgtzPpEOtXIyX6GfqKiogChm/vjjj3z//VLy81WnSlshAk3+JpMaDPv1119z1VVXcfXVV7d6384egSaCI22x8gaz2QgnLlv2HV279uLtt99h9OjRzJs374D2qRuoSkrgpZfuYvdusFjspKUZi+WR5hE4NwyazXDmmSMB2LtXNKqQBis8dIgtf81DSt+TplJTgzs5LJTwltAND4/ihRdyArL/3r17M3LkyURGdgPaDhHo79mv39lcc801jY+bA7Cq2O00DlZ/8cWLeOednDbhEQhheATjxt3BmWdOYNSo8Vx11VVccskl7NXs2AKUlalrvbwcamtVU2VKSikWi0GuRxoRgPGdTCYVpYiPN84rdSyC876HJRHccks24JoVjoyM4uGHgzs5LJSw2Wy88ooeEK8SuldemcMFFwRGP/+EE07g3Xe/xWJR5Nmxo+uIxCMVukFvw4YMXn31VdLT05kzZw5fffVVq/brcKjuz5ISdX/dugXs2rW9TRABGNVY3bqdRWpqBg5HFOeffz4XXXQR5S3U/K6qUgvem2/mMHfu/Sj1GejfX5nLet7CkXyums2wf/9uTKZtgFIWCCYRHJaO6+jRNqAWeAjYTmpqGnfdlc1llx26g9MPBFOn2jj5ZBuXXgpLl0LPnoE7EfRs3fJyZdElJ7eNePayZblAJna7SsTrBj2g1YniXbvUcY2JsfPSS1+QkdHlkKlCCzZ0ocW6dat4/PEFXHDBRTz55NzGUs+WoKxM/f3443dYvfpbOne+C4ABA5Tb0bHjkekNOEOFiRwUFS0CrmXtWslxxwlqahRRBtpzP+w4VUpdoncl0dF5LF+uNIMmTrQdkSeH2WwoEf7tb/fQp09gBNS/+WY5c+d+hJTqIva3/+Jwx1NPZRHoBj1QRPBXg+h6YqKZk046ld69e7Zqn4cT9Dm6atWfvPLKw3z33RJqayE/n0aRSH9QVmbkB84663pGj36JXbvaERkJAwaoHE94+JF/rprNkJKSwmmnKS/o22/VsXE4VB4q0CJ0hyURbFPeEklJrh3CRyIsFmWtA9jtiZSWFgekTvuOO27hgQfuB5SrHRZ25F9cADt2eC802KZPqibgPCREzXo2nquuNhRidR6iLXhYGhMmqL/l5WNJTOzL2WdPAaC21s4336yluLicVatW8eCDD/Lxx4YMxeLFi9mwYQO1tariSlcJSQnDhk1GiOsBOOkkZay0lSS8Cn0J7rnnCjp1guJiwapVSk1BSnWsAqk9dJgSgToCHToc+UTgLKHRv/9E5s9fGhBt8sTEZCwWpRKuY65tgQi6dPFdUOBNltsZ5eXKG929W1n/OjGsQ2yaCOz2PGbPfpK8vI2B+tiHPAYNgv79wW6PYMKE33E4OgAwbdo5nHHGQG677e8MGzaMhx9+mA8++AAAKSXTpk2jX79+fPHFLy7qpeXlqidh+XJ1f/Roda3rPpC2cK7qstxTT1X3v/7aGLHqcAR2WNVhRwQAS5YsA2DdutePeCKwWAwiCAvryfDhJwSECN5773PuvVcNhtMllUe6lQXwyCPZCOFajWW1Wrn33nuJaKItvabGCHHoiVG5ubmkpWUQEWHihBMy+PFH1d1eVPQjM2bcxYYNwZnYdSjCbIZx49T/ixer5KaU0LfvILp0yWDp0i8atx079hJKS2Hv3gqOPXYUffoMpH//IY3PSwkbNpQxb95aqqqgTx/o2tV17kJbIAKzGRyOMtq1+xwhHPzyC+zYYTxfXu6fPHV9ffOhpMOOCIwcAZhM2/0eYH24wmx2nV1cWRmYaUU1NUbNu7Os8ZGOSy6x0a1bDmB0FL/++uvMmDEDSxNM6K7avWBBLtOnZ/LXX0oVdufObfz4YyaQy1FHdWXatNvp379PUL/LoQSzWYVv4uKUJMJvv8Hvv8Ptt89g2bI/+eijlbz99mIWL17PyJFnUVwMVVWxPPHEm1xwwWXcdpuN/fuVR7ZnD2zYsJbPP1cu12mnqfdwHjTVFowWkwmKi/N45ZUxhIUtx26Hb74xvAJQa+GuXd7XBCmV17pjh+G9+nyvgH7yEMDhgMTEkwGYPPkyQB2wIzUea7EY4lO7dpUyYcJQvvzyy1btU0oVzigoUPd1TLstEIEQ0L27Dcjj+ecd5OXl+VUt5E4EM2d6SoA4HJVAFuPGHccDDzzFkCEDA/fBD3HoprJRo9T9xYtVcvP3383U1EBcXDtOPHE0PXv283jthx/+m08+mcemTesoK1Nht4qKaOAkTKbaxiE0bdEj6N+/H4MHn0WfPmol/+knRbC6sgrUtbx3r+o61rPc8/MVQfhbuXvYEYGUUFCgavKOPro7cOSSAKiTQSeL6+pi2Lz5N376aXmrykhraqBnTysffPAmYExtaguljiaTYVnu3q3OpwceeIDhw4fz8ssve2xfV6eSxO6t/b6622E7/fsf2eekN+gc06hR6jz64Qcjub52LZSU1FNbW8vevfksWfIJ3377OStXfofD4eDqq+/mwQdfo74+g/Xr1WKWnz8YMDF8uJWoKBUrdz6mbYEITCawWsN45JFFXHfd+QD8+qsySjZudPUC7HblSe3caUQNWiJHcdg5WA6HoeeiVRiO1LAQGHK7cXFQVmZmyJBLOeaYkxpG+B3YPquqHNTX1wGKYQ6k1vtwhRDGEPPCQlWF8cknn7B69WpSU1O5/vrrG7etrfU9K7pz5zR27vSsNBIijaqqjWzfbiIxMR3rkXxyOkEbLMnJanDMzz+r5OaECXDzzX3Iz9/EBRfcQnJyDK+8MqPxdTbb7UyY8FTjEBoNLVOkZxO7zx9vC0Sgv2NcnMrj9eypJKnXrFGjOrdsUQl6bcC1pEzXHUH1CIQQY4QQG4UQW4QQf/fy/HVCiDVCiNVCiOVCiP7N7bOuTn1hk6mIoqK1wJFNBNpS1+GbCRPeZMSIUa3KE9TUwGef5dGhwymAykG0hQsL1LHUOZGiIuU6X3LJJZx99tlMnDjRZduSEpULOPHEDLp3N3H88Rl88EEuCxbkUl5e6mXvUaSkZHPttWM49tjefpWkHinQc4ATE+GMM9Rjn32mSr1Hj74OgA4dhhIbeywDBpxOt25DSE7uyvHH3+mxgG3apIaxRERIhg5Vj2nyBmOAy5EOfU126iQpLt5Fjx5q6M/336vHy8vVsXIOEzlDNkiVVlU1X2EUNCIQQpiBF4Gzgf7AFC8L/TtSyoFSyiHAE8BTze23qKgIyMDhSOKOO85kwYLcI5oIQFnrAwao/9eudW26aQn0sPbOnS1cccUp7Nv3EUJA375thwjAINWSEmX1x8R0Zt269VxxxRWNM6FrauCdd1RCeOdOlRDOz9/G3/52JffccxVlZSUu+7RaE4Echgyxce2192AymYh3N2OPcJjNqrpn4EA46ih1nj70EHTocCtPPbWJk0++nKOPPpesrCXMmLGKp5/+g/btU5FSsmbNEj777Fk2bpQ89pjaX13dy2zYsJiYmLaXHwCjNH7r1l+54YZUVq26CiEUEcybp8KaxcWwfj1s3lxPbu4rgDKWq6rg6qsn8sknq/j1V2PcpS8E0yMYAWyRUv4hpawF5gHjnTeQUjpzWTTQrNp2cfE29ByCgoJ8pk/P5L33Wjdw/FCH2QwjlRAhS5fu5P3352C3t6x6KDc3l8zMzMZh7Xv2bEPKTNq1yyU+vu1cXGAQQXGxsvjvvDOT7duNmdBTp06lffsY7rzzMo+EsN1eR12dZ4JGiBjARrduMHXq9Sxb9j3JOrnTRmA2q6avjh3hnnvguOPUgvTkkyYWLepFdbVw296CwwEbNsCTT37Kv//djYceUq+JifkSu/1WoqLakZrq+j6H0tyQYMJqVce0R49+JCZ2oEMHO9dc48Bkgo8+gjfeMOYTzJr1MA88cCO//lrCzz/DRx+tZv36NXz00Sy/3iuYkeFU4C+n+zuAke4bCSFuBO4ArMCo5nfr2k5XVVXJffdlMXXqkaUz5AyLRROBg717OzBr1sNkZk6lshK/5y9kZWVR6V76QiVVVVmYzUemPIcvdFC9ThQXe6/+Aais9D7T2BdqalTyuFcvFbY47rgRrf6chxv0OZSSovJ4N90EGRnw7rvwxRcq7j96tAof6W72d9+FP/8UwNMN+5CMHg022yhqawuJj49sDOUBHt7BkY6ICLDbw/npp93k5Qn27FGhzaeeUpVZcXEwcaJk794/GzyrTfTsOQIhTFRX7yc+PsWv9znoKUIp5YvAi0KIS4D7gMvdtxFCZAI+5za2Zn7v4QCzWSWL4uJeoazscYqLt3HCCRnce282N93kHwH6OkZ6AWsryWIwGvSKi6GwMFDnThcANm7MwWzObBMxbHdoNdCoKJXcLSmB885ToaK33lKVLgsWeL6ufXsVSkpLg5NOEg35AIHFEke602hpZ92ttoKICNi/H4QQdO6sKoNSUrZy3XVdeOGFcD74ANavF4wf/2/Gjr2Dbt1UUiUtbSAvvvgXDoeZrVt9Fz1oBPPy3wl0dbrfpeExX5gHeNbvAVLKHCAHQAjhET5qzfzewwFhYfDFF7ns338XWjBt165t3HNPJnFx+KW62rVrGtu3eyYvIyNVW3Fb8gh0J3VZGXTsmMbu3YFI6lYCJt56K5YBA6K54YYj10P1hagoVYUF0LmzIcndrRs8+KCqdlmzRi1sxcXqNnAgTJzofda4Tj4777+tEazzcQkPh5KSX3jyySvYuXM9Z575HUuXjuT33+H33wVjxgylrk5NcystFezebWbNGukRkvOGYBLBT0AvIUQ3FAFcDFzivIEQopeUsmEIHeOAzTQLE87hocjI1s/vPdRhscBzz2U1SidrVFUp1UxfRJCbm0tWVhbbt2+nXbsEr9vU1ZWzYEGu357FkYCYGHVMa2th0qRsXnst0+d8aH8ghAUpVcNPZWUZd92VSbt2rZO1PhwRFaXLnNXfjAzIy1PPCaH0iAYN8v366ur9bNiwjIiIaD744GFGjjyGAQOMUlM9/KYtISxMnav19aoK6Kef5mI2m7n//q/p02cEJ520keXLE1i8OJlFiwSLFrnvQSDEJqKjt9CUlJaQwZqGDAghxgLPAGbgdSllthDiYWCllPJjIcSzwGigDigGbpJSrmt6n90llAFFpKam8eij2VxxxZF9wdXXg9VqwttvJYSguNjhUl4HRnLYMy/gidTUdP76K6/NWFt790K/fqp89IUXYOPGXN5881bKy5vpw/cCIcxIafd4PD09nTy9CrYhSKm6WnXDY3GxqljxpwHymWcuZMWK9xky5ExWr/6CU04Zw5tvfgaoxbBLlyB+8EMYxcWqOU+jpkaF2Sor4cUXL2X58jmcc84HrF17AbW16txOTlbhue++u4YtW97l9tvfZsaM8T9LKYd7e4+gEkEwIMRwefXVK7nhBpU06dq1bYQ1unTJ8NrABJCQkMg///ks06bZGmP9GRkZftexCyFwBFLT9hDHvn0wYoSyVh97jMY49JQpTTGhGXBf8K2oAUmeaGvH1BlVVSqWreFwqPu7d3tWuplMqoorLAwWLnyFTz99lczMO7BYwkhM7MDIkUpORjdVtUVIqWL8zp3CdrvqtXj66dv5/vt53HvvF6SleUqa2O311NXV0L59NOPHC59EcFimCLt3V7GztiKdDPC3v2Vz992Z1NR4WvjFxYXcfPNVVFXB5Mk2wsNblkA/kmY9+wNnmQlndzkpKZ2CAk/yjIpKp7IyGyFubQwBRUQk0r//s/zySxaqnNkVR3reqilERqrSR+0FmEyqkqhTJ5Uf0LMc6urU76ClI66//lquv/5ar/tsKyWj3qAnCObnG+Wiu3b9yRNP3EZFRS2vvrrLp8dlNlswm5tf5g87rSH4mZkz01i0KLdN6blcdJGNBx7IwWTyznx1dbXMnJlFTY2K0Xbu7N9CFBERxX33Hdk5FncIoZKZoErw9MU1eXI2VmuU29ZRVFVlAzamTy9g7lzJ3LmSN94o4O67bUycmE1YmOtroqKO/LxVc/DWSyeEUf4ZH+//eNSYmCNbPcAfWK2q7FmHb9u1a8+3337GypVL6NGjlLQ04THDWQj1OvekuzcchqEhVTUUGRnFU0/lcN11R3Z+QKOwUC3wPXp4zxWACkf88YcKRyxYkMtdd12O3e4Zv9ZITk5n+vRsrrrK1qZqs4uLYdkymDxZiaJNmQInnKBCD999l8v8+VkUFGwH0gBFAkOGqCYpb3mU5cvVawoLt9O5cxqPP57d5hLF3uAe2z4QmEyQmtp2PP/mUFWlclxSwpIlnzBw4NF07KismtpadT4rsTpX8rRYoGtX36Ghw5YIALp2TWf79ryD+GlCh9JSdWGNHJnB3r3eY/+pqeksX57XeL9v30hqarxProiJSWfhwjzS01VdfaCHYR/KKC1VMdeXXlLJYo3UVDj3XFWd8sILKp597bWq0iU+Hg+LyxlhYXD00a7jFP8HpYdTWnpggmhCKEu2LYeFvKGuzpCd9hfNEcFhmSPQ8DV/9kiETgLfdls29913JQ6H51mwf38F9913A59++i4lJSqWLYQJk8mM3e68fRRTpmQ3Vhq1pRAbGPMrTjhBeVnffacSmTt3wiynjvxjjzXGBDYHvVi1tWPZHGJj1a26WuVjqqvVAi+luoWHq7JTfd9kolE+pV07/zvn2xLCwlRoU5NsE06/3zisiaBr17aTkNNEMGWKjb174fnnb8Vudy13LCkpJDfXtSdPSgcOhyAiIpHq6iIgjQEDsjn9dBUOEqJtdRWD+r4Wi1p0zj5b3errFSEsW2bkEC680L/9mc2GJHpbO5b+IiLCe9PY/3BgEELlWmJilDFTVta6YfaH7WkbGRnFjBltJyHnvMBccIGN6Ggb2dkZeKtYcYeUdqqrY4ACTj8drrhCWWkmU9tcuJzHm+qZrxYLnHKKuvnCUUcpC2zfPtUsZbWqGvkuXYzQ2v8s2P8hlNAVcHFxqiKrulrlCrSxoxrRmifhw3IZSE1N5+9/b1sJObNZ/egOh6q7PuoogJaExrYzdixMnaqsCV2T3RZDGfpYOhNBc+jSxQhzODc2aXlwUPv8HxH8DwcDJpNxfh4IDjsiGDjwaD7+eGWbbDfXC1dkpPrBY2LSqKjwr2nMYkljyhRFAuHhhgJnWyQCUMcyNVV1Z/pKZMbEqJBPba1/YmdtUQvnfzgycBj2ESi0xbpi5xLP5GS4/PJszGb3undvsGKzZTeGgdLSjAqYtkoEYWEqGTlggLLw09Jca9+t1v9v79zD7KrKO/z+ZjIzmdwYkyEkJEDMjXsa01SszUODXKqoGCzSFgUCESoUkMYAtikiCEiFqpRQSJCWBlsJlvpIKwFajFS8laAhgsY2NliQFJKgXAK58vWPtU5m5+SczCQ5Z19mf+/znOfss/fa5/zOt/fa37p8ay2YPDnYvLu7bw/4QX25FI6TQwpXI6hQxgfYoEE9Iza7u+G440LT2N13z+eVV35BzzQIorLGz+DBI5g9+2ZmzAhpu7p2Lt2W0Y7QU5AYOLCnqefAA3tisavjsHtDKlcIrtO/cEdQMLq6Qgxxa2sYtl95wN9xx/ls2VKZfsJobx/Eeect2nFcCnPqJGPc29vL26Zd7/7ZUwdQwZuFnCJTyKYhqbyOoFIrgPBQb2uDJUvmJ5xAYMuW11myZP6OzxMn7jrQqUyjiatp5P3T1la+BVOc/kUhawRl7ChOMmwYrF8f2vknTKi/ytaGDf9Le3to+qh+ULW2ltuOra3h1dfBOJVIq40bw2Cn4cNDs9Jrr/WE4jpOUSmcI2hr61l8vKwMHhxWf9q2LTQVjRp1MGvX7ho9NHr0wUybVvs7urq8KaOjI0QNQc9o1+rjlVGxw4aFmtjQocF5VOa+eUvt9X4cp1AUrhxT9ocX9IwqrHD55dfR2blzyEpn5yAuu6z2gLsRI/Y+3rg/MXJk6CAeNSpEDY0ZEx7snZ2hCW7UqBBC2t29c7+BT4Dm9DcKVyNwAkOHhrlGtm6FWbNCh/BNN83n+efDDJjz5l23Y3+Fzs5QEyhrB3Etkg/4Skhp9WpvjtPfKdzso9OnT7fly5dnLSMXbN4cFqvoDZ/F0XEcqf7so01tGpL0bkk/k7Ra0idrHJ8r6SeSVkp6RNIhzdTT3+joqL0ASIXW1tDEMXKkOwHHcerTtKYhSa3ArcCJwHPA45LuN7OfJJL9CJhuZq9LugD4HPAHzdLUH+nqCpNLvfxyz7iAjo7QzOGRLI7j9IVm9hG8HVhtZv8DIOke4APADkdgZssS6b8PfKSJevotQ4Z4id9xnL2nmWXGMcCzic/PxX31mAMsrXVA0vmSlktavm7dugZKdBzHcXIRNSTpI8B0oOZs8Ga2CFgU066T1LcpN3unG1jfoO9qJq6z8RRFq+tsLGXWWbcPtpmO4JfAQYnPY+O+nZB0AjAf+F0z29zbl5rZ/o0SKGl5vV70POE6G09RtLrOxuI6a9PMpqHHgUmS3iqpHfhD4P5kAklvAxYCp5jZi03U4jiO49ShaY7AzLYBFwEPAT8F7jWzpyVdI+mUmOxGYAjwVUkrJN1f5+scx3GcJtHUPgIzewB4oGrfpxLbJzTz9/vAoox/v6+4zsZTFK2us7G4zhoUbmSx4ziO01h8yJHjOE7JXLcVLwAAC3RJREFU6deOQNIBWWvoK5IKMaGxpEIsweL2bCySGhat10yKkufzZs9+6QgkDZH0RWCppIWSPpi1pnpIGiTpVuBBSRfHSCok5eraRJt+AfiGpGslHZe1plq4PRuLpIGSbgOWxUCPd8X9ebRn7vN8Xu2Zq4vZCCSNAe4mrOB+MvAoYQ6jvDIXGAGcDQwkhNNiZm9mKSqJpEnA14DtwLnAOuDPMxVVH7dnYzkXGEkY7LkG+FtJA3NmzyLl+Vzas985AmAT8CUz+7iZ/R9wL7BC0pSMde1A0sD4PgBoB/7RzFaZ2Y3AulhSzLyUkGAjsMjM5sVJAx8A1koam7EuwO3ZaCQlZ64S8D0z22Bmfwd8D7g+psvLMlG5zvNFsGdeMsZeI+lQSbdL6gQwsw3AtxJJDgLGAz/LQN5OSJos6R+AWyRNj2MthgC/nUj2MeBMSWOzKiVEm+4oUZnZ8+w8D9Qg4DAzey51cQncno1F0kRJ9wJ3SXqvpMoSRiMTyS4DTpU0wcwsi4dXUfJ8UewJBXcEkmYQqoTnE5oEkCQz25hI1g4805fpK5pJvGkXAk8CK4E/kTQH+EvgY5K6AczsWeDLwHkZ6Xwv8M/APMU1JCQNMLPXEsmGk30mc3s2kFhb+iLwFCFPvR/4FLAYOFnSUQDRWX2d2JRlKcefFyXPF8WeFQrtCIANhDa3ycA5kg6pYci3AT8HkHRehtXFCcBGM/ucmd0CfAk4FegEbmPnAST/RZitNYvq4gvAhwk2vULSEDPbJqkloeUI4Omo7wxJk1PWCG7PRjMa+DVwnZl9HfgMYS2RSQSHO189ETkPAo2a+HFPKUqeL4o9gYI7AjP7KWHNg9XAvwHXwC5twccDIyTdB5xBaE9MHTN7Chgn6di4ayXwCHA5YdK94ZKuknQ68FHgjXheqiUEM1sOrIo2fRC4PR5SQssMYH9JXyM85LamqTHqdHvuI0mnaGa/JMwAfGLi823A9dHRbgSulvRRQq3rpTQ01tCZ2zyf1JBne9bEzHL/IlSdhyU+q3obGAqsBo6vOncpobR1Wkpau4EDkvqAlrh9MfDlxLGpwJ3xnMnAWcDDwIez0FnDpsMIpZrfShzrIDx0nwBOT0HnaOCdVfvyaM9ddObYnnOq9rXG99nAY4n9XYSO16nAWwjNG/ekaM85dY7lJs8T1li5CWjPsz17/R9ZC+iDoa8kTFp3D/DpuK+lKk3F8JcC/xq3/yg+hGemqPUvgFXAPwE3JLXF7YnAfcDZ8fMIwqR8o1K2aS2d9Wx6JbAsbr87vs9KUevThJL0tPg56bByYc/edObFnvG3nwDm1jneAnwTuDSxbzFwVMq23K3OKntmlucJgQhPAQsIQQrVeSgX9uzTf8lawG6MPJgwO+kS4ABCCe9lYFw8vksJNm7/Kqa7ExiYktaBwA0Eb79/1Ps6MLxyQyTSnkRov5wGnA4sAw7Og86qtEmbbgNeBW4G2lLS2hIz11JC1flPgcF5smcfdNa7R7Ow503xN3f5vSptv0mIb59FWDr2CeCIFO1ZV+duNKea5+mpkd5S76FOT60lU3v2+T9lLaCGAbvi+wBgJjAgcewO4Nw65+1HcBwrgd9JU2vcHp3Yngl8BTiyzs1xAfDX8aZoutY91Zk43h1t/qO0dSb2LQDmxYfmsXmzZ1905sGewOGEdcGHEgpV5wLvqEpfecB9ALga+A9gRt50JtKmmuerdLYAPyYUpo6MOmaTKFTRU2tJ1Z579d+yFpAw2oiYmR4GLgEmJo6JEBK2DJha5/wWYEpGWg+L+wcQSqjPAH8F/Cehulq5IZIl2da86kycPyClDJbUeTFweNw/Ebgrbs8llLgvBcZW7osM7dlnnRnb85KEzk8TOqK/C1xFiFQ5K3F/qtnaGqEzcX4qeb7GdT867r8e+ELc/8eEgYHXJ/JZS7O1NeqVi6ghSe8gVK3XA9cSOmAuSSRpIdwYW6ix3CWEKQTMbGWTpdbTemHUsA34ITDezD5BKAXMjfqxxIAmM9ueV50JjdvM7Dsp6xyb0LkaeEVSK3Ao8HHgGIsDryzmtridtj37rDOhMQt7jiHUmCDUVq4BTjCzqwkLR12Y0GekxL7orJBGnq9z3efEw5Umya+a2ULgCmAUccCY5Wgajt7IxeL1hEiKz5vZPbBj5sjj40i8rWa2XdL4uL1OYUKp9kr6nGgdCGw2sx0LTpvZNyTNI9zkz7jOPdLZRoivP5pQ9f85of3YJE0ys/92nX3WeUK87i+b2WcqCc3sXyTNJTzc0o5jL7LOE+OxRwmj2KdFnT+OAxkL4wAqpO4I4ijAnUoeZrZK0rOJY1sJTUPJkYHHA52SFhNKXVfkTOum5DmSDieUIH4BPO8691jnVuBJSY8B3zazhyW9lbD2dVPjwvuhzgmV65449wjCdX+G/Fz3ougcH4+tlrQA+KTCfFbjCbXqNc3U2QxSbRqS1JY0dNVAkY2JY+MIpask3cBRhLjcY8zsWznV2iHpTEK00zfNbLaZbXGde6fTzK40s4fj9hoz+6yFaSNc517olDRA0qmEcOxHzOyc6Mxc595d9xWEZqvHgPvN7H0WBo8VitQcgaSLgH9XmIP7/RDaJJOj8RLb44EfxH0flLQfYdrecWbW9LU890UrYQKxhwhtxLe6zn2+9qOaqa1sOgmRNo8Cb8/zdS+KTkkHmtlLZnafmd3ZTJ3NpOmOQNJwheac3wP+jNDpcnasPu/oUJE0xXo6V44AJktaCnyI0B+wyszeKIDWVjN7sZlaS6Tz90mhvbVEOk8jRLK8VN0E4zr3+rpva5a+VLHmh161EmYKrMR8jwfuIsauE3rZFwPfBg4EDgZeIUwrm9oI1iJpdZ2u03WWR2cqtmiCcQcQBtYclNg3JLHdQhgwMil+PhG4sOo7zknpRiiEVtfpOl1neXRm8Wq0oY8mxKe/AHylTprDgQfqHGtvpJ7+oNV1uk7XWR6dWb0a3UewnjDU/zDCFMEnAUhqTfTCjyas0YqkYxQX7ZYka2LUSoG1uk7X6TrLozMTGuoIzGwtsMTMfkVoa6usurOdME0EwG8A7ZJuJAzPrpyb2qjGIml1na7TdZZHZ1Y0PGrIeqJQFgObJF0S978ZPe+xwLuAl8zsnWa2rNEa+kpRtLpO1+k6y6MzE5rZ7kQIy/pB3J4S308h0VmTl1dRtLpO1+k6y6MzNXukYPAHgc2Emfm6s/7D/UGr63SdrrM8OtN4NW1AmcLi3NcSeuIvMrOTLTHRWZ4oilbX2VhcZ2NxncWlMpCiOV8uvYcwj83mXhNnTFG0us7G4jobi+ssJk11BI7jOE7+ycXCNI7jOE52uCNwHMcpOe4IHMdxSo47AsdxnJLjjsBxHKfkuCNwnF6QtF3SCklPS3pS0ieUWL2qzjnjJJ2RlkbH2RfcEThO77xhZlPN7EjCHPXvAa7q5ZxxgDsCpxD4OALH6QVJr5nZkMTn8cDjQDdwCHA3MDgevsjMvivp+4SRq2uAvydMgXwDMBPoAG41s4Wp/QnH2Q3uCBynF6odQdz3a+BQ4FXgTTPbJGkSYdGT6ZJmAvPM7H0x/fnASDO7VlIH8B3gQ2a2JtU/4zg1GJC1AMcpOG3AAklTge3A5DrpTgKmSDotft4PmESoMThOprgjcJw9JDYNbQdeJPQVvEBY1KQF2FTvNOBiM3soFZGOswd4Z7Hj7AGS9gduBxZYaFfdD1hrZm8CZwKtMemrwNDEqQ8BF0hqi98zWdJgHCcHeI3AcXqnU9IKQjPQNkLn8Ofjsb8B7pN0FmF++41x/0pgu6QnCUsj3kyIJPphXA1rHTArrT/gOLvDO4sdx3FKjjcNOY7jlBx3BI7jOCXHHYHjOE7JcUfgOI5TctwROI7jlBx3BI7jOCXHHYHjOE7JcUfgOI5Tcv4fIGhgDIjR+2EAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.3153259754180908', 'val/kl': '0.00018677482148632407', 'val/mse': '0.003928155638277531', 'val/std': '0.046489667147397995'}\n", - "Epoch 3: reducing learning rate of group 0 to 2.0000e-04.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:Epoch 00004: early stopping\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 798 K\n", - "1 model._lstm LSTM 207 K\n", - "2 model._latent_encoder LatentEncoder 98 K\n", - "3 model._latent_encoder._input_layer Linear 16 K\n", - "4 model._latent_encoder._encoder ModuleList 32 K\n", - ".. ... ... ...\n", - "70 model._decoder._decoder.3.linear Linear 65 K\n", - "71 model._decoder._decoder.3.act ReLU 0 \n", - "72 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "73 model._decoder._mean Linear 257 \n", - "74 model._decoder._std Linear 257 \n", - "\n", - "[75 rows x 3 columns]\n", - "INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/anp-rnn3/version_2/chk/_ckpt_epoch_0.ckpt\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0a497d45603b464f9dc46cb4302aed2c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydeXhU1fnHP2eyh2yQhCVAwhYEVAREQcRi1boiUq0CxlqtgGIVawUXqEutuCK2bj8FLVaNFVHBpahVVATcQBEV2QMJISzZ933O748zZ+bOnTuTSSCZkMz3eeaZmXvPPXPn3HPO97zLeV8hpSSIIIIIIojOC1ugbyCIIIIIIojAIkgEQQQRRBCdHEEiCCKIIILo5AgSQRBBBBFEJ0eQCIIIIoggOjmCRBBEEEEE0ckRJIJOACGEFEIMCvR9BBFEEO0TQSIIIiAQQoQLId4UQux1ENWZPspGCCFeFEJkCyHKhRA/CCEu8FH+IiHEOiFEiRDioBDiBSFErKm+fwkhyhzn/+LvfQkhbhVCZDmuzRNCPCGECPVxL78WQnwmhCgVQuw1nesuhPiPo55SIcR6IcQYH3X5Xd7x/3wuAIQQ/Rz3ViWE2CaEOMd0foAQ4n1HmxcIIR71UderQogDjnbZIYSYbjp/tuM3qhy/meajLq/Pp7l1BeEfgkQQRCCxDrgKONhEuVBgHzABiAf+CrwhhOjnpXw88ACQAgwFegOPGc7fB6QDacCvgduFEOf7eV/vAqOklHHACcBJwGwf914J/AuYa3EuBtgAnAx0A/4N/FcIEeOlLr/KCyHGAwN93JPGf4BNQCIwH3hTCJHsqCMc+Bj4FOgJ9AFe9VHXQ0A/R7tMAh4QQpzsqCsJeBu423HfG4FlPuq6Dy/PpwV1BeEPpJTBVwd/ARIY5PgcD7wM5APZqEnV5jg3CFgDlAIFwDLHcQE8ARwGyoCfgBOO4v3lAmc285ofgcv8LHsp8JPhex5wruH734HXm3tfqAn0E+BZP+7hHGCvH+XKgJOb0Q5u5VGkuQkYbnzuFtcNBmqBWMOxtcANjs8zgbUtfJ7HAQeAKwx1fWk43wWoBoZ4ud7r82luXcGXf6+gRND58BSKDAagVthXA9c6zv0d+B/QFbUCfMpx/FzgV6jJIx64AigEEELc6VDBWL5a4w8IIXo47mWLn5f8SpcVQnQFegGbDec3A8c34/evFEKUocjyJOB5f69tot4RQDiw6wjK3wp8IaX8sYnLjweypJTlhmPGdhgL7BVCfOBQC30uhDjR8NvPCiGeNd3Ps0KIKmAbighWGX7L2d5Sykpgt/4tRx963/G5qefjs64gWgavus0gOh6EECHAVGCEYwIoF0I8DvweeBGoR4njKVLKXJSKBMfxWGAI8K2UcquuU0r5MPBwG/6HMCAT+LeUcpsf5X8D/AHQunStRik1FCtF/T+/IKV8DXhNCJGOItJD/l7r4z7jgFeAv0kpS1tSXgjRF7gepTpqCjG4twGO770dn/ug1DKTgNXALcA7QoghUso6KeWN5gqllDcKIW4GTgPOREkc+rfyLX4r1nGdsf809Xx81hVEyxCUCDoXkoAwlEpIIxvX4L8dpQb6VgixRQjxRwAp5afA08AzwGEhxGLHROQXhBCpQogK/WrpzQshbKjJrw64yY/yY4HXgN9JKXc4DuvfN95/HGBcGfsFKeVOlKTxrOP35hn+53P+1iOEiALeA76WUj5kOL7FUN8ZTZUH/gHc7w+RoNrB/AyN7VANrJNSfiClrAMWolRhQ31VKqVslFKuQxHJLD9/y3xf+rxV2ebUFYSfCBJB50IBrlW/RiqwH0BKeVBKOUNKmYJaWT6rvU6klE9KKU8GhqHUMnPBY/LzeDmuzZFSxuhXS25cCCFQUksPlG2gvonyI1GG3T9KKVfr41LKYpTa4iRD8ZPwX81kRigOw6yU8kHD/7zBn4uFEBHASpQ94nrjOSnl8Yb61jZVHjgbeMzhaaMN3V8JIa60+OktwABh8KbCvR1+RNkYWgpnuzjqdLa3EKKL45xHm/vxfPyuK4hmINBGiuCr9V+4G4tfBVagROk0lD53uuPc5UAfx+fjUavCAcApKNVKGMo49yFKJXGk9xUBRKImtXMdn4WXss8BXwMxftR7AkpdM8XL+YdRRvGuKHXXAeB8f+4LmA50d3wehpqAFvm4F5vj+gtQ0lckEO44F4Za2a8EQv34Xz7LA91RHj76JVG6/igv9X2NWulHAr8FSoBkx7njgCqUkTsEZXvYre/d4nenotQ2IcB5KG+pSY7zySj1zWWO33oEJc14+59en09z6wq+/ByLgb6B4KsNHrI7EXRFkUE+yiXzHlxeQ4+ipIMKx6Cf6Th+NmqFWIGSKjL9mZD9uK+9jnszvvo5zs0DPnB8TnOcq3Hcg35leKl3KWA3ld1iOB+BcuksQxHGX5pxX0sd11Q6yj0GRPr4j2da1PW549wEx/cq072e4aWu5pb36jXkON8P+BxF+NuBc0znL0UZossc5Y43nHsOeM7xORk1cZfg8iqbYarrHNSio9pRVz/DOeez9vP5eK0r+GrZS69ygggiiCCC6KQI2giCCCKIIDo5gkQQRBBBBNHJESSCIIIIIohOjiARBBFEEEF0cgSJIIggggiik+OYCzGRlJQk+/XrF+jbcMJuh4YG9bmuTr38RZcuIIT7sfDwo3dvHQnGdm5shNpaCA11tVd9vWr78HAIC/NeT2du34YG1Y4a9fWqHb1BCIiO9uyjGp2hLRsb1csKzR3voPpsZKTnMVsbLMm/++67AillsuV9tf7PH13069ePjRs3Bvo2nCguhlLHhv69e+FgUwGVDRg5EiIi3I+lprZNpzjWUF4OhYXq86FDsGeP+ty/P3TrBj/84Bqw/fpBz57W9XTm9t2/X03+Grt2QUGB72tOOgmioqzPdYa2LCqCsjLrc80d7wCxsXC8KTxeXJzqw60NIUS2t3Md/DG2PvQq1fzZH1itJrytPjo7jO1SU+P6vHcv7Nzpfn7vXkXQVuis22bsdncSkBJK/IgNW1Xl/Vxz+/uxBC0p+fqP9aYgJ2vXwj33uBYsvuo1orlSRWsgSARHCGNHae4DtSpf6k+4sE4I40RvHExSWq/YsrKCpGqEeUKrqPBvIq+u9r/OjgIpldRZXe052RthPrd6tVqUrFql2iYzEzZscC9TV+euntPHAo1jTjXU3mCcbI6GRFBRAfHxvvXcnRHeJAJvqK+H3FxIMyUx7KwSgZkU/V1w+JIIfE2SxzL0ZJ2f77u/mFf3hxzByL/4QqmA3n8funeHU07xrN9oJ9DSWiDHfFAiOEIYJ//mDgxvKwFvao3ODG8SgS8cPOi5ou2sRGBepPha6RvRGVVDun/Z7d77i5Tu47262qVqq6iAZY7kmYcPe7Zhe1QPBYngCGAeCEeLCKqqOu+E5Q26revr/Vf5SAnbtnXclWtzYG4zfyeemho1sVmhoxOBL5SXu6t4DvlITbRvX9P1B7qPtioRCCHOF0JsF0LsEkLcaXE+TQixWgjxoyMVXp/WvJ+jDePgasmD9DUYA90x2hv0oPNXGtCorVVkoIm1sxKsedJuzgo0K8u63ToqEfijejQb2rX30LBhLpfbAQPUsZwcqKurISfnJ6CTEYEjLeIzqDjsw4BpQohhpmILgZellMOB+4GHOIbgy2NISvjgA5exqKAAVqxw7wRBIvAPjY2uicifQWpGZaV6dWaYJYLmEGpVFeTleR7vSESgDcMNDf5JnGb1rSaCfv3g7ruV99C4cepYTg48/vhk7rhjODt2fGXZ9oFuy9aUCE4Fdkkps6RKdfc6cImpzDDgU8fnzyzOt2v4sg989x28/DI8+aTyRX76aXjjDVi3zlWmttb7CjVIBC60xD5ghtaJByWClumjO7rdqqxMTeblfiS8rK31tLFoIujZU5HBkCFqnwUoIjh8OAuA7OzN7ZIIWtNrqDcq8YlGLq4E4hqbUckv/onKkBQrhEiUUvrwxG0/8KYastvVpA/qAf/jH8qtDJQnghH19dY7NINE4EJzPYasUFkJyZZ7KjsHjpQIrNq9o5BqQ4NrYvfHm8pq/4W2ERg3MmqPtX374IUXdjg331kRQWOjmjcCtUEv0MbiOcAEIcQmVPal/YCHYCaEmCmE2CiE2JhvnkkDCG+D68sv1cOPc6TY1iQAnisrb4MySAQuHA2JQHtudJTJqzkwe7+0hAi8qUw6Qnt6M4Z7gxVZGCUCjbg4SEhQJGPcwV1X1/5sLq1JBPuBvobvfRzHnJBS5kkpL5VSjgTmO4558K2UcrGUcrSUcnRyO1rWGR+ccYJ67z31Pm2apw9xUZH79yARNI2jQQTaRtARJq7m4kgMxUZ0NKmgsdG3V5Q3mO1NNTVKSggNhcRE93O9eqkO+/33KrqDzgjZ3gzGrUkEG4B0IUR/IUQ4Krn1u8YCQogkIYS+h7tQeUqPGRgnKD24KiqUTjAsDMaPh6lToW9fuPBCdd5fiUDKwOsN2wt0O0vZciLQgeo6I1rqOmpGS9VygcKiRYu45JJL+Prrry3PHzyoXs0ZZw0N3jeS9ejhqdoJC9sOwHvv/Y8//3kQs2f3B6z7YoeUCKSUDcBNwEfAVuANKeUWIcT9QohJjmJnAtuFEDuAHsCC1rqfow0prYlAq4EGDFArhJQUePRRmDxZHfdXIoCgVKCh2/lI26Oz7s/orBLBhg0bePfdd9m9e7fHuZYutKw22Gm1UI8enucGDFBRJRMTzyM/fy+FhTnU19e2O4mgVUNMSClXAatMx+4xfH4TeLM176G1YI4Xoh+sJoL0dPfzMTFKSqiuVgNKbzH3tcqqr/ce+bEz4WgRQWd1IW1NiaC9EkF1dTWzZ8/miiuu4BSzfhbVl1py71ZEoDeM9erlee6UU45j5Uqork5l4cKtdO2aQlhYROeRCDo6jIPLGNlxxw71Pniwe3khoGtX9dmoHiop8d4BghKBgm7rI92GH5QIFFqqIjtWVGvZ2dl0796dV155hcmTJ9Onj+c+VXNf2r17Ozt3/tJk3VaLie1K++Ox+AOlEQA4cACSk9OJjOwCdC4bQYeG1R6CxkYV4x2sO4UmAqN6SAe3skIweqbC0ZIIamqCRAAtb0eryas9tueHH35IRUUFpaWlCC9ZdYxEUFxcyJVX/ppp037Nnj1KpK+ttRbVzfsHGhpcWoDjjvMsn529nsTEBhob3cNQeHMhDVR7BomghbDyZNm3T33u3l25jZmhk0+Y7QS+4pR0dkjpUsMdqUTQHiettoB5v4tZrekvams9r22PbXr99deze/dupk+fztKlS1m1apVHGTMRnHDCyaSmDqCoKJ/f/e505s273uMaKT1VQ9nZql169vQc85WVJdx333iKiz8GYP36zTz99FWsWfOS177c0mdzpAgSQQthRQRaLWQlDYC1agjUStUqpn57HGRtDSuDfEvhK5pkR0ZTm8nKylQyn0OHmm4f80q2vbbngAEDqKio4I9//CPPPPOMx3ljOwwYMJgXX3yP5cvX0b17LzZt+po1az6kutp91q+p8ZyotVpoyBDPe6iqKmXQoDEkJCiP+JycOtavz2Tr1i+8RhUIVHsG8xG0EFYT1N696n3QIOtrvBEBqK3tegOaRnsdZG2JIw3s19nR0ODej8xtWFUFt93m8qU/5xy47jrv9dXWtm8HhtraWiIc+V8HDhzI739/NSefPMqtjDl3s0ZISAh9+/ZnyZJ3GTNmAlFR0W7nrQzF27apdyu1UHJyGn//+9esWQPPPQd2+xBuuGEpqaknAWreMKeqDaqGjjFYSQR6gk9Ksr7Gm2oIgpOcNxxNIpCy85Gr2T5gnsx++kmRQFSU8oFfvdozbLIR7Tm/g5SSE044gXPPPZf8/HzS04exYMG/mTXrFrdyRmng/fffYPfu7W7nzzrrIrp0ifGo3xyHSErfEoGGtlUXFMQyYcI19O8/0uM+jHUGAkGJoIWwkgj01nMr+wC4iMBKImhPnaI94WirhjobrCQAIzZtUu+TJ6swCB9/DK+/DhdfrIjB7P1WVubuJtme+ujmzZvZtWsXVVVVJCYmUlSk+s/Bg8pdu6FB/SfdD6SU3HnndVRWVrB+fQ4pKX191m8et4cOqfaIj7feQ2C327HZbG6eQ42NEBKivtfWqkxmRgSJ4BiD1QSlg1F5IwJfqqGgRGCNo0kEQYnA3f3RbncRwYgRSjX5xRfw/ffqJQQsWuQeP6esTLWhdsZpT+05ZMgJfPttHlBPY6ONykooKyuhpKSIvn37e3gQ1dRUc8YZ51JaWuxGAmvXfszKla8ybtzZXHbZ1YCSmsz2kcOH1XufPq72MOLxxy9hz57vuemm10hKmkBBAXz22WdIuZ3x4zOoq4v1uCaoGjrGYFYN2e0ug69Z169hJAJ/Eli3p0EWKOh2ORqp/DojERgXGI2N7qqdPXtUn01MVGFQEhLgssvUuZAQ1VbZ2e71NTb6F6o5ECgrCyU5uRfJyakcOKDuf9y4vkyYMJCKCs+bjoqK5v/+7y1ee+1Tt+M5Obt5++2X+e679c5jVupcvaDT49qM/Py9FBfn0aVLAr17q2Nvv/0W//rXLAoKctrVmA9KBC2A0fuksVG9KirUe5cu1mGlQR2PiVFly8rcJQcriaCzTVpW0O1yNCSmzqgaMkoE3tRCI0e6VrQXXwxnnw1vvw3//a9SZ5hRWupa7LSXPlpT4/7/9LPu3TuNqqpKqqoqiI31skIzYezYX/PYY0tJTz/eeazQIjC+JgKt8jXjoYc2UVSUS9euKXTvru/nAkaOrCMiIrpd7csIEkELYGUo1vaB+Hjf1/bsqTadZWXBKIMzg92uBm1o8Ik4YYwHYySC775TK9YTTnC11/vvq415F1zgrsqwqrMzwUgE5l2xP/yg3keOdD8eHe2yA1gRQUmJkiCg/bRncTGsWvUm69Z9zAUX/I4zzvgNAB999LPXayorKwgPjyAsLMzt+MCBxzFwoMsNqKrKegOYlhK8SQQhIaEkJ/cDXA4kfftexNVXXwS0Ly1AUDXUArTEPqChB93GjZ7nzKve9jLIAgWj66Nu5+xsWLgQHnkEZs1Suuxt2yAzE/73P+UK+aaP6FWdqU11shMNTQRbtnzGXXddyO7dKv7VMHMCWXwTQWVl+7JpVVaqiXrDhrX85z+L2blzi1/XLVp0N0OGRPLKK8/6LGflNgpNq4aM0NHzjZJFeyKC4PqzBTgSieDkk2H5cjWBmTMSBYPMucM4UPTnnBz1HhKiVGxPP+2KAd+vnyKKt95Sq1od+tuIzhS2w5vr6OOPX0J19aWAIgEdANEILVVZEYGuKz6+fRCrts1NmjSNgQOHcPLJp/t1XUVFGVJKunZ1TyJQW1vLmjUfUFtbw8UXT/UaGNIXEezZ8z3vvPMw6eljueiivzglgvx8SUnJYWy2EOLikjzmgKBEcAzBigg2bcoE+vHVVzZuvrkf69ZlWl6bmqrExNJSMEfHNa8Q2sMgCySMq079WYfjmDgRxoxRxs/cXCWJ3Xsv3HijOv/qq4pszehMdgJj+xnDI9x99xrS0x8APNVCGl27qs1OFRXWxmHdV9tDH9X/c+TIsVx11SyGDh3uPPf8849x/vknsmLFqx7XPfLIi2zbVsNvfjPZ7XhdXS3XX/9b7rprBuC5d0LDFxEcOrSbb75Zzo4dyuCsFyt5edXMmtWTFSsecPyW+3VBIjiGYCaCdesy+eabmUA2ICkoyGbJkpmWZCAEjB6tPpvVQ0fDM6YjwTiR6bYxpgS8/npXdMcpU9TKdvx4uPxyNaBeecVzVdweJq62gvG/GwPu9e07ktxctctpxAjra4VwqYd0mxuhF0CBbk+z+suMkpJCtm//mQMHrHfJhYeHO3cia8TExHLuuZO58MLLsdvtlkRgt7vUwVZEkJ4+ltmzX+e8824G1EIlNBRqa6OJiUklNFTZJdoLEQRVQy2A0XBUVwfLls2nsdFdkVhXV8WyZfMZPz7D4/qTT4YPP1ReG9OmuY4HbQTuMA4Ss0TQs6dSo91zj3KDPOkkV9lJk2DtWjWBrVmjvGA0OqtEYGzLHTvUKjclRRIXVwF4+rODIoK9e5V6yBw/q72EpDaS3erV7xMSEsLYsWcSGal0rFdddSMXXzytyc1iRggheP75Fc7vVqqhsjLVl+LirB08EhP7ctppU5zfbTYlFRw6BPfdl+10J20vsZuCEkEzUV7u3jFqa6GgIMeybGGh9XE9qLSvs0aQCFwwZ5DSbWPOBhUfr1a1xg09oaFKKgDlBmmcBDsTEVjl1G5oqOfNN78C4PDhp5wqCiv4Mhi3F4nAOGbuvHM61157IaWlrh2bvXunMmzYSSQkuPt45uRk8dvfjuW++2b7rN8q4io07TFkBZedwL1+I4JEcAygvt59Y4mUapJJSkq1LJ+YaH08IkIZMxsa3BNnB1VDLpiDpdXVqbaqqFDt15R31tixkJamntfrr7uOdyYisJIISksPsnXrfgAaGr7i0CHPNI4avgzG7ZEIzjjjXM4441yPSd8KOTlZ/PDDN2zb9qPl+cbGRoqLCykttbYUN+Ux9Msva1i3LpP8fNeOPE0EBQWucp2CCIQQ5wshtgshdgkh7rQ4nyqE+EwIsUkI8aMQwsLPo/2gosJzcgKYMmUB4B6pMCwswnHcGroDaT2jsT6NQA+yQMIsDUjprhbykm/ECZsNpk9X3kUffKD2HkDnaVOz7lxPOCEhYcTHq9SNt976T2691buvrS8bQXsxFhv7yaJFL/Pyyx8REeFygzpwIJfHH7+bF198wu26ESPGsHz5Om6//SHLemfOnMyoUUmsWfM/y/NNSQSffPJ/PPPMVU5jMbiI4O23/83ttyuDtnEhCB2QCIQQIcAzwAXAMGCaEMLssfxXVFL7kcBUwLdDb4BhZm/9/bTTMoDFQJrz3Kmn/s7SPgDKuHz4cD/AxgMPuDyM2pNvdqDhj1qoKQwaBFOnqs/PP+89/HBHhLf0lAkJPRFC9dP+/bv7rCMlRRFubq77KhZc0nCg0dSYKSkp4umnH2D58n+5HY+JiWX06NMZNeo0y+u6dk0kLi6BigprY4gvQzHAcceN57TTptKzp8u4ovcSlJSEs2/fT9TWVlFd7d4nOxwRAKcCu6SUWVLKOuB14BJTGQnofd/xQF4r3s8RwxsRKD/mDOLi9nLttc+QlJTK+vWvWbqRrluXyZIlM6mvVx5GZWUuDyMrD4hAr7gCBatkKkaJwF9ceKFaiZWXKxVHZyEC8wSp27ChQbku6xzadnsjixfP4O67x9LQ4H5RdDScdpqSLt57z/M36uoC3z9dIUjqqa6uQppuqFevPvz5z/dx3XV/aVa9t9++lM2bixk79nLL802FlzjvvJuYPfs/DBx4ivOYdiFNTb2IhQu3EhamvJWMUkFHJILegNFnK9dxzIj7gKuEELnAKuBmq4qEEDOFEBuFEBvzvSX4bWVYdXrzZjIp/8Wrr97mMB5bu5EuWzafujprDyP9O0YEeqAFCkdDIgClItLx4A8e7DztaSYC3VezsvKQEuLjJaGhYLOFsGXLp+za9Q15eds86pnscLH/7DN3NaauM5DtabQjfffdlwwb1oUrrzzLrUxCQjduueVeLr/8WucxKSVz517LG2/8i1oL96f6esjKEuzbZ+0xBO6qoV9+WcOjj05kxYoFHolmjNASQUVFHL17D8FmU/GojaE/OiIR+INpwEtSyj7AhcArQgiPe5JSLpZSjpZSjk7WrdnGsHKX08f0ACkvv4v6eveeY5zkoWkPIyt9bGfE0ZIIwKXrzsvrPDuLrWwsAO+8ozZWhYUddp7/wx+e5N57v6BnT8/Uen37qn0v9fXw0Ufu5wLtQuq+T6KK8PAIunSxdoU14scfN/Lmmy/xyCN3WCa31wu7/fu9/0ejsbiqqoRNm/7Lzp1fkebQDhcV5REbW+kmoSQmKkmsqMh7DKiOuI9gP2B03u3jOGbEdcD5AFLKr4QQkUAScJh2BquVgZkIvN22nuQjIpSHUUFBtkcZ7WF08KBaOXTpoo53lhWsGVbxnFoiEYC7G2RnaU+jRGCczOx2tQOva1eXjmzUqIt81nX22Wrzo87JrRFo1ZDxP5555gVs315Dg9k4AuTnH2Tz5g0MGjSUfv0GkZ4+jEcf/Re1tTWEW4QKLi2FrVu/YNmy+QwaNIarrlrodl5KV8ygqqqtDBo0hr/8ZQU9e6bTtSvExkquuiqNxsYGXn+9BimVmBAaqrzdiovhpZceZsKEM0lPH9vhVUMbgHQhRH8hRDjKGPyuqUwOcDaAEGIoEAkERvfTBHxJBNqQFhWV5lkINclHR6sJfsqUBYSHu3sYhYdHu3kY6dzHnRnmFW1dnbLFhIQ0z3cbXLuP8/I6j43AW8L6oUOvAmDQoF74C028ZoNxe1ANmRFqsbvrmWceZMaMSXzwgfKQio7uwuWXX8tVV82yrLe0FOrqqtm+fR3Z2Zs9zuflqVV8bGwjDzxwAosW/ZZRoyYyaNDxCAEJCTUkJCSTkNCNuDh3XZH2HFq9+gN27foGUItMvfDpcEQgpWwAbgI+AraivIO2CCHuF0JMchS7DZghhNgM/Ae4RpqtPe0ADQ3WnU6vSPTqYMwYz0k+MjKaqVMX0LevykcwfnwG559/CwkJfQGBzZbGjBmL3TyMyssD3zECCXNb19e7R3e1NbPXGiWCzkAEZqcDIxHovppoiLNmt9v5+OPnWLr0JuwWDaTLFhZ61hvI/unvsxw9ejzjxp1Fz559vJY5cEARXXW1+l8DB57K3Xd/zh//6OnIuMUR3LRPn8PExSXRvftAQkJCnfaBlJQovv46j02bCp2SvYYmgjFj5jB48Djnca0e6oiqIaSUq1BGYOOxewyffwH8CxUYQFhlJzK6IuqV0pgxGRx/vDIIFxbmkJKSypw5C/jVrzLo2lVnJrPz7rsPoYQfO2Dn9NM9Z7aaGqUeChKBGpj6GXjz0vCFrl1VHKKKCus0oR0N3gzF4GpHIxHYbDZWrPg7xcV5nH/+LfTq5R5PIjxchVIoK1OErJ9BoG0ERvXhc889yvr1nzB9+l+YMLMn3G8AACAASURBVOF8t3ITJ17BxIlXAHD//X+mW7dkMjJucEYdbWxUq/z6elfCnZiYrgwbNsHyd392pDgYP74XZ5yRQ3V1Gd988yZlZTvo0WMGiYnJzrAT5mjC2sSZmnoxAwe6jldVqd/ukETQEVBRYR2P3DjYNBEsXHgS4eHZLF1awimneK5cw8JUVMKQkDAaG2uAIuz2bpSXe6a3rK7GYzXRWWA26NbVNS/2uxk6gNqePSoh0BlnHPk9tkfU1am+6C0NaknJQb7//hBwkhsRAFx00W0IIYiOto6jnpioiKCw0EUEjY3tRyLYuvUH1q37mMsu+4PX8qWlxbzyyjPY7XamTp3hPH74sGs865DWvn7zl1/U5xNOUBtHw8KSee+9x9i9+1suuGACiYkuhxbzGNbtblazaRtkh1MNdQRIaS0NgPvOSi1uNzbupqamnJgYuPHGyxgxohuvv/6C85qwMOjVK51XX63jlluWk5SkeNhqlRrojhFIGCUC7SJ4JEQALvVQR7a/lJerfultM1lx8QHsdtUQZsnqoov+woUX3kp8vPUmM6vwCIHOAW1cMMyefS8vvfQhp532a6/lKyrKefjhF5gzZwFJSd0pL1dxf7zlXPjgg3+ybNlf3fZX7N2r1DgJCVV06+Y6Pm7cNK6++nYSE7uzfv1qJk0azeOP301UlPsueN2OOTkl7NjxpfN4oMd7kAh8wLzrzwhNBGVlajXRpYtk7tzXueWWN4iNVX7NpaXF3HXXDMaP78fKlZl88EEmN9/cj2nTbGRmziEyUu3SsSICbzHQOwOsDJ1Hiwj27Gn5fbVnSOmZilJDE0GvXsOB7thssslYTWYY7QRGBNId1zg2Bw48jgkTzqNHjxTLsg8+OJfx49MoLMxn1iwV7WbnTpUTxNsO6RUrHmDlygVUVLj+tFYLlZS8xpw5Q53uoRde+Gduv/0R+vdP5+DBXH766Ttyc/cihLt6SKuGdu8+xOLF053HA00EQdWQD3gbWODqPHqFlJQkGDVqIgBr12ZSWuoSJfbvz+b2268FBPX1dY7rsrHZZgJQXOwZikITQWeXCLTIfiQ2AnARQban526HgLdFS2Ojqw1LStQGpm7dhIfaUkrJnj3fk5PzIxMmXOPhX28lEajrjsbdtwzNMfwPGHAcsbHx1NSogVVb23SIjAsu+DNS2gkNdXn+bN2q3hMSthIbm+TWTjrT29lnX8yKFd8QG6v0vV26uNTLuh2FSCMtzZUVSOeLCBJBO4OUvlflenC5iMB17tln5zsnfFd5z6AodnsVMJ+SEu9E0BlhtYdg795MYD7PPpvDG2+kMmXKAq+xnKygXSDz2nUQk5bDHLxMw7j/xcpQbMRDD51LRUURJ554DomJ7vH7df9uLxKB3e4+aS5Z8jgREZFMmTLdI9EMwGWX/YErrvgjNgcDemsvI3772/kex7Rq8b77HicpybVikbKW7OxsGhsbSE8fxogRpzrPGSWCqChFDJWVkfz+9+7hZ2prrdOGtgWCROAFvtRC4JqgXANjL/PnX8HAgSdx4ID17mFr5FiqhqQMvJ92oGBWDa1bl0le3kxALat06A7AbzLQc0N7CJR2tOFr0WIkgs8++wL4FZGRBah9my4IITjllEupra2kvt7THcibkTOQROC6h0YeeeQOGhsb3YzARoSFhbl994cIzCgpUa+oKKXisdlc02dW1jquvPIcTj31VyxbtsbtOrPnUFKS0jYUFLiHU6+pUUQgZdPRdY82OgUR6EiJejLwp6F9qYXAUyKord1OVtYGioqySUlJZf9+f3UQqV711tXVnY8I6uvdB3l1NY4QHf5ngLOCdufriBFeffnzG4lg+3bVhnFx+zESQWQkDB4MTz+9hJ9/tl4AeVMNBWpfhpGA6uvrmD37HgoKDlvuFLZCU+MboKysgPz8PcTH96Ck5AA//GAHTqNvX4nN5j6B9O7dl9TUAfTs2Zt33/0P2dm7ueCCyxg0aKglEWRnQ0GBZMAA6ZRSjHaCIBG0AkpL1SsxUXWgigpXiF0r2O3WLqNGmG0Egwb1IiTkfIYMGczYsacyb95Mqqt9VxIeHk1j4wJ27VLeC+YwSp1RPWT+z1VVzc8AZ4WOTATeAqOZz4WFqQ1MJ53k7hmUlKQijYIaF7m5nvXolIwVFa6VKwRuoWIkoMjIKGbPvsd7YROk9E8i+PDDf7JixQNcdtl9HD68m7VrewGnsWPH09xzz2vcd9965ySenj6YNWtUkp/p0yexevV7HHfciQwaNJSICDXX6LbSpPrkk3cwb975nHCCCpTn6zm2Njq811B9vSIBKdWkXVysjvlaEVRVNd3BzUQwatRw7rzzA+68859MnpzBgw8uJiYmzuv1NlsIM2Ys5pRT1Ir2m288y3RGicBIBFrlkZBgnelNCJtHmG9v0ERgtUP8WIevjV2uFJWQn6/644gR7uEljJ5YiYl1HDz4E9264RZJU+fcBXc7QaBUQ/78rpQqcJy5bFWVf5JMjx4D6d9/FHFxSfTrNxIY4TizidraKicJAMQaYt1NmjSNG2+cx6BBQwFFAkbdvyYCKfu4eSQF0nOow0sERUXWDVtWBjExaqCEhLgnoG5qtWAMf6sHhX64WhU5eXIGkydnsHJlJnPnXuvmixweHs3ll99PVVUpSUlfAafx1VcwcaL773TE1asvSOm+KtKeFL/61QLefddlI9Cw2xtZsmQmO3asZ9OmVRQU5JCUZG1I7uwSwf796r/36OG+ySkiwhjgUHL66SkUFxeyYcMhoLsbyejk64WFOJOvtwcbwS+/bMZms9G/f7pbdrJDh2DfPrVhLClJTcbh4Wq/hT+YMOEaJky4xvl91aoKCgth9Oh+XHmle8JF3Ya1tTVcfPFUJk1yVzdERroWOVryHznyT4wdG+IsE0gi6NASQVmZd/VKXZ1Sxxw86D6QGhqaFtG0NGAMhHbw4Dr+979n2bZtg1vZyZMzOP/8S51uZr16qdhChYW5LF36J9av/z2RkWrHqw6zrBHoDTttDT3xa2j1XEqKzgDn2V3r6qr4+OPnHBFdrXNAgDsRdKQ2ravzvrq12119dccONaMnJbnHdDR6EAkhSE8/nn790rnjjj/y5z+PcQZGU9eqd2NKkEDZCIy/+8gjd3DBBcP54ov/UVqqJvr6epeKq7ZWEeHu3cr900r11RRqaqCoqAshIZKbb76HXr0GO89FR6s54K67ZjJ0aDSXXz7e43qjnUC3Y1FRiFuZQLqQdlgiMIYl8IbKSs9VqD9GJLOhODER3nrrXpYu/RMPP+yeCemJJ+7js89UuKWUlFRuvVWtVnv1SicyMpbk5B6MdLgT/2jKo212kevoMJO2/p6fXwtkoGIzWcG9kcw5IKDjqoZ8qYWM/XrbNiXm5uT8262MeV9GZuZqPvtsBxERUWzd+i35+Xud53SCn92GfPeB6p9GSSQlJZX+/QeTlnYcu3apoHA//3z0nrXd3si2bSVIKUhJEZjt0VotdPrp59CtWxLnnXepRx1GItDkaxW1IFALlQ6rGiou9r9BjQOmKSMxuFZZhx3pB7p3h27d+hIZGUu/fq7kHitXZvLUU/c7dx/m5eVwzz0zue46OPfcGzn33BsBePNN1z13ZlgZitety+T99+9CJbgTmCd9bzAbkkMciy8dLDAkxOKiYxD+Gorz8pQ1eMgQl14oLEypR43QYZxvuumvXHHFrTQ0DHWeO/549a6jb4JrsdLWXi5GieChhxYDSqrWi7SjERCvtPQw8+aNoqhoPzALeJZ+/TzL6TacOPEKLrrocss9Q0YbQVwc2GyS8nLBf/7zN6ZNu9d5LlCLvw4pEdTVNc/jpqFBrTAaGvzrQJoItIicnAyzZr3E8uVlPPbYUme5hQvne+RQranxXK1qX2JzKsDOpBqqr/fU33/wgcrvXFu7D0UAVo1hPQPpRD8aNptr8u8odoKmNj1qIrDb4cABtSSdMcMVgz/eOr4cAMOGncTYseOIiXFZkvv1U7rww4ddi6BATVxm20RNjeuejhaiouIcJAAhIRcDcNxxnuWMhmIhhKULq1EisNkgNlZNND/+uMWtXLslAiGETQgxUghxkRDiLCGEdVSqdgSdaq45qKnxTxoA77uKTXtWyMvzz+3RGxF0htj5Gua2t9vh1Vc98zuD8rgSQtC7dxpXXHEDERHuOSCioqKZNWuBx3VaPRTo8MlHAuM+i5oa331EE0F+vvrPKnuW67wvIgA8VCA2Gwx1CAhaKgi0jaC2tha73e5hXzsaCA+P5Kmnsnn++UpstgsAGDXKvUxoqH+7gUND3R1SkpLUquTXv3Z3ew1URFevRCCEGCiEWAzsAh5G5Re+EfhECPG1EOJaq/zCgUZDg396fjP8JYKGBpduz6gaAs+Bk5Ji7faYnJzKvn1bmDbNRkZGaFAiwHNlW1Pjff+AlHaysuysW7eXRx55locfXkx8vFJ2d+2ayIMPLuYPf8jAnKxKfz+WdxdXVrq8Xprqr5oIXAsW92W0r8BzBw7ksnjxo6xZs8TtuFk9FKg+qiWCf//7KY4/PobFix9qld9JSkplx45o6uth4EDPoIfR0dbXWcHdYKxWjV26nOBWpj1KBA8ArwIDpZTnSSmvklL+Tko5HJgExAO/b4ubbA5aqmevrvZvQ0dWlrVq6E9/SuWss2z8859/c5adM2cBUVGeq9U//WkBsbGJgMRub3QOSLMk01mMxXa7Z9tXV6tBaIVevdTxOseDiIiIdAb5GzFiDJMnZxAS4pnkXquGjmWJoLpaeapJ2TQR6POaCHbufJ2vvloGKL22WYI14tChPB555A4+/vg5t+NGItAkEIg+qiWCQ4f2U1NTTXh400nrW4rvvlPvJ5/sec7PjcyAu+SgjfRmg3G7IwIp5TQp5RdWqSOllIellP+QUv7b6loNIcT5QojtQohdQog7Lc4/IYT4wfHaIYQosarHX9TWtkwaAP88DAoL3R+ckQiUCkNis7mskHpjWe/eaU5VxoMPLmbKlAzi4rqzaNEOliwpdoropaXuonZnIAGwntBqa73ndx4//hwGDgxlzBgVcnjNmg+d58eMOdP5uWdP9+RAx7pqqLFR3Xtjo+qLvnz4jXkJdD8VIpfYWOXE3lQY6r59+zN9+m1cfPFMt+N9+iiVUkmJcr0OxMRlJJ+7736C5ctLOOOMq1vltz7+eAmff65E//j4rz3ON4cIjBv0NBFs2vQDFRWu1WugVEN+eQ0JIcYB/YzlpZQvN3FNCPAM8BuUy8cGIcS7jvSUuo5bDeVvBkZ6VNQMtLbXjZEEamvVyiw0VA2qJ57YRXJyPgMG9HC7Rm8sM6NLF5tbSkAVkVBtZtPZyjqDakhKT5UYKAlh/PgMDh+G5cvnA2qz2NVXL2D48CTeeONFKiqUCHX66eeQk5PFiSeezPXXz3XWERrqHjLhWFcNGQmzqU2PRlWblgiuvXYuw4apDtWUXjsxMZn58xeSm+vudy8E9O2rFi2HDgXGRmAmQCHim6WiaQ5++GE/0B3YQ1xcvsf55hCBsax2Id26dRf5+XanUT5QY75JIhBCvAIMBH4A9COQgE8iAE4Fdkkpsxz1vA5cAvzipfw04F4v55qElXrhaEJKd9WNXmUlJalVZ0xMAoMGJfidXjIhwX2wJiQoIigpcSeCjo6iImtpTK/aU1MzgAxGjIA77lArqdTUGjIzVzNqlIqdc/HFU7j44imW9aekqImwpqZjEUFzymoiSE62OSUki0jNlrAqp/Xk2kW7rfupkXwaGlrXC6xPnyv5/nsYMKCRwYNP8zjfUolAt2F8/MlER7v+UHuWCEYDw6xURE2gN7DP8D0XGGNVUAiRBvQHPm3mbzjR2i6BFRXuE5ZRLaTRnE4RHw/Tp59GUdE+br11BQkJp7B/vyKCVIdqvKPbCGprvW/316RuzkwWFQWRkZEcPnyAc84ZQl5ejmOj3t9ISxtEUVEB5557ibMemw0GDFB5Zo91ImiOSstKImhuX83NzSYrK5eGhhPcchkb9duBIAKjRHDLLRkUFTUwY8Zir/mWjwQNDWoH8SmnDPLIKw4tJwItEYSE9HfmyoB2aCMw4GegZ5OljgxTgTellJZaTyHETCHERiHExvx8T/EMWn9wmw25ZiKYO/dEzjlnEHv27PSrvpgYyMnZTFHRfg4c2G5pMO7IJADeV7g6bDjAd99tBOCrrxYBSqWxcmUm8+bNZP/+bKSU7N+fzZ13Tufyy8cza5bnrs64ODUIj2UbQWNj89QwmgjsdhXuGGDFCqXvF8I/iWDOnD/whz+MJyvrO7fjmgiKiwOjGjL+5qefruTrr9+gtRwYcxyOa3pXtRm+DO5mGElDL2xKStz/T6CIwKtEIIR4D6UCigV+EUJ8CziHkJRyUhN17weMaY76OI5ZYSrwJ28VSSkXo4LNMHr0aMtmCjQR7N+/BSkldXX+zTKhoXDxxbdTWVnK4MGnOTMfGfXlHd1G4I0IjPH1tUQghEotFhmpNuqZQ3w3OMS1yEhrZbGRCI5FiaC5Eq9u25ISaGwUQD4HDmwC/F/FDh16EnV1tcTGuk8TRokgEBOXUSK499432L+/jIgIP3WyzUR2dgMQyiefzGL06P/zON8cicBmU8RRX6/6YlycpKxMsHfvQQYMUGvtdkcEwMIjrHsDkC6E6I8igKnAleZCQoghQFfgqyP5sdYc3PX1nioMMxFceulcQkIKve4dsEJGxn3O1anVXoKOQAR1ddaDxUq3u3JlJgsXzicvL4fERBVFND5+GgBTp94MKNWQt416INiyxVrX1JmIQHsWgUstlJISzbXXPgP4bx+4995/AqqvG+ML6dVsoIjAuIIeMeIiy7APRwNlZVBeHgpUsHnz84A7EYSHNz+0RkSE61lGRJQAXVm69EH+/vcngXZoI5BSrvF2zh9IKRuEEDcBHwEhwL+klFuEEPcDG6WU7zqKTgVeb4ENwg2tObj1at0IMxHMmPGI5fZzXwgLwycRwLFPBAUFKvSx9uGvrHRP5q2h1T16pa+jiKo4Lhmkp6dhs2lPIOsMcL17eyfh9kAEFRXqHoRQk0xkpNrpW12t7snXTl9/iKC+3tOWpYmgT58uDBqk8uj6SwQa3brBnj2uCdjsAx9IiaA1kzdpb6mkpHJmz/7S43xzpAGNiAiXx1fPnlHk54MQrn7bHiUCAIQQlwKPoHyohOMlpZTes644IKVcBawyHbvH9P2+ZtyvJVozYt/hw54Ju8EzvERLOsXatZl8991aRo68kIQEpWkzE0Gg4r0fDVRWuuI+xcSo55Sfr0Rk8wC2UvfU1VVRVPQHALp1y3C28Zw5CzwywEVFRTNnjmdYCY32QATFxe7PU+8SrqvT8Wfc9z0Y4Q8RHDgAeXnux8z9FJrfV202SWKicC5+4uPVfZaXByarliakgoIC/vvft+jWrQ+jRl101H9H2wdOPLEX6em9PM63ZMwbr+nRI5KffoJx4+Y4j7VnY/GjwCQpZbyUMk5KGesPCbQlWmtgNzRYSwMNDWpFZ7OplXxFRQlPPjmLxx+/22d9ZsPSW289xurVz/P550u97i4+ViUCu91FanrS15v98vM9JxDv6p5GYCavvz7dOYi8bdR74YVFDBwYyqOPzvOoJdBEUFdnTer6Xux21ae8oSkiaGhQG7zM0JN3Xt7/2Lv3B8B/ieCbb75g9OgeXHfdRLdw1TabSz1UUBA4iWDnzt28+OINvP3233xf0Ez873/KVflrx/6xvn2ty7VUItDQbWrO+NZeieCQlHJrq9/JEaC1XEe9bZjRBsyEBDUoDh/excqVz/Hssw+6lYuOdnUWYyYojRNPHEdycj/S0kZ4VQ21F4mgttb/DlpYqDJD6eeiJ32tDrJa9fi2rVTxzTfL3QbR5MkZXHHFHznhhFFOr6Hq6irs9kZyc/d41BAR4VJPtRURGP+jPyvnsjLVzmavJimb3vmud/maoSWCH354hqws5YHl7wQWFRVNYeFhDh3K87hGT2L5+YEjgvDwrpx11gxGjWrKb8V/2O2wYoWSBrZvV8daiwh0CJTcXElJyUHn77cr1ZBDJQSwUQixDFiJu9fQ2618b01CGXOabjgdiK6paItGSOk9rK3WjepVUVhYFCkp/YiJcc30QqjBIqUS17t29SSsESNOZ926Vbz11t9Ys2YpQiygsjLDzcAaqOiOjY1qcomPd+V9joxUNpHKSnV/VrtTq6s9DeuNjUov6msCtlL3uNdb7jHwXnhhEeXlSoSy2xt54olXqKur5bjjTvS4PiLCJZG1FRHo34mI8I8IVLho9blPn+al1/QWfVMTwYQJZ9O//8nO+/EHQ4YM5+uv99OtW7LHOd33A0EEekz06DGYGTMWH9W6t21TizGbzfU7zSGCkBAXURnrsLpm4ED1vnlzIX/+czovvliM3R7avogAuNjwuQo41/BdAgEngsZG/wbJnj1qlZqSoibo8nIYNsz3NUVF3v3NNRHoVVHfvsfz2Wd73B5yQoJrIPfsqQafsVOsXJnJww/PpKbGZRwF5eedn5/hzAkbKCIoK1NtqycSUJNZbq4a+HFx1kTgLQR4U+E/Jk/O4PnnH2Xbth8tzyclpXqo1saNO5t9+7K4+uqbOOmkMWzbtpmFC+ezf382ISEhNDY20rt3GnPmLGDyZJeNoa32ETQ0KALs0aP5uvSqKtcO86akgcpK63Fgt7sI4uqrZzvDMPi7kg0PD6dHjxTndyFck77u+8b+0VbQY+JoEnpJibJjfeXwXZw4UZGd3e59AWnVjgkJLlVP166eOdONJJycrH6zoiKJkJCBFBRkExs7sN0RwcfAR1JKC1Np+4A/k2R+vuvBGA1pxcWeIWWN8BXfXE9q1dWZ3HzzfAoL1e5WPeGAe9x3/fCNhsCFC+c7ScCFKmA+r7ySwR13qIHXlkRQW6t+MzTU+45f3UmtJtOaGu8Tnj8qrvx8JR7bbKHY7a7Zz2aLdgSgcy//3HNvOT+bvY4aHT+4f3828+Ypgo2IUM+mrRLTNDYqCamiovnP0UgETd2vN9tCcbG6Ni7OFS45NLTl2dnCw13PXY+dwsK2lQiMqpOSklKKi6vo0qUr4eF+JAXwgu3bYcECZVDXHj1jx0L//r6vs5Ks1MSuyDsmxuUMoKHbv7FRjbUBA1SK2unTv6dHD1u7tBH0BZYLIdYKIe4TQowRoq0T0vlGU4Orttba2AvupGBu+Joa34Y7JRFksnXrTAoKXLtbb731KkaNSuK//8209P4wDkDvxtEcNm+GTz+1vrfWRG2tUk3k5/vXtuYyvtrMH7z44vtMnXovV1zxAF26dEU5qKWRknID48dn+FzJWnkdaVRXV7Fw4XynBNOWEgFYe501hZoal+GwKRdJb1KYVjPFx5eSm/sLdru92a6ja9Z8yHXXTeTll59xk8h0iIS2NhYbFxTvvPMMN96Ywttv39/i+urqYPFiRZgHDqiJu2dPmtybYLN5SgQhIWpyj4tTLyGsdx5bqYf27FETRrtLXi+lfERKeRZwIbAZ+CPwvRDiNSHE1UKIHt6ubSv4mqykhJ07va9Ey8sVGfz4o+cE1lTKO0UE82ls9Jx4iosLmTt3JpmZmR7njETgzTgaG6uO6zzGbSkRNDT4N/FoGCdUvfo9EgwdegqXXHIfl1xyh0Of/SWwl9xcFeLAPPAaGhq44YZLSU8Pt9xXYEReXo6TCNpSIoCWD+yqKlfAPG+Q0rv0pqXaffve5o47hgPNN3AWFRXw6af/5csvV1uGSGgJyR0J3MdDGHFx3YmJSWx2Pfn5sGoV/N//qXkgJQVGjFDnzjij6Y1iMTGeZbQquEsXl0bAqr2NxwYMUO96w16721CmIaUsB1Y4XgghhgEXoKKPnteqd9cEfE2S+/c3HapX+wmXlbn0gFK6XO68QamGvK3o1Qp0/vz5ZGS4h5+22Vx6VivjaHh4NL///QJefFHpLMvL25YImjtB1tS4si5VVBx5BzaG+f7Vr65hy5aTkBJ69lSMY15dvfDC43z00Qq/6k5JSQ2YRNBSmPXLVqio8L7Y0e6kSUn1dOs2BpvN5nd0XI3TTz+bp556nZNOOtXtd4yuj4GSCCZOnMsFF8z1XtgHliyBn35yfZ8xAwYPVvbEtLSmr7cKQGfMiKc1Ak0RgZYItm2rZM2at5gw4er2JREYIYToLYQYJ4T4FZAEbJBSBpQEwPskqT1e/IVRIigpaXpC3L8/k6aaLifHmii0VKB94ZOTlS98UlIaM2Ys5owzMujl2Lty4EDbSwTNgXFCbYp0fWHlykyGD0/gtNME06cnsm5dJunpGUgZRbdu8MQTX3ls51+5MpMnn/RPJaA3mx1rRODPhOBLHafHwJVXzuRvf1sPeLowg2s/TKLFwrp7915MnDiFvn37uxGxMZlSW9sI9HtLXatra2HrVtWfJk2Cv/wFhgxR7TBwIB4pTq0Qa5EQzeo6KyIwh6OOiirDbu/Czp1qJRQIBxF/dhY/AkxB5REw5iP4ohXvyy94a7CDB5s3CMvLVacKCWmaQNauzaS8fCauprBGaqq16sdoO5g8OYP09AwP0b5XL2XbOBaIQMekb6m6xWzkrawsYsmSmZx1ljpfXj6fadNySE5OZd48lzHem01AewtppKSkMnfug0yenMGTKpxLm7mPtsYeELvdvQ+ZUx0aoW0ExpSdVkQQHe0KcVJf751cjJOanszq6tq2j+o2PRL13vbtqq/37w/TprWsDhX6xB1W9oCQEHeXUvAkh4EDbfz8M/TurUKxHekCoiXwJx/BZOA4KWW7C95r1QHt9uZJAxrl5apzezO8abz++nyUd493REdHs2CBdbgDs8fGNdf0obS0kIce+p7evYcCSl8JSnfZVoOsJbpJc7KelsBbaInVq28BqqmvV+fy813eP5MnZ3g1ttvtdvbskfTvbwMkS5euYvBgc94/oAAAIABJREFUlWhXD8C2IILWGswFBcptNy5OSWHeUrPa7S5blyaCsDDrFapxUktIULaJLl1cMZB27vyFVauW0717Ov37q8nKZnNNcG0Z1luPh/p6eO65a8nN3cJ11z1H//6j/K5jyxb1rvMvNxddulh7XnmTJMLD3e1n5mcwYEAMP/8MlZXdgcBsIvVHNZQFNCPqdtvA2w68gwdbtlooK/OPQIqKvNsGhBD07ZvG4sWLPewDGuYOVFqaT319DXl5O5zHtGro4MG2E7sDsQoB795T9fWFmAlXe/+Ad2O7Pv7QQ4vJzFxNv36udKBtuY+gtQZzfr4rGJovF+eiIjUOoqKquPnmbrz55n2W0kBIiPt+EJsNevdWKgu9wt2xYwv/+Md9vPjiAuyGlYluz9YM/GaGUSLYt+9ndu/eQGOjdeeV0vo5HCkRWNkHwDsRmCUFs+eWJmo9/wSCCHztLH4KpQKqAn4QQqzGfWfx7Na/Pe+wWik3NHgG3fIXxcX+TRBxcamUlVlFvkxj3bq99OzpOx+smQhuu+05ysvDGTp0gvOYUSJoq04RKCLwFknUGzRxNBV4burU6R7XHusSgXHXdlGR781celKJjs6nsLAYKaWlOsOKHLQtRk9sv/nNJUyaNI1Zs/5KSYlr7ahXus1JoXmk0OO+oQFuvvk/lJcX0KeP5+5QKeH552HtWjjuODj1VBg/Xv23rCw1DocMadk9WNkH9P4bK5glAPP3qKgDQC927SoCujkXuW3prO9LNbTR8f4d8K6PcgGBFREcONDyAejvqmbUqAV8/vlMjKtV4wTU1GYd8/6C3/72WrKy3I/pFcKhQ203QQeKCG67bQF33TWT2lp376m6uijA0zcxJSWVkBC49FKXrUCnq7znngVMnJjhdaJvSyLwReBLljzOwoXzOOOM83jssaV07eqf+6PRm23XLt/SorYPnHBCX6688jA2W6jlpG9FDhq6L4eHh/PPf74GwLffusaebs+2JALdrnV10LPnIHr2HGRZbu1aWOMIpL91q3r95z9qN6+UkJ7ue8HmC94kK28wE4TZbtDYuA3oRUFBmFOKaU9EUAp8KaVswqs+MDATgZQtsw00F4mJWuXzJ6CU5OQ0NyNmUx4H5g4TbZFQKypKiebFxUoNMHr0Ed92kwgUEQwfnsH06fDMM1cB0LVrb84++xHefBOEmImUnoQbGancF6+8MsPZ7gkJLoNnQQEsX/4Wzz33CAMHDmHRopeB9iMRfP3159TV1bF69Xts3bqZcePO8qtOo89+U7YjPRZ69IC4OBUryNzXQkJ87yuw6sthYZJ9+/bSvXv/gBCBUSIwQ0pFVHv2qAiiANdco1bwn30GP/+s3MoBTj65Zb8fGmq9o9jXuPe2qUwvPvv3701ISA2NjbHO2Glt7ULqa9q6CnhGCFGF2tmzHkUMP7fJnTUB80DQOzFb+ze3bgXI4MorL2HUqH2MGDHU6Qus9wn4gpkI3n//BV555VWOP/4cLr30r87jvXopIvDihXrUEQgiKC1Vq9xx46bx73/fQkNDLU8+mcX69WqGGTgQSkpUCI9evVKZO9cVMygkRK3utE3IqLdNTISdOzfz448b2LfPJW4ZPV1aG7764sMPL+HGG39HbGw8cXEJftfXHNtGtkPb9skns+nb9zeMHXuJxwSm94B4g3lyk1IyZ84osrJ+4Omn9xEerhL5BkIiqK2189prdxEdHc/kySrs+CefwL/+5So7Zgyce64ak+PGKSLVezP0mG0uvO3D8JW7OCTEMwCdkQhSUgbTt6/yFDx40JWfuqWhQFoCXxnKfgcghOgHjHO8rhcqnc4GKeWFbXGD3mAmAm/eE0cT//0v/PKLEqfHj4+ha9ehboPLnwdnLrN69Xv88ssaKitL3YggJUX9lrcQGUcbrbXb1uzuaIT2arHZbCxZ4lJ4a7XG8OEZXH65WvGfeqqrHj3ohIDu3dWAMv6GEHDppRfx7bdfcfLJpzuPt2X0UV/Empzck+XL1zWrvuZMtlK6+k1R0QpWr85ixIjTULmlXGguEQgh6NkzjcOH93HgwI42JwIpXeO+vLyC9957lMjIGCZPnkdhoVL9AJx/vtqxO3as+8IsMdF6r0Rz0BIiANWWxn5nlsS0y7gmgvYkEQAgpdwrhIgEohwv/blJCCHOB/6JSlX5gpTyYYsyVwD3oQzTm6WUHnmNrdDWRJCdDcuWqc+zZrm22Bv1jP5sRDETwTnnTKKgoJjBg93352nPoWz/7ahHhNaSpnbuVPpYMxk0NHj3gddEoI3moaHu1xsHXUiItZ47O3sX2dk7+fLL1bz11kvMmbOArl3bLuhcU+1pJsj6et+TSXM8cw4fVuMhLs7OpZfO49ChXSQnJ3mUa4oIbDbPlexdd71AWVlXbLYQ3nlHHWsrIjDeR2NjCFOmuPJ/vPSSaqPRo+Hqq1tPv+6NCJqK4RQW5k4ExvJ2eyNxceVAgtNTsN0QgRBiHnAakAxsB74GngZmSimbnDaEECHAM8BvgFxggxDiXSnlL4Yy6cBdwOlSymIhRHfr2jzR1kTw8cdqcJ9zDsD7/OlPN9K79xAyM//nLOOPRGCeEKdMuY7LLruOjRvdjxuDerU2mpN0pjk4eFCpt8rKXPr7igo1cRvDJ9jtdmyGhtFEoMnQuHry5Z2hkZmZycyZM6lyzFA6Aum11wJ4NyYfLdjt1hLBwYOwatVSsrK2MnLkVaSlDSAkZB/R0UNpbPQdGr05RKCdD8rKVnHKKZPp1q23x6QfEeFdUjMiJMR9rPXpk8S2bepzW9sIjPcREtKFyZPvApR6ceNG9Z+uvbZ1jazevKyaiuFk7rPG8lVVpXz00Z+BlwMmEfjqClcDKcCHQCbwmpRykz8k4MCpwC4pZZaUsg54HbjEVGYG8IyUshigOYZpMxG0Zmesr3elrTv3XOW/XFS0j6ysjW7M7o9EIITnAAwN9XRJa0vD5tHOO9vYqDyetH1Dh+2urFQGu4ICd4Jbs2Yp06YJZsxIdNsQqL2njINGJ3/3hfnz5ztJQKO6uoo33lB7EFq7Ta3ql1JlbXvnnWVkZj7Grl2buPzyWKZMGUVhoZ2yMt+b85rTv7Oy1CwSFvYLcXFqbdVc+4CGuU8b+2kgicAo1W3YoN5HjsQtpebRhnnPhYY5/IkVfO0lCA+PJj5exWjR0QTajUQgpRwihOiGsg2cCdwphIhBRSL9Ukq5tIm6ewP7DN9zgTGmMoMBhBDrUeqj+6SUH/pz48ZOUVvbusbOH35Qk1hamspWZLdfSHFxHl279nKbpPw17hj1hTU1NXzyybvs2lXA2LE3sm5dJsuWzaegIAdI5cCBBYD15rSjBX9Wm/n5Kr5MUyufhgYV0dU4Ger0m3qC37XL/ZrycuUOI6WkoEAN8oQELBOp+BM901ucp8JCdby1VUNWRFBZqQjyzDP/yIknnsOIEReQlJRGREQXKiuLiY1NJDfXexKU5kkEala65ZbbnRO5mQia0mlrWLk+vvHGXD7//DV69foKSG2zBPbGXcXl5YUcOLCd+PiefPutCuF56qmt+/ve1EL+9ElfEkF4eCSPPfY2M2e2UxuBlLIIeF8I8SFwMvAr4HpUSOqmiMDf309HEU0f4AshxIlSSrfMvUKImTjSd+kYPkYdbGurhdauVe/jx6v3tLThXHPNkx6rKn8kAlCDUk8WpaVF3HzzFAAaGuJZsmQmdXV6iZVNTs5MMjPxulP5SGG3W3uj1NerHZhJSap9i4vV5NG3r/K+SEpSXjtm5OZ6ToS1tUo95C1k8cSJczjrrJnU1JQ53fu0fQDcB40/E1hqairZFsaVpKRU8vPbTiIw2gH0av+0065wlnvyyT0YU3yUl6uImEIoNZG+tqHB/3u2212GYmNiFfNK1t++alXObq+iuDiP5OQSILXNJYKGBti27QsWLbqUk076Azt2vERoqCuMdGuhpfYB8Oy35u+xsWrhU1Xlit/VlvCqGhJCTBJCPCyEWAscBhYCicBtQE9v1xmwH5XcRqOP45gRucC7Usp6KeUeYAeKGNwgpVwspRwtpRyd7Jh9jBJBaxLBwYOwaZPLBc0I8+DyVyIwXpec3JPIyChiYuJ5/fW7DCSgIGUV8+bNb8Gd+wdv9oEDB1ypKbVqp75e6Z9LS63VGFVV3vdy7N7t3ffdZrMRE5NAUlKqh30A3AeaP0SwYMECok1O81FR0Vx33QLn/2hN6Em7osLVTlbtZZXnqbJSXWdM7emPNFBRAX/9K8ydq55DQoK7msS8avWXCKz69A03zOPJJ/cyYMDxft/f0YBRIoiIiCE9fSwwGSlh+HD/1V0tRYIXT19/iEAnrdEwO0CAy+mhrSO6gm8bwTVAPnA70FNKeYaU8k4p5TtSyiYi9gOwAUgXQvQXQoQDU/HcobwSJQ0ghEhCqYpM+2ytoRN9b97cdP6A9ethxYrm68Krq+Hxx9UKZOxY18D68stlvPjijWzY8I5beX8Hl3tsFxtbt1Zx113PUFi4z7L8vn2tt5nAOIgrKtSrvr7pzXlWE9t+M80boKWOdesyufnmfkybZuPmm/uxbp17Ah8dIsRIBM2VCDIyMli8eDFpaSrEd1paGg8/vJjzz299ryFjJNbaWmUnsdvVar+2tooNG1ayc+fXTdZjlJ78mWiXLlVkq9uvpmY1K1Yo4gsP93SvbY4a04yBA3uTnJxGZGSI3/d3NGDMVTx8+G+4//6vsNkmA62/6dJmsw4tYbP5r2bzJRU88siFFBWpLVp6U1lbwpeN4FIAIcQFDmOvE0KIG6SUz/mqWErZIIS4CfgIpf//l5RyixDifmCjlPJdx7lzhRA6xPVcf3Mk2+1qwDXVCb/6Cp5+Wn3+4gslcuflwaWXwokn+r52yRK1Ik5JgemG0DUff/wM27atpahoK1ddpezfVkZgbwgJUZ2gvl6FYf7b326hpMT73+7b1zrA2tGAUS1UVqYmrpgY99W70W6RlJTKlCkLGD8+g6oqlx7flzuosR6j6qugIJslS2aydu0r5OZuYdy4aRw48ChwZEQAigwyMjJoaGigoKAAKXuyZ48615pEUF/vnte5slKpaqSEgoIcFi36Lb16DWbRou38/PNqli69icGDx3H99S+61VNc7AqN3pTqZf16+PJLtTK97jr47LMv2br1JqqqLgY8V6z+Lli8lQ0LU4sZ/Sy0VNnaIRGMEoGGfqa+PK6OBuLjrce3v/0RPPcSRES4xl9h4T4aGtSK9mgkeWou/OkSdwshaqWUnwIIIW4Hfg34JAIAKeUqYJXp2D2GzxL4i+PVLGgi8IXdu1UqOlBi3cGDrpXuSy/BY495n7w3blQkEhkJt93mvj2/X7+TKSjIYfjwsc5jzd0FGBkJy5dnegRO80Q0DzxgHdL6aMBoa9ESkzHJjLfJGyAtLcPZLsbctd6IY9my+R6qr7q6Kn755TMaGurIzt7ssYcAXERgFq+bwlNPPcXs2bNJSEhg+/bi/2fvzMObqtI//jlJm+6lO4Wu7IsgoLiDKOiIKMgoihoVdKTjrijjQh3XKaMOv3EFmaKizlRFR0V0RMcNFQUVWUTZRGjZl0Khe5sm9/fH6em9SW7StE0KlPk+T5+2N/fe3Jycc77v/jYt2lASgXGhq0WuEues1jBOOGEsiYmS5SwWKzt3ricuzjvGX9MksTbXZEnT4I035N9XXy3bLA4dOpD9+98mKkqKsG0lAs96+ocOlTFv3kOsWzcCuJja2vbJhDUSgaZpVFYKDh6Un8/MXxVM+DILtYVUjSQydeo7vPRSF37+uf07E0JgRDAO6TD+EzAa6It3GGi7QiVc+IsUqqyEp56Sk+bss2XNkcWL5UL9+GOpFSxfbh5pUFsriQJg4kT3TQlg0qQnmTTpSQYN0o+1ZEKAJAJ/DdcVoqIKueKK0EUNGSecmenM1+Y9f34+Y8fq3dSUec4fcchIKG80NDgYPfo2Oncex5o10tarFrYq0KX+bgm6ND5cQ0MDYWE6obQ3ESikp/fkT3/SraPdu5/EE0+sITHRY4I1ori4+cS0HTskCcfHy3kOEBUV51aRsy1EAFIIMjZPslrDWLjwGSwWDUUE7SHBGgvOPfvsFaxeXQssIDMzcG28tQgFERg13S5dejUlqR4OjaDZ4dM0rRRJBrOQeQUTPE1F7Q21eflaJJoGc+bIBZKWVsRPP+UyaZKF99/PJSGhiAsvlOe9+64sG7F4sfv1770nbbTdusm8AV9oTeioQmSk71r8OnIQInQkYEzZB3Mi8LV579+/lfJySQAqkxX8E0dKirmJKyUlm0mTnubAgVGA9MfolS/181q6gY0bN46KigoqKioIC6NdNAKjcNJcbaDIyBiysgYQG2se/B5ItveqVfL3oEG+N8NgEIERsbFx3HrrU5x9tpyboUpI9ITRR3DgwA6qq2Usio9mgEFDVJRvh3BL1r0/jQD0cT6iiEAIUSGEKBdClAObkI7cSwF17LDBzFZoxFdfwY8/Qnh4EWVleezfXwJoTdKpzVZEXJyUuP71L1m3XDX7qK+XxatAahFmi2vPni0cOrQTTdNXfUsXl9Xqu7kKyCQTKKC+PnSTwkgCLpd5iKKvzTs5ORunU5rfjGW0/RHHxIkFhIW5h6/YbNFMnFiA06mH6Y4YYXxd/7ulZGuz2YhtDMVQfhkILREYx9RzPBsa6t0auwQDq1fL30bt9PXX72P+/HwqK2XoUWtDRxUiI73XwRVX3E7//jItSJmGQg3jun/ggcWccYasWJOV5eeiIMBfqe6WjKXn/DXO7aVL57Npk6xSUFV1BBGBpmlxmqbFG34iNU2LVcfb8yE9oaQuM9NQQwO8/bb8OyIiv6nVoUJ9fTXvvJOP3S4zV5UJYs0a+XvZMsnI3brJGjlmmD59CDfckMHLLz/TdKyliwvg7rsLiIryrkMdG5vM9dcXAnYaGkJXB6g5bQBg4sQCLBb3Gaw2bzP4I45hw+xMnjyriQwsFitTphSyffsvzJw5i4MHpZO4d2/je+l/t2aMjdeq653O0I+pGYEvXPg4V10VxjvvPNp0bNGip/nHP/7gM2LMH2prYf166TcxBj588slsFizQ6/C0VSMQwlsrMLa9bG+NwOGQc2fvXhnYf7QQgT/T0OrVH/Pbb5IIjjSNINffhUIiM9gPFAiURGcm2X35pTRXdO0KlZW+pdMRI+DJJ+GSS+QxRQSffCJ/n3uub8ek2hgTEvRShq3ZpC65xM6MGYVkZMgwx7S0HG6++V/MnVvK8OF2t6iMUCAQIhg2zM4NN7zc9H9SUiZTphQybJi5yWrixIJGbUaHkThGjbqeKVPmApCamsuwYXYWLXqKVavkaj7zTPdxN0qzrXFGDho0iE6dOrFkyWKECH0FUjWmZt9ZXV01mqZhs+kB799//zaLF7/Enj2/NXtvp1P6rj5qzL1fu1YKPj166GW4NU3Dbp/JpZc+QkxMgmkdnNbMVc8Y/Z07N7Jp0+LGz9V+RKDqOGmarsWH2jRk1jNEoSVz0jPYwfi9nHrqZZxyiiw8eTg0An9T4m9CCAvwHrJL2T5k5dGeyKihUcCDyKSwdkVDg7k2IMMx5d+XXAKvv55Naal3hmlysj5zlCS1di1s3CjLH8TEeCePGTF37n7S0mSpW4XWLC6rVTZiV81VSkpkbsTf/nYR69Z9gabtAaKoqfFdeqAtMIsYMsPw4Vfx/POT0DQXU6f+m549PSuF6FAEMX++7COQnKxHDSmcfvqVnH76lYQ1Dlp6+h/YunUcNpuTs85yX1nGbM7WjPHmzZuprKxk3bqf6dHjLMLC5DypqwtNApI/Irjiir9y2WWPomk6A48efRvDhl1Ferq7+lldXc57781g2LCrycqSiVvffisDHYSAAQNgSWMla6NZCGSMfWpqLiCJ1Lj5tCSHwAjPsV+06J+8995i4Ot2cxarSMGdOzcwb95Mamrm0qmT7x7CwYKvjOLWjKXVqu9dRh/B4MGjqamB7747wohA07RLhRD9kYVurgO6IPszrkOGhBZomtZOVUbc4ctcsnixdBBnZkqHo8tV4FGywduskZQkm3Xv2CE1BJDRF81lCwZDyvKcRGpi7Nu3hZqaCsLDa4Gow6oRKMycuZaUlBxstub7+y1d+gZ9+57JgQPb2bBhCbNmXc38+flMnFjAqlWLKC0toXfv01m6dD6lpVuxWrOBU7noIrtXdIZRGmvNBvb4449TW1vLuHHjmpJ/ampCr2X5ur/V6j5RTjllgul5H3zwNxYufJxFi57m1VdrcLl0IUfT4JlnZBG78HCpRZWUrKaiYj/vvvsoJSWrmDlzPQkJndvsH9Cf2/3/QYNOpH//etaulZ811D4Co8lt9+5N/PyzjKkNtVkoOtq3E741YxkWphOBZ8tKNderq48gIgBoLBkduvoGrYTD4W0Wqq/XF8qECfLLU1Loyy/fSlVVGdHRCVx77XNeZo0BAyQRHDwow8R+//vmn8GzIU1rkml8EcGVVz7O7t2beO+9GA4eDH51UIVAiKCk5Cfuu28wMTFJbs1jfKGhoYEVKz7wOq4c9Zqm4XDUsGnTdzid8kt0OkuAvMbwOf27MdqhoXUL76abbmr6e9cu/R6hMA15FkJsC044YSy//PI5ffsOB2ROy86dsjx5ebkkAYDx42Vznuee+xvffCOztLOzj2fLlh8ZMmRMyIhg9OjxVFWNZ9q09jENGf0D3bsP5Ywz/so334SeCHxpAxAczSo8XBJBWdkudu/eCZxIdXX75xGEOPo2NDAzDX3+uUzAycmBk07Sjw8bZic3dwgAGRn9TG3bVmsRkAtYcDpzWbGiyOscBZfLxeTJsYwalUhD40MEa3GpTW/w4PMZPfpWoqLkgVBJr0atytd7bNq0rGnzDgT19dUMHjzGS/JVr1mtYYSFRTSRgA7pxDfCqA0E0ga0ORhDSEMxpv4ihgDmzLmO//u/8W6RVRUV+1m58kPWrl3sdm7Pnifz8MPfcMUVMjLmP/+Rxy++GM5r7GGUnk5TKHRqag4ZGf25664FpKbmNo2/p/mrJZmwRphlzqvvJ5SRbQpGIkhI6Ex09ABAkmAoESxHsa9r1Jpfvvw9Xn5Z9u2urm7/1rFtiMM4fDDWc1FQC0VpAwpTp/bmwIEdZGcfz6mnXoYnliwp4tNP85BWL6io0BOgzEijsvIAdXVV1NXRZONuLRF4LizPRaruG6paLsZ8DF8b44gR19Gjx8m88cZ0bryxK0OGXEBe3ly3c/RM4hIsFisul++QnLq6Sp+bhioTrdBW/wDABx98wAsvvMDxxx/PHXc8ElJncXMawZo1n3DgwHauueappmNbtqzgiScuoH//s+jf/yzT+9bXS/+REHDGGXL+h4fDaafpG8nEiQVNJs+hQ/V8T0+NIJCSyb7g2aQmIqIOiGgX05ASWtS6V0X5VBJWMKGqv27eHHyNwJfwl5KSTc+e/dm0SRJBqPuve+KoIwK1iRgZ88AB6RuIioITTtCPV1dXsHv3rwDk539GfLx7Kv+SJUU8//wkr41LJUCZEUFkZCx5eS/QubNehyFYGoHapFatWsTHHz9HefnzQHbI7dn+GqKEhYWRmzsYmy2Sgwd3sWnTd26ve2YS+yMB0B31zTnxoe3+AZBE8N5777Fy5UqmTXskpBqBWrwul7mp7dZbX6O8fB9xceksXSoDAFJTu5GTM536+vOaurcBvPDCDZSV7WTChIdpaBiAyxVO1666SfIyb5nGFJ6+rkAqZfqC1apvxC6Xi+uv7wrsp65OQ9NCW2jI6HtZuvRNtm4dCaSEhAhSUmSBuQED/GcsB1MjGDJkDP36jeHaayURtEc7Vbfnau4EIcQ7wIvAIs0Y7nCYoIjAyJgqoal7d/cvzmKxcPHFf2bnzo2mJDB3bp7PjctTOlWw2SI599w/uFU7DDYRrF27mFWrPsRq3UUoG3+oMTSWPPaFc865kbS0bvTvf7bbcbNMYl8ID48kPf1MsrK6sGjRcygtDMxzE4KhEYwcOZKlS5dyxhlntJtpyCzqo7gYvvpqOPHx8M47ei/qzp17smeP/NwvvniAUaNWMmDAKNau/YJduzayYsX7jB27HuhDTo75+x48uIfo6E5ejnyLxX3jN4bPtgbG+WqxWEhMjOfAgfb3Ebz77l/Yu1eG9QWLCCIjpeblcukFD5sTPoJJBKC3D3U4QucX9PlcAZwzG7gWeEYI8RYwT9O0DaF9LN9QE86sAqExnNNY+Cw5OYt5824lOTmLcePuBprfwDylUyOCETEE5hPNZoO+fYfz88+fcfBgHGVloY1w0TRvIjCaehTCwzM5/fTHGDz4Qg4ckJtdVpbvTGJ3CMLCOhMZeQ8//3wHa9f+AhxPWFg+Tqd5iKnF4m7WaO0YX3bZZVzWKD7X1YU2j0BtVsa6PAqvvy47tykkJcnn2bNHNSrSWLYsnmXLbmDWrMXcfPO/eOihYTQ01LNtm5wovuLlX375FpYvX8Dtt7/FSSeNbzruaRZqizYA3vN1wYLNjBgBTqcIuQRrJIKTTprAtm1yt/ZVA6gliIqSpiBVft1f3oARwXAWG99LJe5VVupd/doLgdQa+lTTNDtwAlAMfCqE+FYIca0Qog3yRetgZhoyagSgS/tyI9PYv38r//3vc7z++j3U1qpiaL43MH+Zs+vXL+HBB8/h0UenNh0Llo8AZFTICSdcyIwZy8nNlYXDQhk1VFHhPpbuY6fD4djOl1/mceONRdxyC9xzjyRgX5nEClZrLOBC07ZRUXFH4/seB9gZO/bfdOqUTliYzcsMFx3t7hxurWmoqKiI3NxcLBYLvXvnUlEhAwFCqREYq7eCJJ116+TEPemkDVx9Nfz97zIE9KabYOZMjTPOqEfKZc/xySdVxMaexNy5BygqclJX1xPAp0ZQUbEfl8tF58493I4H0z8A3vM1MlI0EWuzGjo3AAAgAElEQVSou5QZieDccx8ArMTFtU3DycyUFQT69ZP3iY52FyabQ2vWvafTXWm9JSWrufbaOGprZVMPf+baUCCgqCEhRDKyUc31wErgaSQxfBKyJ/MBT41A07yJwJe0L4SFigpZJtPXBqbKHvjKnF237ktWrfqMd975Z9OxthCBZyRMdrbeAENN8lASgac24F9Tqqa8PL+p+usPP5hnEivYbNH88Y9ziI8Hp3M+KjLLZsulT58iBg6s5eDBXeze/StXXCHcGtV4SmWtGeOioiLy8vIoKSlB0zS2bi1h+/Y8oCikGoEigh07ZKjn+vXgcAhgBaWldsaMkdJ5dLQsGz179tksWdITq9UJnMeCBb35y1/AZotBCAuqBXN6uvn38uc/f84rr1STmXmc23HPiKG2EoGZKVPdM9TNaYx5BGrOtqVRvc0miaBz59aNS3h46yueGuey1Sq/p7AwG7W1lYBkgCOOCIQQ7wJfA9HAWE3TxmmaNl/TtFsBP8FVoYGnRrB/v1xssbF63SDf0r5GaqoUq3yVQhg1Ko/58/N9dtDKzR3CgAGnM2qUjNtrbQ6BgufiEgKys+tZtWoRhw7JzxEKIlCVR8sbywfW10NRUSCmnhImTZK2j1WrZGTVlCmFQOfG1+UHSknJYcqUQoYPt5OZWYRsOS01tPr6ErZsyePbb93HVuUaLFlS5EUErdEI8vPzqfYQVV2uaiA/ZBpBXZ0cy4MH4b774M9/luXOAbp128+pp17qdV1SUiZ9+3Zn3Lg1DB8OcXFOSkthwYLv2L9fmuHCw6t44IEc9uwxb+AXHh6BxWNn8iSCYJuG3nzzWWpq9gDtQwQOh8y43rJFNq1oi3+grb6FtjrdjYiNhS5devPii4fo2bMf0P5dygLhtGc0TeuvadpfNU3bZXxB07QQN4jzDeXo/K2xREv37vqG7K/wmYLawFJSZJ2f2NhknE4nn346p8mkZNyYFIYMGUNR0TfMnPky0DbVFMw3uEOHdvH442PYsEEqXKEgAs8KrqtXwwcfADRn6gln0KBywsOlaejgQRgwwI6sNFLPDTe8x+uvazz7bHGTVrVr13SMjmGQkVmffz7X6/4qYisYGsHWrb5IbWvINAKlDWzbJsd27169mq3dfi7jxt3jdd2JJ45F01yMG9eTm26CAQM2AvDhh/t58slHAOjcuYKIiCjmzbs54OcxtlZsSUtFX/Ccq2Vlu3E6pSTRHqahhgZYvfoj5s59EGjbZp6c3Pw5/tAWIvCcy7Gx0hIRHR1PTIzcxMrLjzwiSBRCXOzxM0oIEeJUDv/YvBnuvBNebOzwZ7Tt+ZL2L7vsL9TX67vqsGF2nn22mNdec3HNNU/hdNaheYy+2pgUMjLca5u0pSImmKuXaWldsFrDsVgk27UHEagCXlCAVP7MIHA6HcyYcQbp6ZIcf/pJ1sCBMNLSNjJo0IluVzQ0NFBWZr4h+4vY8gwdbY3Wle2zGpmFxYt9Jw22FkYiMHYV0zS5cRirqhpx2mkTeeihr6mqOsjf/jaWjRv/CEBt7bls3iyXWZ8+caSldeeSSx50u/ajj55l+vQT+fLLV9yOR0S4b1ZtnafgTQSXX/4HOneWTXVCrRE4nWquakRFSd9ZIETQubM0ARkj0MLDzfsPtwTB1AiMz6bm/ZGoEfwBeAGZ+28H5gL3AN8IIa72d6EQYrQQYoMQYpMQ4l6T1ycLIfYJIVY1/lxvdh9PuFyy38CuXXqExnEG86intJ+SkkOXLn2ZPftqHntsdNN5mzcv59lnr+S99x5j0KDR+IIKJY2Ph7Ky5Sxa9DZbtsj8hLYuMPPIIRsff1zP6NEysS0Ui0yVYlaTTTWet9vtDB/+FyIi5OzUS1ALQJ5cWlrCzp3S1v7997LiK8CVVx5HQkK62/ssWzbf5zN4lrdWSE7O9rKjtgYFBQVEm4aAOJk3L4+iouCSgTF/QLWnVFJ4r151lJVtoa7Ot+gcERHDihUfUFm5gn79NJzOcOAGAI4/PpoHHlhMr16nul2zdetqtmxZQV1dldtxz0JsoSCCnJzuxMbKeVJVZXJBEKGqCZx22kROPVUGHTQXMdS9u3QGZ2bKnIDMTHlNly5tM+eaVXRtCcyIQAiYPfsaNmyQmbFHIhGEA/00TbtE07RLgP7IHeEUJCGYQghhRXY1O7/xmisai9h5Yr6maYMbf14I5KEdDt2Zcu658Mgj8os2wmoN4/rr5/Dqq7U8+2xxUw38deu+bLL9r1r1Ed9++zoffPA34uNTSEkxD8tQJqU1a4qYMGEYN900gfPPP54FC4pCYhoCKXGEMrPYs+fzzp3yd69ecNNNU3n55Upef12jqKihcVzcZ6XTKW3tP/4oG97HxLgn8ykYtSl3CEaNyjPV3K691j1iq7WbmN1up7CwEKvJINfXV5OfH9wyWsp8ATIsFOCKK2DUKEhMnM3tt3fn44+f9Xl9bGwid921gIcf/oaRI+Wx6GgXQtzKF1+M9dJWAa688m888shShg4d73bckwjaOk/BvMyEkoxDSQTKn6XGNpCs4txc9/ITQkgi6NvXu/VsS9FWX4vnfBZCrp/vv3+HvXtXAu3fkyAQIsjUZD1khb1AlqZpBwB/0cMnA5s0Tdvc2NryDYLU69jh0J2cPXqYN5B54YU/8thj5/Pee4/xww9FbN++uuk1ZfsvL99D16596dNHFvYaMmQMUvLVoUJJV60q4uGH83A4pJexrq6W6dPz+Pe/2yZV+iKCqCh98YaaCFwuRQRFPPNMrpej3LcDuYSEhCKSkhwkJRXy1lvecoE/x/1118320tymTCnkwgvdI7baIs3a7XafXcF8+xBaB+OYKiLo3Ruuvx7S0spJScmhU6d03zdAlocIC7PRs+dvPPCAg8mTP8ZimUNYWBhCCH766b+88sodTRnesbGJ9Op1KklJ7rtbKDQCcJ+vZWX7OXhQOulC6SMw9iqW7yt/mxGBzSaFwnT/w9wmBNvpDtIkdOONLzN8uCT0ysr2LTwXyPRYLIT4AHir8f9LGo/FAP7SHjIAY9ul7UgtwhOXCCHOBDYCUzVN82rVJITIQ4adkJGRTU2NTgRmdfqXLClqDMWCzz57HnBQV+e+m9bXV/Pjj+/z7LPFTdd8/vmLeEq+I0ZMYtgwO3femevVaL6mppoHHshn0qTW9xX2RQTnn5/Bvn3XAH8NWTkEJWHJ7FAZ2XPggHfT+ZQU874OANXVeQwf/hWffVbInj1RXHnl426v+7pWaV/Dhtm9QnU9o13auollZ2dTUuL9DL59CK2Dy6Wb2xQRpKVpgGDChAeZMOFBv9cr/OMff+DXX5fy4INfM3z4+QwZspeqKrn7rVz5IR999DTx8alefSHi4qR0WVfX9q5kvmAsM1FVVcnOnauBHiHVCIwdCQsKzmHbtvlAsikR9Ozpv1BcMBAKIoiMlCXJKytly9Yj0TR0MzAPGNz48ypws6ZpVZqmne33yubxPpCradrxyJyEV8xO0jStUNO0oZqmDU1KSqW2VjcNeRKBZ+mIsrLdlJXtN31zYxmJ+fPzcTq9Q0mWL19IZibs3m0uPW7b1jap0petsba2CpDkFSqNQC0w6R+4HbPIHtVHwFeuQH19NcuXLyAnZxB9+57p9XpzHcvMEIzQUSPMfAXh4dEUFPh+hpZC5VYos2VdHURGOnjiidPYsOGbgO9TUrKaX39dCkBiosyejY1NpHNnGQ1x0km/57LL/sLgweezY8d6XnjhBpYsKaJzZ5kdq348EQqNICUljaysbkBoa+grjaChAUpK1uJyJSOE5rX209JC36QGgpOP4emjUMLP4Wpg75cIGu38n2ua9ramaVMbf/6tmRkrvbEDMFYLz2w81gRN0/Zrmqbk3RcA95ATH6ip0YnA84tvSe2bhIQuFBevora20qcJo6xsJ5mZvhvNt1WqDA833+heeeVjxo+XTrFQaAQOh65qSxOQb7LUcwXMUV6+j8ceW8V9933k9ZqZ495fwp5KsDGirZuY8hXk5OQgTX85jB5diN3eek3OE2b+AYtlC5s2fceaNZ8GfJ8tW1YAcMYZdq9MYYD+/Ufw+9/n063bCWzevJzPPvsHP/64gNxcfXMxk1hDQQSRkVH06ydLvBu7lAW7hLK6n8MB99wjx6dTJ8/aR74zr4MJqzU0jvfISNiz5zc2bFgEtH+XMr9EoGmaE3AJIVrTKPEHoJcQopsQwgZcDiw0niCE6GL4dxyy+1mzqKrSo4U8iSCw2jcQFRWNEBbuu28Ic+Zc6zP3QBHAtGkFRES45+xHRQVHqvQsBQAwZMgp5ObmAqEJH62v1xfY8uW+nabKUT5smL1ZZ7ovGMN0jfkFZkhP93ZIBmPh2e12iouLuf12F1BMr17BIwHQzUKgE8HAgd2YOHEGF154V8D36dHjZMaOvds08cwTPXuezKRJT3PBBdf4jYIJC2t7LwcFT2lYzd2aGl0r8iyx0VYYNQJNk8b/xET3DxQX13bNMRC0VRtQ8JzTkZGwbt1XfPyxzBs5ooigEZXAGiHEi0KIZ9RPcxdpmtYA3AJ8jNzg39Q07RchxCNCiHGNp90mhPhFCLEauA1ZxqJZ7N8vJ0dMjHs0xJIlRQgfMz4hIZmYGBk83KVLFjNmFNK1a2eEEKSmppuaMKKiovnTn+RGP368nYsvvqbptYyMHJ56KjhSpRkRgB5fHGyNQNPcm/vU1vomT6MJx5eZZ+TIPNat+4rKygNtei4hZNy357FgLfB+/frx9NOS9II9pmaO4i5dwhk//j4iIwM3WmdlHceVVz7u1lPAE/v2FbNkSRENDQ5Gj76NMWPG+r1nsLQB8NY2Ghqkan7wYHWTaSzYgovRR1Da2CTPMyEsFD29zdBW/4CCWUWB3r2HcOKJ0tre3qahQKbIO40/LYamaR8i+xsbjz1g+Ps+4L6W3NPlMjcLKd+AWaXsqKhoHnzw6aYm8Qrq/507aarnopqud+mSzV13PcqgQSc3nT9jxj+4885HKS7+laFDzyDFvbJ1q2FGBE8++RBvvFEGPN2kdgdLqlMmIbVxCZGNpnk7U2Njk92kd8/WnxERsVx//RwWLnycN9/M56STfs+dd7ZqqgCyRIinxBV8KU9++FAQgadpyJPUggGLBT788Ek++ugZLr30EbKzj2t2EwwmEShTppLSV65cCFzNtm07cbl6Ul+vl6UO1nxV77Vu3XL+85+twMVN5WQU2osIgqURmM3rfv0GM3nyYH780d3U1h5odopomvaKECIKyD6c5acVzIjAV4MZAKvVyowZhV4kYERCgiQCFcHSpQvMm3c7d90lNYCMjBymTStg/Hg7KSlppKTIAOVgLTDPxQXw/fdfsnevNJarOunB2hSNRLBrF2haATAF5ZwGKelPmvS017VmUT7//e8sLBYrycmtbyAbESGztj0RzE3sgw8+YM6cZGbODL7UakYEP/00GyFiGDFiUtDep0cPOPnks/nyy3lkZx9PQkLz8yIYOQRGRETo4aIpKUns2gVOp61JI9A0OceCJT2r5Mfi4lVs2iQnr5EIwsP9dxILJoL1mczmdVSUt6mtvRBI0bmxwCrgo8b/BwshFvq/KnTQNJ0IHI4ipkxJYdasq3yWK3C5XE0k8Prrhdx++5V89pl7c/XoaHem/+GHIt54Q6+Ds2NHCdOn57FggXvOQDAXmKdW0K1bb8LDvwUs/PBDblCzYBURNDTAkiUAdnr3nkNCQhegeYeuJx555FuKihpMiSMQ2GyyFLDZIgumRtCjRw/S02U6arAjsVQ4rtOpZ2kvXfoI3333lv8LW4DUVGkSmTjxIm6//S2OO+7sgOLlg0mm4P49nX32BQB06pTdRAAQXI1LjW3v3qeTkTEGcCeC9tIGrNbgzUdfIaSaJp2ftbXaEZdH8BAyOWwxgKZpq4QQLajaHVzoFTOLKC7Oa6wm6RvGaJ8XXniSzZvXI4Rg1KgLGTQoEYfDwTvvLCMhYQB798oJNm1avlfeQU1NNXfdNYmnnnqQefMW0b17r6BuUsbFumBBEQsW/AuHQ362+voSbrwxD6uVoPgklEmovl4RAVx66TUMGHCN74s8UFtbza+/LiUnZ5BX9zcjIiP9S98Wi8z29OUnCbY0qyTHYCdAKZ/Lb79JkklNrWfUqDtIS+sWtPdQAWrR0YILLjiPTp0Cq5kTSiJQ31ttrbufpLY2OKGcKi/D4YDMTD0u9nAQQbC0AfCtETz33ARgIU5nRMgaUpkhEGexQ9M0z+rYh61lpU4E+c2SQFRUNNOm6c7O008/m+7d+zBggIxSLS8/SE1NFbGxcSQkyIiV7t1h507fRdJKSn7Dbh/JwoXBrVNjJJWZM/O9kteqq4NXEqG+Xi6wDRtkTZykJPPYc3+46aYuzJhxDl9//arp67Gx8p7HH+9fiurVy39HqGDZZAEWL17MAw/I2j3BJgKHQxLBzz/L/wcPtnHRRfdy2mkTg3L/iAh3UszMDLxwWihMQ8r+r0J9a2s1tyTFYG1iRkexpsE+2U7EzT8X6gQyhWASgS+NoGvXfgghhVAVfdUemkEgssIvQogrAasQohcyuufb0D6Wb+imIf9homa+gUcfne12zksv/Yc9e3aSnp6B1ao3uujaNZsdO8wzaQF27drOPffkkZQUHAldPq/+ty8iCkZJhIYG3Z799dfy2Omnw/33D6W+vppbbnmN3NzBzd4nPj6VuroqqqvLufrqSIQQPPPMFhIT08nNdXeUJiXpC9iIzMzmK0gGkwgqKyvZt0+WRAi2aUhpBGvWyP8HDvR9rqp7o2kyCiYtTX7OTZt8X9NaG7jV2voGKr6geh/X18PWrSuBIaxe/T11dXqms9MpQyDbartXfjOHA5Yu/YL6+rOJjtaayjVbLN55J6FCMN/HjAgiImDy5KdYvlzOi7IyWcU2Kir0Wk8gU+RW4DigDngdKAfuCOVD+YNOBL5j16Oiopk58xW/DmKAs88ew+WXX99Yx0U/Pm1aAVFR/huX1tQEt2iZcWKEKnkNdNXd4ZAaAcDJJ0Nx8Up27FhHQ4O3KBcWJp2UXbrI50xIgOef30hRUQNjx95NQ0MdDkctcXEp9OnjHS1jFl0VG2vuHDbCYgmuWePkk0/md787CwiNaai8HH79VW6UaWlbWb9+Cfv36xVTMjPlOB5/vPzsmZkweLAsgpaS4t+U0toNNdhmIQU1X2Nj5R91dcJLC1BlYNoCIxH885/SB5WYqFcAaC8nsdUaXKHErIAfuJcPLy2VJrZgJ+iZIZCexdWapuVrmnZSY5mHfE3TQtQ8MTDICVZAeLj3Zp2YmOwzSqi+vp51635i5crv/N5//Hg7M2YUkpDgv3tFMIuWGYlg2rQCbDZ3PTRYyWvG5BzldE9NhQsuuItTT51I166yQ1JYmNyw+vaFQYPkOTk5cNJJ8tjq1a9z6625XHutbKcon7unaZ3/+HgpQcbHy40vO1vWhGkuvDCYqjhAWloa998vyTuYUUPKbLF6tRzfHj3gxx9f5eGHh/Ppp3MA+Vm7dJHj6Euy9JcZ21rzR7DNQgpqvg4c2AeAjIyhXg3s6+raPs5G01B6+rkAdO6sL5b2IgJfPqy2wLwEvf5eyjR0RBCBEKK3EKJQCPFfIcTn6if0j+YbcgOzc9lletmD5OQuPPnkv1ixotSnJvDmmy8yZswgrrrqHFau/I6LLjqZu+4yD+0bP97Ol19uYtq0GaSmdjE9J5hFy4yTYvx4O48//iLp6bIkghDBS15TRKAK9wkhN2i7/Qluv/0NoqOlWNq1q7TdJyR4byYLFhTx+ON6g3uVu7F7t3l0lRByk1NO4a5dA1tYwZTAFNTGEUzTkFqoK2UFYQYOlHWCevU6jdRU6SwOJPM1JkYS7Yknekvyrd3wQk0ESUmSrWtqzLeStmoFxlDnIUNkd7b0dH1w2osIQmF+MpsPtbX72bZN1ppqTyIIRHF8C5iDrAVkHqPZzlCT6+yz7ZSWfsfBg7uYNWseycn+xaasrO4IIYiIiGD16u/56acf2Lx5PT5q3REfn8DNN98HaMyc6W4GCpaErqAa2avY4fHj7YwaZef44+WmecklwXkfzzIInTrpKmpUlPxbSl++7zFzZj61tea2lZqaambOzPci49Yk34WCCN56ay4whYqKeiA4b6AkYRU22q0bnHTSHxg16g9Njr5A2yqqEMXUVJnjAe69KVqKUBOBsl37MrW11WmsxrahQfczGSOG/AUaBBPtRQSJifHU18uuRhUVTsB6xBBBg6Zpz4f8SQKEpklpzmqVk2Dy5GcICwusB+mIEeexebNcmcuXf8OZZ55Henpms9dddJGdzz57n7VrV1FfX0fXrtnMmFEQ1KJlIDdhY1KZ2ggdDg2XKzhpmp5EIJPpfuaTT2YzaNAgbrnlj9TX+3cw+nJmB/p6oAgFEcyZMwOYQk2NFrTsV2Ua8qyIGxcnN/G9e5vvpuWJzp11ImhLVEyofARqfii/RllZFeXlDuLj3T+oiiRqzXMYk/RqaxvYu9cCWJqECiHahwh8FYZsK8zuGRUVzgknnM2KFVBVJQdZlYQJ1XcJgTmL3xdC3CSE6CKESFI/oXsk/1AbWadO+iJujXo4dOgZvPLKRzz+uP+maA88cDMjR/Zi5cplpKR05u9//ydLlhRz9dXBJQHwnhjHHSd3woYG4WV/bS3U+KlNJiEBVqx4n08/fZ65c2W1j+Y2YF/O7EBfDwTBaLZuhpycVCAXhyOK3NzgJOqpiCFVCFERQVSU9IfExbVcooyM1DfZtsTjh1ojUM/mdEaxd+8e03NbqxUY5/yqVUv46af1gK4RREcHr4yFP4TCPwC+fQSJiXJQq6v1DxdqrSAQIpgE/AkZMvpj48/yUD6UP6jJkZwsy7a+8srtfPbZP0LyXgsWFPHaa4U4Gt9UZRgvXFgUkgnoOTFki0XpbQuWTVsRgWqunpAASUkZJCdnc9xxAVUB9xtV5Zm70VqEQhsoKipi48ZfgBJAY+vWEvLy2t67WOUQKI0gLg6ee+4qLrooicWL36dPn9bdt1s3GDKk9TWLgll11BNqrkqzVQNgITbW3J5Y793mIyCote50ytBfyAV0IjiaHcUQuLMYjgAi0DStm8nPYcssVtJFTg5s2fJfPvroGebMmRbw9aefnk337laOPz6Bbt0Ep5zS1cu5qTBzZj5Op/s3UFNTzRNPBLfXrYLnxFi+fA/R0dIZF6woF6dTjuH+xvYDCQlw5pnXMGtWCUVFnwR0DxVVlZGR0/jc8sEzMnKaresUKIIdMQSQnx+aRD0VOlpXJyXwqCioqiqjvLwMIUSrVfqoqLaNQ6i0AdDnqhAQGys/oKaZB7u3ViNQBFJbC717XwhEExWlNZmD2it/oL2JYO9emYzy66/FTcdDTQQ+p6gQ4m5N055o/PtSTdPeMrw2Q9O06aF9NHOoSdW9O6SmppKentEiU0Rp6R40zUVFhRTf9u7dxfTpsiWj5wbmy9YdLBu4JzwnRlxcPDabdMQFQyNQTcArK+FgY5NRZbtuqZo9frw9KBu+L4SCCHyF+7YlDNjlkj+qPHJ8vBzHqVPfpk+fKhIS2klsNUFIbcoGETIqSs6nQ4dkiGxZmbtzvK0aQW2t3qc4KUmfpKGYI54ICwtdnwOz78dmg0OHNgED2bXrAEoLCpZp2Bf8aQSXG/72LBU9OgTPEhDUpMrNhdGjJ7B06XbefjvwROe4OG+pRUW6eMIXwWRkBLfXrYLZhFNSXTA0AmUWqqpyJ4J9+0qory9t+xsEEaFY5L7CfdsSBqwkNRXRomzmUVGRdO6c7NXMqD0RCvOagjEhKjxcSikrV66lrk72wDbCWIOoJTBqBOqeRoJpDyIIlTYAvgmmb1+Zlp6QoNepOpymIeHjb7P/2w0OhxzArKzAVd+YGDmBLBYoKzPf8MykfDNbuOxtELywUSM8J8b06Tewf79eEqGtZWl9EcHDDw9nwoRUHnzw1ra9QZAQzCqPRhQUFBAe7r47Rke3LQxYjeleGfFnIIJW3zJoCPUzqO/I4ZAf/osvvqay0jx3oKVagbHjW20tfPmlaoO6s+mcUBKBIrlQEoEKGfdEr149AbBaddY7nESg+fjb7P92RXa2VKuqqkqpqPCfsZKcLJ1LnTrJlP6kJPOAJzPp32gLF0KQkZHDY48Vcu21oTGJeG5+xcUbcbmqAGkeamvxKV9EoJCW1rVtbxAkhGqB2+125s59ifBwmaiXlpZDYWHbEvV8EcFLL93OtGmTKS3d27aHbiVsttCahkCfrwkJcrdMTe1LdbU033r6BVqq0RqJo64OduyQ69xmkzaiYJcfMcJm04v6hVrrMBN4VLiwMTfD6Qxt8Tl/RDBICFEuhKgAjm/8W/3vp6SWDiHEaCHEBiHEJiHEvX7Ou0QIoQkhhgZy326NGtOUKedx/PGdyMsbb3pefLx7hcbXXy+iTBkbDQgPt/mMdBk/3s6SJcVs3uzim2+Kycuzh8xm6Bm7/8c/3kNyY4JEdbV7jkFroBzFDodOBGvXFiGEBSEEr702x6fjvD0RysV35ZV2Bg8uBlwUFha3ORdEfSfKR6BCR7/++t+8/fYrOBytNJC3Ee0RUaPWQUaGDGvq3XtEU6SLp1bQUh+X8fraWsjIOAeAHj1kgapgzhEh5PemLAzJyXItJieH1uEOvorPSQbYtcu9UmNVVeiewyenaprWpu1OCGEFZgHnAtuBH4QQCzVNW+txXhxwO+C/AJABublSGlARPZ5JLCAnimc2Z35+Pi4TWo2JiQvI8ZmU1L42wxEjzqNrVxnhU1MjnXGeLfpaAlURsqpKqprh4UW8/HIe9fVy4u3cudWn47w9EUoiEEI3mQSjybonESiN4N57Z6FpB0lMDCDTMUiwWHSpsT0SrdR8VaRTUaFvVuXl7nO1oUFK+YH4LerqdGnY5ZLX1ddLTT4zUwCEDbMAACAASURBVK71YMwRFZZrs+nFFKur28f3oGBGBJq2H4hm69adNDSkUl0t59XBg1JbCEVIcCiVx5OBTZqmbQYQQrwBXASs9TjvUeBxZK5CQOjWTX55ixatxuVy0WBiQEtO9h4wX9Ehhw4133Q9ISHw+u+tha/StCAnaFWVnAittf06nXJRKW3A5crH6XQPp/RVIqK9IETonZxLl74FXMqmTXuAtjUWVlqWkmAVEYwZM77d/ARCyGqmYWFSYKioCL0kC0Yi0ADBjh2HaGiQKpGZn6CmJrDvVs1P0E1KetSQ/N3WzTo62nsdCdF+uQkKZms+I0N+yIiINDZskGs+Pl7OtUOHWp6lHgiCXKncDRnANsP/2xuPNUEIcQKQpWnaf1py4+xsfUJZLBZsHrMrJsZ8wvmKDmku/DQ+PjSDbwbjxPjttw1s2bIC0FVrFf/fGngSgdPZvuGxgcBY+ygUEAIaGuQAlJQ0LwA0B5dLblbGPtoREe3rLI6K0u3lUVGyv0F7QI8akrv1v//9ctNrdXX65q0QSOnvujp3M5Iigt27pfoWFydNbS0hAuP4KASje1owYEYE6emSjSIiulBR4T4eKns92AglEfiFkLWL/w7cFcC5eUKI5UKI5YmJZdhsviUeIXwX+CooKCDaQ2eOjo7mz3/2HTUSF6dLIe0B4wZSXPwr+/dvBvQFofritgaeRGCztY4YQ4WwsNA34BACTjttOADJyd2D4ndRlVxBbjDx8Q7effdffPJJ8Ft7d+rkvXm0V4cuT+gVSCMb/0+hoUGPE92+3f38urrmHZ5GbUBd43C4qKmJAlx06iTV/ECIIDJSOn07d5ZFFNWeYczePdwwc3irNaDWvJEInM7Q5BSEkgh2AFmG/zMbjynEAQOAxUKIYuBUYKGZw1jTtMLGXghDExt3+YgIOOWUrpxwQiqbNq1rOjc21nc0gd1up7CwkJwcGQWUkyOjRq65xtsMkpgoJ1EgxeyCieRknQx69z6OmBjvzOLWJui4E0ERLpe3kTwYJSKUoy07u/nmMwo2m7k5L9gQAvr16wtAQ0NEmxP1nE753Sgi6NQJbLZD3Hnn1dxzz3VtfFp3pKXJeWkUdNqzQ5cn9HpD8ks74QQ7YWG6hFZV5Z1TUFrqOwzaUxsAqUWUlTUAVmy2SiIj5f2bMzHFx8vNX+0FYWEy2a1r19aX7AgFzAhNmaBrazXq62u9CLQ1mdrNkUcoieAHoJcQopsQwoZMUGsSkTRNO6RpWoqmabmapuUCy4BxmqYFVMdIpmLvoqyslMhIKeUr778/2O12iouLcblcFBfLqJHISHdzRHi4vE+ow+/MIITuZMvK6sbIkWMB9wXSFiKoq4PVq4uAPBoa3O1M/pr6BIroaLnY4uL0wnH+NiqLRZ7ftWv7bWjKDrx6dRH9+uVisVhaXYDO6ZSblSKClBSIi7Nw0UVX8rvf/d7ndUbCs1ia39gsFt0BHBurbyDtVXjNDHqXMvnbjFRVcUOF6moZamu2MXlqAyBNIeXlcnC6dtXtOf40gshIcy1ejXOoov5ag/Bwb1OoXAcNOJ2C1as/A9wFwdYQgUmwpBtCttVpmtYghLgF+BiwAi9pmvaLEOIRYLmmaW3Sm8PDYcaMf7B37y7S06XYGRPTus1bCDl5lA0z1OaJ5mCxyMnqdCoVtoi5c/N56qmtdO2azf33F3DDDS3brB0OKYk5HLBuXT7gbbCNjo41JQElratNLyJCLnpPm29iovnYxcaabxKypWNoncNm+PnnL4CdLF58ParZXkmJLEAHgfehVmalAwekyU413UlISOKpp3yTSni4JHuLRY6L2uB37PBtOvE0ZaSlyfc/HMKKgtpQlQRr9h1XVHiXUK6pkZ81PFx+jvBwSaSe1zc0eJaXkL/9BRRYLK3rfXE4YbO5b/QyR6KOhoYwKislY1ZX6/OkpURQUdG88BjSaaRp2ofAhx7HHvBx7lktubfNBldcked2rC0beHS0HOywsPaPHDBDeLhc6MXFzwPTqKyUu+6OHSXceWcecXGBb1ggF5rDofIRmncSWyxStRbCvYqlmoxWqzsRyOJj5u8dHe0e2qiuT009PLbaLVuWA7Pw7LiqCtC1hAhcLvfyEv4iyxIT5ee12fTxNJ6fkOBtSlHwlIBDlX3dEgghf9Rn2Lx5I8uXr2fo0HFu55WXm0voDoesgpuQYC6xqlDUPXtqgChiY2uBSL/aQHLy4SXH1iAiwjvhrlOnaPbvh4EDZY6Up2k40F4amiY1rebOPWzO4rbCUyIIC2tbyFxMjG6iOFyqthFqMv/wwz14Su81NdVMnx54xUxZxldOoE2bAJp3Eick0OSUNxsP1c1MITLS98akTHYJCVICTE0NvF1lKHDiiYOBthegUxFDRv9AeDg4HA7Kyw81lS8HvSVoRITv+aUCE8wi1Noztr0lsFh0AczhsFFaWux1joqoMoPTKSPhzPwGKkJm40bZEnXTpncB3/MmOvrIEOJaCrPvNipKThKlJXlqS4FqBZWVgQWXHJVEIASsXfsDkyaNZsYMmX7Q1oWi1M1Qhi62BOHhNGb5mseLbdsW+IZVXq6bhTZuBCjAYvGuoXTvvQVERMj3bi5nwjPmurnIFUUEarEeTmn2/PPPxRcZtqQAnXK+GyOGbDb47rsvGTQogcmT9dqMUVHNCxiKLNQ4GY8fqURgtRrrK2UycmSe1zn+iMAflEZQVSUHQ1UeNUuWE6L9AzuCBTMzl/KXqQ2/tUQQaM/oI2TbaxlsNnjxxb/z1VcfM3fuTIYNy2XhwsNfGiGYeOedoqYsXzNkZga2YWmaLlnV18OvvwLYOffcQjp31msozZhRyFVX2enSRUZXBKIVKSJor5aBwYJ8bm8ybGkBOkUEyqwRH69Meg3ExMQSG6uzaUvHxxjnbjQlHWmwWPRnrasLY8eOSBYvdpfwa2tb5+BUmd8Wi5zrY8bIgshmQQVHmhO4JTArdW2zSW1y9uybAe+ikxUVzUcCVVcHHmp6lFnTJJYtK+Ljj99t+n/HjhJuuy2PyMiW2c2PZDz0kHcTFYWoqGjuvz+wDau2VrfN19YqIoCxY+08+qjdrQyAkjoD1YqUcxSO3I3KDEJUAXbi4g4RG/sEO3duJTs7m4KClvWhVkSgmtZnZclxGDFiND//XEF0tNygDh5sXavKiAi5gR6p2gDovcOlSQyeflr2w/7007sZObI3I0deD3iXnGgOqiaWpsG2xrRUNdfMSPVIHqNAEBHh7nNTzX527dpOdfUhoqM7UV6um+EaGqR/xZefTfkGAsVRqRG88ko+9fXuIkYwOk0dSfBn+pkxo5CxYwPbsIyFqjZtkv8nJUF19S/ccMMI7r13StPrrYnesdnaP+qnrdizZyMAhw6dSXZ2dx577EU++uiTFgsRigiUW6G7R98+m00u3Pj41kmrSUkyAuZIyYI1g6oCqjbnPY1ti3/7LZGNG/U+IS3NiFf3OXBAmpZiYvSMaTNSPdqJwNO/GR0tJaurriokMlJqlps3u9v7nU5JBjt36h3yFMrKWhZmflQSwd69we80daTBl606MjKa8ePt1NU1X41Q09ylDOkfkBvWb799z4oVX7Fw4WtAaDsxHWno1UvlOcawdOkX3HPPdVx//fUtvo/Ky1ASa69e7q8rk05rM9MjIvwnSB4JsFrNTYNpaXkMHHgO3377BiCl00A3ptJSubkBbNkifzsc37BmzSdeQQoKR0qmcGvhSQTK7Boe3pn9++UHrquD4mLva+vrJWHu2iW10wMHAvcNKBx1RCCE7xIIbek0daShoMC7KU54eDQ331zY9P+BA/5T9o1mIdBT/tPToUuX3px00pmcffYFwNEvUbUEmZky0Dw8XPcuWiwtZ0GnUy4+VQxQZawuWFDExIkjeOWVQv836ABQm7InEezbl8ScOdN47rkrOXRI9mQIRCuorZWSr4L622pdjaa5TM1CHUGI8dYI5O958+C222D9evn/vn3+m9Q4HC0nATgKicBqxbQEQls7TR1psNvtPPmkahAvgBwuuKCQoUPtTSqg0ymlJzMycLm8bYQqyzM1FQYMOIM33/ySWbPeBI4+805b8OmnRUAuDkcC6ek5PPnkv3j77c9bfB+nE36TDeTIytLJdOvWzXz//Vfs2NFxNFRfUBuwcYOOiABNE3Tv/idOPfUyamtltMK+fSY38MCWLfp8/uyzQr79Vqqx4eG/kJs7pEP6B8Bb6/MMg12zRv+7NRt9c5nFRyURjB9vJyUlHcCtZlBHcRQrXH65bIpz2mkuoJisLPn5jBOhulqq0cbwMuVIMtoM6+v1Llppad6LpyMspkBQVKSisUoAjd27S5g+PY833ihqUQG6mho5zsp0kZWlk+mECZP597+/YPLkyUF++iMPSiMwblzZ2d8AkJU1ldtue4POnXsAqm6Q73spf4DCkiWvsWePTKp49NFZdOqUZkoER7tZCOS+ZjR5eQZfbNmihww1t6l7oqbG3KRkxFFJBAA//LCL6mrNrWZQR4NSF5WNefbsPzFlSopXQ5WGBulc27lTSv3bt3vbY7dv14kgNRU2bFjC++/PZ9s2uZMdKxpBfr53NFZNTTWPP57Prl2B27GVzVv5B4yl0bt2zeKss86iZ8+eQXzyIxOeRGCzbeHXX+8AYPVq72SmDRtk5JpnOWUz+/dpp90JpBEd7WqKOOqoGgG4m4eystxfUwIHtEwj0DQZJNJcv/Mj2A1lDiNTHslOtGBALTJVbdLpTKaqqsxnTXJfm1h1tdQQlI02NRUeffQ2Nm1ayTnnjOP11987YhLpQg1fAQU7dpQ0aVJduvjPUq+pkRuXkQiystyvOVaI1bPwXOfOu6iuLkUIJ6WlVj7/3EXfvmtJSclh9+5NLF++gG7dTmTo0HHYbLB9+yf06pVFbW1fr/mbmChLVfToYUEIuR48N/1QNzJqT4SH61r8mDFQUgInnwzTpsHBg4KyMrkXqA5ugeSm7NsnfVjNnXtULn/VbvJYIQKlEfTpM4EHH/yqxf2Lt26VJOB06qUjkpNTiYiIJCenR7s13TkS4C+goLKyEpdLalf+xlf5XqqrdQe80TT03/++x6xZ/8eGDRuC9NRHLtQcHTpUksHkyafz3HNbsNslQ7zySgV3330Gr79+L9Onn8A77zzC99+/DUBdncYjj/yBMWP6sX79Cq97q5wX1aPczATUUbQBcBckYmLgvPPkxp+bK48ZtYJAcgScTu+eEL5wVBLB3Ln/R7duFnr37tX8yUcxlLSlUucjInrSp88ZQOD9dmtr5aRRZiEV2TJv3sesX1/DE0/8vcMTqhFm0VhhYTZuvPE+Iht3GqUZmEVnKG0A4NVXi3A6cwELd9+dy3/+I7PbFyz4J/fdN401Rg9fB4XFIqXys86CwkLo318eP+UU6NMHnM5OREU9xpo1/2265owzrgSgtraS444bSVbWQHJyBrvdt7q6nGXLpA3kuOPksY6YP2CEcR2qtV9dXU5UlIxIMBLBzp3Nk0FLTJ1H5RawZctGQDPtVdyR4KkRGB1pFRWBVVtVBGD0D9hs+qIKdR/mIw12u52aGrjxxnwaGrbSqVM2V19dwNSpdjfzmMMhF1Lnzu6mB/UdLFhQxNy5eaiCgKWlJU0lQcaOHUffvtn06dOnnT7V4YXqO2E02woBdjs88ABYrTfy0ENXsnXrDyQlZZCR0Q+AqKg4brzxZT74YCbPPWcnL28ukZHSxvTLLxvZt28oQtTQr5+crMeSRqCIYN++Yn788THgNTcfSkODDClNTZU/cXHu43/oUODaABylRDBjxj+4445pREa2sb3UEQ5V5lfVV9+58xD33nsWdvtMoqJG0aWL//hpl0snABW6l5bmTiDHkjagcPnldmbPtrNypYzR7t9f2lE9SVFlbqam6j0YVDngmTPzcTi8nc4zZ+ZTUlKM1XpNO32aww9fJbF79pRO9K1bYf36Tpxyyjmm13/11ats27aGMWPuoGfPUwDYvFlO+tTUTYSHDwSOLSJQ6zIjox+9e0ezcSNs3qwhQ8l17NsnfywWaU7q1En6A1RYc6A4Kk1DFouFvn37MHjw4OZPPsphtUqNQAhwOGIpKfmJDRuWUFPjnnhjBtUwBdw1gvh46NXLRs+eYaxfv873DToojO0da2rgrbce4LLLhvKvfz3vda7yGWzd6h4Hb+zdYMTOnVuP+uSmlkKVmfCErLsk/1682EVDQz1lZbv48cf3Wb36YzZs+AaXy8XYsX8iL+9FUlJym67dsUP+feGFA5uOeW76HSGRzAhjhrZyjoeFhfPggy8QGQkHDgiWLTO/1uWSVoLt22UFgZb24j5q5cFjRZJVm1ZcHJSXWxk48Br69ZPN1/fvl2aLrCzvtPvychl1oGDUCGJjXU1Nxrt06dIeH+OIgsUCOTnw7bewbBls2/Y+JSWr+PLLDK666saA7tG1azY7dpR4Hc/MzGbDhg1YLBZycnKwdZSQFj+wWn2vx2HD4J//dLBqlYUXX3yUhAQXCxbMaHp9zJipXH31392uaWiAn3+WfxtlPU8fQUfSBhRSUqRJ0uGQ4+pyyfl60UUwfz4895z83EOGtOy+KjPZF0KqEQghRgshNgghNgkh7jV5/QYhxBohxCohxBIhRP9A7nveeQM48cR+/KxmSweG1Sq/+HSZP0d19Tw6dx7Z9PquXbBqlawxUlMjpYLiYli71r0ErdIIMjPl/b7+upiFC78k4VgKGWqE1QrXXCN/f/MNDBx4M4MHn8+wYZd4nbtgQRHDhuXSvbuFYcNyWbCgiAULiigv9y6yHxUVzV/+UsDo0aPp3bs3JSXeRNER4UsjAKl9ZmUVA1YqKy+mZ89TGTBgFDk5g0lOzuKCC+5yO/+nn+D+++VczsjQmvIHrFbvkN6OyLHGVptK29E0jeHDdzJs2B6cTumUD8Q9qjUmD2zZAg8+2Mz7tuGZ/UIIYQVmAecD/YErTDb61zRNG6hp2mDgCeDvNIODBw+wceMvbNy4nt/97netajh+NEHFTl93nZwgv/0Gf/2re4KIimdfvRp++UXatY1QEQZCFPHnP+fSs2cYl18+gj17trXvhzlCYLFI2/WZZ8px/PXXKLZvX8tDD03mlFNyGxsCSRKYPj2PHTtK0DSNHTtKuPvua7n77uuoqHAP2UhISGbGjEKuvtrO3XffjcViOWZIVvXY9oVrrpGZxWvXDqZfv7Hk53/KY4+t5OmnN5OUlIGmaaxZ8ykvv/wWjz+uUVIC4eH72bv3An766RPA3D/Qlo6ERzIUqarfJSWrueWWDH77bQRdu8q1vGqV+zVOZwOffvoPt2NPPnkJy5f/wmOPebfC9EQoNYKTgU2apm3WNK0eeAO4yHiCpmnGHLkYoJn8N9i+XZeydu3aRV5eXocmA0UEOTlw++2/ERVVyc6dgTuDnE6YPRugCCHy2LtX39Ruu61jj50vqI1r/HhJjhs25FFaKktO7N1bwtSpV3HccbHcddc1XlnIDocDh8M7Ji8mJpZLLrEjBNx4440sXbqU1JYU4D+K4c80BDBggIX+/aG6WrBokfE6/aKnn76djz8+A5dLcM45kJMzAYdjEdHRMrLhWCICRarqd0ZGP+Lj00hOzuSss2QO1RdfuF/zzjuPMG/ezVRVSQGluHgVJSWbeP75ZMrL3U1sZgglEWQARpFze+MxNwghbhZC/IbUCG5r7qaa5l5hraP1IfCE1aqrwMuWzaam5kUAvvsusOvfe0+ShsWSj8vlHeXSkcfOF4SQG1daGoSF5ePZExqgurqqKXExEEgnsS7HnHzyycF41KMCKpdAbVxm/RMuabS6/ec/8OqrsHy5HuNeViawWD4EutKzZx2TJ8Mjj3zOiy8eIjdXGsM9/QPqO+yoMGpZ4eERzJmzm/z8TznzTAtWq9QIVM0hTdPYu3cLmqaxa5cs0ieEhYMHp1FdnU5WFtzrZZj3eL8QfpaAoGnaLE3TegD3APebnSOEyBNCLBdCLDd7vSP1IfCExaLHadfWVgL3AhY+/DCXr7/2L80fOgQLF8q/Xa6O38OhJVDSpMMRnM+vaRpDhnRh1qxZQbnf0QS1YakGNWaKUP/+Mvu4pgYWLYL/+z/Iy5P+gPvug4qKHNLS4M47Ixp7HAiio+MJC5NflFnE0NHUFa+lMIbkyn7X8sN26gTHHScz4OfNk2QghOCmm16loGA5PXtKAWTPnoHU119DWBjcckvzHfJCyak7AGPppMzGY77wBuAdvwdomlYIFAIIIbzMRx2pD4EnVDTQ0qVFfP31vwBp7HO5Spg7Nw8hYNgw84J7H3wgs2BPOAG2bs1uNH+4I6m1XVOOcqiGKgkJ2Rw8GByn7t69e5g+fToJCQkdsgiiLxhNGQkJvhMd77hD+rA2boQVK6QTU5k4+/aFqVN9d2PzLMvcUc1CCsoBHxcnkxo3bZLHt2xZwe7dfwde4ocfbKxaJceuTx9BVtYQbDYZ7vzcc5I4Jk7UWLPmSZKTL/X7fqEkgh+AXkKIbkgCuBy40niCEKKXpmmNFUW4APiVFqKj9SHwhFpk//xnPvX1nvbqaubPzzclgkOHYNGiIiCfFSu2EhubaHr/iooKioqKjqmNC/SFduWVBcyerWcIt+5eVlwuGbhdXl5OXp7MMD5WxlQJK2Fhei2rmBjvDnpWKxx/vPyZMEFKs/v2yei2Pn2goaGKVau+JjIyhrfffoQePU7i8stnEB3tXTStoxOB0ggyM3VpXtM0vv32daKifuGWW35i2bITWb5csGaNe78Chd/9DgYNWsfDD/+FpUv9Ww9CZhrSNK0BuAX4GFgHvKlp2i9CiEeEEOMaT7tFCPGLEGIVcCcwqbn7RkfHYLVaO3QfAiPUItu3z9yEUVq61a0dJcikkvvvL8Lp1OvuV1YeML2+vr7+mPQTqPrvw4fb6dOnEEhu9hozCKGTgEJH91t5QgkrERF6dnYgAVOJidC7t6wlFBYGc+ZM5vHHz+fdd//Czz9/SnHxSkAPpzSioxOBxaJrV6okjBACu/1vPPbYSs44Yyh33SU4+eSbgYkMHLiSwYPlWIWHw4UXwuTJ8Oab+bhcTiZO9B8/GlJ3i6ZpHwIfehx7wPD37S29Z79+fVm+3NRV0CGhiKBz52x27zYzYWj84Q8pdOv2NAMH2tm+XdWBN3eCmuFY9BMYnXHnnmtnwwY7nun7RghhRdM80zVtyIA4bxxLY6qyYFUGPMhNbIc/Q7AJBgw4h337ijnzzMmMHDmF+HjZrT7ZhKM7OhFYrXppb5CEUGNSUSc52UZCwldcddX9KAu5SkIDuOOOt3A46khKivG+2IAO7HfvGFCb1a23FvDww3le5iGJ/WzZcl1jdUJ742IMfCPqyD4WXzAmQQ0ZInsQ7NqVg9Sg3JGSksPEiQW88srtVFaqxrvJwNOkpuazb5/3NcfamFqt7r6B2Fj5E2iVXIBzzvkj55zzR7dj8fHmGcQdOWIIvCsFxMe75wft3buFV1+9g4aGembP3unzWqs1zC1M1+f7teVhDwd+/PFHsrOzj5n4d/Wljh9vZ8qUQj9N1uuJjs7nuutk3kBKSmAbUUf3sfiCUSOIjobHHoMRIwoAd2O0zRbNxIkFDBtmZ+7cUp5/XiMhQQNK+f3v7dx8s3dZ62NxTFV0m4IQ0L172+9rFoHUXAJbR4Dn5/N0osfGJrFq1SJ+/vlTqqsPNUUVtRZHHREAbNu2rcMnkhmhksqGDbP7jW2vqdnKuedKtXzixAI/pCFxLPhYfMFikTWa1IKz2eCGG+xccUUhFksOIBAih5EjC5uc8S4XzJolMzv79ZOx8b//vZ0ZMwrJyMg5ZvxWZjDbmKOjIcMrcyhw2Gzm/oGOWFrCE54aQViY9Kcok1h0dCemTn2bZ54pISameYdMcxqU0JprZnmEwRg+mpOTQ3FzXZk7AHbskJEVy5fDjTfmmoaBgjRhPPtscdP/11wThcNhnlt+rIydL1RWQmmp3NQ9C3IdPAjPPy/r3oB0vF1+uUzOe+stKZ399a/SJn7CCXqUzDGSSGyK/fu9+xCDJM81a8zt280hM1P+eCIhITBn9NGM2lrvUjEg94E1awJvOAPSZNe3L3TvLn7UNG2o2TlHpUagcKw45JR0kJMDkyYVYLWae8pqayt56aWbmDIlhSuuEDgctQhhaUrKUTgWTReeUGNqtqkkJMhMTFWY7oMPYNIkSQJCwM03SxIIC9Ol045YCbMl8GWqsVhabiJSyWKqm54nAunVe7TD13iGh8t9IFAkJ0sSaM65flQTwbHikFObVmoq3HKLnalT5xEb6x1KUVm5n08+ed7g0JQlOVwuF4mJyQghyMw8Nk0XnjAuNDPzgxBw/vky8zUlRa/vfvHFMg4e3LM1zWrhHEvwNGUYERcnnfHNQQi5aQ0dKh34ZpuXkXw7MvyNZ3JyYBpRUpJsDhSI++Co9b0fS1Ktp3QwaZKdE0+0c+utvs1ERrhcTqKjY1mxopSUFPewtGMVxoWWlCT/N3O/9O0Lzzwjy/42NJhv/hbLsbE5+UNzztvsbJlgVl5u/npEBPTooTtFfY1nc6USOgqaG8/evWXjqQMH5LiqPtoKXbrIMQ/Uh3xUEkFOTg4FBQXHjFTrOSliY6V2UFoauGlMddQ61k0YCkYisFiklGXsQGaEEFI69ZRQ1ab0vzFtfuMSQkqnW7bITb6uTma/22xyLjfXdlXhWDALKfgSTtRrKSm6NutySb+BwyHHuqXC3lFHBCeeeOIxlVAG5tJRbi6kp/tKMvNG167ZTcXr/gdv1Ts1VZY8CKThh4LalI51sxAEtonbbLKUhILT2bIwUCGOrbFWHcoCgcUix6a143NU+wiOFZht3lYr3HOPdwy7+fU2pk0r+J/kaoAQ7mpzfDyceKI0BQVq5lEawbG0OfmCP5u2L7Q0FyAiomNXHPVEa8a0nYAheQAAEE9JREFU1e/Vfm/1P7QW4eHmC2D8eD2GHcDauLKMySWJick88cRLjB9v/x8ReMBzoclqpDBwYPPOuF695Mb0P/+AhHFTD9VmfawRrl4hN/TvddSZho5FKBu1Wezw+PHSTzJ9el5TNy1N04iKimbGjMKm1+F/tmxPWK16NJAR4eFSMygrkzZtz3Hv1Uuvf2OzHVtSqj8oMoiNlfb/YONYm78Wi9Q64+PleIYy5et/GsFRAn+2/Zkz871aKtbUVDNzpnsFzP9Jru5oTvVOTJTagbGGjpEE4NjbnPzBapWJdaFw6B5r/gGQ4/n/7Z15tF11dcc/3zdPEchABgLGQAIESCNNxVoWpjJUUBEssirIlChVCkhjCraACAKlQlUKlKHS0mgrYqlLWgnQaqTiVEVDBE3b2NCioQzBAQOBl8fuH/t3805u3n3vvpd7zz03d3/Wuuud4Xfu+959zu/s37h/kyb5c1rvTvKoETQJXV07xncvURoRNNrxPfbY9eOzjJeeHi/tj9Yh19np4SS2bvXaQ/mLPxzBMG1t7gi6uyvXtiZKK9a8SuGnwWtZlfL/WEhjO5KoETQJo5XmZ80aeWJdaaTQjBmVV41qZXbf3eMNVVPS7OgY+aUfjmCY7u5he9S6BNuKds6uytbb63l4vHbo7/d4T2MtRBiOoEkYrWloxYodRw/19vZx4YVXMX1661Wpx4PktaWJ0NERtawspUVpoPaOoFUmko3GHnv4fIvp08cOItfR4emmTasuZHc0DTUJHR2VJ5iUOoSvu+5iNm78X2bN2odLLrmKZctOjXkDVdDd7S+a8QZGa8VS6mhkXzg9PV54GRzcue/s6vI+mbD1ML29HoxvcNA/Q0PDH2l4rePxNKU1XfTRxYsXW6tNKCtRanPdssVHEQwODo8kkIbbFAcGdv2FO2rN4KCHPxgcdPtWw+TJlRdbD9yWGzdWP9qlo8NLvS+/PDzreMaMfMfT78pIlaOP1vV1IenNwPVAO/ApM7um7Pxy4D3AVuAZYKmZVTdVtgUpNUP092/ffhjsPJ2dw6OBXnjBwyqP1dkZpdTR6ez0EAibNo3eId/d7Q61r88LNP397hT6+sIJ5EXdzCypHbgJOBZYALxL0oKyZN8HFpvZQuAfgI/VS08QVEtfn1e9p0wZuQ9A8tpAOIKx6e/3DvmsLfv6/HhpgfaZM30/25QxaVL0v+RJPWsErwPWm9l/A0i6E3g78MNSAjNbnUn/LeDdddQTBFUj+cuor88XsCn1H/T0+Est+l6qp2TLgQFvLiqNgDNrvSGhRaWejmAv4InM/k+Aw0ZJvwxYNdIJSWcDZ0PrrEEQFIP2dh99MTTkL7EYgTVxSv1Y2f2gGBSiS1HSu4HFwBtHOm9mtwG3pbTPSKpVP8JU4NkafVc9CZ21p1m0hs7a0so6K65tVk9H8FNg78z+7HRsOyQdBVwMvNHMXio/X46Z1WxlWEnfrdSLXiRCZ+1pFq2hs7aEzpGpZ5/8d4B5kl4jqQv4PeCebAJJrwVuBY43s6frqCUIgiCoQN0cgZltBc4F7gd+BNxlZo9JukLS8SnZtcAA8HlJayTdU+HrgiAIgjpR1z4CM7sXuLfs2Icz20fV8/9XwW0N/v/VEjprT7NoDZ21JXSOQNPNLA6CIAhqS8zbC4IgaHF2aUcgaXqjNVSLpAnGwMwXSVPGTtV4wp61RVLNRuvVk2bJ80Wz5y7pCCQNSPoksErSrZLe0WhNlZDUJ+km4D5J56WRVEgq1L1JNv0E8CVJV0r67UZrGomwZ22R1CPpZmB1GujxpnS8iPYsfJ4vqj0LdTNrgaS9gE8DAo4DHqTYMYyWA1OAM4AefDgtZjZKmK58kTQP+AIwBCzFAwT+SUNFVSbsWVuWAnvikz03AH8tqadg9mymPF9Ie+5yjgDYgkc6/YCZ/R9wF7BG0sIG69qGpJ70twPoAv7ezNaZ2bXAM6mk2PBSQobNwG1mtsLMfoiPBHtS0uwG6wLCnrVG0kB2F/immW0ys78BvglcndIVJUhEofN8M9izKBljwkjaX9ItknoBzGwT8NVMkr2BucB/NEDedkiaL+nvgBskLU5zLQaA38wkex9wmqTZjSolJJtuK1GZ2Ua2jwPVBxxgZj/JXVyGsGdtkbSfpLuAOyS9RVIpvuqemWR/BJwoaV8zs0a8vJolzzeLPaHJHYGkw/Eq4dl4kwCSZGbZZZ67gMerCV9RT9JDeyvwCLAW+ANJy4A/A94naSqAmT0BfAZ4b4N0vgX4R2CFpA+lYx1m9qtMssk0PpOFPWtIqi19EngUz1NvAz4MrASOk3QwQHJWXyQ1ZVnO48+bJc83iz1LNLUjADbhbW7zgbMkvXoEQ74W+DGApPc2sLq4L7DZzD5mZjcAnwJOBHqBm9l+Asl/4tFaG1FdfAo4FbfpRZIGzGyrpLaMlgXAY0nfKZLm56wRwp61Zibwc+AqM/si8FHgaGAe7nAv1vCInPuARi0g1Sx5vlnsCTS5IzCzH+FrHqwH/gW4AnZoCz4SmCLpbuAUvD0xd8zsUWCOpCPSobXAl4EL8aB7kyVdJulkfNW2F9N1uZYQzOy7wLpk0/uAW9IpZbQcDkyT9AX8JbeTK9NOSGfYcyfJOkUz+ykeAfjozP7NwNXJ0W4GLpf0HrzW9VweGkfQWdg8n9VQZHuOiJkV/oNXnV+V2Vf5NjAJWA8cWXbtKry0dVJOWqcC07P6gLa0fR7wmcy5RcDt6Zr5wOnAA8CpjdA5gk1fhZdqfiNzrht/6T4MnJyDzpnAG8qOFdGeO+gssD2XlR1rT3/PBB7KHN8d73hdBOyBN2/cmaM9l1U4V5g8j6+7ch3QVWR7jvk7Gi2gCkNfigetuxP4SDrWVpamZPgLgH9O2+9KL+ElOWq9BFiHL7t5TVZb2t4PuBs4I+1PwYPyzcjZpiPprGTTS4HVafvN6e8JOWp9DC9JH5r2sw6rEPYcS2dR7Jn+98PA8grn24CvABdkjq0EDs7ZlqPqLLNnw/I8PhDhUeBGfJBCeR4qhD2r+i2NFjCKkfvx6KSfA6bjJbxfAHPS+R1KsGn7Zynd7UBPTlp7gGtwbz8t6X0BmFx6IDJpj8HbLw8FTgZWA/sUQWdZ2qxNtwLPA9cDnTlpbUuZaxVedf5DoL9I9qxCZ6VntBH2vC79zx3+X5m2X8fHt5+ALx37MLAgR3tW1DmK5lzzPMM10hsqvdQZrrU01J5V/6ZGCxjBgLunvx3AEqAjc+6vgKUVrtsNdxxrgd/KU2vanpnZXgJ8FjiowsPxfuAv0kNRd63j1Zk5PzXZ/Pt568wcuxFYkV6aRxTNntXoLII9gQPxdcEn4YWqpcDry9KXXnBvBy4H/g04vGg6M2lzzfNlOtuAH+CFqYOSjjPJFKoYrrXkas8J/bZGC8gYbUrKTA8A5wP7Zc4JHxK2GlhU4fo2YGGDtB6QjnfgJdTHgT8H/h2vrpYeiGxJtr2oOjPXd+SUwbI6zwMOTMf3A+5I28vxEvcFwOzSc9FAe1ats8H2PD+j8yN4R/Q3gMvwkSqnZ55P1VtbLXRmrs8lz49w3w9Jx68GPpGO/z4+MfDqTD5rq7e2Wn0KMWpI0uvxqvWzwJV4B8z5mSRt+IPxMiMsdwkeQsDM1tZZaiWt5yQNW4HvAXPN7IN4KWB50o9lJjSZ2VBRdWY0bjWzr+esc3ZG53rgl5Lagf2BDwCHWZp4ZSm3pe287Vm1zozGRthzL7zGBF5buQI4yswuxxeOOiejz8iJndFZIo88X+G+L0unS02SnzezW4GLgBmkCWNWoDAcY1GIxevxkRQfN7M7YVvkyCPTTLxBMxuSNDdtPyMPKNVVSl8QrT3AS2a2bcFpM/uSpBX4Q/546ByXzk58fP0heNX/x3j7sUmaZ2b/FTqr1nlUuu+/MLOPlhKa2T9JWo6/3PIex97MOo9O5x7EZ7EfmnT+IE1kbBoHUCJ3R5BmAW5X8jCzdZKeyJwbxJuGsjMDjwR6Ja3ES10XFUzrluw1kg7ESxD/A2wMnePWOQg8Iukh4Gtm9oCk1+BrX9d1XPguqHPf0n3PXLsAv++PU5z73iw656Zz6yXdCHxIHs9qLl6r3lBPnfUg16YhSZ1ZQ5dNFNmcOTcHL11lmQocjI/LPczMvlpQrd2STsNHO33FzM40s5dD58R0mtmlZvZA2t5gZn9qHjYidE5Ap6QOSSfiw7G/bGZnJWcWOid239fgzVYPAfeY2VvNJ481Fbk5AknnAv8qj8H9NvA2yexsvMz2XODb6dg7JO2Gh+2dY2Z1X8tzZ7TiAcTux9uIbwqdO33vZ9RTW6vpxEfaPAi8rsj3vVl0SpplZs+Z2d1mdns9ddaTujsCSZPlzTm/A/wx3ulyRqo+b+tQkbTQhjtXFgDzJa0C3on3B6wzsxebQGu7mT1dT60tpPN3yaG9tYV0noSPZHmuvAkmdE74vm+tl75csfoPvWrHIwWWxnzPBe4gjV3He9lXAl8DZgH7AL/Ew8rmNoO1mbSGztAZOltHZy62qINxO/CJNXtnjg1kttvwCSPz0v7RwDll33FWTg9CU2gNnaEzdLaOzkZ8am3oQ/Dx6U8Bn62Q5kDg3grnumqpZ1fQGjpDZ+hsHZ2N+tS6j+BZfKr/AXiI4GMAJLVneuFn4mu0IukwpUW7JcnqOGqlibWGztAZOltHZ0OoqSMwsyeBz5nZz/C2ttKqO0N4mAiAXwO6JF2LT88uXZvbrMZm0ho6Q2fobB2djaLmo4ZseBTKSmCLpPPT8VeS5z0CeBPwnJm9wcxW11pDtTSL1tAZOkNn6+hsCPVsd8KHZX07bS9Mf48n01lTlE+zaA2doTN0to7O3OyRg8HvA17CI/NNbfQP3hW0hs7QGTpbR2cen7pNKJMvzn0l3hN/rpkdZ5lAZ0WiWbSGztoSOmtL6GxeShMp6vPl0rF4HJuXxkzcYJpFa+isLaGztoTO5qSujiAIgiAoPoVYmCYIgiBoHOEIgiAIWpxwBEEQBC1OOIIgCIIWJxxBEARBixOOIAjGQNKQpDWSHpP0iKQPKrN6VYVr5kg6JS+NQbAzhCMIgrF50cwWmdlBeIz6Y4HLxrhmDhCOIGgKYh5BEIyBpF+Z2UBmfy7wHWAq8Grg00B/On2umX1D0rfwmasbgL/FQyBfAywBuoGbzOzW3H5EEIxCOIIgGINyR5CO/RzYH3geeMXMtkiahy96sljSEmCFmb01pT8b2NPMrpTUDXwdeKeZbcj1xwTBCHQ0WkAQNDmdwI2SFgFDwPwK6Y4BFko6Ke3vBszDawxB0FDCEQTBOElNQ0PA03hfwVP4oiZtwJZKlwHnmdn9uYgMgnEQncVBMA4kTQNuAW40b1fdDXjSzF4BTgPaU9LngUmZS+8H3i+pM33PfEn9BEEBiBpBEIxNr6Q1eDPQVrxz+OPp3F8Cd0s6HY9vvzkdXwsMSXoEXxrxenwk0ffSaljPACfk9QOCYDSiszgIgqDFiaahIAiCFiccQRAEQYsTjiAIgqDFCUcQBEHQ4oQjCIIgaHHCEQRBELQ44QiCIAhanHAEQRAELc7/A2yvDit8b4gVAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.3857086896896362', 'val/kl': '0.00048115666140802205', 'val/mse': '0.004232240840792656', 'val/std': '0.07312013953924179'}\n", - "\n", - "None\n" - ] - } - ], + "outputs": [], "source": [ - "name = 'anp-rnn3'\n", - "\n", - "params =default_params.copy()\n", - "params.update({\n", - " 'det_enc_cross_attn_type': 'ptmultihead',\n", - " 'det_enc_self_attn_type': 'uniform',\n", - " 'latent_enc_self_attn_type': 'uniform',\n", + "trainer, model, params, r = try_manual({ \n", " 'use_deterministic_path': False,\n", - " 'use_rnn': True\n", - "})\n", - "trial = optuna.trial.FixedTrial(params)\n", - "trial = add_sugg(trial)\n", - "trial.number = 2\n", - "\n", - "checkpoint_callback = pl.callbacks.ModelCheckpoint(\n", - " os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n", - "\n", - "logger = DictLogger(MODEL_DIR, name=\"anp\", version=trial.number)\n", - "\n", - "trainer = pl.Trainer(\n", - " gradient_clip_val=trial.params[\"grad_clip\"],\n", - " checkpoint_callback=checkpoint_callback,\n", - " max_epochs=trial.params['max_nb_epochs'],\n", - " gpus=-1 if torch.cuda.is_available() else None,\n", - " early_stop_callback=True\n", - ")\n", - "model = LatentModelPL(trial.params)\n", - "\n", - "trainer.fit(model)\n", - "\n", - "# plot, main metric\n", - "loader = model.val_dataloader()[0]\n", - "vis_i=670\n", - "plot_from_loader(loader, model, i=vis_i)\n", - "\n", - "print(trainer.test(model))" + " 'use_rnn': True,\n", + " 'use_lvar': False,\n", + "}, name='anp-rnn3')" ] }, { @@ -1184,8 +7107,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T07:01:21.281138Z", - "start_time": "2020-02-15T07:01:20.834255Z" + "end_time": "2020-02-23T01:59:59.454083Z", + "start_time": "2020-02-23T01:59:59.300Z" } }, "outputs": [], @@ -1193,11 +7116,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T09:29:14.568668Z", - "start_time": "2020-02-15T09:29:14.505166Z" + "end_time": "2020-02-23T08:53:26.603916Z", + "start_time": "2020-02-23T08:13:21.000Z" }, "scrolled": true }, @@ -1225,338 +7148,21 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T09:55:16.783205Z", - "start_time": "2020-02-15T09:29:14.572380Z" + "end_time": "2020-02-23T08:53:26.605481Z", + "start_time": "2020-02-23T08:13:21.000Z" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 2 M\n", - "1 model._latent_encoder LatentEncoder 609 K\n", - "2 model._latent_encoder._input_layer Linear 2 K\n", - "3 model._latent_encoder._encoder ModuleList 32 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 16 K\n", - ".. ... ... ...\n", - "226 model._decoder._decoder.3.linear Linear 147 K\n", - "227 model._decoder._decoder.3.act ReLU 0 \n", - "228 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "229 model._decoder._mean Linear 385 \n", - "230 model._decoder._std Linear 385 \n", - "\n", - "[231 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.5840158462524414', 'val/kl': '0.4973420202732086', 'val/mse': '0.25478214025497437', 'val/std': '1.0546205043792725'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "beef055bee3c426d932619b4ecf337ef", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.2122845649719238', 'val/kl': '0.0010215543443337083', 'val/mse': '0.007163152098655701', 'val/std': '0.07716882228851318'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.028235673904419', 'val/kl': '0.000353723211446777', 'val/mse': '0.005656410474330187', 'val/std': '0.05565137043595314'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-0.7582443356513977', 'val/kl': '0.0002442289551254362', 'val/mse': '0.0062664104625582695', 'val/std': '0.04417317360639572'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-0.9393323659896851', 'val/kl': '0.0001381170586682856', 'val/mse': '0.007535985670983791', 'val/std': '0.05241641029715538'}\n", - "Epoch 3: reducing learning rate of group 0 to 2.0000e-04.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:Epoch 00004: early stopping\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 2 M\n", - "1 model._latent_encoder LatentEncoder 609 K\n", - "2 model._latent_encoder._input_layer Linear 2 K\n", - "3 model._latent_encoder._encoder ModuleList 32 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 16 K\n", - ".. ... ... ...\n", - "226 model._decoder._decoder.3.linear Linear 147 K\n", - "227 model._decoder._decoder.3.act ReLU 0 \n", - "228 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "229 model._decoder._mean Linear 385 \n", - "230 model._decoder._std Linear 385 \n", - "\n", - "[231 rows x 3 columns]\n", - "INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/anp/version_3/chk/_ckpt_epoch_0.ckpt\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9be8989cb7364f059005b15b5d0381db", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.2122845649719238', 'val/kl': '0.0010215543443337083', 'val/mse': '0.007163152098655701', 'val/std': '0.07716882228851318'}\n", - "\n", - "None\n" - ] - } - ], + "outputs": [], "source": [ - "name = 'anp'\n", - "\n", - "params =default_params.copy()\n", - "params.update({\n", + "trainer, model, params, r = try_manual({ \n", " 'det_enc_cross_attn_type': 'multihead',\n", " 'det_enc_self_attn_type': 'multihead',\n", " 'latent_enc_self_attn_type': 'multihead',\n", " 'use_deterministic_path': True,\n", - "})\n", - "trial = optuna.trial.FixedTrial(params)\n", - "trial = add_sugg(trial)\n", - "trial.number = 3\n", - "\n", - "checkpoint_callback = pl.callbacks.ModelCheckpoint(\n", - " os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n", - "\n", - "logger = DictLogger(MODEL_DIR, name=\"anp\", version=trial.number)\n", - "\n", - "trainer = pl.Trainer(\n", - " gradient_clip_val=trial.params[\"grad_clip\"],\n", - " checkpoint_callback=checkpoint_callback,\n", - " max_epochs=trial.params['max_nb_epochs'],\n", - " gpus=-1 if torch.cuda.is_available() else None,\n", - " early_stop_callback=True\n", - ")\n", - "model = LatentModelPL(trial.params)\n", - "\n", - "trainer.fit(model)\n", - "\n", - "# plot, main metric\n", - "loader = model.val_dataloader()[0]\n", - "vis_i=670\n", - "plot_from_loader(loader, model, i=vis_i)\n", - "\n", - "print(trainer.test(model))" + "}, name='anp')" ] }, { @@ -1568,371 +7174,21 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T10:07:36.941333Z", - "start_time": "2020-02-15T09:55:16.786920Z" + "end_time": "2020-02-23T08:53:26.607407Z", + "start_time": "2020-02-23T08:13:21.000Z" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 455 K\n", - "1 model._latent_encoder LatentEncoder 84 K\n", - "2 model._latent_encoder._input_layer Linear 2 K\n", - "3 model._latent_encoder._encoder ModuleList 32 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 16 K\n", - ".. ... ... ...\n", - "67 model._decoder._decoder.3.linear Linear 65 K\n", - "68 model._decoder._decoder.3.act ReLU 0 \n", - "69 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "70 model._decoder._mean Linear 257 \n", - "71 model._decoder._std Linear 257 \n", - "\n", - "[72 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.5374459028244019', 'val/kl': '0.4961514472961426', 'val/mse': '0.24871626496315002', 'val/std': '0.9974575042724609'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "302dff6e932b45bdaf1232169d08ce9e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.3054770231246948', 'val/kl': '0.0014658418949693441', 'val/mse': '0.004981751553714275', 'val/std': '0.059659067541360855'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.3078840970993042', 'val/kl': '0.0003726059221662581', 'val/mse': '0.004040098283439875', 'val/std': '0.04867682605981827'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.023400068283081', 'val/kl': '0.00030945712933316827', 'val/mse': '0.005101347342133522', 'val/std': '0.05553557351231575'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydeXhU1d3HPyf7HgJhCyEJ++aKCCi4origQqlaaSwIIlqruFTEgnuNa9XSFrURxaVxQ18tWkRb6gaCgiIKKiiQDUJIQhKyZ5bz/nHmzL0zmS0hy9DM93nmyc295965c+6553t+u5BSEkIIIYQQQvdFWFffQAghhBBCCF2LEBGEEEIIIXRzhIgghBBCCKGbI0QEIYQQQgjdHCEiCCGEEELo5ggRQQghhBBCN0eICLoBhBBSCDG0q+8jhBBCCE6EiCCELoEQ4lEhRJEQ4rAQokAIscRH27OEEN8JIaqEEBVCiLeFEAO8tI0WQjznuGaNEOIbIcQFbm2mCCF+FELUCyE+EkJkmo5dLoT43HHsY7fzUoUQGxz3UCWE2CiEmOTnd+YKIXYKIexCiKvcjs0RQnzl6INiR59E+LhWQO2FEMOEEI1CiH/4ubdbhBAHHNd7XggR7Xb8JiHEXiFEnRDiByHEcC/X8fl8HM/kecf3HBBC3Ornvnw9n1ZdK4QAIaUMff7HP4AEhnb1fbjd0wgg3rE9ANgBzPTSti+Q5tiOBh4FVntpGw/cC2ShFjoXATVAluN4KlANXAbEAI8Bm0znnwNcDtwNfOx27RjHfYcBApgBHAIifPzO3wFTgC3AVW7HfgucBkQ5+uAr4A4f1wqoPfAh8BnwDx/XOg8oBcYAKcDHwMOm4/OBb4HRjt86BOjZlucDPOS4nxRgFHAAON/Ltfw9n4CvFfq04n3s6hsIfTrhIZuIAEgGXgLKgALgTiDMcWwo8InjRSwHXnfsF8CTwEHgMPAdcEw73t8AxzVvD6BttGMy+L4V1/8W+KVjewHwuelYPNAAjHQ7Z747EbgdDwMudvRtnwDuYb07EXhocyvwbit+V4v2wBXAGygy9EUErwAPmv6fAhww/bYiYEobnmWL5wPsB6aa/v8j8JqX830+n9ZcK/QJ/BNSDXU//BVFBoOBM4DZwFzHsT+iVpMpQLqjLcBU4HRguOPcy4EKACHEHQ6VgMePrxtxnFsLFKNe+Fd8tM1wXK8BuA216vQLIURfx33vcOwaA2zTx6WUdcBux/6AIIT4FmgEVgMrpJQHAz3XD0433Wer2wshkoD7UQThDy794NjuK4TohXr26cAxDvXdXiHEfUKIMMf3ZDieb4bpuz0+HyFECtDfw3eNMZ1bJYSY7Om+zM8nkGuF0DZ41UeG8L8HIUQ4asV4gpSyBqgRQjwO/AZ4DrAAmSgxvxi1isWxPxEYCXwppfxBX1NK+TDwcFvuR0r5sBDiEeAElJql2kfbQqCHEKIncA3wo7/rCyEigTzgRSmlbp+AkobMqEb9vkDv+zghRAzwC5Sa5oghhJgHjENJIm1t/0fgOSllsRDC3yUScO1vvZ0IpDm2pwLHAj1QC4Ri4Fn9LMwX8/F8Etyur7cTTeear+Xr+fi9VghtQ0gi6F5IBSJRKiGNApRqBuB2lBroSyHEDsdkg5Tyv8DfgOXAQYcBNKk9bkgqbEWtJO8LoP0h4EXgn34Mq2HAy0AzcIPpUC3gfu9JKDtCa+67UUr5KnCHEOJ4x3fWmj4Zfi5hvtcZKHXKBVLKcse+bNO13g+g/Qko+8aTAX6tez/o7RrUswB4VEpZJaXMB/4OXOjvoh6eT63b9fW2t/729Xxae60QAkSICLoXyjFW/RoZwD4AKeUBKeU1Uso04FrgKeFwO5VS/kVKeRLKeDgcWAQghFjiNgG6fFpxbxEog2SgbfvQcsLAcU8CJeH0RdkGLKbDO4DjTW3jHd/bGpWMGZEoNRtSygTTpzCQk4UQ5wPPAhdLKb/T+6WUeaZrXeCvPXAmykBeKIQ4gFLP/FII8bWXr3bpB8d2qZSyAtiJIlBzauLWpCl2Ph8pZSVQ4uG7vPW31+fThmuFECi62kgR+nT8B1dj8T+At1HidCZKhJ/vOHYZkO7YHoNaGQ4GTgYmoCa9eGAtcN8R3E8YimhSUBLIeNQLvtBL+5kY3jq9UcbQr31c/xlgE5Dg4VhvlDrhlyivlEdw9UoJd+y/DvjUsR3pODYRmIxSB8UCi1Gr0TQf9xLluMYGlMokBsM4fzbK1nJ6gP3mtT0QB/Qzff4EvAn09nKt81EeN6NRap7/4uo19BLwnmOcpDvGydVteT4o1eEnjuc90vGsvXkN+Xs+AV8r9GnFO9nVNxD6dMJDdiWCFBQZlKE8Q+42TUyPoqSDWpSBboFj/xSU500tSqrI8zTJtuJ+wlBkcshxzV3AEkCY2tQCpzm2bwT2AnWOyes1INPLtTMdv7fRcQ39yTa1OccxsTWg3CazTMeucpxv/rzgOHYGyjhZ47j3T/xN4o7ru1/vTMexjwCr232+7+NaAbfHj9eQo82tKBfSw8BKINp0LMnRzzWmcSIcxzIc350RyPNBeRI97/ieUuBWt/twPusAno/Pa4U+bfvoBxtCCCGEEEI3RchGEEIIIYTQzREighBCCCGEbo4QEYQQQgghdHOEiCCEEEIIoZsjRAQhhBBCCN0cR12KidTUVJmVldXVt+EVFgtoR6zGRrBaIS4OwhyUKwRERnbd/R2tsNmgvh5qa2H/foiJgf79VX/Gx0NUuyR66J6wWsFub7k/NFZbD4slePvsq6++KpdS9vZ07KgjgqysLLZs2dLVt+EV+/dDc7Pa3rEDamogM1NNWqAmrLQ07+eH4BkVFfDFF7BokerjxkaYORPGjYOxYyErK0QGbUVJCTQ1tdwfGQkDPFZ9CMETLBbYtw/69FGLv2CDEKLA27GQaqidYV5ZaUIoKYEff4SqKs8rrxD8w25XRPD998a+119X++vrQ/3aVkhpjFN32Gydey9HOxob1d8qnzl3gxMhImhn6AlJSmOV1dysBkdtbWjCaitsNnj5ZbV9xRXQuzcUF8OGDap/Q5NW29DcbKgy3WG3ez8WQkuY33eLxXfbYEOICNoZeqL3tMpqbg69XG1FQwPs3av01hdeqD4A330XIoIjgSeVkBlWa+fcx/8CtEQA3qWsYEWICNoR5snI0wumX6qQVNB6HDig/iYlKd219hcoLlarr1Cftg3+iCBEsIHBZnMlzRARdGN4sg+YocXF0CqrdbDbobRUbSc5Ek+np6u/2nAcmrBaD6tVSVoahw61lFZD/RoYzNIAhIjABUKI84UQO4UQPwsh7vBwPFMIsU4I8a0Q4mMhRHpH3k9Hw0wEnlZamgj8rcJCcIXVCgcdxSCTk9XfhATo0UP15b59IYmgtZBS9am530pLobzctV2ICAKD++LOnQgaGxv57rvvCFZ0GBE4yiIuBy5A5TyfJYQY7dbsT8BLUsrjULVWH+qo++kMBCoRuK8eQvANmw3KHMULk0ylaLRUsHt3aMJqLaqqXMeozQaHDytSNUsFIek1MLgvRGw21zE5Y8YMjjvuODZu3Ni5NxYgOlIiGA/8LKXcI6VsRuUon+7WZjSqIAaoXOvux48q+LMR2Gyu3kQhBAZ/RJCfHyKC1sLdq+XwYTU2GxuVPUaTQahfA4MnidTcx3v27AFg27ZtnXRHrUNHBpQNQBW00ChGVbkyYxuqutEyVCHwRCFEL6nK5R118CcR6P1CBHcEYrDBalUBZWCohsAggqKiELm2Fu4TvNn3vaBAkcGoUSqCOwT/8EQEzc1G/+3atatzb6iV6Gpj8W3AGUKIrajqT/uAFmsQIcQCIcQWIcSWMr00DELowaDTIXiCFrVDE1fgsNkMIjBLBAMHqr/Fxao/m5sN76IQfMNd5eMeBNXUpMZwSDUUGLwRwdGCjiSCfcBA0//pjn1OSCn3SylnSilPBJY69rWIy5NS5kopx0kpx/Xu7TFVRlBAD4bqau9tQnaC1sNmUx4toCSC2FglVZk9h+rrVQR3Y+PRF8zTFXB3bPC0MGluVkQQ6k//8EYEpaWlLFmyhO3btwMQrBUhO5IINgPDhBCDhBBRwBXAanMDIUSqEELfwx9QtUiPWmhxu6pKvUD33gt//7trm5DnUGAwv1hWK1RWqu3kZBg6FDIyVD6Xnj1Vn+bnG3rtUN/6hrZVadTUeG6nV7SahI82PPHEE0yfPp1NmzZ1+HeZMwpoNDfD6tXv8tBDD7FgwQKGDh3KoEGDOvxe2oIOIwIppRW4AfgA+AF4Q0q5QwhxvxDiEkezM4GdQohdQF8gp6PupzNglghKSmDnTvj4Y1exOxRLEBjMsQE2m9GHWVkq22j//ooUtFTw88/Gue5E0NzsXVXXHeFuH6it9dxOE0FDg2u8wdGCzZs3s3r1anbv3t3h36XffXfN9aBBI1i4cCE33XQT+fn5FBYW0hSEK5UOzT4qpVwDrHHbd7dp+03gzY68h86EToDW1OQ6ILZtgzPOUNuaAKRU2xFHXf7XzoHNpsggLs5VIhgzxmiTmqoyPYKyE2i4q90qK4104CG0nghAeRXFxnbcPbU3GhoaWLhwIZdffjknn3xyh3+fTh2js49qnHzyaZxzzmkAjB07lrS0NKKjozv8flqLrjYW/0/BbjdWrmYi2LrV2DbrW0NSgXfY7WoVarMpCctigehoSEkx2sTEqORzoOwEGuaUE01N6joWi3cVSHeDedzZ7VBX57mdeeF6NLmRFhQU0KdPH15++WVmzJhBerr/ONWdO3fyvTm1bSsgpfo0NKg+O3zYOGbuw2HDhhEfH9+m7+hohIigHWH2FjITwbffGi+fmQiOppers2EmgpIStc/sOgpqhaqJQLfRaGpy9TaCEBFomMddXZ33JIjuAWdHC9auXUttbS3V1dUIIfy2r6io4KyzzuKss87ip59+AlQkcKDQfaMJ1Tzm1q/fwL59+4LWSKwRIoJ2hN1uTPRmImhoAO1GHJIIAoOOzGxoMPIM9ejh2iYiwij44+42eviwa5EgCGV91TBP6t7UQqD6S49XdwNzMOPaa69l9+7dzJ8/n5UrV7JmzRqf7SsqKjjppJMYPHgwZWVlTJo0iWuvvTbg79PSp7ajVFaqvjp8uIpf/nIyw4cPB+Df//43V155JS+88EJbflaHIkQE7QRzDAEYOVtGjFB/P/9c/TVP/iEi8A7dn7W1Rp4hs1pIQ8cS6DYaWpoAwx4TgkKgRABHr1QwePBgamtrmTdvHsuXL/fZdvjw4bz77rusX7+e/v37s2nTJtauXUt9gB4Geqzq5to54fDhak44YQJjx56MEIK9e/eSl5fHp59+eiQ/rUMQIoJ2gh4M7hLBjBmqXvG6darClvnFCk1O3qEnHavV6MuePVu269tXlaisq3M1GJtRX+85s2Z3he7bxkbfMS9w9BGB2SNnyJAhzJ49m6lTpwZ0bnh4OIMGDXJ6GsUF6F3gTgSgJNL09EzefnsT//znxwCcffbZrFy5khtvvDGg63YmQkTQTjBPXI2NSh8dGQnHHQfZ2erY008rFYa5bQieYY4j8EUEcXGGnWDjRs9uojU1rnrb7g49Rr//3hiDdXXwzDPgiHty4mgiAiklxxxzDFOnTqWsrIzRo0fz4osvctNNN3k954033mDnzp0u+6ZNm0ZCQkLA32u3q35097LS0GNy6NChXHXVVZx44okBX7uzECKCdoJ2HzMnSEtNVdLABReoAutNTfDVV6561xA8w9w3OqApNbVlO7PnUGmpit1wj/I8fFh9QhGyCna7cnM0T1zvvQeffALLl7u63x5NnkPbtm3j559/ZseOHfTq1ctveyklV199NSNHjqSoqMhve2/QbuNm1NSA3TEQrdbgD3IMEUE7Qa8KwCACPUEJAcOGqe3KSsN7xW4P5dH3BnO/+CICs+dQWZl64cyupKBIwGYzYhG6M7TR10wCzc3wn/+o7aoqRQrmY+ZzgxnHHHMM+/fvZ+PGjYSFqamtqqqKPXv2ePTaaWhoYOrUqZx11lkM1MYmlFF3zpw5vPTSSwF9r/ZwM8NqhXnzpjNx4gA2bfrESRTvvfcezzzzDDVB5sIWCmdqJ1gsBhFoQ7E5LZJWaxw6pCYmfcxqVTruEAzYbEpVEROjSFT3Z9++6m9iolFdyywRaALev18F9URFqdXtPfeoCe7ZZzv/twQb9GRunuA/+0wZjXv2VOPzvfcUWQwcCGb1erATQUREBP21G5kDAwcOdLqSJpkzFgJxcXG89dZbLa6ze/duXnrpJWJiYpg9e7bf7zV7C5pRVJRPael+kpJ6UFennB0WLVrEjz/+yGmnncYYc3RkFyNEBO0EnaALXFVDGtrjpbLS1UAXIoKW0Cus2lqVbVS7hg4ZAuHhqi+FUP1cXw9paeq47ne7XRW6HzZMxRfoOKHt242i990VejLXE5eU8P77avvXv4ZNm2DLFvi//1P7hgyB0aNdzz2akJmZSV1dHbW1tS2IwBvOOussVq5cGfBE7Y0I/va3rSQmFtOnT5rThjBz5kzKysoCNkR3FkJE0E7wRASeJILKStW2oUGpNUIG45aw2dSLVVqq/lZXK8P7wIGKBBxSP/Hxigi0VG+O3aisVATgqAcCwA8/dN5vCFZYra7utPv3K3tBUhJMmADHHqvqEPz3v2p/QYGSEnr2DP6x+uabb/Lvf/+bSy+9lHPPPRfAmfXTE2pra4mOjibSrTDIiBEjGKH9vgOA3e6ZJBsaIhg1Ksv5f2Mj5OQEZzq1kI2gHaDtA75UQ2aJQAWbqP+D/eXqCuj+bGxUeZpAqYUiI1WtYg2dpykrS/11T/hVW2sE8kGICEBNWJ9++hF33TWRkpJdzmR9I0ao/kxKUlLTqFFqf3m56kOzt1uw4rPPPiM3N5cdO3YE1P6uu+4iJiaGp5566oi+V4/X996Da681otybm12NxMFsMA4RQTtA61s1GWgHhH79jDaxsSpXji74odVDISJoCZvN6FPt2ZeWptRCZuiFXL9+qn/r61sGlpkNxzt3hmIJrFb43e+m8/PPX7Bq1d1OIhg61LWddrrRbrfl5cFPBLNmzeKpp57i7LPPDqj94cOHkVK28DBqamrinXfe4bXXXgvoOpoIvvhCLfA2bYK9e7/mz3++nL///QlnO6U1sFJaWkq5Xi0GCUJE0A5oaoJ33snjF7/I4je/CaO5OYsePfJcqmkJ4aoe0k4DIZfGljDrXLV9YODAlkQQFqY+CQlwwglqn3vqeTMRVFWpQvfdGVYr5OZ+ws03v8msWQ97JQJ3A7wm5mAmg4kTJ/Lb3/6W4447zrnvscce49hjj+Uf//hHi/bPPfccjY2NzJgxw2V/U1MTv/jFL7jmmmsC+l5NBHqsfv89lJbu5osvVvHVVxuc7SwWWLbsL/Tr148HHnigDb+w4xAignbAq6/msWTJAkpLCwAJFHD48ALWr89zaafVQ4cOqUFhsxk62xAM6H4B30QASiqIjYVTTlH/eyMCvejbsIFuDZsNhgw5kQkTfklSUhaFhWqRMniwazt3iaC52YiTOZpQUVHB9u3bvcYJREVFtUgLnZiYyIwZM7jsssucsQC+oLMO63Qdu3bBoEETWbjwNS64wDWKuGfPvqSmprawS3Q1QsbidsADDyylocE1osRur+f115cyeXK2c5/ZTgBKBx4frya9IBsXXQqzRKD1rRkZnokgIkJNZBMnKlfSvXthzRr48ku4/HKDSM45B15/XeV8mjOnc35HMMIcAbt7txW7PYLMzJZF6rVEYNZg6MVLsOK9994jPDycM888k1hH8YTrr7+eWbNmucQJ+IMQgrfffjvg9jpAT6O5GaqrB3LKKb9qMWZnzsxm7txsgg0hieAIISXs31/o8VhFRaHTwwVaEoE2Hh1NRa47A9prCIyJfNAg70QAKjPpSSep7ZdfVvaAp55S10lJMSQGc22I7gZle7Hw0kuPkJNzLg89dA/QUi0Eqj/DwtRKVz8Ls2dcMGL+/PlceOGFVJoiBzMyMjj++OPp6ZafZM+ePUycOJGFCxce0XdqjyH37LfaZVkXWNII1nc9RARHCKsV0tIyPB7r3TvDJYe+OagMjAESshO4wmJRuulDh5S4HROjDMKeqrlpScqsHtL7tVpj4ECjalR3Llmp0p8cYMWKO9i+/T9YrRMAz0QQHt5yvAY7EUydOpWpU6e2mPQ9Yc+ePXzxxRd8++23Ho/bbDYqKir81iXQ9gGdKl2Ps82bD7F+fR5lZQUudTCC1XOoQ4lACHG+EGKnEOJnIcQdHo5nCCE+EkJsFUJ8K4Q46sJ9bDa47bYcYmNdA0QiI6OZPz/HJVGa2VgMxqAIEYErfvoJbrwRFi9W/+sMo74kgrg4OPFEuOwyuO02OO88o01mplLBQXBPZB0NpYKM5KKLbic9/QvgEoQwXEXdoQMizQbjYF3RArz00kt88MEHxJj0XMXFxdx11108+eSTLm0nTJjA+vXreeihhzxea8aMGaSmpvLhhx/6/E53Q/GZZ6q/+flxLF9+Nbt2bXAhgrq6Jk455VQXg3YwoMOIQAgRDiwHLgBGA7OEEKPdmt2JKmp/InAFcGQOvV0Aux1mzMjmwQdziY7OBASQwPjxlzJtWrZLMRWtGioszOPGG7OYMiWMyZOzeP31PE+X7rbYsUOp3LTxrX9/JRV4MxaDIoKwMJg5U6mIzj1X2Q5AqZVCRKB+e+/e/UhMfITi4vFERcH11xupO9zhbjC2WIKbCDzh0KFDPPDAAzz//PMu+xMTE5k0aRKnmMVIE3r16kWPHj38Fpp3lwhGjFALD7s9huHDH6Jfv2GUlxuLvaioKLZu/Zrvvvsu4HoHnYGOlAjGAz9LKfdIKZuB14Dpbm0koJ0skwG3dGHBD208mz49m9Gj84GXSUzsyYYNr/DLX2bxr38ZbqSKCPI4eHAB5eUFSCnZt6+A229fQF5eiAxAvVjaQKztK4MHK9WPJyIID1cTfnQ0LvaYPn1g/Hi1feKJBhF0Z+lLJ5zT0dZXXQWnnmojN/ca7rprIlara+doiUAbjJubjcpxwQaLxUJ9fX2L5HLp6ence++93Hrrra263sqVK6msrOSyyy7z2U57uGmJoG9fOP10tZ2QcAtDhpyM3W4cF0KwatUn/PDDD0FVxL4jiWAAYPbZKnbsM+Ne4EohRDGwBvBYsUEIsUAIsUUIsaXMPXy0i2EuSJOfvwJYQE1NISA5cKCAJUsWsHmzmuQVESwFXFcCDQ31LFmytBPvOnhhsRhBYRddpBLGzZypJntPRACG55B7XfDrr4dHHoGTTza8Yrq7RFBYWERZmUqV2acPhIWFs2PHf/n55y/Yv/9Hl/buRBDMzg2ff/458fHxLYLJevbsyT333MPcuXOd+6SUzJ07l+eff97rij+QWsegiOCTT9Zz+DCEh1tISYFTT1WLkm3bjMBRc2T2scdOIDNzJOHeBnQXoKuNxbOAF6SU6cCFwMtCiBb3JKXMlVKOk1KO623O2xAE0A9XpTm+B0+TfG7uUoTQ+mzPHkZFRZ73dzc0NxtE0KsXjBxpeLB4ezd10j73WiJRUcrtNDY2RASgfvvf/vZH9uxRpdy02nLOnL9wzz2fMtTNauxJIjD/DSbU19cTHR1NYmKi37ZbtmzhhRdeYPHixQFP+N5gs8HevWpQRUbuJyxM9evo0Y3YbLBhg3S200Z3gCDLQt2hRLAPMDvvpjv2mXE18AaAlHIjEAN4yDofvHAtUVnisU1JSaFT3xoR4dnDKD3d8/7uBovFmHj0ROVNLaShJ3mzRGDO/BoXFyICUJNRbGwSoNK1apvV2LHTmDz5NE48MRZztgXdh7t2wR13gC61G4xEcMEFF9DY2Mj/6bSpJhw4cIB3332Xnx1h1KNHj+b555/n/vvvJ8pL6t9PP/2U0047jdtuu83n93733XdER6uw9iFDVIdKKfn++6sA+PxzQ1WlJ/91697j7rsX8/nnbtGPXYiOJILNwDAhxCAhRBTKGLzarU0hMAVACDEKRQTBpfvxAy0RKAnT82SelpbhdCsbNy4HcPUwio2N4847gzMrYWejubklEcTH+yYCR+yQi0Sg44ciI5Ukptt0ZxuB1Qpz5/4JiHdGZIOyrwwZoiSuzEzV19HRymU3Lk49k4IC+PDDliUZgw0RHnyMH3zwQS655BLefPNNAOLj45k7dy6//e1vvV6noaGB9evXs01nPfSA/Px8zjrrBF5+WaWvyMhQxkCLpZHExK8BKCgIcykHCvDZZx/y978/yvr1X7T693UUOowIpJRW4AbgA+AHlHfQDiHE/UKISxzNfg9cI4TYBrwKXCU9lRIKYmiJoKoKwPMkf9ttOSQlqRdvxoxsIBchMgBB376ZPPhgLjNnBl+0YVfAYjG8VPSKNS7ONxFERKgJPyZGbcfHq4ksIUH9DQ8PSQT6d2tDvK7pABAXZ+eVV57h7rtvICLCzvHHKwN7r17w8MOg58uKCvV8LJajKy3K5MmTOfvss0lPTw/4nPHjx/Pxxx/7zEy6a9cuevZMJSYmC8DpFBIVFcszz+yif3/XJJT19Wq+OPvsi1i06EFOOOHUtv6kdkeHppiQUq5BGYHN++42bX8PTOrIe+hoaIlAeQVkk5QEUVFLqagoJC0tg9tuy3FM/mqFm55uB05HygJgHHfcsYwZMyYFpSdGZ0OnllCkqvorMlJ9/NnVYmPVufHxqoIZQHKyqvugV7jQfYnAdZzi4taclBTGX//6R0pL9zN37k0MGqTqqurqb4mJ8PTTigiamoy+DqaCSo8++ij/+c9/uPXWWzn//PNdjl1++eVcfvnlANx888307t2b6667zmdd45SUFM444wyf3zl16lQ2bizkmmvsFBbC7t1raGg4mdhYZcccNEgR7549altKRQannz6V00+fSliY2neEZop2QSjX0BFCSwQ//lgC9KemZgSvvJLP4MFGlKFGTAwcPLgbIT5GymuAC9m/X5lNQkSgVA6HDqm+SEhQBKALOQVCBIcPq/N0NHdSkrpWeLgReNadiaCs7AB33XUX8KwLESQkwPz5v0cIQWKiEQqvyS0zx10AACAASURBVDMmRhFsXZ3yl+/RI/jG6zfffOOsNewNlZWVLF++HLvdHnBmUX+IjIx21ivesmUFtbXJLkTw+ecq/5VGXZ2hwrTbFbG653nqCnS119BRDSkNIigurnXsUyaOJUt+yQkn9OS111Y420dHQ//+w7j1VjUI+/e/hVGjzj8qszp2BMyuo3qi0tHY/ohA1zfu0cN40RIT1f6wMCPeoLv2tc0GBw+WUF+vmFX3r3a7nT//Vq6++hZSU43Vi9nNXRuOCwuN6wUT7rnnHtauXctZZ53ltU1NTQ0rVqwgJyeHPu6rNA9YtmwZd955JxYPhqUPP/yQxkYLUhouoqecMpWsrD5s376OJUvGUVj4HOBKBLW1ypNw69ZNfPXV50GT8iREBEcATQLNzRAZqQzFI0eq4Olt2z6nurqSP/zhGiZPzuKdd/L4979VRPHjj4cBWRw4sIbo6CQaG4PvxeoKNDdDsfJspGdPpafWUa+e8gyZod1zExPVthCKAFJSDBLpzlKB1QojRhzHueeqPPiaCHREtieYiUBrUfLz1d9gG68jRozgvPPOI00XsHbDokWLyMzMpKysjDvuaJHtxiMeeOABcnJyqNBGKweqqqo477zzGDNmFFJKZ7XBSy+9jjFjhlFRUczevV9hsSivoMJCY8zV1kJBwW5mzjyFO+6YT21tcNhbQqqhI4B+GRoaoKlJvTVZWZls2pRHdbXhNKyih+cCAotFu1wUIOUC3n8fRozIJjbWUGN0V1gsRv2APn2MiUhHDvtDZKThFaQrlmljMSgisFjUSxlEQZ2dAhURHE5TkzKgaCLQ0pOUku3bv+bHH7/l0kuvQgjhkQiKi9W1AkjTH1QYMWIEycnJNGg9TgC4+eabsdvtLSKAS0pKGD58OMnJKYBwuoWmpipSnTTpYgYM+ILY2CQKCpSdoKhIqYoaGqBfv34cd9w4Bg0ajt2uyCGA8IcORYgIjgD6ZaivN/LiJCbCq68uNU34Cp7ES6jnzTdv5dprlTG5uxOBzWYQgTluMCoKXnklj6VLl1JYWEhGRgY5OTlkZ7t6WplrOujC9hCSCED1bVOTqyEeXF1uZ8+eSlXVISZNOoe0tIFOI73NZqiGKiqUP7w5q24w4PHHHycmJob58+d7TN0wZ84c5s2bR5g38ccDli71HO0/atQodu7cSXW1lZIS491vaNjFTz9Z6d9/NBERKr+Ju8EYoLGxN//852bn9Wpqup4IQqqhI4CWCOrrIT9fKU+3bcujrCzwKOHGxoPOCSvYxO3OhtVq2AjMKtx3381jwYIFFBSo/EwFBQUsWNAyP5OZCHQQmplY9fHuGEtgs8Hrrz/Lnj3KOUHbUvSELoTgvPNmcskls2huNtIu6DlVSwTl5cooH0xj1WazsXjxYm644QavkcKRkZGtIoFAIEQEVVVKtRMdbeW660Zw552/dQls1MHaa9YYC5MDB8AsmDQ3u9Ys6AqEJIIjgFkiKCtTisKiok/o1y+DkpKCgK4RGZkWIgJUX0pppDw2Z8R84IGlLTI11tfXs3TpUhepQE/04eFKRI+MdFVhdGeJwGqF9evfp7ZW1ecdORKOOca1zcMPP9vivOhoNb7NmUhraoJrrDY3N3P33Xdz8OBBr5HCbUF5eTl79+6lb9++lJSUUFpayrhx4+jTpw8REREOTyzVNj7eTq9eg+nXbwCffPIqX321mwkTfsmZZ47io4+UamjZMrj9djU+CwpgxAiJlJKwsDAaG7vWeygkERwBdDbHhgaIiFBGqjFjjmfRopb1CTwjjr59H6Wx0ah01F2hf7uOKu7f3zhWXOxZwiosdN2vJ3pNCO41DLorEWjvtmnTFgK9EUISaGyVlgjcVUPBJFXFxsZy991387e//a1dr7ts2TLGjx/PypUrWb58OdOnT2f58uVERkZyyimnYLHYnfmDUlKiWL16N8uWvcKHH77KqlV3UVKyi9hYWLRIuTJ/+y18rQKOueeeXzJiRDSbNn0MdH20dogIjgB2u3qAajWr/Bx//evf8YtfqPoEiYlJXs8NCwsHcmloUCvahobuTQRWq6sOWzt/REaqcoOeEBYW5qIeMksC0JII9P7uRgR6XPXvfyYAycnC6+qzubmZH3/8zvm/JgIdiVxVpfov2JKmdQSGDBnC2LFjSU1N5cQTTwRUugrAkfI6zLlw0VHsANOnz+LKK5cwYICq+NO7t6qZDSpvE4AQ4VgsFiorlUdSiAiOYqgasGpbG4y0SmPGjGz27q3muef+QUSEa2X6qKg4fvWrRwgLu8IZrVlf372JwGZTfaCrtw1wJCyPiYGcnBzi4lpKWDabjQULFnD99deTlZVFWFgYp56qXHVBEYFZLawlgmBazXYG3KOKk5M9RwVLKZk4MY0LLjiO8nJlrNGEER2tyEBKFfRnsQSP59C2bdv47rvv/JaVbC2uuuoqvvrqK373u99xyy238Npra4mOjubqq69m1apVLhlFExJUnzY1NXLxxVdw//05DBs23HmtIUPU39271d8FC55lzZoGpk1T9Q6s1q59/0NEcATQ1YkADh+2Of5+5TweGQlXXZXNBRfMdBqx0tIyueaaXCori7Hb1fLgwAFFBsHyYnUFdE4Wi0VNVNrglpgI2dnZjB492qMhsL6+nmeeecZpSN63r4CFC5UhWSec0+iuqiFFsnV88snHgJrQIyNbthNCMGzYGLKyhrF48TxmzJjAzp1fkJQEw4e7qoe6euIyY/HixRx33HF+y0q6o7XjYPz4KZSWlrFixQqGDx/uQgRJSXDPPQsYNSqOyy6bjBCqoJKG3t6zR73ncXHJNDS4imVdKRWEiKANOHgQZxCYxaImcas1HGjkmWdudraLjIT777+Xjz5S6ZbS0jJYtCiH007Lpn//YYSFqVJRJSXqOsHyYnUFbDZDbNb66/h4tcqqra1ly5YtLapPabjv14ZkIVwNcN2VCKxWlSnzX/9aBSjDr7uk1Lu36u+8vHV89NEuoqNj2bbtSw4ezGfECOWFZfYcCiaJICMjg+HDhzNixIhWnRfoxGuz2SgrKwfCiY1Vfp7apqdVmcnJMGnSOfTsmcp5580EXIP1evRQRNrUBPv2Gd/v7j3UVQgRQSuhjcMHDhiZGLVaCA6RmWkU91i1Ko/777+f2toapJTs31/IkiUL+PLLPKZOvZ4LL5wGKCLQZQC7K1SBD7U9cKCRLiIvL4+RI0e2+nrakGxWgXRvG0EU/furZGxmQzwotU98vCKDpCTFljfccCdvvbWBM86YSni46jttt9m5M7gWLrm5uezcubPdieDgwYOkp6cTERFBnz69OeOMIU61oj5XE0HPnnDRRZezeXMpc+YYhRbNrqRm9VB+/jf8+c+X8+ijdzmP+ymP3KEIEUEr0dRkhIRLqSYVHWI+cGAaDz+80tn2rruWtlitNjTUk5enAlX0C7l/v/FiBUO4eVdAlVFU25mZanJ64w0VP7BPL6E8wJvfuCcDc3e2EaSlDSMj42LAMxFopKYqKerss49n0qRTHdGzCjoZ56ZN/xs2LX9EkJSU5Bx7ycnJpKSkOseOnrTNRAAQHi5cXFjNpi0zETQ21vDFF6vYuPG/QVEC1C8RCCHChBAnCiGmCSHOFkL4z9b0Pwx31jZLBImJrlGs3spPHjyo9msViNaNQ/CI250Nm80QmQcNUivQpUtbxg8AhIeHI4QgMzOT6667roUhOS4ujpycloV+uqtqSDs1aJ93bYjXMBNBWJgqSKNrO5gxfLh6NnV1sH59cIzVpqYm7G24ESn9LwhiYmIoKCigrq6OoqIq3nrrc+fY0fOAXgRqtZm7N5Y5cttMBOnpY7jxxlf59a//xM6d6hlZrV3Xp16JQAgxRAiRC/wMPIyqL3w98B8hxCYhxFxP9YX/F9HcbAwad8cEMxHo1Mng2+0xLS2DsrId3HOPci/dt8+IOuxukxQY6jZdNGXIEDUJuccJaNjtdux2O/n5+Tz11FPk5ubS07Ek69WrF7m5uS3ST0D3JQKrFSoqKjl4UImb5hgCITx7EBUXF7N8+aO8+qoRZBYdDaedprb//e/gkAj++te/kpCQwEMPPdSq88yOHr6QkZFBXFwcVquqfmaWCKQ0iEBLBO5EYF6jDB6s+ruwECoqenLqqVcwfPgp1Ncb8TNdpRHwNZE/APwDGCKlPE9KeaWU8lIp5XHAJUAy8JvOuMmuRnOzIQJ6kghKS9X2l18+yV/+ch+gJh1Pbo+6YllGRi+gBtiN1Wqoh7pSTxgI2vPl16sfm02tMg8eVC+KJgJvRKr3Nztk6ZiYGA453DcmTJjgkQSg+9oI7HZ48MFbqK0VhIfbXNJ3REZ6Loyyf/9+7rlnMa+88oxzX3Q0nHqqknq/+soY912Jffv20dDQEFDRejN0JHug41mPGavV8JgyLwJ79aKFcwIoItD9GxMDEyaoc//4R3CUUAaMhWDQEYGUcpaU8lNPpSOllAellH+WUr7o6+JCiPOFEDuFED8LIVrkfhVCPCmE+Mbx2SWEqGrbz+hYNDeriaqmpqXoZrUaKg3Y4QgUUy9YdnY2ubm5ZGZmIoRgwABVlnLGjGyGDOnDE0/s4oQTVHHdwkL1PcFOBNXV7TeRNjYa3lfara53b0Oy8kSkcXFxnHPOOURERDhTDq9du9Z5/Mwzz/T6fd3VRmC3Q12dWrImJze6TFbesrAOGjSIW275PbNmLXBpm5ysVrZ2uzIadzWefPJJqqqqmD17dqvO0++xHsveQhByc3Md724UGzasw2YzPH0sFlpkHnUnViFcpYLrr4eTT1bzybJlh1m79i/U1lY6r9lVRBBQriEhxKlAlrm9lPIlP+eEA8uBc4FiYLMQYrWjPKW+xi2m9jcCJ7bm5jsLeuI4dMjzMU0Et912D7NnqyxeetLJzs52rlBLS41BlJAQxoABwxg8GL75RhHB0SIRHDrUsvpaW69VXa18sHWgTf/+RsF53W/uWUdTU1N57rnnqHZUBDnnnHPYs2cPJ510EosWLfL6fd1RNaRXvhdd9ARbt0J6epxLDIE3IujduzePP/4nCkwpszSB6MW3Vmd0NZLbkApVSwI6JXltreeSqBs3bgRU9uCGBrVs10Xoq6rUdaKjVZ9ERBh1McyLjbg445zISFi4EK65BsrLk3jxxYcZMWIyPXooo3zQEoEQ4mVgCPANoAUpCfgkAmA88LOUco/jOq8B04HvvbSfBdwTwD13OrQ13/0haRFRp04eP36g8yXxFLATHe3qNxwXB1r7oSUCfc1gTUdtt6vf0Nzctpq1drvhW61TI9fUuLqOhoUZbcxEqtHY2Mi6des49VRV/PtXv/oVv/rVr/x+d3clAjCn9xbOVWtsrPp4g57UdH9p0tBjXGeKPRrhLhE0NamPewD7vHnzyMoaRFRUf8aOPQUwpAdNhJoE9DtrrosBatFktapFj92u2o4cqRaAxxyTQ1xcMlareqeClgiAccBoTyoiPxgAFJn+LwYmeGoohMgEBgH/beV3dDh8JYNTRjg1gJKTDYOREJ6JwH3ivP32U9i/PwL4zEkE4HlABgt0X7TVVqCLn4PxMjY24lx5Zmb6r0YWExNDSUkJI0eOdEoK9913H0OHDqW8vJzp06d7PK872gi0RKDTS/TurcZhr16uHi2eUFBQwLZtxWRlHUNSUrKz9rMmAu2F1JXIzs7GarWSm5vbKsnATARa39/c3PK9O/740xg79jSPv9WcZ8gsTURF4VKCMjERRozAWaQGYPRoRQS9e891pqVpaAhCG4EJ24F+HXwfVwBvSik9Ti9CiAVCiC1CiC1lnTz6fPn2NjcbaqHGxi+ZPXsoe/f+5HWl7E4Oe/Zso7r6cyIirBw6pEgFgls9pF+gtgxYnaRPw0wmukSldh3VePrppxFCkG5ydcnLa1mfYP78+UyePJmZM2d6/f7uaCOw2yE/v4CPPloHKCLwpALxhDlz5jB9+mS2bzfSpmg1CBh5oboS77zzDm+88Uaraw2YiUCv8N3fO6tVqUG9TTn6fU1OVos/s0TgCebgsjFj1N8dO4x9XUkEXtdeQoh3USqgROB7IcSXgLOrpJSX+Ln2PmCg6f90xz5PuAL4nbcLSSlzgVyAcePGdWpX+Zo0zIbipqYt7N+/m+bmJp9EoAuoA1x11e0UFFTz/fdWCgsj2LkTjj++6zMR+oJ+gdri7+wejWre1ivWrCxXiaCoSAmVVtMy3lN8gT7uKTmdRndUDdlsUFJygPp6VZJMRwcHQgTHH3889fVNhIdHEBurJiozEbiV8u0SvPHGGxw+fJh48ywbADwRgft719wMu3fv5OqrpzFq1PE8/fRbLsfNRAAt06C7w+zYlJUFcXGSgwcFP/1UyrBhfbu0kL0vIfxPR3jtzcAwIcQgFAFcAfzavZEQYiSQAmw8wu/rEPgiArOh+Jhj0hg8+GrS0jJ86s5VhkK1fcst97J1K+TmKhuB1pP/r0oEul6whiYCi0W/VHnccMNSSksNw/D999/PtddeS62Rx8NrfIEQghof+ZG7IxHY7ZCVdQyxsdE0NLSOCJYtW0ZdnVoV9+ypxnpSkqFSqqxU48BLcHenYNq0aW06zxMRqLrORt9YLFBcvJeCgt0UFOxu8VuNWgTqr1ki0AKKecEUHW3YD1Tg3j727EnnsccKmDq1L9nZQSgRSCk/OZILSymtQogbgA+AcOB5KeUOIcT9wBYp5WpH0yuA19pgg+hQ1NcrLwlfq3MzEUyfPoNf/GIGiYm+jaiRkcZErwur66yOelVst7saVYMF5hV8W4nAfA39khQWgt2eByzgwAG1LNLlKIEWxuKMjAwKzO4spv2+0B1LVdrt0NgYT0OD+v26FnSgYysyUuV80tJs374q8hhwlmnsSiJoK8wLGvN4MNvnmpvh9NPP4667nuTEEydSXW3UegZDNeZOBEIoJxCbTWUNMCM+3ohJGj8+kT17oKZmPG+9pQL9pk5t398ZKALxGpoJPAL0AYTjI6WU3quuOCClXAOscdt3t9v/97bifjsNFRVqkPia8Mw2ggEDjJfFn0Sg8c47eXzwwWfAtcCJLrpIi8W7a19Xwby6aQ/VkNWq+ktJQkuBluUo58yZA7iSQU5ODgsWLHBRD3lLK2FGd5UItIGyVy9j8RHo5K1ceSUgnG6RusRlVRdH/ZSXl/PWW2+Rnp4ekGSgooPVtjdnBzMRWCxKypw3T2UU3rMnMCLQ0DWzzd+VkGD027RpyfToYeOLL8LZulWRRnOzqy2hsxDIuuBR4BIpZbKUMklKmRgICRzN0BOW9rjwhvJy5R8cGyt5883f8tRTd3mN1NQwE0Fu7mOsXft39ux5G1CippZAgmWyMv9+8+R/pBKBTuF74IBONudZ3WOz2fjNb37D/PnznfvcA/UyMzPJzc3liSeeICIigiVLlni8VnckApsN1q37HIDY2FpiYgJ3Tf7000/p168vF198EWBIVDqGpLq6a5Mk7t69m+uuu4777rsvoPZmraG3hYxZT+8uOVZXG+NXSvU/KInebCw2w31RaPbUioiAM84IZ+JE9X9JSdel7QiECEqllD90+J0EEQItdKRD7JOSGvjvf5/h2Wcf9OtbbzYknXTSqfTvn0VWlnqzDh0y1EbBMlmZ3WePhAh0plZdP1e77OXnw08/AXhX60gpWbVqlcu+7Oxs5s2bx9ixY51eQ/X19dhsNvZqY4sbuiMR2O2wefN2AMLCSp0SQSCIi4vj4MGD7HcEIeixq71k6uq6Vs2WkpLCNddcwyWXePdbMb/LdXXGs/dGBNqN1GJpuQhqajLigOrrXRPOeetTX0Sg0a+f+qKuJAJfXkPaD2+LEOJ14B1cvYb+r4Pvrcvgjwiqq9VLof2Ik5Ls2O1Z9OgR75cIzOLiSSdNYt26NXz44ULgT5SV5VBXl01iYvBMVtpeER5+ZESgSUBvm8t8KvVaDhERC7BaPbtOeDICP/HEE87oYpvNxssvv0xTUxPHHnusx2t0VxtB794q8K5//8RWSQTHHXcc+/bto7fDsKCJNCJCTWg1NWrxog3QnY3hw4eTm5vrs011tbL1aUcFi0Xdvy/VZn19ywlczwkNDcZv10SQmho4EUREwLHHqvsqLIT6+sM8+eQk4DtKSiRWa9cYXHxJBBc7Pkko5e1U076LOv7Wug7+iGD3bvj2WyOysl+/BJYv38uHH24P6CWLi1P2gSVLFlBSUoDy0i3Abl/Aq6+qervBMlnp9Lh6W6O1NgL9e8xqN71P2Uay6dNnitfzPRmCp0yZwgknnMCKFSv4+uuv2blzJ9nZ2SQnJxMREYEQgqysLGeB++4oEdhsEBenlPqZmX1aJRFERUWRlpZGpINBzdKsdpkMljQT3tDUpN5nvZLX0btaQvWEurqWTiJmSQBciaBPn8CJAJQNIC1Njce4uCRiYhqBcpqahDMCvLPhiwj+DdwmpZzr4TOvs26wI+FpVeuv8lJ9vTFIvvkmD8jis8/C+N3vVNH0QF6yhAT405+WOnOXmK7Oyy+rojXBMlm1l2pIi9o6P4tZItBG8ro65TYV4RZa7M0Q/NZbb7F161auvvpqtm3b5gwyAyUhgOF9lJeX1y2JwG43/N1TU11TIbQW5seijaZdGUtQXV1NSUmJ16L1Wg1ZU+OaKE6PY29++xaLkRtIQ3+FPufQIXXNsDDlWustGt6XzVDHFdx996cMG6YKGpgzknYmfBHBQGCVEOIzIcS9QogJwls5qKMU7l4P5vzi3qANROvX5/HllwsAtaIvKyvglluuJD091bkC9YboaNi/37NxtLKy0JkrPRgcas1523WeIWj9vWn9qs42qm0EOnpTCHj66af4wx/u4YEHHiDF4YoRHh7OOeec4zW1tIa3IjZg1DDujkSggh7VoO3dW82ArSGCtWvXctFFF7F8+XJnUjUwPGW6UiJYvnw5aWlp3H///R6Pmyd8PZGbicAUmtIC7hK5WTXU2GgQoHYX99Wn3tTFmghSUvqTlqY6ds8e79fpSPhKQ/2IlPJs4EJgGzAP+FoI8YoQYrYQom9n3WRHQGe+NNcg3bfP1bNAo7bWmAA1ebz++lLs9pYTT0VFhXMF6gvp6Z6No/HxGc7VSDAU/nAngv37FVm2VjXU2KhWWU1NrkSg3XR79oSJE8dx7733snjxYk466SRArexXr17t8ZpWq5WZM2cSFRXlMa7AjMLCwm5nI5AS6uqaKCpSs5YuUdkaIigvL+df//oX69apFBWaTLVE0JVEEBkZSZ8+feily4O5wezhoxcuZom/NZG85ujjykpjwZiU5D9lR1SUWvy51yowRxrrZ6Oz8HY2/HoNSSlrpJRvSymvlVKeiCpY0xv/2UeDGuZSczab0vd7WykePqx83e12YwCUl3te0YOxAvWFnJwcYmPd0yHEMXJkjpMIgmHC0pO23rZa1aqlNSSlV2FaraZL8pnLJ/bta2S7BLjqqqsYN24c0dHRXovXP/7447z99ttYAuiojIyMbicR2Gxw+HA9QqjalGlp6nVvDRFMmTKF1157jccffxww7AQ6wWJXEsGiRYsoLS3l97//vcfjnhYr2jalSDLw7zJnDS4tNeYBbSvx1afJyWqid48PSEhQqqVPP32JDRvuBYzsAp2NQOsRDAAyTe03Sykf77C76gRohq+tNSYnb9CGod271QBavz6PsLAw7Hbvs6G3NAgav/lNNlVV8MgjS9m/v5D4+Axqa3OIi8t2DtBgmLDcJQIdku9PhWaG7muzRFBZCUuXGqkldu1axKBBJfTs2ZO//OUvHtNPm5GXl+dVJeAObWPQ7r6d1a/mAKaugLLvpCClyvhqFFgP/Br9+/d3SfGdkKDO14vwYDYW+woac6/94SuS3z01SmOjoTlIckRU+epTPQbcA0SFUP1ZW1tAUdGbwL3BpxrSEEI8AmwA7gQWOT63dfB9dTj0IJDSf24f/dArKhQJPPvsAp8kAP7THQBccUU269fns2ePnZtvzgeyqagwdJfBQgQ2m2F404vv1tyb2dCmSXfDBkWsVVUqtYTVqsJfDx065FSt5eXlkZWVRVhYmIv3D/gubG9GRkaGs4ZxZ0sEZmmqK2COKk5JUROREEeWuiQuTpGADioLhsRz3uBNfantVOZsuL5+hyd1sd7nLarYEzwZjvv2hTlzZvHYY8sQQrJvX9cknQxkvTIDGCGlDOJUaK2DDg4JBA0NrhPH668vpbnZt3IxkHQHoHSHxx2XTmVlBXfcsR0Y4vRG8OXe1pkw1xU2SwetuTdd9EOf09BgpJ2OjFyKxdIytcRNN91ETU2Nsy6xe+4hX4XtpZSEhYUhpWTNmjWMceT87WwbgSbO9ioyVF2tJpKkAOP67XYj6LFHD6WjbgsJfP/996xatYphw4bx61+rvJHBQARz585lx44dPPPMM4wdO7bFcV91RMwFaaKilISbkNCyUE9jo2cDrpaIW0MEQigyNjs59eoFvXoNpWfPoSQmqutWVBg2g85CIMNiD+AlserRidZk93RfDfiyDZjTHfjzcgE1ACsqymhqasRu/xFQHjRSdm21IjPcC3h4iinwBf3SmfWxTU3GStVi8dyfFRUVThLQMNte/BW2z83NZd26dQwbNsx5rLMlAveEZkeKqio1PgI11Nts8K9/KSNvTc23fr1bvGHHjh3ce++95OTkYHd8uU5e15VEsH37djZv3uySotwMX/1kJgJQ77knm8HOnZ7Hi5kIWtOn3vKHRUcb3kVdkX3YV2TxX1GRTvXAN0KIdbhGFi/s+NvrGJgNP/7gTgSpqRmUl7f0UBkwIJNvvsl3ZhINBNHR8MADzxAVFcXo0ZOcOd/r6tSqIRiIwJwq2jypafdWfw7Fei6vr4cvvlCfRx81Mq0qLynfHj9maEnAX+I5c24ijc4mArMqrT2upceDucqbv3PKytRJcXGHvebD8Yfpsf7+PQAAIABJREFU06cza9Ys7rzzTmcBGD3OPdXx7iy8+uqrlJeXM3r0aI/HfS1WzESg7V51dbi8v/X13ucKPS/4Si/hCZ6IoLg4nw8/XI3NNhdIDDjFTXvCl0SwBfgKWA38Efjc8b/+HLUIxG3sp5+USKjjBjR+9ascoqJcvX2io+O47bacVr9kYWHw61/PZcaMbFJTezgHYWmpGqDBQAR6VeVuUNd2A3/Q59TUwGuvwcaNsH69obI444yW/RkXF+fVJVCv+L0lnvMliQWLRPD4448THR3NJZdcQkWAS2rzpBaoDtluh/T0swEYP16pTtpivI6KiuKVV15xmXC1RNCVRDB06FAmTpxIgpeam4EQgSYAaCkRmOMMamrgxRcNL7dA8gx5grbTmF1Hd+/eyR//eBMNDeriXSER+CKCauB9KeWLnj6ddYPtBT1p+fMQAjWAKiqUS6n7Szd5cjazZy8D4gFBdHQmv/99LjNmZLdJ/6pXCNHRRiH7/PzgJALzpNZaIigqMqSA/HzjhZo8OZvrrzfyxQwYMIDc3FyWLVvWotqYu+0lOzub/Px87HY7+fn5LiTw1ltvMX78eGbPnu3c11U2And8/PHHNDc38+6777Jt27aAr6UR6ETR1AQVFUpkGzhQ9aW36lmBQkrJ3r17ncnTurKqlj/4Ug1pkmhqMlb37kRg1gZ88AGsXQtvq0TBAeUZ8oTwcFV3wEwgAwcOYvbsG0hKSnDeU2fD19R1JbBVCPGTEOJFR93gYzrrxtoTdruxcgnEd9hdCnDHWWfNY/r0UsDOeeflc/HFagJqi9j96qsruOKKM1mx4gGystS+/PzgUA3picxq9SwRBKKrtlrVZGGuzVpUZLgdpqTAlCmzSEnpRUJCAnv27HG6jrZ2xW/Gtm3b2Lx5M2vWGOUwukIi8BQh/uyzzzJp0iQuvPBCepgT3PtAayWCxkYoKipl82ZFNLpA+pG4s0opGTt2LIMHD+bQoWLnvXTFOLXb7SxevJgHH3zQa5tAVUN65W+zuRpyzUSg4xW1C7kmgt69W//e6/Z6ETh48HDuu++v9HFY4LtCNeSrQtmlAEKILOBUx+daIUQGKo7gws64wfZAc7N6qPHxga1g/BXcCAsLo7FRRYckJxsRg22RCD788F2++OITamqqufTSO4HgkQi0l5DdriYQ8wTqr1aDhtWqXrTvvzf2qapM6oVISoK4uDC2by9vkcXSXyyBL0ybNo2NGzcyadIk576usBHo7zOvxPv168f69etbdS33gj7+KthVVcGqVc/T3KxiAGJiKoBeRyQRaEIuKiqioGAXYWHpzjFypJJGa1FbW8ujjz5KQkKC1/oTgRqLzX1bW2tkKzVPyNpJrahIbdfWKi+jthCBRnS063yk55GgMhZrSCnzhRAxQKzjo7f9QghxPrAMVapyhZTyYQ9tLgfuRRmmt0kpW9Q1PlKYk5sF4u3iTyIAgyx69DAMd20ZEDNmXMLBg5Wcfvp5jBih9hUUKMmlq4hAB0LpNBAWiyLRtqiGLBY16f9gqmih6g8oaSA52aju1p74+eef+emnn1i3bh0vvPACOTk5JCcrUulMiQBUHxzp73Mft74Mxo2NsHPnbq644hqWLUukuRmyspSf45EGuK1YsYKUlBRstnBn2dWmps4ngvDwcJ/SgL+FinkMmLerqpS6xywN1NcbmYalhHffVdtjxtCqbK7u0BKBzWajoqIIuz0VSAguiUAIsQQ4BZVOYiewCfgbsEBK6Xc6FUKEA8uBc4FiYLMQYrWU8ntTm2HAH4BJUspKIUSfI/kx3qCJIBASaGz0z8hff/0eX33VG5hAjx6G21dbJIL586/m/POvxmpVrmq9eyvCKiyECRNaf732QGOjWu2YI4mh9aohTRbFxSqPU1SU4YYK6oUbPRqktBMZ2X4FmvPy8lw8inQMwg03AGR3qo0AXAl05cqV/PDDD1x55ZUMHjyYoqIiRo0a5fda7mO3uVkRgU57EhNjrChra+GyyyZTVnYQUCempoa5JI1rK1IdHg1SqufZ1NQ1AVDx8fHccccfvP4ec01i3aapyZh8vS0GystVGzOJ6JgXjY0b1d8xY44sm6u+l+bmaiZMGERExD+BS4LORjAbSAPWAnnAK1LKrYGQgAPjgZ+llHuklM3Aa8B0tzbXAMullJUAUsqDrbr7AOGtYw96+Dbt3+4N33wDTz01CatVzdK9exsD7UgHRHQ0DBqktvPzW+fm2p7QE7+2Eej++/lnePJJJbEEohrSMQTaHjpsmKt7Xp8+qu9WrVpJSorw6inUWniKOq6vr+eFFzo3xbfZ3VPj9ddf57HHHmPr1q0kJiYyduxYp2++L7gTQU2NGqtFRWoVa/Zwqa+XpKT0IjExC1DSXExM+6a7CAszpICumLjAt5pX95fZq8n8bvsaA/v2GY4NYNgH9HuqH9exxxqFptoCXd+8b984MjIyiYtTDyio3EellCNRq/ktwJnA20KIL4UQzwoh5gZw7QFAken/Ysc+M4YDw4UQG4QQmxyqpHaFNxc+i0Xpqs3ee/n5hlujN7z1FtTVpRAR0UBW1nfOiRvaJhE0Njbyr3+9wcsvP+WQLFSNg6eeCmPKlCy/WUw7AlolpIlAD8z334cvv4Q//zkw1ZUOJNu5U/0/ciT062cc1wbMykr1EGQ76cK8RR2XlRU676szUFur+rKhwZiY5s2bx2OPPcYFF1xAZmYmgwcPplJXQfcBdyKwWl3tSPX1aruxEex2wQcfbOett1Qqy/h4NeG0l/pm0aJFDBw4ACnVTNwVRFBRUcEnn3zOTz95Ts6jJ2v9Pkup3nVP0q2v88GwD5xyirGvVy8YOFBtH0nkeHw89OwZw86d+Zx3njK7Bp2NQEp5CHhPCLEWOAk4HbgWlZJ6ZTt9/zAU0aQDnwohjpVSuphrhRALgAUQWA4fM7yJrfrd27tXvUTmQeINZWVqVRwdDc88E0tMzLFOcbytg+HQoUPMnasMekIk8/XXC1AxfFBS4ppWobOgU3Bo1ZAemHp1deAArFwJF/pxF9BqJZ1ad+hQ12R1mggWLLiNxYsXUFPTikx2PpCRkeExLXWfPhmUlnYeEVgsigR69FCkkJwMl19+ufP43r17CbTEh80Gu3bB4MGeV/a6VoR5DOsxnpCgzmkviaC+vp79+/eTktIMxHXJxPXpp58yc+ZMpk2bznvvvUNjo5LwdXI9TZw1NeqjF4QNDUo6Ki9X7/4JJ/hXl5mJYNMm1cfHHGPkDjqS3E3mpHVa4ggq1ZAQ4hIhxMNCiM+Ag8CfgF7A74F+3s4zYR+quI1GumOfGcXAaimlRUq5F9iFIgYXSClzpZTjpJTjdP3UQOGPCFThDu8kYLXCX/4Cb7yhomJBDR5NAHqV1dbB0K9fP2JjY0lMTGb58j+0qNkbSErr9oZOxqVTSuiVp3nh+sEHamLyBe0xpFPrDhniKhFoL6GoqDBSUnq0muS9IScnx2MMwvXXqxiEzrIRWCwG8WnVTV2dodJoTZ0nXcDHbHR3h/na4Fo8BdpPIliyZAn5+fn06qVmsa6wESQkJHDSSRMZOlQFuVVVqXFbV6dUQDpiWEsCehFTX6/G9QsvqAh3f2PYblfqN4CsLLWYAaUWOhL7gIYeAhERhq0xqFRDwFVAGXA70E9KeZqU8g4p5T+llGUBXHszMEwIMUgIEQVcgYpSNuMdlDSAECIVpSpq10SsngapzebfRVRj61ZlHHr7bSOYpGfPDTz33PVs3vxP58Nr64AICwujvr6enJzlHDhQ5LGNv5TW7Q2zRKAnzaYmo890MJGfWjBYrepFa25Wq//ERKipUaovCOPxx1V5z/b2OPEWg3DRRZ3rNaTqAahtiwWKiurJy3uH//xnk9dzLBalzjCrJsxJEnUqb0+oq1O/bfXqV5kyZSRvOwasXnW2l0QwYMAAMjMziYlR00dXrGDPPfdcVq/eyK23Pkhjo+vkabUqKUCP3UOHjEWMTiKp41j8vVplZYZUl5QEc+ZAdraSDvwVpGkNpk27kDfffBoIMolASjnTUXOgh8PY64QQ4jp/F5ZSWoEbgA+AH4A3pJQ7hBD3CyEucTT7AKgQQnwPfAQsklK2axorT6u/6urAXTM//dTYrq9X4tvu3ffyn/88zfvv//mIJYK8vDxSU1NZuPBKr23aa6UcKNwlgvXr8zj77Czy88OALOLilN3CH5laLEYg2ZAhsGVLHmvWGOU9KyoKWLJkAbNmnc/AgQO5/fbb2+036Kjj5uZmNm3a5JKGurMkguZmw04AsGtXIdde+wtuvnkOdXWwbt06Ro0axdVXXw2ovt6/X008ZkcB9whlXyUWQeWu2bNnp/P56OIp7U24XanKANUvdrv3mgjm6oP6HuvrDUkV/NsEv/xS/R0+XP1NT4eLLlLve3tIBBpFRUUcPqxupiucRAKZvu4SQpyt/xFC3E5L7x+PkFKukVIOl1IOkVLmOPbdLaVc7diWUspbpZSjpZTHSilfa8uP8AVPLqOB5kc5fFhJBGFhhivnSSfB4MHHkJqaybBhE50SQVtWW9rN0Ve+mUBTWrcXdFk/Xafhv/9V9RdKStTkDQWUly8A8rwSga4jkJERxooVWUAeQ4bAP/7RMoV3Q0M9GzZ8RHFxccDpFgLFX//6VyIjI53umXoi7KwaAWY9NUB4eARTplzMxIlnUlkJVVXh/Pjjj+zcqfQTVVXGAsUcAW/O+up+zBNmz76BDz/cwdCh6rVNTlYTVntVHK+srOSmm25i3z51312hGpJSugTseYInwtcSgSaCgwcVmbz2Gnz7rft3GAvByZNbXisy8sjsA2b83//9H7/97Y1AEBqLHbgEZTBeBJwPjCRAIggGuA8Sc7oJb7BYlAfRN9+ol/CEE+CGGxQZjBkDSUlPMmfOkwBHRAS+Cq5rPP104GkV2gPuKglPk7eq1byU6uqW9+Xuw9/UVAAsoK4ODh70LIdbLBYWLlzI2Wef7fF4W9HfkdRdpynuTInAXE/i8GGlWsjKGsqKFasd9wSjRp3M2rXfMXBgmlN60NA1KYQwvLg0/EkECQmJDBs2+v/ZO/PwJqu0jf9O0qZtutJS6EIXloICIiAiKuKGCoiACipExRGnOjjuMAqdQUXrfCgqOqhY95GIKKIICiI6orggIPsuUPZ9K3SjSc73x+lpkjZpC03Shd7XlSvbu+XkvOfZ76dMEMXE+E5zBQgKCuLVV19FiP5A21pZuIYOHcqCBd/zwgvvc+WVnrMWPAkIKZXA1cJ0/35YswZmzYKlS2HiROe227apGoLISOjSpeKxjEbfCYKMjAySS3Mq61qMAAAp5SGUMHgNVVcwuLyrqK7C4YDPP7dy6aXptGploGfPdD76yFplIdRHH8G4cTBzpnrfq5daRC6+uGJTEK1lnonZXZXv32RK5rbbAicEwF0Q2O2V9V/Y4dEi8CzcCvjppyySkrz3EHjllVcYONC3+sWAAQM4ceIEJ0pV8kALAj2W3hQPszmcdu06YjbHuuWt6/31MNrt7lr3yZPVc23qCvnT5cyvCpGRkUyaNIlOnVSgtjYEwe7duzl8+CBhYeFet/H2P7uO9f79zmSGPXvcF2FtDVx6qWdFz5euIXBWitcpQSCEOCGEyBNC5AF/ogK5QwD9WZ3Hhx9aGTs2kz17tiOlZPfu7Tz7bCaLFnnPzXc44Jdf1OtmzZQFcMEF7tvs37+NI0f2IKWtbCKciUVQue/fTFLShIDTTLgKAptN9QvwjFSPLfy8CbdDh3YwalQ2wcEmt8/96foymUxuFMWB5BrSLT5B3diqN/Ypr8Vjnj7Oy3Mex3VR06mi3vD882OYMCGL/fuV9IiL833v5Iceeoj0dKXC1oYgWLDgB377bTddungvv/cmCFzjAsXFTpeQlM7gsc3mXAd69fJ8HF+6hqZPn86cOdPKrinQqCxYHCmljHJ5hEopI/TngbzIM8W//pVFYaG7dlpcXMD06d7TMTduVDdg8+aqcOqf/3S6fzTGju3C/fcnM3/+q2WfncmN5inNEcBsjgNyKCmxBFwQuJ7v+HHIz88G3K8xKMgMZHtsYO9NuCUkpDJokIWnn36NoCA1oEajkZycHNauXcvIkSPZqCvP/IRA0lBL6R6LOHQIpkyZQJs2Qbz88jNln7/33is8/vgI9uypmDFWXOzUUstfc3n3kKsgmTr1daZMeY6TJ1VQIDbWt5qrhpMiwffHrhpGmjdPIiQk1OsW3v7n8vPWNSU3N1c9r1mjYjvJyZSxApdHUJDvBME333zD//43B6h7FkF6ZTsKhRa+viBfYtcub20QvbtklixRzxde6D24ZjCou6pJE0WJcKYcLuXTHJOT03j55am8+eYhwMLBg9VvS+grOBzOiahK8i1ADhCL6r+QytVX5wAWj4LAk3AzGs2MHq20/qFD72HMmLcASEtLx2KxMGnSJN544w0W60INH+L8888nOjqaH374IeAWwcaNzrTFw4dVYFxKSUmJky1u7tzP+OSTd9mxY4vH4+iivN9+g6++cs4H17E/eNDZ30FKyYMPTmTIkPEUFqof7GvXEMCmTZvYu1dleteGBltdCnRPKC9EXZUf7SbS1sAll3i/t32ZPnrLLbdwxx23AXXMIgBeEEJ8JoS4UwjRQQjRTAiRKoS4SgjxDPAzUDVbVi0iOdmzdhoX5/lzKd0FgTe89dZhpk2T9Os3HKhZWp5rc5U//shl0CALkycPBA5x6lTV3Ee+hsPhLERy+lItwK+Ag0su+ZkuXVTcwpNryGKxMGVKDsnJaYAA0rj22hxuvNEZ6xg4cBgrVpSwbt2fAHTr1o20tLRqka+dLrZu3UpeXh5r1qwpEwSByBravx8efBBGjlQLT0kJ3Hjjv5k6tYRevR4sW3zuuutBsrPfJD3dvY7yxIk8Jkx4gk2bVP7ta6/B1Knw00/q+0OHlBujuFhpsa6JZ61bX8NNN/2L/Hy1gp1u85Tq4MMPP+Snn+YDgV+4Nm7cyJAhA3ntNe/so+DdUvEUbNdzIzdX7bd0qXrvSivhGh8UwreuoT59+nDLLTcAdcwikFIOAf4FtEMFin8CZgH3oNhIr5JSfhuIizxTZGVlExrqrp2aTGZuvVW5NX780b0Sc9s2dYPFxDgrCCtDTTKGPEELlIMHt6Hr6rSGEig4HOpGKS4un2OtEqlbtmyBVvg9CQKAadM+pnv3XoSEvALA3Ll30LOnKh57+OHbuffeK5k8OYu2bdMxGAzs2LGD7OxsLqxM+p4hJkyYwIsvvsiAAQMCahHs2uXUWqdOVc9HjqgUUjCVBZB79hzMsGGZJCQkI6US/Nu3Q07OC0yZMoEBA7qVVceCSmTQc3bPHuXfttth9eqVLFz4PbfddhUPPNCFo0f3l2XGxMT4PkZwwQUX0Lq1Ig4ItGvozz//5KuvvuT333+sdDtvriEtCFz7B19wgVrcd+5UQqCwUBFAliaeAZRl9YASCgaDbwVsbdZlVMU1tA4ILL+BDzFokIWjRyE7+wHy849iNsfwl79MpmdPC//+t7qJoqNh2DAl+d99V+3XvXv1JH1NMoY8Qd+sDz44gUmTmpCbWzuCwGZT8QFPhTpRUc7sBk/57Dabjblz55S+mwGoqObu3ap4zOGQFBcXsnLlYmw2dadqmmjwPafSyJEjy17rGywQMQJX183ChdCjh0pD1ti3T43v0aNw/vlqTA8dclZr9+hxA7/++j0XXngZx465p6J+9hnccYd6r62b2bNf4OefVRJEamonNm9eTklJH4KDFR2Kry2CQYMG8fPPKt0y0AtXt27d+O9/P0MI76HK8jEaV2hB0LIlbNigXp9zjhICe/aA5nm85BLnPgaDmvuqOl652/TnvsDevXtZt24v0LVuWQQNAXY7XHGFhfR0lQScnHwuPXta2LnTmSlw/Di88YaV4cPT2bLFgMGQTkpKZVlFDu66K4IRI5oghHt+ek2hBco11/SlUyflKtDBq0DBVRB4oumOjqbMIvBkYhcUFNC7dz+MxhC0ENAoLCwgODgIkymkTAi47udvTqVAWgTl4ydffw1TptzNiy8O4tChHZw4oYTAiROHmTnza3799Qc33vukpO7MmPEzjz/+f2XuQS2A//e/ij7y+Pg0UlPb849/fEF8fHpZHCIiwveaq0ZtabDNmzenf/+buOSS3l63qcxK0fO2VSvnZ2lp6gHKcmvWDC6/3Pl9RISyGHSVdpMm6r2vivRmzZrFww8rwoZGQeBj2GwwZEhbNm/+jdTUTvTooZgfv/lGfd+7N1x9tRXIREpVOetwbOfDD72nmJ48eYTi4nwKCo6V8Yf72iIIDVUTEWrHIrDblSDwVPD8/ff/rGAR6EpiIQSxsbEsWPA1drvn1SE//yQlJZ7vUn9wKs2ZM4dBgwYxbty4Mu3NNcffX9CCoFMntRCvWwcrVy5h6dJZSOk8+bZtf/DPf17PhAlPuy2oR444g5h79qjn9HTl7y8sdBKhadx6azYTJqylS5eBjBo1i5QUtYpFRvpOay0Po1FJ1NoKFu/Z47TuNK+TvhabTVldP/9cseZCC4LUVCVcg4OVEDjnHPV5q1bw9NNOsj5wvtYdCWvSmcwTUlNTueCC84A66Bqqz3A44MSJE+zerfoiZmV9R1RU07LYAECzZlY+/ng4uouTxqlTKsW0Z8+KborQ0AgyM9+mpORkGQOprywCnX30449z+f77pcC/qk2H4StoXhspPVsEO3d+T5s26joLC+H9963cf7+zktheRSQ2NTW1lPG1ImOdPziV5syZw6xZs1i+fDnjx48v671ss1VMC/YldDFXfLzqwrZmDVx++QxWr45kwoQEnn1WC/yWnHfeNaSnd3Pb/4037sNm28Po0U+zZ895QBAxMUoTPXRIkflpDdYT9GIXGen7+AAoy/iZZ7KACRQV2VHdaAODTz75hIMHi0lI6EthYVNatVIunhMn1Lzs3FnN4f/+V1HEhIRA164wbx60a+dUYCIj4fHH1Vwwm+Gqq1RMoF27inNDCwLdpxh8K2D79etH69b9OOecOioIhBAzgXeAudJVlanjsNlACAODB/+LXbs2ERWlWmP9+KOaJKmpVmbMyMTh8LxweUsxNZlCGTBgBBkZarL4ov2fK4KC4LfffmDr1hVA4AmoNHUvOFMfo6KUtmUw2HjkkbGkpKgbJz8f/vnPqmkyNEJDQ7ngggtISGjNe++95lbj4a/CsquuusqtiX1wsPqNJSX+FQTaIggLUxloa9bAd9+1K1ugly1TFasJCW0YO1Zl3+zatY5jx/bSsePVrFv3P/bu3cTChbMZPPhPoDXR0YrG+5dfVN/na65Rxzp2bD9mczQmkzOnXi92UVH+cQsZDAYiI03k5cGJE6eoZhtzn+DZZ59l9erV/Oc/yygpaUp+vtOdIqWKszRp4lRkli5V//mHH6q4gB6PiAgnmRyoe++88zyf06UusYxK3deWVp3sR+CC14FhwObS/gTt/HxNPoHVauXaazswY8azrF79K//4x4t88cULZel3R49W5NBxhbcUU1AZRTWln/aG4GC48MLLaNFCZWRUc431GUpKFNvoAw+ks3OnAILIyxNAOmFh07n22v6AM06wZ0/13DlNmjShX79+zJw5k2nT3uG11yrSRPuDU+mWW25h5cqVvP7660Dg4gTaIggLg26lyr5rTEXnqWtIKRk3rgfZ2b05cmQ3998/tazwbt8+pazExDgXLlce/fff/zt33x3JkiVflH2mz+UvQQDwf/83HgAhAicEAG6++WYGDryN2FhlEpX3qR85otyamgJl+XIVsAeVzaWFtOviXhnMZnerSgsAX4+r9jDUyRiBlHKBlNICdAVygQVCiF+EEH8RQviY2NY3sFqVu2LPHuX3z8/fwc6d45g+fS07dqgJcOKE9wVMp5h6wq5di7j77t4888wjgO/NbpMJrr66P+PGvQ0EflLMmKHYRg8d0q4bbTFtp6Agk7lzVewkvJTiJT6+cndOUFA48fEJPP/881xxxRXExcVx7rntueMOC6+//joJCQmYTCa/Eevp+IXBYCA9PR27XV1/IAVBbCy0aqWc2cnJhxBC9XHesAH+/W9YsUJSUHCc5GTF3XPwYC6tW1/IW28d4eOP7ZhMavWPiVF+7ZAQldqrF7oTJw7jcDho3rx12fm1RaCZR/2BkBBlCgc6ffTJJ5/ktdemERbmvcf1gQPOMcjLUwSSoBQdbSlUVxC4xgpc4UuLYOXKlbRpUzvpuFDNYLEQIg7VqOYeYDnwCkow1Mk6gqysitQSqv3jD4BKFW3a1PMCZjAY+etfc9ziA3FxzoVv+/aF/PLLd8yc+SHg+5tMWxp68gVaELz4ondLScoCxo79K+Acj1tv9UyToWBm3Lg3Wbt2L2FhYbz44oscOXKEXbt2Mn26laioKPbu3cvmzZsRQpCe7tsezZoJdft2xTW1fbsSZmD1uyDQNRY6sH7llZsBKwbD7bRvr4Kbzz6rstcmTcrlnnuaEB7+MUlJDtasuZS8PAgNDUdKQ1nVsNlchNHorHHZrMJfXHvt9wwcWExSUoey8/uzhkCjNl0ZOrvNG7Qgrgzh3vnq3FCeaFLDl4LAZDKRn6+yM+qka0gI8TmqmMwM3CClHCClnC6lfACopkwNLLxnn6jPe/VSC5jJVLHY7OqrM5k+PYuhQw088EA6y5ZZadNGZRTExUHXrl3o2vUSrr5auUh8fZMFBytysk2bfgACLwj27avc1VNUVMiRI4fKtKkuXSz85z85BAUp49BQdnekERmZw7BhFmbNcl+Qd+xQdQPlF31dT+ArYeCNCRWy/F5L4BojMBigY0cTffr8Ts+eV5ZVq+q4enFxS+Ljp7ByZTp79ghmzIAnntjHsmVfAU7Nf8qUvuzfv7XMPbR+vVrw33gDvvgiiA0bDGXb64Yq/qgq1viFbj+zAAAgAElEQVTuu68B+PPPwHXQy8vLY8uWLZw8WVBphbgeM9f707VNqtlc/XHxZhH4clzbtm3LkSOqlF+3hg0kqiPTXi1tHPNvKaUb4YGUspu3nWoT3rNPUklJUd2yeva08Ne/5tC0qfJTR0TEYbfbWbBgSqlbRHLo0HYmT85k1izVTjEjA668sh+fffYzEye+D/gnRnDgwF6efFLxjgRSEEgJsbGVu3qCg4MpLi4quzlOnoQbbrCU9d997bUZPPKIBHJp396C0Qjjx4+tsCAXFBTw1ltvVTi+L+sJKlMIAmURNGmilIiEhDYMH/4KAwY8zkUXKZdNRgb06aO2O3jwXkA1QAkLK+bo0QQ++ugjnn++P3v3KvU2LCyP9967n/PPV/v8+CPMnevUIBcvVgJo/HiVWpmSoo7vL0Fw4oTSYI8fD9wknTdvHm3atOGRR+6sdDstCDp0UKnYTZrAgAHO7yMi3CuLvSEkxHtSgS8tAqPRSJMmUQHvoqdRnZ/SRAhxU7nH1UKIZn6/ujNEdnY2YWHu2n5wsJlbb32W0aOLyrJ8eva08J//5PLRRw7uvHMSdnsxspwoLioqYOJE7wuTP8zuFi0Sy3K0CwsDpxo4HNCmTUW2UScEJSUlDBnSk6NHldZ+4oTSSseNm8SIEY8SH39xmcuiTRtVabxzp+cF2Vuqqa/qCbwrBAZmzvSdC8oTdLC2fXvlWnBddCIiYPJkeOopuP56Z9ZZWJiDvLzbgOkAREc/xPLl32CzRSOEJD09mptvfpJ27dRx8/NVlbHG0qXq/d69KrX0n//0D+GcxvXXq4KuhIR0/5zAA6SUpKWlkZBQSe4sTkEQGwvZ2TBhgjttTHh49VxD3txC4N8ivUB7AqojCEYAb6OYxyzAW8DjwM9CiDsq21EI0UcIsVEI8acQ4gkP398lhDgohFhR+rjnDH5DBQwdauG555S2r4nPkpLaM336HbzxRp+y7bZuXcp//jOMWbP+j/PP7+P1eK6ZMatWLWXu3M/Ytk2tdv4QBBERJtatU/wOxcU+zE2tAg4HREVptlF1owmhZ7tAtapUNQArVihfu9Z8b7/9b9x774uUlCSU0SSccw58/fV0r+czermTfFVP4I3mG+xkZfnOBeUJWhDExJSe0b6fAwe2cepUQVnascGgXDe638W11xazatV0bDZFTnTw4IVkZiq6juhomDHjezp37gHALbe4nm07ERF5HDsG8+crwTJypFrEfEmVXB7p6YqIR0o/5uGWw6233srmzbk8+uiLlW7n2pQnIkK5dxIT3VNHXYPF3sJclQkCX4/rnXfeyalTyqcY6DhBdX5KMHCulPJmKeXNQHvUinARSiB4hFAryGtA39J9hgoh2nvYdLqUsnPp4+3T/gUeYLOpdnrXXDMDcNCuXS5BpSv2+vULeeCBdBYtsrJixTx++WUac+a8QFRU01LBURG6s9YXX1gZPLgnI0cOpm/fTsyaZfWLVmAyOZkNdfFTIOBwaE3KgkoQk9x7r41mzdLQQkDDble+dteCtwMHnHncoMzyF17wbE0JIcjMzKywUPuynkDTfHsSOEVF/qO00MR94NQ6v/xyIg891Iqff/4PsbHu299zD/ztbzBkSBiPPfYFTz/9ArGxkkOHBMeOqcYrxcXbkFKWVZy3a0eZi6h3b8FFFzlv5R49VHYR+L7OxRW1FSyuKlAMTotAU0KAGgtNHFdeEHhr5xlIQTBz5kxKSpQgqIsWQQsppSsP5QEgRUp5BKjMk9Ud+FNKubW0teXHBKjXsc0GY8fey7RpKtgWFmZl505nY/RDh7bz1luZ5OXtJynpHNq1uwyALl36oTRfJ8LCzIwalc0XX6huZyUlatYXFxcxZox/tMrgYHXzat9koIrKPvrIyvLl6ahpkQ5YadYMDh705qrZzooVVrZt28xf/zqIN998nGPHlJ86PFwV7+ze7XlfKSWvv/66Wz8Gf9QTWCwWr13B/EFpAer/0lk7erGJjY0gPj6NVq0SyqwEjeholcBgNEK3bgMxmUx07KhU2vnzVRDeZDqGEIJ16+bzwQcP8+efixk5EjIzYfjwVHr1UicSAgYPdh7bn0VzBQVqtd21a38VW/oWdnv1BUH5sU5RGZpERjozukC9Lu8qatas8jiCr5XA999/n/h4dcF10SL4QQgxRwgxXAgxHEVF/YMQIhzw0LW2DMmAKyPKrtLPyuNmIcQqIcQMIUSKpwMJITKFEEuFEEsP6ly6SvDRR1YKCk4CTwPpbNjwEKdOua+mp04VsGzZbN56az1PPPEFixZZ+f77dyiv+d5003AGDbIwcWLFlNTCQv9olSYT9OiRTFGRSngORFGZrr2w2VSgHFTT+T17rCQkeHfVLF2ayVtvTWTBgll8881/yqwBzePSooXnfdNK+RFc+zHk5ub6pZ7Am6vJH5QWoAShFt5ms5pPDz/8JAsW5HLrrcPLKIy94c03R/Djjz0BybFjanXSJIQ//fQ18+a9wurVC4iKgiuvVJpuRgbcdBOMGAFJSeo4RqP/4gOgrUI4cKCyZcC36N27Nxdf3IXcXM+NfDS8CYJ2peWwSUnujWXMZnf3UFhYxc5krpaVyeR7i2Dw4ME0aaIEel0UBPcD7wGdSx//Be6XUuZLKa+s4flnA+lSyk6omoQPPG0kpcyRUnaTUnaL10QfXmC1WnnwwczSQKRa0IqKPLCnoWgk2rdXWUTTp2dht1es5Pjuuy8B7xW0/tAqjUYoKMhHs3cGwiJ46KGHPNZezJmTxWOPVUy11XA4Cpg//wtatz6fc87pVSYI0tOVNvXMMxX99P7sU+wJnmIFISH+uQYpnfTdISE2Bg++mKVLfwacbgaDwemycGXABNi+fSWbN/8KrKVHD2fDh9RUlaZ17bU3MmLEs3Tu3Jfduzfw9tv3sWiRFSFgyBC4+mrnsfwZHwBITFQ+rujo5v47STmsWrWKVatWEBzsLaFBQccIyguCq65ShHI6g0hX85a3CFq2rDh2mnoaql+DcLqoreriSkOdpX7+BaUL/meVbesBuwFXDb9F6WdlkFK6rtBvA8+f5jkqwHMxmWfExyeybt0KUlPbeOUW2r9fUT8mJaUGjCgN4KOPviEzsxl79/pfEFitVg57ohoF9u/fwc03W9i1CyZNut3jNkeOHOTNN/dTUgIvvaQ+05rXnXdaCApS/8uOHTtITU0lOzvbb5XEnqDPlZWVxfbtO4BURo/2zzUUFjrjA1IeY8WKxfz22wK6dbvUbbsmTdRi0qwZbv/x7t1/AHDppRZuvz2KFSvUoqBjAz16XE7btpezaRP89NNUvvvuTU6ePOyRINHfgiAqSq1aYWExVWzpO6xYsYING/ZiszUjN1exi+bmKu0+JEQ9LrvMu0VgNCqaDr3ghoYqV5PB4FzcQ0IqxgYMBuVOKixUD681lDXAli1byMuLAJoH3CKoqjGNXQjhEEJESymrUavnhiVAhhCiJUoA3IbiLCqDECLRpTZhALCeGqK6GnpYmBmDwcD113ehb9/BJCamllJSuEMHikeNyuaJJ+6huLjI7Rj+0mwvvPAioqIIiCCozL2l3UL9+1v49NMsj8KwadNUSkrgjz9Uq0+DQWXC6EClxWIJ6MLvCfoarrwSfvhB5ev7AwUFTkGQkBDLrbc+x6hRD1Rw77k2lI+LUxw4TZtC377d2bv3H6SlXUJMDAwfDjNnKoI6DV3D0aZNd4YPf4X4+JYer8XfrqHaCBYnJSURHJzEq6+qymxP+P13J6OotxiJzvYLC3MWb4WFqfnqyemgv4uMVILDV9Tzrvjxxx/JzU0HmtfJYPFJYLUQ4h0hxKv6UdVOUkob8HfgG9QC/4mUcq0QYrwQQpd2PCiEWCuEWAk8iKKxOGNYrdaywqbyiIiIIzRU3UEJCSk891wO8fHNEUIQH5/A6NEVaw90oBhUt7ObbnIWsSQnpzF5sn+I0kBNVB3M8rcgqEx46qbzTZooYVh+jMDMlVdm8ttvi3n9dRWUvfVWpXX542apCc4991x++EGxohw86B9OF5vNlQLawN//Pob4+IgKQUfXbJ64Usqc5GQ499wOTJgwgYsuUnkVV1wBr77qzpK5f38uv/9uxWYroU+fB7ngghs8Xou/LQL9mwoKbBzVVLUBgGrNqV63bw8PPKAe996r5qk3a8AVWhCEhDi1eyHU6zgPFEZ6G7PZPRPJl+jSpQuJiYoluU5ZBKWYWfo4bUgpvwa+LvfZOJfXY4AxZ3Ls8tC8Mp4yREJCzPzjH6+QkWEhKkpNHlCLe3lMnJjFnj07SEpK5dFHn+H887uXfffcc2/y6KPPkJu7mW7dLnXrZ+prvPDCU2zceB1wsd+DxampqWzfXlHTj4iIK2s6Hx2txqtJE3jkkQdKb/w0wsKy+fXXCezcGQ5cROfO0L9/5dpY7UKlm5SUKAHr62tUfTDU6/BwpyYZFqZubpNJaemuwj0szBlcB7V4x8aCa16E3s9uh3feeZn333+VIUPGk5Li5Bcqj0AJgvz8EhYvXkyfPt5rcXyBpUuX8u6779Kx42UcOTIUUILStaXkgQPw+efqdWULtlZSQkPdx6hZM/dsInAKCA1/xQc6d+7MBRfAnDl1MH1USvkB8Anwm5TyA/3w/6VVH1arleHDh3vhxTfy6KM53HGHBbPZ6Wv1hEGDLCxalMvWrQ569x7IY4/dyVVXtS1rvA7QtGkzunW7lKAg/2q8v/yykMJCFXX0t0WQnZ3twhGkYDKZycx8pey9djHccYeFI0eOkJuraCRsNgshIdHozOCbblI3ltlc9yyCOXPm0Lv3FYASBP6wCOx2p0Wwb99qZs5Ut4r2SUdFOV+7Qmf6aJTXSk0mZyrqxRdfSXh4JKmpnQD135SvTQD/CwKnEDURUh2+hhpixYoVvPHGGyxc+G1Zr4zyi71re8nKLAI9n0ND3Rd5T+tDSIj/ajHKQ8+NOpc1JIS4AVgBzCt931kI8aW/L6w6sFqtNG3alNtvv72SzlgOBg5UWu3SpTmMHz+M776b42VbhS++sPLxx04eHN14XQsD7Uf0503Wtm1bDIa/AgZGjPAtK2d5WCwW3njjLcLDkwFBaGgaf/1rDtde624xGQzO3xwRoVwZJSXQtetPQDrR0SoDS2tZdU0QtG7dmshIpe7Z7f4XBDt2LOXLLz8F1GISHKy0SU+CoDyio53ui6AgtXDpBeuaawYyefKndOyokvZiYjwLAqPRv3PUKWiMXHZZTRMIq8Yll1zCK6+8wvXX3+ZVEDRvrgoZQY1LVTGC4GD3/8PTgh9Iy9ZgUKVZR48GthFJdabJU6jisGMAUsoVQKvKdggEtCvIW7aLRlRUallwzWp9mdmzpzF79jQAzj+/Ce3bR7Bhwxq3fSZOzKK4uGLj9cceG84VV7ThyJHN1SKsOlNYrVamTZuKw7EfTX7nS1ZOT7jjjrsZNmwX4OD663Pp2dNS4Te6Bh5PnSqga1dFszFjhvqsa1f37Iu66BrSC4AuSvIly6PWRXS1ddeu53HnnYqFRSsPQiihoBdobwu1EE6rIDhYXbfukyuE4IorriM5WaW2xMSoh+siFh2thIM/BQEENmDcvn177r//QS655Fqv6aGgCuqSkqB7d8+BX3BXUqrS9gM5j3/+WcWw1qz5M3AnpXqCoMRDxlCtt6z0TDFcHmauvz67TJO65JIradWqHR07KnKXvLxjFBbmExHhzjPrrWbA4bCzffsWBgy4yq+Lsqff5ktWTk+w250LmKbrLX8DuPIqtWuXyOzZPTAYbGWN4DVnjnYLBcqcri5++OEHvv5aGbNaCPiS5VELAl1HcOml3bj11lvLvncdz9BQNT6VuSr1Ila+8ElDWwFNmqj/Rqc8tmoF557rpMD2J/SCWlwcGHJEh8OZoquzeMrjnHPgxRfVs6sgcF38TyebKpCCIC5O+f+KigJ781QnWLxWCDEMMAohMlDZPb9UsY/fUXWaqBHIYcgQp3vjmWded9vi3Xe/Yv/+PSQkuBc8e6sZ0Ni1axeZmZkAfska8vbb/EWJAHDZZd3YtCkbuI7kZFWK7ynTRSM+Pp78/FxatFjDjh2dgQJSUvKABCIi6p5bCODkyZPk5yufgqYo8GXv4vKCoLJgZWioGs/QUDVWngSSJkvTgWJQi7srxbVr45nYWHUsV+Hib0EgRDEQwvDhmcyeXZFW3Jf45ptvkDIYm60HYK6yQluPb2ioCr6mpsKW0oLk05mfgZzLV1/di1WroFUrL82T/YTqTJMHgA5AMTANyAMe9udFVQeVFXKpKtgPiIy0VKpxXXllP2677Z4yQjqNsWMr67ql4E8NPdCUCACrVi2noECt/E2bKv9/TIx7XMB1mNas2cTvv9sYMaIdUAR8TGxsU6Kj1QJYF91C3bt3JyNDeTW1IPBlnMBud68jOHz4T3bu3OlxW7PZ6dbQUy0oqKLwSEysKAi0pWUwuNMgxMaqilhX+LOOACA4WFkC+/f7n2bivvvuo2/fq9m0SbmDq0rj1HNQxwqaNnUqN9VlDQ60ZRuolPHyqE7WUIGUMktKeWEpzUOWlLIW2iu7wxvFcJMmcdx8cw6ghIBrqtepU6dYv34Vy5cvrvTYd92lWCvjPCUUu8BfGnp2dnaFLAx/0zLcd99jmM2q5602p41G92Ca680zY8Y0brghnSefNKNop0bwyCNtWLtWuczqoiBo1qwZV16pCAa19u5r19CRI05uqDfeGMeUKVM8buua0aNv/uhopeW7/vWaRlkv6DrGoOEa6HR1IWn42yKIjFR/9Pvvf+TfEwG9evXi0kt7UVKiJmhlWUHg1OSjo5WVJIRzPaiuIAj0PHbWZgT2vNXJGmorhMgRQswXQnyvH4G4uMqgKYY1EhMTmTp1KitWHKJZM+WuiY93v1E++eQd+vU7n9tv783y5YsZOLA7jz023O1mCQpSGprFYuHPP//kueeeI9FLwYC/NHSLxcI777xDdLTqpxAZ6XtWzvIYO/Z5TCbFCFLer6oXKr3IWK1W7rsvk717lftMShUkOHRoO+PGqeyquigIwLk46DxtX1oEmn5aa3MZGUm0LK+ie4DugqXTQ5s2dX4nhHsVMlTMc/cGIfyvzYaGqpvH4fC//+SDDz5g9uyFHDumburqWgRRUU53mdl8ej1EAu3idDgUbe077/iEkb/aqM6QfApMQXEBVdIlNPCwWCwsXryYvXv38t577xEeHkFuLmhrPCHBXXtKSWmFEIKQkBBWrvydVauWsG3bBiIjPyjLQnDlGImJiWHMmDFIKSu4gfytoVssFg4etPDII6pS198MDSUlzj675QVBeYugskB9YaHq6Pbww7VLKeENq1cvB7qwceNOIAWbTS3gvtCcdUqqFjKTJk2kX7+q93PNKALnmLsWFbkKguqkn4L/rQEIPM2Ew+EstKtKEOhrc6XaCA93zmODgbJEByE8Z5AFWqGJjlZ/bl5eEXa73WvzJl+jOlPFJqV8Q0r5u5RymX74/cqqiVdffZVPP/2UiIgIbDY1IfconjhSUtw1ossvv46tWx388cchunXryjXXXMctt9xCZKTazmj0nIVgsVjo0aMHoaGhfuPN9wTt+crP92+S1qpVaxg9+jEcjooVwbpJjs5lh6pdYt6yruoCfv9d5Tls2LC+zC3kK3+s3e6sWIbToyIor3m6Nk0Bdy3WNf20MgRSEDz22FiOHfNfnMBms3Hq1CnsdtAZ49W1CFzhahF4c7GB03UXaEFgNqub7MYb70GIAPyBpajOmWYLIUYKIRKFELH64fcrOwPY7UoQ7C2lsXMNpLkKhNhY6N//UubPn8fbb79d5g6KiqpoSt9///1kZGTw22+/0bx5cz788EO/8eaXx8iR6hy7dx+pYsuaYfbs2cyYodIqy7Mu6gUqIsI5NlW5xJKT/RfUrimiozcD6axe3YdevVTFuG4iU1PYbEoQaGOpJpw0ZrP7XCyvGFbHKgiEINAL5cKFv7B/v/8a1CxatIiQkBAGD76mLM1Zj683qhdPbp2QEKdrzVUQhIS4C9vmzVWWkT9a0VYG5/8ait0euCh1dabKcGA0KmV0WeljqT8vqrrYsmULDz30EG+++SagBEFRkVMQ6GbVRqM7F3x5bQvUpCpvDVitVnJycigpVR23b/d/YZcrVGoe5OX5MKLpAQkJycTGdgTcFy8hnDeC65h57wWsiPqeeipwvQZOB1arlSNH3kI13ZHs26cqxqdNs/qksKywEI4eVemjBsMpLrssmdmzZ5/RsQwGd+6h8gpKeUHgyYMQSItg7NjxJOgCFD/g5MmTGI1GQkPNbhZBXBykpTlrX1zhTZvXa4GrIAgOdm5fm1Xx+poKC32byFAVqpM11NLDo9YriwHmz5/Pq6++yqhRowClke3apfy0UVHOoFtoqJo0BgNcckkqwcFGYmJiEEKQlJSE1Wr12HEoKysLW7meeP4u7HLF9OmKpyYqyo/sdsDQoXfyxBOKqcu1+YbrzeCqGelAfYsWqsuYwaBWoeTkNP797xzuvLNuxgeysrIoKanYZe6FF7J84h4qKlI03FJCVNQfHDu2xysbbnWgha+nRd5VEBiNnpWbQLiX9cJ10UW9iPYXLSfQv39/SkpKmDz5E7d+xFoApKWpyvauXZ37VCYIXFvBgrsgCABtklfo/3XFiuX88MPCgJ3XqyAQQvzD5fWQct8958+Lqi7i4+NJTk7mvPNU8YXd7iwYSUpybz5hMKgJcPDgfhwOB8dLo8N79+71quXXRmGXK+LiVK6bv3OK7XYlQMHdzK5MK7JYLKxencu2bZItW2xs2yZZtCiXO++01MliMvD+v+3Zs6PG7iEdKF5cmpmcmdmVvXsP0bt37zM+pq4M9rSguyou5YnTNAJpEfiDt6k8pBRIGVKW2JGU5LTi9cKus6+E8D5/NVWHKxdTXREE+tz79h1gxYoVATtvZVPlNpfX5ami/cs3W00MHjyYXbt28csvKgBot8O2beq78oIAVN6xJ63Fm5ZfG4VdrtA5z/4WBNu2bWfrVnWSZJci66oW9PILVFBQ1bndtQlv/1tSUmqNs17sdkWBvH69GperrjIRHx9HaHVTfDxA57170+z1oXVnrkDXEOhzA3z33SKWLFni13PZbJCf76SXKN9TWKMysjkNVwGge0PofWoz9VmPZ4sWnejZ85qAnbeyqSK8vPb0vk7Abget9CUmOm8O1wXtkK7/LwdP2qInX3gg++0+//xTAOzYsc+v5+nX7zLmzJkL1EwQlCc+q2vIzs7GaHRX90JDVfMhr+S11YTDAd9/r9xC553nrMquKVyLycqjvKKjYwpCeLckfA29cE2Z8i4ff/yx384zceJEbrihH3PnKndJVJT3eorqCAI9Nq508jpTqC64hsLDE2nVqn3AzlvZVJVeXnt6Xys4dOgQeTr5HaUx6BqClBT1Z5dXyGI98fXiWVvUvvC0tLSApo1q7Ny5EQhUkwrl709JUTdZYmLVhUuuC1355h11ERaLhYceegf1WwVNm6YxenQOgwZZkJIaCQO7XcUHALp1g0mTHuIvf7mLAwcO1OiaQ0K8Zwhpl6de9MLC1PbJySrjxVMqtK+hF80LL+xJly5d/HaeZcuWMX/+XHbsUD686GjvC3ZERNXNY1wtAleFJywsMALUG1zrMmqqnJwOKhME5wsh8oQQJ4BOpa/1+2oxIgkh+gghNgoh/hRCPFHJdjcLIaQQotvpXPx1111HdHQ0gwYNAtxrCHRBp+tksVqtHlvqmUwmr1q+xWIhNzcXh8MRsLRRjYcfVsR2ISH+y9ZV7T0NwIVAOhs3WgkNrV6uuusNYzYHxhVRUzzzjIWQkFzAwdNP53LJJc7/s6aCYF+p4ZacDN9/P4MPPviAUz5wnnsTsCaTu7A2m1XwNJApj/r+slju5vbbb/fbef75z39itc4mNvYioGqtvzKOMfAuCAIhPCuD/j+PHz/JvHmzKZer4jd4vXWllEYpZZSUMlJKGVT6Wr+vMhwohDACrwF9gfbAUCFEBVtHCBEJPARUTgDkATqjJyYmBptNpe4dPqwWKO0/dJ0sWVlZHltZRkZG1npzdU/o1081+7DZ/OO01D0ddu1S6ZSwnRdeyOTTT6uXHusqCPzVvs/XMJvhIrWW8Mcf7pwuNREEUqoYAaiUxn/96zXee++9Kvmqaory6b6Bds3p+8vflcUdOnTgqqv6c+KEGs/4+MoFQVXWqZ675QVBDUI6PkFaGgghOXo0hPHjR9W+IPABugN/Sim3SilPAR+j+xm64xlgAorC8rSwcuVK7HZ7aa6/M2OoeXNnOp3rn+wta+TIEf8WbJ0ptHZQXOwshfclPFFFFBUVMG5c9dJjDQZ1Q7ryEdUHLFnyEAC//prPqVPOjJea3HTFxUoREUKl4PbtO4i77rqLMD8PTG1zOmmLIC+vmF069cxPKClxWvyJidUTet7Gx5VRty5luYWHQ3KyBIJp394SsFoCfwqCZMCVg3dX6WdlEEJ0BVKklF+d6UkMBgMmkwmbDXT/dd2AunzArLazgE4XW7ZsRAhbWTMOX8ObYNy5s/rpseHhKkOrLgeJy6O4eAbgYOPGUIqKKMtLr4lFsHu3sgp0k5jaXqADBS0IsrOfp317/wU3J016hQ8/zGH3bqURle/x7A2e6ivAuS4EKqh+OmjXTi3Ll1wyrkFYBJVCKMf0S8Bj1dg2UwixVAix9KBmnCqHkhJnoLhZM8/N02s7C+h0sXnzZqRUwTHdjMSX8JVgrE9CAGD8+IkkJR3FbjeyZo2zM1tNBMHWreo5Lg5CQkqYPXsqX35ZJ1p7+xVa4AUHRxITE1NWhe9LOBwOHnvsUbKy7uXAATXZWrSoer/KEhjqcjyrbVv1vHlzzazU04E/h2M3kOLyvkXpZxqRQEfgByFELtAD+NJTwFhKmVPaC6FbvAs1ZlJSEvHx8RKhPhQAACAASURBVKxfv76sqhiUINDNwl1R21lAp4sOHTpgNCq/hW524itYrVZOejhoWFjdFYy+Qr9+Q+nWTfmat26F48edPYzPFNoajYsDk+k4999/B3fffbcPrrZuQ1sEI0Y8zI4dOwj2g5/FZrPx4IOPMWzYSA4eVIKgOrpKUJDzAe6af10WBO3aqedNm05x8mRgWr/4cziWABlCiJZCCBOqQK1MRZJSHpdSNpVSpksp04HfgAFSymrzGO3du5dDhw5hNpvd/IdaW/CUPVGbWUCni5YtW5KYqASfLwWBDhIf1qQtpQgLi+Pll+uuYPQVhFB9fcHKnDnp3HabgZ4906sdJPcEbY3GxUFcnIHBg4dx4403+uR66zK0IPBnirPJZOLpp5/nb397jfx8dU7XrCBviQp64dcBYNe4fV1zB7ninHPU87Jl2/nf/xYE5Jx+EwRSShvwd+AbYD3wiZRyrRBivBBigC/O8eabb/LUU0+RnJyMzeZM30tTKfF1Kgh0plCT2EqfPukYDAbS09NrTHrnrZ9AaGgEt93WsIUAwNSpL/Hhh92ATEpKnAR0//jHmRMK7i61dRMTISEhlrfftvLWW/7t4VsXEAhBAMr1q91vri0njUbFJuzJPakVQZ0O7eourssWQUYGCGEDWnPwYLFfEkXKw6/DIaX8WkrZVkrZWkqZXfrZOCllBeeplPKK07EGADIzM3nyySeBIOx20Cy4OnW0IQiCvLz3gEz279+OlNInDKjegsTHju0IOO1ubeCnn+Zw+PAyoCIB3dixZ0YoqBlvdf1KXV5ofAkdI1i+fA1dunTxS1zk+PHjrF+/gXXrVKAsPt4pCEJDlTDwZBW4CgJNfWIyOSuv6yrMZkhKMgIGWrS4OSBxgjo8HNVHSYm6EYuLnUU10DAEwYEDYyi/YNWUAdVbMDghIbVOm8y+wsCBQ7x+dzoZU67Q1mh6OpSUlHDixHG/BE7rGvSCfPLkKVasWEFubq7Pz7FgwQIuu+xcpk//FFBuIS2AtNtHVxq7ZglpQRAU5Exv9sQyXNcQFgYpKcrEWb8+MAHjOj4k3rFkyRL69OnD6NGjsdmcNQTx8WogNZFUfYbS+j03+6gJA6rnfgJmRo/OPissgnvv/RtNm6Z5/C4l5cxSibU1mpoKixcvJDk5hj596gQ3o1+hF+LY2DYsXryUzMxMn5/D4TCSnp4BqAYjzZo5lTwtiIKDlVsuLs5533tjba3ryo7R6LQsN20KTF+CeisIXnrpJb755hsmTpxI+/bpzJqlXCU6Y6i+L2g6oOsNNal9KJ89BWkkJORw002Wej9u1YHBAHfdlU1QkLswDA09s6Y6J0+q9F69GNntNiIiIoisbb6CAKB1a/V84EAU559/QY3YVr3h2msHMXfuJuLiegHOGgJPrSRdWUQ9zeXqtvmsTQgBycnKDfbVV78EhOK7jg+JZ1itVj7//POy97t2bWfWrEzAWjZJ6rtbqLIG8b6ofdDZUxMmOIBcMjIsdV5T8hXy8vIwGovo2vUOXAnoxozJ4eabTz9Y7po6ajTC5Zf34ciRE3zxxRc+ve66iHbtlFWwf7+TYmPlypX07duXt99+2yfnKCpSVCD6+JohtzIyPvAsCGqjD/HpQgjo3FkpKQUFKRw+fNzv56yX+l9WVhbF5chN7PYCIIsWLdSNXNf/7KpQmevHF7UPa9euZeTIkRw69CgwMOBkZbWJ9etXM2HCPQAYjYex22P5y1+2c+WVaWdUVKb/Kl3iYjCcPWNpNKoCqFWr4IUX5nH0qJWoqCjmzZtHYmIi99xzT43PUVys+hBoBnmdDOKNfVTTz3tzDdd1OhQhoG1bI0FBdmy2FPLz/Z82VC8tAu+L5A5SSkvY6rsg8Ob6MZvNPsnz//333/nxxx/ZuFHxKyQl1X3fqa/QunUGoaFK47Lbldb+3nvzKSo6M/I0XUPQvLl6Lt94vqFDM0vMm7eHqVOnkpGRwUcffUTv3r1r3KOguBjGjLmPIUOuo7BQUaTrcfZm9YeGVi6Ia5tYrioIoX5nSoq6IdeuNfg9TlAvBYF3/3hqWQ1BfRcEngK6YWFmcnJyfHL8tm3bctllvYiKUhzyLVqcPVpss2bNWL8+n2uu+SswC4CTJ3tSXKwWntNtZK9dFtoi+PJLK5dffrnP/qu6jg4d1HN09LVMmvQGgwYNYuDAgdx9990MGzasRj0ZioogJiaO/PzzAVVspTV6b4LAYKhc66/rQloIZdVopXb9ev8HjOulIPDsHzcD2bRurSZIXf+zq4IO6KrsFkFwcBrPPZfDLbf4puDr0ksv5fvvF2I2dwLUpDtbBMGnn1rp2TOdBQveJi5uJUajlaKic9m7VwmB07UKtMsiNlYtQrt2beXHH38MWG/r2oZuGH/4cAtuvfU+0tPTMZvN3Hjjjdxyyy2cOEOirJycHJ588l906HAxJSWKO/zcc50WV2Xztb7QonuCDmYnJqqmWzNn/up3QVAvb32LxcKoUaPYt28fIIiLS+Xw4WySky00aVL/rQENi8VCly4WOnRQpuKgQUpD8lUgvKTEqc2mpZ0driGr1cqDD2ZSWKgC8YcPb0cIlZ21eLGFq69WTK+n4z7QgiA+Xi1Sf/nLXfTqdRktqsOM1gDQrZtamLdvh+nTP+fgwRUMHXoL06ZNq9Fxp079iJ9+Wsirr35HVFR/Dh6Ejh2d/EGVKXv1OVlEC7iWLdXqv2WLjeJiiT87BNdLQQCKZygvTzFHTp4ML76ocm8bGgWw/k2HD8M55zTFbIYjRzz3XT4dLFq0iGXLDlNSMpCICFWQczZYBFlZWWVCQENKlWiwbJmF4uLTp0vQlE1NmyqXRNOmKaSkpFS+UwOC2awsyh074PXX57Jp01vEx8fSQfuMzhAWy9/o2vUKbLb2HDyozqMJ2erzQl8VhFC/r0cP1ZkwOLg7RUUOwH+aWr10DWnoirt169RzG1Vv0qAEQXCwM2+6uDiF48crtto8Ezz44IM8/PC/AbWA1YdCG1+gskSDLVuUW+jUqdNrBOQqCBrS3KsuhHASpYWFXUtyciq33TYUALvdzpo1azhx4gTLly/nySefdKOh+Pbbb9mwYUOFY5aUwHXX3cqDDz7F1q2KKqBdO88NpxoiTCZo1UoQFgZFRSHs3Onfm7NeCgLdbtJmU2llmoxKT8aGdDMK4QwaDRz4CtOn/+iTptbx8fEEBTkrNYOCzg5B4D3RoAUnTnBGcQItCHRTmlmzZvHiiy+ycePGGl9vfYAQcNll6nVh4WB++GE7ERGKHrR///6cd955PPHEE3Tt2pXx48fz2WefASClZMSIEZx77rn88ccfbsfURVR5eSpYCur+1vkTZ4MgiIhw3vurVvm3HWi9FAQvvvgiBoOBiy7K4PBhZ0FP+/ZqMWtIC5rB4JwMYWG96NbtUp9UGn7zzTeMGTMVUNWwZ4NbCDxnYwUFmYiJGQeokn6oXpaG1WolPT2drVsNQDpLl1oRAj788ENGjRrF6tWrfXz1dRNBQSp+FRamxu/3352NlDp16kR6ejrz588v237YsGEAnDx5kquuuorzzjuPzp07ux3z6NE8Fi6cx7Jl61i1Sn3Wvn3VGUMNBSEhSsCmpamb/fPPV5KX57/z1UtBsGnTJqSU2Gw21q/XKWbKhdLQJogQziYc27erBcpXGQSaHyw5uWEJz8qgs7FatFD0GomJadx777t07qwKn7SXoiqiL00Bsn27orGG7Tz7rGKFHTBgAI888gjttEO7gcNkUvffFVeo9x9/rCz1wkJ47rnn2LZtG0uXLuXbb79l3bp1XHfddQBERkby/vvvc+edd2KxWNwaJa1Zs4a77urLU09lc/CgSpZo1ersEQTaq9GihSKx+umnvRQU+I+Arl4KgjfffJO1azfw6qufl9246elqkjQkt5CGaqICq1btoH//Lnz77Xc+Oa52l6emnj0WAShhsHZtLlu3Oli4MJeePS1ltAVbt6qbrSr3mycKkMJCxQp755138tJLL3Heeef56RfUPYSHw+DB6vUPP6giu0OHQAilYURHR9O7d2/OPffcCvv+97//5eOPP2bt2rVlnxmNJrp1601YmLIeLrgAIiOVADAa6z5fUE2hq9OvvbaUSpmLsdsdfrMK6uVwGgwGWrduR2Ji5zKtNj1dpfw1RE1Bxz7y85uyadNKfv11UY2PaTKZWLhQ2dzp6WePRaDh7LULn38+jgULHgRUu9Pjx6vWvLwFnc+W2oHyCA9XcYK0NOUWeu015dPW8RObzcapU6fYu3cvs2fP5ptvvuHnn3/G4XAwevRo3nnnHdI1dwTQvn03Hn/8W+z26wElCHTBXkNU9jzBZIJOnYIxm6GoKJrduw2cPHl6iQzVRb0UBKDcIwUF7oGk+kAodSZITNSNNcycf/49XHDBZTU6nsPhKOXKV2XYrVqdXRYBuM+TP/6Yzf79imqiuoLAW9A5NTWVjRs3snnzZk4FgjayjsBkUhb5Aw8od+bMmTB/vnIRtW3bjuDgYEaPHs3kyZMZMGAAffr0oWfPnowaNYo77lD9nZtr7giUADlwQFloJhOcd57KygLvHEMNDbqrmmZ4/f57JQTOsD6vUvhVEAgh+gghNgoh/hRCPOHh+/uEEKuFECuEEIuEEO2rc9yOHTvSteu5/PLLRjZuVFpdL8VQ2yAtgvBwp3uoe/ccuna9qsZxgpUrtwPRhISoG+xsswgMBudvvuGGYXTq1JHg4BLy8pRbw25X2UM6IOzaJtRqtXL8eEVGSM0K26dPH9q2bVsaPzh7EB4OvXtD375qwXruOeUesljuA6BLly706NGDq6++ms6dO5OSksJjjz3m8VjHj59iyRLF9dGpk4r/aWXlbBIEAO3bq3H4/vv95OWpTKrq0KDI0+FKkVL65YGqftgCtAJMwEqgfbltolxeDwDmVXXcli1bSlR0ToaFtZAwVfboIeXSpVLu3CkbJPbskXLkSClBym7dpFy2TMqTJ0//OFOnTpVpaWlSCCETEtIkTJUpKVJu2yZlcbGPL7oeYN8+9dtffnmqbNo0TYKQkCZvvHGq3LBByg8+mCrNZnPZfANkcHCwNJlMbp+pz+Pk1KlTpZRSvv7669JgMMgDBw7U7g8MME6dknLrVimnTZMyIUHN12HDpNy0yS5XrtwkHQ6H2/YlJSVSSikdDof89ttv5aRJk6TD4ZB2u5Tduw+QsEWClA88IOWKFeq/2rZNSrs98L+tNuBwSLl9u5QPPaTGwWRaLGfOlHLLFimPH3fftqSkRE6ZMsXtsxtvvFH+8ccfZe+BpdLbeu3ti5o+gIuBb1zejwHGVLL9UGBuVcc1GAzlbkKz7Nt3qty4Ud3YDRH79kn58cfq3zIaT8nHH7fKo0dP7xhTp1Zc1MAsW7WaelbdXK44elQJgbCw8uOCDAsLlxXnmvdHeHia27EXL15cOz+qlrFnj5QbNkj59NNqvgYHS/nhh1Lu2uV9H4fDIZs2bSoBuWPHDllcLGVS0rMSpIyLK5DTpysBs22blLt3B+yn1Ans2yfl/PlFEqQ0GApkTo5NLlok5Y4dSlBo/Otf/5JGo1EeLV0Yli9fLtu0aSMzMzOllGrbygSBP11DycBOl/e7Sj9zgxDifiHEFuB54MGqDuqoECkpYMmSLEymhhkfAJ1PDFFRu7Dbg3nttbmnTYPgudFNAXv3ZmEwNPwsDE8IDYWJEytSTgAUFuZ7mGvekZ+/w80U7969u0+usb4hIkK5NG67TblrS0pg/HjYvdu7b1sIwc0338zf//53DAYDRUVgt48FYMiQYOLjnbxCdZ1C2tcIC4M2bUJIT5c4HGE89ZSRJUtUfFSPp5SSbdu2IaVkU2khjMFgID8/n8TERICqa4+8SYiaPoDBwNsu7+8AJley/TDgAy/fZQJLSx8VtDEhhNy2TcoTJ3wkhusYDhyQctUqKdPTsyUoF0ZSUpp8992p1T6GEMKLNivk/v1+vPg6DIejsnE53UeEbN68uZw8eXJt/6xahd0uZW6u0t7nzZMyNlZZBpdfrj4v5x3yiFmz1D4JCVJarVKuXOl0C52JS7Q+49Qp9bvfe0/KlBQ1LtHRJdJqzXezChwOh5sbyOFwSJvNVvb+2LHaswh2A67MWy1KP/OGj4FBnr6QUuZIKbtJKbt5+r55c5XB0RADxaC09QULrOzenQ2oAqY9e7Zz//2ZTJ1qrdYxvDe6iT3rtCwNISAp6cx7PzsRDJxi//79jB07Fqu1ev9JQ4TBAAkJKnDcrh2MG6cshIUL4Y03VEZWVVi2TD136qQ04qgo53dn21zVdRMZGfD005CScpLjx4OwWP7Hp59+WmYVCCHo0qVL2X5CCIxGI1JKXnrpJdau3enlDAr+FARLgAwhREshhAm4DfjSdQMhRIbL2+uBzad7kuBgM489lu3WtLqhwWiEF1/MoqSkYgHTmDFZXvdzzXjxxgl/6tQJPv/87F24xo3LJizMXPWGlUIAyvbOy8sjMzPzrBYGISEq5z88HK65Bv72N/X5m2+q9FxvxXr5+fnMmzeP//1PVdPu3/85cXHO75s0Ofuy28ApDENDJRkZr2AwHAeuZ/PmwSxdup61a9e5uSVdsX79ep555jmuvroKCezNVPDFA+gHbEJlD2WVfjYeGFD6+hVgLbAC+B/QoapjqiBeUFmGxyOPqGBnQw0USyllYaF3F4YQQp46VXEfz8Fhz4+0tLSA/6a6gvx8FTCOiYk7Q5eQsXFMvaCkRLmD1q+XMiNDuTVGjJDy4EHP2w8ePFgC0mz+U4KUGRkPy02blGvk8OGAXnqdwsmTKlj+1VdSfvaZlI88osYyPFzKa6+9TwLy9ddf97jvoEGDpNl8jSxNOA181pC/Huedd4GcMUNdeWqqlEuWqIlSPp2qIcHhkDI5Oc3rYtSkiTN1USMtzfv2noTJ2Qq73el/rmyMjMaKC35wcMU00sYxdceRI2ps33lH3bNhYVIuWKAytsrHC6ZMmSK7dr1IGo02CVK+8MIiuW2bSqGsTmyhocI17rJtm5Tffy9lx45qPFu1+kHGxyfIFStWedy3pKRE3ndfcZWCoF7mimjG2pYtVXtAqLxHaX2HEDB2rHcXxtGjh7n77rvd3BGnQ3XgnZq54cNgcBbuJCenedwmLS2NDz74gDgXP0VcXBzPP/8uujq7PM7mMXVFkyaqYPGaa6B7d0VEl5mpeK727lWNpXQy27333st///sbdruR5s3hxhsvBZSLqb63nq0JDAb32EjLlmCx7AYcbN16KZMn76F584548g4FBQWxYEE1fObeJERdfQAyJCRVwlR5//1KQjbUQjJX6Jx3g8GzK4Jy7ojqWgRms7mCNXG24ehRZ2FZSIi7Oy0szPP4HDgg5S+/SAlTJZgbx7QKFBVJ+fPPUjZvrjTZCy5Q47dpkyqQ0gWNVqv6/tJLnRrw2VjsWB7HjzvHY9s2KVesOCaFeEeClOnpJXL1auVyK285rVvndCPR0CyC4uIdQCZFRUoDbsjWgEZICAwaZEFK77ntrlZAdnY2xioia2FhaeTk5GCxWHx2nfURuj3BoEEWxozJITIyDRCYTGn8+985DB3qPj4Oh+LQWbwYwEJ0dA5paYrWOi2tcUw9ISREdRCcNElp+MuWwc03w8iRcNddqodBcTH88ovaXpOUNuT6oNOB2awC5XFxKnAcHR1NdnYicXE2cnODGDdOZWTt3q0oKAoK1Pvp09X+PXtWcQJvEqKuPnDRvBIT0+S2bVIWFNRU3tZ9OBzKT1hZrKBFizS3fUJDQyuxBtLkQw/Vzm+pi9ixQ2laGzZI+fLLSouKiVFBumPHVODz8GE11/LypFy8WMpWrdR2AwfW9tXXDxQXqzGeMcOZE68fnTqpsb78cvX+1Vdlg64NOhO4Vv8XFKjxeeklKQ0GNWaPPabmr7YaNmyQsn179d1//tMALQKNfft2EBR0dlgEQiitatSobIxGzwUT+fknGTFiJE2bNkUIQVFREQaDgeAKBRZmIJv+/f1+2fUGeg6FhCha7vBwOHbMyUa6Z4/StPbvV37tZ55RzJjx8UrLbUTVMJlUvODCCxU76T33wPDhEB2tWjG+9BJu3chCQpw9ihvhXv0fFqbGZsAAGDFCfTZpEkyYAJ99Bl99pSytdeuUNTHIY4WWE/WafDgpKdWt2KShIyJCuS9KSuDppx8iP/+w2/dHjx7m3XffcPvM4XAghCAmJo5jx45gMKTicGQzdKiFs5QFwSPMZtANsmJjFfXvqlWwaJGzVajG8eMwd64Szo8/Di7syY2oAhERaqxDQ2HMGLW4nXsuPPEETJ6stmnSRFGquNYQNKIiYmNV8H30aMXy+vnn8N577tuYzfDuu9CiReXHqrcWQWiomX/8I/us0hjMZrX4DBliYdq0QzRp4jljpTzsdjvBwRG0bu3A4cglI8PCX/7S6Ht1RViYU+OKiXHSfi9ZQoVsjO++U0VRbdtCjx5nXy+HmsJggGbN1EIWG6viBF27qu86dYK33lLCoHF+Vg6DQSkhYWGQna0srO7dleKSkqJ6OLz7LvTrV/Wx6uUUbto0jSeeyMZisZxVZGkGgxIG+fnKxD56tPopogcP7uDgQeXKePhhtX/jjeaEEEpbzctTLRHbtlWfb9wIR48qV9GmTWr8v/1WfXfpparfc6MgODOoZksKn3wCv/2mAspJSUoQNKJqmEyqcZXRCI8+quaqEOp9eLi6z6ujLNe7Kdyq1QW8+eZS2rQ5O/2HERFKECQkQLNmqRw4UN3mJ6lERChzvEsXNUHOJiFaHURGKkEghFND3bYNdH+Z4mLlPlLZQsrvajCc3TnuvkJyshKsoIRA49ysPoxGZWE5HM5YlxDqtStza2Wod8MdGqq0hqCgs6dTkSvCwpQWIAQ88UQ2ISHV4ckxAdkMGqSEQGJiozXgCcHBzsKdjAxldhcWqjhBUZEKDm/erILFTZpAhw6cVTEqfyI0VI13YuLZqeDVFEajUg4TEiA1VcVYmjWrvpJS7ywCnRp/Nk+WJk1U9sqNN1oQQnHq7969HdUUzo4iQVOO7bCwOAoLXyEqysKNN6oJAo2CwBsiItSiHxOjWi6+/z7MmgW5uSrTRePii1UwMzq6tq604eFsyP7zJ4zGMyflq3cWgUZ4eG1fQe0hLMypuQ4aZGHUqGxCQ80oIQBKCJjp2HEqISGHAAsDBqjgkRDKz+3qn22EE3oxMhjgppuUu2jLFiUEXLWrfv0ahUAjGg7qnUUA6gZsqL0Hqou4ONi3T2WvTJyYRVFRxe5ja9ZkARbatVP8LsHBamFrTMvzDqNRCdmiIhW07NMHPv1UfTd0qMoSOnpUVcU2ohENBfVOEJhMjRkFoBb1xEQ4fBj27PGWPbSDe+9VRScpKWofTdLXCO8wm5UgaNJECYI//lBFZv37K6sgI+Psa5DSiIaNeicIGuFEUJAKsKWmprJ9e8XsoaZNU+nbVxVHCVH9DIKzHa7uoTZt4Nln1XvtTouJaRQEjWhYqLcxgkY4kZ2djdnsnj0UGmrm3nuz6dBBZVc11g1UH8HBTtdjYqKTqjojA845R2VmNI5lIxoSGgVBA4DFYiEnJ4cWLRQDZnKyYs285x4LQUHKxXE2B9fPBNqFFhysFv70dGdGhsnUmOfeiIYFIT11M6jD6Natm1y6dGltX0adhM2m6GcjIhT3SEGBynNvjAucGY4dUw+Hw33hbwy4N6I+QgixTErZzdN3ftVrhBB9hBAbhRB/CiGe8PD9o0KIdUKIVUKI74QQ1SPPaYRHBAWphd9gUPEAzeXSiDODjgW4chBVt2S/EY2oT/CbIBBCGIHXgL5Ae2CoEKJ9uc2WA92klJ2AGcDz/rqesw1CNFa9+gI6QBwUpNKWIyLOzor2RjRs+NMi6A78KaXcKqU8BXwMDHTdQEr5PymlToD/DaiCLLURjQgsQkNVFlFMTGPGVSMaLvwpCJKBnS7vd5V+5g0jgLmevhBCZAohlgohlh48eNCHl9iIRlSN2NhGd9D/t3fm0VZVdRz/fB8PRMEhwAFFRRQUVEKzNHMpKViOqamrnAU1NURDysqczSzNITHFtAwtp0UuLQcoRXPKHAKUpMIFLVNTFEcSFPj1x94XNo93eQ+49wzc32etu9655+xz3+f+ztl3n7PPHpzVm0L0I5B0FLATsEdr283sBuCGmHa2pPYOudkWPYC3avRZ9cQ9a09ZXN2ztjSyZ9VnsPUsCF4F0rmdesV1SyFpCHA2sIeZzW/rQ81s/VoJSnq22lP0IuGetacsru5ZW9yzdepZNfQM0FfSFpI6AV8D7k0TSNoBGAscaGZv1tHFcRzHqULdCgIzWwCMACYALwF3mtk0SRdKOjAmuwzoCtwlabKke6t8nOM4jlMn6vqMwMzuB+5vse7cZHlIPf9/O7gh5//fXtyz9pTF1T1ri3u2Qul6FjuO4zi1xUdMcRzHaXBW64JA0oZ5O7QXSaWYZUFSKUbZ8XjWFkk1a61XT8qS54sWz9WyIJDUVdJVwAOSxko6JG+nakhaS9K1wIOSTostqZBUqGMTY3olcJ+kiyV9MW+n1vB41hZJnSVdB0yKDT32jOuLGM/C5/mixrNQB7MWSNoEuIUwg/u+wKMUewyjUUB34FigM6E5LWa2KE+pFEl9gbsJkyIPA2YD389Vqjoez9oyDNiA0NlzJvBLSZ0LFs8y5flCxnO1KwiAecCNZna6mf0XuBOYLGlgzl6LkdQ5/m0GOgG/NbPpZnYZMDteKeZ+lZAwF7jBzEab2d8JLcFel1SIsaE8nrVFUjqghoCnzOxtM/sV8BRwSUxXlNGXCp3nyxDPomSMlUbS1pKul7QmgJm9DTySJNkU6AP8Iwe9pZDUT9JvgGsk7RT7WnQFPp8kOxk4WlKvvK4SYkwXX1GZ2WssPQ7UWsA2ZvafzOUSPJ61RdJW4pdJ+AAACgNJREFUku4Ebpa0n6TKOKsbJMm+DRwsaUszszx+vMqS58sSTyh5QSBpN8It4UmEKgEkyczmJsk6AbPaM3xFPYkn7VhgCjAV+Kak4cCPgZMl9QAws1eAW4ETc/LcD/gdMFpxDglJzWb2YZKsG/lnMo9nDYl3S1cBLxLy1AHAucA4YF9J2wHEwuoeYlWWZdz+vCx5vizxrFDqggB4m1Dn1g84XtLmrQRyB+BlAEkn5ni7uCUw18x+YmbXADcCBwNrAtexdAeSfxJGa83jdvEN4EhCTM+S1NXMFkhqSlwGANOi3xGS+mXsCB7PWtMTeBf4oZndA1wEDAX6Egrcs7WkRc6DQK0GflxRypLnyxJPoOQFgZm9RJjzYAbwR+BCWKYueC+gu6TxwBGE+sTMMbMXgd6Sdo+rpgIPAd8hDLrXTdJ5kg4HTgA+ivtleoVgZs8C02NMHwSuj5uUuOwGrC/pbsKP3CdZOkZPj+cqkhaKZvYqYQTgocn764BLYkE7F7hA0gmEu645WTi24lnYPJ86FDmerWJmhX8Rbp3XSd6r5TKwNjAD2KvFvg8QrrYOzci1B7Bh6gc0xeXTgFuTbYOAm+I+/YBjgInAkXl4thLTdQhXNZ9Ntq1B+NF9Djg8A8+ewK4t1hUxnst4Fjiew1us6xD/Hgc8nqxfj/DgdRDwKUL1xu0ZxnN4lW2FyfOEOVYuBzoVOZ5tfo+8BdoR6HMIg9bdDpwf1zW1SFMJ/BnAH+Ly1+OP8OAMXX8ATCdMu3lp6haXtwLGA8fG990Jg/JtlHFMW/OsFtNzgElx+cvx70EZuk4jXEnvGN+nBVYh4tmWZ1HiGf/3c8CoKtubgIeBM5J144DtMo7lcj1bxDO3PE9oiPAiMIbQSKFlHipEPNv1XfIWWE6QuxBGJ70D2JBwhfce0DtuX+YKNi6/E9PdBHTOyLUzcCmhtF8/+v4P6FY5IZK0exPqL3cEDgcmAZsVwbNF2jSmC4APgKuBjhm5NsXM9QDh1vlbQJcixbMdntXO0TzieXn8n8v8vxZunyG0bz8IOCr+IA/IMJ5VPZfjnGmeZ8kd6TXVftRZcteSazzb/Z3yFmglgOvFv83AYKA52fYLYFiV/dYlFBxTgS9k6RqXeybLg4HbgG2rnBynAD+LJ0XdXVfUM9neI8b8b1l7JuvGAKPjj+buRYtnezyLEE+gP2Fe8LUJF1XDgF1apK/8wH0FuAD4M7Bb0TyTtJnm+RaeTcALhIupbaPHcSQXVSy5a8k0niv13fIWSILWPWamicBIYKtkmwhNwiYBg6rs3wQMzMl1m7i+mXCFOgv4KfBXwu1q5YRIr2Q7FNUz2b85owyWep4G9I/rtwJujsujCFfcZwC9KudFjvFst2fO8RyZeJ5PeBD9JHAeoaXKMcn5qXq71cIz2T+TPN/Kcd8+rr8EuDKu/wahY+AlST5rqrdbrV6FaDUkaRfCrfVbwMWEBzAjkyRNhBPjY1qZ7hLCEAJmNrXOqtVcT40OC4DngT5mdibhKmBU9MeSDk1mtrCononjAjN7ImPPXonnDOB9SR2ArYHTgZ0tdryymNvictbxbLdn4phHPDch3DFBuFu5EBhiZhcQJo46NfEzMmJVPCtkkeerHPfhcXOlSvIuMxsLnAVsROwwZgUahqMtCjF5PaElxRVmdjssHjlyr9gT7xMzWyipT1yerTCgVKdK+oK4dgbmm9niCafN7D5Jowkn+Sz3XCHPjoT29dsTbv1fJtQfm6S+ZvYv92y355B43N8zs4sqCc3s95JGEX7csm7HXmbPoXHbo4Re7DtGzxdiR8bSFAAVMi8IYi/Apa48zGy6pFeSbZ8QqobSnoF7AWtKGke46jqrYK7z0n0k9SdcQfwbeM09V9jzE2CKpMeBx8xsoqQtCHNf17Vd+GrouWXluCf7DiAc91kU57iXxbNP3DZD0hjguwrjWfUh3FXPrKdnPci0akhSxzTQLTqKzE229SZcXaX0ALYjtMvd2cweKajrGpKOJrR2etjMjjOzj91z5TzN7BwzmxiXZ5rZjywMG+GeK+EpqVnSwYTm2A+Z2fGxMHPPlTvukwnVVo8D95rZ/hY6j5WKzAoCSSOAPymMwX0AhDrJtDdestwHeDquO0TSuoRhe3ubWd3n8lwVV8IAYhMIdcTXuucqH/uN6unWaJ6EljaPAp8r8nEvi6ekjc1sjpmNN7Ob6ulZT+peEEjqplCd8yXge4SHLsfG2+fFD1QkDbQlD1cGAP0kPQAcRngeMN3MPiqBawcze7Oerg3k+VUyqG9tIM9DCS1Z5rSsgnHPlT7uC+rllylW/6ZXHQgjBVbafPcBbia2XSc8ZR8HPAZsDGwGvE8YVjazHqxlcnVP93TPxvHMJBZ1CG4zoWPNpsm6rslyE6HDSN/4fihwaovPOD6jE6EUru7pnu7ZOJ55vGod6O0J7dPfAG6rkqY/cH+VbZ1q6bM6uLqne7pn43jm9ar1M4K3CF39tyEMEbw3gKQOyVP4noQ5WpG0s+Kk3ZJkdWy1UmJX93RP92wcz1yoaUFgZq8Dd5jZO4S6tsqsOwsJw0QAfBroJOkyQvfsyr6Z9Wosk6t7uqd7No5nXtS81ZAtaYUyDpgnaWRcvyiWvLsDewJzzGxXM5tUa4f2UhZX93RP92wcz1yoZ70ToVnW03F5YPx7IMnDmqK8yuLqnu7pno3jmVk8Mgj4g8B8wsh8PfL+wquDq3u6p3s2jmcWr7p1KFOYnPtiwpP4EWa2ryUDnRWJsri6Z21xz9rinuWl0pGiPh8u7UMYx2Z+m4lzpiyu7llb3LO2uGc5qWtB4DiO4xSfQkxM4ziO4+SHFwSO4zgNjhcEjuM4DY4XBI7jOA2OFwSO4zgNjhcEjtMGkhZKmixpmqQpks5UMntVlX16SzoiK0fHWRW8IHCctvnIzAaZ2baEMer3Ac5rY5/egBcETinwfgSO0waSPjSzrsn7PsAzQA9gc+AWoEvcPMLMnpT0F0LP1ZnArwlDIF8KDAbWAK41s7GZfQnHWQ5eEDhOG7QsCOK6d4GtgQ+ARWY2T1JfwqQnO0kaDIw2s/1j+pOADczsYklrAE8Ah5nZzEy/jOO0QnPeAo5TcjoCYyQNAhYC/aqk2xsYKOnQ+H5doC/hjsFxcsULAsdZQWLV0ELgTcKzgjcIk5o0AfOq7QacZmYTMpF0nBXAHxY7zgogaX3gemCMhXrVdYHXzWwRcDTQISb9AFg72XUCcIqkjvFz+knqguMUAL8jcJy2WVPSZEI10ALCw+Er4rafA+MlHUMY335uXD8VWChpCmFqxKsJLYmej7NhzQYOyuoLOM7y8IfFjuM4DY5XDTmO4zQ4XhA4juM0OF4QOI7jNDheEDiO4zQ4XhA4juM0OF4QOI7jNDheEDiO4zQ4XhA4juM0OP8H3ICIaRIXum8AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-0.5684605836868286', 'val/kl': '0.00023415201576426625', 'val/mse': '0.004800163209438324', 'val/std': '0.03970134258270264'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '0.206074520945549', 'val/kl': '0.0002613919787108898', 'val/mse': '0.0049077728763222694', 'val/std': '0.032850708812475204'}\n", - "Epoch 4: reducing learning rate of group 0 to 2.0000e-04.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:Epoch 00005: early stopping\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 455 K\n", - "1 model._latent_encoder LatentEncoder 84 K\n", - "2 model._latent_encoder._input_layer Linear 2 K\n", - "3 model._latent_encoder._encoder ModuleList 32 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 16 K\n", - ".. ... ... ...\n", - "67 model._decoder._decoder.3.linear Linear 65 K\n", - "68 model._decoder._decoder.3.act ReLU 0 \n", - "69 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "70 model._decoder._mean Linear 257 \n", - "71 model._decoder._std Linear 257 \n", - "\n", - "[72 rows x 3 columns]\n", - "INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/np/version_2/chk/_ckpt_epoch_1.ckpt\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "372c72633376435b87e2eb9fc7012c5a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.3078840970993042', 'val/kl': '0.0003726059221662581', 'val/mse': '0.004040098283439875', 'val/std': '0.04867682605981827'}\n", - "\n", - "None\n" - ] - } - ], + "outputs": [], "source": [ - "name = 'np'\n", - "\n", - "params =default_params.copy()\n", - "params.update({\n", + "trainer, model, params, r = try_manual({ \n", " 'det_enc_cross_attn_type': 'uniform',\n", " 'det_enc_self_attn_type': 'uniform',\n", " 'latent_enc_self_attn_type': 'uniform',\n", - " 'use_deterministic_path': False,\n", - "})\n", - "trial = optuna.trial.FixedTrial(params)\n", - "trial = add_sugg(trial)\n", - "trial.number = 2\n", - "\n", - "checkpoint_callback = pl.callbacks.ModelCheckpoint(\n", - " os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n", - "\n", - "logger = DictLogger(MODEL_DIR, name=\"anp\", version=trial.number)\n", - "\n", - "trainer = pl.Trainer(\n", - " gradient_clip_val=trial.params[\"grad_clip\"],\n", - " checkpoint_callback=checkpoint_callback,\n", - " max_epochs=trial.params['max_nb_epochs'],\n", - " gpus=-1 if torch.cuda.is_available() else None,\n", - " early_stop_callback=True\n", - ")\n", - "model = LatentModelPL(trial.params)\n", - "\n", - "trainer.fit(model)\n", - "\n", - "# plot, main metric\n", - "loader = model.val_dataloader()[0]\n", - "vis_i=670\n", - "plot_from_loader(loader, model, i=vis_i)\n", - "\n", - "print(trainer.test(model))" + " 'use_deterministic_path': False,\n", + "}, name='np')\n" ] }, { @@ -1949,23 +7205,46 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T04:17:40.782349Z", - "start_time": "2020-02-16T04:17:40.702206Z" + "end_time": "2020-02-23T08:53:26.609187Z", + "start_time": "2020-02-23T08:13:21.000Z" + } + }, + "outputs": [], + "source": [ + "def objective(trial):\n", + " \"\"\"Funtion for optuna hyperparam tuning\"\"\"\n", + " # see https://github.com/optuna/optuna/blob/cf6f02d/examples/pytorch_lightning_simple.py\n", + " \n", + " trial = add_sugg(trial)\n", + " \n", + "# print('trial', trial.number, 'params', trial.params)\n", + " \n", + " \n", + " # PyTorch Lightning will try to restore model parameters from previous trials if checkpoint\n", + " # filenames match. Therefore, the filenames for each trial must be made unique.\n", + " model, trainer = main(trial, train=True, optuna=True)\n", + " \n", + " # also report to tensorboard & print\n", + " print('logger.metrics', model.logger.metrics[-1:])\n", + " model.logger.experiment.add_hparams(trial.params, model.logger.metrics[-1])\n", + " \n", + " return model.logger.metrics[-1]['val_loss']\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T08:53:26.610863Z", + "start_time": "2020-02-23T08:13:21.000Z" }, "scrolled": true }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 12:17:40,768] Using an existing study with name 'anp-rnn1' instead of creating a new one.\n" - ] - } - ], + "outputs": [], "source": [ "import argparse \n", "\n", @@ -1975,10 +7254,11 @@ " 'trials at the early stages of training.')\n", "args = parser.parse_args(['-p'])\n", "\n", - "pruner = optuna.pruners.MedianPruner(n_warmup_steps=1, n_startup_trials=20) if args.pruning else optuna.pruners.NopPruner()\n", + "# pruner = optuna.pruners.MedianPruner(n_warmup_steps=1, n_startup_trials=20) if args.pruning else optuna.pruners.NopPruner()\n", "pruner = optuna.pruners.PercentilePruner(75.0)\n", "name = 'anp-rnn1'\n", - "study = optuna.create_study(direction='minimize', pruner=pruner, storage=f'sqlite:///optuna_result/{name}.db', study_name=name, load_if_exists=True)\n" + "study = optuna.create_study(direction='minimize', pruner=pruner, storage=f'sqlite:///optuna_result/{name}.db', study_name=name, load_if_exists=True)\n", + "study.user_attrs = user_attrs\n" ] }, { @@ -1986,3931 +7266,12 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "start_time": "2020-02-16T04:17:42.400Z" + "end_time": "2020-02-23T08:53:26.612628Z", + "start_time": "2020-02-23T08:13:21.000Z" }, "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 40 params {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.009979117958707866, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 94 K\n", - "1 model._latent_encoder LatentEncoder 8 K\n", - "2 model._latent_encoder._input_layer Linear 608 \n", - "3 model._latent_encoder._encoder ModuleList 2 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 1 K\n", - ".. ... ... ...\n", - "87 model._decoder._decoder.7.act ReLU 0 \n", - "88 model._decoder._decoder.7.dropout Dropout2d 0 \n", - "89 model._decoder._decoder.7.norm BatchNorm2d 192 \n", - "90 model._decoder._mean Linear 97 \n", - "91 model._decoder._std Linear 97 \n", - "\n", - "[92 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.53555166721344', 'val/kl': '0.5122055411338806', 'val/mse': '0.29894599318504333', 'val/std': '0.9359065890312195'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d39aa0b996f341b6866fa828dcac3b33", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.3771708011627197', 'val/kl': '0.0009297789074480534', 'val/mse': '0.004502739757299423', 'val/std': '0.06497536599636078'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.4605064392089844', 'val/kl': '0.000608345028012991', 'val/mse': '0.004014032427221537', 'val/std': '0.06412609666585922'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '8.564395904541016', 'val/kl': '0.006522171664983034', 'val/mse': '24820252672.0', 'val/std': '1585.9449462890625'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.5419411659240723', 'val/kl': '0.0009605502709746361', 'val/mse': '0.0035048630088567734', 'val/std': '0.05785220488905907'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '-1.4154374599456787', 'val/kl': '0.0018635217566043139', 'val/mse': '0.004522555973380804', 'val/std': '0.05777614936232567'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 13169, {'val_loss': '-1.4261882305145264', 'val/kl': '0.0008237186702899635', 'val/mse': '0.0040297918021678925', 'val/std': '0.05604660511016846'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 15364, {'val_loss': '-1.4118669033050537', 'val/kl': '0.0005158120184205472', 'val/mse': '0.00455522770062089', 'val/std': '0.05931553989648819'}\n", - "Epoch 6: reducing learning rate of group 0 to 9.9791e-04.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 17559, {'val_loss': '-1.5386149883270264', 'val/kl': '0.0005057148518972099', 'val/mse': '0.0036372821778059006', 'val/std': '0.05127168074250221'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 19754, {'val_loss': '-1.5309010744094849', 'val/kl': '0.0003634715103544295', 'val/mse': '0.0035632983781397343', 'val/std': '0.0472351610660553'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 21949, {'val_loss': '-1.5311908721923828', 'val/kl': '0.00033483945298939943', 'val/mse': '0.003650220111012459', 'val/std': '0.04958202689886093'}\n", - "Epoch 9: reducing learning rate of group 0 to 9.9791e-05.\n", - "\n", - "logger.metrics [{'val_loss': -1.5311908721923828, 'val/kl': 0.00033483945298939943, 'val/mse': 0.003650220111012459, 'val/std': 0.04958202689886093, 'epoch': 9}]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 12:48:05,046] Finished trial#40 resulted in value: -1.5311908721923828. Current best value is -1.5311908721923828 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.009979117958707866, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 41 params {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.00825221580671433, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 94 K\n", - "1 model._latent_encoder LatentEncoder 8 K\n", - "2 model._latent_encoder._input_layer Linear 608 \n", - "3 model._latent_encoder._encoder ModuleList 2 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 1 K\n", - ".. ... ... ...\n", - "87 model._decoder._decoder.7.act ReLU 0 \n", - "88 model._decoder._decoder.7.dropout Dropout2d 0 \n", - "89 model._decoder._decoder.7.norm BatchNorm2d 192 \n", - "90 model._decoder._mean Linear 97 \n", - "91 model._decoder._std Linear 97 \n", - "\n", - "[92 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.5108540058135986', 'val/kl': '0.5089762806892395', 'val/mse': '0.2757703363895416', 'val/std': '0.9246620535850525'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6329689d60764058a7a32d654cac0e5e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.20550537109375', 'val/kl': '0.0006790390470996499', 'val/mse': '0.006131823640316725', 'val/std': '0.07889589667320251'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.2357312440872192', 'val/kl': '0.0007603747071698308', 'val/mse': '0.005223762709647417', 'val/std': '0.05958130210638046'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.5108121633529663', 'val/kl': '0.0008597009000368416', 'val/mse': '0.003719923784956336', 'val/std': '0.05571730062365532'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.564136266708374', 'val/kl': '0.000897054560482502', 'val/mse': '0.0033463523723185062', 'val/std': '0.05561968311667442'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '-1.4187949895858765', 'val/kl': '0.0005841613747179508', 'val/mse': '0.0040751127526164055', 'val/std': '0.05243219807744026'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 13169, {'val_loss': '-1.4812263250350952', 'val/kl': '0.0007523014210164547', 'val/mse': '0.0037672489415854216', 'val/std': '0.049325522035360336'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 15364, {'val_loss': '-1.2123048305511475', 'val/kl': '0.0014134023804217577', 'val/mse': '0.006530694663524628', 'val/std': '0.07238736003637314'}\n", - "Epoch 6: reducing learning rate of group 0 to 8.2522e-04.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 17559, {'val_loss': '-1.4875582456588745', 'val/kl': '0.0005257382290437818', 'val/mse': '0.003740638727322221', 'val/std': '0.044684037566185'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 19754, {'val_loss': '-1.4734346866607666', 'val/kl': '0.00039242839557118714', 'val/mse': '0.003947222139686346', 'val/std': '0.04682338610291481'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 21949, {'val_loss': '-1.4678099155426025', 'val/kl': '0.0003087829682044685', 'val/mse': '0.0037555007729679346', 'val/std': '0.04366892948746681'}\n", - "Epoch 9: reducing learning rate of group 0 to 8.2522e-05.\n", - "\n", - "logger.metrics [{'val_loss': -1.4678099155426025, 'val/kl': 0.0003087829682044685, 'val/mse': 0.0037555007729679346, 'val/std': 0.04366892948746681, 'epoch': 9}]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 13:19:27,299] Finished trial#41 resulted in value: -1.4678099155426025. Current best value is -1.5311908721923828 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.009979117958707866, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 42 params {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.004675772626655719, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 4, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 96 K\n", - "1 model._latent_encoder LatentEncoder 8 K\n", - "2 model._latent_encoder._input_layer Linear 608 \n", - "3 model._latent_encoder._encoder ModuleList 2 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 1 K\n", - ".. ... ... ...\n", - "97 model._decoder._decoder.7.act ReLU 0 \n", - "98 model._decoder._decoder.7.dropout Dropout2d 0 \n", - "99 model._decoder._decoder.7.norm BatchNorm2d 192 \n", - "100 model._decoder._mean Linear 97 \n", - "101 model._decoder._std Linear 97 \n", - "\n", - "[102 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.6367992162704468', 'val/kl': '0.5042330622673035', 'val/mse': '0.32986244559288025', 'val/std': '1.0728768110275269'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "85ce296b1876436cad83962e2f28c8cb", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.3915525674819946', 'val/kl': '0.0012034019455313683', 'val/mse': '0.003971943166106939', 'val/std': '0.07428822666406631'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.3431251049041748', 'val/kl': '0.0008934412035159767', 'val/mse': '0.005613301880657673', 'val/std': '0.07552073895931244'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.4798474311828613', 'val/kl': '0.0007770339143462479', 'val/mse': '0.004133238922804594', 'val/std': '0.05946439132094383'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.4810700416564941', 'val/kl': '0.0005357018671929836', 'val/mse': '0.003644324606284499', 'val/std': '0.05902468413114548'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '-1.569221019744873', 'val/kl': '0.0005315328016877174', 'val/mse': '0.003372111590579152', 'val/std': '0.0521407350897789'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 13169, {'val_loss': '-1.3642808198928833', 'val/kl': '0.00046485415077768266', 'val/mse': '0.004272697493433952', 'val/std': '0.04868315905332565'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 15364, {'val_loss': '-1.293749213218689', 'val/kl': '0.0004639705002773553', 'val/mse': '0.00423781294375658', 'val/std': '0.04431043565273285'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 17559, {'val_loss': '-1.3339027166366577', 'val/kl': '0.00040979773621074855', 'val/mse': '0.0038757165893912315', 'val/std': '0.04089698940515518'}\n", - "Epoch 7: reducing learning rate of group 0 to 4.6758e-04.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 19754, {'val_loss': '-1.4316049814224243', 'val/kl': '0.00032472642487846315', 'val/mse': '0.003270149929448962', 'val/std': '0.0393795520067215'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 21949, {'val_loss': '-1.4260458946228027', 'val/kl': '0.0002844082482624799', 'val/mse': '0.0033221307676285505', 'val/std': '0.03993909806013107'}\n", - "\n", - "logger.metrics [{'val_loss': -1.4260458946228027, 'val/kl': 0.0002844082482624799, 'val/mse': 0.0033221307676285505, 'val/std': 0.03993909806013107, 'epoch': 9}]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 13:49:52,848] Finished trial#42 resulted in value: -1.4260458946228027. Current best value is -1.5311908721923828 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.009979117958707866, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 43 params {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.004368391916372206, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type \\\n", - "0 model LatentModel \n", - "1 model._latent_encoder LatentEncoder \n", - "2 model._latent_encoder._input_layer Linear \n", - "3 model._latent_encoder._encoder ModuleList \n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d \n", - "5 model._latent_encoder._encoder.0.linear Linear \n", - "6 model._latent_encoder._encoder.0.act ReLU \n", - "7 model._latent_encoder._encoder.0.dropout Dropout2d \n", - "8 model._latent_encoder._encoder.0.norm BatchNorm2d \n", - "9 model._latent_encoder._penultimate_layer Linear \n", - "10 model._latent_encoder._mean Linear \n", - "11 model._latent_encoder._log_var Linear \n", - "12 model._deterministic_encoder DeterministicEncoder \n", - "13 model._deterministic_encoder._input_layer Linear \n", - "14 model._deterministic_encoder._d_encoder ModuleList \n", - "15 model._deterministic_encoder._d_encoder.0 NPBlockRelu2d \n", - "16 model._deterministic_encoder._d_encoder.0.linear Linear \n", - "17 model._deterministic_encoder._d_encoder.0.act ReLU \n", - "18 model._deterministic_encoder._d_encoder.0.dropout Dropout2d \n", - "19 model._deterministic_encoder._d_encoder.0.norm BatchNorm2d \n", - "20 model._deterministic_encoder._d_encoder.1 NPBlockRelu2d \n", - "21 model._deterministic_encoder._d_encoder.1.linear Linear \n", - "22 model._deterministic_encoder._d_encoder.1.act ReLU \n", - "23 model._deterministic_encoder._d_encoder.1.dropout Dropout2d \n", - "24 model._deterministic_encoder._d_encoder.1.norm BatchNorm2d \n", - "25 model._deterministic_encoder._cross_attention Attention \n", - "26 model._deterministic_encoder._cross_attention.... BatchMLP \n", - "27 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", - "28 model._deterministic_encoder._cross_attention.... Linear \n", - "29 model._deterministic_encoder._cross_attention.... ReLU \n", - "30 model._deterministic_encoder._cross_attention.... Dropout2d \n", - "31 model._deterministic_encoder._cross_attention.... Sequential \n", - "32 model._deterministic_encoder._cross_attention.... Linear \n", - "33 model._deterministic_encoder._cross_attention.... BatchMLP \n", - "34 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", - "35 model._deterministic_encoder._cross_attention.... Linear \n", - "36 model._deterministic_encoder._cross_attention.... ReLU \n", - "37 model._deterministic_encoder._cross_attention.... Dropout2d \n", - "38 model._deterministic_encoder._cross_attention.... Sequential \n", - "39 model._deterministic_encoder._cross_attention.... Linear \n", - "40 model._deterministic_encoder._cross_attention._W MultiheadAttention \n", - "41 model._deterministic_encoder._cross_attention.... Linear \n", - "42 model._decoder Decoder \n", - "43 model._decoder._target_transform Linear \n", - "44 model._decoder._decoder ModuleList \n", - "45 model._decoder._decoder.0 NPBlockRelu2d \n", - "46 model._decoder._decoder.0.linear Linear \n", - "47 model._decoder._decoder.0.act ReLU \n", - "48 model._decoder._decoder.0.dropout Dropout2d \n", - "49 model._decoder._decoder.0.norm BatchNorm2d \n", - "50 model._decoder._mean Linear \n", - "51 model._decoder._std Linear \n", - "\n", - " Params \n", - "0 27 K \n", - "1 6 K \n", - "2 608 \n", - "3 1 K \n", - "4 1 K \n", - "5 1 K \n", - "6 0 \n", - "7 0 \n", - "8 64 \n", - "9 1 K \n", - "10 2 K \n", - "11 2 K \n", - "12 10 K \n", - "13 608 \n", - "14 2 K \n", - "15 1 K \n", - "16 1 K \n", - "17 0 \n", - "18 0 \n", - "19 64 \n", - "20 1 K \n", - "21 1 K \n", - "22 0 \n", - "23 0 \n", - "24 64 \n", - "25 7 K \n", - "26 1 K \n", - "27 544 \n", - "28 544 \n", - "29 0 \n", - "30 0 \n", - "31 0 \n", - "32 1 K \n", - "33 1 K \n", - "34 544 \n", - "35 544 \n", - "36 0 \n", - "37 0 \n", - "38 0 \n", - "39 1 K \n", - "40 4 K \n", - "41 1 K \n", - "42 10 K \n", - "43 576 \n", - "44 9 K \n", - "45 9 K \n", - "46 9 K \n", - "47 0 \n", - "48 0 \n", - "49 192 \n", - "50 97 \n", - "51 97 \n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.6595051288604736', 'val/kl': '0.5012072920799255', 'val/mse': '0.2947925627231598', 'val/std': '1.1311085224151611'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7b0085bd3ef84183beffb78e3a1e7539", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.0242871046066284', 'val/kl': '0.0017947274027392268', 'val/mse': '0.007185660302639008', 'val/std': '0.09871241450309753'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.2936391830444336', 'val/kl': '0.0012684506364166737', 'val/mse': '0.006113472394645214', 'val/std': '0.0684652253985405'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.3037265539169312', 'val/kl': '0.0007404569769278169', 'val/mse': '0.004260512068867683', 'val/std': '0.06514627486467361'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.4981956481933594', 'val/kl': '0.001371236750856042', 'val/mse': '0.0036893989890813828', 'val/std': '0.06575974076986313'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '-1.1481499671936035', 'val/kl': '0.004259718116372824', 'val/mse': '0.0038308214861899614', 'val/std': '0.046711280941963196'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 13169, {'val_loss': '-1.4938817024230957', 'val/kl': '0.0014279276365414262', 'val/mse': '0.0036505504976958036', 'val/std': '0.05014738067984581'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 15364, {'val_loss': '-1.3433947563171387', 'val/kl': '0.001294697285629809', 'val/mse': '0.004627563524991274', 'val/std': '0.060922276228666306'}\n", - "Epoch 6: reducing learning rate of group 0 to 4.3684e-04.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 17559, {'val_loss': '-1.573096513748169', 'val/kl': '0.0014650896191596985', 'val/mse': '0.0032621892169117928', 'val/std': '0.04872477054595947'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 19754, {'val_loss': '-1.568063497543335', 'val/kl': '0.0015724594704806805', 'val/mse': '0.003314936999231577', 'val/std': '0.04916192963719368'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 21949, {'val_loss': '-1.5752214193344116', 'val/kl': '0.001221427577547729', 'val/mse': '0.0032312502153217793', 'val/std': '0.04751383513212204'}\n", - "\n", - "logger.metrics [{'val_loss': -1.5752214193344116, 'val/kl': 0.001221427577547729, 'val/mse': 0.0032312502153217793, 'val/std': 0.04751383513212204, 'epoch': 9}]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 14:10:01,348] Finished trial#43 resulted in value: -1.5752214193344116. Current best value is -1.5752214193344116 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.004368391916372206, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 44 params {'attention_dropout': 0, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'ptmultihead', 'dropout': 0.5, 'grad_clip': 40, 'hidden_dim': 64, 'latent_dim': 32, 'latent_enc_self_attn_type': 'multihead', 'learning_rate': 0.0039055042332039043, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type \\\n", - "0 model LatentModel \n", - "1 model._latent_encoder LatentEncoder \n", - "2 model._latent_encoder._input_layer Linear \n", - "3 model._latent_encoder._encoder ModuleList \n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d \n", - "5 model._latent_encoder._encoder.0.linear Linear \n", - "6 model._latent_encoder._encoder.0.act ReLU \n", - "7 model._latent_encoder._encoder.0.dropout Dropout2d \n", - "8 model._latent_encoder._encoder.0.norm BatchNorm2d \n", - "9 model._latent_encoder._penultimate_layer Linear \n", - "10 model._latent_encoder._mean Linear \n", - "11 model._latent_encoder._log_var Linear \n", - "12 model._deterministic_encoder DeterministicEncoder \n", - "13 model._deterministic_encoder._input_layer Linear \n", - "14 model._deterministic_encoder._d_encoder ModuleList \n", - "15 model._deterministic_encoder._d_encoder.0 NPBlockRelu2d \n", - "16 model._deterministic_encoder._d_encoder.0.linear Linear \n", - "17 model._deterministic_encoder._d_encoder.0.act ReLU \n", - "18 model._deterministic_encoder._d_encoder.0.dropout Dropout2d \n", - "19 model._deterministic_encoder._d_encoder.0.norm BatchNorm2d \n", - "20 model._deterministic_encoder._d_encoder.1 NPBlockRelu2d \n", - "21 model._deterministic_encoder._d_encoder.1.linear Linear \n", - "22 model._deterministic_encoder._d_encoder.1.act ReLU \n", - "23 model._deterministic_encoder._d_encoder.1.dropout Dropout2d \n", - "24 model._deterministic_encoder._d_encoder.1.norm BatchNorm2d \n", - "25 model._deterministic_encoder._cross_attention Attention \n", - "26 model._deterministic_encoder._cross_attention.... BatchMLP \n", - "27 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", - "28 model._deterministic_encoder._cross_attention.... Linear \n", - "29 model._deterministic_encoder._cross_attention.... ReLU \n", - "30 model._deterministic_encoder._cross_attention.... Dropout2d \n", - "31 model._deterministic_encoder._cross_attention.... Sequential \n", - "32 model._deterministic_encoder._cross_attention.... Linear \n", - "33 model._deterministic_encoder._cross_attention.... BatchMLP \n", - "34 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", - "35 model._deterministic_encoder._cross_attention.... Linear \n", - "36 model._deterministic_encoder._cross_attention.... ReLU \n", - "37 model._deterministic_encoder._cross_attention.... Dropout2d \n", - "38 model._deterministic_encoder._cross_attention.... Sequential \n", - "39 model._deterministic_encoder._cross_attention.... Linear \n", - "40 model._deterministic_encoder._cross_attention._W MultiheadAttention \n", - "41 model._deterministic_encoder._cross_attention.... Linear \n", - "42 model._decoder Decoder \n", - "43 model._decoder._target_transform Linear \n", - "44 model._decoder._decoder ModuleList \n", - "45 model._decoder._decoder.0 NPBlockRelu2d \n", - "46 model._decoder._decoder.0.linear Linear \n", - "47 model._decoder._decoder.0.act ReLU \n", - "48 model._decoder._decoder.0.dropout Dropout2d \n", - "49 model._decoder._decoder.0.norm BatchNorm2d \n", - "50 model._decoder._mean Linear \n", - "51 model._decoder._std Linear \n", - "\n", - " Params \n", - "0 61 K \n", - "1 13 K \n", - "2 1 K \n", - "3 4 K \n", - "4 4 K \n", - "5 4 K \n", - "6 0 \n", - "7 0 \n", - "8 128 \n", - "9 4 K \n", - "10 2 K \n", - "11 2 K \n", - "12 36 K \n", - "13 1 K \n", - "14 8 K \n", - "15 4 K \n", - "16 4 K \n", - "17 0 \n", - "18 0 \n", - "19 128 \n", - "20 4 K \n", - "21 4 K \n", - "22 0 \n", - "23 0 \n", - "24 128 \n", - "25 26 K \n", - "26 5 K \n", - "27 1 K \n", - "28 1 K \n", - "29 0 \n", - "30 0 \n", - "31 0 \n", - "32 4 K \n", - "33 5 K \n", - "34 1 K \n", - "35 1 K \n", - "36 0 \n", - "37 0 \n", - "38 0 \n", - "39 4 K \n", - "40 16 K \n", - "41 4 K \n", - "42 10 K \n", - "43 1 K \n", - "44 9 K \n", - "45 9 K \n", - "46 9 K \n", - "47 0 \n", - "48 0 \n", - "49 192 \n", - "50 97 \n", - "51 97 \n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.720916748046875', 'val/kl': '0.49156513810157776', 'val/mse': '0.2860490083694458', 'val/std': '1.2384977340698242'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d721d25884f9450297c0183257d33823", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-0.958224356174469', 'val/kl': '0.0005997503758408129', 'val/mse': '0.008417556993663311', 'val/std': '0.11981521546840668'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.047938585281372', 'val/kl': '0.0007705810130573809', 'val/mse': '0.00699149863794446', 'val/std': '0.1092245802283287'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-0.970568835735321', 'val/kl': '0.001158003113232553', 'val/mse': '0.0072646429762244225', 'val/std': '0.11499355733394623'}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 14:16:11,306] Setting status of trial#44 as TrialState.PRUNED. Trial was pruned at epoch 2.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 45 params {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'multihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.0019041317749200822, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 4, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 58 K\n", - "1 model._latent_encoder LatentEncoder 6 K\n", - "2 model._latent_encoder._input_layer Linear 608 \n", - "3 model._latent_encoder._encoder ModuleList 1 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 1 K\n", - ".. ... ... ...\n", - "108 model._decoder._decoder.0.act ReLU 0 \n", - "109 model._decoder._decoder.0.dropout Dropout2d 0 \n", - "110 model._decoder._decoder.0.norm BatchNorm2d 192 \n", - "111 model._decoder._mean Linear 97 \n", - "112 model._decoder._std Linear 97 \n", - "\n", - "[113 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.687723994255066', 'val/kl': '0.5016866326332092', 'val/mse': '0.2728389501571655', 'val/std': '1.18678879737854'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e7246ec97c4242fa9c61bbbe1dbd7556", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.02152419090271', 'val/kl': '0.010310388170182705', 'val/mse': '0.007663198281079531', 'val/std': '0.11175099015235901'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.4133368730545044', 'val/kl': '0.0045659178867936134', 'val/mse': '0.004236111883074045', 'val/std': '0.0618896484375'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.3207731246948242', 'val/kl': '0.004010752309113741', 'val/mse': '0.004357465542852879', 'val/std': '0.057210419327020645'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.3673999309539795', 'val/kl': '0.001945743802934885', 'val/mse': '0.00422749063000083', 'val/std': '0.06024956330657005'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '-1.1022073030471802', 'val/kl': '0.0028823784086853266', 'val/mse': '0.004391775466501713', 'val/std': '0.055085066705942154'}\n", - "Epoch 4: reducing learning rate of group 0 to 1.9041e-04.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 13169, {'val_loss': '-0.7505188584327698', 'val/kl': '0.003391333855688572', 'val/mse': '0.004430678673088551', 'val/std': '0.051771990954875946'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 15364, {'val_loss': '-1.0067957639694214', 'val/kl': '0.003156122751533985', 'val/mse': '0.004495357163250446', 'val/std': '0.05695757642388344'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 17559, {'val_loss': '-1.3625431060791016', 'val/kl': '0.0014195841504260898', 'val/mse': '0.0037416103295981884', 'val/std': '0.0520796924829483'}\n", - "Epoch 7: reducing learning rate of group 0 to 1.9041e-05.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 19754, {'val_loss': '49.18473815917969', 'val/kl': '0.032739244401454926', 'val/mse': '0.020993946120142937', 'val/std': '0.04838518053293228'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 21949, {'val_loss': '-1.3830543756484985', 'val/kl': '0.0012432830408215523', 'val/mse': '0.003595026209950447', 'val/std': '0.05097007006406784'}\n", - "\n", - "logger.metrics [{'val_loss': -1.3830543756484985, 'val/kl': 0.0012432830408215523, 'val/mse': 0.003595026209950447, 'val/std': 0.05097007006406784, 'epoch': 9}]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 14:36:15,872] Finished trial#45 resulted in value: -1.3830543756484985. Current best value is -1.5752214193344116 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.004368391916372206, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 46 params {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 8, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.00976440374071206, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': False, 'use_rnn': True, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type \\\n", - "0 model LatentModel \n", - "1 model._lstm LSTM \n", - "2 model._latent_encoder LatentEncoder \n", - "3 model._latent_encoder._input_layer Linear \n", - "4 model._latent_encoder._encoder ModuleList \n", - "5 model._latent_encoder._encoder.0 NPBlockRelu2d \n", - "6 model._latent_encoder._encoder.0.linear Linear \n", - "7 model._latent_encoder._encoder.0.act ReLU \n", - "8 model._latent_encoder._encoder.0.dropout Dropout2d \n", - "9 model._latent_encoder._encoder.0.norm BatchNorm2d \n", - "10 model._latent_encoder._penultimate_layer Linear \n", - "11 model._latent_encoder._mean Linear \n", - "12 model._latent_encoder._log_var Linear \n", - "13 model._deterministic_encoder DeterministicEncoder \n", - "14 model._deterministic_encoder._input_layer Linear \n", - "15 model._deterministic_encoder._d_encoder ModuleList \n", - "16 model._deterministic_encoder._d_encoder.0 NPBlockRelu2d \n", - "17 model._deterministic_encoder._d_encoder.0.linear Linear \n", - "18 model._deterministic_encoder._d_encoder.0.act ReLU \n", - "19 model._deterministic_encoder._d_encoder.0.dropout Dropout2d \n", - "20 model._deterministic_encoder._d_encoder.0.norm BatchNorm2d \n", - "21 model._deterministic_encoder._d_encoder.1 NPBlockRelu2d \n", - "22 model._deterministic_encoder._d_encoder.1.linear Linear \n", - "23 model._deterministic_encoder._d_encoder.1.act ReLU \n", - "24 model._deterministic_encoder._d_encoder.1.dropout Dropout2d \n", - "25 model._deterministic_encoder._d_encoder.1.norm BatchNorm2d \n", - "26 model._deterministic_encoder._cross_attention Attention \n", - "27 model._deterministic_encoder._cross_attention.... BatchMLP \n", - "28 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", - "29 model._deterministic_encoder._cross_attention.... Linear \n", - "30 model._deterministic_encoder._cross_attention.... ReLU \n", - "31 model._deterministic_encoder._cross_attention.... Dropout2d \n", - "32 model._deterministic_encoder._cross_attention.... Sequential \n", - "33 model._deterministic_encoder._cross_attention.... Linear \n", - "34 model._deterministic_encoder._cross_attention.... BatchMLP \n", - "35 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", - "36 model._deterministic_encoder._cross_attention.... Linear \n", - "37 model._deterministic_encoder._cross_attention.... ReLU \n", - "38 model._deterministic_encoder._cross_attention.... Dropout2d \n", - "39 model._deterministic_encoder._cross_attention.... Sequential \n", - "40 model._deterministic_encoder._cross_attention.... Linear \n", - "41 model._deterministic_encoder._cross_attention._W MultiheadAttention \n", - "42 model._deterministic_encoder._cross_attention.... Linear \n", - "43 model._decoder Decoder \n", - "44 model._decoder._target_transform Linear \n", - "45 model._decoder._decoder ModuleList \n", - "46 model._decoder._decoder.0 NPBlockRelu2d \n", - "47 model._decoder._decoder.0.linear Linear \n", - "48 model._decoder._decoder.0.act ReLU \n", - "49 model._decoder._decoder.0.dropout Dropout2d \n", - "50 model._decoder._decoder.0.norm BatchNorm2d \n", - "51 model._decoder._mean Linear \n", - "52 model._decoder._std Linear \n", - "\n", - " Params \n", - "0 24 K \n", - "1 6 K \n", - "2 3 K \n", - "3 1 K \n", - "4 1 K \n", - "5 1 K \n", - "6 1 K \n", - "7 0 \n", - "8 0 \n", - "9 64 \n", - "10 1 K \n", - "11 264 \n", - "12 264 \n", - "13 11 K \n", - "14 1 K \n", - "15 2 K \n", - "16 1 K \n", - "17 1 K \n", - "18 0 \n", - "19 0 \n", - "20 64 \n", - "21 1 K \n", - "22 1 K \n", - "23 0 \n", - "24 0 \n", - "25 64 \n", - "26 8 K \n", - "27 2 K \n", - "28 1 K \n", - "29 1 K \n", - "30 0 \n", - "31 0 \n", - "32 0 \n", - "33 1 K \n", - "34 2 K \n", - "35 1 K \n", - "36 1 K \n", - "37 0 \n", - "38 0 \n", - "39 0 \n", - "40 1 K \n", - "41 4 K \n", - "42 1 K \n", - "43 2 K \n", - "44 1 K \n", - "45 1 K \n", - "46 1 K \n", - "47 1 K \n", - "48 0 \n", - "49 0 \n", - "50 80 \n", - "51 41 \n", - "52 41 \n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '0.731191098690033', 'val/kl': '6.823187050031265e-06', 'val/mse': '0.20255911350250244', 'val/std': '0.656095027923584'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "41eb4277f85c4697848ebcae380f77e5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.278185486793518', 'val/kl': '0.0012379628606140614', 'val/mse': '0.005873736459761858', 'val/std': '0.08137188106775284'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.1814210414886475', 'val/kl': '0.0008792407461442053', 'val/mse': '0.005760528147220612', 'val/std': '0.09953497350215912'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.2550276517868042', 'val/kl': '0.0017982054268941283', 'val/mse': '0.004931292030960321', 'val/std': '0.05580282211303711'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.052121639251709', 'val/kl': '0.0018478278070688248', 'val/mse': '0.0065329116769135', 'val/std': '0.052982039749622345'}\n", - "Epoch 3: reducing learning rate of group 0 to 9.7644e-04.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '-1.322417974472046', 'val/kl': '0.0014159505954012275', 'val/mse': '0.004260997287929058', 'val/std': '0.04744671657681465'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 13169, {'val_loss': '-1.2634797096252441', 'val/kl': '0.001777377910912037', 'val/mse': '0.00419056648388505', 'val/std': '0.05102219060063362'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 15364, {'val_loss': '-1.2476696968078613', 'val/kl': '0.001151483622379601', 'val/mse': '0.004098773002624512', 'val/std': '0.046411026269197464'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 17559, {'val_loss': '-1.2291877269744873', 'val/kl': '0.0011489269090816379', 'val/mse': '0.004238182213157415', 'val/std': '0.04569748416543007'}\n", - "Epoch 7: reducing learning rate of group 0 to 9.7644e-05.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 19754, {'val_loss': '-1.2095108032226562', 'val/kl': '0.0013189006131142378', 'val/mse': '0.004299731459468603', 'val/std': '0.045542292296886444'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 21949, {'val_loss': '-1.116992712020874', 'val/kl': '0.0013356534764170647', 'val/mse': '0.00445883022621274', 'val/std': '0.045566070824861526'}\n", - "\n", - "logger.metrics [{'val_loss': -1.116992712020874, 'val/kl': 0.0013356534764170647, 'val/mse': 0.00445883022621274, 'val/std': 0.045566070824861526, 'epoch': 9}]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 14:57:35,834] Finished trial#46 resulted in value: -1.116992712020874. Current best value is -1.5752214193344116 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.004368391916372206, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 47 params {'attention_dropout': 0, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 64, 'latent_dim': 64, 'latent_enc_self_attn_type': 'multihead', 'learning_rate': 0.005578860461082355, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 4, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 122 K\n", - "1 model._latent_encoder LatentEncoder 17 K\n", - "2 model._latent_encoder._input_layer Linear 1 K\n", - "3 model._latent_encoder._encoder ModuleList 4 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 4 K\n", - ".. ... ... ...\n", - "62 model._decoder._decoder.3.act ReLU 0 \n", - "63 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "64 model._decoder._decoder.3.norm BatchNorm2d 256 \n", - "65 model._decoder._mean Linear 129 \n", - "66 model._decoder._std Linear 129 \n", - "\n", - "[67 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.5845451354980469', 'val/kl': '0.5105976462364197', 'val/mse': '0.32177481055259705', 'val/std': '0.9911500811576843'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "35668c8eca5144609875a90d137ef014", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.2954986095428467', 'val/kl': '0.0017858344363048673', 'val/mse': '0.00484514981508255', 'val/std': '0.058575764298439026'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.3119332790374756', 'val/kl': '0.010542633943259716', 'val/mse': '0.0046494826674461365', 'val/std': '0.08081772178411484'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.4577152729034424', 'val/kl': '0.0015178888570517302', 'val/mse': '0.003925465513020754', 'val/std': '0.062119293957948685'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.3628203868865967', 'val/kl': '0.005198372062295675', 'val/mse': '0.004551110789179802', 'val/std': '0.06566743552684784'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '-1.2501224279403687', 'val/kl': '0.0016630118479952216', 'val/mse': '0.0055082859471440315', 'val/std': '0.07815753668546677'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 13169, {'val_loss': '-1.3890389204025269', 'val/kl': '0.0008469870081171393', 'val/mse': '0.003969137091189623', 'val/std': '0.047608278691768646'}\n", - "Epoch 5: reducing learning rate of group 0 to 5.5789e-04.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 15364, {'val_loss': '-1.3288187980651855', 'val/kl': '0.0007632175111211836', 'val/mse': '0.003451170166954398', 'val/std': '0.03932596743106842'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 17559, {'val_loss': '-1.2176209688186646', 'val/kl': '0.0007735801045782864', 'val/mse': '0.0036017836537212133', 'val/std': '0.03742733225226402'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 19754, {'val_loss': '-1.2690728902816772', 'val/kl': '0.0007958909845910966', 'val/mse': '0.0034207545686513186', 'val/std': '0.03738531842827797'}\n", - "Epoch 8: reducing learning rate of group 0 to 5.5789e-05.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 21949, {'val_loss': '-1.0883088111877441', 'val/kl': '0.0007551736780442297', 'val/mse': '0.00359739875420928', 'val/std': '0.034629255533218384'}\n", - "\n", - "logger.metrics [{'val_loss': -1.0883088111877441, 'val/kl': 0.0007551736780442297, 'val/mse': 0.00359739875420928, 'val/std': 0.034629255533218384, 'epoch': 9}]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 15:18:42,703] Finished trial#47 resulted in value: -1.0883088111877441. Current best value is -1.5752214193344116 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.004368391916372206, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 48 params {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'multihead', 'det_enc_self_attn_type': 'ptmultihead', 'dropout': 0.2, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 16, 'latent_enc_self_attn_type': 'uniform', 'learning_rate': 0.0007489973570107983, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 8, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 52 K\n", - "1 model._latent_encoder LatentEncoder 3 K\n", - "2 model._latent_encoder._input_layer Linear 608 \n", - "3 model._latent_encoder._encoder ModuleList 1 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 1 K\n", - ".. ... ... ...\n", - "128 model._decoder._decoder.0.act ReLU 0 \n", - "129 model._decoder._decoder.0.dropout Dropout2d 0 \n", - "130 model._decoder._decoder.0.norm BatchNorm2d 96 \n", - "131 model._decoder._mean Linear 49 \n", - "132 model._decoder._std Linear 49 \n", - "\n", - "[133 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.7075859308242798', 'val/kl': '0.5058380365371704', 'val/mse': '0.22975042462348938', 'val/std': '1.2318896055221558'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3824eb19765f4ca18efcbfa08577da6e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-0.8427137732505798', 'val/kl': '0.0019351966911926866', 'val/mse': '0.011691011488437653', 'val/std': '0.12049313634634018'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-0.8563151955604553', 'val/kl': '0.001034051994793117', 'val/mse': '0.010801645927131176', 'val/std': '0.12607762217521667'}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 15:23:24,637] Setting status of trial#48 as TrialState.PRUNED. Trial was pruned at epoch 1.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 49 params {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0.5, 'grad_clip': 40, 'hidden_dim': 16, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.003667694327569568, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 8, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 15 K\n", - "1 model._latent_encoder LatentEncoder 5 K\n", - "2 model._latent_encoder._input_layer Linear 304 \n", - "3 model._latent_encoder._encoder ModuleList 2 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 288 \n", - ".. ... ... ...\n", - "82 model._decoder._decoder.0.act ReLU 0 \n", - "83 model._decoder._decoder.0.dropout Dropout2d 0 \n", - "84 model._decoder._decoder.0.norm BatchNorm2d 160 \n", - "85 model._decoder._mean Linear 81 \n", - "86 model._decoder._std Linear 81 \n", - "\n", - "[87 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.5659270286560059', 'val/kl': '0.5043103098869324', 'val/mse': '0.2756112515926361', 'val/std': '1.0073413848876953'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "251eeae2f0004cd192dd52b798275866", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-0.5222434997558594', 'val/kl': '0.0002722125791478902', 'val/mse': '0.018109584227204323', 'val/std': '0.19142760336399078'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-0.42250725626945496', 'val/kl': '5.115848398418166e-05', 'val/mse': '0.02268870547413826', 'val/std': '0.20704622566699982'}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 15:29:34,381] Setting status of trial#49 as TrialState.PRUNED. Trial was pruned at epoch 1.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 50 params {'attention_dropout': 0.2, 'attention_layers': 3, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 3.1088917887340893e-05, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 4, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 58 K\n", - "1 model._latent_encoder LatentEncoder 8 K\n", - "2 model._latent_encoder._input_layer Linear 608 \n", - "3 model._latent_encoder._encoder ModuleList 2 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 1 K\n", - ".. ... ... ...\n", - "75 model._decoder._decoder.3.act ReLU 0 \n", - "76 model._decoder._decoder.3.dropout Dropout2d 0 \n", - "77 model._decoder._decoder.3.norm BatchNorm2d 192 \n", - "78 model._decoder._mean Linear 97 \n", - "79 model._decoder._std Linear 97 \n", - "\n", - "[80 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.4470834732055664', 'val/kl': '0.49991416931152344', 'val/mse': '0.18826858699321747', 'val/std': '0.9204845428466797'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "467936256b9f42ea88f5ff4127710e07", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '0.7972294092178345', 'val/kl': '0.3388958275318146', 'val/mse': '0.06819967180490494', 'val/std': '0.39780858159065247'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '0.12696629762649536', 'val/kl': '0.14482451975345612', 'val/mse': '0.044183190912008286', 'val/std': '0.2921614944934845'}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 15:33:53,417] Setting status of trial#50 as TrialState.PRUNED. Trial was pruned at epoch 1.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 51 params {'attention_dropout': 0.2, 'attention_layers': 2, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.007193614773934935, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 93 K\n", - "1 model._latent_encoder LatentEncoder 6 K\n", - "2 model._latent_encoder._input_layer Linear 608 \n", - "3 model._latent_encoder._encoder ModuleList 1 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 1 K\n", - ".. ... ... ...\n", - "82 model._decoder._decoder.7.act ReLU 0 \n", - "83 model._decoder._decoder.7.dropout Dropout2d 0 \n", - "84 model._decoder._decoder.7.norm BatchNorm2d 192 \n", - "85 model._decoder._mean Linear 97 \n", - "86 model._decoder._std Linear 97 \n", - "\n", - "[87 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.4573177099227905', 'val/kl': '0.5117107033729553', 'val/mse': '0.19515596330165863', 'val/std': '0.9137517809867859'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "46a17e4cb5324af490a824d4db6c75e5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '170.95159912109375', 'val/kl': '0.000982249970547855', 'val/mse': '0.11342734098434448', 'val/std': '0.07711008191108704'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.5134085416793823', 'val/kl': '0.0010569699807092547', 'val/mse': '0.003368363017216325', 'val/std': '0.06244845688343048'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.5219111442565918', 'val/kl': '0.001321342191658914', 'val/mse': '0.00357621256262064', 'val/std': '0.06076379492878914'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.5059326887130737', 'val/kl': '0.001544301863759756', 'val/mse': '0.0037375360261648893', 'val/std': '0.05373244360089302'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '-1.4931892156600952', 'val/kl': '0.00041607089224271476', 'val/mse': '0.004085092805325985', 'val/std': '0.06542228907346725'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 13169, {'val_loss': '-1.4815890789031982', 'val/kl': '0.0005998624837957323', 'val/mse': '0.0038775834254920483', 'val/std': '0.05528929457068443'}\n", - "Epoch 5: reducing learning rate of group 0 to 7.1936e-04.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 15364, {'val_loss': '-1.5160049200057983', 'val/kl': '0.0004562124377116561', 'val/mse': '0.003399617737159133', 'val/std': '0.048332419246435165'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 17559, {'val_loss': '-1.4910939931869507', 'val/kl': '0.00036651312257163227', 'val/mse': '0.0037599860224872828', 'val/std': '0.04610859602689743'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 19754, {'val_loss': '-1.4462004899978638', 'val/kl': '0.0003672659513540566', 'val/mse': '0.003462857799604535', 'val/std': '0.04291912913322449'}\n", - "Epoch 8: reducing learning rate of group 0 to 7.1936e-05.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 21949, {'val_loss': '-1.3219516277313232', 'val/kl': '0.00033365757553838193', 'val/mse': '0.00348706915974617', 'val/std': '0.04272124543786049'}\n", - "\n", - "logger.metrics [{'val_loss': -1.3219516277313232, 'val/kl': 0.00033365757553838193, 'val/mse': 0.00348706915974617, 'val/std': 0.04272124543786049, 'epoch': 9}]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 15:56:42,878] Finished trial#51 resulted in value: -1.3219516277313232. Current best value is -1.5752214193344116 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.004368391916372206, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 52 params {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.006974889906878952, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 94 K\n", - "1 model._latent_encoder LatentEncoder 8 K\n", - "2 model._latent_encoder._input_layer Linear 608 \n", - "3 model._latent_encoder._encoder ModuleList 2 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 1 K\n", - ".. ... ... ...\n", - "87 model._decoder._decoder.7.act ReLU 0 \n", - "88 model._decoder._decoder.7.dropout Dropout2d 0 \n", - "89 model._decoder._decoder.7.norm BatchNorm2d 192 \n", - "90 model._decoder._mean Linear 97 \n", - "91 model._decoder._std Linear 97 \n", - "\n", - "[92 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.4809108972549438', 'val/kl': '0.49705177545547485', 'val/mse': '0.19410839676856995', 'val/std': '0.9605253338813782'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "782031866cd14ddbac2f045b9f4b3a84", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.3835784196853638', 'val/kl': '0.0008006279822438955', 'val/mse': '0.004557789769023657', 'val/std': '0.063215471804142'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.5923731327056885', 'val/kl': '0.000711232831235975', 'val/mse': '0.0032738428562879562', 'val/std': '0.057123053818941116'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.5143545866012573', 'val/kl': '0.0006580971530638635', 'val/mse': '0.003498892532661557', 'val/std': '0.05259685590863228'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.3843765258789062', 'val/kl': '0.0006477347924374044', 'val/mse': '0.00456392765045166', 'val/std': '0.053285516798496246'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '-1.4790021181106567', 'val/kl': '0.0006617918843403459', 'val/mse': '0.0036568765062838793', 'val/std': '0.054161760956048965'}\n", - "Epoch 4: reducing learning rate of group 0 to 6.9749e-04.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 13169, {'val_loss': '-1.6128934621810913', 'val/kl': '0.0004931865842081606', 'val/mse': '0.0029674884863197803', 'val/std': '0.04655424878001213'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 15364, {'val_loss': '-1.5709235668182373', 'val/kl': '0.0004162131517659873', 'val/mse': '0.00316846021451056', 'val/std': '0.04433130845427513'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 17559, {'val_loss': '-1.5288468599319458', 'val/kl': '0.0004013367579318583', 'val/mse': '0.0031520789489150047', 'val/std': '0.04289095103740692'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 19754, {'val_loss': '-1.4257675409317017', 'val/kl': '0.0003335531509947032', 'val/mse': '0.0034472807310521603', 'val/std': '0.04128710553050041'}\n", - "Epoch 8: reducing learning rate of group 0 to 6.9749e-05.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 21949, {'val_loss': '-1.5207812786102295', 'val/kl': '0.00031931945704855025', 'val/mse': '0.0032018099445849657', 'val/std': '0.04250483587384224'}\n", - "\n", - "logger.metrics [{'val_loss': -1.5207812786102295, 'val/kl': 0.00031931945704855025, 'val/mse': 0.0032018099445849657, 'val/std': 0.04250483587384224, 'epoch': 9}]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 16:21:09,177] Finished trial#52 resulted in value: -1.5207812786102295. Current best value is -1.5752214193344116 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.004368391916372206, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 53 params {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.004945595289855884, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type \\\n", - "0 model LatentModel \n", - "1 model._latent_encoder LatentEncoder \n", - "2 model._latent_encoder._input_layer Linear \n", - "3 model._latent_encoder._encoder ModuleList \n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d \n", - "5 model._latent_encoder._encoder.0.linear Linear \n", - "6 model._latent_encoder._encoder.0.act ReLU \n", - "7 model._latent_encoder._encoder.0.dropout Dropout2d \n", - "8 model._latent_encoder._encoder.0.norm BatchNorm2d \n", - "9 model._latent_encoder._encoder.1 NPBlockRelu2d \n", - "10 model._latent_encoder._encoder.1.linear Linear \n", - "11 model._latent_encoder._encoder.1.act ReLU \n", - "12 model._latent_encoder._encoder.1.dropout Dropout2d \n", - "13 model._latent_encoder._encoder.1.norm BatchNorm2d \n", - "14 model._latent_encoder._penultimate_layer Linear \n", - "15 model._latent_encoder._mean Linear \n", - "16 model._latent_encoder._log_var Linear \n", - "17 model._deterministic_encoder DeterministicEncoder \n", - "18 model._deterministic_encoder._input_layer Linear \n", - "19 model._deterministic_encoder._d_encoder ModuleList \n", - "20 model._deterministic_encoder._d_encoder.0 NPBlockRelu2d \n", - "21 model._deterministic_encoder._d_encoder.0.linear Linear \n", - "22 model._deterministic_encoder._d_encoder.0.act ReLU \n", - "23 model._deterministic_encoder._d_encoder.0.dropout Dropout2d \n", - "24 model._deterministic_encoder._d_encoder.0.norm BatchNorm2d \n", - "25 model._deterministic_encoder._d_encoder.1 NPBlockRelu2d \n", - "26 model._deterministic_encoder._d_encoder.1.linear Linear \n", - "27 model._deterministic_encoder._d_encoder.1.act ReLU \n", - "28 model._deterministic_encoder._d_encoder.1.dropout Dropout2d \n", - "29 model._deterministic_encoder._d_encoder.1.norm BatchNorm2d \n", - "30 model._deterministic_encoder._cross_attention Attention \n", - "31 model._deterministic_encoder._cross_attention.... BatchMLP \n", - "32 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", - "33 model._deterministic_encoder._cross_attention.... Linear \n", - "34 model._deterministic_encoder._cross_attention.... ReLU \n", - "35 model._deterministic_encoder._cross_attention.... Dropout2d \n", - "36 model._deterministic_encoder._cross_attention.... Sequential \n", - "37 model._deterministic_encoder._cross_attention.... Linear \n", - "38 model._deterministic_encoder._cross_attention.... BatchMLP \n", - "39 model._deterministic_encoder._cross_attention.... NPBlockRelu2d \n", - "40 model._deterministic_encoder._cross_attention.... Linear \n", - "41 model._deterministic_encoder._cross_attention.... ReLU \n", - "42 model._deterministic_encoder._cross_attention.... Dropout2d \n", - "43 model._deterministic_encoder._cross_attention.... Sequential \n", - "44 model._deterministic_encoder._cross_attention.... Linear \n", - "45 model._deterministic_encoder._cross_attention._W MultiheadAttention \n", - "46 model._deterministic_encoder._cross_attention.... Linear \n", - "47 model._decoder Decoder \n", - "48 model._decoder._target_transform Linear \n", - "49 model._decoder._decoder ModuleList \n", - "50 model._decoder._decoder.0 NPBlockRelu2d \n", - "51 model._decoder._decoder.0.linear Linear \n", - "52 model._decoder._decoder.0.act ReLU \n", - "53 model._decoder._decoder.0.dropout Dropout2d \n", - "54 model._decoder._decoder.0.norm BatchNorm2d \n", - "55 model._decoder._mean Linear \n", - "56 model._decoder._std Linear \n", - "\n", - " Params \n", - "0 28 K \n", - "1 8 K \n", - "2 608 \n", - "3 2 K \n", - "4 1 K \n", - "5 1 K \n", - "6 0 \n", - "7 0 \n", - "8 64 \n", - "9 1 K \n", - "10 1 K \n", - "11 0 \n", - "12 0 \n", - "13 64 \n", - "14 1 K \n", - "15 2 K \n", - "16 2 K \n", - "17 10 K \n", - "18 608 \n", - "19 2 K \n", - "20 1 K \n", - "21 1 K \n", - "22 0 \n", - "23 0 \n", - "24 64 \n", - "25 1 K \n", - "26 1 K \n", - "27 0 \n", - "28 0 \n", - "29 64 \n", - "30 7 K \n", - "31 1 K \n", - "32 544 \n", - "33 544 \n", - "34 0 \n", - "35 0 \n", - "36 0 \n", - "37 1 K \n", - "38 1 K \n", - "39 544 \n", - "40 544 \n", - "41 0 \n", - "42 0 \n", - "43 0 \n", - "44 1 K \n", - "45 4 K \n", - "46 1 K \n", - "47 10 K \n", - "48 576 \n", - "49 9 K \n", - "50 9 K \n", - "51 9 K \n", - "52 0 \n", - "53 0 \n", - "54 192 \n", - "55 97 \n", - "56 97 \n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.6228408813476562', 'val/kl': '0.5012664198875427', 'val/mse': '0.2795771658420563', 'val/std': '1.088279128074646'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c0d0aa4e0c0940a1957838490771b661", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.3279961347579956', 'val/kl': '0.0006853163940832019', 'val/mse': '0.005132939200848341', 'val/std': '0.07134196162223816'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.4325536489486694', 'val/kl': '0.0006263595423661172', 'val/mse': '0.004049481358379126', 'val/std': '0.056351326406002045'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.5361480712890625', 'val/kl': '0.0007605483988299966', 'val/mse': '0.0035171343479305506', 'val/std': '0.055043116211891174'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.477478265762329', 'val/kl': '0.0007185991271398962', 'val/mse': '0.003651161678135395', 'val/std': '0.054432306438684464'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '-1.4673835039138794', 'val/kl': '0.0007735468680039048', 'val/mse': '0.003901753108948469', 'val/std': '0.05738849192857742'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 13169, {'val_loss': '-1.4404581785202026', 'val/kl': '0.001055828994140029', 'val/mse': '0.004138254560530186', 'val/std': '0.07071433961391449'}\n", - "Epoch 5: reducing learning rate of group 0 to 4.9456e-04.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 15364, {'val_loss': '-1.6021909713745117', 'val/kl': '0.0007687730831094086', 'val/mse': '0.003044766141101718', 'val/std': '0.05109384283423424'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 17559, {'val_loss': '-1.5778357982635498', 'val/kl': '0.0007317148265428841', 'val/mse': '0.0031571618746966124', 'val/std': '0.05000822991132736'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 19754, {'val_loss': '-1.5999406576156616', 'val/kl': '0.0005693243583664298', 'val/mse': '0.0031292077619582415', 'val/std': '0.05022908002138138'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 21949, {'val_loss': '-1.56947660446167', 'val/kl': '0.0005845829145982862', 'val/mse': '0.003213117830455303', 'val/std': '0.05039476230740547'}\n", - "Epoch 9: reducing learning rate of group 0 to 4.9456e-05.\n", - "\n", - "logger.metrics [{'val_loss': -1.56947660446167, 'val/kl': 0.0005845829145982862, 'val/mse': 0.003213117830455303, 'val/std': 0.05039476230740547, 'epoch': 9}]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[I 2020-02-16 16:41:27,996] Finished trial#53 resulted in value: -1.56947660446167. Current best value is -1.5752214193344116 with parameters: {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.004368391916372206, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 1, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "trial 54 params {'attention_dropout': 0.2, 'attention_layers': 1, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 128, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.005270631834316311, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 1, 'n_det_encoder_layers': 8, 'n_latent_encoder_layers': 2, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': False, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n", - "INFO:root:\n", - " Name Type Params\n", - "0 model LatentModel 347 K\n", - "1 model._latent_encoder LatentEncoder 68 K\n", - "2 model._latent_encoder._input_layer Linear 2 K\n", - "3 model._latent_encoder._encoder ModuleList 33 K\n", - "4 model._latent_encoder._encoder.0 NPBlockRelu2d 16 K\n", - ".. ... ... ...\n", - "82 model._decoder._decoder.0.act ReLU 0 \n", - "83 model._decoder._decoder.0.dropout Dropout2d 0 \n", - "84 model._decoder._decoder.0.norm BatchNorm2d 384 \n", - "85 model._decoder._mean Linear 193 \n", - "86 model._decoder._std Linear 193 \n", - "\n", - "[87 rows x 3 columns]\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 0, {'val_loss': '1.522579550743103', 'val/kl': '0.5025149583816528', 'val/mse': '0.31865665316581726', 'val/std': '0.9117485284805298'}\n", - "\r" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f7619a5bf6e748ca84e1840bbab69201", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 2194, {'val_loss': '-1.3701834678649902', 'val/kl': '0.0027001516427844763', 'val/mse': '0.00422711344435811', 'val/std': '0.06300579011440277'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 4389, {'val_loss': '-1.4492722749710083', 'val/kl': '0.002561358967795968', 'val/mse': '0.004086161497980356', 'val/std': '0.060740407556295395'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 6584, {'val_loss': '-1.3625338077545166', 'val/kl': '0.002082530641928315', 'val/mse': '0.004729835782200098', 'val/std': '0.057794589549303055'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 8779, {'val_loss': '-1.2864140272140503', 'val/kl': '0.003959427587687969', 'val/mse': '0.004717061761766672', 'val/std': '0.06390085816383362'}\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step 10974, {'val_loss': '-1.2884516716003418', 'val/kl': '0.003093295730650425', 'val/mse': '0.005015104543417692', 'val/std': '0.04962388053536415'}\n", - "Epoch 4: reducing learning rate of group 0 to 5.2706e-04.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5bf96e8e660d427d897faf44caf39797", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "study.optimize(objective, n_trials=200, timeout=pd.Timedelta('3d').total_seconds())" ] @@ -5929,55 +7290,15 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T04:13:11.822277Z", - "start_time": "2020-02-16T04:13:11.638482Z" + "end_time": "2020-02-23T08:53:26.614755Z", + "start_time": "2020-02-23T08:13:21.000Z" }, "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of finished trials: 39\n", - "Best trial:\n", - " Value: -1.5058155059814453\n", - " Params: \n", - " attention_dropout: 0.2\n", - " attention_layers: 1\n", - " batch_size: 16\n", - " batchnorm: True\n", - " context_in_target: True\n", - " det_enc_cross_attn_type: ptmultihead\n", - " det_enc_self_attn_type: multihead\n", - " dropout: 0\n", - " grad_clip: 40\n", - " hidden_dim: 32\n", - " latent_dim: 64\n", - " latent_enc_self_attn_type: ptmultihead\n", - " learning_rate: 0.008663362578308754\n", - " max_nb_epochs: 10\n", - " min_std: 0.005\n", - " n_decoder_layers: 8\n", - " n_det_encoder_layers: 2\n", - " n_latent_encoder_layers: 2\n", - " num_context: 96\n", - " num_extra_target: 96\n", - " num_heads: 8\n", - " num_workers: 3\n", - " use_deterministic_path: False\n", - " use_lvar: True\n", - " use_rnn: False\n", - " use_self_attn: False\n", - " vis_i: 670\n", - " x_dim: 17\n", - " y_dim: 1\n" - ] - } - ], + "outputs": [], "source": [ "\n", "print('Number of finished trials: {}'.format(len(study.trials)))\n", @@ -6025,8 +7346,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T08:18:13.161641Z", - "start_time": "2020-02-15T07:47:05.700Z" + "end_time": "2020-02-23T08:53:26.616318Z", + "start_time": "2020-02-23T08:13:21.000Z" } }, "outputs": [], @@ -6040,8 +7361,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-15T08:18:13.162799Z", - "start_time": "2020-02-15T07:47:05.700Z" + "end_time": "2020-02-23T08:53:26.618051Z", + "start_time": "2020-02-23T08:13:21.100Z" } }, "outputs": [], @@ -6050,18 +7371,113 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "## Scratch" + ] }, { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T08:53:26.619911Z", + "start_time": "2020-02-23T08:13:21.100Z" + } + }, "outputs": [], - "source": [] + "source": [ + "\"\"\"Run a manual trial using optuna\"\"\"\n", + "params={}\n", + "params = {\n", + " **default_params, \n", + " **params\n", + "}\n", + "trial = optuna.trial.FixedTrial(params)\n", + "trial = add_sugg(trial, name=name)\n", + "print(dict(params=trial.params, user_attrs=trial.user_attrs))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T08:53:26.622497Z", + "start_time": "2020-02-23T08:13:21.100Z" + } + }, + "outputs": [], + "source": [ + "\"\"\"Setup pytorch lightning train.\"\"\"\n", + "name='scratch'\n", + "checkpoint_callback = pl.callbacks.ModelCheckpoint(\n", + " os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n", + "\n", + "# The default logger in PyTorch Lightning writes to event files to be consumed by\n", + "# TensorBoard. We create a simple logger instead that holds the log in memory so that the\n", + "# final accuracy can be obtained after optimization. When using the default logger, the\n", + "# final accuracy could be stored in an attribute of the `Trainer` instead.\n", + "logger = DictLogger(MODEL_DIR, name=name, version=trial.number)\n", + "\n", + "if optuna:\n", + " early_stop_callback=PyTorchLightningPruningCallback(trial, monitor='val_loss')\n", + "else:\n", + " early_stop_callback = EarlyStopping(\n", + " monitor='val_loss',\n", + " min_delta=0.00,\n", + " patience=2,\n", + " verbose=True,\n", + " mode='min'\n", + " )\n", + "\n", + "\n", + "trainer = pl.Trainer(\n", + " logger=logger,\n", + " val_percent_check=PERCENT_TEST_EXAMPLES,\n", + " gradient_clip_val=trial.user_attrs[\"grad_clip\"],\n", + " checkpoint_callback=checkpoint_callback,\n", + " max_epochs=trial.user_attrs['max_nb_epochs'],\n", + " gpus=-1 if torch.cuda.is_available() else None,\n", + " early_stop_callback=PyTorchLightningPruningCallback(trial, monitor='val_loss')\n", + ")\n", + "model = LatentModelPL(dict(**trial.params, **trial.user_attrs))\n", + "\n", + "trainer.fit(model)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T08:53:26.624286Z", + "start_time": "2020-02-23T08:13:21.100Z" + } + }, + "outputs": [], + "source": [ + "\n", + "# plot, main metric\n", + "loader = model.val_dataloader()[0]\n", + "vis_i=670\n", + "plot_from_loader(loader, model, i=vis_i)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-23T08:53:26.625909Z", + "start_time": "2020-02-23T08:13:21.100Z" + } + }, + "outputs": [], + "source": [ + "%debug" + ] }, { "cell_type": "code", diff --git a/smartmeters-lstm-seq2seq.ipynb b/smartmeters-lstm-seq2seq.ipynb index 70ac855..4ea8c8c 100644 --- a/smartmeters-lstm-seq2seq.ipynb +++ b/smartmeters-lstm-seq2seq.ipynb @@ -399,7 +399,7 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "start_time": "2020-03-01T03:47:34.500Z" + "start_time": "2020-03-01T04:00:19.900Z" }, "scrolled": true }, @@ -408,7 +408,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "trial.number -21\n" + "trial.number -22\n" ] }, { @@ -416,7 +416,491 @@ "output_type": "stream", "text": [ "INFO:root:gpu available: True, used: True\n", - "INFO:root:VISIBLE GPUS: 0\n" + "INFO:root:VISIBLE GPUS: 0\n", + "INFO:root:\n", + " Name Type Params\n", + "0 model Seq2SeqNet 415 K\n", + "1 model.encoder LSTM 207 K\n", + "2 model.decoder LSTM 207 K\n", + "3 model.mean Linear 129 \n", + "4 model.std Linear 129 \n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 0, {'val_loss': '0.010694216936826706', 'val/loss_mse': '0.004027827177196741', 'val/loss_p': '0.010694216936826706', 'val/sigma': '0.9118236899375916'}\n", + "\r" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "023f3988358d4e368f38f2afebc3dfaa", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3yT1frAvyfdm5YyC5QCZVY2qNyqgIqKCwFFBEW9gvM67nXi4roFx08UUEBxoaJcQeC6UZEqctl7j0LL6N4rac7vj5O0aZvZJE0K7/fzyafp+56c9+RNcp7zjPM8QkqJhoaGhsbZi87XA9DQ0NDQ8C2aINDQ0NA4y9EEgYaGhsZZjiYINDQ0NM5yNEGgoaGhcZajCQINDQ2NsxxNEJzFCCGkEKKbr8ehoaHhWzRBoOFXCCFChBAfCCGKhBCnhBD/tNP2SiFEmhCiwNR2oRAiypm+hBDBQoilQoijJoE4vF7fDwkhDptee0II8aYQItDOWEYIIX4VQhQKIY7WO9daCPG5qZ9CIcQfQohz7fTldHvT+7Mr0IUQnU1jKxNC7BVCXFLvfBchxCohRLEQIkcIMdNOX58KIU6a7st+IcQd9c5fbLpGmemaiXb6svtZu9KXhntogkDD35gBJAOJwAjgUSHE5TbaxgAvAO2BXkACMMuFvtKAycApK32vAAZKKaOBFKAfcL+dcZcCHwCPWDkXCWwABgFxwEfAf4UQkTb6cqq9ECIV6GpnTGY+B7YALYEngaVCiFamPoKBn4BfgLZAB+BTO329DHQ23ZdrgBeEEINMfcUDXwNPm8a9EVhip68Z2Ph8GtGXhjtIKbXHWfoAJNDN9DwG+BjIBtKBpwCd6Vw3YA1QCOQAS0zHBfAmkAUUATuAFDfHdAIYZfH/88AXTr52LLDD1b6ADGC4nX5bAj8Dc50YwyXAUSfaFQGDXLgvddoDgajJva/l52jldd2BSiDK4tha4C7T82nA2kZ+Vj2Ak8ANFn39aXE+AigHerr6Wbval/Zw76FpBBpm3kYJgy7ARcAtwG2mc88DPwKxqBXj26bjo4ALUZNNDHADkAsghHjcZLKx+rA2ACFELNAO2GZxeBvQx8n3cCGwy0N9IYS4SQhRhBJ+/YD3nH2tg377A8HAQTfaPwT8LqXc7uDlfYDDUspii2OW9+E84KgQ4juTWeg3IcQ5FteeK4SYW288c4UQZcBelCD41uJaNfdbSlkKHDJfy/SdWGV67ujzsduXhmexafPUOHsQQgQANwL9TRNGsRDideBm4H1Aj1Lf20spM1AmFUzHo4CewP+klHvMfUopXwFecXEoZtNHocWxQtM1HL2HS4EpgNmW3ui+zEgpPwM+E0IkowTjaWdfa2ec0cAnwL+llIWNaS+E6AjciTIdOSKSuvcA0/8JpucdUGaZa4DVwAPAN0KInlLKKinlPfU7lFLeI4T4B3A+MBylcZivlW3lWlGm11l+Hxx9Pnb70vAsmkagARAPBKFMQmbSqZ0sHkWZgf4nhNglhLgdQEr5C/AOMAfIEkLMN01cjaXE9Neyj2ig2ErbGoQQ5wGfAeOllPvd6csaUsoDKE1jrul604UQJabHu872I4QIA1YCf0kpX7Y4vsuivwsctQf+D3jOGUGCug/1PxPL+1AOpEkpv5NSVgGvoUxhvex1KqWsllKmoQTJ3U5eq/64zOettXWlLw030QSBBijTh3nVb6YTkAkgpTwlpZwqpWyPWonONUepSClnSykHAb1RJqJHoMFk2eBhbRBSynyUqaGfxeF+mMw91hBCDEA5dm+XUq52py8HBGJyzEopX5JSRpoedznzYiFECLAc5Y+40/KclLKPRX9rHbUHLgZmmSJtzI7udUKIm6xcehfQRVhEU1H3PmxH+RgaS819MfVZc7+FEBGmcw3uuROfj9N9aXgAXzsptIfvHtR1Fn8KLEOp3oko++8dpnPXAx1Mz/ugVpFdgCEoU0wQypn3PcqE4c6YXkE5pmNRJqeTwOU22qagzDUTGtMXEAKEoibbUabnwnTuDqC16Xlv1AT0hp1x60yvvwKlTYUCwaZzQaiV/XIg0Il7YLc90BoV4WN+SJStP8xGf3+hVvqhwHVAAdDKdK4HUIZycgegfA+HzGO3ct0bUWabAOAyVLTUNabzrVDmm3Gma72K0mZc/qxd7Ut7uPfw+QC0hw8//LqCINYkDLKB48Az1EYNzURpByWmSWKa6fjFqBVlCUqrWAxEujmmEFQYZpFpkv+nnbaLAKPp+ubHLmf7Ao6a7oHlo7NF36dNE91RVFhqqJ2xDLfS12+mcxeZ/i+rN9YLbPTlanubUUOm852B31ACfB9wSb3zY1GO6CJTuz4W594F3jU9b2WauAuojRKbWq+vS1CLiHJTX50tzk0HvnPh87HZl/bw7MO8+tHQ0NDQOEvRfAQaGhoaZzmaINDQ0NA4y9EEgYaGhsZZjiYINDQ0NM5yNEGgoaGhcZbT7FJMxMfHy86dO9s8bzCovzpd7fPmjBAQFOTrUdRSVeXrEWhoaDSGHTs25UgpW1k71+wEQefOndm4cWPN/0YjFBRARARUVEB+vg8H5wUCA6FDB1+PQlFYeObdXw2Ns4HAQOjYUaTbPN+Ug/EG2dlQXg5FRb4eiXfwp20epaW+HoGGhoY3aLaCQErIzVVC4EzGaPTt9aWEykqortbMQhoaZyrNUhAYjZCVpUxBZzq+1gjKypTWpaGhcebSLKOGSkrODiFgxpdaQYnVPKEaGhpnEs1SEBSfZRnJfSUIDIYz3/SmoaHhZUEghLhcCLFPCHFQCPG4lfOJQojVQojtphJ5DuNjpAS93jvj9Vd8ZR7StAENDc9QWVnB3r07fD0Mm3hNEJjKH85B5WfvDUwUQvSu1+w14GMpZV/gOeBlHFBd7emR+j9NrREUFMCJEypcVENDw32mTRvDFVf0ZfPmdb4eilW8qREMBQ5KKQ9LVQLvC+Daem16A7+Ynv9q5XwDfB1F4wuaWiMoLlYRQr52VGtonCkcO3YYgD17tvl4JNbxZtRQAqrAiZkMaguLm9mGKorxFqpyUpQQoqWUMteL42p2NKXwM4eKamhoeI5ff93vuJEP8bWz+GHgIiHEFlRVpkygwTQkhJgmhNgohNiYl3f2xTI25cq8rKzprqWhoeEfeFMQZAIdLf7vYDpWg5TyhJRyrJRyAPCk6VhB/Y6klPOllIOllIPj4qymyjijaUqNQBMEGhqeIzv7NLNmTWffvp0A+GtFSG8Kgg1AshAiSQgRjCp6vcKygRAiXghhHsMTqPqlGvVoCkFgNCqz0NkWkaVx5rJw4RtMnXotW7b85bMxrF69krlzX2b69GkMH96NCy5I8tlY7OE1QSClNAD3AT8Ae4AvpZS7hBDPCSGuMTUbDuwTQuwH2gAvems8zRlvLyKqquDYMTh50rvX0dBoSrZv38DPP68gPf2Qz8bQpUsPbr31fm677QEyMo5y4sQxKisrfTYeWzS74vV9+w6WK1ZsdNzwDCI6GuLivNd/QYF6aGicKVRUlLN791ays0/Rt+8Q2rXzfQrfI0cO0KZNe8LDI5r82qbso5uklIOtnfe1s1jDCbxtGtL8AhpnEhkZ6Qwe3Jplyz5h1KgxTgmBQ4f2ceDAbq+OKykp2SdCwBk0QdAM8KYgMBi0rKIaruPPhoTff/+e0tISiosLEUI4bJ+fn8tNN41g4sQRHDlyAFA7gT3Bxo1/cOpUpt86ic1ogqAZ4E1BoGkDGq5SVgZ79/rv5s6bbrqTNWsOMWHCHXz11SJ+/fVbu+3z83NJSRlEp05dyMvLZvz4vzF9+p1uj6OoqIDrr09l5MjuAKxd+xMPPjiZpUs/dLtvT9Ms01CfbXjjB2cwqAghrdiMhjNUVUFwsHp+9KgqBHXwIHTv7tNh2aRTpy7s37+LRx+9nREjRjNixGibbbt06c7776+kurqaEyeOsWXLXxw9epDy8jLCwsIbPYaiokL69z+XkJBQhBAcP36Eb75ZTHBwMOPH39rofr2BJgiaAd7QKrOyNJOQhvMcOKDqZ8fF1VYDzMtT300nrC9NRmVlJSEhIQAkJnZl7NhbSEkZ6NRrAwIC6NgxiQULVnDuuRe5JQQAOnRIZNmy2tDVYcNGMmvWInr16udWv95AixpqBgQEQMeOjts5i14PmZmO22logKoEeOCA9XODBkFQUNOOxxZSSkaO7E6HDkn83/8tpmVLx5tPV636kl69+tG1aw+vj6+kBCIj1fOCAiVAIyNV2HZ2tooO7NxZ/d49jaOoIU0jaAZ4wjRUVaW+YAEBmjlIwzHl5XDkCLRqBRkZttsZDP4jCPbs2VZj0omNbemwvZSSxx//O6WlJfzxxzHat/fgagsoKDCi0+mIjlb38vRpCA9Xv0FrNVWysyEhwTuCwBGaIGgGSOmeCm4wqC9hUBC0basJAg3r5OdDWJjyBezfr4SB2QxkC71evcYf6N49hfXrT6DX69HpVBxMUVEBBQV5dOyY1CCCqKKinAsuGEVhYX4dIbB27U8sX/4pw4ZdzLhxtzh9/epqZXJt1Urdu7///VqOHNnMP//5Gd26XQRAWtoqcnMzSE2dRFhYVIM+DIbGvHP30QRBM8FodH2lUFCgfqhVVepLav6iamkkNOpTXKwmf4CICOcr0/lq4rJGYGAgrVu3q3Ns2LCOlJaWsH17IVFR0XXOhYWFM2/efxr0c+zYIb7++mNCQkIZN+4W9HplWhFCLcjKy9XKvrJSrfTDwtQC68ABZf7JzFTtsrOPkp9/gqCgFjV9L178CCdO7KVnzwvo2LFPg2v7KhJLEwTNBFddOUajKixT/3VauKiGmeJiFfkTF6f8AObviiuV6fxJEFgjISGRsrJSyspKGggCS6qrQadTk32PHiO4//5FpKT0IT0dTp1SWlKrVpCTo+qlBwWp31h1tVpwWaZnMd+Tl1/eQl5eBrGx7WvODR06lqKibEJCrDuifXU/NWdxM6F9+9rwPWcoLlY/bg0NS7Kz1Wo2JAR27FCrWnfo2FHZtf2Bb79dSlraT1xxxXguuOBSu22rqmDfvhLatAlBiCDS09Xx8HDH5jBv0rWrEjieRksxcYZgS2W0VOENhtqiMlq9YQ1QE31Ghlrt5+fDoUPwxRe/cuWV53H0qPvFUvxJI9iwYS2ffz6fAwd2WT1vNKr7YDTCvn0wb97TnHdeKPPmzcVgUO/Fl0IANB+BhgNsCYKcHBWCFhmpHMJSQmys+ys9jeZLXh5ERalV4KFDanLLz1cmDYDXX7+W8vJivvrqGe6//wu3ruVPguCaaybStWtPBg36W4NzUqrd0CUlyqxTWQnl5UWAJCqqboSRXl/J1q3foddXMGzYjY0ay5Ejm/nmm1dITj6PK6/8Z83x6moDxcW56HQBREfHN3idr6oDahqBh1i+fDGpqZ3p0kVHampnli9f7NH+rQmCigr1xSksVMXmzRpBTo5HL63h50ipggAqK1U68f37Yfv2WiEAKlLMPMk8/fQaHnxwKRMnvuL2tf0p8GDAgPOYPPluevXqC6j78dxzs7jkknOYP/9Tiopq624A3Hnn+3z8cQWDB4+p049eX8kbb1zHggVTGz2W06cPsX79V+zf/0ed499/P5u7727LsmUvWH2dphE0Y5YvX8z06dMoL1ee2MzMdKZPnwbAmDGTPHINa4LA0vHbzFw9Gh4kJwcOH657TK+3vSBIShpAUtIAj1zbnzQCS6RUjvDc3FwOHdrJkSPH6WdlQ29gYEPHW1hYFIMHjyEiIhaj0VgTiuoKycnncf/9XxAT06bO8ZiYNkRFxRMYaH3zha80As1Z7AFSUzuTmZne4HhCQiJpaUc9co3YWIiJqXssI8N/f4gaTYOUsHVr40yB1dUGqqrKrcazO0tICAzwjExxm9WrV5GdHUDXrsOJigqjoAByco5RWppPy5YdiYz0YlEPDxEX5538TdrO4ibgxIljLh1vDPU1gqoqTQhkZqqVb0SECvuLjfXNrkxfUFCghEBVlWtCwGDQ8+23b7Bjx88cOrSeSy65m5tuerXR4/CH76Ber+z+jz12B7m5p5kzJ5PqarXLLT6+E/HxnRq85vTpw7zzzk107TqUW2+d3dRDtolmGmrGtG/fyapG0L59wy9gY6kvCM723cFVVbXRMGbatIEk/ywJ6zZ6vQr9bN9eOTz37WucObCw8BSff/54zf+nT7tXxrG6uukTz1lez5wHqVUrSEkZRX7+aadW/llZhzl4cD1BQaFWzxuN1ZSWFhASEkFwsPU29ti9ew15eRn06JFKq1aJTr/OV6YhrwoCIcTlwFtAALBQSvlKvfOdgI+AFqY2j0sp7ScP90MefvjFOj4CgODgEB5+2HMlmOsLgrN9Y5g5Qqr+sZYtVfIuS4xGdb/MCb+aIxkZ6v2VlipB0FiLbkBAEKNHqyiW0aMfomVL90s4NkW+IYNBmTdA7eY1GqF1a+UQByUk77rr4wavy83NYPXq94iMjGP06Idqjnfrdi4zZqQhhHX7/+uvj2Hz5lX861/fMHjwNVbb2OPnn+exbt0S7rtvcR1BoNdX8vzzI6ioKGHmzO1W36cv8JogEEIEAHOAS4EMYIMQYoWU0rIe3FOoovbzhBC9gW+Bzt4ak7cwO4Rfe+3JGs1g9OjxNh3Fy5cv5rXXnuTEiWO0b9+Jhx9+0aFT2VIQVFX5V7RGU1NdrSZFaxw6BC1aQGgotDNlGzh+XO38jI6G3r2bbpyeory89v26u0mwRYu23Hzz6+4PygJvC4L8fPUZpqSoSLmsLHXcmei4kpI8li17gY4dU+oIgrCwKHr0aBhmaiYysiURES0wGBoXh92jRyogaNs2uc7xwMBgjh7djF5fSWVlWYMdxmdiiomhwEEp5WEAIcQXwLWApSCQgHn9FgOc8OJ4vMqYMZMYM2YSn3wyl3fffZVvvvmMDRvSGkzyjY0wslwBns3aQFGRKoxia+VUWVk7aZaVKQ3BvP3f3+9bTo4KBe7cWQl7c+4fb8ZzGI3VLFx4F8eP7+DZZ9fajGaxhzcSz+XkqJ304eEqIkqvV5qArRoaBoOe6mo9wcFhdZLLtWzZgXHjZlj1E9jjrrsWOVXm0haXXXYfl112X4PjQgieeWYNYWExBAWFNDh/xmkEQAJw3OL/DODcem1mAD8KIf4BRACXWOtICDENmAaQkOA5u7unefPNZ3nvvZk19U6tTfKvvfZkHRMSQHl5Ga+99qRdQWC5Ujhb/QOVlbDbhfri2dnqYcZg8L9CKnv3Kgd3WFhtuufiYjXxecNenJt7HIOhitjYBIKDQ9HpAti16xeysg5z4sReOnU6x+U+PTV55eRAfLwyfR06pD6rkJBa7dfys6zP/v1/8vzzw+ndezhPP/1rzfHIyDjGj3+2TlspJe+9dzs9elxAauokqxOyK0Jg9+41rFo1i+Tk87nuuicdtu/Wrf40aDk29VtvRMSqW/h6Q9lE4EMpZQdgNPCJsGK0k1LOl1IOllIOjovzQiIODzF79nMNil6bJ3kzjY0wMgsCvf7sNQvl57vfh6+jXCyLAp06paJ/cnPr5vw3bxT0Bl9//TwPPtiNNWs+rDk2Zcpsnn32d9q27daoPj1xT82lL3fvVs5fsxbkbERUVVUZQUEhhIY6DoU9fHgja9Z8yOefP+bWqt9MWVkBW7b8lwMH1tUcy8s7QUVFaaOK1nvjO+rIjOZNjSATsKz00MF0zJK/A5cDSCnXCSFCgXggy4vjanIsJ/nGRhiZBYG/mze8SV6e+32YQw29SXW1msDCrSSYPHFCmaoKC32TDyosLJr4+ERatqz9aQ4ceKVbfXpiYXLqlPrb2Fw//ftfwccfV1Bd3XAWLSg4xaFDG0hI6EXbtt1ISOjNnXd+gF5fYXVDGcCePb+zZMmTdOt2LpMnv2bzuseO7aBbt3P55z+X1fgDpJTcf38i1dUGPv64ooHGsXnzKvbuXcuQIdeRnHxegz49tQjIzVWmUXOEnT28qRFsAJKFEElCiGDgRmBFvTbHgIsBhBC9gFDAjgLo3yQkWA8Ts5zkH374xQa1UMPCwh1GGJ3tgsBTCcGaQiPIyqImm6UlVVV1JzxfOAYnT36Nt98+6vbkb0lj72lmppqsKis9I+QBAgIarm2XL3+J1167hvXrlwIQGhrB8OG3cemld9vsp6qqnH370khP32azTXb2UR5/vD9vvHEdAwdeVVNfQK+vICqqFZGRcVbNTtu3/8jKlTM5eHC91X4bKwgMhtrvVHa20qwOH1aOdkffNa9pBFJKgxDiPuAHVGjoB1LKXUKI54CNUsoVwL+ABUKIh1CO41tlc9vqbIG1MNL6k/yYMZPYv38Xy5d/yqlTGU5HDYFaeZ2tyeQKCjzTjy1no6eQUk32lZVqso+Ori1mYi5Y4m8YjUZWr55PRsZOpkyZ7XJKhcYIAr1eaUfV1dY1J0/So0cqGRm7iItzPlS2a9ehPP30b3VqCdTn5Mn9REXF07p11zoCKDg4jHnzbMe9DBx4FS1atKN792FWzzdWEGRmqu9cYqIKqIDaCCtH91hLMeFhHIWGGo1GunZV21+FEHz55VoGD7YdxmZJTIwyKZxNZGerH0Z+vmfee+fOqpqUpykuVnHuZkcnqB9fZKRa7fraN+GIe+5JID//BG+8sZ927ZIdv8CCmBjo1cv6uYoKFcoLtZvi2rVTporM+oZiN1ixYiY7d/7M6NH/pH//y222++ijB4mObsUll9zVIOtoY9DrKykvL2LPnjWcPLmfkSOnEh3tnh8zOVmZdFyhqkqlGrG18g8Ph2uv1VJMeJ2MjHRGjuxOaGgY27fbXr6mpx8iMDAIg0GPlJJTp5z/NZxt0ULV1Wpl40nHqTcm5IoK2LNH/QgtfY9lZf5lyisoOMVjj/WjY8cUnnpqdZ1zV175L4QQhIfH2Hi1bWx9L/V65fyNiVECeN8+JShzc50vheks6elb2bHjJy68cIrNNiUl+fz00xyMRiMjRzY+s6glQUEhBAW1YuXKWRw69D969brIbUHgyvf9wAG1oz4vzz1ToyYIPEReXjZ6fVWNs+quu8bx11+/8vjjM7nxxjtq2iUlJXPgQBXffruUkJBQhg690Olr+Puq0tNkZXk+esbTpiFzlkvzj9CfFez8/JMUFWVRVNTQDWeZM99VDAY1sdffS3D4sLrf2dm19bPBOwuaceOe5cILp9Cxo+3w14qKYqZOXUhBwUliYlo77PO7796iqCibceOebbC/Yvv2H+nde0TN8WHDJtK793Cio1uzc+dqPvvsMfr3v4Ibbni+Qb+VlWUcO7YdKY1WzUPO/s71eiVUPVGJUBMEHqJbt94sXLiSqiplxN+06U8KC/N54ompvPPOCzV+gvpmI3t1VM9mzLZ2T+MpYWowqFKPVVX+PflbkpjYlzlzMqms9PxMXFxcKwiKilRdBMuoKG+HPLdv34P27XvYPL948SOsWvUakybN4tprH7fZzpJly16guDiHyy67jxYtau2JpaUFvPzyZbRp05U33zyAEILRox+sOb9//58cObKJhATr9rLTpw/xzDPnk5DQi9dea7gxxtmVvaf8ZqAJAo8RHh7OxRdfBSg/QWFhbRhEZmY6jz56GyDQ66tqjnm6ZsGZQGmpMieYq0h5Gk8Jgvz85ue41+kCiIuz7vyUUnLkyGaOHdvORRfd6nJ8fXGxyv1jMCgzmb8Jx3btehAeHkNVlfM2qSuueBApjQQG1o38KSg4Sbt23YmIiLV6nwYNuprnn19PWJj1RV6LFm3p0mUw7dpZzzft7HfUk/5CzVnsQaRUq6Err7Ren8AaLVrEsWWLVmXezOHDtZEOlqSlLWbJkifJyTlGfHwnJkx4kdRU1wVoaCj07+/+OPft88wGN39BSsm0afGUlOTxzjvH6uwzcAbzfT1xQmkDTc2qVa8THBzKiBF32EjdoEenC2hUkRlbVFcbaqKF9PpKcnLSqa420KGDewmtWrVSRewdsXGj80JDcxZ7mZIStTLcseM7XnnlWTp06OdSHYKCgoYB1KWlyuYa37Ck6RmNrTKbaWmLWbBgGlVVyvOak5POggVKm3JVGHhCIzAYPKuWNxWrVy/g6NEtXHTRrXTrNrTOOSEEQ4aMpbKyFL3edVWnokKZyWwlA/QmRmM1n3/+GEZjtU0ncGNyKDnCMmR03740XnzxEnr2vJBnn13jVr/OfEdLSjzrM9QEgZtkZKhJ4fvv17Fv3wZOnkyndetOnD7tnEYQG9swTuzUKeVgq6iADu5nCW425ORYt48uWfJkjRAwU1VVxpIlTzZKELibbyg/3/9MH86wbdt3bNiwjD59RjQQBADTpi1wq/+MDN+YywyGKsaOfYaioiybO4UbQ1FRDtnZR4iJaUNBwUkKCk7TpctgYmJaN9i41rJlR1q37kJcXAJ//PE5p08f4txzx9n0E4DSwqSUDbQUewESVVVqZ7qntVFNELhBSUntyrBLlwvo1+9y2rXrTvfuQ5k/fxoVFfZjB0NDw3nmmbfqHLOsNVtc7I1R+x8ZGeq92gq1zMmxrmHl5jbOBqHXq8yWjcFcKL45ctll/6B37xF06WLVOuA2vrovwcFhjBv3jMf7/f77t1i27AXGjZtBVtYh1q79hDFjprN8+UskJ5/HjBl/1Ezi7dp156231AaSWbOuYfPmlXTqdI5NQfDmm+PYtGkljz/+PSkpI+ucsycIjh+3n3yvsWiCoBGYJyzLDTF9+15K376X1vxfXQ0ffHAP5eXW8yLodAE8+OB8xoyZRHW1so0nJKh4YPNq01fVipqS8nLHeVDi4zuRk9NQwxJCR1ra4kZpBY0VBJmZzVdA9+kzgj59RthtYzBUceLEvkZlIT3TaNOmK0lJA4mOjic8PJq1az9h+fKXABUCasvfMGzYRLtCAECIAKqr9ZSUNPQPVlRYeQFq3vGGEADNWewyRUWupUJOS1vMu+/eRnV1bfxccHA411//HMHBYfTr14Y+fcaRk6PMFTpdrQAIC4N+/Tz8BvwEs3lm/37HeWbq+wgsCQ4O56KLprBly7dOO5J79VKbnFzF1c++uaEcxq0oKcnl3XdPOxVr7w+kp29DCBvv4DAAACAASURBVB1t2yY3qqyks2zb9gOvv34tqamTufrqR61G/VRVqSRzjqKuysoKCQwMsTnevn0bpoXYu7fxvilHzmJfp6FuVlRVqc1D1ti7N40ff5zLwYMb6hxPTZ3E0KFjAfXFiI9PZOrU+eTmZrBo0b0899wDNaYgKetqAb6qVuRtTp+GLVuUFuRMsrHU1EkkJPTGfA8tqaoq46ef3jVpDLLGkZyWtthmf42NaTcXuGmOVFSUkpa2mL1719psI4SgQ4c+tG2bzHvv3c5TT51rMzGaP/HZZ4/x2GN92b79R69eJyXlYt57L5tp0xZaFQILFkzj1lvDmTEj1WFf4eExdoWWZYJFKVVRHm8GKGiCwAkqK9VW7m3bbO9MXbr0WRYtupdPP627Q/Orr2awZYsqw2y5Wm3XLpnQ0Cji420Xtj4TdxJXVKjMnFVVztuUKypKOHJkIyovoTXqHjc7km3RmPvaXCOFzGRnH2XOnMksWGA/tcJTT63mzTf3ExwcxqFD/yM7+2jTDNAN4uM70a5dd7sbytzBaKymqCgHnS6AsDDb9Q5SUi4hKiqeIUPGun1NS/PjkSPej8bSfAROcOKE423cLVt2JDQ0ijZtaot7pKUt5uuvn8M8UeXkHKsJexw16h5GjbrHbp9nko9ASrUB5tgx1zSdtLTFfPbZYy5fz54juTEagaXvpjkSGBjM+effWGeHrDXM0TDXXfcUo0c/RPv2tu3c/sLUqfO90m9hYRbTpw8kL085A1u3TuKttw7bbH/++Tdw3nnX1zED2+Lo0a0sX/4S7dv3sJqGwiwIKiubxgmvCQIHmDMmOuLuuz/k7rs/rHNMrUqtr1addXD6omydN9i/3/WQN3u+gVoE1jSFli1tF/ppTL4hZwql+zPt2iVz//2fO90+MfEMdU65QFhYdI0QCA+PISrK8cYeIYRTIawVFcWsX/+VKddQQ0FQVaW0Z2+kWbGGQ0FgKh3ZD2gPlAM7pZTNNIDOecwT8OnTjbfVeyLs0Z0IF3+htLRxcc/W9g+AiriS0kjLlp0YMGA0a9Z8VKddcHA4EybYLvTjStKzykoV2eSJojgankevryQgIMijO4bNBAeH8vbb6URFxRMSEm61+llj6dChD//4x+d2TcP5+U0XkmtTEAghugKPoQrKH0BVDgsFugshyoD3gI+klGecS9NgULm9g4Lcy1ZpK+yxZctOHD++i0cfPQedTsfixba/YGeCw9hReKgtbAlSKY189lntjene/W98+OH9lJbmERnZkilT3rKrcZWXO7ep7EyKEiopySc4OJTg4DDHjYHc3Az++OMzIiJiufhiz6Rs9gY//PA2X331DNdd9zRjxjzh8f7j42s1S2vVzxpLZGQcw4bdaLdNRkbT/f7tidEXgE+BrlLKy6SUk6WU46WUfYFrgBjg5qYYZFOTkVGbWtdZO/2993Zi4kQdS5f+u+bYhAkvEhxcNwbMvFpVRTEkRqP9CzRnP4E5ZURjd0Fa/ggtMZt9DAYlpYOCQiktVeFH3bqd69DsZq4Y5ghr5SabKx98cDdTpoSzbt0Sp9rn55/g888fY/Xqd708MvfIy8ukqqrcrhO3udKUv32bIk5KOdHOuSzg/xx1LoS4HHgLVapyoZTylXrn3wTMO1zCgdZSyhZOjNtrNNYup0wTEp0uoOaYeUJasuRJcnOP0bJlbdSQ0WjkjTf2ExVlv4hFcxUEpaUqTbM7TJjwYgMfQXBwOOeccwmTJgUSHt6CBQty2Lbt+5rzvXsPd6rvsjL75fuys8+sQkBGYzUBAUEOv29mWrdO4sor/1VTkN1fueWWNxk/fgbWQos9werV81m48E4CAoJ4/PHvSEm52GN9b9y4gpyco6Sm3kxkZKzH+m0MTuk6QohhQGfL9lLKjx28JgCYA1wKZAAbhBArpJQ1yraU8iGL9v8ABrgyeE9jrjTVGN588yDFxdnExLSpczw1dZLVFapOp3OqJGBzFQSecHLZEqRRUfH8+uv7lJerPLwpKZeQlXWYpKRBXH31I071bUsjyMhQdllv1zZuah588CuMRiO2Q3DrEh3dismTX/PuoDxEY6qqOcuBA+sAqK7WU1np2XJzS5c+Q3r6Nnr0SPV/QSCE+AToCmwFzNOSBOwKAmAocFBKedjUzxfAtYAtq+tE4FknxuwViopUZEtjY/cjI1sQGel5ZaY5CgLLfEnuYk2QVlVV8NRTq0lOVtWdhg2bwLBhE1zq19pqv7pabRprjvfcGbzhUD3TGT78dlq1SqJFi3YkJ5/v0b6HDh1P9+5/86ogcxZnNILBQG/pei6KBOC4xf8ZwLnWGgohEoEk4BcXr+EWFRXKYVhQoDZtNDVPP30+eXnHeeihZXTrNsRqm+Y4KZ0+7d2Y++DgUPLzT/Kvf/WsSSsxfvy/adu2G0VFOQwZcq3DPqxpBNnZzfN+e4vs7HTy8jLo2DHFLyYra7zzziSqqw1MnTrfK2Ps2fMCeva8wOP9Aowd+5RX+m0MziwRdgL2d6G4z43AUiml1Z+hEGKaEGKjEGJjXp5nsi4VFanIoC1bPCMEHnnkHB54oBsnTx5w+jXHjm0jLy+Tkyf32WzTnCYmg0GZVjyZiuGnn+YxcaLgnntq83Gb9xfUTStxBzNmpPLmm87t6qysbKj9NecUEvbIzk5n+vTBzJt3q0uvmzdvCjNmpHL48CbvDMwDbNy4nL/++hIV5a7RWOyFj65EmYCigN1CiP8BNdnGpZTXOOg7E7Asc9TBdMwaNwL32upISjkfmA8q6ZyD69okO1vt2IuLs50zqLFkZu5CSonB4HxC9quuepSyskK6d7etcjan8NGDBz2fhiE3VymVRmPtrG1tf4E5xjskxI4HuB4lJWqPRmmp2jne3EpPOkth4SmOHNnkcvnJxMR+GAyVHg2b9DT33/8l5eVFhIREeKX/Eyf2MXPmlSQm9uOhh/7j0b4NhioKC7MQQmezhGhTYe8TdtdTtAFIFkIkoQTAjcBN9RsJIXoCscA6N69nF71ehQMaDN7ZpHHVVY9QXJxrd0drfa6/fobDNs0l31BlpftCwFo5yvHjn+Pii++koqK2Erqt/QUgWLTI+RzRe/e6N97mQocOKTz/vOvJ46ZMectxIx8zcOCVXu0/K+sIp08f4vTpQx7ve8OGZcyefSN9+17GE0987/gFXsRe+Khb9daklAYhxH3AD6jw0Q+klLuEEM8BG6WUK0xNbwS+aIQPwokxqAyXcXEqV4w3J9WbbnrVK/02F9OQu3nSXSlHaWujnq19B2c7oaERViuSaTimX7/LuPnmN0lOPs/jfffseSFhYVE2i9w3JQ7rEQghxgKvAq1RwboCkFJKn4zelXoEp07B0aPeHY87mNMCDxgwmkGDrFvaWraEZP8O5QaUr8Ud08o//tHZ6uSu0wVw990f1REG1nIQBQeHM3Xq/EYVtNewj5TSZbNSU1BUlMP//vcf4uI6eF0z8BbV1YYmMb15oh7BTOAaKWWMlDJaShnlKyFgpqjIsRnC7LhsCkpKCli48G6+/PJpl163atUsVq9+j99+W2Szjb+bhsz32V37ui1zj9FYzZw5NzN//h01x1JTJzF16nzi4xMRQtTUePjvf99g0qRAvvhiunuDOcPYtGkly5a9yNGjW1163Z49v3PnnW2YOfMqL43MPbKyDvH++3fx9df/dtzYT/EX/4szguC0lLKR26y8Q3Ex7NunzD1FRXVLuxUWqvwwO3c23SSalXWQ1avfrSlj5yzJycNo1aoziYn9bbbxZ2dxXh5s3uwZgWvfrCP566+v6hxJTZ3E8OG307nzQHJy0pk//w6qqsowGqvJyvJBLLAfs2HD13z55VMcPuxaZb/g4HCKirLIzz/hpZG5R0RELCNHTmXgQEdxK/6NlJKCgiZKM2oDe1FD5ji8jUKIJcBy6kYNfe3lsdmktFTZ//fvV/+HhMA556hsoYcPN330R1BQGK1adXY5cqFHj7+xdeu3/Oc//2bNmkVWSyz6WiMwXz8wUPkr9u2DVq1UQr4DBzy3X8BaOglLyssbOoH/+983anYXG43V3HvvJ+j1lXTsqNXbtWTQoGuJiWlLUtIgl16XmNiXOXMyiY52Li1FU9OuXXev1SJoKsrKinjkkT6UlRWwcGG+zzQEe1e92uJ5GTDK4n8J+FQQWFJZqXwBwcG+CQHs2LEPs2e7tgp11jnqC40gNxdatKitKVxdDT17qqiroiLvpGROTZ3EihUzOX58u9Xz1jSGc865mNOnD3PZZffRteu5HDu2zRR1lI5OF4DRWE18fKLDGsZnOkOGjGHIkDEuvy4wMNjnYY1nOuHh0QQHh1JVFUJOTjpt2nT1yTjsCYKfgB+klA5qczUtUlqf7H1ROMRauKOzE461WHhrRWuaOmrIYIBDh5RQDQurnfS3b298rV9nKSxU6rFOF1hn34Ct+gKWcd31Bas5q6u96CON5k1ZWSGVlWVERMR6tWi9t3nmmd+JiWnj0xQg9q7cEfhKCLFWCDFDCHGu8IPQAX+xmVvb3TpnzmSmTo23WzjdjLNFa5paEGRnq3tcUVE3fbS3hQDAI4+sYuzYZ7nhhheIiFBJuHS6AFJSLnE4idsqYgOOaxif6ezdm0ZGxm5T0jnX2Lr1e2bOvIoff5zjhZG5x48/zuGee9qbysE2X2Jj2/k8D5S9fQSvAq8KIaJQxWluB94VQuwBvkdpC14uqdwQf4mrtzXxlJTkOrUCtVe0xhIpvV+u0mhUE31ISNOVxrNGt25DanIu7dz5Mzt3/ozRWM3mzSustjcYDMyefQObN69yWCfWlapwZxJ6fSX//vcF6HQBfPKJ6ylVi4tz2LLlvwQGBjNqlNr8n52t8kmlpHh6tK4REBBEdHRrIiNb+nYgZwAOPRNSymJgmemBEKI3cAUq++hlXh2dFfxFI7C9u9W5usS2cu1bM4FUV3tXEOTmKnNQTIz/pFm46KJbKSsr4NixHbRunWS1zX//+zobNixzqj9XdnyfSVRWltGjRypSGhu16kxJuZj77/+Crl3VhjS9Hl54Qe3Of/RRGODDxPFXX/2I02nH/Zlvv13Kr7/uZ9SoJC691GYZGK/ibD2CBCDRov0GKeXrXhuVHfxBEKSlLUan09mtLuZoBWqvaE19qqtVlI63MO8KLiz03jXskZa2mEWL7qWsrJCIiDhuvXW2zToOlq9x1iTgqIbxmUxkZCwzZqxt9OtjY9vRp88E5s+HIUNUoIY5RcvixdC3LwQE2O9DQy2wjh+Hrl3VHqj58yE0FDp3hqVLr8JgCOWjjyrJyYGJPpAFztQjeBWYgKojYFmP4Hcvjssm3kxv7Axm34CjEpPOrEAdTXZmvGkOq6z0bWH2+k7e0tK8GtMaYNMZb6+wveVno173kuYodoNvv4VNm9TDvCAJC4PMTPjlF7j0Ut+Oz1/Zs0elt4mLgxdfVOHWKSkqsMVsgv3rL4BQYmNLyc+PYMUKGD1aaedNiTMawRigh5TST4wGvsWeU9KMKyvQe+/tQHFxLi+/vJmEhF5W23hDEFRXq5WcuzmC3MVW9NRHHz1ARUVxTV3i+tE/9grbf/65ZOJEHSB59NFv6dixj1ffw5lMVRX89JMB81Sh16tQ4ssvh//7P/jmG98JgnffvY2MjF38/e/vkpQ00DeDsOD4cdi2DUaOhPXr1ao/OFiliDlgyk6/c6f627kznHuu+v+CC+DCCyN46CHleykv909BcBgIwmIz2dmMPd+AEMKuiccaRUXZGAxVnDixv0kFwa5dKlTU1853W/ezpKRh1LKl78WRs33q1Pm0adPFqXKgZzI//jiHL798mssvv99U29c5zJrijh1QVhYIbCAu7mMSE2czaZKgXTvVLi/P+8EMtjh+fCeHD2+sSUHuKbZuVdrPhReq9/fll9CxI0yapLSgU6dg6FA4dgwWLYLERLjsMnjzTWU6+/ln5XcDJUh37VIbMv/5TyUgKipg6lSIiIAxFts7Qk0RsJaZEpoKezuL30aZgMqArUKI1dTdWXy/94fnf9jOfJnI228fdbm/v//9XQIDg+nV6yKbbTw9WRcVqeLt/oCt+2kLs+/FkbN95Mg7rL7+bKOwMIvS0nxcSe4rJbz6qjJtmAPGk5P/x7Rpd9OhQ20EeViYWr2WlUFkpKdH7ph//ONziotz6NCht8uvrahQhYg6d1Zh0kuWqE2UUVHw2WfqHvz8c237EyfUJG7m009rf5dZWbBhg3oeEqJW9aA0pa5dYdUqNeEPGGDduZ6dfZRNm1ag198ExPuXIADMiUk2Adbj985CXIn2cYbhw29z2MZdB3l1tdoVHB0N8fH+VYnL1v0MDg6zqhWYV/yuONv9jVWrXmfJkun07XsZd921iKgo74U/jhv3DJdddh86nfOpC3bsUEIA1IQYHw9PP31vg4CFiAjfCoK2bbvRtm03l19nMMBLLylzTZcuymZf3082eLDKWSYEjB2ralds2ABt2kBCgsq2GxCgJvidO1XqlZQUeOABWLZMaVS33KI0gYtsr/EAVfzmo48eIDJyGP4oCAqBP6WUXijj0nxJTZ1EZWU5CxdOBWiSFAaN3cyVmamqcJWVqS9mVpb6EVhuFPM15vs2Z85kAGJjE2pqOzgSuPac7evX/4cVK16lffue3Hvvx94afqPYs+c3DIYqNm9eSXr6NlJSRnr1es7kCiotVSaQ5GRYvVodmzABBg5UCwizEJBSkp19lNatkwgPr31tc6CsTE3M33xTa7M/fFj9TUlRObR27oRrroFLLlFmHSnVKn/0aCX0QkKUGSw3Vy2wWreG665T1fm6dlX933yza+Nq3TqJUaPuY//+WEpK/Mw0BEwG5gghyoA/gT9QgmFnk4zMjxkx4naGDBlDcXG2Tbu+s/zyy0LS0j4lJeUSm8WsG5N4zmBQgqC+NuGP9RmGDZvIRx89gMFQyezZhwkMDK4519gV/7Fj2zh8eANZWYe9NexGM3XqAv7v/8YTFhZDREQLr12noOA0L7wwkhtvfInBg6+123bpUvjxR/UAtdofNYqayR6UEHjiiYGkp2/lnXeOExGh6kj7QhAYjUa++OIJwsNjGDPGcdrx48fh6afV5A5qpf/II8qMo9Opib++nyM4uO7/YWG1z1taKHEBAdCjRyPfCCp53m23vc28eer36VeCQEo5HkAI0RkYZnrcKYTohNpHMLopBuiP6HQ6oqPjiY6Od7uvTZtWsmfPGsrKCm0KgsZoBLm5/rHnwhl0Oh0LFjRMFuVseK01Bgy4kv3719G9+9/cHZ7HadGiLTNmpHn9Or/99gGZmbtZvfo9kpPPJyamtdV22dnKHi6EmvhLS1VUUHi98s9CCFq1SiQ39zgnT+6vEQS+8DdVVJSwcuVMQkMjnRIEX3xRd7Ok2WbvT/ils9iMlPKoECIUCDM9zM8dIoS4HHgLVapyoZTyFSttbgBmoBzT26SUDeoan8kMHnwNZWX59O1re5N2leuZAbxSl7k5cerUQU6dOsDOnav5/fcPm43/wFOcPn2IkSOnEh4ezalTB4mKarhoWblSRccYDOrxt78ps8aBA8okZI2pUxcSGRmLThfAWtM+NV9oBDpdABMm2K//kZ6uwjljY1XdjJAQmDVLLZBaW5eJPsForCY39zgGQzQQ51+CQAgxHTgfaAXsA/4C3gGmSSkdxrEIIQKAOcClQAawQQixQkq526JNMvAE8DcpZb4Qwo8+Htts3ryK99+/h4SEnkyf/qNbfY0Y8XdGjPi73Tb2TEOVleoLDiqyoahIRT80F7stKDXfk0m3XKl/3NT89tsiMjP3kJo6mTZtupCbe9xt86I1ZsxIpaDgFHPmZBAXl9Dg/OnTapVs1hoDAuD661X8+mCrxQwVllpwhKn8hi++a6GhEYwZ84TN80YjvPVW3cCIK69UfgB/o6yskPvvTyIo6AXgSZ+kebGnEdwClAIrUT6C9VJKV5IQDAUOSikPAwghvgCuRe1QNjMVmCOlzAdoLo7p48d3kpd3nMrKkia5ni3TkJQqRjk2Vqnxx0wh+Y7KePoba9YsYv78O4iMjGPBAveznjub4tsXrFu3hO3bf6BDhz48/ng/goJC+fDDUo8KQiklkZEt0esriY6uXVuVl6tQxj59YO1aNVkOGKDi4Dt3VhExrmA2HflLKLIlO3YoIRAWphZSMTFKEPgjwcHhxMcnUl0dRH6+n5mGpJQ9hRBxKN/AcOBxIUQksA3lNLZdaFeRABy3+D8DOLdem+4AQog/UOajGVLK7116Bz6gf//R5OefoEWLdm73VVVVwaZNKyguzmHUqHts1jiQsjam20xhoTIbnW7yHLCepbhYTf6uxLrbw9kU375g+PDbOeecS+jf/wri4xMJCYmgtDTfoyGkQghmzVIxHQUFyl/UtauKj//5ZxXeCMo5esst0Lata/0vXvwIf/zxGf36fQf09YlGUFycy8mT+4iJaUubNl0anDc7va+5Rvk7oNYG728EB4fy9ttH+fVXtRu5vLzpx2DXRyClzANWCSG+BwYBFwJ3olJSOxIEzl4/GSVoOgC/CyHOkVLWWdMKIaYB08BRbdumITGxL7feOtsjfZWU5DF79gQAwsNjbJo0Bg6c1CCK4UzxA1x11cOMHDmNigrPJD1yNsW3Lzj//Btqns+efQRvlvioqoJnn1Xfk4sugt9/V5O/lOqRmuq6EACV0TQ//wQGwyl8JQj27v2dN94Yy+DB1/Kvfy0HlGYyx1Q2YcsWFfI6cqT/CoD6+NJZbFMfFUJcI4R4RQixFsgCXgNaAv8CnPn6ZKKK25jpYDpmSQawQkqpl1IeAfajBEMdpJTzpZSDpZSD/bV+amNp0aItQUFhhIfH8MUXT9g0adT3E+j1/rUfwB10Oh2RkS08JuQnTHiR4OC6IS/+mIHUG0KguFjZ/vfvV6t/82JhzRo1+Y8eDU89pVbJkxppJRszZjqzZx9lyJARgG9MQyEhkSQnn0dCQu2u4p9/Vk7hzZvVez3/fLUHorlg9vX5m4/gVtTegUeBTVJKV2NXNgDJQogklAC4EagfEbQcmAgsEkLEo0xF/hf4XY8//1zCnj1r6Nv3MoYMsR+f7QidTsfHH5eRlra4ZlNVfXJzjzXwE+Tm+j4Ta2Nwp7yns/jrruPKyjK2b/+RFi3akpx8nsf7r6iAmTPV5qZvvqkiKMgIhHL55WqTWFwcjBunVp69Xc/KUIPZ+WzOp+MLQdC376X07Vub7c5ohJ9+Us+vvVZt7Bo1ysaL/ZBXXx3N0aMxwOd+5yMYCyCEuKK+EBBC3CWlfNdex1JKgxDiPuAHlP3/AynlLiHEc8BGKeUK07lRQghziutH/K1GsjV++mkOe/euJTNzj9uCIC1tMR999IDVdApmWrbs1CCENLcJ75KnJm9b0Txr135CRsYuhg2byKRJMz0yZvMeBIPBQElJDi1aNMIG4mFyco7xxhvX0a5dd954Yx87d65m0aL76N59GHfe+X6j+/3uO/jjDzUhnzwJgYGVGAwh6PXQvbvyA4wdqyKDPGkmMTuLS5omZsIq69apHECJiSpVRNu2cMMNvkmC5w65uccpKFDOPr8SBBY8LYSolFL+AiCEeBQYAdgVBABSym+Bb+sde8biuQT+aXo0Gzp3HkROzjG3V3X1J0ZrmE0alqahykplAmgKGhOKaUtw2Irm2b37VwyGKtLTt3l07N9//zYffXQ/4eEteP9939vRAgICGTjwamJjVZCBThfAiRN7rcb4O0tFhTIFmRcKUVHwxBN6/vorny1b4rj11mCEUMc9RUlJPv/5zwxKSyOBF72uERQXq4yfycnq/X74IaSkSLp3F8ybp8yk5oRwl17a/IQAwEMPfU12djAvv+y/guAalMP4EeByoCcqDPSsZcqUN5ky5U23+3GmtsHUqfNJTZ1UxzSU03ATrtdwNRTTnuCwFc1jMOi5/PL76d3bszl3zFFdRqNn0xQ3lrZtu/HII7X5G7t0GcLMmTuIjW3f6D63b1dCoHNnuOkmSEqCyMhIkpIivVbpKiAgkO+/n01gYBzwolecxQcPqnDWkBD4979VupTp01WI9Jo1sGaNQKfbj9HYnXbtlKAID3ec4M1fadcuucZH4JeCQEqZI4S4BvgZlYl0vPRUnF8T0BQ26cZir7YBqGRh5rFaCoKmNAu5GoppT3DYTuHdiSlT3nJ/sPUYPPgaFi0qJjTUB6kxnSA0NIKOHd2rAP+//6m/w4bBOed4YFBOEBYWxS23/B/R0W2YO1dSVSXQ690rp/rnnyrSZ8oU9XfuXLUxskcPJQRAhb1afveNxu4EBxt4+ulA9HoVXm3e5NYcMZvtvOEszsuzf97ezuJiVNoHM8FAF2C8EEJKKf3eH++tHaanTx8hKCiE6OjWBAY6n963PvZy8QcHh3PzzbVah1kQmNP+NhWuhmLaExz33PMJ7713e03VMfBuNE9gYHCdBHa+xmCoQqcL9NjmMb1eRciAqids5vPPn0Cn03HllQ8TGRnrkWvV54orHgDgo4+U6aasrPFVtaqrVT9FRSrvUUaGOl5QoEw+AQHK+WtOjR0fDxdeaGTlSrj5Zkmsd95ik7Ju3RL2718PvEFFBVb3DTnCvDwXorZGwsiR6vhjj9l/rc1vpJQySkoZbfEIlVJGmo+7NkTfYG916g7Tpw/g3nsT+OEH9/YSWAtzBIiMbFljEjJjFgSOJLunmTDhRXS6utXJ7U3etkJAW7bsRGrqJG69dU7N5KzTBTB16nwyMnbx/vv3cOLEPpfGdvw4LF+ubMZN5TNxhxUrXmXy5EC+/vp5QE16Dz98hCee+IbNm08zb54q/1jfNCCleo8vvqgWAqdOwYwZ8Mor6v9OneruB/jpp7ksX24/D4+ncCfNhMGg3tuePbX1APbtU3317atyH4FKfXGZRSquUaPg+ut1fPCBYDlAkgAAIABJREFUjksucUMN8SO2bfuB779/k4AAA1K6rhWUlqoKaDNnqucvv6yK58ydC5984ticbE8j6CylPGrnvAASpJQZrg256fDWDlPzxBgZ6d5uUFfCHM2CoKn3DqhdzZK5c1WS9bi4Dkyc+IpNjcpR4Z6LL76DoKBg5s2bQqtWnUlNncSUKeFUVZWTnHwe7ds7l8/3zz/h7bdr/9+5U9mQ4+LqtnvssX5kZx/lX//6hj59hjv/xr1AZWUZUvYkL0+9x08/hczMJCCJWbNq20VEwG23KTt527YqMuaHH9S5r7+GI0fUhGlm6NDa51JKJk16jcLCU15NcX3y5H6OHt1CYODVQLjLWqo5LfR559U6dwcPVknigoJUKcf4eJUELyZGaQc//KBWuyPU9gXcUMb9jvPOu4GOHVNYtkxN5BUVjiO8pFRtIyOV3+TUKfV49NHaBeNGU3mxwED7Ocvs3cpZQggd8A3KN5CNyjzaDRU1dDHwLGpTmF/irR2mnsiHY8ZaquVZs65lz55fGTXqPm68Ua3s9Hq1SvBFqN4FF0xm3rwpSGnkoYeW0q1b/UwhtTgj3IYNu4lhw26qMat16TKYnJxjtG/vfPK1devU3wEDlBqcmQnPP6+yS1pOEFlZh6moKCEjY2eTCYIvv1Q/yHvuqTuWceNeZs2al1i9WhAYqOz7gYEGWrc+RX5+ewYP1vHXX/DLL7Bli5H8fB06nQRqbQSrVqm/kZGqIEpODlxxRd3r9+17Ka1adfbqe1y79hOWLXuB1q0PAl1d1gi++UZ9n9esqRUEEyYoAQi1At1sbmrRQn2+QkBR0T7effdRunU716kU1M2B/v0vp3//y/nxRzW5O6MRLF2qNOJ7763dQyGEEgI6ndoz8tVX6vikScr8Zgt7+wiuF0L0BiahUkq0Q9Uv3oMKCX1RSukD/7bzeLqsZFORnX2E8vJiTp6sXfZJqUwJvuK113YTH59IcLDjQPR1676gZ88LycvLYN++NObMuZklS55kwoQX2br1O3Jy0unefRjr1i2p48Tv1m2Iw75BrWx27VLPb7tNrZyeeUZNvps3110hT5z4Knp9BYMGXdOYt+0ymZm1uXxSU+umc/7zTygsVJO6eYU/enQgEyd2qGnTtasyA+Xn64BMjMY2QCCjR6tV4i+/qHYTJyr7r5n09G0UF+eybNnzpKdv5bXX9tKihYtZ5FwgKWkQQ4eOIy8viKws66ah0lI1UQ0cCL16qZ2/27er5G9//VXbzmhUxeE7dGjYhyUdTXkKNm8+aKrxW3nGCAIzrkQOrV+v7t3cucrPEhen9ox88AFcfTVcdZVKt33qlNpk1yhBAGBKGe2eQd2HmFehH374D0pL8wkPb8Ftt73jN1FDtrjpplc5depgg4L2vhAE6enbeeKJ/kRExFktHlMfg8HA5s2rGhw3O+qllOj15Rw8uJ7qan2dc+CcE//AAWUbT0ioTSt86aXKFvrrr3UFwahR9zjxLj3H9xYpE9eurRUEUqqNXwA9e6oauOHh6gdryahRalVXUHCYnTtvpXPnyxk4cDp9+yptcOdOZS4aPrzu61aunMUffywGoFOnvhw5sokBA7xXO2rIkDEMGTKGBQuUCau+IKiuhtmz1cT/888webKaoKRU5gpzCgidTm2Gu+AC56/dpctgHnroP4SFNQtXpVPk55/kxIm96HTnAuEOBUFRUW00VbWpKMDFF8O556rAAbOWlZqq/gYENOzDkjPIymad1NRJ/PbbB+za9QsJCb1sxr47G2JqNBq5/fZoAgKCeO+9bLeihmzRv/8VVo/7IgfJwYN/1UzezlBVVUb//qPZseNHqqsNDc6FhkYhZQgGQ2WDc86mid5m2nfWr1/tsdRUlV1z2zalGtf3FTQFxcUqsRuoyXzTJhVNEx6uJvBjxyAwMJ9p04o5fLgTrVuDlLls2bKekJBwevcejhDm1AhduOGG3+v0Hx2tcuxbo1WrRBISenPjjS/x228fEBDQND9ts7PY0kdw+jT85z9KCIBa3S5cqJ5HR9c6hq+8Uu0IHjFCCUdnadGiDUOHjnV/8H7Exo3f8MEHdxMXtwvo7VAQmH1EXbqoRVFhYa2G2JigtDNeEDz0UHfy8jLp1Kkv5513Q4PzroaYlpTkUVmplj/eEAL+xkUX3U7XrkP54ovp3H13ewYMuJJp0xbUaVMrSNPR6QIwGm3XLaqsLLGZI8lZJ741QRAdrZyN69cru/N116njmzev4pdfFpKY2Jfrr3/Oqf5dpbAQFi9WhdCrqlTEi8EAu3crG21xca1Pw2B4i8DAW2siYrZv38zMmVfSu/dwevce3ugxTJjwYo3J01F9Yk+h11ciRCUQXaMRfPWVcmiDWoU+/LAySZw6Bd26wRNPKNt2ZKQyg4Gqj3C2Ex/fiV69LqKkJJC8PMemob171d/+/ZVWWVXlXoK9M3omKysr5tSpAwA8+eTqBjWG09IWM2/elAYTl73VaWhoJNOmLaSiwnte261bv+OHH94hIaE3kyfPcvwCLxIYGEjnzv0JDg6loOAkBw+ur3O+viC1JwSg1lHfWCd+To4q8B0c3HAVOWKEEgTLlil78uDBShBs2vQNR49u8Zog+O9/qSnbKISyx2ZlKUFgNhXpdNC372kuvHAAMTG1sZ6tWydxzjmX0qVL3bJgCxfeRX7+CcaP/zcdO6YQGOhfYZJGo5EpU8KRcirwLmVlamW6cqU6/7e/Kc2me3do106Z7EaNUtrRLbe4d+11677EYKikX78rPFI33B8YMGA0AwaMZu5cFVHlrCDo2VP5yNzNIeVQEAghvgbeB76TUjaTcugKnU7H2LFPc+LEfqtCYMGCaTYnLlur0+DgUIelJd1l9+7f2Lr1W44e3exzQWDmkkvupnXrJHr3HlHnuDNpMswEBYWSlDSINm268uOPc1x24huNqnAHqGih+vUZ+vZVdtLVq+HNN+Ghh6BPn5Hs27eTpCTvFLE3GiHNVIf+7ruVlhITo1T2X35R0V6DBqnUB61ataF+dpa2bbvVlDvNyNhNQcFJUlIuZvfuXzl5cj+bN6/kmWfW0KvXhTbHUFBwmvDwGKcc+Z5Cp9MRE9OGykpJebnSejZtUu+3Rw+4777atm3awI03eu7ay5a9wPHjO3jppU1njCAw48zu4vJyFUIcEKDyL3kCZzSCucBtwGwhxFfAIimlazt/fICl3b9ly44sWvQPWrbsyDXXPAo4nsB8WcSkZ88L2LlzNUlJNiqIexlLU4+ZmJg2TJ78OgMHXlWnraM0GWYiImLp02cE//vf10RGxjF16nyX00R//70qQRgZaX1VKQT8/e/q/DffwPvvw/TpN1BScgN//qlKeo4dWxuZ4Ql27FB7O9q0UQ5P827Q0FB4zgUFRErJM8+cR3l5MXPmZHDvvZ8yY0YqBkMVxcX2nfQffngfGzcu54EHvmLIkDFuvBvXmDs3k2PHBI8/Dlu31qZ/GDbMu9cdOnQcHTr0IT4+0bsX8gFmQWCtSllVFbz7rhICUqr8Up7KJutMrqGfgZ+FEDGo2gE/CyGOAwuAT6WUNirq+o765orc3GP8+OM7AIwadR+hoeF2JzB7q9O9e9NYunQGnTqdwy23uJ94zhoDB17VYMJtKmxlRC0sPG3Vd2IvTQZAYGAIERGx3HDD81RVlbN795oap31ERCzz599BYGCwQyFgNCrbMsCdd9p2Bguh0hDv2aOKszz++GKMxieBY6xY0YkdO17kpZc8FzVmdg5feKH9lABFRTmkpX1CfHxiA0enlJKyskISEnpz8OB6srOP0qPH31iwII/g4DCHKSmKi3MxGo20adPV3bfjEkIIEhPVprC//oJDh9Q9sIza8gbjxz/r3Qv4gPT0bcyYkUpY2CzgLqumoVWran1NoCKEPIVT/mUhREtUoZo7gC3AW//f3nmHR1WlDfx3ZpKQHlIIpJDQqxSVIhJQ2lpwLSsrJQooRUWw4rqKXcGCXUSaKEqxrH1BVFD5CLgqIIL03kFKCCQh/Xx/nJnkZjI108P9Pc88mblz5943Z+be95y3AhcB33tOFM9ha7YvhIGzZ1UMpq1SCOayB7ZuTFu2rGDTpuWsXPmB5wQOIOytlEpKCpk9e0y1bbbKZIBSqLff/g4zZhwhLCyCxYtfJj//FCdPHiAnZwEREbGcPn2Eo0d3MHSoYMKEJuTkLLB6rKNH1SwpKUnZ/u1hMKiVASygomIssA9VNmsfe/aMtXkOV/j5Z5XGby5/7Cj88a+/dvHBB/dbLf3wzDN9GD06nhtueJQFC8pp3VqZscLDoyqVQHl5GUVF1rO2HnvsB+bNKyQ93T9e12HDqgrOtW+vkr90XCMkJIyionzKylRKsKUiOH5c5WQA3H03TJtWM/TYHRwqAiHE58BKIBL4u5TyWinlR1LKCUBAlnW0PduXNGiglpO22hn26zeWjz6axNChBqs3piZNLqRVq0u9OmMvKyth/fpv+N///uO1c9jCkamnpOQcZ85UmSqysrIZM2YWRqO6E6hkdEhKyqxUqOZVhlo5yMrILHPce9W51XZrN+r9JrEynLTYZWRAZOQkVA6kFvdrTZWVwcyZKjyyvFzNiBs46KAaHZ3IlVfezSWX/LPGewkJ6bRp05uQkDAMBgPHj+/lq69eYN26xZX7LFr0b+6+uwnHjllv4BcaWs9jxeycZenSN3n00W5s376QQYPUtv79vXvOwsIzHDu2i+JiP7RF8yIpKa145508brpJVYfT+ghKS5WZs7RU5V706AGJ7lW3qYEzPoI3pJQ/WntDSulgbuYfnCktYVkKISoqgXPn8lm2bAbmKtvWQknN3n1vkpt7hBdeUOe45BLfVvx2ZOoxGkMpLa0+XcnKymbmzNsAuO++/9C16w3V3v/ww0esFv/74YfqYajm7dYitlxVBACFhdaVmrN+DVvs2KEu1JQU+Pe/HSsBUE5hW6W2L77473z77TRatVLG9b1717No0b9p2vQili17m5CQMLp3H8T//vcx7757F//+9zduye8p8vKOsmvXbxw7tot//EPFsUd7eWr4xx9LeeONwXTrdiP33ef7iZK3MBiMREbGEhGhXptXBIWF8PLLKgItMlIl5nnl/E7sEy+E+IfFo58QItk7IrmPrdn+TTc9S0lJ1U0sKyubN9/cy8KFFQwf/hrl5cWVSsCMJ6qVukp8fApGYyhhYZFUVPg2UGvw4Ml2kpEE5eWlPPlkVo1Z+/DhrzFw4P20bNmj2vaysjKbEViuRGztM+kmVxSBbfOfwS3z0J9/qr+dOqkUfnd70PfoMZgnn1xJQcFppk79O/PnP8DAgQ9w6aVD+f33xWzc+D3t2/cjObkZN95Y3T6+dOmbPPLIxaxYYad+gJe4/PJRPP30z/TrdzvgfSWgkCQlZdZJRzFUOX/NimDOHKUE6tdXRfq8lSjpzIpgFNADMK8KLkcVoWsqhHhaSmnTWC6EuBLlTzACc6SUz1u8PxKYimpuDzBNSjnHlX/AGtYKn0VFJTJ9+i38+OMcHn/8JwB2717D4sWvkJHRkT59Rts8nvbGtHv3Go4f30dGRkdSUjwUu2VBSEgY8+eXON7RC2RlZXP8+D6+/HIKxcUFmgQxgbk9hbWV0oABd1o93v/+95HNc9lKPrMWsVWbFYG1WlOgFJA7fSk2blR/L3Chp8zp08coKSkkLq4h9epZ96nUqxfFunX/pV69KLKzVdhwo0YtiYiIJS4uufJ3q2X//j/Ys2ddZZKjL2nYsBkNGzbz6Tl79BhMjx6DfXpOXzF9+nCOHcsAnqWoCA4fVk54oxGeeKJ6qXFP48yKIBRoK6W8UUp5I9AOdUfoDthsdyCEMAJvAVeZPjPUVMTOko+klJ1ND7eVgBmjMYTRo2fw/vtFvPnm3soa+Fu2rKi0/a9fv5TVqxfx3/9OJTY2yeYsw3xjyslZwBNPZPHaa4N46KGO5OQswMcTdp9www2P8N57+SxaJFmwoMw0LrVbKdneR9Cv31irKzfLiK3CQpVIFhrq2sVg9l9Y9lOA2q/0CgtVdIzBoAqpOcvixS9xzz3N+PbbN23uEx0dzwMPfMFTT60CVFROs2Zdee65K5g69e81VqsAw4ZN5emnf6ZLF9+Fjep4h19//Yzt21UG4pkzKgRaShWR5k0lAM4pgnQp5THN67+AxlLKU4C90NFuwE4p5W4pZQnwIT7sdTxnzu08//xVfPnl8+TkLODAgarG6OYZ7Zkzx0hNbUPr1irkQ9n+q6/zzTcms8PTXCOntLSI2bPHMm7cAh57THn18/JUxl/wNPKsTk7OAiZMaFLDUW7Lpn7ixD5ychZw5MgOXnrpehYurDkvsOe4v+226YwZM4ukpEyEENUczFrMq4H0dMfFsyzJysq2aV6rTV+KLVtUKGuLFspm6yz16kWTlJRZLavYGl26XEdISBjHju2irKyE3bvXABKjMQQhBBs2fMe8efdWZnhHR8fTsuUlJCTUvu9xbTl79iRffvk8ixe/4vNz10XuvPM9xox5BiEkhw6p0GQhPBsdZAtnTEM/CSH+C5gqW3OjaVsUcNrO59KAA5rXB1GrCEtuFEL0BrYD90kpD1juIIQYC4wF23ZfLTk5CypLQHz//duUl5dSUlI9Q6OkpJC1a7/mzTf3Vn7mhx/ewXLme9llI8jKymbChCZWHZ4lJZPIy8vm4YeVXa+8XNWhd6WaojXGjUvj9OmjjB+/kEsv9f5S2F7NJXsO5Nmzx9Kr182sXfslGzdGMGzYC9Xet92nWK2+rPVj0FJRUTuzkDMy1CZp0FxIzVmzkJQSIQSDBj3hdPz7zJmj2LHjZ554YiVdulzLjBl/UVCgOhL9/vsSli59ndjYBnb7QviCoqJ8PvzwYRIS0hk48H6fnHPy5P6cPXuS++77j8/zJrxN9+4q9Kp+fXj3XbUK7tFDBSV4G2dWBHcB7wKdTY/3gbuklAVSyj52P+mYr4EmUsqOqJwEqx4vKeUsKWUXKWWX2Fj7IRqWpSPy8o6Sn2+9kYx2RvjRR5MoL69pl1+z5ivA3sx2P+npqgyvuRysOcnIHYqKCpCygtzcQ4539gDz5t1js62nvVyBkpJC1qz5gszMTrRpU7MMgi3HvTM9IdavV83M589Xr2urCNyRQYu2uqijXAaArVtX8vjjPdi2bZXT59i37w927FBZQ/Hx6g4QHR1faYvv2vUGbrrpWTp3vopDh7YyZ84dHsmLqA1xcclcc82DDBz4gM/OuX//BvbtW2/z91gXuOgi1WDp/vtVpzZfYHdFYLLzLzPd8D918diHgMaa1+lUOYUBkFJq79BzgBddPEcNXKl9U79+Cnv3rqdRoxY2b/S5uYcB27NKozGD555TM8XERJg0STVNycurfTNvgEce+RYwkJ7ugiG6luTkLLCrLM0z9rfesh67dubMcWbMOGb1PVfacVry7bfV2+u1dq6LpU0Z5s6dxLlz+4mMzODWW52TQcs336hVX8eO0LSp4/2//vpFdu78hY0bl1UmiTlizx7Vjb5nz2yrM9527S6jXTvVp2LlyvksXz6T/PyTfumxERYWQXa225esSzz33HpOnz5CXFzABi3WmmPHdvHnnz/QoEETOnYcQFfn+jR5BEeNacqFEBVCiDgpZZ6Lx/4NaCmEaIpSAEOAYdodhBApUsojppfXorqfuYWzMeJqRmHg4YcvpHv3QXZMGGoaOnjwZGbNGm0RQx9Jr16TCQmpakDSoYOayf7yiyqKlpwM7dopE8ehQ8rO7Sjc8NQpSE7u7lZZWVew5zQ1m0+ysrJr1B+y3McWjsw/1sjPV9E5BoOKmAgLU7VVaktWVjYnTmTz0UfQt68kK8u1mM+CgqpKov9wshT+hAmLWLr0Ta68coLT52nevBt///u/KnMK7NGiRTdGjHidBg2c0Ep1hISEVL/4Q3zBli3/x5w5Y+nZM5uOHQf49NzOmIbygY1CiHeEEG+YH44+JKUsA8YD36Ju8B9LKTcJIZ4WQpj7Bt4thNgkhPgDuBtVxqLW5OQsQNi4y0ZHJxIeHgNAYmJjxoyZRf36DRFCEBfXyKH5ICsrmw4dxgMZgECITNLTZ3HrrdVvcD1MYfTvv6+yT59/XjXqmD5dNZV++201yz161Hr/4TNn1H4TJsCSJfgkKsme8tSaT2yNUd++Y9my5f/Izz/lMZl++02Z2tq3V6WM3VECZpYufRKAP/74xf6OVli9WpW4aNfO+ZVJeHg011//MOHhzgfYN27cnmHDXrDbU+D48b3k5CygrKyUK6+8m4sv9oE30Y4s27atIj8/128y1BWaNLmQ3r1HcMEF/Xx+bmecxZ+ZHi4jpVyC6m+s3fa45vnDwMO1ObYlZt+AtUrZYWGRjBjxeo1ZqbVZqtaEMWjQMzRvripo5ebC/v1Tgan07HmQ8eOtN1jt0kU1LDebNEpLlTI4elS9XrlS9dUtKIDUVGUL1FYGWLOmqu3fBx/A2rXLeewx7/4wbK2GoqMTq42RZevPevWiGT16Bl999QIffzyJrl1v4P77a/VTqaSoSN1wzT1tL7nErcNVw2BQrbFcbbQOVfXfe/Swv58vWLLkVZYufYN//vNpGjf2b1eX2bPHsnHj9zz00Dd07nylV8+1a9cafvppLm3a9KJnz6FePZc/aNKkM3fe+Z5fzu1M9dF5QogIICNQy0/bajADjovIadGaMN577x5mzFC1jmNiMikpmUxxcTbNm8Mdd9jush0ZCf/8p6p8ef31MGVKlRL429/UzNK8Ejh8WJmRtA3OzUXMIiPXU1jYmX37vO8UGzx4MtOnD6+mRM3K0xJrZp7vvnsLg8FIYmLjGvu7QkWF6mBlHi+DAY/aSYcMmcjbb0NKiuvRNtu3q7/OrgYOH97Gjz++Q3p6ey67bITL57NHu3Z9WLHiXTIyOnr0uLWhceMOFBXlExrqwdreNti3bz3Llr1NaWlRnVQE/sSZxjR/B14CwlDZxJ2Bp6WU19r/pPfJyVnAvHn32HR0AkhZUXnjWr58Fps3/0TPnsPsFo1ToaRVdXDOnt0HjKVxY5g4MRtHHSqv1YzMTTepVn1t26oImOuuU2FhmzfDRx+pxt7x8VUNvDdtUjfA5s0/YePG6yko2M+ECc47WGtDVlY2paXFfPzxo5w+fdRh32ZLnn56tUfk2LGjSgmAKmccE+ORQwOQlqZsywUFrvkHTp5U31lEBKSlOfeZI0e289//TuXCCwd6XBF06XId99zzSY1yHv7gllte9tm5WrW6lBEjXic11YUGx0HGuXNn+euvPTRokElkpBvRJi7ijGnoSVRy2E8AUsr1Qgjf5pVbwVbdfEu0jswlS17l8OGtCCG46KJrGDUqnvLyUp5++n9kZFQFhn/00SQrzdoLOXRoBE8++QQPPfSN0+UlrrhCOYibN1c3+IQE9WjUSDX4Xr9eJSkVFcF33ym7eHr6ArZufQ1z5UxHfZQ9QZ8+t9Gnz21O719UVMiOHT+TmdnJY12i1q5Vf6+6Cq65xr0erNYw18Jx1TRkXg20bOl8Y/DU1DYMGfIcycmed+QKIejU6QqPHzfQSU9vR3q6teIEdYfXXhvEhg3f8eCDX/u0J4kzP+tSKxFDfi+s4EyYqGWseLt2fUhJaU3TphcDUFh4muLiAiIiqk87bTlPKyrKOXZsF88+29fp2G0hVPKRuaqgmdhY1VhCSqUEIiOVPwEgN3cSpaXWY/oDhXHjUpgypT8rV77vsWOaFUGXLkpZOlp5ucqBA6qn5IkTrvWbdtUsBJCS0pLrrvt3na2LY4m18hc6rpOa2pbU1DYOe397GmcutU1CiGGAUQjREhXd4xlbgBs4ChO15hsYNWp6tX3+9a/F5OYeJj6++no/Pj6D3FzbpZhPnTrokRn6wIHKcXzppaqn66uvqhDTvDzr/1ttSiI4yyOPdKGkpJDx4xfSpElnh/vHxjaguLiAwsIz3HJLOEII3nhjD/Xr164oypEjymcSFaWihLyBEKeBCqSMpqLC+dm9WRF4S65gZv36pbz99nDatr2Me+/9xPEH3OCPP77FaAylRYvuhIdHefVc/mLEiNf8cl5nFMEEYBJQDCxChYM+402hnMFe2YOwsEinHMTW+gps2QIFBZNRFS1srzhs1c13haZNVZlZ8w3p0UeVw/Teez1XEsFZ9u79HSkrKmspOeKVV7ZjMBgoKirks8+eAiA62nUTUVGRav6+ebN63bmz51cCZlq06EZIyDnKyqIoKHDO/7B9uyqBLYSqL+Qsx4/v4+TJAzRokOm2Ez2QCQsL58yZ4+TlWU8o9CTvvHMHx4/v5dVXd9CokQtfho5DHM6JpJSFUspJUsqupjIPk6SUVjpq+hZbZQ+ioxNtKoGyshL27dtQWbDLks2bYfJkKCnJJiJiFpCJZRE6LZ6YoWtnpUKoomqDB0+uEYVRm5IIrjBw4ANccslgUlOdy2RevXoREyY04dZboyq7kt13XwuXyx0sWqS6L5l7sV58sUsfd4m4uGQSEtRM0loOhyWzZ6tktvJyZd5zpVH4ypUf8NRTvVi2bEYtpQ0OWrS4hLffPsKkScu9fq42bXrTpk1v6tf3QfGd8wxnooZaAROBJtr9pZR9vSeWYyzLHtSvn0J29lS7M/Qff3yHuXPHER4ezaRJy3j33QmkpbVl3Lh5FBSopK/ycujXD269NZtVq67n99+XsXXrnZw+faTG8bw1Qzf/D9OnT0LK/cTHZzBsmPeihgCXSgVYOurNYafOOrVPnlQrHylh+XKlAPv1U34Bbzc+jzJZFBw5jI8cgR9+UKWvBw5UD1eIj0+hZcsedT7rNywsnLAwL9dINjFunO+b7/ias2dP8vjjPQDJq6/u8Nl5nVmEfwLMQNUC8q0HwwFZWdns3PkLp08f4Y473nWYwZmc3AwhBCEh9di581d27/6NI0e2AvOYN0/hQQ/1AAAgAElEQVTdoJo3h5Ej1cy8d+8oeve+js8/38THH1d31Hp7hp6Vlc1nn2Vz5IiqX+Rs2KIvcNTg3p7JbPdueOYZ5RhPTVWKt1cvc7N573Pu3D4gk127ttOihW2j/8qV6m+PHjC4Fv7ePn1G0aePj/4pnTpDREQsR4/uQAhBRUW51V4a3sAZRVAmpXzb65LUkpEjHVa7ANQM9ODBKxgzpoJevWDLlp9p02Y4DRuGsny5uvDDwlQJaUsbdVZWNuvWfc2+fespKyt2qXCaO5gjjc6eLcO5r6p27N//J99/P53MzE7073+7w/0dOeptmcyOHYMXXqhqw3fggFK4N97ossi15sSJ34FMNm3awBVXWFcEFRVViqB3zYKqOhZ88MEDnDixl7Fj3yEqqr5XzlFeXoaUFZUNpuoqISGhvPzyVmJjG1SaXH1yXif2+VoIMQ74HOUwBsDUmMYvzJ+vZu6upPuvWlVVzvizz+DMmR6UlPSgokI5KwFuvVXNUrXMnXsXP/wwm/LyUpKSMn2iAMzs3v0D0Jfdu7fSpo0LfRFdZN26r1m27G2iouKdUgSOGtxbmswqKuD771UC3blzyt4+cCD85z+qhETDhm7/C04TEfEzZ8/ey2+/WU/UKytTuR0nTkBSkmtdyM5X1q37iqNHdzJ48BSvKYJt23J45pk+XHBBfyZN+t4r5wgUUlNrWWbXDZxRBOa0yAc12yTgl6Sy4mJYvFjF3Wdk7GLZsjdIS2tn9wZWUgIff6yex8SoixzUCsAcGnjllXD55dU/pzKMZ1FergoH+SKxS4sQZ5ESTp0669XzJCSkkZiYQUqKc/GRtnoBg3WT2bffqiJ8oJzB48ap76+z4yhVj5KTs4DCwmnYStTbvFmtWEpMbSl69XI+xNSSadNuZv36Jdx55zy/FoXzBUOGPI+UFbUOHXaGoqJ8DAajzX7POu7hTK2hgPJ2mZOuCgth6dJtLFv2BuHh0VYVwZYt6iZUUqJu/o0bQ35+SyCMiIgjnDuXS3h4Ou3aPc/NN1svQGdWAmY8ETbqLD16XMXq1ZCW5t1SAr17D6d37+FO76/tMXDixL7KJvTWVkxSqoxpUH6Afv0cl+H2Fur7tJ6ol5WVzdKl6rcSHa2ywQe4UQm4oCCXgoJcm9Vw6xLdu3vftnfRRdcwf34pZWU1m0cFIwaDujakVJPT1FQVoHDmDKxatZCNG5fRu/eIyt4T3samIhBC/EtK+aLp+T+llJ9o3psipXzEFwJaYlYEAAcPtq+czVoipWr3dkDT+HLYMHjppf1ACedMFSSKig7y559j+fnnmrN8W7ZwbyZ2aYmJUfbQc5bVLrzI6dPw00/qhm0vzt7ZHgNbtqj6QQkJ0Lev/5QA2P8+z55VyX1CwIsvqvpP7nDffZ9SXFxAvXp1L/FJCLWiq00VV/fOK3xS3M5bGI1VXQxbtFATjrw8ZYIUQv3m1q6F7dt/ZsWKd8nM7OQzRWBv4TtE89yyVLR3683aQasI9u3L5NVXD1oterZjh1ICsbEwaBCMHg2dOkFUVM1CTrbKN9jqj+zNxC4t5ubo3lYEn39+ksWLz1JRAa+/rmz5M2YoZeouP/6o/l52We3NLJ7C3vf588/qIu3Y0X0lACqsMiYmkbAwF5IPAhjtd5ecXN2XdvjwNlau/IBdu37zvWABjHbSExGhTKGxsdCggZoYhYWp59r9DAbo0WMwY8bMpkMH3zWnsXdpChvPrb32GWZFEBqqbpDr11vf74cf1N/LL1dRKWaTxJkzJ6zub22W76let7Vl40bVHfTXX72XrLN1K3z8cSLz58cwbtyeyrr769apktm1Zd06tSIzl9W+zDcTG7sMHjwZo7F61In5+zRHCfXq5QfBgoDGjatmrqmp6kYWGqreW7v2K6ZPH87q1R967fz//e9LvPDC1WzY8J3XzqElWhOJ3qhRzVphznyuZUs1bgDNmqnxatvWfptTgwHatMmib9/RPi2wZ89HIG08t/baZ5gbvvTrp1oHzp5dQWKigeaa9q4FBVWZqn36VP98dHSC1bLV1mb57vTb9QQFBSoy5/Rpz6/BpVQX9aeaTtR5eeoXeumlSgnMnauc6Zdf7lyPXjNHj8LLL1d1V+vUybeRQbao6jUxiYKC/YSFZXDbbZM5eDCbnTvVxe5MU3pnmDfvHgoL8xg27MU60V83MVHdEOvXh3om60yDBqo+VGZmJ3r2HEaTJhd67fy7d69l/fpv6NnTO9deWJi6t1RUQEaGUnZ5eeoaiY1Vq8VDh9TN3GiEgwfVe82bw/Hj6tG4sfrc9u0qBD0hQR07JqbKzCqEffOo0TdpAzWwpwg6CSHOoGb/EabnmF47td4VQlwJvA4YgTlSyudt7Hcj8B+gq5Ryjb1jlperQR48GFasyCE/P4vHHz/Hiy9GkJamFMCiRcrpd8EF6sdrJidnAQUFNVvqhYSE2Zzl16bfrqfo2rUfX30F6ekebNOFMtfMnavG588/FyCEymAWojHt209h/PhsiorUrP6775TP4NVXq37YjvjiC3VBde6s/ALt/dtEqxpZWdm0apXNPfeoi27JEti/X12cQ4ZU3eTc5Zdf/kNu7mFuuulZzxzQj8TFqRslqFWBmeRkpQg6dvwbHTv+zasy3HDDo2RlZXtM2QihbviHD6v/rXVrNRs/e7bKNBinsSIbjWp/M4mJajIVEqIURf36ahuo4oTaFrOulFM3GFRPgi1bViCl9FnEmU1FIKV0SzcJIYzAW8AA4CDwmxDiKynlZov9YoB7AKcbySYnq7ovSUn3cODAY1RUXM+SJSr55w1Tfll6Ogy3CIT56KNJVltZhofH+O1mb482bTrx1VcQEuLejFJKNWOJjVWzngULzPHyC4CxSGkuFbGf7dvHsmoVPPBANtu3q1j/TZtU7sXo0Y7PdfSoSsYyGFSGdiCsBCwx27gPH1ZKICkJ7roL2niw38mtt75FYeFpYmISPXdQP5Fko5agp5SmMzRu3N6jbTnT0iAlpcpGb56JO+sfspy5J2q+Zu3xXMVggLy8Y0yd+neSk5v6XxF4gG7ATinlbgAhxIfAdcBmi/2eAV6gep6CXZJN98UXX1zLwYMVPPigSgo7dEhtv/JKuOWWms5JW1EjBQV+y42zi9kuWRtn8dGjamZ+8qQal9xc5Xxu0UKZzlq3hr17J1FcbDucsk0blWT34INqFXHNNdVXWFrM+R0rV6rZ0OWXB6YSABg7NpmCgqtp3HgGffuG07dv1YzXU3Tter1nD+gHGjZUPjlbN0ch1DVWXi4pLi6goOA0iYm227j6G7NJJiysytntrUq3tcVggLi4hnTufBVJSZk+O683hyEN0ARvchCo1ixWCHER0FhKuVgI4bQi0N6M0tMNdOgAGzfCtm1qlvKPf1iPULGVEeurKCBXKSjYAzTl0KFDqOF0ngULYI3GyBYRoXIvNmxQF8SIEfDII47DY9PS1EprxQqYOFEtj0ePVs4vLXPnwv/9n3qekKC+g0ClsDCXiop53HxzNh07+i4yI5iIjHTOL2Q0wtmzeYweHU9ERAxz555x/KFa8M03rxMWFsFll42sdZmJlBRlx3elF4WvMRohIiKGhx5a4tPz+m04hCqk8QrwgBP7jhVCrBFCrIGaM82/acyT/fvbjn/3dxSQq5w5sxuAwkLXGsKdPKnikY1GdfN+6SXV9+Dmm5Wz64or1EXubHjsTTcpp1h5OezZo8xvxZq2BTt3KiUQEgIPPACvvaaW3IHKnXe+z/33f0GrVt5J1CsrK2XlyvmsWfOVV47vCxKdtGgZjRAZGUdERAyRkfUpKyt1/CEXqaio4IMP7mfOnNtxJ2AxOdk9s40v8JeC8uaK4BCg7ciRbtpmJga4APjJlH3ZCPhKCHGtpcNYSjkLmAUgRBdpNg3deWcq5eWlPPbY/5GW1pbTp+2XC/Z3FJCrNGmimm8YDE56aU388IPyC3TrVr2+/8CBSgkYjcpxXlRUsyi/NcWYkADPPqtMVE88ofIz3nlH+WHMTmWAq6/2XNSNN+nZc6hXj19YmMf06bcQHZ1Ily7Ww5UDHVt+AUuMRpXo5a2VAEBFRRkDBz5AcXEBISGhtTpGbKxr/ST8hVkRSCkpLMwjNDTcJ7ko3lQEvwEthRBNUQpgCDDM/KapD3Llz00I8RMw0VHUEFStCMw9AsLDI3n6aWXPjKuZL1YNf0YBuUpmprIRShnl1HJ2/XrlGzDnUPTvX3OfkJCa/QTMREcnMmLE6zbHJyIC7rgDHnusqjqnmfr14fogM4vn5CwwlcnYT1KS5yYFBoOBnj2HWW2cFMgkJVXVWXLWEeyL2XVISJhL/TK0mLN5A3mFqsU8ni+9dB3r1n3tsyb2XlMEUsoyIcR4VGtLIzBXSrlJCPE0sEZKWet1s3lFMHr0THJzjxAfnxZwTh9PYDCoC7K4eAF3361WMZY3rMJCZc9ds0bF7ptJS7NdOdNWP4Hw8GiHN8JmzZR/YfVq5S+IjVXO5x49nE+68TeLF7/Cd99N5+TJ/ZSXK1OGJwsKRkcnMH68a53aAoG0NPUdFrnQfzCQzSygQpjPnatqSBTomB3aMTGJRETE1Ajm8Np5pSfqCPiQpk27yOeec7hoqDOMHPk+xcV3ou2fbO7JnJeXzfz50KGDstOfO6dMM1FRKn7fVrP1oUMNWMsJFEKwcKFr/ohg5Jln+rJ5849W30tKyuTNN/f6VqAAICamdvkeu3ap0OTPPnuWX3/9lEGDnqJLl2s9KlthYR65uUeIi0smOtp5M2lsLLTzXXKuRzh6FPbuxeNNaSIj4brrxFoppVXjbYD6zm0TqN5+b1Fc/DBaJQAqxPPDDyfx+efq9caNSgl06wb336/MN7aUAPi/hpK/ueSSf9p8zxMFBcvKSikszPOK49RbJNcyVcV8PebmHmbfvvWcOLHXYzKZ2bhxGRMntmXWLCcSWTTU905rBK9iHk9fdSarPK9Pz+ZBdu78jeeeu5L5852OOg06VCP4w1bfO3lyPwUFKi/g2mtVjZzbb3euumewRU95mgED7rQZo+0JZbhlywpGjarP88/7rTaj02RmqrBKZ6OELDGbZPv3v4PJk9fQt+9YzwlnwmAw0qhRS5fj6j1RPNDX1MWoIa+yZMkrbNjwLRs2fMsvv3wS0NE/tcHs0LWFEBlIqeL1L3Qx6z7Yoqe8gbXmOp5ShuXlZYSHRxMRYaeOdwAQG6uUgDuYb1yZmR3dF8gGXbte73KCXr16weOz0mIez7NnTzJtWjYFBbk8+6zTRRdqTVAqgpycBfz22+eVr33dOcwX2GsQHxISSVnZZDIza9/lK5iipzxNYeEZSkuLuOSSf7J5808eV4adO1/Ju+96t6ucJ/BEJI21II19+/5g0aJ/063bjfTt65o5x12iotRKwJflLzyJ2fkeFVWfLVtWUFpaRGFhHpGRDsIh3SQoFcFHH02irKy42jZfdg7zBfYaxDdqNIuDB7MZMKD2jV4OHNjE3LnjSElpxdixs2spZXBy4MDGSntzu3Z9uPHGJ2jdOouUlJZ+lsz7xMSoKC8ham8O0qI1ZaxY8R5//rmciIhY/vhjKfXrp/hcESQnB25pE2cwX88Gg5F//WsxDRpkEh7u/ZVlUPoI/N05zBfYcuiGhkZz6FA2oaGq8Xtt2bXrV7Zu/T9Wr15Y+4MEKY0ataz0kWze/CMzZ97msiMyWGnWTEXSNGrkGXu0dkWwZs0X5OTMp1Gjlowfv5AOHfp7pEfBnDl38MADbdiwwXHT+mB0EGvRhuNecEFfGjZsjsEHjoOgVATnQ9SLLYfuxRfPQEqVMexObHRKSivatOnNhRfaScWuo8TFJTNvXgF9+46p3ObJKI2cnAU89dRlLF8+y2PHrC0hIVXlk5OSlN08OrqqYYq7aG9cffqM5rbb3qZr1+vp0uU6Zs68jWnThpGX95db54iJSaSk5JzVysFaoqKC1yRkRncWu8DgwZN5662bq22ra1EvZhPXwoWTyM3djxAZjB49mS++UNt793bv+K1b9+SJJ1a4K2ZQUj2jONPjjvK//trN1q3/R5s2/m931qCBqrRZVuZ82QhX0CoCywzYLl1uACRFRWdr1Zxn+fJZnDx5gJYte7Bq1UKbvQhCQ+1XSQ0mtIrg9OmjfPvtNKSsYMiQKV49b1AqgqysbObPn0he3lFAeLQ8QCCRlZVNz57Z3H67apgRHq5q6MfGqt66Oq5jWV7DG4EGl102kjZtepGQ4J+SzA0aqMKDFRVV9vIMLy2WLTOLf/nlU/bv38All9zE3XcvcuvYq1YtZMuWFUyatJzp0/dUdicMCanqVBgerhIq9+xxvnFSIKNVBBUVFXzxxWSiouIZPHgyorYOQScISkUAMGPGEX+L4BOEUHbdP/6AV1/dBLSna1f3U/u3bs3h1KlDNG/ejYYNXehDGeRYi8bydKBBYmJjEhM9ZHtxkbg4VSk2KUllqXq70Jrl7/Cbb15j27YcoqMTXG4k06CBylIGVdDwmmvupF27y+nQoTWpqaqJEKgVTn4+nDqlymIYjSqfpi6gHc/4+BRuvPFJUlNbI2UFqteXbSIj1crI3Nc9MlKVoHGGoFUE5xPNmytFIKW6sLp1c/+Y8+bdzd69v3PRRdfy4INfun/AIMFWoIG1PhXBRL16yvbfpIl6HRdnuxy7J7FUBM2adeHkyf1ceqmq8FpRUc6hQ1tISsrk6NGdrFnzBU2bXlxZhmLDhu9JTGxMy5ZtaNJE9Qk2GNQNfvTowezcqZoolZVVKYLERKU0Sku9Y+7yJ9oVgRCCQYOesLu/EKrSMKiIKaNRlf1ISFCl5tevV0X3oqPtnzcoFUFFRYVPPOmBgrZBSHh4Ke3a1a4Ur5aYmAaEhobTqFFzt48VTNhqTgRQVJRPeLiDK8YJ1qz5kqNHd3LRRdeQmtra7eM5Qgjo1Kmmo9EXl4jBUP1mNHz4qwwf/mrl+y++eA1//LGUAQPG8f330wHo1Ws4Xbpci5SSWbNGcfLkAWbPXkvHjheRkWEuba06iZlrBRmN6mYmRJVDuG3b2odPBzIGQ/Wex/bIyIB9pp9zQoIas9xcNSEIDVUrq7/+UpNJewSlIli8+GUWLnyIhg2b89prO/wtjtfRdgPr1i3UI5VWH3nkW/cPEoRYyygOCQnj6qsfICTENTuKrTLWK1d+wK+/fkqDBpk+UQRRUf6twWU0VtnsLcnI6Mjhw1vZuPG7ym09e6pq9ElJ+XTo0Jddu9bRpUtn0za1z9mzZ1i3bjWpqRm0bKm0QWJi9Rt/XZ0LahVBYeEZNm/+idLSInr0uKnafkKoMODc3CrFCdXrjDVqpBSEI1NyUCqCI0e2A5KKChu/vjpGQoKKiMjNha5d/S1NcOOp8hr2nM4XX3wtSUkZpKQ4VgKxsarbW3Gxw11t4gsTkD3sKYIhQ6YwbNgLFBbmsWvXbyQkpJGW1haDAZo2jeGFF97jzTdf4rHHsnn++dlERakV2fbtfzJy5FV06tSNL75QJRY8kQAXDGjH8/jxvbz88nUkJzeroQjMK6S0tKo+EpZoV1D2CEpFMHr0TK65ZiIlJbXo6h6kjBgB//nPUj755FHq1XuBDh36+VukoMUT5TXsOZ1VGevhTh2nWbOq5bzBoKLCzrpYnSI21rX9PY292WbLlkb27lXtLC++uD8pKcqUkZioon8aNIDVq99n9+6N3HbbvVx4oWprHhoaRs+e/StXA1A1463raFc9aWlt6djxCjIzO9UwiZvziOLinDcl2SIoFYHBYPDJkjuQ6N4d5sy5mfz8k2zbluO2Irj55jCkrODFFzeSlmajg815wiefPM7vvy+hT59RDBhwp1OfsZfdXq+emoWdsdK9MSxMOfUOHlQXsDmqxzzbNRph82bX5HfkCPQ21kyVBoNScklJylm5a1cZKSkVGI0n2bNnDXl5YeTmRnPRRT24664HKSsrJT29SeXnO3bswvz5jjOJ6yJaxRoSEsrDDy+1up82odRdM1lQKoLzlaysWzh+fA9t27qXqFRRUVHZmSsuzs3yk3WAtWu/Zt++9cTHpzmtCGw5nRMTMygq2kZxsYGyskxCQsIsPqeW8qdPW6/8GRurHtaUiDUiIpRT0J9Y3oQ6d64etjpsWGv27NnOyJF3ExkZzfTpVclRo0bdx6OPvuIjSYMDZ2/qnjQJelURCCGuBF5HtaqcI6V83uL9O4C7gHIgHxgrpXQ4H3rwwQuoqCjnnns+ISPjAi9IHpiMGPGq452c5M0393L8+D6io4O8OIsH6NlzGPXrp9C9+4013rPmEAbVNcuSsLBIhgyZzL/+dSUHD+7llVe21yhkl5yslv4tW9q23aanq3j66GiVC3DunNp27pxKFIMqh6K//QNQfUUQGVkzdyE7+w6effZ+2re/kPr1E+nZsx+5uSc5ffoko0c/YPWYJSUlhIaGejWJKlCxVARSSnJzj5CXd4ymTVV2tdHoOEdESun0+HmtVaVQ2Q/bgQHAQVQz+6HaG70QIlZKecb0/FpgnJTSbjePhg2byb/+2gNA/fopZGdPrXMZxd7CW83a/Ul8vLr5HDpU+2PYGhdLhzCA0ahuTmVl1b1z0dGJjBjxOjfckM3PP7/NE0+MZ/bso0RGVtV6rk07SClVtdDoaBVjv2WL2t6qlTpeRYX/6+vs3q1CFEGtdizrGFVUVLBv3y6aNGlR7cZUVlZGSEgIUkpWrVrOjh2bGDnyboQQjBp1DT///CMzZ35Br14DfPjf+J9t25TPyMzevet5+OELSU1tzauvbsVoVL95bU/ysrIyPv74HYYNu71y2x13/IMJEx6jffsLCQmBxo1tt6r05oqgG7BTSrkbQAjxIXAdUKkIzErARBTWGulacPx41XL89Okjda4PgT2OHNnB778vJiYmiV69bnb8AQ2+KK3ga5KSVEZpRYWaQduKnLCHtXF5662bmTPndquFzswmNUvCw6O54YZsMjKgefM7ueCCi4mObsCJE1X7NGrkunxCVPkA4uLUTd9oDKxyCtoVQZyVsvkGg4GmTWuW+A7RfPCee4Zy6tQJrrjiH6SmNiYvL5dz5wqJifFuHf5AxNL5npbWltjYZBIS0snIKKdRIyOW8/c33nia6dOncM01g4mNrc/mzevZtm0jCxbMYMqUmQ7P6U1FkAYc0Lw+CHS33EkIcRdwPxAG9HV0UMsLs671IbDH8uUzWLz4FeLjU11WBL4oreBrzEXGDAY1C921y/Vj2GoAVFxc4NJxTp7cT7NmVUvxzp27cfw4nDihnHpNm3rGqZuc7P2yEa5iNmWEhNTOVCWE4MorbyQkJLQyKuaTT3LIzz9LeHgQthlzE0vTUGhoPWbMOEp8vKicTGgtPlJKDhzYg5SS3bu307lzN4QwUFhYQHKycz5AvzuLpZRvAW8JIYYBjwIjLPcRQowFbPZtrEt9COxRVJSPEILc3MNMmNDEJdNOXezhoL2xJiXBgQOurwrsNQByBSkl3bunMH78YwwffhegZu2xsZ413TRs6H6dKU9jntjHxdU+03fy5BnVXgshiInxc1ysn7DmLA4PF5UVBvbt20VycgoREapMvRCCV155n9GjlR8GoE2bDqxefQCjkz8Wb+bmHQK01sJ00zZbfAhYbUwqpZwlpexiy75Vl/oQ2CInZwErV87H7NMxm3ZUg3vH2OrhEBUVQDYGFwgJqX6DFcK6WcIRtsalNhw/foypUx/hiy/Ud2I0et5+HxISeGUVjEYVuZSW5m9J6gaW9+7oaLjgAvVb+vPPddx++w106BDL4sWfVO4jhKhUAubXRqMRKSVz5rzC4cMHsIc3FcFvQEshRFMhRBgwBPhKu4MQQms4HAi4XC+irvUhsIU9044tcnIWMGFCE4YONVBUZD1LqajorNPKJJCIjKy5rTaKwFoDIFfRNrXJzz/DI4+MrVQG5wMREepGZe07cYXCwgJWrFjKr7+u5OabBzB16iOeETDI0Cp6IVRgQGioWnV+9dUijEYjCxf+yNVXD2Lnzi3s2LEZW0E/O3duYdq0Zxk92uocuxKvKQIpZRkwHvgW2AJ8LKXcJIR42hQhBDBeCLFJCLEe5SeoYRaypF69KNOFJ0hKymTMmFlBa+N2BVdNO2YnqIp1l+Tnn7K6X1lZiV1lEqhYs7fXRhFkZWUzZswsoqNrV7/AYDBSUVFebdu5c4W89FLwjWltiY72zMpn4sSRjBx5FdOmPcuqVcvYtOl39w8ahGhXBA0bVmVUCyF45JGpLF78O9269UIIwVtvTeFvf2vPggUzrB7rpZcmUVFRzr332q9i6lUfgZRyCbDEYtvjmuf3uHrMtLQ2TJ68xgPSBRe2EpiklIwZk8SIEa9XU4i2nKDWCEY/gbU2naGhanuBa37eypITQ4fatrkIYUTK6jf8kJCwGmGkZg4fDr4x9TdZWf05dGgvgwaNZMiQMSQmut7VrC5g9hEIoXov2CMhIYkGDRrRpUuW1fffeusTSkqKiY2139e2jtbvq3vYM2Hk559k5szbqpl4XHGCBqOPxVYEjjvNy5OSMm1uHzduXrVVQ3R0IrffPtfmZ1JTg29M/c2wYbfz5Ze/ce21Q7n66kF07+5mP9YgxawIkpNt11c6cGAPY8Zcx65dW/nll8O0bm09sTYkJITISMfNzYNOEezevZbx4zOC0q7tDmYThq0m65YmHmedoMHoY7F0FGtxRxFYU7bm8cnKymb27BMsWiRZtEgye/YJhgzJZuLEyZXRG2YiIiKZODG4xlQncDArAnvVVuPiElix4htWrVrG2bN5bmdgB50iAEyNLJyPmKkrZGVlU2GnzKDWxDN48GSbSsNMsPpY7N3sY2Jq5yuAKmWblJSJEPZ9UGFhquzD4MHZTJkyi7Q09Zm0tEymTJnF9dcH15jqBA5Go/p92asqGxsbx/Tpn5KTs4/YWPfLxEWawQIAABG5SURBVHitxIS3EEJUCpyUlGkq+Xv+MGFCE5sdtizHY/jwCEpLi5zaN5i44AL7yVmFhbBhg3dlSEio3gBER8dTnDmjSkxkWrc61gpHJSaCckVgJhidnO4yePBkjEbr5SaLivKZO3ccY8YkMXSooLS0CCEMNfYPRnOQmdhYxxm6kZHKvupN/F36WafuYjD4voRIUCuCYHRyuktWVjZ33PGu1XDH/PyTfP/92+Tnn6zcJmUFFRUVREcnOjR3BAPWSjdbw1G0hbvoikDHW4SH+76qrN9LTNSWYJ7Vuos53NGemUiLlOWEh0cze/YJh/sGMkI47wwOD69q7+kNdEWg4y080ZPcVYJyRRDss1pP4UqIaF0wo4WFuVZewVygKz0dWrf2XLNzfzeL19HxNEG3ImjW7OLzMqHMGraSzKxRF8xormavxsUph5vZnNSqFWzd6r4c+mpAp66hz2vcJCTEf7NDZ+vkhISE1QkzWm3KL2t9ChEeqmgcCF3BdHQ8ia4I3KRhQ2jTxj/KQBv3DtriZ1X2E3MGbF0wo7lbz8YT35HBUNUHQUenrhB0pqFAIzlZ3aDatlX9ZU+dokb3IG9ivsFXb6koCQuLrHN+FHcVgSeccAkJgdcPQEfHXfQVgRvEx1fdnGJiVENyf9Rkr02J6mDEXUUghPu1/JOS3Pu8jk4goisCN2jYsOa22pY3cIe62H3MGp4odezOqiA01D/fr46Ot9FNQ7WgRQu1GrBmIoiOVnZkOyWBPI6t6KG6EClkxmCwXYnRFYxGKLXef94h8fGB1x1MR8cT6CsCF0lJUeYBW3ZiIewXi/IG9qpm1hU8oQTAPfu+tR4IOjp1AV0RuEBEBDRu7Hg/XysCV6pmBiu1CR21hjuKwFPhpzo6lvgjm7ja+f17+uAhLMz5MFGzHTk1FU6ehOJi9bpevarnnsZcdqKu4qkm8O5ccO725NXRMRMWpiYl586pSLTY2Kqqo/4oCO3VFYEQ4kohxDYhxE4hxL+tvH+/EGKzEGKDEGK5EMKDhVc9h9GowkOdvRlFRkKTJpCRocobmLd17Oj71UJdwVOKoLYrgrAw/8/adIIbrX8pMVEFmzRuXHVPiI31X3Kq104rhDACbwFXAe2AoUKIdha7/Q50kVJ2BP4DvOgtedwhPt41s4AQVXVuGjRQDuTmzdVNqHVrpSCaNrX9+Xr1nK+yWdeJjlYrLE/NxmurCHSz0PmF9qYdGup+kIDRqCwEISHqt2ye2Fj+Hv2lCLw5x+kG7JRS7gYQQnwIXAdsNu8gpfxRs///gJu9KE+tcTdksE2bqtmk+QcBKvksL6/m/vXrqxo5kZGwa5d75w52Gjf2bMimrgjcx2hUN7LCQsf7BiPh4WoCd+qUUgCJiVBUBMePO44GDA2tikqrX199rqhI/YZDQ62HnGvxV1SaNxVBGnBA8/og0N3O/qOAb6y9IYQYC4wF53vxehJ3+uCCbZNCYqJ1RWC+8XnKHBKsCOH5uj61VQTnu3+gXj0oKVH269hY9ZsOdkVgNEJ5uXqekKBu8oWFSgkYjeqvmYgIlSwqBJSVKaUgpaoskJcHBQXqtxofD4cPq/3i4tS248erfseh1ntKVVIXFYHTCCFuBroAl1l7X0o5C5hl2vf40KHCuZKbjkkCgqFIvy6n5wkWWXU5Pcv5LKdNH6w3FcEhQBtsmW7aVg0hRH9gEnCZlNJhTI2UsoGjfZxFCLHGVg/PQEKX0/MEi6y6nJ5Fl9M63nRN/Aa0FEI0FUKEAUOAr7Q7CCEuBGYC10op//KiLDo6Ojo6NvCaIpBSlgHjgW+BLcDHUspNQoinhRDXmnabCkQDnwgh1gshvrJxOB0dHR0dL+FVH4GUcgmwxGLb45rn/b15fieY5efzO4sup+cJFll1OT2LLqcVhPRHGpuOjo6OTsCg1xrS0dHROc+p04pACOEgfSNwEEIERQNEIUSiv2VwBn08PYsQwmPRet4kWK75QBvPOqkIhBDRQojXgG+EEDOFEP/wt0y2EEJECiHeApYKISaYIqkQQgTUd2Ma01eBxUKIZ4UQffwtkzX08fQsQohwIcTbwI+mQI++pu2BOJ4Bf80H6ngG1JfpCYQQacAHqA7uVwMrCNAaRibuBxKBEUA4KpwWKaUPW9vYRwjREvgcKAduA44Dj/hVKNvo4+lZbgOSUcmee4C5QojwABvPYLrmA3I865wiAIqAOVLKe6SUR4GPgfVCiI5+lqsSIUS46W8IEAYslFJulVJOBY6bZop+nyVoKABmSSknSik3oyLBjggh0v0sF6CPp6cRQkRrXwI/SylPSinfBX4Gppj2C5R+bQF9zQfDeAbKhVFrhBCthRAzhBARAFLKk8BPml0aA82AbX4QrxpCiFZCiAXAm0KILqZci2igh2a3O4BbhBDp/polmMa0ckYlpTxM9TpQkUAbKeVBnwunQR9PzyKEaCGE+Bh4TwgxUAhhrnaVrNntQeAGIURzKaX0x80rWK75YBlPCHJFIITIQi0Jx6JMAgghhJSyQLNbGLDXmfIV3sT0o50J/AFsAO4SQowCXgDuEEIkAUgpDwDzgTF+knMg8BkwUZh6SAghQqSU+ZrdEvD/RaaPpwcxrZZeA/5EXVN/Bx4H3geuFkJcAGBSVl9iMmVJH8efB8s1HyzjaSaoFQFwEmVzawXcKoTItDKQFwK7AIQQY/y4XGwOFEgpX5RSvgnMAW4AIoC3qZ5Ash1VrdUfy8VjQDZqTB8SQkRLKcuEEAaNLO2ATSb5hgkhWvlYRtDH09OkAKeByVLKL4FngAFAS5TCnSSqInKWAp4q/OgqwXLNB8t4AkGuCKSUW1A9D3YC3wNPQw1bcD8gUQjxKTAMZU/0OVLKP4EmQojepk0bgOXAv1BF9xKEEE8IIW4CRgPnTJ/z6QxBSrkG2Goa06XADNNbQiNLFtBACPE56iZX6ksZTXLq4+kmWqUopTyEqgA8QPP6bWCKSdEWAE8JIUajVl2nfCGjFTkD9prXyhDI42kVKWXAP1BL51jNa2H5HIgBdgL9LD77DWq2NchHsiYBDbXyAQbT8wnAfM17nYF3TJ9pBQwHvgOy/SGnlTGNRc1qumreq4e66a4FbvKBnCnApRbbAnE8a8gZwOM5ymKb0fR3JJCj2V4f5XjtDMSjzBsf+nA8R9l4L2CueVTflZeAsEAeT4f/h78FcGKgH0MVrfsQeNK0zWCxj3ng7wX+a3o+1HQTvtyHsj4KbEW13XxeK5vpeQvgU2CE6XUiqihfIx+PqTU5bY3pY8CPpudXmv5e70NZN6Fm0heZXmsVVkCMpyM5A2U8TedeC9xv430D8ANwr2bb+8AFPh5Lu3JajKffrnlUIMKfwDRUkILlNRQQ4+nU/+JvAewMchSqOulHQEPUDC8PaGJ6v8YM1vQ817TfO0C4j2QNB55HafsGJnkLgQTzD0Kz799Q9suLgJuAH4GMQJDTYl/tmJYBZ4HXgVAfyWowXVzfoJbO9wFRgTSeTshp6zfqj/F8yXTOGuezkO1iVHz79ajWsWuBdj4cT5ty2pHZp9c8VSvSN23d1Klatfh1PJ3+n/wtgJUBrG/6GwJcDoRo3psN3Gbjc3EoxbEB6OlLWU3PUzTPLwcWAe1t/DjuBN4w/Si8LqurcmreTzKN+e++llOzbRow0XTT7B1o4+mMnIEwnkBbVF/wGNSk6jbgEov9zTe464CngP8DsgJNTs2+Pr3mLeQ0ABtRk6n2JjlGoplUUbVq8el41up/87cAmkFLNF1M3wF3Ay007wlUSNiPQGcbnzcAHf0kaxvT9hDUDHUv8DLwK2q5av5BaGeyxkCVU/P5EB9dYFo5JwBtTdtbAO+Znt+PmnHfC6Sbfxd+HE+n5fTzeN6tkfNJlCN6NfAEKlJluOb3Kbwtmyfk1HzeJ9e8le+9g2n7FOBV0/bbUYmBUzTXmcHbsnnqERBRQ0KIS1BL6xPAsygHzN2aXQyoH0YJVtpdgiohIKXc4GVRbck6ziRDGbAOaCalfAA1C7jfJD9Sk9AkpSwPVDk1MpZJKVf5WM50jZw7gTNCCCPQGrgH6C5NiVfSdLWZnvt6PJ2WUyOjP8YzDbViArVaeRroL6V8CtU4apxGPomPcEdOM7645m1876NMb5tNkp9IKWcCDwGNMCWMyQAqw+GIgGhej4qkeEVK+SFUVo7sZ8rEK5VSlgshmpmeHxeqoFSYef8AkTUcKJZSVjacllIuFkJMRP3I9+pyuiRnKCq+vgNq6b8LZT+WQoiWUsodupxOy9nf9L3nSSmfMe8opfxaCHE/6ubm6zj2YJZzgOm9Fags9otMcm40JTIGjQIw43NFYMoCrDbzkFJuFUIc0LxXijINaTMD+wERQoj3UbOuhwJM1iLtZ4QQbVEziH3AYV1Ol+UsBf4QQuQAK6WU3wkhmqJ6X3s1LrwOytnc/L1rPtsO9b3vJXC+92CRs5npvZ1CiGnAv4WqZ9UMtare4005vYFPTUNCiFDtQFskihRo3muCml1pSQIuQMXldpdS/hSgstYTQtyCinb6QUo5UkpZostZOzmllI9JKb8zPd8jpXxOqrIRupy1kFMIESKEuAEVjr1cSnmrSZnpctbue1+PMlvlAF9JKa+RKnksqPCZIhBCjAeWCVWD+++gbJLabDzN82bAL6Zt/xBCxKHK9jaRUnq9l6c7sqIKiH2LshG/pcvp9nffyJuynW9yoiJtVgDdAvl7DxY5hRCpUspTUspPpZTveFNOb+J1RSCESBDKnHMF8DDK6TLCtHyudKgIITrKKudKO6CVEOIb4J8of8BWKeW5IJDVKKX8y5uynkdy3ogP7K3nkZyDUJEspyxNMLqctf7ey7wln0+R3g+9MqIqBZpjvpsB72GKXUd52d8HVgKpQAZwBlVW1mcZrMEkqy6nLqcu5/kjp0/GwguDG4JKrGms2RateW5AJYy0NL0eAIyzOMatPvohBIWsupy6nLqc54+c/nh4eqA7oOLTjwGLbOzTFlhi470wT8pTF2TV5dTl1OU8f+T018PTPoITqFT/NqgSwX8DEEIYNV74FFSPVoQQ3YWpabcQQkgvRq0Esay6nLqcupznj5x+waOKQEp5BPhISpmLsrWZu+6Uo8pEAHQCwoQQU1Hp2ebP+iyrMZhk1eXU5dTlPH/k9BcejxqSVVEo7wNFQoi7TdsrTJq3N9AXOCWlvFRK+aOnZXCWYJFVl1OXU5fz/JHTL3jT7oQKy/rF9Lyj6e+1aJw1gfIIFll1OXU5dTnPHzl9Nh4+GPClQDGqMl+Sv//huiCrLqcupy7n+SOnLx5eSygTqjn3syhP/Hgp5dVSU+gskAgWWXU5PYsup2fR5QxezIkU3jm4EFeh6tgUO9zZzwSLrLqcnkWX07PocgYnXlUEOjo6OjqBT0A0ptHR0dHR8R+6ItDR0dE5z9EVgY6Ojs55jq4IdHR0dM5zdEWgo6Ojc56jKwIdHQcIIcqFEOuFEJuEEH8IIR4Qmu5VNj7TRAgxzFcy6ui4g64IdHQcc05K2VlK2R5Vo/4q4AkHn2kC6IpAJyjQ8wh0dBwghMiXUkZrXjcDfgOSgEzgAyDK9PZ4KeVqIcT/UJmre4B5qBLIzwOXA/WAt6SUM332T+jo2EFXBDo6DrBUBKZtp4HWwFmgQkpZJIRoiWp60kUIcTkwUUp5jWn/sUCylPJZIUQ9YBXwTynlHp/+Mzo6VgjxtwA6OkFOKDBNCNEZKAda2djvb0BHIcQg0+s4oCVqxaCj41d0RaCj4yIm01A58BfKV3AM1dTEABTZ+hgwQUr5rU+E1NFxAd1ZrKPjAkKIBsAMYJpUdtU44IiUsgK4BTCadj0LxGg++i1wpxAi1HScVkKIKHR0AgB9RaCj45gIIcR6lBmoDOUcfsX03nTgUyHEcFR9+wLT9g1AuRDiD1RrxNdRkUTrTN2wjgPX++of0NGxh+4s1tHR0TnP0U1DOjo6Ouc5uiLQ0dHROc/RFYGOjo7OeY6uCHR0dHTOc3RFoKOjo3OeoysCHR0dnfMcXRHo6OjonOfoikBHR0fnPOf/AbAqV7erXyzdAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 2194, {'val_loss': '-0.0022899548057466745', 'val/loss_mse': '0.0002957383112516254', 'val/loss_p': '-0.0022899548057466745', 'val/sigma': '0.25642505288124084'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 4389, {'val_loss': '-0.0017306419322267175', 'val/loss_mse': '0.0004374287382233888', 'val/loss_p': '-0.0017306419322267175', 'val/sigma': '0.24009181559085846'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 6584, {'val_loss': '-0.004716595634818077', 'val/loss_mse': '0.0002604135370347649', 'val/loss_p': '-0.004716595634818077', 'val/sigma': '0.20103369653224945'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 8779, {'val_loss': '-0.004430986475199461', 'val/loss_mse': '0.00027305903495289385', 'val/loss_p': '-0.004430986475199461', 'val/sigma': '0.20176181197166443'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 10974, {'val_loss': '-0.006935840006917715', 'val/loss_mse': '0.00017790599667932838', 'val/loss_p': '-0.006935840006917715', 'val/sigma': '0.12579379975795746'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 13169, {'val_loss': '-0.008279646746814251', 'val/loss_mse': '0.00014707676018588245', 'val/loss_p': '-0.008279646746814251', 'val/sigma': '0.12453475594520569'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 15364, {'val_loss': '-0.008381446823477745', 'val/loss_mse': '0.00014424219261854887', 'val/loss_p': '-0.008381446823477745', 'val/sigma': '0.12051748484373093'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 17559, {'val_loss': '-0.007867809385061264', 'val/loss_mse': '0.0001608446182217449', 'val/loss_p': '-0.007867809385061264', 'val/sigma': '0.127339169383049'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 19754, {'val_loss': '-0.00913214311003685', 'val/loss_mse': '0.0001239093253389001', 'val/loss_p': '-0.00913214311003685', 'val/sigma': '0.08930887281894684'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 21949, {'val_loss': '-0.009885434061288834', 'val/loss_mse': '9.470371878705919e-05', 'val/loss_p': '-0.009885434061288834', 'val/sigma': '0.10294884443283081'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 24144, {'val_loss': '-0.008969984017312527', 'val/loss_mse': '0.00011479388922452927', 'val/loss_p': '-0.008969984017312527', 'val/sigma': '0.08607123047113419'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 26339, {'val_loss': '-0.010774261318147182', 'val/loss_mse': '7.854842260712758e-05', 'val/loss_p': '-0.010774261318147182', 'val/sigma': '0.08316782861948013'}\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=70.0, style=Pro…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 28534, {'val_loss': '-0.011032985523343086', 'val/loss_mse': '7.997403008630499e-05', 'val/loss_p': '-0.011032985523343086', 'val/sigma': '0.08319490402936935'}\n" ] } ], @@ -425,7 +909,7 @@ " params={\n", " 'bidirectional': False,\n", " 'hidden_size': 128,\n", - " 'learning_rate': 2e-5,\n", + " 'learning_rate': 2e-3,\n", " 'lstm_dropout': 0.0,\n", " 'lstm_layers': 2,\n", " })\n", @@ -666,6 +1150,9 @@ }, "outputs": [], "source": [ + "# Show some x rows\n", + "loader = model.val_dataloader()[0]\n", + "dset_test = loader.dataset\n", "x_rows, y_rows = dset_test.iloc(10)\n", "x_rows.loc[x_rows.index[model.hparams.window_length:], dset_test.label_names] = 0.\n", "x_rows" diff --git a/src/models/lightning_anp.py b/src/models/lightning_anp.py index 059f78a..2c2f774 100644 --- a/src/models/lightning_anp.py +++ b/src/models/lightning_anp.py @@ -25,18 +25,18 @@ class LatentModelPL(pl.LightningModule): def training_step(self, batch, batch_idx): assert all(torch.isfinite(d).all() for d in batch) context_x, context_y, target_x, target_y = batch - y_pred, losses, extra = = self.forward(context_x, context_y, target_x, target_y) + y_pred, losses, extra = self.forward(context_x, context_y, target_x, target_y) y_std = extra['dist'].scale tensorboard_logs = { "train_loss": losses['loss'], "train/kl": losses['loss_kl'].mean(), - "train/std": losses['y_std'].mean(), + "train/std": y_std.mean(), "train/mse": losses['loss_mse'].mean(), } assert torch.isfinite(loss) # print('device', next(self.model.parameters()).device) - return {"loss": loss, "log": tensorboard_logs} + return {"loss": losses['loss'], "log": tensorboard_logs} def validation_step(self, batch, batch_idx): assert all(torch.isfinite(d).all() for d in batch) @@ -48,9 +48,9 @@ class LatentModelPL(pl.LightningModule): "val_loss": losses['loss'], # This exact key is needed for metrics "val/kl": losses['loss_kl'].mean(), "val/mse": losses['loss_mse'].mean(), - "val/std": losses['y_std'].mean(), + "val/std": y_std.mean(), } - return {"val_loss": loss, "log": tensorboard_logs} + return {"val_loss": losses['loss'], "log": tensorboard_logs} # def training_end(self, outputs): # logs = self.agg_logs(outputs) diff --git a/src/models/model.py b/src/models/model.py index c0cfe63..cbdb4eb 100644 --- a/src/models/model.py +++ b/src/models/model.py @@ -56,7 +56,8 @@ class LatentModel(nn.Module): use_rnn=True, # use RNN/LSTM? use_lstm_le=False, # use another LSTM in latent encoder instead of MLP use_lstm_de=False, # use another LSTM in determinstic encoder instead of MLP - use_lstm_d=False, # use another lstm in decoder instead of MLP + use_lstm_d=False, # use another lstm in decoder instead of MLP + context_in_target=True, **kwargs, ): @@ -121,6 +122,7 @@ class LatentModel(nn.Module): ) self._use_deterministic_path = use_deterministic_path self._use_lvar = use_lvar + self.context_in_target = context_in_target def forward(self, context_x, context_y, target_x, target_y=None): @@ -152,18 +154,18 @@ class LatentModel(nn.Module): if self._use_lvar: log_p = log_prob_sigma(target_y, dist.loc, log_sigma).mean(-1) # [B, T_target, Y].mean(-1) - if self.hparams["context_in_target"]: + if self.context_in_target: log_p[:, :context_x.size(1)] /= 100 kl_loss = kl_loss_var(dist_prior.loc, log_var_prior, dist_post.loc, log_var_post).mean(-1) # [B, R].mean(-1) else: log_p = dist.log_prob(target_y).mean(-1) - if self.hparams["context_in_target"]: + if self.context_in_target: log_p[:, :context_x.size(1)] /= 100 # There's the temptation for it to fit only on context, where it knows the answer, and learn very low uncertainty. kl_loss = torch.distributions.kl_divergence( dist_post, dist_prior).mean(-1) # [B, R].mean(-1) kl_loss = kl_loss[:, None].expand(log_p.shape) - mse_loss = F.mse_loss(dist.loc, target_y, reduce=None)[:, :context_x.size(1)].mean() + mse_loss = F.mse_loss(dist.loc, target_y, reduction='none')[:, :context_x.size(1)].mean() loss = (kl_loss - log_p).mean() else: @@ -173,4 +175,4 @@ class LatentModel(nn.Module): loss = None y_pred = dist.rsample() if self.training else dist.loc - return y_pred, dict(loss=loss, loss_p=loss_p.mean(), loss_kl=loss_kl, loss_mse=mse_loss.mean()), dict(log_sigma=log_sigma, dist=dist) + return y_pred, dict(loss=loss, loss_p=-log_p.mean(), loss_kl=kl_loss, loss_mse=mse_loss.mean()), dict(log_sigma=log_sigma, dist=dist)