diff --git a/anp_1d_regression.ipynb b/anp_1d_regression.ipynb
index ecf244f..fe1116b 100644
--- a/anp_1d_regression.ipynb
+++ b/anp_1d_regression.ipynb
@@ -8,7 +8,12 @@
     {
      "name": "stdout",
      "output_type": "stream",
-     "text": "Populating the interactive namespace from numpy and matplotlib\n/home/wassname/.pyenv/versions/jup3.7.2/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['plt']\n`%matplotlib` prevents importing * from pylab and numpy\n  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
+     "text": [
+      "Populating the interactive namespace from numpy and matplotlib\n",
+      "/home/wassname/.pyenv/versions/jup3.7.2/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['plt']\n",
+      "`%matplotlib` prevents importing * from pylab and numpy\n",
+      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
+     ]
     }
    ],
    "source": [
@@ -138,7 +143,9 @@
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+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=100000), HTML(value='')))"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
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+       "Q 54.890625 44.34375 54.890625 33.015625 \n",
+       "z\n",
+       "\" id=\"DejaVuSans-104\"/>\n",
+       "     <path id=\"DejaVuSans-32\"/>\n",
+       "    </defs>\n",
+       "    <g transform=\"translate(181.189375 16.318125)scale(0.12 -0.12)\">\n",
+       "     <use xlink:href=\"#DejaVuSans-101\"/>\n",
+       "     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-112\"/>\n",
+       "     <use x=\"125\" xlink:href=\"#DejaVuSans-111\"/>\n",
+       "     <use x=\"186.181641\" xlink:href=\"#DejaVuSans-99\"/>\n",
+       "     <use x=\"241.162109\" xlink:href=\"#DejaVuSans-104\"/>\n",
+       "     <use x=\"304.541016\" xlink:href=\"#DejaVuSans-32\"/>\n",
+       "     <use x=\"336.328125\" xlink:href=\"#DejaVuSans-48\"/>\n",
+       "    </g>\n",
+       "   </g>\n",
+       "  </g>\n",
+       " </g>\n",
+       " <defs>\n",
+       "  <clipPath id=\"pf5d047aa0e\">\n",
+       "   <rect height=\"217.44\" width=\"334.8\" x=\"37.7875\" y=\"22.318125\"/>\n",
+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
@@ -162,8 +2371,2022 @@
     {
      "data": {
       "image/png": 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143.017986 131.432236 \nL 143.780801 112.974044 \nL 144.543616 115.601435 \nL 145.306432 152.413383 \nL 146.069252 170.360733 \nL 146.832067 184.152245 \nL 147.594883 144.509696 \nL 148.357698 102.236768 \nL 149.120513 128.787484 \nL 149.883329 118.649107 \nL 150.646144 173.971623 \nL 151.408964 90.50255 \nL 152.17178 98.604594 \nL 152.934595 140.427865 \nL 153.69741 66.314353 \nL 154.460226 118.513097 \nL 155.223041 221.428818 \nL 155.985861 201.204048 \nL 156.748677 66.762745 \nL 157.511492 216.433537 \nL 158.274307 242.638219 \nL 159.037123 120.804988 \nL 159.799938 236.867261 \nL 160.562758 89.15555 \nL 161.325573 181.10119 \nL 162.088389 168.926609 \nL 162.851204 163.119534 \nL 163.61402 204.035514 \nL 164.376835 231.14081 \nL 165.139655 187.45365 \nL 165.90247 169.399448 \nL 166.665286 96.441313 \nL 167.428101 233.601997 \nL 168.190917 154.135248 \nL 168.953734 200.282704 \nL 169.71655 299.658309 \nL 170.479365 138.524457 \nL 171.242183 86.217134 \nL 172.004998 222.647682 \nL 172.767814 231.989135 \nL 173.530631 256.748995 \nL 174.293447 286.776817 \nL 175.056262 158.431781 \nL 175.81908 167.225633 \nL 176.581895 189.933901 \nL 177.344711 262.014689 \nL 178.107526 138.407473 \nL 178.870344 160.886043 \nL 179.633159 145.0537 \nL 180.395974 153.703231 \nL 181.158792 240.685237 \nL 181.921608 96.435143 \nL 182.684423 242.276532 \nL 183.447241 233.122791 \nL 184.210056 213.99658 \nL 184.972871 269.455015 \nL 185.735689 172.923131 \nL 186.498504 197.303508 \nL 187.261321 227.936965 \nL 188.024136 206.744511 \nL 188.786953 179.335752 \nL 189.549769 102.368119 \nL 190.312585 175.853955 \nL 191.075401 152.789213 \nL 191.838217 249.561527 \nL 192.601033 280.73093 \nL 193.36385 181.857163 \nL 194.126665 229.794843 \nL 194.889482 213.768515 \nL 195.652298 199.496783 \nL 196.415114 188.320962 \nL 197.17793 97.063102 \nL 197.940746 223.362794 \nL 198.703562 174.830582 \nL 199.466379 174.211164 \nL 200.229195 171.410198 \nL 200.992011 138.934992 \nL 201.754827 238.161166 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261.254487 160.963835 \nL 262.017302 205.090934 \nL 262.780117 193.700598 \nL 263.542933 169.75839 \nL 264.305748 169.408319 \nL 265.068564 182.089637 \nL 265.831384 128.713927 \nL 266.594199 145.411207 \nL 267.357014 204.136994 \nL 268.11983 164.69654 \nL 268.882645 132.23159 \nL 269.645461 201.182391 \nL 270.408281 212.623409 \nL 271.171096 221.788457 \nL 271.933911 155.941511 \nL 272.696727 138.085516 \nL 273.459542 219.269299 \nL 274.222358 155.386264 \nL 274.985177 135.558682 \nL 275.747993 203.022105 \nL 276.510808 118.19324 \nL 277.273624 177.727926 \nL 278.036439 183.385389 \nL 278.799254 174.964153 \nL 279.562074 150.955888 \nL 280.32489 144.675495 \nL 281.087705 172.81008 \nL 281.850521 215.050321 \nL 282.613336 197.690552 \nL 283.376151 195.919146 \nL 284.138967 153.508052 \nL 284.901782 179.818146 \nL 285.664598 152.38825 \nL 286.427413 113.153559 \nL 287.190238 170.458257 \nL 287.953053 165.228203 \nL 288.715868 162.363115 \nL 289.478684 186.05912 \nL 290.241499 172.681814 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123.913224 \nL 277.273624 118.092829 \nL 276.510808 58.482836 \nL 275.747993 143.232241 \nL 274.985177 75.700403 \nL 274.222358 95.512267 \nL 273.459542 159.37496 \nL 272.696727 78.167888 \nL 271.933911 95.996219 \nL 271.171096 161.813259 \nL 270.408281 152.638817 \nL 269.645461 141.207426 \nL 268.882645 72.289994 \nL 268.11983 104.81327 \nL 267.357014 144.321296 \nL 266.594199 85.657392 \nL 265.831384 69.014361 \nL 265.068564 122.435814 \nL 264.305748 109.802553 \nL 263.542933 110.1928 \nL 262.780117 134.146381 \nL 262.017302 145.538139 \nL 261.254487 101.395257 \nL 260.491671 54.355527 \nL 259.728851 102.905877 \nL 258.966036 74.980302 \nL 258.20322 124.328272 \nL 257.440405 106.356757 \nL 256.67759 141.659988 \nL 255.914774 133.257175 \nL 255.151954 132.701137 \nL 254.389139 170.350685 \nL 253.626323 120.949035 \nL 252.863508 146.313707 \nL 252.100693 72.988413 \nL 251.337877 108.348355 \nL 250.575057 94.432296 \nL 249.812242 140.14156 \nL 249.049427 117.74576 \nL 248.286611 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107.072653 \nL 217.773965 74.029239 \nL 217.01115 137.835139 \nL 216.248334 110.214628 \nL 215.485517 147.933128 \nL 214.722701 123.112802 \nL 213.959885 115.672714 \nL 213.197069 117.054146 \nL 212.434253 135.549932 \nL 211.671437 144.105774 \nL 210.908621 135.722194 \nL 210.145804 136.910919 \nL 209.382988 128.786922 \nL 208.620172 149.459522 \nL 207.857356 152.23822 \nL 207.09454 106.400536 \nL 206.331724 101.155486 \nL 205.568908 158.764628 \nL 204.806092 115.885447 \nL 204.043275 157.632375 \nL 203.280459 140.875982 \nL 202.517643 123.876769 \nL 201.754827 177.620747 \nL 200.992011 77.315257 \nL 200.229195 108.67337 \nL 199.466379 110.283362 \nL 198.703562 109.659123 \nL 197.940746 156.869326 \nL 197.17793 29.22995 \nL 196.415114 119.113158 \nL 195.652298 128.913602 \nL 194.889482 141.752749 \nL 194.126665 156.324764 \nL 193.36385 106.868532 \nL 192.601033 204.236861 \nL 191.838217 171.596271 \nL 191.075401 73.264651 \nL 190.312585 94.546056 \nL 189.549769 19.263273 \nL 188.786953 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172.004998 121.053319 \nL 172.767814 102.159339 \nL 173.530631 144.906428 \nL 174.293447 138.145251 \nL 175.056262 141.726444 \nL 175.81908 179.349277 \nL 176.581895 140.602491 \nL 177.344711 153.259667 \nL 178.107526 178.956397 \nL 178.870344 145.058034 \nL 179.633159 136.172223 \nL 180.395974 105.531554 \nL 181.158792 112.972978 \nL 181.921608 161.109455 \nL 182.684423 117.281574 \nL 183.447241 168.243721 \nL 184.210056 129.937013 \nL 184.972871 136.540623 \nL 185.735689 185.18535 \nL 186.498504 168.948882 \nL 187.261321 111.483137 \nL 188.024136 71.900805 \nL 188.786953 97.309211 \nL 189.549769 149.254841 \nL 190.312585 165.96098 \nL 191.075401 109.985724 \nL 191.838217 123.407974 \nL 192.601033 127.926386 \nL 193.36385 101.38914 \nL 194.126665 226.622395 \nL 194.889482 114.595508 \nL 195.652298 214.046173 \nL 196.415114 135.854831 \nL 197.17793 156.937712 \nL 197.940746 104.380537 \nL 198.703562 150.431851 \nL 199.466379 137.371225 \nL 200.229195 178.161245 \nL 200.992011 167.612327 \nL 201.754827 144.394604 \nL 202.517643 112.970208 \nL 203.280459 155.762955 \nL 204.043275 172.159874 \nL 204.806092 133.061177 \nL 205.568908 171.563986 \nL 206.331724 109.434164 \nL 207.09454 195.598622 \nL 207.857356 158.436968 \nL 208.620172 203.256599 \nL 209.382988 125.326125 \nL 210.145804 236.305478 \nL 210.908621 153.141196 \nL 211.671437 163.659275 \nL 212.434253 170.665063 \nL 213.197069 138.533973 \nL 213.959885 154.00573 \nL 214.722701 186.040159 \nL 215.485517 159.212764 \nL 216.248334 121.909994 \nL 217.01115 165.986431 \nL 217.773965 181.9079 \nL 218.536782 167.826433 \nL 219.299599 127.151459 \nL 220.062414 91.465423 \nL 220.825231 190.771333 \nL 221.588046 94.487074 \nL 222.350862 168.002345 \nL 223.113679 155.599625 \nL 223.876494 172.782905 \nL 224.639311 115.754676 \nL 225.402126 146.815454 \nL 226.164944 142.289172 \nL 226.927759 134.087459 \nL 227.690575 148.125291 \nL 228.453392 164.300327 \nL 229.216208 141.191175 \nL 229.979023 147.117001 \nL 230.741841 163.128302 \nL 231.504656 143.415689 \nL 232.267472 167.053285 \nL 233.030289 215.007182 \nL 233.793105 226.27396 \nL 234.55592 172.620359 \nL 235.318736 133.943906 \nL 236.081553 166.48209 \nL 236.844369 98.804784 \nL 237.607184 214.071543 \nL 238.370002 164.41804 \nL 239.132817 196.852362 \nL 239.895633 193.811942 \nL 240.65845 128.098294 \nL 241.421266 149.331248 \nL 242.184081 189.152847 \nL 242.946899 196.336524 \nL 243.709714 138.170377 \nL 244.47253 179.694792 \nL 245.235345 124.87712 \nL 245.99816 158.819434 \nL 246.76098 145.53293 \nL 247.523796 133.79987 \nL 248.286611 176.222118 \nL 249.049427 115.095294 \nL 249.812242 140.951383 \nL 250.575057 101.850427 \nL 251.337877 206.590716 \nL 252.100693 133.026748 \nL 252.863508 180.800126 \nL 253.626323 126.510038 \nL 254.389139 119.344995 \nL 255.151954 136.217497 \nL 255.914774 168.712078 \nL 256.67759 160.420116 \nL 257.440405 102.862423 \nL 258.20322 127.631647 \nL 258.966036 163.516137 \nL 259.728851 189.83432 \nL 260.491671 174.757593 \nL 261.254487 146.542448 \nL 262.017302 99.125762 \nL 262.780117 126.939137 \nL 263.542933 190.652641 \nL 264.305748 131.461636 \nL 265.068564 153.521938 \nL 265.831384 126.380544 \nL 266.594199 116.556256 \nL 267.357014 99.429875 \nL 268.11983 168.344326 \nL 268.882645 102.412259 \nL 269.645461 176.548851 \nL 270.408281 105.756817 \nL 271.171096 125.041847 \nL 271.933911 146.533743 \nL 272.696727 142.759507 \nL 273.459542 134.547926 \nL 274.222358 169.855201 \nL 274.985177 151.116556 \nL 275.747993 111.944841 \nL 276.510808 148.746988 \nL 277.273624 183.711156 \nL 278.036439 124.347197 \nL 278.799254 130.701842 \nL 279.562074 149.134646 \nL 280.32489 156.671189 \nL 281.087705 188.859371 \nL 281.850521 167.53286 \nL 282.613336 123.877265 \nL 283.376151 142.861773 \nL 284.138967 128.738401 \nL 284.901782 134.246233 \nL 285.664598 165.711469 \nL 286.427413 188.113815 \nL 287.190238 116.754183 \nL 287.953053 121.051343 \nL 288.715868 165.863099 \nL 289.478684 152.289754 \nL 290.241499 129.026528 \nL 291.004315 178.420791 \nL 291.76713 116.002165 \nL 292.529945 130.93252 \nL 293.292761 136.467363 \nL 294.055576 166.555734 \nL 294.818392 156.71209 \nL 295.581207 147.917428 \nL 296.344031 123.057639 \nL 297.106847 78.239643 \nL 297.869662 129.562861 \nL 298.632478 131.715567 \nL 299.395293 171.817035 \nL 300.158108 157.853613 \nL 300.920924 167.770431 \nL 301.683739 139.015096 \nL 302.446555 152.705391 \nL 303.20937 138.071625 \nL 303.972185 196.193596 \nL 304.735001 167.397657 \nL 305.497816 144.901231 \nL 306.260641 152.365582 \nL 307.023456 176.935266 \nL 307.786272 159.179468 \nL 308.549087 141.368189 \nL 309.311902 157.311293 \nL 310.074718 148.760208 \nL 310.837533 134.837023 \nL 311.600349 128.963509 \nL 312.363164 183.915134 \nL 313.125979 162.264191 \nL 313.888795 173.0111 \nL 314.65161 181.213224 \nL 315.414435 138.344247 \nL 316.17725 174.071814 \nL 316.940066 135.141332 \nL 317.702881 129.082378 \nL 318.465696 144.701402 \nL 319.228512 147.739909 \nL 319.991327 152.338718 \nL 320.754143 129.488632 \nL 321.516958 149.038839 \nL 322.279773 143.602913 \nL 323.042589 153.343424 \nL 323.805404 125.222501 \nL 324.56822 142.498141 \nL 325.331044 135.07931 \nL 326.093859 155.975761 \nL 326.856675 129.505401 \nL 327.61949 152.32046 \nL 328.382306 135.410797 \nL 329.145121 151.042914 \nL 329.907936 140.307918 \nL 330.670752 157.094368 \nL 331.433567 127.362175 \nL 332.196383 156.285245 \nL 332.959198 151.268334 \nL 333.722013 171.249683 \nL 334.484838 162.076077 \nL 335.247653 158.930962 \nL 336.010469 138.498316 \nL 336.773284 132.18773 \nL 337.5361 142.502774 \nL 338.298915 159.474986 \nL 339.06173 161.292084 \nL 339.824546 149.033919 \nL 340.587361 163.646 \nL 341.350177 145.414752 \nL 342.112992 178.66251 \nL 342.875807 147.491756 \nL 343.638623 162.504283 \nL 344.401447 187.239887 \nL 345.164263 123.284612 \nL 345.927078 162.437718 \nL 346.689893 136.695406 \nL 347.452709 158.082645 \nL 348.215524 178.143036 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278.036439 78.171199 \nL 277.273624 137.329513 \nL 276.510808 102.217878 \nL 275.747993 65.277518 \nL 274.985177 104.316254 \nL 274.222358 122.919917 \nL 273.459542 87.463157 \nL 272.696727 95.515377 \nL 271.933911 99.108962 \nL 271.171096 77.397368 \nL 270.408281 57.853898 \nL 269.645461 128.383796 \nL 268.882645 53.95317 \nL 268.11983 119.559629 \nL 267.357014 50.298646 \nL 266.594199 67.061975 \nL 265.831384 76.505855 \nL 265.068564 103.239436 \nL 264.305748 80.744539 \nL 263.542933 139.49624 \nL 262.780117 75.3219 \nL 262.017302 47.075016 \nL 261.254487 94.037881 \nL 260.491671 121.783497 \nL 259.728851 136.324336 \nL 258.966036 109.430373 \nL 258.20322 72.958662 \nL 257.440405 47.577687 \nL 256.67759 104.475558 \nL 255.914774 112.136246 \nL 255.151954 78.951878 \nL 254.389139 61.383083 \nL 253.626323 67.847469 \nL 252.863508 121.341258 \nL 252.100693 72.787286 \nL 251.337877 145.681005 \nL 250.575057 40.361473 \nL 249.812242 78.897492 \nL 249.049427 52.478066 \nL 248.286611 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217.773965 108.362777 \nL 217.01115 92.1647 \nL 216.248334 47.849474 \nL 215.485517 84.950041 \nL 214.722701 111.61266 \nL 213.959885 79.47255 \nL 213.197069 63.998375 \nL 212.434253 96.118351 \nL 211.671437 89.098112 \nL 210.908621 78.586306 \nL 210.145804 161.742443 \nL 209.382988 50.778026 \nL 208.620172 128.717488 \nL 207.857356 84.036308 \nL 207.09454 121.479413 \nL 206.331724 35.657891 \nL 205.568908 98.141022 \nL 204.806092 59.951603 \nL 204.043275 99.333401 \nL 203.280459 83.219408 \nL 202.517643 40.679457 \nL 201.754827 72.338013 \nL 200.992011 95.795335 \nL 200.229195 106.546169 \nL 199.466379 65.984264 \nL 198.703562 79.283023 \nL 197.940746 33.444787 \nL 197.17793 86.270745 \nL 196.415114 65.435622 \nL 195.652298 143.915411 \nL 194.889482 44.76513 \nL 194.126665 157.19545 \nL 193.36385 32.381358 \nL 192.601033 59.348858 \nL 191.838217 55.19213 \nL 191.075401 42.122355 \nL 190.312585 98.421476 \nL 189.549769 81.992587 \nL 188.786953 30.329753 \nL 188.024136 5.185857 \nL 187.261321 44.923306 \nL 186.498504 102.509258 \nL 185.735689 118.838161 \nL 184.972871 70.276111 \nL 184.210056 63.74472 \nL 183.447241 102.110035 \nL 182.684423 51.098116 \nL 181.921608 94.863487 \nL 181.158792 46.722946 \nL 180.395974 39.233733 \nL 179.633159 69.845436 \nL 178.870344 78.689474 \nL 178.107526 112.438655 \nL 177.344711 86.577198 \nL 176.581895 73.74816 \nL 175.81908 112.216458 \nL 175.056262 74.295699 \nL 174.293447 70.388109 \nL 173.530631 76.787631 \nL 172.767814 33.677984 \nL 172.004998 52.214632 \nL 171.242183 83.339645 \nL 170.479365 84.248655 \nL 169.71655 80.326879 \nL 168.953734 86.799955 \nL 168.190917 86.757409 \nL 167.428101 94.596887 \nL 166.665286 97.908891 \nL 165.90247 47.27055 \nL 165.139655 3.591283 \nL 164.376835 47.534373 \nL 163.61402 63.651074 \nL 162.851204 30.805609 \nL 162.088389 53.894745 \nL 161.325573 85.363689 \nL 160.562758 -22.260026 \nL 159.799938 69.50713 \nL 159.037123 68.267775 \nL 158.274307 69.328393 \nL 157.511492 120.20814 \nL 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+       " </g>\n",
+       " <defs>\n",
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+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
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113.268153 124.761482 \nL 114.030969 143.457013 \nL 114.793784 151.173266 \nL 115.556608 137.773279 \nL 116.319424 152.690156 \nL 117.082239 151.09115 \nL 117.845055 181.414334 \nL 118.60787 213.204451 \nL 119.370685 148.08336 \nL 120.133501 139.344801 \nL 120.896316 145.39496 \nL 121.659132 165.686037 \nL 122.421947 179.642053 \nL 123.184762 191.457685 \nL 123.947578 198.615707 \nL 124.710402 159.600929 \nL 125.473218 196.528494 \nL 126.236033 132.761124 \nL 126.998849 162.102834 \nL 127.761664 164.044106 \nL 128.524479 143.730735 \nL 129.287295 157.328215 \nL 130.05011 164.581627 \nL 130.812926 153.853642 \nL 131.575741 154.361604 \nL 132.338561 168.717149 \nL 133.101376 180.936029 \nL 133.864192 169.973653 \nL 134.627007 175.44538 \nL 135.389823 203.757772 \nL 136.152638 132.839271 \nL 136.915458 117.205702 \nL 137.678273 149.10171 \nL 138.441089 143.465182 \nL 139.203904 170.068375 \nL 139.966719 171.732008 \nL 140.729535 158.367287 \nL 141.492355 151.401747 \nL 142.25517 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127.535156 \nL 143.017986 131.871187 \nL 143.780801 160.391979 \nL 144.543616 142.126128 \nL 145.306432 150.96517 \nL 146.069252 148.661273 \nL 146.832067 158.78101 \nL 147.594883 141.206485 \nL 148.357698 140.382732 \nL 149.120513 139.322101 \nL 149.883329 165.360134 \nL 150.646144 139.077117 \nL 151.408964 146.988123 \nL 152.17178 158.450188 \nL 152.934595 139.755422 \nL 153.69741 138.312459 \nL 154.460226 130.8175 \nL 155.223041 143.419555 \nL 155.985861 135.474209 \nL 156.748677 143.625936 \nL 157.511492 136.096839 \nL 158.274307 113.327588 \nL 159.037123 129.130179 \nL 159.799938 166.6218 \nL 160.562758 143.495347 \nL 161.325573 131.412737 \nL 162.088389 174.94026 \nL 162.851204 153.222809 \nL 163.61402 145.393633 \nL 164.376835 120.521889 \nL 165.139655 124.220292 \nL 165.90247 132.230725 \nL 166.665286 144.485151 \nL 167.428101 113.135187 \nL 168.190917 151.447141 \nL 168.953734 130.793545 \nL 169.71655 124.557493 \nL 170.479365 154.395565 \nL 171.242183 119.253927 \nL 172.004998 134.806383 \nL 172.767814 146.583599 \nL 173.530631 112.604814 \nL 174.293447 125.94462 \nL 175.056262 117.093375 \nL 175.81908 115.453616 \nL 176.581895 142.908557 \nL 177.344711 126.474806 \nL 178.107526 129.916479 \nL 178.870344 124.864378 \nL 179.633159 159.087479 \nL 180.395974 108.055248 \nL 181.158792 109.153438 \nL 181.921608 111.415672 \nL 182.684423 127.017106 \nL 183.447241 150.027545 \nL 184.210056 126.881155 \nL 184.972871 122.002488 \nL 185.735689 142.819313 \nL 186.498504 147.502947 \nL 187.261321 138.698138 \nL 188.024136 120.755126 \nL 188.786953 120.429716 \nL 189.549769 131.528352 \nL 190.312585 127.464719 \nL 191.075401 94.789858 \nL 191.838217 143.329524 \nL 192.601033 110.50337 \nL 193.36385 105.941058 \nL 194.126665 115.322005 \nL 194.889482 133.642622 \nL 195.652298 111.05605 \nL 196.415114 128.645431 \nL 197.17793 131.282866 \nL 197.940746 123.256627 \nL 198.703562 104.504002 \nL 199.466379 139.96617 \nL 200.229195 122.434372 \nL 200.992011 128.172927 \nL 201.754827 122.367336 \nL 202.517643 129.976286 \nL 203.280459 152.24133 \nL 204.043275 107.464116 \nL 204.806092 151.019898 \nL 205.568908 101.509649 \nL 206.331724 109.2348 \nL 207.09454 125.906972 \nL 207.857356 91.572858 \nL 208.620172 133.298863 \nL 209.382988 117.047025 \nL 210.145804 107.365063 \nL 210.908621 121.621351 \nL 211.671437 137.350178 \nL 212.434253 125.047488 \nL 213.197069 145.39108 \nL 213.959885 111.505964 \nL 214.722701 122.873723 \nL 215.485517 130.50038 \nL 216.248334 113.289911 \nL 217.01115 92.384062 \nL 217.773965 133.84929 \nL 218.536782 121.451221 \nL 219.299599 120.475242 \nL 220.062414 101.284293 \nL 220.825231 126.125549 \nL 221.588046 99.011004 \nL 222.350862 117.881423 \nL 223.113679 113.859711 \nL 223.876494 113.267394 \nL 224.639311 133.47504 \nL 225.402126 123.31908 \nL 226.164944 132.979502 \nL 226.927759 98.266647 \nL 227.690575 133.712926 \nL 228.453392 119.884968 \nL 229.216208 127.966293 \nL 229.979023 110.84056 \nL 230.741841 119.365006 \nL 231.504656 118.042444 \nL 232.267472 118.802396 \nL 233.030289 121.994469 \nL 233.793105 109.948228 \nL 234.55592 123.803436 \nL 235.318736 118.903557 \nL 236.081553 113.096397 \nL 236.844369 132.244779 \nL 237.607184 126.530502 \nL 238.370002 96.113611 \nL 239.132817 125.136398 \nL 239.895633 133.994294 \nL 240.65845 123.797153 \nL 241.421266 119.449587 \nL 242.184081 119.180988 \nL 242.946899 135.61419 \nL 243.709714 124.575196 \nL 244.47253 127.328572 \nL 245.235345 101.18104 \nL 245.99816 118.00739 \nL 246.76098 117.253714 \nL 247.523796 129.589179 \nL 248.286611 125.572448 \nL 249.049427 109.023571 \nL 249.812242 107.005583 \nL 250.575057 119.645737 \nL 251.337877 111.151543 \nL 252.100693 121.714004 \nL 252.863508 133.205631 \nL 253.626323 126.259246 \nL 254.389139 121.293317 \nL 255.151954 128.355378 \nL 255.914774 136.362389 \nL 256.67759 122.371581 \nL 257.440405 119.357062 \nL 258.20322 120.545922 \nL 258.966036 118.409637 \nL 259.728851 112.276656 \nL 260.491671 116.226805 \nL 261.254487 111.3476 \nL 262.017302 130.103729 \nL 262.780117 122.612898 \nL 263.542933 127.352273 \nL 264.305748 108.010173 \nL 265.068564 124.592738 \nL 265.831384 105.4961 \nL 266.594199 128.323499 \nL 267.357014 123.126767 \nL 268.11983 103.561804 \nL 268.882645 117.983325 \nL 269.645461 140.581463 \nL 270.408281 126.007525 \nL 271.171096 125.515755 \nL 271.933911 121.09705 \nL 272.696727 135.919595 \nL 273.459542 114.267333 \nL 274.222358 116.21574 \nL 274.985177 116.820335 \nL 275.747993 128.969284 \nL 276.510808 113.589587 \nL 277.273624 101.148568 \nL 278.036439 128.826024 \nL 278.799254 121.825437 \nL 279.562074 118.294072 \nL 280.32489 133.115126 \nL 281.087705 127.270761 \nL 281.850521 119.957673 \nL 282.613336 113.131452 \nL 283.376151 139.576152 \nL 284.138967 127.210165 \nL 284.901782 128.561241 \nL 285.664598 124.802518 \nL 286.427413 135.710903 \nL 287.190238 120.96063 \nL 287.953053 125.24231 \nL 288.715868 117.69239 \nL 289.478684 125.228709 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132.26062 \nL 319.991327 131.632361 \nL 320.754143 127.999332 \nL 321.516958 144.69578 \nL 322.279773 121.257491 \nL 323.042589 148.74989 \nL 323.805404 135.124377 \nL 324.56822 130.10373 \nL 325.331044 144.942085 \nL 326.093859 143.02762 \nL 326.856675 119.913674 \nL 327.61949 142.691026 \nL 328.382306 135.007084 \nL 329.145121 129.647163 \nL 329.907936 154.817472 \nL 330.670752 141.65939 \nL 331.433567 150.627396 \nL 332.196383 139.929846 \nL 332.959198 148.811345 \nL 333.722013 142.555341 \nL 334.484838 145.836886 \nL 335.247653 136.673287 \nL 336.010469 156.868898 \nL 336.773284 135.302876 \nL 337.5361 147.938648 \nL 338.298915 143.515678 \nL 339.06173 105.223649 \nL 339.824546 144.285485 \nL 340.587361 131.93777 \nL 341.350177 127.851256 \nL 342.112992 137.362053 \nL 342.875807 135.346539 \nL 343.638623 137.244273 \nL 344.401447 145.916881 \nL 345.164263 170.103264 \nL 345.927078 138.257291 \nL 346.689893 152.671787 \nL 347.452709 160.473182 \nL 348.215524 128.607737 \nL 348.97834 146.865921 \nL 349.741155 160.870209 \nL 350.50397 154.307505 \nL 351.266786 139.993992 \nL 352.029601 135.6863 \nL 352.792417 139.709665 \nL 353.555241 166.97168 \nL 354.318057 128.107742 \nL 355.080872 170.797866 \nL 355.843687 155.989933 \nL 356.606503 197.425628 \nL 357.369318 136.097927 \nL 357.369318 136.097927 \nL 357.369318 84.292079 \nL 356.606503 146.832481 \nL 355.843687 106.676963 \nL 355.080872 122.707012 \nL 354.318057 81.484981 \nL 353.555241 121.862814 \nL 352.792417 96.069876 \nL 352.029601 93.425109 \nL 351.266786 99.123559 \nL 350.50397 114.773344 \nL 349.741155 122.637492 \nL 348.97834 109.873644 \nL 348.215524 92.775813 \nL 347.452709 125.731533 \nL 346.689893 118.979519 \nL 345.927078 105.576128 \nL 345.164263 138.392518 \nL 344.401447 115.135439 \nL 343.638623 107.380713 \nL 342.875807 106.335331 \nL 342.112992 109.094549 \nL 341.350177 100.308735 \nL 340.587361 105.104183 \nL 339.824546 118.128655 \nL 339.06173 79.474734 \nL 338.298915 118.186239 \nL 337.5361 123.02642 \nL 336.773284 110.743812 \nL 336.010469 132.646234 \nL 335.247653 112.782265 \nL 334.484838 122.279555 \nL 333.722013 119.286544 \nL 332.959198 125.772687 \nL 332.196383 117.115805 \nL 331.433567 128.032666 \nL 330.670752 119.270458 \nL 329.907936 132.638363 \nL 329.145121 107.694713 \nL 328.382306 113.275484 \nL 327.61949 121.158329 \nL 326.856675 98.580701 \nL 326.093859 121.896483 \nL 325.331044 123.991596 \nL 324.56822 109.317306 \nL 323.805404 114.495009 \nL 323.042589 128.249309 \nL 322.279773 100.86942 \nL 321.516958 124.435421 \nL 320.754143 107.859192 \nL 319.991327 111.560553 \nL 319.228512 112.269806 \nL 318.465696 112.117265 \nL 317.702881 97.454465 \nL 316.940066 138.199679 \nL 316.17725 111.361298 \nL 315.414435 118.364446 \nL 314.65161 103.438609 \nL 313.888795 114.97676 \nL 313.125979 119.874556 \nL 312.363164 113.597611 \nL 311.600349 144.908232 \nL 310.837533 111.463021 \nL 310.074718 127.356213 \nL 309.311902 117.934029 \nL 308.549087 117.395065 \nL 307.786272 107.941702 \nL 307.023456 126.091221 \nL 306.260641 107.866852 \nL 305.497816 106.691017 \nL 304.735001 99.133622 \nL 303.972185 122.800405 \nL 303.20937 105.381867 \nL 302.446555 93.951497 \nL 301.683739 100.020761 \nL 300.920924 113.990941 \nL 300.158108 113.21191 \nL 299.395293 88.609274 \nL 298.632478 119.364169 \nL 297.869662 88.011383 \nL 297.106847 102.743913 \nL 296.344031 110.99902 \nL 295.581207 111.423795 \nL 294.818392 117.310056 \nL 294.055576 108.828132 \nL 293.292761 111.125005 \nL 292.529945 106.076967 \nL 291.76713 105.574466 \nL 291.004315 110.139116 \nL 290.241499 103.605873 \nL 289.478684 106.541325 \nL 288.715868 98.972929 \nL 287.953053 106.489388 \nL 287.190238 102.177568 \nL 286.427413 116.895038 \nL 285.664598 105.952026 \nL 284.901782 109.673958 \nL 284.138967 108.283813 \nL 283.376151 120.607525 \nL 282.613336 94.098685 \nL 281.850521 100.847141 \nL 281.087705 108.079504 \nL 280.32489 113.851109 \nL 279.562074 98.970486 \nL 278.799254 102.439116 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104.552526 \nL 247.523796 108.484668 \nL 246.76098 96.084632 \nL 245.99816 96.77307 \nL 245.235345 79.877522 \nL 244.47253 105.952124 \nL 243.709714 103.119523 \nL 242.946899 114.078472 \nL 242.184081 97.57028 \nL 241.421266 97.762528 \nL 240.65845 102.026728 \nL 239.895633 112.128048 \nL 239.132817 103.176419 \nL 238.370002 74.061025 \nL 237.607184 104.383447 \nL 236.844369 110.00754 \nL 236.081553 90.768174 \nL 235.318736 96.482433 \nL 234.55592 101.284601 \nL 233.793105 87.33466 \nL 233.030289 99.289915 \nL 232.267472 96.003587 \nL 231.504656 95.146056 \nL 230.741841 96.366113 \nL 229.979023 87.738495 \nL 229.216208 104.757124 \nL 228.453392 96.58971 \nL 227.690575 110.341485 \nL 226.927759 74.818031 \nL 226.164944 109.456418 \nL 225.402126 99.724719 \nL 224.639311 109.815896 \nL 223.876494 89.541595 \nL 223.113679 90.074807 \nL 222.350862 94.038399 \nL 221.588046 75.108079 \nL 220.825231 102.164054 \nL 220.062414 77.275076 \nL 219.299599 96.440749 \nL 218.536782 97.395401 \nL 217.773965 109.774014 \nL 217.01115 68.286743 \nL 216.248334 89.148486 \nL 215.485517 106.317134 \nL 214.722701 98.654734 \nL 213.959885 87.252948 \nL 213.197069 121.089143 \nL 212.434253 100.697798 \nL 211.671437 112.953272 \nL 210.908621 97.184422 \nL 210.145804 82.886698 \nL 209.382988 92.533178 \nL 208.620172 108.745313 \nL 207.857356 66.976456 \nL 207.09454 101.259879 \nL 206.331724 84.533172 \nL 205.568908 76.7564 \nL 204.806092 126.204734 \nL 204.043275 82.577653 \nL 203.280459 127.281226 \nL 202.517643 104.940733 \nL 201.754827 97.263646 \nL 200.992011 102.998725 \nL 200.229195 97.183968 \nL 199.466379 114.634658 \nL 198.703562 79.077043 \nL 197.940746 97.710434 \nL 197.17793 105.610428 \nL 196.415114 102.863227 \nL 195.652298 85.174299 \nL 194.889482 107.670077 \nL 194.126665 89.274883 \nL 193.36385 79.837636 \nL 192.601033 84.351476 \nL 191.838217 117.129178 \nL 191.075401 68.541636 \nL 190.312585 101.162844 \nL 189.549769 105.183973 \nL 188.786953 94.058867 \nL 188.024136 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+       "     <use x=\"125\" xlink:href=\"#DejaVuSans-111\"/>\n",
+       "     <use x=\"186.181641\" xlink:href=\"#DejaVuSans-99\"/>\n",
+       "     <use x=\"241.162109\" xlink:href=\"#DejaVuSans-104\"/>\n",
+       "     <use x=\"304.541016\" xlink:href=\"#DejaVuSans-32\"/>\n",
+       "     <use x=\"336.328125\" xlink:href=\"#DejaVuSans-52\"/>\n",
+       "     <use x=\"399.951172\" xlink:href=\"#DejaVuSans-48\"/>\n",
+       "     <use x=\"463.574219\" xlink:href=\"#DejaVuSans-48\"/>\n",
+       "     <use x=\"527.197266\" xlink:href=\"#DejaVuSans-48\"/>\n",
+       "    </g>\n",
+       "   </g>\n",
+       "  </g>\n",
+       " </g>\n",
+       " <defs>\n",
+       "  <clipPath id=\"pa648fa21f3\">\n",
+       "   <rect height=\"217.44\" width=\"334.8\" x=\"37.7875\" y=\"22.318125\"/>\n",
+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
@@ -206,8 +10404,1990 @@
     {
      "data": {
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113.268153 159.228987 \nL 114.030969 159.365655 \nL 114.793784 145.553575 \nL 115.556608 147.590099 \nL 116.319424 160.226493 \nL 117.082239 149.424244 \nL 117.845055 155.904459 \nL 118.60787 158.876768 \nL 119.370685 150.705 \nL 120.133501 146.151208 \nL 120.896316 145.670753 \nL 121.659132 153.637503 \nL 122.421947 166.659755 \nL 123.184762 161.374224 \nL 123.947578 166.544685 \nL 124.710402 169.718287 \nL 125.473218 180.747902 \nL 126.236033 153.93251 \nL 126.998849 170.519177 \nL 127.761664 161.749454 \nL 128.524479 163.838501 \nL 129.287295 152.422752 \nL 130.05011 167.986317 \nL 130.812926 152.146207 \nL 131.575741 159.359816 \nL 132.338561 144.613697 \nL 133.101376 174.308283 \nL 133.864192 165.737231 \nL 134.627007 166.603675 \nL 135.389823 160.847019 \nL 136.152638 141.193156 \nL 136.915458 147.821239 \nL 137.678273 151.874759 \nL 138.441089 172.648522 \nL 139.203904 155.249311 \nL 139.966719 165.085946 \nL 140.729535 156.042951 \nL 141.492355 162.041764 \nL 142.25517 140.566474 \nL 143.017986 158.157334 \nL 143.780801 153.73524 \nL 144.543616 183.034829 \nL 145.306432 163.326263 \nL 146.069252 163.009954 \nL 146.832067 152.331732 \nL 147.594883 153.823284 \nL 148.357698 155.077185 \nL 149.120513 154.409565 \nL 149.883329 168.719404 \nL 150.646144 162.492 \nL 151.408964 159.147819 \nL 152.17178 148.912507 \nL 152.934595 147.393418 \nL 153.69741 144.179854 \nL 154.460226 157.294564 \nL 155.223041 146.27826 \nL 155.985861 151.506033 \nL 156.748677 149.76775 \nL 157.511492 155.725733 \nL 158.274307 150.310731 \nL 159.037123 163.254096 \nL 159.799938 149.630315 \nL 160.562758 171.433611 \nL 161.325573 156.086675 \nL 162.088389 164.872504 \nL 162.851204 140.003735 \nL 163.61402 152.639037 \nL 164.376835 152.886914 \nL 165.139655 131.628449 \nL 165.90247 138.452072 \nL 166.665286 158.637035 \nL 167.428101 156.591561 \nL 168.190917 149.247726 \nL 168.953734 148.616911 \nL 169.71655 146.705294 \nL 170.479365 156.602241 \nL 171.242183 150.433262 \nL 172.004998 161.190179 \nL 172.767814 158.163918 \nL 173.530631 166.397393 \nL 174.293447 166.189518 \nL 175.056262 171.486479 \nL 175.81908 165.635423 \nL 176.581895 161.192927 \nL 177.344711 146.589155 \nL 178.107526 155.966695 \nL 178.870344 149.80957 \nL 179.633159 195.836731 \nL 180.395974 152.018612 \nL 181.158792 140.304143 \nL 181.921608 147.571841 \nL 182.684423 143.780924 \nL 183.447241 149.505822 \nL 184.210056 141.971429 \nL 184.972871 156.697668 \nL 185.735689 175.866785 \nL 186.498504 164.945572 \nL 187.261321 156.653742 \nL 188.024136 145.763966 \nL 188.786953 190.548303 \nL 189.549769 125.129952 \nL 190.312585 146.957957 \nL 191.075401 163.129812 \nL 191.838217 152.47757 \nL 192.601033 175.865927 \nL 193.36385 152.916604 \nL 194.126665 188.657013 \nL 194.889482 144.120641 \nL 195.652298 130.457873 \nL 196.415114 147.15787 \nL 197.17793 165.318771 \nL 197.940746 129.183493 \nL 198.703562 151.560938 \nL 199.466379 191.493611 \nL 200.229195 150.405844 \nL 200.992011 162.116973 \nL 201.754827 160.567544 \nL 202.517643 149.278181 \nL 203.280459 168.28927 \nL 204.043275 190.176002 \nL 204.806092 148.890726 \nL 205.568908 155.013211 \nL 206.331724 165.40627 \nL 207.09454 139.617458 \nL 207.857356 169.698503 \nL 208.620172 192.253475 \nL 209.382988 158.337614 \nL 210.145804 144.140813 \nL 210.908621 175.509398 \nL 211.671437 164.482207 \nL 212.434253 155.89888 \nL 213.197069 177.194118 \nL 213.959885 150.449459 \nL 214.722701 182.075659 \nL 215.485517 177.579115 \nL 216.248334 174.84099 \nL 217.01115 138.543817 \nL 217.773965 170.446061 \nL 218.536782 149.356172 \nL 219.299599 192.534308 \nL 220.062414 125.556872 \nL 220.825231 163.545537 \nL 221.588046 153.937198 \nL 222.350862 138.16968 \nL 223.113679 169.936923 \nL 223.876494 156.548529 \nL 224.639311 149.332659 \nL 225.402126 137.717038 \nL 226.164944 160.055876 \nL 226.927759 154.568647 \nL 227.690575 166.214842 \nL 228.453392 150.181128 \nL 229.216208 153.303133 \nL 229.979023 134.853477 \nL 230.741841 162.340159 \nL 231.504656 129.982616 \nL 232.267472 127.864808 \nL 233.030289 170.810071 \nL 233.793105 153.979164 \nL 234.55592 159.365901 \nL 235.318736 156.149235 \nL 236.081553 126.458711 \nL 236.844369 143.976962 \nL 237.607184 123.400371 \nL 238.370002 133.214281 \nL 239.132817 143.922097 \nL 239.895633 150.900986 \nL 240.65845 136.164115 \nL 241.421266 151.977989 \nL 242.184081 152.043956 \nL 242.946899 160.140698 \nL 243.709714 158.419686 \nL 244.47253 145.234179 \nL 245.235345 137.232661 \nL 245.99816 120.088978 \nL 246.76098 133.270321 \nL 247.523796 139.677416 \nL 248.286611 144.795164 \nL 249.049427 140.890467 \nL 249.812242 140.893747 \nL 250.575057 150.11231 \nL 251.337877 148.076255 \nL 252.100693 146.001085 \nL 252.863508 139.356588 \nL 253.626323 140.080308 \nL 254.389139 131.904346 \nL 255.151954 140.755159 \nL 255.914774 138.584438 \nL 256.67759 131.823457 \nL 257.440405 150.416315 \nL 258.20322 144.839958 \nL 258.966036 159.390805 \nL 259.728851 143.110615 \nL 260.491671 144.078692 \nL 261.254487 131.533894 \nL 262.017302 142.949545 \nL 262.780117 140.012777 \nL 263.542933 138.67907 \nL 264.305748 142.846248 \nL 265.068564 136.960905 \nL 265.831384 134.71982 \nL 266.594199 142.950164 \nL 267.357014 136.828109 \nL 268.11983 145.286781 \nL 268.882645 157.480874 \nL 269.645461 147.471268 \nL 270.408281 138.893091 \nL 271.171096 134.665419 \nL 271.933911 136.969057 \nL 272.696727 143.203265 \nL 273.459542 158.060571 \nL 274.222358 132.667484 \nL 274.985177 142.956133 \nL 275.747993 132.318677 \nL 276.510808 139.194494 \nL 277.273624 137.444581 \nL 278.036439 149.567946 \nL 278.799254 141.388629 \nL 279.562074 137.480934 \nL 280.32489 153.392627 \nL 281.087705 145.825057 \nL 281.850521 139.203377 \nL 282.613336 135.546027 \nL 283.376151 143.623468 \nL 284.138967 147.337884 \nL 284.901782 135.319547 \nL 285.664598 134.10637 \nL 286.427413 138.451853 \nL 287.190238 133.335491 \nL 287.953053 134.692572 \nL 288.715868 122.96286 \nL 289.478684 145.705131 \nL 290.241499 140.958562 \nL 291.004315 141.475638 \nL 291.76713 144.15428 \nL 292.529945 133.578625 \nL 293.292761 154.850322 \nL 294.055576 151.942845 \nL 294.818392 145.843846 \nL 295.581207 146.150879 \nL 296.344031 137.890976 \nL 297.106847 142.372794 \nL 297.869662 156.667041 \nL 298.632478 138.354211 \nL 299.395293 140.292625 \nL 300.158108 131.108548 \nL 300.920924 158.734326 \nL 301.683739 141.493178 \nL 302.446555 139.006016 \nL 303.20937 137.574523 \nL 303.972185 139.614728 \nL 304.735001 145.646238 \nL 305.497816 129.200902 \nL 306.260641 137.509332 \nL 307.023456 143.963309 \nL 307.786272 138.497244 \nL 308.549087 135.268303 \nL 309.311902 138.040382 \nL 310.074718 144.767745 \nL 310.837533 142.095516 \nL 311.600349 140.149105 \nL 312.363164 141.674754 \nL 313.125979 132.20173 \nL 313.888795 149.738353 \nL 314.65161 129.84395 \nL 315.414435 142.980036 \nL 316.17725 137.998544 \nL 316.940066 140.790917 \nL 317.702881 139.646377 \nL 318.465696 149.643384 \nL 319.228512 141.437606 \nL 319.991327 152.027046 \nL 320.754143 133.627452 \nL 321.516958 131.48966 \nL 322.279773 140.521739 \nL 323.042589 119.992303 \nL 323.805404 128.049776 \nL 324.56822 135.646697 \nL 325.331044 145.647231 \nL 326.093859 134.722437 \nL 326.856675 133.938269 \nL 327.61949 142.783659 \nL 328.382306 137.915061 \nL 329.145121 149.840426 \nL 329.907936 123.059271 \nL 330.670752 134.343407 \nL 331.433567 136.786023 \nL 332.196383 140.99308 \nL 332.959198 158.652847 \nL 333.722013 130.827767 \nL 334.484838 139.464995 \nL 335.247653 165.14608 \nL 336.010469 148.816884 \nL 336.773284 124.718915 \nL 337.5361 148.392023 \nL 338.298915 131.0453 \nL 339.06173 142.409824 \nL 339.824546 142.15726 \nL 340.587361 125.064186 \nL 341.350177 125.078807 \nL 342.112992 158.439126 \nL 342.875807 140.138508 \nL 343.638623 209.321129 \nL 344.401447 139.94024 \nL 345.164263 118.089786 \nL 345.927078 150.263059 \nL 346.689893 131.373758 \nL 347.452709 174.823487 \nL 348.215524 106.096248 \nL 348.97834 148.469674 \nL 349.741155 187.481605 \nL 350.50397 156.713762 \nL 351.266786 149.338515 \nL 352.029601 176.311137 \nL 352.792417 182.922384 \nL 353.555241 158.372238 \nL 354.318057 179.934706 \nL 355.080872 125.158864 \nL 355.843687 78.65893 \nL 356.606503 145.865506 \nL 357.369318 156.729546 \nL 357.369318 156.729546 \nL 357.369318 80.974405 \nL 356.606503 71.886264 \nL 355.843687 6.435437 \nL 355.080872 54.683446 \nL 354.318057 111.280651 \nL 353.555241 91.511264 \nL 352.792417 117.951111 \nL 352.029601 113.188153 \nL 351.266786 88.000483 \nL 350.50397 97.099427 \nL 349.741155 129.674107 \nL 348.97834 92.480996 \nL 348.215524 51.843082 \nL 347.452709 122.245154 \nL 346.689893 80.55368 \nL 345.927078 101.242518 \nL 345.164263 70.78718 \nL 344.401447 94.247613 \nL 343.638623 165.159643 \nL 342.875807 97.481199 \nL 342.112992 117.673517 \nL 341.350177 86.113826 \nL 340.587361 87.764726 \nL 339.824546 106.458691 \nL 339.06173 107.861768 \nL 338.298915 97.57328 \nL 337.5361 115.968131 \nL 336.773284 93.304508 \nL 336.010469 118.402546 \nL 335.247653 135.667396 \nL 334.484838 110.835167 \nL 333.722013 102.997299 \nL 332.959198 131.572998 \nL 332.196383 114.668264 \nL 331.433567 111.190546 \nL 330.670752 109.421211 \nL 329.907936 98.772477 \nL 329.145121 126.193576 \nL 328.382306 114.881614 \nL 327.61949 120.34536 \nL 326.856675 112.076391 \nL 326.093859 113.410088 \nL 325.331044 124.89535 \nL 324.56822 115.475043 \nL 323.805404 108.42407 \nL 323.042589 100.880083 \nL 322.279773 121.849158 \nL 321.516958 113.139954 \nL 320.754143 115.589743 \nL 319.991327 134.280154 \nL 319.228512 123.967833 \nL 318.465696 132.429471 \nL 317.702881 122.672056 \nL 316.940066 124.048 \nL 316.17725 121.477445 \nL 315.414435 126.666953 \nL 314.65161 113.725587 \nL 313.888795 133.803083 \nL 313.125979 116.451918 \nL 312.363164 126.112997 \nL 311.600349 124.766708 \nL 310.837533 126.879852 \nL 310.074718 129.711474 \nL 309.311902 123.134749 \nL 308.549087 120.490184 \nL 307.786272 123.821821 \nL 307.023456 129.387545 \nL 306.260641 123.021441 \nL 305.497816 114.790501 \nL 304.735001 131.307635 \nL 303.972185 125.33816 \nL 303.20937 123.354631 \nL 302.446555 124.841243 \nL 301.683739 127.378397 \nL 300.920924 144.663021 \nL 300.158108 117.072046 \nL 299.395293 126.28985 \nL 298.632478 124.381968 \nL 297.869662 142.72235 \nL 297.106847 128.451551 \nL 296.344031 123.985731 \nL 295.581207 132.254808 \nL 294.818392 131.955546 \nL 294.055576 138.060146 \nL 293.292761 140.970909 \nL 292.529945 119.701154 \nL 291.76713 130.276301 \nL 291.004315 127.594273 \nL 290.241499 127.073662 \nL 289.478684 131.816969 \nL 288.715868 109.07027 \nL 287.953053 120.799403 \nL 287.190238 119.446877 \nL 286.427413 124.566576 \nL 285.664598 120.222907 \nL 284.901782 121.435283 \nL 284.138967 133.450504 \nL 283.376151 129.731495 \nL 282.613336 121.645483 \nL 281.850521 125.291328 \nL 281.087705 131.898985 \nL 280.32489 139.450103 \nL 279.562074 123.518357 \nL 278.799254 127.40496 \nL 278.036439 135.56616 \nL 277.273624 123.422694 \nL 276.510808 125.152423 \nL 275.747993 118.254162 \nL 274.985177 128.858996 \nL 274.222358 118.523221 \nL 273.459542 143.857748 \nL 272.696727 128.938372 \nL 271.933911 122.635001 \nL 271.171096 120.253188 \nL 270.408281 124.397555 \nL 269.645461 132.879489 \nL 268.882645 142.787568 \nL 268.11983 130.485619 \nL 267.357014 121.916736 \nL 266.594199 127.921275 \nL 265.831384 119.556062 \nL 265.068564 121.649479 \nL 264.305748 127.377327 \nL 263.542933 123.043268 \nL 262.780117 124.197546 \nL 262.017302 126.940455 \nL 261.254487 115.316279 \nL 260.491671 127.638143 \nL 259.728851 126.439275 \nL 258.966036 142.51759 \nL 258.20322 127.771847 \nL 257.440405 133.130274 \nL 256.67759 114.306875 \nL 255.914774 120.826635 \nL 255.151954 122.740381 \nL 254.389139 113.618851 \nL 253.626323 121.507452 \nL 252.863508 120.475286 \nL 252.100693 126.79419 \nL 251.337877 128.525981 \nL 250.575057 130.200163 \nL 249.812242 120.594101 \nL 249.049427 120.189639 \nL 248.286611 123.673441 \nL 247.523796 118.128647 \nL 246.76098 111.269786 \nL 245.99816 97.640869 \nL 245.235345 114.318439 \nL 244.47253 121.836079 \nL 243.709714 134.526519 \nL 242.946899 135.736051 \nL 242.184081 127.108143 \nL 241.421266 126.523949 \nL 240.65845 110.199895 \nL 239.895633 124.46038 \nL 239.132817 116.972279 \nL 238.370002 105.773306 \nL 237.607184 95.521209 \nL 236.844369 115.716049 \nL 236.081553 97.843871 \nL 235.318736 127.179078 \nL 234.55592 130.088529 \nL 233.793105 124.394359 \nL 233.030289 140.930141 \nL 232.267472 97.734349 \nL 231.504656 99.60337 \nL 230.741841 131.714222 \nL 229.979023 103.973526 \nL 229.216208 122.239465 \nL 228.453392 118.95467 \nL 227.690575 134.841269 \nL 226.927759 123.055776 \nL 226.164944 128.432272 \nL 225.402126 105.991678 \nL 224.639311 117.535414 \nL 223.876494 124.69204 \nL 223.113679 138.027415 \nL 222.350862 106.208462 \nL 221.588046 121.942423 \nL 220.825231 131.525556 \nL 220.062414 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+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
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+       "  </g>\n",
+       " </g>\n",
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+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
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149.759708 \nL 113.268153 127.72913 \nL 114.030969 148.12119 \nL 114.793784 152.245317 \nL 115.556608 120.054237 \nL 116.319424 129.994092 \nL 117.082239 135.979158 \nL 117.845055 157.090686 \nL 118.60787 166.362352 \nL 119.370685 153.875369 \nL 120.133501 167.542901 \nL 120.896316 133.30321 \nL 121.659132 133.059672 \nL 122.421947 128.919663 \nL 123.184762 137.889507 \nL 123.947578 141.004111 \nL 124.710402 156.765902 \nL 125.473218 156.182251 \nL 126.236033 157.288044 \nL 126.998849 120.368855 \nL 127.761664 126.482568 \nL 128.524479 148.295079 \nL 129.287295 148.300922 \nL 130.05011 158.012096 \nL 130.812926 122.392442 \nL 131.575741 149.866222 \nL 132.338561 151.5336 \nL 133.101376 145.334691 \nL 133.864192 138.242663 \nL 134.627007 137.881291 \nL 135.389823 161.745307 \nL 136.152638 137.213632 \nL 136.915458 127.775414 \nL 137.678273 136.013674 \nL 138.441089 143.174352 \nL 139.203904 158.633202 \nL 139.966719 134.21847 \nL 140.729535 137.328239 \nL 141.492355 126.749398 \nL 142.25517 152.34556 \nL 143.017986 132.596839 \nL 143.780801 133.44871 \nL 144.543616 155.067045 \nL 145.306432 111.184692 \nL 146.069252 157.408151 \nL 146.832067 137.330854 \nL 147.594883 136.942103 \nL 148.357698 126.810358 \nL 149.120513 128.607339 \nL 149.883329 117.693901 \nL 150.646144 145.408842 \nL 151.408964 140.07667 \nL 152.17178 124.324764 \nL 152.934595 125.027333 \nL 153.69741 148.69334 \nL 154.460226 128.732853 \nL 155.223041 116.948915 \nL 155.985861 120.157888 \nL 156.748677 139.111939 \nL 157.511492 141.736906 \nL 158.274307 129.227297 \nL 159.037123 135.830518 \nL 159.799938 139.122132 \nL 160.562758 143.654144 \nL 161.325573 137.674483 \nL 162.088389 125.612911 \nL 162.851204 163.769707 \nL 163.61402 127.231516 \nL 164.376835 114.345882 \nL 165.139655 141.125343 \nL 165.90247 112.618748 \nL 166.665286 119.486973 \nL 167.428101 117.394621 \nL 168.190917 130.503811 \nL 168.953734 133.778968 \nL 169.71655 125.358395 \nL 170.479365 139.878928 \nL 171.242183 135.974897 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128.679045 \nL 201.754827 160.066808 \nL 202.517643 144.76454 \nL 203.280459 141.840043 \nL 204.043275 144.989681 \nL 204.806092 138.923061 \nL 205.568908 138.316113 \nL 206.331724 135.714005 \nL 207.09454 134.906107 \nL 207.857356 137.565369 \nL 208.620172 143.830608 \nL 209.382988 146.822464 \nL 210.145804 158.878948 \nL 210.908621 135.404928 \nL 211.671437 141.117895 \nL 212.434253 147.554487 \nL 213.197069 152.358784 \nL 213.959885 130.153029 \nL 214.722701 144.365916 \nL 215.485517 146.264339 \nL 216.248334 151.283107 \nL 217.01115 137.769956 \nL 217.773965 147.108629 \nL 218.536782 156.335322 \nL 219.299599 143.810173 \nL 220.062414 127.893174 \nL 220.825231 137.453097 \nL 221.588046 140.756982 \nL 222.350862 144.495068 \nL 223.113679 149.180853 \nL 223.876494 130.565375 \nL 224.639311 153.4768 \nL 225.402126 144.066086 \nL 226.164944 140.102077 \nL 226.927759 138.159397 \nL 227.690575 133.727003 \nL 228.453392 145.663142 \nL 229.216208 137.285884 \nL 229.979023 156.442805 \nL 230.741841 123.793774 \nL 231.504656 139.607167 \nL 232.267472 127.037253 \nL 233.030289 135.092168 \nL 233.793105 139.855859 \nL 234.55592 137.732145 \nL 235.318736 154.445152 \nL 236.081553 130.099616 \nL 236.844369 140.852252 \nL 237.607184 153.049995 \nL 238.370002 127.454141 \nL 239.132817 124.912036 \nL 239.895633 134.28238 \nL 240.65845 153.318783 \nL 241.421266 131.381614 \nL 242.184081 141.771759 \nL 242.946899 127.673174 \nL 243.709714 141.8362 \nL 244.47253 135.13948 \nL 245.235345 134.57043 \nL 245.99816 133.648038 \nL 246.76098 141.438761 \nL 247.523796 144.614909 \nL 248.286611 142.944971 \nL 249.049427 140.936098 \nL 249.812242 134.382104 \nL 250.575057 144.494308 \nL 251.337877 143.134565 \nL 252.100693 152.734034 \nL 252.863508 129.014989 \nL 253.626323 129.35431 \nL 254.389139 154.855874 \nL 255.151954 146.064595 \nL 255.914774 133.672217 \nL 256.67759 157.475465 \nL 257.440405 144.512693 \nL 258.20322 144.577078 \nL 258.966036 141.185691 \nL 259.728851 149.5279 \nL 260.491671 128.418595 \nL 261.254487 148.913345 \nL 262.017302 140.512666 \nL 262.780117 140.980283 \nL 263.542933 145.082139 \nL 264.305748 140.898225 \nL 265.068564 155.529441 \nL 265.831384 138.189296 \nL 266.594199 140.588945 \nL 267.357014 150.567414 \nL 268.11983 143.238734 \nL 268.882645 152.326752 \nL 269.645461 147.159171 \nL 270.408281 151.508687 \nL 271.171096 133.117736 \nL 271.933911 155.873563 \nL 272.696727 150.327673 \nL 273.459542 145.237084 \nL 274.222358 133.989439 \nL 274.985177 150.251578 \nL 275.747993 149.713909 \nL 276.510808 135.031134 \nL 277.273624 146.618263 \nL 278.036439 138.300567 \nL 278.799254 151.141448 \nL 279.562074 134.035964 \nL 280.32489 138.979942 \nL 281.087705 135.463796 \nL 281.850521 142.728851 \nL 282.613336 139.42134 \nL 283.376151 141.429984 \nL 284.138967 144.567426 \nL 284.901782 140.079361 \nL 285.664598 149.928978 \nL 286.427413 133.956134 \nL 287.190238 136.321682 \nL 287.953053 140.384484 \nL 288.715868 125.934493 \nL 289.478684 139.962227 \nL 290.241499 146.963249 \nL 291.004315 144.126621 \nL 291.76713 138.726102 \nL 292.529945 149.533555 \nL 293.292761 146.291302 \nL 294.055576 146.86517 \nL 294.818392 138.829848 \nL 295.581207 148.376854 \nL 296.344031 152.375095 \nL 297.106847 128.362878 \nL 297.869662 137.426504 \nL 298.632478 151.186247 \nL 299.395293 157.511739 \nL 300.158108 140.513638 \nL 300.920924 132.582988 \nL 301.683739 134.853882 \nL 302.446555 135.660844 \nL 303.20937 168.975282 \nL 303.972185 152.500275 \nL 304.735001 155.17149 \nL 305.497816 132.00061 \nL 306.260641 142.898477 \nL 307.023456 137.941977 \nL 307.786272 146.984669 \nL 308.549087 148.955753 \nL 309.311902 145.852225 \nL 310.074718 133.675317 \nL 310.837533 141.074041 \nL 311.600349 145.193997 \nL 312.363164 153.54207 \nL 313.125979 147.523214 \nL 313.888795 145.80132 \nL 314.65161 137.263049 \nL 315.414435 138.861661 \nL 316.17725 142.053402 \nL 316.940066 141.526544 \nL 317.702881 146.996012 \nL 318.465696 160.351309 \nL 319.228512 142.835236 \nL 319.991327 142.1367 \nL 320.754143 141.519075 \nL 321.516958 150.111733 \nL 322.279773 139.826911 \nL 323.042589 139.455616 \nL 323.805404 143.150959 \nL 324.56822 138.257135 \nL 325.331044 149.896295 \nL 326.093859 137.120499 \nL 326.856675 146.351472 \nL 327.61949 147.140444 \nL 328.382306 146.052716 \nL 329.145121 133.293445 \nL 329.907936 145.092617 \nL 330.670752 152.132754 \nL 331.433567 141.136934 \nL 332.196383 138.735374 \nL 332.959198 139.973792 \nL 333.722013 137.300943 \nL 334.484838 152.489822 \nL 335.247653 129.310721 \nL 336.010469 153.377118 \nL 336.773284 134.69055 \nL 337.5361 150.146064 \nL 338.298915 140.060158 \nL 339.06173 145.022511 \nL 339.824546 144.181129 \nL 340.587361 151.925478 \nL 341.350177 151.456842 \nL 342.112992 147.501612 \nL 342.875807 137.654589 \nL 343.638623 142.767587 \nL 344.401447 146.495814 \nL 345.164263 133.383724 \nL 345.927078 140.790545 \nL 346.689893 148.293976 \nL 347.452709 133.912993 \nL 348.215524 144.979842 \nL 348.97834 148.721327 \nL 349.741155 148.192683 \nL 350.50397 153.198845 \nL 351.266786 159.249873 \nL 352.029601 148.652301 \nL 352.792417 158.595591 \nL 353.555241 145.417513 \nL 354.318057 155.591956 \nL 355.080872 143.438511 \nL 355.843687 144.17449 \nL 356.606503 142.786549 \nL 357.369318 148.107423 \nL 357.369318 148.107423 \nL 357.369318 131.89063 \nL 356.606503 126.763095 \nL 355.843687 128.344885 \nL 355.080872 127.806507 \nL 354.318057 140.165884 \nL 353.555241 130.159948 \nL 352.792417 143.463466 \nL 352.029601 133.617183 \nL 351.266786 144.311254 \nL 350.50397 138.354483 \nL 349.741155 133.440976 \nL 348.97834 134.046793 \nL 348.215524 130.382336 \nL 347.452709 119.401981 \nL 346.689893 133.877545 \nL 345.927078 126.446421 \nL 345.164263 119.094034 \nL 344.401447 132.257463 \nL 343.638623 128.575808 \nL 342.875807 123.490914 \nL 342.112992 133.363373 \nL 341.350177 137.340929 \nL 340.587361 137.824071 \nL 339.824546 130.108184 \nL 339.06173 130.976595 \nL 338.298915 126.033211 \nL 337.5361 136.119671 \nL 336.773284 120.647087 \nL 336.010469 139.310429 \nL 335.247653 115.195453 \nL 334.484838 138.329599 \nL 333.722013 123.097585 \nL 332.959198 125.742555 \nL 332.196383 124.47646 \nL 331.433567 126.850212 \nL 330.670752 137.849655 \nL 329.907936 130.809491 \nL 329.145121 119.007332 \nL 328.382306 131.762365 \nL 327.61949 132.840979 \nL 326.856675 132.041713 \nL 326.093859 122.794545 \nL 325.331044 135.554884 \nL 324.56822 123.900518 \nL 323.805404 128.781533 \nL 323.042589 125.075998 \nL 322.279773 125.444015 \nL 321.516958 135.735508 \nL 320.754143 127.14537 \nL 319.991327 127.765839 \nL 319.228512 128.460027 \nL 318.465696 145.958209 \nL 317.702881 132.579447 \nL 316.940066 127.086726 \nL 316.17725 127.59055 \nL 315.414435 124.373339 \nL 314.65161 122.742443 \nL 313.888795 131.246089 \nL 313.125979 132.932314 \nL 312.363164 138.914205 \nL 311.600349 130.53564 \nL 310.837533 126.388546 \nL 310.074718 118.963055 \nL 309.311902 131.113333 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118.104111 \nL 278.799254 135.176111 \nL 278.036439 122.299753 \nL 277.273624 130.587359 \nL 276.510808 118.996497 \nL 275.747993 133.704176 \nL 274.985177 134.264134 \nL 274.222358 118.019611 \nL 273.459542 129.282654 \nL 272.696727 134.392288 \nL 271.933911 139.956906 \nL 271.171096 117.215699 \nL 270.408281 135.617455 \nL 269.645461 131.279244 \nL 268.882645 136.478798 \nL 268.11983 127.423727 \nL 267.357014 134.799748 \nL 266.594199 124.865434 \nL 265.831384 122.505179 \nL 265.068564 139.883177 \nL 264.305748 125.286395 \nL 263.542933 129.501177 \nL 262.780117 125.427912 \nL 262.017302 124.980095 \nL 261.254487 133.395429 \nL 260.491671 112.910314 \nL 259.728851 134.024131 \nL 258.966036 125.685678 \nL 258.20322 129.08193 \nL 257.440405 129.017412 \nL 256.67759 141.976146 \nL 255.914774 118.18293 \nL 255.151954 130.578581 \nL 254.389139 139.367651 \nL 253.626323 113.860176 \nL 252.863508 113.514543 \nL 252.100693 137.222037 \nL 251.337877 127.61012 \nL 250.575057 128.951387 \nL 249.812242 118.813135 \nL 249.049427 125.328515 \nL 248.286611 127.289601 \nL 247.523796 128.906821 \nL 246.76098 125.672672 \nL 245.99816 117.821726 \nL 245.235345 118.681822 \nL 244.47253 119.181956 \nL 243.709714 125.794911 \nL 242.946899 111.54281 \nL 242.184081 125.546165 \nL 241.421266 115.057453 \nL 240.65845 136.894615 \nL 239.895633 117.761921 \nL 239.132817 108.2979 \nL 238.370002 110.745238 \nL 237.607184 136.244942 \nL 236.844369 123.94952 \nL 236.081553 113.095802 \nL 235.318736 137.348556 \nL 234.55592 120.536281 \nL 233.793105 122.554433 \nL 233.030289 117.688258 \nL 232.267472 109.539163 \nL 231.504656 122.01765 \nL 230.741841 106.118162 \nL 229.979023 138.673919 \nL 229.216208 119.427963 \nL 228.453392 127.714678 \nL 227.690575 115.700935 \nL 226.927759 120.042426 \nL 226.164944 121.893147 \nL 225.402126 125.772333 \nL 224.639311 135.100258 \nL 223.876494 112.102181 \nL 223.113679 130.628126 \nL 222.350862 125.881616 \nL 221.588046 122.089536 \nL 220.825231 118.757511 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rMykltVrn4QljkXH85RjlBTu0Tjpl92fLkuoikt/ay+ylA/Zdzb5zq9U7l3EwGvUbLfSyU/27HZO0C/b2Oc0aXdli9p3KOOnjdSNdVJQM1qSXqYdRWprQHZkJulmg5PNB6OdwRxtZ7NJl9oFn8o0px5gOWgm8UFJ/1GVyD/3s85+CxYvT13vuBTjobXm+daK3SJk22vaSNcJ4vchWJ2AvsX8r/TXloJWGZh9lMPvXQUWYdGBv9pDVeufM3nzxb7QZtJ0CZztmziw0rVpN7lWp2Im4FNhnl8UC+/Fg9gbrGswI16l75CjtfA6NMtTreM0HIuUGs4diXTY6k1LGM0USyqUEDEywrxnPoMspZdKRRBKWV2VjhqqZx/6ll+CT78yxyfrpXu7f/4aRAcH99/nLlGXjPamq1fXGK71GJ74Vc8GSpjIOtmbvToxzZZxwAkgXTHKwr1TbAfu0FpuAfbLjDSHjTBCz9w1vqy2YfbNoHFPG6Viz95SlboBjKP0a/IP3w+XnCzubYdzYzVFKpeK/rxfsNbOPw/H0bNdyaM/W1Z3RM89I9t08zxe+oP42RxQa1EPjXubsWhOUpHWM5Ikn/GUGKJbjMmR0Ylk22vby4gtw/93p7a2gfLxmXHfK7Nspg63ZS+8aBN3Qy1GY2Rjrddmxg9bUmN9oDtryRDH7NmQcN8y1qYxjduidyjiehmSGH2aB/X67B3z/+IDbb0+2zXsSBoagavQg1Wr63Llz4TtHCp5/3t5eMmScUEqWGJq6OXrR7+LSi1TBLrlEfZrJs+pGnTWjyfTj6vqr2Wgo1WSwn34j4N//Tpe5UcZSfP0OicBoq9Jb3yz47J4BDzzQ2fXGC+w7WcdAxgGr+n1nyjjYIynf3JCug3YUZsk4NZvZj3gQRIG9TSsjY1/juuNbzJXSOnV2amsWZhdl7K86bLgzzd6OGc+6v2+7nnRUCRPZpG5IHVlgr+3FF9Xnww/DJ96Z4507QNkAeB/Yv+998PvLAw46KP0cEIN9BAOxtFWV9uhFl2+Zk2BLOBMIQ6neixlnL+OJVw3QJwkFPOwwuO6igCOOyH7e8iiZ/VgB66GH7L9fL7DvNGpKd56ZqRCI4+zjB6hE6XtICZHR9rrMvk2zmH3NdtA+X8xq/Mb52JqntqzK1umKRiurmTHZnZ+brZm2y+zNd37ZBTDngfQ52urSDmXLmp3qZVAxGJaMcM+GjIPu+LN/U00e/vxn9blwgaBkALwp4+jO5NVX1d9z59rXKlvMPklpUHOceLp8ZjbFYl06YJ9MXkvi7JNPaTyjHjk99lj6+dyIpFL8PJ2AfRTB768SzJ/f/jmupWZYtzh+3MC+gzbg4kRWSgxp1NeqZ76GeS3zeuNtkw7sLc3ecdAudj0jKEblOgcjzZCs7f5fYGl1gn6Z19k04IzGIpqEzJHloLW/62Puugu+dXTAIXtm53mNDID3pfjV5uZ+Lxbhx8cF3HmXWrtVJ/jSjbTBzpow+54e9Wmy/5JRB6znSkXZ2H9XIlXPajFQFxvgLylHSaikdlabzH7ACYes1FxwT0Yu6jdInjHp1NLm1oGylnE6APtLL4XTDg/YdFPie3ZesZolyvPZeCWa65jZG/8yZ9Bi+E4cXNHXMJl9N/SyTTPBvuYwe7ciN6IpXGaPzfAHBshc1nBpZfKA/ahjozPYO2Q7aGsGeJTLCeC+8krr+6XA3im4ZqduSuIf/xhuvCTgg7sJSmHirzFlD28dMRqinrRnNuhKhozjdjYu5lWjZGRSl1ANJbVI5bpZVpW8EpMT/azLlyXnDtRkQ2IB5TswdWE3ksxi9nHZfBjsPr9m9p1EiLh6exaJaNYJuMy+VaT/eCWa6ySHkb6lG72XDr2UVifiFtXEGt/+8bJJB/a2gxYKhWSD+w5H6hlx9tIOAdthB9j/gzluuy19v6G6LeWs6BWWRms12Vx7b2bNhI9MGccERUOz7+/3X8fUsPVvptmry8b0kNmNLlq40LhepDp6c1Ti012H6/bi6BrMLWZfS+93y6yvb1o17mDNUVUpVH+/UrZTHQAsN5l9NWHdAIMG2Ov6q4mP+ftE8R/F0L9ISIrZl9WGsEMZx7QsttwMVztl9uOn2bd/IV139BnNJlW5CexcnDDZfFezb9MsB23VcWI5L3GoJlOZBHUva4LUs8+qTx/Yu9OfV/QKS6MF7FqUDkFt/57ZYJ81g9Z00JYqSWOYMsV/nREDbBRIJ7/bgpHkh41kkmHQVe3MulEOk04jxewNoAklDA0Z5faAvetsNu9hmhUHEJdTy1CamRbrCuSl4UOpe5h9MZQW2A8NqeeY9y+44xa48irY/615HvyrsH4fPXItZYB3GuzVg2oZZ0kbsa5uFWzmuMwy8/3Omwf/89mAf/4z+/gVodmD4aAlu+1LmSaBbvRZF+xHYeY7rdYdpu/EQJdC5R3PknHc386Ho1LaA8wVvVi2ZHSji6zJT+3f078vyriu6aAdLsLZ3xH87W+JJg62Tqydl43oEgm33wFfeW+eP90u+We8DoGOqJFSUjV+2MGaTIF9JOGqK+FLnwwYGEji+63jqpJhI6ukBnMTjFxnc+NcB80iM3ZeJh2TKbssqcjGLF8tQ+kZr5UYeHt71fNXDLAfGISb/wjHfLTAcQflOO4YKBcFp30+T92QbGo1ePAuWDrSJrN3ZJynh9InZa3F2njWjIrVDOxNGefTn4bbbxbsskv28Sskzl7an800+9S5zl/d0MtRmKXZ19OTrKxjiUHAeLs6dE0zfNN8P4LLXFc42Ddh2c0si4G3da7U4XzpC0j8IwYTIH99CVz004DddrO14UEDWHTYbGg0sP/3cXjxWcF3Ppdj0Niv2bLZcF8u2Q2qEqlR3Rc+J/j7HYIzz0xknLJBCoplWD6YXKhSUe/KmtCUKeM478JTT3SMvX6uF0uyEQKbzH6VFmDOnKXKULFkHMmN1yZ/r7128v3yy+CYfQMWzIXvfhsO+2SO7x3pb/o1BzXd0MsBT0BCK0d01hq5zZqK+X71/ARTTnOt3ZTYzUw677nl8e6nTK/5K2V7a+razL6NzHqjsDGs0LpymgX21fTf1rEShmowPY7Y0YxYyzjtYJ8rYShWNjE/VjvmG5G0a2OZ4h5JqJOuUH+8RrDxprDZ++ztJkDOfyb5boL9skFYfTX1XS++oX/OiASIykVhSTFKxxcW21tSiQhDgf5t3BC4kZEkSqXigr0h4+g5ARazr9v7G9+bgL0GQB2Jo8tqJXkz4v+LhjNWCAVu1XJSiOFhGwxLRkdw2JfUcz+zv6Avruu3Xx+wxRbpulp15J0G2IfEkUPqUxgvoBpBn7VCnH2NutMm6hJ6RPsyTjtZRceD2WsfTrum25rpAPf5fLyhlu51JojNmzbpmL3FnkI7pMkFezVjMmGe+tRIKofX/CebD0/1sSufjDOK82RnYG+OhhJmbx8zZw58/YsB++yWrmYm2Jvaswn2ywfiY6NkNaa//x1OPSjH/Hl2pJUZdqgjdMznqUQwbNzTDTUNQ/j736BUxopyKZZg2UDyt54TYEk9ZXt/Y3tkjxot4hHBnLsFN14H55wUMDJCympRIhMWjXdUr9vvDOC1JcIC+MHB9PUGXhP09RnP7KmrLthXtYxTTyRCl6m3ckS79zEdyVnWTnI508YthXRj5OgZpbpylfGpv7tgvzwjY2hqbs/rgBuTm9nX0g5b09zeuAH2wNu3g+efy/PWh9LHW/fD/uFGOzFpvExKkKMYWER0xmoiCUF8H81u3Iq+aFH2+aYeXzLA0pJxYq28GiXZKv9zdyiVAr7yOZUKQ/+muuza6eqCeS3SEkTscIxsx/w118DzZ+VYfxNJztheLMPAUHKeChO1O6uiAdRmHQslLBpJzjXrz733SE7eP2l+q8+K+Lgzk1VHGkUSRgzWXq/bzB3gpRfsbYMDeM2MdvKBUNXJ5a87MnPNgVoEBQOM3TrvApdbL+oRkGs+Am2Hzdv3GDvaa8d/Y3lBY9+LpYhIwpumJFsbzllpX8Msu0o+l75XMxlnomxSM/t6XTaVcUwmb54bScnzz6lf7C9/aX0/s+8ejxWJxmKjrfIasFuZub5psk1HI9gXaJaXyEoelgH2AzE7rUbJey2V1O+yYD7kmjF7J8qqGqXzu5j7tS78wnzBomeT1losy0anAzBSVs9qgnrJAGJTxpESnhqKrL+XxZr3PXfZZXluQfLsxaGkrurwzBFz9FO39XqAl5+3O4RKxY+WfQbY+5h9LUvGqSd1y2XRzeQqSFJUmH9D+8w+y5L1c/26eKem5RifJKSjt0zTQN/4lOl3s7wq8U1RcOPqXw9mP+nAfjTM3v1tLSBr4SU39Tp3PdsVYWYoYSfWroxjTmZqnItqbG5Hl8ueBNuWjKMdtJVQprJVlor27GhzYouWcTQY1GM5JWoC9lngUi6rCUvaRmLwM+vSsCc0U5fJmh8Qwb+Xq0IMj9hgfNvvAn54aI7SCOy/VYGj91Q9WS2Wo1wZp1SyX8jLL9jHZJkp43iZfd0GZlPGMZm9+pRxiGhzGUfiSGYyHcXmmv49mi0oY8qv45GwNZQJ6fEFZ6TA3ui0dn8PnLhvLjXCqIRYUWGNsjt/vx6wMelkHIvZ12z2knLQOp/6VGtY1iJBkTkpx525uCJsTMy+jeOqEfTm7MYQSSUduaymGdjXDbCv1xPgs8FefdYMZp/LScJQUK8L8vnkho3fMmb0NZlsayzg4XTctTaST42UbP37pUHVsZmgfs+tSU9RrSqAygciBUBRBCPxxqFhUnb/bQFPP6IKsugplU65WIKzvi3YetPkuHodKjGLDwJJFAleeVG0xQ5NmcY7/6EuqUaCvFDPUDZy4+jLa4frSB36c9kg2PjbuVcoJRKRur+PWDVLTBdKKNC5vynLGvMuALfqRkDguYdEzXGY87BygocySvkNfeZq9l2wH4VZzN6ZEu6uLeqCewO0M67nvZ9R0Xy69etto9XspdRhp5KgiWDaCAckicqQ+B20OSdCIys23TQf2FejJNa8f0rCpE0Zx2RZEUkqArDz1Ws79hM5Zkxp/aLKFSwZ59VX5/GLc37K/932CWAYmAYcCBwDbEq1qpzB+SDdgKN4xCGlZHhYAaZr/7on2TYyCBdcLrn0HHvYUa8LBpep4zbbGp56FBa/ANNXa/k4LH3NKE+GjBNJKEUwPUgktjAUjXkC5uhuuJ4mCb7nNo+pa+kD+x2YfpzIuId9raR+mr628QD7CNm4lq8NpcoSf5qLyFQdNSEMSfcc2M8usYnIBZdNjKYzuWWcqs12ao6O6UbhmIDhu16Wg1Ya31c42GOz+3Zn1CbMuPlx2lFqRiHpDq/Zs7uJtLISa5nvOwF72YgCMWfY5i0ZRx0TopjjzTdIvvLhHAsXGpOTjA7m6UcCHrq3NdiXLGZ/C3fftAO33fxHqtUhYl4HXAhsB9xCuSyphCqj5HknBwwZs15VKg41M3bEw+wB7jNGCUtfgUUL/WVcHmfS3GhTSd9USbkoWOZZVtC1BfOT6/kgpRZr86X4x6waPgjt80hWXZIM1RIHpJZcWjL7yBOeGUkroVwW2Lu+It/1R2u6XFkO1cgZN2ud3mxj5Ypdh7PWAchy0H7uGyF77TOa0re2SQf2lowTuuDvHOs5x/27FdjrHxzGj9mPJbLAHRK22wgaz9DiOM3qzAamWZq7vqsJ6GZ4ItjAa13f0IK0g1bfsy5hytTkWHPkEEVJZFQYwVGfy/HUHMHxxxsac8YqUs2sXNFpCp4B9iEKi4SprGA1oAh8hG98I2CjtWby9rd/ld9f9CwXnJwUUr+eagQjRT+IP/90sn3pKyLTl7D0FXXcWmvD9FlqW73W2ZDOV82qNe1rUH+bDmftvDXTSw8aYK+3uyMGt12Y2ri2uoS5y5IT9StOT8iyr6OfYzy4sCZubjg1gF7YxjWJPRotll11wd8AU6OE+JxWiy2NxSYd2I/FQdupjOMuDDFeYD+WiJ7UELrd8/TxLcpvTvQxO0stUZhWz5hsBM3APvneYPYN5mhHk1h5aIqqDMsHYPGrxvZyAhgVp8Npxx75u2BgGcAZKFBvbcNDQ1SrvwQ2484bpwFfBZ5psLdqBNQHurgAACAASURBVCNDTS4Q2ymfzfNKBlu/9PuqE1lrLeib6j+mlXllnNBm9uY703q/tWZvPan/DSKQYvYyBezpESgsNZzOCbO3L+Z2GpB2AI/W9AhVSZT2Ph/j942Gy1X73Cze5h6j/xYTiMiTDuwtjb6eBn/r2PjTzPut/k6O8TF7d7q3ed64gP0YruFrRO3Yvx6Gb3wq1zTZFJgTfZJoCs2I3HJngX01lPFs1rSZw16dk8ZcNNv8PZYYQFiKE4Ftu17AB96SsOlCIXHSuzJeO/abXwQsfFoAl9Mu2FsmS8CvgO2IolsAJSstX97e6Tdd27zMs9eGvv7RVRg3fBNiR6xMlkw0CVLNYdt6BrobpePT7G2QjkMlnRHosDlHIb5X1oQs0J2IHHU+KNc0gfG1mawORWLXyVLZDvfOIovuZn1cF+w7MEsvc5h9zcnrYcsdqgLeeaPg/jv819PHD+up+8YwshbJWLMfe6UbS4cxWhnnoI8JHv9HwEH7N284kmSijzSe3xdjXDHetynjvDScfX2T2Q8Zmj1gpUgA5ZPRVhrxj2IKPcnwuzoKZg+w5EWBcsaO1uoomWdfXlrwDEurksGlrc5pz9adPXpmX/bM2tVgr2PnzXdWbzB79Rnqet8YecWkKcXswZqLokE1/rsWqb3mil/ZDlr7u67v48LsodGG0zKOh9nHf5sdUsVJ0ZI1WSoVjRMf1878gtHa5AZ7h9nXK7YzxfwdJPD7G+GM/8lzxD4JMzT1OH3q8hjEzCgcnWtlRcs4rt7YbnGKwwo4ly1XOfqbXb8eg7s5opGkyz1o5okxvr/cDOyN961TCNSiZAZnlhRTHBLeSUKFAixcAFee4ThLW9j6b5JsuZN5wWntn5xpNW781dm8XJIMdlCWZjZ7tqAvIy10K6uU0qOGeqgckY3Mm+aILO7NTWavPtUXrdm3Zvb2CFTPJagbbEG325Rmb3yXRj0cD81ep0uQMt1u/I5bmZoQVak4Ek2HYN/pzOFObNKBfXMZR2QeKyX86Pvp64VGLU2Bvd6ODvVTLNLNFdKpjWVilsRmJZ1GKfT2NV99S4O6GYWk2ZVZbiklQ+Xkbw32lVCyzLMWsDZT+hkZEkgp+f2vBZ/dKs/DD8pMsL/4tIDHPWuqFnrgyM8Lrj4rx9DyrJb0DEpXn4FqEjMYGjyMIDAytDEeIRI17rjuSpYNy5aS0lrrt/fDrbM29DcB+57ezipAPU4LXo8jU6xoHM3spf3ZWrPPiMYxrhMBkblmQag6Ebf+hg5Z03VvPKJxtKM3NJ7BlHi9M2ix7111mH1bMo5R/q6M04HZoZYOs6/aP4zL7Ic8TjNfJRquq1Smjz4KF347YHBAgZgeTr5aHlvNG8/wzU4bQc+U5uvqarnGdCppZqUcXGpjKYSyOUs2BumhumS4yUxPM3qhNKKu87Pjc5SLgm8cLVKOXm1zHwg47ND09iCAf/+zGbDeggqbvBAVRimBIQYHL+SJh94GvBN4HDgRGCWFNqw8Mkwxwzk7ZXry7B/crz2uOns2TMkYdBR6JYXezsr30N1qdFWTyscljYDzhmbfcNDqT7VdOemllbcf0jJLIxpHXzcGf3cCox4xmmzXZcTNdPZOTTP7diN+dP0PHWbfDtibHeJtvxXcdrlSEwLfzK1xskkH9uZLLFdkcwethFsvDzjvxIAw8g+hzB+y8eNKFZq2/77wh4tynPA/QjH7eN/iMa5LOxYHramlQ+fD20K/yqn+9JD/TK1pWvMLjAanG8dIXXpXcCqFMBSD/YyZ6Qe1wjVHYN5wUo4gl872OHMNycGnKpR48cV0eUtl2GizrBeqwimVnu46X2tEYRH4B7AHsCFwDQrwC4zW+qZMY9iTkRJsgF9no9aV4FOHhaw+K3t1r0KPPfGsHTv3lBzn/0wx+1S4bPzbuDKOGbYbyjTwRtjbGpPc9N+RVCuPOZOqzDqmzZeT6R/3w02XNx8pNUu7kJRTWh2IeT/F7O1rXPoLwbW/IxXx145mb17pR0cmsnGX2Xdg1osvi5Rmb75kieSX38hxy69zPPSQPzGUD+wj1CzJ+fNUBbv1BkEtgh+cIvjSe3O8slwdqHOydGpjWYjBGB2rsnYs46gyVzKGF8oZbTOga6+A66+2h7oj9fRyfZFUC3OU4pHPaqunr286aEsjsHDElIZspqnKC9u9W72wIQ+IFot2uKZt7YRTBsDuTJ+ZB/YE/gUcgpJ8OhVYC+y852cZGfSft/FbJe/aM2KdDSVbvL31D/efB0bkBEzNcNAWeuyJZ+3aDb8V1GWy/qw2nf7YdNCan+aoz7Q0W47lmXhbLd4fpmQcv/7fuG789+67Cs46Nsc992Q/03ATP5S2ZcvgT1clqbWtZ3Pu/dxz8MNvBhx8oJ32oeqEXmYy+4wyBF3Nvn0zX7Q7pKrVsp2XxaL/h0nNn4nvUY0k226fXKEaSs79seD5eYK/3uhfICPL3A5hLMw+DJ0Oqm0XrbLefn2e3zSga9ZVqcAJXwk48gtBI04Z1DPUnElV5VDNwK3HURf9U6DXCRs0HbSlYTsyyDfrtrcf8vFShkMeEC2WYDAzzLGdcMoIuJ41Z+u/NwXOBQbifTej2H47FLpAofdrPPmQv0X39sPx54ecd3edNdZp42o9kBP2RDPTenqTd9OJiUC9d1duqzmafcNBG++XxFq/045MycY6P/67GsXHeGQct0laoZfSrqfPPpv9TMNtNKpjvxhw7rF5TjpKWKN4fS+zLZv5kiyC6WBOFtfLwoUus+/ALM+4M5utXks7ZRsm/MDuZfZSVdB110v2vWDkbteMtha1Fw0z5ODNaB20UsJuOwl23SnZ1k5nY8pbWuNtVkm1807KdJZHkwm5zL4cxrnpK3otVeh3gMpkd+WiaCrDgcriWGgCaKUy8aQo2PEDLnS0G045zOx1s/Zptn8okDWEKKA6hGv40xVv4aJT/Rni+qYoKVEIBfytnKs9PYJACAvsZ66WnNPfO7oZmXpm8oATmunOajWBELDCck0z64UOcTYP0dE45tyLdpm9ub/eBNBH6mkpx/37nr+o+9/xJ1Niiu+LIyEZ51qptNuWcfxl7YJ9B9asl605Mo6r//nA3mSTlowT2mBWqqTPqXnidZNrJXuWOQ7R0co49To8/YRg7mPC6phamTnBR4NtVhFcZm++Mx2jre9bNRqfAnu14pSO8OjtTUeSuFkCR4whtavXg5JomkkVw0MqrFQIyUn/G7LpFhK4CjiV9sMpp7HuBs1epGb7RWAecBhmZI+Sfe4CbgB+kXmVXqevaJXYrDfumGcYjzFrVvK9ry85piOLMXe5EzWlZRy91qpfxknnllcSiGwcq0FaH6fPSTF70qDo0+wb5WsySJNIRup2u8taaCifNzV7aTxDcowZZmyHXor2ZJyM6tSNs+/Amsk47hR9cwZhqeTvhbOZvbRnFxrX1gDYTMYxScgyJ1n7aGUcXzrmdvqNZUbMt84flN1J0ZhOLrGf20yDK5F2zvqycs5Wo+Qevb1pCcJNHPXqC8n3pUvS5envby5VvPyS+pw2UzWk0gjAKcAC4FO0drYWgIPYeBNYbfV2fhhT5gnjz3OBRcAFwMmoTiFtLthPm+U9LDk+BvKZJtivZu/vMR4v39NexdKBCssdZm+lpTbZerxNotqLC3CmBNKYCIWuR7IRypty0Mp0PXQj6KwRQpOk9pGEYigZrKl8PqCdyel3YpKHRufiSEpZYO9mvWzHQWtZV7Nv32wHrQ3+tartTDGXcSsWM2Qcz6Qq7aCtNQH7SMqmMo65Vu1AdfzBXn9vh9lbYB+z7kwZByMaR9rPXasbTEi6mr2kEklqUaLZe8He0eUXP5/U/mVL0y2hv4WMszgG+6kz1efwcA0lt1wKHEd7YP811n8T3PJ3yfHn2wX81CHNu9MEYPfiA/ueCNxJVgjnlBjs+3LqOXv6Wsg4cdFnzUi2bbqZsb/XXuClp02Wr9nlgMPszd/TXBzGjMqpZwC0fkuNiUvG31quceuvL7LHjIhxdXR3lS3TlJ9NjbYXjkSNe/vaWi5vR941nsFk9iaxMmWcchrs77tFsGCufY+sdtl10HZgJki5Mo7L7MsOs8/K7+1eW1cck9lbubjjilqNskHTBPuyc9/Rxtn78oGrIXPzCw4YUol+R82YfaOBOvccWm477SxmX4k7SEfGacXsTbD3WV9vcxlHT6SbPksVrDRSAOYAFeCtZIVT5vMFCr1T4v2bMnsdWG89WGs96zD2+VJzsJ/RYNqCI888hb6pb808do2pqqz9OcgHgt6+zENVGePWO2t6su2d70q+9/TYAN9uzL3WjQedAUhorA+hJ0KBql86IaAGc9OkIe3oevPaElj0bCIJ+pi9niBohkRbMg7ZMo6rx0fEbTayM7f62lq+4Am9lPaxZvttxuyf+bfg9EPyHLmHXb8a13fqe1ez78CaOmirduVwwd7H7E3A0vqhqjiOjONUVDdviGk6N3ujXJE9nBxtuoS6E7oWF7qlk9hi59X04timNRp0/J957n+9I8+lv6Jxfs1YgapYgmrDQau29fWlJwS57Gzx883L3tfnA/v0jNjXXvkyZxzxeWq1X8bH6JPccEp1/AEHHMLJ5/wz3g/rrqNAx2XbM2bQ1KY7UowCfwk8HJczsdV7Y0YfCPoC6PGAfZ9x/3z8elebkbznD+2RHDv33wrwtbXL7DW4Djo+kgXz4ZB35/nf7wZqjV8T8Awwd1OWnHNywH1/i/ejnn7z9QXv3y7g1dcSZh952pCqh8kzu7lxLGZvtF93GUsZt8dalHRSOtjAtTB8jMcf+zfLly/nqSeeQJdAr5kA6lpJWZPv1Yrts3jxWT9Z0ce4cxm6mn0HZjtonWgOJwa2LWZvyjOaEUgVQVMxwN780epVg9n7yogzHMWdYShbsnGfeWUcWks5ZiehpalMB61MGlnkyDgAxx2hqpQE6kaLU8xedXKWZj/FkQqc6736QnNmP6VPgVMil/hnxC59+WLuvP4qguA6z1USnf3bZ9Q48cKlXHLJubz5LclagOuto8IcXcDMjuFXSdimzLCfb/pqEvgBsCNwVmP75ttItnqL+p4PoC/nB/sNN0zeR28s9/QarXizzWg4k5cvE5Zm3ymzH3GY/fFfDlj8vOCG83MqX5HLsmWi22u77DK4+ryAQ/6fCvFxmf8z85MQS7f+ejV7mYxU7dyrUK3JBqO3mHc86tAL15s5fRqrmTUayVUsfvHD/OGG61hzzTU57qsHAzDv8Ue57Iff4m933sUVV1zBvKf/DdwP2ISu1m4itPjTBfsus+/AWsk4Wcy+mMHs3RSvjSGrlBSNCJyi4cyqlDSzzwB7Y0io2YLL9Eej5PhknE7P03p6NrNXDaRUUiw8a3lBV4MtlWlEQ+jRg0/GcSMqXlnUWsYJhIjZfbMZsaowQvyNt+wwj4OP8b+gd+0Ku+ypHn72tOTes9cUBKQBuKdHsMdekh3fkX5hhZ50aOmM1UHNyF0bSGaVXXlHxIw+zewVkPuYuBldo0F+p7cLtn9PxL6HhxRycPaVEdNmSr7/Y0lvBrOf6pm9rE2zy2qTmeBzlkdWNIsGbHdylDur2Z2FmnVew0HrFMGUbqSzv1ZLUjMnSyfKxkSvWqRXPUuupcOc1bNEwC8IgmlsudXW9Pb20tPbR61W46Ifn8Y15/6QPT60OwceeCAXnfdNYHfgo1QN7TEVeul5d+b2kjN6mshEaJNwDVqJdmlXK3bPWnNlnLKRIreoFm52zQT70BgC6utpK44k51bKMevNkHFssFef9QjIqcax19Y5jjoCvnNq82d1zSfjmM4wvRA2zt8mKLfD7Etl2HX9HBtsJLnxev9xrgZbKidDXy3j9PenG7O7mthzT2cUJLa+XiVnFHqgPHIGUG16fBAIttj+TLbb4Wfe/T150JmTt90g4UJ9BfU8JtjPmCnpzcO5l0mm52FdZ03bnl6YMt3aFD/fjsALrLFmjtfiCKN8oLR6gEKgHHW+UYP5W/Xq4wvwk2siinVJIAK23AYuf7TO+9fJc++9yfF9RtlnrWmHtVoWP0bWyl5TpkuqBq2vVc0oG0ndiJd3wavutKEwZuoSkYomMx27je1GfXY1+1qoRo/TEXFdE9aaybVIUpPCXnQkvoAC+wD4NavPvpmP7rU3L72yJy9GfSxZsphqtcJ+R36T7dedyZ23/5WPfuZ0Hrj3JOBxlrzyIrCxuk5VII0ONjMapyvjjN2sIVXFHlLWHRwoG8PUUklYcb7aXGZveeTNOHvjWpWSaOTP8fXsZpSBNLYBnH02DC0XnPadzrt4L9iT3MvVMRtD2A6YvQReeE59f26haJvZl83l7bSM0wNTp9nPef0lqkqusZYqQKul9vp6FVAqZn85Knd8ttVqNf5y7RVMy1hsvKeQRETMng1nXRNy9p9q9ARqBGGC/WqrKxaeE+pf6lo98LkTQlZbW3LWWep5nntKoNA0Tz4HamLXOTw//2kKgaAn/jc1J1jDMw3AZI09Rset9XtdFiFU4+41ZJxeC+yzWfu9fxX87mcB1YzMnOViUj+u+XnAPpsWuP/+ROLLWl8Y4Kkn4ehPGCnEIxkze+lPl+Ccb7L5FLOvJ8spqsldsiHbSOLkblEiA1WrNc7+8Q9597vfzWBRU+w3s9Z6X0UIQd+UKUgJ6667Lj+8/AYO+Pq3OfKYY7n11ltZd4OtgNOAOay+1gZJGVxmb5Tv0h8Ecehv8lxdGWcM5oZeWmBfs8HaTJebpdmbWRYr9WywHzFyuCgZR1KO8DJ7U6NP0gvE4NZGDo8s82n2ZnRLzXm+ug/sG9E46YIvXAiH7JHj9puMa2aAfYTtcLMXHVGffX0wfZp7H+VcXfbaTJJJSV/FdWZq6+uLmX0vtDsjtjQ8zA5vUxE6O73ffim9PXb4287vg023EuQDQSDIBHvf8LunF2ZvCJc+FHLkkWq2639/S/0gXzg55OqrIV84ATiSM086FoD+PBQErD9FMNXpkNbfyE7sZ2r1qgyCnBCN8gfCjrOfYsg4s9Zq/o4u/1Euk9lHoWgsanLZ6Qq4v3tqEvfuk0O1Hf5FwdwHjUXPpeEHcpj9gvlw67XOJKX4MwzhkL0DTvuWkZWzJhoyjm5jNZkQHh2J09DLq1VuvPa33HfffVx1+a8b1wnyyhdgdjZuKKYa2WwL9PObC78HfAxYzoKnb6RiTOAxy37dL3Jc+r3A2v56MvtJJ+NYPX0FAqOCmysbgQ325SzN3pkZa0KDOVIoOZp9JVQySRw8Zl3TZPaNyhsl9xituZr90qWw/QaCT+0Dl12ajjyoe+7ZiLP3XP/44+HJOYIn5yTMLJPZY09/tyJ+4vfe2ws5S9O+BaW514gifcIQytl6KSoMcs94+4+AvxKI3zHw6gDV8u2oGbGtF3edMm0aG64n+OPckFdfg09tk7Sw3oICcG25QMkqoLoeE9SnTVPsOi9AeGbD9MV1TzfgQMD7PinZ+p011ttA8L71BVc8cDy/PX0ZO7xnN6IoYmpOUAigEAimGs7rqTMlv7g64ugDknffa2RdUCAvG9/VJ/HoIX5uoy2stV5rr9BrL2fvKw3bk8D6+xNQNeuT2wm+5kyMC0nkmMghK6edIPjLzfYFNAA/+ADcd7vgvtuTfdV6ksAvkorM1CNJXoiGZq9XxQLomzKV86++gaVPzWHDt+/KCYer7TpTqOkzcEfgiW/pUW686pfA54CzuP/PpyKGvo2auGcTHoDH/xEAUaPdpzT7YOLmVU06sHfTJZhhec0ctKWyn9lbjDS02bHJ7P92c4IQ5SKMGJUuVUaZTial/y5V051Du+bKONdfD6Wi4PJfw6WXyHj0YGj2HmavI5Z8Mo67YLt7rmlS2pp9xQrvVJ/9fdDbkCpM56prtfjf3sCbCIJPEEWXAa9y113f4bIrrmX5q88CWwFP0yy5WaFQYI99DqAngJ68oNfJP9PbI1LySMEAa9OmTFGAmxP+yTDamaprRiAU8K/9JijEILzuuuty3iWXMVCFIAhYszeiEF9Mgb36ftpVdTbbMnCYvVHOADSuu/fT1me0hV33iljwhOCRO7Op5MsLs+thadgeHfT1J/6hZoTF3RdGSWSXq9n7ZkyPDEM4y3+PYtmQR6UiMzpXT4QC/kokGpKXlDB7/Q3YZcuNePS15OZBkDxLYy6BLpeWRBuH383I0MuoGdKfj89PRHvXBzWwNLk3eGScjFHieNjkk3FM2aKS/jvR+6S1BmdxhFT6XHAnTskkMVIEoRFH/uQjyfdqSUWeQHY0TmPRcgfsl5daM64s88k49j2d4z3SkZTKd6EruTk5pd/jMGzO7NPHFYfgvltUtevrhekNsG8n3XAFmEdv71uBl4Db+OQnT+fS/72YGTM+ApxHqxmxhUKBT3/5SAqx/NLjHN7jMnsH7IXREqdONWQcz716e2jIP2A3tkK8LR8o6SUn4K677mKmLDXuP63fAPOCuo/PQavLqf0G+jMQys/QuGc++d7fLzj1iiZ6C/DSgmzUKQ5jLcLS15cwe3vWuV3p3ImN0gBjsz1FEd6FanZ/c47d359RprINzjoiToeFgtL0l7z6CqeddhrPP/9co34PGlgQ1pNnScs4sd7faDP7A5cBlwB78P5P1thxx280ruWC/eBr8fPFf/tkHN8ocTxs0oG9WbekFDZYx8y+Hknu/wf873eT1jLiWXwZbKmnHqfoBQib4NLjDwTc8Bv13cvsSeJ73eHhUPNgkqbmyjjuzEN3tqCP2YM9H6FoNNw+T9y3W1kb95f2EFb/Dj89MteYFdvXJ5jRiFZpJ92wBHpZbbX9UTx2D/r7c+y2225sudVNwK5kzYjN5Qr0T5nCNddcw4abbNaIeEnFzfck4A7qu2b6gbB1cgX2tk5uWm8vbDYtaDQy04mr76E7nUBIvvSlL3Hc0UcxvaCZfXJ8T4+6T5aD1hxdmJ2LyexzRudQaGNM/9LC7H2Lnxfsv1XyjrOYfcWZaepl9qRHgmHoH0kC3HO3HwxLRnoUifKDaWbfmBApJf93zZWcfPLJfPuYwxttwgT7R+4KOPZwYc0JaMitmtk3quos4ECgFwio1fToawkwknJy64i/TGYfTFzKhEkH9q4UUzWkmiUvCpYtk1Qi+IGz3mzRn5vK6pnrISxeDPf/SaR6bNe+e5hqWdnMPvkOfv28U7PkmLq0wF4zHdOy/AT1alK5S8YEAB/Yu5qjdT8Ps//Hn0PgHiBizpyrWTD/btRqUK219vhKTJ+eCP1aKkniz/fkU198hI989mBy+WRG7Ad2/xJz5sxhzz33bETW5AQUciojZuN6BRdERYNpByThkaDmCDRl9r2wyTTRAHYhEj1dSzX5mJE/9+wzPPnkk9x+++1EcSWeaoykemLHcZbzU18HEkYvhLDqgJnuuB2wb7ZO7qP32vt6+/3x8gNGu6pW08y+FqdgqIXpOPtqhoM4yyoVg9lLVb/VXBc7BPpDn/48W2+9NQcdeniD8Aw7eYB+faGgHvqYfVJun9UbROnbwEdY+MQFQHpxa935dDX7MVhqEoYTO7/vxwR/vRc2frN9XDEjkMNk9lEIX9xf8MC9efY/pvkQGODmSwMe6YWTjpHWcNpk2VGjEqUllU7NWqzb6YzM2P7G8R0ye5+Mk8Xsly2RPPB/CZdIWNoxKGDfmUsuOZRicQDlgG3XpjHNCEnUIG+mBXjHLpuwy0fPoVD5OTdeq977EYdLNt8sHlHEgB3EbLinJ5EMegvQYwBSXiTH5wRsPj15pqlTFNhnzVAu5JVMoxOb5QVsNTPg0eVhQ8bRI4zNNtuMO++8k5133pkgpuPTpyZ1pscj45iWD2wZR3/PAvse/Uw5aTnSfdbTI6k6wQ0uqdKLiLudvEqmps4tl9O5j2p1lXJjv90Cnn3KlnE6BXsd7w96whTxanHCIl3TZ63Ogw8+yIJqoSG3Dnnafz1M40kD7DPaabUKYShR6axf4ulH7oz3HABsBCj5a/W43qZknIlCeiYjs28heT/ykKAaSdZ7k709S8YxK1wUwgMxo7nh/Nav7vyTcpxybEDFqRhS6vmcMO8ZySN3iUzg7cSsGatOOj+fZt9YhMJtgMbks2ILZp8F9l/9RI6qMWmtVofXXl4OXAw8BTzGe997ALvs+p/AF1HphltxD5Vu2FyGr8HsDbCfNk2BrNkpmGGMfUESrRIImGoc15O3Nfu8SByh+UCwTn+yc+ttYs09BuzzLpTM3jB5X3Mfj8sWA+uOq+eY3aevFT9RPMLICdh1110pGGkqzc5Vh4RmzYzWuj8knRi0lnHufgD2OSxk789kNxzfsoeDTgbSagVeWqTWHbaS4xnMtVxOM/t6HZa9hgX00FzGyTJzvQodBKGXPFzyyssc9v5tueBbRxFJ6Ovrs9rEoKf910PZGCm8/DwsX2I4aLPAvixi39/FwMNMX+39qJnSyVTigSVdGWdcrJ00AdUoXelGMpi9qblZYDrc/BeZMj1pPGWn0oYklWbnbQSnfDbPvx5OTyzp1MxGVqzarE4zHev4yD+a+PrH841nNZm9b9WjLBln4dP2+6lV4bWX+oGfAzsB23HkkT/nyqtvjo/4IdBqDT2VbtjH7M00AquvoRyg5nEWcDaYutLaTTDLBcKKcskFtk4P8PNfPsTnvxmy/2f1ddS7/vx/wQX31JkSzx14PvZN6POn5hNJSEs7+UA1wpwTgiGltMrcEy9BmA32dsilLnK2jKN2bLstHHRC5B21afOB/YATKXPbTbDPTnlO+O/Aqk/moj6Viu2EBcWefYuOtGL23qSFBrOXsV9seLhIuVrl8Yf/wfPznuS5p+daM2h1rh1fPdZpS267DQ78jzyf36HAnIeTcvusUtZzIfYAtmfjt/4eeBUF9jI+JpGbio58FEygjPOGA/ueHrXotdszlzI0e+va8k+MnQAAIABJREFUIWy6ZXvRMsWh5CcrOWB/z9/gpqu1o0Z93vkn5RAaL7AfccFepvOSZI0mBpYIFs2Ln8PQfnyjDl8j8YVt1mrw6ot9qPC0swEF0Eku9k3JdK7mC+TySbphE3z0aMOUcVZfQ4HodCNVgQlmpiyTw2b2oCY2acuLJOGYti22GGLvr0SNGHat2eeE6ixO/rmqhN/5jozvZ0TVxA7dQkO7j+Ph40NOOukkNtxwQ2677TarzIUeVdZmmn3imE0cxmYdMJl9b/yMOsLIN3tcmw/sly+x38mLccd25y122oOqOZfFMwpc/IrgL79Lw1sYpiNZTPPVRQvsJVRCySW/PJt3bvFmRgYH+ckf7uWAY0+1pB4Z/6v4wD6eRPnkk8m2p55IyuezSlHYSxbWpwA/RYUVXw1o9q/2p95Jhv9nPOwNA/Zv2ky93Y03jbMvxpXlQ/urE9rRB6MwnbLWtW12TiNd2bn2/h8JOO2wgHnzkm1PPx6DfWtXQKaZ51ZCaaVN9odeqk9fw3nsgVhnDZMwUd9xvgb86qvpbU8/ege/Ovl0zGlptRpMmyJYfbYuWJJueMqUGQgRMGXaDD5y4MHs8+k56AlVPmZvSkxrrKGkGBPspxiRLb2GjCNEGsz6LBlHpJi9boxJlI1oSEIFAe//KFz6zzrf/KZIXQ9U2RrRODHY6r+HhoZ47rnneOSRR+wOqqWM4zpo47JmMPupPcmzCJqTpGnT0vCzPPUbzwc2Ay60CIsJ2L5QypO+HHDlT9Jr8oZh8zaZBfZmGvJnhiV/++MNLH7lZWauNZvN37YTW+64syX1NFIpeO6lNXtrpFJOyuezijNrX123ihq1SuBebr/2bOrxRb2hl10Zpz3LyulyzLnq5UZRPG06/gH1os6uA8pnUZSdC0ZbLkgXoFT1F2rx4uT7/CcYV2ZfrztpXo1wz8YxTcD+7GNzzJ9vp4Step7DB/Zz57pbngU+xrLFF2JWuUpFVexzbgmNhbJVuuGrrx7glhcqXDV3CUeffg5rrZ2kG/Zp9uZ7mz5dUAiEEcPfhNmLNLM3Y+nzgR3Prg5QH6a2mo9llHwM+GuslTBpd2RQCBLNXn9qeeeoo45i7ty5HHvssY5mr0YEzZh9r/FcrcFeNJ5BiOyEXeBn9sMDbns5HzUxbqGdoiMjDXgrq1b9814a1/W0w7qxEp2K35f85KZ7+b8HH+Pt7929cZzOXCvjkEwp/aMILeNYJKoV2DtpV9Ss/W+glsHcHziAmy/9Oguemuu9jugy+/ZNv+hc3gYmXdHD0Nbs283xDYrZtwq5zHneaCWjgzArxXPz0/lBtLWb294Ce2e2ry8ap1WKhosuSoa64G9gruYI8Nhj7pa1gS+jYpJhzfUk79o94sMfjveuA+s6K0Dlcom0UQgUs9XmY/bDwzZA9wQYMfw22OuwxyDWtqf6VwkENAu3m5+SbIQVYaU7iJ4cDYdto4wpZp/4BbSco6/15je/mS233JJcLmeBc04oeWmnndTf225rXzMXwMxC8lwNlp/hoNXMPoj/NZNxVmux8LmybYD3AdsQ1rW3s8jQsmT46mP2WZblC9LmZfZG6OXyZUu54sensOjJx3jzFlsiHbocycR3JvG36zBMzxvQHVZWmykX7RF0MjpZN/78DNvv8gVy8dT+0OlkRZfZd2Dxi3bXJc3FMnAUxqtMNZh9+5eO2ogQiEJBvmADoOugbRRVqtA3fV6YAfbzh2VqmTWfWTNoI4iM+HF/6KUtz3z6CxGH/7jObnurGjhSlDELUvt9EQhFT6NcsMDdMhU1Q/af6j5Hhfzoyqihs+cCG4hAgVTCegX9hkzjY/ZDRph+LmbXWWBvHhcImDY9vU9bX87f8goZLUfnyrHA3nm2/hzMjOtjPuM6Ukouvvgn6PkHhUDJQVddBQcdHnHTTfbxOSEaYJ9vw0E7LV4VS0/Pd0HHtDcZkWsuiVpjnR+jlnc8CLgD2IfiyDaoENsnePLhjwCPAPfyxBOPoUZ5rS1r3os2H/EwQ4bP/9F3+e05P2DZq694039IEqCPZDpgA1S7kFJ6wT6L2VedHFtpeegHfGC/83lx0QIOPfRQli9fBJyImoQFQSC7cfbtmmbLPb12CmOL2Yc0Fh7xrQaUZaEvwbZjtYqaYGJWHhPsTTYfhnZjLFf9leilcsSUfMC6/c2rgSvjmKYnvFjHOzLOVlvD2/aTlIqSO65LGlR61qBRZs/QPAHeK4FPoBKUgR6gTptpR5/kRDrbXy6XsNN2mL0J9oEglnGSe/jCRvMC1u4LmOaRKZqZwA7PNK03HgkERkfrjgzW7hONdQWyOo2zzz6b008/FigB32JaXk2SWm89OPpUyYYO2+4NkglfvTnBjEIC5trMDnV6LzCSMPtmMo4J9tNXM/X6GsXha4BXSHTpvwALgduAgCCYChwFLOCQQxYCR6BW6Gpel0fF7I3JgKutPRuAQk8vtRAevR823iZJ3mZm21SavcdJLEmtoKVXp8vycUSRoFxOfnvfiKE0XOGkIz4OwFprP4haonIp8MsJnVQ16Zi9/hFMeUYISRBX9DBUsbflOLl7p8y+lYxTr6Y7EFPGMYeywyOSuhGKNjgsrU5CxmFhg7V0emLvvZ3p5lZqWE80jmZzujL3xB2i7hg1k9dn+ULkSplg/wfURJJ34aZBmDYrnSfGZfZKxomlkQB6e5P31BazD9SiHtp8qWPX6BWs0Su8mnQrc3X4ZLsd+ugzHWsPSY4c1zbffHM22WQTDvrq6vzlvojpxrP4bj0l7gy0rRvPB8hi9v0F5dcQQmViaSbjmI7uaVaAQoG11t8bOJgkbHYr4C4UgO0NYnq8/5tsuOG2KMbvf+ht3x3xnYtVQVqBvY94VCtl/nn3HQD895HHc+NzVbZ6x3v49Xlw3N55zj46qWSat+loHK9m73HQqoWJmodIDxth3D7Hb1jv4+izLuLQQw9l111+Gm9VPWrXQduBaWAyZZwggHzcQsJQOV7Ko9Hs663Bvla1F4kAqBiOTRPslw/axy0fVE4mbWEIw3UVD+/GyPvMAvsIq025Mo5ers08T4O9HqprcI+c40zzNUoFvG9G6bj/jRtKOX2WtGSOnBBeZt+YeBQIK7SyFbPPEacxSAd5WKZ18mnTmh/ns/6Ma/cEgoIj47hmrhYmMlr2nnvuybx58zj+e19m+x0E04wkZhn9jGWrx+/rXe+Ky9UjbR9ALnmGZlE+YEtgM2ZJ1AS4Q4FBNt3ucNQcCW1vAnZBgf+7WHfju1C5Y77Et055ANgQJVkcBXzFuk8un/xmrWQcb9bLodM49eD9CMOwwfCFEPwxnkV9z01JJdMOXM3wm2n2NXMt5XIs/TR5XybY+yKKqmXYfd/Pcd555zF7nV1Q3c6JcXm7zL5tazB7B+xzhowTStmQVvI9ksATQZN17VbRMif+UDZl9qbssXS5fdzSoXT+fL3Op6u3g/I9mGYON+t1Z+GW0L5Gsa7z6kvqMerrdNB6FKSZvZ544mNT2WC/DfAAqlHbNm2mE8kS+GUc7dgsCHvSlC/O/txz1edJP4oaOehnzKAtm95Es8+yvkywj59njC02CAK1GEk8rJ9qOWtbX1x3IvvuC9+/OGTuU/Y7DgLoj3uNVszeBPv+6YPAdaj1BaYyc7VemsFTAqKCetgD3A2shZprcR4qe6myQk9Sxs5knJ8By6lX/8LQ8mXcfffdVnqE9TZINx4z7FJCahU7gJuvh69/JuC115JtlTjZWrP3ZTP79Lu57hcBLy1S31XEUXJMrVbqgn27ppUKE3AVs1ffNSBqZp/LQWDmDOnJBv4w9DtytB3/i5D3fRB6++1rVDJijZc5YD8wKK1hX72eSC81j4P24aURA8aowWX2VryvA/Yj9WQlHg3qhQazj8/RzB6VvdAn46Q1+yGWLFkQf+/DV8WmzcJh9umhay6XOEd7AnvSlBUzH3cCe+0FNz9T57++rNh1IAQ77ACf/GLE985uroGttWbT3V7rz5JxgtYyTicW1upcfP4vuOH6ZLHffAdoIAR86BOw0Ybpff3GxKrM+P2cnskrgQ/y/LyvAn9G5TPKMXVm8/vXjfqsAHxbkpHeN0iiVCS5fAL2NrNXq5epVctUYrvLL9erl1WBbwJfAu7gtMv/zC677GJJmOskqwY2yFoo4bTDAi4/S4Vr+uSW078Z8MDtARddlLzwSiW90Iprvjw71v7lgmM+rgDJbtbn8oODd6DWSj4YpU1eB60BDiJIQiL1fv2j66GjxskpU7Ijbl57qXkrmzI9zpHepma/3AH75R5mH+pOysH6UihZXI5Ys1cwM46ZtsC+DtJZbtBszyP1xGnbCEONBWQ9lDZlnHLo10ltBiaB3Zk/fxbKQee3vinJQhugwMsFG5PZ5x2wN52tplQzZZoCLi1PCAFf+37ERlObQ++BB8J5V0T81z42y2pmWcy+N6eiqsYrv8mfb7yGY4/8HzbaaCM++tGP0tvb25aMY5qWBtwOVXdYagaw/6I9vZrZ3wX8lakzjqen74ONvEdTW4yeTNwaHgGYiXI66xcYojqOSxDir+Ry6odOSESyelni+xni7rsvQOWQPxdYH5gL9LPZdruRy+WIZILG5gJG1/484G3vlay1Afz5GlUvzjlNtpRntVUq8aigTRkny/QM5OQ6VeAsgiCg1mlSoDZt0jH7LBlHM3vdI2uAC3IJkwWVl7sd+9lfauz6iYgvfzVB4d5CvIxdQ3J4BjiAr3yiP043K9h66x6UhvlMSrO/9lLB8leTRlevG7NcHbAvxkBuSjlu6KX59zNPwxP/TP4erquwSi+zjxtHIuNIKpFsg9m/CDzCyMifUA3ab0KkZRw3NC6XS0IWexzNfs01YZPNJdvvZJ/UmMXqpChuBY79fYJvXx7x1a82P846J+OiPYFOXTA+aP/xT+3Hx/f6JGeeeSY98UvwzeVoZu4iJtrM6J2f/hSmTE2PHrfYToP9DGAf8oVephiy19SZzSVQE0QHG/Xd7CklSob5O8sW/yZ+tohSSWKvXmZXPilDVB07HPgjcC+gclxJCX++XvDyQnWsWW+v+EmOYz+RtwA5S7P3WTXW7JvJuVkZdH2WgH0P8BtmrbU+0Vim0TexScfsNWj09kk0SwsCI/RSrzQVv0/TKQS2RNDMNtgcvv7zkMG785z3C7Wtp0eSEyIO+bwF+CRQcbT0GnAFcA1Pzr0O+Ehj35+vs1uxBfYOkyjHO6qRfby2MLSHmnvtooLs9nsZZs+GRS9LvnVIjurRHrB3NXtiZu9Ll2Bh+vrAIGuv/SyLF/t7zePPVxdxHbRu6J9i9kl4oqnZ9/XBXx/WE+OTC6mEYvZ1zNS/zSygM8dYM83ezHUzVivkc1x1zbVM7dBBa5ov3TEkHVZPAFtsAbc+FvHejdWDfWCfiOLw02y73c089dQ7gPcAv2Prd4YMLUvCL6e1YPbmSHX5gO+IPCo53iuss9FH+eZ/rQEMIOV5wJmo1cmaWQ2Ve0Y5bYojcNNN8K1DVH2/8bmad0T6u6uS7/UwvT51lrUj45SK7V0rktIZIezEsef+H7NmTQwsvyGYvRBpZq975nze1ux98diu5QvJwiDmIhA9vaphDSyZj1ovtVlFrXD/Xfug2IvfXGZv5ropx8+hwT5yJn/UQ3/M/nPPqc9ffj/gX3cH7Lu3aDAfvUSfHunUXRknxX6eYcmSwzC1VPgalYq6wEHHh9z5WFKb136T5N0fUc/gphrwMXsNqAVHxunpiUHczVnjWTHKneCUZSqvfPso2pNx0UCokMbVe8YH7c2FURYvXsztt98+jmCvPhtymSF3bLyVRMrj+NWPjub00w9BC525PDazbwH2puNzwAv2oGbe7kehN8fU6WvE276MSoXdiuXWUMsCKvvjpYJ777Urk29Eet89yffhkQ6YfUW0lHHaNXNBc21iAhF50oF9w0FrMEGL2Yf2p8vse3ppGZ1jyj4W2MdpaJe+3A4jgSgqo1iJ33TWPVCO2mEzIVOD2ScM312W0DcrUj+3XvgYknSteYfZm5p9JXRlnFuA7aiUL0TN8pTx54UMDGwP3MKsNSXrG45BsyIHBo/Oi/SknlyOxopSBZEGe+FxggakGbXOWdPKsiZJjdbMWPqxmE5q9vLLLzN79mw+8IEPcMVFF3R0jazOoc+QccCOw88X4IQLfstnDz2Cs866Ei0CrDlV0G/IPVNnNG8r9Vpy81ZadqGnwNdP/xtqJbNOFrRJLnzb5TlOPz255y2/Drj2wvSPa65fMTzsd9D6rFqRmTPdOzVJuo0GGSPG8bBJJ+O0q9lrZu9q9lpz96U81ZZ3gEfbc0/fzw9vv5VK+XL8CxK6JlGs5FzvXjMapx7BYE0yPa8YbIPZ6+gih8mHdb+uqI+xFmI34uzrJCOduinjWJ2JqaW6ph1p+zC4/GECNm/ssWZzmt8Dv4M2EILVetTzumBfB9w8WTmRZty5NmWc8Qb7aVmzpTo0zezXWWcdjj/+eGbNmsVuH9i95Xn2NeIQS6dIeiSjnz1vAE2+oMI/Tzj9TNYoJjvWniosgO/tVyNdE9SzrBXY5wuw+trromL13w18jfaWq8yeKHHeiX70NMsyPCLbBvtaRahFzMcI9kFOzXNxSc54yX/ee07cpVeMNTT7DGYfRcJa3DiXtxlNEKTz6rhmDnd7jHN7+3JcccnFmEyjtaWPXTNO+Vur2TJO0Yi7LzmafTmUTUMvtVVryjHrxuRDMkrJO2Bfi1ToZ6J9nkHrxcFrPHLn2RbAmKzFlXFc06OLHVdXX8zfU6/H6iopQqRB21ybtZllyTIr2szFzE8//XSOP/54Ntts0+Ynpa7RfL+WcdQ7l8D3KA882zjXXTHrA/smFatvqk1+mtnQYPP9+YIrzR2IOyEvbWr1sk7NXKzoqEMF//hze1BYq8ZLHY5RxumfpsKfXanVN9N7vGzSgb2ZG0dbEKhGoxeWNidH5XKkZhb2tKi8UlaolstKYjAY3JNz/sZLL75IvtCqgpqWZiVTY03U1ezLoVosHRTTBr3smtruOmh9zL5YjPN9mDnHdeilG2ffAHvFQpLrX047YD/3gSssp6c1qcdx0PqYPSSx9uYrLRTszI7mNdNgn9bxfTbezH68zO3URBvRRa5lafbadEen/j8fOInf/Ow9hPW6CmU1J1X1wM7/Kfny90IO+HrIzDVakyNtgy3APpd3wf4Y2gP7r7VXAMNKhozz93vaf6G1impzxXYGHIZNX03y+RMTZO+fqsKfu5r9GMwH9kJPdDGkHN2j5gs2U8/lWidHKw2fwEFvW4/fX3h2DEICOJLd9zqAp55dyGc+/4U2E1wIXFaSy8uGk9iNxinFGTullFTi8kspqUWqIzBZwhlH5bj7/9JlGCmmZwA2mL2eQWsw+8f/IVi0SN0/YfbtjVyqlWHrNeiKPC0vUsw+C+x9f+dyKi48cOJn8sJORQDtR+P0TKBWOhZzJ2hJKbn6ist4xzvewdKlSzPPc68B2VVSh7iq+0jg82z19n3J5fMECGtUlcsJcoFgz89F7Hek+tHybXKbtpi99Ttkr14mRCHefk18XGfWLFd+M6tW4Mzvw62Xd1Zhzripztt2SSp5Lh8ze7fed8G+fcty0AoH7CMD4Dpj9pJC4US2fPvOXHnmadxxx9Xx9itZe5212WSjDTjm6GPoaSvDWh+KlfyrsaWnz5ZRNNhHUlIMFchXIzsypxopzd7NF/Kgh7EUS+kFGRqafUHNBdBpl5+cA9/4VJ4PbxcQWsy+vWQyvX3TvMx+zV5hVbx8hmZvWlpvTss4vnTE5gpOzWzllXHs/DlCCK647Nc88MADXHBBe47aVs+vRzXqFWwGXMJenz7HuH9ybBimk7e1m19qKDMaR1m+4HNQJquXmVFfm2zypXj7nunr5Nvxl43OahX46fc6h81cAWatlfxdryrylnLQdsG+ffPNoNVDfv0iowjCMJYH8rZjKgiaZcK8E5hFtXod79t7f865+T4+/OH9gN8Bf6C/P0dOCN6y+aac8KvfEgTNWkEvcG38uQMqLawCe82wTbAHNeyrRDSkHG0DtbSMk2XFUnqRFH1ePh+/q0bkknpHUgpqFti3p6Vu9+4DrAqmG/IavWlm7/qzWyUxE3jA3lOb29fsWx+zIsznz7jg/PM544wzOO6449q6Ritmrx21ZtSS9kW577heT5epXRmnXGr+Q7iRcYmp1ctgABWKOcDW25xLFqOfqKyR0H7UjmsCWH02fONXqhHVa1Csp7X/rPUNxsNW0io+esty0AY4Mk4WszfAPs0QImCQevXL7PKxfdlgk83p6RGoyJSd6YvPywnY8f3/yR77PIoLjGo6+AHAYyhWckp83TtVuTOYPSg2X41kY0KVtqUVmXLQZtnISJrZW2CPHZ2kLYzM9Mvtaanv+fiRtoM2UOx7Wt7WnXMirV26DGeddZz9ntDL1PKB6Nzyr3/o5XiZL9/9pptu+v/bO/NwOaoy/39OVS93T24WgkDIBiFAWAIZdhNEQFkFRRQjgrjxQ0bchdEZQFY3dEZhRnBBQR1mQA3qKK6RAQREUBRQHNawQwhZb3KXPr8/Tp2uU6dO9XJvdye37/k+z31ud3V1VXXVOe/5nu/7nvflwx/+MEGNNLCW0FOAJ/7vb6gspSNlWctp7K3T1uWiqoBcvnZjV6nq1VANkUGjxaAjsVk1LFpaYkrUfhceGEXXDSlmnzL2TZQTm9rEhRAzhRA3CiHWCCHWCiG+L4RwpGRqHPTNK1qJ0AJbszciUEzjFhgyTlcqz/khwJUEwTMUOjoUCzZLvUXn1Iasf8o8VGjlIGFYYvnKQc4/fxPKwalZyVvZYeZ1wBEAFDqTzH71Ksk3Lw7KS783jaSZ/YubJYNWeoQsDAykVwCW/RcWs7cRa/bZWqp6r7TU6dvNS8g4Qkh6ciq+O5kuQVAqVe5EU6fCTb8t8bu/qB/vZPYOCl+rEd9aZZxqA9W6deu48sorywWsXajG7DU+9YEzUflmzo11fCezT26sFtBQK1S4Z237bholw94S+OdvjcSLMKN7NTSo+nFbGHshRBfwa2ABcBrKE7kz8BshxCjKRdQG6XDQlo19dMPN0MuCQ7PXs4Lubp0A9U4m9x8EnA2cRamkMvWlViTm9HRYvS8anUCfI91Ij2D+/GWAGvptZn/dvwX88Ksh7z8sh5SwanPsnNXQGSxrknEqOGjLxj6jwSWje16PWvyS1FLVe6WldhVJhV52hoJiKFIGw270roFrj0UwNxoj3Zp9+jsutu9CrfttTXj44YeZN28eZ599NldccUXmfrUa+9PfdxbwZuAcwujm2rdlZCTNvhtl7MO8rCrfabjyxFfDjvMl/ds0T8/PgvmbtDN7eEg5223Nflwae1TO0bnACVLKH0opl6Nq1M1CVT5oCsoOWmtRVYrZ6+pMlrGPNfsNrHnleOCHQC+vrP4d5qrYXKCcjKb8oA2GiIpRF2oy9rDNNqDKkp1GqXRfOQRyeBj++sfo9aDggTsFG4YlLw+mG6ykPs1e6/FgpY4gm9knj/9b1Ph9IaaWqrRVZZEndSZzKYogliW6rXOYxn7XhTK6J0kExAbeFXrpYue1rm3aWmWcSpg/fz6XX345H/rQh3j3u9+duV8ln8Xg4CBvfOMbuf766znyqGOA/wJ2KBt0e4AYHo7vaXlRVqOYfSr0Mht2YshlZ0h23qty8PtZnxnhspsqd5J/u6YBeRAqIAjVDLc0IlR4dEqzb94Ms5lN/HjgTinl/+kNUsrHUHTwDc06aVnGScXZkyhNGMs4IpHyIBdqY38+Gzf+BPg0sBtzd/pQ1PCVoe0M03nATYMRCigYnix9bpfWOHWKAC4Bvs261d9JGPuVj8bHWPWc+v/CprSxVwa8OmtxyTjaiOt8NF0ZeV1KiX5yJ/CX6Lrd6C1Y8fShKBt7uy6rOWiuuFs6p/OBiFPx1pq4LKsSlI1ade2tDWeccQZXXHEFU6ZMydwnzex/zXe/+10GBga46aabWL58Oeeddx7CWM6pZ6X2QNHdHTP7cm6dBhn7SZ2i5nQBdj/q7ISTzq5sqHO56gvAjj0B9jykeQZfiPgaRoaqR6E1Es009rujrIGNB1CFKpuC2EEbW48giOKyjWgcbewKOaJQw6uAWwgCETXey5k790vADYBgj72+QL74DbSJKQYqosRMnFY0DFgooGgUQgkrGHs1MJ0MfJDuvmPKs4CnnoJVz8XHHNigXpdsbybJIiSVsHFj2kFravZTi4JpXWnDZ9fiVBk9v4pyTrtRLIhEnnRVQcptVM2flKXbmtKNi9lPZAwNDfGVr3yFd77znUirfej7pLZ/DziTZcuWce2117JgwQLOO+887rrrLnp7ezjvXyR77S857lj1HX2/P//NEgceUeIf/zGOximG6fTTY8HsScGoHbRhWD3eP8wlSzO60NFRW+K8scCUcmxjnx+nuXGmAKsd218G+l1fEEK8FyX6MmPGDFasWFH3STdvPggosG7lg6iqOLB500Yev+f3BKUDgA5G/nYPw5v2BQqs/dudPLfySeD9ANx//wWUSquAM5ix7TIefVSVMVr78guEwVT0LXvl/v9VBjAHJ508l+22G+DeO54tm7bNw7Dm2ZloSUOWhpAP3c7KJxcQV+dReO65J4D9gf0JBv/Avb9/F3Ahv/41QFxmZ+DRx5APrXT+7iEEzz27G+DQPww8u/IFfn/bQ5Q27odypMLIpiGgwF133U7v5CHWrM2hnNExBu+/g9LIUmPLLtGfwtXX3sWdt03nG1+bW972/F/v4Y+bNgKHRj/gFR65+0886ejQAwPq2QD86Y5bnYZ8qLR1GPn169ePqm02E1JKLrjgAlatWsWBBx7Is88+y8qVK3n44Yc599xz6erqoq9vE3A18Hf2339/+vv7WbNmDYcffjgtAkuIAAAgAElEQVQPP/wwI/JhXnsoHLIE7r0b5JDkT39XkVO7z4RdPg733KMci3JEsiaaKgyuXwiMotyXhace+QsB61FF6itj3dpNQLy0d/XzK9n2mZeBvTO/Ezx5H+GGzcCrM/d54O5bCQb2AKZm7pOFfL7E0FC6ccuHbku8zwUHAwWGHriL9at3TZzrpftvY8XfZFPa2FaVCE1KeTWqNbJ48WJ56KGH1n0MHS65w8J48tDd08XO+y0hiDIRyjmLKUU/fbtFBzBn/oH89aG1QBEp7+Dxx68B+pkz5wJ+p2oiMHXGNuWiHgCz9n01a4fhwGkhOy4uUQhgu875ZR1zxfPDzPxD/OALHXnErofQ58hVvdNOs8qvX1z1OdavuQFYRl/fYYn9NvXMQeyq9n1+JXzpgyHHnF7ikOMkQggmTa5OC4pd27DPwdtQMnYdiSJqli49mL7Jkpcci18GdzwIULMgJRclG/WiYxbz0ovJbbvsu5iFCwRf+JLkEx+Dj1/Rx54HLmFGZ7pDmOF7iw5aypRi2qI/vbFEX17Q26AkY6PFihUrGE3bbDY+/elPk8/nufbaa7njjjvo7e1l3bp1HHPMMWy77bYsXryQru572LgBbrjhBmbNmpX4/ppBlbr7kfUlFvWH/OSZYfafHtKTFzy0ZoTVg5KDpud4fH2J+18ZYXpnQEcA/TMaIxAs2nshk+bV6EAVyWXu2+04k/xO21X8Sm6XReS3rbgL+xy8lCAjk2exU7K5wlqBfFE4c+eLXZPEKdeRg7UwPGt/ir1Je7DD4kNYNDVsShtrprFfjZvBZzH+hkBPizoMY6HT4SYWVQ0D/JHz3/9pnn5sZ+AzAMyePYtnnrmJzZtnMsmor2kWLQeVFjaIykcF+k8kZZwOQ/sOQpVJc3OqZmvSwdXb/3E2rvsBpdJcXraM7oCRpeBr54c8eHfAg3cHLFo6RHdfOqmSCwMDUTRShoyTCwSTHOkidJGSXB7mLDib/3ugG7gUyJMvqCgKO966o6BEr/efDXNOGGaXyUGmjGNOZ7MX/zR/ij2ecVZUaisMQ1588UVOOukkbr75Zrq7uzn99NPp6uri4q9cw+GL92DHHdMR0GWJLHqfF2bQQez/0E7UQKjsntVknO5eyYZ11R9cEAi6K9SAPvTEEvf8SrB+rUjJODkroaEL1fY54Z0lVVEuY+zq7KmcDbfW9QY6/NIp44zTRVUPoHR7G7sBDzbrpLGxj7fZDtrHHvwDg5s/Dqzgtz/7AU89eT26Qut2272G4958C3AyU42ZXC5MLuUuGrHiqiMkryMU0Glcw8svwcnz89z8Q7VjV0/cqM3OEuYWcdKbnwa2Y7Vt7CPNfu1q+L2R9+b2n6jXtWj2AwPwwAOSF5+Ov18yjL3538SmDfqzEs+t/C7weeCv6vqLyqjnre915EXZQOdzgg7DQWvDlJmzzEKtTtmJjmXLlnHfffdx8cUX8+c//5mjjz6aZcuW8aY3vYnjT3ore+yxh9Nxrcs66o+KYexjCYhTXGjNPhTQl68ejXPd/9Tm8JQSejOCA/bZV/LRL5fYJiLvKWMfpqPI3nX+CEe+zchHkycxOzcR5iQf+0xJRaNltNGOKlXsasqQQqzZDw3ZBcfHb26cm4EDhBBlEVcIMRtV3+zmZp1UGw0zU18QwHPPPs3LL5wCfI8/3/5jSiOfBx7nU5+/iiNffyf6VgQBnPOxfXjDaT2864z4GEJYzD5IMqFUhaRA0GE0LLvs2TQjT4bJCEaGoKdnKjDIo49eBywniHLVaIP7/JMikchp9fP1Gfsl+yYf+0gtxj4qtRbmJJd94z959ZGfRftEikV1D+zvFfNRoWvijJS1GPss2LVrPdwoFot0d3cTBAFCCObOncv111/Pt7/97Yqx9jp3vn5E3YZzxMyRExr/e3LVmX2tjFdK6Mk4VhhGfVAX1rGMfT4HOWtWEOZUrn3zGGqGnm5sYagz42ZHxHRWSQlVa9qIMrMfTDP7RtUudqGZxv4a4HFguRDiDUKI44HlwEpUGEdTkGT2yooJUeIdJxzN5o0rgINY8A9HAecBb2TZu9/HpP4dyt8PQ9hpZ/jo50rMnh3f+KFBOPkD6njnfEjSGYoEs7dvZGdIlErBjamGsTc7ixzWDPlnrHz0NOBSJke+r1uXB/zup4KXn08ea20kilUqgqyxyTENHY4GIm2sXe1tc1SnpJAPOfiwI9hvyUfKnxU71HdSMk4xNvQBKqwzK57dbPRZBt3M7e4xOlRybmtmr++xuRbCzL6p2X4o1Krlasa+UIePpZBRvaO7O2pL0UUMDyf3s+tSlLcZbVK/dq0jCXLRDN04h41OR0H2xLXXOKjlDBlHx9m/6/wRvn/bSFODD5pm7KWUG4DDUIUkr0NV2X4MOExKWU91jzrPC/AKTz1xP2r91imMjDzN+z7wQfKFuUAP28/ZH7iUIHw1uSApPwSB29gMbILXLZNcfccQn/kc9OYFe0xSt08ZtOSXunOiIlvtmxy/njULzv6keuqfvpgoR/6xFDqOA95G39T4QJe/N8fLUThmPgovXbda8MqLsLmGOpoDGZqjEO7YdlWV6iw+efIUIGDVS31c/tGzWb82rp1bKKiGlJZxNBtXER1qgKyu2WfBlQ/Hoz5Uun9lZh89oh5znUgGs4fqcfbVtPTE9WVc4NQplQ1x3hFDn8vJREZObeRdDDzMGYNdprGveOk1M3s92xgeEmUJdc7ukvkLmztzbWrfkVI+KaV8k5SyT0rZK6U8QUr5eDPPOTR0K7AN1119ESqE62bCIM/bTj2d7efdCkzlJ9eqn52LHrBppMLQbVQGImY7Y2bcyPVqN5e80B1WXtG6aLF64PscUuLoo+Gsj0m+/cchTj1Vd45OCsXlwDllZq+hmf3sBeoY9/xKcNo+ee66o3pLcUULQFaHVHVmVT1QVWdWyvXc9K1r+MYX944+j5m9zWw6jUVVYQBdFYKFEg7ajH1MQ+QxOlRSCUQkY+i1EV2GsTeZfazZR6SjCqO1SUAWpMyWUKZNAypILHaOK1Bs3cXsXfH4YRj7hLKMfU+ve7uGa4Zz+ifTURPlOPvBWL4MooG2mcx+qwq9bASGhj4MDHHy29/Nr26ZC3yIYse2qhZppNWt+L56mmEOevNpZq8acfKuDxjlVlPl8FJ7q45Sydi/+jCY/7ohdpsvECJQUTBTo8Enagwbo/mPbeyfe1KdbfZu8Pc/wYa1tbeQ4Qxjn165mF1ndmRkhJGRjdHn91PsmIvAodkX4upgOVF5NWtNDlrRXE1zIqDaYJlk9snvZTH7SjLOoqWlqjLPtttLXnoBliwR2cx+ajKizkY+TLe/nGXs9WDgknHCXCxhZQ0ok6sYe3vQu/Knw+ywMD29zzmicXQEkDf2dSCX+x5DQ1ew9DUHoxJzwdq10jk9y+dgSkGkEqEJ0gxoYJMyVlLKlMFxOWi7c5WzUBbzsP3ceMWc2YHK9XJHBPASzzz2RVTq2Z0AePxBtfOsBfUndRrKkHq6U86n2urMwhcpFr7sZPa5nAqng3SmRBu1hF42sxjzREG1lRimg7ZoOWh1G89bhqnoiEJ5z3skTC+x5K0lcob1zBclQ1aa4Kt/UGLKDjBpUshGVw17ImZPBWafFxSstRm2Zq+NvCtlQhDG7DprQEn3kSTsQa2nz72fawWtCJo/c207CVTKnYH/YPKkeBh+/LFk6KWGGs2Txl6Hadr3fGCjci66mKXLQRuIysy+mNff1cZQfce+HvgkD993KcrfrfDkwxGz33UUxj7DfvelGmZtdWbhOiXjYN/HpA+g2jL4ww9X/w86WGYy+y29crYdUG1iZDJ4E6GIE1/odlpJs99xR8GycyR9/Ukt2xWe2NMVH6OjQ7UdG9OmqfNnhSbOnBn3qfI155K/Rb92yji5+LdnnaNeGSfLcJdDLwdjB60O325m8tW2Y/ZaDsgF0DNJsn6NYGBAEJB2QJYdNlYN2sBh7DduVNEkww77mtVBKhn7QkEJJKYOqjtPR2JR06nstt8QD959cOoYM3eWBKGMZgC1YXBQOWPtGpxpY1+rD309xSifiBl1kYqMqHKJX/86LNi/xFmniWxm33bUpPWoScZxbDeZPWhyol67jL3OoArJGZ+rhGF3Zyz3BQH0TYJXrGWXU6cmQy81Xv+WEkteLzn++JCbH7Wu2TL2hUAwWHLnx9EFjgTZs4eqzN76bVmLs5JpjpP7emZfB/S0KAxghrFI0ExxrKEfuisaxzY4mwaiaBLHOQXukMBKhRi0YSyzjSA2iL0JBnEIx77zalQSUePa85K+KdA7mbowbFTxmfaqeOTqnWTvWVudWeihoyMpP0FaF60WfdffD6f9P5ixTbZmP14zU25NqHYPhRDOgdkOWgiN9ppl7F2vXcy+qzNp5Loci5emTXNLLB+4uMShUdK2Tus6bGPfXUHG0bP8StE4PdXi7O2ZRZZ/wShgou1V7KBtXhtvO2OvGWs+hBk7GpkvHaxAv09F45DN7F1GPYsNnXEG7JQhtRStGp85I4a815ouFjth+vYSiAX3KTMiFlR/vqbyPTI7XprZ11ZnFk6lWEgbe7vh18LKdYP3Jr15qOXeuoy9XXjcnIm6HLD5vLES12gLWcbePGVHZ3qfqVPdrDsfxt91yTjmgbtygu6ccEYPmTP6LGZfzdinBr0qMk5Ss5eQQRobhbYy9mZERxjAkjeoOzlvJ+WgLdhsU4di1aLZV2L2wj0ITJoEP7jDHUCuO0i8UCXuPHajKnTAey78CV29C4B7AeifoX7srF1GV3knzMmEdtmbMva11ZlV0U7VmX0tjMWWCjwaj1rub5axD4xeoYy9el+N2ScqNTn2LearM/v+fsDBunP52JeQC0RidaxeMauRF2qxY7djwInj7N0RQUJIR5lS63dYx41zCCVvaDnOflDExr7M7CufYyxoK2Mf3zhJKODAoyQXXD/Mb25VP7RohXPEmn28vTzCR5sW7KkezO67Kwetc4pL5XBBF3QHKTP7TBlHMfufXf8VNq57DPgnAKZG2fsWLB6tsU92yEkpGSe7zmwun6fY0RV9Ps8p49jl1WqJpNHJ5LzBbx5q6fAu+cGWNnNBZQdtPh+fy+wzrrJ7Wi/X6DSM/WuOlOxxoKS/X+1jf9+cQeQCK/omn9TN84G67mFHRFoQyth/5rjGMEymYHHBnrXoQcO2GTo/z8hIUrNvdjqQtjL25RtnTDEXLZVsO0O9t6d502eo/zazD0TM4L90fYk3nlHipu8rY++SIyo9pKxn12Uxe9PhZRv7uVMEn7zmvzn3mrvRC5mmRMx+570aY+z7UsYe4CjgPlSFSVVntqOjj9POeA8//t8/Rp/HA2QjZBzwUTfNRG3MPr2TuagKVG6oSqGXqi0k/VKQkarAGkg6jQCFb31fcvl/xwW7U0EWQdzHQmEZ+zDtoC0E8NIL6WvQ0Tj6mK7PuxL5tiRvOj05a7cHPX2tNtHRM53SsKHZ+zj7+mAy+0AE5bh4tU1QtBIgbR/VBXFNOfWD32EmfORyybzpAS9tls4UvZqRupClXnQUBOFIHHmSE3Esui3jzOoPKPV3Eb5ub1Txr+U88de9gdex056SbXaQvPBUfa0ktBahTMqICYbfAd8HPgH8E/96leTkZbDOCEt64fnqMk5NzF53aO+IbRpGL+MIAhE/87k9QRw95qg9kDOco0E1Y082szcdpnYywnxeRdiZi71MkpHLJ9fE5AMl5biMfWD440LHDcjlkvJSkEvfS3udSdZCKf0bRkZAWjKOZ/Y1orz02ApjKmt61vRshyhax2wg9mhsso5CIJxRJZVYa5DB7fN51fjiZGqinDvcZvbTetW+QsCrZq8A/plS6QZ17jx8dnkNGdCAglGqMcwnf7eb2QPcBTyHLk3Q15dmec88pYxBVgQG1C7jeDQXtRiTrOdgtvPJBZWyGtzpEkydPlGa0iXjiGS4rSmXaCOojpNk3eXYeH19lrEPwuQ15wOVxG0wSvzX2RX3BykNSdV1jWGS2WeFb5o+g6yZgr4HI8NximOv2dcJk9mDY0S1HuL2UbSOi9mbzhV9mGKGjFPpAWXGjOciY29sK0ZvbGPf1yPKxvLDX341Bxx1Niee+eb4/DVm29OyFTiYfaaxvwpl8N9evjYdmaFz8k/fppZonOqt2Gv1zcdoNXvIHrCzEp3pw5hfy1mz64uuKUXRbPFeJrMXJI19YqFeLvl5Lki2u0JBJH6LMvbx+34j8ywyXtDkMva5MMnsXTOUXJDcniXjBAazx4qz96GXNcL0bEP88ITZWgzsEGU2tjV7iG96zmAOehpoo5Kxz7rBNrOHuGC5bey7uuJzzN97d867+gr+4bVHlT+vNatgt3HcMGcx+0wZB2A/QH25oxjHXF/38xKHnVTis190OGjHION4NA+jlXEguxaBK3olUUDedNAaDeHI4yRHnigTaZXBkkswjL2wInsiJ7Du33khkqt183DgYVGAxZ5SzcwD6IpSFe+5n3GRMp5dODX7UK30LV9XmDInKrzbyicE6VQhZRln2EqX0OT231bG3nTQQlrGsfO96wIipoOpzOwdemMghJOhVtKYsz4KQyULmd/VMo4Zt9zVI+noILOcH7hZhgvJiljJ9QVpZr8WSIubgYiZ/U67wjlfHGHWLLU9oZfaxr4OB61H81CLPyTL2GflN8pahCSs/gfW7FrE4bbmPgv3tI5hav4msw+TMk9nLqmbF/Ow4xzBjX8e5qf/K5XME8BPfg1HvWOEj14WG3sloYjycW2EuaQvzY7hBwgCO2WI2kH1l7SUNTIca/aVFmA2Cm1l7KvJOGb6gt32K7FLVJPcrLtsG3t7MUm9NSKzdhdRwzMvscOo96kxZXryegA2Dwxw329/we9vWa4+q9HYJxaPWcx+ampx1tXATOCKxNa582LNXl9SKNLMfpK1srcWLTLLv+HRWmRJCVmzs2rMPhGyabQRrVELkgP96WfAqZ8Y4ce3aYknOg9pZm+OBV2hSETjFPJqJj51uiI6hUARrL32hjMvKTHZrJBdRbPP5aC7yzLYViBcYIV+BkZ/Tqw+Nph92UFLeqbQaLRVNI6dZ0IbGBezv+ymEXLRU507N95uh0DZbLOOojvq3BX2L1jT16KD2k6Jsv2ZHe2xB//EBW8/hnk77cyrjz6BgVpq+pFMSBWGSeM/Y0Zy39ce8QC/+sUwF31+Dst/WmLpiSW2myPZ/lW5eFl51Nq1rGN25GlWWmYv44x/1CvjmEZaw57xaQknIfWEcNLZJfboD63+k9TgzYgfUOkQ8hazzwVG+wwExUAyaKQoiI9srAvIiLM361q7iu3Y0UJmoEggoISKDkwwe/3dwBv7ulAyRklIG1o75bD+eLrhqFkTFflOMHvjO/Um46q0ez5IrsjtcDQyzexNY7nzXovZ84BXc/ShBzM9P8LKkdouyowDDvPJdMeTIxlneHiY8847j0+cexpnfPGzvG52H3u+Jb5xZX3U0Bh1RzI78vRtkuf2Dtrxj6y2n5VeQHccYRlyjZmzlV/NlnFMGVYYsTy2Zp/PJ7+XDwR9fTHxKRZU9JwZUWcmM0z8HJPZZ8TZm7PT4aG0cRbW7NbsH0JAUcCmkTigomSEXrrCPRuNtpRxdIrUcjRAdNftLJSBozE+/rj63zAZp8Iz7MzBVCNG2aXLT50eRQwlQs5yfPVHv+Gyyy6jq8bCl4ccKZOafSgTmQX1qW+55RZ+8IMfsGHDenomTaavs5DQeU3pBut1wtibkQ41oq0aYxsiS97JMvZ676SDVnL37yWnnFninHNlmXU7EwlahlpY58rl0gPFnJ3i1wXN7InDP83oOvuclWQcvXBQQxUBSh7AlnFMdSBApWrQx4KkgzYfpslpo9FW/ct20Koya/EdzGL2Jp54Qv3XDdvM4w3ZTqosVJoJ7NAp6M3QhfbYV/2YY0/S/geRKCahG87AKy/zy/+8tuI1fOyzJS77WinloDWNvf5Zd955J4888gi/u+P26LzJ+6kNv7nit9xJDGO/jcXsa4Fn9uMT++wDex0geeeZbjnRfKyFvGDxvvCRSyQ9vZQlQeHYX/uFTOOcs4y9IGkk5+1sMPt8NHu2UnCU2615ziqafRgmCc7QICnNXoiksS+nLY4+64wOoGPxR0ZEzOxbYInbU8YRMbM3G1EWswd47ydHuPqSkAsvVO/t0msa9TL7SoNDpTJ9X/thiTv+UuLAg8LoODApL3hhRP22jlCwefNmjl/yD6x84nFgPrDUeawDXiPp7k7m7ghz8MLLxrVE/y+88ELe8pa30Nndw0ORcQ+AEbCmzNqxZgwA3thPSIQhXHXzCHN7Ar75H+ohFouq/+WDJFlSKQxE2QC6HLQa5Syo0WcL+gJyRofMRQnUSobR3Xl+/LqQj0mJeXibpJS36+M6jP1221u2ZFCoEcKALeMEASBjB22nznSbweybjbZi9rkc7LefZOf5qvCG/TDTzD7e4e0fkKx4YoSlkb0sSxNWQ6m3NN5opbieXpi70LiOQNUEDaMf1RVCsVjklHeczsIDlwLKI9rbJ/n4RSW+c6OxWjZyZJmKT5iD1S+n5ZkgCFi4cCFzZs9KdQpzbFLT4eTKR2/sJy50sfKLvlDi4CMkb3wjIFTZT/O5ageqNoBlB23iWOq/nTOnLy+Smr21qApg3s7x6w69lgUrhFr/N7+YYPbphrjXPlHUmbkozBGNs/pF4/qMZIdBgtmr7SXDHpmpmpuFtjL2U6bArXfA5Z+5H0iP6HacfWLqKKDDXCFnGFmb0daDfAA/WC458KgS22xbe9IyOylYLmosepWtduZ+7Nx/4uIbfg50AGexbu0kPvcvOd57+iTgLOCR8hTUdNCakThdvUo7HTJqFppsyxVVAaTKqJlRGdNGkWe/rRrjBIOeRZ9+Jnzpe6Wy83RKMcnsdbsLIiutDHGSNOiXWkJNsHIzGidPinDMnq3eCCGZ2iHoL4hELH753CTXHAgMjd3REPfcW/URV0nD8jEErHpBHaSnV5alGV3cqJJmXwiFN/ZjQQCJp2zLOAmmar1PyDgWo60HoYBjj4Vzrx6hr0oNSxM65ty8js5QxQpDzBK6CjnuXXELsCfwNWAdUko2rF8Xvd+Te2//KQHJRVWFArz1FDX4HHN6icHNm5k+fTpLlixhcHAQIUQiPxCkHUhZjjWAqdPc2yv+Zs/sxy1Mhm46VG1mryUSPTjEZCY9y9SEw5aBNPLRjNU0k4U8XPenIe5+VPKqzoCOUKRCO8uzWPMHyLhvuxzO+x+kPjfDl+2IZ7N/7L046WsIUOsAAGcitFwIzbb2baXZ27BH9JSxT+xraYsZMk69MB2Z9YwT2rEbzzAEnTkdiy/LzH7lY4/wmfe9FVXR1sYQMMSlH34L+x1wH8VCPMct5gRXXwMLjx9htwMkDzzwAGvXrmX16tUUolHBNvZOZm/9po98qsSjL0m2mV4/j/DZLscvzDaun2I+gL6I4R99nOR/fiQ45dS4IlMA6FLIWQVTIBm2a+fGiWTxMgTQNwWmGIv6bN+dqz8m0jsY57jsyhJsW2LGDNXhzBq69iUHAczfXfLwA4J3vFuWd9ADYCFUMqyp2ZcdtGO0M7WgrY19SsaxCnPbo735qW5gJsMdDfRxAlHfNM3lIO7J6Zz6cdqGf/3iFQwb8osLw0NDXHfll5jee2V5W7EAvd2CRUskJQn77rsvq1at4umnnzauneja1X/7+k2pR+ND58EfXi4RZFVb9mhL6PBGgUxmiY0ayHX/JfnxX4fYbzdlckwZB5JRa8k4+3g2C0lDrAuXOCUaa5ud9gSsAUbGb8xz7LUYhraT5e/nHYVazOv+6k0lVvxecuyJAc8MGOdHOaULQVKzL2fq9Q7ascH+cRWZvb3BQL06vQs5UTn6JnVOi1Wr6xAUQugwruf6669nZLiysR8ZHuLmG76TyAHUETVaQdy5+vv7WbhwYXkfHX6qoyps9uUy9q58KB7tDyFISDmQNNK5ECZPM1e1i4SMY7athPwhksdJxdljOXeN69Gwmb06dnJBY6KkqXGOVClTw9jb3VkImLEt7HOoTA1AgYjTiiTSJUTnNYuwNAttzeztUd8mwKLCvibqja13od4BQzt37IUsxUDQEcYtc/369TUdb8P69YlonI7odSCSTlYTesARQiVpSxl7kR5Q447qzf1EghkTHzP7+HPdGuyFRnYggrmva9BwMXtTx3HG0Is0KbEjfbJkHB1hVpamKmj2usqd63ckDH7U4YatSlXN7jHtz+yNO1jVQZtxnEYw+9HG59sGtjMksbiqp1rJ+wjdPT2JaByT2a9f9SIdHR28/vWvT3zHHHA6gnThFpOZaejoCo+JBU2WTLmyYGrtllHXfTPMaOf6O0Ikj2Mze3NwiQ5Zvp7EcezrJTkAZBn7vFUr2gxySB3TGFTM69K+rUCo2bHOZ18ys14KxwEbjPY29tZDrrSCtiKzb4ixr+9Jaj+B3QmmFEVCxnn7299OzlUqyDxWPs+Jp7ydopmaQTMWAQ/dczubN29OzRLKDlo0s09ejBBpw17pPnq0L7RhFrgZuW4TZrs29zXbkTpWvLI2X4XZ2/q8eT6I9HIHs8+ScRLnqMDsbSTYudEPAmH2pTiHlFlwvBUyTlsae1NKMG/gKaeo//u/rhR9Hn9mzwJMjMVBq5G3po3VYEfjaHSGgimG0f7IRz5CoYqxD4KQ95z9wQQryecFjzzyCL+44VvM2XkXvvCFL3DVVVclr8FgJh1hetCz2ZHe5on9xIOeGZvySMEsTWjIN/q97TgtHysKitDHzNLs8znYtkOwY3daOqnG7O2w4UzNXi8Ci9739WevlTGJTnKwSfZnV4rjVjho21qzt0eySy+FSXuPsGB/dYdtZp+Felm5+xj17Z+VrgFgm45447x587jxxhs5+h1dFmQAABJdSURBVOiT0KGWGkEQUCqVeNOpZzBn3jzu/NkqYCqwkXy+i1tuuYXPffD9HHz4Udz2i/9JnSeOJIKOQDBcSjb0wHF9tuPLY2KgnNqA2Iiasp+WeDSDd2n1JgpBxO6RSTnI0tPtvuli9nbxEL1fLTJOLkc55QHARy+XfOL5Eud8QnL7LcmWbvsGzIEnb8hViXQJntk3BrakUCzC/ofL8kpZW+vLlHEawezr1uzVf3f8cXLjUUcdBdwPvBfoQ4iAvr4+5u+6O4v3P4D3n3c+X/u3K7j44t2Be4Cj+e53F3LvvfcCcOKpZ1S+BpSMk2L2It2APLOfmNCrYE0WbRpYexaoQzWzeJSu2laJ2bsSvrry3rj6r2q7gmOPV9b21FONYxjnKxi+LYAdZsEXfjLCEcemD2rKONqe6DxAZhizTrlQMhOhtUD+bH9m75AZnK8FqVwXGo1x0Nb3KHNRjHIteeAV5gFfYfLkL/PQM5JtOwOe2ViiGAqe2TDEb3/5c9aufR41KGxi7drHuOiiX3D4meeycN5s9zVoYx9ExdatS7Fr6ILX7CcqEtE4jhaQjnWPo1Nc6DDWuRSCuGO6ImVMuGQUp/M3uoZvXgfX/mKED74hHkVsvwCbYwJjLrZMnduQsER0MzpCLUvFhX4SxUt0pt4WrKBta2af5YXPfJ1xs7eEZg/QW1uqegsxW9Lny4UhN/7wZi655MfAGcCPOOWUX/KqV72K7XacTT6jx+lonPJCLusH9OTSzMwz+4kJU4N3PX+BlUfJ2O5C0Yy6yYjGKRRcg4ooO3fL33FYOX293d2w6GCZGDhccfb6cPq4ds4s85jl90B3lK7BqdmbxUu8jDM2OI29xS7Kr6kUjTP2xzCaiJ6+emsgRjAXQ+nO19dV5Nhjj4n2mM7s2QcCOtrBfR49yOUjh5n9GzpCkdBTIR3l4DExUGb2Gc8/lZ9GuH0+Gq4SnVCd2cfXYgwQWcxe72t9bur3dpy9HgdyIi0EuGLlu6PwUN2VzTj7kSGQ0crdVuSzb89+qXW77I/Sr5ssPxRGcacnjcLYS2m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+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
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      },
      "metadata": {
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143.017986 55.552281 \nL 143.780801 51.34651 \nL 144.543616 26.5629 \nL 145.306432 101.601192 \nL 146.069252 66.948287 \nL 146.832067 61.467345 \nL 147.594883 98.229953 \nL 148.357698 132.679554 \nL 149.120513 142.446194 \nL 149.883329 59.996368 \nL 150.646144 108.102353 \nL 151.408964 106.305752 \nL 152.17178 90.657385 \nL 152.934595 83.461503 \nL 153.69741 143.850761 \nL 154.460226 97.804105 \nL 155.223041 38.769497 \nL 155.985861 165.986966 \nL 156.748677 86.097195 \nL 157.511492 149.894358 \nL 158.274307 138.538445 \nL 159.037123 104.60694 \nL 159.799938 112.033048 \nL 160.562758 70.659325 \nL 161.325573 87.219005 \nL 162.088389 84.415899 \nL 162.851204 128.045684 \nL 163.61402 27.427653 \nL 164.376835 77.774017 \nL 165.139655 141.236665 \nL 165.90247 124.872704 \nL 166.665286 166.119645 \nL 167.428101 86.463771 \nL 168.190917 122.760967 \nL 168.953734 149.080024 \nL 169.71655 126.34787 \nL 170.479365 144.872559 \nL 171.242183 125.423257 \nL 172.004998 191.317674 \nL 172.767814 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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
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      },
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201.754827 116.934323 \nL 202.517643 133.198723 \nL 203.280459 119.284108 \nL 204.043275 130.105469 \nL 204.806092 138.936461 \nL 205.568908 193.318078 \nL 206.331724 152.973912 \nL 207.09454 111.55393 \nL 207.857356 150.000097 \nL 208.620172 141.698414 \nL 209.382988 128.773318 \nL 210.145804 138.96242 \nL 210.908621 136.218299 \nL 211.671437 146.544059 \nL 212.434253 140.111021 \nL 213.197069 143.349053 \nL 213.959885 147.273296 \nL 214.722701 155.29054 \nL 215.485517 129.970846 \nL 216.248334 134.155278 \nL 217.01115 132.308771 \nL 217.773965 144.976074 \nL 218.536782 153.352381 \nL 219.299599 143.751843 \nL 220.062414 131.381086 \nL 220.825231 151.194176 \nL 221.588046 132.499634 \nL 222.350862 121.832257 \nL 223.113679 122.886184 \nL 223.876494 120.46719 \nL 224.639311 135.228731 \nL 225.402126 128.419751 \nL 226.164944 118.181172 \nL 226.927759 141.996034 \nL 227.690575 134.991908 \nL 228.453392 140.442661 \nL 229.216208 111.067336 \nL 229.979023 130.017687 \nL 230.741841 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+       "   <rect height=\"217.44\" width=\"334.8\" x=\"37.7875\" y=\"22.318125\"/>\n",
+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
@@ -305,8 +28531,2052 @@
     {
      "data": {
       "image/png": 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142.25517 193.792313 \nL 143.017986 178.601554 \nL 143.780801 199.697877 \nL 144.543616 183.320324 \nL 145.306432 223.957956 \nL 146.069252 212.153237 \nL 146.832067 243.715581 \nL 147.594883 252.742523 \nL 148.357698 237.504552 \nL 149.120513 224.158934 \nL 149.883329 213.098739 \nL 150.646144 192.514239 \nL 151.408964 159.754555 \nL 152.17178 245.347532 \nL 152.934595 238.204532 \nL 153.69741 287.285216 \nL 154.460226 196.682101 \nL 155.223041 241.759281 \nL 155.985861 199.347226 \nL 156.748677 182.115778 \nL 157.511492 233.168911 \nL 158.274307 210.84735 \nL 159.037123 221.206495 \nL 159.799938 166.74449 \nL 160.562758 188.380917 \nL 161.325573 159.378891 \nL 162.088389 185.245312 \nL 162.851204 182.437907 \nL 163.61402 229.715746 \nL 164.376835 151.835273 \nL 165.139655 257.237759 \nL 165.90247 161.165493 \nL 166.665286 261.663151 \nL 167.428101 194.362131 \nL 168.190917 253.64707 \nL 168.953734 204.924833 \nL 169.71655 275.718327 \nL 170.479365 136.211671 \nL 171.242183 261.452336 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201.754827 107.208374 \nL 202.517643 112.076092 \nL 203.280459 114.780641 \nL 204.043275 87.14827 \nL 204.806092 111.087521 \nL 205.568908 109.103012 \nL 206.331724 120.636777 \nL 207.09454 122.974213 \nL 207.857356 59.434559 \nL 208.620172 98.891739 \nL 209.382988 61.343793 \nL 210.145804 94.375779 \nL 210.908621 118.968283 \nL 211.671437 118.959373 \nL 212.434253 79.493753 \nL 213.197069 105.979116 \nL 213.959885 42.155793 \nL 214.722701 97.419913 \nL 215.485517 112.603118 \nL 216.248334 129.655679 \nL 217.01115 104.390417 \nL 217.773965 129.307197 \nL 218.536782 138.679568 \nL 219.299599 72.079271 \nL 220.062414 113.493594 \nL 220.825231 100.48107 \nL 221.588046 140.10313 \nL 222.350862 93.668923 \nL 223.113679 129.565646 \nL 223.876494 96.054868 \nL 224.639311 162.142862 \nL 225.402126 135.340547 \nL 226.164944 98.164127 \nL 226.927759 92.88391 \nL 227.690575 122.676192 \nL 228.453392 158.674601 \nL 229.216208 107.671778 \nL 229.979023 134.079119 \nL 230.741841 101.9881 \nL 231.504656 87.71561 \nL 232.267472 122.977785 \nL 233.030289 140.307588 \nL 233.793105 133.62438 \nL 234.55592 145.894474 \nL 235.318736 144.112089 \nL 236.081553 173.141151 \nL 236.844369 74.638516 \nL 237.607184 158.713531 \nL 238.370002 217.417007 \nL 239.132817 87.889062 \nL 239.895633 198.073844 \nL 240.65845 96.91303 \nL 241.421266 145.295035 \nL 242.184081 170.158534 \nL 242.946899 162.553947 \nL 243.709714 160.973011 \nL 244.47253 106.309743 \nL 245.235345 94.740444 \nL 245.99816 246.10542 \nL 246.76098 174.075776 \nL 247.523796 137.662008 \nL 248.286611 129.121206 \nL 249.049427 160.134306 \nL 249.812242 124.620371 \nL 250.575057 136.07059 \nL 251.337877 134.90037 \nL 252.100693 138.73546 \nL 252.863508 161.380494 \nL 253.626323 92.504658 \nL 254.389139 159.694817 \nL 255.151954 171.025911 \nL 255.914774 163.554499 \nL 256.67759 212.476658 \nL 257.440405 176.415274 \nL 258.20322 180.419779 \nL 258.966036 161.510124 \nL 259.728851 151.803783 \nL 260.491671 143.897852 \nL 261.254487 176.472041 \nL 262.017302 152.792238 \nL 262.780117 148.385446 \nL 263.542933 197.259683 \nL 264.305748 142.688152 \nL 265.068564 169.56839 \nL 265.831384 155.044619 \nL 266.594199 194.419429 \nL 267.357014 166.722127 \nL 268.11983 156.990291 \nL 268.882645 176.000955 \nL 269.645461 152.510961 \nL 270.408281 170.995878 \nL 271.171096 210.475385 \nL 271.933911 153.355046 \nL 272.696727 150.745226 \nL 273.459542 176.961255 \nL 274.222358 155.724055 \nL 274.985177 247.249826 \nL 275.747993 156.676138 \nL 276.510808 148.25112 \nL 277.273624 163.374722 \nL 278.036439 228.027993 \nL 278.799254 155.49721 \nL 279.562074 184.38436 \nL 280.32489 219.08307 \nL 281.087705 191.754544 \nL 281.850521 167.60538 \nL 282.613336 178.109462 \nL 283.376151 179.331767 \nL 284.138967 173.578345 \nL 284.901782 175.178894 \nL 285.664598 160.734912 \nL 286.427413 158.943047 \nL 287.190238 149.432441 \nL 287.953053 159.734454 \nL 288.715868 189.40413 \nL 289.478684 168.464391 \nL 290.241499 185.070744 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349.741155 119.891488 \nL 350.50397 173.800549 \nL 351.266786 117.727137 \nL 352.029601 141.763624 \nL 352.792417 200.499947 \nL 353.555241 151.564731 \nL 354.318057 156.42195 \nL 355.080872 133.494539 \nL 355.843687 177.816896 \nL 356.606503 143.49556 \nL 357.369318 147.639838 \nL 357.369318 147.639838 \nL 357.369318 95.437598 \nL 356.606503 92.081672 \nL 355.843687 127.193215 \nL 355.080872 83.660176 \nL 354.318057 107.488568 \nL 353.555241 103.598764 \nL 352.792417 153.509395 \nL 352.029601 95.757235 \nL 351.266786 72.783268 \nL 350.50397 129.914368 \nL 349.741155 77.032752 \nL 348.97834 79.66255 \nL 348.215524 145.831788 \nL 347.452709 67.670429 \nL 346.689893 94.317745 \nL 345.927078 133.1449 \nL 345.164263 87.049576 \nL 344.401447 109.503531 \nL 343.638623 74.886241 \nL 342.875807 76.655775 \nL 342.112992 109.177915 \nL 341.350177 75.281036 \nL 340.587361 69.800768 \nL 339.824546 113.660626 \nL 339.06173 93.034902 \nL 338.298915 119.293676 \nL 337.5361 104.004006 \nL 336.773284 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172.004998 186.92489 \nL 172.767814 215.950132 \nL 173.530631 170.865866 \nL 174.293447 163.453641 \nL 175.056262 191.400854 \nL 175.81908 189.619092 \nL 176.581895 201.169016 \nL 177.344711 191.258386 \nL 178.107526 164.543776 \nL 178.870344 222.684347 \nL 179.633159 188.196425 \nL 180.395974 155.916541 \nL 181.158792 201.468668 \nL 181.921608 174.477119 \nL 182.684423 187.958588 \nL 183.447241 186.032234 \nL 184.210056 227.606234 \nL 184.972871 251.669852 \nL 185.735689 153.623978 \nL 186.498504 202.273524 \nL 187.261321 171.644428 \nL 188.024136 222.399684 \nL 188.786953 211.064424 \nL 189.549769 224.874052 \nL 190.312585 138.560348 \nL 191.075401 191.452436 \nL 191.838217 134.090997 \nL 192.601033 220.186178 \nL 193.36385 204.59013 \nL 194.126665 205.845115 \nL 194.889482 184.235289 \nL 195.652298 190.903581 \nL 196.415114 135.858729 \nL 197.17793 185.871654 \nL 197.940746 202.800359 \nL 198.703562 169.112627 \nL 199.466379 133.381119 \nL 200.229195 224.695411 \nL 200.992011 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230.741841 122.715001 \nL 231.504656 124.324547 \nL 232.267472 147.03624 \nL 233.030289 124.738696 \nL 233.793105 103.423471 \nL 234.55592 110.324986 \nL 235.318736 148.583095 \nL 236.081553 106.205676 \nL 236.844369 91.733218 \nL 237.607184 113.569965 \nL 238.370002 121.989166 \nL 239.132817 92.445092 \nL 239.895633 111.65306 \nL 240.65845 83.285694 \nL 241.421266 65.405852 \nL 242.184081 113.017735 \nL 242.946899 87.163651 \nL 243.709714 113.750944 \nL 244.47253 118.177793 \nL 245.235345 89.212025 \nL 245.99816 115.493944 \nL 246.76098 108.808513 \nL 247.523796 99.544834 \nL 248.286611 152.107596 \nL 249.049427 105.331561 \nL 249.812242 140.545841 \nL 250.575057 71.76511 \nL 251.337877 90.206987 \nL 252.100693 113.651248 \nL 252.863508 98.108559 \nL 253.626323 136.838276 \nL 254.389139 95.174475 \nL 255.151954 89.467864 \nL 255.914774 83.089321 \nL 256.67759 94.723747 \nL 257.440405 110.708294 \nL 258.20322 105.623704 \nL 258.966036 119.177849 \nL 259.728851 88.380438 \nL 260.491671 94.278051 \nL 261.254487 88.65956 \nL 262.017302 102.471265 \nL 262.780117 87.877067 \nL 263.542933 65.083792 \nL 264.305748 94.891585 \nL 265.068564 107.531685 \nL 265.831384 97.160976 \nL 266.594199 87.289681 \nL 267.357014 115.441829 \nL 268.11983 116.47038 \nL 268.882645 118.997052 \nL 269.645461 90.103988 \nL 270.408281 99.10926 \nL 271.171096 114.809505 \nL 271.933911 114.47876 \nL 272.696727 112.849157 \nL 273.459542 122.953147 \nL 274.222358 127.126264 \nL 274.985177 114.129123 \nL 275.747993 88.148141 \nL 276.510808 121.779442 \nL 277.273624 109.270953 \nL 278.036439 122.758428 \nL 278.799254 120.377412 \nL 279.562074 134.86978 \nL 280.32489 116.568692 \nL 281.087705 113.874988 \nL 281.850521 125.723545 \nL 282.613336 126.529284 \nL 283.376151 86.217516 \nL 284.138967 144.624281 \nL 284.901782 108.53124 \nL 285.664598 98.706333 \nL 286.427413 107.82151 \nL 287.190238 128.995365 \nL 287.953053 121.816237 \nL 288.715868 123.807601 \nL 289.478684 97.795059 \nL 290.241499 115.421479 \nL 291.004315 102.781722 \nL 291.76713 116.427327 \nL 292.529945 115.066469 \nL 293.292761 101.80097 \nL 294.055576 141.537275 \nL 294.818392 101.694069 \nL 295.581207 114.175317 \nL 296.344031 120.225159 \nL 297.106847 101.604131 \nL 297.869662 157.745359 \nL 298.632478 125.653985 \nL 299.395293 135.115776 \nL 300.158108 151.814185 \nL 300.920924 140.668275 \nL 301.683739 128.312787 \nL 302.446555 142.328128 \nL 303.20937 115.366827 \nL 303.972185 144.886494 \nL 304.735001 122.213293 \nL 305.497816 121.070166 \nL 306.260641 125.785515 \nL 307.023456 125.309535 \nL 307.786272 98.837658 \nL 308.549087 119.588586 \nL 309.311902 108.017415 \nL 310.074718 95.787753 \nL 310.837533 129.558453 \nL 311.600349 131.029027 \nL 312.363164 96.037261 \nL 313.125979 151.607225 \nL 313.888795 116.003456 \nL 314.65161 165.819235 \nL 315.414435 130.132327 \nL 316.17725 124.674751 \nL 316.940066 122.837524 \nL 317.702881 123.032402 \nL 318.465696 140.795883 \nL 319.228512 126.968427 \nL 319.991327 145.042494 \nL 320.754143 119.059996 \nL 321.516958 151.193494 \nL 322.279773 120.288892 \nL 323.042589 157.730678 \nL 323.805404 131.839232 \nL 324.56822 160.877431 \nL 325.331044 152.797835 \nL 326.093859 136.758739 \nL 326.856675 119.928078 \nL 327.61949 124.963474 \nL 328.382306 149.009076 \nL 329.145121 127.05077 \nL 329.907936 149.966975 \nL 330.670752 140.363926 \nL 331.433567 144.054276 \nL 332.196383 164.951057 \nL 332.959198 142.523293 \nL 333.722013 138.004387 \nL 334.484838 135.799921 \nL 335.247653 164.854373 \nL 336.010469 150.233001 \nL 336.773284 156.85693 \nL 337.5361 128.080782 \nL 338.298915 161.269095 \nL 339.06173 151.397094 \nL 339.824546 134.211301 \nL 340.587361 145.840386 \nL 341.350177 153.366724 \nL 342.112992 162.225773 \nL 342.875807 145.826296 \nL 343.638623 152.972992 \nL 344.401447 150.480014 \nL 345.164263 148.972069 \nL 345.927078 159.611436 \nL 346.689893 146.628362 \nL 347.452709 144.748233 \nL 348.215524 153.172978 \nL 348.97834 160.534087 \nL 349.741155 159.128213 \nL 350.50397 150.650064 \nL 351.266786 161.519426 \nL 352.029601 151.391028 \nL 352.792417 150.600147 \nL 353.555241 157.415427 \nL 354.318057 146.029691 \nL 355.080872 152.605632 \nL 355.843687 144.46003 \nL 356.606503 151.229214 \nL 357.369318 157.056915 \nL 357.369318 157.056915 \nL 357.369318 139.385296 \nL 356.606503 133.861934 \nL 355.843687 127.305867 \nL 355.080872 135.629513 \nL 354.318057 129.233406 \nL 353.555241 140.774921 \nL 352.792417 134.114975 \nL 352.029601 135.023273 \nL 351.266786 145.177931 \nL 350.50397 134.256633 \nL 349.741155 142.669125 \nL 348.97834 143.930002 \nL 348.215524 136.373935 \nL 347.452709 127.677573 \nL 346.689893 129.25896 \nL 345.927078 141.929239 \nL 345.164263 130.962402 \nL 344.401447 132.102369 \nL 343.638623 134.201877 \nL 342.875807 126.666287 \nL 342.112992 142.666869 \nL 341.350177 133.423972 \nL 340.587361 125.365161 \nL 339.824546 113.246832 \nL 339.06173 129.908236 \nL 338.298915 139.231075 \nL 337.5361 105.471171 \nL 336.773284 133.648622 \nL 336.010469 126.427649 \nL 335.247653 140.392945 \nL 334.484838 110.64271 \nL 333.722013 112.115707 \nL 332.959198 115.930374 \nL 332.196383 137.841742 \nL 331.433567 116.614024 \nL 330.670752 112.600764 \nL 329.907936 121.916957 \nL 329.145121 98.737146 \nL 328.382306 120.442496 \nL 327.61949 96.139351 \nL 326.856675 90.844942 \nL 326.093859 107.414745 \nL 325.331044 123.206316 \nL 324.56822 130.974081 \nL 323.805404 101.562087 \nL 323.042589 127.08037 \nL 322.279773 89.389945 \nL 321.516958 120.13242 \nL 320.754143 87.848043 \nL 319.991327 113.682388 \nL 319.228512 95.450095 \nL 318.465696 109.176549 \nL 317.702881 91.335378 \nL 316.940066 91.061945 \nL 316.17725 92.819775 \nL 315.414435 98.161949 \nL 314.65161 133.705897 \nL 313.888795 83.744484 \nL 313.125979 119.199731 \nL 312.363164 63.486276 \nL 311.600349 98.354567 \nL 310.837533 96.734364 \nL 310.074718 62.809618 \nL 309.311902 74.880928 \nL 308.549087 86.291358 \nL 307.786272 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277.273624 77.870958 \nL 276.510808 90.389674 \nL 275.747993 56.784047 \nL 274.985177 82.775708 \nL 274.222358 95.772101 \nL 273.459542 91.590012 \nL 272.696727 81.44994 \nL 271.933911 82.99552 \nL 271.171096 83.246363 \nL 270.408281 67.458688 \nL 269.645461 58.338145 \nL 268.882645 87.089954 \nL 268.11983 84.413848 \nL 267.357014 83.236539 \nL 266.594199 54.953152 \nL 265.831384 64.706268 \nL 265.068564 74.954996 \nL 264.305748 62.149517 \nL 263.542933 32.16661 \nL 262.780117 54.785684 \nL 262.017302 69.221573 \nL 261.254487 55.229559 \nL 260.491671 60.648168 \nL 259.728851 54.518764 \nL 258.966036 85.043269 \nL 258.20322 71.238346 \nL 257.440405 76.113659 \nL 256.67759 59.973584 \nL 255.914774 48.198498 \nL 255.151954 54.417381 \nL 254.389139 59.953566 \nL 253.626323 101.425328 \nL 252.863508 62.501484 \nL 252.100693 77.848271 \nL 251.337877 54.188234 \nL 250.575057 35.510266 \nL 249.812242 104.027583 \nL 249.049427 68.51624 \nL 248.286611 114.973863 \nL 247.523796 62.042976 \nL 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221.781485 \nL 143.017986 215.174722 \nL 143.780801 198.281231 \nL 144.543616 235.283496 \nL 145.306432 229.343412 \nL 146.069252 247.992498 \nL 146.832067 251.176967 \nL 147.594883 229.209453 \nL 148.357698 222.236059 \nL 149.120513 227.588472 \nL 149.883329 239.797408 \nL 150.646144 185.841002 \nL 151.408964 219.408688 \nL 152.17178 267.639583 \nL 152.934595 247.833447 \nL 153.69741 226.682252 \nL 154.460226 210.787058 \nL 155.223041 183.71231 \nL 155.985861 222.409664 \nL 156.748677 224.989685 \nL 157.511492 220.9519 \nL 158.274307 200.366545 \nL 159.037123 211.16004 \nL 159.799938 206.487771 \nL 160.562758 235.657839 \nL 161.325573 200.868373 \nL 162.088389 200.525427 \nL 162.851204 180.346219 \nL 163.61402 224.53257 \nL 164.376835 211.046046 \nL 165.139655 222.612858 \nL 165.90247 223.681173 \nL 166.665286 211.42499 \nL 167.428101 202.997195 \nL 168.190917 181.68903 \nL 168.953734 197.28896 \nL 169.71655 232.823437 \nL 170.479365 228.878281 \nL 171.242183 204.632886 \nL 172.004998 225.058349 \nL 172.767814 208.506436 \nL 173.530631 207.418408 \nL 174.293447 194.416889 \nL 175.056262 215.002776 \nL 175.81908 216.914712 \nL 176.581895 204.26192 \nL 177.344711 167.776387 \nL 178.107526 214.058168 \nL 178.870344 222.902154 \nL 179.633159 194.841713 \nL 180.395974 193.983337 \nL 181.158792 200.372934 \nL 181.921608 184.847618 \nL 182.684423 203.549109 \nL 183.447241 212.952785 \nL 184.210056 201.319649 \nL 184.972871 212.800319 \nL 185.735689 200.538964 \nL 186.498504 181.595942 \nL 187.261321 186.087361 \nL 188.024136 186.245426 \nL 188.786953 213.925595 \nL 189.549769 228.800311 \nL 190.312585 169.62956 \nL 191.075401 174.902487 \nL 191.838217 199.137572 \nL 192.601033 194.985638 \nL 193.36385 185.515799 \nL 194.126665 201.403898 \nL 194.889482 194.518305 \nL 195.652298 229.952598 \nL 196.415114 180.101137 \nL 197.17793 197.460757 \nL 197.940746 211.787655 \nL 198.703562 193.920414 \nL 199.466379 208.268172 \nL 200.229195 190.997376 \nL 200.992011 178.085819 \nL 201.754827 176.589239 \nL 202.517643 187.519009 \nL 203.280459 186.277964 \nL 204.043275 226.197837 \nL 204.806092 203.461198 \nL 205.568908 198.381097 \nL 206.331724 202.134141 \nL 207.09454 190.09693 \nL 207.857356 177.773894 \nL 208.620172 178.090106 \nL 209.382988 198.069308 \nL 210.145804 193.87561 \nL 210.908621 168.122158 \nL 211.671437 201.639026 \nL 212.434253 189.366415 \nL 213.197069 239.721278 \nL 213.959885 217.982049 \nL 214.722701 181.387992 \nL 215.485517 179.973049 \nL 216.248334 156.666649 \nL 217.01115 211.652782 \nL 217.773965 186.798895 \nL 218.536782 201.652382 \nL 219.299599 191.679697 \nL 220.062414 182.224212 \nL 220.825231 193.670945 \nL 221.588046 247.390797 \nL 222.350862 190.312838 \nL 223.113679 202.459214 \nL 223.876494 197.46276 \nL 224.639311 177.508477 \nL 225.402126 161.753388 \nL 226.164944 184.231044 \nL 226.927759 184.273516 \nL 227.690575 129.905198 \nL 228.453392 178.705156 \nL 229.216208 191.326668 \nL 229.979023 195.404027 \nL 230.741841 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260.491671 171.058798 \nL 261.254487 180.045764 \nL 262.017302 149.50855 \nL 262.780117 187.256314 \nL 263.542933 161.825383 \nL 264.305748 173.680791 \nL 265.068564 193.095482 \nL 265.831384 177.339982 \nL 266.594199 218.172354 \nL 267.357014 181.535592 \nL 268.11983 172.670221 \nL 268.882645 143.345573 \nL 269.645461 210.319011 \nL 270.408281 148.599021 \nL 271.171096 198.50787 \nL 271.933911 180.379702 \nL 272.696727 199.310574 \nL 273.459542 196.600748 \nL 274.222358 187.226272 \nL 274.985177 169.625892 \nL 275.747993 206.603449 \nL 276.510808 216.624036 \nL 277.273624 214.627034 \nL 278.036439 212.743643 \nL 278.799254 226.690968 \nL 279.562074 145.158268 \nL 280.32489 204.93283 \nL 281.087705 159.849571 \nL 281.850521 166.721035 \nL 282.613336 159.886726 \nL 283.376151 188.477291 \nL 284.138967 152.565582 \nL 284.901782 196.047603 \nL 285.664598 176.412326 \nL 286.427413 163.197213 \nL 287.190238 181.246302 \nL 287.953053 157.426283 \nL 288.715868 207.506772 \nL 289.478684 171.966265 \nL 290.241499 134.729953 \nL 291.004315 215.206112 \nL 291.76713 144.037789 \nL 292.529945 174.313435 \nL 293.292761 187.891583 \nL 294.055576 133.441143 \nL 294.818392 164.233704 \nL 295.581207 206.75276 \nL 296.344031 199.472755 \nL 297.106847 174.323065 \nL 297.869662 251.814633 \nL 298.632478 174.62711 \nL 299.395293 154.110787 \nL 300.158108 174.383428 \nL 300.920924 174.642501 \nL 301.683739 195.450192 \nL 302.446555 213.037663 \nL 303.20937 206.984849 \nL 303.972185 160.709153 \nL 304.735001 180.496884 \nL 305.497816 198.260986 \nL 306.260641 213.572748 \nL 307.023456 198.75522 \nL 307.786272 182.103369 \nL 308.549087 198.34972 \nL 309.311902 165.5899 \nL 310.074718 155.395372 \nL 310.837533 187.725339 \nL 311.600349 137.63682 \nL 312.363164 130.514634 \nL 313.125979 134.148192 \nL 313.888795 169.937601 \nL 314.65161 202.144937 \nL 315.414435 129.164623 \nL 316.17725 148.524735 \nL 316.940066 181.099616 \nL 317.702881 178.37449 \nL 318.465696 211.677012 \nL 319.228512 175.461474 \nL 319.991327 179.124834 \nL 320.754143 219.812503 \nL 321.516958 177.425044 \nL 322.279773 195.231388 \nL 323.042589 199.564424 \nL 323.805404 203.095442 \nL 324.56822 99.680653 \nL 325.331044 185.962844 \nL 326.093859 246.102957 \nL 326.856675 206.915724 \nL 327.61949 174.736425 \nL 328.382306 142.096055 \nL 329.145121 195.010101 \nL 329.907936 233.242947 \nL 330.670752 138.114992 \nL 331.433567 172.670933 \nL 332.196383 294.309564 \nL 332.959198 180.996661 \nL 333.722013 209.197584 \nL 334.484838 168.679418 \nL 335.247653 234.361102 \nL 336.010469 274.965727 \nL 336.773284 150.533725 \nL 337.5361 254.787252 \nL 338.298915 164.941441 \nL 339.06173 162.399462 \nL 339.824546 194.902141 \nL 340.587361 247.699657 \nL 341.350177 119.580667 \nL 342.112992 252.254679 \nL 342.875807 172.115242 \nL 343.638623 326.092993 \nL 344.401447 200.896063 \nL 345.164263 220.908904 \nL 345.927078 254.80423 \nL 346.689893 269.503708 \nL 347.452709 277.629705 \nL 348.215524 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177.575006 \nL 172.767814 160.759647 \nL 173.530631 157.452918 \nL 174.293447 172.09654 \nL 175.056262 159.028748 \nL 175.81908 159.571687 \nL 176.581895 165.196126 \nL 177.344711 164.159914 \nL 178.107526 146.989289 \nL 178.870344 163.668461 \nL 179.633159 147.40344 \nL 180.395974 172.498028 \nL 181.158792 150.605991 \nL 181.921608 161.465138 \nL 182.684423 179.425863 \nL 183.447241 170.511511 \nL 184.210056 164.304235 \nL 184.972871 191.06072 \nL 185.735689 171.802957 \nL 186.498504 159.39619 \nL 187.261321 193.407809 \nL 188.024136 180.14403 \nL 188.786953 164.114993 \nL 189.549769 158.67476 \nL 190.312585 188.197332 \nL 191.075401 168.114826 \nL 191.838217 155.787849 \nL 192.601033 156.993649 \nL 193.36385 159.044307 \nL 194.126665 162.78556 \nL 194.889482 152.917745 \nL 195.652298 139.646162 \nL 196.415114 139.020417 \nL 197.17793 170.897078 \nL 197.940746 166.833405 \nL 198.703562 173.958089 \nL 199.466379 156.425963 \nL 200.229195 181.136342 \nL 200.992011 158.061754 \nL 201.754827 148.919283 \nL 202.517643 151.147573 \nL 203.280459 163.908219 \nL 204.043275 168.971773 \nL 204.806092 153.31273 \nL 205.568908 169.19026 \nL 206.331724 159.401925 \nL 207.09454 173.628 \nL 207.857356 153.767904 \nL 208.620172 154.460605 \nL 209.382988 158.280653 \nL 210.145804 152.986492 \nL 210.908621 131.685148 \nL 211.671437 155.631044 \nL 212.434253 164.992946 \nL 213.197069 158.077277 \nL 213.959885 137.667305 \nL 214.722701 168.801466 \nL 215.485517 143.841003 \nL 216.248334 172.065185 \nL 217.01115 150.816518 \nL 217.773965 148.51897 \nL 218.536782 148.639553 \nL 219.299599 150.491118 \nL 220.062414 167.202687 \nL 220.825231 134.103148 \nL 221.588046 128.463587 \nL 222.350862 148.656997 \nL 223.113679 156.597076 \nL 223.876494 149.972093 \nL 224.639311 152.98348 \nL 225.402126 152.082011 \nL 226.164944 153.99836 \nL 226.927759 138.571883 \nL 227.690575 150.349512 \nL 228.453392 154.75698 \nL 229.216208 113.870524 \nL 229.979023 139.031173 \nL 230.741841 147.910439 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145.757927 \nL 291.004315 146.482614 \nL 291.76713 155.112068 \nL 292.529945 145.525275 \nL 293.292761 142.182783 \nL 294.055576 148.99246 \nL 294.818392 148.188282 \nL 295.581207 145.759331 \nL 296.344031 137.161036 \nL 297.106847 134.751459 \nL 297.869662 141.686017 \nL 298.632478 144.417832 \nL 299.395293 148.730054 \nL 300.158108 139.024723 \nL 300.920924 143.834271 \nL 301.683739 155.53209 \nL 302.446555 149.827099 \nL 303.20937 156.80687 \nL 303.972185 143.006946 \nL 304.735001 125.553495 \nL 305.497816 145.904206 \nL 306.260641 148.947617 \nL 307.023456 151.861188 \nL 307.786272 149.654737 \nL 308.549087 161.346777 \nL 309.311902 144.624394 \nL 310.074718 148.761923 \nL 310.837533 151.324433 \nL 311.600349 157.430889 \nL 312.363164 134.729855 \nL 313.125979 145.288796 \nL 313.888795 136.089462 \nL 314.65161 152.989837 \nL 315.414435 148.087722 \nL 316.17725 150.777388 \nL 316.940066 164.427987 \nL 317.702881 134.096157 \nL 318.465696 128.686591 \nL 319.228512 163.69453 \nL 319.991327 145.048174 \nL 320.754143 145.433073 \nL 321.516958 138.544731 \nL 322.279773 147.782588 \nL 323.042589 158.178844 \nL 323.805404 151.837329 \nL 324.56822 144.674561 \nL 325.331044 176.280836 \nL 326.093859 148.01492 \nL 326.856675 162.038644 \nL 327.61949 140.603295 \nL 328.382306 135.088165 \nL 329.145121 129.083533 \nL 329.907936 126.707623 \nL 330.670752 172.544009 \nL 331.433567 133.54657 \nL 332.196383 141.310463 \nL 332.959198 136.729019 \nL 333.722013 124.490334 \nL 334.484838 155.026061 \nL 335.247653 138.058854 \nL 336.010469 155.637549 \nL 336.773284 136.673118 \nL 337.5361 180.165392 \nL 338.298915 164.24023 \nL 339.06173 154.004341 \nL 339.824546 168.089796 \nL 340.587361 132.053272 \nL 341.350177 125.017934 \nL 342.112992 152.676457 \nL 342.875807 179.264418 \nL 343.638623 170.511119 \nL 344.401447 180.024593 \nL 345.164263 141.262261 \nL 345.927078 116.72177 \nL 346.689893 172.193082 \nL 347.452709 70.577435 \nL 348.215524 149.718975 \nL 348.97834 103.618525 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336.773284 97.617537 \nL 336.010469 117.558316 \nL 335.247653 101.005167 \nL 334.484838 118.973694 \nL 333.722013 89.402549 \nL 332.959198 102.586256 \nL 332.196383 108.085292 \nL 331.433567 101.134095 \nL 330.670752 140.931168 \nL 329.907936 95.864596 \nL 329.145121 99.059197 \nL 328.382306 105.93897 \nL 327.61949 112.340755 \nL 326.856675 134.61943 \nL 326.093859 121.362733 \nL 325.331044 150.435948 \nL 324.56822 119.623325 \nL 323.805404 127.570927 \nL 323.042589 134.688562 \nL 322.279773 124.961161 \nL 321.516958 116.179705 \nL 320.754143 123.518523 \nL 319.991327 123.613922 \nL 319.228512 142.721567 \nL 318.465696 108.153926 \nL 317.702881 113.984285 \nL 316.940066 144.717495 \nL 316.17725 131.445332 \nL 315.414435 129.101716 \nL 314.65161 134.334932 \nL 313.888795 117.751336 \nL 313.125979 127.257311 \nL 312.363164 117.008151 \nL 311.600349 140.011908 \nL 310.837533 134.194012 \nL 310.074718 131.906566 \nL 309.311902 128.034971 \nL 308.549087 145.00957 \nL 307.786272 133.564329 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140.947644 \nL 277.273624 132.048942 \nL 276.510808 123.580973 \nL 275.747993 133.011869 \nL 274.985177 137.405879 \nL 274.222358 137.79968 \nL 273.459542 133.058693 \nL 272.696727 131.371274 \nL 271.933911 125.608518 \nL 271.171096 121.22801 \nL 270.408281 125.87694 \nL 269.645461 129.649561 \nL 268.882645 122.42245 \nL 268.11983 118.743827 \nL 267.357014 137.840172 \nL 266.594199 130.956514 \nL 265.831384 129.613321 \nL 265.068564 132.837595 \nL 264.305748 143.384507 \nL 263.542933 122.203435 \nL 262.780117 128.400223 \nL 262.017302 130.673072 \nL 261.254487 123.905629 \nL 260.491671 111.060996 \nL 259.728851 120.329697 \nL 258.966036 125.813332 \nL 258.20322 117.728934 \nL 257.440405 124.719572 \nL 256.67759 132.741494 \nL 255.914774 114.10907 \nL 255.151954 118.383253 \nL 254.389139 120.446969 \nL 253.626323 120.311395 \nL 252.863508 134.429591 \nL 252.100693 122.455428 \nL 251.337877 128.783534 \nL 250.575057 126.548176 \nL 249.812242 142.135003 \nL 249.049427 122.262065 \nL 248.286611 112.040851 \nL 247.523796 126.003403 \nL 246.76098 128.432632 \nL 245.99816 111.71944 \nL 245.235345 125.588055 \nL 244.47253 116.822936 \nL 243.709714 120.408513 \nL 242.946899 114.501533 \nL 242.184081 113.070181 \nL 241.421266 119.308745 \nL 240.65845 126.807664 \nL 239.895633 117.532846 \nL 239.132817 141.731565 \nL 238.370002 117.35783 \nL 237.607184 122.663788 \nL 236.844369 135.342902 \nL 236.081553 119.224297 \nL 235.318736 131.470012 \nL 234.55592 131.18336 \nL 233.793105 139.048734 \nL 233.030289 135.14086 \nL 232.267472 117.849547 \nL 231.504656 136.142632 \nL 230.741841 122.494858 \nL 229.979023 113.485471 \nL 229.216208 88.214697 \nL 228.453392 128.991336 \nL 227.690575 124.483571 \nL 226.927759 112.625641 \nL 226.164944 127.954009 \nL 225.402126 126.009149 \nL 224.639311 126.966126 \nL 223.876494 124.076405 \nL 223.113679 130.840269 \nL 222.350862 123.015309 \nL 221.588046 102.954235 \nL 220.825231 108.745139 \nL 220.062414 142.000696 \nL 219.299599 125.438167 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260.491671 157.344741 \nL 261.254487 143.794631 \nL 262.017302 149.731735 \nL 262.780117 144.913446 \nL 263.542933 118.66099 \nL 264.305748 127.442675 \nL 265.068564 155.951507 \nL 265.831384 159.526413 \nL 266.594199 156.071236 \nL 267.357014 160.669144 \nL 268.11983 142.329848 \nL 268.882645 133.701591 \nL 269.645461 144.112303 \nL 270.408281 151.265593 \nL 271.171096 127.652738 \nL 271.933911 142.7847 \nL 272.696727 142.281903 \nL 273.459542 144.705087 \nL 274.222358 159.091762 \nL 274.985177 130.318047 \nL 275.747993 151.21279 \nL 276.510808 135.400853 \nL 277.273624 152.464956 \nL 278.036439 145.579735 \nL 278.799254 138.53534 \nL 279.562074 154.733139 \nL 280.32489 141.296184 \nL 281.087705 136.808331 \nL 281.850521 131.583418 \nL 282.613336 123.003959 \nL 283.376151 140.941257 \nL 284.138967 162.522181 \nL 284.901782 140.520919 \nL 285.664598 137.527908 \nL 286.427413 139.152996 \nL 287.190238 125.745473 \nL 287.953053 156.117582 \nL 288.715868 146.857124 \nL 289.478684 140.799631 \nL 290.241499 142.866122 \nL 291.004315 147.451591 \nL 291.76713 140.026964 \nL 292.529945 139.727177 \nL 293.292761 149.624538 \nL 294.055576 158.992226 \nL 294.818392 126.36054 \nL 295.581207 142.496494 \nL 296.344031 151.002473 \nL 297.106847 138.029175 \nL 297.869662 155.01113 \nL 298.632478 130.687737 \nL 299.395293 138.124411 \nL 300.158108 144.56154 \nL 300.920924 141.293904 \nL 301.683739 150.102222 \nL 302.446555 129.146032 \nL 303.20937 146.939648 \nL 303.972185 139.207439 \nL 304.735001 138.001004 \nL 305.497816 151.225945 \nL 306.260641 145.171771 \nL 307.023456 149.961357 \nL 307.786272 146.111371 \nL 308.549087 141.454033 \nL 309.311902 141.833766 \nL 310.074718 142.365198 \nL 310.837533 149.480097 \nL 311.600349 148.681073 \nL 312.363164 169.275501 \nL 313.125979 150.544793 \nL 313.888795 117.90621 \nL 314.65161 126.150235 \nL 315.414435 135.417287 \nL 316.17725 151.736849 \nL 316.940066 143.274184 \nL 317.702881 181.617926 \nL 318.465696 169.558861 \nL 319.228512 142.097041 \nL 319.991327 143.525882 \nL 320.754143 191.931441 \nL 321.516958 145.94462 \nL 322.279773 153.223592 \nL 323.042589 168.127919 \nL 323.805404 186.43855 \nL 324.56822 170.566136 \nL 325.331044 140.018988 \nL 326.093859 166.710841 \nL 326.856675 152.278732 \nL 327.61949 158.824132 \nL 328.382306 146.683817 \nL 329.145121 182.418249 \nL 329.907936 125.818791 \nL 330.670752 135.979815 \nL 331.433567 134.202932 \nL 332.196383 193.582373 \nL 332.959198 117.210643 \nL 333.722013 112.229912 \nL 334.484838 124.239334 \nL 335.247653 172.912979 \nL 336.010469 156.025987 \nL 336.773284 156.126256 \nL 337.5361 124.807641 \nL 338.298915 184.854772 \nL 339.06173 176.557346 \nL 339.824546 193.587551 \nL 340.587361 120.452684 \nL 341.350177 171.614344 \nL 342.112992 102.884664 \nL 342.875807 177.418901 \nL 343.638623 153.417441 \nL 344.401447 168.087398 \nL 345.164263 85.258541 \nL 345.927078 163.313947 \nL 346.689893 128.250381 \nL 347.452709 149.251582 \nL 348.215524 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146.805112 \nL 159.799938 135.056613 \nL 159.037123 157.118581 \nL 158.274307 113.787102 \nL 157.511492 139.926807 \nL 156.748677 120.590466 \nL 155.985861 148.694889 \nL 155.223041 144.089671 \nL 154.460226 104.689679 \nL 153.69741 111.220706 \nL 152.934595 134.4405 \nL 152.17178 102.039423 \nL 151.408964 133.342753 \nL 150.646144 129.775495 \nL 149.883329 130.184655 \nL 149.120513 112.201634 \nL 148.357698 102.376336 \nL 147.594883 143.760152 \nL 146.832067 148.988404 \nL 146.069252 135.396534 \nL 145.306432 117.755093 \nL 144.543616 167.566318 \nL 143.780801 147.488969 \nL 143.017986 147.277461 \nL 142.25517 129.44954 \nL 141.492355 101.841449 \nL 140.729535 112.546607 \nL 139.966719 96.93969 \nL 139.203904 96.628594 \nL 138.441089 118.596741 \nL 137.678273 88.704131 \nL 136.915458 113.456039 \nL 136.152638 107.958351 \nL 135.389823 98.802231 \nL 134.627007 123.006265 \nL 133.864192 93.828201 \nL 133.101376 113.001575 \nL 132.338561 123.368992 \nL 131.575741 112.989716 \nL 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+       "    </defs>\n",
+       "    <g transform=\"translate(165.919375 16.318125)scale(0.12 -0.12)\">\n",
+       "     <use xlink:href=\"#DejaVuSans-101\"/>\n",
+       "     <use x=\"61.523438\" xlink:href=\"#DejaVuSans-112\"/>\n",
+       "     <use x=\"125\" xlink:href=\"#DejaVuSans-111\"/>\n",
+       "     <use x=\"186.181641\" xlink:href=\"#DejaVuSans-99\"/>\n",
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+       "     <use x=\"304.541016\" xlink:href=\"#DejaVuSans-32\"/>\n",
+       "     <use x=\"336.328125\" xlink:href=\"#DejaVuSans-49\"/>\n",
+       "     <use x=\"399.951172\" xlink:href=\"#DejaVuSans-57\"/>\n",
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+       "     <use x=\"527.197266\" xlink:href=\"#DejaVuSans-48\"/>\n",
+       "     <use x=\"590.820312\" xlink:href=\"#DejaVuSans-48\"/>\n",
+       "    </g>\n",
+       "   </g>\n",
+       "  </g>\n",
+       " </g>\n",
+       " <defs>\n",
+       "  <clipPath id=\"p0ae1f8e9a5\">\n",
+       "   <rect height=\"217.44\" width=\"334.8\" x=\"37.7875\" y=\"22.318125\"/>\n",
+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
@@ -371,8 +40718,2002 @@
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      "data": {
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FAdRUu87ZsojrXSNPgyxj27KfPt37u5ROJfeLfaoFH7yf5oTg0XvV/Xjggczc638/BOceEPYIlft8gyx7971sSDourqQpmR9gba4vHWGd+oPaQQFVsAZAtfF4r72q7usrr8h0eXrzTfjqY8H9dzr3vLo6c9ukmZkmvGCB83n1au8AN5v6ZHA678QT4ePXDfbcU9WbllKM24J/oKH9W2fRNcUe7/B4d+XqaLGPxWBIpcF2W3XsfltifbPATGvO+MaUqhjxeMvruxsDj1Wa5UTcPzckJbXVwW6cWFJ6/Plr12as5vnNtpQbXD2AOavMjIodT6kG0X9d0mUENKekJ+aQlE73vCUrG+CGv2zJg3/PXnVuu0GJ0aOPZi6rjwX77OMp6YphyLT4VycksVT7/d7ZDIP65PobDSoQ7ewjm7smJYODrW6ypb4WFTnPLMiK/3FlpjqmJKxu8vWOFjqfV66S1AXsqy4Z/EKZWd+q/42NTnypNVq6t+mGXEprNl5vskJn0TXFXnoFp9n1YP1iv74Wjj3o54fvf77RdeuT/WPPPWNX1MaUV8CDRCWbIGfrnqc8Yg/1NZn3Rkrl83e7hdasydzXJ9OcbZuaHPeMzaIqyYrGTL98ShIo9suXw1N3GlRVq8oN6vrPO97g8UfUem5fdIb12ghff1mZeaIuVixT5xy2Rhu7Raq6OtiNk3QJYkKqhjBpSqriSgzaOg+MTTYrtCG5/kHHhkavUdWYChY5d9qpG7fAN2dJpSwsatm4WRZgIKQkrPGNc3Bb9itXO8/expSSWDL4WHW1rjKY8sZjGpIyo6FKmi2/hSwdq7IaDnd97qh4QBBdVuxN6XT/Ei24cdpbiWzELzCCen1af7tAp6SqqI0p6REf2+JxDzxyC/xql/+9ZUtO8uGnX/Du22/SkOGemUddzZnsvXF3ttzSAMqBM/jxxyyRM4vGJqtH0ODc9LU1kmqf/8WeYTOox3LBRMGTd4S45GRDTV8AvPACvP2S4II/qepgC7yUMqNhnfZBy5Ux6ar4I0eqz3Uut9PKlcFuHLcgJqx4yhdrTdZYJ9NeYXY/o4Tp1ImGpKTOGo3annEi1dWwVT/B2IOd35IB9wuyT1pW63puSZfouc+nsNAp73UBE8fVBPQaUzIznuR34/gH1tn+85ZGZffooXpd7tu1skmyoMG7UUK23EDZPWK7HroNirYOFGsLXVbswbnhLfnsgyyOtuAW+6Dh/p3B+kzm1JiSLF0KM2eogqYse2d/dgVcHQ8W+1Wr1e8rVkkuPNTgmWdkhjWXkjC/NsHuO+3ImeP2Z/WyRa6lrwOjiTdNJlZfZ21bB0zm8ce3spYH09SUmapYUycyRqtW10JzEpbVeB+IlPDZh+rzZ++JtHXn32dzyl0Zvfv++JOspwfA3AXO57Jy6xxdjd2qlcFunJQ7D99UmSFr4iZrrOeQyzgAv4UppfS42moSypq3e3RN1ijU+nZky7z3HiSTgtdfcyqA30q1mf4fWLbC+W73Hu3016QpSbkaCvf5FBQ54r9uXeY9qK3NtLaS0ts7a0pJVq1yvq9aDXW+a7aP7X/e7u89eihhNl2zbMWSMiMrqTnV8iyrDdb6772lxrj4ezidRdcUe+u/3Up3pmXvbkh+rnlO1teyHz5YcNDOBucdazB9uvRkvNRYYr+u2bH4vGKv/l90Bcz6zODII4Wn4gghWbN2LdIIMeq3uwNQvcaOos4DxgExwO80TZBKxazl8wLPPR7PzNhpiqlgnN39XbUK9hwS4oB9YUmVd10poc8A53uVdVoR32xqcRNrhG5mpQ1yNbm73lUu67OxUf2vrXV+W7XCW2bq652GJe3GcQXPAZKJ3Cx7v8sp6bMaa5qtnpyVeRS35orxBytzsfT99ai+Hm7/i+DLb7zbfvopHLdfiN9v54iy7caotXoWKnZkTy7ndYtECh1rd11AAL+uNvO3lK+HUZ+UxFyuvlWrVYPuvs5mU7JqiSrrUkq+rFIX2OAqppWVMO9HSbWrXMVSma6yhFV2svntG6xY1UmHGuy7u0g/oyVL4NpLhKcX0pF0SbGvWhvh+XsN1q6zZxh0lnW02LsF3q7cnU0uYi+zTFzmHgn4/lTBP/5mEHeJj23ZN5tQk4B58+Zx991noFwtBg/8XwVHn3I6M+c4Lpd1Hsv6WbbZdBP+88F7XP/M27y4qJmfZo1EJSzeDrSW+hMDbvD8UlFp+epjmWLf2GCft/r/9tvq/0cfCOrq/JYuNLqs+Fkz1XLDVQtSKceXmjTBXzyqAwTHff21rjRJuzy4Lfs1q7zlsT7ts3fS/hoTzgCwhd/BhFFhbrzW2SZbsNZv/Sd8fvCahHKnTPsAbrxQUFOvjul3x61t9qYgBvUq3PXIlJJbb4VH7zHYa0fDc372S2pq1rnF3nElpSz3le3GaUxB3HU+oYhT3tcFZN7U1dgxDaeHmbJcMs2mpD4hqU146+bq1VCz1tsQzpgBE3cKc9ioEK++DlVWj2rpauda6uokx+0R4vAxIZYuVb81WoF+t7Db028HxUvsCQXdBlTcCsAfeaTk0XsFBx+cuV1H0CXF/rorR/PIjSEuOV8VSildXc0MsV8/N4674v4cYv/UU7DXGMGPP7rOIeAaljdJj0/Uxl+xly7CK/ZJO1tH8tprrzF69Gg+/HAyytUiSSbrePbRB5j56dbYLpcal9hJ+QX1dXV89M6bSAnXnxhizbJ6IATcB+TiM3jS862kTP1vaIQ1NRJl+asG6LYzCxi/eSXnnXUG8+bN8zS+9XXeLn5TE1Stdn5buVJ9dj+32lorS4Lg1LiaAEuyyi32rsakKe7s0yaZEN6xCjFVJi8+VfDkQ4J4HA7ZweDW09X4gDvOCdPUIHjodiMt3NliJX7r37bgQT3TNXFlRe+/t+DFRwwenCSoTWTO47OuWXp82kHlyD1zZ30Sz0hWtwuwrMz+9CP33XcfpmmmLXs7ftRkiWNzSomnOyFg+RJYZuXIB6VZNtTaY0Zk2v1TVw+xeiWiK5tUL8nde53xpeC4rSO89pr6njAln/5H6YSZEnz0idqnlJKFroGE//ufoLlJ0NQouOUW5xri1gDB5dacS83WIKxY0tm/zYomyZpqb5mrj6vsOLthnDkz8zo7gi4p9vPnqRL2yYeZOeQZYr+ePrIgse/MOUOOOgrmzxWce67zW5DPtTYRPKWzf46Plcu815C0fMcLfprHacccQSwWwzS9LpdkIoE0bZfLtzz2wGTgAWvprcALnHThzcz/n5qADv6KsuxzvS9NwGmAuqGlFerXRBzeeOs1YDTgNECN9XU89cgDjB49mk++eC29l3qfMPtHANdWKV+xO1e/psay6KUSfb8bJ2gswFpXml+da8RuU4BlD95Rn/X1MG0avPqMwY0XGMyZA4vnC/4z1SARhwVznMbJdrHZlnHm/D7e49x6k2T8ngYNDbCqSVm/buPmvpsMrr0i01W1rtnr07bLl7SMgFhSesR+XVxSUmJ/m8eFZ51JeXk5hmFw1lkq+A5bcPrpp3PYYYexVf9uGIbB2BE9OPvMM/n+x3k8/C947WXV81jragxXLxfsMkK95CWoVxWrU5k1CVOVedOEvXcUnLR9mLq4ZF2zpDEZPC3FTdep/8saJT9857rPtVZ2Tgqqa4PL7KpVzmjsuKlcUgusXt0dN8K1V4h0vMQ9huK5d0zGjghz9tnObw9OElTVQCrVudkeXVLs04gcxH49LfsgN05bfeoJMzPI6ce/PNakhCppysDBLEGjemtq4M7LvY+8tkqwzlW5Zn6qGoRn7r2TRKvDE5uBo7nt4j8Bp6DE2QDG0tAoWLHQLrzXcPrlrwNlWfbjpxh4ELgYgNJyCbxIrP5Cbrr2CIJ8/slEglgsxmMPHY7t81+13OkBqPOyhUctv/uCMO++5x2YtWqtZPpnKntj9ix4903vmQWJfVXM8XPXuS37puBt3GIfi3lnAHVbfF++51R+IySJWWW5wUpxnF/vfe52D88uKzddYzBnhuDZZ2FuvcmX7wne8cW/H7vH4NF7hacc1yWCLXs7ALumIc7cubPTy1fX2mKvgu9PP/oAdXUq+N7UpILvdo9u6tSpNFiB+cb6Oh5+YDIH/GZrrrnwTc45JkRjSnp6PulzqA227H/4xuDlqarOxVJQUy9ZNF/QWC/4ZLpl1adkYK+7qUnVveWNkrmu9ybU1DnX3ZBl7qJ4HOqb4YX7DD58WTX4zaYklYJ7bjL45x2CNZYbMW5Nz5GSksm3qPrnnofq79canHd20FE6li4l9suXw957eH/zp9/5M2baOguef+BNUGZFWyPq9cnW55mp9umulCpNMp5lmH/QzIuXXQYvPpD5yKvWOKJy+eEL2WeXM5n66L9Itir2ScCu9CcBRekldbUybZUedHIRu/9hH+AYWn+3VATYHzgaOBu4h5WLzwcOwUy9TjLZ8jmlUgngTuB1Pn97NHA/dg9A/b8XGAZEgTPY93c/ecT+P9MlJ+4XYothgr22NzhlnMH0WS7hCxD7pmZngJpbVByx9/WmfJa92wBxu+dunui8FsxMCaZ/MY8zzjiD0f27EQqFGDOgG2ecodxX1dVwyxWCmTNlRlla02CyvFpy3fFhLprge/UTcPsVBnffrT4nTWX9r3W5YuwAbkpCLJ5g4vHHcMMNWwLvAbC6Dhob5wGHAbGAcuN89xsQyWSCeJMTmJ9XI1kbMJdSdbX33nfv6azz5MOCpFR1c62rN/feu4L6pHo2QWLf2KheQlOflPzkEXur4U5kn7uoqQleelny8A0hbj09zOOPqXrvdkFVWediv8sgaSq3UxBvuRrhzkrn7lJiX1QEn3zsulOtWPbLl8PUJwWN8dyte1tY7f9Bln1bxb4xGexfd+MfEWhKJ+AWnNucObf8jBlBx/Bbv8P475f/asPZw/XPLEO5cZx7P37HME/fpYSl72AoLwW4kNzE/hbgEWAEcCNLF/zdWjYXM9Wy2EszYW07Dmk2kRlitWkE/g8YzaxZjuvn448za9p3CxzxC8r+iMeVQNbUwecfuAbgNKpn4M8iWeFKQ6yr9QadZ87MVg5eZ8KBWzN58mQaLKs5Vl/H5MmTGT16NBMmvM4T9xqMGeMe2aye7RUXduOITQvx92zcfGuNEo2llL97bZ1TJj96520WL12meotGiIUL5ltbvQsczReff8Hbb1+E7XZrH6qRvvEMgz8dntkgLV4j0z2k/Y83efQ9k5v+pQp+1TppuVRgjcvtMv0/yh1T3+A0woVFrgB6zO4NwMqlznOz0zmr45KF84OVNx6Hua7bOO8HJebuwGtVnTvTSgWhGwJSRQGES4lDmZffIXQpse/WDUIh52GKVsR+993hzgtC3BIwB3s27MCNLfZBPvu25u43phx/rI3bvWRKyVpfLrmJ6mZmm4UvyI2T8Pj25wEHoKzce3GsX8jdtw5QzpVH9Gtxjb4bSSq7C2AoMAVlVftFPwJECYWf5f4pG3PRbSmUUF9B736/o6DgFrILt596MlM7g0gCMV6d6nL9BEzaZoRgTVzFQBoCBvYk4spfftAB8NKjTpUyTUEymRnUdVv2tbXewUIzZpFB38FzgXHEm2IZlnHCcl+98YayjFMpQULCiy8qlwpMpjleZ7X8dagg+TD8bi37PbirayRn7B7mqqNCzK4xeXTqR1x+9P5sOXIra9yB4PfjjuaoCTNQbpsnWbV8FQsWvJF54m0iATzGJ68GS9KsZWbasj/+QpNBA2HYCFVOa6qFmshOwjrXvVyzXFC1EsZvHqbOGsXdq6+zvMma/qB6rbe819XBF28LjtvH4I7Lg88nHodFruEj61YLFv00lz//2TGcjty+B4cedgbz5s5L98CzWfZua/5XKfZCiEFCiClCiBohRK0Q4nkhxEaddzzo2dP7W0tib3eZ3/CV06A8Y3vgTrMpPS6SQMu+ja6hWEpmzK++xtXbaAzIhZZSrfPtTJj6fKa18MR9ggN2Eh5LI5k+r9eBLYHXMrZrGxHg2FbX6rORpHf6uewHfAtMxOtLnwh8S59++7HX72HjERIIA2cx7pC3KCu/GChtw7nlPjOdmXb9wJoAsU9YcZFYLDiItvA7QZMJn36SueLBgmUAACAASURBVKyx0fE1l5WrZ7hypdct5LbsZ7vEfvBmkpufT1JQdHur1yOlcw1z587j6KOzjWdwN+i2P300a9YoP8Knn8O6VYLvv5rGF9/M59HHVljnuYYthg7m7ttu4dCJ55IIbwk8C9zGp6/tQyrVygRLOREw7anFmrVOwL2iQr2IvEd3db9XLoa5c5WYVrnSbWvWwkcvG5iuZ9arl7PPWAyakpJaX4xg5ueCG04K8/2M7P6UeFyydImz/IMX3uDs323Lyy87iQNS1vHC85PZ/zdb8+zTr/PPe96ibt3kwP25Xam/OrEXQkRRTr3NgONRqjAceF8IUdLStutDz17e736ffdBEaA2+MuYfXQewOOZOq3LE3m/ZSwmvvgiLF2e3jv3ZOo0p74yBppTpdL54SglNU8rbCJlSBdL+sKPBZScbTJ/udN8XLYI7rzD4bqZg2jTnOMqytwc2dcQIsAhwfotrbLG9Sb8hUOox5Ify8Cd3ATUoa70GmAQMpXcfCAkoLHAKf1GRHUQ+BtUAdCxKKB8DoCpgrpWGmLq3QcFZgGuPDTPtveDn3dTkpF4OHqz+Nzc71xZv8jbIyywB2e2PJn97Ocnm20uWL3ic3MT+MaCBu26+Pofguk0CiPH88+OYN28en30OqiE4n1tOG0coNNb6fjFLFy/mPx8meOQuwZzv7J7ahXzzYZS2NcTZyL6P5SsgkRAUFEpKi6HAEPS0piiqrxGM3T7EA7fBnP+5ZsRcLXjwr45yFhVJwi4hTTSrLJg6awxAZb/WerSOy/Orr0JMe63C+v4eycThJOIxK2bkRsUkLjhpLFdc9AeUUfMycBHZxpwYnaTKnWnZnwpsAoyVUr4opXwJOBgYjMqr6xTKXAkfiUTr2ThARsTd7z+3I/bqs3e2P7dlH4vBs8/C2ccabL559kyfdb5zWrjYO5y7JuHEBNbGJQsbZMZkWJ9/JHjvWadgz5vnnPfTTzvr2d1DU0pL7P8GrK8VFiEUjtKt8llUhQ/mrL8luen5FMWFgh4Fgn4DnPsxdHjwNr37WmLvahyKiuz3z14IFLR4ZkIUAe2xJVT/v2pFDPAqfqxRZcBUB8zDYvPIP4KrUmOjk40zZHDwtkuWZP629W4mhcXqc7I5u8XrpQ4YzgtPPNpqINtPKpXgLzffzpefg+oRrKC5SVK1cjmwArgRmMPH757MQzeFmP253+rNJfjeEgZwlPVZAu8DTjdrlXWPyisgYgiKQ9CjmxqxbfPALSHuuDy7NV5UnPnbF5/AjaeoFqDfoJbOz3GL2Za7ado9o31pvU6ZwEhgFHApaoDhVQHrfI5hdM4LbztT7A8GPpNSpodaSinnA58Af+ysgxa4tKChHpp8wddAsfdF3P1iH0sq4Z4xS3LIXoJjj4Jr/pz5irnGRvjPp1ZubYMInDMbvC6aujo4YkyY43YMpS3+H2rN9FQPjSmY8pzkqqNCLPW9lefuCxwrNxRyTXXgygiwG7ulMUkiBfBvcvd9Z2MiZ/3ta4qK9vP8+uwUyW5jnUhBcYmywIaVGRhCMGprZ93iUHCl7NMPQobzcnFQn/92B7h9/qFQps+/oCBKeY/ngONou/AIYBqJ5sGoTCDnGcUaBU0pWGK1AYaR+VyXLMz4CfBa9kOGBF9zUC+wtJvzuaQ0V6u5DFje6lpBSJngicn38tX726PE/VM23eYevp42EhiP6lFtBgzIsodcgu8tEQJOB75AxZD2QgXQFSsXq3tXXgEFBpRHBAVhCPva/saG7GIfiWQK3iXHhIg3qm2GDMnWmLc8zYeK/bRWp0xgMcqF+RiwB8q63xrVUB6Muge/IZG4pZV9tY/OFPuRQEC4idnAFp11ULdINNRBtU/IUyn4pirlmSCq0bdOLOl1mdgDkY4/FmZMFzw/RXDvXWoUq3vOjcZGEK5uYn0i2P/vTmv77kerhxATLFymYgIrm8x0zyGWktw8Mcy3HxvcemP26547dx5XnHcW5eXl3HSTE3xbvFgFHufWm9ZLP9bjpaciApwJTGLwppvQ7DNmtt5KUF7ufI+WQkWBYHiZKma3/x0231YyZQoUZ/FL9u8vCQkoclXiwkKYOBFG7WRi+/zHj59IaVk5QhhECpXPv7R0BjVr96d9wnMQsABl1V8MLALuApqIxVTPauYy1ZB1757Z/V6xOHivTU1OgHZwFst+cYBlX26JfVFIMGHCMbReVQ2Up3QtuY9nyCSZ+Bq4HtiEZT+NxEzVAx/Q+rvYVENshLIF3wutv+DAPLyEcgnuiCpjAL9Lr7Xamp6gogJKwoJoSFn4iXjueYqJhDtfLJNsjbGywjvi7UR2D207VM+lGpgBPA68kl4rmWzhZdDrQcc7QB16AAGvmqYK6B60gRBiIsqpRZ8+fZjmdjjnSF3dlqg2ZnekFEz/dDaq3VF88823jAxVsdoA1bpCrEEybZpzg+uT8GHYqV5xE2RKsmL5b3Hnkn/00XR+mt8f29qZM2cBiaRAearguy8+ZK6AsK8M1SXg/YgqeB9/Uonq2sHTj3/LDtuvo7YqxCvv9mP1viuIlCbT5/m/GWsBXwQagNf5y18OQ8pmUumui+piXn75w5jm1Wy06ZbUrBmG8osGpJTkgCHCmFL56EvWfElTbHvcRWjRommEG4YCqj9ctPZbqmfUMs0S9pSEW26GsjAs+Yr0dbkRzd8z89OVVC8rAn4DwOLFP/LJh0vpVrg50AcYyoknjuOYE8cRNyVffdGD667cyjUYx+4BjEP5RVvrFkdRFToJPGWd14moXtAS7v9rGanV3UkmfwdsQa9eDaxdW+jZg20d+vnkk6+prRoFRKiv95bF9H1bmMQvgqVVX7PojdmsXLaUXXbeifvvfwBpZp9XSIgCpDwfVe2OQVnFbXMHGKEwZuo0KrpdRbwpyYI5lcCbqGeci124H+PGv8wzj7+AYTyKaTagytuxRArOIdEcQgWRH0MJn1qmRH4o8D3wX2B3YG9gB2u/S1g5vwTojiHXsejLb1kq7Nlt98j5+poaTWpr64GKwOUyNhcVVvTzbzpG7Evp3iNOrCFMPB5CGWTjga+BWmAqsBXl5Unq699ul/61iJSyU/5QtezmgN+vB5Ktbb/tttvK9rDTTm9IQMJ5ElbLMTucKOFVK+tcyhdfMuUrSxLys9VJKYSZ/t3Nm8sScl3cTH//z8Kk/Mf7zXLQYGd9kHLmTCkPOzaV/n7xxVKed5mzzoyqpJxbm5KJlCkTKWd/U5cmZG2z+n7D7c72l/81Jdc0mXL0Luq3E06Q8r3lifTyHXf1Hl/9zZUQta45+K+goECGwhEJ+0g4XUKkxfUz/yIyFIrKPfaYmj7uE7ObZUGBcz5PfpWQUko58WLneu5+q1n+WJtKX3dtsynfX6HWW9mYkoeNV9uXlDr7efM9U9Y0m/KnBc5v994rpWmacpeDnH1LKeX3NSn51dqk/Mebzj0CKcsr7G3nyp69z2jh/kSsZeq6uvd0398PrHWeknCjhKjss9HuEhrk3r9bEfAcgv/ee0/KUFjt97PPvMsikaDnqf7e+C4pjzz7MgnI5557Tu66/6sSiiSEM65BiKjs1Xuqa/u5UoiWy0TQvdhu79MlSDl6l5Tc6YBU1nNr6e+OF9WziJZ5r23U9tmv1fvnrLfzLqaEtyQMkXCgBCkPOcyUKVPVHdPMdZ/O/b7kkuzLH3os2/5EG+9ltrJ2phww1JTdegQdx/mtX39Tvv/+++3SPymlBL6UAZramW6cdQRb8Nks/g6hT99aoBvKh/YT33zxEHByenlTQgUraxKSkgBXqCkl1bXeycUuP1Nw5p4RFi/0Wm/xuHd4fEODRLjy/JtN9fLrxhTpPPlkSrJymZOnv8C1z5nfCuIpybcfq8fy8cew1DWfy0LXZFMOrXcxk6kUFZV9Ud3G88jdxSGw0yLHHj6DTTbZP72kpFx4skr6Wq7cCldsdFhvg6ir7xgxwLA2iYYEd/8DLv1XktvuctYZOkT5Y6NF7mwcEELw+6PUPdzzAPU/bMCAqGBgd+9zcQJxQxk+YhLQAMxFuQeU66e0rJziklNRPlR1XVts497LbijXxZHA5sCe9Ox3C1BM9bq7UV3xgPmOfaxaK0klVRZJnz7eZb16B22xjkjkHfr3MvnjXjsDYBgGI7feD9VjPQ1/yqqU37J61f6ufQxFymzjGYIRIsKw0ecBMGgIHHmOycgdzRwyVLwMHgpb7GAS801Ct9mWre/nhEtTnHCF4y4680yYcM5ylHutEDDp1g0MK+tACIHKKnuL1t1MKpvn6qvhT9em+P2BmedTWpTNjdMRmUYqcy1aJimOBi13jp3LO6HbQ2eKfXCfVfnr/9dZB33g4XEcMPYb4O/AGHr23QUVsFOFIZaQNDbUc/VJh2Oad6a3s2/wIx+kOHKzMJdf6Nz8aVkGejQ1+d461OgdCXf0Hgarq9SsiPZbkS65BE7aPsLbb6vCtmiRU+gWL4JGV8+7sqfk2G0dtVyxNKgwtt7FNFMpGupqUMGvEWQf2GRzIEocTaCGwuJ7uOjioZ7X63V3+dTDEeVnB6hw1YvNehtEXYHYQkP5WQGKw1BZATvtL+nm8vNvNFAtd88xb8dhtttdcs87ifTIyZCA0rCgT4X3voRdDYyRXjQUld5Zw9q1KeasWEffgZOws4n6D5KM2dEvAPbGY4GXmf35ZsBNfPXVTcBXqBGkLTNvqdpnWTl095k+AzyxzuWocnouicQ+3HTeqRw19kAefvhhIpEIlZXea/CnrGaiYhv7HnwqxaXl6WsRvrH4obDymZdXPsuMj4cBMHQYjNoKbpyS4sEvkgzZNHfBLy8RTLgoU3hHjmp924GDIVrmHKskKjjurAmoTJcpwGk89IDB7NmzOfTQQ9lzzz0pLR2LyoZ5wrOvcy6QHHFuigenJzBcBlg0CkeeJhm1Zebx/Y2xwxG0JpVGKIQKsGaLSUwBhhItA7MV75o/FtZRdKbYvwz8Rgixif2DEGIIsLO1rFOIRuHUM+YzckcJRNh21w9QMzEaQJzGZvj09Rf47I0XiTVcCFbWxUpr3uon7lW35MF7BVJKmrJOYzCPW245g49f74ZtZT3y0Jnccd389Bo/zhI8+zCsaJTpt0vdeYeqbDf+RZA0JYsWOZVv+TL4/gfneP9z5ppqgdzS8uIx93rOwKbScmXpClGOsnzncso1L3LHvRun1952L8mYrbwWx6huToS1oBAKLVHvXupcz8BKQbmr7AshqLC+h4SgwFBWWo1rUIst8kFibwjYaFMosxqUAgOiITLE3p2RFZSzXFamti12peL9+VrZivVpoCruNQD07f8scHjWte0Rqd8vccS+rMybyTNihHuL6Shf9mOEQhtx6MEHAnD88cdzwAEH0C8oVNMKAzbehPsev4en5qzhzWXN/PDjjxx9yumUlJUjDIOy8nL+eITq3dSs2Z850w2KSyVj/whlrkBTWXnmvnsNkIwcnXm/KspgYEDbMyoHsS8rg6Ji57jRKPTtCS98GUIJ/rMAmKbJjz/+yLRp0ygrt+3GuahhPSrPdfhQmHCRSWXfzJfTRAzo5Wp4dxtrct5NKXbZBUpK1DUdeUoK2BNll0axdSIbkYJCevR+k2yDBVWdg/Jy7zsVggh6nWZH0Jli/3+o/tdLQog/CiEORoXcFwNtm3ylHUSth+akIdYARdx+w57setARnHfXg4TC01EP4zfMXxRXk0A1OiNnmk14Z45J5vwxUWAzpk79P1Ip9yRbajSi+9V6b0wx+PY7mTFZ2cIFamrVFa5MjDUr4J6bnMJeV5etW9kEHEivAeegZojMBX9XVFmJc1eu49NVzVRWOlbiQSeb/G4f59iDN5VEDK/YdysQbL+9+rzzHiroClDkqlgFBU6X26Yi4prJUQjKIjB4cOZ1uitokRUTtzsJYWufFRGBEII+Fdm3DQdk/YTDKiW01NWd3nI0bBbUD/UQBW7kT3+6no+/+QOjx7jP21tGampUNtSCH1U2VHm5anjcwrnZpu7tfwtsDJzF0E3nccghh3iOvHGfts+ONea3kkLr+gdGBcOHDeOWu+7howVVNDYnmb+qmlvvuAe7ZxAplFz7RIpttlDPxaYsILnnn9OS9AmYJWNkN4PhA51zLSmXfPytychNWz//ogJwZ5lGo1AcFgwaDMqN8wTjxz/JqFGjuOGGG3jnnXdYsGgBF/8zBnyGCuper865VBkXQggKvLF0oiFBN5eBsP3eJkecoiZlu+lvz3Pl5EZ+M/o+YBpquNBXqJ5REX7LPRyOEI1GueHBpykI70VrPa++PUTWydVsmpsFsm3es5zoNLGXUjagkmV/QJksjwPzgb2klLmOEmk39vzatdX2Q/3IPi/CBQXsfsgxpJJxlECHWLGygMeeeJIv3t4Slb72Iueccw5PPPYS/sEUasKnJGZGf0yNRnS/Wu+n/wkm7hrGntomHFYfatYJqhvU0HQjJCkpV77dN57PfCS9B0pGbC2x53JRg02msnrpPVZBbm18tTOtwUNPSF6ZkeKAQyUXXiYpDqkBKu75yQtCwjW9AWyymRJm/6DMF16Aky5Ncfd9knJLxE2z5UrtFntQ/vl994UbJplM+cTJVQ6y7Md0D2EIQcS6RVHL+iwqFJ6uuntbf2PTu69ar8CAEpfY9+kLgwYJyrq1VssuYr/9dqeiIkqsYT5qyMhz+MuIlKrx/+iVMcDr6ZRUt/BsvDGotMZlQC9UmbmH0tIQId+Y+b692i72gzdRVmzEEAwtVTetPCLoUajuYVEI+nVz9rvVLpJNx0hKwqSfJ0D3gOSVgiI1J5CfaFhQ7upZde8Nw4fDkP7Ob7c9YLLPUSbb7+C91yHpdQNGoypFtyjtltufgQPHA3DwwQez9957UxAyKC5JohrZfsDVwE/85arR1K9dSXkEIr5c/GhYpXDalFeq8hAOh3n5hfuZ/ekl7Lbrzuxx2MmowWQfoKYW+S99+pxq9YKV5T5hwkRmzJjBH/6wX07ul/49cpu3PpHo+KkvO3VuHCnlIinlYVLKcillmZRyrJRyQWce08YW+/q0oX4g8B3H/uklhBBWQf0N8BBwPEuXw33//AfNTctQ3cXruf+fk3j6zvEED6ZoiRhqsilnoql3p6pYu3s6h1nW1Lm9+0PfgZDZg1Db73f8DwwasgwVKJyESm28jx33Og/lV28tOOVMazBqJGw0CO57THLVtcqPXhwWHrEvCXkDrYOHqvPcbTf1feBG6vuAATDxIhjQW7jEvuUzKfEl+5aHBULAkcfB5i7L2q11tnhXFqqGqdS3DyG8LpmCiHeZm38+6oh9gWs/lT2UsFzw95YHx0QKJGVlSUJCsHTJmSiP5FFkG3Bjv+QlElGNfyp9nxuorJSonP6bKSmtZSfr/h5+VGaD06NHi6eVZvBmzrYbDVE9mAHFIu1mK4sIBpeoQW7FIYgWOjdooxGSopAgbAh6Fop0Q9ktwI0DXndDaYVk733UsUtdDUVTg+qJFYYE/3w7ya0vJzlyPJz7N5OKcu/DKSvNFPuiEIQNQXkPte9tt808jz69i4FngNmomVg+ZtGiWSz9biZ9ioSnPDQ0NPDh1Beprf3ePkMWznyCZKyehQsXsmjhAmQqwVajRnHx7feh0kDDqLjApmy55T8YtFE1tuX+z39OYtiwYfQsFDmJfSSSm4g3N3e8NHepWS/dlFpi1eCZz2RTIoWqSVdiHwJOACaybDlcc/PtbDzyHZRr51p69OyDbOMMll4c185lx73FK694J72a8ZV68P0HQWFB5nBse/71R27YjK8++B3KL2m9u4zTOHTCzex58GEUFF5DSzNJ2sGhA05IMXqk8q+HhDUtQUhQ4rPso2FBQQiOOEGyzR4mI6whcOeeC1febfL+R866xSEl4LaIF/isKD/+AKHt0zdE9lG1buEvDQuPmNi4g7JRl8XuPtzkzxLsvIu1viFoqHcWFoTUfrfZU3LkidlbrC22Ufs0gIqK21HWZGskWLLoGs444wyq1lagtu7OkUdWonz199O9MsRjz8BVjyQ55bTM68tV7M++yWmshmwiCQvoUxx8X/29ngGbyHT2VMQQVFoNQZBlD3DRJer/medKHv4qyRQrEudu0AsLVdYUKFeZ6jkICkNew+CoU0x22U3QLcOyV72Qu95Ict3kFEcckXkevdPZWN3pvwnAuwwcOIytx4yhW0Rw979UHX7wQbjggguYePQ4PvvMDui+zyO3nsTp4/ZnyJAhHH744axaspBQKESPksz7tt12eNz3tpFRWeh9AUw23PMg9R8gefztYOMikdBi3yp2wSq3AoX+Ge2SKVixEKpWeX9ftkywxbY7kEzshbotB9DYGEPK9Z2nwnbtHMpll0+gvs6u7OU8M/lMYB49us/l+1mH01IPonrdd6h5YQ5K/9ajNMJ19z7C0E2voqWZJO3g0J+ul0RCgqKQEnr7XnUrEJ5pJCoiyqq75R7J1Y+lKLbEtaAAxh4j2Wigs25RSBASjhV45JGw/c6Sm27LrZG0ewRK7IPXcQdZKwqCGwW3bt13r2DAEMmTz0jP770HivQ1g3dqYZXZoz4XB4hjUVRdz8kXOZlAprk5uU2nnODHHx5n8mR3Q56gtnYdyg98C716R+nVA7bbS1IckCRVVgYbD5f0GtDyfe3jahQ22ViJas/C3KzJUTspIbbZprvBTr1CdPNZ4KecLikICQ46CN79IcXdd6jAqt1TKgsLrn0iRd/BklvuM9OxFtvtFg0pi93tl772DigvgIE9nAdUXKzKRMSAyn7w+7HBAfeerp7H0eea7HnA/cyaNYuBld249uJzeee1s/lkeYoTT4S9996bXr17c8gh9mytu1NaVsZBh6lW5Prrr+eB515V1xG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141.920866 \nL 202.517643 143.965296 \nL 203.280459 149.844904 \nL 204.043275 148.104246 \nL 204.806092 140.110251 \nL 205.568908 126.937324 \nL 206.331724 124.23103 \nL 207.09454 144.50264 \nL 207.857356 122.309734 \nL 208.620172 151.230795 \nL 209.382988 137.115143 \nL 210.145804 141.270457 \nL 210.908621 148.43903 \nL 211.671437 149.440373 \nL 212.434253 134.968649 \nL 213.197069 150.05075 \nL 213.959885 126.763362 \nL 214.722701 122.947589 \nL 215.485517 146.14483 \nL 216.248334 152.556246 \nL 217.01115 154.06174 \nL 217.773965 147.607254 \nL 218.536782 133.939074 \nL 219.299599 120.683876 \nL 220.062414 128.581865 \nL 220.825231 140.350284 \nL 221.588046 152.159453 \nL 222.350862 143.078507 \nL 223.113679 113.834453 \nL 223.876494 132.631004 \nL 224.639311 145.109753 \nL 225.402126 154.986212 \nL 226.164944 145.718026 \nL 226.927759 129.979358 \nL 227.690575 137.367494 \nL 228.453392 147.066762 \nL 229.216208 140.677965 \nL 229.979023 129.516325 \nL 230.741841 134.845007 \nL 231.504656 132.643532 \nL 232.267472 133.762318 \nL 233.030289 130.285737 \nL 233.793105 128.112548 \nL 234.55592 135.011292 \nL 235.318736 137.360617 \nL 236.081553 148.165831 \nL 236.844369 143.168806 \nL 237.607184 135.4012 \nL 238.370002 151.06498 \nL 239.132817 137.206427 \nL 239.895633 138.760151 \nL 240.65845 152.893075 \nL 241.421266 140.747642 \nL 242.184081 147.792671 \nL 242.946899 148.524854 \nL 243.709714 131.88288 \nL 244.47253 145.115836 \nL 245.235345 137.692408 \nL 245.99816 149.082121 \nL 246.76098 143.347743 \nL 247.523796 140.796962 \nL 248.286611 129.380969 \nL 249.049427 140.519679 \nL 249.812242 138.018285 \nL 250.575057 136.5942 \nL 251.337877 134.596852 \nL 252.100693 130.650032 \nL 252.863508 137.539032 \nL 253.626323 137.719742 \nL 254.389139 127.504032 \nL 255.151954 138.478248 \nL 255.914774 129.22389 \nL 256.67759 137.738103 \nL 257.440405 130.664126 \nL 258.20322 147.588881 \nL 258.966036 143.720374 \nL 259.728851 142.79631 \nL 260.491671 142.101162 \nL 261.254487 136.525251 \nL 262.017302 133.072082 \nL 262.780117 137.599522 \nL 263.542933 140.028707 \nL 264.305748 140.216634 \nL 265.068564 140.227101 \nL 265.831384 133.694054 \nL 266.594199 148.203952 \nL 267.357014 153.773279 \nL 268.11983 135.855629 \nL 268.882645 147.578675 \nL 269.645461 135.981056 \nL 270.408281 142.4961 \nL 271.171096 140.952633 \nL 271.933911 124.544697 \nL 272.696727 146.867087 \nL 273.459542 135.090982 \nL 274.222358 141.232847 \nL 274.985177 145.930793 \nL 275.747993 127.217501 \nL 276.510808 136.380644 \nL 277.273624 135.756858 \nL 278.036439 140.746906 \nL 278.799254 141.927159 \nL 279.562074 147.988808 \nL 280.32489 138.35853 \nL 281.087705 143.438237 \nL 281.850521 126.776806 \nL 282.613336 134.592269 \nL 283.376151 139.979547 \nL 284.138967 145.67513 \nL 284.901782 143.836737 \nL 285.664598 134.137787 \nL 286.427413 145.046522 \nL 287.190238 137.15393 \nL 287.953053 131.921724 \nL 288.715868 150.471256 \nL 289.478684 134.033446 \nL 290.241499 147.266458 \nL 291.004315 130.935332 \nL 291.76713 140.772029 \nL 292.529945 140.366167 \nL 293.292761 133.610615 \nL 294.055576 151.918865 \nL 294.818392 132.065088 \nL 295.581207 121.234102 \nL 296.344031 140.61204 \nL 297.106847 130.468262 \nL 297.869662 142.777385 \nL 298.632478 141.823208 \nL 299.395293 147.177867 \nL 300.158108 133.733725 \nL 300.920924 121.844796 \nL 301.683739 132.294205 \nL 302.446555 128.28572 \nL 303.20937 119.297118 \nL 303.972185 132.013489 \nL 304.735001 131.940022 \nL 305.497816 143.328191 \nL 306.260641 136.498636 \nL 307.023456 149.559227 \nL 307.786272 137.310109 \nL 308.549087 143.321517 \nL 309.311902 148.615432 \nL 310.074718 130.623447 \nL 310.837533 133.533711 \nL 311.600349 142.471362 \nL 312.363164 136.790783 \nL 313.125979 141.643519 \nL 313.888795 134.760819 \nL 314.65161 147.955522 \nL 315.414435 125.993147 \nL 316.17725 119.817088 \nL 316.940066 129.31848 \nL 317.702881 141.376568 \nL 318.465696 129.652855 \nL 319.228512 137.172285 \nL 319.991327 150.625362 \nL 320.754143 141.43863 \nL 321.516958 138.090822 \nL 322.279773 143.374101 \nL 323.042589 133.418107 \nL 323.805404 128.512234 \nL 324.56822 128.6829 \nL 325.331044 144.101377 \nL 326.093859 135.740453 \nL 326.856675 135.171353 \nL 327.61949 143.628037 \nL 328.382306 134.276943 \nL 329.145121 148.281049 \nL 329.907936 129.009104 \nL 330.670752 121.552847 \nL 331.433567 147.906765 \nL 332.196383 136.614425 \nL 332.959198 127.912083 \nL 333.722013 128.754768 \nL 334.484838 156.19308 \nL 335.247653 144.593692 \nL 336.010469 137.453949 \nL 336.773284 131.236463 \nL 337.5361 131.477872 \nL 338.298915 139.568973 \nL 339.06173 135.156599 \nL 339.824546 136.514192 \nL 340.587361 148.066582 \nL 341.350177 140.08167 \nL 342.112992 129.705852 \nL 342.875807 146.874285 \nL 343.638623 133.646454 \nL 344.401447 143.75785 \nL 345.164263 149.352469 \nL 345.927078 135.160995 \nL 346.689893 142.98824 \nL 347.452709 148.537881 \nL 348.215524 135.101154 \nL 348.97834 137.171025 \nL 349.741155 129.583705 \nL 350.50397 148.590969 \nL 351.266786 139.503983 \nL 352.029601 126.346121 \nL 352.792417 146.193454 \nL 353.555241 130.384216 \nL 354.318057 148.245257 \nL 355.080872 135.417355 \nL 355.843687 146.900562 \nL 356.606503 127.547111 \nL 357.369318 154.793139 \nL 357.369318 154.793139 \nL 357.369318 138.103161 \nL 356.606503 111.051448 \nL 355.843687 130.593659 \nL 355.080872 119.303664 \nL 354.318057 132.318538 \nL 353.555241 114.524855 \nL 352.792417 130.390261 \nL 352.029601 110.60313 \nL 351.266786 123.830355 \nL 350.50397 132.991415 \nL 349.741155 114.053544 \nL 348.97834 121.709866 \nL 348.215524 119.718723 \nL 347.452709 133.287386 \nL 346.689893 127.874798 \nL 345.927078 120.123997 \nL 345.164263 134.356909 \nL 344.401447 128.765519 \nL 343.638623 118.64169 \nL 342.875807 131.821514 \nL 342.112992 114.622031 \nL 341.350177 124.956893 \nL 340.587361 132.875454 \nL 339.824546 121.258794 \nL 339.06173 119.785867 \nL 338.298915 124.086954 \nL 337.5361 115.881413 \nL 336.773284 115.499673 \nL 336.010469 121.570215 \nL 335.247653 128.561239 \nL 334.484838 140.005397 \nL 333.722013 112.412899 \nL 332.959198 111.420083 \nL 332.196383 120.020061 \nL 331.433567 131.240317 \nL 330.670752 104.803009 \nL 329.907936 112.173309 \nL 329.145121 131.354736 \nL 328.382306 117.24001 \nL 327.61949 126.480443 \nL 326.856675 117.916457 \nL 326.093859 118.389565 \nL 325.331044 126.661724 \nL 324.56822 111.168566 \nL 323.805404 110.928113 \nL 323.042589 115.758907 \nL 322.279773 125.664548 \nL 321.516958 120.383819 \nL 320.754143 123.735889 \nL 319.991327 132.912443 \nL 319.228512 119.444137 \nL 318.465696 111.911739 \nL 317.702881 123.623311 \nL 316.940066 111.547745 \nL 316.17725 102.039047 \nL 315.414435 108.196565 \nL 314.65161 130.134533 \nL 313.888795 116.918409 \nL 313.125979 123.787012 \nL 312.363164 118.937781 \nL 311.600349 124.652053 \nL 310.837533 115.753308 \nL 310.074718 112.884562 \nL 309.311902 130.918213 \nL 308.549087 125.647286 \nL 307.786272 119.64465 \nL 307.023456 131.904207 \nL 306.260641 118.856577 \nL 305.497816 125.684392 \nL 304.735001 114.293824 \nL 303.972185 114.36628 \nL 303.20937 101.656361 \nL 302.446555 110.661718 \nL 301.683739 114.691418 \nL 300.920924 104.263307 \nL 300.158108 116.170997 \nL 299.395293 129.634359 \nL 298.632478 124.286835 \nL 297.869662 125.236267 \nL 297.106847 112.922008 \nL 296.344031 123.06472 \nL 295.581207 103.694056 \nL 294.818392 114.538362 \nL 294.055576 134.425276 \nL 293.292761 116.187587 \nL 292.529945 123.015124 \nL 291.76713 123.49191 \nL 291.004315 113.736143 \nL 290.241499 130.147655 \nL 289.478684 116.993567 \nL 288.715868 133.501302 \nL 287.953053 115.021925 \nL 287.190238 120.325866 \nL 286.427413 128.288846 \nL 285.664598 117.450022 \nL 284.901782 127.217059 \nL 284.138967 129.121554 \nL 283.376151 123.489912 \nL 282.613336 118.17188 \nL 281.850521 110.42212 \nL 281.087705 127.15232 \nL 280.32489 122.142171 \nL 279.562074 131.844044 \nL 278.799254 125.845609 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125.841884 \nL 248.286611 114.649702 \nL 247.523796 126.008547 \nL 246.76098 128.495457 \nL 245.99816 134.159746 \nL 245.235345 122.694373 \nL 244.47253 130.036386 \nL 243.709714 116.724589 \nL 242.946899 133.286418 \nL 242.184081 132.467183 \nL 241.421266 125.32917 \nL 240.65845 137.381393 \nL 239.895633 123.150799 \nL 239.132817 121.497257 \nL 238.370002 135.253332 \nL 237.607184 119.480686 \nL 236.844369 127.141253 \nL 236.081553 132.021985 \nL 235.318736 121.090362 \nL 234.55592 118.6113 \nL 233.793105 111.579663 \nL 233.030289 113.607663 \nL 232.267472 116.927741 \nL 231.504656 115.65025 \nL 230.741841 117.71967 \nL 229.979023 112.290971 \nL 229.216208 123.351803 \nL 228.453392 129.628432 \nL 227.690575 119.819833 \nL 226.927759 112.34077 \nL 226.164944 127.983874 \nL 225.402126 137.15179 \nL 224.639311 127.167331 \nL 223.876494 114.59833 \nL 223.113679 95.720366 \nL 222.350862 124.881986 \nL 221.588046 133.905745 \nL 220.825231 122.069561 \nL 220.062414 110.27104 \nL 219.299599 102.341557 \nL 218.536782 115.563424 \nL 217.773965 129.191728 \nL 217.01115 135.60329 \nL 216.248334 134.055129 \nL 215.485517 127.600069 \nL 214.722701 104.358599 \nL 213.959885 108.134224 \nL 213.197069 131.382286 \nL 212.434253 116.267075 \nL 211.671437 130.704934 \nL 210.908621 129.663271 \nL 210.145804 122.467986 \nL 209.382988 118.288314 \nL 208.620172 132.377287 \nL 207.857356 103.427612 \nL 207.09454 125.586448 \nL 206.331724 105.285046 \nL 205.568908 107.972382 \nL 204.806092 121.129012 \nL 204.043275 129.110512 \nL 203.280459 130.843099 \nL 202.517643 124.967929 \nL 201.754827 122.937224 \nL 200.992011 135.57047 \nL 200.229195 114.030342 \nL 199.466379 127.577948 \nL 198.703562 135.945997 \nL 197.940746 114.137777 \nL 197.17793 128.116255 \nL 196.415114 123.943362 \nL 195.652298 119.29307 \nL 194.889482 106.748626 \nL 194.126665 124.629923 \nL 193.36385 125.812777 \nL 192.601033 134.274106 \nL 191.838217 113.927959 \nL 191.075401 120.103465 \nL 190.312585 110.234492 \nL 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113.268153 137.698522 \nL 114.030969 124.860236 \nL 114.793784 130.920651 \nL 115.556608 110.090351 \nL 116.319424 126.63958 \nL 117.082239 128.180344 \nL 117.845055 116.928146 \nL 118.60787 123.413704 \nL 119.370685 136.386358 \nL 120.133501 118.041339 \nL 120.896316 125.993099 \nL 121.659132 124.197145 \nL 122.421947 108.262563 \nL 123.184762 134.617098 \nL 123.947578 120.77911 \nL 124.710402 118.537799 \nL 125.473218 107.106228 \nL 126.236033 104.357366 \nL 126.998849 132.730688 \nL 127.761664 112.73807 \nL 128.524479 123.618435 \nL 129.287295 139.733256 \nL 130.05011 119.368973 \nL 130.812926 133.045244 \nL 131.575741 139.26448 \nL 132.338561 168.564478 \nL 133.101376 117.301285 \nL 133.864192 137.19108 \nL 134.627007 152.593467 \nL 135.389823 134.713142 \nL 136.152638 130.133279 \nL 136.915458 141.717812 \nL 137.678273 147.839176 \nL 138.441089 118.926272 \nL 139.203904 144.973696 \nL 139.966719 139.54484 \nL 140.729535 145.379027 \nL 141.492355 150.104095 \nL 142.25517 122.723287 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162.116209 \nL 172.767814 154.008398 \nL 173.530631 173.763404 \nL 174.293447 177.513276 \nL 175.056262 156.799366 \nL 175.81908 163.992491 \nL 176.581895 158.969137 \nL 177.344711 153.575432 \nL 178.107526 160.222605 \nL 178.870344 171.995578 \nL 179.633159 174.09558 \nL 180.395974 191.823668 \nL 181.158792 159.972485 \nL 181.921608 170.314548 \nL 182.684423 183.800398 \nL 183.447241 193.045507 \nL 184.210056 182.413855 \nL 184.972871 175.47851 \nL 185.735689 189.79354 \nL 186.498504 181.634234 \nL 187.261321 169.467561 \nL 188.024136 186.609563 \nL 188.786953 184.134512 \nL 189.549769 154.72475 \nL 190.312585 177.00974 \nL 191.075401 169.407593 \nL 191.838217 163.550858 \nL 192.601033 177.345198 \nL 193.36385 177.159112 \nL 194.126665 181.987969 \nL 194.889482 189.679086 \nL 195.652298 169.22884 \nL 196.415114 167.475698 \nL 197.17793 172.664541 \nL 197.940746 182.047192 \nL 198.703562 195.479677 \nL 199.466379 188.469573 \nL 200.229195 172.558489 \nL 200.992011 173.925951 \nL 201.754827 170.899997 \nL 202.517643 170.088988 \nL 203.280459 165.475955 \nL 204.043275 172.531619 \nL 204.806092 169.912354 \nL 205.568908 151.213548 \nL 206.331724 171.986052 \nL 207.09454 198.690767 \nL 207.857356 180.669342 \nL 208.620172 163.753999 \nL 209.382988 179.858712 \nL 210.145804 174.587218 \nL 210.908621 161.832161 \nL 211.671437 191.026317 \nL 212.434253 159.137966 \nL 213.197069 186.2642 \nL 213.959885 176.410997 \nL 214.722701 176.356725 \nL 215.485517 179.332483 \nL 216.248334 164.722455 \nL 217.01115 118.223279 \nL 217.773965 173.194707 \nL 218.536782 143.810024 \nL 219.299599 132.896651 \nL 220.062414 170.151263 \nL 220.825231 154.980939 \nL 221.588046 189.075946 \nL 222.350862 162.966297 \nL 223.113679 166.962928 \nL 223.876494 180.210063 \nL 224.639311 160.90621 \nL 225.402126 157.807156 \nL 226.164944 182.331592 \nL 226.927759 179.954477 \nL 227.690575 169.913621 \nL 228.453392 131.990416 \nL 229.216208 143.450642 \nL 229.979023 136.715733 \nL 230.741841 178.354884 \nL 231.504656 184.398594 \nL 232.267472 156.444959 \nL 233.030289 159.059173 \nL 233.793105 165.21406 \nL 234.55592 137.161778 \nL 235.318736 118.1452 \nL 236.081553 140.468637 \nL 236.844369 151.608197 \nL 237.607184 146.391632 \nL 238.370002 151.888915 \nL 239.132817 158.984365 \nL 239.895633 163.939761 \nL 240.65845 132.440625 \nL 241.421266 143.968126 \nL 242.184081 166.085714 \nL 242.946899 152.56446 \nL 243.709714 169.886031 \nL 244.47253 127.79547 \nL 245.235345 111.341708 \nL 245.99816 166.548742 \nL 246.76098 147.598859 \nL 247.523796 176.699483 \nL 248.286611 140.825898 \nL 249.049427 137.033393 \nL 249.812242 159.991806 \nL 250.575057 144.341293 \nL 251.337877 159.069347 \nL 252.100693 144.945332 \nL 252.863508 124.287694 \nL 253.626323 130.06821 \nL 254.389139 143.880234 \nL 255.151954 149.528426 \nL 255.914774 112.932123 \nL 256.67759 166.024933 \nL 257.440405 137.699169 \nL 258.20322 167.607036 \nL 258.966036 133.928661 \nL 259.728851 132.021363 \nL 260.491671 138.957545 \nL 261.254487 131.915145 \nL 262.017302 114.005456 \nL 262.780117 151.66765 \nL 263.542933 177.486862 \nL 264.305748 147.195971 \nL 265.068564 147.339483 \nL 265.831384 154.244879 \nL 266.594199 144.198245 \nL 267.357014 170.243733 \nL 268.11983 156.142589 \nL 268.882645 122.947099 \nL 269.645461 165.290167 \nL 270.408281 145.755479 \nL 271.171096 141.432641 \nL 271.933911 152.832572 \nL 272.696727 139.43839 \nL 273.459542 160.728444 \nL 274.222358 165.020464 \nL 274.985177 180.931292 \nL 275.747993 155.347042 \nL 276.510808 141.399892 \nL 277.273624 169.533536 \nL 278.036439 159.469222 \nL 278.799254 187.629316 \nL 279.562074 172.274927 \nL 280.32489 151.718231 \nL 281.087705 154.429725 \nL 281.850521 152.282898 \nL 282.613336 158.185079 \nL 283.376151 181.092157 \nL 284.138967 183.964124 \nL 284.901782 148.463594 \nL 285.664598 174.296204 \nL 286.427413 133.584093 \nL 287.190238 162.518708 \nL 287.953053 171.506089 \nL 288.715868 157.797342 \nL 289.478684 147.892609 \nL 290.241499 151.74492 \nL 291.004315 172.359617 \nL 291.76713 178.649928 \nL 292.529945 172.763202 \nL 293.292761 147.451381 \nL 294.055576 153.88489 \nL 294.818392 179.300098 \nL 295.581207 155.217297 \nL 296.344031 171.412197 \nL 297.106847 144.238533 \nL 297.869662 148.174785 \nL 298.632478 148.054115 \nL 299.395293 163.735625 \nL 300.158108 170.752796 \nL 300.920924 159.594517 \nL 301.683739 169.143084 \nL 302.446555 157.485788 \nL 303.20937 169.186712 \nL 303.972185 161.05532 \nL 304.735001 139.815568 \nL 305.497816 139.948334 \nL 306.260641 155.613544 \nL 307.023456 178.998801 \nL 307.786272 150.534929 \nL 308.549087 152.426962 \nL 309.311902 150.76304 \nL 310.074718 149.477484 \nL 310.837533 158.313219 \nL 311.600349 153.832541 \nL 312.363164 163.349916 \nL 313.125979 154.424651 \nL 313.888795 153.36082 \nL 314.65161 149.616279 \nL 315.414435 166.074018 \nL 316.17725 173.268837 \nL 316.940066 133.343879 \nL 317.702881 168.259445 \nL 318.465696 151.008394 \nL 319.228512 177.957384 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144.735214 \nL 349.741155 129.824426 \nL 350.50397 144.933897 \nL 351.266786 137.089393 \nL 352.029601 135.572848 \nL 352.792417 138.978145 \nL 353.555241 136.163424 \nL 354.318057 142.755427 \nL 355.080872 140.416659 \nL 355.843687 149.352002 \nL 356.606503 123.069141 \nL 357.369318 136.921456 \nL 357.369318 136.921456 \nL 357.369318 121.81415 \nL 356.606503 108.141866 \nL 355.843687 134.612193 \nL 355.080872 125.853445 \nL 354.318057 128.35305 \nL 353.555241 121.881747 \nL 352.792417 124.793046 \nL 352.029601 121.459812 \nL 351.266786 123.015655 \nL 350.50397 130.883079 \nL 349.741155 115.801722 \nL 348.97834 130.725207 \nL 348.215524 120.72879 \nL 347.452709 130.320981 \nL 346.689893 137.060773 \nL 345.927078 136.157232 \nL 345.164263 132.569823 \nL 344.401447 128.123996 \nL 343.638623 126.926303 \nL 342.875807 136.569873 \nL 342.112992 151.273111 \nL 341.350177 137.644509 \nL 340.587361 134.765168 \nL 339.824546 134.159104 \nL 339.06173 135.70391 \nL 338.298915 131.957452 \nL 337.5361 118.942781 \nL 336.773284 122.149942 \nL 336.010469 138.936461 \nL 335.247653 134.975903 \nL 334.484838 118.633852 \nL 333.722013 136.218954 \nL 332.959198 136.145969 \nL 332.196383 146.991007 \nL 331.433567 131.340435 \nL 330.670752 138.225749 \nL 329.907936 122.579349 \nL 329.145121 133.417339 \nL 328.382306 143.320683 \nL 327.61949 146.840934 \nL 326.856675 135.811557 \nL 326.093859 130.249331 \nL 325.331044 122.722862 \nL 324.56822 137.061053 \nL 323.805404 129.26458 \nL 323.042589 121.441895 \nL 322.279773 138.659901 \nL 321.516958 119.913896 \nL 320.754143 148.561236 \nL 319.991327 135.185696 \nL 319.228512 156.931685 \nL 318.465696 129.896062 \nL 317.702881 147.066938 \nL 316.940066 112.06781 \nL 316.17725 151.889923 \nL 315.414435 144.587792 \nL 314.65161 128.021648 \nL 313.888795 131.654843 \nL 313.125979 132.608341 \nL 312.363164 141.430951 \nL 311.600349 131.828517 \nL 310.837533 136.22418 \nL 310.074718 127.298329 \nL 309.311902 128.481273 \nL 308.549087 130.042438 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160.190612 \nL 278.036439 131.944114 \nL 277.273624 141.905101 \nL 276.510808 113.673418 \nL 275.747993 127.562117 \nL 274.985177 153.073396 \nL 274.222358 137.060343 \nL 273.459542 132.642147 \nL 272.696727 111.206048 \nL 271.933911 124.432666 \nL 271.171096 112.864394 \nL 270.408281 117.004457 \nL 269.645461 136.337337 \nL 268.882645 93.783876 \nL 268.11983 126.760217 \nL 267.357014 140.633953 \nL 266.594199 114.344025 \nL 265.831384 124.122915 \nL 265.068564 116.918293 \nL 264.305748 116.448268 \nL 263.542933 146.385769 \nL 262.780117 120.197193 \nL 262.017302 82.161814 \nL 261.254487 99.663714 \nL 260.491671 106.269192 \nL 259.728851 98.878843 \nL 258.966036 100.308171 \nL 258.20322 133.493217 \nL 257.440405 103.13064 \nL 256.67759 130.993249 \nL 255.914774 77.473504 \nL 255.151954 113.706837 \nL 254.389139 107.679376 \nL 253.626323 93.455951 \nL 252.863508 87.236291 \nL 252.100693 107.433585 \nL 251.337877 121.11151 \nL 250.575057 105.981198 \nL 249.812242 121.249833 \nL 249.049427 97.950662 \nL 248.286611 101.397755 \nL 247.523796 136.906697 \nL 246.76098 107.487667 \nL 245.99816 126.195995 \nL 245.235345 70.748338 \nL 244.47253 87.003823 \nL 243.709714 128.90335 \nL 242.946899 111.418234 \nL 242.184081 124.798661 \nL 241.421266 102.544093 \nL 240.65845 90.877288 \nL 239.895633 122.246842 \nL 239.132817 117.192728 \nL 238.370002 110.021377 \nL 237.607184 104.454124 \nL 236.844369 109.62567 \nL 236.081553 98.511901 \nL 235.318736 76.240179 \nL 234.55592 95.26189 \nL 233.793105 123.229509 \nL 233.030289 116.991273 \nL 232.267472 114.349288 \nL 231.504656 142.385837 \nL 230.741841 136.551879 \nL 229.979023 95.266077 \nL 229.216208 102.578561 \nL 228.453392 91.820422 \nL 227.690575 130.403733 \nL 226.927759 140.950545 \nL 226.164944 143.862853 \nL 225.402126 119.808103 \nL 224.639311 123.391093 \nL 223.876494 143.202322 \nL 223.113679 130.467273 \nL 222.350862 126.980443 \nL 221.588046 153.633381 \nL 220.825231 120.076776 \nL 220.062414 135.76473 \nL 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160.604245 \nL 201.754827 147.626369 \nL 202.517643 158.270825 \nL 203.280459 145.975984 \nL 204.043275 160.746884 \nL 204.806092 152.149475 \nL 205.568908 163.583009 \nL 206.331724 166.757972 \nL 207.09454 148.958605 \nL 207.857356 170.924752 \nL 208.620172 164.502426 \nL 209.382988 166.250127 \nL 210.145804 144.923189 \nL 210.908621 146.597615 \nL 211.671437 166.964778 \nL 212.434253 153.47541 \nL 213.197069 147.70714 \nL 213.959885 166.972153 \nL 214.722701 149.367652 \nL 215.485517 153.418998 \nL 216.248334 144.308305 \nL 217.01115 157.888149 \nL 217.773965 138.869745 \nL 218.536782 156.790731 \nL 219.299599 157.892734 \nL 220.062414 132.88598 \nL 220.825231 152.795373 \nL 221.588046 147.195848 \nL 222.350862 138.139075 \nL 223.113679 160.682986 \nL 223.876494 155.395822 \nL 224.639311 133.912633 \nL 225.402126 129.439929 \nL 226.164944 166.66781 \nL 226.927759 146.033435 \nL 227.690575 134.520753 \nL 228.453392 160.373614 \nL 229.216208 133.485526 \nL 229.979023 118.805639 \nL 230.741841 132.657749 \nL 231.504656 165.135021 \nL 232.267472 142.109915 \nL 233.030289 148.283463 \nL 233.793105 150.332159 \nL 234.55592 132.771494 \nL 235.318736 131.745009 \nL 236.081553 142.683222 \nL 236.844369 145.82406 \nL 237.607184 165.414578 \nL 238.370002 166.731957 \nL 239.132817 165.710267 \nL 239.895633 145.401429 \nL 240.65845 140.330998 \nL 241.421266 141.805953 \nL 242.184081 113.851916 \nL 242.946899 157.442147 \nL 243.709714 144.862988 \nL 244.47253 122.188814 \nL 245.235345 129.38602 \nL 245.99816 134.301797 \nL 246.76098 146.644856 \nL 247.523796 138.925561 \nL 248.286611 149.104448 \nL 249.049427 134.022557 \nL 249.812242 142.604296 \nL 250.575057 144.704261 \nL 251.337877 131.220137 \nL 252.100693 125.997137 \nL 252.863508 162.893916 \nL 253.626323 128.152156 \nL 254.389139 132.752357 \nL 255.151954 139.026091 \nL 255.914774 124.991334 \nL 256.67759 138.266458 \nL 257.440405 136.014721 \nL 258.20322 157.938915 \nL 258.966036 135.753529 \nL 259.728851 149.376928 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145.653563 \nL 290.241499 142.206947 \nL 291.004315 143.262096 \nL 291.76713 164.655287 \nL 292.529945 122.313931 \nL 293.292761 140.845127 \nL 294.055576 151.242107 \nL 294.818392 144.067867 \nL 295.581207 139.071605 \nL 296.344031 147.428567 \nL 297.106847 138.396886 \nL 297.869662 157.814976 \nL 298.632478 141.336391 \nL 299.395293 133.562175 \nL 300.158108 139.779043 \nL 300.920924 141.430607 \nL 301.683739 130.470226 \nL 302.446555 129.349606 \nL 303.20937 135.501479 \nL 303.972185 142.11695 \nL 304.735001 139.239045 \nL 305.497816 144.413512 \nL 306.260641 149.225824 \nL 307.023456 138.619615 \nL 307.786272 159.440453 \nL 308.549087 119.951502 \nL 309.311902 150.704015 \nL 310.074718 124.425122 \nL 310.837533 120.912841 \nL 311.600349 140.261752 \nL 312.363164 126.019769 \nL 313.125979 148.317251 \nL 313.888795 146.622626 \nL 314.65161 157.713862 \nL 315.414435 131.222124 \nL 316.17725 136.563354 \nL 316.940066 139.662972 \nL 317.702881 132.271473 \nL 318.465696 144.379484 \nL 319.228512 147.559509 \nL 319.991327 140.956913 \nL 320.754143 131.480849 \nL 321.516958 138.360099 \nL 322.279773 133.603248 \nL 323.042589 127.591759 \nL 323.805404 152.48012 \nL 324.56822 134.54745 \nL 325.331044 128.952259 \nL 326.093859 148.109223 \nL 326.856675 137.702485 \nL 327.61949 133.988435 \nL 328.382306 129.528894 \nL 329.145121 131.512558 \nL 329.907936 139.864699 \nL 330.670752 129.275041 \nL 331.433567 135.64989 \nL 332.196383 142.234064 \nL 332.959198 132.683436 \nL 333.722013 132.347811 \nL 334.484838 125.995734 \nL 335.247653 143.860573 \nL 336.010469 159.768893 \nL 336.773284 118.600864 \nL 337.5361 134.654877 \nL 338.298915 126.078154 \nL 339.06173 131.994146 \nL 339.824546 122.80862 \nL 340.587361 128.826134 \nL 341.350177 132.351676 \nL 342.112992 127.917939 \nL 342.875807 126.086527 \nL 343.638623 127.356398 \nL 344.401447 133.912255 \nL 345.164263 143.245893 \nL 345.927078 114.439078 \nL 346.689893 119.33615 \nL 347.452709 123.859013 \nL 348.215524 129.331242 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337.5361 117.591837 \nL 336.773284 101.441458 \nL 336.010469 142.504126 \nL 335.247653 126.473759 \nL 334.484838 108.487474 \nL 333.722013 114.69991 \nL 332.959198 114.895563 \nL 332.196383 124.383917 \nL 331.433567 117.725749 \nL 330.670752 111.281296 \nL 329.907936 121.80328 \nL 329.145121 113.403583 \nL 328.382306 111.372214 \nL 327.61949 115.784258 \nL 326.856675 119.456725 \nL 326.093859 129.851509 \nL 325.331044 110.733285 \nL 324.56822 116.344871 \nL 323.805404 134.240247 \nL 323.042589 109.261233 \nL 322.279773 115.164821 \nL 321.516958 119.856577 \nL 320.754143 112.90669 \nL 319.991327 122.300379 \nL 319.228512 128.79824 \nL 318.465696 125.49183 \nL 317.702881 113.245384 \nL 316.940066 120.49179 \nL 316.17725 117.227009 \nL 315.414435 111.701367 \nL 314.65161 137.990641 \nL 313.888795 126.702141 \nL 313.125979 128.218182 \nL 312.363164 105.751205 \nL 311.600349 119.827833 \nL 310.837533 100.321155 \nL 310.074718 103.693689 \nL 309.311902 129.838374 \nL 308.549087 98.951149 \nL 307.786272 138.304387 \nL 307.023456 117.343779 \nL 306.260641 127.808166 \nL 305.497816 122.828823 \nL 304.735001 117.517773 \nL 303.972185 120.269393 \nL 303.20937 113.519795 \nL 302.446555 107.228055 \nL 301.683739 108.207796 \nL 300.920924 119.031162 \nL 300.158108 117.241502 \nL 299.395293 110.898401 \nL 298.632478 118.556024 \nL 297.869662 134.890625 \nL 297.106847 115.300359 \nL 296.344031 124.162285 \nL 295.581207 115.62999 \nL 294.818392 120.49839 \nL 294.055576 127.556153 \nL 293.292761 117.085648 \nL 292.529945 98.474756 \nL 291.76713 140.721006 \nL 291.004315 119.245727 \nL 290.241499 118.117946 \nL 289.478684 121.491242 \nL 288.715868 123.403099 \nL 287.953053 113.589376 \nL 287.190238 121.895461 \nL 286.427413 89.156518 \nL 285.664598 109.728821 \nL 284.901782 114.521928 \nL 284.138967 130.937718 \nL 283.376151 103.07697 \nL 282.613336 122.066883 \nL 281.850521 113.537461 \nL 281.087705 121.551996 \nL 280.32489 109.382439 \nL 279.562074 113.320078 \nL 278.799254 120.985058 \nL 278.036439 112.655353 \nL 277.273624 125.585369 \nL 276.510808 97.95397 \nL 275.747993 116.531194 \nL 274.985177 127.402428 \nL 274.222358 142.388257 \nL 273.459542 141.254528 \nL 272.696727 136.493589 \nL 271.933911 114.976288 \nL 271.171096 131.005198 \nL 270.408281 105.881236 \nL 269.645461 107.803067 \nL 268.882645 113.816125 \nL 268.11983 119.328675 \nL 267.357014 128.250032 \nL 266.594199 114.834803 \nL 265.831384 105.932099 \nL 265.068564 106.924496 \nL 264.305748 84.183716 \nL 263.542933 117.734355 \nL 262.780117 125.524063 \nL 262.017302 135.852686 \nL 261.254487 108.181564 \nL 260.491671 122.879306 \nL 259.728851 124.13507 \nL 258.966036 110.530519 \nL 258.20322 132.715663 \nL 257.440405 110.784937 \nL 256.67759 113.024871 \nL 255.914774 99.74321 \nL 255.151954 113.768616 \nL 254.389139 107.484986 \nL 253.626323 102.852784 \nL 252.863508 137.550127 \nL 252.100693 100.601119 \nL 251.337877 105.763992 \nL 250.575057 119.179931 \nL 249.812242 117.003631 \nL 249.049427 108.339741 \nL 248.286611 123.331796 \nL 247.523796 113.074222 \nL 246.76098 120.752644 \nL 245.99816 108.360296 \nL 245.235345 103.400939 \nL 244.47253 96.18237 \nL 243.709714 118.845267 \nL 242.946899 131.408672 \nL 242.184081 87.798702 \nL 241.421266 115.74047 \nL 240.65845 114.246166 \nL 239.895633 119.289413 \nL 239.132817 139.566717 \nL 238.370002 140.551809 \nL 237.607184 139.194086 \nL 236.844369 119.584697 \nL 236.081553 116.450606 \nL 235.318736 105.591965 \nL 234.55592 106.710287 \nL 233.793105 124.386812 \nL 233.030289 122.460951 \nL 232.267472 116.4157 \nL 231.504656 139.576871 \nL 230.741841 107.242917 \nL 229.979023 93.546515 \nL 229.216208 108.379099 \nL 228.453392 135.451148 \nL 227.690575 109.830108 \nL 226.927759 121.61645 \nL 226.164944 142.521251 \nL 225.402126 105.575606 \nL 224.639311 110.348795 \nL 223.876494 132.133597 \nL 223.113679 137.727751 \nL 222.350862 115.481622 \nL 221.588046 124.835744 \nL 220.825231 130.747762 \nL 220.062414 111.137725 \nL 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121.0884 \nL 189.549769 140.688335 \nL 188.786953 138.78968 \nL 188.024136 144.107949 \nL 187.261321 123.574961 \nL 186.498504 135.832798 \nL 185.735689 140.125249 \nL 184.972871 139.515205 \nL 184.210056 134.304081 \nL 183.447241 128.659586 \nL 182.684423 136.520542 \nL 181.921608 130.826657 \nL 181.158792 137.587121 \nL 180.395974 129.630177 \nL 179.633159 151.442005 \nL 178.870344 148.708439 \nL 178.107526 147.177423 \nL 177.344711 123.745866 \nL 176.581895 125.154234 \nL 175.81908 132.365904 \nL 175.056262 144.820254 \nL 174.293447 134.331089 \nL 173.530631 128.464393 \nL 172.767814 125.923619 \nL 172.004998 139.234169 \nL 171.242183 137.894785 \nL 170.479365 132.663261 \nL 169.71655 125.065314 \nL 168.953734 140.846445 \nL 168.190917 123.539071 \nL 167.428101 135.062821 \nL 166.665286 134.380478 \nL 165.90247 133.981655 \nL 165.139655 141.302048 \nL 164.376835 132.49208 \nL 163.61402 133.170798 \nL 162.851204 137.291448 \nL 162.088389 133.489365 \nL 161.325573 129.558964 \nL 160.562758 128.500534 \nL 159.799938 141.437655 \nL 159.037123 130.472831 \nL 158.274307 121.945001 \nL 157.511492 124.733107 \nL 156.748677 124.818564 \nL 155.985861 126.043493 \nL 155.223041 126.427677 \nL 154.460226 130.682755 \nL 153.69741 133.659814 \nL 152.934595 136.85471 \nL 152.17178 133.633587 \nL 151.408964 141.379189 \nL 150.646144 132.885274 \nL 149.883329 117.231039 \nL 149.120513 118.66142 \nL 148.357698 123.098469 \nL 147.594883 110.414313 \nL 146.832067 119.226691 \nL 146.069252 120.189827 \nL 145.306432 110.705566 \nL 144.543616 124.710893 \nL 143.780801 108.017624 \nL 143.017986 127.723927 \nL 142.25517 129.184781 \nL 141.492355 130.142727 \nL 140.729535 127.289421 \nL 139.966719 120.310795 \nL 139.203904 123.709957 \nL 138.441089 117.127798 \nL 137.678273 111.490136 \nL 136.915458 105.727123 \nL 136.152638 113.382067 \nL 135.389823 117.281854 \nL 134.627007 123.221755 \nL 133.864192 110.094316 \nL 133.101376 113.069975 \nL 132.338561 109.781487 \nL 131.575741 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+       "     <use x=\"336.328125\" xlink:href=\"#DejaVuSans-50\"/>\n",
+       "     <use x=\"399.951172\" xlink:href=\"#DejaVuSans-52\"/>\n",
+       "     <use x=\"463.574219\" xlink:href=\"#DejaVuSans-48\"/>\n",
+       "     <use x=\"527.197266\" xlink:href=\"#DejaVuSans-48\"/>\n",
+       "     <use x=\"590.820312\" xlink:href=\"#DejaVuSans-48\"/>\n",
+       "    </g>\n",
+       "   </g>\n",
+       "  </g>\n",
+       " </g>\n",
+       " <defs>\n",
+       "  <clipPath id=\"pe07792f72e\">\n",
+       "   <rect height=\"217.44\" width=\"334.8\" x=\"37.7875\" y=\"22.318125\"/>\n",
+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
@@ -479,9 +50855,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "tf_gpu",
+   "display_name": "jup3.7.2",
    "language": "python",
-   "name": "tf_gpu"
+   "name": "jup3.7.2"
   },
   "language_info": {
    "codemirror_mode": {
@@ -493,9 +50869,22 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.7.2"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": false,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": true
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
\ No newline at end of file
+}
diff --git a/docs/1.png b/docs/1.png
new file mode 100644
index 0000000..c694162
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diff --git a/docs/4.png b/docs/4.png
new file mode 100644
index 0000000..62350c0
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diff --git a/docs/5.png b/docs/5.png
new file mode 100644
index 0000000..71280e7
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diff --git a/docs/trained.png b/docs/trained.png
new file mode 100644
index 0000000..075bf6a
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diff --git a/readme.md b/readme.md
index ca554fa..750dfbe 100644
--- a/readme.md
+++ b/readme.md
@@ -1 +1,42 @@
+Using attentive neural process for forecasting smartmeter data in pytorch
+
+Changes for stability:
+- in eval mode, take mean of latent space, and mean output, don't sample
+- use log_variance where possible
+  - and add a minimum bound to std (in log domain) to avoid mode collapse
+- use pytorch attention (which has dropout)
+- use batchnorm and dropout on channel dimensions
+- added log_prob loss
+- check and skip nonfinite values because for extreme inputs we can still get nan's
+
+
+# Usage:
+
+
+- see requirements.txt for requirements
 - Download data from https://www.kaggle.com/jeanmidev/smart-meters-in-london/version/11
+  - Unzip smart-meters-in-london.zip
+  - unzip data/smart-meters-in-london/halfhourly_dataset.zip
+  - You should now have the file: `./data/smart-meters-in-london/halfhourly_dataset/block_0.csv`
+- Start and run the notebook [smartmeters.ipynb](https://github.com/wassname/attentive-neural-processes/blob/master/smartmeters.ipynb)
+
+# Example outputs:
+
+Here the black dots are input data, the dotted line is the true data. The blue line is the prediction, and the blue shadow is the uncertainty.
+
+![](docs/1.png)
+
+![](docs/4.png)
+
+![](docs/5.png)
+
+![](docs/train.png)
+
+
+# See also:
+
+- Original code in tensorflow: https://github.com/deepmind/neural-processes/blob/master/attentive_neural_process.ipynb
+- First pytorch implementation: https://github.com/soobinseo/Attentive-Neural-Process/blob/master/network.py
+- Second pytorch implementation (has some major bugs) https://github.com/KurochkinAlexey/Attentive-neural-processes/blob/master/anp_1d_regression.ipynb
+- If you want to try vanilla neural processes: https://github.com/EmilienDupont/neural-processes/blob/master/example-1d.ipynb
+
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..d7c8c7b
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,4 @@
+torch==1.2.0
+tqdm
+pandas
+numpy
diff --git a/smartmeters.ipynb b/smartmeters.ipynb
index e3ba923..4539177 100644
--- a/smartmeters.ipynb
+++ b/smartmeters.ipynb
@@ -1,32 +1,30 @@
 {
- "nbformat": 4,
- "nbformat_minor": 2,
- "metadata": {
-  "language_info": {
-   "name": "python",
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   }
-  },
-  "orig_nbformat": 2,
-  "file_extension": ".py",
-  "mimetype": "text/x-python",
-  "name": "python",
-  "npconvert_exporter": "python",
-  "pygments_lexer": "ipython3",
-  "version": 3
- },
  "cells": [
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:34.467434Z",
+     "start_time": "2019-11-02T06:30:33.698241Z"
+    }
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
-     "text": "Populating the interactive namespace from numpy and matplotlib\n/home/wassname/.pyenv/versions/jup3.7.2/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['plt']\n`%matplotlib` prevents importing * from pylab and numpy\n  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
+     "text": [
+      "Populating the interactive namespace from numpy and matplotlib\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/wassname/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['plt']\n",
+      "`%matplotlib` prevents importing * from pylab and numpy\n",
+      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
+     ]
     }
    ],
    "source": [
@@ -35,9 +33,7 @@
     "import matplotlib as plt\n",
     "import collections\n",
     "from pathlib import Path\n",
-    "from tqdm import tqdm\n",
-    "\n",
-    "\n",
+    "from tqdm.auto import tqdm\n",
     "\n",
     "import math\n",
     "%pylab inline\n",
@@ -48,7 +44,12 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:34.492702Z",
+     "start_time": "2019-11-02T06:30:34.469748Z"
+    }
+   },
    "outputs": [],
    "source": [
     "import logging\n",
@@ -59,7 +60,12 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:34.882252Z",
+     "start_time": "2019-11-02T06:30:34.497766Z"
+    }
+   },
    "outputs": [],
    "source": [
     "import torch\n",
@@ -70,7 +76,12 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:34.919402Z",
+     "start_time": "2019-11-02T06:30:34.887070Z"
+    }
+   },
    "outputs": [],
    "source": [
     "from src.models.model import LatentModel\n",
@@ -80,98 +91,524 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:34.954444Z",
+     "start_time": "2019-11-02T06:30:34.922129Z"
+    }
+   },
    "outputs": [],
    "source": [
     "# Params\n",
     "device='cuda'\n",
-    "batch_size=16"
+    "batch_size=32\n",
+    "num_workers=5\n",
+    "use_logy=False\n",
+    "num_context, num_extra_target = 24*2*3, 24*2\n",
+    "esp=1e-4"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Load kaggle smart meter data"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
+   "execution_count": 6,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:39.473449Z",
+     "start_time": "2019-11-02T06:30:34.957279Z"
+    }
+   },
    "outputs": [
     {
-     "name": "stderr",
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "1f7cadf677d34a71b4341fcf3c9a00a4",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=2), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
      "output_type": "stream",
-     "text": "100%|██████████| 2/2 [00:04<00:00,  1.96s/it]<class 'pandas.core.frame.DataFrame'>\nInt64Index: 2738535 entries, 0 to 1515864\nData columns (total 3 columns):\nLCLid             object\ntstp              datetime64[ns]\nenergy(kWh/hh)    float64\ndtypes: datetime64[ns](1), float64(1), object(1)\nmemory usage: 83.6+ MB\nNone\n\n"
+     "text": [
+      "\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 2738535 entries, 0 to 1515864\n",
+      "Data columns (total 3 columns):\n",
+      "LCLid             object\n",
+      "tstp              datetime64[ns]\n",
+      "energy(kWh/hh)    float64\n",
+      "dtypes: datetime64[ns](1), float64(1), object(1)\n",
+      "memory usage: 83.6+ MB\n",
+      "None\n"
+     ]
     },
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>LCLid</th>\n      <th>tstp</th>\n      <th>energy(kWh/hh)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>MAC000002</td>\n      <td>2012-10-12 00:30:00</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>MAC000002</td>\n      <td>2012-10-12 01:00:00</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>MAC000002</td>\n      <td>2012-10-12 01:30:00</td>\n      <td>0.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "       LCLid                tstp  energy(kWh/hh)\n0  MAC000002 2012-10-12 00:30:00             0.0\n1  MAC000002 2012-10-12 01:00:00             0.0\n2  MAC000002 2012-10-12 01:30:00             0.0"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>energy(kWh/hh)</th>\n",
+       "      <th>tstp</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2011-12-03 09:00:00</th>\n",
+       "      <td>0.149</td>\n",
+       "      <td>2011-12-03 09:00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-12-03 09:30:00</th>\n",
+       "      <td>0.154</td>\n",
+       "      <td>2011-12-03 09:30:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-12-03 10:00:00</th>\n",
+       "      <td>0.768</td>\n",
+       "      <td>2011-12-03 10:00:00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     energy(kWh/hh)                tstp\n",
+       "                                                       \n",
+       "2011-12-03 09:00:00           0.149 2011-12-03 09:00:00\n",
+       "2011-12-03 09:30:00           0.154 2011-12-03 09:30:00\n",
+       "2011-12-03 10:00:00           0.768 2011-12-03 10:00:00"
+      ]
      },
-     "execution_count": 20,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "csv_files = sorted(Path('data/smart-meters-in-london/halfhourly_dataset').glob('*.csv'))[:2]\n",
+    "csv_files = sorted(Path('data/smart-meters-in-london/halfhourly_dataset').glob('*.csv'))[:1]\n",
     "df = pd.concat([pd.read_csv(f, parse_dates=[1], na_values=['Null']) for f in tqdm(csv_files)])\n",
     "print(df.info())\n",
     "\n",
-    "df.head(3)"
+    "df = df.groupby('tstp').mean()\n",
+    "df['tstp'] = df.index\n",
+    "df.index.name = ''\n",
+    "df.head(3)\n",
+    "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
+   "execution_count": 7,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:39.681068Z",
+     "start_time": "2019-11-02T06:30:39.475648Z"
+    }
+   },
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "39340\n"
+     ]
+    },
     {
      "data": {
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>energy(kWh/hh)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>39247.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>-1.510907</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>1.127931</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>-9.210340</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>-2.291645</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>-1.569737</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>-0.737935</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>1.948493</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
-      "text/plain": "       energy(kWh/hh)\ncount    39247.000000\nmean        -1.510907\nstd          1.127931\nmin         -9.210340\n25%         -2.291645\n50%         -1.569737\n75%         -0.737935\nmax          1.948493"
+      "text/plain": [
+       "39225"
+      ]
      },
-     "execution_count": 21,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# df['energy(kWh/hh)'] = df['energy(kWh/hh)'].replace('Null', np.nan)\n",
-    "df = df[['tstp', 'energy(kWh/hh)']].dropna()\n",
-    "eps = 1e-4\n",
-    "df['energy(kWh/hh)'] = np.log(df['energy(kWh/hh)']+eps)\n",
-    "# df['tstp'] = pd.to_datetime(df['tstp'])\n",
-    "# df['energy(kWh/hh)'] = pd.to_numeric(df['energy(kWh/hh)'])\n",
-    "df = df.sort_values('tstp')\n",
-    "df = df.drop_duplicates(subset=['tstp'])\n",
+    "# Load weather data\n",
+    "df_weather = pd.read_csv('data/smart-meters-in-london/weather_hourly_darksky.csv', parse_dates=[3])\n",
     "\n",
+    "use_cols = ['visibility', 'windBearing', 'temperature', 'time', 'dewPoint',\n",
+    "       'pressure', 'apparentTemperature', 'windSpeed', \n",
+    "       'humidity']\n",
+    "df_weather = df_weather[use_cols].set_index('time')\n",
+    "\n",
+    "# Resample to match energy data    \n",
+    "df_weather = df_weather.resample('30T').ffill()\n",
+    "\n",
+    "# Normalise\n",
+    "weather_norms=dict(mean={'visibility': 11.2,\n",
+    " 'windBearing': 195.7,\n",
+    " 'temperature': 10.5,\n",
+    " 'dewPoint': 6.5,\n",
+    " 'pressure': 1014.1,\n",
+    " 'apparentTemperature': 9.2,\n",
+    " 'windSpeed': 3.9,\n",
+    " 'humidity': 0.8},\n",
+    "std={'visibility': 3.1,\n",
+    " 'windBearing': 90.6,\n",
+    " 'temperature': 5.8,\n",
+    " 'dewPoint': 5.0,\n",
+    " 'pressure': 11.4,\n",
+    " 'apparentTemperature': 6.9,\n",
+    " 'windSpeed': 2.0,\n",
+    " 'humidity': 0.1})\n",
+    "\n",
+    "for col in df_weather.columns:\n",
+    "    df_weather[col] -= weather_norms['mean'][col]\n",
+    "    df_weather[col] /= weather_norms['std'][col]\n",
+    "\n",
+    "    \n",
+    "print(len(df))\n",
+    "df = pd.concat([df, df_weather], 1).dropna()\n",
+    "len(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:39.796198Z",
+     "start_time": "2019-11-02T06:30:39.683489Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Add time features\n",
+    "time = df.tstp\n",
+    "df[\"month\"] = time.dt.month / 12.0\n",
+    "df['day'] = time.dt.day / 310.0\n",
+    "df['week'] = time.dt.week / 52.0\n",
+    "df['hour'] = time.dt.hour / 24.0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:39.955351Z",
+     "start_time": "2019-11-02T06:30:39.799370Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>energy(kWh/hh)</th>\n",
+       "      <th>visibility</th>\n",
+       "      <th>windBearing</th>\n",
+       "      <th>temperature</th>\n",
+       "      <th>dewPoint</th>\n",
+       "      <th>pressure</th>\n",
+       "      <th>apparentTemperature</th>\n",
+       "      <th>windSpeed</th>\n",
+       "      <th>humidity</th>\n",
+       "      <th>month</th>\n",
+       "      <th>day</th>\n",
+       "      <th>week</th>\n",
+       "      <th>hour</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "      <td>39225.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>0.393734</td>\n",
+       "      <td>0.029285</td>\n",
+       "      <td>0.018890</td>\n",
+       "      <td>0.005533</td>\n",
+       "      <td>0.009592</td>\n",
+       "      <td>-0.010061</td>\n",
+       "      <td>0.010214</td>\n",
+       "      <td>0.013695</td>\n",
+       "      <td>-0.202741</td>\n",
+       "      <td>0.529373</td>\n",
+       "      <td>0.050786</td>\n",
+       "      <td>0.495566</td>\n",
+       "      <td>0.479369</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.177905</td>\n",
+       "      <td>0.959951</td>\n",
+       "      <td>1.002480</td>\n",
+       "      <td>1.021497</td>\n",
+       "      <td>1.030993</td>\n",
+       "      <td>1.005238</td>\n",
+       "      <td>1.030426</td>\n",
+       "      <td>1.020799</td>\n",
+       "      <td>1.401747</td>\n",
+       "      <td>0.306145</td>\n",
+       "      <td>0.028288</td>\n",
+       "      <td>0.307568</td>\n",
+       "      <td>0.288379</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.025000</td>\n",
+       "      <td>-3.525806</td>\n",
+       "      <td>-2.160044</td>\n",
+       "      <td>-2.782759</td>\n",
+       "      <td>-3.296000</td>\n",
+       "      <td>-3.364912</td>\n",
+       "      <td>-2.620290</td>\n",
+       "      <td>-1.930000</td>\n",
+       "      <td>-5.700000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.003226</td>\n",
+       "      <td>0.019231</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.266000</td>\n",
+       "      <td>-0.270968</td>\n",
+       "      <td>-0.758278</td>\n",
+       "      <td>-0.706897</td>\n",
+       "      <td>-0.756000</td>\n",
+       "      <td>-0.594737</td>\n",
+       "      <td>-0.791304</td>\n",
+       "      <td>-0.740000</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>0.025806</td>\n",
+       "      <td>0.211538</td>\n",
+       "      <td>0.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.378571</td>\n",
+       "      <td>0.358065</td>\n",
+       "      <td>0.257174</td>\n",
+       "      <td>-0.089655</td>\n",
+       "      <td>0.022000</td>\n",
+       "      <td>0.034211</td>\n",
+       "      <td>0.078261</td>\n",
+       "      <td>-0.095000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>0.051613</td>\n",
+       "      <td>0.480769</td>\n",
+       "      <td>0.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>0.501250</td>\n",
+       "      <td>0.606452</td>\n",
+       "      <td>0.676600</td>\n",
+       "      <td>0.712069</td>\n",
+       "      <td>0.794000</td>\n",
+       "      <td>0.680702</td>\n",
+       "      <td>0.786957</td>\n",
+       "      <td>0.605000</td>\n",
+       "      <td>0.900000</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.074194</td>\n",
+       "      <td>0.769231</td>\n",
+       "      <td>0.750000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1.914000</td>\n",
+       "      <td>1.577419</td>\n",
+       "      <td>1.802428</td>\n",
+       "      <td>3.775862</td>\n",
+       "      <td>2.676000</td>\n",
+       "      <td>2.563158</td>\n",
+       "      <td>3.365217</td>\n",
+       "      <td>5.450000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.958333</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       energy(kWh/hh)    visibility   windBearing   temperature      dewPoint  \\\n",
+       "count    39225.000000  39225.000000  39225.000000  39225.000000  39225.000000   \n",
+       "mean         0.393734      0.029285      0.018890      0.005533      0.009592   \n",
+       "std          0.177905      0.959951      1.002480      1.021497      1.030993   \n",
+       "min          0.025000     -3.525806     -2.160044     -2.782759     -3.296000   \n",
+       "25%          0.266000     -0.270968     -0.758278     -0.706897     -0.756000   \n",
+       "50%          0.378571      0.358065      0.257174     -0.089655      0.022000   \n",
+       "75%          0.501250      0.606452      0.676600      0.712069      0.794000   \n",
+       "max          1.914000      1.577419      1.802428      3.775862      2.676000   \n",
+       "\n",
+       "           pressure  apparentTemperature     windSpeed      humidity  \\\n",
+       "count  39225.000000         39225.000000  39225.000000  39225.000000   \n",
+       "mean      -0.010061             0.010214      0.013695     -0.202741   \n",
+       "std        1.005238             1.030426      1.020799      1.401747   \n",
+       "min       -3.364912            -2.620290     -1.930000     -5.700000   \n",
+       "25%       -0.594737            -0.791304     -0.740000     -1.000000   \n",
+       "50%        0.034211             0.078261     -0.095000      0.100000   \n",
+       "75%        0.680702             0.786957      0.605000      0.900000   \n",
+       "max        2.563158             3.365217      5.450000      2.000000   \n",
+       "\n",
+       "              month           day          week          hour  \n",
+       "count  39225.000000  39225.000000  39225.000000  39225.000000  \n",
+       "mean       0.529373      0.050786      0.495566      0.479369  \n",
+       "std        0.306145      0.028288      0.307568      0.288379  \n",
+       "min        0.083333      0.003226      0.019231      0.000000  \n",
+       "25%        0.250000      0.025806      0.211538      0.250000  \n",
+       "50%        0.500000      0.051613      0.480769      0.500000  \n",
+       "75%        0.833333      0.074194      0.769231      0.750000  \n",
+       "max        1.000000      0.100000      1.000000      0.958333  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Drop nan and 0's\n",
+    "df = df[df['energy(kWh/hh)']!=0]\n",
+    "df = df.dropna()\n",
+    "\n",
+    "if use_logy:\n",
+    "    df['energy(kWh/hh)'] = np.log(df['energy(kWh/hh)']+eps)\n",
+    "df = df.sort_values('tstp')\n",
     "df.describe()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T05:00:36.615523Z",
+     "start_time": "2019-11-02T05:00:36.538916Z"
+    }
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:39.991282Z",
+     "start_time": "2019-11-02T06:30:39.959604Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": "(35323, 3924)"
+      "text/plain": [
+       "(35303, 3922)"
+      ]
      },
-     "execution_count": 23,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
+    "# split data\n",
     "n_split = -int(len(df)*0.1)\n",
     "df_train = df[:n_split]\n",
     "df_test = df[n_split:]\n",
     "len(df_train), len(df_test)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T05:35:58.304088Z",
+     "start_time": "2019-11-02T05:35:58.274458Z"
+    }
+   },
+   "source": [
+    "# Plot helpers"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
+   "execution_count": 11,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:40.046541Z",
+     "start_time": "2019-11-02T06:30:39.994099Z"
+    }
+   },
    "outputs": [],
    "source": [
-    "def plot_functions(target_x, target_y, context_x, context_y, pred_y, std):\n",
+    "def plot_functions(target_x, target_y, context_x, context_y, pred_y, std, undo_log=use_logy):\n",
     "    \"\"\"Plots the predicted mean and variance and the context points.\n",
     "  \n",
     "  Args: \n",
@@ -188,12 +625,17 @@
     "    std: An array of shape [B,num_targets,1] that contains the\n",
     "        predicted std dev of the y values at the target points in target_x.\n",
     "      \"\"\"\n",
-    "  # Plot everything\n",
-    "    plt.plot(target_x[0], pred_y[0], 'b', linewidth=2)\n",
-    "    plt.plot(target_x[0], target_y[0], 'k:', linewidth=2)\n",
-    "    plt.plot(context_x[0], context_y[0], 'ko', markersize=10)\n",
+    "    if undo_log:\n",
+    "        target_y=np.exp(target_y)-eps\n",
+    "        context_y=np.exp(context_y)-eps\n",
+    "    # Plot everything \n",
+    "    # Note: days is first feature in x, since we made sure of that in the dataloader)\n",
+    "    j=0\n",
+    "    plt.plot(target_x[0,:,j], pred_y[0], 'b', linewidth=2)\n",
+    "    plt.plot(target_x[0,:,j], target_y[0], 'k:', linewidth=2)\n",
+    "    plt.plot(context_x[0,:,j], context_y[0], 'ko', markersize=6)\n",
     "    plt.fill_between(\n",
-    "          target_x[0, :, 0],\n",
+    "          target_x[0, :, j],\n",
     "          pred_y[0, :, 0] - std[0, :, 0],\n",
     "          pred_y[0, :, 0] + std[0, :, 0],\n",
     "          alpha=0.5,\n",
@@ -201,7 +643,9 @@
     "          interpolate=True)\n",
     "\n",
     "    # Make the plot pretty\n",
-    "    plt.ylim([context_y.min()-2, context_y.max()+2])\n",
+    "#     plt.ylim([context_y.min()-1, context_y.max()+1])\n",
+    "    plt.xlabel('Days')\n",
+    "    plt.ylabel('Energy (kWh/hh)')\n",
     "    plt.grid('off')\n",
     "    ax = plt.gca()\n",
     "    plt.show()"
@@ -209,24 +653,113 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T05:00:50.134912Z",
+     "start_time": "2019-11-02T05:00:50.072166Z"
+    }
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:40.093663Z",
+     "start_time": "2019-11-02T06:30:40.051668Z"
+    }
+   },
    "outputs": [],
    "source": [
-    "num_context, num_extra_target = 40, 10\n",
-    "data_train = SmartMeterDataSet(df_train, num_context, num_extra_target)\n",
-    "data_test = SmartMeterDataSet(df_test, num_context, num_extra_target)\n",
-    "# data_train[0]"
+    "def plot_from_loader(loader, undo_log=use_logy, title=''):\n",
+    "    data = next(iter(loader))\n",
+    "    data = [d.to(device) for d in data]\n",
+    "    context_x, context_y, target_x, target_y = data\n",
+    "\n",
+    "    model.eval()\n",
+    "    with torch.no_grad():\n",
+    "        y_pred, kl, loss_test, y_std = model(context_x, context_y, target_x, target_y)\n",
+    "\n",
+    "        plt.title(title+f\" loss={loss: 2.2g}\")\n",
+    "        plot_functions(target_x.detach().cpu().numpy(),\n",
+    "                        target_y.detach().cpu().numpy(),\n",
+    "                        context_x.detach().cpu().numpy(),\n",
+    "                        context_y.detach().cpu().numpy(),\n",
+    "                        y_pred.detach().cpu().numpy(),\n",
+    "                        y_std.detach().cpu().numpy(), undo_log=undo_log)\n",
+    "    return loss_test"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
+   "execution_count": 13,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:40.125766Z",
+     "start_time": "2019-11-02T06:30:40.096598Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# plot_from_loader(loader_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T05:13:17.870138Z",
+     "start_time": "2019-11-02T05:13:17.836065Z"
+    }
+   },
+   "source": [
+    "# Dataloaders"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:40.157355Z",
+     "start_time": "2019-11-02T06:30:40.128185Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "data_train = SmartMeterDataSet(df_train, num_context, num_extra_target)\n",
+    "data_test = SmartMeterDataSet(df_test, num_context, num_extra_target)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T05:19:43.988134Z",
+     "start_time": "2019-11-02T05:19:43.959496Z"
+    }
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:40.188892Z",
+     "start_time": "2019-11-02T06:30:40.159854Z"
+    }
+   },
    "outputs": [],
    "source": [
     "loader_train = torch.utils.data.DataLoader(data_train, batch_size=batch_size, shuffle=True, \n",
-    "    collate_fn=collate_fns(num_context, num_extra_target, sample=True)\n",
+    "    collate_fn=collate_fns(num_context, num_extra_target, sample=True),\n",
+    "    num_workers=num_workers,\n",
     ")\n",
     "\n",
     "loader_test = torch.utils.data.DataLoader(data_test, batch_size=batch_size, shuffle=False, \n",
@@ -235,78 +768,1384 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 27,
+   "cell_type": "markdown",
    "metadata": {},
+   "source": [
+    "# Run"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:40.802097Z",
+     "start_time": "2019-11-02T06:30:40.191156Z"
+    },
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": "(torch.Size([16, 19, 1]), torch.Size([16, 19, 1]), tensor([[0.0000],\n         [0.0417],\n         [0.0625],\n         [0.1458],\n         [0.1875],\n         [0.2083],\n         [0.2708],\n         [0.2917],\n         [0.3125],\n         [0.4167],\n         [0.4375],\n         [0.4792],\n         [0.6250],\n         [0.6458],\n         [0.6875],\n         [0.7083],\n         [0.7292],\n         [0.7500],\n         [0.7917]]), tensor([[-1.8382],\n         [-1.8382],\n         [-0.9111],\n         [-0.1472],\n         [-2.4068],\n         [-1.7773],\n         [-3.0769],\n         [-0.6990],\n         [-2.6023],\n         [-1.2655],\n         [-1.3899],\n         [-2.5757],\n         [-1.9944],\n         [-2.9169],\n         [-1.4435],\n         [-2.0707],\n         [-2.1707],\n         [-2.2818],\n         [-2.0318]]))"
+      "text/plain": [
+       "(torch.Size([32, 92, 13]), torch.Size([32, 92, 1]))"
+      ]
      },
-     "execution_count": 27,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "x, y, _, _ = next(iter(loader_train))\n",
-    "x.shape, y.shape, x[0], y[0]"
+    "x.shape, y.shape"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
+   "execution_count": 17,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T06:30:47.934533Z",
+     "start_time": "2019-11-02T06:30:40.804908Z"
+    }
+   },
    "outputs": [],
    "source": [
-    "# from src.models.model import LatentModel\n",
+    "from src.models.model import LatentModel\n",
     "model = LatentModel(\n",
     "    x_dim=x.shape[-1], \n",
     "    y_dim=y.shape[-1], \n",
-    "    hidden_dim=32, \n",
-    "    latent_dim=32,\n",
+    "    hidden_dim=64, \n",
+    "    latent_dim=64,\n",
     "    dropout=0,\n",
-    "    num_heads=4,\n",
-    "    n_latent_encoder_layers=3,\n",
-    "    n_det_encoder_layers=3,\n",
-    "    n_decoder_layers=3,\n",
+    "    num_heads=8,\n",
+    "    n_latent_encoder_layers=4,\n",
+    "    n_det_encoder_layers=4,\n",
+    "    n_decoder_layers=4,\n",
     "    latent_enc_self_attn_type=\"multihead\", \n",
     "    det_enc_self_attn_type=\"multihead\",\n",
-    "    det_enc_cross_attn_type=\"multihead\").to(device)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [],
-   "source": [
+    "    det_enc_cross_attn_type=\"multihead\").to(device)\n",
+    "\n",
     "optim = torch.optim.AdamW(model.parameters(), lr=1e-4)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2019-11-02T05:36:52.393804Z",
+     "start_time": "2019-11-02T05:36:52.367108Z"
+    }
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "start_time": "2019-11-02T06:30:33.800Z"
+    }
+   },
    "outputs": [
     {
-     "name": "stderr",
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "0a711ed4d82f49df98246229c3683230",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "9abe9d7f01ac4cfab421973485c140b9",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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Qt2/fqBdvz8zMZNmyZVx++eUtaj6eX375hZ9++insuXV8s6PWZ9++fc0+A/zpp59YsmRJo2m1devWkMfXrVuHx+NpUT3sIuW///0vDz30EO+88w5vvvkmixYtSrYkWzCGIkkUFxdz8MEHW9U6h4PXXnstqjha6nw8jz/+OP369ePpp58O+5zt27cH3N/c2ynuvPNODj/8cN5///2Q4bp27RryuKridDrp1atXs3/HPv/8c3Jycrj66qsjOu/MM8+kbdu2XHjhhcyYMSPi81MVYyiSgC+D37hxIwBVVVVRZfCBxmG0FBdBu3btOPDAA+nRo0fY5wTrZdbcxwTk5uYyYMCARt2TI0aMCGuCxY0bNzb7AsmWLVvYvn07FRUVEZ3Xs2dPSktLeeutt7jsssvo379/nBQmmGCNF011awqN2fn5+QEbDPPz8yPSJSIB4xGR+IkPQ1cqEEiXy+Vq0FibjEbaVE4zX4cAoLYDQLCOAKHeV7t1JZqamhrdunWrbty4MWiYVH2OqqYxu1kQzNURqQukpZaQo8U306yvFtKpU6cWMyYgXHwdAlS1dsCdx+MJGLY5u+ycTiddunSJqMbqT3l5OS6Xq3ZJ46aOMRRJwK4MPtB8PC1l1Gy0FBQU8L//+78A9OvXzxiJMDAFksgpKytjyJAhjB49OtlSbMEYiiRgVwbvKyG3xHUpjj76aA477DC2bdsW8bm/+tWvuPvuuxk1alQclKUWVVVVdOzYsbbjRDS0xALJAw88wHXXXceyZcuiOr9z585ceeWVzeZbNCOzk4Dv5RkzZgzr16+nV69ePPjgg1G9VL5zfFOVjxkzps7+5oiq1s7B45taIhK6d+/O/fffHwdlqceOHTvYuXMnGRkZUc8H5nuXbr75ZrZt20ZmZmazL5DMnDmT+fPnM3z48KjOT09P59VXX7VZVfIwhiJJ2LXwUP21GdatW9ciFpZZtWoVpaWlZGZmJltKSuNbea2srCymeAoKCjj11FP597//Td++fTn55JNtUpiaFBUVsWrVqubTaylGjKFo4oTqIttcDYWIkJubG9Hyp/X58ccf2bhxI8cddxxt27a1UV1q4XA4yMnJqTMbcbT07NmTYcOG2aAq9Tn77LM5++yzY4pj7969bN26lZycnCb/jiW1jUJEBonIchFZKSJ3BglzuYj8ICJLReSVRGuMF/PmzeO8887jscceiykeu3pQtTQGDx7MWWedFbUP2mBojKuvvpo+ffrw8ccfJ1tKzCTNUIiIE3gG+B0wALhKRAbUC3MQcBdwkqoeCvw14ULjxIoVK5g1a1bMQ/xbYo+UJUuWMHLkSF544YWo4zj22GM57bTTQk5D3hz45JNPGD58ONOnT485LlXl9ddfZ8qUKc16Go/Nmzfz4osv8sUXX8QUT8+ePenZs2fQ7sVNiWTWKI4DVqrqalXdB0wHLqwX5jrgGVXdAaCqoSejaUKcffbZzJw5M+bVsFpij5Rly5YxadIkZs2aFXUcEydOZM6cOQwcONBGZanHokWLePHFF/nqq69ijktEGDJkCNddd13EI5abEt999x3Dhw/n3nvvjSmep59+mvXr13PppZfaIyyJSLJKBiJyKTBIVUd4fw8BjlfVG/zCvA2sAE4CnMC9qvpBgLgKgUKAbt26DYyl9FReXh5VT5p4E0rX7Nmzee655ygpKSErK4ubb745YQsdJTq9Zs+ezaRJkygtLaVDhw78+c9/DnivqfocIXHa/NOqY8eOjBo1KuR7EY6uRx55BBFh1KhRtGnTxm7JUeuyk+XLl/PGG2/Qp08frrrqqpTRFQnRaDv99NMXquoxAQ8GG7Id7w24FJji93sI8HS9MP8HvAWkA32A9UCHUPE2hSk8oqExXStWrFBADzzwwMQI8pLI9IpkCo5wddXU1NissnESkWbRTFfSVN/9ZJGqulSb1xQeG4Fefr97evf5swGYqarVqvozVu3ioATpiysvv/wyL7zwAqWlpbbEl5ubyxNPPMEjjzxiS3ypiJ2TIL799tu0a9eOoUOH2iUvpWjJE0amCgsWLODXv/41gwcPTraUmEmmoZgPHCQifUQkA7gSmFkvzNvAaQAi0hnoB6xOpMh48cADD3DttdeyZcsWW+LLysripptu4pJLLrElvlTEzh5eX331FWVlZbzyyivNch2PePWGq6mpYdu2bWGvAxJv3G637XH+8ssv7N69O+YGexHhu+++Y+nSpTYpSx5JMxSqWgPcAHwILANmqOpSEblPRC7wBvsQKBWRH4A5wGhVtacInmQKCgoYNmxYTGMBWhp29fAqLi7mqaeeqv3dHNfxiFdvuBEjRtC1a1dmzJgRUzx2ccwxx3Dcccexb98+2+K8+OKLad++fcy9ng455BC++eYbZs6sX/5teiR1HIWqzlLVfqraV1WLvPv+rqozvX+rqt6iqgNU9XBVjb2PXwpQXFzMCy+8wLRp0zjyyCNty6Dmz5/P9OnTbaulpBp29fBqCW6ZoqKiBqPW7egN16VLFzp16pQyXT4XLVrEggULWL58uW1xZmRkkJmZSffu3WOKJysri2OPPZZevXo1HjjVCdZ40VS3VG/MjnZNhHB0nXPOOQrorFmzbFLbOP66fGsZiIjm5+fHZZ2HcK8RKr2SvY5HohpBI30eqdo466/r//7v//SVV16p/b169Wrds2eP7df0eDzq8XjC1pVqNKfG7BZJPEuzp556KpdddhmdOnWKOa5ISdSyrL71EjweD2vWrIlqmpJUGaRYXFxM7969cTgccWknsSOtUom1a9dy2WWXcfXVV9e6hfr06RPWqnyRIiJRT6Loz+uvv86oUaNYsGCBDaqShzEUNhLOhx/PKTfGjBnDjBkzOP7442OOK1IS5c7Zu3dvzBPcpcIgxUQY1iVLltjWqy6ZfPrppzz33HM4nU7uu+8+hg8fzoknnphsWWHx0UcfMXHiRL7++utkS4mNYFWNproly/UUrkspmmVQY9EVb3y6EuXOefHFFxXQESNGhKUrGC6XS7t06aIior169Urocqhz5syJ+j0IF5fLVbuEaY8ePcK6v3DesYULF+qJJ57YaPrbyRFHHKGAvvvuu6qqdVxCJSUlOnToUL344ottudaHH36oAwYM0L/97W+Nhg0nvT7++GOdMGGCLl682AZ14WO368nMHhsjxcXFjB07lrVr1zY4Vn8W1+Li4oDdCu0szVZVVVFRUUGHDh1siS9c8vLyAqaB3e6csrIyWrduTZcuXWKKx65p3qMlnjVLX23F13V006ZNtk09X1NTw5dffmlrL6PGOOusszjssMNqa8r+LqHs7GyKi4tRVSorK2ndunVM11q+fDk//PADp5xySkzx+DjrrLMSNktCXAlmQZrqlsgaRaBaRP3NV6IeOXJkwFJ3Tk6ObaW99957TwE999xzw76HWPHpcrlcmpmZGXEjfTR4PB6trKwMS1cqEu8aRTxrrWVlZfrZZ5/pihUrYtYZLo3peuWVV/Szzz7Tffv2xXyt8vJyXbRoUVj3l+rvWKRgGrPjQyC/fH3y8vIoLi5m0qRJWM+iLtnZ2baVbHNyckhLS0tK18WCggKef/55unbtClhdDEOtghZLQ66I0KpVq5g1L1++nClTpvDpp5/GHFekxLOdJJ61lXfeeYfBgwfTv3//lBmoeNVVV3HyySeTnp4ec1xt2rThyCOP5KCD7JsA4vPPP+ell16Ky+DAhBHMgjTVLZE1imB+ef/N10Ux2PFwffjh6Hr55Zc1Ly8vrt1TG9O1e/duPe6447Rjx45BdUTbRTiS7p7hpNfEiRPDau+wG/9aWDy6E8erRhHtc4uFOXPm6KRJkxqtLaxfv17vuecevfvuu22pWYSrLRy6d++ugK5duza+gvywu0aR9Izd7i1RhsK/sTDYlpOTo6qhDUq4roZU/Ij9dXk8Hr311lt16NChjeqIJiOL9P7CeY5ffvmlXnPNNTp16tRIbjlmfNpKSkq0pqZGi4qKdNCgQbpmzRpb4ne5XJqWlmb7WJ14N8AH4sgjj1RAP//886BhtmzZok8++aQedNBBOmrUKF29enVU1/J4PFpYWKj3339/WJNFhptXFBYW6lVXXRW1rmgwhiLBhiJQqS+ctgn/DzPYByYiYWfkqfgR++vaunVr7T01piOaHlKR3l+q+48DtenccsstmpOTE3H7VSAGDhxYm6bh1lYaS7NkDFS8+uqr9eCDD9Zt27YFDVNRUaE33nij3nbbbbp+/fqor+V7h9u3bx9W+FR/xyLFGIoIqD/SOFAp1v9jDpZ5uVyu2m58geIRER05cmRUugKRrNHGvkyvZ8+eIdPEX0c0Ri3S+0vlj3js2LEN3gen0xmwhpqRkRGVsdi7d6+uWLFCd+7cGfY5qV4YiTe7du3SSZMm6YQJE8IKn8rvWMINBdagvKOB84AzgK6NnZPMzU5DEaptIVSmdc0112jHjh31yy+/rI3rqKOO0rS0tKj90an6EQfK9BrTEY2bLB41Co/Ho6Wlpbps2bII7zo2unXrFtF7Fe9n6CPV3ZuN4fF4dPPmzbp8+fK46vERSWZcUVGhv/zyS/zE1CNhhgLoC0zGmtb7Q8AFvA78F/gKuAZwBDs/WZudhiKcxupAH/RvfvObBrWLX/3qVwrojz/+GLOuQCTrIw4n0wukw+VyaXZ2tgLasWPHsBqy7W6j8Hg82qpVKwW0vLw87HuOlUjfq1SagyoR83n5qKmpUbfbHXamN3/+fAX0iCOOiJsmf8LV9fXXXyugxx57bHwF+ZFIQ/EqcAre5VLrHesK/BUYFuz8ZG3JqlH4Mq1g4wkmTpyo//3vf7WqqipmXcFI5EfsI1Sm15iOGTNm6E033aSffvppWNe6+OKLtX379rb1elJVPeyww/Sggw7STZs2hRU+VlwulzocjrjWKNavX69XXXWVjhs3LqLzwk2zzZs369dff63r1q2LKP5I+fDDD9XpdOopp5wSVviSkhLt1KmTnnbaaVFdb+7cufrhhx/q9u3bwwofbnpt3LhR09LSmqehaKqb3W0UGRkZjX7I/o2O8XIBpao/NFiNorH7/eSTT/Tee+/Vzz77LKzreDwe7dSpkwK6YcOGRsOnYnqF0wmi/hZNG8WcOXMU0JNOOini88LhjjvuUECLiooiij9Spk+froCeccYZcb2Oqqrb7dYBAwYooO+//35Y50TiEquuro5BXeQkZcCdiJwoIleLyFDfFs55TZ2CggIGDRrUaLiKiorav+M52Ckc5s2bx0MPPZSwQWQjRowIOnDM4/EEnerho48+4t5772Xu3LlhXcfj8fDYY49x55130qNHj1hl1xLvGVz9CWeApj8dO3bkhRdeiHjQ4sEHH8y0adO49dZbbdFdn759+3LMMcfQuXPnuMTv44orrqCyspJbbrklrtcBcDgcjB49mr59+9o+4aCIkJbWxGdLCmZBfBvwMvAl8CzwlHd7srHzkrXZ3T3W7XbrhAkTwnYPBKtRZGdn65QpU2zTFYz7779fAb3rrruivlYk+Ho91Xd53XrrrZqenq7/+te/Ap738ccf6+23367Tpk3TH374IeQ1onGpheuqS2S7TrhtE+EOPrRbeyrWwlQTqyuSwXqpml6qyen1tIwA7RSpusVrwF1jXWJ9DY6BPmCf++qSSy6xXVegcLfffrt+8MEHUV8rEoLp+tvf/taoe2Lp0qUKaP/+/YOGiedCT4nuKRbsejk5OREbQjvj8pGqGV8kuh5//HHNz8/XJ554In6CvESia+LEiXrUUUfFVFiMhGS4npYAsa0J2ASpX62//PLLQy6Q4psltaCggMmTJ9OlSxdEhF69ejFu3DgmTZrE8OHD4677tNNO4+GHH+a3v/1t3K8FMHv2bHJzcxu4P2677Tb27NnDmDFjgp7btWtXevbsGdKVFM91LhLtJjz33HMbLIaTlZXFE0880WCBoTfeeIM77rgj4Iy8oTSWlpbGffGoRDFmzBguu+wyVq1aFfY5NTU1rF27lpUrV4Z9zgsvvMDtt9/O999/H43MsNi5cyeLFi3ihx9+iNs14kowCwK8C8wE5gA7sLrIzvRtwc5L9mZHjSJYKXbkyJEBaxap1Jc8kbhcrtrupQ+nwFIAACAASURBVPXTojF30X/+8x9dvHhxo1MlRDuQMNVqFIF6w4UadPm73/1OAX3rrbci0h7L/YT7ji1btkwPOOCAuPfiOf744xXQp59+OuxztmzZoj/99JNWVlbq999/3+hypqqq5513Xsi0DkYk3+S6dev0m2++CbtHVawksnvsqaG2YOcle7PDUDSWgSSjG2q4D76qqkp/+OEH/f777+MrSEO7P0K5i9xud+1cRBUVFVFdo7HML9XaKCK9jz/96U8huwJH0oPKzoknVVXXrl2rgPbs2TOs8NEyb948nT59us6cOTOq8w888EAtKirS0tJSveWWW3T+/PkBw7333nv6wAMPRDzXVioW3nyY7rEJMBSxfnCqqtOmTdPOnTsroF27dtXRo0dHNJ1CIF3hsGLFCgX0wAMPjPpa4RLtgMTy8nI99dRTwyqRxrONwhd/Iox+JDWjcO/Z5XJpr169auMJ1o5md42ipqZGN2zYoHv27AkrfKxEk+lt2bJF8/PzNTs7W99//30FtF+/fmHVMOKpK1EkozH7YuAnYBewGygDdjd2XrK2WA3F2LFjw5rYLhTBSnvt27ePOiMK98GXlpZqv3799JxzzonqOpEQ6RQnQO18Rr5M+frrr9fc3Fz997//HTTTjlevJx9PP/20DhkyJK7TQEdSo4i09pGbm6t9+/bVZ599NqYaUqpmfNHqevjhh3XJkiVaVVWl3bp10+HDhze64FU8dT3++ON6/fXX665du2zTEIxkGIqVwCGNhUuVLVZDEWwAWSQzvYbKQKN1baTaR+xyuWoHwNW/v8Z6iPmnad++fRXQP/3pT0Ezuc2bN2tJSUlE+iJJrzPOOEMBfe+99yJMhfCJpGYUbu1j+/btunTp0jpp8/DDD2tubm6T7/VUUlKiEyZM0HfeeccWXcFqEhs2bNDXX3+90S7agYhUl29A36JFiyK+VqQkw1B80ViYVNpiNRSh3Cl2xBFJzcSfVPqIg9WYfCPUIx2B3LFjx5BpdeONNyoQUZfHSNLrzTff1Oeffz7uU1Kcf/75tQ3aoTLxcGsUr776qoI1h5CvxuXrXPDxxx9HrC+SNPvHP/6hV1xxhW1raASK33ff3bp1i5tL8JVXXlGIrut6pN/k888/r0899VRCJgdMZGP2xd7tCeB/gav89l0c7Lxkb/GqUUSSuTfmkolmkrdUMhThZGThLOwUbq3jz3/+s2ZnZ+u7774btsZUSi8fJ510kgL6+OOPhwwXbu1j+vTp2r179waLFAHaqVMn22co9ueEE05QCL2gULS4XC5t3bq1LTVxfzZt2qSvvfaafv3117X7PvroI/3973+v//znPyOOLxXfMR+JNBQvhtheCHZesrdYDIXL5dJ27do1+OgifUkbK1HHu0Zx0UUXaefOnXXhwoURXyccwnWNRNrYHWjzH0CWl5fXpP3t3377rb799tv6zjvvNBo23HYZO92ckaTZzJkztbi4WLds2RL2OeESr27Ljz76qILl5rSDVHzHfCTSUFwN5AQ7nqpbtIaiMXdKNPHZOeYiGp/7Rx99FPF1wiHcDzmaxm7/LT09vcGkjOGmXyTp9dJLL2nXrl1r7yHVxsSEMhp2ujlTJeOL1yJc8+bN00GDBulzzz1ni85I06usrEznzJkTlVswUhJpKO4APgE+A+4FjqcJTOURraGIVynGru6XkTz4DRs26ObNm+M2Y2Uk3TcjnS3VP1OIpbtnJN1jE72ORyTaAnUY8C/A2OnmTBVDkaiBkIsXL9ZZs2ap2+2O6vxI02vBggUK6OGHHx7V9SIhGY3ZbYE/AM8B3wGvAEOBbo2dm4wtWkORrKVEwyVVPmIfd999t6anpzdaCq9vKEeOHFn7O1TvKBGJ6ZmEm16JypR27Nih48aN01dffTXqwYCB0qFDhw4NRnwnokbx2GOPaefOneMy/sTlcjVod4mH8b7mmmsUrM4U0XSbjfSbLC0t1ZNOOkmvv/76iK8VKUkfcAcMAG4FPoz03ERsqVajsItIHnwiBpFNmTJFAT377LNjiieUsQjWGG5njSJRBYTvv/9eAT300EPD0haJ265Tp07apk2bBvvj1UbhcrlqCwnxysjPO+88dTqdKiK29nryeDy6Zs0aXbVqlc6dO1cLCwuDjthujFQrvPmTFEMB5AInYq14dwpwSjjnhRHvIGA51liNO0OEu8T7Qh7TWJx2tlEkYg6ncInkIw42/5Kd7N69WxcsWKAvvvhiTPFE6p6yu40iUQWEtWvX6m233aYPPvhgWNoi7Qjgm4sslgJCqqVZpLrC4ZlnnlFAr7322pjjMoaibib9MLAGmIU1UeC72DApIOAEVgEHAhnA98CAAOHaAv/BWqc7boZC1cq0unXrltA5nMKlOX/EjfnafSXLSJ5JU2+jiKYjQKzPONVqYZHqCofPP/9c+/TpoxMmTIg5rmh17dmzR8vKymK+fijsNhThTDN+EdBfVc9V1d97twvCOK8xjgNWqupqVd0HTAcuDBDufixjVWnDNUNSUFDA9OnT60z33NRI9gp70VBQUMCaNWsaTMHtw+PxxO2Z+KaF79ixIwBt27Zl8uTJSX/2RUVFIae1D0SinrFvSv1w96cSJ5xwAr/97W/JyclJyvXHjh1LmzZtmDRpkq3xqirvvPMOP//8s6+AbSvhrM+3GkgHqmy+di6w3u/3BqyeVbWIyK+BXqr6noiMDhaRiBQChQDdunULe3nN+mzYsIHXX3+djz76iHPOOSeqOOJFeXl5WPfVtWtXtmzZEnB/tOkSiOeff57MzEx++9vf2hZvMO1t2rSJ+BrhphdAbm4uN910E+PHj+ess84iNzfX1rQC2Lp1K/v27aNz587U1NQ0Gn9ubi4333wzU6ZMYevWrXTt2pUTTjiBr776KmAaQezPONw0Gzx4MOPHj6eqan+W0KpVKwYPHmxbut1www1UVVXx6KOPkpaWZuvzuOKKKwBijjOSd8zHrl27SEtLY/Hixbbek6pSVVXFjBkzOO6449izZ4+973CwqgbeJU+BN7DaEJ7z/n4SG5ZCBS4Fpvj9HgI87ffbAcwFent/zyXOrqe33npLAT3//POjjiNepJIrpaamprZXyocffmhbvMHaKwYMGBBxXJFWve2cVTQQ119/vQL6zDPPxORKGT9+fIM2KLuecSS6pk2bVnvtSAZChouvcX737t0p2xYQja7Kysqou+NGgt2up1A1igXe/xdiLVZkNxuBXn6/e3r3+WgLHAbM9bokugMzReQCVV1AHBgwYADXX389Z5xxRjyiTwg+l8ktt9zC1q1bycvL48EHH7TVleJyuWjbti07duxg6NChPPbYY7bE74tj7NixrFu3jh49enD++edz7rnnxhx3YwRze9lFhw4dOPDAA8nNzY06juLiYsaOHVunJA+Qk5PDE088kVB32ZAhQxgzZgwej4f58+fTtWtXW+NftGgRu3btIjs729Z4k02rVq2SLSE6glkQrLaJrsGOx7phub1WA33Y35h9aIjwc4lzjUI1dXsyRKrLNxVJaWmprToS1fjrW2sh3j14EkH97spjx46NKp54d1RItVqYj1R6lv6kkq4HHnhAR48eratXr1bVxDZmDwa+E5GfRGSqiBSKyGE2Gqga4AasJVaXATNUdamI3CcidjSWt2guvvhiBg8eTE1Nja3xxnMNax/FxcWMGDGC9evXo5q4tZ+vuOIK+vfvz4YNG2yLs7i4mMLCwjrrWI8fPz6qe0m1jgrxroU1V0aNGsVhhx3GTz/9ZFucL730Eo8++ihlZWW2xelPUEOhqpeqai5wNlZmfgQwVUS2icgsOy6uqrNUtZ+q9lXVIu++v6tqA1eXqp6mcXI5+fj6669ZvHgxu3fvjudlEsKLL77Iyy+/bLtLIBGZ1dixY6msrNvJzW5jFIhVq1axYsUKWw1FIMNaVVUV1b005d5GkbBmzRpuvvlmJk+enGwpcWHlypUsXbqU5cuX2xbn+PHjueeeezj44INti9OfRrvHquoa4Fus6TsWAVuBzLioSTKjR4/mpptuYuHChcmWkrIkIrNKVsl5ypQpLF26lKOPPtq2OO28l0BdZrOysigqKopKW6xMnTqV4447jmeffdbWeFevXs3jjz/OK6+8Ymu8qcJDDz3EwoULbW0LvfDCC7n33nvJyMiwLU5/ghoKERkjIu+KyFfAXVjtCE8DR6jq6XFRk2SOOOIIBgwYQM+ePZMtJWZUlbKyMnbu3GlrvEVFRaSnp9fZZ3dmlayS89KlSzn33HPJzMykd+/etri67LwX35iP/Px8RIT8/PykjvnYvn078+fP58cff7Q13r59+/LYY49RWFhoa7ypwsCBA/n1r38d8TiZpBKs8QL4EavH073AOUD7YGFTaTON2RaPPfaYAnrzzTfbrsW/cTYeq4/Z0WAezVTe8WikDxRvq1atUmrUv49I02z9+vU6b9483bx5c3wEeWku32S8mDNnjk6fPl3Xr19fZ1+kEE1jtqoejNU+sQA4DXhLRL4RkedF5Jq4WC2DbXTt2pXMzEzbG7Nh/0hqj8fD9OnT4zZaOpEl53g10ge6l9tuuy3pI7/toGfPnpxwwgl069Yt2VKaFHv37uWhhx7ir3/9qy3xPf3001x55ZV88cUXtsQXkGAWxH/D6sp6PDAaa/CdO5zzkrFFW6N4+eWXNS8vLyXneVKNvITgdrvj0n1x7969unv37trfqVKqqk+kuhI5f1FzSbN4sWzZMp0zZ45u3LhRVVNHV32i1VVdXV07++6ePXti1jFhwgS95JJL9Ntvv41JG9HUKETkAhEZJyKfYTVgjwdysKYY7x4/05V4iouLue6661i3bl1Cu2PGE4fDEZfuix988AHt2rXj6quvtj3uZBLPdpGxY8cycuRIVq1aFXNcqUR1dTXjxo3jjjvusDXe5557jtNPP53p06fbGm+qkJaWxj/+8Q8mTZrkK4jHxF//+ldef/11Wzth1CdUr6c/AtuA24Huqvo/qnqnqr6jqtvipigJJKs7ZlNk+/bttG7d2vZut8kmnj2KXnvtNSZNmtRgRHVTZ8aMGdx111088sgj5OXl2Vaw6t27N6eccgoHHnigLfGlInfddRfXX389bdq0SbaU8AhW1fBtwO8C7PtTY+cla4vG9ZTqq9upRtc461v5rFevXra60txud22VuTm5BeK14NP777+vTz75pO7duzdqbYkg0sWxEjU9e3NIr3hRXV2t69ev13379tXZn4xpxv8mIrUdfkXkdgJPB95kaW4DmXyjgSsqKgBYv369La604uJievfuTVpaGgMGDGjSrrlAFBQUsGDBAt5++22mTp1qW4PzoEGDuPHGG8nMbD7DjxIxQr85o6rMmzePoqIiPB5P1PGsXr2aXr16ccghh9ioriHhGIoLgAdF5H9EpAirUbtZGYpUG8gUK/H4iANNRVFYWMjs2bNjlZtSfPTRR1x44YVMmDAh5rh8htXhcNg2LiNViOegSLXBb98UuPLKK7n77rv57rvvoo6jrKyM7t27xzTZZDiEMzK7BMtYPAP0AC5Va6GhZkOqDWSKlXh8xMGMz5QpU6KOMxXZtGkTrVu35p133okpcw9mWJuLsYhnLbxfv3506NCBn3/+Oea4UhURYfjw4dxwww20bds26ngGDhzIL7/8Yvv6KQ0I5pMCyoDdflslUO7bH+y8ZG9mwF18ZhltCu04/kTbRmGX3z3UM2gO71g8Byg6HA4FtGfPnupyuZpFeiWaRA64a6uq7fy21qqa7dtvp7Ey2Es8XGnBSorNqfeTnS67VJvp1W58tXDfe5Gdnc2kSZNiqoX7amE+n/2GDRuapXuzKRJqHEXvUCeKRdOfFKkZ4vuIfSNmMzIyYnalBTM+I0aMiElrKmFn5t7cOkgEoqCggLVr1+JyucjJyWHYsGExuetainvTH1Xlww8/jHosym233cbxxx8fd2Maqo3iURF5Q0SGisihItJVRPJE5AwRuR/4AohvU7shagoKCliyZAl33nknL730UsztLcHacc466yybFCcfOzP35tZBIhh2tsUEM8hbt26NVWbKsmPHDi655BIeeeQRvv7664jP/+9//8s333xDdXV1HNTtJ5Tr6TLgb0B/rIbsz4B3gBHAcuAMVf04ruoMMdG5c2ceeughrrrqKlvi27JlC9deey3r1q1jzZo1TbaxPxh2Zu4+w9qjRw9EhLy8vCbdQSIYdrrrWoJ7sz6dOnXioYce4tFHH6VPnz4Rn//CCy/w5ZdfcsIJJ8RB3X5CrZmNqv4AmI7RBsCaWmHFihX84Q9/aBZTsdfHl4mPGTOG9evXk5eXR1FRUdSZ+1VXXcWwYcNQVVasWNF010sOQbBawNq1ayOOq6ioiGuuuaZO6bi5uTcDceONN0Z9bs+ePRPyLYYzjsLQhNmwYQPvv/++Lcsu3nXXXdxxxx3NemoFn9/95ZdfBmDIkCFR+913795NXl4eubm5zdJIQPBagIhEnGYFBQWMHz+eLl26NFv3ZlPFGIpmzvXXX8+5555Lv379Yh709cc//pFx48Y1rQVXosAuv3uHDh1YvXq1rUurphpFRUUBJ59U1ajcTzfddBNbt27F4/E0S/dmMPbu3ctzzz0X0dTjM2bMYMSIEUycODGOyiyMoWjGFBcX1+kNEW2G15xHGAcimN992LBhzf7eI6WgoCDoSOrm0hU4EVRXV/PXv/6VJ554Imy33RdffMG//vUvFixYEGd1YRgKEXlTRM4TEWNUmhhjx45l3766g+gjbWhs7iOMAxEsg3O73QHvvaUZ0vrk5+cH3B9pb7EdO3Zwzz338Prrr9shq0nRvn177rnnHqZNm0aXLl0aHK+urubWW2/ljTfeqN33wAMP8NRTT/Hcc8/FX2CwkXi+DTgLKAZWAeOA/o2dk8zNjMzeT7DR1NZjt3C5XJqTk1O7Pycnp87o2sZGeTen9PIR7J7r33v9tKPeCOWJEyfq4Ycfrs8++6xt2uJJtLoCjdLOzMzUkSNHhj0br8vl0m7duimg6enpdcI2t/SKhqeffloBPfjgg8NakMzukdlhZ8BAe+BPwHrgS+AaID3c8xO1GUOxn1AZXqAMrv5xl8vV6NQdzSm9fATK+Orf+8iRI0MaYkBbt26tgI4bN842bfEk1jTzvW9ZWVk6dOjQsKf4aGw6kOaYXpFSXV2tQ4cO1Xnz5oUVPhnTjCMiOVgLGY0AvgOeAH4NmHEUKUywhkaA0tLSkOeWlpZSWFgYdGGV5jTCuD6+MRBOpzPg8U6dOoW1OlllZSXp6elNZ3GaGPCto+5yuejSpQvTpk0L2M4zePBgnE4nIlK7CuPgwYPNlOVetmzZwv33388//vGPOvvT0tKYOnVq3MdLBCOcNoq3sAbbZQG/V9ULVPV/VfVGIDveAg3RE6qhMRz27t1LeXl5g/0ZGRnNboRxfQoKCpg6dWrAHl6lpaVhp2t1dTXjx4+3W15K4t+eFQrfXE6NpWFLbAzfvn07f//733nooYfYtm0bX331VcBvMNGEU6N4UlUHqOpDqvqL/wFVPSZOugw2EayhMRbatm3bIrotFhQUMGzYsJjjaSkZXqDeYrHQnGutwTjkkEN44IEH+OCDD6ioqOCcc84hLy+P9evXJ1VXyJHZXjqKyMX19u0CFqtq852EpZlQVFREYWGhrR/w9u3bbYsr1Zk1a1bMcTgcDoqLi5u9cbXTILaEWmswfC636upqDj30UNq0aZP0mRDCMRTXAr8B5nh/nwYsBPqIyH2q+nKctBlswJc5DR482LY4W1JJL5LMT0QCulN83WqBZm0s8vLyopq6IxAtpdYaivT0dN588006dOgQtK0xUYTjekoHDlHVS1T1EmAAVs+E44Ho5sY1JJSCgoJGXVBZWVmMHDkyaAOuf7iWVNILxyg6nU5cLhcvv/wyOTk5AcO0hMbZQJMqRktLqrWG4oADDkiJtdbDMRQ9VXWL3++tQC9V3Q7Ed25bg20E+oh9pRTfnDrPPvssU6dODVp6cTqdzXIG1FA0lvllZGQwdepUCgoKKCgooKSkJGj6Nfe2Cv+p6IHaQkdOTk6dnl8Oh5XthColt6Raa1MgHEMxV0T+T0SGicgwrKnG54pIG2BnfOUlB48qnhh6C6UiBQUFTHrOWpHMN+31i1NfpqLGww8rf+aiK65mb43yhyuu5rrr/9TgI87KymLyi1O56IqrKatWdu5TduxT3Aq7q5WyamVPjVLlVqo9So2n6aWfW6172F1tbTv2Kb+79GomPDuZXt6Myz9dcnJymDzlBa68+mrcat333hqlZ69eAeP3ZX4KlFcr5dV108mjVrqWVlnbzn3Krn1WnMnGo/ufa41HcQf5RnzdZFWVmpoaVJWSkhLKy8tr++S73W5UFY/Hg8vlinhqd9X9Oqr9Nn9tLYUaj/XNVbmt9ySWXo6hCKeN4s/AxcDJ3t/TgDe8AzROj+XiIjIIa0yGE5iiquPqHb8Fa+xGDbANGK6q9jhBA7Bpr4dd1cr/bawBwCGC0y+/9Hj/dwKZadQe86j18YNlef3zWFXrtwNwiiAC6eI7X1CFGlUUEN8m1v9utTaACjd8t92NAjUK5TVWJu0AMhzg8F5TvdfEG86Xx1R7oP1pl/PUF5fXueePfqlpkA7njX2C7AEn8PLDf6Nk03o69+jFkDvup/Ppl/PvzXXDa40yd0vDOACy0oQsJ4CQ6bTuWYB0h/Xbl0zi1e2799q469+L9wG4a+/LSoMqjxVOscJ4gD018OnWGnz5cI3HOk/94q3/SXmHrDe4j+5nXs7TZ17eYL+P9zbWvf/LbrufZ+4YSVXF/g4ErTKzuPS2+3lvYw011conW/a/Y760qPQQ1MB2yBDapgsCtHJAhveBpzuszXePFW5Q7535YhLvv76kdcr+dC6vVsprrNDlNdQ+Xw/ed8+bTtVBdDkdQro3rjTZr8Uh1r3tvz61mqo91nMTIP+cKxj9mIdJRXezdeN6uub24tq7HqD7mVfw4S81KLCvGuZsqUGwvrW9bhotyHVp7eDAbCFNhEq3UrpPqfZYujK89+8QKx193/E+D+zzfnAi+79v9V4XrPAdM4QMh7Vvd/V+HZVurX1Hkf33rQpub0SVHthW6WGfB29eYF1fgSrP/vMz/J6x+MVV7YEKt5V+HoV99Z7LeblphHYeR0dIQyEiTmC2qp4OvBEqbKR4434GOBvYAMwXkZlqrYHh4zvgGFXdKyIjgUeAK+zUEQqrZtFwvxuoN4VSmERv7dWjrN/rCXhsT9SxBufUP1zFqX+IbcGjvTXKXm8mlGhUrdJ4MvClW31De8pFVzYo7XpU2RPYztZh5z6rhhFP1FujigS3R61MMHCMYcXx6/OvZPL5V9bZ569DsWqskbCt0sO2yohOiZhQhaQIYgm4d0+IY8mgsYWL3CLiEZH2qrrL5msfB6xU1dUAIjIduBCoNRSqOscv/FeAfV13DIY4YoehNRhShXBcT+XAYhH5GL/Cq6reFOO1c7HmjfKxAasnVTCuBd6P8ZoGg8FgiJBwDMWb3i1piMhg4Bjg1CDHC4FCgG7dujF37tyorlPtASrL0WWfRyc0nhhdkZGquiB1tRldkZGCuj5babVmlJeXR50PBqJRQ6GqU0UkE8hT1eW2XRk2Av7dQ3p699VBRM7CWrf7VFWtCqJxMjAZ4JhjjtHTTjstKkGb9nqY/8WnyCEnNx44weiyz42uCEhVXZC62oyuyEhFXf+Tm4ZThLlz5xJtPhiIcCYF/D2wCPjA+/soEZlpw7XnAweJSB8RyQCuBOrEKyJHA88BF5jpQgwGgyE5hDOO4l6shuedAKq6CDgw1gurag1wA/AhsAyYoapLReQ+EbnAG+xRrBlqXxORRTYZKIPBYDBEQDhtFNWquqveAKzA/TQjRFVnAbPq7fu7399n2XEdg8FgMERPOIZiqYhcDThF5CDgJqwV7gwGg8HQAgjH9XQjcChQBbwK7Ab+Gk9RBoPBYEgdwun1tBer11HznvrSYDAYDAFp1FCISD/gNqC3f3hVPSN+sgwGg8GQKoTTRvEaMAmYAiGmdTEYDAZDsyQcQ1GjqhPjrsRgMBgMKUk4jdnvisgoETlARDr5trgrMxgMBkNKEE6NYpj3/9F++xQbBt0ZDAaDIfUJp9dTn0QIMRgMBkNqEtT1JCK3+/19Wb1jD8ZTlMFgMBhSh1BtFP5LTt1V79igOGgxGAwGQwoSylBIkL8D/TYYDAZDMyWUodAgfwf6bTAYDIZmSqjG7CNFZDdW7SHT+zfe363jrsxgMBgMKUFQQ6GqzkQKMRgMBkNqEs6AO4PBYDC0YIyhMBgMBkNIjKEwGAwGQ0iMoTAYDAZDSIyhMBgMBkNIjKEwGAwGQ0iMoTAYDAZDSIyhMBgMBkNIjKEwGAwGQ0iMoTAYDAZDSIyhMBgMBkNIjKEwGAwGQ0iMoTAYDAZDSBpdM9vQvFHdv6Hg8Vj/a/3Ns/9vjxtqqsFdA+7NrUnvCOkZ4EyDtHRrczhBmtjyVqpQvhOq94HDAYh1D+Kw5tav/VusYw4HOJ3gTLf+VoV9lVC5Fyr3QMUeK60cTjigN7TKtK6zb5+Dsl+s8B1yIL2Vtd/tho2rrHR1OKz0dDghsw107JqcNPHhe/YiyX+ubje4q62/fc+iVpf3f0cLKQJXVUBFOdTUWGmyYg8c3M/+6xhD4eWdd+CPwwV3zUlIWlrDF5D9f2e0hi65SmYbb8bh2H/M95LW7vNlMn77WmUqOQdAq9Z1M2mo+7umxsq0qqugZnNfatpZb3/5TuGXtVCzT3A4lbYdrIy69lysDH9vGVSUi5UB7oLd262Ma3+mb8cX/5uAe51pSs9fQfd8xeGATt2Vbj3BkQZtOyhdelh/q8faPP4GybPfYHm03m8PVFVa91VRbn0kFXt8hkss4+WG6pIBIUvAvAAAETBJREFUlHucVPod831MbrfXyNXsTy8RK3Ov3BtdmjjT1Ksz8PkiSrtOlv6yHafW7k9LV3L7Wv9vXivs2R34/L6HK4cc68HphPadrTREoE1baNvReufKdkLpZkE91Hl3/Q2cw2Gd5xBLy7oVwpZ11jtSWXIUe91pVnq5rXfF47Yyo93brTT0vx9xWMYvsw1kZkNmG6V1lnXc/z1WGhZA6vyNNNjvdkPNPuv9p/o3ZGSnkdHa+iY2e9/9UPQ93MPlN3nonq9s+ln44RuhqkJwOpXsDtY37HBAuxzrO1YPbN8i7N7h98zqPEDrvzbt4OCBSscuim7MrF2Zx10DO7YJe3bVvVf/9xiFTT8LS+YJlXsFh0Np097KB2pqYOc2670GyO6gtc+1Nj9xwJ5dsHW9UF0N+yqgbGfDdKiqCpk0UWEMhZeqKti5XYCMsML/sibRxaq8IPtj1yGidQ2jz8h5o69Tupb9pWhnGkhNFW5pRc2+/aUaX8a89kdY+2Oyip/dojorM1tpldmwhuXxy8T8jZbHY2Vavkw0vZWV8bRuA60zrXTaVwm/rIFdpVYYp9NDuxxBBHZs9aWRdaxLrtKmXd2Mesc2WLVYWLU43kvEdAw7pKqgbmqNNVsgfiskt4Ztdfekt9KGBqf2b2HVYgcPXRfvasUJMZ4fKr3CS8u0DKVN2/21+Xatwe22/zkYQ+Hlwgth8VoP3379JRx0fAP3i69kpGqVPLdtFKoqrHM9Hr9Sur+Lxi9D8XfhVJQLJb9YpRCoW2Wu/Y314NMzvG6dnWtIz+2NCLRuoxyQb/1fUy217pL61e82ba2MD7FKQh06ezP3ejWgWNBl85BDTm6wv6oCfv5B2L7Fyuy2bhRKf7Huf2eJULrZSg+Hvxb/0hP1fvvpbZVp3VdmG8hsC5lZkOZ1fTnT1DJk25bTdkB/Mtv4PiK1jqdDmvd/p3O/ywisUmabdlGkge5/lmnpgcNUV8Ee7xqR2Vu+IO2wkwCr1rfpZ1CP0KGL0iW34bn7KmHhHGHrBsHthl0lUL5LwFtTLN9pvWNt2kHnAxRnet33UD3ed9cjDd7RA/KVXv2sWl/GtiVkH34Y6RnWb4fTSqO0VtC+k5U+vvv1uSCrKqwanWUwhErvN+EraNR319V5R/Hfr3WOpaVZzzQtHXTlfGryjmVfpRV393yrFhOMqgr4wOXg07eEmn1CuxzliBOV9p2t76Vsh/W9eNzWu+j7jjt2Vdrn1H0nfPfrY/tm+PFbh2UcqysgPbP2Hjt09tYCnPVqc3731a6TcsRJSk53xV0jlO+y3g2Ht6bYpp2V0ZTtEMp2NsxPMrOga55VmElPh3Y5dd1s5+Wm4YyDvU6qoRCRQcATgBOYoqrj6h1vBUwDBgKlwBWquiYeWlq1gk6doX2HaqRz4+F7HRTLsuGRn6vL1iGHBKpVpOby5a0yrSr6fhKrU5dtRQ6Jg7M2ACLBDYSP9FbQoYv1t5bsT4ustvCrIyBU+mS0ht/8TkOGsQNdtgM5pPFr+LtY09L9jWt89GlZFXJg+OFbZcKF13m48LqAsdmgyGPFtOzrgIWk8AmlJbW+66Q1+YiIE3gG+B0wALhKRAbUC3YtsENVfwVMAB5OrEqDwWAwJLNvwHHASlVdrar7gOnAhfXCXAhM9f79OnCmSLL7XBgMBkPLIpmup1xgvd/vDcDxwcKoao2I7AJygBL/QCJSCBQCdOvWjblz50YlqNoDVJajyz6P6vy4YnRFRqrqgtTVZnRFRgrq+mylVY4uLy+POh8MRLNozFbVycBkgGOOOUZPO+20qOLZtNfD/C8+jdHvGB902edGVwSkqi5IXW1GV2Skoq7/yU3DKcLcuXOJNh8MRDJdTxuBXn6/e3r3BQwjImlAe6xGbYPBYDAkiGQaivnAQSLSR0QygCuBmfXCzASGef++FPhEVVOrO4DBYDA0c5LmevK2OdwAfIjVPfYFVV0qIvcBC1R1JvAv4GURWQlsxzImBoPBYEggSW2jUNVZwKx6+/7u93clcFmidRkMBoNhPy1k6iyDwWAwRIsxFAaDwWAIiTEUBoPBYAiJMRQGg8FgCIkxFAaDwWAIiTEUBoPBYAiJMRQGg8FgCIkxFAaDwWAIiTEUBoPBYAiJMRQGg8FgCIkxFAaDwWAIiTEUBoPBYAiJMRQGg8FgCIkxFAaDwWAIiTEUBoPBYAiJMRQGg8FgCIkxFAaDwWAIiTEUBoPBYAiJMRQGg8FgCIkxFAaDwWAIiTEUBoPBYAiJMRQGg8FgCIkxFAaDwWAIiTEUBoPBYAiJMRQGg8FgCIkxFAaDwWAIiTEUBoPBYAhJWrIFGJoeIoJTQIBqBKdDQEEBj2qy5cWEiCCACDgBh4AHqPaAhnlvIoIDSHd4z1eodPufK2Q4BIB9nrpxtnYKaVZyUqOgCm7A7Wna6Wo3DpE6v5Xwn09zwimCw/st+r7JeGAMhR9dWgtt04Rju1nJooDb+7GK30PwKOx1K75v3+F3TNXKWHzn4HeOW31xKpVu67cAabI/rMcbBqzqnjc/YYND6N3OqgCmi5CVZr0YqrBPrfPAis932TSHlVkBpInQyrn/uO969X/7f2u++1CsaznFd7/7b2zuCjitx/7XqMajtfe5u1qpcFtxVHqUihprf5UHKmq09j79/9d69y9+H0Ga916cYmWmeNOulXP/M0gTQQRWOoVDOzlr0y/dYZ1XP139r+8UyHQ2zITAMoDVHt/9708z33P17U8Xy1DUp9qj7POeP3/l/jTb51HKqq34s9KENmkNz3WrsqVS2V1tXajKDdVqCa9WKw5VyHBYhsb/2da5R69O33MFyE6n9po/pglHdXZ601xqn7dTrLh9v/2fV43H/7227tP3HP3fZf9nmuHc/yyqPUqNN13SHNQaUIfsz/i++kk4umsaHrX2ZadBmqNhOqnuf6c2VSgryzxUq/VMu7QS0kRQb5r7tFV5wO29fqbTepd8en3PVdj/vlR7YPs+61lWitA6bf871cppfZt10tzvXgBaO6FzKyHdq6XGo7i912jlkNp3vNpjHfM+5trvO90BmU6pjbOVI/D7ZjfGUPiR7rAeQNv0xhO+U9xsd2BKnHBwO2f8LxTjbaU5pPalau1MbBr5s84BuVn2eVYdXkNbH6dAehjnpzuk1mj7k+EQclpBqIR3itAjU+iRGa7a6Fgl0KV1ZGmW0SB4pM+88fAOgY4ZjYfz1QYBemYJPW18/oGY+yOc1j3WLDTUfSXv+6mPaaMwGAwGQ0iSYihEpJOIfCwiP3n/7xggzFEiMk9ElorIf0XkimRoNRgMhpZOsmoUdwL/VtWDgH97f9dnLzBUVQ8FBgGPi0iHBGo0GAwGA8kzFBcCU71/TwUuqh9AVVeo6k/evzcBW4EuCVNoMBgMBgAkGV3KRGSnqnbw/i3ADt/vIOGPwzIoh6qqJ8DxQqAQoFu3bgOnT58etbby8nKys7OjPj9eGF2Rkaq6IHW1GV2Rkaq6IDptp59++kJVPSbgQVWNywbMBpYE2C4EdtYLuyNEPAcAy4ETwrnuwIEDNRbmzJkT0/nxwuiKjFTVpZq62oyuyEhVXarRaQMWaJB8NW7dY1X1rGDHRGSLiBygqr+IyAFYbqVA4doB7wFjVfWrOEk1GAwGQwiS1UYxExjm/XsY8E79ACKSAbwFTFPV1xOozWAwGAx+JMtQjAPOFpGfgLO8vxGRY0RkijfM5cApwB9FZJF3Oyo5cg0Gg6HlkpTG7HgiItuAtTFE0RkosUmOnRhdkfH/7d1vqGVVHcbx7+N0LWPKIJXE0aaBKchQm0QsocQKpGIUlJgXahNEUEhlL4QKinrRywwVGcKGGhvNcCRsGAthxHqhYzWNaU5/JgmaUCcMR63pzx2fXqx163TuOfue25yz9565zwcunHvPOuzn/i7rrLvX3metvuaC/mZLruXpay74/7K90fbIO0tPuIHiWEn6mcdd+e9Qci1PX3NBf7Ml1/L0NRdMP1uW8IiIiEYZKCIiolEGisW+0XWAMZJrefqaC/qbLbmWp6+5YMrZco0iIiIa5YwiIiIaZaCIiIhGK3KgkHS5pN9IOiBp0RLnkl4p6e76/B5Ja3uUbbOkPw98CPFjLWTaKumQpCfGPC9JN9fMv5S0YdaZlpHtUkmHB+r1xRYynS3pQUlP1v1UPj2iTSc1mzBbFzV7laRHJT1Wc315RJvW++WEuVrvkwPHXiXpF5J2jnhuevUatwjUifoFrAJ+D6wDTgYeA9461OaTwJb6eBNwd4+ybQZubblm7wY2AE+Mef4DwP2UvRsvBvb0KNulwM6W63UmsKE+fg3w2xF/x05qNmG2LmomYHV9PAfsYWgh0C765YS5Wu+TA8f+LHDnqL/XNOu1Es8oLgIO2H7K9j+B71JWtB00uF/GPcB71cYO5pNla53tHwN/aWhyBWVNLrss3vi6uthjH7K1zvbTtvfWxy8C+4Gzhpp1UrMJs7Wu1uGl+u1c/Rq+06b1fjlhrk5IWgN8ELh9TJOp1WslDhRnAX8c+P4gizvKf9rYngcOA6/vSTaAq+p0xT2Szm4h11Imzd2Vd9apg/slndvmgevp/tsp/4kO6rxmDdmgg5rVaZR9lNWkH7A9tmZt9ssJckE3ffLrwI3Aoj16qqnVayUOFMe7HwBrbZ8HPMB//2OI0fZS1rA5H7gF+H5bB5a0GtgBfMb2C20ddxJLZOukZraP2r4AWANcJOltbRx3KRPkar1PSvoQcMj2z2d9LFiZA8WfgMERf0392cg2kl4BnAo814dstp+z/Y/67e3AO1rItZRJatoJ2y8sTB3Y3gXMSTpt1seVNEd5I95u+94RTTqr2VLZuqrZwPGfBx4ELh96qqt+2Ziroz55CbBR0h8oU9SXSfrOUJup1WslDhQ/BdZLepPKnhebKPtjDBrcL+NqYLfrFaGusw3NY2+kzDF37T7gunonz8XAYdtPdx0KQNIbFuZlVbbUPYkZv7nU430T2G/7a2OadVKzSbJ1VLPTJS1sj3wK8H7g10PNWu+Xk+Tqok/a/pztNbbXUt4ndtu+ZqjZ1Oo1sx3u+sr2vKTrgR9R7jLaavtXkr5C2QrwPkpHukPSAcqF0k09yvYpSRuB+Zpt86xzSbqLcifMaZIOAl+iXNTD9hZgF+UungPA34CPzjrTMrJdDXxC0jxwBNjUwqB/CXAt8Hid2wb4PHDOQK6uajZJti5qdibwbUmrKAPT92zv7EG/nCRX631ynFnVK0t4REREo5U49RQREcuQgSIiIhploIiIiEYZKCIiolEGioiIaLTibo+NmCZJR4HHKbfkzgPbgJtsj1tWIeK4k4Ei4tgcqcs7IOkMykqer6V8niPihJCpp4gpsX0I+Dhwff3E9VpJP5G0t369C0DSNklXLrxO0nZJV0g6V2Xvg311gbn1Xf0uEYPygbuIYyDpJdurh372PPAW4EXgZdt/r2/6d9m+UNJ7gBtsXynpVGAfsB64CXjE9va6hMsq20fa/Y0iFsvUU8TszAG3SroAOAq8GcD2Q5Juk3Q6cBWwoy7f8jDwhbrPwL22f9dZ8ogBmXqKmCJJ6yiDwiHgBuBZ4HzgQsquhQu2AddQ1njaCmD7TsqickeAXZIuay95xHg5o4iYknqGsIWyLabrtNJB2y9L+ghloccF3wIeBZ6x/WR9/TrgKds3SzoHOA/Y3eovETFCBoqIY3NKXYV14fbYO4CF5btvA3ZIug74IfDXhRfZflbSfv53U6APA9dK+hfwDPDVFvJHLCkXsyM6IOnVlM9fbLB9uOs8EU1yjSKiZZLeR9nc5pYMEnE8yBlFREQ0yhlFREQ0ykARERGNMlBERESjDBQREdEoA0VERDT6N5WJAWcgvaYBAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
      "output_type": "stream",
-     "text": "epochs:   0%|          | 0/100 [00:00<?, ?it/s]\nTraining:   0%|          | 0/2205 [00:00<?, ?it/s]\u001b[Atrain: 0, 0/2205, loss: 50.16, grad_norm:  2.6e+02\ntrain: 0, 100/2205, loss: 33.41, grad_norm:  2.4e+02\ntrain: 0, 200/2205, loss: 21.67, grad_norm:  1.4e+02\ntrain: 0, 300/2205, loss: 13.5, grad_norm:  39\n\nTraining:  17%|█▋        | 376/2205 [01:00<04:52,  6.25it/s]\u001b[Atrain: 0, 400/2205, loss: 10.09, grad_norm:  78\n\nTraining:  17%|█▋        | 376/2205 [01:20<04:52,  6.25it/s]\u001b[Atrain: 0, 500/2205, loss: 10.32, grad_norm:  79\n"
+     "text": [
+      "0, i=0, loss: 11.49, test: 4.401, grad_norm:  1.5e+02, std:  0.22\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0, i=300, loss: 0.9211, test: 1.232, grad_norm:  12, std:  0.42\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0, i=600, loss: -0.1454, test: 0.008485, grad_norm:  5.8, std:  0.45\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0, i=900, loss: -0.5976, test: -0.7056, grad_norm:  3.2, std:  0.29\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 0, loss: -0.7102, loss_test:-0.8629, kl=-0.25193947553634644, grad_norm:  14\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "da0f9774bec84eae809d2e7ccd0fced9",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1, i=0, loss: -0.8301, test: -0.8603, grad_norm:  4.2, std:  0.2\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1, i=300, loss: -0.9812, test: -1.013, grad_norm:  3.3, std:  0.16\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1, i=600, loss: -1.153, test: -1.067, grad_norm:  3.1, std:  0.15\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1, i=900, loss: -1.155, test: -1.22, grad_norm:  4.5, std:  0.15\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 1, loss: -1.221, loss_test:-1.26, kl=-0.3947267532348633, grad_norm:  13\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "0587f90c8ce1421f938f606d98daa4bd",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2, i=0, loss: -1.32, test: -1.264, grad_norm:  4.2, std:  0.14\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2, i=300, loss: -1.24, test: -1.3, grad_norm:  12, std:  0.13\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2, i=600, loss: -1.385, test: -1.461, grad_norm:  6.4, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2, i=900, loss: -1.52, test: -1.426, grad_norm:  3.5, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 2, loss: -1.339, loss_test:-1.458, kl=-0.5196141600608826, grad_norm:  13\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f7bdb78f2896433dba123c0c248cc908",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3, i=0, loss: -1.658, test: -1.443, grad_norm:  6.1, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3, i=300, loss: -1.643, test: -1.478, grad_norm:  9.7, std:  0.11\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3, i=600, loss: -1.782, test: -1.55, grad_norm:  7, std:  0.13\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3, i=900, loss: -2.087, test: -1.304, grad_norm:  9.4, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 3, loss: -1.271, loss_test:-1.325, kl=-0.5170555710792542, grad_norm:  22\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "527a2748b65540fb8833b877eecc1944",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4, i=0, loss: -2.047, test: -1.32, grad_norm:  15, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4, i=300, loss: -2.153, test: -1.328, grad_norm:  12, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4, i=600, loss: -2.479, test: -1.178, grad_norm:  12, std:  0.11\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4, i=900, loss: -2.205, test: -0.9307, grad_norm:  34, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 4, loss: -1.736, loss_test:-1.375, kl=-1.1203781366348267, grad_norm:  40\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7028ad0331a94083a7ed1f9beba31a69",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5, i=0, loss: -2.894, test: -1.351, grad_norm:  17, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5, i=300, loss: -2.993, test: -1.204, grad_norm:  23, std:  0.11\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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ltnYvmR07M3bSNK4d1XYXlWnOYrPZ7AnY2Psn5N+wn9qqT4FaPv4omVH5kOhOixnNQQmGRhBmgqnfcYnqTH/z2ik4bHU1BpPZzG3TX+bsK0aGtXytEYduMPvlK3Uma4mRDL5C4a5nXWR3kkABD43w7r719tttOxwSGrL5d6HXMct4YelanvnkW3VRWRSbOhpCb3pc/V/Bg1eamXK1hdqqTpw0eB2pGdOBb/hy0Zfea6JYIzAEQZjJz88n3i8UzWyJISVdHeArywKvHZCKwrGnDeLgwaKwl7G1oe9wVWWqIJixzMndz7uwxIDT8TYwnrIib7qOe281cuwHt/kLIJ8tm6Zzxzkn8tXHHwBt28lud8uBnZt/Y8Fzf/Dbd5Li/YLc7pL7XmpPuxwB3MCqRW95r4ni+jIEQZgZPXo0D0z2ppFITEnD5XRQVW53v28X8Lq4xCRuOLkri+a+FpFytib0TrmKMvVvYpr3s91bJgO+WlRNGw+HdEnJ40/kY4mJ8TsiOP6Mm4HR2Gq7kNv9aE+M/B8VClsronh0qwfN/PjGEw+wa3MvYDH3veTkuc+cJCRD12NOAUaSlDbIc02lQ7KjSqE8CretNARBBDjzsmu5fPzdjLn/caa+8RFX3HIfNVXnAQXUVtddOwCxdOl1PMJk4q3pU+nSxpLPaf3M5QK1egq450KvGaimygiH9GdrhULa4Kvp0LWH+xMBIg+Yy30vvUBcosTheIR/LVrP2VddB8DeGoXNbVQQaOGjKRlZqImRe3PyuZLYOPX4Maf0Bd4mPnGc55pKp+TnEheFtdEnCAxncQTI7pTHX6dO97zP7Hg6H74cg8nUBZcz0MYhMWxbvxapqJ10pzv5HNAm1hRonbS6HKRUzUCFe7yrYlVThxEOqUczW9zyjxls/309XXpdweSrOpGVK0lp5ySnE+zYBAd3Q1Kq9zqnIlGkxCTaVuitVl83PfYflr8fQ1yixBrv9Bzv2FX9u/fPutdGo9PY0AgigP8qxv071U6nKIH9A1CFvTZw8rm2gFZflWUAdc1AqhDwHbji2no4pLvOjhlwFhePu4XCPe0B6H6cOmhld1b/HtxVd8APNZVHNKHVV5k7o0tahu/xDt0kYGP31vUU79sT8NpowhAEEWDnzp3s+3MrtpoaXE4nv323AfgOa3zj1gi0FdOH1tEqSwXqlhWBkJgt3nQdE5+exRXXjkKJzizmDaLVWXUlPDLKzOvT1JBbjyDoJIGVzJzUh2f//lefa51trMqklDg1QVCkCsbUTN9KSM8Gs/leqitO4DM/s6whCAyaxKtPTWPCwD6s+LCAX78p5e2nTgSGcuLAJ7DG+0a/m8wJQEbA+7QV04eWOE3VCII/s8tZSnxSCoV7djE7fwpTXprL9qo2Nqq5sSuSnZs2MO9f/2Hdql8pK1YHuBPP0gQBgKT80BYKd/sK17amETikukXl/954mUfHZAOPkOrX5YSAdhknAbBn236evPkaZj10h3q9YRoyaAoJyWnk5HVDUTryyKhsoBdwLN2PPQZrfALxicmemW3fQbOA5zFbfAVEXHwC055oG6YPX9NQvls4BqKc6ooywLvj2wdtNL2yXYG1K/+P/71+C/Aa/c9RmPO9g6P76k1DJ3P8Gb8x6ZUFPtdG48BWH1r7qigpora6BFBICTD36tnrAmA5Xf4ylm8+Wcg3n32ElNLQCAyaxt8e/hezv9pEu+yLATPtcn7jwuuWk5T2A+WHiuh39lAWLlnGa99u5bjTRgGjOeHMWaRntwchyMrtzK3TX+aya9rGSlBf09Bojjl1FtaExAavs9VU8+xjU8JbuFbKkvfn88FL/3a/W4DTXkBGe+9x1TSUSEVJL1IzsgDvtqg5CRa6du3aZiLTtPZ11R0PcuWt+4GJpGXUFYa5uXZgMJ+82Z+jjv0P0xYs97k+mghr1JAQYijwPGAGXpNSPul3/FlgiPttApAtpUwjyvDOQAAKqKp4iE/f2onJrNpxN6xZxco+PRnc+0yPrTIpbTRv/Hitz32iOfuhHl+NQNL9uKvoc8om3nmuYY1o/55gDvjoZW5BATPun6BLNV3Er99MYOVCyaDh6sLFbLc76sAusNfCN5/O99mjYMeOHYwdO5avvvqKl156qQWeInJoUWlmi4XamkzATGpm3WXWvY9VF7GUFpooLbyB6gonQkgciupnEFEUaRU2jUAIYQZmAhcCfYCRQog++nOklHdLKU+UUp4IvAh8GK7ytBQOd3gewLrV84Hx2KpVG63iUhtfycH9vPTc06xcON8TvVBWd3+aNpESQL9PcWUpwJ8sejWZDd+uIiu3YR9JdhtM0nf3XXfV2W/A5fTdDzs5DaxxDqor7uOqnrfyypS6exRIKZk1a1bUawZ6n4jHWRxAIzjp5EPMWuWgz8nqBeXufe0VKUPeRvVIIZymoVOArVLKbVJKO7AAuKye80eibmAfVZRWVHH9SZ2599Iz+GHZFOqGQqrYbDbmTp9KWpbawsqKBD8u/4zXp03i129WqudEoUrqj6Z2r1w4n49fzwa6IxUnG3/4mv5nX0hMrDXotdb4BG56qG0l6SsoKKC4OMCsAd+tT4WACy/dB7wEvEZVeZDUJlJGfZiy1sbmTp/KhjV/A7aRmhn43A5dIacLQBmfv/0Yb+Q/oN4jyiZl4RQEuYC+te12f1YHIUQXoBvwRRjL0yLs2XeA0sIDlBUdpKayfrNF0d5dnuiF0iJY/81KPpr9LJt+/BYIfceuIxmHe2OV5yfeiNNxyPO5y+nk/xa8TmKK3nKYQUys18t307TnPKaQtkJ9g7Z+P2yAcTf9wYjb/wnMwmzpFPS6aA9T1vrRms8XU3LwDaAqoEagkZIuATPfL32C/86ZgaIoUecnaC0ri68F3pdSBpSzQojxwHiAnJwcVqxY0aQvqaysbPK1TeXTJZ+TkZnJwd07UF0lwacSmVlZJBd+BQymvBj6dutE0o3jOTa3HXLjav40Cfabg14eFiJdZ04Jc5+4L+BubU6HndKiA5hMJs44YwqrVj2Gww5wFGbzLmbcO553/jWV8TfdyLnnnhuxMuuJdH3VN2iPGTMGuXG194PaSoYN6sf7M87EYo7H5bw+4HXZ2dkRfYZI1ZkiodK9eFgiuf66sTydn0ZNTRdSDn2H3Gj3vaC2ErlxNSmuPKA7vY+9l7PPA9eGL/npjxgsLeQiCEt9SSnD8gJOA5bo3j8IPBjk3LXA6aHct1+/frKpLF++vMnXNoV58+bJ+PgEiboUtt6X1WqV97zwply0yy6TUhUJUr61zi4X7fK+vityRrT8Uka+zvZUu6QQosH6io21ytzuc2WMdZ4E3zpOSEiQ8+bNi2i5NSJdX126dAlYPwnJ7XzazqJddvnR51/IhTvs0mRW21f7Lt3rXtcCdRepOjtQ4/Kpjw+326XJpNbFB9vsAetr0S67vO1fDglSnn2V9/odla6IlDkQTa0v4AcZZFwNp2noe6CnEKKbECIWdda/2P8kIUQvIB34JoxlaREmT55MTU2AvQZM6rReixrKys3j1r9P9Jg1NHtlmV8G6mjMceKPQ6lr0giE3W7DXjsZk+kh/P0u1dXV3HXXXWEqYesiPz+fuHj/dRYJjJn0bMDzd21eT0LS/4C9THxxCVdMmEhWh1yEEHTq1InZs2dHbT4rf3NOZSkoiiA5TWLxT9qqI9WdILhCt2tstJmGwiYIpJRO4HZgCbAReFdKuUEI8bgQYpju1GuBBW6JFVUEU9sVqbBol52F22tYtMvOa99uZdA5XlOGZq988T4bc6d/xYZvVwHR56AKhF2BsZOmYa6TTrkuRXt3YasJ7HcpLi6O+ugXUJMQjrtzoro2QAjUldizOf/awL6SBc89QWXZpcAqzJY8rp/8T2Yv+xGTyURVVVXUCgHwHbxrqir5/O23gM+DOoo1tEzxxfv38+Pyz9j6y09R568L64IyKeUnUsqjpZTdpZT57s8ellIu1p3zqJTygXCWo6UIlhIis0P9M94uf1Eb2ea1u3h/xhBm3H8zEN1RQzaX5LcyFwdqFQYNH8lt018jWKoNjcyOnUlIDl6X0R79orFh3U+UFRcyccb7wA7iEkYREyS4qvtxJ5GcfgGQSak7dDI+tR0WiwWz2YzNZotYuSONTbcr2b4/dzLvXzcCd5LSrv5BPdl9vGjvIh6/bhifzn3F0AgMQic/P59Yq3+PTOC6B6bVe90NDys8Pt+JyZwFnEb3404GfNckRBvVLjWn/iGb+nwmkQw8RGLqBu554c06OZmsVitjJ03jtKHBw0WjPfpF4y8n9KPfkKHEJ6qRQImpwc8dcdv99BvyCdCN/73+IF9/8iFOBOXl5RQWFmKt016jB/1E6uk7koGxwCUNagSaacheewwnnHUOeT17R50gaC1RQ1HJ6NGj+aNSYca0KRTu3QUyj+T0fAYNv7re62Lj4IQzJakZGZQc/JrrJ3sjaOwKxEU4cigS+Oe7+XLxfOA9YmLbe3wnc6dPpWjvLjI7dmbMmDEMGj4SS6xg2Xt3A3Vj6dtKkr6xE6dyqV2ybYP6PrmBtfkVJQXAPfy4vIhfv4nHYbNx4e1jw17OlkYbvB122L31KOAtMtpLzrq0fptrYiqYzJLa6oFMfeNTYmLh/Tdms6V9StSY0gyNIMycc8VIXvt2K08ttgPbye4Uer6gNDUlDKWF3ji1aF1d7D/D6nnCJcDdpLbrDcCg4Wo9frTT5uNTUWdrzyNMdRPTVVZWtgk/gW9uJkhKDa41znroDn5cfj2gRiLYa2uYOekW5s57O9zFbHE0u766Yh2S0yVzvndyxiX1a9kmEySnq/9XlICiKHz/5XLuv/9+osW1aQiCMLJz504WF7zBtvVrPREHyWmhN5w0d96h0oMKinu3smiNHNILgpULBRvWjAGeIaPDCfVep9p3R5OaOZvkNN/9n4uLixk/fnzUC4OKqhqklO7cTJAURCNYuWwpn859Bf/d3Ww11dxz912ceeaZvPrqq+EtbAuiTaIqSgEqSEwp9fSrhtAcxmXFkqqyUr7834fs3buXqqqqsJQ10hiCIIysWrWKf919E+/NmE65WxDo96o3CUF2nInkmMArU1SN4ALy/xbP5rXfAdEXtqahNw3Nmmxm/Tdq02zfpX7Bp6UPdtlHEZeYVOd4NO/sVu6QHKxVuPbYHK7olkDJQXVQCiYI5r3+WtB7HSou5quvvmL9+vXhKGqrQOs7FSUCeJr9O9ox/+nHQrpWXV0Mz999PmOOb8+wv93JE29/wpbq6LDTGj6CMJKbm8vg4SPp1f90d+NT1VGNBAsMyDRT7ZT8X4CsoqpGcAApFSZdPois3M48+Hg+d98wJlKPEDG0TmqvheoKgcm8nhsfi2HQ5V1QV2QHJjkdhJBUlAoqywKHkkar03hDmcL+SjtICVJSU6Wm6g5mGioqLAx6r/YdOzK/oICePXuGpawtjSKlZ7KhaucSkzmJJD8tMhieCYdT7afHnzmE4846F6c5OubS0fEUrZDn5sxj5NjrWfnRAj546d/8+o1qg9VsjQCJZrVRJVgEMQF+ieL9bwOb3e/UzVceuv3mqDR1eOzcbvOGVAYxe0ovFKXU57xOCSZ6JJvQ0nGbzd4ZcLv2gUNJo9VpXOuSmC0W3ttazntbK6gqd082gmgEmVlZgQ8IwfkXD2PcuHF07tw5Kvcm0EcMqaahxxg8vIxhN94Z0vVaiOmAoTO46o4H6N3/dPd9o8NUawiCMFBQUMCDt9/M/t07kVIdwL9fOgEo8BEECTp9zBrgl1i7cgpQ4/NZbU10mjo8exC4x31L7FHk5HUjPjHZc06PZBMntTPTJ9WMSadAaYn6Lh43rU6YaUJC9G5qX6sLHLDExHidxTpBEGsWHJNqJifOxJi/3linfhCC408fwnvz3mLHjh1IKdmxY0fU+Vb0QRZ67TzQngJ5iSaOTvFONsAbQmq29GLM/Y+z9Zcf+d8bL7Ft65ZwFjtiGIIgDEyePJlav9QSiqsamOzjLE4wexuaWcBpmWZ6p3rNIBUlwU0dlVGWEN2jtrsHsx7Hr2H2V5uIiY2lbzszZ2Vb6KOrG3331WZrR/cdxW3TXyajfceoT5ngUGSdkNsKt6wFPrQAACAASURBVBDVm4bSYwTdk03kJggGnXMut01/2b2vgwC6MCH/DfZt31onFUq0+Vb0K4ErPFFDdc/rlGDixHQzvVJ8Jxuab0/bk2BJwWvMnvp3Nvz0Q5hKHFkaFARCCJMQoq8Q4mIhxNlCiOxIFOxIJrhNeqePszjBz0OTFWciJ87b+tKzA5s6Mjt2psIZXYLA68hT/ybpFkWlxQjSY31nbgE7abEaZtqp+1+QUjJnzpyoFALg1Qa2b/yVh0ddyFtPTqYqQNRQaqz6N9496dDCcDv1cAHbOeaUkT77FuiJJt+KPshC1QiuYNl7Z1O4R33GvEQTPZNNHJ/mHRL1g6O2urisWK3HvgPP48LrJpDZuVtULPIM6iwWQnQHJgHnAluAQiAOOFoIUQ28ArwppYzSOJamk5eXx44dOwId8XUWm+uqpXoT0dV3TuOVKRPQm4es8QmMnTSNKGh7Ptj9TEN6O3dsgOmKvua03ExqJ5Xk9ToOp72W/c6G8xUdqdS40yUcOrCPn1ct488NAodd8xF4G0dqjOaH8r0+LVOye6vg70MtWBM6U1tVd9CPJt+Kr2kI4Bv2/bkfYVIbV89kE4mWupMN7TLNNPTd54K7zrfw4KvjOPfacUB0LPKsTyN4ApgHdJdSXiClHCOlHCGlPB4YBqSirtE28GNafn5dWywJZHbMp7MuKMO/c4I66Gl2ywvGjARmAxnuTezzuG36ywwaPrKeXQ2OPBQp0RQc1TS0jq8/7cKTN18DENCRHlAjcGsTNz76FP/4cCU9Tj4rfIVuYTSNoMcJ/Tjn6k8oP/Q4NZWCGKskW7fnTJpbk4ozgV58nn6xJMYq3VEw/4h634reqasKgs8YN3kJaZk5QODJhn6elvcXtb7sNsH2jYKfVngviIaQ7qCCQEo5Ukr5ZaCsoFLKg1LK56SUb4a3eEcmV14zqo4t9sxhs/jPmquxxqvnxJoEMaa6GoEQwtMozWZIzRwNFDHnO/eKWne6hSgJVgDwbAYOmkZQQm3VbioOFWMxCUwBHHq+GoH6t9wvy4Q+yVi0UeMWBCnpGSSmnA+cxoVjXcxc7vTYvq1m4TEJCSF8hOfF4xTm/6bu0uKwjeLWJ9X2KoSgS5cuUedbqWsaOoETBw7BEhODWQTui/qPMtrDnO+dDB2jVnxpoY3Cvbso3r83KjKRhrSOQAhxOtBVf76U8q0wlemIx66otthBw0fy4n1mli4wccIZTvQrOgNpAxpWk1eVTctU9yUoK1Ibo0YUtD0PPp20DOB0Rt+3jcFXuAJqA+DOuOwmxc9+q1EbBTO1YNS69M5P9bl7nijJ0bmVUv0WKprw3R8vJhZi4yT2WsGAoSM55tQzSKsuZPDxPcnIqD/z65GClGpkkL1O+KjXWRwbxKzjLxtS0qHjUer/W35eyDvPj+HMS6/iggULDm+hW4BQnMVzgaeAM4GT3a/+YS7XEY1dkXy56B3uOr8fm9c+BdRd7ZlQzz53sboWqG5m/zwPXpnNZZ1juXFAD1YunB9VgsBRZ7ZmpUPXzmR36hJQZQffhqtpBJvXCRbNNrH0nbcZc1x7Xph0e1Q48gKhmYZ+++4rtv4yE1hbJwomLdb3fYBJL4kp6t+qMpgz7X5GnH0aS5cuPezlbSl2VEk+3uPkYK3aDqSE8pJdwCP8vGo+ENgsBGob89dGtUmHw5FJRvtcEpJToiI9fCgaQX+gTzRuHBMu7AoU7tnJ9o2/ktlBXc1ZRxDU41yy6o7VVr8NTKK2Ws0TX7hnJzMn3ULHBBMT/xYdK4z1qrW/szhI9g0fjSCns3r9wV2COdPMDB1roaL0EOUlxdS66te+jlQ0Z/Gaz//Lrs3PAE+S0u44AJJiBF0STGTF1XV++pOYCiUHoaocOnbrSe8T+pGUVDdVx5FKtcs3dXttNbgcW4DH+eL9QZxz9UisgSrGTYLZu88xeP1RFst5zPn+T4CoMA2Fso5gPdC+wbMMPNgVOH/k33j20zVY428FvJEcJiGINQuS69UIvP/v3DQZ8N0sxFZTzTOPRU+Mt49GUCqAj/l8/p38tHxJQNst+DbcDt3gsQInJw5Ub5SeNYy31u3hnhfe9Fl0FU1oz9W7/2kkJN8K9PdEpKW41w6kBDAN+ZOYol5TVS4YO2kary9dw8UXXxzGkkeWar/fX3UU5xGfONXjbwu0mFPDP5JIm6Bo6wkgOjaMqi989L+oRu1k4DchxHfoRiQp5bBg17Z17IokOb0dyentqK1Wq1jTCLKsglMz6481i9OFK9RUBo7x3rc78OdHInr7raoRfM1XH79Mtz4diLnkwqDXxZqEZzZ24kDJtg2SdV9CTVUCqRlxANQqEgLkcTqScSrS89wDhl7GCxOvBAQp6eq+FbFBHjeQTE3STEPl6t9oSZmgUeO33kYVBD3JyXuM80eqU/1gPgKARL8RUjMNaX4ZiI6oofqU5qeae3MhxFDgedSsYa9JKZ8McM7VwKOoQudnKWXoCftbKT4xy/6mjhB0ML1GkJXb2bPoRU/73IY3eD9ScEi94xNgGNc/lM1xp51ab31Zzb6dMClNSyrm7aTRqBHon8npUGfzJpP07EwWioNdQ/MRVHoEweErZ2ugjkZQWjf5Y32moZw4gYKJfTUSm0vq0lHbuOei07HV1vDOV78e9nJHmqCCQEq5sjk3FkKYgZnAecBu4HshxGIp5W+6c3oCDwJnSClLomXVsl2B/86ZQenBYuy1E7DE5urCRhu+Xq+qjp00jZmTbsGmSwFgjU/gzoeDb9F4pGF3d1aHHWqrBCbzqQyf0A8hfB3n/lhNggpdJJYmbMuKqnjx3jtxuZzMeO2NMJY88nxT5PIJi/1zw5+AlcTU9pjci6OC1Znm/NTbzD2moTLBlx/NZ860+7lu5DU899xzYXuGSOFUZJ0QYlUj2IIwlVNV3oXElNR6TUNZcSay4qDSodZ7fBKYLRJbtZXtv6/H5XBQWV0LHNl+lVCihq4QQmwRQpQJIcqFEBVCiPIQ7n0KsFVKuU1KaQcWAJf5nXMTMFNKqSaGlfJgYx+gNWJXJP83fw7vz8wHiklO887Ggtm89Vh1piF1I/eXMZlUU0d8Yha3TX+ZoSOOeMXJg93dV/WOYk991VNd/qs5NfNbVXksS995g5Ufvk2NI3qmuLUuSWGtQrkuz9Rzd18DdCU+8RfPZ/VpUSe307K3qiTqTEOKVCg5uJ8DB6KiG9bRBkDTFqfxy+r+fPvZIqB+05CGFsAhhOYwFkyZs5qXv9yAyxJb36VHBKHEU/wLuFRKubGR984F9Ibs3cCpfuccDSCE+ArVfPSolPIz/xsJIcYD4wFycnJYsWJFI4uiUllZ6XOtItWIACEgyXL4LMkVTrj0ogvZ0mMASz7uRHJ8FXLj9wDsMAv2Beio+rIpgNR19oG9OvPfo29gy+8/c8ZZExjYK5d9P62iNALL2v3r7HDilKoZzSVBIqnYkQCcSozpc9bO+4WevXqxJSWZ7UHqq3btKqTOpp1UkgicQlWhgzsm3kd8fAJ7fvySCmvk1v+Hu76kn8073pwAdCI5zozcuBqATRbBtgCNubKyko1rvlTr232fBFse0J2qP/dwyplZzJn/LtmpSWF7hkCEq8786+uTxR1ZtTwH6ERqWi8yHCXIjatZbxFsDFJfWrlqXHjaWnLCyZSQRHoVdKg9gP23g6yIYBLScNRXKILgQBOEQGO+vycwGOgEfCmEOE5K6ZOEXko5GzXXAv3795eDBw9u0petWLEC/bVrilxU1ipIICPRxPHph2fA+Gyfk/N6nUGHbwRLPraQlKMgep8JwDHtzOQm1B3Z9GVzKpJP9jp9jp9+5UC25JtJ6ORC9FbITjDRr134B7gVK1Zw2lmDkEChTbKlQsGhqLlZjkpqXvLadSUudlapM3YBVFYIoICioht49EE7aVnt+ce//s0t4+qGya5YsYLO/Qayocw77UtxawQVNYmc+3c1PUJyjGBwTuTiR/3b2OFkc7nC7+Xe5125cD4HCncDe9i1ezhf/j6NQcNH0jfLTGYAe4dWtmqnZOl+tX0l9VBHwKqYTiSc1IEE4PRsS50kf+HEv862VyocqJX8JcXkSZHRFLZVKqwvVetr358we4aWe+ofXHvvNE4crba909pbAq7r0ZdrU7mLTeXq+SkdzLAdKtJOQvRWhcNpHSw+mnw4CUcbqy9q6Ar3vz8IId4BPsI3aujDBu69B9B7NDu5P9OzG1gjpXQAfwohNqMKhu9DK37TKbZJDuiWnu6olsSYXFjNolkDnJTSEw7p7yiG0HwEFpPAbBK4dLPdNHditfJDamOLZPaEX0sV9tb4mlh+K1NoFyua1VGLbb4P8c2n84EJIO0AlBbuZ+JtN5MSIwKmO8hNELSzWvil1EWZXXpMQxWl6sIhIVreWVzpkHxd5CLODKdnmrGEYBoMRqlOS1y5cL6P78heq64vARg8of4UYHoFKdEvagjA7mrZSKvtVar5K9YMfUOx2wRBHzFUvF99npw8ycXjFIaM8LbnUPqk3u+iLdz75tMCvl+6lvOuHcfGxONItAh6JjdvctRS1FfqS92vFKAaOF/32SUh3Pt7oKcQopsQIha4Fljsd85HqNoAQohMVFPRtkaUv9FUOyWf73PybZHvCCGlOttdX+qixN70UdauQG11Fb98tZwdmzYAfhuFhDgQ+E/otK3ySou08ja5iI0m0NYHipR8V+zi2yIXu6obb4evdUmq/Mwcy9+fgtrUvNTUkxc/zqymp9ayuFrjIdYqcdoFP6/+mi/en8ve3TtxteBayK2VCrUuSaldsqmief6KMt0PMXf6VJ8AAlDXl8ydPrXByDR9bh29ICg/VMRLD97G5PsnNquczaHaKT0+kL01dfdcaNS9dF28zB33362P5LKbFOLVXT2xmERIwlkvLLQQ0o0/LGbxa8+za8tGdlYp7K85cv1R9enM/wcskVIW13NOUKSUTiHE7cASVPv/HCnlBiHE48APUsrF7mPnCyF+Q02Dcl9Tvy9UbIpvnpZA7KxSSG/iTMSuwL7tfzD12gtIzewDbPBJCxxK+CiogkDfzbetfwe4gz9+vQJ4OaIaQbCVk7UuSa1LUuYQdIgLrUNp+GsDRfugorRpefH1nTQpDQ4dgIUvP8W6VR/zwOx3qT2pW5148EhQ7ZTsrtZF+FRKYoRCrAm6JIqAu2MFw+aSPjPcYHsIFO3dVa+DXcNqUhfy6VNMOB0Olsx7lczsHF578dmQy3Y42V/rfUaXItlVLTkqqWnaSbWuk5QVqfdIaedkZJ8sktMzmLVqI1ZLaP3cRxC4NYJO3Ucz6PJT6NLrWLW8R/ASjPq6R2fgPSFEDLAM+BT4rjGpJqSUnwCf+H32sO5/CdzjfkWEUGYYe2skx6TKRg1sNpfkq0IXDgkms5ljTxtERUkXyor8NYLQ7pcTZ8JiUqNEAJLTzEAJtmp1aqMQuVbnbGCiY3NJ/qyS9ExuhCDQaV2VZXDLQAuQB9Tdx6GhvPj6Ok1OVwVB1z6DSctKoV1OB5btd9LOKjgzKzLSQK0PhRI7PqGaipQeG79JmMlLDL2+yvzUssyOgdeXZHbsHFK7tbpTJySmelcWJ6e1Y0L+i3Rv33IJ5w7U+j7n5nLVLNk+zjfaqT52VClUOSVVOjebthI4PrGE6opyhMmEyWQKuT/qNXltLUFq5mUMn+DtHEeyIKgvDfV0KeXZwEXAz8ANwE9CiLeFENcJIXIiVcjDSSjRhA5FNRMdqFFwhqiabqlQqHSqcct5R/ch/93/o1e/OYBXEJhF6LPmo1NMnJrh/XnOvPQioAiX8g5SRjb7aCh1trVC4ZcSF39W1n9yrUtS4ZA+GsHB3WCvFVhi8hHuMFmNUPLi6510mvZliclmw5rVTLp8IDcO6MFn781v+CEOE9UudQArrCf96cZyJaRJyb4ahVUHnfxS6nuvsZPq7s9sjU/ghgdDW19iDWAairFaufC6mxly+dU4FUkj5nzNZl+Nwh8VCsU2iaIoPHnzNVzVI4WPC/7DIZvk93KFQ7aGy7O/RuHnEhdbK3z7rmZSzeqUwdsbCnn+8x8BQnbw6g0E2mI0zV+ncSQLgganSFLKCmCh+4UQog9wIfAWcEFYSxcGQg0r3+K253ZJNHFCA9FEVU7J9qq6rcCzitE9OIU6+9AwCeFJo5CcHk9cQjK11YKaSodnC8JIEMr2yA7FWweJFsiOq/uwZXbVcVpnr133SuBe/UdyzIBNvPPsNACyO+XxzJP/aDAvvr9pCAr4aPYEnHbVuFa4ZydP3TuB3qmmiOTYD2WAt7kkqwpdWE1wVJKJDvHeh3AqEpuiagE/HVICZlDV8uS8MHEqTscu0rI6c8PUaVwwYmRIZdQGtsRk9W9VudfBvqdaYU+1woBMM9lxkXEab6/yar9SSo465kS++WQhCUlqARUp+anERacEQZxJ+JjWFCnZWyNxKvB7eeAOrg3aqRmQmJJKYkoqA7Mt1JPyywerj49A/XvoQAkb1vxCbFw8PU/od0RnBA51P4JcoIvu/O+llE+HrVRhpLF5QXZUKWTFCbKtAolX6ttcsKlCocgm3TN09cDKhfOZO30qRXt3YYntDPyDpLTgO201RKwujUJqJtTuVPcmyA6w8XY4kNDomeG6EoUT0tW4E5vLuy/AtsrAs2Btn+LkdBh1z1RG3j0Fe20NOamJDMxuuInWFQSTPUJAw1ajOp0jIQhCbWOVDkklUGJXODZVDXWtcKhO5VA21Rk0fCTznxnLvu2C/PccdOreOB8UQIzVuyeBrQY2r1tBWdFB+p9zEa6M1PpvchjRtwuz2czVdz7I0DE3EZfgXbFb7ZRsLlfPK7ab+EuyCQX4tdRVx+fkT5lbI0jLVP/GmBoX8WZyO9gdivT4CAr3rOShEVdy8rkXM+X1hUf0roEN9jIhxHTgGkBz6II6PnwZxnKFjaZEIfxQHNpP7B/S57DtBMazea2LE88aGXLEkJ44E1QCtpoaqivvBByUHXqTSMUn6GtLL+QyO3Zm7KRpnpmpnlqXZE1R6N3Cqzmp74UQWOMTQlqFDX7223QJBHYuR2oz9sZONhQp+aW08cPI3CenULTXAUwkJV3NzhJ6VJr3vMQUsNeqDuNZD93Onj82M+OLn3F1jpwgsCvgcrlw2m0ek1dKO3XU1iYieue6prWESplbI9i3fSnL3p3LaWdfwIW3XdeoMsa6Heyaaai64ii69BpApx69gSN7s6hQ5g+XA3+RUl4kpbzU/TpiM4+GYuZoKoFC+qCaT+dOBUJbyu5PrNuGaYmJoeLQm8B8Sg8qEWt0mjKgCbnCPTuRUnr2RVi5sPm2d69G4H2o3AQTOSGaJepqBIGdy5HajL05IY+hsvwDwQcvzcNhfxawN5hwzh+ftQTua6vKoe+g8znjkiuJibVGODINPp4zg7+d2p1NP63xfP7IqIu4umcqe/9s3tJdTSM4dOAXVnz4Nlt+/qHR99DamWYaqig5kR2/f0NKhppLU0rZoqHKzSGUZrMNiGnwrCOEcKaMDRbSV3JA/bwpa680Fd5ssdDnlDnA+5QekpETBO6/9cWtNxePIEiD9158ksevG0bZupUhL+zziRpKk0A+JnNdR2qkNmPX2tjKhfO5cUAPLs+zenaWO1x89bEJKZ8H/skJZ+Vidg/soYSOgq/moN+T4KbHnuH+l+fTvstREWtjX3/9NVs3/IxUFCpKiikrLvQcczod2G21FO3d3eT7u1zeNnb6RUO565nXuOCKaxp9H63OEpLhiltdtO+iVtDOTd66PFIdxvWtLH4RdRyoBtYJIZbhu7L4zvAX7/DTnNlaQ6aR+kL6oGkagV6F79XvOn77zkzFIVfEwke1b6kvbr25VOqc6ms+/44fl39G6e03hXy9tijIqWiri0fTrY+k/NBkn9/q2lGRSdRnV+qaCTUNCghoTmssRfsEMIL8d50cM0C/TqXxCxb1DmM9kRjUamtrmTp1KoiHueqOBxg/7TlOOc+7XvWe598gPimZhOSUJn9HRQlIKUhOl3Tp1ZsuvXoHTPPSEPoJx/UPKvTuL8m/wUJpoR2XU2K2WI5Y81B9PgJNd/qRuiuCj1iamowylI4dKGW0JTaBsZPUKJiYRiwg0tCr8NrevGXFkbNHappuQ0KuOeg3Ex/7wBNcOuZvnH76gEbdI9akrnfQQnWt8aN47VvfWZ9LQiTSwdiV+jWo5gqClQvns33jVGAXz9zZmesf8k5IQo1MC5RmorLcnSLFZkMIgUvGN6ucoVBeXs6AAQOoiUli1MRH6hzP6JDb7O/QzEKpuuURjY3gC3SNer8LWLvyc7b+soq/nHTqEasR1FcdZcCnUso3A70iVcDDTVNNQ6GYRgYNH8mgy0cihBUQpGXmcedTL3s7aZM0Au//FWWrgDf5fP4eHhxh4tCh8Lc67RvGTpqGOcbXQmiN9wq55lCuixrKO7oPg4ZeQvv2jdsd1WO/dfsZKkqcTL76PO695HSPszFSwtOhyLBpUCsXzmfG/bcglZ2ApHi/r68mVB9BjElgFtpaArVi1q408dRtf+eqnil8Pn9ORAa17OxsHnsin0fnfRy27yjzhI5KVv/3Pb79bBHOmqpG3yfWbxahppqIB0yUH1KlTTQKgjHAWvdeBG8KIcYLIY6NVMHCRWOdxSsXzmfMce0DzobBt2OvXDiflYsWIKUNSOOym31NR03yEega36YfnwbGYav+ifXfmlj9VePv11g0jWDQ8JGkZbrXEApBVm4et01/+bCYOTTTUJJnvUUTNCeTdg/1fUVpDJt+/JYtP/+AvbYGiFwntSvBNaXmalBzp0/FXht8QtKYma42MUnLUv+u+MDE158kYYmJxeV0RKy+6vuag7t38Pzdf+OVKXc1+f6aRpCSAa8+cg//vOkqaspL678oAIE1grewxtdy8rnqPs9RZxqSUo4AEEJ0BU53v24WQuShriO4KBIFPNy4GvFLrVw4n+cn3ojL4Qh6TmbHzqxcOJ9XH76bilLdjtaUMP/pW8jIQacRNGWA8/5/ynmDSc1M5eCuHDavhVpb8OsOF/rauuymu9jzxybGTnqC5PR2h+07NEeeNa6ad194nqO75nHqreMadQ+tk2ohqKWFAljC1XfFY4lRV99FamBzKMF3lmuuBtWQphGqjwDUtlUDDB2jYK+FJW+bqCp7kheX5dOpe2QGtaKiIlyu4Gq6lJIv3p9LRvtcbn7i+SZ9h2cxWTuFARdcRvH+3XRo3/jECP6CID4JLDHJ2GoEthoH1vjo1AgAkFJuB34C1gLrgIOo+tARR2N/o7nTp9YrBKzxCfQ/+0JmTrrFTwio2GvVmVrHeBOnZZpJbkKqG33jG3bjndw383VyOqv7+7SEILj1yZdCEgKhRswoindnMrttLwX/foRXpj/W6HJq9WSNh3OvUUhKlcAg9m/vj9miVnzkBIFk0PCRnHP1dcQnJh1WDSqYRpGd25luSSbiG2F+7JZoomuiifRsuP4hhU7dJTCfySPU323o8UdRUFDQrPI2xNlnn83ll1zEjt/XBzye2aETt/1rFnc9+58mf4eWXiI1U3DLP2cw5fWPSLQ2PhAy0SJoH28i0b0c2btbmde8GXXho0KIh4QQ/xVCfIu6r3AsMAM4Xko5JFIFPJw09jdqyJ572/SX+eGLTwOsHfC9R0qMICvO1KRc9Po0udrgumqxBejKihVvN/p+jcW/znb8vp4XJt7E/GceD3pNY9YcVFeAogjikySJKYlcceu9jBg7rtHl1Gtbdzzl4v5Z6gKtQ7pdFyMxw9V/RXVFOTVVldw2/WVe+3brYTGjjZ00DbOlbmjsfY/mc1yambhGaJ2dE030TvUOAXbb28B4SovU323/7p2MHz8+bMJASkllZSU2m42sTl0CnmO2WDh/5A30OL4f3362iN1/bGr095S78xn7Oosb3xdTYgSnZJh91rfEJ/0OXM6cx24HjlzTUH0awXVAR+AzoAB4W0q5Vkp5xK6kbuxvVJ89Nys3j0HDRzYoLDI7dm5ShIIeq8l3cFWfZAfz3gxfJ9XQ6qy06CB//LqW5R/MY9m7b7Lg2SeCzvQbs+ZAMwtZYt/m/svOYuHLT/P+W3Ma/Vz+dZyeLYHFbN/4mGe2GYnZmv4rho4Zz/WT/0ne0X2avSBKY9DwkRx72izUnWC9msaIa5sWGmsRavoEgH1/TsZ/P4jqevaDaC5CCLZt28Z7H/3Xk1MoGHv+2Mw/b7qK/L8OD/n+1RXw7N/NfL9UbRzxieWUFh1EUZQmpXvR0AuRpFQXsIjff1oORKFpSErZCzgPNYx0MLBQCPGdEOJVIcRfI1S+w0pjfqOVC+dTGcShZImJ5crb7gPqFxaaTbg5jQ7UUL9Ag6vDEb5OqqHV2fdL/8c9F53KotleO22wmX5jImbUhHMFVJaM92gQe3c1fibqLwja5QC8Q2Xp42zbsA6ITCfVf0Xvk0+n3+ALmHT5QJ5oxADWEFbrNcAehBC88tUmBg0f2eTJhhDCk3ittrpp+0E0l/jEpAbPOerYEwEYePm1Id/3288EKz4weXYn2/vnAq7v24mZ909o1uRMf21Gh27Ae1ww6g0gOjUCpJSHpJQfAw+jmofeA4YAr0WgbIedUCeE2uy7pqK8zjFrQiJOh50dG9VZZqB0wACWmAyPTbjZgsAkgg6u4e6kWp3FWK2YLTEoiq9CGGim35iIGdU/MBkpmzcTjTMLz8wW1Nh4i+UyYCo5eccAkREECr7+kcevH0aMNY6E5NTDltb54J4yIIfE1CzM7iXFTTF1aGjtMzE18O8W7tQcodSKJSaGRbvsjLzn4YZPdrN/p1onp12o8Og8J+1ynCSntaNdTodGOdX90YeBp2fHASNISFb9dlGnEQghhgkhnhRCrEJ1ED8FZAATgcYFebcSAsUmBHJqBs4ZpJqD7n7uK4X0/wAAIABJREFUdeISkzydetDwkdw2/WWycvMQQpCUmgfM47xrD+gW+TRvFZPVFHxwjVQnHTx8FIrLGfAcfyE1dtI0LLG+ebKDRcyoSlfzk8SlxwouybXQzZ2WQgjI7HgV8DhpmX2ByMzWlv3fUh//SNHe3ZhMJnocdxI3ndaTyzrHMrxrPJd1jm1y2omSwkxgP88v8dZPcyYbFve1Z136BOA7qQllP4imsnDhQgYOHMjihR+E5f4Hdqn9rt/ZCn0HSS66fgLzft3PXyc1PhhBj14jSHU7i8vcfoioEwTAOKAQuB9oL6U8S0r5gJRykZSysJ7rWi3+v1Ewp2Z9awZOvWAYCzYWc8s/Z3g+HzD0MibOmMvLX/7GJTdsA0aTrAusaa5GkBMvuOeRJ+poHhZLePPnqBt7SI+wDDaj9RdSg4aPZPzjz3ne1xcxo5qGDl+SOH0nTc9Ry3vIbRqIRCd9/T+vBfSPfDpvtqddKS5Vq2pK4j6HTd120WSWpOd4JxjNMXVo+YlOPX8kMJsYqzqpye6Ux+zZs8OWuvuPP/5g1apVHDxwIKTzy4oL+ePXtZQWHWz4ZOCge36S4zeHCnUzmmD4ZLvNAPicn1c/xZ5tmyOWFfhwU5+P4Ar3ngNpUkq7/pgQYkIoNxdCDBVCbBJCbBVCPBDg+DghRKEQYp37dWOjn6AR+I9jwZyaQgSulsyOnTGZTHX2mt2zbTMPDB/Ek+Ov9swMmrucXU9OnIkHbhrLvU/NIis3DzXTfxeGnBu+TgrunDnLltYrHIPN9M+99q/06n8a/c+5iFe/2RI0YkZ1FufXiYRp6kw0xqeTVgDr2PLz70BkNILCwiCDVBAh2pjEfZvWCl7PVxtTejaeRHPQvDamRaWlZEjgKlLS7+OvU6Yz77s/wtq+Ro0axRfLl3P+RZc0fDLw+hOTuOeiU/lh6ScNn4xXI8ju5Fv3zZ2Y1d3Ifg5b1j3Alp9/CGtAQqANig4XoVTJVCHE2dobIcT9wGUNXSSEMAMzUXcz6wOMdO9u5s87UsoT3a+w+h78qzGY3V1KxRN7rlHfYiAhBEf3PYWuvY/zLF5RG4h3Q4vDwRnnnE9Wbh4djzoH2E7eUeFNouaUMO/1ujNcjdSMrKAzfZPJxPSFK5n6xkf1btKu+ghGc9awWR7zWl5e02ei+k7qciwD+vLFew95nifcZGVlN/qaUNNOvHCPmf+9bgbepLp8AJ/OnQ2ows/UhDxWGtrAmJoJICjefwdv5D8Q8jatTaVjx46cftYgcjuHtto696ij6dr7OGLj4ho812GDQ/vBZJJkdlQ/e/CKITx4xRCqS4qbU+wApqGLaZdzN7ndjg6r1tnUPGmhEMoSp2HAx0KI+4ChQC9CEATAKcBWKeU2ACHEAvd1vzWxrM3GX6DGJXampjKYHdrbsbJy8zyZRlcunM/MB27FVl1Fu5wOjJv8JIOGj+Tfi1cDMPlq9RpNI7A0c/ahJ94aw2/frSYmVo2ysIVxQdnXhU4qnFBUGNgKKITgrXV7gl7/+HXD2Lz2Ox589T2OPW1gneMuFyx7V/D7j2oFnTjwWv7+3DVYzSaGdmz6JvP62V5Wbg5wHJYYNUY9nDMqjf4DBvDJfxc3atFKKGknqsph91ZBjFXS4/hNbPz+O8qKhwLN1zg105A6qMUgTLdz2XgrDpeLcGegb0zur6vueICr7qhjWAhI0V4142hWrsQSA4qisGntGlxOJ2kp9YeqNoTPbmUZEhhLfNIYep7oDKsgcEqwhuneoexZXCSEGAYsRc1EOkKGFv6QC+inOruBUwOcd6UQYiCwGbhbSllneiSEGA+MB8jJyWHFihUhfH1dnDWVsFEdsDf8kkpN5T9QUyrVxeV00K17d+6f+igdOqoZEFfMeJSXnnsam3sEPnRgHzPvG4/cs4lB55wLQPm+k4Ekkkt/Qm6swiEEK0JYA1NZWdngc1U5FJ546ll+XdeZd+bBwd37WRHKzZtAuQMkkszMTAoDCIO4uI7Yfv6a2Ngge8Tu3U5lWQmWfb/j2qBqCHq+XZXFzGne1FWHfv0Pox66l9MHDiRu0v0Nli9YfbkkSPfU/+j2OXzKL3TK3o/cuJodJsGBJiT+CwWHAp99vpRlSz5rlBCwWq2MGTMG6W6XwfhjXRrQl65dK7h/Yj8O7HuB9IxM5MbV1AjBit8b/q5gdWZTQLokMUBc/FnU1rzIiAu+RG76lhXbQn6URvO/z5ZQWlrGqaf0J8tTRgsfL+yEzWYir0sVQ84LzX/gz/4f04ETyWpXity4DqTkhVdeo7SkhEMbvmtWfQE4neqCuJTSGOBMyg86kRtXs8ckOBSmNqZlzw1lrGgs9e1HUIGvNSUWOAoYIYSQUsqmJwj38l9gvpTSJoS4GXgTONv/JCnlbGA2QP/+/eXgwYOb9GX/W7ri/9k77+ioqrWN//aZlkw6pFESegdRioKCoGJBRcUKBMSCiKLea/lEBayEC4pdLIhiIcBFr1iuFQtYQRRsyEURgUCAVNKTafv748xJJsnMZGqAIc9aLJKZc87s2dl7v/15sfc+BSnhtbt0wCAQU8FDjdzfO3fy7mdfM2P+0wAsv/qqOiGgoba2luXLlzP6pvsBKKtUpzRhyAmIdEg0Ckb60Hd33bp1NPe9tpfZsfcZSZFRwHKIik9n9Oh2zT47ELy/z4ZdSo4f/H+s/eh+GhYamamunsOzy1K59Ynubu9/+OMtzL58DLP+cRMPrvyIgSMa/ll/fV0VDP2HOxg4QhLbVqGqqhJdfNtm5wE8z1eFVfL5QTW7qU2hquoW16Qi+rSlfYzCcUnh2aU7Kxy8fuXUJuvDG1wtzebw13p1vroNjaHNKRfgSvKREqVwUnLz38vTnO2scPCbs1VmQoqOmj1Q1nY4sV1gZAd9HUtpqHHD7bP43+bv6d77KVL7jADg3UcUVr9e/106jOhJr0H+q9n5m9Uxp/VKQPQZoUbV+gv66aGTWaGzD02PvO3JL/NtHLJI4uwAFsrL9/C3I5GRg49jcJvwrLHCWgfJJsWns8JfeAsWx0kp413+RUkpY7XXfXj2PsDV5u3ofM31M4qkStUJam3CYH+/gD+QEp69S+HmMXq2b1ZISJZcOnM2OoPR4w0fLl9Sl9XhyZdbsG8PVx7fgU9WLKPMSTmkcZAEmzrqCo1hUxuuJUyuIbtLy73KqqmoMrgTIIhLzGTMFQuAG1j3n1N57m6F/zyrYG00Fp1eX9dztspNPcbWjerSy7rDweW3ODhr0lW8/st+bpr7r6DG7uoaauPMGirJD3/WkMUL9XRj6PQGYuITmXCr770J/vpV/Q7djmv6JULlGgIttnWAP37aRk1VZVjn7LRLJjPu2ltISasngNv4ifpluvRTP/ij5fVfLn/vbq47uSe3nDmo2WfnOwPFaZmSitJD1FRVEq+HUal6n4RAc9D2tU4H5rhtQA/uvmQy33we9KM9whbGGIG3OoLO3m4UKjp6uWQT0EMI0UUIYQQm0KjBjRDCVZ29ANjW3ICDwcEDUXycoyP3D/WPOGWWnSmz5vCPR1/0fJOUdVkdnny5JnMMpUUFWGoFDrvAHCfrDutgN6krjDr4dNUrfPvBA8BBLJZmbwkIrkGpynI98Bv9h5/Mk2t/ZPmvO7hx4XWYzMlAOh8th9f+pWPNC02/6K1PvsKbf1UwfOxFDV4vK4Y9fwiMJkmPgeqGF0IQn9SWdu2Ds3CMSn2T89+/XwEY2PeXwrUndeO/b4aPm8kb9bTO0Aa9Uc32MkVn0mvQWCrLDlGwb7fXZ7rWuHz7fhcgh+4DJG88vYD/PPtInYANdo25xrESkwEu4/FbBvLXL5vDlmnlkJJzrpzBtPsX0TZZdQwd3AO7/6fyTt3+tGrVff2eoKJUvcccl0B+7i4O5u5q9vlaxlBahmTFow9w46j+/Px16E5p1zlP79QO6ERNZQavPB7CDd8I4ey37m3Ujwgh/iOEuFII0U8IkSqEyBRCnC6EeAj4Bujj6WYppQ24CfgY9YBfLaXcKoR40BlzALhFCLFVCPEzcAtq7ULYUF6mBr4yekpe3mTlzAn1RWFqWqZ7aJqeuypiU7SZ6+c9xT+fyGXzF2qkOD6ENQSuMCrw/qvP8vW784DcsAWLXQVBRYUeeJ/fvluJ1fmBOp2Of/8vj3uWbuFitUkbby9R6jZsVXkZ86+9hNcXzMFgbGptbd2obtKegyQGU8MDb9zA4BgvNcqE9WtW8vKDNwLqgVKYl8v8f84IGzeTxUk9bTI1DueZuXr24zz58Q70Rju11bv5/fsXyOy1k/EzPAc+G9e42O17gOn8vW0la55/lNf+NRu7Tf1uwWalua5Rde12ITGlFwgRNovAXQbM905OoEGjJRk9YOBIB5YawRP/1LH6SQW9IYHnv9rGq5s9W15Swo5f6vsIp3aE7T9uoOjAPkwhzNxwFQR3PpvEZTf/BXxElf/9bnzGYbEIpJSXAXOBXqhpoF8B7wDTgO3A6VLKtd4eLqX8QErZU0rZTUqZ7XztXinlu86f75ZS9pNSDpRSnial9CGEEzjKy1VffZs0Sdt0+POnH3hnyRP8sWWTmhrqwReqaXpaFXHbdDV4LBSFmQufY/BpU3hhTgd+/CIBgA5d/e8h6wtMimDMFVdz2qVzgDRqW8AiqKgwAC8wZdYSOnbvVfe6EHDS2ZKp9zjoP9xBZalgyVwd3/xXUJxfyMZP3mPTZ+7zvTVB0O8k2eTA2x8Cxkuj4r5GpKY6fNxMVgeMvPAKzr0gC7VATq316DfsBcZdO5GO3WHmAju9hziITUhjz/YufLbacxqk++r2KpY9eCtaRtutY09k/ZqVIXAN1a/RhLYSeI1x12yl30kjwiYIaqw2/vz5Rw7u+ZuKCj1fvydY/5Y6jhPPVBfgOZPV/zd9qpCzSMer83W069yNKHOMx+cumatw+3kGdm+vdw09/M5XvLxpF0OHnRyy8bu6fNt1gZEXqGOtrQnZRzRBONOfvUYxpZS/A+FlNWtBlJerFkGsel6zZf0n5Cy6n4tvuJ2p9/yLbZu+5cPlSxpkfQhh5pKZ9fUDo8ZP5NSLJrDysQdJy+jCqRdN4MV7FaorBP2HORh7pYPjTqm/P6SuIQXOu+oG/vej4Is39Vhqw7MyrC7+gMoKPTCcsyYNIdrD/su6w8HdlyisX6P+O+nsdGa98G9++249C6ZfTr9hpzLumpv4+j3Bsnk6Spw1V/2HSZ66vemBp/EMBVrMZFA8x3PCxc30/hsrePb+OynJPwDoiY55nbOzJnDxjfVS9fTLJKdfZue7DwULputZsUih+CD0PF5y0tkN/5aexu/a90KrTO4Sq3DT1e6z33xBU4tApe+228MXV8k7kM8d5w8nMSWNk4f/wAfvqkeRokgGnaZ+6PCxklufslGwV7DqcYUPXtXRuY+kcx/oPlDWFdRJCUUH4KcvBR+8qkNvlPQeLOl5giS5HYCetuntifOnWUMzaLyvjU6ZXlsdso9oAmsY6zrC59A6AqEeampLxPVrVvLfZYsB+Gz1a6xfs5IZ85/mtidfISFZ1eiEyETKJWz+YnKDjEAhBGdNuo8dv1zF3Al6Pnj1OmA6U+8pZcQ4GVbXkBACg1EdTLiCxZov8ou3VlJR3h1QuO3chrw4by5+mBkj+/L5m6/T90TJjQtsnJ1lJypGsvHjBKrKLiajx1C++/Btvv/kez5arvDozToK8wR2myA9U9JrkOcAazAHtkERLcrNlJOTw6LbZziFAICNmurpdO2f06DCXMOQMyyktP8nFaVTePMZHfOn6Vn1uILDoTJm3n6eDiF8K7Kqra5i4f3B6Wqua1S1COD9ZTquGapnX154Dp8ai4Wu/Y+nU+/+HMhT+1z1Guxg+kMO4pPUa4SA0eMll93sYOJtqkB99q7l3HnhVGZd+A1V5VC0H+65VMe1Jxp4+g51f197r4Ps1Xam3t3QlxJIz3BPaCwI3njmViCd8tL3QvchjRBO11DglTtHIcrL1K9bfHBFgzaCpUUFLJ6lOrtHjZ9Yl8lRsA/+cZae79cKpp8iEAIcdrWrVmkR2CwCNcP2dcBGl76PNfnMUFoEQggqiw5yYPc+oCMWS3hSR60O1Uf97Kwb0NJGNe0T1Dna/uMG9u/awZO3XsuKRQ8wZdZD3LhgIj2Olzzzf3qe/j89KlHtan75pju/fKPuwktn2hk/w0F0LOj0qtvNHX1FMAe2UXHfKhIRHm6m2bNnN7FqpEOljnCXFaQ36CktfhGo4typT/HR60msfEzHysdcT6r5wLVA89J+X65v2UqeoBfq2pJSMuAUSWLKcxwqeIxDBTP49edb6d85qMe7RXpGJx7/8HsAbj9DVaOvvc9BrxPcC57xNzgoOgAbPtpA8cEV/PnzyVxz4ijsNrDUSEzmUuKT4jn1ItUq15D395+8kn033Y8bzLAH54Rs/I2Fit1WDRzEUpsXss9whZTysAWLIw6qvxt+3zjHp8YpKR3gxgVqfnV+ruDgHkHBPkHRfoHNcoA+Q99j2gMbmHDba1w/71kMTQKFoY0RALz17CIevuEkYHn4LAKH9ybp69es5KevPqt73ZU8bcwVkpPO+Ymo6GVExZbQodul9B82kP7DHVw9x87kWQ5iE1UhAO4D8MEyXhqV+nhOTIKziTFxxMSFh5vJk/Xiydr58u1VdTQJ3689nnOnLie+jUQISVKqZPpDdpZuvJwr/jmnzh+e0iGTuCQ35gXQ0UeKBk9w7UmQ0h4uml4G7ADyqPLcfC8ouMahtCSO+CTPJ51OB9fPc3DncxO5avZLtO96JtUVAkuNoGu/j9ApnZizbDNX3uVoEOo7sPtvNn78Lr9+tz6kqdyNnzXptvuAfdjt14bsM1wRbnqUZi0CIcRbwEvAh1LKo5VcD9CCxTlUlvm+cUeMk/QZaqW2GhQFhAKKDr58ezWv/eufZPacxo0LnvX4maG0CAA6dOpERs+B5P7RJoyCwLPLpjAv1ykkGjpDNSExavxEehz3Hhs/upeLb7yDqXf38/pZo8ZPZPf2rXy6Yillh0rIzMwkOzs7qANbc3WMGj+RLn2P49dvf2DJvUOB4wJ+pjd0zMgg140wcOee0oLjmiJSmJfL2lUzmLlQNrEeJt0+i0m3z2pw71O3X4fNWp8lYIo2M3/+/KC/g16pP5zPuPxKftt4IT98mk5lCwqCuKTm7+sz9GT6DD2Zc6+y8O6LT/LTV+9z8rnn8eHr7Vm76hWue6ChVd6130DufH4l5tj4kO7Fxi7f1Ix2CKHHbhXY7Q0JAUOBcAsCX6bmWWAS8KezP0Gv5m44UvH3zndwMlW4hSe/ctt0aN8F0juplLYp7aG68iAGUxQf5yz1yi8fyhgBQNb1NzPv35uAaeGrI5Dem8t4K6ybNqw7yx++D1O0merycj5/83U+WfGS12b2hXm5lJYUs2zZMnbt2hW01u6qrWX26seZE6cCA8OW0XHvg/ObWDU6g3uSQn/aeLrCbrczavxEbnn0xTpyvnYdM1m0+AUmh8DKaVhUlkxick8gkaowBT9zlr3INUO7sOLRbKqq9Cg6SYwfXAV6vcInK5/gt+/WUpJ/AKMpmk69miodiSlpnHLeJZww6kxMITycTQr0SdDRLrq+/4XB6RAIR1p3OAnnwDeuoU+BT4UQCcBE58+5wIvAcimlNbxDDB327MqmcU9WDd7YRRtj/ZqVvPvik1idJ0tjfnmAMy+ZhFHXcIOFAkalvrK4cTVvqGB15sQ/dccN2Cz186XN0esL53qkpdZer62u4rM3XuPD119A0ekwGE11B2DjeMOAk0fTNkrHgAEDQjL+xsLXYAIhJDZLeLS1C6+YyLYyO4/94ypnxlkGZ07IZtT4pm0V/WnjeajgIGXFhdw/ZRxCCF7a+FeDGNYpKXramkKzwBrPmSlKVUHDJQjyDx6g6MA+KsvUPRSX5DF72y10ej3XzF0IwIlnXcDkOx/0er1BESGlylCEoEecYG+Vg/3VULR/Hw7HQiCeiqoFmM2h3fjhDBSDjzECIURb1GKvacAW4ElgEOC1juBIg9XqmS3TE52yO3jqYAb12t1xiQqnp+m9UjAHApOLIAhfZbGz2pf6EzMuqb71pqf2nI1hqalGZzBgjIr2qgWfOeFqnn7pVQYNap46wBcYG035pk//i6J7DrBTVR16G9vqUAXaa1v20qffJmA3Q8e4X0v+tPF8Ye4/uHnMCRTt30vxwTxqq6sazGMIsyEbxLLy9+5m+5Y7gEfwsMyDRtbM21m6YQfDx94C+OYWaozhY8czfOz4unad7rDxk/dY91YOFYUHPF4TDDR3k81qwWZ5HlgVFneaLczMuc0KAiHEGtRiMjMwTkp5gZTy31LKm4Hmu04fQVAU95swpUOmz0IAmuePL8zLDWmqmiu2fPslM0Z2AS7DahH+EF36jA/eVP3YVkt53WuuMQEtEBsd17wtb7daqamscPue6zyG1n/bUBI883/XY7fNBPKpCMMm1aiUE9qmYLH0BITHg81Tdbo7a9RgNBGTkMjNi15k9R+l7N2xnct7JjJ34jkIIYgKpSBwmbLykmJ2/PwEsCJsFoHOFK1W80u1f4O3QLEvcDgc7P97RxMaiTXPP8rj/7ia/X+Fh6VXc0MmpbYjLukJ4ImwCIJwu4Z82X5PSSn7Sin/JaXc7/qGlHJImMYVFggxD4hu8Jo/LiENzfHHJ7fPCGmGgivMekHRgX0g1D9FOKyCF+f7llXlsLnvYewrkttnUFtdxZ4/fscSwtr8xm6OEeMuwxQ9DZBh2aQWdxkwie4PtsY9rr218bztqVdZ8Vs+BqORG07ty23nDgOgsuwQJoWgmtE0hiv7QkqHDAadtgC4k+owCIKcnBwuOL4rF2WaWDijG5ATkEXgCrvNxo2nDeC+SWOpdRn0kNPHMvKCy+nUpUtwH+ABWtzBGBVFm9RbgPFhsghC/0xX+FJHkCSEuLjRa6XAr1JK35qHHgGoqQG7fQqIH0A+BfhHA+wKtznqTmiCxRSmxNyzRgxj9+7d9O4TT3WVGphyk7UaFAr2Ne/H9uYe8wXaPO387Sfuung0rw49kU3fbwz4ea5obF1Mf+gJtqzXk/e3oLIq9DvK4pDk/f0n/1n8CCXF/YHbvR5srn7+5tA4ywjgr1+28Nw9N3PWsueCHHk9OsUoJBoEv5U6iG+TzKDRd7D5Cx011aFVRXNycpg+fTpVzrzUsmKVQ6miVAJXBPxcg9FI36GnoOj1qqCMVhW+S29Ss64yY8KzIV3XmjFKAoLKMAjPI8EiuBaVIjrL+e9FYBbwjRBiShjHFlKUlADkIPg3ALEJSQEJAWio1QEoTh+lpt2NvnhSyLOFNERFRZGZmYkxSuXJCLVFIKX0yY/tK+WyO2jzBPCv6SpR3++/bw0ZIZxBgQ5mhQSXYIFGARAuiyA/dzef/vsVrNYPURSJ2YcMGLvdTv7e3VSUHvJ4jXuBK3n71RdCSqAXbxBkxCh17iZTtCowQx0jmD17dp0QqEcVO38Lnskm+41PeWjlR7RJa1poGS7FTCdEXc9nu30zkMOuv72zygaCwx4jQO1V10dKeYmU8hLU/sMStdvYLK93HkF47bUcYDpSqh2PKkpL6oqgAsGo8RNZumEH7+RaWLOrmndyLSzdsINR4ydiEKE1293B4OwgGOpUNatULR5jlHcXmi/tFT1Be87iWTdQWqgalVWVlUGTzWlQhGBwGx09nLzz695awd4dmYDC+PM7h5yB1OqAjj16c/Wc54GbiU1Ua06aw1O3T+O64T3Y8OHbTd4rKyli5mkDPGZnIWVYCPS0A7Ng39fA+1RVu2/aFCg8Fd9VVwRXHe0OtdXVHNi9k9rq6rC5aqHeKig+uAiYzObNX4X8M44Ei6Cj1E5PFflAhpSyGDhqUkcff3w2jVNHfcnfDgThChQD2Gw2Zs6cSWXFNQAUVkhqQ8gMpmXAHDfitLrXElOa+rE9BT3HTrneK6U3wBP/vIbnZ9/skWwuVDDpBOvXrOTpO6Zjs+4FJPkHg2c3bQyLQ5LcriODRl8DXOizv7tdp64kpbbj903fMHlAOhdmGLkww8jk49qxduUy9u7Yjk7v2XsbDgI97cB854ULgfOpKC/3foOf8EQdEpcYXHW0BiklNc540/bNG7h+RG/unXROSGsIGkMTngnJI4ArMJtDT/1yJKSPrhNC/FcIMVUIMRWVinqdECIG8GzTHmHIz/ePBiAYhLqa2BU6nY4XXniB6spXACtf59nYXha6VaJpHh279kKIaOBFslfvaOJC8xT0nDH/aZZu2MFtT73qMcXU4bC77VoGoT3conSqa8W1EhdCL3C0YHH5IfUQjfMxAya9Uzdsllo+W/1qA1bR8pIiViy6nyvvzmbCrXM9JtiHg0DPqFPjEnaHquNt+nJgSIVmdnY2ZnPjdWHmtEvnBf3snVt/YvKAdOZcfiYA3Y8bTP8TTyEzM5NYfTgtAvXZnXreCKyiU7cm3XaDRjh5hsC3YPFM4GJghPP314D/OBvYn+bxriMMbdpkUlTU1HcXjIvDE8JphgohWLx4Mfc9ZOLgPrBaoCyEKQVaDcHVcxfy2RuLKC+RxMS7FzTegp7a64/dMtWvzw/l4WYKMx313xUO9lY5qLarh9DmL/YCg3zSbtevWcmzd93oMeBus1r48LUXWLphB8UH8prQo0cHycfkCR+/qRIy2ixqxNNau5fp09Vq/FDwNGVlZVFrd3DrrbdRVlyE3pCBzTqfk8+9goYt0v1H2/QOVJSWUOxkgTXHxXN39kJO7JxGYuPikhBCU/y0OFRxRX1/4VDB5gh9IaQrvI5UCKEDPpdS/kdKeavz35tOIXBU4ZxzsoGGjUACSR31BeEKTGm4/vrrSUmbChiwWgRlVtUkDgU0zUNKqCwTgK6uf4O/aK7zW2NNN1iyucbQK4KUMNJRH7KKqb3BAAAgAElEQVRKSiwSh5SsXbmMNxdfDLzrk2vIl6wrjbKjz9CTue3JVxpYX888Hx4CvScebJo6HGoLauwF4ykrLsQUHU1qx11AFnFtgl+/8W2SWfbDbu577V1sVtWiOXnYcLp37x70s72hXhBIoJrtew/wbYGdqlAqaIczWCyltAMOJ73EUY0uXbKApZjjms/fDhbhdA3l5OTQuXNnftusAzqz6dOV2BySqhDE9ApqHJRYnNkileCwC4wmex2HSiDwWoUs1XQ7UA/mJUtCf7hNu2dek8+PijYzLwQCx+Iy5xk9+tCx+7lAT+I81BC4wleXpCsdx9INO3h7Ty0vbfyLqZMnBTLkZrF/b/gb+tRa7Qw750IGn34OZU6PWHyQdQSgWssx8YnMvmwM1w3vwaGCg0S3ANG+Uaeu4ZrK3wAz/315DADFltAd3j9tgH9OVFi0KGSPbABfpqkC+FUIsRaoq/qRUt7S3I1CiHNQ6Sh0wFIp5QIP110CvAkMlVL+4MvA/YWaPprFpDsmMO6a8EZewuUaapyDDbt5+/kZZHSXDJ02mZgg/KC1dsl3herJ5nA4mHXhMCCFmJi3URPHAoMmaD3zE0naZWSye3foU+4AzrtsEjV2yRO3Xo/DXkNMfEeun5fN2EuDP0hrXDpGnTt1BgX7bmTvDh1xSc1LZU99GNzBldkVVEUjlLw5rujQMYO9uU3H1SFIqmtXRMfGcfeLb2C3wyVdVB6omBCpmgX7dpOQnEKUOZbElDTMuvBm70G94hebmIa6V9RjtahW0rF5JhavqLVLrA7Yt0fw9SeCzGQYEoYyXl9017dQexd/Cfzo8s8rnG6lxcBY1JTTiUKIvm6uiwP+AYSmmsgDip2ahy/aWrAIV4aCuxxsq0U9JMqCjCbVusjG95YeYs8fPwHfExcXvNDUUm098S4d8KCFhgJROvXzo2M7AnDG5R8zavxEikLQ5tPS6LwvK9GCxc3f6ytfkwbNgkgyCpJDRDTnDvfNa8qkaoo2c909wQdzNWhLtbIUpBTExtpC5v/u2L03z3z+C3NffQcILR+TJ2iCIC4pGahhzBVbgNBYBNvLHHx+0IZWapIQJt9Ms4JASvkqsBrYIKV8Vfvnw7NPBHZIKXdKKS3AKuBCN9c9BCwEwtj2WbMI5vHqv/rx+Zuvh/OjwuYa8tYApTTIRN4alxTUT1YlAZuBd+jawz1PUCDwFJhv0zY5ZJ/RGFqB1Mhxq4DfMUSpVANFQW5SKWWd8Cw6ADedUcv6NervvmQNuc26evh52qS1d3t9cvsMFCEYnqxjcJvwnW6TsyYxc+FztE3PQGvXOnPhcwwdNxFHkH5qh5TkVTkorLaR+6eVD15TN0pcfGiz0IUQJCanEqWrL/YKJzQPgClaAAoW50lWbg0+tbvGucaqnFm88X5QdfsDXxrTjAMWAUagixDieOBBKeUFzdzaAXBV9faiFqG5PnsQak3C+0KI//Myhuk4GwmkpaWxbt265obdBKec0pYdf/3Mjj//wLJrK3Lb1wgE0XrVVa3WzYTGWvhVL/DXIq2oqGj2e6WmpnLw4MEmryenpHBwy1esC8IfanGAdC7ayqKTgRPIfnQzfbptQm4LDbfg5MmTefaJR6ltVAXXp09vv/+mvswXqJaOtEtSozKBbtgP7EFu+4t8BOsC93ghAbtTtf3l0zRy/zgTOADsppNhL3Jb8zwDp/bO4NRlrzR4zXjVVU3myGQyMXnyZNj2NV//GfiYfZ2zU3tnMHzpa1x2/mh0Ogen9l6PZetXfLHd/3XtCgfq4bjlh008cM8s4BzgQxISqpHbQu8QsAjBuiC45nydL4cEaZMYD7UHelG7/wBy2x8AfPmnCIqKvsKmKh1bPloLrOX776cwYkTXgM5Ab/Dl6LgfVbtfByCl/EkI0TXYDxZCKMBjqPTWXiGlXAIsARgyZIgcPXq03583ejT06HclhYlzSUhORSS15bhEHZ2d1ae/lNjZVRma2MHwdD1mP/3169ato7nv9eijjzaKEYDeYGbKnEegzwg6JyiY9ZAa5b9Jsr3MwfYy1ddRWakuix7jBqDsKkX0UTOHY/SCzjEKegX2VNYHln3F6D4jEB168frCuRTm5ZKcmsb5547lxhtvZIifjk9f5gtgX5WDH4vtmDLVObHEdED0UQt+BgTB519ulXxxUCXdK/9GAWyAg2de+h8dzxoV0DNBnaODdiP/ffkZykqKSGmfUUeF0iFG4YSkwK0BX+fswzwb2NXWmTabgqPnCHQ6yIjX0TM+cHO3uFbydYENa24JqjMiipPPc3DuaXvq1hhAglEQpxfk10gsjsCVs3ZmJSjrydf5sjgkH+XZMP0mgAf49tt3GD7xIQaNPosooyDBIOgep/h9JgCsPWCj2iYpLnsR+IEOHWYSGxvr07j8gS+CwCqlLG3k3/XlxNwHuPoCOjpf0xAH9EctTgNIB94VQlwQroBxbFwc0T36qD/rBZkx9d+pT4JCqVU194NN+wqXa0jLqJk9eza7d+8BOjLqIrUBipSSXw7ZSTCKgASBZsJaasBS+wVCWc+OX06jbzwcl6gjNUqlPdaoM1JMgvX59rq6A18xavxETr1oAoV5uSQW7+SSsWf6PVZ/oMVrCvd/BXxE3s5TUDVRyKt2oAiFOD1+uxBqXb53eQnAQS6/pYYOHb9tcJ1eEfSMU6ixS3ZWNL9tPlv9GisW3Q+ocQSNNA0gMdRdjjzApMD2X7YgxEKk7IOl5j6iY6CwVtIziOdq7seTzhqHMcqKpcbBzYvsROc2rEvtE6+QGqXwe6mdHeWB70VzC8QHgDpKGbWOII+KQ1vYv+svAEosaopxkkkEJAi0OFSn3o+zf9dMhg3rBvwvZGPX4MuJsVUIMQnQCSF6CCGeBr5t7iZgE9BDCNFFCGEEJgDvam9KKUullMlSys5Sys7ABiBsQkBDlE4wLFnHsGRdAz4ggyIYmarn9DQd0UHYv3olvH7JrKws5s2bh+qcGE2Xfg2zXyqsBOTL1XyRFaUAa5GOB9m6YT0AZr1Kf+06X2a9YFCSQoZZIdbPA8pmtXL9iN5cdt7ZVFaGjn7aHaKcf4ui/ZuAhRTs+6zuvb8rHHyVbwsoqFfrEihWBQEkJBuaBMQ7x6jaYP9EHWk+COhv/vtm3c/vvfRMAy6shBYSBEYdVFdU4HC8Bayn1unlKrFIcqscFNYGZjlrtEU2K1hqFBRFR3RMw2sMSn0wvFOMElRjp0AO3kAghMCgaAVlt9Jn6IYmaen+Ws+gWhp25162WlKAU8jMTA9+wG7giyC4GegH1AIrgTLgn83dJKW0ATcBHwPbgNVSyq1CiAeFEM3FF8KCV5Yu4ZX5d2OqLfe4SBQh6BhEm7lw1hBoSEhIQPWsWbE2irPZpaQygDYBmra27q2VwMsAvP/Ks6z/7NMmjV40pEUrnNBGx/GJ/qleBqOR9p27IaUkNjaWzp1DTwSnQQsWd+5zCjCPuDbjmlwTSKDd9Szc8etKoDMv3mvguskT6g5vnSLoFlu/IAYkKhgU4fFwW79mJb98u67u90OFB+uIERUhiA8ipuEPjIogo1df4pJWA4vqgp92KdlSbOeXksAEgbbGtMCnOa4pe0ZKVL3CEaMPLkOqpSwCgBOSFHolK0BvDMahxCYkNng/EEHgqmxoc3Y4s4aqpJSzpZRDpZRDnD/7lOEjpfxAStlTStlNSpntfO1eKeW7bq4dHW5r4IP33mXlM4twOLwv5AxzYKd5ZoxCpzDxnrvi3HPP5ZY7LMBKbG7YR8sDcG3V2NWDaMWjN6DyCsKhwnyefeJR1qxa4fXeNib/3FHr16wkf299BtTu3btDTgSnQbPQuvQ5EZhNdExTVpTSAFJvNVfa+jUr2fHzdcBuQFKQn8/iWTew+b+r6B2nYNI1tKLGttdzXnudW+6b1xfOreuDXfc5zhqC2ADcV4HCqEB8Ulviki4FTqoTBBoqbLJBlpmv0FobrF35KnAuOv3qJtekRzX8jt1iBe3NSkBcQS1lEYAal0uJUz+v1s3pWG4Fm59uVM39uG/nH+z982Yg5/AJAiFETyHEEiHEJ0KIz7V/4RlOeHHN9OuZOTeb+GZysGINgjZ+aiLp0QrHJ+noERd+QaDT6YhyHrxWN/0Iyv082KSUWBzaQdSIobW2lgfm3tPsM3rHKyQZBdE+bL7XF86ltqZhVk2oaQxckWQUxDhdELVuknnKAtHWnIfa6wvn0lgvqq2u4pUFc+nmYS0oQtAvsel73hrbdwhQOQkEmlVrcjKyuJuz4gDqMDThsXv778CHKPr6IsJYvSDBKEhrJAhSoxSGtNFxYlsdOh8EoV4RjE7Tc14HfVAFloHAHA1QTn7uAnKccR4NDin9tjxrnBbB31t/pvzQs8CbYRMEvgSL3wCeR21OE1py8hbGOeeNo+PgkV6bXWsY1laHXcKvpQ7yqrxbEIoQ9AkimyIQRDk3qXtB4N+zah3qQvV0EOXmNl/wlWhUYyy1dsm6fLvb/GlFCPomKGElgnOH4ck6ytpagY0cKiilMVdipV0l2/PkAnMHzWwP9LukRSl0jZVU2NTCI5tDeqw2zszMbBEFQ4PJOQ811SuBAirLrgUa8owUWSTt/aya1WIEx4+cxvo1Y0huV88B1C9BIS3a83eMNah7bGupuhc9cWsNSFSIb6FYSmOogkChJH82a543Men2+xq4AUss0q8sNW2Ndek3EKPpUSy1nQ9fHQFgk1KGrifeYYavncP0ikAPHJeoUFIrqXZzsCWbFFKiBNE6iGvBxSel5N/LLwCKsNSub/K+v2ykmubh7SDyFSadYGCiwvdF9TqDpskNTFToaFbIzHRPKREOWmUNel0NMIz9u6KQsrTBBpVSUmaFtn5wKmlmezBz1t8ZWymxSDYU2t22QA01EZ8viNapQduCff8H5FFScAFq0l89/A2wSynrDrbo2J5AX9qkOtB0S6MPCRpdYxW6xqoZWJuK7HV+95QohX4JCjpBi1sBrog1A8RgjruHSXckY7fZ0BvqAzv5NQ7iDGrQP8qH76tRmLTr3BOrpS8gDqsgeE8IcSOwBjVgDICzMc1Rg8LCQjZt/A4Zk0jf4cf7fJ9REZyUrKPMKhGApjRG6QRJYaS29QYhBLt2fQWUUlVxCGgYmKqyqYE9X/loNJN9yqyHePK2Gdht9b4Ak8nk90GUHq0wJl0gUVMRG/u2s7Ozm9RDhPvAS24bAwzHYErAZrViMBobvF9q9VNbcxqJE259iKfvuAHXpkdR0f59lySjYFSqjpOmT2FAoo77585mz549ZGZmkp2dHRaWUW9ob1Zob1ZIbZ9F3q5qbFZjk2vKrP5ZUZrVCSq1BECMy6Hmjx4VpVMrrPNrJQqQFuU5AN+SiHFaSAbTPMZd0zRjo7BWUlhrp1e8Qq/45r0SmuCsqVKpOKJjJPowCTpfBIFGKO9a+SuBoIvKWhI//vgjD8y5hxGnfcb5n3/q173xBnHYzE1PuO761Tz9RAzSEdfkPYdUc5fj9DQIVnqCZhGMGj+RdWsEm7+YC+whpUMGV06ZEtBB5C1Q51oP0VIHXmyMAL4lJl5iMDbdpP5yNWn53QNHTgQ2IUQOkkOkpKTwf9mL/P4uZr3ArIerpmRx1ZSWPfg9oc/ABeTtUjCabDSuupdS8nWBHZMCJ6c0f4y4drz8beN/gGJ0+vNRy4f87+qnVwTto4+sPRnrFASNg+uNUexjn3FN2Vj/1htAZ2JiT8S3I9t/NPtUKWWXsHxyCyM+Pp7BQ09k0JATD/dQQoITBp0JCBy2evPaFd8W2NEJwdntdM1mm7iyaCalZAFTmPmwjbMmSnT/+ya0A3ciKyurRTXdTz5cAcymJH8P04bVV+tq2FctKaq10T3Oe+aX1aGyQWr53WoNwe9IWcL9y9/n+NRoBgwPvLL4SIIWh/J0sJVbJeWoBZjNZei4Zhn98vXjwEbsjn6ogiA4GoYjBTHOtPPa6gP8+t1WklLT6ditV5PrDlkkUspmrZhau3rdkrlXAnZiYqsJlyDwuOKFEHe6/HxZo/fmh2U0YcTw4cN5YP5C5j4UOhbFw4lopz/bXbBYg11KCrxkd5RYJD8W28mrqr+molQVKlozmiPA4g4aOTk53H7rdOpSPJ0c/67FWnaHpNIm2V/t3TJYn2/n0wP1FkV5iQCuoE3ajXToptbd+hqHOtKhN1QBuykt8u4F9iVe4GoRpGVeDEwnOV2NOwg4Ilw7wcJgAEWROOxLmXP5mXz+xmtur7M61JhUc6hxgM1ioc+JFwBnE5cYRGOQZuBtyU5w+fnuRu+dE4axtAgMEbDgAHb8sQ54mEOFm71el1/jeZP+We5gX5WDCpfg8l+/zgHi2brxeUBrG3N0Y/bs2VQ36rql5ec3RlGt9Jjvfcgim9CPqI1VptNr8NOkduwEtExRYUvgz1/vAzqzdcPLXq/zRRC4WgTpmXcAL5CWoQbUI2RLIoRWXdyXXoNPoW16R4/XNldg5pCq5Wkwmbj0xtXAR8SGKVAM3gWB8PCzu9+PaOTk5NCpUyfGnXU6A3qEr4q1JfH9pv8Asygt+trrdfkeLIJKm+SgGyFRU5UPlBObEA0cZX9oD/BG390Ydik9UlQfrGmaRlzu7EEQ70I9Hc6e1S2J+MR2QEccDu8lzd4Otf3VKp/+nsr6ayqdVbJaM5rImC0Vau3FJdyz9AvOu+oGj9d5o0HPr3GQWyXrUmS1+YqND18vFW+CQHr42d3vRyy0rl579uxBSknunj1hq2JtSZx04pnAHRiM3jOgqm2yQSDUIVWN968Kh9tc7OiYl4BiTj73EiAytDVPqZye+iN4sqIOuHm9+GAFsAmD8UDda5FiEZw08jYgl679vDPKlDsziNxhT6WkwtqQRbT44A4gD3Oc+lqEyE2gvgiv2YBxrSS30tGkQZLFIdlU5ODnEtWXZrNaKT+k+pFimuaFhAzeluxAIUSZEKIcOM75s/b7gPANKbRw19UrnFWsLYUzzrgQeARj1KnNXvvbIQe/HrKzsdDOh3l2PsizscsDE6basD6JtulqKW4k7NHs7GzM5qZdt6bMesjt9fk1kqJaNfNKK4yrsklK3Whx+/7aDJzI92vrw2iREiPYuX0F0Jk3FxuYNqx7g5iKK7QstcaotTeNUTkcDv78qRfQgehYdQ1GwhrTYFINaSw1UFZciK0xGZgT1XbJlhI7PxbbG7gi91XVE80BfPvBW7ww2wxMDatryGMIWkrZgpRN4YMnt0C4qlhbCiZn3MhmbX4bFdY6KHTDSdQYdjtUlavPi3ZqH5GwSbXspKlT78Fuz6VNWgZXzX6oCUOkhkqb5JuC+oCw4sUsUs32E0jtqHVhjYwMmJycHD56+3q0+ggtwA64nbctJQ70wkHnGKWOWmNftWzChGutrUGn747d5iDOSbMRAdNVB6NzXz79f+P43w8f8/C7X9PrBM+ZijV2yZ4qSddYdRb2NGIxqKmqRAgFKc2HLUYQEfDkFghnFWtL4IMPXgU68PdWnVdtzR8U7S8HzkZvmFnXQzYSXEOgCoPOvXYB1xHfpj1Dx5zn870O2fRA06DTjQI2M35GfXA9EjJgZs+ejdXqW4AdVO2/0ibZWqpqudvLHG6tTlO0GXPsH8BfdQVlETBdddAsgtiEdEzRZgrdVJ03xo5yB2VWSX6No4nVedbEaxg7tQZ4olUQBAN3boHDUbYfSuTk5PDggzOAPLR0yKfvuCFoYfDhqy8An2CzPlsnXCJojzo36Tfs2raBA7v/CskztV4EWsP6SDnU/AmwN8a+KrXbXYUbqhMpobJM/dkcQVanBq324qyJj7Dy90JOOf/SZu+psUvWHbSxodA9lVt1hQ4wEROajrFuEfGCICsriyVLltCpUyeEEHTq1IklS5a0eNl+KDF79mwsjaJRVotnbc0XrF+zkvderveZa66Azz71rwr7SIa6SZ/gmvs+o12XHkE9a99OuO28f/PnL10AhQXTu0WU4PQ3wO4rqivB4RBEmSV6ZzJSpAhPgCinRaDTJ6HTh6b4q8opOA9X1lDEICsri127dvHxp5+za9euo1oIQHDamie8vnAuVktDvuHa6ipeemlpwM880qBmdIyhQ5dTiQ5SvVo2bxV//XI9yD2ApPigKjjXfRYZgjM7OxujyfcAu6/4feOPQG8cjmvqXoukQ0izCLKv1fHwDap/1RNTqi9Y9tAsft80DtjS6hoKFSJF8wiHtlbgQYgU5OcH/MwjDaq2lsOimd24MNMUVGzll2/m4Eo0B04f+suRITizsrK45fYlQCdAkNIhk5kLn/MYYPcVhXlFwHaEUt++PEK2JQAnny5RdBKHXfDNfx9g2rBe/Px14O1btv3wLeUlHwBVrYIgVIiUBecu7gFmLpgWmLYmJSiKeyGSmpoa0DOPRBwqygGuo7pyD0j3VBO+orbKg+AsiBzBOe7CScAazPE3cMbld3DqRcEJAYD8vfuBdtRWfVofh4qUjQlcfrXkzR02jjvFARyiYN/f7N0ReLP5yXc+SULy20Dfw1ZHEDSEEOcIIbYLIXYIIe5y8/4MIcSvQoifhBBfCyH6untO6MYTzqe3HLS4h+be0BlSgCWkZUzyfqMHlJeAwz4faJgxbIo2M23atCBHe+Qgd+dsoKn7K5DYit7gXnCmpESO4FTZNPdRVfYsqx5/j6/eDW4DrV+zkneX/gPYjyvnUyTFoXQCdHroN0wC0xh5wfecd9WNAT1r/RrB3AknUVp4IZB0dFoEQggdsBgYC/QFJro56FdIKQdIKY8HHgYeC9d4IHIsAlCFwWnnXwzAgOHzgCz+3hbYNyw+CJCFOe5KTOYYEKor4I5FzzNmzJiQjflwoyjfcytIf2GKng809aFffW3kCM6ePWH42EHEJj4C3MN3HwZ3XLySPRerpak7benSyHCnAXU9QPqeKIEB7Ns5JOB04q0bnTU9sZKTznKQFkYdI5wWwYnADinlTimlBVgFXOh6gZSyzOXXGMJMXRFJggDgxjnzWPbDbk69SG0Zsev3wL5h0QH1vp7HL2X19hLe2VPL5j/+5s7rJodsrEcC2nV0r8X7G1txOKCmahKwAFO0Kgw0H/oZZ0aO4DToYPjYTzGangZO57sPuvDFW4HFVOw2KD7oXuDmR1AcSmv/0esEid4g+Xurmi5rrfWhorMRCvdXAY9wxuWvcc9LdgxhLPEND7m1ig6A619+L3BS44uEEDOB2wAjcLq7BwkhpgPTAdLS0li3bl1AA6qoqAj43nAjkLEJOyQ5JF3NB4AT2fGjhd9W/07P3mUYDL7L1KIt7YDeJEUdRG5T/Zl/GgQiwHG1BAIZ1+TJU3jysUXUumxKo8nE5MmTkdu8k/e5orzUgN02gqjoQdRUV9GjVy8ef+Z5onRQVXlkzhf4P2drP/2UxYvq50vKPSy+43pE3nZGneGfwCvKNwGZqFTgDZGcnHxEzlkga8ziAGmXGIHuPQbxv9+juXPspZQUfcVLK3KIio72+VmFfycBd/Lt2x2YNiGTXJ0gXwnPngynIPAJUsrFwGIhxCRgDvUd0VyvWQIsARgyZIgcPXp0QJ+1bt06Ar033AhkbFuK7eRWOejYDfRGSUF+FLNvH8T519i57gH3XELuUPKxAlSjb1tAZfv+xCYkMrK9Hr0ijtg5C2RcGYNPxdauJ68tmENh3l4gjQumP8zIGyYg/NC2Srer/yemdmfCrS8TZY4lc8hIBiTqjtj5Av/nbOrUqQ2EJoDVWsPy5csZfdP9fn12UaUAshHiWqSsf6bZbGb69OlH5JwF8rfcXVlPGNfvNIX//a5j7579wCF+2Ktn5AUjfH5WeXUBcDsnXxiN6DOCXok6OscqYVlj4RQE+wBXm7uj8zVPWAU8F8bxRByK8g/wXPaDGEwmrp7zOOvXCP7YorBtkwL4LgjUGMFvrF11Ijt+HchTH//QbFezoxE6ofLk6A0GHr5hEjCEN5+ewpdrJE+utWH2sbTgUKE6N23TUzjtEtV9FimMo67IzfWQGZWXi5T+JV8U7QfIotsASWnRbArzcsnIyGD+/Pl06NAhJOM9EuDaGXbcNQ6qymHjJ89TfCAVKdvhq/dbSigrbgcs4sq7VeI6fRjXWDiX7yaghxCiixDCiNro5l3XC4QQruWd5wF/hnE8EQchHXy0fAlfvvNvzr/awf3LVU0k9w+VQM5XFB8UQC1t0nrSvkuPiDzUoH6Tdurdn/RO/TFGdUdRJPl7Bdt/9P1UO1Sg/p+YUv+ar03cjyZ45OOSCvOnrfLrWUX71fnpPWQiSzfs4N1cS0QUdzaGqyBISoUZ2Q7OyToeyOCPLb6vkYpDYLMIzHGyjr8oTH3rgTAKAimlDbgJ+BjYBqyWUm4VQjwohLjAedlNQoitQoifUOMETdxCrfCMlNQ0rnvwcW6Y/wwAMfGQ3F5iqRUcaOqK9QjVIhjBXS9u5c7nVoRV8zic0DZpx+69eeHrzbzx58OMvVK1nHZu9UMQOC0CwQ988/5/2L/rr4gUntnZ2XXB8Iaws2ntDL/qLwr3A1RRUfo2O3/bgl5EBjlfY+jcfKVeg1UrYPtm379vSQHAQWIT/6SqQu1ME05lI6zLV0r5gZSyp5Sym5Qy2/navVLKd50//0NK2U9KebyU8jQp5dZwjifSYNDrOP/qmQwfe1Hda516qYtuz3bfF41qEUCbNPXeSKBRdgfXfbR+zUqmDevO+68YgM5s+Mj3Q+1Qofp/QV4OD8+YyPdr/xuRgiArK4vbFj2PomsaQJGyilf/5Xv9hZqZ9hfr/nMpj958ZcQqG+7O6h4DJbCGP386g4+Wv+LTcw4VCOBW8nN7seb5R4Gj1CJoRfjx/hsrmDasOxe50CVkOgXBbh8Fgd1W7+pIcro6IqXVYmNo2tr6NStZPOsGCvapPEGwmz9/ut5nDVfdpNC+a3+Gj72IjCKDv/sAABXDSURBVB59InbOzrpkItLhPt5UtN/3+gvVIlDoPfg8BgwfHTHNexpD58bKiYmHNqn5SLmOL9/5wKfnlOQDTEcoJgaeoiZThnPOIvTPEfnIyclh7i0zKNintuDUqjSrK1YAvlsEhwrB4VgBmLmkq5GpgzJY+9aKMI788EHbpK8vnEtto2b2Ulbx2gLfNFzNIhg+9mruWrKaQaPPikiLAFQN11OdRXSM7/UXaoygH7c9tYYZ85+OWKvTnWsIoP/J44DV9Dh+SR11eWPs3PoTa55Xa2pL8gUwmjMu/4P+w9UuhEdrsLgVYcTs2bOpqW5apbnxkzmA7xbB2lWrUEs0VOqFQwUHyf7njKO+p7M7aEq7p0riwjzfuta5CxZHqiDQCZgy6yE3sQIzMYnzfXqG3a7FoaBNmvp/JGalgWdBcNwpqcBlvP18CleeoGdnIyf4wT1/c+eFI3kl+y5+/vpzZ4wA2nWuz6hqdQ21ogk8UVEfKshFUSR5O8HqTNfW/OEXuWHcfP+VpiyaNdVHf09nd9A2qedKYuHWPdR4/g7sUa8xGIuwWa0oQkTwwSYYNX4iMxc+R0qHTIQQJLfPROiWUJQ3iQXTdXz3offvfigfHHZBfJsydAbVzRSpriFPy+CksyS9BjmISVCZSTetbTgBaZldmDHvac7OmkbvwcPq3I9JKaqrV68Iry1Tgx532J7cirDCU2qfUBTi267AYRdc2n01l3RN57FbpjZxIWkHXlmRe+34aO/p7A6aIJgy6yEPSfCSZ+6cS5nTdF+/ZiWTBzSdv8rS6UAO92cdxyVdY6goPNBSX6HFoc3ZqPFq2ufbe2p5aeMOBp48ESlX8N2HXVkw3eiV0rvwgAByKC9JY3ynKK48oSMfvxmp7kf3r8e3gbmvFND/pLuBq9j2Q9MLx0y4ihsXPIsp2lxnESQ5+YXCaQ1AqyA4apGdnU20m9Q+h93OoYIpqMxKU7BZi5tcU1tdxRO3XkP2NavQ6d1rx0d7T2d3cD3U8NAsxFKTyxdvKDx/z8089o+rKD/UdP5UC2oy5SWFIARtkpLCNubDjcYabmVZKds2fcvgM5ahN05HpYzwTun95dsrgelIqXbVKy3M54F/RKj70ct7BpOJH794HHiN//1QhN0ORQfyKCspanLtoXynRZDqzOQL80ndKgiOUmRlZfHw4hfcpvbVVy96rmJ02O18v/Za7LamizA6+uju6ewJrtpaSgdPgi6Ttf9eyYfLl3gUFhocDgemqGi+/eCt0A3yCENjDffmM47nrotH89L907C5YRJ97JapXJhp4sIMIxdmGJl8XDvWrryVY8396A5R5hiuvW8RCcnvU10ZT+4f8MbTC7hqUAZrVy1rcG2xk4dPy+RrtQha4RGXTpjkMbXPN1iBygavxCW15bHnXoi4ik9oqN26D4AKYDe5f0xpVghoqK2u4oXsOSEb45EG14Nt/ZqVlBT44AZzmbvykiJqq5sqGxCZ7kchhNsUUg3nTp3BwBFnAyZ+/16huqIMKSXd+h8PQEUpbPxYUF4iUHSSuDbqfeGOQbUKgqMY3lL7AkWUOYYJEyNPCAAooj7g5hoArUdgLOgH9wXeK/pIh6sgeH3hXBz+cJc0g0h0P4J3qwCgzxB1nX2/VnDGFa/y8ve5dOmnCoIn/qlj/jSVAi4xGTSDv9U11AqPUDym9gWOwrzciM3ogIabdNT4iV4Cx74j3UOfg0iA63wF0sDHE6LNkel+BM+ZQxqSUn8FrmHL+ueZe4Wej5anIoSgIA9++EygN0oGn+5g6j31QrfVNdQKj1CoT+1zHyvwH8ntMyI2Jx6aamuvL5zrsxvIE04/+9yg7j+S4ermCJX1GZfUliefXRKR7kdo3iJQlJ3AMtqm7wDg7SUKZSXwxZsKUgpOOkty76t2Rl9cvy5bLYJWeITikgUTXKzACSGYcte8sGsfhxONN6lvWq4OuAFznHtXxls5r0VkBgw0nK9QWE+guh8nZQXWX/toQHOCYPDp5zB0zLkMP9fKCaMc1FQKVj+p8Pkb6nE85vKme1kfZoK+VkFwFMPVBG1OWzNFm4lLauv9gVIy5uKJEckKqaHxJvVl3m5e9DKr/3iSlb/vcJttVB2hGTDQ1JU2dvL0psLA+btQNKvU+/opzMs9ppSNxtAbDMxZ9jbXPfAYE29XD/33XtKxf5egTZpk4KlNLdRWi6AVHtFYW2sSK3BuUK2f7nUPPOY1npDSITOi4wPQ1H/rLcaizduYKybWccJ7siAiMQMGms7XjPlPc9uTr9RVGad0yOS2J1/hnVwLb++uJudXC1febWX8DBsms3vFI7l9RkSvs+YEgSt6nSC5YJqd1AxJWqYk6//suPPyhpub6bC3qmxF4IjWwampevZWOWD8RED1eRfm5ZLcPoMpsx5Si6ca4cV7b21SKGWKNjNl1kMRvUGh6SYd5ce8gXqIqaylDXEsZcCMGj/R4/zEJsIlN6pabpe+j7F41g0NCP5M0WauvGteWOkSDjfU7+Z73Ona+xxce5931264abtbBcFRDEUIEo1Q6xDsrPC+QTVo16xfs9Lt4WeI4A0KWvCz4Sb1Zd40TJn1UJPDzRzBGTD+aLeN4UnInnWJb3N9tCKYOfOEcCtorYIgAhAfgN3o6fCLdIsg2LqcxodbZmYm2dnZEZwBE9yEuVtnkb7GesQpdDQLfix24AgyI01DuIPFYRUEQohzgCdR0y6WSikXNHr/NmAaYAMKgGuklH40WWwFQLROYNQJLPbgFl2iUQQkVI4mROsgRi+otAU+V9rhdlJbHWnRkX2qHY3a7eFGolGQiCDR6KC4NjTPPGrrCIQQOmAxMBboC0wUQvRtdNkWYIiU8jjgTeDhcI0n0hEf5EoxKoJTU/X0io/sXTogUccZ6XrMIdhZpnCckkcYwiIIItz9qKGNMfjvqQiBThFHddbQicAOKeVOKaUFWAVc6HqBlPILKaXmbN0AdAzjeCIaCYbg7o8KTT3aUYO2puA3aSQX3mmI1cPY9nr6JYRugURqv+LGSA7BGuufoHBee33YlY5w/kk6AK65dnudr3nCtcCHYRxPRCNYl86xoN26IhSb1HQMCE8hBAZFkBoV/HwJIWhjEsRFchGBC5KMwTeTaak1JmSIghlNHizEpcA5Usppzt+nACdJKW9yc+1k4CZglJSyiVdNCDEdtZ8iaWlpg1etWhXQmCoqKoiNjQ3o3nAj2LHZJVQE4fc2KoJoN4vuSJ2zYMflAMqtgc+XQBDvxgo7UucLgh9buRUcARLzwdE3Z6EYV4UN7EGcsbF60cQ9F+i4TjvttB+llEPcvRfOYPE+wLVss6PztQYQQowBZuNBCABIKZcASwCGDBkiR48eHdCA1q1bR6D3hhvBjs0hJV8ctGOVBBQ07hyn0MeN+X+kzlkoxvXZAVvAQeNYg2B0WtPtc6TOFwQ/ti3FdnKrAqcySTIKRqYePXMWinH9UeZgb7WDKhsBZRANS9cT08iCCsd8hdM1tAnoIYToIoQwAhOAd10vEEKcALwAXCClzA/jWCIeihCcka5naJvAbMnoY8w1BMHFCaKOET+3K5KDdA9FHYNrrGe8wulp+oDXmqmF1lnYPkZKaUN193wMbANWSym3CiEeFEJc4LzsESAWeEMI8ZMQ4l0Pj2uFj3BnevuCY8Hf3Rj9EhTOSNeTGEB2h/EYPNRSgoyrHGsJCa5IMvp/j0ERYW9IoyGsdQRSyg+ADxq9dq/Lz2PC+fnHIgyKIFonqPbTPXQsamsGZ1peokFwyOLffLWUpnYkIUonOL+DnmKL5NsC/xvUmI/BNaYhkFTSllTOjsHlHPmICyCD6FjW1hIC2aQtpKkdaVCEIMnovR2jJxzLayzRKPxm9W1J92OrIIhAxPnpHhJCHJMaroaEAATnsehK06ATIiBXx7FodWowKoIYP/0vLZnSfQxv/8iFv1XGJoWIZoNsDnEG/7//sSw4AdoEEC9wl558LMFf91BLrrFjfDlHJvx1DR3L2i2oGm7sEaytHYnwtyBPCHFMu4ZATZ/1B60WQSuCQpwBv/yRUceov9sV/sYJjnWLINHgX9XssW51AmSaBed10NM51rfF0xojaEVQ0AlBjB/a17GuqYH/cYJj3YrSK4IBiQo94nw81I7x+QJVOdMJQVsflY6WXGOt/QgiFCNSdVgd8MVBe7MVja2bFNpFCwxCx95qSUGN5+pZRagl/8Hy9EcCOsUoSCnZXSmxOJpbY63zpcHX+EpLzlmrIIhQGBWBUVEDVIW17jdpklHQOVYhMcJ7EPiCaJ0gI0agCAcFNZ6vOy1N16Tk/1iGcKaTHqzxLgiO9UCxK6J1ArNeUNUMvUlrsLgVIUOaF1qA7nEKGWYloLqDSEVqlGffd7xBtAoBN/BFw221CBqiucCxIkSL0py3CoIIhydBEKMXpIeAWjjSYFA858inR7fOlzt4S4tMjVIYmaonw9w6d67wFidIMqp7098CtGDQ6hqKcMQaBLF6UUdRrQiBENA1VmnRhXY0ITVKoai2KYVC+rHINOcDEo1qzMQd3XKnGOF32uSxgLYmdV/aJNS40MEYFMHwZF2LcQxpaBUExwD6JiiUWtVuU2lRLUdkdbQiLUqwu1LgkGBxqPTB0XoREDndsQCdECQYadKf16gIr67JYxlxBsHp6XrKrZL1+fUJHe2jD8/+bBUExwDSoxXSow/3KI4exBsEY9LVrSGlxCah9TjzjuMSdVTbJbmVkrxqNeuqvTn4Dl2RjjiDoEO0ILdKFQSZMYfH6mwVBK1ohRcIIWiNpTePeIMg3iBIi4JdFaor8nAdakcbesYrFNRKonX+Vx+HCq2CoBWtaEVI4WvlbCtUxOgFZ7U7vEdx61+sFa1oRSuOcbQKgla0ohWtOMbRKgha0YpWtOIYR1gFgRDiHCHEdiHEDiHEXW7eP1UIsVkIYRNCXBrOsbSiFa1oRSvcI2yCQAihAxYDY4G+wEQhRN//b++OY66q6ziOvz8Rlu0pbWHEBCU2asumBkRUW4nV5qiBm6yxJkqbY6uxyv5oqzZbbfVnOnWONWKIodjAGjGsufGs+iNRIUyFVuSsaCJpE6WwAj/9cc6Dt8u9D/c+Pueew3M/r+1u5z7nd+/5PD/43d9zzrnne9qa/QVYA9xbVY6IiBhflaeqFwOHbD8NIGkrsAI4MNbA9jPluu7lHiMiolLyWUoUT/iNi0M919i+qXy+GviQ7XUd2m4Cdtre1uW91gJrAWbOnLlw69atE8p0/PhxRkZGJvTaqjU1W3L1p6m5oLnZkqs/E821dOnSvbYXdVxpu5IHsBLY0PJ8NXBnl7abgJW9vO/ChQs9UaOjoxN+bdWami25+tPUXHZzsyVXfyaaC3jMXT5XqzxZ/DdgTsvz2eXPIiKiQao8R/AoMF/SuykmgFXA517vm+7du/d5SX+e4MtnAM+/3gwVaWq25OpPU3NBc7MlV38mmuvSbisqO0cAIGkZcBswDdho+7uSvkOxi7JD0geBnwBvB14Bjti+rMI8j7nbMbKaNTVbcvWnqbmgudmSqz9V5Kq0wIXtXcCutp/d0rL8KMUho4iIqEmuLI6IGHLDNhH8oO4A42hqtuTqT1NzQXOzJVd/Jj1XpecIIiKi+YZtjyAiItpkIoiIGHJTciLooerpmyTdX67fI2luQ3KtkfR3SfvLx00DyrVR0lFJT3ZZL0m3l7l/J2lBQ3JdJelYS3/d0qldBbnmSBqVdEDSU5K+3KHNwPusx1x19dmbJT0i6fEy27c7tBn4uOwxVy3jstz2NEm/lbSzw7rJ669ulxyfqw+Kaxb+BMwDzgMeB97X1uaLwPpyeRVwf0NyraFLGY6Ks30MWAA82WX9MuBBinu4LwH2NCTXVRQ1qgbdX7OABeXyW4E/dPi3HHif9Zirrj4TMFIuTwf2AEva2tQxLnvJVcu4LLf9VYrqzGf8m01mf03FPYLTVU9t/wcYq3raagVwd7m8DfiEpKrvGt1LrlrY/hXwj3GarAA2u/AwcKGkWQ3IVQvbz9reVy6/DBwELm5rNvA+6zFXLcp+OF4+nV4+2r+pMvBx2WOuWkiaDXwa2NClyaT111ScCC4G/try/DBnDobTbWyfBI4B72hALoDrykMJ2yTN6bC+Dr1mr8OHy936ByVVdlV6N+Xu+Aco/pJsVWufjZMLauqz8jDHfuAo8JDtrn02wHHZSy6oZ1zeBnwN6Famf9L6aypOBOeynwFzbV8OPMRrs310tg+41PYVwB3ATwe5cUkjwHbgK7ZfGuS2x3OWXLX1me1Ttq+kqCawWNL7B7Xt8fSQa+DjUtJngKO291a9LZiaE0EvVU9Pt5H0RuAC4IW6c9l+wfa/y6cbgIUVZ+pVIyvJ2n5pbLfeRTmT6ZJmDGLbkqZTfNhusf1Ahya19NnZctXZZy0ZXgRGgWvaVtUxLs+aq6Zx+VFguaRnKA4jXy3pR21tJq2/puJEcLrqqaTzKE6i7GhrswO4sVxeCex2ecalzlxtx5CXUxzjbYIdwA3lN2GWAMdsP1t3KEnvGjsmKmkxxf/nyj84ym3+EDho+/tdmg28z3rJVWOfXSTpwnL5fOBTwO/bmg18XPaSq45xafvrtmfbnkvxWbHb9vVtzSatvyotOlcH2yclrQN+wWtVT59SS9VTisFyj6RDFCcjVzUk15ckLQdOlrnWVJ0LQNJ9FN8mmSHpMPAtipNm2F5PUThwGXAI+Bfw+YbkWgl8QdJJ4ASwagATOhR/ra0GniiPLQN8A7ikJVsdfdZLrrr6bBZwt4p7mb8B+LHtnXWPyx5z1TIuO6mqv1JiIiJiyE3FQ0MREdGHTAQREUMuE0FExJDLRBARMeQyEUREDLkp9/XRiMkk6RTwBMXXVk8Cm4FbbXe77D/inJOJIGJ8J8ryA0h6J0UlyLdRXNMQMSXk0FBEj2wfBdYC68orhudK+rWkfeXjIwCSNku6dux1krZIWiHpMhW17/eXBczm1/W7RLTKBWUR45B03PZI289eBN4LvAy8avuV8kP9PtuLJH0cuNn2tZIuAPYD84FbgYdtbynLjEyzfWKwv1HEmXJoKGLipgN3SroSOAW8B8D2LyXdJeki4Dpge1li5DfAN8s68w/Y/mNtySNa5NBQRB8kzaP40D8K3Aw8B1wBLKK489yYzcD1FDWGNgLYvpeiaNkJYJekqweXPKK77BFE9Kj8C389xW0LXR72OWz7VUk3UhQTHLMJeAQ4YvtA+fp5wNO2b5d0CXA5sHugv0REB5kIIsZ3flnJc+zro/cAYyWe7wK2S7oB+Dnwz7EX2X5O0kH+/8YvnwVWS/ovcAT43gDyR5xVThZHVEDSWyiuP1hg+1jdeSLGk3MEEZNM0icpbl5yRyaBOBdkjyAiYshljyAiYshlIoiIGHKZCCIihlwmgoiIIZeJICJiyP0P6Dofy3cGS6sAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5, i=600, loss: -2.971, test: -0.9355, grad_norm:  27, std:  0.11\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5, i=900, loss: -3.168, test: -1.127, grad_norm:  44, std:  0.11\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 5, loss: -2.375, loss_test:-0.99, kl=-1.3445736169815063, grad_norm:  82\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2a598bebadd74018928eb2523c06a255",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "6, i=0, loss: -2.848, test: -0.9267, grad_norm:  53, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "6, i=300, loss: -2.957, test: -1.059, grad_norm:  65, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "6, i=600, loss: -3.387, test: -1.064, grad_norm:  84, std:  0.11\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "6, i=900, loss: -3.19, test: -1.346, grad_norm:  99, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 6, loss: -1.397, loss_test:-0.977, kl=-1.128464937210083, grad_norm:  6.1e+02\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f19456af7311472d9a7c0edcf9824cea",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "7, i=0, loss: -3.474, test: -1.21, grad_norm:  71, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "7, i=300, loss: -3.553, test: -0.2106, grad_norm:  98, std:  0.11\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "7, i=600, loss: -3.318, test: -0.1315, grad_norm:  1.3e+02, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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c9/J/uO3pVwGorqpi35YNFObud7suGAc2f9hQbmNfrfeZQ3r/wVwy+QouvOkOj3PB2F66aagNSEtL44knnkB07kb+vl18v2QBSd3T+Pytf3s6iqVk9bKPMTXUOw511ORzZkV6JOLzFRMPqr8lGNX2lvDkC6+yct1mRk+4lM5durmdy/7he+a/MZeJN9xOxuyXHMc7ojnNokj2ldWzYPaDpPcfzITrbnU7H9upMzdmzPBqSrMpEqsig2pRmS4I2oC+ffvy5JNPsrHcxvIV2Sx980UGjzyd4nzvjuLqijKPY1ryuY4iCL45aEWRvqOqvJHUPa1DawQAJ502hqghzsHrr+1wYI8gIgriE5LpNWgoCUkpbtd0RHOaWYGDf+1h+Xtv0LVnHzdBYKoHixkiFXUjFV/XhwSRPUUXBG2IRYHux/XjuocziYo9jm1rDwBenHs+6CjJ5yyKxGzPHeQrqqoxWlx8MKrtLcF1I5/aKnjg4hDMDerM9fKrbuDl7zw3re+IwtOsqCHcNz46h5CwMMfxrxcaeGuWASkFPdJ6Etn5dKbN/JdjXwfX64Mp5DaIZNrRy44dO9iwYQMVlZV07tKNy29/gOTuk4FMGofthUdGOdYYNKajJJ9zHZhc03Q3Rhid85iwiEiPazsae/bs4aP3FzhST+fuEpgbBNHxqnBYvqwHtVWe13VEc5pZkXRK6cqlt97LhTeqfgBFgaVvqkLAYJTk533Jnk1reeKaCdhsNsqLDrldH0zogqANmPXY45x88sms+u5rx7GcnQK4gs5dzsBgDAMEIaHpnDbxTa6+90W3hHQAUVFRHSb5nOusftrM2Y5BvjHS5txwvLq8lLkzZ7Dys8Ud0uYN6qbm/7o7gy/nq87hvN3q8ZHjJUNPU6ivC+HbLM9HviMKT2+a49Y1gsJcQWI3ycw3bcA0wsJv5+Yn3uHaoV3557QLHWWDrc10QdAGxHVNpefAIUQnq1vg7dzwO39kfwVIptz3Iws31hAZZcZqyWHlJ9P48+druWPOG0TFxQPQIzWNt99+u8P4B1xnW6l9pxAe0cflrG8HXUeOHNIy3AKsW7GcVUuXcGC32lapfSWX3aYA+3jv6d5M7nsa//tSOKKxxncL63CRaWYbHNizg+1rf6GipAiAHz5Sh8NxkxVOPV8yYHAIZtNc5v9zKnXVddRUVmOxR6sFnQlSSnlMvYYPHy5by8qVK1t97eGwudwqv8gzO16JXXtIQEIPiRAyuUe6vOyqTDlusk2ClKl9Fbfyh+pt7VJvKdunzfJqbY7vfsIZNgnnSQiVwtDd3m6+X0IIWW5S2rzOGu3RXosWLZJRUVFu7RAeGSV7DlooQcqH37HIz3PN8rh+2+znu8nUvgtleKT7NVFRUXLRokVtXv/2aLNtFVZ5/rW3SECeesFrMj5RkQajIkHKN39S+96zL6+TCcmKNBgUCYVy9gcWR7/cUWlt8zprtLa9gHXSx7gaUI1ACHGBEGKnEGKPEOIhL+f/LYTYaH/tEkJUBLI+7YXr7GHV0iVUlBbZ3+WDfUHUV5//i0GnLAKg6IB73rCgm300g+uMvrxIAN9yztV/IJWCZq9N6p4WdPbb5vCV4TZvl6ohpPaTCAHP/LuA++fuAbZSsH+W121R77777raqdrtiViAltScDho9i/9ZeVJYKFJtg+DiFbr3VMv0HVfHeH1ZOv1ACKZQecr8+mAiYIBBCGIG5wARgMDBFCOGW0ENKea+UcpiUchjwKvBZoOrTnrgujJo7cwY2i2cSeJPJxEcvP0Z0nMTcIKguh7LCg+zasJYD+QfbuMbti+tDVmOfGgwasavZ67TIoY5mGvKaVgJQbHmEhEq69VTfh4UZOPXcdKATis17NFZpaWmHMBGZFZh8x4M8+/lP2Cx/A+CZz6zMmu+ZxjaxqzqxKD0k3K4PJgKpEZwC7JFS7pNSmoEPgEuaKD8FWBLA+rQLZWVlnN0znnvOH9FsTLyaN0f9vzgfPnr5aR64+HQWfvwp3x20UmftGDNdbSHZtUO7Ul5kAAQL/nUzPQcO9bKdp/o+MibRsfVnRxIEWVlZCB9bnEI63XuDS3AV4ZEQmyAB3xFomq8hmHENKKi271Xfa7B0ayuNzl0BSlg2/3TunzgaCD5BEMh1BD0A12nHAeBUbwWFED2B3sCPPs5nABkAXbp0ITs7u1UVqqmpafW1rSU3N5f6uloaKkopOdi0aSMpOZnk+FJySKLotx10jTTQp19/wisPUb/lf/waIjC28WLG9mizr75bwcvPPoPN5pyd1VZVYKqr4YKJF7H2t18oLSkhOSWFxKRZ7Nj2MPU1pQzrFofcvpqdRsFf7RQG0dbtdf/99/tOPU0mqV2Lkdu3qm8balj88HQUqwWYCdzu9arc3Nw2/Q7t0cdqrKAoCmaTEbNpDCGhCuE5q5Guz1dDDXL7ajrbkoEBVBT/TlWpwLI5m9LQULLbaRVWQNrLl/PgcF/AZGCey/tpwGs+ys4EXvXnvseas3jRokUyqXuqRAgpDEafTs7w8HB53yvvyQnXWSVIOf1JdwfzF3lmWdgOTuP2aLOuqelNOoSTe6TLe2c+Ir/IM8vL77BKOF0aQ6Icjvdn3n6/zeus0dbtJYRooq2kvPpeZz/6/LsfZVr/QfZzm2VIaITX63r27Nmm36E9+ti3BRaZ2LWHjElIklAkO6UoHs/b59/9KL/IM8tnPrNIkDKt/2r5zq+75ee5JvndQUub11njWHMW5wOuq4FS7ce8cTVBaBbS9isuKVC9v1Lxvo1WbKdEbr/nfsZMmkJyD/VY0QHPcsGmjvqi0EfqDY3i/Fxef+kFVi1dQtmhxcAGbNY6h+P9ybtv6xB2bmhqkaHqGOg1yF1buPqeRxkyej7QjdMmvkZoeITb+Y6yXsWsQGVZMTUVJUAscZ19l+3cRW3DuurTSEntiRACsw3yahVKTcFhrg2kIFgL9BNC9BZChKEO9l82LiSEGAh0An4NYF3aBW/RHAAII0LYs0O+8h6L/jzImPHnAJDcw77XbIGnDaijCILkHr5XE2uYTCYWznmM9SsfBdzbuKG+40S/ZGZmEhER0ehoFIldM7ntaRunnOs+UJ1x0RUMO/N6IJHErjfw9+feIrlHOkIIUtPSeasDrFex2Dc8+mBbKQ++mQ9EENvJ94DeuYv6t7wINGulTUo2lNvIrQ2OhzJggkBKaQXuBL4FtgMfSSm3CiH+JYS42KXo1cAHdtUlqPCZG0gqfJ5rYt5vezzyxGsaQUk+7N28gRtH9OKxq88Hgm9Zuy+un/kUQjTfNUsK8qgq79jRL1OnTmXYsJMc72MS0oG3GT5uChOmKV6dn0ndtTxOgjGTpjB35WbGXXEd6SeMYNJV17RRzdsPbUIVGh6OVNQEfLGdfJcPDYe4zhLFtpo3H/4Hvyx3BjcGy+QsoC41KeVyKWV/KWUfKWWm/djjUsovXco8KaX0WGMQDPhS26PjfM94NY2gKF8QGh5OWWEBZYWqk9ncATZoV6TkjEuvZtpDTxES5n2rQI2k7ml07uK7LTtC9AvAuRMmMGT0GDI/WsGkW/cBU4mJ9z5pyN21jcK8pcAGNq2exkcvP01oeDjZn2Xxy1efUVXX0KZ1bw9cB+/qclXzjmtCIwBI7ArwJ98teYWNP61wuVdwTM70FBMBJDMzk/BwT7V91AVP+bymUwoYQySVJYLErv2Y//s+XvjqNyB4Zh9NoYV+Xn77P7j+4UpAMuys9z1yL4WHhzNt5myufXC2z3t1lGyt9z70KJkffc+Q0WdRbV93ER3vvex3ixew5IUrgVepKlvMys+yMBgM3PXCOzz67lJsHWDvYrNNkrtrG8/cehW/fv1/AMQmNH1N564SOItxk5/hrEuudhwPllBlPQ11AJk6dSqlJslTj8+ipCCP0PA0zA1PM3zcVagBGp4YjZDYDYryoLw4lNQ+qY5zwTL7aAq3xWSV6t8BJ1/DuMmShXMec+xRfO211zrMaq/cfx/IUo979Uhr3tcQDJhszn5RU6kO5OpaAU+OO/4ETjn3Yn7//jSEOJPL71DLjb3M7hcI8ZWBP3gwK2rAwa/Ll5LcowZo2jQEmkYwlH7DBjNktELe7u0YQ0Lo1bd/0xceI+iCIMBMvOIaep13FQCzrjCy5TcDsQnWJq9J7i4pyhPcMTaUsy5VuP9V1SbUETQC7Tv+kf0dOzdUAOOJiU9mzKQpbv4UuX214/+kbi9TUpCBq9M4PDKKjFm+Na9gwlUQ1NqFZ4wPjcAYEsr2tauBL5ES3v1XIqGhIY627Sh97Ljjh/HgG4v5JiuR4nyadBaD6+piKD2Yz53jTiQ6Lp4PtpUgpWxiUd+xgW4aCiAFBQUsePM1tvz6EwDVFWpnifExW9MYPUGiLjmAn//7OM/dPpXyokMd5CFVv/enrz/HxlXXAlubba/0/lOAt4lPtPtkhMBUX8fc2Y92CIfxqIG9uGpAJ0oPFThMQzFeTB2rfljBy/dPd9sBr6aylJfuvYVPXnuW75YsYP3a39uo1m2PIiXVFkmtTd2L4PQLJxMapkbrNacRdLYLgr+2rWfNd8sAqK2qxGqzYQkCRV0XBAFk/fr1PP3g3Xwy91nAmTenuU530c0Kn+23EhousVn/y+plH1NedLBDCALN5nriGePolHIlkOpzdquhhvdNZeQ5TxESGubI2Fd4IJeMjIygFwa11dU01NUSHhlFrd005M1ZvOjdeV7zXCk2M5++/hxzH7yN7/77RcDr215UWmBloZW/apwPUpVdJvpnGoJ1P97MW4/exUPvrOGLPDMGgyEo/AS6IAgg3bp1Y9J1tzB83AWAM6dJc44pUFPqqItcnuDmJ98jqUc6ipRBv+mKJuyuvOthUtKWAAP8EARqm/yy/FGsFrPbOW2v52Bm5b5ilmwvJTou3uFX8dZmJcXFPu9RV13FuCuuo9/QkwNUy/bH7GJC277uV1Z+uojyoj1A86ahPkMk0XESOAe4jL1/hjvvqwsCnaYYMWIE/3j+dS666U5M9WA2CULDJeHeN9zyID4RoI5P5z7GdSd2Z/qovizMWhzIKrcbZkWyq0qhqMHF8Vnhe3brirbgp67a+5qCYI8eskoDUTGxCCGaNA0lJSf7vEdS9zTufnEeZ154WYBq2f40uAzYKz9dxEv33ERVmRoKGteMRpCQDO+us3Lx9OeBT5H0pDg/F1N9fVAEceiCIEBkZWXRq1cvzugSxvRRffn+AzWDRky8lwSaPrBasoAMKopzkfb0CXfeFpymjjor7KiyUWJSn9aK4kKqK2oB6XVQc0XTCIwh3qOEgn2vZ20gslqgoVZgMEgiYzzLXXvjdIyhoV7uEMaQUROYPqovp6eEBu1uZa4z9/4njuSsS6ZgbjgeIaTPcFtXwiOdCz5//PgSpo/qy84Na3TTkI53tBxDOTk5jgH8P5kzgCy/zEIahbmzaJw+oT5ITR2usypFUbj+5DSqSmMB2axpKCVNvdZmfRpwX28QGeS5c/Lz85k5bRLz//mAY2P66DgweHmyx4w/h7tfmEdsgjOxjsGYCNzMz18tpDhfnXDk5OQEpW+lwcU0dM7VNzD9n+8BY4iOU8O2/SGus33SYexGYtceSEXRTUM63vGWY8hiqgNmNWuLdMVU33FMHa4Pk6m+jvjEFCCJsHBBWOM1eY3oNQgyZtvod6IaPWQwhgGQkNyFF+a+FdS5c4qLi/n1u//y588/NmkW0hgzaQqLNh/iizwzX+SZGXxKEbDc3j+dBKNvpfGA7fDZNWMWckUrm9p3MQvW7ufEM8YFhWlIX0cQAHwP1LnNmjlciY5Lo7bK817BaOpwVa8jo2N4YfkBpp8aSnQz/gFQTW0Tb1BoqDOwe9NU+g/bSdde+7j89ge4aNTQANa6fakwSyK6pPPIvE8IDY9oMmLIF6qG6r2/BtuEw3W9RVnhQYrzY4BOLZqcab6EKmcEblCYhnRBEADS09N9bB+Y3iLT0GkTnuL7D2/D1TwUERmcpo7GszXHwqgWtJe2mja175P8/Xl1EZ4piPMz7ahSKLLFcur5ag7HdfZtnfyxd2uo7ZsOePbXYJtwmFz62B1nj6Suugg4SGynFL/voQkNLUcR6FFDOj7IzJb+r6MAACAASURBVMz0yI1jDIkCMls0+xh5rmrqCItId6StfuylN4PS1NFYvdYihmJbMLvVhIZmIgEwBYHa7gtXmzc4U3K0ZLKhCs9Me/90Eoz7EmiCQEqoq4lF9SfFk9KjBRqB3b1SXryYey4YySdznw0KQaBrBAFg6tSpbK1UmPf0o47cOD0HPsW6H6YSk+D/FDUuEWAq6QOu5B+v7SUqNo70binsr1HoEiGICjm2l7W74qpeP3XjOtb9cA9wBtHxz/l9D4cgKLdRU1mBwWDAFN2CUfEYo0GBnB1b2Lnhd3oNHEptpboTbEtMQ2qbTeWkMQo5O9T+2iM1jWf+7+mgmnCoa3DU/+trALmHsHDJDY8qnD7R/5E8MkZNCmkxVbN/6yb6nTgiKNb26BpBgIiITcAYEsolt9zDvN/2kJCsPlTNpbt1JT5RLZu/9+/cduYgfvriQyrNks0VNqqCYV27CxaX2dr6HwuR8ndgF0NGtcR+q5Yt2PcsU4ek8MncOUGbuluRErNN8ufPK5n74G1kL13cbOZRb2jmtITkqYy64FLS+g3ixbffDSohAKr5RtvyRLPvJ6SovqUE38srPHAu9JzEE++vYcp9j+s+Ah3vKFJSXHiQQzl7qSpXs2LWeInoiDAKTu5soMIMW73cR1NDLeaBjlA1x2cEqO7thWYaqq8BRRlLaPgv/GtJOINH+v9NtbY1N3QiKjYOCF7TUINdwPXoM4DxV17PgJNOYfcm9ZiracgoBF0iBLU2SYXnbRxtVlMBddUH1P0KiooCWvf2oMFlQlBV1vQeBAYhMAjwTMahEpsA5UVd6Ny1M527BIePoFlBINStok4EugP1wBYpZfD1lCOIRVG3BBw08jRCQiPY+YfgUI6WcM5ZLjZUkBRuIDFMsl0Ij8TU0XEQEiqxmpMRBiML/vUAX857hWkzZ3Pyzde23RdqA7SHSQ3pSyA+cRSDR3pmaT2xk5G4UMHq7Z7tpQ2AFssMPt59C0K4OwiDCW1gO3nseZw89jwANv7kGTUUFwojEo3UWSXfe9lrwFUQ3PnsU1x19yxGDzousJVvB1x9UNvXrQH+TlXZWYCn6fH0ZCOdwgRfbRN4UyjVtQTCLlCkY+tLwzGcgdSnIBBC9AFmoibX2A0UAxFAfyFEHfAW8J6UMkgftdZjVtQQyNQ+A/j5v4JnZzib2XUWEmc/LIQg3ACN94YSAsIiFmO1ZFBSoEYOFefnMnfmDHpGG7jrpuARBpp6XWWPxvAW250QJugZrVozQwyeM7awCAgNl1hMAnODuhI0WE1DDV40HW+moZhQtT2jQgShBmgsWjXTUHWFoFvvvgCExwSfxdg1eqww7yCwAZvNcyV6XKigU5jaZhFGqBOCxrvoxnYGKOXrhS+ze1MEl9/+ABYFwo/hrRya+sWfAhYBfaSU50spr5VSTpZSngBcDMQD09qikscarqpi3h61U3VNl0y8wUb6AOe52FDnDCLMAL1jDHSNdP9JTPWP0Hh1sam+jmefDJ7FPlJKRypfVSP4nrqaTHZucE+J3D/W2Tbe/ORCOLUCbVC0BWmiPk0jqCwtprK0GKvF4gi5dTUNxbo0VLiXp91VI9Cot6kRSUoQbSPuqhl2ShkPrGPoaM/d7dKinI1kFNAtQnjsNaBO5mr45avZfPWfNwA1lHdP9bE7J/apEUgppzRxrgh4KSA1CgLMiuTbrHkU7NtNWfH1wIn87QaFS25x7yiuggBgaIKRKovkUL2znM3qfXVxwQHvx49FXB15qiD4isKcl9mx9lkGnHQKx8UYiAkRbkIyxKBqUh6ztQQoK8zl6enTSO7eiYff+Zg6K8SGHtuqe2O00NHXH7qd3775gvCojzHVTQbc97uIdXnCjQLO7hJCmVmyqVyVJK6Cc/u6X1m34isGDB/FwXMvZFSSkZSI4GgzV19RQ20cMJwex9lw9bYZhCA1yv37jkhUp/k/F1spNan3ULXVZIaMmsVpE1VPc06tQqcwQd/YY1Ob8stZLIQ4DejlWl5K+b4f110AvAwYgXlSyme8lLkSeBJ178ZNUspr/KnT0YxFgV+//pwNq75jyOhxwIke6weEEG4PqUZkI/UyPDINU73nCs9uqcGzDaNr1IW6ec95HDckgv4nq+GQ6dEG4hoJTQEkhEK5e9Zp+yBoYO+fP1Fe2B2AVUVWOoUJzkwJntgIzdQRHhlFWEQipjp1RO9+nKRbL2e5mEbt1njyER4JIWESc4Ngx/r1fDL3WSbecDunnHshwaRIuZqGHKklnCmXGJ1kJDpEEG70LvgijKo/ALTVxVH0Pv6fTLwhOAI4/HEWLwT6ABvB4TuRQJOCQAhhBOYC5wIHgLVCiC+llNtcyvQDHgZOl1KWCyH8X+J3FGNWYMK0DE44fSzrfjwe8ExzG2WEEINnpws1CEINwmHOGHTKU2xc5b66ODwyivueCJ7FPq6mNPUh/Rsjxp3PoBHqiTAfk6yUCEGVFRTp1CjU2VoKV9/3PaPOd9pIjuWH1BtaSuX7XnmPtx41sPw9Izc/YeOimxVHdlujEER5sVu7TjY0c1p5EaT1G83UB/5JvxNHAMHRZnVWSblZUm11SrV9Wz8GdmKqvxgYAkB0SNPrciJc2iy2sxaG6l7+WBac/kyRRgCDZWMdvHlOAfZIKfcBCCE+AC4BtrmUuQWYK6UsB4fJ6ZjHrEjHsv9fvlJ7UGPnZ+OZmSuRRucsedT517BxlQGYBeTSuWsaNzwymwuv8Gm5O+ZwteF7SwTm6/kcEGdkQBz8WmKj2L6PgWrzDiOxy1h6D3bJaHoMP6TecF1VXFmqNlBCknRLcR4Tite9dEMMgjCDcETSxNgFQXL34YwYN9xRLhjaLL9esr3SPWKgMPdT4BPqqvuhCQJfkw2NCJdJmzapKzqwlc2/FtJ/2EjCI6OO6fbyRxBsAboCB1t47x6AqyH7AHBqozL9AYQQP6Oaj56UUn7T+EZCiAwgA6BLly5kZ2e3sCoqNTU1rb62JdTbQNp7RVXRKCCSmLJ1yO31jjJlRkG2S+dzrVut1TnDPfckSH1+MHNf3MbBgihmPbaWPv1q2L/2fxxsgyiFtmgziwLSPrBV5QwGimnI3YtpUwRhYeGs3tN0vVzbO8bWB0inamcOcrvTpFYjBNnbA/o1POoVSKotIO2miqq8YUAn4mq3ILeXO8rUGgTZLn3EtW5Wlz4WE3YSkED1ps1IWekov80o2NMGJu9Atplr39AINVwKDOS4BCNy+2pANNvHXPtobKXqY9i76UoevXIHL701j169j6MOQfaOgHwNn/U6UjQVProM1QQUC2wTQvwOmLTzUsqLj9Dn9wPGAqnAT0KIoVJKt7UvUsq3gbcBRowYIceOHduqD8vOzqa117aE30usfLlsGdFxCVTXqFvaxQ0fjuikqqDp0Qa6RAg3u7dr3TZX2Nhv31c1BBg6BMIXfAMFX7N+/wT6XnwBaTEGjk8IvCRoizbbW62w1T5ryyn4ELiJrHctLP+qKxmPP8szd3gGp7nWa1ulzRGxEdtHHbm27svGvHw/f7t+BglJKUQYBWO7Bd5H0BbtZVUkywus/LR0Ca/8IwOr2QSksavsKYYNcmqKfeOM9I9zjuSudVtTYqPQbl+K7WaELVAW0YddDVswGIz0O3E4/ROM9GqDUNJAttn/iqyUm90FgZUQQND/QguiCz77hmu9Sk2Sn4vV4Ns4LS26cST9TkzC2HcEov9gwo7hPtZUrZ8/zHvnA64ezVT7MVcOAGuklBZgvxBiF6pgWHuYn92uVFZXk3nTZYRHRmGqr8VgcO6AFBsq6NdMZEGkF4eVzboOeIO9mzsDFwSF/VbDYp+Zrlq6hLxdM9BWCJQXHeKlB25jaIKhyZQHEUZXtV291+5Nr/NH9h+MPOdCEpJSgqq9TIraVnNnzrALAYA8Pn5lBl1SYeIV15AaZaBrZNPmRw0thPTAnt28cOcZ9Bo0lJe/W99ubVZQr25Z2jfG4OHsbik1jRZOKIqn+bE5sxA09hGof83177N7E2z+xUZ6f+WYNg35bAIp5aqmXn7cey3QTwjRWwgRBlwNfNmozOeo2gBCiCRUU9G+Vn2TVqBIydpSG1srjuyqo3qTheHjJjD4lHGAusBH2zHKn07XOHIIIK3vBcCrdO15IdB+9tu8WoU/ymxUmI9cBTRn8cI5jyGl55qJ5jZIifAyqHXueiNX3TOLhCQ1vK+92qveJvnxkJVfS2weoa6tYWuFja2VCgvnPIap3r2tzA11LJzzGHFhgv5xnpFWrkS6OF60RWUfvpRCeNRIeg5U93BorzbbW62QW6uQW3d4oqjB5rmGpK4KFNtqIqI2YQzRghGaFzaufSw6DsZMUhwruPduVq8PSkGgIYS4TAixWwhRKYSoEkJUCyGqmrtOSmkF7gS+BbYDH0kptwoh/iWE0MxK3wKlQohtwErgASllaeu/TssoM0sO1ivsrVGoPIIDW0R8Zx5/7wtufuIzwN3x6Z8g8OyY6QNOAe4kPHIk0D4RHVZFsrVS4UCdws6qI1cDzTFeUtC6HdlcHXmaIIiJu51r7n+C5B5qTv32E5ySGqukuEGhoP7wKmGySfbWKByqV3y2VUlBHmF+TKJdB7bh46RdGKRjqvudaTP/A7RPm5lskgr7kvH8enlYwrPG6nltebEFOIuGupMcx/x5Jo1CEGZ/LoWA+16xcedz6gRSW4x3LGud/hgAnwUullLGSynjpJSxUso4f24upVwupewvpewjpcy0H3tcSvml/X8ppbxPSjlYSjlUSvlB679KyylqcAkpqzlyP6Mzb46WLsH5OaF+zD4ivRjstAR0mlrbHg9pTq10RJoUNiiHrRWUmBQ2lNkos98nsVvrNp93HdQ005C2n4FGezykUkq3We3OKuWwVuu62rqTuntvq6TuaYS0UOs88QzJos1Weg1yXdQHikc2p8BT1OAc/OutktLD6GM1XrLGlRWagLOIiB6Nwa6m+yMIACIalVv3w9NAAvu3vQCov/exuhrbnyYolFK2QbxF21Nscv5o+fWSasvhpyOwKBKL1YqU0vFAxbVQI4gw4LEKNiy8AviOvF2qVa4t+1u1RVJiUjyE5bZKGzm1SqtTYh+sl+TVKdTbZ26X3T4bNZ2VE392ZPNmGio88BbXnZTOJenhTB/Vl+zPFrf5Q1psktS5zEprrJJVRTZWF1tb1c/KXAbFaTNnExoW7nY+PDKKaTNn+2Xq8KZ1ahMWLd9Te0w2Cl0mZ8X5uYw66UQWfvBxq9qr2otGYKqPBVZx/Kn/cxwL9VMQNG6zsAgFqKShzhnbYjs25YBvQWA3CV0GrBNCfCiEmKIdsx8/pmmwSapcZgyKlKwstPLtQZvbw9tSLAqs/Hghl/WKZNn8vwPuuV/86XRCCLfBDcBs2g2cz57N/1Dr2+oatpwdVQq/FNuob9TLS0xqqoKtla2rTVmj2d7QUVOABxzvk3ukM/uV5ndkM7io7WpbZ9FQexeVJYdASkeivqysxa2qZ0uptUpWFVnZUO7ZLtUWSZlJNfG0FFeNYMykKYw4Z6LjfVhEOnfMeYMxk6b41cca9y/QTJh9mX1DPLVVlW0qCGos6sIv18nZlt9+Yu/2LTz9wr9ZU2prsSBv7CgGp7YT57Kq2B/BCZ5J5SbeeBdQhjA86Th2rPoJmooausjl/zrgPJf3EvgsIDVqI4pN3u2PipTsr1U4Pr7loZkH6xUWZy3m3admoigK29dnAWcQ2+lqRxl/1dBII9S5dOSu6cnAOYSG9bfXs8XVazXNzcaKGxSqLYYmF8k1xqpIqhup7qop7Un6nngnD79TS1K3VIb4GSIbYVAzjYZHQkTUIzTUud/cVF/Ho7MeYdq1gd9wxWSjWZ/T/hpJ72jpM6VBYxTptJ1rTLr1XqQyjN++OYszLjqTMZNUm7U/gkCzeZtdhLtqVqvDaq6joa4WBS8pYAPE1kqFwgaF2qpKjCEhRERFc+IZ47nj2TfpP2wkZSbJnmpJ/7jm26veJjHbVOHiSm0VHNirTRic5/w2DTXqiik9YoFQaislUloRgnYwph0ZmhIE3wPftqXzti2os0r+V2xrcleh3FrJgFjpNQWEL0w2yQvzs3jtwdsc0RxWczWQQclBBTVoyv/Zx4jORswKrCxUpUH6wHTge8LCJWBtU0Hgz8Yb+2sVTmjBuoYKi6c9taocwECn5CSSuqmDkL9qe7hRoKUwNdV7d6Tm5bVNoj5/zBgWRfJLiY1wg2BwvIGEZjy8lRawNbrvgJNPpd+w0fz2jZH4RGfkW0smG65pulWNYBOT/x5G5y6RbdbHiouL+SPrXYZPvIr5//wHm39dxf2vvs/A4aM4b8pNjnK7qhX+qlWICYFTk4wYvayarrep5jezl/2cM04LobZqCXA7OzdcB6i2ff/bq7FpCMIjJaZ6QX0tRMUEoWkIdQ3Ax0KI/wkhnhRCnCq8rVc/xjAp6qDdlJppUSSbKxT2ViuY/Pxli0yS95951COkD+rYtPpRx7uWDGyxocLhK9D8DFXlqn+gLR152sRq1dIlTB/Vl0vtdvdVS5c4yuTVSX4vtbGjyr9Q3DKT5zEtdbRblJWfPc51tubLkZqa1jaJ+vzdsUrzvWws9232qLVK/qywscNHlFa1fdtFV1NHqJ+P6cBYAwPjnA2nZdVsqI1BCNFmgmDevHl8uWg+JQfz2Ld1I+VFB4nt1NmjnCIlDTZpN0kqHucUKdlQ5ikEAPL3CWqrBIaQEqCSlFSnuu1PAAd4OotrKiuAm4BpzsihY1QQNJWGeg4wRwgRi7o5zU3Am0KI7cA3qNpCYdtU88jhr9Mpzx7tUWkxcHLn5me6hfXSZ0hfTYXzeEvXx4QZ1Nzz4ZEQFiExN5iprxUo4W0nky0uC5g0QafZ3UG1V9sUyaF6yaF6SAgVHvsqNKbxas+fvxL88pUBeIc9f/7K9rXXM2jkaa16SKfNnM1rD87A3OCeqO+J2U/7da/DpaVbF1ZZJFsqFJLCBTGhzhXnVkWyrszm1cykKAprvv2CA3uPA0bYd81S8Xey0SXSQGK4ZIc9GFxzFmvRbm3lh9qyZQsFBQVUl5fx/LJf2PPnenocp5pA16/8hr1//sEZF19B9979HNccqFMcjmWbpFn/QUWx+veks2Zw70tXueVg8lcj6BwuOD05hH01CgfrFULDwjHV/wcIo6psPimpbSc8jzTNNoGUslpKuVRKeauU8iTUDWuSaSb76NFKSx/SA3UKRfal+FlZWfTq1QuDwUCvXr3IysoC7HsUm6TPmWh8knrcKESLzE3g7qCyWnoDEeTtPtSmHc6qSK8LmEz16gKmxmyuUCg1SY/wUqsi2VphY32ZzS0ssPQQPHtbCBtWGYAfyN35LkUHcgD/BzXX1cVjJk3hqrsfQ01fpTqd75jzBldMaZsM564rpX1pUI35q1ZhXZmNVUU2fi+1sa3Sxtoy3+tbygsP8kzGVWz86W8AxCc6z/nbZqAmoDO6aZ2v8efP17Brw9o262PPPPMMsxZ8RvqA4wkJDWXg8FGOcz989B5Zzz/Jnk3rPa6zKM5tIpujskT9m5BkJLZTZ2ISnGqnv+0VahAkhgti7NPn8MhIUvvOAz6lqlytw7G6lsDf/Qh6AD1dyq+VUr4QsFoFEGsrfqm1pQqrPs/ilQec9v+cnBwyMjKwSjjv8ilYFGmfid6GuaHe5eooLr5Z3QmpJQ+ohupTUDuZ0RiOYguhpKC6zTqc9og1tYCpMfU2Z16WTmGCXjEGjEJdMdpYEwAoO6QORJ1SJCPPmUFavzEMsO9F4L8gcH9/5sWXsXDOw0BPXly+m7jObae2m/3QoHwhpapZNYfVYmbkORPZvi6WmgqnacgghN9alEaoAWw2LXXCasqLPuRQzkSU0Y1zRAaG1LQ04vue7vXcKeddRJf03vToM8DreX+pKLZnaE12b1shhN8agYarn6/nwBs5sMdAbaUVkMesRuDPfgRzgKtQ00e77kfwUwDrFTBaqhGAut3hf/7P0/5fV1fHAw89QqexVwJ2E4nNxntPP0JFcSEGQxqK8jRnX66eb2mHa3zNoJEb+fPnCCKjbW22jkD7nKTuaRTne67w9aUFaZSbJeVlTfsNtJC+9AGSO+acBpzmOOdvm8WECJIjDNRYJPU2VTtLSdtPUV4nKkrUgbKtHHkWhSY1qKYEgT+sWrqEhXMeo6QgD2FIA7KI66z2MX8WkzVGMz/GJUhgBnGJFzFwxKltNqg11ZfHTjoyWlyFXSPYteEhXr6viCvvephuvfoQKryn6m4K1z6p7QanmtM07eTYc6X6020uBQZIKf8mpbzI/joSmUfbhdYsTFm1dInXQRA8Z8TjJl/LQ2/nccLpVuAvYGqLkls1xnWf2fjEcEBQVd52s1vtY6bNnI0wuH8BbQHT4eJwEie4HzcahN/bS8aGCkYnGelu32rQGBJCUtd0IN6Rr1+2kYPdrLRMg2oJmqZRnJ+rrmS15QIZbP5VNTv561x3RdO61H46Bqv5GlJSe7ZJQML333/PggUL2LH+t4B+TkWJ2jAH9nzJjx+/j8WerO9wJ2c2y0ZgHnm7NgHHrmnIn2bYB4QGuiJtRUtXrL/5yN958e4bfJ53nRFrNuGHJoXx58/HoSiL6X6cJMy+WLalKju4q6GaQ7C6TLS5aWjMpClMuu1+ImNiQQiH3f1wZ7egbU8JMQk2fvjofdb9+DXQukHNtb3ik9S/mn24rYSnRfHtL2pOg2oOb5oG1PHRy6qvpjXmR61fRsWBwSCpqxZYLW2zen358uVkLVrI1jX/83reZrORv28XO/9Yc1ifo/WBi27+N3c8+6YjB1WrzLUu/qhDOYuBW9i3Td1GJehMQ0KIV1HHgTpgoxDiB9z3I7gr8NU78jS1fqAxq5Yu4etFb/t8IrQZ8aqlS3jn8XuprihzOZuDMTSDSbfZAHWwbE2nc3UWFx14B/ic7WtvRbnlIp/XHElcv/r1D2dy/cNHfotMLfQuPKKcV+6fTnR8Aou3FLVuUHMRHkUHngD+4mDOHCC5TU1D02bO5pX7b8FqcW6qfCQ0qOY0jdZNNtS/BgNExe2hpmIdm1b35OzzTml1Pf3loosuoqiklKGjx3o9X11eyu1jhhAT34msLa0PUtQ0gpHjzyXdxd3g77oeV1z7WM+Bo9ny2w2Ehqk7nR2rgqCpR20dsB41dfRs4Bf7e+11TNIS09DCOY81OS26Y84bAMydOaOREFCxWZwzNTh8NbShbifwLQX7d+Pl4wJCa/t1SyJmquw+guh4hbGXT2XU+ZcArXWuO/8vOfgFsIiivENA2+VnMiuqBnXeNc7FUIndehwRDao5TaN1GoHzf5v1KeAa/nXd6Vw1oo8jMi5QjBs3jutuvIn+J430ej4+MZnUfgPpNWgoFrPZaxl/0MJHE5Kdx05IMNIruhWC0zVh35mXAu8SHtm+6eEPl6acxZXAL8Gyj7BGSzSCpuy5yT3SGTNpCtNH9fWiqnu/x+Gahk4++3o2/3Iu+7cdz7STjAzfCv37t/iWLULr1xXFhWz46XvMDQ2sX/kNXdJ6c/MTz3m9pqURM1rcekpqElfd/a7jeGvay3VQG3nOLFZ8YMJiTgWckQ6BRpts3PrUK9z61CtH9N7TZs52a1tw1zRaN9lQ23nV0iU01H7oOF50IJeMjAyAZvM9HQ5NCWghBHN//NNRv5S0XgwaMbpF97eYoaZSIAx5/Pr1ctL6DeCEUWe0eve1UKFGZylSOhZ6Vh/jqaibaolrgQ32vQjeE0JkCCGGtFXFAkVLooYSu6V6PyGE48FrzvnnOoM7XI0gMvpPQsJmAL2xWXvz5luBna2Bc4azb8tGXrrnJub/8wHWfPslX8572edMvyVrDkAzDWXx7uw+Dg2ifOVHnNSp5Q3mJjjHXg5cR111ktt3CSSB/ogxk6aQMfsN1GhuT1/N4ZjT1I2B3Jd819U1vzFQaykpKWHZsmUUFBQ0W9ZiMvG/Lz/iudtbLpAq7UlyomLX8/pDt/Hp68+16lnUEEI42jk6XgHKKS9SNz0OuhQTUsrJUsoewLmoG8icALwnhCgWQixvqwoeafzVCFYtXUJtVYXnCSGYcG2G48FryvnX2Cbcqqgho7M+786egdWcizrc5DD3tYyAq+5av45J6MyAk0dhtTgHCm2m31gYtDRiJn/vYiCDylI1EqY4P5fbb8vgoyUtzxbqOhAm2BdZaQNBW5iGtM+QUmK1WGioq+W7JQv44p2Xj9hnHH/qFOAvUlJtzPttj5uW5W96CVe0NmvtxkCtZePGjVx88cW89IJ3zdIVg9HI2hVfUV9Thc3WMt1OMwvFderKuCuu48Qzxh2WIABnm4WG1wCdKcobhpSyTdPDH0n8WVn8F/AHsAHYCBQBkYGtVuCw+fFLaaaN+ppqt+OxnRKZfOdMygoL+OwNdUvnaTNnEx4Z5XkTkehhE27tbM0ghPetCc2Bm61paM3V/6SRlBUWYLO65/b1NtNvacRMccEs1JgEJ62dibr7VHYAn1JSsA1om9maRO0/N43szeXHRTN1SApzH7yNhXMeRVGOjOEgb3cpcDam+uke51ozwGn90tfv09zGQK0lOjqa8ePH03/AwGbLGkNC+GRvDUu2lWA0tiwzsOYo7pJ+Cne/OI+Lp9/VKiexK1o7J3ePBboCqTTU1QefaUgI8YgQYpkQ4jfgYSAMeA04QUp5dltV8EjibRzw5tT0HqIHEVHR9BkyjDXfLWP72l8AVVW/NfNVQkLDAOiUkg4sosdxxQ4hEGVf7ORtM5Dm0FY+tvVsTcO1zfyd6XsTjk1FzCi2I/fdQlzWHmxanQVMprJEzZjeFg/pihUrmDtzBmWFqrnDarFgMIaQ3v94bhndj0vSwpjUK5JL0sKadaL7In9vIZCNueEXj3OtW1Cmtte0mbMxGt03BoqKan5j413p6AAAIABJREFUoNYyevRoVqxYwfW33OpX+dCwsFZ9jjdH8eFqBFqbhYRCVGwBsIsd66KpqT02VYKmnMXXAbXAMtSIoTVSyso2qVWAaKwM+HJq+nL+lhTkMXD4aB58c4kjKRbA+CumMf6KaQBsXSN4ZHIIsZ2cw05qlHDL8thSwgy+V/YGaramoTVZWeFBErulehUGjWeSYyZNQUrJomcfp6Qgj6TuaUybOduro9hmBUgHcjzOtfa7aStl+w0bCmISFnN/zA2g+LXB6uGxYN48j/6j2Kzs3bLB0QEVu2nD37QTjbHZegErOOEMz51XWhUOaR8Ux0yawprvi/l5mbr5UUR0Oq/PfTqgjmIIvMlO0wjCIw9QUxFBdHzCERAEzv9jEqCuGp68NoR1Vyos+9D3dUcrTfkIBqL6B9YBY4GlQojfhRDvCCFu9OfmQogLhBA7hRB7hBAPeTl/g93nsNH+8tR1jyCN+5svp6bBh+qZ1D2Nzl26cfrEy+k1aKjXMlX2sE7XVbKHr4YKr7Ps0NDAzdY0pHRqTd6EgK+Z/q6NaynOzyW9/2De+XW3z4GuphIgE3D/boczE9UGtjMvvoLOKZ8CV/PsDCM/Zwd+tlZc7CPIzsdo15QT3RfV5THAePqfdI7HucMNub3oxrtRnxRJQ20OPVIDl6hPURTVru5n+WULXuORyeNZ892yFn2OphFsyL6aqUO7sG3N6iNmGgK48AaFlDT1W+TtD1x6CW8baR0pmuw2UsoyKeV/gcdRzUMfA2cD85q7sRDCCMwFJgCDgSlCiMFein4opRxmfzV738OhcTP6MnUoNhvGUPfF1P4uBtLCyNy3wmtJLT0JM6qztTvmvGFfESmAnlx62dsBn61l/6CaOmxWz53AE5K7+IyNr61UFwfk7NxKfW2Nz/ur7TWV+KS3Se6RjhCCbqnpvP1267+b62CY1l/91deuMDD3mcP8IfwgOTmlxde0NO1EWaE62HTu4uzR/eMMXNgjxJHCuiWEupjTBo2UvPSthX4nqhptbW2Lb+c39957L1FRUXz73y/9Kl+Y+xdb1/yPgn27/SovJfyxUrD3T7tGEBVFVGwcCSldjphpCADxb+B4YD6HsdShWVq5NbhfNLWy+GLU7F+no37LrcDPwP2opqLmOAXYI6XcZ7/fB8AlqMnr2oXGAtWXuQUhGHXBJWxctYLa6kqSXUwbq5YuYd6T91NVVkJitx5c//DTRMXG8eo/Mhg9YRIpaa8Dztzu0LpZmitavqGzLr2aIaPH8OFLDXybNYBBQwI7w7UqkkXvvuPVVJbcI515v+3xee3d/16AMBg8NlhvjLaGILHreEz1EZw28XLmZX1wmKY0Z8bW+15u4IePTbz/f52oC+CgpnH9zdN56cXnsZi87Lzjg5amncjdlQ1sxtxwBmowH4S3IC+TN0IMzt3Keg+Gzl2BTWAK4MBWVVVFQ0MDIaF+JUHmvGtu4pRzJ5Lat3nnMsCGbME/r3Pee/qT3zDsTLVfhLW+e6nXuzzT9TVVFOVtB/Zj9v9nbzFW5fAnlb5o6he4AXXgfxBYL6VsaZfoAbhOdQ4A3vLaXi6EOAvYBdwrpQzYfoKNnYXTZs7mxbuu9ywoJbv++J3FW93V/MY+hdKD+cydOYOxk66hsrQYU0OdI5Om2y5bh6mGdosURBiNbC+p56aRvRCGEMAc0IcU7MnTiou9nmtuFmswGLjn3wua/QytvcIi/mLfll2ERUQedntpgnf3pvX848LRpPU7GVgf0IdUQx1m/H9aW5N2ovjA58CrHMp9Dk0QHPYMV4DWnZ6ePpltawqBb6k3Bc6x8uKb83n42VfY9Ls/80pI7z+Y9P7ejAre2b1J7Uc9B0hOGqMwdHTL9yn2hev15159E8cNuZTMm/oEViMIYLRDUzuUXQYghJjQWAgIIW6TUr55BD5/GbBESmkSQtwKvAeMa1xICJEBZAB06dKF7OzsVn2YqbYGuX214/1ZA9N40UfZ4vxcsl97kjHjnXbYhU894NWnsH7Fl/znw08AwcIFhUB3Yht2I7cfBGDDHtHs0FBTU9Ps9zJYITklhYaGKKqrrOTtKyA7e38zd249NglJSUkUexEGnTp3Zt9/36N3nz6H9RnV27oCg0iO7caMt+ZjsZjZ+/tP5DbTYE21V4MNpCKJLMrDYDAgLOpvVl/dQHb24SUv84Ui4dvvV/BqC7SB5JQUrr1xOmcNTHPrl81hbjgTkBzfI8Jx3fYQwe5m5GdTbVZnddqg96z/heqKEqCKrZsPkp196P/ZO+/4pqr3j7/PTZp078Fq2bKHiID+2KKgqAjiV7Ag+hUqCi5UUBAXFL84EAcORFGhggMQFXEAAuJGQRyIMguU0UX3SnJ+f9ykTZukTZrcApHP69VXm5t7T05OzznPedbncbtvnqDApBZ1MljKPfr+7uLILx2ARlx95V+c3/N3Kn4PQzGqGuqufwR1nTdqGy+zBGlSxysaMAUYgQhKC0rZvFkbJlWTBL1wb6/wFO7oZLOFEGVSyk0AQojpqH6CugTBUdS6xzY0s16rhJQy2+7lEuBJZw1JKRcDiwF69uwpBw4c6Ea3HbF+42Yq2lUvgBHXNMklxfSz8+fxV0Y2k+e9ALg+HWdnZhJ1scrMXfi6qnOGd2yD6KBukv2a6OukS9i8eTN1fa9vM00s+fkIa15ReDNVR2RcEgMHNq/1mfpi03ETRSbJuP9O4oUFT2GqqPIRGIyB5GRnM/+JJ3j1m7+cPv/cPbdQmJfLmHtm07hFa4LDnJ8sC79Wd/zIVs1ocYUaedUtVkd8zQKxNVDbeP1TYGF3npmm7SWrD44hK0MwsQ9YRGCdY1xfHCy0sHT8BMqcCQEhqtklAwxGLrx0OKOnzKB1l/M9+pziQqgoD8AQOJqeN5qwWYN6JdTtH6htzH7IMnPCWonv/sUfsOplPT99GUez5s0YONA9U4ynWJ9hosIikbu3ITr0BeBEOrwxR0dJETRrI7nlEQu22I2C3Bw2r05DKApX3jylzvaPZqnbW7N+bXlx4T0c+ut3pr+ygvYX9OHixvpqVe2cobbxKqiQfHXCru6x1SdowqjZHDteYqFRkOLWXuEp3FGQrgbmCSH6CSFSUc07I9x47iegrRCipRDCAIxBJbCrhBCicY3P2e1et+uHmhb1t+ebKC4YCMK1HXv98sWVsd7uJEpVmoasUUOKEOh9FEhQGbtsDaf2wAztMWyOqQGXDKFj7/6V1wOMSUQ3ep7AkFbENnUthL5Zt4ofv/yEaVf0ZvtG14noNsK5ULsoq/pwDNnDth8KIVQ6AOt4VWiotpdZXNesRkoQqpM/rmkSHXv35dt1q/nzx9pPwTVzXJbOWcnCu9RdMToB7F0CvsqUBehw4cXENekDBGo2xyxS8vTdt/DU7cnk51VFpa9dovD9Zwq/fq2wbqmOX7+u+pKlxYUsefReVr/0dN3tW+CI1YUVFZ/HqawTlBQV0KRlG8C3pqHignw+fPVh4AEqGmBNagF3MouzUDfpRUATYLQ7/gIppQmYikpPsRt4T0r5hxDicasjGuBOIcQfQohfgTtR/RKawd5ZXJALqxcdpSj/bZAhtT5kC+9zlSjVqXdfXpw+mX2/7SDf6vy0OYsDFM8rILmCbfLprQFNDWWPnPHKCp7++FsuuCSdirJDHD80idKifQy45gunz0opufeFtwmLiiG+WXOX4bhQRUF98M/neOeZxzh55JDPFqltI51wgRFoQVGB55QV7qLMUpvTtznIQwSFmlmwfi9X3jyFUbffR+suPVy2V7MATebRdD58bTI/fLEC+J34xPRqmcq+FARQNce0EgQVFvjxi4/Z9vH7lQW9pITtG9WOdO+nfrctH1Z1LCImnism3MYVN91WZ/vZx6GsRBARK0lIDOeZdd/z5NqvCY+OrRYlVV8YFBjSSE/HCB0IwdrX/gc8T1mZdrv1afERCCEKqH6INgCtgNFCCCmlrNOLJKX8FPi0xrWH7f5+EDUstcHx6zaBlAFExE7EVBFOUd4qnCU1QZVj1BYmuXTuDHJPHkenD2DK/JfZvPodftn8OX2GjXBwFnsbMWQPg041ufyy5UdgBeXl3X3XuB1MNQqCh0ZEEhTWk1826dEbJNdNtbBigY4PFukYfJ2pctOwQQhB76FX03uo60J2pcXw+mM6ftksgDR++PwBvltfwRfvvI7hmae5cVz9w2IDFEfHPhyirDSFtDRtmDTLzepB4dm7bqoR7x1Mj0FzsJgt7NyqsOYVhQkPXkmvS6+stT2n2e2yGCFmotNnsmtbCWUlOQSFhPpkY2sdqtA4SLA9x8I3n3/Cvt9+B0ZRWtbBq3ZdwSTh3hfepuBUDiEhoYB6gj+RLgiPlqTMNXP7AIXvPxOUlYAxCAyBgdw61z3OpqN71fFo1trqvlcUEtuq38UXkTdCCIL1EKyTBIWEMnbao6xYkEBFmco35KOzXzXUp966u6gtoSxMShlu9xMopQy1XdeuSw2DXzYrQHNGTHqF8dOfRE1qcv7fsz/pDRg5lhc3/kpM42Z06zuYASPHMiLlbibPe5Hm7btUlV30ojylKxgUQdaxI5zK3ANka3das9vHCgv1bHpf8MbjOqQUDB4tue5OC01bS06kC16cruPj1xWcpBnUim0fCb54RyErQyWcs1jUBnJPHue2W70j0wtQnHMzQTEzZ2rDzVRmkQwYOZYbJtxMaESUuhOIJGAxEx8dw7j71VX84asKN12g5+06chpcmZmkTEdVtuGOS7qzZc0Kn8yxYL0g1qhgVGDrhyv544fZwA5NNYIeg4YyYOTYSu6gn6zawAWDJU1bwXnnWygtEnz8usIBD4POj+yzCoI2jid0X65Jm8Y/5p6ZKMqtgA6TY8K3T1BxOhLKhBAtantQqHDB03xmQ0rYsUWdKOcPsDBotIXQiBuAydQUBs7C+0Ijo3jjx/08skzNcOze7xIuH59CUEgzLGZBUKistEt7GwppD4MCtz3xIrc8vAu4WDPTkL0KuvRVA89Nu42fNy1BUSSjJpvR6SC28VQgnq8++Jglj+pYv6xqKmUfz+DLlUvZ9e1ml5+xe7t6f2DwTHxFOGdDbdxMhw9rw8207n3VDPXOW0spLQlDp18G8hCd+4ylaSto213S/xoLFrMg96SFVYv2sXm16wgm12YmUZnc54r91RsYFLhwyHA69Z4OdNAsRLncjhO8qEjH1rWCrVYzUM/B6gQcMFK9Z9l8HXcPDeCrVYJTmSfYu+sX8nOzHRu1wxFrzlnjliaubx/Nrf/XvtKU5ts1WdWW1r47LU1DtcnGp4QQq4QQNwohOgkh4oUQSUKIwUKIOag5BtrojRrCYoG9vwpyTryDUJpxz+VGpg5uQ9+rltO6y4voApYBzT2uy3vyCHy2XB3O6jkEvut7gAJNWrYlIakDEKy5INiyZgVbNl4JLEGIO7l07HIat1Tfi2tWCmTSvqcaCLZuqYLNZH3or9958f5bmX39Zdw55HwWz77b4TP++lldQKUlvifTC1Bcb6TNmvmemyktLY0F902utOebytMxV6QglDRG3la1eqc9b2bp9gou+U8e0I7npg11SRswfsYcAoyBNa5WJcrZUFZSzGvzHvLZdzEogv7XjKHXpfOAHpptaidOZLJ+2WJ+/uoz0pa24pmpeg78IdDpJd37q99x8GgL/3elhbbd1TFcPFvHc9Pu4N7hffjtm69ctn1kH+z9zZp9HZ9JaVEhJUUFKIpi/Y6++x420++xg/sQynrgkCZjZpFSU/bc2kxD1wGzgXaojuKvgbXARGAPMFhK+aV2XfM9KsoFd1yi576r3gVSkJajYHXEfbVqMiMmLee6qWOAg/S+zOTA9e4MFouFzavTmD3mc5ZZ1f2oeN9lFdvDdvqwaRtantZsNnaTSa36LWUZm1dPrjx9turcjZhGTdnz81QUXXOOHXzHau+HyNg4Bl93I5379OfQnj84fmh/tfbzc+HIXoHBKIlt7Hvq4wBF8MS8eQQ60IMH89BDvudmmjlzplMzVEyjmfQcXDUXhFCjfcZND0WIzljMFzB1sInn79VRk2J/wMixTE59AZ3e5saLwVXZmxNHfZeDaZuvWp9u//7nb16ZOZV3n5vH8QyV1b5Tbwu3P2EmNEK9JzgMpr9s5qmPzPQeaqG4QPDLlvYouu78vbNKSEopK2sUvDVPYcrAAP7ZqX6Rdj3iWbE7m2fWfVd5v2/NtervVS89RVnxcGC9Jgc0k8Y0WbXmEUgp/wS0JbxvQJw4EciRvQJwNEfYyL+e/ngsHyxS+PELwWuPKJzXXVaqqPZYu3ghq156iqHjJvHec/OAEAKDCxg02syga+0zGH1rGtq5dQMb398IDKWi3JF0zBcwWequMvZW6oOV70tzOpDC01OhZfuxTJjVg7sWLKEoP4/Mo4cIj46r1s7fv6hj0qabZNi4OTx/78RqeQq+oD6+5cZkysyShx6YTu7JYwgRh5TPctVVvncUHz7sfCPOPub8+m/friQoNJ/igj84srcjR/am0rLjGK66pbruP+T6Cez8OpedWz6m4NTd6APuwVThqCk1auYZRUVtMChQlJ9HQe5RIIryct+1bY/QqBguu+EWEhJb8N0aNdpgwiwL7c53XGtCwJT5Zg7tFhxPfwKL+QnWvSnp3Oco4dEZbF6Txsb3XufGGd+z+uXO6PSSlh0lbbtLEpIEQoQRHBqGIgRBOtUf4ivoFYFOCFp27EaA8VIqyhI0EZ5amoXAvYQyv0FBQQCQBjg3O2RlHCYyDgZcI9n4nsInb6hOrKh4E13/r/oEVXQ68rIzOX5oP627jGHfb3p6DJJMTq3+H/P16WP39m/Z9vEzQCjlGgmCCll77QFXjtiSgln8+VMyC+4UPP+liZDwCELCuzq0sfsndSG276k6WP/59Sc+W76EirJSGjdL4qn/+Yb6eGxyMnsLzTx7500YAgdTVpKsySJtlpjIYSemLGfmKWfRTJDC0rmAGENsY0mvSyU6PWx4V/D12vuB+wHo2reInVv/i8Vc5Y00BgVz/yO+03IMimDr2ndZ+exUIIWyMl8QCDgisU07psx/GYAv3lK/T3ik62NvRAy8/LWJijJYOkdh/bJvmHvzEFTrtFrT+LVHDgKdGTfDwqjJjjtnRAD0i/f9lhegwPCbbuOTN+4g44DQZI5pGTEEnpCi+AG++/pzrEwVTmFbuP+dbebWuWYGjlJH/6UH1ExHe3NugDGQmEZN+Xrtu6T//S0wjF6XOv63fGuPFHTvdwlXTJgHXKpZglS5RdaaPOeaZ+gQOn1zTqTruLF7K5Y8klaZMAbwz07Bk7fp2Pi+OigdeqoDOvHRBXywN5+1h8vZ8Pt+n4V3GhVo1bEbV0+8i+BQNQdSC7X9wcdSHfJLdHrnHEKuhKjZNIslj+j4X4qeqYP1vPygwssPfgk8zqBrv+We503c/9IY7nh6MdEJTar5sEaP8R1VtEGBqLgEYhp1BOI180PZb2wF+apGYO9bcwZFUcNIb3nUwkWX9wRiEKI1AYZsDIF7CQodztBxZq5JqWr8m08+YMGdE/jhi499qp3bw7bGAzQ0p2kZMQT/Mo3gyy9eoKZJyAb76KDQSLhigoVLx8K+3wWH/xaMaR9AeLRkzD0WdPo0Xn/sfspL1bYqytKBcSx59C4UZYHX5Slrw/l9+hIY8n98+lYA5Rolr1RYVGflC/elUGHH1GYbo2XzZ7tkbTWb1OtlJUf4+I0U1r31IW26tSS2cQ++XfcQKg9hEjp9Ku17/qfyUYNO0CJEEGv0rSktqV0nbnnkKXZu1ZObqc0iveo/N7C3wGIdF/X79Rk2hwEjxzjc61qIpjN0nJld2xQyDggyDuiA9cALtOwUzEXDOmMMCmLw6HEMHj2u2pO+dn72GTYCKa/hfyl6zRKksnJyyM0rxRgURXFxKIpOEuxmUHqAAR5YHEBp8W4Cg23JoGGAY9zm3zt+YsuaFTRv3xmjzh1CBM9hW+O6AAtQTlmZ7yv5nnbTkBBiNfA6sF5KebaW5ASgIN81eZaz6KAAA9zxtJk5N+ooyof8HMHi2TrU8gyOAqXwVLZDxSlfn0IMil1msYex++7CZFH7f/CvQ6x+aT5QRFzTpGpVxpxWcnM4tVRgMa/l71/gb4KpGrNDKLoUdmw2M2DkWIoLC4iICqN9uG/PJXpFoFcEJoskwMoiooUgKDNDvxHX07R1O9Y8WcG2LX3pcrEZZ8UxXVGfxzVN5PYnLJhNFn78UpB7UpB9/DJMFQbeePx+3n5iJu/9k++0Xq+hHiVQXaFmQIJWjK1Ln3uS5S88zegpc4CHCItUT/yeoEoIqCguyCc383i16oGDRifTvH0nWnU+v5LO3dcIUATHDvzDgT96AImUlO7BVU5SfaG1s9idoXkJuAH4RwjxPyFEO227pB2CQxo7vR7XNMlldFC78yXLfzOx+qCJBxabaNZW4srHAI4Vp3zNH15emMfB3d8Av2hoGlJt2V99sAQoRqevLgRsRXLCIqNrb8gKvSGKmoKzokwdJyklN1+QxOWtoigoKPDxN1HNQyePHKK8fBtQpo0gsEiKC/K5d3gfvtt2OQBhLuzdddVz1unhosslV0ywMH7GUG5+6AkiYuMRisK+Xb/wv1uvZ/XL1bl2tIiC0ZrGRBdgJCI2Hr0hFoAw96aSS/z+3VbGd2vMi/dPrna9RYeuDL7uRlp06ILRhwLTHgYFQiOjkbIUKKC01PefobVG4A7X0AYpZTLQAzgIbBBCfCuEuFkIEVD702cW2rV/gJolEd3lgxdCXaCLNpmIa1p7JIW9+u9rQbB31888PWUQcJ9mp7V1H7zDohm3kXsyHZCYTc4Tl8rL3JvxpvJcp9ezMg5XVS8TEBoa6k23ncKgwCM3XM7hPf2B/ZSU+v5oVWYBU0U5rTp3x2hU+fLtSfTsYV9pTriZqzL23keIjE3g/qv78t2na9j0/rJq7/taEBw7uI/nprUD+momCG68/1He3nGELhep1WlrcxS7g+btOyMUpZopsya00wjUJNOuffOAY5SchVFDbg2NECIGlRBuIrADeA5VMJxVeQSRUdcBiwmLcn8ROoOzU509Ypsk0i5coX+83msOmJpIiI+nTbeLgE5UaGQaWpz6UK2ho+DK6ekZYpskEhwaxsq/cti0+4jPyPnsYdQJWnU+n+Cw3kCFJhpBuRkiY+N5dv2PxDfaAEB4lOuNbcDIsSz5fi8fppfVmquye/t3fPDikyx9/D6rOUlt8/ih/WxZs4JIg6BRkOI1W6s9AhTQBwSQc2I/cEgTQZCWlsbYnq25JsnI/MmtgTSvNYKwqGje+zuPpz/+ptr1De++xXfr12CqqMDoZVUyVzAoKsttYJB6kCnVImrodDuLhRBrUJPKlgFXSSmPWd96VwixXcvO+RqFBQHAMG7/3yguvqL+9mjbwn3t4XsoOJVT7T2bhhFpEEQafL+xderShcfStpDcOYCKcm0mx0kXCUr2mo6ndXZrwl4TE0IQGR7mVXuuYFDg/pfSmHuzjp82KJRo4Pwss6NLUOeYa43AHu8uTOWvn78n5fFnaWylR7bHo8lXUOqkvmZFeRmvPXwPMyaNq7Nug6dQhCChcVNmvv4n826J8bnWmZaWRkpKCsXF6iEiP0fNQSnMk8D1XrWt1HAymM1mFk2/FYvFwqr9RRi1jhqy+qH80jQEPC+l7CilfMJOCAAgpeypUb80wZHDa4DmzL81mPHdmnjF0TJg5FiW/3acac+/5VTN1y5UzY5fXyONwJ26C57W2bVHWFRMZQy5jW//ks6tvCKacwVjzUXqw43NIiUVFkmZk1BIdwTBnz99yy+bP+fo/r8d3jObTLXSVBecyuGj93zHMWSPIIOexi3aoEX46KxZsyqFQBWK2f+77/NWTeVlDBlzM/2vGYM+IECzer9VNBNPA5ey69ctPv+MMyGPIEoIMarGzyVCiHhtu+ZbpKWlcfzYnYB6wsrPyfIJYZcrNV+rSWcfNaRFEQyzlHU6NKFu81htKMo7xU+bPq3Gt59xOJ2UFO9YR53BqBNsWbOCnze1BBTumtrCZ5/xZ56F9RkmSkySbz75gJt6tqCsbAY6vSSolhIXNoy67V5mvr6Ktt0vdHhPp9cz74ONxDV1TbUxZ/ZMb7rvEgYFAmxzzMeCwBWHVEmh9zQZW9e+y5RBXUh7+lFAnbNT5r/MvS+8jSKEpmsSoKToT2ADRzP+8flnaFmUBtwTBLeglpFMtv68BswAvhFCjNewbz7FrFmzkLKk2rWadm9fQqtJF6MzMfGCRkAoFgsOHDXeosJS5dAMDFGraoVGOPpSnDk9pz3/VqWGBLgkZbdYzGz76H0HH4O3rKPOsO79d3jhvhTKSlQbe0627wSOvSaQl51F7okMoJCwKPf46Lv1HUzvy65i59YNjOvSiBGJBkYkGhjXtXHlAaW2QAZX1BbewqAIPln6CDCJ0pK8Ou/3BK44pMIifUBlISVH9u7h8D+7kVJy7MDeyrcMPiwQVRM27b9lxynAZ7RpO9znn2GyaCsJ3NmuAoAOUsprpZTXAh1RvVa9UQXCWQFXJxFvbd3OoAjhUweePYKMBmuYZRFQ7nPV3WaLHDByLL2GHAAsTJqzz6lD05k2ZLu29nA505570+XnSItzXdcb1lFnePKRWQ6RJL4SOGV2QnjI9Tfx+Dv7gMfcMguBGqI7rksjFtw5oZqvqSA3m+fvncSWNSsYMHIsYVExTp/3hpivNmxY/Q6fvvUksITszE4+1dJSU1MJCnYkAxw0eq7XbZ8/4DIWfv4Tdz/7Bgvvvpk7Lj2fnBOqNVsrRzFUmYZiG/cAhmIIdB6m7g3OBB9BMynlCbvXJ4FEKWUOoJGV2vdwRT/sja3bFXydTVwTGRkZBIcWAwbNBMG8W67lu89aAt9UskF6igEjx7o0bbgqX+kUwVPTAAAgAElEQVTrze3oEd/TXNtg7yQ2BAaiD0gCElzmENhjy5oVvDh9skOwgQ2minKevesmXpl1J5MeW+DUVOctMZ8zpKWlMffuyVgsqpSTlgyfmuySk5N5+sVXKzVJdcwWc/EVnkXuOUNYVDQtO3ZDSsnx9ANUlJWRvucPAM0cxVBVI7sqadH3p/czIaFssxDiEyHEBCHEBFQq6s1CiBDglLbd8x3uuy8VqF6k3t0cAk+hlVnIhtjYWAzGQMD3BFc2TpOTR9Ot1BmBhLl5wnUGp74EIbCYzQ72E1+wjtZEs0Tf01zbUFbDLGerTueO4Fw2fzblpSW13iOl5KtVywEczHCznn1Fk5Kbs2bNolRjk92lI0bRb8R/uPHBVOKaHgSSK2t8+wJBIaHMX7OFt3cepXt/lZhRS43AxkBqNmUCL/PzT2/5rO3fT5n55KiJUi2LEeCeIJgCLAW6W3/eBqZIKYuklIO07JwvMWBAMjCp8nV9cwjcgZYaQVpaGi1atOBUtg5owbvv+ta5atMInlj1FXFN9wGdCYmo/yS09yUA6uZvi4m2i41OSkpi8eLFPt/c5s2b5yCIfCFwLFJWc+Ctf/tVPnnjDmBHneRp4L5JsrSosJK2xN4Md831viOas4crTckXGpRZSnblmvkrI5fVLz3Nh68+W1njO9zLPAIbNr3/Ngvv+S/7f99BREwV/blWyWQ2BChgqjgO3M6P3z7ls3aLzepc+/07wcThCo8/7rOmq6HW4RFC6IBNUspVUsp7rD8fSFdllRyfHyaE2COE2CuEeKCW+64VQkghhGbhqDk5AI/SouMWnvtiu1tFZ+oLrUJHbTHYhw4dQnXTHGLGDN+o7WYp+T7LzL5CVRIEhYRSWtQSMHqlEUCVLyGuaZITPiI1QubQoUOanHDHJSdz51OvoDeoeQqhYc18InDKLFSrLrZ903p+++4V4LBbpiFPTJLOghoCNaJLcKUp+UKDKjHBwSILRbpAxk1/nBGTplGUD0JIQuppfqyJbZ+s4qsPlrPv953VrmtpGgK4KFZHh2aJwCRanXcjp3yU41Nm1QQyM2Dn94I9e3zSrANqFQRSSjNgEUJ4/G+yCpFFwOWoDuaxQoiOTu4LA+4CXBdw9QFycwFiSEjsS4sOjhz5voRWpiFnMdglJb5R20vNcLLUQp51AlssUJSvvhfiJitkXXB1CjZrVe3bignJNxAcop4Orxy50ScCp6ZZaPhNt9Ot30Kgm1vOYk/Db2uOXZBGpo7U1FSCazhzg3zkjyi1+lSCw8K57o4HGDLmXqQUhIaacOEy8hj9rr4OnV5Pszbtq13X0jQEEBYgiIuOBhYT3/Z+tp40VW7i3qDUOs+KC6zV/7w8lLmCO1tWIfCbEOJ1IcTzth83nusF7JVS7pdSlgMrAWc8sHOA+YAG+XhVyLH65Orr+PQEWgkCLdX2UruNLTPjME/dfiMWyxMEBZsq8xa8hatTcIIGdYTt0SlSx5VXPQG8i07nm/SXmou8x8DLaJQ0FWjulgblKvzWlXO95tgFarSxJScns3jxYqKjbbaaOBYu9I3JrsRO3p84DF+utNb4DvddzMnAUcks+/UYHXpeBECIXtAsWCHMh1XJXCHQWj2zolz9rDwvg/+lrEpWLLJG8UZotH+5w7Ow2vrjKZqiks/bcAQ15LQSQogeqBFI64QQ97tqSAiRgrWiTEJCAps3b/a4M9u3JwK/c2z3Dxxa34akFi09bsNdHNYJTnooDAoLC+v8XvHx8Zw4ccLhemxcfL3GxB4VFpDWzS1jx+98u24lcJDQkLuRu32jrI0bN46XFj5DmZ2H22g0Mm7ceI/778542SM+phvQjuwTGXyxaafXwrrcbrzKShXeer01v3wfAwQRWrwbuTuzzjb6t0+k/9I3K19LKUnv15c1779bWYMXbGM0Drl7W+W1Xf8IPLV2uDtmTZs2ZdWqVYwcdTGncg3ExHzr9fwCqznNLCnIz2fufUGkH2wNtCYivNRncwxUWkl5VP27QhHk61SCNE/h6RzLOJgAxJF7YBdF24vZER7qlW9CAmarMCk62BpIIjt7n8f9cgd1CgIp5VtCiCAgSUrpMwuVEEIBFqCS2dXVh8XAYoCePXvKgQMHevx5n38O8BB//raSg6Vv0bxDX4/bcBfto3Q0D/FsBmzevJm6vtczzzxTjacFIMAYzITZTzFgwACvEmb2FVj4I0/dfD5MbQ9EAmGEhJkRPhqrgR36Ipq2Uwu4ZBwmLDKaa1LuYdTUO7m4qWdcQ+6Mlz3+2mfdtIMbUXpeHL3i9V5xQf1TYGG3dbx+Xif4dO3HQAhwCQm92yM6eM7WLoAvN4zFbDYTFhVNQW6OQx0IG/o10Xucq+LpmBmDJeRCSVIvGrUTtA/3Tg35NdfMoSILu7/4mPSDQ4Hh9Bn2EcMHH/LZHKuJTtE6EoPrtxt7Ol7pGRIYys8/fslfBR8xvF8/esXUf8xOlUu2nlTVqL/TlwIHaNRoHKGhoR71yx24Qzp3FfA0YABaCiG6A49LKa+u49GjgL0+28x6zYYwoDNqKCpAI+AjIcTVUkqfk9mppqERdOvbhObtO/m6+WrQyjRkU8+nT59ORkYGkMCISU/R75oxFJogzAsTTomdqSPjQCNgPI1bSC6/ag/Q2qt+28OWW/DgtYMoyM1m2fyH6N2tExePvcZnn+EMOVm7gR2cymwPdCW7THolCOzD+XKOS+BaQDLz0Z9p271Lvdu9+PKRlJUUM2babBISWzi9R69ol7BojwCDWnGroETPsRJo76WvyGZ+DAoJRYg+SNmRuxeaCUzXLgo9tAFMQjaopqE2BIYcRQil0t9WX9ibH4/ufw/YSGlpP2pS6fsC7mxZj6La+08BSCl3Aq3ceO4noK0QoqUQwgCMAT6yvSmlzJNSxkopW0gpWwDfA5oIAbA5i8cwZMz8BnAWazf5kpOTmT3bFkFyNZ16qSfFU17aI0vtMhcLrfbIJ9eaGDr8mPMHvEBi2w6ER6sFSZq1bU9i8xY+/4ya2LljFTCOE4c/ACDLy6Qfe3qJnJMVwCiatLyCXhfnOdBLBOrc37g7XHgxv323hVv/rx0T+7RxyoXlY8JRp9i0aRNHDhiAqzCVQ0GFrHZYqA9sz3foOQgpv0Onn0+gkz2tXbjC4AQ9MT4oWxragMV4A40AL9H+gt/oMfAySszSq/h/+zUZHT8FeIzOnbXZu9yZUhVSypqEI3UmPEspTcBU4HNgN/CelPIPIcTjQoi6tAmfw+YstnfkGRTB5U30DEzQ+5SHROuEso4dO5LQ+AagdyUDqbenD9uE/Wr1CgrzGgMKd13Wgi0bN1S7r0ukjksb62kSVP8vGRYVzbJfM1h7uJxFm3bRtau2ghmgbdvuwBiMgZ0ByCmXWLzgeLc/rRWeCgQ+4OpJHzncF2EQXNZYz6AEHbo6hMGWNSuqEfFlHnUsCNQ9SkfXKO0lQVhYGOoyL60knjvpZVGfEqtGYItGC41wzsnULFghNEB18noDTwSwLxBkzVc12WX7e7Mu7YVIgHEE8DBt2jSrd3u1wZ2R/kMIcQOgE0K0FUK8AHzrTuNSyk+llOdJKVtLKVOt1x6WUjqsGCnlQK20AYClS+Ge6csJjfyr0hEXG6hOlPAAQbwPi6ZrTTHRv39/evRaDtyCySoIvNYIzOpG9NKM24ATgCTnRAYvLXymciMK0guahwiCdILzwhWvhOeWNSsqKaj7dmypCQW1Pfr1vRJYQVi0qkFVWCSnvKDnsNcI9u16B2jBKzMDmDRuTLWNu7l1MwvUCVqG1D5ezor92OcQBOoESSEKsVpnRwE9evSg6wVlwLbKKJhML7SoCotK2Q1VGqezsOTQAEGI1ZzTJEjN2K0vGtIsBHZRQ3ZBUBmlkmMllsrv7gnsI/mK8tXvolXUkDsz6g6gE1AGrADygbu16Y52SEyERQtv4b4ru2CykpDF2W3+rULPHo0AwGCrSWDdzPIrqic4eQIpJaVmG+1BjY2orKxyI2odqlRWXAsPECQE1m/Map58j2pEQW0P2yI12VFyHC2xkF0m68XsaMsj2LJmBfv/uBVQk/wyT56sPMXrFEHT4Koxah1aezUxV3kWtutRGhQ6cgWdTocxSHU62Q4bWaWSIlP9zB32m9qHi+cCsZSXP+dwn/2cClAE8fWcYwChDVxINyhQAH+y/7d2zLpOpbY4XGThp2wzJ+qhTdnGLDPjMKeyPgT+OX15BFLKYinlLCnlhVLKnta/NY351wImk4nmLVvRrG17DIFBANUmWVygQlKIQpyXBtgARfi8PGVNSClRlAIgo1INNVkkn2SY+fqk58lZZRY1jb22jahDhI6k4Orfq1OEQrcoHQkejpmzk68WFNT2UBdpMSXFxyuvHSi08E2myWOTh1lWnW6XzZ+NlI6n+OXzZ5MUXN00YdQJhjXWMbypniAnp9W6CgJFN6AgADDUqHtRbpFsPG7iuyzPuc/t/Qv52blANgajYzs1DxctQwVNgpV6ne4bWiMwGgFCqSjfS4YdBTZQP0FgnWO/fr2JorxRwGOnTyMQQpwnhFgshPhCCLHJ9qNNd7SDXq/n2RdfZtGmXQihmoOCaqTpd4/ScVGszqtokobQBk6dOsWadyOADpgqqvoqpeRUhWOyU12wnTxcbURNmyXSNkxBX+M0G6IXNA9R6BDh2Zd2JXB8TUFtj1OnjgIhpO9xZDHJ8sCO+0eemR+zq+xCrr5LZsZhukQ6hg4KoZo7zgtzHLO6CgI1pEYAsHfPjcAgCvPyq10vqFA1A09QYrfn9xk2DzhBUruJldeaBCucF644CLtYo0LPaB29Y3UO868uNKSjGGyCoClxTf5k0Ve7qr2XWeq5T8q2LkMiYoHLEaI3DgzePoI7K/h91HyMh4D77X7OSihCrSVcW2xxq9D67eZJIQotPMwfqA8iIiLQB4QCEZSVVj9VSSk9joixqfrjZ8xBb6ixERmNPDRnXq3PhwcIjyI8XAkcrfj1AeLjY1DZZ40OJrRsN8dLSkl6kSTTLpwjpnH9vkticJUt3AZn2cY2YkSdEEQY3Oqmz5CXuwXYTKETquzjJZ4Kgqr7S4uDgHgiYkIrryUFq3kKrrTpEL2gY7iCzg2NO0QviDaqh72GhCoIdEjaExxW3QFSbpHkeuCTskhJuXWadbxwOPAp4VFT3Sp4VB+4s2uZpJQvSyl/lFL+bPvRpjvaI0QP/eP1tHZyIrOhSZDwmNQrUCfoFqnU2q6voCgKE2/LB9KxmBxPnZ469WyyZMDIsfQZVkXLHdc0idvvvpcbbqib6bKlB8LT2clXCwpqe4SHBwIlxDbZ7+DkLqiQbmlRhSYcnH4jUuZQM6470A1uHkUI+sfruKyxvpppzVXp0wgDXjlO64PuFy4BNhAQ6EjLcaK0zsBBQB3b306ZqwkO+6ghG9wJuW4RqjC8iZ7BCToMLtZniF4d175xes2I+VzBaI0aclXe86SbY3aixMLBIll5YKkcLx9xfjmDO6v3YyHE7UKIxkKIaNuPdl3SBhs2bODG60fzzL0pdd6rCMGFMTouiNYR6uapIj5QaFYKzxkCbaFqTmhaPBYEdptbdPxAII6ouF7qRnTJELeioBoHCoY00tM7VlfnOAwYOZa5z79C8+bNEULQvHlzTSio7aEuUuGyzrM7WoEz7pj2PW4AFqMPsJ7i4+OZvdC9WgEBinrg6Brl2okcHiDoEa2jU4TGrGlOkJh0KXAJwkkCU065esqtCydKJQcKLeTbjd3PX80D/ou54q/Ka56YVIP1gp7RCoE6gVGnjmGgTjX1XhCta9CQUXvYBEFJ4TIW3vNfdm//rtr7B4skW06aOFzkWiBIKdlxysLvp6o0/ezjBYBFU0HgjhVtgvW3vTlI4l5S2RmDrKwscnKyKS0sdOv+KIMgyqBOsG+zzHVG5DTyIrqhPjDUIghKTJKTpRaCdIKwWgRZVpmFP/Ms1ey3hsBuwEmGja9q2B1BIIQgWK8u0hYhkgOFtY/XjeOSuW9iw5W8/uSTNGAWOSfSmdgn0YG2Iatc0qQO+6szauG8bIBtBId1JPW9tSRacmnbq79HfVM3MIWccklBBRwvVU+DAYp6IKlpQmooVEWmCdQlXwWLlGw8bkYv4JJGrk06OU7GLGP/p8D3CGUCcJ76WR4q0rFGhcsaN4BDzgMYK/MItvHVB8s5r3uvSvI7ULXJvHI4gIVEFybkQhOU22mnUkoeHhMPSEJCi6lZXMtXcIdrSDt2tgbEqFGjeHPFezTu0sej52KMghYhguMlKtGY2RmfviKI9WEegjv4evMMYAMZB54G+jm8/32WGSEEA+N1LoVBepF02NxsLIdhUQpqQpHnsdwdwtVJbpaQUVIVnmlQBJ0jFQwKPskadRdpaWlMm5YCqNE9tkQtoFIYHC6SnCg10SrEtXnPWa5GXhbAVvJz/sRiUc1B9TmRxgcqxFtDXE+VSwpNklC9ox+hIXEq5xvgZ44fvBi1JlV1VFgkFagaqLNQYimlU0HQuNVs8rKP0aRlW+sV4bEj+EyETRBYLMlMfepCOva62Ol9p8ol+RXSqQ+j5niVlRSjNwRTXmohPFI7J5FLkSqEmG7393U13qvde3gGwmAwEBsbR5OmTTx+1pZNO7iRjibBCiHWBRoaoDqkEoMafiIX5qcDOyjKy3B5j5SSvYXO1VCTRXLcSUibLXHFVpWsPmcuvSLoEqmje5SOwQk62oUrtAlT6Bevo1mwQnyg0qD27lmzZlFSS6IWqAK+xCTZX2Rxqv1ZpCTPifZ1KlsAy+k9dA2NmqtKsreRY5EGNavWm+g1X+DwoVXA3RzZt7nW+465cBzXPN3aYDAOA24hvpnqezj7RYAKnQ50OgkMYNC1N9G01Xku7z1S7Hxd5tQwUQYGh3DrnBzgFKHh2pWrrG3KjrH7+8Ea7w3ToC+awVbe8arLBjO0a6t6Jy4F6QQ9o3Vc0kjPJY30DE5Q6Sm6RjW8/XboFQ8D24lpdHmt9x0tlhQ7CfU7Ueo8kWrPjpnAxZxMV6klvN2vA3WCduE6OkacPhOHq7BUZ6GfqlnNcVwKKsDsZLxUjeB8OvS8isDgEED7zPKGQlKL/sBUIqK71XrfcRehkc60AYCiPNthQ33tB8pAJfQ1Ej1d4UixZE++2UEgZDsZs6ICAegJ07CWSm2mIeHib2evz1jYyjvaqJszrFmsgKbOSa2RlNgBECAsgOsEH4u1BKVBpybYxAcKAgQcKnK+SAtydwLfoTeoXtWz5h9dC5KSkqzlPavDVRjroWJJQpCqNf2ZbyG9SOLqLHYqy5r6H1t1R0PkkjQEOnUewSdrRhLTxExt9GLlZkl2mSTGSDVfgStBkJXxLhBIUPBQQO8Xc8wGgwHKSkr44YvP0OmK6Xf1f5zeV2qW7MmvGp9mwQolZueHtoaIGqpNEEgXfzt7fcbCWXlHWxbr2SwIjE4Irlyh0CTBpKqd6UW13xsa9SrFBel07KWqtQ0csagJUlNTHeo42Cdq1cSJUslnGSbMONcC7JF59CCwguMHOwBXAdqyzzYkjFY/jjtzzJZtHKAIQvVqqKuzKCspJXnZNwCSkEj1/+EPc8yGACNAEc/eOYrgsHD6XnVdnVF0v+ZayCqTlDo5z/26bRMbVs4DLickfLrjDT5CbWeXbkKIfCFEAdDV+rftdf0J1xsYWpZ3PJ3IyvwTeJyMA440xd6grCgJ6EdCohoh7A9r1FZ+UQhVAwgKCa9M1HIGKSXlFlmrEJAS9u6C44d+Ax5i17dLKt/zF9PQ77++DTRj9csBLimxa6LCIsktl2SVOSdaM1WYgeuBkYRHqedQf5hjNqiRVjF0ufgKBo0eT3lpSZ3PmKUkvcjiNM/gxOGDZB/fCvytqWnI5ZSVUuqklOFSyjAppd76t+11A9M51R+uMjy1zGJtCGz7+jXgEf76eZzbi7QuSOlYsN5fFmlycjLRcWqBvfLSYvq6UNndxRfvCO4dHkDuyVbADPoMHVn5XgMntGqCtLQ0PlpzK2otKeeU2PVBeakeWEFQ6Cp0VnuEHwxXJQzWfJXJ8z4k5fFnHRInPUWvIcNp3/NL4G5Cw06Ps9gvkJqaSnBww2axao20tDQ2fPlq5WtfLdLMo1mYKu5Hp38VgzWU0Z/UdmNgIPAw1935NOYK7wqmH/hTHZhmbTozemoq19x6k/Ud/wiFnDVrFiZT9ey7mpFW9YGNgto+q9if5pgt98Idc5o7iIxLIMAwGOh6ejQCf4HNLGDLYk1KStI8i1VrzJo1i4qK6gSwvlik65a+CjyD2TS5UsvwozVqPa09Rr+rb8dg46WuJ05lqiMzdpqZ8TOqVHp/GS9PIq08QX6uCSggOKxqzPxpE7IlelaUCQpyc9j/+w6v2ywuUGfV6aaYOOuRnJzMwYMH+fiLTRw4ePCsFgKgzSLdsmYF6958svK1TcvYtGFDLU+dXQiw0Sr74LR2KgsgjVdmJTEiycgtvVuzZc0KvwmFdGU6dRVp5S72/vorEM6J9Asrr/mjRpB17AjjujbikeTh9a4TArDuzQ84fmghcOCcIPAVhEDzWgENAS0W6bL5s6kor+7YKispZunrS1w8cfZBPa1ls/unLV6f1I7uXwGkUJB7DKy1HBbNuI3NG/1DcKampmIwuqbEri8K88qBEAKMYZXXzv4VWQWbRhAU2pTYJok0btmGksKCerW1YaVg8eylFOVPA/acMw35Cv4y4VJTUwkM9O0idcmrn3my3m2eaVAX6QO8+tCl3HN5b6+c7Pk5M7FRVthQVlLM22/4h+BMTk7mjqmLgSgAQiIia420cgdLHlX4fHk/oJCel1SVNPGDs1klKsO6KwRLvt/Lkx9udaCkdhd//aIAowkMmcqAkS2JivVdP2vi3yUI/GTCJScn8/DDiwG10lp0QhOvF6kh0Lk2ERfvSEF8tiI/9x1gWeXr+jrZS4oA6aKamx8JzqHDbgAeAaD/1dd7Nb8K8+Dj13VkHlXrO3/1QYAf+6Hgj+8FmUe9+2Y5JwBSmPb8s0x7XluOT00FgRBimBBijxBirxDiASfvTxZC/CaE2CmE2CaE6Khpf7RsvIExcmQyUExCkoVnPzvo1SItLoCyknlAdaoMY1AwEydOdP7QWYgjh2ailt6uQn2c7KcyAZyb5+Li/EdwquU9k2nddR8pcx3rC3uCrAyANBApVNZ3tgrijX7khwpRWUZY/bKOmaP1SAlH9u3BYnGvFoE9ck6oO1Z0gvpay81as7aFEDpgEXA50BEY62Sjf0dK2UVK2R14EligVX/Av9Qfm1PqRLpgwvkBfPtp/cVc9nGAZAKMl6ELMICtOtaTr3DpkCE+6e+ZgLLS2ovDuwuVViIVIRzNczfd4j+CUzVzxCJogaJ4t3qyMgQwC5zUd16yxD/MaQAT75D0v8ZCYIgk86jgkeRrmTKwC3/VqE3gDrKPWYAdSHkQAL2GG5iWe2MvYK+Ucr+UshxYCYywv0FKaV8MNQStqSv8SCVo0QIuutRCWJQELGzfWP9/ZfYxdWDa9fiE1fsLWWutjnXpqPprGWciAoNqLw7vLlSNIJlmbR5HWDdIW1nJS/xIcKqHjTQO/NmSa5KMXvlUMjME4Dza7eRJ/zGndT0f7n3BTKde6lZmDGpHcFg4Jw4f8KidinLIzykAevDIDRcA2masa1neuSlgf9Q6AvSueZMQYgowDTAAg501JIRIAVIAEhIS2Lx5c706VFpYWO9ntUZhPfp2UY8v+eXr54Ab2fvTk8jdP9Xrs7N2NAI6EBN0Erl7d+X1CiEwlZ6ZY1af8Wrf4X52/jIDeyev0Whk3LhxyN3b3G4nZ1cToB1N4tpx+B8LrduexzOLXgGgrOjMHC/wfMxWrtwKzMdssqvjcH8K8ugeBlzimcDL+q0lqjnNCflfbOwZOWb1mWMVFpBmSavGLfmZFsSHjOfNFUMwGAwezbHck0agJTpdFxITzcjd2zikExxX6tevuqClIHALUspFwCIhxA3AQ1RVRLO/ZzGwGKBnz55y4MCB9fqsTV9tpr7Pao3Nmz3v27b9JykrLQJOcDg9hPIWfTEGef7ZOV+qRWii28UgOvQFICFQITQAMnd8fUaOWX3G69WV/Zl2bwTffjIVKfMJDIni9icWeuxfyftUPZolXnApt794mIqKchq1as554Qo7v91yRo4XeD5mEybchENkVFkZy5cvZ+DURz367KxyHZCKPiAFU0VVm8HBwaSkpJyRY1afOZZRbGF7jpm2gwW8A+mZnTF26+DxZ+eWqNTTLTvt5Ml1Khtd+ygdzUOUevWrLmhpGjoK2OvczazXXGElcI2G/fGbqCEbLr5kGMt2HSPpvPexmAUHd9fvC2YfA/iND18N4qHrLwOgS6RyWurkaokmTWH6S2MYftNhwMSVN2fWy8mumoYgJkFPZFwCcU0SCdGr5U39aYodPuy7xEXVWZzM1ZNeIa5pUrUs/yF+ZE6z7TFtuqqmoX27BFKqRIYFuTlut6P67SCmUdU1LU1DWgqCn4C2QoiWQggDaqGbj+xvEEK0tXs5HPhHw/741SIFCA4JITwqhjbWuiF7d9VTEBwXQCbSYkbRqZu/vzBo2sOW9dtjUDCgY9c39Ruv3JPqc5FxVS4to87fZpfrxEWhKB77ClRnMZQV72Xk5Gms3lfIoUOHzvos/5qwTYPoRhAVLynKF/z4+Q5u7tmcebdc63Y7VRFDVXNMy7pOmi13KaUJmAp8DuwG3pNS/iGEeFwIcbX1tqlCiD+EEDtR/QQOZqFzcA2lxumjvoJAnXRDeGJVEfcvSkMIoemkO12w6Tcde0l0esneX0Ul26onUOklIGP/Wl6cPpntm9b7TTEae6Smpjplz7SYzR7lX0hpO+GWse7Nx3n9sfsINJx2q7QmsK1JIarW5daP23Aq8ySZGYcxuUl2qOYQvMWWD1qiUkEAABabSURBVFuxcuFcoH61sN2FptNXSvmplPI8KWVrKWWq9drDUsqPrH/fJaXsJKXsLqUcJKX8Q8v++BsUYMmj97JlzZVADn/vEKT/DZ6GLGcdU38nJAYQFhVNgKDOYhpnI2xfKSgEDEGDsVgM3NDJyI3dPYuGsRHOnUj/ji9XvMHBP3dh9ENBkJyczPRnXqnUEu3hSf5FXrZKwhYSXkHyfY9yza33YNQyFvI0QrGzO5x3vioItn0UjZT/8Miyf9AHuMfgr2rpxyguSKe0qBDQlt7cP8XyvwRCwI6tX3Lkn78Q4ghH9kZzxyUBjJhk5r8PuycNKsohL0ug6CSR1lwofzQLgVo1C1SCvZLCrdjKL+Zlp/PC/bcB1OkzkLLKRzBg1Ghad23Fed17+qVpCGDY6LHMneJcUXfXV6D6ByC+WQj/uWsm4L9zzP7QfsUEC0j44QvB3l2t2L7RTGJb99alqhHcyV0LRtNjoMqUe7bmEZyDxvjsg3coyMkGBIEhw4mKTwPgm3UK7hIe5lpDuI2Bs3l6yhj2/77D7xfpsvmzQVZfkBVldZ9w1y9TGN9NT3mZIDBY0rnPBQwbN4lWnc/3S9MQqJqhqzwLd/MvbFQLsU2qJmWAH2qcUF0QhEbAf+6ycM2t6lzbvknUmWG869vNPDN1PNnHJRBMq87NiYxTU4vPVmfxOWiItLQ05t49mbzsTEBSUniE4oIUgkLSyMoQHNnrXjtqMlkaJcVP8+261Tw2/io2rfZt+cszBbY16pJg72jt5Us/X65QkKu20q1vdUnrj6YhUDeI8TPmOPEVBDPw2rlutZFlTVgMDt3Pvt92UJh3StPT7emEs691fn+JUCz88f1Yxndt4jJ6qLiwgCdvHcPWte+SnfEDoDqdQdVmdRoKTz/9d/g/Zs2aRWmJY7q+xaKq3ju3uvev/fojlU4ZqXLwnMo6yfxpk0lLS/Npf88E2Kw3Lk+yQrj0FZSVwKE9oCiSN36s4MElZn7+6jO2b/yU8uJCv6hK5gw6oZrLpsx/uTLsMyg0CVhMeckNtT5bVgLzbtGxapE6FzOPvsS0K3rz2fLFfqtBOZsGoZHQoSdIeZLCvBx2b//e6bPBoWGMun0xLTrOpLS4PXqDJCxSfU9rLd1P/x3+D1fFacpK1NPuji1VM3LLmhVM7NPGgSbAbIbNqx+iZtJQaUkxs2bN0qbjpxG2RTp+xhznSSVSOjUPbVmzgpT/a4PFrEMoLfj9+xUIAYtn38Ocm66hKOu4xj0/fbAN04CRY1n42U/c+cxrDEt+EEjmhy8Ujh0As8n5szu3Cn74QqkMt23SOo4WHbrQuHkrvzc/1kTPSySwEDjIwnuu5rBdoHx5aVW1we8/H8nBP1OBaJq2qhp/raP4/PTf4f9wFeOtkoOl8dt3ghfvX8kNnRqx4M4JZB5NR8oqxsdP317BLb30FOU7N5O4EjRnMxS7Tc2VE8XebLRlzQrGdVHH71RmOiAxm6qoq7v3u4QLBg0jNiamAXp/emC/sRWcyuG5aRPZsnYu4dGS44feYXL/toxq6ZyH6M+f1IeHjjNz8+y3+fXrVzj01+8snfsA69/3T/Ojq5iB/iMsRCd0RYgkivIE699Wt96K8nLuvLQHf/ywjdJiyb5dAiEkt//PxIOvVUnYcxrBOThFamoqgc5ivC1mYDzlpQpfrpxAUb6jPbKspJjFD/2X3JPvUD35uwquBM3ZDPvJHtfU+feTMpE9OwSvzLyDBXfdRMEp5+O34M4J/PzVZwwYOZa4WP8VBPaBo/GJLeh/zRiGJt/CBQOXOaWUthcGu7eru2JI6Du88/Rt1Q4js+641S/Nj64O7nFNYel2Ews+VTf3rWsVKsrht2++4tjBvbz28N3s/VXBVCFo0QGGJksat6h6XmvT4zlBcJYiOTmZuS+86jTGu4rE1XXokJRmIIXu/a9AiOrTICgomNTUVJ/19UyB/Vpy5QCFeSx5ZCXrly92qTXYYNv8Nqx6x+d9PVNgb0HT6XT0HHw5G1a+yVerJzillF5w5wRGJBkZkWhgz886IJYvVt5DWQ1/Vomfmh/riiI+dnAVgcFDKMhdxvaNgvN69ObuhW9w7ZTplRpUx16OkUVa5hDAOUFwVuOa/9yArEfBiyoUs+ub15DSUrni45om8eSiV/0u9R+qC4KaDtC4pklMfOxlAP7ecVOdQsCGspJiXpz7kAa9PTNgP2Zb1qxg0Yzb6oyuqj522RSeynZ6mz+aH4UQtdZFLy7Mp7R4I7CC1x/T8eL0GFp2HEe/q//Dbqsg6HCh49zTOsrqnCA4iyGEdwXrQaULAEDKyrrH/xlbezTI2Yqak33AyLEs+X4vPYdcQdaxIyx5ZAIwDjB71O7xI56TsJ0tsD/hLps/2+Fk7w380fwIrh3GABcNu4ZJj7+BIXAlmUeL+e5ThUfH6ck8Cn/97FoQnPMRnINL6IQrE0f9YKMN0JLT5HTC2Wlty5oV/PTlOq80qybNvBPGZzLs+VTrwzrqCkHB/ml+hNo31dDIKK68eRxz3ysktklP4hNTyT0puOsyPcUFgvhESWxjx+f0GifgnRMEZzEUqkwczn0FniMr47DfxniD42nN03rFNWEMCuahOf65oUH18fJW+7QhLCqGV15d7JfmR6hdI7Ah+9g2so/twRi4ksS2RRTlqw/1vsz5geScRnAOLmEf4+2dr6AKsU0S/ZJ51Iaai9SdU66i03H5+FurIo3sTmeGwCDNT2unE7oaDnZfFPUIDA5hfLJ/mh/BPUFw8RWjeGDxe8x97zOe+8LAos0VvPJ1Bbc8ck4QnIOH8OS0ZgwKJiyq7jDH8TPm+G2yDzhOeHfG7e5n32DyvBdY8v1epj3/FsbAqjJwBbnZ3HVbil+GQkL18RowciyXj0txFAbW15VaaR3CIivjsF+y29rgrmW1z7ARRMbGo9NDs9bQuIXroTsXNXQOLmH/z3PqK7CLBJoy/2UmPbagVn9CWGQ0Q669odaoh7MdNRfp+Blz0LmgBg6LimHK/JerMZI6c5gWF/tnKCQ4jtfkeS8w7bk3q0VbTXvuTdYeLmfNwRLWHi5nbXoZaw+Xuzx4xDX1X58KaLOpah01dI6G+ixGzXBIUDeqrIzDxDZJZPyMOU5plV97+B6HRCljUDCTHn/Wb8nAbKi5sdnGx35MwqJimPTYAqdj58qU5I+hkOD8dDtg5Fi3SnxOemwBi2bcVk1wGoOCmTTTPbK6sxVaMJJrzdZ6ThCcxXC2qdW1QG33bFmzwqnQ8GdHMTg/rbm7sYFqSnIWR++3oZBePOvqcDL8Ov/1D4A2tdG1NteeEwRnMRQvqjC72vy0tkWebnh7Whs/Y47DKTfYn0MhvRwvZ/PM/+eYoLasfk8QaRCEBwjND2h+fv7zb2gR7u+vdMo2eHtaq5mR3Lx5cxYv/neHQnoCIYT/mx992FaLEIXuUTrN16WmGoEQYhjwHCp31RIp5f9qvD8NmAiYgEzgv1LKQ1r2yZ/g67kRqheE+LmO6IvT2oCRYxly7Q1c3sTPBwvfzjGDTjCssR7pbvm8sxS+HLNA36QH1QnNZLMQQgcsAi4HOgJjhRAda9y2A+gppewKfAA8qVV//BG+lAMGRTC4kZ5OEQ00804TfDXh/bUiWU14Y36siaDK6FL/1jobBwlahfpmggQ2UC1sLadzL2CvlHK/lLIcWAmMsL9BSvmVlJUUht8DzTTsj98hQIG4QIUQH2SANdTJ43TDV3uQ8V8yXr483QY10KZ2utEsWKFzpO6sWpdCKzVNCDEaGCalnGh9PR7oLaWc6uL+F4HjUkqH2DIhRAqQApCQkHDBypUr69WnwsJCQkND6/Ws1vCmbxUWKDZ793/UC+dmoTN1zOrbr2IzVFi8n/MBiiDYySI9U8cL6tc3i4QCk2/2CIMiKrUCb/vVEPC2X97PNUGEkxSX+vZr0KBBP0spezp774wwcgohxgE9gQHO3pdSLgYWA/Ts2VMOHDiwXp+zefNm6vus1vCmb/kVks0nXNQLdBNNrU4pX/ZLS9S3XzllkhKzZGeuBbMXh6DEUIUukWfPeEH9+lZsknyfbabcDOVeCtC2ETrahDkaIc7UMfO2X3sLLPyZ5xmTrT1C9IKBjRy3aC3GS0vT0FGql79qZr1WDUKIIcAs4GoprRXUz8EjhOpB56UO7+yk5o+INgqaBitEG70bL6OfR1fZEKwXDE7Q0ynS+63i32J+tCHS4N3zDWl+1FIQ/AS0FUK0FEIYgDHAR/Y3CCHOB15FFQInNeyLX0MRzlVIT9BQTqkzBbHeCoJ/2aYWZxReO3n/LT4CGyICvBuzhlyTmgkCKaUJmAp8DuwG3pNS/iGEeFwIcbX1tqeAUOB9IcROIcRHLpo7hzoQ4WWWzr/ttOatIAj8l0QN2RCoE4R7edj4t2idNgQoghAvvnNQA84xTX0EUspPgU9rXHvY7u8hWn7+vwmRhnOnNU8QEaAu1Po684z/svECiDcK8srrN15CiH/dYQMgwiAorKez3S80gnNoWESe0wg8giIEMV5oBf7OyeQMcYH1Hy+jgl+z2rpCm1CF86PqF0rqLz6Cc2hAhOohMVghth6ZTjohMPxLnJ/2aBum0LWe8d7/NsEJEG0QtA1TaBrs+Rz7t5mFbIgwCBJDFBoHndlz7Jwg8BMIITg/Wsf50Z7/S/+NmxpAlEHQIlQh3oOTbpBeEGVwrH38b4AiBB0idHSJVDz+/kH+XPbODXgyx2wIbMDD2TlB4GcI0qlshZ49o1FnzhJ44jjuE6OjX/wZkX5z2mBQBNEehkY2pOPzTES0QRDg4cZ+TiM4B6/gqS333+j4tEe0wb0wP70iCP13y4BKNHJzZxdCoBPi/9u71xi5yjqO49/f7M5ut93Sy7Zrl14olYqhWrDUpmpEgpfgJS0JxPQFl5oYEw1R8YXxkmj0hS/FACGNwUaKBTGUmNoUDUmJ+kKKWIsU6qUQjTVAEaUXqLbb/fvinK3b6cz0zHb2nOmc3yfZZHbn2ZzfPrvP/Pc55znPlH5GUJFamhVUK8p1J2D/WXeh+f3ihaPZ25d9RtCfLo08fKJ5u9nV7t8wLau3TBP7MrQbGRCr55b8Dyx18YB4c1S8cQpONNkSZs1QDzNzftMGzwi60FC/Mt1p3FcRw9MqzDnPpafdYChDH8xyP502o1dcOlg558xgrvvstJGBCu8f7uXyOttsjKtWkplDOzasa4ULQRfqkVg1J1kR0+yi3pIZYu28HkbKfgKXZJAuGKgwvckAnNPtb63VonfO7uHdcytN70FxITjbwumNFxvMLmghgl8ButTIQIWlgxUWTm/8R7XQBeC0oX6xZqiHKy5q3CeeEZxNEgsaLI3srZz/3cjdqK8iFjS4XlBU4fQrQZe7bLBS97z2zKr8wlbHggHVvaOzryf/6fqFotEa+bIus81icYN/0Ib6cw6SciHocjOrYtkMMa9fZ0zhPRuoryKdMUgHesVlMyu8vcl53bIb6qtfPFtdYlomw9PERy/u5Zrh3tPLSivSee8QMFleNVQCKybsm3/kZHByDE/Zm7hkRoWTY9DXA28drLS8/rtsJLFiVoWjo8GJMTh2Ek5FTOou97KQRFXJVtVXz62w999jzKzmu2R0IheCkmn1ZrMymt4rVtZ5kx5rbDLbTlhieFqFj4wU23/+7ZmZlZwLgZlZybkQmJmVnAuBmVnJuRCYmZWcC4GZWcm5EJiZlZwLgZlZybkQmJmVnCIav0FCJ5L0KvC3SX77POCfbYzTTp2azbla06m5oHOzOVdrJpvrkoiYX++JC64QnA9JT0fE6qJz1NOp2ZyrNZ2aCzo3m3O1Zipy+dSQmVnJuRCYmZVc2QrB94sO0ESnZnOu1nRqLujcbM7VmrbnKtU1AjMzO1vZZgRmZlbDhcDMrOS6shBIul7SnyQdkPSVOs/3S3o4fX63pKUdkmujpFcl7U0/Pp1Trs2SDkna1+B5Sborzf0HSas6JNe1kg5P6K9v5JRrsaQnJD0v6TlJX6jTJvc+y5irqD6bJukpSc+k2b5Vp03u4zJjrkLGZXrsHkm/l7SjznPt66+I6KoPoAd4AVgG9AHPAFfUtPkcsCl9vAF4uENybQTuKaDPrgFWAfsaPP8x4DFAwFpgd4fkuhbYUUB/jQCr0sczgT/X+V3m3mcZcxXVZwIG08dVYDewtqZNEeMyS65CxmV67C8BD9b7nbWzv7pxRrAGOBARL0bECeDHwPqaNuuB+9PHjwAflDTVb+abJVchIuJXwL+aNFkPbInEk8BsSSMdkKsQEfFSROxJHx8F9gMLa5rl3mcZcxUi7Ydj6afV9KN2pUru4zJjrkJIWgR8HLivQZO29Vc3FoKFwN8nfH6QswfD6TYRMQocBoY6IBfAjemphEckLZ7iTFllzV6E96TT+sckrcj74Ol0/F0k/0lOVGifNckFBfVZeppjL3AIeDwiGvZZjuMySy4oZlx+D/gyMNbg+bb1VzcWggvZz4ClEbESeJz/V3urbw/J/ilXAncDP83z4JIGgW3AFyPiSJ7HbuYcuQrrs4g4FRFXAYuANZLekdexm8mQK/dxKekTwKGI+N1UHwu6sxD8A5hYsRelX6vbRlIvMAt4rehcEfFaRPw3/fQ+4OopzpRVlj7NXUQcGZ/WR8ROoCppXh7HllQlebHdGhGP1mlSSJ+dK1eRfTYhw+vAE8D1NU8VMS7Pmaugcfk+YJ2kv5KcRr5O0o9q2rStv7qxEPwWWC7pUkl9JBdRtte02Q7clj6+CdgV6RWXInPVnENeR3KOtxNsB25NV8KsBQ5HxEtFh5K0YPycqKQ1JH/PU/7CkR7zB8D+iPhug2a591mWXAX22XxJs9PHA8CHgT/WNMt9XGbJVcS4jIivRsSiiFhK8lqxKyJurmnWtv7qnXTSDhURo5JuB35BslJnc0Q8J+nbwNMRsZ1ksDwg6QDJxcgNHZLr85LWAaNpro1TnQtA0kMkq0nmSToIfJPkohkRsQnYSbIK5gDwJvCpDsl1E/BZSaPAcWBDDgUdkv/WbgGeTc8tA3wNWDIhWxF9liVXUX02AtwvqYek+PwkInYUPS4z5ipkXNYzVf3lLSbMzEquG08NmZlZC1wIzMxKzoXAzKzkXAjMzErOhcDMrOS6bvmoWTtJOgU8S7JsdRTYAtwZEY1u+ze74LgQmDV3PN1+AEnDJDtBXkRyT4NZV/CpIbOMIuIQ8Bng9vSO4aWSfi1pT/rxXgBJWyTdMP59krZKWi9phZK97/emG5gtL+pnMZvIN5SZNSHpWEQM1nztdeBy4CgwFhH/SV/UH4qI1ZI+ANwRETdImgXsBZYDdwJPRsTWdJuRnog4nu9PZHY2nxoym7wqcI+kq4BTwNsAIuKXku6VNB+4EdiWbjHyG+Dr6T7zj0bEXwpLbjaBTw2ZtUDSMpIX/UPAHcArwJXAapJ3nhu3BbiZZI+hzQAR8SDJpmXHgZ2SrssvuVljnhGYZZT+h7+J5G0LIz3tczAixiTdRrKZ4LgfAk8BL0fE8+n3LwNejIi7JC0BVgK7cv0hzOpwITBrbiDdyXN8+egDwPgWz/cC2yTdCvwceGP8myLiFUn7OfONXz4J3CLpJPAy8J0c8pudky8Wm00BSdNJ7j9YFRGHi85j1oyvEZi1maQPkbx5yd0uAnYh8IzAzKzkPCMwMys5FwIzs5JzITAzKzkXAjOzknMhMDMruf8BX223tc9YDVwAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "7, i=900, loss: -3.481, test: -1.097, grad_norm:  1.2e+02, std:  0.11\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 7, loss: -2.928, loss_test:-0.8781, kl=-1.9019579887390137, grad_norm:  2.6e+02\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2fcb30c35264444395ec40fcedd4b961",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "8, i=0, loss: -3.787, test: -0.4776, grad_norm:  1.7e+02, std:  0.11\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "8, i=300, loss: -3.55, test: -1.032, grad_norm:  1.7e+02, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "8, i=600, loss: -3.419, test: -1.013, grad_norm:  1.7e+02, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "8, i=900, loss: -3.932, test: -1.575, grad_norm:  1.2e+02, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 8, loss: -2.658, loss_test:-0.8779, kl=-1.6456345319747925, grad_norm:  3.7e+02\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "55bb4f2117d349f6830c144eb78cd417",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9, i=0, loss: -4.059, test: -1.107, grad_norm:  2.1e+02, std:  0.11\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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RsatU4aXpD7n6SvMFAHTrfiqnOFNMuGMN4LBIb2hjbNJzb3B4z05SM9v5fG8gpqQ2BEEjoJiDad2+Y43jK5cs5sePFnhGeQjBudeMJjw6hpCwMN56ZQ4/frmUGTNmtJj9BO6CoLoz3VsaDlDNaS1xdevOuVePoMelw+t1T0vsM20yj4yJpdPpPXWv2bJpI/vWbWbQVcOJiI5xHQ/E/jIEQSPgnrmwvLSEXf/8iclk1ncUS8mqz/+H1VKJtbISaHlZSN37y5szXY+ktIyAfEl9odgmKbAoPH7nLcS3bsO1k6ZiNnt6gHNzcti++2Pik1vRrXd/1/GW6SOo+5rX585h984dHNixBYCbpz2NOSgoIMeY4SNoBH76+gvefOw+/vltJUf27uShay/g9Wn/8eooLinM95qFtCXg/qJ566PqaAn8fElbHYgcLFdYuSOLb95/my/enFtDCABs3byJpyaM4PM353gcb4l9ZnHA9vVrmXPveH767APda3r3O5vzrh1DUW42y96ay9+/LHfeG3j9ZWgEjcAfq5azdP5sElJbc86V19Gt9wDSTurMod2FWCt9zyzaUrKQuguCpLQMr+Ygc1AQisPhYQsPxNWaL1gcEBIWzsSnXsVmqXQdt1ZCUT6EhkNqq1b0G3oVXc7o43FvS+wzqyLZu/Ufvn//LRSHg4FX1tyvM3z0GETXAbzx33uJiI6hvLTYeW9jt9b/GILAz9gUSd+LriQ+pRWn9B1IYqs0nvz4Rzb+Jvj+/Q+AsUDVixsaHkFIWDglBXk1ntVSspC6O+NG3Ted2XffjOJw3zosAElQcCgh0WHkHj7gqvR2wTUtswRjpQIR0TFcOOIm1zFLBdw6KIi8LNURfOfkwdw/b2yNe1uqaahrr36Mf3w2aSd1ch3fsUGwdL4JSyWc0r4NV06FGx6Ywc2PPO1xb6BhCAI/Y3HAKX3P8djAA/DrVwIYRbfeks1rpgIHSGydwZgH1JQS1XcbR0REtJgspO4v2qbfr0dxvA0sdx5RhQCApaIMS4WaUE2rAS2E4KKJ13utPRuo6Jkrtm8Q5GUJTCaJogi+/iKN8ybVvLelmYa0lNIZnbq6wkMtFbB3q+CRkWYqStWxs5pODLjZRmKrEI/7bYrEISXmABpjho/Az+itHhQFfl0mAYWbHh5Oj4F7AIWRd+9i0LARDBo2gomzXnHVLsjMzGTevHktwlEMngXrt68XwI8ktiomJCwDTQjoYako592ZDwXkiq0uvvxoMTec0YYrM0K5qfdJrFyymC1r1Ynq3H9JwiIk27fGcmiXjdKiQkCNyBrbtyPnpIa0qPrY1VOYvDXdxLWdg7nviiAqSgVnX6rQ9Sx1EK1fUTXZO+x21+Is0BLQGYLAz1gUyZ8rvmXL2l+x22ws/2gx13SIoiA7GAhi8uXB7NiQASzi56UmSovU+wYNG8H833fy6X4LW3btbTFCwO5cbWkU5qr/Pv15GDbLwTrvb4khpAsXLWL2vRMoys0GJHlZB5k75VZ++WIxAKefo9D7Qgnkc9vgSMb171xVrMa5KW/fvn2MHj2a2267rUk/S2OgTeLb/lzNn8u/YfV36iAzB0kG/5/CPXMcDLxSHYPrlqtT5CevPsvIU5L5ZtF8IPDMQ34VBEKIi4UQ24QQO4UQ9+ucf14IscH5s10IUejP9jQFVgVmjruW+68ezBdvLeSFu27FYbc6z6qDraz4MDCODT8vZlT3YBY+5fm1tKQ0E+4vmMMBJc7s3bGJkJTWps77W2II6X8mTdItPLNvqxpl1q23ZOCVChANmLFbzbw9o2ZYrpSSV199NeA1A218/G/OTP57w+XkH/kNgLf/tHPXCw6CgqHnEPWiv34W2G0QHZdAZXkZh/fsdD4jsMxpfhMEQggzMBcYCnQDRgghPCo+SCnvklL2kFL2AOYAn/irPU1FudXOaf2H0K33AD5+eQbgLSa+HCHUilEbflbV0c/ffIkHrh7Cxx9/1DiNPQHQhN7KJYu5pV9HFMUMhHL/1QPIzTpU670tMYR00aJF5OXVDCwAkPIAyemSpNbQY6AkOkYCNiwVueQf1Q/LlVIGfJiyNj5O6t6D0wdcgKUik6AQSXRc1TWpmZDepozyEsHa7wVnDr6ad/48wIQZs4HAW5z5UyPoDeyUUu6WUlqB94Era7l+BLDYj+1pEhzCzENvLeHJj3+kOK/2mHiJer4gWxUEuYcOsHntL+zatdvv7TxRsCrSZbbIy9qPqjVZ2bFhDVJRSGiVRkJqJqrTOIHo+ERAEBEdw4QnXmpxIaS1T9qZdO2lTnrBIfDw9H+4ZIzaOeYg/RxXEPhhypppaOQ9j3DbzGXAmcQn16zfc+ZZqjo6c1wQE4ckIkyprnPWAPMR+DNqKB1wn/kOAn30LhRCtAXaAz96OT8OGAeQmprKihUrGtSg0tLSBt/bUJZ9+z3vvPE6uTk5CGFCSu8jKCkphdwcKDgqcWxaxQV9e3BW5+fJzMjgux9XENwEHp3G7jObAgsev9frbuIxY25kwODzGX7FQGw2M6+9+RP3TBxJ1uFDtA2zI7esYqtZsKeJvF+N3V+1T9ozODljJ3KLqkl1bl9KSqsKvnxnAEHm6TjsY3TvSklJadTP0Nh9ZlFAOqOs8jbGAmeSEFOM3PKnx3UXngfr1yVw9EgYFaVm9n27kVN7qNbrHSbBgSZK3e2X/pJS+uUHuAaY7/b7aOAlL9dOAeb48tyePXvKhrJ8+fIG39sQFi5cKEPDIyTqsrbWn9DQUHn37HdkdJwiQcp3N1jlZwc8f4qsSqO2X8rG77OdxQ4phKi1r5LSMmRS8hsSpHx6qU32v+waGR4VIxFCJqdnypnz3m3UNrvT2P3Vtm1bL/2UIPtc5JAL/64aP59++6O89MaJEtFfwkZ5wYjxkmp9HRERIRcuXNion6Gx+qzUpsjfc+zy+yyb/OyAVf5vR7G87xWbBCn7Xuyo8b59+u2P8rMDVtn/Mofzmgflaf2HyDk/bJDr8+2N0mY9GtpfwDrpZV7157rpEOCuf7ZxHtNjOAFoFpo6daruylaY1KWEyZkGIDk9k9v+cw+Dho0gPkW9Jv9ozecFsu3b4pBsK3ZwtFJ6Tc2tkXv4APl5twOL+P6Dxaz74UsqSovBmZL6/vFjWkT0C6ipp0NCQqsdjeDU/i/w4HwH0fGeZ/Zt/QfkL0A2wybM4e4X33aFKbdt2zagw5TL7JKjlQpldomiKFzbOZZn74gGHCSken+34pLUcwd3/snfvywna++ugAsf9adpaC3QSQjRHlUADAdqbPsUQpwMxAO/+bEtTYI3tV1Khc8OWD2PbVkFQEKqZP92QcFRQUzCIX7+7AOiYuM5f/iNATf43Cl3wDZnIfHRU6bz3J36ZgsNRakApvLNexJkzcR9r776Kv379w/YSU1j1KhR7C5VmONMPR0elUF5yROcfOZwoKaz5MapM3npPit7t5zO5jVb6Dd0KIOGjeC0ODPtogI7mtz9/akoLcEcHAyEAGbiU7y/XHFqMUFOOvV+xj56Bx1OOzPgFmV+++allHbgduAbYAvwoZRykxDiMSHEFW6XDgfed6ouAYW3lBDxyd5XvPFOf1T+Ucg/msVbj09h2TsvA4EXqeCO+4s1aNgIho4eT9058veDbLnRLxpDrq7aczL46t3AKGIT9a/t1KMXmV3OAWJ45YHejOqeQkVZKZ9+/R2z5r2L1RG4g6zS7aNFxsTy8a5Szr7kCAAJKd6nn3jnuaCgczhj0AXExCcGXECCX5cAUsovpZSdpZQdpJQznMemSSmXul3zqJSyxh6D5s7mIgej7ptOaHhEtTMRXPef6V7v01TU/GxBclobrhg7ifOvuxEIzKyHGtVfrAlPzKFd13eBtl7vSUrLIDS85Ua/aOzYupX92zZhqSinOF8VnjEJ3sdKUmsJFBEV15GUNm0Jj4xi6k3Xcv/4MRzOLWikVjc+esXni/JUs1pCao1TLuKS1H8Lc9yepcDRSoViW2C8k4GtCzYhxTboc8Vwj1QR0BbEPC4aNcLrfe4+grjkVG5+5GkuvVG1dwe0RlBNM9++fi2V5XHAb4y4+90aAjU0NJQb7p/OGYMex5vm0FKS9D1zz3juOP8Mdv79J8VuG/D02LZ+DYd2PwP8Q7+L/+L133YA0PvCyxl45XWUVVr1bwwAKnWsPwVH1bETX5uPwGkays0q4OuFr/PVgnk4FMnqXAc7A6Q0qpF0zk/YFNUb//XC1+l8xllM/3ALE/pHEJ8sMZnsXu/TNAJtL4E7gaaOulO9/N+n857jyL6Pgfc591/Dad1OepSrvP7669U9AxbB71//BryKex6i0PAIxk/1rnkFArtLFQqskuQ2bckoKiA6Lp6iPKdGkKg/sf310/es/uZRIIavF5bwx3I1hfddL7wFQGxCE8VENgLuY2zT6lV8OPtJjuw/D5hSu0aQrN5XmFvEKw9MJCktg6Gjxzmf6c8WNx6GIPATVgWK8nLYvGYVUbHxDBuvZjDUVhfeSKgWNXR0/x6K8/No1/VULCFhfmxx01JdyLXv1oNfl5UhZSZxSbiS8WlozvXkdICXSe9wNtbKqeQc2o/JbMZSUc6Ljz1EZoQpYB3GhysU8i2Su2e/4zqmaQQxCfr37PhrnXYlUJW1FdQ+DuSABHeN4OiBPWz46TsgFXOQrBFd5U6cU7sqKUjnvGtvpFXb9q5zgWKuNUxDfsKqQGR0LDM/WcFdL77lSp6mhaJ5o7pGMG3kJUy+/GyyD+0LmNWHHtUFwdDRU5DyKyKi+1Kb/Etpo/aXzTqK0VOmExwSiuJQ3/ijB/czbty4gM2dU1Ft0payShDE6giClT98z5rvl9U4bqkod5UEzSkIuHRfLtwFQY9zzufOZz8H/kN8CphqmQmDQyE6TiKVUG54YB6n9R/Cik8Wseztlykpr/R+YzPC0Aj8gCIldgnBoaF0PetsAL57Xz0XX4dGoPkICrLVF7vtyacQGROD4nAEuCDwFJBVgrP2+5Jaq//mZan1jW1Wi8d5rcRnoGkFUsoaq/eyYnDYBeFRkuDqWwuAhW/NVweVDjmH9nNt5zhG3TqJvi+/4IcWNy0Wh/RIPZ2Q2pq09mlAEPEpdb9YsclQUgg7Nuxkxk2DtI2w9Bs6DKVdJKZmXpvAEAR+wKZA9WjYwhx1oGj2Rm+EhEFUrKS0SFBSAA/Or0o451AkdkUSZGreg04Pd43gyD5Y+akNCKpTgwoJU8P7CrIFOV7qGwdi9FCloi44HA4H/+7VlvDIaKa9uxnQ1wZALV7vjej4RCrKSqi02PzR3Can+iJqxk1m1nynqgGaObY24pMlB3cIDu3KIjWjPUf272boDRNcxezDmrlrxRAEfkCb1H767AMKjmbR56IrKMztCNS9wgV1L0FpERzYIcg59B4Ln6pyks588gluGh1Yq1vwFATTRgZxdH86kE9E7EHASwiMk+R0VRDEJWZQmFtz0g/E6KEKZ7yBpbyMotxsZ+ioOrFFewkdTUpOJic7W+eM4OZHnmHw1SOJDQlMa7F76KjdBmu++xrYhzBdQK/z2tV5v6bJxyYN5OWfNlFRWkJUrJqu1OJo/oIgML/1JsaqqGmUZ99zC29Ov4/7rjyHbX+qGTRi69AIoMpP8OA1H/DiXVXFQ3IO7ef2CYFn85ZSuurm2m1wdL8AbICDYeOr78Ooieowhr5DH68RZhoeoCU+tYktLDKKd/48wOxv/6DYmY3aW+jo9f8eq7OvRWAOnoDJZOKWfp04t3VgVitz9w+UFAC8AdzGPXPWceHIut/JWKdmWpgjMJvNLiEANSPemiOGIPADH7y3iLlTbsVmUR1JRXk57PxrPLDIJ41g4BUK0fESmIqieKZPqHDavAMJq5sprSoOPp+PdpVySp+6I6WS09V7k9NGMnHWK8TEqzNhYqt0Zr70WsD5B6DKUWwymYhLTiU1sz3Fzr1g3iKGBp13vse+luT0TGABDlv/GtXKAs3J7i4IivIAhhIZO46MTp283eKB5rvTNpVVlJWSc/gA5SXFAeG7MwSBH3jikZrJ5qQsB6aSlFb36uH84ZKFf9sBfdt2oNm83c1CrvDHRAgOCfGpCH2Ks3BZ9iE1BDKtQ2cAJuJtez4AACAASURBVM9dyNBraqS3CggqdHfJqn0V62UPAXiWQJ3/+04iY0cCNcdreYAtOCrdVu1qP42lfbdXaNf1NJ/u13xVhblqH897+D+M7dOBX5d9EhAht4aPwA8cPuitAM1+2nTw/TkmcwaKI/Bt3u6CwDWZ1ZIioTqaRrD2OxMvA70vuI5uvfsTn5yqm1YgENA0gv3bN7N0/mzadzuN4rzbAe8agR7RsVBWFPgLDksNjcC7CU0PzUew6gvB9g1BdO+bQmKrdITJZJiGDPRp1UY//01yeu3plWs8J3MG4GnTDQsPPJu31WO1BrCHAzsv5PVH7vbp/rZd1LT6+UcF3yw0ExlzO2MeeILW7TvqphUIBDQBd3T/Hr5b/CZ/LP+GIh/yDFVHNUHqLywCYcFxsFzhuyw72ZXVNYJthIQdqhHd54123SSh4RK7VXB4t6Bd15m8uXYP5117Q0BoBIYg8AN3PPQ4waGetu2gELWebn1o23UkMI+YhCqb7gPPv8pV143EHgCrEA1P05AAsinK/YFtf/zu0/2pmfDMF3b6X6Y+SNuDAPqJxgIBTSNoe3J3bpv5MkNHj6OkjjxDekTFAcwgOMRzwRERIE72UrukwiFxuE34RbkSOIXlH2Vit/kWLpuQCm//Yeeym9SO10yYEBhpJgxB4Acu+L+RXHvnAwQFhziPtGXY+Fc9UiT4gmqXHMXpAx6i13mX8J/n36THpcP54YidPEvgTHCepiGALgy8ahk3Tp3p8zM6noarPm9eViH7t28mL+tQQGoEipSuySelTVt6XzCW37+5gu0btDxDvj9LTa0wivOufdXlRE7LyAyYAjXVd18DFGRXAJ2Ijm9PcEhIzQu8EBENrZzJcDXzEgRGmglDEPgBqwLX3vkAH+8uJe0kBdjLoGHD6/0czS55eM8G1n6/zC1PjF7JkeaL1e1FUle1cZzc8yK69xtYr+do8fPb18/jjvN68Pmbc9T6tAFW6qLC4fmZln9s4vv3TZQUCMxBktQ29TANxanXtuk4klv++xwjJz/KKx99GRBCAKr2W7hTWhQJbOHWJ7fX+3maI37/9uXcNbQ386bdFRAageEs9gPuNu+6YrtrQyuIkZB6A1ff2p8uZ/ZxnQsgy5CnRtAAO7dGjDNxmMORRpuOXYiKS3Ctnpv7hh+NTUUOytwmt/3bNrFp9V7gNM69ph2X/ttRZ2JDd7Rka8UFsGXd+/zyxUd06NiR7t260jpcEG5u3rvY9aKrXO9kPZzqGtp7XFpoYd/WDcQkJGN17vJuzmkm6hQEQggTcDqQBlQAG6WUetsTDZy4b44qLRKYTNJpi61JkEmgSNCzYMQ69xzkHN7B2zOmunYXj54ynTNuvt4vbW9MyuySfIuk2F5dcP7JlrU/k9Kmp4fwqwtNeAQF38ALX1eFja4vUIgLhq6xzVsaKFKyp9QzZ87yjxey7odngSc5Y/BkOvoWDelCEwSlhdDnwstp3a4DCe06s7HQQWSQuVkLAimlrmmwUItMqyN9iR6aRuCw9efZZb8Tm5iElLLZp5nwKgiEEB2AKcD5wA4gBwgDOgshyoHXgHeklAGgGB1frAosfu4xvnp3PjCN6PgJutkNE0MF/ZODOFqpoOcWVU1Di9i3ZbxzH0JV2uC2kSbuvKl5C4OsCsnmIs83VdUIvmPZ2/cTHHp3PQWB+q+7Iw8gp1LBpgi6HmN7m5oyOx5CACD9pC5ExV5CaVEX16Ynd8xCEB8iqHBISnWeGeU0DZUUiBo+rOZuUbMoeDiJNfKPLAPu4st3rmD84777oaBqjJUUxtLxtDNdx3/LdRAbLDizmdZzqM1H8DiwEOggpbxISnm9lPIaKeVpwBVALDC6MRrZnLAraoRCYU42RXlHAMWr8651uNr9yaECoVNlSzUNTXUJAQ1LRTlPPdr8N/uU2r2p7T04918T6NqrHwApYSbaRJjoFmvmnJQgBqYE6faX6yXNrzmJBYIpTa+/zh9+I9HxXwDDXKZEd+JDBGcnm+kRrz9BxTg11RKd7NPNfYWn5yi226Cy/AiwE0tFfo3zISZBn0R1nNU6xgpAceugEpukTOf7aS541QiklF5DXJymocDLVXsc0EqY3jTtabr3m8ozE2N1N0cJIUgLVweaSQiCTFDdr6XaI/U39XjftNZ8qD6xKYqWB+YiJs46l6Bg9fgpsSaigz1fSpOoOVGFhkNIqMRq2cOEcy4iPiWFmZ+sUJ/tl0/QuJR6KWxX4DTU6qU4T3Cmo04IQXdi00yWJQVQWlhAbtZBImNiSU7PbPbCU9c/kA8wnKi4AYy4O9h1PCZYYBZwapyZuBC1n/TeyaBgiIyVlBXZeHfm45hMldxwvxpm25zHmE9RQ0KIs4UQI4UQN2g/Pt53sRBimxBipxBCt0C9EOJaIcRmIcQmIcR79Wn8iUalQ1LilASh4eFImQbEumz97iSEQJib/TVYxxQbEgZC6G9Ca+1l01pzorRaCHdpISiKIDJWuoQAgF5CTD3TtRAQnQAQwpF9Ozmyb4/rXHM3cwCU6hRKLy6wUFkOIWGSiOia9yQ4JzUhBME6/ahuKFN9WSuWvMekC3uy5NXngObfZ3oRQ2rYZxQJKV2cuZZUeiaoWoAmBED/nQRtgWZmySvT+Xju0yhO1aA5C05fnMULgA7ABqp8mhJ4t477zMBc4ALgILBWCLFUSrnZ7ZpOwANAfyllgRDCh8zgJyZSSlYcdXhGDOlEwISYVJttRoTnKAs2gcMksEtPO3Bc8hMUZI8DqsxDoeER3P1I897sY3HIGsVoNNt+VMxBcg5ZiUtKJTQsTFcQeCvJEJMAeVmtmPLaP3Q7q8pD35xfUg0909C0EecDa4iM/QUhenmcMwnhEgSgCtTq26ei3TSC+ORUMjt3IyZRXbk05xUu1JGPqZqjWM/RG2RSBWj18OPYRMnh3WbOv+5R2nQMQ3E4MJlMzXqM+RI+2gvoJusfjN0b2Cml3A0ghHgfuBLY7HbNLcBcKWUBuExOjYYiJTtKFIJNgpOijm1LRandM2x0/qP3sGm1BZhBbGJVQdSEUEHvRH177cVpQeRbJKtyqpYy6SeNoCAbYpMepDivKmrosn8172RqemYO7SUtLbqFsX2/4eG3P2XAhZfqJp7zFsyiCt0gwiJO9igC1NwnNdDvM2uFDZDEJobXOBcdjEcRI7OAjtEmSu1wpELtkYgYMJkk5SWCPhddQ//LrnFd35wnNtD3Eag+qFfJO7KD/dtvILNzN4JMgmCdlYUAooOguJr01PwEPc+dytmXBMYY80UQbARaAVn1fHY64G7IPghUDwHpDCCE+AUwA49KKb+u/iAhxDhgHEBqaiorVqyoZ1NUSktLPe61S1wOnh1mQegxyAKbAtJtBfLTRwsoKioEHiPGtgu55RAAeSbBCh05oLVNAaSbCSAutBswilHXd+LUHtuJjIoiJiaWPet+IqsRtgNW7zM1EkPVYLypzr5grdZfAEV/JwGnEhYSSVhSEpEF+7FuWsWKbTXvrygrdRWwdyfG3A1IpXjjdmTq0ap2I3Sfc7yp3l/HCwlYdUxDI0e+w9OPn0xqfG6N/iivNtZKS0th/c84JEjnuBdAZFR/SopDKFm7mrj4qllvu1mwrwnG2HF7rt1z452UULi5DfAxh3d/T+7qVDIc+TiEYIXO3rLS0lKCNq6iKi5SfVaMqQuQRtGmXcj2h13XVyBYsfW4fwzddh3v/qotfPRz1E8eDWwWQqwBXAVhpZRXHKe/3wkYDLQBfhJCnCql9IhhkFLOA+YB9OrVSw4ePLhBf2zFihW437uhwEF5mfotW4WgdaQgxASdo0313hzyd6GDvaVVa4JxT87lo5cK2LM5nthuiYiu7QE4KcZEl5iakkBrm0NKlh2qWvrFdzTBSpj/yiKsltn8++GnuWrcJDKj1Sgaf+PeZ5uLHOwsUT+jQwg6xJpIChWEmVWTV33YVOhgV6nnGqr4DxOwiLLydVgq8nj2mWeY+NDjPDKhZnDaihUrKOs0oEZ4YEw7deZate5TNu7fxajJjxKf0gqzSTA4zf/7J6uPMZsi+faIgyABp8eZaBXesJk116Lwa47nEnflksXMm3MjcIC/NmTw09bpDBo2gsggQXqEoFWYycPmrbWt0iH5NqtqjEUnBVFSDGUpfYjvWPX8DrFmOkb7XxJU77Miq6TELokPEUQG1X+1kWeRlNolm4sUFKdaY6mAuy8N4uAOAUzk9HPOI+O8axBpGSQ4w7hra9eqHDv5zrQusR3UPjlQorCpUKHtyd2Jjk8gpInG2PGgtlY/c4zPPgS4ezTbOI+5cxBYLaW0AXuEENtRBcPaY/zbdaJIyZEK99WCZG+p+nuEWZAZWb8BWGD1nJAGXP4vlr1tBkzEJFa9dKF1TJhmIQgxCZeZqXMP9V+rJR1oh6U8zNn+ejXvmFiX5+BIpedGJiklGwvViSklzETfpPoJJXczh8MBT99qZsNPi4FxVJZX7ZmYefcEOkabdFMeRNaitu/4638U5m5g6OjxxKe0ajLHZ4FV4lAkDmBtvkJCiIJZCM6INxHqw2YtmyLZVyYprKYNrFyymLlTbnXVEagsU/eXAIwcNYqTdRYbGqEm1X+gfZ9qmgnBrn+28d8bLielTVtmfPhdk5mGtpUoHKlQ+6ljtImYYIgOEkT5oILaFcnafIdH2hKA/duEUwhAWMSVXDfpMpKdtUHCfPgewkwCTSPQdhev/mYSy976jmnvLqXnkIubtWnIq7iXUq6s7ceHZ68FOgkh2gshQoDhwNJq13yKqg0ghEhCNRXtbtAnqSe5lprOSo0dJUqNjTu1YVckJTpJDDVncZxboZBQH+ZLd8fVwKsk81fbaNf1XmAPPQZOABrXHlmpyFr7I7tS4Wilby0qt0sKnCs+jUO74LevTFSUTcXdKQ5QWeG9QEr1kFKo2imb2WUyt818mcRWaUDNjViNhfsCQUpJnkWSXanwV6Fv/bWtWGFzkYPD5Z7XL5j1cI1iMpaKchbMeljXue6OEMJjjGl9Vl4aRPaBveQePgiAQuP3meLsI1A3g20rdrA2z8GvuQ6fMsnuLZM1hABAvtNK2HOIwnub7ZzSp+qaMB+UHvf3VttdHBp+Ot16DyAsPNLZ9rqfc6LiS9TQ1cAsIAXVpCgAKaWMqe0+KaVdCHE78A2q/f9NKeUmIcRjwDop5VLnuQuFEJtRI5LulVLmeX/qsVPpkPyZr9S6+aPMLtlUpBATrMb66zmS3CmyeU40Rfl5LP/oO/Ky2gMDPDaU+WJCCTWLqg0JQHIaJKVJ9m4RrhTLjTmvWX3I4Lm5SMGuQESQGhWlh02RrMqp+UKX5GvX169ASpTO6NUitKLiRnDRKM+GN0U+mHyr/vEjFQr/FKraZ5sIoasdlNgke8v0v+jcw/r7SHIPH/BpjIWZodyplWl7CcxBbXlt1VbCo9Q41KaY2Aqs6jipTqVDsjrPQdsIExFBqhbqTpldYleoYW7UyD+q9klCK4U/fvyC6PhE14ZFXzQz9z7VNILEVrOY/n7VGGvGcsAnZ/FTwOVSyi31fbiU8kvgy2rHprn9XwJ3O38ahQqHam+tiz3OAVVkM3FanP4yPteisKNE1pjYFs7ayrfv3QD0R4ifXSsu8C0fid4KRRt8WvrbxtQIfMmuWGKT/JHvIMgkGJxiJkLHtrulWNFd1Wm1dkPCMrBW+l6RrW2kiaRQE5uKHBQ6V96uNBM6ywlFeg879QdSSle79NDGWLbFRN9Ekys6am+pQo5F1Zq8aTJJaRnkHKrZV0lpGT4FPag5hNxNQ/DGf8M47exOPDDf4Wx/3c853mTXolkWWSV/Wx2YhKBfkiAxVO2vrAqFdflKrVlmNY0gKq6AGTddTWRMLO9tUgsQ+/ROul0T49QItCg3DSlls00+54sn6GhDhMCJSn1zh+8rkx7qvV1RJ/7sSoXVeQo5lYprE5nGkf1xwLVExAzmmtsVzG6DyJeXVM985HCsBrqz7C3VcdqYqzW9FZo37Ir0MHscrVBYk+dgda6DfV5Wt9r+gU49ZhAa7lkgJbyWAilhZnUyiHITOppGcGDnC9zQI50rM0MZ27cjK5csbnQbbondt77LcZqKDpQprM938Hehg6wKRXcDmcboKdNr9FVouFr8KKSeE9upZ0uCgiWVZYI135nIdQbCNIXNO8eHOhuKVBcd+8oUdpcq/FmHEIAqjSA20UbPc4dy6tmDXed8EQTu762WtTRrLzx3p5mDO93bVvezTkRqixq62vnfdUKID1Dt+e5RQ5/4uW1+ob65w6WUrM1zEG5Ww02rh6TpoThOAz7g/tfsnD6g6g+aTcIjrtsbes6rqFgJbKIgJ9zZrnp9jAbTkMkgp1Lh2yy1gb7YdbWV1ck9R3DRSIUFsx52ZVp94okn6syNH+E2itVU1Isoyr0fbfuUlqjv1DgzN45uvDz71QMIamN/mcL+Mt+fbakcidViBqYC+0lOV/eXDBo2os6ABMAjq2ifCyXvbbIz5aog9my+n9en5TB57vMokVG+N+gY2VemUGyTFNmgvLSEiKhorJWV7Nu6EWtlBaf0Pcfj+kqH5K8C36sOaRpB+kkpDBv/mcc5X/rL3XwUmwSRMZKy4jdZueQe9m0dw4vfqrE1zdVhXNv69HLnTwyqB+9Ct2OX+b9p/sHagG+q0uF0cNpknUJg5ZLFbFnbHjDx/KQOrFyy2HXOF6cU6GsN7bp1B/7i5DNV+dtYA66hAqfSUdNk5g1NI4iJh0HDRjD/9518ut/C/N93cv2oujfOuU9qqmnoQarvobVUlDPtoQd9bP2xUWaXrDhqZ0ux/76l3782IZUw4C5OH7CN+b/vdGUPrctZDDVXwaHhkNBKAm+z5ru3KC8pbtRJ7VC5wp5SBavFwn1XDuCZideze9MGJl9+NrPvueWYn1+Q7fQRpNYck/XVCIKCYeYnds4cHAYUUVJ4xHUu4DQC4DvgG387bxsbvYiC44UW0uewq9EcBdlVIX2Dho3w6QUFfY0guXUEcBoV5QrgaDSNoDH+TElBVSqOjb/9xO/fLOX0AUPofcFlPvVZuNuLHBwKnvsYqzh4oHES9VU4JMW1mHWOB7mHBfAm8CWXjFFDizV867OaYywuCeBJhvyfjbDIqEYbYw6Hgz179hCd1o7dG9dzdP9e7FYbaSd1ov0pp5PWvmPdD6kDTSOIS3IgZZU/xuxlV3F1qvdpZhe44ubL+HNFLsnpsWhvSnMVBLUNmQzgf0KIn4UQjwoh+gi9vf7NDH+WlastpA98i04A/RWKlhulKFd9RmOt1twH9solixnbtyNXudndjweaAzwmEbb++TufvzGbjb//TIgz3r0uqk9qyen6CfnaZDROor6GaJ31JTcL4F+cd+0E2nY5xXVcCNEgjQAgPlkCN5HWfizhkVGNNsbeeOMNru/TmQWzHqbzGb156YcN3PPSAmLiE3nh67Xc98qxjTObVTU/mkyS1d/O5+r2Ebzx33sB37V0vTQUyW0igESKcqs6s5nKgVr3EcySUp4LXAL8BdwE/CmEeM+ZgTS1sRp5PPGnIKgtpA+OzTSkRg09StbeO7BZrY0WF6/9FU3byTm0Hymly+5+PISBu2no9AHncePUmZx13iU+p/wIrzapjZ4ynZDQmo7UaY89ccxt9QVfwm2PhYoyKCsShISO4Y5nZtPabcUc7EyUVhehOkI2zpnysUANpmm01e0111xDbFIKXy14jbLiIlIz29Pp9J7H7fmFzs8TlwyV5cUoDgfBoWrR+vpUFas+HuOcWYW1kG4ITI0AAClliZRyiZRyvJTyDNSCNcnUkX30RMXbJrLjQVKa/opTO+5LNAforz5U2/dLWCvnUlxQ2GgDTvs7dWk7x4K7aajT6T0ZNuFuuvcb6LMGFWQSHnHeg4aNYNhtU1y/J6dnMnHWK/zfiMZJ1Gdxdpq/NCgtqiextZp62x1fhadJ1MytFZckgQ3s2vg5eUcON5ppKC4hgduenMvzX60hKrZmTVdFUbBZvWzI8AHXHoJUyf/ddi8f7SrlukkPER/ifc+LHtXf38hYEKaJVJReRlGuWv+tmcoBn+sRpDtrEgwEkoC1UsqL/Ns0/2A5htVaXS/26CnTCdZZiY6eMh3Qtqn7RvWXNCgYQsOnAS9is4Q3nrPY+W9d2s6x4NII3IqJnxpnpkOU7/0VXs3bNXiYlkXzFJ75QnWkNpbwtCr+1aByDgkgn4jo3yjM9UzY66sfCmquhtXCNo+z7Y9hbF33a6MGJPS9+EpSM9rVOLfwqWlc0yGKrxfOa/DzNf9AgtOGERwSQnhEBOekBNUrX1f191cIEELdKrVvu5qTM2A1AiHELOAX4CHgXufPZD+3y2801H7ry4s9aNgIrhj7KtAWEK6VqCuaox5qqJ7Kmpx+B3An1oroxnMWO/9OXdpOQ7FUQGW5IChEEh4Ff/+ynC1rfqGV2VJj92htVPcTtGrbgcwuFmAj+c6gDtlI6zWL4l8N6tdli4GT2fVPf27p57kg8SUUUqNHvJmz3FKiq2m7zyI0/DJiEpMbxfz4zz//8PBDU1k6f7bu+bDIKBx2O8X5ubrnfcFdI9BoSKZhvf09KenPAkuRsjUQwIIAuAroIqW8REp5ufPneGQebXQkDc854+uLXZiTD4Rz0qmveoT0Qf1e0tPjzTUyImo5TgrzROM5i53/jp4yHWHyHC7u2k5D0XYVx8SrK6zZ99zC/f83hKys+mU9r+4nMJlMJLZS+0+bCBpNI3BIv2lQK5cs5sePJgCq4dtaWemxIKmPRhAdLEgNqxqTcckAUzCZl3Jqv0GN0l9///03v/36K1vW/ap7/rJ/T+R/O4oZNfnRBv8NbSEQn6qOr1kThlN4pP7fg17qjvSOVwGXU1nmTMvRTI1Dvgyb3UBwnVc1AxoiA1YuWcz1p7bS3c4PNV/sAzv+BLYSGlZl00yPULNzxtajFyOD1F2zZjcjcEj4DuA7Du481OgawaBhI7jp4adcxxNbt/HQdhpKSTWz0Mk9+9L9rH6kpNSvWF2Ejj9BMwXkaRpBI5qG/KVBLZj1sCs8WcN9QVIfrRO0etlq30XGQFCIpKJUYKlonMi0IUOG8OC0R7lkzK2658MiIgkJC2vQs6WE3Ztg96YqjeCP5V/z67JPCDHXXyXQ09I1h3GRU2FprhpBbTuL56AuosuBDUKIH/DcWXyn/5t3fKnvd7RyyWJevGcsDptOalEn7i/2yiWLObhzOSDYu3kmK5fEMGjYCGKCRb3MHO6EmKtqrx7d/ziwkK3r3kD5t09lo48Jh5RIpKvk+RVj7+SKscf3a9d2FWv5WybPXUhKmImoqPrNaNU1AoDdG28B9nJ4zyIgsdG0KIuialBzJo/DZnW9MsdFg6pL06hvXQhQI43siqqRxSdDziGF3CwbyTEhx9RWX0hLS2PAwEHYuvQ/7s/evFrw4L+qprjEVnDv3EXkZ2fRKrX+QY962lZQ8A7gF7b+mcmFIwc12zrPtc1O64A/UFNHTwd+df6u/TQ76jsRLJj1cK1CQHuxNa3huTvHUF5yAJBUlB1yqezHUvnMXX6kpHcHzsVhb5xJzZ+OdQ330FGN+pg3NKKDBWnhJo9CJvnZq4AfyT6o/pHGdBYPGjaC8U/MIShYnUwjY+OOiwZVZ2RaA/rO/Z7KsjGAmdsGRXJdrw4sWrSoAa2sH7V9L1JKnr3jBh64eggOu06tzlrYtVEdC0lpkoFXKZzaT9K930AGXnkdUaH1N3LEBgtOjjF7RBqVFf8E3My2Pxaon6XeTz0xqG1ncRHwa2PXEfYn9ZXWddlzJ856BcCjQIg7msp+39jr6/eH3QhxK4jR9+LJbPh5CvlHFVZ9Kbnwpprhg8eLg+WKx+7YwpyjfDb/RTI6nsyQa0ZjrayokfRMo3rRFM2xDtSYCIvdQkcddjsIQaip/rNZdLCgV6LZWUVNbfclY+aw+FlBeUkboHFeUklVLqoLrruRqJg4/vltJX0vvpLT3BKdNZTr75vO85Nuxb1ug7um0ZBFR7BQx9jKJYspLfrAdTz74H7GjRsHUGe+p4YgpWTWrFkUlFXQr3M/TDrfuxCCf35dQUH2EfKzs0iuh2ktx1kG69IbFa6+1fPbD/ExNNmdiCBB5xiBXVYloszsfApwA2ERai6k5moaqm3YXA+sF0LsEEK8I4QYJ4To3lgN8wf1/Y5qs+cmp2cyaNgIXSeyO7mHDzRo0Gm4Ryoc3vMe0I7Na4J4fGwHHnvMf6u1LcWKqyyl+rd38snLz/Di3WMZ1jacazvHeV3p1ydiRksXHZMA63/6jv9rH8Hkf1/X4Ha7m0Z6DjkXuICi3MbLr199sdFv6FWMe+z54yIEALr3G4FatVUdGAmt0jwj0xpgGtI0ggWzHkZKz3j98nLvhYGOlezsbB544AHmvvBcrZvgbn/qVR7/8Dti4pPq9fycw+ozk9PVLyVrz06Wzp/N378sb5DmpOEe9NH1rN7AO4RF3AT4d7FRvSzr8aS2ncXXSCnTgQtQC8icBrwjhMgRavBss6O+E8Hwux7GHKyjQgrBGQMvAOrWGpLSMo5p0GkOqpVLFvP1ognAPlSRto8nnxznN9XdVm1EJ7ZK4+xLrsYcFIR0VvP2Fhtfn4gZzTR09MB7vPCfm5BSsvLbrxr8udz7OrGV+oVrceSNYb9177a3pk/hs3kvYLNYvF5fH+ZOMXNz72BgFG06FjF/9S7m/76LQcNG0DHaxNC0IGIaENYR7Owzb9+bt8JAx4PJkydzwcWX1ioIep13Caf0OYdPXnma1x6aVGfiR40ctdAayenqv9s2rOGN/07m2/feOCZzrfsYc0Xy5fo/Mq36O3k88WVn8V7gT2A9sAHIBsL91yT/UZ/vaOWSxbw1/b4aPoLQ8HCQkqh41ahdm9agqezHMui01ceCWQ9jrb7Ktvhn1k9YdQAAIABJREFUtaZIib3aiE7NbM+Ov9bVsNPqrfR9iZgpyoMHrjbz02dqwfqfP5tASYGqHlSUlzNuXMOEnPtLemTf7wjxIkV567FZG8k05Oy28pJiPp33PAueepjC3KNsW7/mmJ/76zJ1LISGSwZfHUZyWgZmZ7GLCLO6G70h6cC0PvP2vXkrDHSspKam8tjMp7hx3Pg6rzWZTHz62vN8+c4rVJSV+vR8l0bgrE3cum0HLr3xNs4cfKHPu9b1cI/MUkNui8g/shWHw7/JIP0pCGqLGnoQ6IeaTmIb8DvwEjBOSunnbCr+wdcvqbqNG9RJfeKsV+jWuz8F2Udp1bY9oEaH6PkIouISGffYc5x79UifahB4I7QJVmveNt35utLX65PqETNrvxNsXqvN2lOx2zz7TzNJ1Nc27W4aWf3NEqR8HpjFpAvP4I7JkikT6vW4eiNRx8+7T6oCOjgkjFvO7oxUFJLSMsg9fACT2YzicJCcnumqIVAXxflQWiSIiFZrB9RILVHPsFF3tD4bPWU6s+8Zj91WWfXcUO+FgY6VcrusUdSpNkbe8whBIaG6voTqWCrUBI1BwZJ4Z4BQlzP70OXMPkDDnOoa7mNMrT7YhfLSo+Qc2oOS6B+hCWo9FH9RW3fcAKQBXwOLgPeklOubqxDwhl50S2027uT0TDqfcRYxCaq9ctCwEYyfMYfYpBSn5zYTWMi7G7LU1NPH8IJCVcbSxlyt6a08dv79J7FJ+iF31ds2aNgIJs56heT0TISoucMa4OAu9XNdMsYBon61imvD/QXv1rs/rdreBpzBoV2CxW/4P3nuD99/z9wpt5KbpdolykuKkIoam6kJTMWhvkL1STtxcIfa9vQOkkO7t/HMxOv55NVnXef1Upf7imYaGjRsBCMnP+J2pi133DHPL45igK+2HeWzP3dQUe7dx+bOleP+w6U33kpYRGSd1+Y69yMmtgY9uXFsgqDq/yYTBAV3Ajow6YIK5s9p+HProj6VAutLbT6Ck1H9A+uAwcASIcQaIcTrQoh/+61FjYi3tBG+bh7T6HbW2RTlZpPUui2wj6jYka7ylMcy4KBKI9ArTRgS4p/VWnWNYOWSxUwZNojCnCM1rvUWG3/2JVeTdlInuvY6u8YOa4CDO9WJq3s/6TUSpCFCzl3w9rnoCl756QUefGMIoKYj9jdvvzFfP3jAizrqa9qJg7vUf9t0hKP79/Dz0g/56+cfXeePxfwY7HbvpTdO4MH5H9G110pgL/37+6+i2+cL32D8gJP53+KFx/3Zaj6mKrMQwKHd29V32+HwqQaBN6r39dmXrAR2UlnelW+W+m+x0WQ+AillvpTyC2Aa8ADwP2AIMN+XhwshLhZCbBNC7BRC3K9z/kan83mD82dsAz5Dg/G28jeZ9ZfxSWkZOOx2PnppFvMf9Uy3dFL3QZjMqtoZ5ZZAsT5pJfTQVH73VTYIoC3XXuef1Zp7htaVP6grXLu1psMzMsZ7bPxXC17jr59/YPPaX7Dr7MU45NQI2nSQukIuopZaxbURLDzTK5tMkJqhfh6r9y0hx42cnPpHW/uSdkITnG06Stp1PY27Z7/DlW6b++qTTrk67qaOsIhI+lx0BfGpAwCw1KPcZn1QpCQ4LJyUjHbExSfUfQOqBrXhp+85vGdHndfmOkNHk9tUHXv61pGM7duRA1v/akiTXQSZPHf83z3HwSPvqr4zfy42mspHcAVwNtAfOAXYhJp87h7UzWW1IoQwA3NRtYqDwFohxFIp5eZql34gpby9Yc0/Nry9gIrDgTkoGIe9aubQVr4ms5kPZz+JpaKckfdMIyI6htbtOmC1LCf7gDo4UjOPLbmVO8HOQeeQkl7nXcLa75cREnYOh3Yt5LQe/nlJ3Qfcwrf0V7ixick8u+w3p2CqydY/fgPgirGTauQoslngyH4wmSSt20Hbk1VB8ub0+yjMOUpmZqZPtYr1EEIQZFJrAtisVgqysyjKk0Anv76k2ZUK20sUkpJTyMk+Wq97fUk74S44E1uleQjfEJPwqYCPN4J1xmiQc2Y4TgFPNbApcPnNd3D5zXcgt6zy6Z6vF8zjo7lPMWryo1w7qfayo9k6GkFccisSUnNp1apVwxvuxH3HvxBawj44hmzZdeLPone1bSi7EXXivw/4Q1YPMK6b3sBOKeVuACHE+8CVQHVB0GQEhWRgs+iYgYQgPrUVuYcOoGYRrSoMvnLJYoKCg7FUwB3n9+CG+2fQc8gIDu4QhIRKbpqm0Ou8qpn0WE1DoGoF5XZ1kvt56YcEBatFxS1+GnTugiA3J0f3mqL8XK9CAGDY+Hvoe/FVdO3VzxXZopG1DxSHoFVbSYgzjcygYSNc6TgGp9Y2LOsmxCkItv3xO1OvPZ9Opw8AfqaWTeLHTIkN8i2S/2fvzMObKto2/puTtOleutJCadllUXYRRQV3RBFxBQsqgojCp4IKryIgalH0RUVFEHGFAiqKuOCLohZEEQVBEJFVaMvSje5L2iTz/XGSNmmSNs3CErmvq1fbnHMmk8nMPPNs9zNy9Bjmz3uZ6qpKl55zlXYiy0ojsGvDQz9U/Tn6/ccfcOxQKXA/+mrf0Ey44/hsdU4XuvW/jJjEpEbvrTUNtax7o6eWfgngNt2LNQIVsHzDG1Z/SPqLs4HbqamZ4XHbzuBLH4HTFSelvAlACHFtfSEghBgvpVzYSNstsS0emw1c4OC+m811DvYCk6SUdsd0IcQ4YByoIWcZGRmNvLVjGCrLwHz6OPxPKDX62ah5c/UgJVJfybSn0+hwTieamUNFM15/ijdemYvefEzKP5rN/MfGMfiGbOAJ2rYrYdD5v0MJyBLzh9YI8lyYd2VlZU4/V5VBzcIMNBqZ/Pg0fvmpNT9vgIN7D5GRcbiJo9A4qowgzZMuNjaWPEfCQLZi8zu76Xuh45LW7XXQvmNLKMlEltgK2+yNscB5JCUUIHfvtLlWLgQZuxvvY0PjVWEer7DCw8TExhFu3un05dVkZGxqvHE3UDtmNVXoArRUVzX+TFx8PCNHj+XSTq0aPBXrqxTysi9FozHRvPIndn64naLCQjp16UpsXBwVXhgzaXXcfHfWI5QUFwN3sHtXIRkZTWOCdQVGCdIiDarKXNIKBnRKZsBM1Z/S2P15+3oAUcQa/0TuLrS5VqgIMlwQng2NV7mhLoO8+tBOjh/eDeynsrSKjIzNjTfuBiqNkKtpuF/uwpWj13QhhF5K+T2AEGIKqp+gMUHgCr4Alksp9UKI+4D3gcvr3ySlXISaTkmfPn3kwIED3Xqzr9ZlYOykklv99KWCqrQ4pn8oyM/n1Zdf4t5ZLzHgoiEALB19d60QsECv1/Pl5y8Cz0HwFERnW1dI5ygNyaGNS4KMjAycfa5fC4wcrzShBQacO4BjeoWfN0B8i9YMHNim0babih2FRg6Vq2rBDTc/wLuLnsNksjoLiGCQV/HcU5vpffkYIqLgnhlGcyhdHTZ9/RlZe//ikqG3k9i6Xe3r2d+q45HUIwrRWbVF7/l9M7s2/8iASy9h9JUXN9pHV8ardeeLeWfwKIoL4M4eYCTQ6TOe4vcTRtLT03lj/vx6c6SOIsQasYnJLP51v0ttH/sLpBQktoGA8/rz1euvsmnNKh57I524Sy8mMUShV3TjO1tDY/bVUQNGs/C/fPgYtq2v5vDfWlomd2TgwHNc6mdTkFtl4sabbubowX08/PDDtL1+EAAHdsLLD2upKoeEFMk9M4y07dpIY1b461fBohkass1DG39hV0R7yNyzi+bJbdAFh5AcrtDVhYI0DY3X7yeMZFeoa6Rv807M7H4bs0a1Roogn8wxKSW/F5roHa1psF/uwhVBcAPwpRDiMWAQ0AnVxNMYjgDWxs8k82u1kFJaHycXAy9wEiAlbPxS3YwiY5MpznccJVRaWMCrj9wLqKYLZz6FGn0RAHEt7Td8r5iGHFQrA9+Zhqz9g5mHx2Ey7QXUEMfwqGRue+hh3n5qMlJ+zZbv1PEJCJI88FydTWndivd47TGVpyal07k2gqDW3m1l5ti24VuWz30abeVURl/TuCBoCPXH3DJevvQRVBnNwQd2RnWJvTAIRl95K4d276N15w5O2zQa4Ll7NezaXBc6CtC5z0UIIUhsrdYq9tQ0BBAo6kwdo598HpNR4fDfGqp9ZJg2mODIgb1k7v3LJifif0s1ZO1VX8g7Inj0ekGrDhCTKLnvGSPNk6FGrydAp7NrU0p4a6aGf8y0083iJPFJqq/o2XtuokZfxRufrSOyWyeP+289xyKiY2nTJRYIoMZX4+XjrHhXMovzUYXBfNS8gltc9Bf8BnQQQrQRQgQCw1GZTGshhEi0+vcGwAUF1zPkZsN3HwqOHhRExkhGT7OPWLGGoaa6NrzPmVNPiGSgiNseesDumicZjBbE6gRJIQoaRfDrt19yYOdioNBnjilrH0FuThCwjIE3lTLjgzyW7tjPtSPv5Yrb7uLK4Xfx8CsGFI3k22UKh/9Wn5FSsuCJCQAMvfdhElLaApC9H164X8PvGRbHZ937dO59IbeMe5BLBgz0uP/OBIHBhz4Cvcl5MRqQtdFeAYHJaAIGUlo0l4VPrG6wzflTVvDburZUlGqA1kQ0UzOth977EFMXrqDdeT2BppVAdYb6+S5as2vAV87iahPMXPol877ZQoskdV1JCdvWq5/lyXcNXDfaiNEgOLRbsPV7hVl3FnH7OdHc09exFvzbOsHBPwVR8ZJ539SwYL2BwCAoyjtOWGQzwiObccv555AU4vnprP669vVhw5cRQ9Bw1FAptseYQKAtcIsQQkopIxpqWEppEEJMROUp0gDvSCl3CSGeBrZIKT8HHjRHJxmAE6gOap+hvFzDxBu06CvVL7Fb/118suB5Ovbsy86fM5w+Z1ngjjJmAwJDqKmeTVR8BK062NPkekMjaBmi0DIEfsgxsPSFGRz++0+gH9XV9oW+vQHr8NHiInVHuGGsjnbnqaewAJ2OB+e+Zb5Dsm+7ia/e0zDtNi1xLeGuaXquvH00VRVl3DNDVfKMBnjpQS0HdqpjHxgkadWx7n0uveJKpo8Y5JX+W0J2169azquPjjOHvrZCX/Uc4Ju4+CqjelBwlIMS1iyZxb/UmYFWvJzO8peN7N6SzB1dtZzbT/LI60Z0ZuKW8hL4eslyvvvYmmX0MBs+H895/aVduK43NAILAylAWXERVRXFQAI1NY0nb7mDGgmxiUnEJibV2vuPHFS1gIhoSe/LJedfKbnpfhOFuYJXJmnI3hcFlKOvNPB7holeA9XF9fdWwbcrFHb+rH7vNz9gonXnuveKa5nM3K9+IbA4xy5wwV1Yr2spJZ8unAUUoNfPx0II6E2cMo1AShkupYyw+gmSUoZZXnelcSnlGillRyllOyllmvm1GWYhgJTycSllVylldynlZVLKv73zsRwj53gQ+kpBaITk8ltM9BxwgKy9u9FotA1GwISEqycWm1h+IRBKMjXVi4BUOvaQDimhvSEILNApapJUpz5jgAifRcFYnz6KCtWjTrMGiB+HTzIRGSspLVRPZK9O1nHn468zad571OjVKlEfvapwYKcgtoVkykIDL35uICxSfX79quXc3rsdiqLQunVrj4n0ApW6ZMG6/IcsYBxLlnifpM8oJTUmcz6EnckihBvvs40KGj4plbseXwOkUl4i2PyNwptPqpvHuhWCu3tpWfL8DKyppqEu+exEzjFqrNRBT3IILLCep68+MpY173UAvvFhZJr9zrZ9g9qJHpfI2mzg2ETo0F3y5NsGYhI0QBFSVvDiA4FkH4A9vwumD9ewboVCTqaqDVx9h/3xWQhBUlILr/XferyEEPxvyXzgTWqqC50+4wlOpUbQ2kw45+y6AFpKKbN90TFfwHK6bXee5KGXjegrB9L23N8AyNzzl5NqZIHoK2ez6WuBvgoO/51Kn8tT+ekrhZITgoRkiV7/EPrKfPKOPF0rUFqEKEQFCI8yGOsjUCNIffQpmicJ/t6i9Vmyj2XSGY1QXFQDXEb6fzvx4Nw3a+8pKy6iMPcYUfGJREQ3Y+GPBgqOwbzJGvZtV3j1EQ1tuhSx5oNsivMjgNYA3D/bSJ8rrBLW6vE6HT582GMO/EDFcbIgqPxFo0Z5VyuoMpOuDBg2AnlkD0uXLiXvaBbIZLSBadx0/212z9x0v4lr7zSRtVcw7TYN332k8MdGQf5Ry3xx7LfKO5LJ6D4pALVcRZeNH+XxZ7DOJYiOTyQ0MoXyYo3PzI/FJWW8Of1xouITuPWqSziRo5p2AHpcar/rJbaBNzcaKMoP5p1nJD9/pfDYEC2GGqiuElw8xETPASa69JW1mpUFRqMRjUbjEQ1HfdSn+77jkZksfioIk1GHyeSY1sIT+DJ0FBr2EbwohPhECHGnEKKrECJeCJEshLhcCPEMao5B5waeP+1QXKyebiNj1P91wSG06dKdNl26M2DYCB6au5jwZnVZjuFRMbTv/jaGmlSeH6fl5Qe1fPqGhq+XaCg5Ieh5aTmvrK0kUPcF239chsFq1SQFC9qFe3c2WJzGGrM90heL1GQ+3YJaT1g9C2xi9xbbcL3Xp9zHxMu7s33DtwCEhEGrDvDgf41oAsr55X/HWP7SBxTndyco9FlSOklunmArBMDxhu0pB36AIpza67OzvU/SpzeqAm1M37a8/MJz1FRDn8vfBw7Rpe8IHFkjpJRIUwkde0omvGBEGyjJPyoI0En+70UDcS2dJZnVbUAWSpRVHy7z+DNE6wTNgxQUIRg/+zVuf+gAMNRnGkFefj5r3l/AN8veZuXyZEb3CajTCC51vOkF6FRK6QfnGunQ3URFqaC6SnDhYBOTXzVy5e2SFvXcBzV6Pbe0DeXu3inoFO9tpvUDOIaMmYg2YDwQ7hNN3ZfJZNBwHsGtQoguqEbVe4BEVF11N7AGSJNSuhAtffrAohFExMhacrn8o1nEtqhLGKtvfy3MhbdnmSgvAV0wpHSSRETDN8uuY9uGtRzancH4Z1+lKD+H6IQ61dOdAiGNIVARVFdVoa8sQTUNhXn9PaxV0HUfLgeeBATlxUWsX7W8dnwSktvQom0Hu6zh5HPg5ge+56N5NwAQk9iFy26OY9RUx2UGfcGqGqg4t9e3bMAE6C6WL0u30WqK8jLZ8t14QKFT7+F291dXVTGyWwJGQw0rD5QxcBj0HmigrFgt0BMaAQG6Z3jtsfuo0VstMSHsOIv0lRXMeHIad470TMtpFaLQKgS+P26gzFDn/PSVRqALj2TsrJfQBgTy66eqrys0UnLhtZKYBhJ/17y/kN/WfcXwyRNp1eEaFA3ENWDxKTmRXxvvH+xNjUBTR2ViMrevDVADEqqrwUFQk0c4ZaYhADMdhG/KE50CWOzdhTnLXC6lGBUPj863J1zdtTmc7P0BFOXncuG1N9pdd5S27yl0Crzz9GN8veRNYD7V1fd7/T0shHPrVy1nxct1zsrigjybMWrTpTsbv1jJi/ffwbtWghSgYw8jUfGJ9Lz0Sh56+e0G38/Zhu0Jq2qgxhk9eAhTp3qfpG/2zGkOzVBBoU9w3V32ZqHAoCC0gYEIISgrKiQ8KprwKGzyMAYMG0HekczaiLVmsfEU5TvmMfImFXmgBjBAQKA5WcpHUUPBEc0Yco/KLPO/xaqwm5VupEP3ho++2Qf28HvGWnoOuIo+l18DqKf+/GPZNiHKFsQktuSTg+WUlxZ73TR0fUsth8tN/FFoJO9IJkLsA1pTXe15eGp9+FoQ+GC7On1h0Qh2/Pyky6UUnWHii2/y0b4Sh0IAvOsktkCngbBmUYSExwGKT0LVLIJgyZzp1FQ7HiNnrK0WOuXzr7yO97YeblQIgGNWVXcJ5ywIEPDY2JE8NW8hoZHqaVOIMGAR113n/aihY9mOtRp9RZa5cIkt1q9aTnBoGPrKCiZd29cpDfUtE6eyOqua1VnVvL8t22lAgzepyIMUwYbPVrDilZ5Ams+I+mwDEtR1GR3fuP3jquF3M/29z7hw8DBANbEtfPJB7r+0i9PiPxqtloioGK841evDwlbx3UfvU1l+LbDMJ1pU/UJR3sa/SxAUBwDplBU1jWbaEULCwtFoNJQVFfLN8nf4/Ye1tdeEED7RCAIVwcgpTzNlwVFgvE8mnMU/0FARmqbUJG4MA4aN4IHn3yApWa1dkJKSwqJFnrGqCiFICFYYPTKVZz/8htFPziE64Ssg1SdjluDEnu8o78QiRPOPZjsUog1h1NRn0GhtlXhPhWZ96DRQWV5GwbE/gUM+i4s/kpXJ9h+/48iBAxQXBSKEJNKFksRtunSnzxWDCYuM4t1n/8NjQ/oTGROLlJKNn3/s9Dmt4t3ADQss9chbdehMgO5KIMU36/JUJ5T5Ew4f/gwzZZFDuMICaYGloE1qtwTmTxnP/MfrksnqUyF7CxYHlSXZx9tOKdVRrP7dULlJZ0Ii70imTZGfr5e8yX39O/F/V/Ro8H23/7iOar2ezz77jEOHDnmNWlunEbTt2oMb75tEaPglgG9s3vdNe9ZOq9FoHZPJNUWIGg0G1aksJRWlJQwYNqI2mxgvCc36CFQE/QYNZfT0rcAzPtEIpJT8/M2XzLzjWj5+7RWkFERE1/klXOpnUDA/fbmSfX9sIandObzw+UZGT59jd1/GqmXMHnsLm9d86sVPUAfLmux//S3EJn4DjPFJEp7hVJuGhBCfCiGuE0Kc8UIj9/jT1I/NtsBVFkhQhcDrU8artm2zoyj/SBYjuyWyftVyn2gDUJc45AtHnsEk+fKIgW2Fqj9Epdy2jcOzjJFTgSmEjblo8cxHOJ55kOOZ/zisBGdB/tFscnNyCA72bilsa1OARXj6QhAMvEnNLwkItHgIW3HR4IUO6zS4Wu4T4O1Zj3Jjso4bk3U8dHVvAJ798Bue++QHvtyb51WhaUGQRqUYT2zdDUjwjZlDQmRsPOddNJBm8V0A1RfXFGg0GsbPfo3/fvEzl996J+f07OuwhOWBHdvYvPZz8rMPeaHn9tCdpDl2OmgEbwB3APuEEM8LIbzPQHWSYDI5T3lwVmDFEZbMme6QZri0sMBlNd8dBCiCnT/9wPypFwFTvKoR1K9KNmDYCJLaLwJSUKm468pNOrLrA3YRLYaaaqKbJ3LPjBca9CnMSl9DZlYW/fv3994HQj2tCWDX5o1Uln0ESK8u0qJqyaEyExUGuPiG26ip1qO+4yF6XOp4LjWkadVHeUlR7d+V5WWYTCai4hPo0rc/cVG+ySq3+LYCfBg1VG2C/tfdzLMffkPXvqomHeWCf6A++lx+LR169GnwnmtSxzBl4XIuH3SdW31tDBpRZ3JSD2iVPjXZ+gqucA2tk1KmAr2AQ8A6IcTPQojRQogmKHOnFpWVoNYTtkdcy2SXhQA07EvQV1bw1uwnm9g712GoKCNr72/Abq8KgvpRCetXLefIgWlAJlHxtlFBlgxr65wLZziRc4xP5r/YoDkkKDCAVklJhIQ453xyB0IIgjSCZ+4eyrFDw4Eiry7SzAoTO4qM1JgkQgjmfLaB9h0+BhSnmdiOhKgzbXTSvPf4aG8RH2w/wtIdx2xOvME+cHyCWvv4RM4xMlbNAOb6aFOr+7vQzHDeVI2gPgqOH+Xlh+7mmbttgzeS2nei/3U306mz9yN5LAhUoKKslEO7w4B4n4+ZL+CSEUMIEYPKAzQW2AbMQxUM3/qsZ16GSqmfBri2CBtCY76EnCOuO52bil4XXcwjr/8IzPOqI69G2mb7vj51PEZDJiApzHXs0KzWu5ZG0lgNaF9EWFkQpIHelw0iImYYUO3VRVptFVWsKAqdevfDJK8G1HwAR7CmKRHCVtNyBF1wCNs3rGNsv/YMTdYxvFM0i596xKsx8Tbvp0BZcSHrVz0HLPaJs9ggJSaTurMV5qifw5WIoYagCw4h49Nl7Pjph9q8AWt4g5jP6XtrIDg0DKQBMFBa6r30qkqjpKhannpBIIRYBfyIuoMOkVLeIKX8UEr5f4D3M5p8hNxcgFTikha5vAidwalpxAxnUSTeQGxMDB26XQC09eoitd7UlsyZTnWlremrvkPTMYVD0xDbohXH/tnPrHtuYfbs2R615QxBGsFjb6TTodtKoLlXtSi9A3W9pDZ73fnGNmDYCBb/sp/PMvUs/mV/g/PPOlQXKaksL+Or997gfys9zyZ2hEBFpZi4JnUW8KhPTrcrli3jto7NGNoqkJXzWwDpNPNQIwiLbMaUhcuZvfJ7G0Hw1XsL+OGTpShG33GQ6xSBEIIu/fKACoQI8lrb+0pMbMg12BBB+gKu1CN4VUr5g6MLUsqGDXSnEXLNuThJ7Ubw1FL7JJ+mwLJw35oxidKiEzbXdMEhTJ7p/aSl2vYVK6eUj3wErjg0mxJq6wgWTezYoQP8+PVqdDXlPPFEw3Vo3UGQDx3seqsxy8n8h/WrP6SosBNwq0uhkD999QkHd25j0J33EedAy3zm7hvZ+XOGncA1GY3MePQhJo52XFTJE2gVQVR0NINGPc7a9AAMXqa9TE9PZ8qEuozp6qpcYBzHD5lQmerdR//rbrb532g0snjmJEwmE0/f5xvWWaiLHAoKCgOEz+aYL+GKUh4lhLip3s8VQggPZfjJhSoI0tm5KZ6hrQK5p28bj5y6A4aNYOnO40x+9X07DeOW4Xd4rd/1Yawo4+slzwPPe5Vf3zoqISi0cYdmU0JtHeHeZ14B4PWp4wHBjh07PGYddQRLNqmirQHKqdJ7b2Oz1qIy9/5F+gszMBjeJTBIEuSCu+Ob9LdZOf8FDtcr1wkqDcWW79Y41boKT5zwyXiBqhX4gl+/2iSZNPUJKh1kYW/8wvt+NUN1NSPvm8jYsWMJD/JN7WWoq+VgGTNvzjGL1nlwF7wwVfDBB15r2gauCIIxqNXDUs0/bwFTgZ+EEJ7THp4krF2bDozDUK0WRSs4dsQrET6O1Hw4m5yzAAAgAElEQVRfhY8CYKzhk/kzgBe8bBqqm7y6oNk05ktpzDzWEISisOuXH5k/9X4Kjh0BJLm5uYwbN87rm1uQAq9MuodNa4KAMCZO8JzmGsw5F1brvXmr1gwa+RhwS4OU3dYYMGw4IyZPry3cYw1Fo+GppV8REe28MU+I+RqCTgNHDmwFvkevd8wR5Q6qjM41yaICz/1qmXv/4pM3XmTT16sA0AUHM+uFl3nrrbcaedIzWPwP+ccWAdew8cfPvNa25bCRtVfw0WKFr7/2WtM2cGXLCgA6SylvllLeDHRBrWBxAapAOCOwZs00nPG7exu+dH5GR4YzdNwUYKp3w0etNjWj8Q7gFaKbJzn1pThyek5+9f1aDQnAYYEGQJpMrF+1zOuso47w5cfL+HH1R7X/FxRkekXgVJuwsUUnn9OVy2+bDdxDRLRrJ8LLb72T4ZOmc2DnNrscC21AAD0HXMXYp+Y6fd6bHEPWCFIErz16HXAF1VXFXmtXb5TOw2cTPferHdy1nQ+em8aPn6vfd97RLIJdMX57CItGUF11EPiGzCzvFVq0mIbKS8zlN30TNeySIEiSUuZY/Z8LtJJSngB8WPzPuygp8ZxWwlX4IpXdghbhgbwy5zlgqnejhswTzmSC8mKAjZzIyeb/Hpni1KHpSBuyvLY6q5rJ895z+n4moz2RH3h/c3tu5jQM9QbKGwJH76D7xfnqbwvNeWNYv2o5I89L4KUH77LJsXjpobtZ+MT/AeoYh0c5btCbHEPW+PbTZVTrVSGdn9vTa1qa3uRMkwzhzv80LXLPEdqf14sbxj5E/+tu5p2npzDuwg4c3uPz6re1FfFatB0FrKFXb+/4I6wp4ctL1NdOpSDIEEJ8KYS4SwhxF7Da/FooUNTIs6cNgoIcLxpPbd2O4EuNIFgjSI5Q38BQI+rncLkNS1RCRQmYTAJNgIkAnY6IyEi32xwwbIRTojTFSclAb29u2Vnep7kG+4ihvCOZ/LNrF1DskiBQo4HG2wUbACAlXy95k1cmjWH3bz9z76yXvE7M5wzp6ek8/dD4WmeuyZTtNZOd3qjOifuff8Pq1WSaRb3e5Mg9R0hq34kxM1+k71VDOPz3n5hMJv7avtXjdhuDxVncLK4LcC2hYd6Zw9aO4tNBEEwA3gV6mH8+ACZIKcullJf5plvex+jRaWg0tmFd7uQQuAJfCgKAffv2oCibgEoMXjLhWqKGSs2iPTbxAz7eV0Kv8/t61K4zX4LJaLQzHflic3MmWDwVOPUzsT9dMJdlc9XlEdFA6KgFavitfXa6NX5YuYSnRqoZsRPmLCA+yXvEfM4wbdo0qnxksqsy+6EG3Dic6IRVwHLgMJ26XO9x29YI0OmYtWwNH+3K5e677vRq245goZkIMPujvVXMx1rrrChVf3twLmsQDW5ZQggN8L2U8hMp5STzz0rpKGPjNMcbb6QyeMjg2v/dzSFoDBoh0PrQNJSens65556LyXQR0M5rNXgtpqGyIrXvYZFqtqwj/pamwKbOc31I9T0An21uaWlpPjlN1zcNRUTHENasM5DoUuioqybJqory2joQn287iMlk8gnHkAXONCVvmOyqzHNMURRq9EOB4UyaZ2DiZO+VKj+Rc4wdP2dQmHuc+NioRu/3BgIUgUYIpCwB3mTjhgVeadc6d6Cs+BT6CKSURsAkhHBLDgkhBgkh9ggh9gsh/tPAfTcLIaQQwqd5CT169SblnK7ceN/kRhN53IUvI4bS09MZN24chlo14BgTJ3pHba+ppxGEe3HCWfwGjoSBlJKUlBSfbW6pqam8/dYiLCUewyOSvCJwrE1DUkLn82fSutOfwC1EuuAsbopJ0hLUEHYSCF18pUFBnfCUss7U0f96SVi49yKTnh09jOm3X822Dd/6LPvaEYI0oIgKYDzfr5vllTZPN9NQGbBTCPG2EOJVy09jD5m1ifnAtaiRRiPMpS/r3xcOPARsblrXm44LLryIV9dtY/STz/ukfUUIn3HAgKq2V1TYqu2VlZ6r7TUmWVtur7QQoIx9f/Rm9pibG3yuqfBFWUpXkJqayvBRa4ANjL53v1cEjvUi3blJMPMOLX/+oi6nKAfFaOqjqeG3+UezCNP6fmNLS0uz43zylsmuyiw8c7MLMBkXow38qtac4i0MuFFNSqsqL/fpWqyPKxK0dGweB4yhW0/nVPdNgXWeiq8FgSvBVZ+af5qKvsB+KeVBACHECmAo8Fe9+54B5gCPufEepxWuStCg8+EpxFdqu7W9W1VB8ygv2c7BXQ4cmR7AWVlKb9NPO0KXLtcAAqPRO1ZN60WavU/9zhNSJL26H+G8i5o3+rxFG7XUzQ6LjAIhKC0scHh/bItWJ0UQWITk448/TlZWNtCK116b7R3haR6zQ7sPAuOQpj7A1R63a43Bdz9Ax14X0Kl3P0JOokYAEBISACzm/H7emWPWWqd1+Ojx415p3gaNCgIp5ftCiGAgWUq5pwlttwSsj4DZqLkHtRBC9EINRf1KCOFUEAghxmGuKNO8eXMyMjKa0I06GCrLYPdG65YJ1qhJEVVGUP9yD4oQbNrv9uOUlZU1+rni4+PJyclx+Lq7YwJglCDNVAKl+1oDLbjimtVcOegwVJUhbcbMfYwcOZI3XpmLvl7lju7duze5/66MlzWOZ7cEOnDk8BEyMjz4oizvb6jLIzjxVxvgNsoKchk2dAbag21cmkmXdmrFpe++V/u/lJI1n3/Gu4sWYrBKEtHpdIwcOZIdm9bjydbm6pi1bNmSDz74gOuvv5jyci1xcRs9ml8WVFsy8LILgHsIC0tU55YX55gW6BQK/P0TBzWCLA9MtU2dY7lHkoD2HDmUTUbGAfff2IxKI0hLNF/hRYCOXbt+RqdrWr9cQaOCQAgxBPgvEAi0EUL0AJ6WUt7gyRubC928hMpq2iCklIuARQB9+vSRAwcOdOs9Bw8ZytY/dnDvrJfoe9X1NA9SuCBW1R/3lpj4u8RxbLsraBGi0DvafV00IyODxj7X3LlzGTdunI15KCgohLlz5zb6bEPIrTLxS7762csCFEBDygXX0eUWE3L3RkTniwGV1rlThEK4Fo5WSrIrmkaEMrDzxYiW57Bo+sOUFRcSFhbGwoUL3TptujJe1li56gfgMwxc6dFYWfDtcQOVZuFZaNIABygrO0FgeFTteDUZUrL05hsx1NSgaLSYjAbiWiYzauozXH3LHVyW6Fl2VFPHLDBYUl4OffteTPPGlZwGUW6QfHdc9QWEFAngFlp2NCE6G23mmDfRJ15LVKD7orOp4/XbdgkUYhJFdOvWjejoxmnaG8LmfCM5Zg97eYX63Q8efBGbNzetX67AlZn1FKqZJwNASrldCGGfE2+PI4C1RyzJ/JoF4cC5qDkJAAnA50KIG6SUW1xov8nIz88jN+tQ7UmuRUjdJOkYoRCsUc0ku0tMtTZzV+HJhHMVlg1zwoQJFBcXAxHMnPmGx2q7tWmotNDsVG1W9/m1ikABOkcqpISqR6zmQZIgDeTrJRVGW4qKhjBg2Ag69bkQ7fH9DOrXg8TERI/67ir+3LESeIOj2fOAnh63Zz1mhbkAu7kvLZ+w8KM29wUqgmsSNRgk/FFo4milc+EphKBjz75UlpUyed57JLRuVxtVFXYSMmSt8dtvv1FR9grQnerqKR63Zx1lVWYOSAhzEoLSLFAQESAorJaUulGaKyJAoNMIQk6ijwBAFwgwnlUff8QtN6Zzxx2ecY5ZTEPVVVCjX49Gq8Vk6uV5Rx3AlelVI6UsFrYx364cBX8DOggh2qAKgOGolc4AkFIWA7WBdkKIDOBRXwkBgEf/8wRFsR2IiIlDIwQJQbabdyvzJldqkGSWn36CAFRhMHjwYPr1r2Lv7hiuuspzb5s117kaNbSObRt+okXbyzknBHpGKSQG2+rYQgi6RKorLa/KxKZ817Wp5q1a07dHOxKCfZxwYYVzz7uC9RlBhIU3XD/ZFdSYJEYr+21hrgDi6dAtGo3G1nQXFahSFAcI6BOjoUCvYJSSbYUm9A6E59PLbMlktIqgRbA4afPLgtzcXPRVy4AT1NR4QRDYjFcZUE1wWCiqocEW54QrNA9Wx2lfqYmSGiitkZS7wISqCMEFsZqTGjFkQVAQQHvCIzuj1XouuevoJQD+D6PhT/bu/d3jdh3BlZW4SwhxB6ARQnQQQrwG/NzYQ1JKAzARWAvsBj6SUu4SQjwthPDIrOQuQkPDSEhpS0hYOHFBwikVRMdwpUnF5zVCEHkSa7VFRUURHJoABHKszESJhwVNbeKViwD+x4bPnuKvX1W7ra6RvIi4IIXmQa5t6jqNIEwrCA8Q9OjRgz59+lBQ4NhB6k1ceOEwYC4RzS7xqJ1fC4z8kGMr9ArNFOdRze2/h/obeIxOEB+k0K2Z4/Fav2o5Yy5oW8s7tHvNCnpEaWo1sZOFnj17Etv8fWCaV2iVq6yGbPuPHwDNOfy3vVtQEYIYnTpmGiHoFKGhb4yGC2M1tUyyDSE5VJwSIQAWjSCN8y//kxaX3VSbQOcuqm0EwfkE6s6ndevWnnXSCVyZXf8HdAX0qKmAJcDDrjQupVwjpewopWwnpUwzvzZDSvm5g3sH+lIbsCBYK7isuZaeUc4/eohWcK7ZDOIKb1BEAE0SHN6ApabszjwTv59wz7dhMKnVj8qswrhzspYDSwBY/dY81n+3zqZAtzN0iVRoGaI0eHLVKoJL4jRcnqBl2qOT+OOPP9i6dSu9evXyGaWyBUHmuvKllbCv1ITBzUIfJ/TSZoEbjVCUdwQYyw8rX7S7P8qJwpYYrNA1UkObMIVA88a1ftVyXp8ynvyj2bW8QzMeus/nY+MILVq0IDpmFHAxR0tMbplorGGtEdToNUAsoRH2sZDRgY4TMkO0gj7RGpJCFKJ19tcDFNUc1D7s5ApMa+jM33WlXp0nB8vcLyZgrXWWlwrgHdp32UxUlG+S5FypWVwhpZwmpTxfStnH/Lf3arGdRLz+yku89dQjBJqqG93gW4cpdI/S0DnC+RBFBQr6xGg4r9nJNUZmZmaSeWgc8AQ1NVBSI8mravqky6mSbMg1cMTs9F2/ajlFeeNQeQWhKC+HN16Zy6crGq+GFR4g6B2tntxCnIQ5nhOuEKIVpKen8/rrr9t8Hl9QUFtDEdXAfvJP7GZ3sZEDbizSKqO0qxRVnA9Svgu8zdIXpnHvyOG11OaKaNik0y5c4bxmGnpFKQgh1MpwVba0E75gZHUVFn79bXlqMIE7BdQrDKp5J9+Koz8hZTyQx4WD7eld4oKcj1e0TtArWsNFsRqbcY0LUrgmUcM1iVqnc+9kwCIIDGYN6nC5dGvM9paY2FFUNz/LzQSw4T6ilwDXSlV2FEIsEkJ8I4T43vLjuy75Bkajkf999QUrF71GQIDrdpyUUNvFrAjVpBStE/SL1dAiWKHZSbbflpeXk3tsMfBJbXGag2VNn3Anqm2fUSm561F16/VMf9L1jUirCBuzR1yQQq9oDX2iNbQJU8dp2rRpGOuxj/p6w8vO/gPowMFdagmNA2Wyyap7mQMb9boPlwPP1f6fl5tbW+ciPACX6EbigxTOi1ROWcKdI0gpqSj7GFiMoUatnbunpOnCM08v2V1s5ISVILDQJYRF2o9nnIPTfn0oQnB+jIZWIarWfn5000y5voJOB5DFjp+6MOnavtSYJLuLTRypcOwPcoaD5abawxlAUX4FUE24g/HyFlzxaHwMLEQtTuN+fOUphslk4sFHHiM4rmWT+HOEedJVGkErIFR78s1A9ZGUlESnrm/w964WGM2CIFcv2VJgJFQLnSNd01AK6wmCPC9tRPFBClcnqmPkyK7rSz4bZ4iLiwfaoNW2BFSz2JYTRiK0gjZhCuEBjX+nJQ5I1798ZzrguL7zXSNdj+ZqHaaQnJzM4cOH7a75im66MRw+OAqoprJ8OKDjULmkzGAkSAM9olybY478V5YTrnXUUNswhchA131tQRpBTw/CtX2BIJ0AmqGv3MORAyFIKTlUbuJQOSSHKi6NWaVR2kXgbV77BvAE2f88CTztk767siMapJQLpJS/Sim3Wn580hsfIiAggKsHDeau8ROb/GyQRtUKwgPEKRcCAOHh4bTtMB4YWqsRSCk5Wmlif5mk0oXTh8Ek7Ta26HjH/DfubERBGuHUuedLPhtnSElpDRykRdu66lEn9OpCddVMVOZgUyt2Ulkr/2gWXSKbZq/2Jb1DUyGEIC4hFRhDdaU6UUxSkltlIrPeibUhOBIE/+yeDlzAkQNra19LDFZoFaIgToP15S4CAwHCadN1J+/8dsjmWlaFpLi68XXpaLzKiosAQZirhS7cgCsz9QshxANCiEQhRLTlx2c98jF8SQFxMhFotkfWr1ImpSS7ovEJV1Qj7XIlrhn5LGBL96DT6by+EZ2KDc9iDTTU2H//Ryrtbf+OUOrANBQS7lx4NpWFNjU1lUWLFpGSkuJzumlX0PW8t4HFaAPC7a79VeKaw92RFlVRugf4FaGU1L6mO3U+Xq/BsiY1mi6ERTazEWpSSrYXGdlVbCS/gYr0jsarU680oIqe/cZ6ucd1cGX470LlAfoZ2Gr+8Xl0j7dx7NgxNv20kb07tp3qrngFRSd+AJZSUVpidy3LhdNaoYOQwI49RgBvEaCrKz/54ORHvb4RnYoNL7CeI88aRpMky4W8kVIHJJntuz1LfQtrULD7Qi01NZVDhw75nG7aFdQeNhyMWaVBsvaYka+PGpwK0QqDY2dpQOALwCZ6XDqw9rWg08vK4xZ05sg0R4cNgOJqyYFSE38UOk9YdWhKKwEIICrWd5xcrkQNtXHw40pm8WmFzZs3k/bUdOY95x2K2FONbVseAkZRmPOP3bWyGsnfJUYOldmf2qpNamKOdRQHwHcfCT6ZrwCp9L3qn9ryk1dceaVP+n+yN7y1a9OBEA7vUbi7d0ptZI8Fe0tN/JBjYF+pYyGqd2C7BQgOSwVGoA0IAiGIi49n5jz3aDNON2gCqoFcKsrKHV43mkspHnYiRIsdbGpSQmV5G6AfiSlqPqnAtzU8ThYsgrPkxEfMmzyW7T9+5/C+8gYSVh2F6VoI505J1JAQYorV37fWuzbbd13yDWJiYrjgwos4v+8Fjd98BqBV8jXACIQS6vC6GoJm5NeCOmFQoJf8kGPku+MGm3BTQw3Mn6ox0yhLmreqm4xn/vJU6zjMnDkOi1O3MPdYbWSPBTUmlc5gb6nJJprIYhd3Zm4rygP4gGdWlLI6U89bS1cw7HbPqAVOF+zYejfQnL3b7NJ+bHCo3PEJ19HptroKDNWCQJ0k0Fww8Ax2C9jAIgiqKn7j+48/YP8O567UPaXq+jxgdfAwSducHgBDTQ1bf7gEuNGnUUMNaQTDrf5+vN61QT7oi09xySWXMP3pNJ544olT3RWvoP+AF4FlhIZ3aPC+fL2J73OMfJ9jYFO+0WEYW1kxGA2C4DDJxUOeZ216LJ8u+C/gH4t02rRpVNYrv2iJ7KkPo0nytzlMssYk2VygxtDvKrYNmNu+QTC8s5Y9v5trEMTXjWtjmdhnCoKDY4FYDDUNBwtWGlQBerTCZOMQdWTvVjPXX0HRplFaqNKc+4F7AKgTBNrAm5nwwkL6Xnmd03v1RsmhMhO7io3sNwuD0hrsBGpZcSHlJT8DGwmL8FXPGw4fFU7+dvT/GQNf1xM+WQi0OD9dKO5UZZQNBv6qxWggKh6i4o9TXlKEoqhGW38YLmdhqc7i9rMqJDlVBowSpw7RrT8IKssEIGnfrYC4lhFYlkWgH9i7AS685FX27XmN9ucZaYxebK9VjkGQRqBVoNLB3CwrBniJqvIsKspuJzwq2i8OG1AnCAT9uHqE68UWd5eYOFZpwlHydmh4JPFJ68nNrnZK0ucNNLTOpZO/Hf1/WiM9PZ3k5GSGXH05bdu0OSUp+95GYIAEyqgsK/O4rVrG0SjJmJkvsmTHMa4acQ/gHxqBs7BUZ+UipZTojbLBqJjiAnVgxs8uYP+OOO7u3aL2mt8dNhyc7BtClVFSViMxOjAXqclkDxOTMJXwKDUc0k+Gqy4goYnjJaWksFrahScf/BNmpoZwIvcS4ErCfagRNPQddBdClAghSoFu5r8t/5/nuy55F5Y6v1lZWUgpOXz4sM/pDE4Gftv8LBDOn7/M8bgti0YQ3kyNH4+IiiE0Qj1++MMiTUtLI7heWUhdcAijptpTHLiK4nz1d0BgASHhEYQ3q+OA8RfTUGBtFIz32lQ1gsm06TqbkDA1LNUfDhtQJwiq9dVs+W4NGasap2ZpCN+vVNi1WcFQLYiIlkTFNv6Mu3C6zqWUGillhJQyXEqpNf9t+f8kcm16Bkd1fk8lf4u3EBraDAjGaPA82bu2YH09PiuNn2xoqampvPnmIkCtrqINCGTCnAW15SLdQVG+OjZtu7Zl+V/5vLpue+01f9EItmyeAeh4L03L2H7t7SKtmorvPxZ8vlgdHGszh58Ml1X4qIm0MTczb9IY9JWVDT/UAIrzBfAH3S95ngfmfFsrmH0Bf/kOnOJU0BmcDFx86USggk69PQ/gsi5G89y9t/Lao+Oo0etxkVn6jMDIkamo5bJf4fHFn3okBACKzczZlmTPAMtxEOEXgiA9PZ2tv74IqEkEeUcy7SKtmgJ9Jbz2mIY/N5mAzeiCd9Ve8xeNQKMBISTSFMzFQ27jmtR70VdVNP6gExQVAPzEHz8+zrb1K73WT0fwgynbME4FncHJwK6dy4HWfL44wOPTmkUjCAot45f/rWb9Z8vpFBNExwaYV880CAGBuijgIc670LOC6SZTnSCIqJf1L+CMpkmwQCUGtK0t7SzSyhWcyAGTURDWLB/ox6avr6i95i+zTAgIMJ8H/u/F9xmf9ioRUe7TQqgaQTcG3vQwPS65otH7PcFJLoB38pGWlmZX5/dU8bd4C+np6Xz80TgsTKGW0xrg1knXUjowMjqAJ97+hMryUtqGq1WePC/BffogIACq9arNW+dBkmZZsbqphUZKvv7gVTZ/8wXXj57AhdfeiJ9Y05ocadUYivLUgYlPMpKY0semFoEfyM1aWM8xS56Eu1APGxdz5+MXEJMAvmTH8Rdh7BSnG3+LNzBt2jRqql2Li3cFJWbT0NF/PuGtGZN45aHRdGrb+ox3qNeHelrbQcanSzhycK/b7VgcxZEx8M9fO/hz03pKi9SYeH/Z05oaadUYTpiruMW1TOS/X/7MrGVrAJXJ11/GDEBrFTlUVlzE/h3ulZY0maDEonWamd1cIMh1G34vCKCOzuD7778/5fwt3oC3T2tq1FA63ywbT96RTKSUtcVi1q1b535HTzOoguB1Fk0fw/YNjtP/XUGx2VGMTGf7hnWAYMVLT7N+1XK/Od2mpaUREOC9SCu1rjNExdmGSLpS/e5MgsU0VFJQwsjzmvP4TQMxupLsUw9lRWAyCULC9pKbvZfqqiqf0nD8KwSBv8Hbp7WyIgHYaxkVFRUsXrzYrTZPR6j1xC+h71W3k5DSxu12VJU9neOH7+NEzlFAUnD8KPOn3k/Gd/4hOFNTUxl55yIsbLQR0bEeRVrV1XWuey0qULhUiOZMgoXlNkAXQVKHTiSf05Xigrwmt1Nk1joNhvt4YMC57N7yMwE+3K3PCoIzEGlpaeh03jutqRqBYy0jNzfXrTZPR6inNYX9OzbxzF1D3Xayq6Gj0zCZ7M1z77/tP4LzkkvuAN6n7blzeO7THzyKtLJoBKWF/+POnkm89ug4ekdrXC5wc6bAmh7+tXXbmfvVJqKbJza5nRJzwmJQaCIJyW2JjIk9cwWBEGKQEGKPEGK/EOI/Dq6PF0LsFEJsF0JsFEJ08WV//AWpqalMnLgISAFUumhPTmuqIHCsZcTHx7vbzdMOVZXLgHGcyMmsLQ7vTkikqhE4Fpx5ef4jOIN0ALeS2PpRktqd41FbFo3g2KGvKM7PZd2H79G5nf/5oWqT8Ko9ix6zRKV1vWApb/70N607dzszfQRCCA0wH7gW6AKMcLDRL5NSniel7AG8ALzkq/74G665JhV4k+bJM3hi8cduCwF9JVTrBYomDV2wfbGYsWN9VwzjZONE/hPY1WR2w8muqu2OBadaEtM/oHOTMsERCvMEkM6On96rfc0v/VAOaDmOHz5IjV7v+AEnsCQsNoup86loz1CNoC+wX0p5UEpZDawAhlrfIKW0rqoSyhnGYXQqoaqgn5KTOYu/t252ux1LDkFkzB1MmLOAuJbJNtFVV/qoHsGpgKHGeVnJpkB1FqehDbCNQQ0JCeHee/1HcOp0AjBRXPAbG1Z/6FFbqkYwjRq9baatv/mhAmqFp7qRz5s8lvsu7sTvGWsbeMoetQmLVrQSAT6MRPClIGgJWK+wbPNrNhBCTBBCHEDVCB70YX/8CurJ4zpiEqbRrlsvt9ux8AxFREGHHn2Y981Wdp6o9ovoqvoIDHTsTG+qk11dpKkMu//NWsGZ2CrZ7wSnOseW8/eWC5k7cRT39G3rlk/FaLCE3Pq/H6p+Jbyk9ucQFBJK/rHsJrWjjlcBn7+VxJQbLwXwqY/glCeUSSnnA/OFEHcAT6KWxrSBEGIcMA6gefPmZGRkuPVeZWVlbj/razS1b3v2hAM3EBl2GR2DtiB3b3TrfUu2NwN6EhqYzwMDzgXgy7XfkhegcatfJwvu9CshcRqZhydhbR7S6XSMHDmySeNXfPQCIIQB3TqSev17AARrVGqJ03W8oOl9++CDn4E0LIp6wbFs5j82DnlkDwOucF3gFRUEImV/hGiFlPbCIDY29rQcM3e+S0NlNyCamgN/IpsVMqhvNwYv/4ig4OAmzbGiQ12BEirKjlN0VCB3b2TzfjXnwhdzzJeC4AhgfdRKMr/mDCuABY4uSCkXAYsA+vTpIwcOHOhWhzIyMnD3WV+jqX2LNieZGDVhiM4Xu/2+ZQdVdTM4DpNE/PgAABj6SURBVBJS2mEyGel60WWkhCpu9etkwZ1+tek4gMzDoUTGPEHJiSxiW7Ri1NRnmuxfKS5Vl42mYwr/lGfSLC6BPp2TaBminLbjBU0fs+HD78bOp6LXs3TpUgZOfMrldop2qr9jEmdTcPxOpKmudkFISAjjxo07LcfMne8yMlYVmoaEcxGdJY7rBzaOEr0GiGHqwkO06VKB0rYDA1toEEL4ZI75UhD8BnQQQrRBFQDDAZsafkKIDlLKfeZ/rwP2cRYuQVXba6gs/5s920o4p2dft9qxEM5FN49hxvt/qW37aVCxar9N5YHnb6ffoKa7o44chB9WKpSXCDRayb7t3/LSg3dy8ZBbGfKxZzb00xG5ud5JXLSEjia1H8HAm3byv6WLKC8uIjk5mbS0NFq2tLMYn7GwmIa2/yhIbCNJaqf+L6WkvKSYsMhmzh+2QlGBABSSz2lBYhvQCt9yWPlsyUspDcBEYC2wG/hISrlLCPG0EOIG820ThRC7hBDbgck4MAudhWOoE+4YudndmHrj7ez42b1JUluLIKpuY/QH9kxHsCzS7IOHeXhQXx69/qImPf/uMxo+fk01mcW1AF1wMG26dCMhpS06PxyzhATHkVFCUZrkKyg051NFx8Ooqc+QvjOH7Sdq/NIPFRqm/v7yHQ3/GaalogwO//0nYy5ox8w7rnW5HTt2Wx/PL5/6CKSUa4A19V6bYfX3Q758f39GUhK0SInn6OFOSFMrlv1X0O1T10+5+kqYM17D3t8tFNR113wZnXAqYam4teS5BGA72oAAjAYDGq1ry+Cfv9RxGTbeSP/rJR26D6XfIDUQLsi/8qIAmDQpjSlT6sgNLTAZjS6THFZVwFGz+TGqed389GVM/KnE/ZMkpVLy5y+C44cF3y5TuGZkG4rzczDUVFNdVUVgkHM2On0l7N0uKC8WKMq3LHlhJb0GXMU1N9zo03774Tnm3wGdDpb/ouW9rTsIjVjL7t807N/h+vM7Nwm2fq9QWqSuyJysl5l4RXe+Wf6O39TcrY/BQyVR8RJtYAjwNLrg5tzcNtSlDOOKUsg/KgjQSUb9x0SH7tbx3cKnPDCnCg88kEpoxCLAfkK4kn9xIgfu7q3l0wXq88GhBaz78H12bd5IoB+OF0DX8+D//mtk7FNqwajPFiloNKG8/t0fvLc1s0EhALDgCQ1P3qYeTAKDf2Pt0kXs+f0XnwvOs4LgDEaAVhAVD1cNV51vy1/S8Ns6QWV548/+vUWdWdeMNPLulhqEOEDW3t3oK8r99rR2wzB4b6uBwXcuBZ6nvCTb5QzjrP1mO3c7tQCJNfypgI81QkPhsz9vB+G4cH1jvoI/fxFUlgkCdZIWbSXxSbt47dF7ef+5J3yaHHUqYflYvS+XpJwjOZEjuKOrlhce6ERlWeMfetcv6jzr0MPE9aOvZtwz8+h71RCfHzT89Ov4d+CblcsY2689n70VAKSw5bvlPDtay8InGj/S/71VnVi9B0qim8PIx2bxytrfGHDDbX55uoU63vtNXz9JUzOMs/aov1t1rNME5k0aw9h+7dm2vmnJQmcSgoIgzkmeRWP5F4d2qwN+430mFqw3kNIpgoE33UGvAVf5rR/KsnQUBVIfM6JoJNV6wcE/BR+9qiClc/NteQnkZn+Hop3PnFVGRk3tznV330/n8y/yuY/AT78O/0d6ejrPT1Zpo5ESyERRxgHpbPxS1BabcQSjAfZuU2fsOb0l61ct5+FB5zNpUF8eGdLf7/hfLLAsUmcn2bwjzsuXZu1TH27VoW4hF+QcJe9IJkH+erxF3SBGTX3Gjn4EQrh4yLMNPnvI7FNp01Uds9aduzFp3nsMnzTdbyPTrM9QF1wj+WiPgTmfGQATqxfdReq5SfzzV4HDZ9ev+gm4GiGeR9HYCoyzpqGzcIhp06ZRVVnPiWeqIED3BIZqwYbVzr/aQ7tBXylIbC3548flzJ96f20dgtwjKv+LPwoDxVwCxelJVgin5qHMveqzyVYawX/e/JBFP+/l/H79vdvR0whCCAYMG8GEOQsIi4wCQBsYDixi4xcjee0xDb9nON6lLM71Np3tT8H+GpBQv8xOgA469ZZccRtIeYTykjwevuZXtm+w//zS1B8YSqsOozEZjbbtnNUIzsIRnBWnqdGrp911HwoKc1VlYf2q5Yzt154bk3WM7deeL95ZAUCnPpIlc6ajr7SvQzBt2jTffoBTAMtpbdTUZxzXR5SSRdOn25GsrV+1nO0/tgEU3nyyXa2wCAmPoHmr1kRHhPm246cQlg1iwLARPDj3LbQBAQy48VZatL2DvCOCdSsU5k7UUL9Ge3EBnMgRBIVKmqeorxXmHqeirBTw31wVZ1bVO/9jpH2PF4lN3AsM4d1nNdTb6zm8VwE+4YpbZ9pFsml9LDj99OvwfzgrTqNoFAJ06RzYqXB3748Y1iaBlx68q/bEn3ckkx9WjgfS6dRbOjWTOBM0ZzIsi3TAsBFmc5o9yoqzWLVQXRbrVy1n5Hnq+JmMmYDkRI69Y9nfqmxZw3pj6335tXy4p4gH5y7k6WUGrhq+BI02hbJiDWMusI28smgDKZ0kiqKO5b0XdmBE5xju7JnEyhXLTvZHOSlwVle4WRzM/aI7b6xvTUyi6j9ZtVBh3x81fLP8XYrycsw+FYXWjjSoMzmP4Cx8h7S0NMbeO87ePGQ0IpRxBOh+okb/PtJY4eDpCuAu9JVGYlu0cmgbdyZozmRYr9G4lslOfALJfLpA4dg/E/ju40U4IsTVV1bw1oxJbNvwLSHhkbz9+iv465nKWhBoLRzLwF+/LmfD6vsxGtT5VVaUaZNbYPEPtO2i+qDmT72fmmqVirk4P5f77xuHRuB3CWWNndt1wZD6qJFXH9Gy5HkNS/gFuI/V7TuRf0zN7D8VgsA/Z++/AKmpqcyctxClfiwjYKypoEa/gPqRMfXuIv3F++lz+bUO6xCkpaV5t8OnAaw3NUcOUF1wCCmdnqWidJlTIWBBadEJfli5lP8tXURwgP+qBPU3CIuZ8aUH77IzKeorK3jpwbsY2krHu89qAcEPnzTnrZmT/3XmR2f4ec2nbPxiCD0u+YgufU1oA3TAdQjlNqrKBdHNZW2xemucFQRn4RRDbr3DhsCrqdBXVrB22WL0lRW1AsVSh8DfTmpgu0gtDtCo+AT1mkbLhDkLuGSoCZXpxLUsbQXB6g/908wBtq6U9auWM++RsQ1GV6moG7uqigJKCx1Hyfiz+dEZCnNz+D3jf+hC0nnuEyNTFlyAonxB1t5ZALQ91/G887WP4Kxp6AyGEDg17bgKS3SCyWis1QT8UQiA/alnwLARXDzkVn5Zu5oTucd5a8YkSotONKnNmppqpj85jVEj/XTMrPafJXOmY6zxQrkyM/zR/NjYybr/dTehCw7hgquHAGqI6cwlRrZ8L1AUuHK444PdWY3gLJxCEc5ivN2Dv6rrFjg6rWm0Wnb+lMHimZObLAQs8MeTrQXWG0RTWUcbwr/B/OgIzeKac+Xtd6ELDuGlB+8ic+9f9LhUMvYpE/fMMJHc0fb+qEBBcqjic1LDs4LgDIZCXYy3I1+BO/DrTc3BIl2/ajlfL13kNIrIFfjjydYC6zFraiU3Z4iMjvFb86OrBpyPX3+e9auW898JIzE1YN5NDlXoEaU5SzFxFs5hHQ7pia/AGn69qTl4bcmc6Y0KAUWj4dpR9xHezIEXDxg8eLAXend6or6D3WH+RRMRGhrql0IAGtcILLhlwlQGDBvBI699gKI434ZPFr35WUFwBqMppzVdcAjhUTEN3iOE8Et13QIhBEq9jawxc4cuOISHX36H8bNfY+nO41w76j67zfD999/3y0xssM2UHTBsBNeOHGcvDMz/12qljQiLY9neMzGdblAczDFH0AUHM/nV90npdG7D9zlLTPAyzgqCMxjWU8Shr8A8IeNaJjNhzgLunfVSg/4EKaXfntQsqL9GGxKg4VExTJizwIZzf8v3X9tpEP7sW6l/wh0/+zUmz3uPuJbJCCGIa5nM5HnvsTqrmlWHKlmdVc3qTD2rs6qdHjz8WesEryhNtThZ5Hxno4bOYNQPhwTV1JF/tOF6vK9MuseOywTU0FF/hwJYf/JRU59h/tT7bePcheDakeMYP/s1u+f/TZnY4PikOGDYCJfqPN876yW7sfVXJ7E16s8xT3CyTENnBcEZDEfhkI0tUMv1+gs0+F+wQMH+hNsUAQrOw3X99ZTriY+y/tgmtGzFi8/P9nut01t+Xc1JLHh0VhCcwXBXBXW0+T2b5v8LFDw74YJjDcKfT7me7kPWY9shXKFzpP9mYVvgrUP8yayDfVYQnMHw9LRmvfldkfDvmAre2NgAlr8wneNHskhOTv5XJeF5gpPl+DzV8NYh/qwgOAuX4M154q+0wPXhDUfegGEjGHNnKl3+Badbbzo+g/x/uADvjdnJrOvs0+UvhBgkhNgjhNgvhPiPg+uThRB/CSF2CCG+E0L4v7fSi/DWPFGE8Ns6xfXhPbX93zFg3vyY/5Yx85biczLpzX0mCIQQGmA+cC3QBRghhOhS77ZtQB8pZTdgJfCCr/rjj/DWutIqaoz9vwFeU9v/Jadbb24Q/xaNwFtjdjLrOvvyrfoC+6WUB6WU1cAKYKj1DVLKH6SUFq/bL0CSD/vjd6hfFs9dBP47ZADgPUHgr8XX68O7GoH32jqd4a0z1cnUoIT0gGOlwYaFuAUYJKUca/5/FHCBlHKik/tfB45LKe0qYgshxgHjAJo3b957xYoVbvWprKyMsLDTs6ygO30zSigzeP79aYQgzIm36HQdM3f7VW4AgxfmfJhWODQBnK7jBe71zSCh3AtzTCCICHB87XQds1M9x0I0wqHvzt1+XXbZZVullH0cXTstnMVCiJFAH2CAo+tSykXAIoA+ffrIgQMHuvU+GRkZuPusr+FO34qrJetzDR6/d1yQwgWxjvX203XM3O3XpnwjeVWe8zL1T9QS5EASnK7jBe717f/bu9cYueoyjuPf35mZvXX20na3y7ZbKAulyrWtBcol3ESDaFoSiOkLbibGRENUfGFUEoy88I2JGCAEDRIplptATCVFQgJeYqSAsMiloJV4gVAWCpQC29LdfXxxzuownZme2c6cM53zfJJNZnfO7nn22fmfZ/+X85+de40/vXnwr7FiQZwzXPly06o5m2tcj781zUQDXmMnDeZY1LV/JWhGvppZCF4DSu/fH42+9jGSzgeuAc42s71NjKftNGx1QkbGbqExY6GSfGioThWuZ22rcctH22PV0JPAcklHSuoANgCbSw+QtAr4KbDOzCaaGEtbatiklM8RxNadF/0FYm0s1g4atsoqI/cQQCNz1qAfFEPTCoGZTQFXAQ8D24B7zewFSddJWhcd9iOgCPxK0rikzVV+nKugMwfHD+RY0nNwf8ZCRpb1wcEXgpMX5DhrUUuMqCbCewT1W7Ug4HOL8xQPYk120r3Opr6izWwLsKXsa9eWPD6/medvd4VAjBXF3mljx6QxXecEVXdeLO0RQ13ZKQRHFQMWd4vn351hcrq+fKnGpHq76szBir6AXftgx+Tcx72z1CPIKVxIcHQxYPyduW0/V1Cyvc6MvazbU2dOLOkR//6gvgvbcKf4RF+GJgiAgQ4xgJiagWfqbKQ9ORLbBKxVdARiRV+OqRnjd/uMD+tcQTTQIT7ZFzAvn628AYz2iJd3i8k6c3bqwhy9Cd/hmaEOW3sbK9b/p5zfmb3GOWu0R/TXOTmSdONsJflAnNBf/2tsQYcY6groyWAhCCRWzQ84fiD+hV0SCzuVeL68ELSJvoK4cHG+rvHrBVmaJS4jibULc5w7nK+4RK+S3oz3n4e7Ay5cnOfc4Ty5mMMW/RkungCDnQFjxYATBuK9xual1Ov0QtBG8oEY6BDzY1zgu3LKZHe9VGdO9BbCeZY4stwjmJUPwpwd1RsvF32eMyAsCCPdB77c9qX0z5kXgja0NMYqojjFIisWdQWxLvLFjBfOUkcXA4a7gpqvo0Cit8rdxFm0cn7A2YvyNYdx+1J6jXkhaENLenTArnuWh4UqOaoYUMyr6lLaLK4YqiUfiFMHc5w5lKu6TLKYz879FnEUgnBeakVfUHUVVbVtOJrNC0EbKgTizKEcpw/l9psQHekOWN4bMJyhJaNxHD4v4LzD8qycX7lJZHHFUBySGJtXOWdZnx+ophCIY3or5yytoTT/H6dNhQVAnDYonnl7hj0zxtKeYE6ri7JkpDtgYecMO/eGS/6KeTFWDDKzhfJcjPaIl3aLj8ruy/D5geqOmCdGuvN8MAVbd04zNWMUguRXC83yQtDmOqIuvIvv2P4cL+6apisnThgIEn2nqENRPhAnL8ixZ9p4f8qY2GPsmwnvIXCVBRJdufA9GtYsCBh/ZybVHpQXAufKzO8QZwx506jHws6wBwqwoi/dWA41i7oCPjuSbk/dxwmccy7jvBA451zGeSFwzrmM80LgnHMZ54XAOecyzguBc85lnBcC55zLOC8EzjmXcV4InHMu42R1vs9t2iS9Cfxrjt8+CLzVwHAaqVVj87jq06pxQevG5nHVZ65xHWFmQ5WeOOQKwcGQ9JSZrUk7jkpaNTaPqz6tGhe0bmweV32aEZcPDTnnXMZ5IXDOuYzLWiH4WdoB1NCqsXlc9WnVuKB1Y/O46tPwuDI1R+Ccc25/WesROOecK+OFwDnnMq4tC4GkCyS9LGm7pO9UeL5T0j3R81slLWuRuK6U9Kak8ejjywnFdZukCUnPV3lekm6I4v6rpNUtEtc5knaV5OvahOJaKukxSS9KekHSNyock3jOYsaVVs66JD0h6dkoth9UOCbxdhkzrlTaZXTunKRnJD1Y4bnG5cvM2uoDyAH/AMaADuBZ4NiyY74G3BI93gDc0yJxXQnclELOzgJWA89Xef5C4CHC9yJcC2xtkbjOAR5MIV8jwOrocS/wtwp/y8RzFjOutHImoBg9LgBbgbVlx6TRLuPElUq7jM79LeDOSn+zRuarHXsEpwDbzewVM/sIuBtYX3bMeuD26PF9wKclNfudo+PElQoz+wPwdo1D1gMbLfQ4MCBppAXiSoWZvW5mT0ePdwPbgCVlhyWes5hxpSLKw/vRp4Xoo3ylSuLtMmZcqZA0CnweuLXKIQ3LVzsWgiXAf0o+f5X9G8P/jjGzKWAXsLAF4gK4OBpKuE/S0ibHFFfc2NNwWtStf0jScUmfPOqOryL8T7JUqjmrEReklLNomGMcmAAeMbOqOUuwXcaJC9Jplz8Bvg3MVHm+Yflqx0JwKPsNsMzMTgQe4f/V3lX2NOH+KScBNwK/TvLkkorA/cA3zey9JM9dywHiSi1nZjZtZiuBUeAUSccnde5aYsSVeLuU9AVgwsz+0uxzQXsWgteA0oo9Gn2t4jGS8kA/sDPtuMxsp5ntjT69FfhUk2OKK05OE2dm7812681sC1CQNJjEuSUVCC+2m8zsgQqHpJKzA8WVZs5KYngXeAy4oOypNNrlAeNKqV2eAayT9E/CYeTzJP2y7JiG5asdC8GTwHJJR0rqIJxE2Vx2zGbgiujxJcCjFs24pBlX2RjyOsIx3lawGbg8WgmzFthlZq+nHZSkw2bHRCWdQvh6bvqFIzrnz4FtZvbjKoclnrM4caWYsyFJA9HjbuAzwEtlhyXeLuPElUa7NLPvmtmomS0jvFY8amaXlh3WsHzl5xxpizKzKUlXAQ8TrtS5zcxekHQd8JSZbSZsLHdI2k44GbmhReL6uqR1wFQU15XNjgtA0l2Eq0kGJb0KfJ9w0gwzuwXYQrgKZjvwIfClFonrEuCrkqaASWBDAgUdwv/WLgOei8aWAb4HHF4SWxo5ixNXWjkbAW6XlCMsPvea2YNpt8uYcaXSLitpVr58iwnnnMu4dhwacs45VwcvBM45l3FeCJxzLuO8EDjnXMZ5IXDOuYxru+WjzjWSpGngOcJlq1PARuB6M6t2279zhxwvBM7VNhltP4CkRYQ7QfYR3tPgXFvwoSHnYjKzCeArwFXRHcPLJP1R0tPRx+kAkjZKumj2+yRtkrRe0nEK974fjzYwW57W7+JcKb+hzLkaJL1vZsWyr70LrAB2AzNmtie6qN9lZmsknQ1cbWYXSeoHxoHlwPXA42a2KdpmJGdmk8n+Rs7tz4eGnJu7AnCTpJXANHAMgJn9XtLNkoaAi4H7oy1G/gxcE+0z/4CZ/T21yJ0r4UNDztVB0hjhRX8CuBp4AzgJWEP4znOzNgKXEu4xdBuAmd1JuGnZJLBF0nnJRe5cdd4jcC6m6D/8WwjfttCiYZ9XzWxG0hWEmwnO+gXwBLDDzF6Mvn8MeMXMbpB0OHAi8Giiv4RzFXghcK627mgnz9nlo3cAs1s83wzcL+ly4LfAB7PfZGZvSNrGx9/45YvAZZL2ATuAHyYQv3MH5JPFzjWBpB7C+w9Wm9mutONxrhafI3CuwSSdT/jmJTd6EXCHAu8ROOdcxnmPwDnnMs4LgXPOZZwXAuecyzgvBM45l3FeCJxzLuP+C1tEHIdFJOe7AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9, i=300, loss: -3.842, test: -0.8246, grad_norm:  2e+02, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9, i=600, loss: -3.889, test: -0.4693, grad_norm:  2.2e+02, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9, i=900, loss: -3.876, test: -0.1351, grad_norm:  3.6e+02, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 9, loss: -3.34, loss_test:-0.7567, kl=-2.512390375137329, grad_norm:  7e+02\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "70b19ca7de774f23a115c937baad7d7b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "10, i=0, loss: -3.972, test: -0.7384, grad_norm:  2.2e+02, std:  0.12\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "10, i=300, loss: -4.054, test: -0.5879, grad_norm:  1.7e+02, std:  0.12\n"
+     ]
     }
    ],
    "source": [
     "epochs = 100\n",
     "grad_clip = 10\n",
-    "for epoch in tqdm(range(epochs), desc='epochs'):\n",
-    "    model.train()\n",
-    "    for i, data in enumerate(tqdm(loader_train, mininterval=60, desc='Training')):\n",
+    "history = []\n",
+    "for epoch in tqdm(range(epochs), unit='epoch'):\n",
+    "\n",
+    "    pbar = tqdm(loader_train, unit='batch')\n",
+    "    for i, data in enumerate(pbar):\n",
+    "        model.train()\n",
     "        assert all(torch.isfinite(d).all() for d in data)\n",
     "        data = [d.to(device) for d in data]\n",
     "        context_x, context_y, target_x, target_y = data\n",
     "\n",
     "        optim.zero_grad()\n",
     "        y_pred, kl, loss, y_std = model(context_x, context_y, target_x, target_y)\n",
+    "\n",
+    "        # These attentive NP models work great when you need uncertainty, but still seem a bit unstable. \n",
+    "        # Sometimes they produce nans, especically if the data is not fully normalized. \n",
     "        assert torch.isfinite(y_pred.sum())\n",
     "        if not torch.isfinite(loss):\n",
     "            logger.error(\"loss is not finite\")\n",
@@ -318,41 +2157,84 @@
     "            continue\n",
     "        optim.step()\n",
     "\n",
-    "        if i % 100 == 0:\n",
-    "            print(f\"train: {epoch}, {i}/{len(loader_train)}, loss: {loss.item():4.4g}, grad_norm: {grad_norm: 2.2g}\")\n",
-    "    \n",
-    "    for i, data in enumerate(tqdm(loader_test, mininterval=60, desc='Testing')):\n",
-    "        data = [d.to(device) for d in data]\n",
-    "        context_x, context_y, target_x, target_y = data\n",
-    "\n",
-    "        model.eval()\n",
-    "        with torch.no_grad():\n",
-    "            y_pred, kl, loss_test, y_std = model(context_x, context_y, target_x)\n",
+    "        if i%300==0:\n",
+    "            model.eval()\n",
+    "            test_loss = plot_from_loader(loader_test)\n",
+    "            pbar.set_description(f\"{epoch}, loss: {loss.item():4.4g}, test: {test_loss.item():4.4g}\")\n",
+    "            print(f\"{epoch}, i={i}, loss: {loss.item():4.4g}, test: {test_loss.item():4.4g}, grad_norm: {grad_norm: 2.2g}, std: {y_std.mean().item(): 2.2g}\")\n",
     "            \n",
-    "            plt.title(f\"epoch {epoch}\")\n",
-    "            plot_functions(target_x.detach().cpu().numpy(),\n",
-    "                           target_y.detach().cpu().numpy(),\n",
-    "                           context_x.detach().cpu().numpy(),\n",
-    "                           context_y.detach().cpu().numpy(),\n",
-    "                           y_pred.detach().cpu().numpy(),\n",
-    "                           y_std.detach().cpu().numpy())\n",
-    "    print(f\"epoch: {epoch}, loss: {loss.item():4.4g}, loss_test:{loss_test.item():4.4g}\")"
+    "            history.append(dict(\n",
+    "                n=epoch*len(loader_train) + i,\n",
+    "                epoch=epoch,\n",
+    "                i=i,\n",
+    "                loss=loss.item(),\n",
+    "                kl=kl.mean().item(),\n",
+    "                test_loss=test_loss.item(),\n",
+    "                y_std=y_std.mean().item(),\n",
+    "                grad_norm=grad_norm,\n",
+    "            ))\n",
+    "        \n",
+    "    test_loss = plot_from_loader(loader_train, title=f'epoch={epoch}, train,')\n",
+    "    model.eval()\n",
+    "    test_loss = plot_from_loader(loader_test, title=f'epoch={epoch}, test,')\n",
+    "    print(f\"epoch: {epoch}, loss: {loss.item():4.4g}, loss_test:{test_loss.item():4.4g}, kl={kl.mean().item()}, grad_norm: {grad_norm: 2.2g}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "start_time": "2019-11-02T06:30:33.800Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "plot_from_loader(loader_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "start_time": "2019-11-02T06:30:33.800Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "plot_from_loader(loader_train, undo_log=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "start_time": "2019-11-02T06:30:33.800Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "df_hist = pd.DataFrame(history)\n",
+    "df_hist['n'] = df_hist['n']/(df_hist['epoch']+1)\n",
+    "df_hist = df_hist.set_index('n')\n",
+    "df_hist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "start_time": "2019-11-02T06:30:33.800Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "df_hist[['loss', 'test_loss']].plot()"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -360,5 +2242,45 @@
    "outputs": [],
    "source": []
   }
- ]
-}
\ No newline at end of file
+ ],
+ "metadata": {
+  "file_extension": ".py",
+  "kernelspec": {
+   "display_name": "jup3.7.2",
+   "language": "python",
+   "name": "jup3.7.2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.2"
+  },
+  "mimetype": "text/x-python",
+  "name": "python",
+  "npconvert_exporter": "python",
+  "pygments_lexer": "ipython3",
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": false,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": true
+  },
+  "version": 3
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/src/data/smart_meter.py b/src/data/smart_meter.py
index 3dbcfca..dafa347 100644
--- a/src/data/smart_meter.py
+++ b/src/data/smart_meter.py
@@ -54,8 +54,13 @@ class SmartMeterDataSet(torch.utils.data.Dataset):
 
     def __getitem__(self, i):
         rows = self.df.iloc[i : i + (self.num_context + self.num_extra_target)].copy()
-# (df['tstp'] -  df['tstp'].iloc[0]).dt.total_seconds()
-        rows['tstp'] = (rows['tstp'] - rows['tstp'].iloc[0]).dt.total_seconds() /  86400.0
+        rows['tstp'] = (rows['tstp'] - rows['tstp'].iloc[0]).dt.total_seconds() / 86400.0
+        rows = rows.sort_values('tstp')
+
+        # make sure tstp, which is our x axis, is the first value
+        columns = ['tstp'] + list(set(rows.columns) - set(['tstp']))
+        rows = rows[columns]
+
         x = rows.drop(columns=self.label_names).values
         y = rows[self.label_names].values
         return x, y
diff --git a/src/models/model.py b/src/models/model.py
index 379b0c7..3c26076 100644
--- a/src/models/model.py
+++ b/src/models/model.py
@@ -51,7 +51,7 @@ class LatentModel(nn.Module):
         dropout=0,
     ):
 
-        super(LatentModel, self).__init__()
+        super().__init__()
 
         self._latent_encoder = LatentEncoder(
             x_dim + y_dim,
@@ -78,6 +78,7 @@ class LatentModel(nn.Module):
             x_dim,
             y_dim,
             hidden_dim=hidden_dim,
+            latent_dim=latent_dim,
             n_decoder_layers=n_decoder_layers,
             dropout=dropout,
         )
@@ -87,9 +88,12 @@ class LatentModel(nn.Module):
 
         dist_prior, log_var_prior = self._latent_encoder(context_x, context_y)
 
-        if target_y is not None:
+        if (target_y is not None):
             dist_post, log_var_post = self._latent_encoder(target_x, target_y)
-            z = dist_post.rsample()
+            if self.training:
+                z = dist_post.rsample()
+            else:
+                z = dist_post.loc
         else:
             z = (
                 dist_prior.loc
@@ -115,5 +119,6 @@ class LatentModel(nn.Module):
             kl_loss = None
             loss = None
 
-        return dist.rsample(), kl_loss, loss, dist.scale
+        y_pred = dist.rsample() if self.training else dist.loc
+        return y_pred, kl_loss, loss, dist.scale
 
diff --git a/src/models/modules.py b/src/models/modules.py
index 9bd6b06..352bfcf 100644
--- a/src/models/modules.py
+++ b/src/models/modules.py
@@ -7,7 +7,7 @@ class NPBlockRelu2d(nn.Module):
     """Block for Neural Processes."""
 
     def __init__(self, in_channels, out_channels, dropout=0, norm=True):
-        super(NPBlockRelu2d, self).__init__()
+        super().__init__()
         self.linear = nn.Linear(in_channels, out_channels)
         self.act = nn.ReLU()
         self.dropout = nn.Dropout2d(dropout)
@@ -101,7 +101,7 @@ class LatentEncoder(nn.Module):
         min_std=0.1,
         dropout=0,
     ):
-        super(LatentEncoder, self).__init__()
+        super().__init__()
         self._input_layer = NPBlockRelu2d(input_dim, hidden_dim, dropout)
         self._encoder = nn.Sequential(
             *[
@@ -119,7 +119,6 @@ class LatentEncoder(nn.Module):
 
     def forward(self, x, y):
         encoder_input = torch.cat([x, y], dim=-1)
-
         encoded = self._input_layer(encoder_input)
 
         encoded = self._encoder(encoded)
@@ -153,7 +152,7 @@ class DeterministicEncoder(nn.Module):
         dropout=0,
         n_heads=8,
     ):
-        super(DeterministicEncoder, self).__init__()
+        super().__init__()
         self._input_layer = NPBlockRelu2d(input_dim, hidden_dim, dropout)
         self._d_encoder = nn.Sequential(
             *[
@@ -194,22 +193,21 @@ class Decoder(nn.Module):
         min_std=0.1,
         dropout=0,
     ):
-        super(Decoder, self).__init__()
+        super().__init__()
         self._target_transform = NPBlockRelu2d(x_dim, hidden_dim, dropout)
-        hidden_dim_2 = 2 * hidden_dim + latent_dim
+        hidden_dim_2 = 2* hidden_dim + latent_dim
         self._decoder = nn.Sequential(
             *[
                 NPBlockRelu2d(hidden_dim_2, hidden_dim_2, dropout)
                 for _ in range(n_decoder_layers)
             ]
         )
-        self._mean = nn.Linear(2 * hidden_dim + latent_dim, y_dim)
-        self._std = nn.Linear(2 * hidden_dim + latent_dim, y_dim)
+        self._mean = nn.Linear(hidden_dim_2, y_dim)
+        self._std = nn.Linear(hidden_dim_2, y_dim)
         self.min_std = min_std
 
     def forward(self, r, z, target_x):
         x = self._target_transform(target_x)
-
         representation = torch.cat([torch.cat([r, z], dim=-1), x], dim=-1)
         representation = self._decoder(representation)