From e0931585df0ba431d6f0c1f76fca656ca2cc6693 Mon Sep 17 00:00:00 2001 From: wassname Date: Sat, 16 Jul 2022 15:41:36 +0800 Subject: [PATCH] WIP --- .gitignore | 92 +++ experiments/stocks/ForecastGenerator.py | 2 +- experiments/stocks/README.md | 20 + experiments/weather/README.md | 2 +- mjc_notes.md | 35 ++ .../00.00_gb_example.ipynb | 17 +- notebooks/00.01_mjc_example-Copy1.ipynb | 565 +++++++++++++++++ notebooks/00.01_mjc_example.ipynb | 589 ++++++++++++++++++ requirements/environment.max.yaml | 184 ++++++ requirements/environment.min.yaml | 19 + requirements/pip.conda.txt | 103 +++ voltron/robinhood_utils.py | 4 +- 12 files changed, 1626 insertions(+), 6 deletions(-) create mode 100644 mjc_notes.md rename example.ipynb => notebooks/00.00_gb_example.ipynb (99%) create mode 100644 notebooks/00.01_mjc_example-Copy1.ipynb create mode 100644 notebooks/00.01_mjc_example.ipynb create mode 100644 requirements/environment.max.yaml create mode 100644 requirements/environment.min.yaml create mode 100644 requirements/pip.conda.txt diff --git a/.gitignore b/.gitignore index 1b87e13..4723e10 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,94 @@ +/data/ + */.ipynb_checkpoints/* */__pycache__/* + +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] + +# C extensions +*.so + +# Distribution / packaging +.Python +env/ +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +*.egg-info/ +.installed.cfg +*.egg + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover + +# Translations +*.mo +*.pot + +# Django stuff: +*.log + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# DotEnv configuration +.env + +# Database +*.db +*.rdb + +# Pycharm +.idea + +# VS Code +.vscode/ + +# Spyder +.spyproject/ + +# Jupyter NB Checkpoints +.ipynb_checkpoints/ + +# exclude data from source control by default +/data/ + +# Mac OS-specific storage files +.DS_Store + +# vim +*.swp +*.swo + +# Mypy cache +.mypy_cache/ diff --git a/experiments/stocks/ForecastGenerator.py b/experiments/stocks/ForecastGenerator.py index add7f03..73f9c66 100644 --- a/experiments/stocks/ForecastGenerator.py +++ b/experiments/stocks/ForecastGenerator.py @@ -111,4 +111,4 @@ if __name__ == "__main__": ) args = parser.parse_args() - main(args) \ No newline at end of file + main(args) diff --git a/experiments/stocks/README.md b/experiments/stocks/README.md index e69de29..19258a3 100644 --- a/experiments/stocks/README.md +++ b/experiments/stocks/README.md @@ -0,0 +1,20 @@ + + +To source the data first walk through the `make_wind_dataset` notebook. + +To generate forecasts for a station then run + + +```{bash} +python GPGenerator.py + --kernel={volt, sm, matern} ## kernel choice + --stn_idx=0 ## station index in the dataset + --mean={ewma, constant} ## mean choice + --ntrain=400 ## training window + --n_test_times=100 ## number of test time points +``` + + +experiments/stocks/LSTMGenerator.py +experiments/stocks/GenerateMultiMeanPreds.py +experiments/stocks/ForecastGenerator.py diff --git a/experiments/weather/README.md b/experiments/weather/README.md index ddec14e..a958f56 100644 --- a/experiments/weather/README.md +++ b/experiments/weather/README.md @@ -12,4 +12,4 @@ python GPGenerator.py --mean={ewma, constant} ## mean choice --ntrain=400 ## training window --n_test_times=100 ## number of test time points -``` \ No newline at end of file +``` diff --git a/mjc_notes.md b/mjc_notes.md new file mode 100644 index 0000000..0cdbff2 --- /dev/null +++ b/mjc_notes.md @@ -0,0 +1,35 @@ +# 2022-07-16 15:14:59 make a new conda env for volt + +```sh +export PROJ=volt +mamba create -y --name $PROJ python=3.7 -c pytorch -c conda-forge + +# now I want to install pytorch with conda to avoid cuda issues, make sure we get the right version by looking at nvidia-smi to get cuda version. pick the closest +mamba install -y pytorch torchvision torchaudio cudatoolkit=11.3 -c pytorch +mamba install botorch -c pytorch -c gpytorch -c conda-forge + +# install kernel +mamba install -y ipykernel pip ipywidgets +python -m ipykernel install --user --name $PROJ --display-name $PROJ + +# install this +pip install -e . +``` + + +# data + +instead of using robinhood (US only) we will use tingo + +```py +import datetime +import pandas_datareader as pdr +# restricting to 1996-01-04 00:00:00 2019-06-28 00:00:00 +api_key = os.environ["TIINGO_API_KEY"] +start = datetime.datetime(1996, 1, 4) +end = datetime.datetime(2019, 6, 28) +tickers = ["MSFT", "AAPL", "XOM"] #, "TUR", "RSX", "EWY", "EWS", "VTIP", "TLT", "BWX", "PDBC", "IAU", "VNQI"] + +symbols = pdr.get_data_tiingo(tickers, api_key=api_key, start=start, end=end) +symbols +``` diff --git a/example.ipynb b/notebooks/00.00_gb_example.ipynb similarity index 99% rename from example.ipynb rename to notebooks/00.00_gb_example.ipynb index a315a15..474f649 100644 --- a/example.ipynb +++ b/notebooks/00.00_gb_example.ipynb @@ -438,7 +438,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -452,7 +452,20 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.9.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false } }, "nbformat": 4, diff --git a/notebooks/00.01_mjc_example-Copy1.ipynb b/notebooks/00.01_mjc_example-Copy1.ipynb new file mode 100644 index 0000000..bfa605a --- /dev/null +++ b/notebooks/00.01_mjc_example-Copy1.ipynb @@ -0,0 +1,565 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "ce655bc0", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:31:30.688565Z", + "start_time": "2022-07-16T07:31:29.544814Z" + } + }, + "outputs": [], + "source": [ + "\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import torch\n", + "import gpytorch\n", + "import matplotlib.style as style\n", + "from matplotlib.lines import Line2D\n", + "\n", + "palette = [\"red\", \"blue\", \"green\", \"orange\", \"purple\", \"#AF7595\", \"#E6480F\", \"#FA9500\"]\n", + "plt.style.use('ggplot')\n", + "plt.rcParams['figure.figsize'] = (14.0, 6)\n", + "\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "from dotenv import load_dotenv\n", + "load_dotenv()\n", + "\n", + "from pathlib import Path\n", + "from tqdm.auto import tqdm\n", + "import logging, os, re\n", + "import collections, functools, itertools\n", + "\n", + "from loguru import logger\n", + "logger.remove()\n", + "logger.add(os.sys.stdout, colorize=True, format=\"{time} | {message}\")\n", + "\n", + "from voltron.likelihoods import VolatilityGaussianLikelihood\n", + "from voltron.models import SingleTaskVariationalGP\n", + "from voltron.kernels import BMKernel, VolatilityKernel\n", + "from voltron.train_utils import TrainVolModel, TrainVoltMagpieModel, LearnGPCV, TrainDataModel" + ] + }, + { + "cell_type": "markdown", + "id": "e4fb0fb7-c533-4474-8b74-ef4f7c38da76", + "metadata": {}, + "source": [ + "## Generate Some Synthetic SDE Data" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3b74d19b", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:23:41.627613Z", + "start_time": "2022-07-16T07:23:41.610314Z" + } + }, + "outputs": [], + "source": [ + "np.random.seed(2019)\n", + "torch.random.manual_seed(2019)\n", + "\n", + "F0 = 10 ## init price\n", + "V0 = 0.2 ## init price\n", + "mu = 0.05 ## rate of return\n", + "\n", + "alpha = 1.25\n", + "beta = 0.9\n", + "rho = -0.2\n", + "\n", + "T = 1 ## Time of Simulation\n", + "steps = 400 ## steps per time\n", + "dt = T/(steps) ## delta t\n", + "\n", + "dW = np.random.normal(0, np.sqrt(dt), steps*T)\n", + "dZ = rho * dW + np.sqrt(1 - rho **2) * np.random.normal(0, np.sqrt(dt), steps*T)\n", + "\n", + "\n", + "train_x = time = torch.linspace(0, T, steps-1) + dt\n", + "test_x = torch.linspace(T + dt, 1.5*T, int(.5*steps)-1) + dt\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "75e00848", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:23:41.788451Z", + "start_time": "2022-07-16T07:23:41.764471Z" + } + }, + "outputs": [], + "source": [ + "F = np.zeros(steps*T)\n", + "V = np.zeros(steps*T)\n", + "\n", + "F[0] = F0\n", + "V[0] = V0\n", + "\n", + "for t in range(1, steps*T):\n", + " F[t] = F[t-1] + V[t-1] * (F[t-1])**beta * dW[t]\n", + " V[t] = V[t-1] + alpha * V[t-1]*dZ[t]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "e48d8fc7", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:24:55.093124Z", + "start_time": "2022-07-16T07:24:54.964901Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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iaK81GMSPw/7LxIKMjAxUVQUvY12/fj1eeukln8euuuoqrFmzJmBZl8uF48eP43Of+5zP4wsWLMDhw4fDGouqqhgcHEReXp7P43a7HbfccgtUVcWUKVPwhS98wUdMSwYklo2A1WqF3W5P9jCihjGGyspKtLS0gIebTpgE1H9sAH/tBbCzPgXlS2uhbv03+P/9Fph1Ggz//b1kD29MMFbmOhkcPmzERx+V4aOPgFtuaUVFhZrsIY2a8TzfnAM9PZUAxC9g9fW9sFj6hn/ROGY8zzURCM13ekHznT7QXKcXNN+jw+FwBLidUhmTyaSNd+XKlbj77ruxfv16PP/887j++uvhcrkwY8YMbNmyxed9bd26FbW1tVBVFaqqgnMOt9sd8/fucDhgsQR35q1evRqrVq0KeD/B6OnpgaqqKCws9Hm8sLAQNpstrLG89tprGBoawjnnnKM9Vl1djVtuuQWTJk3C4OAgXn/9dXz/+9/Hgw8+GFLkSwQkloXBeDjBcc5T+n3wppPgg/2AuUSM01wk7jc3pPS4U5FUn+tk0N+v337nnQxcc81g8gYTY8bjfNvtgNOpW8W7upRx9x6jYTzONREamu/0guY7faC5Ti9ovtOP3NxcXH755XjggQfQ09OjObRuvvlmrFy5Eg899BAuv/xy7NixA3/84x/xk5/8JCHjCrUfDldyGYpgJZ3hlBxv3rwZL774Iu68804fwW3mzJmYOXOmdn/WrFn43//9X7zxxhu46aabIhpbLKHUZCIl4J5OmCj3KMclFeJvZzu4OvZdQERyGRzUT95vv52VxJEQ4dDX5/tfEwX8EwRBEARBEGOFa665BjabDZ/61KdQU1MDAJg/fz4ee+wxbNy4ERdddBF+/vOf48477xxT4f4FBQVQFCXARdbd3R3gNvPnww8/xGOPPYZvfetbWLBgwbDLKoqCadOmoaWlZbRDHhXkLCNSg7ZmAACrqBb3zcWAwQC4XUC3FSgqSeLgiLGOt1j2739nwuFI/dyDdKanx/eXKauVxDKCIAiCIAhibHDGGWegqakp4PHLLrsMl112WcjXbd26NZ7DGjVGoxG1tbXYs2cPzjrrLO3xPXv24Mwzzwz5us2bN+N3v/sdbrvtNixZsmTE7XDOcfLkSUycODEm444WugIhkg63DwA9NnGnTDjLmMEAFHlaz3a2JmdgxLjBWyzr61OwbRspZamMv7OMxDKCIAiCIAiCSD6rVq3C22+/jXfeeQeNjY14+umn0dHRgRUrVgAAnn32WTzyyCPa8ps3b8ajjz6KG264ATNnzoTNZoPNZsPAwIC2zIsvvohdu3ahtbUV9fX1+N3vfof6+npccsklCX9/3pCzjEg+sgQzvxAsJ1d/vKQc6GgF72gFmz43OWMjxgUDA75OpbffzsJ55zmSNBpiJHp7yVlGEARBEARBEKnGueeei97eXvz1r3+F1WrFxIkTcdddd6GsrAyAaJDY0dGhLf/WW2/B7XbjqaeewlNPPaU9vnz5cqxduxYA0N/fjyeeeAI2mw05OTmYOnUqfvjDH2L69OmJfXN+kFhGJB//vDIPrLQc/DCAjrbEj4kYV0hnWVYWh93O8M47mbjnniQPigiJdJZVVLjR2mqA1aqAcyCM3FCCIAiCIAiCIOLIpZdeiksvvTToc1IAk6xbt27E9d1444248cYbYzCy2EI/1xNJh5+sAwCwygm+T2gh/ySWEaNDimWf+tQQDAaOY8dMOHnSkORREaGQmWWTJrkAAENDLMAdSBAEQRAEQRAEES9ILCOSDj+0R9yYeZrvEyXl4nkSy4hRIsWyigo3zjpLlF9u3pyZzCERw9DXJ+arrExFZqZoc02lmARBEARBEOkB5zzZQyAIEsuI5MIH+gHpLJs93+c5VirEMnRQwD8xOqRYlp3NcdppTgDAsWNUhZ6q9PaK/5oKClQUFakAgK4u+u+KIAiCIAgiHTAajejv7yfRLAY4HA4wyjKJCrpaJJLL0QMAV4HyKrDiMt/nZBlmVwe46gZTqGyOiA5vsayqyg0AOH6cTn+pinSW5eVxFBWpaGkxkLOMIAiCIAgiTcjNzcXQ0BB6e3uTPZSwyMjIgMORms3DGGPIy8tL9jDGJHS1SCQVfliUYLJZ8wOfNBcDBgPgdgE2K1BcmuDREeMFKZbl5HDU1oocLBLLUpeeHuks45qzjMQygiAIgiCI9CEzMxOZmakfm8IYQ1VVFSwWCznhxhl09UEkFS2vbPaCgOeYwQAUeQQyyi0jRoEMh8/O1sWyhgYDnM5kjooIhe4sU1FcTGWYBEEQBEEQBEEkFrr6IJIG7+8FGusBhHCWAV4h/5RbRkSPdxlmZaWK7GwVLhdDQwOV9qYiMrMsP5+cZQRBEARBEARBJB66+iCSx+F9AOdA1USwwqKgi+gh/+QsI6JncFCc6nJyOBQFmDqVcstSGeksy88nZxlBEARBEARBEImHrj6IpMEP7wUQ2AXTh1JPyD+VYRKjwLsMEwDllqU4MrPM11lGXXwIgiAIgiAIgkgMJJYRSYMf2QcAYLMC88o0PB0xeYcow4w2NJE7hsAtp6J6LTH28S7DBIBp00gsS2WCZ5ZRySxBEARBEARBEImBxDIiedg6xd+qCSEXYZ7MMlgaoT71S6jfvAZ855aIN8VfeBLqD9aC79sRzUiJMY6/WEbOstSmt1eWYZKzjCAIgiAIgiCIxENiGZE8hobE38ys0MvIzLLuLvAt7wFDg3oHzTDhqgr+yUfi9s6tUQyUGOtIsSwnRwgvJJalLpwDfX2yDFN3llHAPxEJjz+eiwcfzE/2MAiCIAiCIIgxCl19EEmBq27A6RB3MoYRy8zFQJ7ngie/UPx1DEW2McspoK9HbPfo/ghHSowHpFiWlSWcZVOnCrGspcWA/n5yLKUSdjvgdAY6yyjgnwiXoSHg3nsL8PDD+Whro/2GIAiCIAiCiBz6FkkkB2/BKzMz5GJMMUD5fw9C+cGvwD5zVeBrw0A2EgAAWE6B93ZH9Hpi7ONfhllUxFFcLDpinjgRfhbWqVMGfPhhRuwHSGhIVxkA5ObqYtngoILBwWSNihhLdHQYoKrMc5u+5hAEQRAEQRCRQ98iieRgt4u/jAGm4cUHVlENNnEqkCFENT4asQwAjh6I6PXE2MblAhwOWYapN4iorRViWSSlmN/4RhGuvroU779Pglm8kHlleXkqFEW4y4xGMW9UikmEg7ebjByJBEEQBEEQRDTQt0giOTg8YllmFhgLswzOI5ZF4izjqgp4um5iUq14jEox0wrpKgN0Zxmg55bV1YUnlrlcwL59JgDAU0/lxXCEhDd6XpmYK8bg1RGT/ssiRqa9Xd9PSGAlCIIgCIIgooG+RRLJIZxwfz+YJpY5wt9OcwPQ1wtkZIJdfAUAgB8hsWw88aMfFWDduoKQz0uxjDHuU/Ebach/U5NBy9J6661MnDoVfvkmET49PTKvTNUeI7Es9ejqYnj66ZyU7FLa1qYfm7TPEARBEARBENFA3yKJ5DDkcZZlhM4rCyAaZ5kswZw+F2z2AnH71Anwgf7wt0ukLG1tCh5/PA+//30euruDX7R755V5mxinTRNi2YkT4Yll3qIa5wzPPJMT5aiJ4ZDOsrw83QUoc8vIJZQ6PPZYHu6+24ynn85N9lAC8HaWkVhGEARBEARBRAN9iySSg1cZZtiMQixjs+eDFZUAZZUAV4G6Q+Fvl0hZvAWsnp7gpzMplnnnlQG+zjLOA14WgBTVzGYh3Dz3XA4FzscBmVlWUKA7y0pKxO3OTnLzpQoHD4qSZG8XV6rgPSYSWAmCIAiCIIhoSPq3yAMHDuD+++/HzTffjDVr1mDbtm0+z3POsX79etx88824/vrrsW7dOpw6dSrs9X/wwQdYs2YNfvazn8V66GkLV91Qn/891C3vRb+SKMowIxXLRF6ZKLlkM0/z/J0nnju6L/ztEimLt1gWylk2MODbCVMyebILjHF0dythuU9k18w1awZQU+OC1WrAxo3Z0Q6dCEFfnwz41+eLyjBTD3nsyflKJSizjCAIgiAIghgtSf8WOTQ0hClTpuCmm24K+vwrr7yCTZs24aabbsJPf/pTmM1m3HvvvRgMw9LR3t6OP//5z5gzZ06sh53eHD8M/var4H99OupV8ESUYZ46AfT3CkFu8nTx2AyPWEa5ZeOCSJxl/mJZdjZQUxN+R0zpLJs+3YXrrx8AAPz97xGIvURYyHn0zizTnWVJ/y+LgPito6FBiMf9/aknlrW2UmYZQRAEQRAEMTqS/i1y8eLFuOaaa7B06dKA5zjneP3117F69WosXboUkyZNwtq1azE0NITNmzcPu15VVfHrX/8aa9asQXl5ebyGn5bwliZxo8cm3FvRMBRNGWaG+Buus2y3x6U4ZxGYUQgdrHa2eOzUCXDVHf62iZTk+HH9ojjSMkzAuxRz5FIyKZZNnerS8s66u5N+Ch13hOsse/PNTPzlL5QblwwaGoxQVTFPvb2pdwxQZhlBEARBEAQxWsJLtk4SbW1tsNlsWLhwofaYyWTC3LlzcfjwYaxYsSLka1966SUUFBTgwgsvxMGDB0fcltPphNPp1O4rioKsLCHkMJZ6v5yHixx7TN9Dm0X8VVWwwQGwvPzIx+UYAgfAMrPCH5sU1jxi2Uivk2KZsmipvmxFNWDKABxDYB1tYBXVEY89VYnLXKc4/s6yYO99cFBcLIuAf9/na2vd+Pe/gePHTWDMHnI7DofupJk2za11xezrC77NRDBe51sG/BcU6PMlnWVdXeLz5hz47/8uQn+/gvPPd2DSpPEtfKfaXHsfd/39LGXGBQCcA+3tvs6yVBpfOKTafBPxheY7faC5Ti9ovtMHmuvxS0qLZTabDQBQWFjo83hhYSE6OjpCvu7QoUN45513Isop27BhA1566SXt/rJly3DbbbehqKgoskGnKJWVlTFbV0dPF2QRbFl2BkxVVRGvozvDhB4AOeZiFIf5erWwAB5PGypLiqEM40pztbfA0lAHMIbKS1bBUKjPY8vkaXAeOwhzvw05VadHPPZUJ5ZzHYrXXgPuuw/405+AmTPjvrmguN1Afb1+nzEzqqrMActleqp3zeZMVPnta4sXA08/DTQ356GqKi/ktg4fBlQVyM0FFi2q0IL97XZTwDoTTSLmO5G4hGkPNTX5qKoSQvyMGeKx7m4xhx0dQL+noW1HRzmCGJPHJaky1+3t+m27PSPpx4A33d2A3Uv3ttmMKTW+SEiV+SYSA813+kBznV7QfKcPNNfjj5QWyyT+Ki0fpnXd4OAgfvOb3+Dmm29GQUFB2NtYvXo1Vq1apd1XFOFusFqtsNtDO05SHcYYKisr0dLSMuznFgmuk8e12+3Hj4EZIsgd8+DuEFdbA6qKIYslrNdwt+4eaWk4CZYXen7VdzeJG9Nmo23ADgzo23BX1ADHDqJr7y50186NeOypSjzmOhRPPGHGli3ZePrpHnzzm/1x3VYoTp40wOnUS6xPneqFxdIXsJzFkgOgEIoyCIvF5vNcaWkmgGIcOOCExRJagN+6VSw3ebITLS0dGBw0AihDd7cbFktbTN5PpCRyvhNJW1sRgCyoqg0Wi5Tlxefd1iY+7/37xX0A+PjjHixZkpx9MFGk2lzv2lUIQJTA2mzJOwaCceyYAUA5jEYOl4uhrw84ccKCrDEUL5hq803EF5rv9IHmOr2g+U4fxvpcj9UfFRNBSotlZrMZgHCYeTu8enp6AtxmktbWVrS3t+OBBx7QHpM77TXXXIOHH344qOprMplgMpmCrnMs7vT+cM5j8j4453oZJgDe0y3qXiLFK+A/7HEpCmA0Ai6XaBCQG7r8U921FQDAFp4VuP4JkwEAvPHEuJhbf2I118MhQ71bW5WkfYZ1db45Y93dLOhYBkQWP7KzAz+XqVNF6fWJE0a4XByGENFlMtNs6lQXOOfIzRVlgX19wbeZSBIx34mkt1dmlqna+yoqEkJ5V5cCt5ujpUXPoTp2zDCu3v9wpMpce2f8pcIx4E1bm9g3Jk50o6HBALeboauLoaoqynzNJJIq800kBprv9IHmOr2g+U4faK7HHyktlpWXl8NsNmPPnj2YOnUqAMDlcuHAgQO4/vrrg76muroaP//5z30ee/7552G323HjjTeitLQ07uMe19i6fAL2eV83oqrOdkQR8A+Ijpgu17Ah/3xwADi0FwDAFgbWZ7GaKeAA0Fgf2bYJDRma7911LtHU1fmeviLthgkAEya4kZHBMTTE0NxswMSJwbOvZEbT1KmiRlCGz9vtClwuoeESsUEGxhcUBAb8u90MPT0MLS36fuedn7VhQzYcDuALXxi5WzIRPd7HXn+/AlUVv2WkAlIsq6hwo6+Pob3dgK4uZUyKZQRBEARBEETySPolnt1uR0tLi3a/ra0N9fX1yMvLQ2lpKVauXIkNGzagqqoKlZWV2LBhAzIzM3Heeedpr3nkkUdQXFyM6667DhkZGZg0aZLPNnJzcwEg4HEiCtqafe/39kS3niGP2JURhVg20D98R8wDOwG3C6ioAauaEPj8hCnib3sLuH0QLCs7sjEQKSGWSZHEbFZhsyno6Qku2w4nlhkMwJQpLhw5YsLx48aQYpnshCm7Z0pnGSBcdoWF9CtSLDhyxIjDh8VnXV2tz0VmpnCa9fUp6OxU0NqqKzNyP+jqYrj1VjNUleH884dIHIkT3d0MHR2+x31/P0N+fmocAzLcv7xcRVeXivZ2A6zWFFHyCIIgCIIgiDFD0sWyuro6/PCHP9TuP/PMMwCA5cuXY+3atbjiiivgcDjw5JNPor+/H9OnT8fdd9+N7Gxd4Ojo6KDuEwmCt/qLZd3RrUeWYWZGmHeW4Vl+OGfZ7o8BAGzhmUGfZ/mFQGER0G0FmhuA2lmRjYHQBCjp4kgGUiRZtMiB997LQnf38M6ynJzgF/O1tVIsM2D58uDbOnHC4FlWCDiZmYDJxOF0MvT1kVgWK370owK43Qyf/vQgZsxw+TxXUiLEsq4uBRaLLta0thrQ28uwc2cGVFXM9a5dGaiqGrtZk6mMFI7Ly93o7FTgdotjIHXEMnEeKCtza+enri4SywiCIAiCIIjISLpYNm/ePKxfvz7k84wxrFmzBmvWrAm5zLp164bdxtq1a6MdHuGPdJYZDKIdYdTOslGUYQIhxTLOOfjhPQAANm9J6PXUTAG6reCN9WAklkWMLpYZwDmQDK1a5iYtWuTEe+9lhSzDHBgQjwdzlgG6W8y7nM8bux1obtYzyyS5uRw2G0N/vwKAXEyj5Z13MvHuu1kwmTi+973A80pxsYqTJ4GuLkOAo/H4cSN27szQ7u/aZcJnPkNiWTyQJZjTprngcJhgszH09aXOMdDWpjvLLBYxJhLLCIIgCIIgiEihb5BERPBWT7j/BJEhx/uic5ZJsYxFU4YJhHaWdbQCXR2AwQhMmx1yNUyWYlJuWVQMDAh1zG5nIcsf48ngINDUJC7aFy92AEBUZZiA7hYLJZadPGkE5wz5+SpKSnRBIC9P3JbNDojocTqFqwwAbrqpH1OnBpbDytyyri5FC/hXFDGndXVGfPKJ3qDFWzgjYos8TmprXT6NLlIF6SYrK3OjqEiMj8owCYIgCIIgiEihb5BEZHicZWz6HHE/yjJMTeyKsgyTD4Vwlh0Wwf6YOgNsONdajacjZlN9ZNsnAOgCFJCc3LL6ej2vbMoUIayMFPA/XBkmEFosk2VnU6e6fBx0MuQ/lYSCsco772Th6FETiorcuO223qDLSLFMZJaJfW7BAtHN9OhRX2fZ7t0mqKlhdBp3eItlqXgMeDvLSCwjCIIgCIIgooW+QRIjom77N/ihPeCqCrR7mjFI11aKlWHCI5axWfOHXY3uLDtJLX4jhHN/sSzxpxHv7pSFheKCuKeHBRVIpAtupDLMU6cMCKbBnjolLr4nTfJ1O0nxTZRhEqNh1y7hCvv0p+0h89+kq6+tTUFHh/jMzz1XTNg//ynKcLOyVGRni2wz/26pRGyQn6uvWJY6x4B3Zpm3G5EgCIIgCIIgIoG+QRLDwvd9Av77n0P91Trg0G7A6QAMBrDJ08UCfd3RiU2O6MQypolljsCxcg5+eJ9YbgSxDFUTAUUBBvoAa2dEY0h3hoagBakDupMjkXiLZfn54oKYcxbU4TJSGWZpqYr8fBWcM5w8GSiwSLHMv1OmLMNMJVfNWGXfPiGWnXaaM+QyUvg4eNAEzhlMJo4zz3RojwEiv27+fLGOnTtNwVdERA3nerOLadNcKXcMuN3CeQgIZxmJZQRBEARBEES00DdIIiRcVaH+9U/ijssF9clfitullaKbpOdx2AcjX7m08MTSWdbeAlg9eWW1ofPKAICZTEDlBHFnhFJMzjm4OzBDKV3xdpUByemIKd1sNTVuZGUBmZlCCAtWijmSWMaY7i7bsydQYGlsFOLAhAm+3RlTsQRtrCLFsnnzQotlJSXiGDxwQCxbUeHGtGm+c7J4sROLFol17N5NuWWxpq+PaQ0zqqtV5Oam1jHQ2alAVRkUhaOkRC/DJLGMIAiCIAiCiBT6BkmEhG/7F9B4AsjOESKVzCcrrxJ5YBmei9EIc8u46hYONQCIYcC/lldWOxMsjCw0WYrJhwn55y4X1F+tg3rnjeDRlpyOM2RZo6SlJfHOsvZ2sc2yMnExXFCgl2L6o4tloUOsLrxQ7E+PP54Hf6PkqVPCbebvLJNCAZVhjo62NgVtbQYwxjF3rivkctIlZLOJz7uiQsWkSW4YjfqELVniwKJF4twiSzuJ2NHbK44lo5EjK4sjPz+1yjClcF9aqsJg0PcZyiwjCIIgCIIgIoW+QRJB4U4H+Mt/AQCwz1wFdsX12nOsokbcyCsUfyMN+fcWuqIM+IcziLMszLwyDU/IPxpPhlyEb/wLsH+neI/HD0cy0nFLoLMs8WKZzKwqLRUCli6WRe4sA4CvfrUPubkqDhww4Z//1PdJzkNnlqVaCdpYRbrKpk1zaQJkMKTwIamsdMNkAiZP1gW2JUscWLxYOMv27zcFzaAjokcKw3l5HIyl3jHgL6JTGSZBEARBEAQRLfQNkggK//c/gM42wFwCduFnwS76LCBzyiZOFX/zPWJZX4SOK7snr4wxwBRhqZR0s/k5y3zyymaeFtaqNGdZiDJMvu8T8Df+qt9vt0Q21nGK3Z78MkxdLJPOMlmGGXlmGQAUFXF85Sv9AICHHsrX3GXd3Qy9vWJbEyaEcpalhlAwVgknrwwILpYB0Eoxq6tdqKxUMXGiG8XFbjidTCvZJGKDdJbJnMBUC/iX56LycrFvyH1mYEDBYBRpAQRBEARBEET6khrfcImUg2/fDABgn/48WGYmmMEA5bZ1YF/9NtjS5WKh/AKxbMTOMo9YlpEFxiIUGkKVYXa1A7ZOkVc2bfi8Mg3ZEbOlEdzpe6HOe7uh/uEhcScrW/ztaI1srOMUmVkkaW1NhrPM10EiO2J2d4d2lsnulaH4+tf7kZ2tYs+eDLzzjtjPZF5Zaak7QGxLNaFgrBKuWCa7YUoqK8X96dOFWCYdZYxByy3buZNyy2KJ3Nflvp9quX2yJFyeF/LzuVamS6WYBEEQBEEQRCTQt0ciAD44oJUcsoVnao+z/AIoZ/8HmEFckDCtDDNCZ5kW7h9hCSbgJZb5dcNsbhB/K2v0jpkjUVQK5OSKFmotjT5P8d3bROll5QStBJW3kbMMCMwAk2H7icLh0HOrAp1lvmNxOgGnc2RnGSDEmC9/eQAA8NhjeQBC55UB5CyLFeGE+wNijr3zySoqxJx85Sv9uOKKAXz7273ac2ecIc4P779PYlkskc4yWX6Zmyv+psox4N0lFxDCqQz5J7GMIAiCIAiCiAT69kgEcngvoKoiyL+0IvRyHmcZ+iJ0lg15nGWRdsIENLGM+5dhWk4BAJjscBkGjDHNXRZQitnSJJaZsxCsepJ4jJxlAHSxbMoUIVYMDCgJdZZ0dorTlsHAYTYPH/Dvna82klgGANddJ0oxd+zIgMOh55X5l2ACqScUjEV6ehhOnhQCx0jOMsZ8SzFlGWZ1tYrf/taG2bP17LIVK8Q55t//zgpoSEFEjzzOZbC//CtLlZNNXZ3Yl6TbEKDcMoIgCIIgCCI66NsjEQA/sAuAEIqGJT/agH9ZhjkaZ5lfGabF4wyrmhjR6pgW8l/v8zhvbRY3KmqAskpxu70FXA3dUTFdkOJDSYmqOUwS6S6TJZilpSoUz2ZDlWFKsUxRuBZ3Nxy1tW6YzSqGhhgOHjRpZZgTJwZ2aUy1ErSxyP79wlVWU+NCcfHIYqa3WCadZcGYM8eFiRNdsNsZ/v3vKM4zRFACyzBTRzDmHDh2jMQygiAIgiAIIjbQt0ciAH5wFwCAzV00/IJ5MrMsyjJMmQUWASyEWCadZagK31kGQHeW+YllaPU4yyqqgeIyQFEAlxPotkY44vGHngGmorxcXIgmsiOmDPf3zrAKVYbpnVcWTjweY8DixaKEb+dO07DOMsosGz3h5pVJfJ1loYVrxoBLLxWi/N//HoWDlQiKf8C/LEWWjyeTtjYFvb0KDAbu0yGVyjAJgiAIgiCIaKBvj4QPvKtdlCAyBZi9YNhlWZTOMj4UA2fZkC6Wcc41ZxmL2Fk2RdxoPKmvT3UDsvNlZY3IaCspF/epI6ZPd0np7klkyH97uzhtlZXpAlaoMkzpggunBFMig+J37swYIbMsdVw1Y5VoxbK8PFUTK0MhxbK33sqEK9AYSESBFIalSCbLMFNBMJauskmT3D5xmCSWEQRBEARBENFA3x4JH/jB3eLGlOlgOXnDLyzFsr4InWWO0WeW+TjLem3AQJ+wk1RUR7Y+WYbZ3aU75DrbAZcLMJqA4lLxmKcUk7dTbpm3AFVeLsWyxJdhejvLRirDjEws051lehnmcM4yEsuiZffuyMQyOecyr2w4zjrLAbNZhdVqwPbtFPQfCwKdZakjGAcrwQSoDJMgCIIgCIKIDvr2SPgi88pGKsEE9ID/SDPL7EIsYxkxEstkXllpRfidMD2wrGw9k0yG/HtKMFFeBaZ4On+WytwycpZ5lzYmswyzrCxYGWbwgP+cnPDFskWLhHBTV2fSgsuHK8Ps76fTaDR0dio4elSIZWecEZmzrKJi5OxAoxG4+GIqxYwlUhST+77uLGPg4R9icSFYuD+gO8tILCMIgiAIgiAigb49EhpcVTVnWVhiWZ7HWeYYAh8aGn5ZbzRnWWwC/rW8sgg6YfrgKcWUuWVauH9ljb5MuRTLyFnm7SyTDp+2tsSdSoYvw/QdRzRlmMXFKqZM0S+4S0vdQV8vXTVDQwzO8LQewoutW4Xba9Ysp08W2XDMmCE+6Nmzw/vAZSnmm2+SWBYLpHgsRTIpmnHOkt51VHeW+e4bct+iMkyCIAiCIAgiEujbI6FjaRQusYwMoHbWyMtn5wAGcYGCvgjcZVJYi1UZZpR5ZRLmCfnXOmJ6h/vLZUplGSY5y7xLG6WzrKUluQH/hYXDB/xnZUVme5GlmEDwEkxAz20CUqMMbayxZYsQy5YudYywpM6qVXZs2NCBu+7qDWv5888X54mTJ42wWmmORossOZZdMLOzORQlNcqRpVg2bRqVYRIEQRAEQRCjh749Ehq87oC4MXUWmNE04vKMsehKMbWA/1GIZS6nCOLHKDphepBiGT9xRPxt8ZRhVng5y8oqxN8Ocpb5imWJd5bJzDLfMkw94N+7HMxuj9xZBugh/0DwEkxAaMoZGVSKGS7vvZeJ++/P1xxI0ll29tnhu1INBpFFFu585uXpTShOnjRGOGLCH+ksk44yxvTbyeyIOTDA0NREYhlBEARBEAQRO+jbI6Fz7BAAgE2bE/5rZClmbwQh/7EowwQAh8eRMkpnGWbPF1fhzQ1CePOUYTJvsUxmlvV2g9sHotvOOMFbLJOCVWdnIsUysa3S0kCxTFWZj8srmswywN9ZFrqVoizFTLarJpXhHHjiiVx88YvF+M1v8vHoo3no6WHYv18I8pE4y6Jh8mQxfydPJs79OF7xd5YBusMymYLx8eOy6YcbxcW+xzpllhEEQRAEQRDRQN8eCQ1edxAAwKZHIJaZi8VrZTh+OIymDNPk5XhzDIEPDgC2TnE/WmdZbj4wdzEAgH/wFtDVLp7wEstYTi6Qly/upHlumbcAJV0lAwOJOZWoqi7MlZbqjq+sLN3l1d2tC1dyXJE6y+bNc2rrC1WGCVBHzHC4554C/PCHheBcfEZPP52Ld9/NBOcMU6a4UFkZXl5ZtEyeLOavvp6cZaNF7ucyswzQhbNkOsuOHRP/L/iH+wO6s2xwUMHgYEKHRRAEQRAEQYxhSCxLUzjnUJ94EO7f/Bjc7QbvsQFtnjyucPLKPLDFS8X6PnwHPMx2aFyWYUYhljFFEfVvgMgta/F0wiwsAsvJi3h92nrP+pQY23tviAdy8nRxTFJWJf6meW6Zt7MsJyexIfc2mwK3W2zfO7MMCB7y7z3WSMjMBE4/XTieZs8O7SyjjpjDc/CgEU89JY7L732vG7W1LthsCtatE47USEowo0V3lpFYNlr6+nwD/oHUOAb0cP/AYzU/n8NoFGOkkH+CIAiCIAgiXOibY7rS1wv+8fvAno/FvzpRgonqSWC54YtO7IxPCfHKcgo4fji8F41CLAPgE/I/6k6YHtjCpYApQx9bRbXIZPNeplTklvE0d5bJzKmcHJ7wkHvZCdNsVjXNVFJQEBjyH20ZJgD8+tdWPPNMJ848M3SZoHz/5CwLzqlTojxu4UIHvvGNftxySx8AoK1NPH722fEtwQSAKVNkZhmVYY6GoSEhigO+ZZip4K4MFe4PiFw1yi0jCIIgCIIgIoW+OaYr3V3aTfW918GPRVGCCVGeyE5fBsBTwhgOHkGKRRPwD/h2xGwZZV6ZB5adA8w/Q79fWRO4EDnLAPi6tRIdcq/nlQWWRhYWigti3zLM6JxlAFBdreKii4bAhtEApGhAYllwZDMGmS935ZUDqKzU5y4RYpl0llEZ5ujwPr69RfL8/FQowwztLAMot4wgCIIgCIKIHPrmmK50W/XbB3aB7/hA3J42O+JVsWUrAAB82/t6ieVwOGRmWRQB/4CvWCZdXhVV0a3LC8VTiinWF0QsKxch/7wtPLGMO4bgfvAuuH/5fa1z53jAX4CSIfeJcJYFC/eXBCvDHI1YFg56uDmJZcGQ81VWJvb/zEzga18T7rLqalfITqOxRDrLWloMlFk1CqQYlp2twuilOyY74N/pBI4fH14sk84yKsMkCIIgCIIgwoV+ak9TuK3L94HONgCRO8sAADPnAeVVQJsFfNN68OIywGgEW3ZxQCkjgNiWYcpxF5dHty5v5p8BZGYDQ4NgFdUBT7PKCeAA0NIU1ur4ay8AR/aLO5YmoGbS6MeYAviXNubmclitiXFXtbf7OpW8CVaGKZsByIvlWKOXYdJFeDCCiZtf/nI/2toMWLZseNderCgqUpGfr6K3V8GpU0bMnBk6g44ITbBwfyD57spjx4wYGmLIz1dDNuOQzjISywiCIAiCIIhwoW+O6Yoswywq1R/LL9RLDSOAMQZ27kUAAP7GS+B/+R34n34D7N0e/AUOj1gWizJM2bmypCy6dXnBMjLBrv4KsPAsn5JMDVmaae0Atw8Muy7eeAL8zQ36/RNh5rmNAfxD8/WA78Q5y6RTyRvpLPMuwxyubDMWSKGAnGXBkZ+/dzOG7GzgBz/owUUXxT/cHxCZVXopJuWWRYsUhOXxLkl2Ztm+faIT5rx5TighvtGEk1nW1aXglVeyYA/DHE0QBEEQBEGMf0gsS1c8ZZjsrPOBEo8ra9qc4E6wMGDnfxqYMgOomqitjx/ZF3zhodiUYfKBfr2cNBbOMgDK8k/D8N/fAwviemO5+UJQBIZ1l3HVDfVPjwBuN2DwmDdPHI3J+JKNqgJ2uzhtSLFMOswGBhKXWebfCRPQL4ilmwzQnWhlZfF1lpFYFhyZWRavzz9cJk+WIf9kpo4WWYbpHe4v7ifXXektloUinMyye+8twC23FONvf8uJ7QAJgiAIgiCIMQmJZWkK93KWsc9eCwBQzl4e9fpYfgEMd/8Chh89CvbZa8Q2gnTH5KobcHpCvUdbhikFq4xMIC8/unVFiqeRAPc0FggG3/IeUH8UyM4Bu/om8dg4cZbZ7boo5F2GCSTGWTKc+FJRIQSR1laxDOfeTrT4iDXJFgpSHV3cTG5m35QpwllGHTGjJ7SzLH5lmM3NCj7+OGPYZaRYdtppocWycDLLNm8W22lspH2EIAiCIAiCILEsfZHOMnMRlGUXQXlsg9bVcrSwWk+TgJPHwF1++UAOr9KrKMswmXSWScGquCxqR1zE266cIG5Yhsktqzskll3+GbDFZ4vHmk6CDyWm7CyeyBJMAMjKkmWYqRHwX14uHpNimc3G4HSKMcVLrEl2XlOqM9x8JRJylo0e6SyT3S8l8SzDXLu2CJ/7XCn27DEFfV5Vgf37wxfLQjnLmpoMaGoS+0Z3N30tIgiCIAiCIEgsS19k+WJhEQCAGWL4a3pFNZCTBzgcQOMJ3+dkIAxjQMbwjoGQSGeZxSOWxSCvLGyqRG7ZsM6y9hbPshOAohKgsFhc1TXUJWKEcUV2l8zKUrV8IOkwS4RY1t4eOoNMOsva2sQy0oVWWKgiK0oT40hQGWZo3G5dnEh+GabMLCOxLFrkPh46syy2XydcLmDXLvF/xIcfBv+/oqHBgN5eBZmZHDNmhG7cMFIZprd7zTvzkCAIgiAIgkhfSCxLQzjngOyGWVgc8/UzRQFqZ4pteZVics59wv2jdoNJscwjSrHixIllmrNsGLEMbRaxbFmVeI9TZwAA+Ikj8R5e3PEP9we8A/7jezrxLqsM5lSqqBCPtbUZwPnwwlqsoDLM0HR1KeCcgTGuiRXJYsoUsQ+cOmWAO7kVoWOW3l6xjyeqG2ZDgwEOh1jnzp3BxTJZgjlrlhOm4OYzACM7y7Zt09dvs9GxTBAEQRAEQZBYlp4M9uu5YR5nWazRSjHrhFimPvkLqN+5Afykx10Vbbg/AJg8FzbccwFeEptw/7DwZJahrRk8yFU3dzmBrg5xp6wSAMCmCuEQ9WM/5D+YWJabm5hSxIEBpjUXCCaWyQ6ZQ0MM3d1ME8vi6WqS752cZYFIYbOoSIUxyYauqio3TCYOp5OhuZkyqaJh5ID/2B4Dx47pO83u3cGVsHDyyoCRM8tILCMIgiAIgiD8oW+F6YgswczO1fK/Yg2bNgsAwI8fAj+8D3zrv4DebvDnnhALRBvuD+jOMkkiyzCLSkX5qMsFdLQGPt/ZLkS8jEy9xHVqoMsuHqgfvIXOB78HLoXQOCDLMGXpJaCXIsrn4oXscpmZybVtepOVBZjNurtMlmHGMy8rkc0Nxhrxbq4QCQYDMHGiEFPr60ksi4bQAf/xcZYePaoLZKdOGbX9yZtw8soAXSwbHFR8chcBUXZ56JAuzJFYRhAEQRAEQQAklqUnsgTTHPsSTI0pM0UuWUcr1Oce1x/v7RZ/RyPS+bnSElqGqShAhcgtC1qK2S5KMFFWqZeZTp4uPovONvAeW9zGpr76HAbe+zv43h1x20ZwZ1liBCMplpWUuBGqgre8XAgiLS2Kl7OMyjCTgRQrS0qSL5YB3h0xKbcsGuTxHRjwL+739jLwQA07ao4e9Z2nXbsC3WXhOsvy8jiMRjG4ri7fk8f27RngnMFkEs9TZhlBEARBEAQBkFiWlnC/cP94wHJy9ZLFppOAKQPssjX6AjF1liWwDBN6blmwkH8t3N9Tggl4PguZdXYiPqWYXFUBqxBB45mNJt1jycgs08Wy0OKL7IgpnGXx78Qo33u8XXVjkVTphCmZPVsIKh98EB837XhHimX+zjKZYaaqLMC1NRpkGaZ0i+7e7Ztb1tqqoK3NAEXhmDs3dLg/IH6rCFWKKUswzz1XdCvu7lZiKvoRBEEQBEEQYxMSy9IRj1jG4iSWcS6aXrJps7XH2AWXgV1+HTBjrnggVmIZUwBzSfTrigYpfFmCOMvaPE0HvMQywKsUM165Zf29gNtzwRhHsUxeDHuXYebkJCa3KxyxTO+IaUB7u3A2JSKzzOFgcMSv+nVMopdhpkai/qpVornIm29maflbRPiECvjPyeEwGMRjPT2x+Vw5151ll18+CMDXWaaqwIYN2QCAadNcPuJ9KEKF/MtOmCtWiP3D7WZUVk0QBEEQBEGQWJaWxLETJgD84AcFOO20StRnny4eyMoG+/TnwRQFylduB047HcoFl0W/AW+xrKgYzJDgDCKPYy64s0yWYVb5PjFhinje0hCfMVk79THUHwVX4yNQDN8NM95imZhnedEbDCmWtbYqCRFrvF02dIHti/z8U6UMc8ECJ2prXbDbGd54YxRifZoi928pEEsY0wU0KaiNlpYWBX19CgwGjtWrdbGMc+D99zOwYkUZfvzjQgDA+ecPhbVO2ZHV21k2NATs2iXEsk99agiZmbIUk74aEQRBEARBpDv0jTAd6ZZiWXycZR9+mInBQQX7DOeBnXMhlK/cDpZfAEA4rgy33QO2+Oyo1+/TlKA4sSWYAMCqPJlllkZw/3qd9hDOMlmS2nwqPoOScwoA9kGgpSkumwlWhikzy1LBWSbLMFtbDVpmWTzLAI1GICsrMWWoYw2ZWZYKAf+AEHWuvHIAgO5KIsInlLMM0HPLYuUsk66yyZPdWLjQAZOJo6vLgA0bsnHDDSU4dMiEggIV3/lOD+66qzesdUqxzNtZ9tZbWRgaYqisdGPaNDcKC8UyNhsJ3wRBEARBEOkOXd2lIfHOLJPdxHoHM6HcdDvYknNiuwEvsYwlshOmpLxaXHkP9AG9Nu1hzjnQ4cksK/cVy7T8trZmcNfw+TrRwL2cZQDA/bLRmpoMuOGGYmze7Jv7EynDBfwnKrNsOPFLBvy3tSkJE2ukUOCfhZTu6JllqVGGCUBzKW3enInWVpqvSJBiuNzfvYm1s+zYMVFyOWOGE5mZwNy5Im/u1lvNcDgYVqyw46OPWvHtb/eFVYIJeJdh6k7kF17IAQBcddUAGNPz0agjJkEQBEEQBJH0tmAHDhzAxo0bceLECVitVtxxxx0466yztOc553jxxRfx9ttvo6+vDzNmzMBXv/pVTJw4MeQ633rrLfz73//GqVPCxVNbW4trr70W06dPj/v7GRPIzLI4ZX3JbmJxywXycZYlXixjGZliu51tQKsFKPCIjt1dgMMBKEqg4624FMjMBoYGRcfMqtD7b1TYfMUynDgMLLtIu/vcczl4++0sZGVxnHde9OFadnswsSyVMsvEc8eOGTE0JMYTb7Fm9mwXNm82YNcuExYsGL4r33igr48FhLwHI9XKMAFgyhQ3lixx4JNPMvDKK9n4+tf7kz2kMQHn+vk8mLOsoCA+zrIZM8QPCwsXOrF7t+haOW+eE7/9rdUnNzEc9IB/McbWVgXvviv+L1mzRjgOdWcZiWUEQRAEQRDpTtK/EQ4NDWHKlCm46aabgj7/yiuvYNOmTbjpppvw05/+FGazGffeey8GBwdDrvPAgQNYtmwZ7rnnHtx7770oKSnBvffei66urpCvSSviWIbpcACDgx5nWYxcBgF4i2UJ7oSpUVENAOBtzfpjnnB/FJeBGX11aMYYUCUbA8ShFNOTQ2eaPE2My89ZJsOxQwmY6pZ3of7r7yNuRpZhel+oepdhxrOLnCyfKikJLX5JZ5nMN8vLU5Ed54q7M88U4qMMCh/PPPtsDmbNqsIrrwyf+cW5d8B/6ohlgF6K+fLLVIoZLgMDDJyHFsti7SyTYtn06UIsO+sscYyVl7vx9NOdEQtlQGAZ5t/+lg1VZTjjDAemTRPnjcJCyiwjCIIgCIIgBEl3li1evBiLFy8O+hznHK+//jpWr16NpUuXAgDWrl2Lr33ta9i8eTNWrFgR9HW33nqrz/3/+q//wtatW7F3714sX7486GucTiecTt0VoigKsrLEBSFjYze/RI5d/uX2QZFpBYAVFcf8vfX06BcZvb1KfD47r06arLQ8KfPDKqrBD+wC2iz6Z9sh88qqgo6JVU8U3TAtjbEfs0csyz73QjhP1gFN9YDTAZaRCc71EOu+vsA54U4n+NO/Ed00Z8wFq5kccjNSCM3J4dp68vPFc6rKYLcz5OTE9q1JdKcSD/n5VVb6XkSXlalx3z+kWLZ9e0ZC90X/YzsRSEHwH//Ixuc+FzpYvb+fwW6XYlno+UoGF1/swPe+B+zfbwLAkEJDC0ky5tqbvj4xl4rCkZ0dOI6CAl0si8UYjx0TX01mznSDMYYrrrBjYMCG885zoKaGA4h8GyUlYoyiDJNpJZhf+MKANmYpqHV3x+n/rjBJ9nwTiYXmO32guU4vaL7TB5rr8UvSxbLhaGtrg81mw8KFC7XHTCYT5s6di8OHD4cUy/wZGhqCy+VCXl5eyGU2bNiAl156Sbu/bNky3HbbbSgqik+uV6KprBQZWs6mBrQAYFnZqJ46Lebb6e7Wb7tcuaiqyvV5/tAh4KKLgO98B/j2t6PbhstkgKfnJMpnzYWpqmrY5eNB77RZsL37OrK6u1Dq2X73YB96AORMqUVxkDH1zJyL7g/fQZa1HSUxHnNLXw+cADJmzYNSVALV2omS/m5kTl6IujrA6ompGxjIQJXftl0drbC4hYMj99BuFJ4xcvOFysoCVFWJpg2ql3EoL68KFRUxeUsBSGPonDmlGO7jy88Hej2Z39XVxoD3G2suu0xU3jY0GAFUDTu2eCCP7UTQ1yf+HjiQjaqq0M6sujrxNycHmDYtceMLh1zPKcnlYjCbq+Im7saDRM61N/K8XlDAUF0duIPrw9LPC9FitQLt7eL2eeeVamL8nXeOarWQKQy9vZk4daoKR48C2dnA179uRkGBGQBQLQzDcLlG/z5iQbLmm0gONN/pA811ekHznT7QXI8/Uloss9lsAIDCwkKfxwsLC9HR0RH2ev7yl7+guLgY8+fPD7nM6tWrsWrVKu2+oohf0q1WK+x2ewSjTi0YY6isrERLSws45+DHDgMAeIEZFotlhFdHztGjJgClAIC2NjssFqvP8y+9lIPm5kL88Y9OXHtt+HPoDR8cEAH7YGh3AywO72Mk1GwhvA42nNA+R/dxUfo4mFsY9LNV84TwOnD8CBwxHrOroxUAYCgpR3PRGbjp1S/hK7+04NofW/CPf2QBENu22dywWNp8Xssb6rTbPe++gf4LPxvyl5HOziIAWXA6bbBY9FLo3NwK9PcrOH68Daoa+4ywgQFgYEBcpLvdLbBYQpdhlZWVobdXnNoKCwdhsdhiPh5/Zs8uxYEDJrz2mhWrViXmfOF/bCcCi6UEQAaOHgUOH27RHEX+HDggzgOlpS5YLO0JGVu4qCrAWCU4ZzhypFXLuUtlkjHX3pw4IeYzNzf4fBoM+QDy0NzcD4ulZ1Tb+vhjsa2qKjf6+to0gXb0iPUeP67i6qtVAEasXDmA/v5u9Hui60ymPAD5aGoa/fsYDcmebyKx0HynDzTX6QXNd/ow1uc63saCsUxKi2WSgLKxCHbCV155BR988AHWrVuHjIzQmUImkwkmkynoc2Nxp/eHcw7OOVSbnlcWj/dls+lz1dPDArZhsQgRsq7OALebQ4kmGiYrG+zamwGTCcjMSs78lHtOKm3NUFVR6sfbPZllZRXBx6RlljVCdbvAFEPgMlHAnU6gV1g/DCXleKNjBfb1zMb9z1fjqh/0YedOfb/u7Q2cE95t0++0NII3nQRClGLKbphZWdxnPbm5HP39wtEVj/mQGWQZGRx5eeqw2WgVFW4cPy5ObaWlakL2jzPPdODAARO2bTPhsstC5ynGA3lsJwLZZAEA9uwxYtmy4M0i2tv1cP9UO38yJjK2enoYenoYystTa3zDkci59qbHoxvl5wfffn6+HvA/2vHJ89WcOc6YvlezWYj4PT0KenoUTJrkwre+1euzDRnwb7UqKbHfJmu+ieRA850+0FynFzTf6QPN9fgjpVNszWYzAN1hJunp6QlwmwVj48aN2LBhA773ve9h8uTQOUxphSfcP36dML0zywLdSc3NQvQYHFRgsUQvFikXrIRyXnhluHGhtAJgCjBkB7qt4sTY7nGLlYVQ50vLAVMG4HICHW3Bl4mGHo97z2iEUlCI5qEaAEB7fwHefz9TyysDgP5+BW4/4xfv7fa9v31zyE0FC/gH9JD/gYH4nFKkSFNcrI6YMSVD/gGgrCy+nTAl3rll4xlvsWzv3uA/LgB6vlxpaWq6trzFHWJkZGaZPM79kZ9nLDogf/SROIbOOSf6rr3BKCtTkZkpxv/5zw/gzTfbMXWq7/lBimUU8E8QBEEQBEGk9DfC8vJymM1m7NmzR3vM5XLhwIEDmDVr1rCv3bhxI/7617/iu9/9LqZNi30215hFuog8GS2xxmbzDfj3x1sgkx3PxiLMaAJKysSdtmagsw3o6wUMBqC8OvhrFANQIYSsmHbEtHaKv2bRsKHRZtaeev75HOzb5ytq9Pf7XdBKsSxTZFDx7R+E/FVEOsuys/3FMnGR2dcXH/FBijQlJSOLL+Xl+jKJEmukWLZvn0n7jMYbdrsQWyV79owsliVKrIwU70B6YmSkCCZFMX/k5+nd4CUaVBXYulV0Oz7nnNANJKIhJ4fjmWc68dxznfj1r21Bu3qazVIsG5/HMEEQBEEQBBE+Sb9SsNvtqK+vR319PQAR6l9fX4+Ojg4wxrBy5Ups2LAB27ZtQ0NDAx599FFkZmbivPPO09bxyCOP4Nlnn9Xuv/LKK3j++efxjW98A+Xl5bDZbLDZbGM6eyxmSGEkf2RnXjR4X2QEcxl4i2Wy49mYxSOK8dZm8CP7xWNTZoBlZoZ8CaueKF7TPDqxjNcdgrppPbjbDdikWCbcgk0deiOL117Lht3OUFioIiMjhEDg2SfYGcsAowloaQSaTgbdbiixLC9P3A8Q4mKE3glzZPGlosLbWZYYsaymxo3KSjdcLuZT9hop/f0Ml1xShptvTr3GIl1dvvvNnj2hXXT6fJGzbDwgnWXyOPcnLy82zrKDB42w2RTk5qqYP9858gsi5LzzHDj//NAinHSWef/oQxAEQRAEQaQnSVcr6urq8MMf/lC7/8wzzwAAli9fjrVr1+KKK66Aw+HAk08+if7+fkyfPh133303srP1TmxSWJO8+eabcLlc+OUvf+mzrauuugpr1qyJ8ztKbXifDJ+JT6ev4Zxlqgq0tIwfsYxVVIEf2CnKL3vF58qmzx3+RVVCLIOlYVTbVl/8A1B3CCgqBQZEAjYzFwMAmlqEiJGl2GFXswAAixY5sG+fCZ2dhsALWimgllUCpy0Bdm0F37UFbMKUgO1KsSwnx1cEkWWZ8RLLpFATjvjiHdheWpoYZxNjwl326qvZ+PjjDJx7bnQlZH//exb27zdh/34TnE4rQsQoJgU5Bzk5KgYGFJw4YURPDwsa8t/RIY7z1C3DJGdZOGzenIE//SlXK42Uopg/sXLqffSR+KHhrLMcMCbhvwfdWUb7BUEQBEEQRLqTdLVi3rx5WL9+fcjnGWNYs2bNsCLXunXrfO4/+uijsRre+EO6iPLi5SzTLzKGhhiGhgBptOrsVOBw6GLKWBfLZMg/b7UAjfUAADZz3rAvYdUTwQFwS+Poti0bNezbARSL7qMwl8BuB9rbhVBx3aS/4Q/11wEAFi1y4uRJIzo7A90fWmZZgRls2mzwXVuB1uagm/UO+PdGZhl5l+nFEu/MspHwzSxLnFhz+ulCLBsuy2skXnlF/xGgvV1BdXXqiE1dXWK/mjzZjd5eFY2NRuzdawoa8i/3MenUSTUKClLXWbZ9uwk/+1kB7rqrB4sXx95dFS6NjQZ88YslcDr1Y/6SS4K7smLl1NuyJT55ZeFiNuvlpG63qKonCIIgCIIg0hP6+TTd0Jxl8S/DBPTyHQABgf5jXSxjMpus7pDILWMMmD5n+BdpzrJTo+uW0tcLAOD7dwJdHWI8RSVo8BjWckx2fGXKC9riixY5NFeI95wA0AXU/EKgWOSw8a72oJvVnWX+ZZhi3fFylslumOE4lbydZYkUy2prXQCAkyej26+tVoZ//1sv4ZWiZ6ogBcuiIhULFggRJ5QwOFIgfLJJZWfZ+vU5+OCDTHzjG0VxO57C4eGH8+B0MixZ4sCGDR3Yv9+CSy8NHmXg7SyL9rSmqrqz7OyzY5tXFi7e4i7llhEEQRAEQaQ3qXelQMSX3viWYfqXr3g7DaRYNn26uNBubzfAZhvDFyRSLPN0GMWEKWA5eaGXB0QXTUB00Rzoj2qz3OkEhgbFnYE+8H2fiNvmYk0sm2C2YXJOE64/fy8WLXLg3HMdXgJBiDLM/EIwj1gmBThvXC5ozkD/zLJYlWEeO2bABReU4a9/zfZ5PJKA/0mTXJgwwYWFCx0JFWsmTxaOtoYGQ1SCwd//nq25eACgtTW1Ts/ecyDzpEKF/Mv9IFTGVbKRzrJYdG+MNfIceuqUET/9aX5SxnDihAHr1+cAAO65pxtnneVAVlbo5aWzzOkUbuJoOHxY5JXl5OhibKIxmfRmJZRbRhAEQRAEkd7Qt8E0oalJQd0RDgx6BJq8xIhl3s6N5mZxe8YMFyorhbBQVzeG3WWl5YCivz82Y/gSTABgpgwg13MBLEspI6W/x/e+Z06ZuQQnPbn81WUDAID7V72ITZs6kJfHNeEilLMM+YV6Sae1E1z1zfvy7vIYr4D/t9/OwpEjJrz8cvRiWWYm8O9/t2HjxkDBL55MmCCcZX19CqzWyE+tGzf6qhFtbanpLCsp0cWM3buDh/wPDATPtksVpHA82u6N8cD7HPrHP+ZpeWGJ5KGH8uF2M1x4oR1nnDGycJWXx8HY6Nx63nllyczqk+4yyi0jCIIgCIJIb+jbYBrQ2QlcckkZPnNZJXqduULgGckBFSX+v8Z7Ozeks6yqyo0ZM4SwMJZLMZnRBJSU6/dHyCvT8ATxo7szug17SjAD16uLZRMqhb2DW3XBKFiuEB8aEi43QIhlhcVi/3C7gB6bz+oHbGI5hbnh3/BTOrgChLgIkQKR/34UiVgGCMEs0QHhWVnQROCTJyMTujo6FGzeLD7U884Tc9fWllqnZ73Jghtz5ggB5eRJA9xBeij09aW2s0weC6noLJPH59Sp4hx5113xKZkPxbFjRmzYIMTqO+4Ica7xQ1H0uY42t0yKgmefnZy8MonMLSOxjCAIgiAIIr2hb4NpwH33AVargv4BA5rtFUBuPpgSn6mXOS9lZeIK2ttlIMWy6mq3Voo5lsUyAFrIPwBgxgidMCWFQizj0TrL/HLn3ms/By32Ut8yzEkekcIre0y6aXwErT6Pq8xoArKywQwGwFwiHuv0zS3rrRfjzTUMAtxXtJKlS6N1lkmBKJRYVlycmO6W0TJ5shA4GhoiE8s2bcqCqjIsXOjAmWcKsaC1NbWcZVIsKy5WtUYLnLOgooLcD1I1s0xmbKWys+yee8SxefSoCVZr4kS9f/4zE6rKcMEFdixcGH45pC5ARveZ7t4t7GRy/08W0llGZZgEQRAEQRDpzRhXKoiROHXKAO/moDZnIZDvisu2HA5gcFBcYEyY4EZ7u8HHZdDcLJ1lqlbGN9bFMlZeLUL2K2rACorCe425GBwYRRmmx+1RUYMPB5fjho9/gHPLPsFLmVl6GeZUI9AGIIizzMdN0yM7YRaCMc/jxaVCZLP6ljFam4WzrDjDCtjtQE6u9pzeDXN0F/UtLWIf8Q7Xttv1LpvhOsuSxaRJbmzdGnnIvyxnvOiiIU1oTjVnmXdHUpNJ7E+9vQq6uhiKi/XlXC7AbpcB/6k5X6nsLJMizeTJblRUuNHaasDJk0bMDVOLHy3yRw3pHgyXggKO5ubonGU2G0NTkzhm5s5NXgdQADCbpViWevsGQRAEQRBEKvCPf/wDGzduhM1mw4QJE3DjjTdizpzgje62bt2KN998E/X19XC5XJgwYQKuvvpqLFq0yGe5LVu24IUXXkBraysqKipw7bXX4qyzzkrAuwlNal2NETHngQfy4fD6od7qKIxjJ0yxOzHGUVUlLviDdcOsqnJj+nQh2B09Grtwmj/8ITcg9yneyNJLtmhp+C+SZZhRimVcNmnIK8A+46cAAFs6FqK7m+llmDM8n0Nfryi1BLwyy7wuAqWzLE/fJ1iIjpidLeIitjjDBgwO+DynZ5aNtgxTd5bJkHwp0hiNHIWFqelUkkTrLJOiTUmJW+vmmWqZZXoZphhfUZH465/PJvPKgNR3lqVaN0zOdbGpoEDFlClifzpxInH7gtzvyssjEzpH4yw7cED8PzBxokubm2Shi2WptW8QBEEQBEGkAh9++CGefvppXHnllXjggQcwZ84c/OQnP0FHR/C86IMHD2LBggW46667cP/992PevHl44IEHcOLECW2ZI0eO4OGHH8b555+PBx98EOeffz4eeughHD16NFFvKyhj29aTIDTHzRhj714j/vY3kT0zaZILDQ1GdKMMSokSl/ckxbKCAq7lvvT2im1xrotlNTUqTCbxfEODAQ4HC8jAipSmJgXf/34hsrI4Vq1qgSFR15ZnnAdD9SSgojrsz5SVVgDZuYB9IKp5YI4hIDsXrLgUJw2nAQBUbsD772eisVEsM2F6Bpi5GBgaAuvuAquo9inDlNvlAwNg2blAWYX2GKuoEevv6/EZn9Wj7RVl9YE5DD7PeTvLRrNvyQt1t5thYEBBXh5HV5d4rKREhaKk9rE4ebK40G5oMEb0OUiRMS8PPmLZcOvQ5svzt6+P4fHHc3H++UM488zYu3P03DgOxhjMZhUNDUB3twGM6W5V+V5MJo6srNScL70Mc3T7a6zp62NQVTEes5ljyhThVKyvF/9VJ2KsUrCurFQj2p7ebTfy/18OHhRi2dy5rqTPhxTke3ri8/9kOPgf28T4huY7faC5Ti9ovtOHsT7XTqcTTqfvtYPJZIIpRMel1157DRdeeCEuuugiAMCNN96I3bt3480338R1110XsPyNN97oc/+6667D9u3bsWPHDkydOhUAsGnTJixYsACrV68GAKxevRoHDhzApk2bcPvtt4/yHUYPiWUjUFQUXmldKrJunfh73XWA0WjEM88A6hf+FzX/E5/tSXG4uFhBVVUOAEBV81FVlY/2dmgOt0WLymEyAQUF4mK1u7sKCxeObtvSUWW3MzBWhaqq4ZePKdXVkS3/hRvFv2i58RbxD0DLJfrDr75aBKcTMBiAJUsqYfjLmz4vmzhR/B0aykZVlafb5OprxD9v/us74p8f7hniQ51wyTmoPt33uSlTxF+73YSqKD/8wUGgx6vRZ0ZGJaqqgN27xf2KCkPU604Up3s+l1OnMiMaqzw2Jk404zShf6K93YDKyiqM9P9uZWUlOjqA668HPv4Y+PDDfHz4YRSDHwa3G7Baxe25c8tQWQlUVgJ79gCcF/scb93SrJjHUna+5PeB3t7wPuNEIceVkQFMnVqFBQuAF14AWltFB93Kysq4j0H+KDh3blFE59FyT68TxsyoqjJHtE35f8fSpVlJ32cmTRJ/HY48VFXFpxFOuCRivonUgeY7faC5Ti9ovtOHsTrX69evx0svveTz2FVXXYU1a9YELOtyuXD8+HF87nOf83l8wYIFOHz4cFjbU1UVg4ODyMvTv2cdOXIEl112mc9yCxcuxOuvvx7mu4gPJJaNgNVqhd1uT/YwouL73wdmz87B5z5XiPvv7weQi/qnnkVTSQeUlVfHfHt1dZkAipGX5wRjdgD5aGnph8XSgz17jADKUFbmRmdnGwDgjDOK8M47WXjxxR6Ul/ePatsHD4ptA8Ann3RAUZKbezMcvP4o1F98HygqheFHj0T8evWZR8E/fh/sc9fh8OGvQh7GmzZxAAxVVW60tbXB/eh9wKG9YNd/A8rZy+Fyic+os9MBi0V04lRf/j/wt18Du+gyKJ/7khjfvh1QH38QmDgVhv/5qbbdE5uOAfgUMj96Ac1vFYDNW6Q9Nzgo5re72w2LpS2qz0V0kNS7ix450o6MDBeOHs0GYEZBwRAslihz3hJEbq4CoAKnTnGcPNmCjIzwXtfVVQrABKezE5w7AFTB6QT2729BSUnwsjTGGCorK7FzZxu+8IUiraS5qckFi6U96GuipbOTgXPxBcDhsMBiAXJyzACyceJEDywW/fg9ccIEoBTZ2dHvC/FmcJABqITTCZw4YUF2drJHJDhyRBxHhYVutLS0oaQkC0ARDh50AMhAS0sLOI9fmSLnQHNzBQAFBkMbLJbwG2qYTAUActHU1AuLpS+i7W7fLvb/yZO7YLEMRfTaWKMoOQAK0dxsh8ViTcoY5LEd7/kmUgOa7/SB5jq9oPlOH8b6XK9evRqrVq3yeSyUq6ynpweqqqKw0DfWqbCwEDabLaztvfbaaxgaGsI555yjPWaz2WA2m32WM5vNYa8zXpBYFgZjcacHAEUBrrlmAFVVhXq+0EAOeFZ2XN6TDEQuLFS1/JqeHgWcc1gsorSnqsqtbfuii+x4550s/POfmbjllsgurvxpb9fzZRobFZx+eurOGc8vBB/sBxxDUN3uiDuTqtYOYLAfDiUHjY16vaks35owwSU+45w8sZ32ZnDOfULN5RzwzjaxTIa+T/CCIvGY5ZTPfmLtEusvYu1Q+zgUr+dycsS6BwaUqPet1lbfz8FqFePs6NDzvFL9WCwpcSM7W8XgoIJTpxTU1oYnNsgcudxcUaJcVOSG1WpAa6uC4uLhG3J8//v5OHrUpAXud3dHPweh6OwU+1lhoQqjkYNzoKhIvLeuLuazvT7PoZyXp6bsfOXmcjDGwTlDTw9DVlZqNCKQjS0KCsRn559ZxjmP62fa28u0Ji3l5ZEdb/o5n0X0OqdTioSiqUCy95mCArFfd3dH9j7iQbznm0gtaL7TB5rr9ILmO30Yq3M9XMllKIKVnIZThrp582a8+OKLuPPOOwMEN38450kvbaUE2zRBCy12FviEuccSmVnmLZbJ4HLZCbO6WhcPLr5YOAi2b89AV9foDoSODn1Xll3VUhbZNdPt0jtbRkKfqFVs6q+AqooL/aVLdTfGhAmez7i4VPztEnVV3plCEq1ZQIHXPuEJ+EdvN7hDX29XrwiWCxbwL7se2u0MriibrfqLZXJ/knNbWpoagsZwMCa6GAIityxc9MwyMUeRhPwfPSq286MfifrH7m4F7vANQWHh3QlTUlQkxuof8C87oqZquD8gfkiQn3U03RvjhX4OFWOTDSM6Ogw+JcrxQh6DeXkqcnIimz/9/BLZ51lXZ8TQEENenoqJE2O840aB3K8p4J8gCIIgCMKXgoICKIoS4Pjq7u4eUfz68MMP8dhjj+Fb3/oWFixY4PNcMBdZOOuMN/RtME3QnGXOQrD8grhsQ7oizGZVu3Dq6RG7mHcnTMmECW7MmeOEqjK8997oulj6imWp1UXQH2Y06h1JrZ2Rr8Ajlp20CVFr8mQ3li/XRa2aGs9nXCTEMm4VYllentgHfLph9gqBhXl3SM3JBTI9dWldeleTrn6RQ1ecYQPs/mKZfmEtxZJI8ReG5MVqe7t4vKws9cUyQDTTAGRZ6chwrgsMco7Ky8Uc+guIwZBdKmfN0lXKWAtA/p0wgdDdMKXwl8piGTC67o2xxDtPVZ5DCwvF2AoKOEpKxL5QVxf/schjsKIictGqoEB3E0eC7IQ5Z44TEZps44L87EksIwiCIAiC8MVoNKK2thZ79uzxeXzPnj2YNWtWyNdt3rwZjz76KG699VYsWbIk4PmZM2di7969AeucOXNmbAYeJfRtME3QLmwdZl2oiTHy4sLbWSaFGeksq6ryFTwuukjkwb311ujaYXZ06MKEd2liymIW+WrojiKDq0+40erbhUNtyhQXzj8/0FnGpEPMz1nW16dAldPgEcu89wnGmJcrTWRfcVWFdVCEMBZldAMDvmJZZia0DqfRimUjOcvKypLvOgmHSZMic5bZ7aL7J6C7ncrLxQRJoTAUqqqLVRUVbs3hF+sLfb0Tpj4HocQy75LSVEZ2xEymWPbGG1mYObNK61rs7c6VTJkiPvNjx+I/ntZWsb/J/S8SgjlXw0GKZXPnRmlJjTHyB522NgWDg0keDEEQBEEQRIqxatUqvP3223jnnXfQ2NiIp59+Gh0dHVixYgUA4Nlnn8Ujj+i53FIou+GGGzBz5kzYbDbYbDYMeF1Prly5Ert378bLL7+MpqYmvPzyy9i7d29A6H+iSfF6NSJWmM3iQsTqLATy49OwwLuESF6I+jvLvMswAeDii+145JF8vPtuFpxOIMJyaY2x5CwDAJhLgFMnwG1diERa4i4XMCjC1E+2CYfg5MluLFjghNmswmZT9FImKXj5OcsAIWjk56tBxTLttZZT4F3tYnz9fehyiID3IpMtwFkGCCeRzcY8zqLIL7alq0VmSckMPJlHNxbKMAHvMszw9sO+Pn3flW4s6eyRAuIHH2SgokLF9Om+goLNpgttRUUqCgtV9PcrHrEsduJi8DLMUM6y1C/DBHwztpLFRx9lwOFgeP/9TFx55aB2vpRlmIAQw3fsyMCxY8B558V3PHJ/i8ZZ5l96Hy4HDoivIXPnpkZTlrIyVTuXHj9uxLx5qSHiEQRBEARBpALnnnsuent78de//hVWqxUTJ07EXXfdhbIyYdSwWq3o6NCrk9566y243W489dRTeOqpp7THly9fjrVr1wIAZs2ahdtvvx3PP/88XnjhBVRWVuL222/HjBkzEvvm/CCxLE0oyugFUIFuZwF49kBEAk24eJcQSWFGXjidOhVcLFuyxIniYje6ugz4+OMMnHuuI6ptewf8jwWxjJmLwQHAFqGzbMCTccYYTjYJN8qUKS4YDMDPftaNffuKsGyZ5zP0lGFicAB8cABZ2TnIyOBwOBh6exnyMwYBp2dZP7GMFZeJ8XlcaW6rDd1OYYMVmWWB3Utzc8UFZvRlmGIOJ050o6HBqLmjpGtw7JVhitPr0JBw3oXC24kly9Dke21rM2DfPiO+8IUS1NS4sWVLG7xzLuX/Q3l5KjIzAbOZo7lZF65jRbAyTC0H0eYvlo2VMszkO8ukOCZFKu+Af8nUqWJ/SoSzTArW0TjL/H8gCRfpLJs3LzXEMsaA6dNd2L49A8eOkVhGEARBEAThz6WXXopLL7006HNSAJOsW7curHWeffbZOPvss0c7tJhCZZhpQpHRCgBwqBkYdERp3xoB7xIieeHU16egt5ehsVEIBzNm+F54GAzAhReKEsK33vLNLRsYCF908S7D7OlRUiq0OyiyDDMMsYxbO8G3bwZXVa0EEzl5qPeIMbJMa9UqO371K/GZAgDLyhb5Y4BWTqnnlimADPfPyATL9MuM8yvD7G7uA/ecLsymHvDB4M4yse5oyzDFwOU+YrOJclE94H9slGHK+airM2DVqlLU1lbj//4vJ+TyUlyUJZiAnlnW1qZg06ZscC6Oobo63983pFgmHV+hBKzRIsWy4M4y3/kO9n5SET1jK3nnCimOyX1fnkPlPAKJLcOUgnWinGVtbQra2w1QFI7Zs1NHlJo5Uwh3R47E5/9KgiAIgiAIIvUhsSxNyHZakakIUcq/bCpW6Bd6XLtwAoCdO8UFR1mZ2+diW7J0qXA3HTmiCwFvvpmJmTMr8eSTuSNu1+nUxQGjUVygp7y7zCOW8TAyy9Tnn4D6+M+AXVu1cH81p0DLxJoyZZiLzFJROol2CwC/jnU9NvFcsAw7T94Z94hlnU2idLfQ1A2j4g7ohgnoYlkkIqc38kJ91ixxoWqzKbDZGFwusT5vV1MqM2GCmA+7XcHOnRkAgNdfD93AQjqbvMtkZTfM1lYD/v53/bUffZTh81oplsnPRhfLYisADVeGabf7ZjuNlcyyVHCWyXNmS4uvWCZ/bAD04zuRmWVy/4uEaD7Pw4d1wT87O3XEVVnuLDvNEgRBEARBEOkHiWXpQl8PzCaRTxUvscw74N878H3HDnGBP3NmcFGnslLmM+kC19atmeCc4Y03Ru6SKS/kDQauuZKkWLZpU5Ym1qUSrLBE3AinDNPSCADgxw9rzrIWTMLQEIPRyPXul8G2U14lXtsmxDLp9unrUzThLZhY5t8coKtVCFjFmZ7XDOssi3z/cjqBzk5fZ1l3N9MeKyhQkTW6hqkJIysLuOGGfsyZ48QXvyjKVWWpWTCkuBTMWdbQYPBxt4QSy6RwFS9nmZwHb8EyP59r4rT3OUWKpalehpkKzjJZsmizKRga0sfiG/Avjofm5uiF6HCR5aBy/4sE+QOJ3c7gCLOaXjqOJ09OHVcZoP9fRWIZQRAEQRBE+kJiWbrQ2w2zSQgd/mVTsUK6WcxmFYzpF0/bt4sLfOkY8se75EwiL9p27zbBNcJ1lCzTKylRMXGiWLix0YA9e0z4+teLcfPNRVG+ozgSQRmmXIY3ngDvF2LZScdUAKLzpXG467nyavG3VTrLdIGAh+Esg7UdnHN0tYrXFed6RLIgmWWydOvkychdfTJzzmjkqK3VyzDHWri/5Kc/7cZbb7Xjnnt6wBhHe7vBJ1fPm2AZX9LZo6rimCouFp/tli2Z4F4aVLsw/mmOLxkMn4jMMsZ0cc5bLJNiaaqLZangLPMWNdvaDF7OMm8HH9c+52iOrUiQmWWjcZYB4QvmMstSdvBNFaRgf+KEEc7UiFIjCIIgCIIgEgyJZelCXzeKMuLnLBsaEuVYgO6KkKVEn3wixbLgqpe8MOvsVDRhTJYlDQ4qWqlOKNrbddeLvOhqbjbgrbdEqnpTkxH2+DQAjR4plvXYwN2hLxS5fVAXpk6d0NxgJwcmARihBBMApLOsPYizrLMNAMAKgollpYDRCDgcQLtFNtREUaFne/bBgJfMny+uKvfujdzJJy/SS0tVzSXV3a2LZWVlqXUxHS45OVzLnDp4MPjnIjOevEuXc3O5Txnjf/93HzIzOVpbDTh+XBdMEpFZxnnwzDIgeEdMPbMstQXOaLs3RorbjZDnH29XW0uL4lPK7o08zuvr4yeWDQ4yTTiMxllmNAI5OZG59RobxfvROvimCNXVbuTkqHA6mdaogyAIgiAIgkgvSCxLE3hvD4riWIYpL/IY45pIJi+WZalRKLGspESFwcDBOdPEEe+SzF27MoK+TiKdZWVlbq0ksbHRgHfe0ev2LJYUyzDLLwAUBeAq0GsLvZytU7/dYwOaTwEATvYJEUwKMaFgFWI5tDYD0B0rvb0M/OPN4rkZpwW+zmgCJtYCAPjxI+j07DNFUiwJ4ixbsECIZXv2DD9fwfAOFi8q0h0/UjQda84yb+bOFZ/LgQPBL7qluOTvxPLuSHj55YNYvFjUtm3ZorfW9M8sk0K1DI6PBX19DENDwXPjgollslQwJye1nWXRdm+MlC98oQRLl1YEiHJOp+4qBMQ5L1g3TEA/zk+ciJ9wI9282dmqj0ssEuRnGq5bT4plMucvVVAUyi0jCIIgCIJId0gsSxd6u1EYR2eZdzC14lm9/wWX7DDmj6IAZWXi4lA6jOSFG4ARM8f0bomqJpbt22fCrl3665qbU0ssY4oBKPCUhw5Ximnt9LnLD+0GANTbygGEkfUjyzCtHeBOh+Ys623oAtqaRSfM088JPsbaWeLGiSOw2cQFY3G553N0ucD96pPmzXOCMQ6LxaDNSbhIcbS8XPURCmT3R7l/jEWkWLZ/fyhnmfis/I8X6e5ZvNiBqioVZ58txDLv3LJEOMvksZiXpwYIYMHEsmAZbKlIIpxlbjewdWsGOjoMOHTId/79BaXGRgMGB33duZJJk8S+IMsW44F3CSaL8iORn2l7u4LvfKcQv/lN3rDL62JZajnLABLLCIIgCIIg0h0Sy9KF3m7NWRbr8G+xzsBgam/Ro7LSreUpBUMKA62tCvr6mI/jIpizrL1d0UrDOjp095EUy+rqTOBcv+JLOWcZEFZuGfd/znP/lNUMAJg8eYSLzPxCICtb1NK1t+gCwTHhNGNLzoVqysGWLRn45BOTTx4Wps4UYzhxBF29ws1UXOU1F37usrw8PW8s0lJM/UJdZLDJcUqxrLQ09S6mw0WKZaHKMHVxyVcgmTpVfJYrV4oavnPOEd1sP/pIzy3zF8t0Z1nsjnHvufFHlgt6n1OCZbClIolwltlsipY755835t+x1FuU8RdOZRZjQ0P8zmMtLdGXYErkuL/3vUI8/3wu7r+/AHV1wcfsdOrn5VQrwwQo5J8gCIIgCCLdIbEsTeC9PXHNLPPODZN4O0tChftLZMlZW5tBc7LITnuHDxu1UjVACDHLlpVjxYoyEaml5VqpIR0KqeYsA6CJZdzWGXoZGRbm/3BfDoCRRSTGmO4ua7PozrJGG3qcubhv3zdw5pkV+PznS/HZz5bh2mtLsG+fuDhkHrEMDcfR1S+2V1yVAWRmi8eDdMSMNrdMzrkUZKToIy9Ux7azTFx0HztmDNolMFQZ5p139uLnP7fha1/rAwCcfroTJhNHS4tBy67yD/iXJayxdZaFDn0fLrNM5lelKolwlnk3dfB3hfmLdLLraUGBCoPf6Uo6yxoa4ifcSFHUu/w3UuQPJN45X3/6Uy4AsV/ceqsZf/yjOJdYLAaoKkNmJk/JMmsZ8k9iGUEQBEEQRHpCYlm60Ncd18yypiZxoSWdXYCvs0z+Sh8KKZK0tSnaxfnkyS5UV7ugqgy7d5s821Hw5S8Xo79f5Fnt22fy6obpRmmpiowMXXRYulS4cVJRLGNFJeKGdRixTAppE6f6PKw5vYpHvshkMuS/rVkXCOyZ+H3L1/HY+lq0thpgNovP7f33M/HpT5fhtdeygLJKIK8AcLtgHSoQ26vKBLLFxS7ssRPL/C/UZTlhZ6d4fCyLZTU1bhQWirDwYBfeocowKytVXHvtAEyejzI7m2PRIqG2ffyxcPglsgwzmLPMXyzj3Dvgf2w4y+LZDdO7HNk/KN7f/Sf3Df+8MkAXyxobDVDjdCh45wZGi/c+vHKlaAKyfn0O+vsZfvazfPz1rzm4774CuN16CWZNjVsr3U8lZswQ57KjR41x+8wJgiAIgiCI1CUFv6ISsYa7XUBfD8xxLMOUYlR1tX6h5X3hFCrcXyJFktZWg4+TZdEiccGya1cGensZvvzlEp/w/48/ztDKMMvKVCiKPoa8PBWXXy4u2FKyDLOkQvztaA25CLeKsks2/wztMbs7A/2D4sJaihXDEsRZ1ufKxT+7LgYA3HlnD3bubMG//tWGc84ZAucMmzdnCleax13W5TAD8GSWSbFsIDDkPxyx7LHHcvH5z5f4lKHJC3VZAuZfsjuWyzAZA+bMkSH/gZ+L7iwbeS7nzBHHUV2dEU4n0C0OaRQX+zry7HaGwcCGpVERibPMbgfc7uBOuVRDCscOB4tbt1x5bgICSyjl/q8ovqJdsHL16mohKA0NMe1YiTXDzXO4yAzFK68cwOOPWzF1qgu9vQruuacAf/iDcJgNDio4dsyoOe1kiWmqMXmyGxkZHHa7ov0YRBAEQRAEQaQPJJalAa5WC+B2w5wjnECJcpb5imUjlWF6O8vE+Cor3ViyRDhpXn89C6tWleLgQRPKytz48peFUCPEMj3g33sMn/rUkObISElnWakI6eedbaEX8jjL2NQZQF6+eMhZCAAwGPTOo8OiOcssyDf2AgCO9k3FgaYKKArHDTcMICNDuFcuu0woLDIPjtX6iWXFqpezLFCNOe00Mc+nThlhtQaWtzkcwEMP5WPLlkz8/e+iW6mq6q4bKXRKh5RkLDvLAF0sC5ZbJjPLwulAOG2aEBaOHzdqx7GicE1gyc/nMBjE7VjllkXiLBsY0LeZ6t0wvZ1v8XKXeTvL/EsoZRmmf+5gMGeZyQRMnChunzoVn7JAvclG9ML0rbf24bnnOvHQQzYoCnDjjeI8/dxzuVp2GwDs2WNCY6N4H6kY7g8ARiO0DMYjR6gUkyAIgiAIIt0gsSwNcDWdBAAUVYnSvXiIZVKM8hXLIinD1DPLWloCnWU7d2bg2DETKivd+POfu7B6tRD+tm3LQGenFMvEtpcuFQLblVcOoqoqdcUylAixDB0ji2UoKgUm1gLQhauiIjWs8iVWIcQytFmQ1/AJAMBirwQAnH66w6eUU97WxLKps+BSDehxFejPe8QyPhjoLCss5JgyJXTI/44dGejrE+uWpYRHjxphsynIzlY1B+J4E8tkblkwZ5n8PMIpW5QX78ePG7U5Mpv1jCvGdLElVmLZcAH//mKZFP6yswNzt1INg0FvqtDTE5/cMu/MspYWxcfBJufH/4cE/31fMtVTiR2LkP/2dkUrbZfoZZjRH2u5uRznnz8Eo0dbWrNmQMuuKypy48orxXlbiGWp2wlTQh0xCYIgCIIg0hcSy9IAV6NHLJsgymC6uxncMb4+CVaGKS/aa2pcIwoBejdM7zJMNxYscGoZZBdeaMc//9mO+fOdWLDAicxMjs5OA1wucaErnWW33tqLjz5qxcqVdm08NpuCwcH4BXlHhSzD7O4CdwYmv3O3G+i2iTvmErAJUwAAViZeF05eGQC9DLOrHbmH3/d56uKLh3zuy3VKARJTZ8DmFEIZg4rCQhUsy+MsCxLwD+ilmPv2BXYxfe+9TO22FMu2bRN/lyxxavlc3oJBbq6K7OzUdimNhOyIeeCA0bfjKHSBKZwyTCmWnThh1ISY4mLfFQbrUDkavMVrf3SxTLyHsZJXJpFuvt5eBS0tCgYGYnuO0I4jAJwzTSACdIFuwgQ3srK8uwgH/+xiKZZ99avFWLmyDMeP6+vyL4WOBQUFHDfd1A9F4fjJT7px4YXifLN7d4ZWhpnKYhl1xCQIgiAIgkhfSCxLA5zNDQAA82QzAHHRFksnhcOhX2h5O8sWL3bCbFZx+eUjBwLJC7T2dnHRCgixLDeX4/HHu/DLX1rxpz91aWJOZiawcKEuMBUWqsjwaDMmkx6IXVDANRGiuTnFdve8fCBTlCKisz3w+W4rwFVhgckvBCaIq+WuSMWy/EIgKxvgHPm24z5PXXyx79zIbqbyIp/l5KGrYBYAwJwzKNxCOUJ0HUks27Mn0EXlLZbV1ZnQ1aVoYtlZZ3nPpy4YjHVXGaBn9nV2Gnyy2oDQAf/BmDjRDZOJY2iIac69khJfsUEKjd3dsTnGZRlmMBFFimXd3QpUFejvF8umel6ZRAr6zz+fg6VLK3DttSUxXb93ZhngW4opxUyzWfURImXunD9SLItFGeahQ2Idx46Jv04nYLXGp5nG//5vL/bvb8Hll9sxf744xvfvN6G+Xmx74sTUFcumT5ch/5E1LCEIgkgnuNsN9YO3ob70NNQ/PAT1tRfA/X8ZJAiCGIPQz6VpgKtJiGUZNVXIy1PR16fAalVQVBSbi5SWFgM4Z8jM5JrYAgjBas+elrDKseQFmsvFcPiwuDCprBSPXXLJUNDXnHWWA9u2CfElVAA8Y0BVlRvHjilobjZg2rTUuTBjjIlSzOYGoLMNqKzxXUCWYBYWgSkKMG8xuLkE1uyFAMIXyxhjwl3WUIc8o146OXGiK6Dxgpw/q1WIH4oCWEtOE9sr8MxD9vDOMilivvtuJurq9M+8rU3R3GaVlW60tBiwfbvJSyzT59nbWSYdg2OZ7GyOrCwVdruC3l7fYy+SgH+DAZgyxYWjR02aMy/QWeZbGjka+vqYlkMWzFkmt6WqQoDX38vY+JIsBco//1kIwHv3msC5OG/EAplZlpHB4XAwH1eYzCwrLOSoqHBruX3BMsuA2DnLenuZJmpKMU+K4wYDD69pSAQoiu6Wq611a/8HyaYrEyakZsA/4Ossi+V+QRAEMZ7gL/0R/K2NPo+xWfOBGXOTNCKCIIjYkGJWGyIeyDJMVlEdkDEUC2S4f1WVO+BiItzcoowMvaOfzPIJlpHkzRln6E6k4QQVWYqZmh0xZch/kI6YUiwzC7cLKyyC8rM/wDb1PABhdsL0wDwh//leYtnFF9sD5kuuU1WZ5oCyzv20eK7K44KTZZh2X7GMu1zgXe04+2wHzjprCH19Cv7zP4u1MsN//UsImwsWOHDBBcLR9uqr2WhsNMJg4FiyRM9u8nbXlJWljsA5GqQwIz8PABgaApzOyEoXZcj/9u1CVPYXTeVnF4vMMunyzM9XgwpgmZnQMqmsViWiktJUwF+YGhpiQRtTRIsUy2TjC29nmXT+FRT4OstGyiyT5YvRIstqAT1TTY6zpCS8HMRoURTdeQoAJhMfVUZavKmtdUFROHp6lLh1ISUIgkg11Hdfh/sX3wNvbxlxWd5wHPzt1wAA7PxLgelzxONb34vnEAmCIBICffsb53D7INyy22JlTUxdJ5JgnTCjwf+iaaTsnEjFslQM+ZcdMYOF/HNrl7hRpJeGMca0YPeIHCCe3LLMwiyYTEL08M8rA4RoKQWEri7xeVmdZgBAcZlHRAjhLOPrn4T6v1+Fof4gHn/cispKN44cMeFb3zLD5dJLMP/jP4Zw5pli7l55JRsAMG+e00csGm/OMkB3W8lAf//b4YplMress1PMj79YFsvMMhnuP9yx6C3Aj7XMMvlZXn31gOb28xaTRgPnuhglu/oGd5apPj8MeJcgeyPFsuZmA5zDNxceFotF3y+kSCYdZt7O4HixcKE++Joad1zFudGSmal3K6XcMoIg0gHucoG//Gfg0B6oD98D3mMLvayqQv3L7wCugp2+DMqX1kL57DXiue0fgLtG8Z8VQRBECpDCX1OJmNBmEX/zCsBy87UL21iFfwPBw/2jwfuCvLBQRXb28MsXFXGtk9xwgkpVlXguNZ1lnpD/ziAdMa0dAABm9s1RkkJn2JllANjCMwGDEcpnrsQtt/ThiisGsGxZ8PJW/5D/gO0F6YbJnU7wj94Vt08cQXm5iscf74LJxPH669lYvrwcb78tnGkXXDCkCZ1utxBXvPPKAF+xbDxklgF6d9jeXt25FE33SOksk4TrLGtoMOCjjwKbLgyH3mwj9Bz4imVimzk5Y0Ms+3//rwevvdaOX/7Spp0n5HseLQMDDHa7v1gWmFlWWMhRWRnYGMWfykogM5NDVdmohH/v99febvD8FWNJhItzwQL9WE/lcH/JjBkyt4zEMoIg0oAj+4ABz/e7NgvUX/8I3D4YdFH+wVvA8cNAZjbYF/5TPDh7AVBYBPT3Avs+SdCgCYIg4gOJZeMc3tIkblSIPKx4lmGO1llWXq5fJI5UgimRgs+kSaFzb8aCs4wHE8tkGWaRr1gmnWURiWW1s6D89iUol6zG//xPL377W5vWedIf/5B//+2xYM6yw3sB+WXK8yvkGWc48ZvfWFFS4kZ9vRG9vQoKClQsWeJAba3bJ5g+UCzTxZZQeXRjDem28i7DlLfDCfeX1Nb6fh7+biApNPo3EvjSl4px1VWl+M1v8sLelgz3H+54LCoSY/d1lo0NgTM7WzQiURRoglWsnGVSgMrOVjF3rjg/NTQYtG6osgyzsFD1OfeFCvhXFF1cGk1umff7051l4m8iXJwLFuhOg1TOK5PouWUU8k8QxPiH79wibsxdDOQVACePgT/7eOBy1k7wl/4IAGBXXAfm+a7KFAPYmeeLZbb+KzGDJgiCiBMklo13WoVYxipEGZ73hW2skCLU6Msw3V63w7to+/a3e/Hww1bccEPwsHlAZKkBqeosG6YM0+YpwzSPXiwDIJoEhIG/s0wKJtqFdHZgN0y+a4u+gl6bdvOzn7Vjy5Y2fP/73Zgxw4lbbumD0SiCsr3LaP3FMt/MsrEhvIyELpYFlmFGEog/krNMF8v07Zw6ZcCxY+Ji//77C/D447lhbSsSZ1lnp3dm2dhwlnkjzz8yp220eAtQUhTq7VVgtTJwrpdhisyykcswAf1HgdF0xAyWWSYdZokQy6ZMcWvuubHgLJs+XXzmR46Qs4wgiPENV1Xt+5xy8Weh3Pw/4vEdm8GH9GoEzjnUp38tHGiTp4NduMpnPezs5WK53dvAQzSDIgiCGAuQWDbO4VIs83RaDHYhPVpiV4YZubOsqIjj6qsHhy37SumA/1JPGWZ3F7jTAfW91+H+n5vA930CWIWzzL8MM1qxLFyk40tup7FRXCRqF7Z+Af9cVcF3b9Nez3u6fdaXk8PxX//Vj/fea8c3v9mnPS5zy6ZOdQUIYnl5HAaDmNPxIpbJMsxgzrJInFjFxaqPmBhKLPMuw5Tll9nZ4rkf/agQL788Qp0zwnOWTZmidwwcGBDvZ6yUYXoju+/Gylkmc8BKS0VJufwMT50yor+faSXIZjPXtg2EdpYBosMwMFpnmXdmmcHzV5Zhxv9YYww4/XRx7PsLv6mIdJYdO0ZiGUEQ45yTxwBbF5CZLcopZ80XP+o6HMCBndpi/L03xH1TBpSvfhvMP0di0jTR4d3pAP/kowS/CYIgiNhBYtk4x78MM9gF+2iJXRmm/nrvDJ/RIsUym03RLuZThtx88aUEADpawTetB6wdUB97AOjyuM1ClGFGFPAfAf5lmHJ+NbHMvwzzZJ34ciUZJgzWmyuvHMTppzvwzW/2BjzHmHB0ZGRwTJ2a+hfU4RA84D/yQHzG9GB6IHTAv7d7dMsW0VzhK1/px003CcHypZdGFstkwP9wYpns9Lhvn0l7b2Ml4N8b+R5jlVnmX9ooXWEnTxq0EkyTiSMri6Oqyg2TiSMzkw8rlk2cKAW32JRh2mwKHA7vsSbG6XXffd342c9s+Mxn7AnZ3miQzrL2dkNMO6UShD/uV/4C9Y+/AnenvuOSGJ/wnULYYvNPBzNlgDEGtvhsn+d4mwX8pT+I5T7/ZbCqCQHrYYzppZh7P07E0AmCIOJC0n8qPXDgADZu3IgTJ07AarXijjvuwFlnnaU9zznHiy++iLfffht9fX2YMWMGvvrVr2LixInDrnfLli144YUX0NraioqKClx77bU+600HOOdAazMA3VmmX7DH5kt/Tw9Db6+40Bqts8y71CvcMsxwyM/nyMtT0denoLnZoF38pAKMMaC0HGg6KYJSpeg05BWmai7Wbg4OAoOD8XWWyfV2dYkLaeku0sSyHOksG/RY9reK+yXlolGBVxnmcFRUqNi4sSPk8+vXd8JmY+OmG2bwgP/oxKXaWhd27hRuMf/MMj3gX9+OdJadc44DigL84Q95YTmo5DLDHY9SLDt82KSdA3Jzx96cSYFe7u+jxT80f9IkNz7+WIT8y3NQYaEKxsR5+YknusAYkJUVep26syw2ZZiAEMpkGWaiXJyTJ7sxefLYKM3JzeWoqXGhqcmIY8dMmiOWIGKJy9II/urzAAC2dDkwd1FyB0SkJVpemUcgAwC2+GzwtzaC7/4Y3OWC+tIfhdNs9gKwCy4LuS42az74q88BdYfAORffdwmCIMYYSXeWDQ0NYcqUKbjpppuCPv/KK69g06ZNuOmmm/DTn/4UZrMZ9957LwYHg3dmAYAjR47g4Ycfxvnnn48HH3wQ559/Ph566CEcPXo0Xm8jNem1AYP9wopSVglADxL3dreMBlmCaTaro84p8naWhVuGGS56yH/Sd/lAPLll/L03AADsrOVAzWTxXG4+WEamtqh0CxmNPKJQ+EjwzixrbjaAc4asLFUX52QZJufAkF3Lt2CfukQ83tMthNpRUlqqYvr08fMLuxTEZAg+EF0ZJqCXr2VmBpY8epdhqirQ1KSgocEIg4HjzDMdEWVzhVOGOWmSyKByOBh27RKi3FjMLAtWhulyAdHuytKZKcVMKXTV1xu88sr0lV9yyRBWrAjeoVYi3WmNjdE5y9xuXcTLyBDb7ugwJDTgfywyYwbllhHxpf/dN7Tb3rEGBJEIeGcb1Od/D7Q0AQYj2Pwz9CenzwHyC4GBPvDX1wM7twBMgXLt14fPwp0yAzAYxI/AwZpYEQRBjAGSrhwsXrwY11xzDZYuXRrwHOccr7/+OlavXo2lS5di0qRJWLt2LYaGhrB58+aQ69y0aRMWLFiA1atXo6amBqtXr8Zpp52GTZs2xfOtpB4twlVmKK/SBBfp+IiVs0yW6I3WVQb4O8tiK5Kkcsg/kyH/Q6IkiV2wEsqt9wDT5wb8auedVxavH+nkxX1Xl6JdlE+Y4Na3Z8oADJ6LxuOHgeYGQFHAll0kHnM5fTtlEgB0sUw6MYHROcsAoLQUAfuBdJapKkNfH9NKMOfPdyI/n2sOKqvVgKFhtJm+PoaBASmWhRZRGAPmzRPuMlnCODbFMvG5tLcrcLmEULhoUQXuuKMwqvV5Z5YBwNy54jPavTtDy5MbruQyGDLXsbNTCKGR0t6uwO1mUBSuCa5tbYom7I2XzrOxRoplR4+SWEbEHs45Bt59Xb+/e1tMfnAiiJHgjiGoz/8e6ne/Dv72qwDED59a13N4ulsuEtdomvvxUyvAqicNu26WmQlMrBWvqzsUj+ETBEHEnZT+5tfW1gabzYaFCxdqj5lMJsydOxeHDx/GihUrgr7uyJEjuOwyX5Fh4cKFeP3114MuDwBOpxNOp97SXlEUZHnqYcaqdZi3CbHMVDMJbs97KCgQz/X1KTF5XxaL2IWqq92jXl9ODjBhggstLQZMnarG9HOXOU6xet+xhJVWQPtaXFYFNn0OGGNQ/t8DActareICXIhlvu9D3h/t+ystFaPp7DSgqUkP9/dev5qdDfT1Qt34rHhswZlQikqhZmYDQ4NgfT1guXmjGsd4Q3d1Mu2zlC6zvLzIShTOOceJ4mIVn/504P6cnQ1kZXHY7Qzd3QZ89FGm5zUOMMZQVARkZnIMDTG0tRk1x5M/UvjKz1eRmwsAocc3f75T20407ycVKC3lMBo5XC6G9nYDPvggE1arAf/6VxYY64l4fd6h+YwxLFki/n85dMioifZmc3jnOblMcbHYh9xuhp4eRetuHC6treJ4Li9XUVnpxsGDJhw7ZtKaDZSVjb15SwTeIf+J+HxidS4nUhPOOdQXngQa66H857eBzna4mk8BGZkAONDZBtZ0Emzi1GQPlYgxqXRs81MnoP7+QaD5FACAzVkIdumVYPMWB36/XHwO+PtvijuZWVCuuD68/7umzwGvPwrUHQI7+z/0bbdZ4H7iQbCCQijf/EFKfB7xIJXmm4gvNNfjl5QWy2w2GwCgsND3l/3CwkJ0dITOOrLZbDCbzT6Pmc1mbX3B2LBhA1566SXt/rJly3DbbbehqKgo4nGnCt2qEz0AjNWTUFYpyjCnTBHPDQwYUVVVNfpteBofzpyZFZP1vfMOYLUC8+dXjHpd3pSXy1uFqKqKzikSLwZmzEKn53bBJZ9FYXV1yGXlj82VlaaQn3elZ66jRbqNuroM6O42Awic3+a8Arj7eoWzDEDZ9V9HZlUVmouK4W5pQkmGAZkx2B/GE5M8P8I6HPpnKd1B1dV5qKoKX1ysqgLa2kSFAxA438XFQHMz4HCU42NPtu5ll+nbqKkBjh8HXK5yhJqmQ4fk2JQRj+1PfQp44gn9/uTJJSHXm8pUVQGnTgFudwVOnBCP2WyGqM5t8r+bWbOKUFUl1j1hAtDYyLB9uzgHVVREdt6cPLkSBQVATw9gNFZG/Blv81R3TZxowKRJQrCrrxe/oBQXA5MmjcFJSwBne+J7TpyIzf9z4TLaczmRmvRu+D/Y3toIAFB+dz9MU6ZhAEDOsguh9vfBvu195B4/gMKzzk3uQIm4kexj29XegpYH/hewD0IpKkHxt9Yh+/RzQi7PSy9F0+9/Dj7Yj4KrbkDh7LlhbWfgjHPR+dZGGE8eRaXn3Dm0fxc67r9TRHYAKM8wwFga2+/8qUay55tIHDTX44+UFssk/iptNPb0kcIlV69ejVWrVmn3FU8dvtVqhd2e+h27grL8MhjPuRgFxUVoaWkB5xx2uwFAOXp6VFgsraPexJEjhQByUFjYA4ulf9Try8sT/yyWUa/KB0XJB5CH5uY+WCyB3ReTCVcytNv9887AwDBv/vjxHACFyM0dhMVi83mOMYbKykptrqPF5WIAKjE0BOzYMQggG8XFvvPr9spRw/Q56CoqBywWuHPzAQAdx+ugFI3vLz+R4nBkAChBV5cTFosQ+1tbzQCywXk3LJbISleHm++SklI0N5tw8cUcDocou5s+vRUWi1iutLQEx49nYN8+K2prg5/fDhzIAlCE0tIhWCxdQZeRTJhgBFCm3bfb22GxpE4jjXApKyvBqVMZ2LevC1u25ALIxOAgUFdn0fpahEtLSwUABYqifxYLF5rR2JiNf/5TBaAgM7MfFsvIrjXvuS4qKkVPjxEHD3YgP9854mu9OXBAnD9KSuzIyXEByMOOHU4AJhQXu2CxtEf2JtOErCwFQAWamjiamlowXExPLIjVuZxIPXjdIbj/+Btxx5QBZ90hOD0lakOLzgHvbAO2vY+eze9gYHno8HRibJIqx7b6z1fA7YPAxKlg3/4xbPmFsI3wxZtd/1/A0QPoP3fFsN9TveElQjhwnjiG5hN14HWHoP7mxyIQ1EPrjq1QFpwZ/ZtJYSKdbz44APTYwCpC/2gOALz+GMBVsKkzYzVUYpSkyrEdLYn8IXCskdJimXSH2Ww2H4dXT09PgNvM/3X+LrLu7u5hX2MymWAymYI+NxZ3egnLyIQhvxC8bwCccy2zrL9fgdvNR/2lX2Za1dS4U/pz8u5EmGrj5BOmAEvOASurBMoqhx1fV5cQfIuK1JDLcc5H9R6zs7lWxrd7tzgmAuY3S1cOlEuv1J/LF8cY77Gl3OecbGSIv/c+KLMDc3NDz+dIBJvve++14Uc/KsSOHUKIFXllqpczUQ/5D7Vd73D/kcZWW+tEVpYKu128Jicn+veTTOTn0txswP79+v8HXV0M2dnhh4Q5nXozjpIS/fNbvNiBTZuytaw6MSfhf06ccxQXqzh5UmQKRvoZWyxiu5WVbi2f7Ngx8TWgrCy1z+HJpLzcDUXhcDoZ2tuZlh0Xb0Z7LidSC97XA/XxBwC3G+zMT4Fd9FmoP78bcDmhFJcCcxYAPR67/okjUK2dYF7dsInxQ7KPbXWPsJyzcy8E8grCGgtbulx0akUE10XmYq1TOj+wG+pzTwihbNFSEXi6cwt4w3Fw74YC45Bw59v9qx8Cxw6AnbcC7OqvgOX4VhzwukMi/uTALoAxKHfcBzbztDiNmoiGZB/bROxJesD/cJSXl8NsNmPPnj3aYy6XCwcOHMCsWbNCvm7mzJnYu3evz2N79uzBzJmkwEuxDPDtyhctJ0+KCy3ZpS1VkQHqsWpsEEuYwQDDN+6CctVXRlzWO+A/buNhQHGxuJA+dUrPLPNBhr9WTQS8fhFkBWZxo8cWt/GNVYJ1otW7Ycb2P9YzznBi48YOvPxyO/7zP/tw773dPs/rHTFDN7yQuVrDhftLjEZgzhz9HBDr95Mo5OeybVuGTyMGKXyFiwzMVxSOoiL985O5ZRLZuTQSvLvVRoqc78pKN8rKxHocDrEPUifM0BiNenOFVGwSQ4wN+AtPAV0dQEUN2A1rwabNFpllWdkouPKLIki9sAjwuEX4zi1JHjExHuGDA8CRfQBE3my8YdNmAwDUZx4BrB1AWSWU/7xDexynTsR9DGMBbh8A6g6K25v/CfUH/w1+WL+WVbe8C/X+/xFCGQBwDvXpXwuHICBEx4a6RA+bIMY9SRfL7HY76uvrUV9fD0CE+tfX16OjowOMMaxcuRIbNmzAtm3b0NDQgEcffRSZmZk477zztHU88sgjePbZZ7X7K1euxO7du/Hyyy+jqakJL7/8Mvbu3RsQ+p+OZGUBRmNshCO7XThTAGDy5NTuoqY7y5K+y4+KRIhlgN4RU1JT4zu/bMoM8avW5df6tg73OMvQ6yvOEL6daOWPTtF2wwyXM8904oc/7AkQaaSDSrrHgiE73dbUhCeEn3aavo2cnLEpvFRWinG/916mz+NdXZEJJDLcv6RE9XHvLljghMGgz3VBQeTzLo99eS6IBCmWVVToYpmkrCy1z+HJRnZUbm4msYyIHL5vB/iWd8X/m1/9FpjHnc1OXwbDb15A/uovasuyJSI7iv/1afAj+5MyXmIcc2An4HYL0bZ8+HK/mCBFsT4ROaBc919gmZlgE0QDC95YH/8xjAXqj4lg4vxCoLIG6O6C+tufgHe2gds6wZ8VwbDszE9B+cGvgOIyoL0F/IUnoT77ONQf3w71gf8F7+9L8hshiPFF0ssw6+rq8MMf/lC7/8wzzwAAli9fjrVr1+KKK66Aw+HAk08+if7+fkyfPh133303srOztddIYU0ya9Ys3H777Xj++efxwgsvoLKyErfffjtmzJiRuDeWojAmLsxtNua5UI/+orax0QDOGXJy1ABxJdVIZWdZJMiL9niLZd7rNxi45riRsMvWgC3/NJgUxyQeZxknZ1kA0lnmcjEMDQnhWro7vR2fiUCKQsM5y3SxLDwRZf58IZYZjRyZmSMsnKLI/dxfVLdaIztvdHSIz87frZWdzTF7tksr8SwsjHze5bk2GrFMiqOiDNN326l+Dk821dVu7NxJzjIicrh9EOqffwsAYBd9NiBnKKDz4EWfBT+4BziwE+qvfwjlv78HNntB9NtvawbftRXsws+CGZP+tZ9IMny3pwRzQWJKH9n0OVrHd3bW+WCnLRF3Jk4Rf9uawYfsYJlZCRlPqsJPHAEAsJmngX31W1Af/K4ox37iQSGgDfYDk6eDffXbYAYDlBtvhfrL74Nv/qe+EocDOLwXWBK6WQNBEJGR9P81582bh/Xr14d8njGGNWvWYM2aNSGXWbduXcBjZ599Ns6WLawIH/LyVNhsyqiFo4YGsftMnuxGqnfKlULFWHeWyYv2RDrLqqrc8P9+zRjTXWTe5JvF315b3MY2VsnN1V1EfX0KsrJU9PaK+ZT7Z6LQM8tiJ5YtWCDEssJCNeXPB6HwF4UlkQpTUpQKVtq4ZIlDE8sKCpJThllVpQaUgPo7zQhfyFlGRAvf+CzQ1Q6UlIN97osjLs9MGVDWfhfqo/cBB3ZB/cX3gNIKsNOWgK26RpRqRoD6p98AR/YDuQVgyy6K9m0QYxTOOfgrfwHyC8H+YyX4vh0AElOCCQComQKUVwFDQ2Brvqo9zAqKgMIioNsKNJ0EakPH66QD3NNdHrWzxDnga3dA/fG3tK7z8AhkTLRBB5uzEOyCleDvvi5y4UorgMN7wQ/t1typBEGMnrGtHBBRESuXVUODOGFPnpzaeWWAHq4ei5y2ZCIv2r1zkOKBtxgXkFc2DHpmGZVh+qMouoNMimT9/fEtwwyFnlmmIFgO6eAgQ2dnZGLZaac5ceedPfjxj8fu3FdV+R5Xp53mABBZZpnLBfz+9yKUd968wG6Vixc7tNtmc+TzXlIi5iNcAe+xx3KxenUJtm3LQE+P7iwrLlahKPr2qQxzeKqrpVhGX5uIyODb3gcAKNd8LWz3DMvIhLL2brCzzgcMBqCjFfy9N8D//tfItt3bDRwVOUhopGyotOT4YfBN68Gf/z3Un3xHxGRk5wDT5yZk88xggHLPr6Hc+9tAoXfCFAAAT/PcMs45IJ1ltcJ5ysoqodz4TW0Z9pmrwTyfl/bYNV+Hcsd9UNb9BsqFq8S6Du4BQRCxg771pSHS4eIdNB4Nerh/6l9k6c6y8SGWJdJZFq5YAgAokJllttgOaJwg98P+fgaHAxgakgH/ySnDHBxUgh4TTU1SxFNRWBieoMMYcPvtfbjiCnvsBppgvJ1lBgPHuecKYSsSZ9n//V8ODh40wWxWsXZtYHbI6afrAlo0ZZjDZZY1Nhrw8svZcHo2sWuXCffeW4Bt2zKxZk0JACHY5udzGAy+5xEqwxweKZZRGSYRCbyvB+juEnciLKVkGZlQvnYHlIf/Anb5dWJ9ngvqsLe/dzvAxbHNm09F9FpifMAPeYknDccBAGzu4oSW5LKMTC2nz+dxT25Z2gu5Xe3CYWcwAJOmaQ+zJeeCXfM1sAtWgq28OuBlTFHAZs0Hy8oGZs0HmAK0NIJbOxM5eoIY15BYlobIsPt0dJb19QV30owFBgcZ7PbEiGXROsu00syBfnBXoKsm3ZH7YW+v4lMSnGhnWXY214SaYKWYzc3iS3RNTeqXWMeS/HyuNSeYMcOlld6F6yzr6lLw4IMFAIA77+wJepzW1rpQW+tCWZk7ZNnncAwnlt16qxlr1xbh2982w+kE7rqrEJwz5OWpcDrFRHp3N/UuvaQyzOGhMkwiKpobxN+ScnFBGwUsKwfsDE9Tq1PHwd3hnzf47m36nRYSy9IRKZaxCy4TwfEQIfEpwURPyH+6O8uOe0TwCVPBMnxDX5WLPiuaIphMw66D5eYBk2rF+g6Ru4wgYgWJZWmI7iwb3VXwWHSWOZ0iXH0sIi+OMzK4T/5VPPB2mUQkluXkiV/GACrFDIIUxXp7GdrapPAZmAmXCPTcsuAOJSBCV+E4gDFdTDrtNKdW7hyus+xnP8uHzaZgzhwnvvjFgaDLKArw5ptteP/9NmRFkWccSixrblawdav4kv23v+XgssvKsGdPBgoKVLzzThs+/3kxntmzdRHbO1ONxLLhkc6ylhYDVPqoiDDhUiyrnjS6FVVUA5nZIsC7pTG8bTsdwP6d+gNdHeD24OclYnzCnU6g7hAAgF2wEsr3H4by/YdTJgCeTZTOsnrwdD6xenLJ/Jt/RIrWCOTg7tGOiCAIDySWpSG6syz66eccOHlSXFBPmpT6zjL/cPWxiHe4f7zdPtGKZUxRgDxZiklimT9SLOvvV9DaKo4fb6dPItFzywKdMpGG+48npIPotNOcw7q4/HG5gL/+VThH1q3rHlYAzc6OvqmDPDb7+hQf4f+NN8S2KyrcYIxrTQT+5396UFOj4le/suGllzrwwAM27TUypyw3V0V29hi13CaI8nKR8eZyMbS3j83/Q4gk0CTEMlYzeVSrYYoCTPa4Rk4eC+9Fh/cCQ3bAXKy7vi1NoxoHMcY4fhhwOkSQfuUEUQ45qTagA2vSqKgBjCaxn3a0JHs0SYOf0MP9RwObs1Cs79AekYNGEMSooW98aUgsnGWdnQoGBhQwxiNzHiUJRfEugUuRLwkRIsWVeJdgim3oc1pTE6EYKnPLemyxG9A4QQrVvb1M65goHV6JRuaWyf3Km3QWy77+9T6sWGHH6tWD2rEWThnmgQMmDAwoKChQcc45jhGXj5aCAg6DQZzDvUW8TZuETe0b3+jDAw90gzGO00934IYbhJOEMeCccxwoLta/QEtnWbCunYQvRqMubFNuGREuMXOWAWCTposb9eGJZbIEky08S9s+t1ApZjrBD3tKMGeeljoCmRfMYACkkHyqPqljSRbc5QRO1gEYvbMM0+eK/6ysHUBrcwxGRxAEiWVpiN4NM/rpl66yyko1qlKiZBCL951MZNnrlCnxd/KVl6swGDgyM3nkgkm+GQDAKeQ/AClU9/cz7YI7mtyqWDCcsyxdyzABYMWKITz9dBdKS9WIyjA//jgDAHD66Q6tEjkeMKYL5p2dYlytrQq2bRPbX7nSjuuvH8DWra146aWOYcciSy9JLAsPyi0jIoFzDjSfBACwGIhlmCLEMt5QF9a2+S4pli0Fq5ognqDcsrRCy66KsLlEImFabtnxJI8kSZw6AbicIsakonpUq2KZmUDtbAAAP7BzhKUJggiHsakaEKMiFgH/DQ1CuBkL4f6Sse4sq68XF2iJEMsKCjh+9zsrnniiK2IxlBWYxQ1ylgWgO8uSX4YpHW3S4eaNFAPSUSzzRopSg4MKBgeHX1aKVWeeGT9XmUSWYkoR7403ssA5w+LFDm3OampUZGQMv56ZM0V+2axZ1IwjHGRuGYllsYM3NUB97XnwobHbRTckvTagr1co3FKsGgVssqdLXjgh/6eOA7ZOIDMLmD0fqJoIAOCW8PLOiPjCh+xQ//xb8MN747iNIcATHM9mz4/bdkaNpyMmb6xP7jiShPr6i+LG7Pkxcf+xhWcCAPhbG6nRFkHEABLL0pBYlGHqeWVj52JaZgSNtrFBsjhxQjrLEvOZX3aZHRdfHEU3hALKLAuF97EnRapkOctkGaa/s0xVdTFgLJRYx5P8fA6jUczZcKWYnAPbtydOLNMdb2KeNm0SeWWrVo2g6Plx0UVDeOWVdqxb1xPbAY5TpLOMyjBjh/rHh8FfeRZ847PJHkrs8eSVoawyoMNdVJRXA1mekP8Ryin53h3ixuwFYKYMMI9YhmZylqUC/OP3wf/9d6h/eSx+G6k7CLhdQFEpUFYVv+2MEjZxiriRhh0x+d4dwK6tgMEA5YrrY7JOtvwzIqOuvQX8X/+IyToJIp0hsSwN0UWjyKb/jTey8NnPlmL/fqPmLBsL4f4SvRPh2Nzt6+vHiJuPnGUh8T72pLNMilaJRjrL/C/829oUOJ0MisKTJuSlCowhrFLMU6cMaGkxwGjkWLw4/r/kejvLOjsVbNmil2BGAmPAGWc4495dd7xAzrKR4Qd2hu2W4Y0nAE9YPX/3dXBbZzyHlnD0vLLRhftLmKIAk4S7jJ8cvhST7/tEvOa008UD0tnW3iI6JBJJRXP4WU6Bd7bHZxueEkw2KzaOpbjhcZahqx28vw+Ap4zYHtmPP2MN7nRCff4JAAC76LOxKdUGwDKzwD57rdjGa8+DD1IHXIIYDWNTNSBGRW5udGWYzz6bg08+ycCttxbh2DEp3Iydi2nvcPWxhsslLsgBYOrUFP/MPV23eA85y/zxLgWWjq5kBfxLIay9XYF3RY8M96+sdA/b0TFdCCfkX+aVzZ/vTEhXSe8unVu2ZEBVGebMcY4pp+9YRIplFgt9dQoGP3YQ6sProP7y++DtI3e24x+8rd9xOsA3vRjH0SWBphjmlXnQSjFPHgXvbAff8SG4y/cHND7QBxw/JJY/bYl4sLAYyM4BuAq0UfB30mnVu5LyfTvisgm+XwimmJO6eWUAwHJygZJycadRuMv4pheg3nYt1A/1cwR3ucDH0b7L//ky0GYBCovAVl0T03Wz81aITqN9PeD/+FtM100Q6QZ940tD9KD7yESjtjaxuxw6ZMKOHeLicCw6y8ZiwH9zswFOJ0NmJtdKgVIVyiwLjdwHe3oUtLcntwyzrEyFonC43QwdHfoxIcWydC/BlITjLEtkXhmgO8s6OxXs3Kk3FiDiCwX8h4a7nFCfeUTUJKsq+JsbRlyeb3kPAMAuXS0ee/9N8I7WeA81KvjQEHj90cheI51lNbETyzDZE/K/5V9Q7/461MfuB3/nNd9lDuwS9fSVE8BKKwBAOIsqJ3jGRaWYyYa3xFcs47ZOoOE4wJjuLkxltJB/j1j24TviPPLn34KfrAPvsUG97ztQ7/4vqP/6ezJHGhO46taOW/b5G8Gyc2K6fmYwQLnyS2Jbb74M7hHuA8bByVVOECMx9lQDYtREW4bZ3h54gZDuzrK2NgV3312Igwfja8GRJZiTJrmgpPpRWyK+nKOtaeQQ4jRDHnsnTxrgdotSx2R1IjQaRddTQBfIAAr39yccZ1ki88q8x9TVpWDnThMAYMkSEsvijXSWtbYaQKc2X/jf/yZytDJFRxi++a3/z955h8lVlm38957Z3neTbel1U0gngZDQQgdRDCJFQKP4KQKCBRUUUMSuiB8g8NlAFJRepAuEElogpJHeNtkkW7K9tznv98c7Z2Z2d7bPzO7sPL/r2mtnTn1nzpQz97mf+0HXVHW/wqYPob4W0rNQK78Is+aDux393L/DNOL+oR/5s/mx/vYrfVtea/CIZcF1lhmxjKYGnBeh3rOt47494ktnkUSN8eSW9ZJ3JoQW7W4Hf+fltk1BD2L3ZtZNmu67gDmMcTpicnAfuqzY9/y0t2Hf+0vs39zoc539+8+R3wxg1zaoqYKkZNSS40Ozj4XHwZxF0NaKfd+vu5S12v99Bvvai9H7+ncRQBCijeH+s1sIAQMpw3S78bpPHAdDUpI9ZD/0B0IonGU335zOAw8k88tfpgVtm4HYt8/phBkBv9Byx0C8J4S4RDpv+eOUYR48aI5ndrY9pKWOjjPUKfEF39hELDM4zrLuxLLqasWOHeYghs9Z5iuh3bjRiGULFkgOUajJybFxuTTt7crrDI1WtNbYD9yJ++arcN/xY/TzjwCgLr8apsyA9jb0a892u7695lWz/HErjAvCE26tP3jLlBEOZEy2G/upf2L/+XZ0deWAthFwu22t6LVvm9vPPdI3YaOqApoawbJMOVSwyB2DOuVcOHoZ6vwvmWl+wehaa/Qn6wFQcxd1XNcJ+Zfv5SGlvbTYBO/HxpnYipYm2LU1qPvQmz4CQM1dHNTthgo1zucs01vM65eJ0yA7DyrKTNlqVjbMmGsEtD//znT7jFD0ujUAqAVLUTGxIdmHUgrrK9+GjCwoOYh+2NdMQjfUo595GJqbvGMRBCEw0X22F6U47paGBoXdR62rqsrC7VYopbn33ipmzWrjoosaGc6ZoZ1xnGXB6oa5aVMszz1nutCtXRtHewgrUh1n2aRJw7/s1YQQe058POHNgsERbLU2r8GhDtB3Mq727/cpdo7LTMQyQ29i2fr1cWitmDSpnezs8Fw8cMa0YUMcTU0WKSk206YN/8+GSMfl8r1no74j5sFC9DuvGuFl63oTrDlnEeqYE7HOvgAA/caL6MaGLqvqmipwAuiXn2omTpkBYyYYkW3du30agm5pMbldWqPbWrH/7zfoFx5Fr30T+7ZvoXd+EpzHunWDETTAhJC/t7r3dQ54AvhzxqBig/djWCmFdcnXcF15g8klAhPa3+wJ8T5YCDWVEBcP04/quG6eEcsi3pUT4bQ7JXE5+d5MOachQzDQbW2wbQMAal5kiGVOGSaHD6A3fQiAWnQc1pU3QFIKjJmA9YNfYX3te6aJ1OED6Pv/EJFNALTtRn/8HgBq8fKQ7kulpmP9z/WgLPR7q7E9OZH6jRe8n2n6wN6QjkEQIh0Ry6IQ/x/sjY19E45KS81LZdQom7Fj3bz66hF+9rPakI0xFAw0q607fvWrVO/tujqLTz4JzdUhgMJCx1kWGT+I1cTp5kYvHbuiDcdZ5pCbO7TOTEcs83eWHTpkhDMRywz+JY+B2L/fPHczZ4bP2eVklrW0mM+y+fPbcEW5dhMu8vPNcx/tuWX6I48bYcZc1KprUZ//MtYV3zHZWPOWGOGrqTFguLTeuNYEzU+ajvLkaCmlUEtPNvM9WWbd7ru1BfvlJ7F/8BXsG67A/sEV2D//Lnz8nqkvzx0LtdXYt99k9jXYx+r5Yet0etYvPo52mx+89nP/Dug002vfMo9r1vxB7787VGoaZIwydzwCmDf/asZcVGxcxxWmzjBOt+KiPjVgEEJD+yFPll3eWPCUygY1t2zXJ9DSDOmZMH5K8LYbSkblQEKiEd09jQnUUYtQE6Zg/eZvWD++E5WVjUrLwLri20b8WfcO9q3XonduGfTuw5rdtdtXgkkIPx8cVMEc1HlfAEA/fC+6cBf6tf/4Fti/R7LLBKEHRCyLQhISNJbVP+HIySsLl3MiFDiOurq6wb/s3303jjffTCAmRjNvXqtnWvygt9sdjrNs2HfCdJjotLcXZ5k/zmvQYeidZUZ8PXBAnGXd0VvAf3m5eb6c/Ldw4Ah4DgsXSl5ZuPDvIhutaK29Ypk68Uys5adhnbESlWLiCJRl+coqX36yi5PJEbDUgmM7TFfHngRKwc5P0BVlgfddXYF9y9Xoxx+AhjozsarcdJ5MSMS67idYN98BC5eCbWO/9fLgHmt7O3rDBwBYq66FlDQ4UoJ9y1XY9/4S/czDXZxmuqEOvd7jHFl+2qD23yveYPRC89/JK5vbNdRdpaR53WbO+CIdXV1pnFQ9LWPb6PXvoxsGVt4bbNqcLqm5Y1FHLQRlGadUxZGgbN9bgjnnaOP0jwCUZYGnFBOtTXmq57Wt4hM6PA41eyHWd35qyjLLS7Fv/xF6EBdm7Tdfwv72ZX3OIxws+qN3AFDzjw1ZCWZn1NkXwOyF0NqK/dsboa7GPH+uGGisN6WugiAEJDI+RYWgolT/Q/6dTpg5OZH7A9px9QTDWfbb3xpX2aWXNnL++cbK/O67cT2tMmBs21cmFznOMk8IcdFeCfn3w3E3OuTlDbVYZvZ/4IARfCoqLKqrzXt9/Hg5btB7wL/z2ZidHb7nq7NYtmiR5JWFC+eCUVlZFDvLivZCWTHExqHmLQm8zMKlsGApuN3YD96Ntj1h9C3NsG0jEEAsy8qGgjlmuQ/eDLhZ/c5r5oddRhZq1XVYd/0b61u3oj7zBawbfoOaOQ8Vn4C14lNmBb+ugwNi52bzYzI1HY5aiDr9PDO9rNi3zK6Ozha99i3jkBk3GSaE1tmjxk0yNw7uMyWvu03Yf3cdENWi48wY178f0nGFA71/D/YPvoK+/w89L/f+aux7foF+/P7wDKwXvM6y3DGo5FSYNhMInoCpN3vEsu7em8MUNX6S7/bsBT0KfWrmPKyf3GWcWbaNfve1fu9Pa4391D/R/7wHGurQLz0RcoeVtu2wlWD6oyzLOPLSs0yeMJ4uxGMnmgWkCkQQukXEsiilvyH/4izzceCAi7Vr47EszbXX1rFsmQkZ/eCDOHq5wDkgiostWloUMTE6ctw+EvIfkMREn6sThr4Mc/x4I74eOuSivR1vV9dJk9pJThZbPvTFWeaIZeE7lvHxHUt6FywQZ1m4cETRqHaWfegpwZy7GJWQGHAZpRTWpV+HxCTYtxP9+nNmxtYN0NYKo3NNqWbn9fxKMQP9cNVOidanLsJafioqIQl11EKsT1+Mcn74AXjKOykvGVSnQe8P2wXHoiwX6pRPwcKlqOWnmWYGgN6zveM6TvOC5aeastRQ4imz00X7YPtGc3UtdywqOy/g4mrBUnNjz/agNkEYCvSGD4xQ8tE76KqK7hf0dPvTQQ7RHyiOWKY8jR/U0UY00eveGfS29b6dRsh1xcDs0Jf4BRXHWQZw1KLul/OgEpOwTvsMYN6nuq8hzHgco/f/L/qFR80EyzLP294d/Rpyv9m73WQKJibD7AWh3VcnVFqGyS+zLNOFePnpKKcK5ICIZYLQHdF7thfl+Jxl/cssi2Rn2UC6gAbipZcSADj22Fby8mxmzWonI8OmsdFi06bgW6qdEszx491D2jmxPyjLgomek/hCKcV08Hd1wtCXYebl2cTFadxuRXGxi23bzOs3nPlbw53enWVDcyHBGdeYMe1DLrpGE065rXMBKdrwL8G0lhzf47IqYxTqglVmvaf+gT58AL3RlDSq+ccEFJLU0ctNl8DiIvTT/+zQIEA3NoBHmFJHLex5oBlZ5oKNbcMA8rl0cRH2mv96mw04jiyVkITrqh9irbrWOEOUgrJidG2VWa9onwn3d8Wgjj253/vtL143zqFCv/K77oUGlTUaJheA1t7y0nCh29tx33EL7vt+FRQHj97tEb+03WPOnXYu2JUeQjc1Dnq/g0G3NOMuLzV38jxi2ULz2mL3tp5FP2cbbW3ozevM394dxq3pwX7pCbPNY05EJSQFd/AhRvnlq6mjFvRtpVkLjCBfXQH7dvZpFd3ciH33bej3XgfLQn3xGtSSE8y8D97o36D7id7oaV4w9+iwlWD6o2bMwfrJXVg//B0qPt7rfBWxTBC6R8SyKMVxjfS1DNP5YRDOXJ5g43OWDU4se/llI5addZY5QbEsOO444y4LRW6ZL68sMkowHdQETymm5JZ1wBFtYejFMsuCceOcjpgutm83r7VZsyLrtRZKHFGqocGiubnrfJ+zLLzH0gn5X7hQhM1wEvXOsv27obzUdFuc23unPXX8GcZB0dqK/aff+gSd+ccEXj4xCXXimQDoFx7DvvF/sB0nm+OcyuveOeXdjlJeMaK/pZj2y0+ZXLS/3wX1tZCcCjPndd2Hp0sfAHuMI0W/Y1xlzD/GBPCHmpx8iIuD1lb0h56mAj2IZQBqoXGXhb0Uc8824yxc9663G+pA0e3tHVxA+t3Xuhfg/I9/0b5B7Xeg6NpqE0lRethMSEk1JZh4BMypnlLMjzuWYuqGepO35smU0pXl2L+5AfvOW83fL7+H/aMr0UdK0CWHwHNM1Znnh+mRBZGJU1BLT0adfQEqLbNPq6jYWG+5aV+cebqhDvu3P4It6yEuHuvqH2GdcAZq6Qoz/8O3B+VE7XX/nk6fDGGJrMofb15zgJpgnGUS8i8I3ROlZ3tCf/O7nB8Gkewsc8SypiaL9gFqARUVFmvXmmyyM8/0/XJetswJ+Q9+blmkdcL0IvbugPg7y/Lyhl58dkL+i4pi2L5dnGWdSUvTuFzmmHV2l2k9dCXqo0eb/S1aJCWY4cS5YORk1UUbjhik5i1BxSf0uryyLKyvfNtkfh3ab4Klk5K9QfMB17nwCqwrb4D88dBYj/77XUZs+MTXJa8vOGVuup9RAPpj4yZjwlTUmSuxvv3Tbl0gyhE59mxDt7Z4w/6t40Mc7O/s33LB2EnmTmurceV5ct+6XcdxMu3YhHaaJIQBvWW997YdoEtqj+tWlOG+6RvYj/7VTCjaB60tppwtLs7EPRTu6rpec6NxHTn3h+B8RB8sxP7eKuzf/dA4DwFyx3VYxluK+bERfPSREuyH78P+/pex7/kF9o1fw333z7B/9m3zOJOSjSsoORVqKrHvug39n3+ZL6V5S1Bju5Y4D3eU5cK64jtY53+xf+t5y1jf7VXw0U/+wzg/U9Oxrv+FL9dt1nzTPbS+btBCbrf7Li+FwweMm60XQTtsjJtkrprW1UCEl2ULQqiIzrM9wRs03lexzBdiPfQ/7geKv6NnoKWYr7ySgG0r5sxp7RCA7uSWffhhnJOdGTQcZ9mkSZElVKpJEvIfCOe9FxOjuwS1DwVOyH9hoc9ZJmKZD6V8uWWdxbL6ekVzs/ksCfdn49VX13HJJQ1cdNHQlhVFGz5nmYtouxCv62pMwD6gTj6nz+up9EwjmDn35yxG9ZApoCwLdfQyrJ/cCROnQUsT+vlHfXllff2hmd9/Z5lubfGGXVtX/gDrgi97c30C4ohlu7eZLLfGehiVA72ViQYRNd4v62nGXFRczw53lTfWOOLcbuw7fxrU7DJdfBD7r3cEzAfzF8vYsblf3bL10w+ZMsrX/oOuqfKVYE6fjVq0zCwTKOTdcXI5DIVY9vG7xhG5exv2v/8MgMod02EZ5zGwayv2C49h/+Qa9OoXjCCYMQq0DRvXGlFj3CSsm+7AdfMfsH58pyk5Li4yjSUA66zPhfXxDTlHLYT4BKg8Aj3EfujiIvQa0/HSuvIHqMnTvfOUy4VacqJZroeS3sHgNF5g2iyvq3CoUXHx5qIEDMl7QxAiARHLohSfWBY9ZZjx8RAf37/H3Rknr8wpwXQoKGgnPd2mqcli167gBosVFZnn3gljjxhyxkCCJ+S/uGioRzNscFydOTluhkNXd8dZtmZNPM3NFgkJmsmTRdz0p7uQf+ciQkqKTWJieJWTJUva+N3vasjMjDLFZohxHH1tbYrq6hCHtw8z9OoXTDj/xGlQ0L0zLBBqziLUZ74AMbHeMste17FcWJ/7km/fleUQEwvTe3ZOefG4d/rlLNu/B9ztxmUyOrf3MU6b5VlvN/q1Z820k842jq9w4ReM3lch0brsKuNO2rsD++ffRR/YO+hh6LY27Ht/abpP3nFLB3FM19X4fozPNkKifvmpvm330AFflpRto9973SuWqWmzUctONcutfQvd1vFqpXaEUpc5HsF4nP1Fe7q/AtBkMviUUyLsQY3K9mXJPfUPc95UMAfrO7dh/eZvWLfejTr106jTzjNdXz1lyCpzFNbVPzLuOjDirfOajBJUXHyfSjHtJx80ouX8Y1AB3JfquJPNNjauRTc3BX2cTgnmcOtS6pRiaumIKQgBGQY/1YShIDW172WYTU1QWxv5ZZjgEyoGkltWX694+21zxbazWGZZPjfOjh3BDe08fNic5EVMJ0wPyrJ84aHyJezFEaqHSyi745DcsMGcbBcUtDm/KwQP3YX8j4QuwUL/iI+HjIzoC/nXrS3o1c8DoM5cOaAuj9anL8b642OoGX0UuwA1a74pkdKe91jBHBNM3Zd1/Zxlfc3j0bu3mRtTZ/btMWbnmxLT9nZTGhgTgwpTCaaDN+QfUHOO7ts602dj/fB24yqprsD++12DHod+7hHfhbG2Vuy7f+Z10+itG8z08ZOxnKYPH72D7kPzBfvZh0x5YYrJgNNv/xc8x0lNnwUz5kJWNjQ2dMn88roKZy0w/w8XoVtaBvoQ+41ubvQGz6tzPu+b0clZBqCOMSHzxMSiLvoq1nd/hpo1H6UUaswErIv/B+uiK7qUP6tJ07G+9n2YOA3r818JfQfWYYg62uMu/DhwKabetRU2fADK8grwXRg/BbJGQ3ub110aLHRzE2zfZMY6zMQyiUwRhJ4RsSxK8QX89/6l6vwgSEjQHfKWIhFfF9D+v/TffjuelhbFpEntzJzZ1eU1Y4aZtmNH8JxlTU1QUWGe/zFjIkssA1ATJeS/M45QnZc3PI7nxIkdxxHotR3tOGJZZ2eZk+UY7nB/YWhxjnc05Zbpd183YfejcnwlYwNADcBO659h1K+sn5wxpo66sd6Ur/UBvccjwkztmztHKeUtxQSTn6RS0/s+xmAwcZpxJS1c2qW8rydU7his7/7M3DmwB11TNeAh6AN70C89brb71e/CgqXQ3oZ9zy/RB/eZQHVAzV5oykZnLzRdLN94oeft7t8NH78HSmF982bT4bTsMNRWG5fhxOmmbPf4083yb73UcQMeV6GaOc+ImtqGQ4UDfpz9ZucWcLshOw9r5eVYF3yZhKOXBczdU6eci1p1HdaP/xfrtM/0672i5h+D66bfezP0oo45Rxt33ZESKOroHtS2jf3Y3wBQJ5yOcsoOO6GUgkmmNFMHyL8bDHrbRiOoZ+dB3rjeVwgj3i6kQ9T8QhCGO9Fzpid0oD9lmL68MjeRfsFqMM4yJ2h/0aLWgM/DjBnGWeaEpAeD4mKzz8REm4yMCBQqPWJZf7JJRjrDz1nWURybNUvyyjrTXWaZOMuiE+d4l5dHh7NMa+0rMTz9PFSYradq0nTUaZ+B7DzUkuP7vl5cvHEcQZ9yy7TWsGe7WbcfooPyK3vrT5ZbsFCxcbh++DtcV/2w/+umZ/oc4Ns2DGj/urgI+0+/MyVuRy/DOvYkrK9/32RJtbdh/99v0Vs9Ypkny81aYZ4n/d7qHrsP2s8/atY75kTUlBk+9xXApOmoWHO+pZafBsqCnVvQxb6yW6cMU+WNGxIHjVOCqWbNB8A663yyf3onKiGxy7LKcmEtP9WMVegXKj4B5pjuvHrdux3m6XdeNe6++ETUpy/peTsesSxQs4jB4C3BnLt4+Dn/nHLz6gq0LecygtAZEcuilP50wxxJPwgdZ9lAxDLneXAyazrjOHKckPRg4F+COdy+X/uCNxj54D4J+fdw3nlNLFnSwuc+NzyC2TMyNOnpvte0hPt3pTdnWaSXpwv9wzneUeMsO1hoxKbYONTyU4dkCNZFX8X1iz+hMkb1b8W8fnTELD1s3HMxsV5hpS+ooxaZLIapMzu4zCIF5ckQY8uGfq2ntcZ+6yXTobH0EKRnYX3hSrPNmBisK74D6VnG3VVTZZw/02ablecuNsH0dTWmPC7Q9hvqYJMp41RnX2D+L/eVuKrpfiJl1miY5xFL3nrZ/LdtKPOIpHljvdlMhDG3rLNYJoQOtch0edUfveMtxdT1tegn/27mf+YSVEZWz9sIlbNs5ydm+8OlC6Y/aRnGgWvbUN83B64gRBNRcqYndKY/zrLS0pHzg9D/cR85YvH6633LPgH/kqvAYpnjLDt4MGZAYlwgDh2K3BJMQEL+A7BoURtPP13BokXDR5Tyd5fNni1lmJ3p3llm7ncnoAsjE+c7wDn+Ix293pMDddRCVELS0A6mn3hdOqWH0KWHsf95T7fCmVOCyaTpqJi+O8TVuElYt96Nde0tw8810gfU7AWAcZb1OdvNdqMfvg/9j3vM9/vsBVg3/R6VluHbbmo61le/g/dKX8FcnxPM5UItM8KX/fYrgffx0Tum2cK4yaixE83EKTO8DQ2Uk0PmwTrpLLPee6+boP+qcjM2VwyMzg17kLmuqYJD+82dGfPCss9oRs1bYoTussPe510/9U+or4MxE1CnnNv7RhyRvLwUXVcblHG5a6t9XVmnzAjKNoOJiokxJcoAQeyMKwgjheg40xO60J+A/5HQCdPB/3F/4xuZXH75KN56K65P61ZUOD+MAwtXmZnam0O1c2dw3GWRGu7vYEL+nRNUKcUcrkyYYF5fo0e7RfgJQG9lmCPhs1HoO45YVlYWJWWY698HQC1YOsQjGQCOs2zXVtOh8c2X0C88HnhZpwRzAN0EVd44VFLKgIc5pEybbVxf/uJOD+i2Nuw//Rb9xougFOpzX8K67icBXTtq5jzUysvNcstO6TjPaYSwdUPAoH+nA6ZaepJvHaWwvnkT1jdv7urWOmqhKbttqDNdEZ3S25x8UzrsKTfl0P4eSz+DhfYEujNhCio1LeT7i3ZUYpJ5DWBKMe3330C/bVyG1qVXGlGot20kpUCupzHI/uC4y1p3GFcZeWNRyalB2WbQcd67IpYJQhdELItS+hfwP/KcZTt3xvDee8ZVtmlT38SyvpSjOu6yvnTEdLth924XPV3IdTLLItZZhl8pZj/FMvvff8b9+5vRreHrXBWtOGKZhPsHprcyzO4EdGFk4gT8R4OzTB8pMWWYloWaP8y6uPUBr7Ns306oKANAe7oTdsbphBltIekqNhYKTIdSb9dKD7qxAe153sA4yux7fgHr3gVXDNbXvod11ud6DKO3zr4A64+PYS05ocN0lZ0Hjqttzasd91tRBru2GpFtyYkd18vKDthRUFku1AmeoP+nH/J1NvUIpozOhcRk41brS1nuYPFkwEkJZvhQRy8HQL/yFPqvvwetUSecgSroRwfeSZ6s3U6lmLqiDPu91X3q4OpP6/bNZruTh5+rzEu6Ecu0iGWC0IWRf6YnBKR/Af8jKbPMPIb//McXrrpvX9/cAeXlvZdcOR0x+5JbdscdqZx0Ui5PP+0by8GDLu6/P4nmZnM/4sswwS/kv++lD7qlGf36c7Bto7fdthA6Tjqpmfh4zdlnNw31UIYlvZVhirMsunCOdzQ4yxxXGdOPQqVEoDvGEUoAHFdHyUF0Y0OHxfSBvb6ogD52whxJOCWNThA/eDLJ7rgF+8avYa99y0x77lH4ZB3ExZuy08V9a7igYgNflFTHn2G2+8YL6EMHfPv27I+COSaPrK+P45RzTcfBijK00xzA8xpQSkG+EU91ce8NH3pDNzfi/t9bsZ98sOs8txvt5K15BEEh9Kj5S0zZreciq/rUhajLvtG/jXhzy8wFXt3UiP3k37Fv+gb6b3dg/+hK3Pf+ynxm9IEWj1g2nPMMVRCdZbq5Efu5R/qWEykIEYCIZVFK/wL+R46zzHHUNTT4Xvp79/YubNl272WY4AtH70tHzA8+MCeP69f7lv3FL1K56aYMHn3U5MI4ZZiRLJYpj1hGUT9C/g/tx7HcacfCLoSME09sZceOYlatGh5NB4YbgZxlWvu6IY6ECwlC3xlqZ1lPHct0RRm6sT54+3JKMBceF7RthpX0LMjJN+LON2/2dX7zczrr1hbsv9xu7iw6LipL5pwulezaYvK+AIr2mq6A2jYiwVP/RD/3b7P85VcFRQRSC4+FyQXQWI/9+5vQJYfQba3oD9408485sZctdNpeUgrWVT+E+ATQnvdJrq+7pNdpGIQMVf3ac/DJOvRLT6CrKjrO3LHJNC9ISYOCuYPel9A3VFIK6qSzICML65qbsD57Gcrq30UNb0fMfTvRVRXYt16LfvEJaG8zQqy24eN3sW+/CW33fE6rbTetO7aY7Q7DvDIvjlhWEwSxbO3b6Gcewn70b4PeliAMB0Qsi1J8zjLVYxkgQGnpyPlB6HTD9KcvYll1tYXbbYTFvjjLduzofZvOfg8c8C27c6cRzj76KA6tR4izLCffhPy3tULxgd6XB3TRPt/tHZtDNTLBj9i+51lHHY5YVl9v0er5HVlTo2htdT4TIvj9KfQbx1lWWWkR7ia/9pr/Yl97Mfrj97rM08VF2DdfhX3Xz3rchm5rNcJHLxcidG0VeELv1cJjBz7oIUQphfWj27F+8SfU1JmoyQVAx1JM/fgDRjxJz8S67KohGukQM2aCERZbW2HzOgD0+2+YeXHx4HajX3jUlLUtPw1r6Yqg7FbFxGJd92MYNwlqq7F/8V3say82F8xiYrxldf3a5rhJWF++znc/3yeWOc6ywZZh6uZG9H+f8dzRPiecM3/t22bfi5b1KStLCB7WJV/D+s39qPnHDGwD46eY7ra11di/+5Ep3x6Vg3X1j7B+/n9YP77TiLGN9dCbQ7H4ILqpwSw/ZsLAxhMOMoJYhll5xPzftaXHC+S6sQH77VdM11tBGMaIWBalOKKR1qrHzo227Ss/HAnOMsdRBzBnjvnVW17uora2Z4ed4yDIyLB7FBUKCtpRSlNe7vI+b4Gor1eUlBghrKjI/NcaDhwwtzdtiqW2VnkdcGPHRq5Q2THkv4+lmEV+9vYDe7uUzAhCOElL01iW+cx0SjGdDMP0dJv4vjfVFUYAWVk2lqWxbeV1HIcL/f4b0NKM/dC9XRxkevXz5qLE3u09BpjrV/+DfuFR7P/7Nbqluev8tjbst1/B/vUN5otp4jRUVnawH0rYUEkpqPRMc8cpsdpn8oj0Jx+b5w2wVl2HcrrCRRnKL4DffuExU0boEYCsK74NCz3NHcZMQF3y9eDuOzkV69s/hfzx0NQI7e2Qmo4671JU8sCaJqijl6O+fB3qnM8b55ozPX88ALp4kGLZ6hehoc6IKviaEQDo9jZvB1l1zAmBVhdCzGC60qr4eBjj6b5adhjSMrCu/zlqwbHmfTJukrdZhO6lCYDeu8Nsc9J002RimKLSR5kbwRDLaqvN/+amjufyndCv/wf94N3ol58c/D4FIYSIWBalJCVprxuiJ2dVdbWira13R1Wk4O8su/jiRq8AuG9fz1f++hrknZSkmTjRLNOTu8z/OT9wwIT8V1RYXnFs9+4Yb0fNzEw3iYl9a+c+XHECUynsW8i/v7MMbZugX0EYIizLl1vmlGKWlZn/TkmeED24XDBqlJNbFr7TKG3bcMBzwaG2Gv30Q755zU3o91abO7YN5aWBt9HWin7tWXOnrsYrFHnnu93Yv78Z/eDdUFYMyalYn/tS0B/LUOE4yyg0zjLbKStc8SnUnEVDNaxhgTr9s8YBs383+vH7TXfM5FSYt8QE+X/jRqzv/9KICcHed1oG1g9+jfWNG4x75/YHsc763KC2aS07FWvl5R2FE8dZVnqo1xK67tDNTehXnjLj/vyXTUZW0T6000l0ywZobDBOvemzB/EIhKFCTfaUYnrKt5VTvu3Md+JFerkA7IhlDOcSTAhuGWZdje/2zh7cy55utf5ZhYIwHBGxLIrpS8ng/v1m3qhR7hHhnnCcZUppzjmnmSlTzHPQWymm4x7oSylqXzpi7tnj219jo0VlpcX+/b6rTlorXn7ZBP+PGRP5IqXPWda7WKZtt+m+Bt4TTb1TSjGFoaVzyL/jHB0J5elC/3GOu+MwDAtlh43zxnGzvPGi9zNVr33LXMl3KD0ccBP6vdeNCOIy30H65SfRzb6sQv36c7B7KyQkoi68AutXfxlZ3fwmeEqsqivRGz+EPdvB5TIOpChHpaahTj4bAP2qEVTVkuNRMbHmb9FxKKdJQij2n5xiyhZz8gflDOqRUbkQE2McmBVH+rWq3r0N+/H7sW+/CeprITsPteJcmHu0me9xl+mPPCWYi5f3Oy9LGB6ok8+GGXOxrvqhL8PMH2/jqp7Pab3OsmEc7g/4xLLa6r5nC3eH4ywD9M4t3S6mq8rNjbLiwe1PEEKMiGVRTF/C6DdtMvPmzu2+pCOSmDOnjdxcNxdc0ERurt1nscz5QdQXd9306Wabu3Z1v01/sQyMu8wRJh1eeCEBgLFj23vd53DHG2x6YK8vPLg7yopNJ6O4ONQJZwIS8i8MPZ1D/kdSl2Ch/ziu5LA6yxxn7uQCE3yubey/3oEuPYx+80Uzz5OPpEu7Zulo241+yZS8qPMvh5wxUF9ngsoBXXEE/Yxxq6nPfwXr9PNQCYldthPJqPgEb4mV/fC9ZtqiZb5ucFGOOuOzEOfrXKmOPXnIxhIKlMsFuZ4Oqf3ILdM7t2D/5gb0y0+ZpgfKwjr/iyiXC2vpyWaZD95Cf/wuev0HZl9LpAQzUlETpuK6/ue+xhed5zvVEkV7A4pLWmvjqjpsXFPKrxR4WJKaZi4iaN1B7BoQ/uvv2tK9g7PSI5aVl/bYtEYQhhpJnYxiZs40Isz27d2/DByxbN68kSGWZWZq1q3zladMnuyUovZ89c8pw+xLyVV+fu8/ogKLZWYMSmm0Vl7xbEQ4y0bnQlqG+RLdvxumdV+a4C3BHDsJNWseGjy5ZfWopIHllwjCYOkslvmcZVKGGY0MibOs0OTjqEnTUWd9Dr1tIxQXYd96rXHKxMSiTjgdvfqFgM4yve49OFICyamok86GtEz0X3+PfvkpbLcbvXsrtDTD9Nmo408P3+MKM2rydPTBfd4fa+qUTw3xiIYPKi0TdeLZ6FefMd/bw90RMwBU3jj0of3o4iLU3MXe6VpraGpEJSV3WF63tWL/449GSJg5D3XMiahps32NA+YtgcQkqDyCfe+vzLRROcO/9E4YODljTOOq5ibTHGTcJO8svXsb9t/uMJ+1QMyYCZCeaV5fwxRluSAtE6orTClm5qiBb8xfLGtsgIP7vRlvDtq2wekg295m9hvBuZjCyEacZVFMX8oFN240Vxjnzx8ZYhmAUuYP8DrLesssc8ownZyansjNdbJsuv8R5YhlGRlm2YMHY7xdMY87rqPzKqI7YXpQSnlPuvWe7T0vfMAEgqrxU1AZo8xVYMktE4aYzmWY4iyLbobEWeaU/EychsrIwrrpDiiYY4QyQC0+HqZ4PmdLAjjLnJylU85FxSeY8PFxk6GpAf2ff8G2jeCKwbr8atOYZaTi7/KYMAWmzhq6sQxD1KcvQp14pnkdhKoccijxdsTs+B7R77+Bfd0l2G+80HH6C48ZF1paBtaVN2CdcEaHDpsqNg61wiO4jpmAWvEprKt/NDKfOwHouXGV/dB9RiiLT0QtO4VRP/rNUAyx/zju2kGE/OvmJlMZAt6L4gFzy2qrwe1XNSOlmMIwJiKcZU1NTTzyyCOsXbuWmpoaJk+ezKpVq5g2bVq367z99ts8++yzFBcXk5SUxIIFC7j88stJTQ1d3kKk4WSWlZa6qKxUZGV1vOrR1KS8IfPz5vVSOheh+Jdhau0T0TrjuAf68sPYcZp09yPKtn1OtpNOauaZZ5I6OMvOPbeJd9/1BcSNHRv5YhmAmjoLvf599O7tcGb3y2mne47nSpSaMQddegi9Y/PAW4ELwiDpzlk2EroEC/3H+S7oqetxMNFut+9CgidDR2WNxvrubeiXn0JvWY/69EXQ0GDcuJ2cZXrfLuNMi4lBrTjHrG+5sL73c5N3tmsr+sBeI6R5OgaOVNSk6ThnO2rFp0TU6IRKSkFdfvVQDyN05BmhSxcXdZz+yToz/dl/oY87FRUfjz50AP3iEwBYX/h6t905rZWXoz99MSqmh3bpwohCTZxqhKD9u2D5qQDokoNwcB+4XFi/+D+s9Ezi8vOhOALEII9YpqsrGfAnohPuHxeHmrcYvXureY5O+0zH5Zy8Mg/6SAlq5ryB7lUQQkpEXDq877772LRpE9dccw2333478+bN47bbbqOyMrD6vX37du6++25WrFjB73//e77zne+wZ88e7rvvvjCPfHiTkqIZP94J+e/6Bb9lSwxutyI7201+/sh0T0yY0I5Smro6q8cfPf0puXKcZUeOmC6XnSkutmhqsoiJ0SxfbkTIoiJfZtncuW1eEQ9GhrMM/AJO92zr2Y7uKcNU4yeb+06QagCnhCCEi87OstLSvucYCiMPRyzryUEcVIqLzBX7+ETIHeOdrCwX1tkXmHydnDGQm29m1FR2DO5/07hl1OLjUanpvvWTUrBOPgfrf67Hdds9WB4hbUQzZoL5yxuLWnLiUI9GCDNeMbj4YIdzEe0IzHU16Hf+i25vx77/D8YBs+BYWLSs5+2KUBZdeEP+fc4y/dE75sas+ai0jCEY1MBRweiI6ZRgpmagCuaY27u2dM0kq+wolomzTBjODEosO3ToEH/4wx/42te+xiWXXMLeveaq52OPPcYnnwQnkLu1tZUPPviAyy67jNmzZ5OXl8eFF15ITk4Or7zySsB1du7cSU5ODueccw45OTnMnDmT0047zTs+wUdPHTE3bTIlmPPmtXXruIp0EhJg3Dgnt6x7o6WTWdaXH8aOoNbSoqip6frEOSWYEye2M3myrxlASYnLM93NggU+J99IcZYxcaoJn66r8WY5dEbXVJkvW2XB2EkAvpbd5aUB1xGEcOA4y6qqrA7u0IkTI78Bh9B/HEehI5qGGl8J5tQeSyRVUgo4Ylip+QGiG+rRaz0d+k46O6TjjASUy4X14zuxfnwnaiS0+Rb6R+5YU0bQUGe6WuLJK/O7IKdffsqUJu/fDUkpWJdeKQ5EoQNqohPyv88b8q8/WmPmLT5+qIY1cNIHX4bpFcvSMoyYGJ8A9XXevE0HXdmxE60+ImKZMHwZcBlmYWEht9xyC4mJicyePZv33nvPO6+5uZn//ve/zJkzZ9ADdLvd2LZNbGzHKzZxcXFs3x44+2jGjBn8+9//5uOPP2bhwoXU1NTw/vvvs3Bh4K4mAG1tbbS1+XK5LMsiIcF0I4zkL0hn7N09hpkz23n1VeMs67yME+4/f35bRD8HvTFlipuiohj27o1h6dKu2WxaQ0WFU4ape30uEhMhPd2mpsaivDyGzMyOP6b37jXP69SpbiZOND/ADx82b8WUFJtRozQLFrTx5JNgWZq8PLtPz39vx3qoUXHx2BOnwZ7tsHcHys8d4aAPesL9c8dged5/OGJZhRHLhuvjCzfD/XiPNJwy9aoqi0OHYmhqsoiL00ye3Lf352CQYz38yMszn90lJRaggnpBKeDx9ob7T+v9dZA31lyUKDuMmjQN/e5rJtds/GTUtFnyOsLTFdEVxuYMPSDv7/CiEhKwR2VDeRmq5KBxANVUQUuTuVCXkgaVR0xWGWBddhVW5ujg7FuO9cghd4xp7NDUiCouAlcMHNpvch8XHodSKqKOt8ocZcrTqysHPF5dV222lZ6JFRuLXrgU/f4b6Hdfx/JvFuKUYeaNNSJ1WUlEPEc9EUnHWugfAxbLHnroISZOnMhNN91ETExMB7Fs2rRpfPDBB0EZYGJiIgUFBTzxxBOMHTuWjIwM1qxZw+7du8nLywu4zowZM7j22mv5wx/+QFtbG263m8WLF/OVr3yl2/089dRTPP744977y5cv57rrriMzMzMoj2Oo6e65WroU7r4b9u5NJjMzmYsuguRkePBB2LLFLLNiRSr5+SM3623OHHjzTThyJIP8/Iwu82trobnZ3J47N4ekpN63mZ8PNTXQ3p5Nfn7HeSUeU9X8+QksWpRATAy0e/S0qVMtxozJ58wz4ZZbYNIkxfjxnTbQC90d6+FA9bzF1O3ZTmLxAbI6PzFA3Yf1VAOJU6Yz2jNfjx7FQaWgtZXcpARcjlVcAIb38R5JTDcxUdTUxHHkSA4AM2b0//05GORYDx/S0sz/xkaLlJR87/1gkpOWStM7r+PKzqX6wB7agKyFx5AU4LPTn8pJ02jYtZWUhlrScnMpWfNfbCDzvItJGdP1IoUwPJD3d/g4MmkazeVlpDXWkpKfT/ORQxwBYvLGkHzGZ6n5+90AJJ14BqPOuzDo+5djPTIomz6blk0fEb/mZVyZo6kDEhYeS/a06R2Wi4Tj3TR5GuVATEMdeb18x3RHje2mFkjKHUNWfj7Nn76QI++/AR+9Te51P8KKNxfByxvraQKSFy2l4YUnUOWl5OXljQihKRKOtdA/BiyW7dixg29+85vEx8djd6pFTk9Pp7q6erBj83LNNddw7733cuWVV2JZFpMnT2b58uXs27cv4PIHDx7k/vvv54ILLmD+/PlUVVXxz3/+kz//+c984xvfCLjOypUrOffcc733LU+ZQ1VVFc2OUhKBKKXIy8ujpKQkYE5UXl4MkM2mTTY33NDAs88aUSw5uYFt25IAxbhxpRQXj9xcntzcJCCdTZuaKS6u6jLflFvlkJxsU1NTSk1N79scNSoLiGfbtipmzer4+tm0yczLza2mrKyJsWOzvXllY8aYMYwbB7/5TSLTp7dTXNy3TqS9HevhgJ1nskIaNq+jee8e9K6tqMnTvRk67sMHAWiOS6DYPxA1YxRUlVO6ZRNK2rEDkXG8RxK2bT4Hjhyxee+9eiCNKVOaKC6uDvm+5VgPT9LScqmttdiw4QjTpwevHFcpRW5uLod//n30ho4XHqvTR1PTS1i0nWYu8tXt3kH9y//BPnwAEhKpnbmQukgImo4y5P0dftyZ2QBUb/uEugXLsLduNtNH51F/9PHw7L8hJoaW81d1PBcZJHKsRxb24hNg00c0vva8d1rr3CXe10wkHW/t+ZnXVl464Ne8cw7fGBNLS3ExOnssZGWjK49Q/NIzWMeYjMj2YrNc09jJoBS6qYHiXTs65GkO6DHo3qt/QkUkHetA5A9QII0GBiyWaa2JiQm8ekNDQ5eyycGQl5fHrbfeSnNzM01NTWRmZnLHHXeQk5MTcPmnnnqKGTNm8JnPmO4bEydOJCEhgVtuuYWLL744oFssNja22zFH4ou+M1rrgI9jypQ2XC5Nba3FXXf5uvz85S/JAOTlucnJcQcMqh8pOD9yNm+OwbZ1l3IaJ9x/9Gi7z68FJ7estNTqss6ePab0Y9q0drTWjB/v9oplEye2e5e/9FITztzf5767Yz0scISug4W4v/tFaG1BLTkB62vfM9OdTjop6R0fw6gcqCrHLi/FmlwQ3jEPc4b18R5BZGSY93RdncXWreb9WlDQFtbnXo718CIvz01trcXhw4pp04J7XBrffNkIZa4YGJVtch4nTEWPzu39SyHHuMd0yUH00/8APFll8Qny+hnGyPs7jHi6beu9O8zzXmJ+vDulddbP7jX34+JDckzkWI8M1HErsFLTsB+4ywTju2JgwTFdjm0kHG/tZJbV1WC3tQ6oYYWu9RgOUjPM41UKtewU9HOPYK95FbXkBDO/wpNZlpMPmaOgstw02EgZuEXbfuEx9OoXsK7+obdj9FAQCcda6B8DDvifOHEia9euDThvw4YNTJkyZcCD6o6EhAQyMzOpr69n48aNLFmyJOByLS0tXZRlxykmL+COxMfj7bxo24qzz27i8ssbvPPnz2/tbtURw+LFrcTFaQ4ejPEKWf70J9zfISfH1xHTn/p6xaFDZtrUqeZ5nzDB50jwvz0SURlZkJ1nfuy1tgAd27drRyxL7fiFqUZ7hHEJ+ReGiPR0jWWZ74/33zeh4E6DFCE6cTofO81ZgoWuqaL6vt8CoM69ENfP/w/r7kexfnR7366a5441//fvhoOFkJiEOvtzQR2jIEQyavpR5saBPeiWZl+3bc97R8XFo+Kk+YPQO2rO0Vi33oU65/Oor3zLNFmJRFJSjdgHUFM9sG34B/x7UMtONTe2bUBXHkG3t4EjqmWNhmxP5MogQ/71unehugL7/v9FtwXIny45iPb87hCE/jBgseycc87h9ddf54EHHqCwsBCA8vJynn32WVavXs3ZZwev49KGDRvYsGEDZWVlbNq0iVtvvZUxY8Zw8sknA/Dwww9z9913e5dfvHgxa9eu5ZVXXqG0tJTt27dz//33M23aNLKyJO+oMzNnmh98aWk2P/tZDT/+cQ2zZpkPmqOP7lsJYCSTlKQ59lgjCr7xRkKX+Y5Y5rjF+oLTKa2srONb7N//TkJrxZQp7d7ueuPH+7Y7ceII6XzZA9blV6NOPw91qackus6vrrW+zvzvfHXJ2xGzLPQDFIQAuFyQkdFRHJk+feR/Pgrdk5cXmo6Y9sP/h11XA+OnoM66APD8eO9reUlOHv4WaXXGSlTyyM0dFYT+okblmB/qbjfs3QGlh830vLFDPDIhElHJqVgrL/eWGUYiSilwMoGrK7zTdUszupsO9l2oNefzyl8sy86DgjmgNfq91abbptYQEwsp6WY+QNkgy51rPALc4QPe5hzex7BnO/bNV2Hf9+vB7UOISgZchrls2TJKSkp47LHHePHFFwG4/fbbcblcXHjhhSxevDhog2xsbORf//oXFRUVpKSkcOyxx3LJJZd4y0CrqqooLy/3Ln/yySfT1NTESy+9xIMPPkhycjJHHXUUl112WdDGNJL4zGeaePvteH7xi2pvh6+HH67ghRcSuPDCpiEeXXg4+eRm3n47njfeiOerX23oMK+83PwQGoizrKzM9yOqrQ3+9CdT3vr1r9d7p0+Y4C+WjXynipo1HzVrPrq6Av3QvVBXg7ZtlGV5hbMuuQWjjLNMV4izTBg6MjNtKivNezouTjNp0sgXt4XuccSyYDrLdGU5et07YFm4vnwddBN30RMqNg6ysqGiDFLTUad9OmjjE4SRgpo2G732LfT2TVDuEQNyRSwTopiMLPO9UV3pnaQf/CP6w7exbvh175nBAZxlgCnF3PkJeu1bqOmzzcTMUSjLQud4srL6KsgFQNtu8HTiBNAvPoY++jjUuMnm/raNZsbmj9C7t6KmzR7wvoThxZtvvtmv5U866aR+72PAYhnA+eefz0knncTGjRuprq4mLS2N+fPnk52dPZjNdmHZsmUsW7as2/lXX311l2lnn312UN1tI5lzzmnm7LNLOmR15eTYrFrVOHSDCjMrVrRw223w3nvxNDVBYqJvnn9mWV9xXGj+zrJnnknk0KEYsrPdXHCB77l1Si8tSzN2bBT9+E7xCGK2DQ31pvSyuzLMUTmmpbU4y4QhJCvLZs8ec3vq1PaB6BjCCMInlg3YpN8FveVjAOIKjsKeMGXg0RETp0FFmSkNSuhDC2dBiDamz4a1b6Hff8Och8Qn+pw1ghCFqKxs9J7t6PISnJ+Eescm0Db643d7FMt0Wxs0ecwGaR0veKuFS9H/vMe4vj5ZZyZmGa1AZeehAT0YZ1l9rXkPKwXzlsDGtdiP3Y/r2z81YzvoawhoP/cIrm/dOvB9CcOKe+65p1/Lh10sAxg1ahSnnHLKYDcjDDEjoFvvoCgoaCc/301xsYv3349nxQpfXbsjlvWnDNPJsnGcZVrDvfeaHIMrrmggwa/ac/bsNmbNamPmzDbi4gb7SCIHFRMDyanQUAe11ejkFHMbui/DrCjzudAEIcxkZvoE8xkzpAQz2nGc2EHNLNuyHoCERUsZzOUq65KvwXEnw/xjgzIsQRhpqGmzzUW4Sk/YeO6YIeukJwjDgrxx5r8nS1g31nvLG/W2TT2v6zi7XDHQKbdNJaXAnMWw4X30Gy+ZaZmjzcwgOMuo9pRgpqRhnf9F7I1rYddWdHu7+a1R5BPL2LIevXdH7y45ISLwj+EKFQMWy9atW8eRI0c466yzusx76aWXyMnJYdGiRYManCCEC6XglFOaeeihZFav7iiWDSTg3xHWqqstWlpgzZp4tm+PJSXF5otf7FjmmZAAr756JAiPIgJJTTcCWV01ZGSaK0PQVSzLHA3KAicYNGNU2IcqCE7OIBiBXYhugl2GqW23t1wkYdFxgxLLVEYWLFgalHEJwohkzARISoZGc06mcscM8YAEYYjJHw/ga3jh/Aco2ouur0V117HSKcFMTQ8oOqtjTkBveN/nPsvyiGWegH/qatBNjajEATihnYYB6VlG8EtKgcZ6OFSIzh3rE+LmLYFNH2I/8XfTmbO2GrXkBFT+uP7vU+Dll1/m2Wefpbq6mnHjxrFq1SpmzZoVcNmqqioefPBB9u7dS0lJCWeffTarVq3qsMwbb7wR0Cn2z3/+k7hu3CTBrmYMxIDtGU8++STNzc0B57W0tPDUU08NeFCCMBScfLIRyN54w9cBqbUVCguNppyd3XexLDNTExtrymfKy108/bSp67zkkkbS06UjqxdProGurfaVYCYmd2lZrWJiTHtpkFJMYcgQsUzwxxHLjhyxcAejgn7fLnOCn5RMXIFkqghCKFGWBVP9fthJuL8Q5XhFo+IitNbokoO+mVrDjs3dr9xNXpl32/OWQLxfWY1ThpmYZDpxwoA73msn3D89w7yvJ0830/fugEP7zdjTs7AuusJceN/5Cfqhe9H/+Rf2HbeY3yBCv3j33Xd54IEHOP/88/n1r3/NrFmz+MUvftEhQ96ftrY20tLSOP/885k4cWK3201MTORPf/pTh7/uhLLuaGpqYuPGjaxZs4ZNmzbR1DS4/PUBO8sOHz7M5MmTA86bPHkyTz/99EA3PeyIZFu2M/ZIfgzh4oQTWnG5NHv2xLJ7dwzTp7v5xz+SOHLERU6Om3nz2vr8PCplxLXDh12Ulbl47z0jwJ1+ekvIjkUkHmtrdA66KBnV3IhqakAlJsPonMBXpcZOhKZGqKmMqMcYKiLxeEc6mZk+oXvGjPawPfdyrIcnOTkay9K43Yrycpe3LHOg6J1bUInJqAXHolwxcryjBHl/Dx3W7AXo3dsAc44R6mMgxzq6iLjjnTcWlZQK2kbV15qw/8Rk3/w921GLjw+4qm70nMNn5wU+h09IhCUnoNe9C4Dlt5waOwkO7EVVV6AmTOn3sFVjg7nQnp2PUgprxlz03p2og/shNt6Ma9pMrNyxcOFX0Bs+gPRMI6RVlqP/fhfq6h+hXAN3iUfcse5EW1sbbW0d40ViY2OJjY0NuPxzzz3HKaecwqmnngrAqlWr2LhxI6+88gpf+MIXuiyfk5PDl7/8ZQBWr17d7TiUUmRkZAzwUcCzzz7L448/TkuLr0IsPj6eCy+8kHPPPXdA21R6gOmxl112Gd/+9rc5+uiju8xbt24dv//973nooYcGNChBGCrOPhteegkWLYIXXoA5c6C8HO67D77+9f5t69hjYe1auP12+O53IS4OqqogSbKWBSEi+dvf4IorID4eGhpgEOdVwghh7Fg4fNh81i9Z4puuNbS00CGfUhAEQRAEYbjx6KOP8vjjj3eYdsEFF3DhhRd2Wba9vZ3LLruM73znOxxzzDHe6ffffz+FhYXcemvPDRR+8pOfMGnSpIBlmPfddx9ZWVnYts2kSZO46KKLujVndebNN9/knnvuYcGCBZx88slkZmZSVVXFm2++yfr167n66qs58cQT+7QtfwbsLBszZgzr1q3rViwbM2Zk1P5XVVV1W24aCSilyMvLo6SkZOBdtaKIn/7UYu3a0Xz8sYsFC9yUl7uYOrWdc845QnE/G7VkZGQCCTz4YCsQx4IFrdTUVFBTE4qRR+axtl96Av38Y6hlp8CEqeh//xnmLML19e93XfaFx9AvPoFadooJr45yIvF4RzoJCfFAFgUFbZSVBbaahwI51sOXnJxRHD4cxyefVDJunO9K5te/nsGbb8azZs2RPuVd6sYG7Bv+B7SN66d3kz97rhzvKEHe30OHbmvDvvVacLdh/eRuVHxo1W051tFFJB5v932/hi3rURd+Bf3mS1B6GOuKb2P/7X9B21i33o1y8sb8sJ/8O3r1i6jTPo113qUBt63b2rB//h1oa8W65U5UvKm6sZ95GP3qs6gTz8T6/Jf7P+a/3QHrP0Bd8CWsk85GN9Zj/+CrZmZuPpQWo1Z9E+vo5V3HtP4989gA69u3Djj4PxKPtT8rV67s4rzqzlVWW1uLbdukp3fsepqenk51dfWAxzBmzBiuuuoqJkyYQFNTEy+88AI333wzv/3tb8nPz+91/eeff57ly5dz7bXXdph+3HHHceedd/L888+HVyxbsWIFf//738nIyOCMM84gIyOD6upqXnnlFV5//XW++MUvDnTTw45IfNF3Rms9Ih5HqBk71s0991TxhS+M8oY233hjLS6Xpr9PX06OCbHZuNHUWh93XEtYjkEkHWudkIRuakCXl6LSMtBNDai4uIDj1+mZZtnDB1AR8vjCQSQd70hn+fJmrr++lhNOCM97uTNyrIcfTm5ZcbHlPTZaw+rV8dTXW2zd6uKEE7oPNNMlB9GbPkLv2gqNdSac2NMlTI53dCHHewiIiUF9+6egbYiLD9vzL8c6uoio452VjW5qgP270UV7we1Gj5+CzhsDe3dgb12Ptfy0Lqvp8jKzXkJS9481JgZ1/c/B1uB3rq8zBnd+r8tKoKkBlZRitpmYjE7LgNJDULgbAJU/PvC4FiyFRWvR77yK+99/xrrhN4MqpYyoY+1HTyWX3RGw3HYQz11BQQEFBQXe+zNmzOAHP/gBL774Il/5yld6Xf/QoUMBS0ABTjzxRH77298OaFwDFsvOOuss9uzZwxNPPMETTzyBZVnYnk52J5xwAuecc85ANy0IQ8oJJ7Tywx/W8rOfpXPssS2cddbAnIU5OR3dBEuXtnSzZPSi0jJM6/baaqirNRNT0gMvOyrXLDvAAFBBGCyxsfDtb9cP9TCEIUTbbqirRaVnAnhzyvw7YlZVKerrTf+kmpru+yhp2439mxt9zU0AteDYUAxbEIRuCOSSEYSoxRPyrzd9BG63CeXPHIWaOd8E5m/dCIHEsl4C/h1UcmrXaaMHeX5fU+nZd6Zvm1MK0KWebp6xcZDTfcWb+uxl6A/fhr07YN070E0um2BIS0vDsqwuLrKampoubrPBYFkWU6dOpaSkpE/Lx8XFUV8f+By9vr6+340CHAYslimluOaaazj11FPZsGEDtbW1pKWlsXDhQmbOnDnQzQrCsODKKxtYsqSV6dPbGahI7jjLAGJjNYsXt/WwdJSS6vlQrauBes8PxtRu2lKPzjH/K8vRthtlSWCUIAjhRT90H3rNf1FXfAfrmBPJzTWf845Ypg/s4UDJJO/yPYllFB8yn31xcagzVpomJvOP6X55QRAEQQghKm+cEa4qj5gJeeOMW2ju0egXHkWvfw9dW4XyE6YAbzdM1YtYFpDReeZ/ealxZWmN/uc9poPleYGdQoH2TYbfmCbPgPc8QfJjJvQY3q8yslBnnm+6Yz75INb8Y1H9dFlFEzExMUyZMoVNmzZ1yCzbtGkTS/zDWweJ1pr9+/czfvz4Pi0/a9YsHnvsMWbPnk1WVpZ3enV1NY8//jizZs3qYe3uGbBY5j+wge5cEIYrSjFoccvfWbZgQStJSZFnyw05zpdqbTW6vmdnGZmjTMtnd7v5YswYFY4RCoIgeNH794Btox+8Gz1+Cnl5pkV9aamF3r0N+9c/YH/CN4ArgF6cZYW7zI1J07vNeBEEQRCEsJHfUZhQeWPNjakzYcoM2LsD/cozqAtWeZfR5aVQfNDcyc7r/z6zss35fVsr1FRBTRX67VdAKfSnLkTFdJQr9KYPsV97DuvL15kuOi2eCqAOzrIZOL+6+tJhU525Ev3Wy3CkBP3mi6jTPtP/xxFFnHvuudx1111MmTKFgoICXn31VcrLyzn99NMBePjhh6msrOSaa67xrlNYWAhAc3MztbW1FBYWEhMTw7hxxs342GOPMX36dPLz872ZZYWFhVxxxRXdjsMxawFcfPHF3HzzzVx77bXMmTPHG/C/ZcsWXC4X119//YAe66DFMkEQAuPvLFu6tHUIRzKMSfMIY60tUF4GgOrGWaYsFyQnQ30dNNSLWCYIQvhpajD/W5qx/+/X5J1wN2CcZXr/HgAObm/0Ll5T04M12SOWqUkF3S8jCIIgCGFCJaeYC9mOWyvPCBlKKaxzLsS++zb0Gy+iz/6ct6RSv/acyf2bvRA1ALFMxcRA1mioKDPusqK9ZobWRjwbld1hefuVp2HHZvQ7r6Kc0P74RFRCom+hsRMhLg5aW2HcpN7HEJ+A+szF6H/cg37lafTJ53QR6QQfy5Yto66ujieeeIKqqirGjx/PjTfeSHa2OVZVVVWUl3dshPX97/uat+3du5c1a9aQnZ3NH//4RwAaGhr405/+RHV1NUlJSUyePJlbb72VadOmdTuOr3/96yxevJhTTjmFBQsW8Mtf/pJHH32ULVu2UF9fT0pKCkuWLOGCCy4YcPPJfr0KrrnmGq6//nomTZrE1Vdf3WOIm1KKu+66a0CDEoSRgL+zbNkyEcsCEp9osgTaWqHssJmW0k0ZJkBSikcsqwvP+ARBEPxp9IhlMbFwaD+5nzwJXG3KMKsrACiq9/1YqK7uwVm2b6e5MWl6qEYrCIIgCP0jb5yvrNKTYQbAvMUwbjIc3Id+7T+oz3wB3diAXvMKANbp5w1od/v2ubBj5jCJ19HlJbBnu29mVXkXsYwjJsNK79uJmj7bTEvvWBaqYmJQ845Bb3gfNWt+n8ahjjsV/czDUFWOXvcO6tiTBvR4ooUzzzyTM888M+C8q6++usu0Rx99tMftrVq1ilWrVvVrDMcddxwffvgha9euJTMzk5NPPpmLL76YvLwBOBy7oV9i2ezZs0lKSvLeHkzHA0EY6eTkuMnLc9PeDosXi1gWCKWUuYJVUQaeBiHeHLNAJKcCxdAoIeuCIIQXrbXXWaY+9yX0I38hp+hN4Gpqay0ay+pIBIqafFcvuxPLdFsbHCw025rU/VVTQRAEQQgnKn8ceucn5k6eTyxTSmF96vPY//cb9Gv/QR99PHrLx9DcZMo3j1rY7301NSnOPTcbu/lW1pzwIZnlpaaRgIPnIpSDbm8zAhrAvp3omipzOz2j6+P48nWo5v/pmq/WDSo2FrXiU+hnHjLusmNOFK1jmHPttdfS2NjImjVreOONN3jqqad46qmnmD17NitWrGDp0qUDDvZ36JdYdtVVV3lvB1IMBUHwERsLzz9/BNtG8sp6IjXdiGXe+z05y5IB0A0NyNeXIAhhpbXFdAcD1Kz5aCC1/gBJSTaNjRYlh2wmA0WNY72rdJtZdnCfyV9MSYPRuaEfuyAIgiD0BSe3TFmQk99x3qLjYMwEOHwA+6fXmm6ZgDr9vAEJS/v2uTwXlRJ56tA5fHnPDq9zDEBXVXQ83684Ysozwbjf9hqHtkrPojMqLh7i4vs1HnXS2egXH4MDe2DnFpgxp38PSAg7SUlJnHHGGZxxxhkcPHiQ119/nTVr1vDHP/6Rv/3tbyxfvpwVK1b0WM7ZEz20aeqe1tZWbr75ZjZt2jSgnQpCtJCXZzNmjN37gtGMf+ecmBhTmtkNKinF3JAyTEEQwo1TgmlZkDsGlEK528nLMc1gDhXHYmvFwSbfj4vuMsv8w/3lyrUgCIIwXFBjJpgbOfmo2I6uHGW5sK77MSxYaipCmhohNR219OQB7auw0OfbefjASvSW9R0XqOqYe+UvpAHojR+YG+l9c4/1hkpNQx13CgD2f58OyjaF8DFu3Di++MUvct999/G9732P2bNns3r1an70ox8NOOB/QGJZXFwcBw4cwNVDG1ZBEIS+oPzLLlPSe/7h6AkTlTJMQRDCjiOWJSWjYmK9J+czJppOvhuKxlHWMooW23clu1tn2T4n3F/yygRBEIRhxIy5qPO+gHXplQFnq6xsXFf/EOu6n8C8JViXX91FVOsr/mLZjvpprK/0ZJC5PNOrKzssr8s7imVe8SxIYhng64S56UN0J3FOiAwsy2Lx4sV87Wtf46yzzgKgqKhoYNsa6CAKCgrYvXv3QFcXBEEwpPmJZT2VYIIJ+AcRywRBCD9OJ8xEUw5OlgkdPnbaIQA+LJvDQU9emcI4iqsrbezH7kcX7euwKcdZpiaLWCYIgiAMH5RlYZ17ca/B+GrOIlzfvBm1cOmA91VYaIw3LpcprfxX0Uozw7Nv3cVZVmr+d843DqZYljcOZi8ErdFrXg3adoXwYNs2a9eu5de//jXf+MY3eP7555kwYUK/mwc4DFgsu/zyy3n11Vd58803aW5uHuhmBEGIdvzLMHvqhAmQ7PmR2iBimSAIYcYRyzyivfKIZUvGG+Hro6r57G+bAsDU5P0A1NbF4H75aewH7vRuRjc1QslBc0ecZYIgCEKUsm+fcZBdckkjAM8Wn0FdWzJq8XKzQFWngH+Ps0wdvbzD9L6G+PcV64TTzf7efRXtySoVhjdFRUU8+OCDfP3rX+f2229n+/btnHrqqfzyl7/kt7/9LWefffaAttuvgH9/brrpJtrb27nnnnu45557iI+P71I+9fe//32gmxcEIVpIzfDeVD11wgRvGaYWZ5kgCGFG+5VhAl5n2ezk7SQntlPXlMJ/y1cAcFTeQXbvmYzGok6nkX5gD/pgIWrcJNi/2wQUZ2Wj/C8WCIIgCEIU4Yhln/98I+8/V8nu6vH8p+JcLps5Dw1QXYm2bZTl8fd4yiLVnEXoD970XcTKCK5YxvxjzQX86kr45GOYvyS42xeCgtMJc/Xq1ezduxcgqJ0wYRBi2dKlA7dcCoIgOKi0DLy9QnsRy1RSillWnGWCIISbxsBlmK6aIxxdUMZbG8fwatExAEw7czqJf2unqTmGmqnHk77vefR7r6M+/xX0x++a9aUEUxAEQYhSmpqguNiUYU6Z4uac2Zu5893xbGg7jsvSs0Ap0zW6vgbSMtFaQ7mnDDMn33yHbt1g7gfZWaZiY1HHrUD/9xnsNa/gErFsWPK1r32NtrY2MjMz+exnP8uKFSvIy8sL6j76LZa1traydu1axowZQ1paGosXLyYtrZfSKUEQhO7oEPCf2vOyyU43TBHLBEEIMx5Hq0pMMv+zRhvxvvIIx0zez1sbx9DqjgVgwox40jMUTSVQO/1k2Pc8+v030MtPQ7/1MgDWSQMrCRAEQRCESOfAASNDpKXZZGbaFMzW8C7sbp6GirGNAFZTaUox0zKhoc503wQYlYOaVIDeugFcrt5jXAaAOv509H+fMUH/1ZWojKyg70MYHAsWLOCUU05hwYIFWNaA08V6pF9iWWVlJT/+8Y8pKyvzTvvHP/7BjTfeSEFBQdAHJwhCFJDWsRtmj0jAvyAIQ0VT4DJMKo9wTP524DjvohMmuMnIsCkpcVGTPdtcFKitxr7zp+B2w9zFvYYnC4IgCMJIxemEOWlSO0pBwfkL4C+wqywHrUsgc5RPLJs4zRfun5GFiouHKQXmglVqhq9MM4ioMRNg6kzYsx393mrU2Z/rsowuOwyj81AuV9D3L/TO9ddfH/J99OuV9e9//5vKyko+97nPccMNN/ClL32JmJgY/vKXv4RqfIIgjHRS0ozVmj5klvmJZVrrnpcVBEEIJt1kllFbzYLEj4lVbd5Fx49vJz3ddMSsqYtFHXuSmVFRBsrCumBVmAYtCIIgCMOPffuMwDRpkgnQn1KgUEpTU2NRXm5BxigAtCfkXzslmKM9ZXazF6KOORH16YtCNka1/DSz7w/f6jJPt7Vh//Rb2N9bha48ErIxCENLv8SyzZs3s3LlSi688EIWLlzIOeecwze+8Q32799PdXV1iIYoCMJIRll+9uleu2F6yjRtG5qbQjswQRAEf7yZZR7RPiUVPOGxCQe3MC9jKwDx8ZrcXNsnltVYqGWnejejjj/NXLEWBEEQhCjFcZZNntwOQGKicWUD7NoVg8o0YhnVno6YTifM7FzzPzYW63+uxzrxrJCNUS1YCpYFRfuMi8yfHZuhpdnMzxwdsjEIQ0u/xLLq6mpmz57dYZpzv6amJnijEgQhqlDHn2Ys1pOm9bxgXBzEeKrHpRRTEIQwojuVYSqlINPjLquv5ZjM9QCMHevGsiA93bhfa2os1PjJMP8Yk7PymS+EfeyCIAiCMJzwL8N0mDbN3N61K8YnQFWVm/+eTpheZ1kYUKlpMHMeAHrdux3m6U0fmmXmLjbnA8KIpF9imW3bXVpwOvfdbnfwRiUIQlRhnf8lXDf9HhWf0ONySilfKaaE/AvCkKHb2tA7PkG3t/W+8EjB4yxTThkmQJbvavLZeatxuTTHHdcC4OcsMyfRrmtuwvrlnyUkWBAEQYh6CgtNGebkyT4NoaDAXywz35VdyjCzwyeWAaijl5n9f/SOd5rW2ieWzT8mrOMRwku/u2EePny4Q7cB27a90zszZcqUQQxNEAQhAMmpUFttuuIIgjAk6FeeQj/9T9Tnv4w6Y+VQDyc8OF24En1imcrKxklPXJC5jQ/eO0zWaCOOZWSY86Pqat85k1x9FgRBEKKJ5mZ49dUEjj++hYwM843Z0gKHDjmZZT5n2fTp5gLcrl2xqExPx2mnDPNIxzLMcKEWHod+6D44sAd9pASVnQeHD5gM0tg4mCnNekYy/RbL/vjHPwacftddd3WZ9sgjj/R/RIIgCD3huDqc/CBBEMKO3rbR3Dh8YGgHEk6c0u8OzrJs3+20DPLH+sQw/zJMQRAEQYhGHn00iRtvzODLX67nZz+rBaCoKAbbViQn24webXuXdcowd++O8Qb8U1WBbm8HJ0Q/jGWY4Gk+NmMubNuIXvcO6qzPeV1lzJyHio8P63iE8NIvsewb3/hGqMYhCILQNzxlmLqxHvFoCEL40bYN+3eb2zVVQzya8KC1hk6ZZQCM8hPLOpVX+gf8C4IgCEI0UlRkHGTr1/uinPw7YfobrqdPN2JZSYmLWms0KWBC9D/5yDT3io2D9MxwDd2LWrQMvW0j+sM16DNW+kow5y0J+1iE8NIvsezkk08O0TAEQRD6hkpONbZsKcMUhKGh9JCvG2318BLLtO02HXaDTVsrtHtKRfzEMm+ZCIDTucuDrwxTZH1BEAQhOnGiCLZvj8HtBpcrcLg/QFqaJjfXTWmpiz1FycxPToWGOuy/3gGAWnLCkMQZqEXHof/9JziwB/uOW2DPDjN93uKwj0UIL3K5UxCEyCLZE/Av3TAFYUjQ+3b57tRUDt1AOqE/WYd99YXY77wa/I07Zd/KgvhE33S/MszOwf3iLBMEQRCiHUcsa262vI6ybdtiAZg6tb3L8h06Yjrfq81NkJOPuvh/wjDirqi0DNSq6yAuDrZvAm3D+Mko/ygGYUQiZ3CCIEQWjqujQTLLBGFIKNzpu11fix4m3bDtFx+H9jZw8tSCiV8JZoer2n7dML35Ks7dDMksEwRBEKKbqirfd+DWrUYk++gj83/RotYuyxcUmJD/3btjINPzHRsTg/W176MSk0I82u6xlp6M9cPfw5gJAKijlw/ZWITwIWdwgiBEFsmp5r84ywRhSNCFu/3uaNOddojRZcWwc4u53dIS/B04zrJOJ+oqLh5S082dTmKZ4yyrrVXYNoIgCIIQdfh3hN62LZaqKsWePUYsO/roti7LO86ynTtjUQVHgVKoi/4HNXFqeAbcA2rsBKwf3Y713Z+hzoySTuBRjohlgiBEFk7Av2SWCULY0e1tULTX3HF5Yk+HQSmmfvc1353W5v6vX7QP+6H70FUVgRdoDBDu7+BcZc4b22GyI5ZpraitldwyQRAEIfroLJZ9/LEJ+p8ypZ2srK5XkpyQ/927Y1BnfQ7rjoewTj47PIPtAyouHjVzHiomdqiHIoQBEcsEQYgoVJKTWSZlmIIQdg4WmqD7lFQYN8lMG+KOmNp2o9973TehZQBi2UtPot94Aftvd5jOl53nO07WxK5imfXlb2FdewtMmdFhelwcJCZKbpkgCIIQvVRV+S4Wbd0aw7p1Riw7+uiuJZgAM2casWz/fhdVVRbKySoWhCFAzt4EQYgsJOBfEIYMXegJ95803du+XVcPsbNs+yaoLPfdH0AZpq464t2WXvPfrgs0de8sU6OyUXMXB+zQlZ4uuWWCIAhCdNLUZIL9HQ4diuH11+OB7sWyUaNsZs5sQ2vFmjXxYRmnIHSHnL0JghBZOGKZlGEKQvjxdMJUk6b7uj8OcRmmfsdTgjlusvk/gDJMf3ecfux+dHWncsymRgBUoDLMHsjIMM6y6mopwxQEQRCiC+dCkculGTPGOMY2bzbOssWLA4tlACeeaC56vfWWiGXC0CJimSAIkYVThtnUiJbUbEEIK46zTPk5y4ayDFPbbvTGtWZMKzyZJgMJ+HceQ9ZoaGpA//svHed7A/77Vw7i5Jb5Z7YIgiAIQjTgfPelp9scdVS7d3pKik1BQXt3q3HSSeZ7/M0343GSERoaFMOk+bYQRcjZmyAIkYUjlmntdXsIghB6dGMDFBeZO5OmQ7pxlumhzCwrLTYZZXHxqOlzzLR+Ost0c5M358y64jtm2ob3zXSHngL+e8ARy6QMUxAEQRhJaA0ffhjXYwMbRyzLyNDMmuXrfLlwYRsuV/fbPvbYVuLjNYcPx7BnTwz797tYujSHiy8e1f1KghACYoZ6AH2hqamJRx55hLVr11JTU8PkyZNZtWoV06ZN63adtrY2Hn/8cd5++22qq6sZNWoUK1eu5JRTTgnjyAVBCDYqNhbi4qG1xZRiSvCnIISHPdvN2XF2Hio9E9Iz0QBDmFmmnc6c4yZBQqK53dKM1jpghlhAHLEvPgFVMAeysqHyCOzdDrMXmnk9ZJb1REaGZJYJgiAII48334zn0ktH8dnPNvLHP1YHXMYRyzIz7Q5iWU8lmACJiZpjjmnl7bfjefPNeD76KI7KShcffGDhdtOj0CYIwSQixLL77ruPoqIirrnmGrKysnjrrbe47bbbuOOOO8jKygq4zh133EFNTQ1XXnkleXl51NbW4hbvpiCMDJJSjFgmIf+CEDb0ri0AqOlHmQnpTmbZEDrLivYBoMZPhnhPtoltm46dsX1s6+5krnnKSlXBHPT7q9E7tqA8YllP3TB7wucsk8wyQRAEYeSwfr35jt2wIa7bZZy8zowMm9mzfWJZd+H+/px0UjNvvx3P/fcns2+fkSzcbkV5uUVursSwCOFh2F/qbG1t5YMPPuCyyy5j9uzZ5OXlceGFF5KTk8Mrr7wScJ0NGzawdetWbrzxRubNm0dOTg7Tpk1jxowZAZcXBCHCkI6YghB2HLGMAo9Y5gT811UPWX6g11k2fgrEJfhmtDQFXiHQNhyxz8lg8zw+vesT30KeMsz+BvxLGaYgCIIQqezd6+Khh5IoLe36HbZ3rxGwDhxw0dxN+oGvDNNm8mQ348a1k5np7pNY5oT8O0KZQ3Gx2MqE8DHsnWVutxvbtontdIU4Li6O7du3B1zno48+YurUqTzzzDO89dZbJCQkcPTRR3PxxRcTFxdY/W5ra6Otzad4W5ZFQoI58e5zKccwxBl7JD8GoW9E1bH2dsRsiI7HG4CoOt5RznA41rqtFTzh/tb0o8xY0jNBKXC7UQ11qLSM8A/M4yyzJkxBxcZix8RAezuqtaXPz5eqrUYDKj0LpRTWjLm4AfbthLZWVFy8twxTJaf06zg4ZZjV1VbfxzMMjrcQPuR4Rw9yrKOLSD/ebW1w+eWjKCyMweXSnHFGC9/9bh2zZ5tgfkcss23F/v2xzJzZNbC/qsoIW5mZmpgYxX/+U0F7O6SnA/T8vMye7SY7282RIy4SEjTZ2W6KimIoKXGhVPfNAYaCSD/WQvcMe7EsMTGRgoICnnjiCcaOHUtGRgZr1qxh9+7d5OXlBVyntLSU7du3Exsby/e+9z1qa2v561//Sn19PVdddVXAdZ566ikef/xx7/3ly5dz3XXXkZmZGZLHFW66e66EkUc0HOvyrNE0AemxFin5+UM9nCElGo63YBjKY938ycccaW/HyhxF/vxF3hPCQ+mZ2NWVjI51ERfm96K7spzDtdVgWeQdvRQrIYFDCUnY9bVkp6UR2814WnZuofZffyHjy9cSO2Ey1e2t1AHJY8eTmZ+PzsvjcNZo7MpysmorSJh7NIeam7GB0RMm9etxOob2iopE8vMT+/X45L0dXcjxjh7kWEcXkXq8//xnKCw0iQZtbYoXX0ygsjKB99838aV79/qWrajIJtBXY6vHQDZ+fDL5+ckBl+mJ886Dv/wFvvtdxbZtMRQVQVNTVr+3Ey4i9VgL3TPsxTKAa665hnvvvZcrr7wSy7KYPHkyy5cvZ9++fQGX154es9deey1JSUmAcY79/ve/56tf/WpAd9nKlSs599xzvfcty9hGq6qqaO7OWxoBKKXIy8ujpKTE+7wII5NoOtZul3Ga1hQfpq64eIhHMzRE0/GOdobDsbbfewsAPXUWJSUlvump6VBdyZHdO7ASU8M7pk/WmRs5YyitMqWUdqz5fj9yqAgVmxBwPffT/0KvfZvS9CxcF30V9yHT4bPRFUuz5/NET50FlW9T8d6bWKPHYNfXAlDe0Ijqx2dOamoMkM2ePW6Ki8v6tM5wON5C+JDjHT3IsY4uIvl4t7TAT36SA7i46aYa5s1rY+XK0axfrzlwoITqaova2lzv8h9+WMfy5V2jUQ4fzgAScblqKC7ufwf7735XcfzxcZx6ags//nEakMz27fUUF9cN+LGFgkg+1gD5w1V9HAZEhFiWl5fHrbfeSnNzM01NTWRmZnLHHXeQk5MTcPmMjAyysrK8QhnA2LFj0VpTUVER8AURGxvbpdTTIRJf9J3RWo+IxyH0TlQca09ukK6vG/mPtRei4ngLwNAea3unJ69s+uyOY0jPhKJ96OrKsI9NHzCXtdX4yb59e0L+dXOzufQdiHpzkq2LD5rn1BPwr9MzfdspOAo+fBt7xydw7SfGsAAAmX9JREFUZgu0m5gGnZDU/XYDMG6cKRU5csRFY6MmsR/mMnlvRxdyvKMHOdbRRSQe74ceSuLwYRd5eW4uu6yB+HhIS7OprbXYscNFXV3HDLPdu10BH2NVlS+zbCDPQVqa5vTTjWklL8806isutobt8xmJx1romYhKnE1ISCAzM5P6+no2btzIkiVLAi43c+bMLo6w4uJilFKMGjUqXMMVBCFUJEnAvyCEC+12wx6TEerthOlBOaH4Q9ER05NXxvgpvmlOyH9r945wb2fLYuMoc8au0n3dtVXBHHNj73aoq/FMVJDQv1LKjAxNaqoJ+T94MCKuTwqCIAhRTEOD4s47jVP8uuvqSEgwX39z5piLRp98EuvNK4uNNcLQ7t2Bv9/8A/4HS36+EctKSiTgXwgfESGWbdiwgQ0bNlBWVsamTZu49dZbGTNmDCeffDIADz/8MHfffbd3+eOPP57U1FTuueceDh48yNatW/nnP//JihUrug34FwQhgkg2X+JaxDJBCD1Fe013yaRkGDuh47x0zwUojzsrnDidMNX4Sb6JHmcZLT3EJ3g6W1J5BN3S4hP60v0ySvPHQ0oatLZi/+OPZlpiEsrq32mTUjB+vDnBP3BATvAFQRCE4Yttw3XXZVBW5mL8+HYuvthXOjl3rhHLNm2KY88eI44tW2Y6Vu7eHRPQdF1dbfJNgyGW+Zxl8l0qhI+IuMzZ2NjIv/71LyoqKkhJSeHYY4/lkksuISbGDL+qqory8nLv8gkJCdx000387W9/44YbbiA1NZXjjjuOiy++eKgegiAIwcRThkmDiGWCEGr07q3mxtRZKKvTSWqGEZh0mJ1luqUZSg+bO/7OsvgEz/yW7vtsOSK71nD4AHjyyPB3limFOmoh+oM34ZOPzcSUtAGNdcKEdrZujaWoSE7wBUEQhOHL736XyosvJhIXp7nrrir8PSaOWLZ5cyyjRhnh6pRTWnjnnXgaGy2Kiy3GjOkoijnOsszM4IllJSUWWpuLUYIQaiJCLFu2bBnLli3rdv7VV1/dZdrYsWO5+eabQzksQRCGCJWcggYRywQhHBwsBEBNmtZllkrPNO/FcJdhHiw0Yldahq8UFPpUhklTg/em3rnZ3HC5IDmlw2Lq0m/AnEVQWgyVR1CLuj8P6Ylx4xxnWUSccgmCIAhRyPPPJ/C//2sqN37zm2qWLGnrMH/uXNPacsuWGPLyjAhWUNDGxInt7NkTy+7dMYwZ0+pdvrUVGhqCWYZpttHYaFFXp0hL02zZEkN2tk1OzuC3LwiBkDM3QRAiD08ZpmSWCULo0cUHzY388V1nOm6s6vCUYeqWZvQbL6JfftJMmDClw3wVH2/Eu27KMLXWvjJMQG/3iGVpmV1KLFViEmrpikGPecIEI5aJs0wQBEEYrvzzn6Yx3hVX1PP5zzd1mT9lipvkZJuGBovCQvN9OXVqO9OmGbFsz54YTjzRJ5bV1JhllNKkpQ0+9D4xUZORYVNdbVFc7KK0FM4+O5ujjmrjxRfLe9+AIAyAiMgsEwRB6IAT8C/OMkEIKVpr8IhlKqBY5gv4D0cHKPvun6Efv9+E7o/KwVp5eccFPGWYtLQE3kBLkwllcdjlKTH1d6cFmfHjTUdMySwTBEEQhitHjpjvqFNPDfz9aVlw1FE+t1lCgk1+vs20aeY7bvfu2A7LO50w09M1/Yz77Bb/kP81a+JwuxWbNsVx6JB8vwqhQcQyQRAiD0csa2lCt7cP7VgEYSRTU2XKFpUFuWO7zk9NN//b26C1G4EqmHg6YKqLrsD62X2oCVM7zveKZV2vigMdXGUdlguhWOY4y6QbpiAIgjBcqagwsoCTRxYIJ7cMjNPMsoy7DLp2xAxmJ0wH/9yyjz/2Baq99VZ80PYhCP6IWCYIQuThBPxDh/whQRCCTHGR+Z+di4qN7To/Lh5cnhPkEDs9tdbe97s6+nhUTADxKa4XZ5lTut0pGVj5hfsHG6cbZnW1RW2tJBILgiAIwwutobKy9zD+OXP8xTIjkvmcZZ3FMtXr9vqLI5YdPuzqIJa9+aaIZUJoELFMEISIQ7lckGiyFWioG9rBCMIIRpf0kFeG6RrpFa9DLVy3tvhKKP0Fc3/iewn4d5xl2XkQ4yf+pWcEZYiBSE7W3iv1UoopCIIgDDdqaxXt7UbcGjWqe3Fr3jyfWOY4ypz/JSUu6ut9F4ScMsxgOsuckP+tW2MpLPSJc2vWxHVIWBCEYCFimSAIkYnklglC6PE4y1TeuO6XCdd70RHjLMs42gIRb6brbgL+vWJZcirk+ZWVhtBZBv4h/1KKKQiCIAwvnBLM5GSbhITul5s2rZ2EBJNP6jjLMjI0o0eb77hdu3zfcaEsw3z9dfNdP2lSOykpNlVVLj75JID7XRAGiYhlgiBEJsmeH+idM4gEQQga3k6YYwI7y4DwOcuc93pisnG0BaKXMkztlGEmJXcQAFUIM8sAxo0TZ5kgCIIwPPHllfUsbMXEwOmnN5OYaHPssb7Ol7NnG8fZ1q0+wSqUYllzs9n2sce2smyZ+b6X3DIhFIhYJghCZOJxs2gpwxSE0OE4y7opwwS8YpkOubOs0fx3SrADoPpYhqmSUiDfzy0XcmeZuQJfVCRimSAIgjC8qKw03029iWUA//u/VXz8cak3jxPgqKPMd9yWLYHEsuB1yna6YTosWtTKCScY0U7EMiEUSD2AIAiRiVP61ShlmIIQCnRjvemGCdBDGaZKSkFD6N+LjnOtB7HMKcOk2zJMn7Osw2MKsbPM+VFx4ICcdgmCIAjDC8dZlpXVu1gWHw/x8R0FsKOOMs4y/1JIRywLRcC/w6JFrcR5cv4//DCOpiZFYmLwxDlBEGeZIAgRiUoWsUwQQopTgpkxCtWTQOWUYYa4JFp7nWXdhPtDH7phesaYlNLRLZeWPvgB9oCTWXbwoDjLBEEQhOGF0wmzL2JZIJwumdu2xeD26FlON8xglmFmZmpvZlpSks2MGe1MndpOfr6b1lbFhx9KbpkQXEQsEwQhMpGAf0EIKdpTgtmhXDEQXrFsODjLeivD9HOWjZkAcxejTjwLFRPaE+zx402JyoEDLrRc9BYEQRCGEX3NLOuOKVPaSUiwaWy0KCw0F4VC0Q1TKZ+7bMGCNlwuM23WLCPWFRfLBSkhuIhYJghCZJKcav6LWCYIocHjLOsxrwz8SqJDHPDvcZapnpxl8b0F/DvOsmSUy4Xr2luwLr8qmKMMyNixbpTSNDVZ3h8lgiAIgjAcGKxY5nLBrFkdc8tCEfAPPrFs0SJfg4H0dLvDPgUhWMgrShCEyCTZEyouZZiCEBJ8zrLexLIwvRcbew/493eW6UAWria/gP8wEh/vyy3z7xYmCIIgCEONU4Y5apS7lyW7x+mIuWVLLPX1irIy4/IaaGlnd5x+ejMpKTbnnutzkKelme/7mhqRNoTgIq8oQRAiEiVlmIIQEnRlOfZbL8O+HUDvzjLve7Ep1M4ypwyzJ2eZJ+Df7Yb29q7zG/zKMMPM4sXmKvgHH8SFfd+CIAiC0B39CfjvDie3bMuWWJ58MpGWFsW0aW1MmjRwAS4QV17ZwLZtJcyd2+ad5jjLamtVUPfVE21tcOqp2Vx6aRb19eHbrxBepC2TIAiRiVOGKc4yQRg0uuQQ+t1X0ZvXwcFC34zYOBg3qeeVHeEp1MK1E/Cf1IOzzAn4B5NbFtvJxdXkC/gPN8ce28qTTyaJWCYIgiAMKwYb8A8dO2KWlhpX2WWXNaJCoCNZnew+jlgWTmdZWZmL7dtj2bMnhqQkCSMdqYhYJghCZJIk3TAFIRhorbH/8GOoKDMTlILJBai5R6OOPt7XebY7wuQs030I+FcxMeCKAXc7tDT7RHWHBl9mWbg55hjjLFu/Po7WVrzt7gVBEARhKBlsZhmYzDKlNEeOuDhyxEVCguaCCxqDNcQeSU8Pfxnm4cNmX7m57i7inTByELFMEITIJFxuFkEY6ZSXGqHMFYNadS3qqEWo1LS+r+99L4Yn4L/HMkwwpZiN7V1C/rXbDS1Nnm2E31k2fXo7mZluqqpcbNoUy+LFbb2vJAiCIAghpKlJ0dQ0eLEsKUkzZUo7e/YYR/e55zaRmRkex1VaWvidZSUlxj2Xnx/cMlNheCE6qCAIkYnjGGlrRbe19rysIAjdovdsNzcmTMFaenL/hDLwOctamowgFSqccP6eAv7BV4rZ2txxur/zbQicZUr53GVr18aHff+CIAiC0BnHVRYXp0lJGZy45eSWAVx+eYgvoPkxFJllxcWOWBbcBgbC8ELEMkEQIpOERFCejzBxlwnCwNlrxDI1debA1vd3ejWG8OS4z84yj1jW0kksc0q24xNRLldwx9ZHHLFMcssEQRCE4YB/Xtlg88XmzDGNdWbNauPoo8Pnnh6KMkxHLMvLE2fZSEbEMkEQIhJlWWEvxbTffR37b3eg26V8Shg5eJ1lUwYmlimXy4jXAE0hfC96A/77UIYJXcowvULeELjKHI491ohlH30Uhy0XowVBEIQhJhidMB0uvbSBSy9t4Pbbq0MS7N8dvoD/oXCWiVg2khGxTBCEyCU5vCH/+tmH0e+thm2bwrI/QQg1urkJigqBQTjLIOS5ZVprXxnlQMswnc+JIRTL5sxpIzHRprraYudOiY0VBEEQhpZghPs7pKdrfvObGubPD+9FZSezrLnZ6nKdLFSUlJjnTcSykY2IZYIgRC5h7IipbRuqK8ztkoMh358wtGjbxn7mIfTmdUM9lNBSuAu0DVmjUVmjB74db0fMEL0XW5rxWrF6K8NMMGKZ7lKGOfTOsthYvKUpUoopCIIgDDU+sSxyRZ+0NI1SphSztjY88oY4y6IDEcsEQYhcPD/QdUNd6PdVXwtOeLmIZSOfXVvQzz1iym7tkXsi5JRgqgGWYHrxCFA6VB0xnRJMy4K4XsLxHWdZ526YXmdZ+Dth+rN0qRnXv/6VRJtUdAuCIAhDiJNZFgxn2VBhWZCaGr7cMtv274YZuc+b0DsilgmCELGobsowdV0t2vlxHSw8rjIAXVwU3G0Lww5dXmZu1NdC4e6hHUwI8eaVDaYEE0LvLPOWYCajeglCUU5mWZcyTE83zSF0lgFcckkjGRk2mzfH8Yc/pA7pWARBEIToxj/gP5IJZ25ZeblFe7tCKU1Ozsi9oCqIWCYIQiTjiGV+bha9ZT32DVdg/+w7wd1XVaXvdsmh4G5bGH5UlXtvjtRSTG3bsHcHAGrqrEFtSyWGNrPM1wmzl7wy8HXDbO6uDHNonWV5eTa/+EU1AHfemcK6dbFDOh5BEAQheglmwP9Q4hPLQi9vOK6ynBybWPkKH9GIWCYIQuTi/Oj1lGHqjWux774NWlug7HBQu1ZqP2cZdTXo+tqgbVsYhvg7CTd/ZP6XHsb9o69jP/fvoRpVcCk9bN47sXEwftLgtpUcLmdZH8SyYRzw73Deec2cf34jtq249tpMKccUBEEQhoSKCiP8RHIZJpjcMgiPWCZ5ZdGDiGWCIEQufmWYeut67Ht/Ce3tvvnNTcHbl79YBuIuG+HoKr/jvX83urYK/dQ/oKwY/e7rQzewIKILd5kbE6eiYgZ5aTTEzjJvWXVv4f4AThlmSzPattEH95lumsMg4N+fn/2showMm8LCGDZskEvTgiAIQvgJZjfMoSQjI3xlmMXF5jnLyxOxbKQjYpkgCJGLN+C/HvuxB8DtRi05AZwf/sEUy6o6imXSETN86LZWdF1NeHfqlGFa5mtSv/Qket07ZlpFGdpflI1Uqk1pscrOG/y2vM6yUJVh9sNZFu8L+NdvvIB963XoZx4aNgH/Dunp2hv2/9FH0hlTEARBCD8jIeAfIC0tfGWY4iyLHkQsEwQhYlHOj96dm+HgPohPQF16JSQkmuktzd2v3E90jSezzPmxLmJZ2LB/fwv2DVeEt/TVEUfnHQOA/u8zfgOyobw0fGMJFbXV5n9qxuC3leh0wwxVGaZxlqm+OMs8ZZi6tRm94QNz+9Vn4Yg5ZkMd8O/PkiWtAHz4oYhlgiAIQnhpa/OJS5EulqWnmzLM2tpwimWR/ZwJvSNimSAIkUuyp5Ncq/nBqU44E5Wc6hPLQuEsmzEXAC1lmOHjwG5zjI+UhGV3uq3VdMEErBPP9M1QClLTze2yw2EZS0ipqzb/0zIGvanuOtMGjcb+BPx7yjAbG2DPNnO7pdl3zBKHh7MMYPFin1im9RAPRhAEQYgqqqqMFGBZ2huQH6n4nGXhKMMUZ1m0IGKZIAiRS7KfQ8QVgzr9PHO7j2KZ3roe3VfRwylZmznf3C8u6s9IhQGiW1q8YmhQxc+ecITRuDg4agGkpAGgjjkRph9lxlVWHJ6xhBDtOMuCIJZ5s8QaQ12G2bsrTDllmPt2mteO6nTinDx8nGVz57YRH6+prHSxZ49rqIcjCIIgRBFOV8eMDBtXhH8F+TLLpAxTCB4ilgmCELn4ZQ+pY09CZY02d7yZRd2LK7r0MPYdP8b+zQ/RrS097ka3tng7bqpZ88zEI6VoaWEXevxLL8MtlmWMRlku1Kc+DxOnoT57GSo338wbEc4ykwOnHLfcYAi1s8wJ+O9LCaX3/e8pw563BMZO9M0fRs6y+HhYsMCIwZJbJgiCIISTN980TuwFCyL/fDZc3TC1loD/aELEMkEQIpeUNG+YvzpzpW+6x1mmexJXnJK+msqA3Q3tZx/GfcvV6OpKr6uMuDjIH29KwbQNI8BdNOzxE8t6PJ5BRDvh/pmjALBOOw/XTb9Hjc6FnDFmmdIRcOxD4SxrajCdJ4OM7k/AvyezzEHNmIv61IW+CcPIWQaSWyYIgiAMDS+/bL4vzzgjeBm/Q4VTRlpbG9oyzJoaRXOziGXRQsxQD0AQBGGgqLh4rG/cABrUmAm+GX0ow9QepxiAfuUp9AlnoDwedF1dgX7hMXC70evfQzmulPQslFKQN86UeJUchLETAm1eCBYNQ+csU5mju8xSOfloiHhnmbbdUOd5btOC6Cxzu42jy3kPBgvHWdaXgP/4TmJZwVEwfjIsO9U0AUnog+AWRvxzywRBEAQhHJSVWaxfb753Tj898sWycHXDdEowMzPdJAb5VEcYfohYJghCRKPmLek6LT7RCBo9dcP0E8s4UoL++F3UkhMA0KtfND/6AXZvRzuNBDxOI5U3Fr1vJ7rkIKGPEY1udN0QiGXVnjJMz/HugMdZRsURdHsbyuNsjDga6o07EiAlCGJZXDy4XOZ909gwKLFM19dCUgrK8jvh9WShqf4E/IMZx7jJppz2y9cNeEyhxBHL9uyJpaLCYvRoSfoXBEEQQst//2suLC1c2EpeXmSH+wNkZISnG6Z0wowupAxTEISRR18C/us9YplH7NAvPo7WGt3agn7rRe9ies82r3iiMjziSd44819C/kNPvZ+oGfYyzK7OMtIzIT7RCE3lpWEZT0hwSjBTUlExg79uppTyZQgOIrdMHzqA/d0voh+4s+OMgZZhTpvldYwOVzIzNQUFJi9GcssEQRCEcDCSSjChYzdMO4Q6liOWSQlmdCBimSAII4++iGVOYL+nNIuifejHH0C/+5oRaDJHg7KgogwKd5t1HLEs24S864ojoXoEgoN/wH8PDRuCircMs6uzTCkFOXnmTiTnljliWWpG8LYZhI6YeudmsG307q0dZwwk4B9Qnu6lwx0nt2zdugh1KgqCIAgRQ2OjYs0a48IeKWKZk1mmtaK+PnR1H04HUemEGR2IWCYIwsijD90wvWWYufmoT18MeLLLHv4/ANRpn4bxk8z0TR+aZTOzzDzPf2+5nhA6OnTDbAzPPqt6KMMEyPGIpRGcW6aDGe7vEIyOmMUHzf/KcrTtnPhq37HvZxmmKogMsWz69HYADhyQdAxBEAQhtLz5ZjwtLYqJE9uZMaN9qIcTFBISICEh9B0xt24139NTpoyM503oGRHLBEEYefShG6Y34D85FevM87Gu/IGny6U2IeDHn46aOtMs48k+85ZhOv+rK0PS+U/ww78RQxjKMHV7O9RWmTvdiGXKyS2LYLGMuhoAVGoQ8socPM4yPRhnWYlHLHP7HYeWZrw1FX0I+FcxsTB7AUyYCpOmD3gs4cQp5ygtldMyQRAEIbQ4eWVnnNGMGkHhu/6lmKFAa1i71sQlOHmjwshGLmEKgjDy6FMZpnG/KE94vzp6OdaEqejnH4WjFqGSUtBTZ8HqF3zrZHgcZeme/+1tpmQzNS3Yj0DwoOvDHPBfU2XOhlwx3Qff5xqxTJdGsFgWAmeZSk4xjTWC4SwDqDhihGmnBNOyTCOBPmB961Yzpgj5FeCEKzvlHYIgCIIQCrSGNWuM4LNiRcsQjya4pKfblJW5QuYs27PHRWWli4QEzdy5bSHZhzC8iAixrKmpiUceeYS1a9dSU1PD5MmTWbVqFdOmTet13e3bt/OTn/yE8ePH89vf/jYMoxUEYahRCZ5umD0G/HtEGKfTJaCy81CrrvXdnzaLDr4xj6NMxcZCSprZRk2FiGWhJNzdMJ1w/4ysjt0Y/VA5Y8zromwkZJYF0VmW4nkfOI6wfqKbGjuUNuuKMuPu9Ib7J/dZ/IoUkczB5yxzIWZVQRAEIVTs3+/i0KEYYmM1xxwzstxRaWmhLcP88ENzwW7BgtYOjbeFkUtE+P3vu+8+Nm3axDXXXMPtt9/OvHnzuO2226isrOxxvcbGRv74xz8yd+7cMI1UEIRhQbzHWdbSQ2ipU96Xktr9MlnZPjcZdLrtKdGr6vlzSBgkYXaWaW9eWYBOmA6ezDIqy9FtkXllUXvKMIOaWTY61/wvLxvY+iWHOt53Gmg09SOvLELJyTFiWUuLoqoqsoQ+QRAEIXJ4912j8ixc2Epi4si6OuOE/NfWhuZ79MMPpQQz2hj2YllraysffPABl112GbNnzyYvL48LL7yQnJwcXnnllR7X/dOf/sTy5cuZPj0yMksEQQgSvZRhatvt69iX3L1YppRCTZ1l7qSmmywkB0+elZaQ/5Chte6QWRZOZ1mgTphe0jKMIKttKC8J/ZhCgcdZpoJZhpltuoTqIwN7TnRxUccJlY5Y5jjLRq5YFh8PWVk+d5kgCIIghIJ33jGCz/LlI0/wccSy6urQSBxOXtlIc+QJ3TPsyzDdbje2bRMb27GdelxcHNu3b+92vdWrV1NaWso3v/lNnnjiiV7309bWRpufQ8CyLBISTPhhpJVz+OOMPZIfg9A35Fj74fyobm4K/Hz4BZCr5NQenzM1bRZ63TuQMarDcipzFBpQ1ZVD8pxHxfFubYE2vxOSlm6OZzBxxM+s0d3uSymFPToXDhVCZTlqzISQDikkx9oJ+E/LCN52PWIZ5SUD22apx1kWF2+OfWUZSilTngn9KsOMRPLybCorXd7cspH8WAUfUfFZLgByrKON4Xi8tfY5y5Yvbx1WYwsG6enGKVdXZwX9sR05YrFvXwxKaRYvbuv4m2AYHmshOAx7sSwxMZGCggKeeOIJxo4dS0ZGBmvWrGH37t3k5eUFXKe4uJiHH36YW2+9FZerb1don3rqKR5//HHv/eXLl3PdddeRmZkZlMcx1HT3XAkjDznW0G5pigHV2kJ+fn6X+W3uFkoAlZTMmPHje97WOedT/v5qks9aSarftmrGTaAWSGxtIivAPsLFSD7e7WXFdEgFa24OeDyDSXlTA01A+oTJHY53Z8qysmg5VEhmXAxJYTr+wTrWWmsO1dWggZxpBcTkBWf8dnoahwDq68hNS8VKTunX+uVVR2gCEuYtpvmjd4ipqSIvP5+a+mpqgaTxkxg1hO+1UDNxImzdCs3Nptx7JL+3ha7I8Y4e5FhHF8PpeG/bBmVlxs38qU+NwuMLGTGMHWv+t7Wlkp/fQ8zKAHjvPfN/zhzFrFmBj+lwOtZCcBj2YhnANddcw7333suVV16JZVlMnjyZ5cuXs2/fvi7L2rbNnXfeyec//3nGjBnT532sXLmSc88913vf8gQ7V1VV0dzcQ+7RMEcpRV5eHiUlJaakSRixyLH2oetN6Z5ubeHwwYOoTqK5LjSfHTopheLiPoS03/wH6oF6v2XtGHNlrvFwES192UaQiYbjrQt3mxuO06i9jcNFBzqWwwZzf21tuNd/AEBtamaH490Zd4yx4lcdOkhNiI9/sI+1bm5Et5oOWGXNrahgjj81HepqKPlkI2rClH6t2r7PHO/WabPho3doKyumuLgY95aNADTnjOnb+zVCychIB5LYvr0OSB3R723BRzR8lgsGOdbRxXA83k8/nQSks2RJC1UjMHPX5UoG0igubqK4uDqo23755VQghUWLGiguru0wbzge6/4Q6gvRkUxEiGV5eXnceuutNDc309TURGZmJnfccQc5OTldlm1qamLPnj3s27ePv/3tb4C5iq615uKLL+amm25izpw5XdaLjY3tUurpEIkv+s44z4Ew8pFjDTred6lMNzVCJ4eLrvN1whzwc+UJ+9dVFUP6fI/k462dcP9ROeDJs9JNjb6ui4Pd/uED6PdXo848H5Wcit70oclIy8iCGXN6fl6Tks02GurC9vwH61jrGk+3yvgEiIsP7vhH50JdDfpIMYyf3PcxtbfDEY8QNnuh+d/UiN1Qh96/x9yfMGXEvtYBcnNNZllJiblYN5Lf20JX5HhHD3Kso4vhdLzXrDEX+o47rmXYjCmYpKU5mWUq6I/PP9y/u20Pp2MtBIeIEMscEhISSEhIoL6+no0bN3LZZZd1WSYxMZHf/e53Haa98sorfPLJJ3znO98JKLAJgjCyUDGx4IoBdzu0NHUVy5zQ+B7C/XvF6YZZPfKuzA0XvGJZeiaUl5r8suam4Illzz+KXvuWyR376nex33sdAHXsySirlxL+JM9ryi//LmLwhPuTmh70TavsPPS+negjpfQrueNICbjdRsDLG2uOcX0t7NtlcuSUgnF9F98ikbw8RyyTgH9BEAQhuNg2vPeeE+7fMsSjCQ1OwH9lZXAD/hsaFJs3G1PNkiUS7g/w8ssv8+yzz1JdXc24ceNYtWoVs2bNCrhsVVUVDz74IHv37qWkpISzzz6bVatWdVnu/fff55FHHqG0tJTc3FwuueQSjjnmmBA/kp4Z9t0wATZs2MCGDRsoKytj06ZN3HrrrYwZM4aTTz4ZgIcffpi7774bMOWTEyZM6PCXlpZGbGwsEyZM8Ib2C4IwwumpI6ZHLFMpgxHLjLOMuhp0e1vPywoDwyOWqZS0XjucDgTHYaU/eBO98UPY/JHZ37JTel/ZK5bVB208YaPWhPsTxE6YXkb7Qv77RclB8z9vnAnIzcoGQK/3hITkjkU5r4ERis9ZJmKZEDyeey6Bz31uFKWlEXHKLwhBQWv46KNYamokcN2hsNBFVZWLhATNggUj87y1oKAdpTQbNsTx2mvxQdvuBx/E0d6uGD++nfHj3UHbbqTy7rvv8sADD3D++efz61//mlmzZvGLX/yC8vLygMu3tbWRlpbG+eefz8SJEwMus3PnTv7whz9w4okn8tvf/pYTTzyRO+64g127doXyofRKRHxzNjY28te//pVvfetb3H333cycOZObbrqJmBhjjKuqqur24AiCEKX0JK7UO86y/gWQdyAlDTyfQdRUoasrcN/7S/SurQPfptARx1mWkhoSscy7fcD+v18bZ9PEaX3rbul57egIEct0Wxv20/9E79mOdpxloRDLsnPN/o70TyzTnjJbledJ5x3lEcs2rDXTJ0wN0gCHL/n55oq4iBpCsLBt+MlP0nn//XieeWZki82C4M/bb8dx3nnZnHJKDuvXhybnNNI4fNhciBk7tp1ukocinmnT2rniCuP4//73M6iuVmzYEMuVV2byj38kMdAKyTVrnA6iI9OR11+ee+45TjnlFE499VSvq2z06NG88sorAZfPycnhy1/+MieddBJJSUkBl3n++eeZN28eK1euZOzYsaxcuZI5c+bw/PPPh/Kh9EpElGEuW7aMZcuWdTv/6quv7nH9Cy+8kAsvvHDA+4/kNrDSyjZ6kGPdEZWRBY0NqPb2Ls+Jam+FxGRUxugBP19KKXTuWFPCV1uN3rwOtW0TGrAKjgrCI+h9//7/RyKqtcUcp8zRkJ4F9XWotragPWZluyEx2TchJhZ10pl92r5KyzDrut0hPwbBONb6/dXw+vPoD99GLTnePK+jcoI+ditvLHZisjlW/di2qjxixjRhKkoprPxx6O3JprFDYjJq2swR/VoHyMszYtmRIxZtbSP7vS34COVn+fvvx1FcbH4g798fI6+pISYavreHC7t3GzWopMTF+eeP5pe/rOGSS4J4sa0PDLfjXVJifvbn59vDZkyh4MYb63j99QT27o3h05/OZt8+F1or/vOfRFavTuD226vJyuqfavbOO0YsO/741oDP3XA71v2lra2NtraObsPu8tzb29vZu3cvn/3sZztMnzdvHjt27BjwGHbu3MmnPvWpDtPmz5/PCy+8MOBtBgOlJYVOEARBEARhSLFtiIszBseiIhg3bqhHJEQ6X/kK3H+/uX3mmfDSS0M7HkEIF7fcArfdBsnJ0NBgYi937oRp04Z6ZEPHL34BP/oRfOlL8MADQz2a0PL++7B8ufleBTjrLHj9dWhthfHjYe1ayMvr27YqKiA725T2Fhf3fb1I4tFHH+Xxxx/vMO2CCy4IaDaqrKzkyiuv5LbbbmPGjBne6U8++SRvvvkm//u//9vjvn7yk58wadKkLplll1xyCVdffTXHH3+8d9qaNWu45557ePjhhwfwqIJDRDjLhpKqqiqam5uHehgDJtJb2Qp9R451R9x//Dls34y6/CqsY07sOO/un8GOT1BfvApryYndbKF37L/dgV7/Aersz6FfehLH32394v9QIQhP9ycajrf7rttg5xbUl65Bf7gGtm5AXXol1tKTB71t3dKMff0qAKxf/gn93CMwdiLWCWf0bf19O7F/fwtkjcZ1692DHk9PdHesdXs7Kqb3r3FdXYl9y9V0rj9QF6zCOumsoI5V227s73wR3G6sn95tXIF9wH3zVVBdiXX9z1ETp6I3foD9lzu8861f/xWVlNzDFkYGOTk5FBe7OHQIYmJG7ntb8BGqz/KmJnjssVycxJWdO9spLj4StO0L/ScavreHC4WFaUAy//M/dfz3vwls2RLLW29VkpwcvjK64Xa8d+40z0lGRh3FxZERITFQJk6EX/0qkVdeSeDqq+s59tg2Nm+O4etfz6SwMIbrrmvkD3+o6dO2nnsuAa0zmTGjDa3LKS7uusxwO9b9ZeXKlZx77rkdpgVylfnTk8MuWGith9ytJ2JZH4jEF31npJVt9CDH2qCVgqYGqK/r8nzoyiPQ1ICKTxrUc6WTUtBNDeg1r3YIetcH9sDshQPebr/GMIKPt64oM8cpIQmUQjc1QH1tUB6vrqs123PFoJNSUBd91Uzv47Z1QqJZvzJ83xH+x9p+4TH0849gXf9L1OTpPa5nf/iWyVabNstkv33ysZmRmBz8sSsLnZQMZcXo0mJf19ge0G43uuQQaBudnglao9OzzPMLkJ0HiYN7r0YKeXluiotdHD4MEyZ0fW9XVipWr07gnHOaSUwc+c9HNBHsz/KXX06gvt4iI8OmutqiqMhFa6sesVlFkcRI/t4eLlRUGJE4O9vN1KntbNkSy/79riF53ofL8S4uNs9JXp57WIwn1Fx6aSOXXtoImGuFc+a0cdddVXz609k8+mgSl1/ewKJFvTc6WLPG10G0t+dtuBzr/tJdyWUg0tLSsCyL6urqDtNrampITx+4USAjIyPo2wwGkiIrCMKIRMV7Ot+2hCjgH3xCQNnhDpN1UeHgtisYQhnw3+Db9oCuWjndMJsa0Hb4OyPpde9Cayt6x6bel/3oHQDU4uOxLrwCXCbDSKVnhmZwno6Yuq8dMWsqQdtmXI4j09MNE6Ij3N8hL8+8lg4dCjz/979P5dprM3nkEQlrF3rmiSdMiPJllzWQkGDT3q44dEg6rQrRQXm5+Yk7apTNhAntABQVRffr38kvzM+P3m6Oixa18fnPGwHtllvSvWWaPeGE+x9/fGsohxYxxMTEMGXKFDZt6nj+uWnTpg5lmf2loKCAzZs3d9lmQUHBgLcZDEQsEwRhZNKTuNLgcYGlpA5uHxlZHe87P+qL9g5uu4K5MueImilpwRfLvILpAF8DSX5Ca1Pj4MfTD7TbDYcPmDuVXTtBa9uN/d9n0OvfR5eXwp7toBTq6GWo/PGoL12LOvkcmDYzJONTno6Y9LUjZlWF+Z8xCmV5TktS0kyAF8DE6AmZccSyw4cDz9+82TwnInoIPVFZqXjjDfMD7/Ofb2LiRPO6KiyUghIhOigvN5+Ro0fbjBtnXv9FRdH9+hexzHDjjbWkpNisXx/HY4/1fOHp8GGLvXtjsCzN0qXSCdPh3HPP5bXXXuP111/n4MGDPPDAA5SXl3P66acD8PDDD3P33R0jSgoLCyksLKS5uZna2loKCws5ePCgd/4555zDxo0befrppzl06BBPP/00mzdv7hL6H26i+1NDEISRSzfiim5v87nNktMGtQuVMQqv2Vop1KmfRt//B/TBwkFtVwBamqHdY48PgVim/V1rA0DFxEB8ghlnQ/3ARbeBUFbsfW50VVexjJ1b0I/+1bw2HVFv+myUxwlpHbcCjlsRuvFle5xlhw5gP3wfesNarKt/hJrYjUPMeQyZvpJNpRTkjIWD+3otMx1J5Oaay9yBnGVaw+7d5rStulqudQrds317LG63YuLEdqZNa2fSpHZ27IilsFBEViE6qKz0OctaWx2xLHpf/y0tPgExP78PdqoRTG6uzTXX1POrX6Xx2GNJXHRR9+eVb79tLjrMn99GenrklVeGimXLllFXV8cTTzxBVVUV48eP58YbbyQ721QFVFVVUV7e8fz0+9//vvf23r17WbNmDdnZ2fzxj38EYMaMGXzrW9/i3//+N4888gh5eXl861vfYvr0oT0HFLFMEISRSbxHXGnp1KDDcRQpCxKTBrePTD9n2YSpqJlzjUBRchDd1oaScJiB44hZsXEQFx+CMsxBOsvACFEtzR3y6sJBBzE2kLPMcWqBd2xq8QkhHpUPNTrPvA82vO8Vk/WHb3Urljnj7dwMwFp1LXrfTpgxN3SDHWb05CyrrLS8IpmIZUJPOKLAxImm/GzSJPO62rdPTvuFkU9bm+8zcvRom5gY80104IALrU1nzGijtNR8JsTFabKyolssA1ixoplf/SqNrVtju31NtLXB3Xebc8RTT43cZn+h4swzz+TMM88MOO/qq6/uMu3RRx/tdZtLly5l6dKlgx5bMJFvTUEQRibdiStOCWZysq/ka6Ck+zlhZs6DzNFGQGmsh+IDvrJMof94nV9pKKXQHvFTB7kMU6UMwl2YlGxcUWEWyzhU6LsdyFlW5+nwNHcxatJ0qK5ALTslLEMDwCnDBJND5naj9+7ofvkAzjIANXFq9260EUpubveZZY6rDKCqSsQyoXsOHDCvlfHjzetp0iQjmkkZphANOK4yy9JkZNgkJ4NSmqYmi4oKi9Gjo08s8i/BjEaxsDMFBe3ExmpqaiwOHnR5Pyv9eeCBZPbujWHUKDdXXNEwBKMUhgNytiUIwsgkoRtxxQl2Txp82ZyKj/c6k9TMeaZ0bPxks18J+R8cjljmOL8c8TNQw4aBEBRnWTIAuiG8J1EdnGV1NejWTjka9UYsU9l5WJ+5BOuL1/gaXoSDsZNg/jGoY0/C+s7PzLT9u9Ht7YGXd5xwncSyaMQpjwnkLPMXy8RZNjypqVHs2DH0gtSBA46zrLNYFr1laEL04IT7Z2XZWBbEx/tK3KO1FLOkxDwn0Z5X5hAXZwQzgE8+6VoFUllpcccd5vzwBz+oIy1NSjCjFTnbEgRhRNJtN0xvaHxwMqbUhV9BnXYezJ5v7o+bZGYc3BeU7UcrnTPFVNAD/geXWQb48sDC7izb3/G+f9klQJ3nsaUOLpNvoCiXC9c1N2F99bswbRYkJkNra9dxe3By1zqXYUYjThlmTY0RXvzxF8s6zxOGB9dfn8Gpp2bz4YdxQzoORxAYP978GJw82byuDhyIwS2/lYURTkWFef2PGuVzkDkdMR0hOdqQcP+uzJljsl+3bOkolrW2wk9/mkZNjcXs2W1cfHF4mzgJwwsRywRBGJl0F/AfDEeRH9ayU7EuugJleU7AvM4yEcsGRXUlAMrpOBrsgP8gvA7UEIhlurkRykvNnbQM87/ySMdlnDLMlPSwjas7lGXBZNP2u9tSTG8ZpohlqamayZPNj7q1azsKLuIsG/6sWxeH1or//CeMTs4AOF3/JkwwP4zHjHETG6tpbVXeH839obZWccstaWzaJDmcwvCnosIX7u/glNlFa0fMw4dFLOvMUUc5Ypl5TWgN//lPAitW5PDYYybT+NZba3BFp74qeJCzLUEQRibdZpZ5sqpC1L1QecQyivahtdi2B4wjADkCStCdZU5m2SBeB8kesawhNGKZrihD11Z1nHjogPmfkQUeF2OXjpge15xKHXqxDEBNmWFuBBDLtO32CqMilhmWLzdlte+801Es27PH9yOvsdGiRbrYDyuam30h2q+/PnRiWXMzlJSYcThimcvlc9bs29f/X34PP5zEX/+awp13pgRvoIIQIpwyTP9sMkcsc5xlhw5Zw6JkOlz4nGXRl9fWHY6zzCnDfPLJRK68MovCwhiys93ccUcVy5a1DuUQhWGAiGWCIIxMErrphukIG0Eqw+xC/gTzy6SxPnD4utAntNPlMStEYpnXWTaYgP/QOct0eSn2j7+J/esbOk538srGTvSVLXbuiOk4y4aoDLMzjlim9+3sOrO2GmwbLAvSM8I6ruHK8uXm5HzNmnjvtObmruVDNTVyCjecOHjQd3z27Yth796hsSM440hOtsnM9P0wdjpiDiTk/6OPjHDriBCCMJzxOct8LipHLD540EV7O6xcOZpzzsmOmte0lGF2ZfZsI5YdPhxDZaXi/vtNDu0XvtDAO++UceGFQTrfFCKa6PiEEAQh+ojv2VkWrDLMzqjYWMgZY+44LiCh/3hzrLLNfT+xLCiOvWBk13nEMh0KsezFx03eXlkx2l/w9XTCVOMm+YTEzqKsN7NseDjLmDzd/C895Muic3Dy1tKzfKXMUY5zJXvr1ljvj759+2LQWpGRYZORYQQQKcUcXnQu71q9emjcZf4lmP5d75yQ//37+yeWaY03g20kvuZ++ctUrr8+ncZGyQEcKfRUhnngQAzvvhvPoUMxNDcr9u2LDneZI5Y5uZiCiT1wPheffTaR9evjcLk03/9+HcnJUhkiGEbet54gCAL4xJXWFlPq5UHXVpsboXKW4Qv514cDB5oLfcBxS43q5CzTtklfHQTa7YYmTwfLwYimyeYqJI3B7YapK46g33nNN8ERePFzlo2b5C1b1H7OMt3e5ntswyCzDEClpPkE5H27Os705pVJJ0yH7GybOXPM7XffNSKFk1c2dWq7iGXDlM5d9l5/Pb6bJUOL40B0wv0dnCy8/nbE3L/fRXm5WWekveaqqhR3353Kv/6VzBe+kEVtrQhmIwHHLdYx4N+cBx465OLppxO908vKRtZrOhDt7XDkiHTDDISTW/a735lzwVNOaSE7W0pVBR8j/xNCEIToJMF3MkSznzPnsHF7qbxxodv3mAnmfzfd/4Se0a0tvm6VjrMszs+l0TLIzkR+4lNQAv6DnFmmX3oC3H4/dD0uOK219zWlxk5CZXmeG/+Af+d5U5YvU20Y4C3F7JRb5hX6RCzrwCmnmP/vvGMEF0csmzbNXyyTH/bDCUcsO/FE833z3nvxQ+JWcpxljpPGwSnD3Lu3f04apwQTjFg2kqI4d+70NSz48MN4LrpolLyvRgBON0z/zLK8PDcul2ly4S+WOSLSSObIEQu3W+FyaRGCOuGIZVVV5jVz4YXS+VLoyMj/hBAEITqJiTU5SODNLdPNTXCkxEwbOylku1ZjJ5r9iVg2MJzSvPgESDLuLWVZ3ZfW9hdHLEtMRg2mzZEjljUFz1mmqyrQa14xd2LNj1Rv586qCuNic7kgb1zgMkxHLEtJNc/ZcMERyzZ/hC4r9k33HGsl4f4dOPVU879nsWwYHV+BAwfMMVqxooXx49tpaVGsWRPXy1qhGEfHcH+HggLzo3D37hia+vER6pRgArS1KZqaRo6YtHOnOWYzZ7aRleVm06Y47rtv+FxkEAaGU4bpL5bFxMDYseY90dLiew2XlY388n+nBDM31y2dHTvhhPwDZGa6Oe205h6WFqIROdMSBGFEopTqGgrviFfpWahQhp+P9TjLDhd1KAEV+ohfJ0zlH7oTrJD/YOSVQUi6Yeq3XjY1EwVHwcRpZqIjgDmiWMYok43nCExNjegmz9VQJ68sZXiE+zuo6bPNjf27sX/0ddy/uQFdXelXhilimT8nngiWpdm7N4bDhy0/saxNxLJhiuMsmzDBzamnmlalr70W/twy3zg6lmGOGWMzerQbt1uxbVtsoFUDsm5dR8GvqmrkiWUnn9zCD35gvhfWrw+/wCkEF0csy8rqeP7l77aMjTUWyWhwlkknzO5xnGUA55/fRJy8/YVOjPxPCEEQopdO4or2hKPjcX6FjNF5EBcH7W1QVhLafY1AunTCdAiWWNbgEZQG2+TBz1mm7SCdhJab14uat8Qn5jllmN4ulyaLTCUkep13TsZb52WGC2rcJNTXvg+zF5gS0V1b0U/9A+24CEUs60BGBsybZ07iv/KVLG+5mMksMz/yRCwbXjgi1fjx7ZxxhnEnPPFEIiUl4T1OjsOtcxmmUr7X1KZNfRPLamsV27eb7SUkjDyR1nlfFRS0MXeueW62bIkZUaWm0UZzM9TVdXWWQcccv898xpxHRJOzTPLKupKbazNxYjuWpbnoIinBFLoycr7xBEEQOuOU7bV4xJWDnrwnTwB/qFCWBfmSWzZgqoyzzJvJ5eDfEXPnFvSGDwa0eR0sZ5kjlmkNzcE5yfKNLQ3liHlOGWYgIcwRmTzPma8T5vBylgFYS47H9e2fYv3gVwDo91bDwX0AKMks68Lppxt30ubNcbS2KtLSbCZMcIuzbJC0tsKXvpTFV76SSbA07oYGRWWlI5a5OfHEFhYvbqWpyeJXvwrfe7G2VnlfF53LMAGvILRpU9/sEx9/HIfWiokT273bG0mvO8dZVlDQTkFBGy6XpqrKRXHxyHmM0YbjKouJ0aSnd1Q9HQE5N9fNpz5lBO3ocpaJWNYZpeCf/6zgySfLOeqo9t5XEKKOkf8JIQhC9NKdsyzEYhlIbtmgqOymNM9zPHVFGfYffox9zy/R1RX9375HfFKDdJap2Fi8nv1glWL+f3v3HR5VmbYB/D7T0yeFkISAQCihBRBUikpTFMXe6+IH+rmAbausuiv6qauuuu7aFXtHxVXWQlOkKFWIEHqRlpDek6nv98c7ZyZlkkySmcxk5v5dV67MnDln5sy8c2ZynjzP87r3LdYdzBNqGaYrWKbENwiWuQKK7my8atc6IZZZ1pCSlQ2MGidnNlWzBJlZ1sz8+dV4//0SPPdcGf7+93IsXlwMvR5s8N9Jr70WixUrTPj22yjk5bWv2X1L1D5hZrMT8fECigI8+KA8Fhcvjsb27b6XPfpjP5KSHIiJaZ4e5S2z7PBhLWpqPO8lux1YtCgGn38ehe++kz3zxoyxhl2QtqxMcWcVDRxoR1SU7AkIADt3ds14kf+pQevkZCeUJh+R06fXIyHBiXnzqtGzpwwcRUJm2a+/yueo9myjxvr3d+C002xtr0gRyT9/JRARhSI1uFJfJ7N/jh0G4AlkBZQaLDvBYFl7ibLWyzDFqqWAzSqXFeYD5nZmJTXI3uq06FjAWiob7/uDGhiLiZc/gDuAJirL5fVYTyBMSUyBADy9v9Tss9jQDZYBgObSG+DcvkEel4oCJCQGe5dCjl4PTJpkabY8IaFx0KKyUsHWrQZMnGiBnuf4rTp+XIOnn/Y0cF+71ojhwzufTdCwBFM1erQNl19ei88+i8bf/haPJUtKmp28+5s6E6a3rDIAyMmRn5t798om/zt26HH55SmYONGKDz+U/3h4551o/PWvjT8/TjvNiupqGTgLl2DZvn3yYOnVy47YWBlYHDbMhj179Ni5U+/O7KTupbhY7VfWPG106FA78vJkq4Pjx+V6RUUaOJ2e+aDC0Z498r0+eDAzp4jaK4w/Gogo4rnLMOs9MwlqNEB674A/tDsgd/wIhN0Gx7ML4Xj6AQg7/3vVJleWlNIkWKao41lw3L1MqJMBtIda1tjZnmWApxSz1r+ZZYiNa9azzB0Ia5RZ5nqNSuTrIEK4DLMhpdcpUE4/W16JT4Si4//ufNU0w+fhh+Nxww3JuOyyFHcGAXm3cGEC6uo0MBhkcESdbbSz1CBV0z5hCxZUwmRyYtMmI7ZsCVwk02qVmVLq+DfdD1V6uqfJf16eHm+9FQOnU8GaNUb88oseQgBvvy37IKamyvswGATOOsviLmkLl2CZWoLZMICgNvtmZln35W0mTG969JC32+1K2Lynvamvl9mjgGdGXCLyXfh+OhBRxFOiXMGVonxALcHs2UuWzwWaOiNm4QmIpR8BO7YAu7ZDrF0R+Mfu7tyzYbbQs6yhkvYHy9xljZ3tWQb4NVgmHA5PhlpMHBRX5pto1rPM7NnIVb7ozsarDs0G/94ol9wAJKdCGTsx2LvSrSQmyqBFRYX8E04tqfv5ZwOmT++Bb7/t+hkYu4M1awz473+joNUKPPFEOQBgwwYDbH44f1TLH5sGqTIynDjzTJnNtWNHYL53amsVTJjQE8OHp+Phh+Vx33QmTFXDJv9r1hjx1Veez9Q33ojBxo0G7N2rR1SUE6tXF+Knn07iu+8K0a+fI+zKf9Vg2cCBzYNleXkMlnVXamZZSkrrJYcGA5CYqJZihu/p8IEDOjidChISnOjZk7NhErVX+H46EFHEU3JOAwCI1d9A7P5FLuuCfmUAgIQkmbnkdEL892P3YvHVYgh/nJ2FKVFb4+lj1dJsmACgd/UKC3ZmWYwMlgl/9CxrGHCLifPsX03j2TCVBlljSrIroFhSKH+7MssUf5SYBpjSIw2ax16F5tpbg70r3UrDzDIhgIMH5Ul/drYN1dUa/O53ZthZbdPMkiXRAIDrrqvFFVfUITHRgZoaDbZt61hgxOmEu9eXWobpLUg1ZIj8vN+1KzABmJ07de4G3qrTT7e2uL7a5P/FF2NhsShISpIBg88/j8K//y0/zy67rA7x8QK9ezvQt6+8Pdx6lqkzYQ4e7Pk+Vht8Hz6sQ1VVeAQFI01pactlmE2lpsp1wjlY1vB9HugycKJwFL6fDkREp04AMvvJ2RNXfiGXdVGwTFEUT3YZAAwZKbOAyooh1i7rkn3oltQMqZg4KMYmGTINgmXK1AsBdLAM01XWqPghs0yJliVLfinDVIN4UTFQtNrmZZiVXjLL1HLfogJZgultxswQpvCv93ZTgxYVFQpOnNCitlYDnU5g6dIiJCY6UF6uwebNvs12GEl+/FG+JuefXw+NBpgwQQaU1q7tWCnmX/6SgOHD0/DttyZ3GWZmZvNslkAHy/bvl/c7caIFGzcWYOPGApxzTsv9tkaOlPtTXS1PAe65pxojRlhhsSj47jv5mXvTTc1n9w2/YFnzzLKkJKd7xsBAjRcFVnGxDBy3VYYJeEoxi4rCt3x9927PjK9E1H7h8Y1HROSFotFAc+mN8opD/gGs9OrbdY+f4QpkGIzQ3DwfygVXAlCzy1r+z39Ea2kmTMDTBD47B8rQ0fJyB8owPZllfmrwD/gnWFbdoF9Zw9+11bJE00uJpRIbD6T1klcO5HmeWzcJllH7qQ3+hVDw88/yhL5PHweiooApU2SQZMUKlmI2dPy4FkeO6KDVCpx2mvzsnThRvlbr1hnhcACvvBKDJUu8lHp7sW+fDu++Gw2rVcGdd5px8KCaWdY8WDZ0qDxJ3b1bB2cAqqD27fNkFvbq5USvXq0/yIgRnu8eo1Hg8strccstnglKRo60uks1G0pMlPdbVtb9Tx3KyxWcPKn2cWocRPD0LWMfxe5ILcNMTvYls0wer0VF3f893RJvvfmIyHfh++lARAQAOWOBfoM817uqDBOActpZQEISlOtvh5LSE8rEc2VpYXkpxLLPu2w/uhNR5gp+NS3BBKCcMRnKVf8Dzex7gORUubC0CEII3+9fiOZBqc5Qg2U1fpgNs2l5aLTrtxCwnzzhDvg2DYQpWdlytdzNcnbJhvdBYcdgAKKj5Yng1q0yW6p/f3kidM459QCAFSv807g+XKhZZTk5NvfMh2eeKYNlW7YYcNttiVi4MAF33212l1a25plnYiGEAo1GoLpag/p6+ee0t8b6/frZYTQK1NRo3OWa/rR/vzwZHjDAt5Nhtck/AFxwQR3MZoFLLqlzl2PeeGPzrDIAMJvDp8G/OhNmRoZnJkyVGiwLVI85Ciy1DNOXzDJPGWb4ZpapZZhs7k/UMd3/G4+IqBWKokBz2U3ySrzZaxAmYI89aBi0/3gTmonT5HW9HsolMtNN/Od9iD2/dNm+dBstzIQJAIrRCM30S6GYk4HEZLnQUt++rC5LHeBwnVT6sWeZXxr8q0E8130qOh0QJfss2Y8ekrdFRTefoCJriNw+d5O8Hh3L2SXDnFoSt3WrfC9kZcn39OTJFuh0Avv26d0zoJEnWDZ+vKc8sX9/B9LSHLBaFXzzjcwos9sVrzMhnjihwdtvR6OkRIM9e3T44gu5/jvvlCItTQaZUlIciIpqHrjX6TwnqoEo7VODZQ3LCVujKLIU1WAQmD1bBvlNJuDll8vwxz9W4uqrWwqWecp/u4PFi6PwyCNxXrP51Gwbb6VpnBGz+2rYw7FXr7aPhx49wjuzrK7OM0MuM8uIOiY8Px2IiBpQhoyE5o4HoLnjgaD3SFLGT4EyfgognHC+/AREWUlQ9yfkuGfCbD2oqRiMngyr9pRiqo34dTqgaU+0johWG/xXdf6+alzN+RuWh7oCerZjh+V1L+WVamYZKspaXIfCi5rl88svjTPLEhKEu7k7SzE9fvpJZtqNH+8pQVQUT3ZZfLzT3eh9+/bmQZL/+794LFhgxrhxqbj99kQIoWDGjDpMnmzBSy+VIj7e6S6B9WbIEDk+u3b5N4hdV+eZidPXzDIAePTRCmzbVoDRoz3ZJhMmWHH33dVoKc7enXqWVVUp+POfzXjhhThs2dK8f9+ePW0Hy/bs0aOuLrD7Sf519KgWFRUa6PXCpx5damaZWpIbbvbv10EIBYmJDp8y7YioudD/xiMi8gMl5zQofQcGezegKAqUG+bKctCqCjhffbJdZYThTqg9y5J6tL2yuk57mvzXucolo2L8EjhVzEnygj+Cnt7KQ13BMndmmbdAWFomoE40AABxoT8TJnWOGrior5fvYTWzDGhYislgGQAcP67B4cM6aDSefmWqu++uwqxZNfj882JcfLGMjOTmNg+WqUHJ2lqNu6zpd7+Tx+tpp9mwbVsBnnmmvMV9UJv85+X5N1vp4EF5Mmw2O9t1MqzVysBqe6jvudpaDSwtxwVDwsqVJlgs8thQG5w3pPZ58xZQOeUUBzIy7LBalQ5P/kDB8csvnpkfDT7McRLumWVqUDg7286ZMIk6KDw/HYiIQphiNELz23tldtO+PODk8WDvUuhwBZ2UNjLLAADJMlgm2pNZpqYKuMobOy3ZE7DrdNCzac8ywB04sx09LK97yyzTaID+gxtsw8yycKcGLlRqZhngCZb99JMBVVU8Q1KzynJybIiLa3yM9uvnwCOPVGDwYLt7lsimmWV1dXCXtD75ZDkmTLDgd7+rcjfuBwCjEa2ejDadEbOuTnH3VuqMhv3KAn0yHBcnoNHI16+iIrRPH/77X0+gePfu5gHK1vo4KQowfbqMBi5bxoBzd6L2mRsxwrf+XOHes6y1cmMi8k1of9sREYUpJTUDGDgMACB2bA3y3oSQSlcpoTrzZSuUJE+Tf5/Vu/rxmPwULFODelZLp/uWCS+ZZWpJps2VWaa0UGLpLsUEoDCzLOypMxMCQGys033SBwBZWQ7062eHzcbMGEAGDYHGJZjeqDNAHjigbxRkPHBAB6dTljJdd10tFi8uwe9/376yazWwdviwFiUlGsycmYIzzkhFQYHnz/A770zAhRemoLTU96jX/v0yODBgQOCbd2s0QHx86Df5r6lRsGqVJ8ilZteoKioUFBTI4EhLfd7OO08GnJcvN7l7nm3frseBA+EZVAkXarBs+HBfg2Uys6y83PdsyepqBbfemogHHgj979k9e9jcn6izQvfbjogozCnDTwUAiJ0MlgGAsFiAelfmlw/BMiS7AlXtCJaJOlewzE+ZZYre0LHead60klkm1F5rLQbLhniusGdZ2GuYWda/f/OsogkT5Jnftm2erBqHAyFfPhcI69fLgOG4ca0/+eRkJzIzZfBELecCPJlJgwd3PHsrOdmJ1FQHhFDwP/+ThN279ait1biz3kpKgE8+ica2bQYsWGCGr0mqajmhr839O6s79C1budKI+noFJpPc1927dY1eTzXbJj3d4Q7+NTVunAVxcU4UFWmxdaseW7boMXNmCq65JsXnsaGup07KoPada4vZLKDXywEtLm77PW21AnPmJOGrr6Lw+uux+Pnn0J4EQg0Us7k/UceF7rcdEVGYU4aNkRf27ICwRuBZbFNqVpnBAJii2lxdSVLLMAt9fwx3Zlnb9++zjvRO88YVLFNimzf4d2spENZvIKC4vtKZWRb2GvabativTKWWITXsv3X//QkYOjQdBw9GTnZMVZWCw4flCePYsa1nlgGe7LKGr5saXOnsCadairl5s6eZkhrM3LTJs97SpVH49FPfPp8almF2BTWjsbw8dMt7//tf+drdcEMtNBqBsjItCgs9pzv79rWdbWMwAFOnyuyyr7+Owl/+kgCnU0F+vhaVlaH73CNZYaEGJ09qoSgCw4b5PjOsp29Z65+LTifw+9+bsWaNJ1t30aKYVrYIrqoqBUePMlhG1FkMlhERBUtGb1nGZ7MCe3cEe2+Cr7Jc/o4z+9Z83x2kKvb9MVw9yxR/9SwDPL3TOhssU8swY2I9y2J9C5Yppmig1ymudcyd2w8KeU0zy5ryBH0MEEJmlX32WRTq6xV8/33k9GE6cECeLKamOtwziLbG07fME9DyZJZ1rpRJnRET8IyZ2h9t40a5PC5Ojuv99yfg2LHWT94dDtngH+i6YJn6visrC83Th7o6BStXymDGFVfUoW9fGQhRy9HkZd/6OKmlmK+9FoMdOzzvh+PHIyfY3J2oJZhZWXZER/ue/ufpW9b6e/rtt6Px2WfR0OkEFiyQM1d/+WVUo1LqUPLDD/I46NfPjqQkzoRJ1FGheYQTEUUARVE8pZjsWwZU+N6vDACQ7OpZVlEKYfPxRNbfPcvQYDICP2WWNcoma5JZ1lLPMgDQXHULlLOmQ8k5rXP7QSGvYbDMW2ZZdrYNer1AebkGx45pkZenR3W1/JPP2+yA4UotU/Q1mJSTI7PPGmaW+auUacwYq+t+bHjhBflZ98svetjtnmDZ735XhTFjrKiq0uDmm5NanQTg6FEtLBYFRqNA796OTu2br0K9DHP1aiPq6jTo3duOnBwbsrPl90LD93xrM2E2NGWKBXq9gN0u/3GjTm5w4gSDZaGovc39VT16yPd0W5ll33wjMxb/8IcqzJ9fjdNPt8BuV/D226GZXabOhnzuufVB3hOi7i00v+2IiCKEMox9y1RCzSyLN/u2QWw8oHf9x7+8xLdt/NyzDEDHMtyaEBaLzDAE5PNyaVSSCQDxLQfLlKGjoLl5vn+z5igkNc4sax4oMRo9mVC5uXp3k3vAMyNjJGhvmaKakXf4sA7l5QqqqxUcO6YGVzqXWXb++fV47bVSfPJJCYYOtSEmxom6Og327dO5g2Vjx1rx/PNlSEtzYM8ePa67LqnFkkc16NO/vx3aLorfhHqwTM2mOeeceigKkJ0tx71hk39fm57HxwuMHy/bIwwfbsXkyfIyg2WhSe0z6Gtzf5Xa5L+1zDKHA9i6Vd7/tGky+DR7dg0A4N13o1EfYvEopxPuDEt1dmQi6pjQ/LYjIooUQ3LkNGMFxyGKCoK9N8Hl6lmmxPuWWaYoiidQ5Wvfsnr/B8sUf5Rh1siyDmi1jfupNSvDNHf8MShstFWGCXhKCnNz9diwwRMs27NH557hL9ypZZi+BsvMZoG+feW6ubkGd7+ynj0dSErqXGd3jQaYMaMeSUlOaLWewNyXX5pQVATo9QJDh9rQu7cDH31UguRkB3bsMOCWW5K8jpdaKtpVzf0BuEtZ2wqWCQEsWJCAP/85oUMN8TvaRH/dOvmanHmmJ4sP8JTSVla2PRNmQ7//fRXOOacezz5bjj59ZFCFZZihqb3N/VVqGeZPPxlhb+EtsXu3DjU1GsTGOt0ZpuefX4+MDDtKSrTuPnmh4uef9Sgp0SIuzonTT2+7VyMRtYzBMiKiIFKiY4H+2QBYiunuWZZg9n2bJFkC6WugSrh6lvmzDNMfmWWefmVxjfu1NW3w3/Q6RaR+/Rzo0cOB00+3ICbGe2ShYZP/hsGymhpNm/2wwkVHGuCPGiVPLr/5xtQgC8n/AalRo+T4vPee/CwaOtQGk6ud3IABdnz4YQlMJic2bjQiL8+TGbVjhw7XX5+EZ56RnwVqqWFX8DWz7MQJLd5+OwbvvhuDkyfbd6pRXKzBmDE9MX++uV3b5edrsH+/HhqNcM982jCzzOn0ZOOlpTkaTZLRkrFjbXjrrVJkZ9uRkSGDZcwsCz0VFQp+/VWObXszy849tx56vcDatUbMm5cIbx0dtmyRn5+jR9vcWZw6HXDllfLvidWrjc03CiK1BHPyZAv0kZNITBQQ3aJxRV1dHT766CNs3LgRFRUV6NevH2bNmoUBAwZ4XX/Dhg1YtmwZDh8+DLvdjszMTFx11VUYNWpU1+44EZEPlJGnQezPg9i8FphyQbB3J2hERbm84GsZJgAlORUC8L1fmDuzzI//CVZ7lpWXQjgcUDpSE+WtXxnQOLMsJg6Krlt8bVOARUcL/PjjSRgMLa+jZi6tX2+E3a7AZBLo3duOffv02L1b586UCVc2G3DoUPuDZddfX4vPP4/Ge+9Fu0vvOtvc35uRI2VQTu2VpAbPVEOH2jFunBXff2/CTz8ZMXy4HeXlCq66KgWVlRrodALXXFOLWbNq/L5vLVGDZRUVrU/AopbEAbKkNS3N9+yWFSuMOHlSi2++MUEIOWOhL9avlwGLESNs7gy4vn3tMBoF6uo0OHpUi717fSvB9KZXL3m85OczWBZq8vLkuGZm2pGY2L60xJEjbXjllVLcdlsSli6NgtMJvPhiGRp+1aoz2DadUXf8eAv+9a84/PijoV3v1UBTg2UswSTqvG6RWfbSSy8hNzcX8+fPx1NPPYWcnBw8/PDDKC0t9br+rl27kJOTgwULFuDvf/87hg0bhscffxyHDh3q4j0nImqbctrZ8sLeHZ2fUbE7a2cZJgBPk//8476t7+pZpvgzsyzeDGh1gHAC5d6/l9oi1MyypmWXxih530CLM2FSZIqKQqu9qtQm/2qD8lNPtbqzzTrSt6yjpXHB8uuvWtjtCqKjnUhP9z0wOHGiFdOm1cNuV9wnnWqGkj81DY6NHt08gDNunDw5VzMDV682orJSgz597FizphBPPFHhU4aUv/iaWaY2Wwc8AUtfrVsng151dRoUF/t+mqJuN3Gixb1Mp/MESnfv1rvLajtSuqpmlrEMM/Son2dDh3YsqD19ugWvvloKg0Hgq6+icN99jcuH1cyypsGysWNt0OkETpzQ4ejR0HhfHD8uJ3TRaASmTrW0vQERtSrk/0VttVqxYcMG/OlPf8LQoUMBAFdffTU2bdqEZcuW4dprr222zaxZsxpdv/7667F582Zs2bIF/fr18/o4NpsNtga5txqNBiZXPrwSKv8q6AB137vzcyDfcKy7LyUlFc5Bw4C9O4FNa6Gcf3nb24TjeLvKMJWERJ+fl5KVDQFA7M/zbZt6VxlmVIzfXjtFq4UzKQUoKoBSVgQlJdV9mzN3M1BSCE0bGYNKbTUEZEP/hvulKAqcsXFARRmUuITwGm/yyl/HtskkZ3BUAxfjxllhMskzwN279T7ff1WVgtmzE1FSosF//1vsLhUMdQcOyOedleWAVtu+1/KBB6rw3XdGOJ1yu8GD7X4/9nr3diIpyYHSUnmSPXq0rdljjB8vT87lBA0Kvv9evvgXXFCPU05xAujaz4OGPcvUfRUCuP12M0pLNXjvvVIYDI0zyw4d0jV7XkeOaPHZZ1H4zW9qGmUCCQH8+KOnpO3oUR1SUxsHQHJzdfjpJyNuvrnG/V4UAli71tOvrOHjZWfbsHOnHitXmtxlmNnZ7R/PXr1koDA/XwshFGg6kG4Qlt/bIUANlg0Z0vHjdPp0K154oRy33mrGu+/GoFcvJ+66qxrFxRocPizfN6ee2vgYjYmRQe/Nmw348UcjTjmlrtF9BmO8V66UB8WYMTYkJwt09WdEpOKxHb5CPljmcDjgdDqhb1J0bTAYsHv3bp/uw+l0oq6uDrGxsS2us2TJEnzyySfu6xMnTsRdd92FxMR2ZDiEsLS0tGDvAnURjnX3VD39YpTt3Qnt1nVIu2Wez9uFy3gLIXC8qhwCQOqAQdClp/u0nTPRjOPPaoHSIvTQArrU1rc7YbXAAaBH7z4w+PgYvihM6wVLUQESnHbEuO5XOJ04vugpiJpqpJ49DfrMvi1uX6kIVACITklFUpP9yjcnwl5RBlNqT6T4cZ8ptPnj2B43DtixQ16+4II4WFyJBvv3RyE9ve1S5Lo64NprgbVr5fWysnScemqnd8ur6mrAYECrpaXtUeia82PECD3S23ncpKcDc+YAr7wir599dgri41vfpiPOOAP4+msgLg4488wezQIw558vMwhLS7UoKUnH99/L5VdfHYv09Jb/pg2UQYPk74oKnfs13bkT+PJLuXz//nRMmwbs2uXZJj+/+b7eey/w9ttAXl4cvvjCU762bx+Qn+9Zr6oqBU2HTr3/776LxxdfAPHxwIEDwPHjgF4PXHxxMmJiPOufcQbw6aee3nAAMH68Genp5nY995QUOUmDzaZAq01HZw7PcPne9oc1a4CHHgJuuw248sqOlTIeOCB/jx8fh/T0jvf1nD1bfubdcQfw+ONxyM6Og3oaOGwYkJ3dfNzOPRfYvBnYvt2Me+4xe73frhzvnTvl7wsvNLT7c486j8d2+An5YFlUVBQGDRqETz/9FL169YLZbMbatWuxf/9+n9+QS5cuhcViwfjx41tc57LLLsPMmTPd1zWuv1jKyspQH2pzAreDoihIS0tDQUEBRHeroaB24Vh3b2LAcECrg+3gXpzYsgFKRp9W1w+38RZ1tRCuM/lCiw1KwzOmtpwyADi4ByfXfgfN+Cmtrupw9QYrrq5p32O0wRErz6TLD+xF5eCRAABRUghRUw0AKPx5MzTalpsAOwpOAABqNTpYmuyXwyhP8ix6E/L9uM8Umvx5bA8YEA0gATqdQN++J1FWpgDoiT17BA4fLoCxlb7UViswe3YifvjBk0q2bVsp0tP9X9qTn6/BpEk9cNZZVixaVOaX+9y6NQFANHr1qkJ+fnW7t587V4P//jcZAwfaUVNThpoAtAbLzo7F11/H4bTTgMJC7+M9ZkwS1q414pFHalFYGI3YWCf69z+JYHwU2GwaAD1RXg4cO5YPrRZ4770YAPLz79NPq5GaWoPjx3u6t9m1y4b8/MaTn2zenAJAj6VLgeefL8cVV8iMnCVL5PtVlZtbicmTPS/8/v1a7NolM3dXrwbOPNOGV14pc2WVmXHqqRZUVpaistLzWDNmKNi2LR7btumxf78OvXo5kJZW1KHXr2fPVOTna7F1a7HXstm2hNv3tj888YQZK1ZEYcUK2Wz/3nurkJVl9zlo7nQCv/zSE4AG6elFyM/vXMn0FVcAu3fH4fnnYzFnjnCVXhoxalQt8vMrmq0/YoQBQDJWrrQjP79xG41gjPfWrfLY6tOnFPn5LMPsKt392GZgtWUhHywDgPnz5+PFF1/E7bffDo1Gg379+mHixIk+9SBbu3YtFi9ejD/+8Y9ISGi534ter2+Wvabqjm/6poQQYfE8qG0c624qJg4YfiqwfSOcP62G5rIbfdosXMZbVLhOkI1RgMHYruekDBgKcXAPxN4dEOMmt/wYTqe7DFOYovzbhClRzogpSovd+y5OHPE89okjEGJCy9tXu87uYuKaP3dX038RFx8WY02+8cexffbZ9TCZ4jB1qgVRUU6YTEB8vBOVlRrs36/F0KEtn1guWhSDlStNMJmc6NPHgb179ThxQhuQ9+CGDXpUV2uwYoUR9fWi1SCer9SSuwEDbB3a5x49HFi/vhA6XeD6td10Uw127dLj3ntNLY73uHEWrF1rxOLFMhPw7LMt0OtFUHrIxcd7er+VlwNJSQLffusJpn7/vRFnnilP0KOjnait1eDQIS0cDuHOmrPbPbOUAsADD8TjzDPrkZrqxLp1MkISE+NETY0GR440fr8tWybfGEOG2FBYqMEvv+gxfnwqjEa5zsSJ1mavYVKSwJNPlrsfW6uV2Usdef3S0x3Iz9fi+HENRo3q+ACEy/e2P+zc6Tn3Wr7chOXLTdBqBQYNsuOll8ranJzjyBEtams1MBoF+va1+eW4uPfeSuTna/DZZ9HYsEG+58aMsXgds7FjrdBqBY4d0+HoUQ0yM5v3R+yq8bbZPMdWdnbHPveoc3hsh59u0eA/LS0NCxcuxNtvv40XX3wRjz32GBwOB1JTU1vdbv369XjppZdwzz33ICcnp4v2loioY5QzJgEAxKYfgrwnQaAGyxLM7d5UGTQMACD27Wx9xfoG/USi/NjgHwCS5YyYDSdoECeOem7PP9p0i0ZabPAPQMkeAeh0UAYO6/x+UkQ55RQHtmw5ieeec02eoXhmdty9u+Um/zYb8NprsnRu4cJKnH22DIAEqrn5/v161+Mq7hkLO0MI4MCB9s+E2VSgJ5/t2dOJ118vw6RJLa+j9i1T+6dNmxa8age9HoiLk727DhzQo7BQg59/luOlKAK7dumxcqUMLkyebIFWK1Bfr8HJk57TjcOHtbBaFURFOTFihBXl5Rr8/vdm2GzAjz/KYNnFF8vP6iNHGg/AsmUyMHfjjTVYsqQYZ5whH8Nika/NlCmtvzY6XedmLFRnxDxxIjSauXd3tbUKDh+Wr+XHHxdj8uR6xMQ44XAo2LVLjw8+aPt7Wv0cGzDA7rfjVaMBnnqq3B34BYAxY7zP6BoTIzBypPxMVd+/wXLokA5Wq5zUpHfv8J7tmKirdItgmcpkMiExMRHV1dXYvn07TjvttBbXXbt2LZ5//nnceeedODVQDTaIiPxIGTRcXig+CeGMsD90XDNhIt7c/m0HDJG/C45DuCYJ8KpezoQJrQ7Qdf6EvCElSWaWoeFspgXH3BdFG8EyuMpDlZjmwTLNtIuQuXg1NENHdXY3KQKZzY0ztdSZHXfvbvnM8ssvo5Cfr0WPHg5cdVVtwIMEDTONGjaH76iiIg0qKzXQaAT69vX/TJZdadQoqztzCpBBqGA691wZkHriiTisWGGCEApGjrQiJ0cGDNQAx+jRNvcJe8MZMffskeM7aJAdTz9dDoNBYNUqE667LhlFRVqYTMIdLGs4w2BJiQabNxvc+5CV5cBnn5UgL68A771Xgg8+KMapp3ZsNkRfcUZM/9q9WwchFKSmOjBxohXvvVeKPXsK8I9/lAMA1qxpO8V01y5PJpU/GQzAa6+VYsqUelxwQR2yslr+m2z8eHlMNpycIhjU12LwYHuHJqAgoua6xaG0bds2bNu2DYWFhcjNzcXChQuRkZGByZMnAwDef/99PPfcc+711UDZzTffjEGDBqG8vBzl5eWora0N0jMgIvJBjKsJshBAXWR9XrmDXPHtn1RFiYkDep0ir+zLa3nFOnUmzCj/z1iU2DxY1ihAVnC89QBoK5llAKAYgvtHOIUP9aRy40aD15IlIYCXX5Yd0mfNqoHRGPgggb+DZWoJZp8+jm4ze2dLTCZg9GiZ1TJ8uBVpac6g7s+f/1wFo1Fg/XojnnpKfl6de249Jk2SAYO6OnlqMXy4Ff37y0Blw2DZ3r3y8qBBdgwdasfLL5dCrxfuQMPYsVZ3NuDx41o4XB+bK1bI2UmHD7e6Z6YEgNhYgcmTLTj7bO+ZP/6kHgfMLPMPzyyWnkCXoniyJ3fu1KO0tPVTVTWzrOF9+EtcnMC775bi1VfLWs1IbDxrbfAE8rUgilTdIlhWW1uLRYsW4e6778Zzzz2H7Oxs3H///dC58m3LyspQXOxpHrpixQo4HA4sWrQIt912m/vnjTfeCNZTICJqk6LTy55dgDvTKGJUlAMAlA6UYQKNSzFFfa3sX9Y0OKVmlpn8XIIJAEmyDBO1NfLxhQAalmHabUDxyZa3V8c7JgBT7hE1cNZZsufVpk1GvPlm82Nh/XoDduwwwGRy4uab5TETyMwypxM4eDAwwbKsrO6dVaY6/3wZPLj00ro21gy8zEwH5syREyYUFMj3w3nneYJlquHDbejXr3mwTM0sU4O206db8MorMmAGABMmWJCW5oTBIGC3K8jPl4+xfLnJ/VjBwjJM/8rLk++Fpr0TU1Od7veH2sfuo4+iMHNmCg4caPzaqxmyasZsMKglmr/+qmszuBdIofBaEIWbbtHgf8KECZgwoeXGyPPmzWt0/cEHHwzwHhERBUhMLGCpA2raP3tbt1ZVLn93pAwTAAYOA777CuLHVRBrlwOWeihX3QJl+mWedeoCFyxToqKB6BigtkYGxeLNQG21/Dd5z16yJDP/GJCa0Wxb4XTIdYEWM8uI/CUry4H776/E3/6WgIceSsCpp9rcPXcA4NVXZYbrVVfVISlJZvCoGTUnT2pgt/u3l9fx41rU13vSNvLy9LDZZH+sjtqyRZ5gjxgRHhkWs2fXYPx4S6sTMnSl+fOr8cEH0Sgt1SIz044hQ+yw24HYWCeqqzXo1cuOpCTRIFjmCXA0zCxTTZ9uwTvvlODzz6Nw00010GhkYOrQIR2OHNEiOdmB7783utYNXrCMmWX+lZcn3wveMqEmTrRg92491q41YupUCx56KAHl5Rrcd58ZH3xQAkUBLBZPoN3fZZjtER8v0L+/HQcP6pCbqw9aqbSaWRbM14Io3HSLzDIiooihlmJGWGaZezbMDpRhAoAycKi8UFsDWFwnU00zudTMsqioDj1Gm04ZAAAQedtkYAwAUnpC6ZMll584CiEEnO+/DOeipyHU+qKC47L2Tadzz3xJFEizZ9dgxow6WK0Kbr89ETU1MlhVWangu++M7nVUPXo4odcLOJ0KTp70b6BALcEcONCG2FgnLBalUVlmR2zYIINlZ5wR3P5e/qLRAMOHh04fovh4gfvvlzP4XnNNLRRFBjcnTpSvtxqk7Nu3cc8yq9Uz8cLgwY0Df2edZcVTT1UgKUlmmPXpI28/elSLNWuMqKvTICPDjmHDghcwVINlhYUaWANf9RnWhPCUYQ4d2jy4ozbXX7vWiI8+ikZ5uXzzr1ljxPLl8jNq3z4dHA4FZrMz6OXJI0fKN8T27f7th+qr6mrFPSHGkCGhEVQnCgch8rVLREQA3MESEWmZZa5gmdLBzDLFnAzlqv+Bcvb5UMZNkQvrG5csCTWzLCqmo3vZ+j6MOkM+zs8bPDNhpvcG0jPl5fyjwJGDEN/9F+Kn74E9v8j1t2+Ut2fnQAn09HtEkAmPTz1Vjl697DhyRIelS2WJ2w8/GGG3K8jKsmHgQM8Jl0YDpKcHpm+ZJ1hmx/Dh8qS5M6WYx45pcfy4DjqdwNixzLAIlGuuqcPWrQW46y7Pd9Utt9QgOdmBq66Sn71qZtmvv+rgdMqgmd2uIDbW6Q48tUSdHODIER2++kr+g2PGjPpOzWbZWcnJThiNAkL4P2gcaY4d06KqSgO9Xngtlx4/3gqtVuDwYR3++U/5T8QBA+Tx/NBDCbBaG2dSBfN9AcA9wUVubnCCZXv2yM/Rnj0d7oxgIuo8BsuIiEJJhGaWucswEzqWWQYAmumXQnPTXCArGwAg6pr093EFz5RA9CyDJ1iGA7uAvTvksvRMKOm95f7kH4VYt9y9vti0Rv52BcuUkWcEZL+IvElIELj+ehlA/vJLGYxYtUoGzaZObZ6RFah+TWqwbMAAT7Bsx46On3CqTbZHjLAhOtrLDAbkNz17OqFt8HY46ywrcnNPunusZWY6oNMJ1NcryM/XuE/oBw2ytxnc6NNHvt8OHtRh2TL5vpw5M3glmIBvQWOLRfbho9apMzcOHGiHwUtf/Lg4gVGj5OdBSYkWSUkOfPJJCXr0kOW5CxYk4Jtv5PsiFHp0qfu6bZvnyaxebcDevV3z+CzBJAoMBsuIiEKIopbhRVBmmRDC3eC/wz3LGopyBcMsTYJldYEtw1SSeshSTCEgtqyXC9N7AxkyWIb8YxAbfnCvL7b+CFFaBBzcI7cfeXpA9ouoJTNnymNkzRojSks1WLVKljeps9E1FKjMMrUsb8AAu7t8rzOZZRs3qiWYrJMLNp3OE/Q6dEiHvXvluA4e3PYJfe/eMgCybJkJFRUa9OzpwNixwR/T1vqWHT+uwciRabj22mRYwqMCOGB27mx75ka1FBMAZs2qRY8eTtx7ryz//fDDGHz9tfwuD4UA0bBhNmg0AgUFWpw8qcGPPxpw3XXJuOKKrnl8NvcnCgwGy4iIQkkEZZYJISDsNtnc3uH6A88PwTLF5AqGqcExVSBnw1QfW80uEzK1QEnvDfRIB7RaGbyrrQbMyTKDrrYazg9elc1bThkAJTE5YPtF5M2AAQ4MHWqD3a7giSfiUFSkRUyM02ugqSsyy9RSph079C1m5xw+rMX+/TqUlGjg8FLJp2aWhUu/su5OLcXctUvfKLOsLWqQTZ38YcaM+pDo2aY+n61bmwd0ly6NQlWVBuvWGXHvvWaIJomNNTUKDh3qir0Mfa31K1OdfbY8hk0mgVmzZA/Fa66pw9NPl+HSS2sxZIgN2dm2oE76oIqJEe7S9dxcPd57T/6dsWOH7CcWaOrrGQqBQ6JwEgJfO0RE5BZBmWXivRfhvONaiPdfkQuiY6DovdRjtJcaDKv3XobpzjwLAGX0uMYL0jJlH7IGs2AqE6ZCGXumvLLtJ7lsFEswKTguukgeF+++K4+Ls8+2eC2LUjNq/JFZdvCgFqWlCsrLFRQVyfvLyrIjK8sOk8mJ2loNDh5s/jjLlxsxcWJPTJqUipycNIwfn+ou5wKAoiINDhzQQ1EETj89+FlI5Onl9PDD8e4ZLX3JflGDZaoLL6xrYc2ude65MjDz9ddRzQK6K1ea3Jc//jgar77q6Y8pBHDjjYkYNAjYudO33pQHD2oxf74Z27YFpw9WIOXlqcGylt8LZ5xhxQMPVODFF0uRnOz6B5QiA2bPP1+OFSuKsHJlEXr2DI26V/W9vmaN0d1nD/BkffnKZgNefz0Gv/7q22et0+l5DDb3J/IvBsuIiEJJtMwsE5GQWbbzZ8Bug9i4Wi7wRwkmAKiZZfVNMsvqAp9Zhow+QI80edmcDCXadbKkNvkHoEyYBuW0sxptpoxiCSYFh1qKKYTMfvDWrwxonll26JAW27bpm2XPtCU/X4Np01IxdWoqvv9eBhfS0hyIjRXQaj0zKX74YeOJOCwW4MEHEwAAJpM8OT5+XIcbbkjG0aNyn9QSzOxsO8xm9isLBbffXo1LLqmFw6Ggtlaedgwa1Hb2S2KiEzExcpyTkx0hU1Z71lkWxMQ4UVCgbTTzYVWV4p6FdfZs+c+uhx+Ox6ZNctn69QZs2GCE3Q785z9ttwKoqwNuvTUJS5ZE47nnYgPwTIKntlbB4cPymG0ts0xRgNtvr8H06d0jS3TUKPkeffvtGFgsnmyy9gbL3nwzBg88kIA//cns0/qLF0ehrEyLuDgnBg5kZhmRPzFYRkQUQtw9y2rDO7NMOJ1AWYm8kpwqf/fs5Z87dwfLmsyGWR/YnmUAoCiKJ7usYYAso4+8MHAolJ4ZQP/BnuednAr06huwfSJqTf/+Dgwf7glETJ3qvaSpYWZZRYWCCy/s4fpJwZdfmnwOmv38swFWq8wou+ceMwBZgqmaO1d+9r38ckyjjJo33ojB4cM6pKY6sH37SezYkY/sbBtOntTi+uuTsX27HqtXy8ylceO6x8l1JIiNFXjhhXK88EIpEhPle82XTCBF8WSXzZhR32gigWAymYBp0+T76+uvPZlk6kyy/fvbsXBhJS6/vBZOp4L774+HwwG89JIn4LV8ubHNx3n00Xh30/bOTHgRinbu1EMIBT17OpCSEhpZYf6gZpbZbDJQlpws379qiaSvPv9c/o3y008GVFa2XsJZU6Pg73+PBwDcfXcVTKZWVyeidmKwjIgolLjLMMM8s6yyXPYpUzTQPPQ8NHf+FZqb5/vnvtVgmKVeBuVUrsyyQM2GqVLOuQQYeTo0M670LJt8AZQJ06C5/nZ5XVGgjJ8iL489E0qw572niHbRRTJANny4FWlp3k9e1WBZebkGb7wRg4oK+Sfk9u0G3H57Eh57LM6nx2p44mi1yvd9w2DZ9OkWXHqpDDT8/vdmWK1ASYkG//ynvP97761EbKxAYqLAu++WoFcvOw4e1OGCC3rgvfdkNhpLMEPPJZfUY+vWk1i6tLjNmTBVU6fWw2QSuOGG2rZX7kIzZsh/xPz3v1HuILFagjltWj0UBXjwwUrExzuxY4cBCxfGY9UqEzQamT25Z4++1RK7FSuMeP11T3Dt6FEdKirC5ztCzchTg0vhYsgQG3Q6+YYwGATuvFMG/huWirfl8GGte0ZNu11x/wOgJc89F4vCQi369rXjlltqOrjnRNQSBsuIiEKJu8F/eGeWoaxY/k5IhGIwQhkxFoq/yjCNrmCYEIC1QZZMF/QsAwAlMRna+fdDGTLSsywhEZpb7oKS2dez7MJroJn3FyiXXB/Q/SFqyy231GD27Go88khFi+vExwvExspA2osvys+pe++txPz5MrD/wgux2LSp7QwK9cTxqqtqERUl769p6dBDD1UiKcmB3bv1mDIlFeee2wNVVRqMGGHFVVd5MkbT05344IMSnHWWBUlJMphnNjsbzaJHocNgAPTtSLL5y1+qkJeXH3JBlalTLTAaBQ4f1mHPHh2cTmDlysYzySYnO/G738ljY9EiebxccEE9zj5b3sfy5S2nAP31r7LceM6cavesoOrskeEgN1cNloVXUDsqChg8WI7XeefVY8IE+fx27/a9XP2LLxpnvjfsg9fUrl06vPyyfG898EAljG0nLBJROzFYRkQUShpklon2NgPqTkpdwbKkFP/ft8EA97RpDUsxu6JnWTsoOh2UUeP8M6kBUSfExAg89FAlxo5tvX+Qml1WXa1BQoITs2fXYMGCKlx9dS2EUHDPPYmoq2s9A0bNLLvqqlq8+24pfvObGlx+eeOS6eRkpztwd/iwDidPaqHVyn1sOiNiVpYDH35Ygl9+OYm8vHxs3lyApKQw/uyMMKEYAIiNFe6ZGr/+2oTcXD2Ki7WIjW08k+ysWTWNAsG//W0NLrpIXl62zHsQpLpawa+/yoDyPfdUYdgwuX04Bct++SU8M8sA4Prra9CzpwPz5lVjwAA7tFqZjZufr0FdHXD//fH49tuWA2BqsOyyy+TfK999Z2w2kURBgQZ/+lMCzjuvBywWBRMmWHDeecGfEZQoHDFYRkQUStTMMqez+WyO3ZBz3QqIA7ubLRdlRQAAJdH/wTJFUTx9y+oavIZd0LOMKJypTf4B4JprahEdLYNSDz5YgbQ0Bw4d0uHRR1sux6ypUXD4sGfWtnHjrHj00QrExzcPbl18cT2++KII775bgs8+K8a6dYVtllcmJAge3tQl1FLMZ56Jw003JQFoPpOsXg88/HAFtFqBKVPqMXq0DRdfLG/bsMHgtbTyyBFZnmk2O2E2CwwfLgNK4dK3rKZGwb598jMgHINls2bVYuvWkxgxwgajERg8WC7fvVuPDz6IwRtvxOIvf0nwmmm2Z48Ou3bpodcL/O1vlYiNdaK4WOvOxAPUWVWT8d57MXA4FJx7bj3+9a8yn0ubiah9GCwjIgohisEIqJlGQehb5tywGs51K/xyX+L4rxBv/gvO5x+BcDoa36hmliX38MtjNdOkyb8QwhM4C5HMMqLuRs0sUxSBWbM8/XESEgSefLIcAPD667H4619lU/Om1Fnh0tIcSEpqu7H3mDE2TJliwRlnWNG7t5c7JAqSGTPq0b+/HQ6HgtJSrXtZU2edZcWPP57Eq6+WAgCysmTZsd2u4NtvTbA1iRcdOSKPkVNOkeV84ZZZpjb3T0tzIDU1fJr7tyQnR/7etUuP996Tf3sUFGhx8GDznnVqVtnkyRb06OF0Zy82LMU8eVKDXbv00GgEliwpxptvliI9PfxfR6JgYbCMiCjUBKFvmXA64fx4EcRrT0G8+S+IwvzO32mFPDlAVQWwv3F2mSiVmWUIQGYZAE9ATM0ms1oA4fqDMsA9y4jCVf/+8gR+2jQLTjmlcfBq6lQL7r9flk4uWhSL2bOTUFPTON1BLcEcMiT8MkoossTHC/zwQyE2by7Au++W4LXXSnHZZd6zwXv1cjbKeJw+XQZB7rknEX37ZuCss1Ldsx6qjf/VmUDVYNm+fTpYwqAVX7j2K2vJiBHy90cfRblnNwWA9eub1xer5ZkXXyzfR+ecI4Ovaj88ANi7V95H374OTmRC1AUYLCMiCjVdPCOmsNshFj0Dsfw/nmW7czt/xw3KSMX2jY1vc2WWKYHoWQY0yyxz9yvTaABDCDbBIeoGbrqpFgsXVuDpp8u93v7b39bgpZdKYTQKLF9uwgUXpCAvzzMTnBosy862e92eqDtRFDnJxJQpFsyYUe9zKdw119S6J6QAgIMHddiwQWaUN80sy8hwwmx2wm5X3IGS7ixcZ8JsiZpZduCAfN5Go6y/bBoss9ngLk9V+95NmSKjo9u3G1BUJE/Z9+yR6wweHBmvH1GwMVhGRBRqXJlloosyy8SyJRAbVwNaLTBgqFzoh2CZaBgs27ah8YQF6myYiYEqw5TZY0INktV7mvsrbO5B1CExMQJz5tQgObnlsp+LLqrH4sXFSEtzYP9+PS66qAc+/lgGr9WZMJlZRpFswAAHcnNP4uDBE+4sIjXrSO1ZpmZuKgrCqm+Z2tx/xIjI+AxQM8tUf/iD/Cfo+vWGRn3LjhzRwm5XYDI5kZ4uxz411en+rNy8WQZT9+6Vn6GDBvEfDkRdgcEyIqJQE911mWXCZoVY+SUAQLnht9BcdqNcvju387NxNpygoPAEUHBc3rfdDlSUyeXJAc4ss6iZZa7fLMEkCrgxY2xYvrwIU6fWo75ewR/+YMbOnTqWYRK5KIqc6VMts1QzhjxlmJ5giKdvmQ7dWU2Ngv37w7e5vzd9+gBxcfKfC9nZNsyeXQ2TSTbuVwNfAHDggLzcv7+j0Yy/p54qs8x+/ll+dqpBVWaWEXUNBsuIiEKM4u5Z1gXBsp++ByrLgcQUKOOnAv0GAwaD7DN24mjn7lzN6lIfa9sGeaGiVE7ppNMBsQmde4wWKFFNyjDdmWWcKo+oKyQlOfHWW6WYMaMODoeCuXMTUVmpgU4nMGAAsyKIABlAAWQQxOkEjh5VyzA9ZZpqsKy7Z5bt2BFZzf0BGRRVA4M33FALoxE47TR5ff16z9SpBw/Kcc/KavzZOHq0XHfrVpmJppZqDh7Mz1CirsBgGRFRqFF7ltUGtgxTOJ0Qyz4HACjnXARFp4Oi17tLMTvdt8zSOJtLbHcFy0o8zf0VTYC+htQG/2rATv3NzDKiLqPRAA89VIHoaCf275cn+gMH2mEwtLEhUYRQ+/ft36/DsWNaWK0KdDrhLsUDPGWYeXkyoNZdRVpzf9Wjj1bi//6vHDffLGcQnjBB9iJr2LdMzSxrHiyTr1Vurh7HjmlRVSX/4aBOtkJEgcVgGRFRqOmqzLJfNgMFx4CoaChnnederGTLjrSdDpa5srqU0ePl9YN7ICrLINz9ygJUggkAxsaZZaJBzzIi6joZGU78/veezzKWYBJ59OrlQGysEzabgu++k8GTzEwHdA0qLrOy7IiNdaKmRoMVK7rvBDU//SSj5Gq2VKQYONCOW26pdY9pw2CZGvxsKVg2cKAdMTFy7JculbNl9uvHfzgQdRUGy4iIQo0rsyzQDf6drtkvlbPPg9Ig40oNlmHvLxBOh7dNfaOWQKZnAqcMAISQpZjumTAD1NwfANxlmGpmmStwx8wyoi43e3aNO0gWKY29iXyhKJ6SumXLZDCkYb8yQHYs+M1vZFbSP/4R3y2zy2w2YO1aGeibPNkS5L0JrpEjbYiOdqK8XOOeLbilYJlWK9cHgA8/lH+/sLk/UddhsIyIKMR0Rc8yIQRwYJd8vDPPbXxjnyxZrlhbAxw93PHHUINlpigoYybKZRvXAGWuMsykAGaWuXqTCfYsIwo6vR54881SLFhQiRtvrG17A6IIovYtU8vy+vRp/k+q22+vRkyMEzt36vHNN6Yu3T9/2LLFgOpqDZKTHe6y0kil1wPjxsnyyjVrjKioUFBcLCd28FZeqTb5V0vZ1fcLEQUeg2VERKFG7VkWyMyy2hrA7vqjrEmGl6LVAgOHAQDE7u0df4yGwbLTz5KX9+6AOLhXXg5kGaZabqnuQ538rzx7lhEFR2amA/PnVyM6upOz7BKFGbVvmdWqAGjc3F+VlCQwZ478Hnvqqbhul12mlphOmmRBoFqVdidqdt3335vcWWU9ezoQF9f887Fp2Sozy4i6Dj+uiIhCjTuzLIDBsspy+TsqGoqheQ8UJStbXjh6qOOPofYsM0VDSU4FsrLlLJi/7pfLA5hZppiazIZZx55lREQUegYPbhwMaVqGqbrttmrExzuxe7fe3b+qu/j+e5ZgNjRpUj0AYONGA375RWaMtdS0X23yr+JMmERdh8EyIqJQ484sq4IQAiIQ/0JWg2VxZq83Kz17AQBEYX7HH6NBZhkAKKef3fj2QJZhRjWeDVNUlMnr8ebAPSYREVE7qZllKm+ZZQBgNgt377Ivv+w+LQWKijTYsUN2pJ80icEyAMjKciAz0w6rVcF778W4lnkPgvXs6URGhrxNrxfo25fBMqKuwmAZEVGoUTPL7DagKB/OBbfC+cqTfn0IoQbLWgoepabL30Xeg2XO77+Cc9Oa1h/E0iRYNnYiGtVfBLLBf9PMsrISuQ/m5MA9JhERUTslJzvRo4cnQNZSZhkATJsmg00bNhgguklF8+rVMqtsxAgrUlK6Wf1ogCiKJ3C4c6fMLGspWAZ4SjGzsuzQ6wO/f0QkMVhGRBRqjFFyCiQAzs/eBkqLILZvkE35/aWtYFmPNPm7uqrZrJyitAjivZcgXn8Gwt5Ko9m6JsGy+EQge6RcZowComI6tu++MLqCZWrArlwGy5DIYBkREYUWtbTObHYiIaHl7/qRI60wmZwoKdFi3z5dV+1ep6glmMwqa2zKlMavR2vBsvHj5brqzJhE1DUYLCMiCjGKogDRruyyLevlb6vV06TeH1zBMqWFYJliigISkuSVpqWY+cfkb7sdKC70ur0QolkZJtCgFDMlVT7PQInyNPgXNhtQVSGvM1hGREQhRp3h8JRTWi+xMxiAMWPkuj/+aAj4fnWWxeLJLGsaHIp0EydaoNV6AqOtBctuuqkWzzxThvvuq+yKXSMiFwbLiIhCkdq3rKHyUv/df1W5/N1aD69UmV0mCk80WixOHvdcaXKbm9UKCFe5RcNg2bjJUC6+HprrbmvnDreT+phCyGCfEIBOB8TGB/ZxiYiI2mnsWNnEffjwtjOH1Cyjn35qPDlPebmCq65Kxh13mINWovmvf8ViwYIEWF096d97LwalpVr07OnAmDHW1jeOMPHxwv2aGAwCvXt771UHyD9frr66DsnJLGMl6krdI3+XiCjSqH3LAFmS6XDIYFlGH7/cvS8N75XUdIh9ec0zy056AmSiMB9e88MstZ7LBs+sXYpWC+Wia9u/w+1lMAKKRgbsClyZcObkwGazERERdcCFF9bj00+LfQqWjRsnAyw//ST7limKTPS+/fYkrF8vA2i33lqDnJyuLdnbulWPxx+X/5CKjXXi7rur8eyz8m+Zu++uYq8tLyZNsmDjRiP69rWr3TeIKIQws4yIKBSpmWW9TgEGDgMACH9mlrVRhgkASM2Qv5sEy3zKLFNLMI1RUDRd/1WjKIo7u0zkH5UL2dyfiIhCkEYjg2CxsW2nhI0ebYXRKFBYqMXBgzLCsnBhPNas8WSaffxx18+W+cQTnsztF16Iw7x5iSgu1qJvXzuuu662lS0j19VX12LECKt7llMiCi0MlhERhSAlOwfQ6aG5YhYUtc9Whf+DZW1llgGAaDojZsPMspPeZ8t0B8uigji9vVqK6eqxprBfGRERdXMmkwyYAbIU8/nnY/H66zKDa9YsGXRZsiQali5sEbZ+vQFr1hih1wtccIH8/l++XGaV//GPzCprSUaGE998U4xZsxhMJApFDJYREYUgzbmXQPPvD6GMGAOYXY32/ZRZJoTwKVgGV7CsUXDMZgNKGjT1byuzzBT8YJkocGWWMVhGRERhQC3FfOyxODz6qMzo+vOfK/HQQxVIS3OgvFyDlStNrd2F3wgBPPGEzIa//vpa/OtfZRg8WJaADh1qw8UX13XJfhAR+RuDZUREIUrRuf4VmyCDPH4rw6yrBeyuXibxiS2vpwbLqishaqvl5SJXs3y1tLKkCMLupS9KgzLMoFEDdQWuslGWYRIRURgYN06mjZWVaaEoAn/7WwXuvLMaWi1wxRUyS+njj6O7ZF/WrDFg0yYjTCaBO++sQlQU8NprpbjiCjmDYxA6MRAR+QU/voiIQpyiZpb5qwxTzSozRkExGltcTTFFezLPigrkbzXLLLMfYDTJBvrFJ5ttK0IhsyzKdaJgddWiMFhGRERhYOxYG8xmJ4xGgZdeKsNtt3l6Xl11lfz+XbXKiKKiwJ/qff+9zGC7/PJapKXJ2Rr793fgX/8qx/Dh9oA/PhFRoDBYRkQU6vxchukpwUxoe121b5krSKY291fSegE91DJNL33L6l39N0KgDFPFnmVERBQOoqIEli0rwg8/FGLmzPpGtw0caMeoUVY4HAr+85/Afwf/8ovMgh8zxhrwxyIi6koMlhERhboGmWVCtD1TVpuqyuXv1vqVuShqQEydEVP93TMD6KlOAOClb5krs0wJYrBMMTUpQWGwjIiIwkSvXg5kZjq83nbJJfI7+JtvAtu3TAhgxw4ZLBs+3EtLBiKibozBMiKiUKf2FbPbgZqqTt+d8KW5v6pnhvztCpKpmWXo2cs9W6aaWSYO7YNQg2mhUIbZ9LETWunPRkREFCZmzJDZZhs2GFBSErjTvV9/1aKyUgODQWDwYJZcElF4YbCMiCjEKXo9ECtnu2pvKaaoLIOwN/kDtqJM3q8vwTK1DFOd9dJVjqn0zABSM9y3icP74Hzsj3A+u1CuF2rBsnizZ8IEIiKiMNa7twPDhtngdCpYvrzl3qSdlZsrv1eHDLFBz69YIgozumDvgC/q6urw0UcfYePGjaioqEC/fv0wa9YsDBgwoMVt8vLy8NZbb+HYsWNITEzExRdfjOnTp3fhXhMR+ZE5CaiulMGyzL6triqEAPbugPPLD4E9v0CZfAGUG273rNCOzDIlNR0CAArzIepq3YE2pGZAsVrlbSdPwLn0I9nsv/AEhNUSIsGyBmWYbO5PREQRZMaMOuzcqcc330Th2mvrAvIYagnmiBEswSSi8NMtMsteeukl5ObmYv78+XjqqaeQk5ODhx9+GKWl3jMsCgsL8dhjj2HIkCF4/PHHcdlll+GNN97ATz/91MV7TkTkJ66+ZcKHGTHFx6/D+Y/7gD2/yOub10A4nZ7b3cEyH8oSUzMArRaoqoD44GXXdmYo0THurDOUFALbN3q2KStpECzrmqnrvWoYqGO/MiIiiiDnny9LMX/4wYiaGgWbNhnw0EPxqKxU/PYYubkGAAyWEVF4CvlgmdVqxYYNG3DjjTdi6NChSEtLw9VXX43U1FQsW7bM6zbLli1DSkoKZs2ahczMTEybNg1TpkzBl19+2cV7T0TkH0qCbzNiispyiO+Wym0mnQ8YTUB1FXDiiGclV7DMlzJMJSoayiU3yPv+8Tu5UO1jlpAIGL1kjpUVQ4RCZlmU57E5EyYREUWS7Gw7TjnFDotFwYIFCbjqqmS8/HIs3n/fP//EEsIzE2ZODoNlRBR+Qr4M0+FwwOl0Qt+kEN5gMGD37t1et9m3bx9ycnIaLRs1ahS+++472O126HTNn7bNZoPN5vmg12g0MJnkDDKK4r//wHQ1dd+783Mg33Csw5wa7KkohaIo7nEWW9bDuXU9NNfdBiU2HmLjD4DDAfQdCO1N8+AoKoDI2wbs2wmldz95H67ZMJWERJ/eL5oZV8JZWwPxzadyu5693PvgTE0Hjh4EFAVITgWKT8rMMotrNsyo6KC9JxVTNNS5QxVzcrc9NnhsRxaOd2TheEeOrh5rRZHZZS+/HItPP/UEyDZtMuK3v63t9P0fP65FebkGer1Adrad7+EmeGxHjkgc62+//RZffPEFysvLkZmZiVmzZmHIkCEtrt9Wi6zvv/8eL7zwQrPt3n33XRgMhoA8B1+EfLAsKioKgwYNwqeffopevXrBbDZj7dq12L9/P9LS0rxuU15ejoSEhEbLEhIS4HA4UFVVhcTE5qVHS5YswSeffOK+PnHiRNx1111e1+2OWnqtKPxwrMNTdZ9+KANgqq9FSrosf3TW1sD59nMQNVUwmZOQdOd9KNj0A5wAzDMuR1x6OirHjEdF3jYYf92PlPR0CCFwvKoCAkDqgEHQue6rLWL+vSg36FH9xYdImjgF0a7tivtmoe7oQUSdeQ4Uowm1K75EnK0etQ47bACS0nshysfH8Lf6wkwUuS6b+2YhJkj74S88tiMLxzuycLwjR1eO9c03Ay+7OijMnAksXQps2WJCWlo6Onte/+OP8vfw4Qr69u3e36+BxGM7ckTKWK9fvx5vvvkm5syZg8GDB2PFihV49NFH8cwzzyAlJaXZ+mqLrGnTpuGOO+7Anj178NprryE+Ph7jxo1zrxcVFYVnn3220bbBDJQB3SBYBgDz58/Hiy++iNtvvx0ajQb9+vXDxIkTcejQoRa3aRrZFUJ4Xa667LLLMHPmTPd1jUZWqJaVlaG+vr6zTyFoFEVBWloaCgoK3K8BhSeOdXhzKloAQF3BCeTn50NRFMT8uAKipgoAULPsP6jL7Avnwb2AToeqwSNRnZ8PkXGK3C53M06cOAFY6iAsFgBAYb0VSn6+7ztx8Q3QnnsZKqKiUeHaTky9CAoUWC++Hs7VXwMAKo8chqiqBACU1dahvD2P4Uei1tPQuFyjQ2WQ9qOzeGxHFo53ZOF4R45gjHXfvsCDD8YgNdWBGTPqsXx5GoqKFKxfX4j+/R2duu8ffogFEIfs7Frk51f4ZX/DCY/tyNHdxzq9nf9MXrp0KaZOnYpp06YBAGbNmoXt27dj2bJluP7665ut37BFFgBkZmbiwIED+PLLLxsFyxRFgdls7vDzCIRuESxLS0vDwoULUV9fj7q6OiQmJuKZZ55Bamqq1/XNZjPKy8sbLausrIRWq0VsbKzXbfR6fbNSTyKiUKEk9YASFQNYZPBe2G2o/nqJXJaQCFSUQXz4GpSoGCijz4ASGyc37DtI9iaz2YCC44BOK7cxGKB0oJ+YEtW414nSux+0v7lDXu6RDkTFADVVUAB5OTqmE8+6k6Ki5XOFfP2IiIgiiaIAt91W476ek2PDpk0GbNxoQP/+nZshMzeXM2EShYOm7aiAlmMjdrsdBw8exKWXXtpoeU5ODvbs2eP1/n1tkVVfX4+5c+fC6XSib9++uOaaa9CvX79OPLPO6xbBMpXJZILJZEJ1dTW2b9+OG2+80et6AwcOxJYtWxot2759O/r37++1X1lrWIZJ3Q3HOkylpwOfrG687JVPfdv2gxWNrze9H3+58kb5Eyq8vWbdGI/tyMLxjiwc78gRzLGeOhXYtAnYudOM9HRzh+/Hbge2b1fvMwHp6QmtbxDBeGxHju461h9//HGjdlQAcOWVV+Lqq69utm5lZSWcTqfXlldNk5VUvrTIysjIwNy5c9GnTx/U1dXhq6++wgMPPIAnn3yy3Zlv/tQtgmXbtm0DAGRkZKCgoADvvPMOMjIyMHnyZADA+++/j9LSUsyfPx8AMH36dHz77bd46623MG3aNOzduxerVq3CXXfd1e7HZhkmdRcc6/AmHA4477kREAKa/3sRzuf/D8g/Ds0l10E55xI4//MexIovgQQzNAufh6LVurd1fv0pxFeLoYwZD+ScDvHGs0C/gdD+7mH/7uOJo3A+9kc5C2Wd/I+15rFXPVluXUwIAfHWvwBTNDTX3hqUffAHHtuRheMdWTjekSMUxnrIECOAJKxebUd+flGb67fkxx8NKC1NRmKiExkZJ9FNuxwEVCiMN3WN7j7WTdtRAWiz4s5ba6vWJjhoq0XWoEGDMGjQIPftgwcPxp///Gd8/fXX+J//+Z/Wn0AAdYtgWW1tLT744AOUlJQgNjYWZ5xxBq677jp3llhZWRmKi4vd66empmLBggV466238O233yIxMRG33HJLo5rY9uiOb/qmhBBh8TyobRzrMKXRQOh0QGU5HP+4D8g/CiU6Bphwjhzv8y4H6uugDB0t1234Hug3CKKuBmLTWmDjGsBqAaKi/f4+EQmJEHU1QJ2n5EMYjHJ++SBRfnOn3I8wOCZ4bEcWjndk4XhHjmCO9Zgxsmfp/v06lJQoSEpyduh+vvrKCAA455x6aLUimF/zIY/HduTormPdnnZU8fHx0Gg0zbLIKioqmmWPqTrSIkuj0SArKwsFBQU+7VegdItg2YQJEzBhwoQWb583b16zZUOHDsXjjz8eyN0iIupa5iSgshzIPwoYTUi6+6+oiI6BEAKK0QTl6tnet+s/CNDp3f3OkJUNzcXNG3B2lhIdA5iigHpXHxSdDgp7QRIREYWEpCSBgQNt2LdPj82b9Zg+3eK+bfduHdLTHUhIaP1kXwjgm29MAIAZM7pv9Q0RtZ9Op0P//v2Rm5uL008/3b08NzcXp512mtdtOtIiSwiBX3/9Fb179/bfzneAJqiPTkREPlPSMuWFvgOh/euziJ44zbft9AYoM68BBg2HZu5foPnz41Ay+gRmJxMbTBndgQkEiIiIKHBOO80KANi0yeBe9t13RpxzTg9cfHEKamtbLqUCgJ07dTh+XIeoKCfOPpvBMqJIM3PmTKxcuRKrVq3CsWPH8Oabb6K4uBjnnnsuANki67nnnnOvP336dBQXF+Ott97CsWPHsGrVKqxatQoXXXSRe53Fixdj27ZtOHnyJA4fPowXX3wRhw8fxvTp07v8+TXULTLLiIgIUK6ZA2XsmcCIse3O2NJceDVwYfNGnX6XmCIz3wDAyGAZERFRKBk71or334/B99+bcO+9VbDbgQceSIAQCvbv1+P++xPw9NPlLW7/9dfyu33yZAui+DVPFHEmTJiAqqoqfPrppygrK0Pv3r2xYMEC9OghZ57vSIusmpoavPLKKygvL0d0dDT69euHhQsXYsCAAV3+/BpisIyIqJtQ4s3A6I71XuwqSlIK3AUczCwjIiIKKZMmWWAyCeTl6bFwYTx69nTi0CEdzGYnKioUfPRRNM46y4LLLqvzur1agnn++cwqI4pU5513Hs477zyvt3WkRdasWbMwa9Ysf+2e37AMk4iI/Ccx2XOZwTIiIqKQkpbmxLPPlgEAFi2KxRNPyBmrH3ywAnffXQ0A+NOfEvDEE3E4ckTbaNtDh7TYvVsPrVZg2jQGy4govDFYRkRE/sOeZURERCFt5sx6/OUvlQAAu13BqadaccUVdbj77iqceaYFtbUaPPtsHMaP74nnnvPMVvf55/J7ffx4KxITu9+sf0RE7cFgGRER+Y2S1MNzhcEyIiKikDR3bjXmzKlGaqoDjz1WDo0G0OmAd94pwYsvlrqb9z/zTBxKSzVwOoEPP4wGAFx9dW0wd52IqEswWEZERP6T5MksUxgsIyIiCkmKAixcWImffz6J4cPt7uUGA3DxxfV4//1S5ORYUV+v4O23o/HDD0YcO6ZDQoITF1zgvZ8ZEVE4YbCMiIj8p1HPsujg7QcRERF1mKIAt95aAwB4660YvPlmDADgiitqOQsmEUUEBsuIiMhvFFM0ECX/oGYZJhERUfc1c2Yd0tIcKCzUYvlyOQvm9dezBJOIIgODZURE5F9qKSaDZURERN2WwQDMmlXjvj56tBVDhthb2YKIKHwwWEZERP6lNvmPjgnufhAREVGn3HhjDUwmJwDghhuYVUZEkUMX7B0gIqLwoplxJURcApTR44O9K0RERNQJiYkCTz1Vga1b9bj8cgbLiChyMFhGRER+pQwcCmXg0GDvBhEREfnBpZfW4dJLOQMmEUUWlmESERERERERERG5MFhGRERERERERETkwmAZERERERERERGRC4NlRERERERERERELgyWERERERERERERuTBYRkRERERERERE5MJgGRERERERERERkQuDZURERERERERERC4MlhEREREREREREbkwWEZEREREREREROTCYBkREREREREREZELg2VEREREREREREQuDJYRERERERERERG5MFhGRERERERERETkwmAZERERERERERGRC4NlRERERERERERELgyWERERERERERERueiCvQOhTq/XB3sX/MJkMgV7F6iLcKwjC8c7cnCsIwvHO7JwvCMHxzqycLwjB8c6/ChCCBHsnSAiIiIiIiIiIgoFLMMMc/X19Xj22WdRX18f7F2hAONYRxaOd+TgWEcWjndk4XhHDo51ZOF4Rw6OdfhisCzMOZ1OrFu3Dk6nM9i7QgHGsY4sHO/IwbGOLBzvyMLxjhwc68jC8Y4cHOvwxWAZERERERERERGRC4NlRERERERERERELgyWhTm9Xo8rr7wybGb1pJZxrCMLxztycKwjC8c7snC8IwfHOrJwvCMHxzp8cTZMIiIiIiIiIiIiF2aWERERERERERERuTBYRkRERERERERE5MJgGRERERERERERkQuDZURERERERERERC4MlhEREREREREREbnogr0DFDjffvstvvjiC5SXlyMzMxOzZs3CkCFDgr1b1Akff/wxPvnkk0bLEhIS8OqrrwIAhBBYvHgxVq5cierqagwcOBCzZ89G7969g7G71E55eXn44osvcOjQIZSVleEPf/gDTj/9dPftvoyvzWbDO++8g3Xr1sFqtWL48OGYM2cOkpOTg/GUqBVtjffzzz+P1atXN9pm4MCBeOSRR9zXOd7dw5IlS7Bx40YcP34cBoMBgwYNwo033oiMjAz3Ojy+w4MvY81jO3wsW7YMy5YtQ1FREQAgMzMTV155JUaPHg2Ax3W4aWu8eWyHryVLluCDDz7ABRdcgFmzZgHg8R0JFCGECPZOkP+tX78e//73vzFnzhwMHjwYK1aswMqVK/HMM88gJSUl2LtHHfTxxx9jw4YNeOCBB9zLNBoN4uPjAQCff/45lixZgrlz5yI9PR2fffYZdu3ahX/+85+IiooK1m6Tj37++Wfs2bMH/fr1w1NPPdUseOLL+L766qvYsmUL5s6di7i4OLz99tuorq7G448/Do2GycShpK3xfv7551FRUYG5c+e6l+l0OsTGxrqvc7y7h0ceeQQTJ05EVlYWHA4HPvzwQxw5cgRPP/00TCYTAB7f4cKXseaxHT42b94MjUaDtLQ0AMDq1avxxRdf4IknnkDv3r15XIeZtsabx3Z42r9/P5555hlER0dj2LBh7mAZj+/wxxEKU0uXLsXUqVMxbdo0d1ZZSkoKli1bFuxdo07SaDQwm83uHzVQJoTAV199hcsuuwxnnHEG+vTpg3nz5sFisWDt2rVB3mvyxejRo3HttdfijDPOaHabL+NbW1uLVatW4eabb0ZOTg769euHO+64A0eOHEFubm5XPx1qQ2vjrdLpdI2O94Z/cHO8u4/77rsPkydPRu/evdG3b1/MnTsXxcXFOHjwIAAe3+GkrbFW8dgOD2PHjsWpp56KjIwMZGRk4LrrroPJZMK+fft4XIeh1sZbxWM7vNTX1+Pf//43/vd//xcxMTHu5Ty+IwODZWHIbrfj4MGDGDlyZKPlOTk52LNnT5D2ivyloKAA//u//4t58+bhn//8J06ePAkAKCwsRHl5eaNx1+v1GDp0KMc9DPgyvgcPHoTD4UBOTo57naSkJPTp0wd79+7t8n2mzsvLy8OcOXNw11134aWXXkJFRYX7No5391VbWwsA7pMoHt/hq+lYq3hshx+n04l169bBYrFg0KBBPK7DXNPxVvHYDi+vvfYaRo8e3WjMAH5vRwr2LAtDlZWVcDqdSEhIaLQ8ISEB5eXlwdkp8ouBAwdi3rx5yMjIQHl5OT777DPcf//9ePrpp91j623ci4uLg7C35E++jG95eXmzdH91HR773c/o0aMxfvx4pKSkoLCwEB999BEeeugh/P3vf4der+d4d1NCCLz11lvIzs5Gnz59APD4DlfexhrgsR1ujhw5gvvuuw82mw0mkwl/+MMfkJmZ6T5h5nEdXloab4DHdrhZt24dDh06hMcee6zZbfzejgwMloUxRVF8Wkbdh9pAFAD69OmDQYMG4Y477sDq1asxcOBAAM3HmG0Jw0tHxpfvge5pwoQJ7st9+vRBVlYW5s6di61bt7ZausnxDm2LFi3CkSNH8NBDDzW7jcd3eGlprHlsh5eMjAw8+eSTqKmpwYYNG/D8889j4cKF7tt5XIeXlsY7MzOTx3YYKS4uxptvvon77rsPBoOhxfV4fIc3lmGGofj4eGg0mmYR64qKimbRb+reTCYT+vTpg/z8fJjNZgBoNu6VlZUc9zDgy/iazWbY7XZUV1c3W0fdnrqvxMRE9OjRA/n5+QA43t3R66+/ji1btuBvf/tbo5mweHyHn5bG2hse292bTqdDWloasrKycP3116Nv37746quveFyHqZbG2xse293XwYMHUVFRgXvvvRfXXnstrr32WuTl5eHrr7/Gtdde6z6GeXyHNwbLwpBOp0P//v2bNQ7Mzc3F4MGDg7RXFAg2mw3Hjx9HYmIiUlNTYTabG4273W5HXl4exz0M+DK+/fv3h1arbbROWVkZjhw50qifBnVPVVVVKCkpQWJiIgCOd3cihMCiRYuwYcMG/PWvf0Vqamqj23l8h4+2xtobHtvhRQgBm83G4zpCqOPtDY/t7mvEiBH4xz/+gSeeeML9k5WVhTPPPBNPPPEEevbsyeM7ArAMM0zNnDkT//73v9G/f38MGjQIK1asQHFxMc4999xg7xp1wttvv42xY8ciJSUFFRUV+PTTT1FXV4dJkyZBURRccMEFWLJkCdLT05GWloYlS5bAaDTizDPPDPaukw/q6+tRUFDgvl5YWIjDhw8jNjYWKSkpbY5vdHQ0pk6dinfeeQdxcXGIjY3FO++8gz59+jRrTErB19p4x8bG4uOPP8a4ceNgNptRVFSEDz74AHFxcTj99NMBcLy7k0WLFmHt2rX405/+hKioKPd/oqOjo2EwGHz6/OZ4dw9tjXV9fT2P7TDy/vvvY/To0UhOTkZ9fT3WrVuHnTt34r777uNxHYZaG28e2+ElKiqqUa9JADAajYiLi3Mv5/Ed/hTBotmw9e233+KLL75AWVkZevfujd/85jcYOnRosHeLOuGf//wndu3ahcrKSsTHx2PgwIG49tpr3Y1FhRBYvHgxVqxYgZqaGgwYMACzZ89u9mFPoWnnzp2N+pyoJk2ahHnz5vk0vlarFe+++y7Wrl0Lq9WK4cOHY86cOUhJSenKp0I+aG28b731Vjz55JM4dOgQampqkJiYiGHDhuGaa65pNJYc7+7h6quv9rp87ty5mDx5MgDfPr853qGvrbG2Wq08tsPIiy++iB07dqCsrAzR0dE45ZRTcMkll7hPhHlch5fWxpvHdvh78MEH0bdvX8yaNQsAj+9IwGAZERERERERERGRC3uWERERERERERERuTBYRkRERERERERE5MJgGRERERERERERkQuDZURERERERERERC4MlhEREREREREREbkwWEZEREREREREROTCYBkREREREREREZELg2VEREREREREREQuDJYRERERERERERG5MFhGRERERERERETkwmAZERERERERERGRy/8DFU6Tnm/tW5UAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(dpi=100)\n", + "ax.plot(F, label='Price')\n", + "ax2 = ax.twinx()\n", + "ax2.plot(V, color = palette[1], label='Vol')\n", + "\n", + "ax.set_ylabel(\"Price\")\n", + "ax2.set_ylabel(\"Vol\")\n", + "\n", + "fig.legend(bbox_to_anchor=(0.9, 0.9))\n", + "sns.despine()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "80196f5b", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:24:56.378697Z", + "start_time": "2022-07-16T07:24:56.186294Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "log_returns = (F[1:] - F[:-1]) / (F[:-1]**beta) / dt**0.5\n", + "fig, ax = plt.subplots(figsize = (8, 5), dpi=100, facecolor = \"w\")\n", + "ax.plot(log_returns, label='Log Returns')\n", + "ax2 = ax.twinx()\n", + "ax2.plot(V, color = palette[1], label='Volatility')\n", + "\n", + "ax.set_ylabel(\"Log Returns\")\n", + "ax2.set_ylabel(\"Vol\")\n", + "ax.set_xlabel(\"Time\")\n", + "fig.legend(bbox_to_anchor=(0.9, 0.9))\n", + "sns.despine()\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "ee913293-538f-406d-b1c9-ee33ee4976f0", + "metadata": {}, + "source": [ + "## Learning A Volatility Model\n", + "\n", + "While we show the volatility in the plot above, we do not typically get to observe this path directly. Therefore the first step in the Volt modeling pipeline is to learn a model of the historic volatility. For this we rely on [GCPV](https://arxiv.org/abs/1006.1350).\n", + "\n", + "First specify the train and test domains" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "468e0fa2", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:24:56.512073Z", + "start_time": "2022-07-16T07:24:56.498295Z" + } + }, + "outputs": [], + "source": [ + "full_x = torch.FloatTensor(np.linspace(0, T, steps-1)) + dt\n", + "full_y = torch.FloatTensor(log_returns)\n", + "\n", + "train_x = full_x\n", + "train_y = full_y" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "59518eac-2240-4a8d-9ac7-c6ec42ef7a6b", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:24:59.218824Z", + "start_time": "2022-07-16T07:24:56.645680Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/media/wassname/SGIronWolf/projects5/timeseries/Volt/voltron/models/single_task_variational_gp.py:224: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matricesor `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1656352464346/work/aten/src/ATen/native/TensorShape.cpp:2981.)\n", + " (0.5 * y.pow(-2.0) * (f * 2.0).exp()).T\n", + "/home/wassname/miniforge3/envs/volt/lib/python3.7/site-packages/torch/functional.py:478: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /opt/conda/conda-bld/pytorch_1656352464346/work/aten/src/ATen/native/TensorShape.cpp:2894.)\n", + " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n", + "/home/wassname/miniforge3/envs/volt/lib/python3.7/site-packages/gpytorch/lazy/triangular_lazy_tensor.py:136: UserWarning: torch.triangular_solve is deprecated in favor of torch.linalg.solve_triangularand will be removed in a future PyTorch release.\n", + "torch.linalg.solve_triangular has its arguments reversed and does not return a copy of one of the inputs.\n", + "X = torch.triangular_solve(B, A).solution\n", + "should be replaced with\n", + "X = torch.linalg.solve_triangular(A, B). (Triggered internally at /opt/conda/conda-bld/pytorch_1656352464346/work/aten/src/ATen/native/BatchLinearAlgebra.cpp:2183.)\n", + " res = torch.triangular_solve(right_tensor, self.evaluate(), upper=self.upper).solution\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter 1/500 - Loss: 12.325\n", + "Iter 51/500 - Loss: -0.460\n", + "Iter 101/500 - Loss: -0.561\n", + "Iter 151/500 - Loss: -0.579\n", + "Iter 201/500 - Loss: -0.581\n", + "Iter 251/500 - Loss: -0.581\n", + "Iter 301/500 - Loss: -0.580\n", + "Iter 351/500 - Loss: -0.580\n", + "Iter 401/500 - Loss: -0.581\n", + "Iter 451/500 - Loss: -0.581\n" + ] + } + ], + "source": [ + "likelihood = VolatilityGaussianLikelihood(param=\"exp\")\n", + "# likelihood.raw_a.data -= 4.\n", + "covar_module = BMKernel()\n", + "model = SingleTaskVariationalGP(\n", + " init_points=train_x.view(-1,1), likelihood=likelihood, use_piv_chol_init=False,\n", + " mean_module = gpytorch.means.ConstantMean(), covar_module=covar_module, \n", + " learn_inducing_locations=False, use_whitened_var_strat=False\n", + ")\n", + "model.initialize_variational_parameters(likelihood, train_x, y=train_y)\n", + "\n", + "training_iterations = 500\n", + "\n", + "model.train()\n", + "likelihood.train()\n", + "optimizer = torch.optim.Adam([\n", + " {\"params\": model.parameters()}, \n", + " # {\"params\": likelihood.parameters(), \"lr\": 0.1}\n", + "], lr=0.01)\n", + "mll = gpytorch.mlls.VariationalELBO(likelihood, model, train_y.numel(), combine_terms = True)\n", + "\n", + "print_every = 50\n", + "for i in range(training_iterations):\n", + " # Zero backpropped gradients from previous iteration\n", + " optimizer.zero_grad()\n", + " # Get predictive output\n", + " with gpytorch.settings.num_gauss_hermite_locs(75):\n", + " output = model(train_x)\n", + " # Calc loss and backprop gradients\n", + " loss = -mll(output, train_y)\n", + " loss.backward()\n", + " if i % print_every == 0:\n", + " print('Iter %d/%d - Loss: %.3f' % (i + 1, training_iterations, loss.item()))\n", + " optimizer.step()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "1e15ba9e-4d2f-4d64-9e22-65c2944d1683", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:24:59.234686Z", + "start_time": "2022-07-16T07:24:59.220369Z" + } + }, + "outputs": [], + "source": [ + "model.eval();\n", + "likelihood.eval();\n", + "predictive = model(full_x)\n", + "pred_scale = likelihood(predictive, return_gaussian=False).scale.mean(0).detach()" + ] + }, + { + "cell_type": "markdown", + "id": "4de0e5b9", + "metadata": {}, + "source": [ + "## Now Train the Volt Model\n", + "\n", + "Given the GCPV volatility path we can now train a GP over the historic volatility, and then learn the final Volt model to forecast with." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "ef13c254-6ab1-4133-b9a5-f29d45aedd20", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:25:00.938913Z", + "start_time": "2022-07-16T07:24:59.235659Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter 1/500 - Loss: 0.945\n", + "Iter 51/500 - Loss: 0.756\n", + "Iter 101/500 - Loss: 0.557\n", + "Iter 151/500 - Loss: 0.354\n", + "Iter 201/500 - Loss: 0.158\n", + "Iter 251/500 - Loss: -0.022\n", + "Iter 301/500 - Loss: -0.179\n", + "Iter 351/500 - Loss: -0.311\n", + "Iter 401/500 - Loss: -0.418\n", + "Iter 451/500 - Loss: -0.501\n" + ] + } + ], + "source": [ + "vmod, vlh = TrainVolModel(train_x, pred_scale, train_iters=500, printing=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "18feab33-3f3d-4bc7-9417-54bef6e221ea", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:25:04.098416Z", + "start_time": "2022-07-16T07:25:00.940596Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "dmod, dlh = TrainDataModel(train_x, torch.FloatTensor(F)[1:], vmod, vlh, pred_scale)" + ] + }, + { + "cell_type": "markdown", + "id": "91af0297-6307-45dc-be37-a703b07c3b16", + "metadata": {}, + "source": [ + "## Sampling" + ] + }, + { + "cell_type": "markdown", + "id": "81ff54fb-b125-4ab0-add1-8cb13bf0c744", + "metadata": {}, + "source": [ + "We now have a trained data model which is the main Volt class. To forecast we specify how many volatility paths we want to draw, `nvol`, and how many price paths we want to draw for each volatility path, `npx`. Then we simply loop through and draw the corresponding samples using the `GeneratePrediction` method." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "e14743ca", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:25:04.157531Z", + "start_time": "2022-07-16T07:25:04.099715Z" + } + }, + "outputs": [], + "source": [ + "dmod.eval();\n", + "dlh.eval();\n", + "dmod.vol_model.eval();\n", + "\n", + "nvol = 8\n", + "npx = 1\n", + "px_paths = torch.zeros(npx*nvol, test_x.shape[0])\n", + "vol_paths = torch.zeros(nvol, test_x.shape[0])\n", + "\n", + "for vidx in range(nvol):\n", + "# print(vidx)\n", + " vol_pred = dmod.vol_model(test_x).sample().exp()\n", + " vol_paths[vidx, :] = vol_pred.detach()\n", + " \n", + " px_pred = dmod.GeneratePrediction(test_x, vol_pred, npx).exp()\n", + " px_paths[vidx*npx:(vidx*npx + npx), :] = px_pred.detach().T" + ] + }, + { + "cell_type": "markdown", + "id": "ae84ab49-1e70-4922-a035-c607a5bbf551", + "metadata": {}, + "source": [ + "## Put It All Together\n", + "\n", + "Below we plot the full hierarchy - the learned volatility path, the predicted volatility paths into the future, and the predicted paths conditioned on the predicted volatility paths." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "e5ac3139", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:25:04.421290Z", + "start_time": "2022-07-16T07:25:04.158746Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def FormatAx(ax):\n", + " ax.set_xlim(0, test_x.max())\n", + "# ax.axvline(train_time.max(), ls=\"--\", c='k', lw=0.5)\n", + "\n", + "fig, ax = plt.subplots(3, 1, figsize = (8, 10), dpi=100, facecolor = \"w\")\n", + "plt.subplots_adjust(hspace=0.3)\n", + "\n", + "## vol & log return plot ##\n", + "ax[0].plot(train_x, F[1:], label='Data', alpha=0.8)\n", + "ax2 = ax[0].twinx()\n", + "ax2.plot(train_x, V[1:], color = palette[1], label='Volatility')\n", + "ax[0].set_ylabel(\"Y\")\n", + "ax2.set_ylabel(\"Vol\")\n", + "# ax[0].legend(bbox_to_anchor=(0.9, 0.9))\n", + "\n", + "custom_lines = [Line2D([0], [0], color=palette[0], lw=2., alpha=0.8,label=\"Data\"),\n", + " Line2D([0], [0], color=palette[1], lw=2., label=\"Volatility\")]\n", + "\n", + "ax[0].legend(handles=custom_lines,loc=\"upper right\", bbox_to_anchor=(1.07, 1.), \n", + " frameon=False, fontsize=18)\n", + "\n", + "\n", + "## Vol and Forecast Plot ##\n", + "ax[1].plot(train_x, V[1:], color = palette[1], alpha=0.75, label=\"True Vol.\")\n", + "ax[1].plot(train_x, pred_scale, color = palette[-2], label = \"Learned Vol.\")\n", + "ax[1].plot(test_x, vol_paths[0, :].T, color=palette[-1], alpha=0.5, label=\"Predicted Vol.\")\n", + "ax[1].plot(test_x, vol_paths[1:, :].T, color=palette[-1], alpha=0.5)\n", + "ax[1].set_ylabel(\"Vol\")\n", + "ax[1].legend(loc=\"upper right\", bbox_to_anchor=(0.8, 1.1), frameon=False, fontsize=18)\n", + "\n", + "## Price and Forecast Plot ##\n", + "ax[2].plot(train_x, F[1:], color=palette[0], alpha=0.8, label=\"Data\")\n", + "ax[2].plot(test_x, px_paths[1:10, :].T, color=palette[2], alpha=0.7)\n", + "ax[2].plot(test_x, px_paths[0, :].T, color=palette[2], alpha=0.7, label=\"Predictions\")\n", + "ax[2].set_ylabel(\"Y\")\n", + "ax[2].set_xlabel(\"X\")\n", + "ax[2].legend(loc=\"upper right\", bbox_to_anchor=(0.5, 1.1), frameon=False, fontsize=18)\n", + "## General Adjustments ##\n", + "FormatAx(ax[0])\n", + "FormatAx(ax[1])\n", + "FormatAx(ax[2])\n", + "\n", + "sns.despine()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4d418848-07d0-46c5-9c32-22c3eb38c847", + "metadata": {}, + "source": [ + "## Note:\n", + "\n", + "There are some helpful utilities for training and forecasting that are used in the experimental code - we encourage you to play around with these utilities and try out Volt on new problems!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bb96e213-4560-45c5-b77c-21f130597f7b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eba9ee4f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "volt", + "language": "python", + "name": "volt" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.12" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/00.01_mjc_example.ipynb b/notebooks/00.01_mjc_example.ipynb new file mode 100644 index 0000000..7edb4de --- /dev/null +++ b/notebooks/00.01_mjc_example.ipynb @@ -0,0 +1,589 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 29, + "id": "ce655bc0", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:26:15.161022Z", + "start_time": "2022-07-16T07:26:15.142775Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import torch\n", + "import gpytorch\n", + "import matplotlib.style as style\n", + "from matplotlib.lines import Line2D\n", + "\n", + "palette = [\"red\", \"blue\", \"green\", \"orange\", \"purple\", \"#AF7595\", \"#E6480F\", \"#FA9500\"]\n", + "plt.style.use('ggplot')\n", + "plt.rcParams['figure.figsize'] = (14.0, 6)\n", + "\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "from dotenv import load_dotenv\n", + "load_dotenv()\n", + "\n", + "from pathlib import Path\n", + "from tqdm.auto import tqdm\n", + "import logging, os, re\n", + "import collections, functools, itertools\n", + "\n", + "from loguru import logger\n", + "logger.remove()\n", + "logger.add(os.sys.stdout, colorize=True, format=\"{time} | {message}\")\n", + "\n", + "from voltron.likelihoods import VolatilityGaussianLikelihood\n", + "from voltron.models import SingleTaskVariationalGP\n", + "from voltron.kernels import BMKernel, VolatilityKernel\n", + "from voltron.train_utils import TrainVolModel, TrainVoltMagpieModel, LearnGPCV, TrainDataModel" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3bf4fe43", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:23:41.316461Z", + "start_time": "2022-07-16T07:23:41.297607Z" + } + }, + "outputs": [], + "source": [ + "# from voltron.robinhood_utils import GetStockData" + ] + }, + { + "cell_type": "markdown", + "id": "e4fb0fb7-c533-4474-8b74-ef4f7c38da76", + "metadata": {}, + "source": [ + "## Generate Some Synthetic SDE Data" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3b74d19b", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:23:41.627613Z", + "start_time": "2022-07-16T07:23:41.610314Z" + } + }, + "outputs": [], + "source": [ + "np.random.seed(2019)\n", + "torch.random.manual_seed(2019)\n", + "\n", + "F0 = 10 ## init price\n", + "V0 = 0.2 ## init price\n", + "mu = 0.05 ## rate of return\n", + "\n", + "alpha = 1.25\n", + "beta = 0.9\n", + "rho = -0.2\n", + "\n", + "T = 1 ## Time of Simulation\n", + "steps = 400 ## steps per time\n", + "dt = T/(steps) ## delta t\n", + "\n", + "dW = np.random.normal(0, np.sqrt(dt), steps*T)\n", + "dZ = rho * dW + np.sqrt(1 - rho **2) * np.random.normal(0, np.sqrt(dt), steps*T)\n", + "\n", + "\n", + "train_x = time = torch.linspace(0, T, steps-1) + dt\n", + "test_x = torch.linspace(T + dt, 1.5*T, int(.5*steps)-1) + dt\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "75e00848", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:23:41.788451Z", + "start_time": "2022-07-16T07:23:41.764471Z" + } + }, + "outputs": [], + "source": [ + "F = np.zeros(steps*T)\n", + "V = np.zeros(steps*T)\n", + "\n", + "F[0] = F0\n", + "V[0] = V0\n", + "\n", + "for t in range(1, steps*T):\n", + " F[t] = F[t-1] + V[t-1] * (F[t-1])**beta * dW[t]\n", + " V[t] = V[t-1] + alpha * V[t-1]*dZ[t]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "e48d8fc7", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:24:55.093124Z", + "start_time": "2022-07-16T07:24:54.964901Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(dpi=100)\n", + "ax.plot(F, label='Price')\n", + "ax2 = ax.twinx()\n", + "ax2.plot(V, color = palette[1], label='Vol')\n", + "\n", + "ax.set_ylabel(\"Price\")\n", + "ax2.set_ylabel(\"Vol\")\n", + "\n", + "fig.legend(bbox_to_anchor=(0.9, 0.9))\n", + "sns.despine()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "80196f5b", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:24:56.378697Z", + "start_time": "2022-07-16T07:24:56.186294Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "log_returns = (F[1:] - F[:-1]) / (F[:-1]**beta) / dt**0.5\n", + "fig, ax = plt.subplots(figsize = (8, 5), dpi=100, facecolor = \"w\")\n", + "ax.plot(log_returns, label='Log Returns')\n", + "ax2 = ax.twinx()\n", + "ax2.plot(V, color = palette[1], label='Volatility')\n", + "\n", + "ax.set_ylabel(\"Log Returns\")\n", + "ax2.set_ylabel(\"Vol\")\n", + "ax.set_xlabel(\"Time\")\n", + "fig.legend(bbox_to_anchor=(0.9, 0.9))\n", + "sns.despine()\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "ee913293-538f-406d-b1c9-ee33ee4976f0", + "metadata": {}, + "source": [ + "## Learning A Volatility Model\n", + "\n", + "While we show the volatility in the plot above, we do not typically get to observe this path directly. Therefore the first step in the Volt modeling pipeline is to learn a model of the historic volatility. For this we rely on [GCPV](https://arxiv.org/abs/1006.1350).\n", + "\n", + "First specify the train and test domains" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "468e0fa2", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:24:56.512073Z", + "start_time": "2022-07-16T07:24:56.498295Z" + } + }, + "outputs": [], + "source": [ + "full_x = torch.FloatTensor(np.linspace(0, T, steps-1)) + dt\n", + "full_y = torch.FloatTensor(log_returns)\n", + "\n", + "train_x = full_x\n", + "train_y = full_y" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "59518eac-2240-4a8d-9ac7-c6ec42ef7a6b", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:24:59.218824Z", + "start_time": "2022-07-16T07:24:56.645680Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/media/wassname/SGIronWolf/projects5/timeseries/Volt/voltron/models/single_task_variational_gp.py:224: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matricesor `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1656352464346/work/aten/src/ATen/native/TensorShape.cpp:2981.)\n", + " (0.5 * y.pow(-2.0) * (f * 2.0).exp()).T\n", + "/home/wassname/miniforge3/envs/volt/lib/python3.7/site-packages/torch/functional.py:478: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /opt/conda/conda-bld/pytorch_1656352464346/work/aten/src/ATen/native/TensorShape.cpp:2894.)\n", + " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n", + "/home/wassname/miniforge3/envs/volt/lib/python3.7/site-packages/gpytorch/lazy/triangular_lazy_tensor.py:136: UserWarning: torch.triangular_solve is deprecated in favor of torch.linalg.solve_triangularand will be removed in a future PyTorch release.\n", + "torch.linalg.solve_triangular has its arguments reversed and does not return a copy of one of the inputs.\n", + "X = torch.triangular_solve(B, A).solution\n", + "should be replaced with\n", + "X = torch.linalg.solve_triangular(A, B). (Triggered internally at /opt/conda/conda-bld/pytorch_1656352464346/work/aten/src/ATen/native/BatchLinearAlgebra.cpp:2183.)\n", + " res = torch.triangular_solve(right_tensor, self.evaluate(), upper=self.upper).solution\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter 1/500 - Loss: 12.325\n", + "Iter 51/500 - Loss: -0.460\n", + "Iter 101/500 - Loss: -0.561\n", + "Iter 151/500 - Loss: -0.579\n", + "Iter 201/500 - Loss: -0.581\n", + "Iter 251/500 - Loss: -0.581\n", + "Iter 301/500 - Loss: -0.580\n", + "Iter 351/500 - Loss: -0.580\n", + "Iter 401/500 - Loss: -0.581\n", + "Iter 451/500 - Loss: -0.581\n" + ] + } + ], + "source": [ + "likelihood = VolatilityGaussianLikelihood(param=\"exp\")\n", + "# likelihood.raw_a.data -= 4.\n", + "covar_module = BMKernel()\n", + "model = SingleTaskVariationalGP(\n", + " init_points=train_x.view(-1,1), likelihood=likelihood, use_piv_chol_init=False,\n", + " mean_module = gpytorch.means.ConstantMean(), covar_module=covar_module, \n", + " learn_inducing_locations=False, use_whitened_var_strat=False\n", + ")\n", + "model.initialize_variational_parameters(likelihood, train_x, y=train_y)\n", + "\n", + "training_iterations = 500\n", + "\n", + "model.train()\n", + "likelihood.train()\n", + "optimizer = torch.optim.Adam([\n", + " {\"params\": model.parameters()}, \n", + " # {\"params\": likelihood.parameters(), \"lr\": 0.1}\n", + "], lr=0.01)\n", + "mll = gpytorch.mlls.VariationalELBO(likelihood, model, train_y.numel(), combine_terms = True)\n", + "\n", + "print_every = 50\n", + "for i in range(training_iterations):\n", + " # Zero backpropped gradients from previous iteration\n", + " optimizer.zero_grad()\n", + " # Get predictive output\n", + " with gpytorch.settings.num_gauss_hermite_locs(75):\n", + " output = model(train_x)\n", + " # Calc loss and backprop gradients\n", + " loss = -mll(output, train_y)\n", + " loss.backward()\n", + " if i % print_every == 0:\n", + " print('Iter %d/%d - Loss: %.3f' % (i + 1, training_iterations, loss.item()))\n", + " optimizer.step()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "1e15ba9e-4d2f-4d64-9e22-65c2944d1683", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:24:59.234686Z", + "start_time": "2022-07-16T07:24:59.220369Z" + } + }, + "outputs": [], + "source": [ + "model.eval();\n", + "likelihood.eval();\n", + "predictive = model(full_x)\n", + "pred_scale = likelihood(predictive, return_gaussian=False).scale.mean(0).detach()" + ] + }, + { + "cell_type": "markdown", + "id": "4de0e5b9", + "metadata": {}, + "source": [ + "## Now Train the Volt Model\n", + "\n", + "Given the GCPV volatility path we can now train a GP over the historic volatility, and then learn the final Volt model to forecast with." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "ef13c254-6ab1-4133-b9a5-f29d45aedd20", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:25:00.938913Z", + "start_time": "2022-07-16T07:24:59.235659Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter 1/500 - Loss: 0.945\n", + "Iter 51/500 - Loss: 0.756\n", + "Iter 101/500 - Loss: 0.557\n", + "Iter 151/500 - Loss: 0.354\n", + "Iter 201/500 - Loss: 0.158\n", + "Iter 251/500 - Loss: -0.022\n", + "Iter 301/500 - Loss: -0.179\n", + "Iter 351/500 - Loss: -0.311\n", + "Iter 401/500 - Loss: -0.418\n", + "Iter 451/500 - Loss: -0.501\n" + ] + } + ], + "source": [ + "vmod, vlh = TrainVolModel(train_x, pred_scale, train_iters=500, printing=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "18feab33-3f3d-4bc7-9417-54bef6e221ea", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:25:04.098416Z", + "start_time": "2022-07-16T07:25:00.940596Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "dmod, dlh = TrainDataModel(train_x, torch.FloatTensor(F)[1:], vmod, vlh, pred_scale)" + ] + }, + { + "cell_type": "markdown", + "id": "91af0297-6307-45dc-be37-a703b07c3b16", + "metadata": {}, + "source": [ + "## Sampling" + ] + }, + { + "cell_type": "markdown", + "id": "81ff54fb-b125-4ab0-add1-8cb13bf0c744", + "metadata": {}, + "source": [ + "We now have a trained data model which is the main Volt class. To forecast we specify how many volatility paths we want to draw, `nvol`, and how many price paths we want to draw for each volatility path, `npx`. Then we simply loop through and draw the corresponding samples using the `GeneratePrediction` method." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "e14743ca", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:25:04.157531Z", + "start_time": "2022-07-16T07:25:04.099715Z" + } + }, + "outputs": [], + "source": [ + "dmod.eval();\n", + "dlh.eval();\n", + "dmod.vol_model.eval();\n", + "\n", + "nvol = 8\n", + "npx = 1\n", + "px_paths = torch.zeros(npx*nvol, test_x.shape[0])\n", + "vol_paths = torch.zeros(nvol, test_x.shape[0])\n", + "\n", + "for vidx in range(nvol):\n", + "# print(vidx)\n", + " vol_pred = dmod.vol_model(test_x).sample().exp()\n", + " vol_paths[vidx, :] = vol_pred.detach()\n", + " \n", + " px_pred = dmod.GeneratePrediction(test_x, vol_pred, npx).exp()\n", + " px_paths[vidx*npx:(vidx*npx + npx), :] = px_pred.detach().T" + ] + }, + { + "cell_type": "markdown", + "id": "ae84ab49-1e70-4922-a035-c607a5bbf551", + "metadata": {}, + "source": [ + "## Put It All Together\n", + "\n", + "Below we plot the full hierarchy - the learned volatility path, the predicted volatility paths into the future, and the predicted paths conditioned on the predicted volatility paths." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "e5ac3139", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-16T07:25:04.421290Z", + "start_time": "2022-07-16T07:25:04.158746Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def FormatAx(ax):\n", + " ax.set_xlim(0, test_x.max())\n", + "# ax.axvline(train_time.max(), ls=\"--\", c='k', lw=0.5)\n", + "\n", + "fig, ax = plt.subplots(3, 1, figsize = (8, 10), dpi=100, facecolor = \"w\")\n", + "plt.subplots_adjust(hspace=0.3)\n", + "\n", + "## vol & log return plot ##\n", + "ax[0].plot(train_x, F[1:], label='Data', alpha=0.8)\n", + "ax2 = ax[0].twinx()\n", + "ax2.plot(train_x, V[1:], color = palette[1], label='Volatility')\n", + "ax[0].set_ylabel(\"Y\")\n", + "ax2.set_ylabel(\"Vol\")\n", + "# ax[0].legend(bbox_to_anchor=(0.9, 0.9))\n", + "\n", + "custom_lines = [Line2D([0], [0], color=palette[0], lw=2., alpha=0.8,label=\"Data\"),\n", + " Line2D([0], [0], color=palette[1], lw=2., label=\"Volatility\")]\n", + "\n", + "ax[0].legend(handles=custom_lines,loc=\"upper right\", bbox_to_anchor=(1.07, 1.), \n", + " frameon=False, fontsize=18)\n", + "\n", + "\n", + "## Vol and Forecast Plot ##\n", + "ax[1].plot(train_x, V[1:], color = palette[1], alpha=0.75, label=\"True Vol.\")\n", + "ax[1].plot(train_x, pred_scale, color = palette[-2], label = \"Learned Vol.\")\n", + "ax[1].plot(test_x, vol_paths[0, :].T, color=palette[-1], alpha=0.5, label=\"Predicted Vol.\")\n", + "ax[1].plot(test_x, vol_paths[1:, :].T, color=palette[-1], alpha=0.5)\n", + "ax[1].set_ylabel(\"Vol\")\n", + "ax[1].legend(loc=\"upper right\", bbox_to_anchor=(0.8, 1.1), frameon=False, fontsize=18)\n", + "\n", + "## Price and Forecast Plot ##\n", + "ax[2].plot(train_x, F[1:], color=palette[0], alpha=0.8, label=\"Data\")\n", + "ax[2].plot(test_x, px_paths[1:10, :].T, color=palette[2], alpha=0.7)\n", + "ax[2].plot(test_x, px_paths[0, :].T, color=palette[2], alpha=0.7, label=\"Predictions\")\n", + "ax[2].set_ylabel(\"Y\")\n", + "ax[2].set_xlabel(\"X\")\n", + "ax[2].legend(loc=\"upper right\", bbox_to_anchor=(0.5, 1.1), frameon=False, fontsize=18)\n", + "## General Adjustments ##\n", + "FormatAx(ax[0])\n", + "FormatAx(ax[1])\n", + "FormatAx(ax[2])\n", + "\n", + "sns.despine()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4d418848-07d0-46c5-9c32-22c3eb38c847", + "metadata": {}, + "source": [ + "## Note:\n", + "\n", + "There are some helpful utilities for training and forecasting that are used in the experimental code - we encourage you to play around with these utilities and try out Volt on new problems!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bb96e213-4560-45c5-b77c-21f130597f7b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eba9ee4f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "volt", + "language": "python", + "name": "volt" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.12" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/requirements/environment.max.yaml b/requirements/environment.max.yaml new file mode 100644 index 0000000..62094f1 --- /dev/null +++ b/requirements/environment.max.yaml @@ -0,0 +1,184 @@ +name: volt +channels: + - conda-forge + - pytorch +dependencies: + - _libgcc_mutex=0.1=conda_forge + - _openmp_mutex=4.5=2_kmp_llvm + - argon2-cffi=21.3.0=pyhd8ed1ab_0 + - argon2-cffi-bindings=21.2.0=py37h540881e_2 + - attrs=21.4.0=pyhd8ed1ab_0 + - backcall=0.2.0=pyh9f0ad1d_0 + - backports=1.0=py_2 + - backports.functools_lru_cache=1.6.4=pyhd8ed1ab_0 + - beautifulsoup4=4.11.1=pyha770c72_0 + - blas=2.115=mkl + - blas-devel=3.9.0=15_linux64_mkl + - bleach=5.0.1=pyhd8ed1ab_0 + - botorch=0.6.5=0 + - brotli=1.0.9=h166bdaf_7 + - brotli-bin=1.0.9=h166bdaf_7 + - brotlipy=0.7.0=py37h540881e_1004 + - bzip2=1.0.8=h7f98852_4 + - ca-certificates=2022.6.15=ha878542_0 + - certifi=2022.6.15=py37h89c1867_0 + - cffi=1.15.1=py37h43b0acd_0 + - charset-normalizer=2.1.0=pyhd8ed1ab_0 + - colorama=0.4.5=pyhd8ed1ab_0 + - cryptography=37.0.4=py37h38fbfac_0 + - cudatoolkit=11.3.1=h9edb442_10 + - cycler=0.11.0=pyhd8ed1ab_0 + - debugpy=1.6.0=py37hd23a5d3_0 + - decorator=5.1.1=pyhd8ed1ab_0 + - defusedxml=0.7.1=pyhd8ed1ab_0 + - entrypoints=0.4=pyhd8ed1ab_0 + - ffmpeg=4.3=hf484d3e_0 + - flit-core=3.7.1=pyhd8ed1ab_0 + - fonttools=4.34.4=py37h540881e_0 + - freetype=2.10.4=h0708190_1 + - giflib=5.2.1=h36c2ea0_2 + - gmp=6.2.1=h58526e2_0 + - gnutls=3.6.13=h85f3911_1 + - idna=3.3=pyhd8ed1ab_0 + - importlib-metadata=4.11.4=py37h89c1867_0 + - importlib_resources=5.8.0=pyhd8ed1ab_0 + - ipykernel=6.15.1=pyh210e3f2_0 + - ipython=7.33.0=py37h89c1867_0 + - ipython_genutils=0.2.0=py_1 + - ipywidgets=7.7.1=pyhd8ed1ab_0 + - jedi=0.18.1=py37h89c1867_1 + - jinja2=3.1.2=pyhd8ed1ab_1 + - joblib=1.1.0=pyhd8ed1ab_0 + - jpeg=9e=h166bdaf_2 + - jsonschema=4.7.2=pyhd8ed1ab_0 + - jupyter_client=7.3.4=pyhd8ed1ab_0 + - jupyter_core=4.10.0=py37h89c1867_0 + - jupyterlab_pygments=0.2.2=pyhd8ed1ab_0 + - jupyterlab_widgets=1.1.1=pyhd8ed1ab_0 + - kiwisolver=1.4.4=py37h7cecad7_0 + - lame=3.100=h7f98852_1001 + - lcms2=2.12=hddcbb42_0 + - ld_impl_linux-64=2.36.1=hea4e1c9_2 + - lerc=3.0=h9c3ff4c_0 + - libblas=3.9.0=15_linux64_mkl + - libbrotlicommon=1.0.9=h166bdaf_7 + - libbrotlidec=1.0.9=h166bdaf_7 + - libbrotlienc=1.0.9=h166bdaf_7 + - libcblas=3.9.0=15_linux64_mkl + - libdeflate=1.12=h166bdaf_0 + - libffi=3.4.2=h7f98852_5 + - libgcc-ng=12.1.0=h8d9b700_16 + - libgfortran-ng=12.1.0=h69a702a_16 + - libgfortran5=12.1.0=hdcd56e2_16 + - libgomp=12.1.0=h8d9b700_16 + - libiconv=1.17=h166bdaf_0 + - liblapack=3.9.0=15_linux64_mkl + - liblapacke=3.9.0=15_linux64_mkl + - libnsl=2.0.0=h7f98852_0 + - libpng=1.6.37=h753d276_3 + - libsodium=1.0.18=h36c2ea0_1 + - libstdcxx-ng=12.1.0=ha89aaad_16 + - libtiff=4.4.0=hc85c160_1 + - libwebp=1.2.2=h3452ae3_0 + - libwebp-base=1.2.2=h7f98852_1 + - libxcb=1.13=h7f98852_1004 + - libzlib=1.2.12=h166bdaf_2 + - llvm-openmp=14.0.4=he0ac6c6_0 + - lz4-c=1.9.3=h9c3ff4c_1 + - markupsafe=2.1.1=py37h540881e_1 + - matplotlib-base=3.5.2=py37hc347a89_0 + - matplotlib-inline=0.1.3=pyhd8ed1ab_0 + - mistune=0.8.4=py37h5e8e339_1005 + - mkl=2022.1.0=h84fe81f_915 + - mkl-devel=2022.1.0=ha770c72_916 + - mkl-include=2022.1.0=h84fe81f_915 + - munkres=1.1.4=pyh9f0ad1d_0 + - nbclient=0.6.6=pyhd8ed1ab_0 + - nbconvert=6.5.0=pyhd8ed1ab_0 + - nbconvert-core=6.5.0=pyhd8ed1ab_0 + - nbconvert-pandoc=6.5.0=pyhd8ed1ab_0 + - nbformat=5.4.0=pyhd8ed1ab_0 + - ncurses=6.3=h27087fc_1 + - nest-asyncio=1.5.5=pyhd8ed1ab_0 + - nettle=3.6=he412f7d_0 + - notebook=6.4.12=pyha770c72_0 + - numpy=1.21.6=py37h976b520_0 + - openh264=2.1.1=h780b84a_0 + - openjpeg=2.4.0=hb52868f_1 + - openssl=1.1.1q=h166bdaf_0 + - opt_einsum=3.3.0=pyhd8ed1ab_1 + - packaging=21.3=pyhd8ed1ab_0 + - pandas=1.3.5=py37he8f5f7f_0 + - pandoc=2.18=ha770c72_0 + - pandocfilters=1.5.0=pyhd8ed1ab_0 + - parso=0.8.3=pyhd8ed1ab_0 + - patsy=0.5.2=pyhd8ed1ab_0 + - pexpect=4.8.0=pyh9f0ad1d_2 + - pickleshare=0.7.5=py_1003 + - pillow=9.2.0=py37h44f0d7a_0 + - pip=22.1.2=pyhd8ed1ab_0 + - prometheus_client=0.14.1=pyhd8ed1ab_0 + - prompt-toolkit=3.0.30=pyha770c72_0 + - psutil=5.9.1=py37h540881e_0 + - pthread-stubs=0.4=h36c2ea0_1001 + - ptyprocess=0.7.0=pyhd3deb0d_0 + - pycparser=2.21=pyhd8ed1ab_0 + - pygments=2.12.0=pyhd8ed1ab_0 + - pyopenssl=22.0.0=pyhd8ed1ab_0 + - pyparsing=3.0.9=pyhd8ed1ab_0 + - pyro-api=0.1.2=pyhd8ed1ab_0 + - pyro-ppl=1.8.1=pyhd8ed1ab_0 + - pyrsistent=0.18.1=py37h540881e_1 + - pysocks=1.7.1=py37h89c1867_5 + - python=3.7.12=hb7a2778_100_cpython + - python-dateutil=2.8.2=pyhd8ed1ab_0 + - python-fastjsonschema=2.15.3=pyhd8ed1ab_0 + - python_abi=3.7=2_cp37m + - pytorch=1.12.0=py3.7_cuda11.3_cudnn8.3.2_0 + - pytorch-mutex=1.0=cuda + - pytz=2022.1=pyhd8ed1ab_0 + - pyzmq=23.2.0=py37h0c0c2a8_0 + - readline=8.1.2=h0f457ee_0 + - requests=2.28.1=pyhd8ed1ab_0 + - scikit-learn=1.0.2=py37hf9e9bfc_0 + - scipy=1.7.3=py37hf2a6cf1_0 + - seaborn=0.11.2=hd8ed1ab_0 + - seaborn-base=0.11.2=pyhd8ed1ab_0 + - send2trash=1.8.0=pyhd8ed1ab_0 + - setuptools=59.8.0=py37h89c1867_1 + - six=1.16.0=pyh6c4a22f_0 + - soupsieve=2.3.1=pyhd8ed1ab_0 + - sqlite=3.39.1=h4ff8645_0 + - statsmodels=0.13.2=py37hda87dfa_0 + - tbb=2021.5.0=h924138e_1 + - terminado=0.15.0=py37h89c1867_0 + - threadpoolctl=3.1.0=pyh8a188c0_0 + - tinycss2=1.1.1=pyhd8ed1ab_0 + - tk=8.6.12=h27826a3_0 + - torchaudio=0.12.0=py37_cu113 + - torchvision=0.13.0=py37_cu113 + - tornado=6.2=py37h540881e_0 + - tqdm=4.64.0=pyhd8ed1ab_0 + - traitlets=5.3.0=pyhd8ed1ab_0 + - typing-extensions=4.3.0=hd8ed1ab_0 + - typing_extensions=4.3.0=pyha770c72_0 + - unicodedata2=14.0.0=py37h540881e_1 + - urllib3=1.26.10=pyhd8ed1ab_0 + - wcwidth=0.2.5=pyh9f0ad1d_2 + - webencodings=0.5.1=py_1 + - wheel=0.37.1=pyhd8ed1ab_0 + - widgetsnbextension=3.6.1=pyha770c72_0 + - xorg-libxau=1.0.9=h7f98852_0 + - xorg-libxdmcp=1.1.3=h7f98852_0 + - xz=5.2.5=h516909a_1 + - zeromq=4.3.4=h9c3ff4c_1 + - zipp=3.8.0=pyhd8ed1ab_0 + - zlib=1.2.12=h166bdaf_2 + - zstd=1.5.2=h8a70e8d_2 + - pip: + - gpytorch==1.7.0 + - loguru==0.6.0 + - pyotp==2.6.0 + - python-dotenv==0.20.0 + - robin-stocks==2.1.0 +prefix: /home/wassname/miniforge3/envs/volt diff --git a/requirements/environment.min.yaml b/requirements/environment.min.yaml new file mode 100644 index 0000000..b5b42a9 --- /dev/null +++ b/requirements/environment.min.yaml @@ -0,0 +1,19 @@ +name: volt +channels: + - conda-forge + - pytorch +dependencies: + - python=3.7 + - pytorch + - torchvision + - torchaudio + - cudatoolkit=11.3 + - ca-certificates + - openssl + - ipykernel + - pip + - ipywidgets + - certifi + - seaborn + - botorch +prefix: /home/wassname/miniforge3/envs/volt diff --git a/requirements/pip.conda.txt b/requirements/pip.conda.txt new file mode 100644 index 0000000..1319247 --- /dev/null +++ b/requirements/pip.conda.txt @@ -0,0 +1,103 @@ +argon2-cffi @ file:///home/conda/feedstock_root/build_artifacts/argon2-cffi_1640817743617/work +argon2-cffi-bindings @ file:///home/conda/feedstock_root/build_artifacts/argon2-cffi-bindings_1649500320262/work +attrs @ file:///home/conda/feedstock_root/build_artifacts/attrs_1640799537051/work +backcall @ file:///home/conda/feedstock_root/build_artifacts/backcall_1592338393461/work +backports.functools-lru-cache @ file:///home/conda/feedstock_root/build_artifacts/backports.functools_lru_cache_1618230623929/work +beautifulsoup4 @ file:///home/conda/feedstock_root/build_artifacts/beautifulsoup4_1649463573192/work +bleach @ file:///home/conda/feedstock_root/build_artifacts/bleach_1656355450470/work +botorch==0.6.5 +brotlipy @ file:///home/conda/feedstock_root/build_artifacts/brotlipy_1648854164153/work +certifi==2022.6.15 +cffi @ file:///home/conda/feedstock_root/build_artifacts/cffi_1656782824682/work +charset-normalizer @ file:///home/conda/feedstock_root/build_artifacts/charset-normalizer_1655906222726/work +colorama @ file:///home/conda/feedstock_root/build_artifacts/colorama_1655412516417/work +cryptography @ file:///home/conda/feedstock_root/build_artifacts/cryptography_1657174000558/work +cycler @ file:///home/conda/feedstock_root/build_artifacts/cycler_1635519461629/work +debugpy @ file:///home/conda/feedstock_root/build_artifacts/debugpy_1649586340600/work +decorator @ file:///home/conda/feedstock_root/build_artifacts/decorator_1641555617451/work +defusedxml @ file:///home/conda/feedstock_root/build_artifacts/defusedxml_1615232257335/work +entrypoints @ file:///home/conda/feedstock_root/build_artifacts/entrypoints_1643888246732/work +fastjsonschema @ file:///home/conda/feedstock_root/build_artifacts/python-fastjsonschema_1641751198313/work/dist +flit_core @ file:///home/conda/feedstock_root/build_artifacts/flit-core_1645629044586/work/source/flit_core +fonttools @ file:///home/conda/feedstock_root/build_artifacts/fonttools_1657249376706/work +gpytorch==1.7.0 +idna @ file:///home/conda/feedstock_root/build_artifacts/idna_1642433548627/work +importlib-metadata @ file:///home/conda/feedstock_root/build_artifacts/importlib-metadata_1653252814274/work +importlib-resources @ file:///home/conda/feedstock_root/build_artifacts/importlib_resources_1655356668708/work +ipykernel @ file:///home/conda/feedstock_root/build_artifacts/ipykernel_1657295047882/work +ipython @ file:///home/conda/feedstock_root/build_artifacts/ipython_1651240553635/work +ipython-genutils==0.2.0 +ipywidgets @ 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file:///home/conda/feedstock_root/build_artifacts/statsmodels_1654787101575/work +terminado @ file:///home/conda/feedstock_root/build_artifacts/terminado_1652790603075/work +threadpoolctl @ file:///home/conda/feedstock_root/build_artifacts/threadpoolctl_1643647933166/work +tinycss2 @ file:///home/conda/feedstock_root/build_artifacts/tinycss2_1637612658783/work +torch==1.12.0 +torchaudio==0.12.0 +torchvision==0.13.0 +tornado @ file:///home/conda/feedstock_root/build_artifacts/tornado_1656937818679/work +tqdm @ file:///home/conda/feedstock_root/build_artifacts/tqdm_1649051611147/work +traitlets @ file:///home/conda/feedstock_root/build_artifacts/traitlets_1655411388954/work +typing_extensions @ file:///home/conda/feedstock_root/build_artifacts/typing_extensions_1656706066251/work +unicodedata2 @ file:///home/conda/feedstock_root/build_artifacts/unicodedata2_1649111917568/work +urllib3 @ file:///home/conda/feedstock_root/build_artifacts/urllib3_1657224465922/work +-e git+https://github.com/g-benton/Volt.git@47ea8722ffd82c10f85372f9fb14fbf3cf39962b#egg=voltron +wcwidth @ file:///home/conda/feedstock_root/build_artifacts/wcwidth_1600965781394/work +webencodings==0.5.1 +widgetsnbextension @ file:///home/conda/feedstock_root/build_artifacts/widgetsnbextension_1655939017940/work +zipp @ file:///home/conda/feedstock_root/build_artifacts/zipp_1649012893348/work diff --git a/voltron/robinhood_utils.py b/voltron/robinhood_utils.py index 5380222..3da5c5e 100644 --- a/voltron/robinhood_utils.py +++ b/voltron/robinhood_utils.py @@ -10,7 +10,7 @@ def GetStockData(symbols, interval='day', span='5year'): load_dotenv() username = os.getenv("robinhood_username") password = os.getenv("robinhood_password") - r.login(username, password); + r.login(username, password) data = pd.DataFrame(r.stocks.get_stock_historicals(symbols, interval, span)) data['date'] = pd.to_datetime(data['begins_at'], format='%Y-%m-%d').dt.date @@ -19,4 +19,4 @@ def GetStockData(symbols, interval='day', span='5year'): data[ohlc] = data[ohlc].astype("float") return data[['date', 'symbol', 'open_price', 'close_price', - 'high_price', 'low_price']] \ No newline at end of file + 'high_price', 'low_price']]