From fb86b73fa8669e27867aaf633fb5f6ff192ed074 Mon Sep 17 00:00:00 2001 From: Felix Biessmann Date: Mon, 19 Oct 2020 23:14:02 +0200 Subject: [PATCH] fixed imputation notebook --- example-missing-value-imputation.ipynb | 271 ++++++++++++++++++++++--- 1 file changed, 241 insertions(+), 30 deletions(-) diff --git a/example-missing-value-imputation.ipynb b/example-missing-value-imputation.ipynb index a95d3e6..1d4cc56 100644 --- a/example-missing-value-imputation.ipynb +++ b/example-missing-value-imputation.ipynb @@ -480,7 +480,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -491,7 +491,62 @@ "10/600 (128.95038399999999)\n", "20/600 (247.1644859999999)\n", "30/600 (364.05828299999985)\n", - "40/600 (481.7746539999998)\n" + "40/600 (481.7746539999998)\n", + "50/600 (597.3863729999998)\n", + "60/600 (712.2968919999998)\n", + "70/600 (830.8601899999999)\n", + "80/600 (946.9200179999998)\n", + "90/600 (1064.299728)\n", + "100/600 (1183.652807)\n", + "110/600 (1299.9488820000001)\n", + "120/600 (1419.016525)\n", + "130/600 (1535.5235659999998)\n", + "140/600 (1651.7540009999998)\n", + "150/600 (1769.6829239999997)\n", + "160/600 (1886.949201)\n", + "170/600 (2003.1980749999998)\n", + "180/600 (2119.990336)\n", + "190/600 (2234.308311)\n", + "200/600 (2347.535103)\n", + "210/600 (2464.579509)\n", + "220/600 (2580.85272)\n", + "230/600 (2696.7399729999997)\n", + "240/600 (2811.952384)\n", + "250/600 (2929.799634)\n", + "260/600 (3046.239444)\n", + "270/600 (3161.386165)\n", + "280/600 (3279.209919)\n", + "290/600 (3395.686205)\n", + "300/600 (3514.6062599999996)\n", + "310/600 (3628.9181369999997)\n", + "320/600 (3740.674513)\n", + "330/600 (3851.729827)\n", + "340/600 (3964.7832829999998)\n", + "350/600 (4078.2920860000004)\n", + "360/600 (4192.627105)\n", + "370/600 (4308.574106)\n", + "380/600 (4423.706551)\n", + "390/600 (4540.202371)\n", + "400/600 (4658.135289)\n", + "410/600 (4776.882106)\n", + "420/600 (4893.265773)\n", + "430/600 (5011.229195)\n", + "440/600 (5128.290763)\n", + "450/600 (5245.73539)\n", + "460/600 (5356.286495)\n", + "470/600 (5466.878823)\n", + "480/600 (5576.873489)\n", + "490/600 (5693.5707)\n", + "500/600 (5810.13805)\n", + "510/600 (5925.44573)\n", + "520/600 (6041.249605)\n", + "530/600 (6158.479871)\n", + "540/600 (6274.728888)\n", + "550/600 (6391.598105)\n", + "560/600 (6507.781175)\n", + "570/600 (6624.649098)\n", + "580/600 (6740.840483999999)\n", + "590/600 (6857.101764)\n" ] } ], @@ -508,20 +563,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "def find_result(column, fraction, missingness, results):\n", " for result in results:\n", " corr = result.corruption\n", - " if corr.column == column and corr.fraction == fraction and corr.missingness == missingness:\n", + " if corr.column == column and corr.fraction == fraction and corr.sampling == missingness:\n", " return result" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -570,108 +625,264 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('education', plt, results)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkYAAAGoCAYAAACjeyoDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeZxcVZn/8c+Xfd8lQEICiIigEiAg4AwJAiqbsoMIElBBEZSf4oKCIjAsLjODsgiODquKgALKJkgScAAlLIogiAgJCQQJSNhCgOT5/XFO2TeV2rpTy+3O9/163dftvuvTp251PXXuuecoIjAzMzMzWKzXAZiZmZmVhRMjMzMzs8yJkZmZmVnmxMjMzMwsc2JkZmZmljkxMjMzM8ucGNkiTVLkab0enHt8PvfEbp97MJE0MZfT+F7H0gmS1qtch72OpRuG+utZJOnC/Lee1OtYrHVOjGzQKPyTCUlvSFqzyfYfLmy/SPwjNmtVIUEZ1+tYBhtJq0g6abAlPIUk/Ilex1JmToxssFoCOKjJNoe2cJxH8vTGQkfUf7Pyuaf24NxWHm/Qdx3a4LAK8I08NfI06XWd2fGIrG2W6HUAZgMwFRgJfAz471obSFoN2A14GXgdWK3WdhGxcYdibCoifgn8slfnt3KIiOlAz65D65yIOB44vtdxWP+4xsgGozuBx4DNJW1aZ5sDgaWAq4DZ3QrMzMwGNydGNlhdkucfq7O+svziRgdp1Pha0lhJV0qaJul1SbMkPSrpaklHSlqsavsVJZ0o6R5JL+V9npI0WdK3Jb2zavu6ja8lPVFp/yFpNUn/KelxSXMkTZf0Q0lrN/nbDpX0e0mvSHpe0gRJu1cfv9ExCscaIWle3uedDbZbRtILebsPF5YvLWk/SRdL+qOkmZJekzRF0mWStmwljqpzNW28ntuBhKQLG2yzh6RrJM3Ir9k/JP1K0gca7LNZ/lueyK/JS5L+LulGScdKWq4ff0fdxtfFxruSFs/H/qOkV/Nr+mtJY1o9V39IWkrS0ZJuz+eak1+vH0t6R5N9Pyjp1vyeeVHSXZIOabJPK69Vw8bMSg6QdF1+PSvvl9sk/T9Jq1dtP0LScfl1ezSX64uS7pP0TUmr1DjHRODxwu9RNZ1UWNcs3qUlfT6/T2dJmi3pkfx+X6vOPvNd9/n6nZDfdy/nsv5IvTK0FkSEJ0+DYgIuBAL4GbBB/nkasFjVdhvldVNJyf+0/Pv4GseMPK1XtfyIwroAXiHdlisuW6aw/crAg4V1c4Hn87yy7Iyqc4zPyyfWiOuJvO7gws+vAK8Vjvc4sGqdsvphVSz/BObl3z9XOOa4fpT/pLzPaQ222Ttv8zywVGH57oV45uX1swvL3gAOqXPMibVev0blV9jmpLzNhTXWLQlcWvWazqr6/cwa++1Kuj1b2ea1Gvtt3I9yXa+yX4Nr/lTgxvzz68BLhXPNBrYdwPupUq4LXAPA2sD9VdfQi1Xn3LvOcb9Y9Vr/k773wXcbvJ51X6sa5XFSjXUrAzc3uc6qz3llYd0c4Dnmf8/+DRhRtc8vgGcL28yomo5rMd63APdWXUfFMn4e2KbGfuPz+onAiYXX54Wqa/DYBtfaE/29XhalyTVGNihFxN+B/wOGAztWra7UFl0WEfP6e+z8bf+7+dcfAyMjYvmIWAFYHdgF+CnpH2/F54BNSP8wdweWjojVgGVIidpXSLf/+uv7pA+W7SJieWAF4MOkf4LrUaP9gqTDgE/kX08HVouIVYG1gB8B3yb9U+6vn+T5gQ22qXxTvSoiXi8sfxn4HrA9sEJErBYRywKjSO3ElgAukDRyAHEN1LeAj5I+/PbPca0MrAQcRUo+vlTj2/fZpKTq18DbI2KZvN/KpL/vh6QPuXb6DLAVcECOc0VgM+DPpGvsrHadSNKSwDX5+L8FtiN9CVgJWIf0ei0DXCLprVX7/htwZv71UmCdfO2tTirvzwOj2xVrlcuAnUiJ0OdI1/1qwHKk9+bJpPdS0V+Az5Leo8tGxOqkv20ccDfwVuD84g4RsTfptaj8vlbV9J0W470Y2DzHtD+wfC7jrYAHgFWBqyWtUWf/0aTG3ycCq0fEKqT3+JV5/elKbS2tv3qdmXny1OpEocYo/16p1bm4sI3oqw15R17WrxojYOu87GVg8RZjuz7v8+V+/D3jaV5jNIP0T696/Rfy+r9XLRepJimAC+qc97rC3z2uH/GuRl9NyQI1FMCKwKt5/Q79fG1/lPf7Ro11E2u9fo3Kr7DNSdSohQDeRkps/wGsW2ffA/O+fy4sW7NQdsPadF2vVzlmg2s+gH+rsX7LwvqRbYrnE/l4twFL1tnmB3mbs6uW/zYvvxVQjf3+pxBv9etZ87WqUx4nVS3flb5aog+2qRxWy9fHPBasUa77mrUY778XyuEDNfYbRqoxCuDkOtd9AF+rse+yOe4APtaOsljUJtcY2WD2c9I3870lLZ+XjSXVQkyOiL8M8Lgv5vmSpG+6/dmnYbufAbggIp6rsfzqPF+/8LcDbEH6pw3pG3otZ9ZZ3lBEPA/clH+t1YZhT9I/5emk22798as8f+9AYhuAj5GSyMsj4sk621xJur2yqfrac71MX01hu1/rRm6PiN9VL4yIe0iJP0Ddtl/9dGienxUR9bqxuCzPd64syLUTO+Rfz4z8KV3ltPaEuIBKLfFNEXFjOw6Yr/c7SNfJdu04ZsG+eT45Im6qXhkRz5CST0i1SbW8Ro2nciNiNn3v03ZdE4sUJ0Y2aEXEC6QP1OWBffLilhpdN/FonpYC7syNNjeWpAb7XJ/nn5V0iaRdJK24EDFU3F1n+fTCz8UGopvn+YyI+Fudfe9i4P02VW6n7S9p8ap1lX6lLo8atzCVGpGfKOkOSc9JerPQ6LjSbcE6A4yrvyofdIfmRroLTKSEY8m83boAEfEqfUnfTZJOkDS6Rlm0W73rAPquhVUX9iSSliDVmAKc36BsfpG3Wbew++akJGIesEASB/+6BV4vEV0Y2+T59Q23qkHS1rlB+cO58XIUrsvKAwTtvi63yPMJDba5Nc83qvryU/FQRLxSZ9+2XROLIidGNthVEqBDJC1L+ib2BqkN0IBExFzSh/x0UiPv/yS1RZgp6QpJH6pOkiLiYuAC0gfDwaR/0C/kp1tOVpMnyBp4qU6MxTYsSxZ+rrRHeLreASO1/alVC9WKa0iNwIcB76sszO0gdsq//qR6J0mbAA+R2nlsS7pN8Sqpyv8Z+tp+1PoA6ITK67Ei6W+pN1X+RxafMvsE6XpYEzgFuI/0Wl8n6eCcXLRbzesgq1wLSzbYplWrkb4QQKotrVculets2cK+lXZrsxp8YMP8SX27DMvzfnWWKuk40heFw4C3k9oX/ZN0TT5DX9m2+7qslFWjsqjUBIq+8i7q1jWxyHFiZIPdjaQGz+8DjiZ90N0QEQvV02xETCa1QzmYlHz9nfShsS8pObiuupYgIo4kVV2fTGoXM4fUQPJE4FFJOzPI5RqTa/KvxZ7H9yM1oH4k396p9r+kD697gQ8CK0bEShExLCLWyvtD+hDohsr/vv8XEWphmljZMdd6vBvYi5QM/4XUKH5XUjcSv5e0Qpf+jnYrfiZs3krZ9CzShaTUB9qZpGvubGBT8kMTkRtS09eQuVN/5zIdOq4tBCdGNqhFxJuk2qHFgP/Iiy+pv0e/jj07Ii6LiEMj4q2k2qPTSY0adwE+VWOfByPiGxGxA+kW1x6kJ0yWBy7KT/x0UiUhrFtDJWkpWm87VUulRmgvSUvnnyttjhaoqctPmm1NeqT4QxFxU0S8XLXZsOr9WvBmnjf6cFm5zvJn8nxAT8FFxJsRcXVEHBkRm5DK+4ukb+pb0HyoiLKqPK4O/S+bZ/N8ZTXux6nebal2vJ6jGuxbbR/S/42bIuKYiHgo1xYXDeS6bEWlrBqV8Yg8DzykSFc5MbKhoHI7bUlSNfivGmw7YBHxeER8Fbg8LxrbZPvXI+LX9NWGrE2qheqk+/J8repHqQvew8JVsf+G9AG6MrCbpHWBf8vrFriNRt8/+GcjDX9Ry051ljfyQtXxa9mqzvI78/yDAzjvAiJiRqTHtCuNYRteG2WVG1tPzr/u0s/d7yN9iC9G3/UwH0nrUz8ZaPh65tvX9ToCvSvPd20p0vnPc1+tlbldzza11lHoqqNJ28N67s3zsQ32r9yq/muTW5PWZk6MbNDLt25OIvU9dGxEzFmY4+UalUYqQ4xUakua7VMckmTpulu1x33AlPzzcXW2+dLCnCB/eF6Rf/0I6bF2kZ6webTGLrPyfJikNatXSnoXzQcEruWBPB+uGj1nS/p36j/ldjG5SwdJRzY6iaRVCz8v2eSDcIFrYxC6MM/HS9qs0YbFsslPcVUaDH+pTjl9pcHhKq/nVnXa5H2U+Rt7F1W+HL1fUqvJbuW6fFed9V8j3Zqv5cXCzwv0jt2Cyi26Telr4P0vkobRVyP98wEc3xaCEyMbEiLimxFxXG4EvbB2lXSnpE9K+lfVvKTlJH2S9A8a+h6JBbhF0vckbZ8bgVf22ZS+D5qn6fvn3xH5abBT8q+fknSKpJVyLG+RdAHwAVLD54VRqRnandRwtbis2l9IDUkFXC5pwxzPkpL2JvVWXH1rramImAL8If96YU6wKsfdj9SlQXWHfpV9HwL+K/96rqTTJf2rpkJpeJf3S7qUviQQ0gfZn5WG5tio8uGfz7kPqQNDmP/aGGx+RKqBWQa4Nb8PVqqslLSWpI9KmkTqSLHoJFLCuSPpNRmW91lZ0mmkvsdmUdv/AU+RGn//NNcuVd53R5I6zqz5egI35EnAVZKOUR7OQ8kmkr4rac/CPjfn+W6Sjq/c/svvk2+TOk+t+ZBCfiL2qfzrYbW2aSQibie1jwT4saR9K20Wc5L/G9ITZc/Qxs47rUW96kDJk6f+TlR18NiP/frbweOeheVBSiKep29IjSB1krhEYZ/q4ROqhyJ4Bdix6tzjad7B47gGf9cCseflIvXYXVn/ZiH+eaRG6lOo01Fji2WqwjEqf/PaDbbfi/mHWniR1Dg98nEOps5QBdTp4DGvew99nUoG6UmdynFvJA2lUbPTQGBx4Nyq13oW6ZZO8bWeUNhndNX2r7HgMBJ3Ayv1oyzXq+zb4Jo/qcH+dctnId5ra5IeuS++vs+x4LA436ixb/WQIM/nazBoMCRInetkFukp0yAlbHXLg1RzM5EFY240JMhVNWKtvPb/0+R83yzs+zLpPfsEhaE4muz/FvpuP0aOs3pIkFodqY6nzv+NwjYn0aSzTE/1J9cYmS3oVuAQ4CJSDc+rpCr150jfMj8G7BGp4XfFJ0gNbieQHhmu1Bo9THri5Z0R8dtuBB/pP+PHgcNJH9JzSInMRGC3iDibNOwF9LXrGMg5flZYNDEiGnUR8EtSm4mbScnLkqSE6Duk/m+m1du3SRy/J7Vn+RXpb1kC+Cvpw3k3+hr01tp3bkQclfe/NMezNKmmZCpwLSmJ3Lew21/y7z8gP6ZPKstZpETiGOC9EVG81TLoRMQ/SO2kPkrqeuJZ+m4rPUy6dbU/cEaNfb9Nap80gZQwLEFqt/SxiPhCk/P+Enh/3vclUvJ6P/DxiPh4k31fIF1jhwK3kBKLyvt2EnAs6TUtOoB0e+8vpARMpJqrQyPiEzR2MvBl4E95v1F5aunWWkQ8S+q64jhS+bxBqi17lNRWbdOIuLP+EaxTlLNLM1tE5EbZfyMN77FizD+mmZnZIs01RmaLnkrj69ucFJmZzc+JkdkQJOl/c4PO1QvL1pd0LqkBLKT2HmZmVuBbaWZDkKRpwPD86yukBqXFR49PjYgTux6YmVnJOTEyG4IkfYTUP8rmpN57lyM1oL0TODcibm2wu5nZIsuJ0SCxxhprxHrrrdfrMMzMzIaEe+65Z2ZEvKV6eSdGgbYOWG+99Zg8eXLzDc3MzKwpSVNqLXfjazMzM7PMiZGZmZlZ5sTIzMzMLHNiZGZmZpY5MTIzMzPLnBiZmZmZZU6MzMzMzDInRmZmZmaZEyMzMzOzzImRmZmZWebEyMzMzCxzYmRmZmaWOTEyMzMzy5wYmZmZmWVOjMzMzMwyJ0ZmZmZmmRMjMzMzs8yJkZmZmVnmxMjMzMwsc2JkZmZmljkxMjMzM8ucGJmZmZllTozMzMzMMidGZmZmZpkTIzMzM7PMiZGZmZlZ5sTIzMzMLHNiZGZmZpY5MTIzMzPLnBiZmZmZZU6MzMzMzLIleh2AteiRR2DcuPmX7b8/HHUUvPoq7LrrgvuMH5+mmTNh330XXP/pT8MBB8CTT8Ihhyy4/gtfgD32SOc+8sgF159wAuy0E9x/Pxx77ILrTzsNttsO7rgDvvrVBdf/93/D6NFwyy1w6qkLrj//fHj72+FXv4LvfnfB9ZdcAuuuC5dfDuedt+D6K6+ENdaACy9MU7Xrr4flloNzz4Wf/3zB9RMnpvl3vgO//vX865ZdFm64If18yinw29/Ov3711eGqq9LPxx8Pd945//oRI+DSS9PPxx6byrBoo43gggvSz0ccAX/96/zrR49O5Qdw8MEwbdr867fdFk4/Pf28zz7w3HPzr99xRzjxxPTzLrvA7Nnzr999dzjuuPRz9XUHvvZ87aWffe0tuN7XXvp5MFx7dTgxGkLWvuv3zJjzWt+CSZPgsMPq7zBpEhx4YN3Vaz3wZ55+bmYbI5yfNt+88QYbb/yvH2Ps2I7FUY+kZhsAECef3IVoqk591llw1ln1N5g0Cc44A4DYe+8uRWVmNvgpInodg7VgzJgxMXny5IbbNP0gH4B2Xh/tjq+dsY1adwRTp01vy7FGjhjOlCenNd+wzSS1tUzMzIYySfdExJjq5W5jNIREREtTf7ftVHwL+7e1U7uSonYfC2DtdYYjqekENN1m7XWGtzU2M7OhxrfShrh6tTS1lne7tqFMtRtliqXajKefYuS49twOmzrxF205jpnZUOXEaIgr8we+mZlZ2fhWmpmZmVnmGiOzQWAw3QLrTyP7btdoljk2MysHJ0Zmg0BZ2xiNGj6CqU8NvLF5daIycp3hTJneuSf6aiU7fprPzIpKnxhJOgj4NPBuYHHgYeB/gfMiYl4/j7Uq8EVgD2AD0t8/A7gN+G5E3F+1/XrA4y0efmxE3FbY9yTgGw22nxMRy7Qau1kZTX1qOn8b375+nDa88OttO1Z/umBopSapV90wmFl3lToxknQOcBTwGvBb4A1gR+BsYEdJ+7aaHEkaCdwOjARmAhPycUcDBwMHSjowIq4q7PYycFGDw24CbAW8BNxTZ5s/AvfXWP5GK3Gb2cBMnTadKT/5ctuON+qgM9t2LDMrr9ImRpL2ISVFM4DtI+LRvHwYKanZCzgGaND973zOICVF1wP7RcSr+XiLAV8n1e6cL+naiHgDICJmAuMbxHh9/vFnEfFKnc2ujoiTWozRbNBpZy1PuzmZMbP+KvNTacfn+ZcrSRFARDxDurUG8JWc2LRihzw/tZIU5ePNA04BZgOrA29r5WCShgMfyL/+qMUYzIaUMncqOnJEezuzbPfxzKycSlljJGkEsCXwOnBF9fqImCRpOjAc2Aa4o4XDzmmyvvIfudXBwcaTEssHI+L3Le5jZl3SansgN742s6JSJkZAZXTRByNidp1t7iYlRpvTWmJ0I3AkcIKk4q00AScCywHXRsQ/WoxxfJ43qy3aQtKZwKrA88Dvgesi4vUWz2OLuLXWXqdtT5OttfY6bTnOYFXmnuDNrBzKmhitn+dTGmwztWrbZk4gJVG7AlMk3UWqRdoMGAVcSmrT1JSkscCGpBqtS5psvkeeiqZJOjgiJrUYuy3Cnm7xcXjXfDTn8jGzZsqaGK2Q5/UaNEN6YgxgxVYOGBEzJb0POAc4FNi9sPoRYFJEvNRifIfn+bW5gXYtj5HaSd1AeuR/KeBdpEbeY4HrJW0bEX+qdxJJRwBHAAwbNoyJEye2GJ4tqspwjeywww41l9eqlZkwYUKnwzEz65eyJkZtJ2lj4FpSInUIcAupwfWWwLeBH0raLiIOr38UkLQSsG/+9cf1touIWjVJE4AJkq4E9gFOY/4ErfoYFwAXAIwZMybGjRvXKDQzynCNuFbGzAazsj6VVqkNWr7BNpVapaa1PJKWAK4i3f7aOyIujYgZETErIm4FdgaeAQ6TVPvrbp8DSe2RpgE3NTt3HZUe8XaWtOQAj2FmZmZtVtbE6Ik8H9Vgm3Wrtm3kPaTOGB+PiDurV0bE86RbXgA7NTlWpUbpwv72vF3wcJ4vBawxwGPYIkzSAlOj5WZm1pqy3kq7L883lbRsnSfTtqratpGReT6rwTYv5Plq9TaQtAkpyQrSsCQDtXrh55frbmVWh29XmZl1RilrjCLiSeBeUo3KftXr81NhI0i9Yi9QA1TDU3m+saRV6myzTZ43Ghvt43k+ISL+3sJ569k/zx/pR4NvMzMz67BSJkbZ6Xl+pqQNKwslrQmcm389o3g7S9LRkh6WdHHVse4kJUfLAj/KDagr+ywm6QRSYvQmqS3SAnJboIPzrw37LpI0UtJBkpauWi5JhxT+tv9qdBwzMzPrrrLeSiMirpR0Hmn4jwck3ULfILIrAVeTBpMtWgN4O6kmqXis1yWNB64B9gbGSrqb9FTaaFJfSPOAYyPisToh7Q6sSbrl1qy3vdWAy4AfSLqXlJStCGxKX79LZ0fE+U2OY2ZmZl1U2sQIICKOkvQ74DOkvn8WJzVc/jFwXn8aP0fEzZI2Az4PvA8YR6oxewb4GXBWRNzV4BCVRtc/iYjXmpzuSVIXAFuRnoTbOp9rBnA5cEF+Gs7MzMxKRG7EOTiMGTMmJk+e3OswzMzMhgRJ90TEmOrlZW5jZGZmZtZVTozMzMzMMidGZmZmZpkTIzMzM7PMiZGZmZlZ5sTIzMzMLHNiZGZmZpY5MTIzMzPLnBiZmZmZZaUeEsTMbFEhqeVtPWKBWec4MTIzK4FayY6k0iRBrSZuZYnXbKB8K83MrMvWXmc4kppOQEvbrb3O8I7HHBHzTbWW9SopaqWM+lMjZ4s21xiZmXXZjKefKvXxBpuy17bZ4OLEyMysB0aO27ttx5o68RdtO1bZjVp3BFOnTW9p22a1RCNHDGfKk9PaEZYNIU6MzMy6bK2112lrMrPW2uu07VgAo4aPYOpTzZOPVm5PjVxnOFOmty/5mDptOlN+8uW2HGvUQWe25Tg2tDgxMjPrsqdbSDqgd7eDpj41nb+NP7ktx9rwwq+35Thm3eLEyMysBOrVvtRa7rYzZp3jxMjMrASc7JiVgxMjMzMbVNw2yDrJiZGZmQ0qbnxtneQOHs3MzMwy1xiZmdmgMXLE8LbV9Iwc0fkew23wcWJkZmaDRq0OGT2Om7WTEyMzM1vAYOp/yAmPtZPbGJmZ2XxGtnFQ2nYey6wbXGNkZmbzaWUIDw/SakOVa4zMzMzMMidGZmZmZplvpZmZWVO1nvzyOG42FDkxMjOzppzw2KLCt9LMzMzMMidGZmZmZpkTIzMzM7PMiZGZmZlZ5sTIzMzMLHNiZGZmZpY5MTIzMzPLnBiZmZmZZU6MzMzMzDInRmZmZmaZEyMzMzOzzImRmZmZWebEyMzMzCxzYmRmZmaWlT4xknSQpNslzZL0sqTJkj4jqd+xS1pV0mmSHpD0iqQ5kqZIukTS6Dr7nCQpGkyvdSt+MzMz66wleh1AI5LOAY4CXgN+C7wB7AicDewoad+ImNfisUYCtwMjgZnAhHzc0cDBwIGSDoyIq+oc4o/A/TWWv9GN+M3MzBYVklreNiLaeu7SJkaS9iElFTOA7SPi0bx8GCmp2Qs4BjirxUOeQUqKrgf2i4hX8/EWA74OfAM4X9K1EVEr2bk6Ik7qYfxmZjbI9PIDvpmyxNafOFrdf2HiLfPtnOPz/MuVpAIgIp4BPp1//Uo/bkntkOenVpKifLx5wCnAbGB14G0LFXWfdsdvZmYlJmmBqZv7D9bYRo4Y3rZjteN4TWuMJI0Dtgdeioj/auWgkj4PrADcGhG/629QkkYAWwKvA1dUr4+ISZKmA8OBbYA7WjjsnCbrK+nlzH6EWlOH4jczsxKrVUtRllqZMsc25clpHTv2QDSsrZC0DHAp6TZTfyJ/EjgJuEjSkgOIa/M8fzAiZtfZ5u6qbZu5Mc9PkLRcZaHSlXEisBxwbUT8o87+W0g6U9IFks6QtJekpboYv5mZDTIR0fLk2MqhWY3RPsA6wISIWKDmo56IuELSUaSapr2An/czrvXzfEqDbaZWbdvMCaQkZFdgiqS7SLVImwGjSAngUQ323yNPRdMkHRwRk6qWdyJ+MzMz67BmidGepFtMZw/g2N8HxpKSq/4mRivk+SsNtnk5z1ds5YARMVPS+4BzgEOB3QurHwEmRcRLNXZ9jNRe6AbgcWAp4F2kWrSxwPWSto2IP7U7fklHAEcADBs2jIkTJzY4nJmZmS2sZonRlnl+ywCOXdlnzAD2bTtJGwPXkhKRQ0jxzSb9jd8Gfihpu4g4vLhfRFxS43ATgAmSriQlfqcxf6LVFhFxAXABwJgxY2LcuHHtPoWZmZkVNHsiak1So+taNSkNRcSLwEvAsAHEValNWb7BNpVamaaxSVoCuArYENg7Ii6NiBkRMSsibgV2Bp4BDpO0Q6NjVTk5z3euakvV1vjNzMysO5olRmphm2b7D+SZvifyfFSDbdat2raR9wCbAI9HxJ3VKyPiedKtMoCdWgsRgIfzfClgjcLySkztit/MzMy6oFnSMxNYXtKq/T1w3mcFBvb4+315vqmkZetss1XVto2MzPNZDbZ5Ic9Xa+F4FasXfn658HO74zczM7MuaJYY/THPPziAY++a539quFUNEfEkcC+pJma/6vWSxgIjSL1KL1ADVMNTeb6xpFXqbLNNnj/ej1D3z/NHircbOxC/mZmZdUGzxOgG0q2wEyQt3epB87ZfIz3Rdt0AYzs9z8+UtGHh2GsC5+ZfzyiONSbpaEkPS7q46lh3kpKjZYEfSVqpsM9ikk4gJUZvktoiVdaNzIPAzve3KzmkEGOtji/7Hb+ZmZn1VrOn0i4kdX64MXCFpI82a4gtaQXgJ3mfZ4CLBitXu44AACAASURBVBJYRFwp6TzS8BkPSLqFvkFYVwKuZsFuBNYA3k6qiSke63VJ44FrgL2BsZLuJj2VNprUl9A84NiIeKyw62rAZcAPJN1LSq5WBDalr/+hsyPi/DbFb2ZmZj3UsMYo99p8JKnmZzfgQUlfkLRR9baSNpJ0HPBg3nYecGSDnp+bioijgI+SbkuNBT4A/A04GtgnIub241g3kzpz/AHwHDAux7kE8DPgvRFxTtVuT5Ie5b8HeCupX6edSeV2ObBjRBzTjfjNzMys89RKV9+5tuU8YGn6xhSbA/wz/7xqXgfp1tsc4DMR8eN2BrsoGzNmTEyePLnXYZiZmQ0Jku6JiAX6WmzpUfyIuJD0yHulvZCAZYC187QMfY/lXwds46TIzMzMBptmbYz+JQ95sYekdUi3od5B3+PqzwF/IQ2rMb3dQZqZmZl1Q8uJUUVEPEVqXG1mZmY2pCxMr9ZmZmZmQ4oTIzMzM7Os4a00SX/vx7Fmk9oa3Qf8IiImLUxgZmZmZt3WrI3RegM45nuBoyX9BvhoHqDVzMzMrPSaJUbf7MexliM9ur8tqTPE9wNXSxrnYS/MzMxsMGiYGEVEfxKjf5G0J3AJqfboAOCnAzmOmZmZWTd1pPF1RFwNfJHU6eNHOnEOMzMzs3br5FNpPyENH7JlB89hZmZm1jYdS4wi4kXgBfp6xzYzMzMrtU73Y7QU8HqHz2FmZmbWFh1LjCRtBCwPTOvUOczMzMzaqZM1RieQ2hjd1sFzmJmZmbVNWxMjSUtI2k7SVcDBpMTo3Haew8zMzKxT2jkkyLLAalXHPDEi/jSQwMzMzMy6rRNDggA8DpwQEe7Y0czMzAaNdg4J8hp9g8jeGxEx4KjMzMzMeqAjQ4IUSVop92lkZmZmVmodeSpNyQcl/RR4qhPnMDMzM2u3ZrfS+kXSpsChwEeBtUhjpfmWmpmZmQ0KC50YSVodOIiUEG1eWQy8AdwKXLWw5zAzMzPrhgElRpKWAPYgJUO75ONUaod+DVwB/CoiZrUpTjMzM7OO61diJGkMKRk6kNRnUSUZuh3YPm92iBtbm5mZ2WDUNDGStDZwCCkh2piUDAE8AFwG/DQinpQ0r2NRmpmZmXVBs56vbwLeR3p6TcBU4KfAZRHx586HZ2ZmZtY9zWqMdibdKvsJcH5E/K7zIZmZmZn1RqttjD4MIGkF4OaImNu5kMzMzMx6o1kHj3sB1wBLk/omug54WtL3JW3X6eDMzMzMuqlhYhQR10TE3sA6wOdI46CtAXwGuF3S3yWdmjt2NDMzMxvUWhoSJCKei4jvR8QY4J3Ad4AZwHrA8cCfCpuPbHeQZmZmZt3Q77HSIuKhiPgSsC6pc8crgDl5tYA/SrpX0gmS3tG+UM3MzMw6a8CDyEbEvIi4KSIOJI2L9ingDlJyNBr4JvBnSQ+1JVIzMzOzDhtwYlQUES9GxAUR8W/ARsB/kPo8EvD2dpzDzMzMrNPakhgVRcTfIuLEiFgf2BG4uN3nMDMzM+uEAQ0i26qImABM6OQ5zMzMzNql7TVGZmZmZoOVEyMzMzOzzImRmZmZWebEyMzMzCxzYmRmZmaWOTEyMzMzy5wYmZmZmWWlT4wkHSTpdkmzJL0sabKkz0jqd+ySVpV0mqQHJL0iaY6kKZIukTS6xvaLSdpO0qmS7pD0T0lvSHpG0vWS9mxwrpMkRYPptf7Gb2ZmZp3V0Q4eF5akc4CjgNeA3wJvkHrTPhvYUdK+ETGvxWONBG4HRgIzSR1PvkYa1+1g4EBJB0bEVYXdNgD+L//8PPAH4J95+S7ALpIuBA6PiKhz6j8C99dY/kYrcZuZmVn3lDYxkrQPKSmaAWwfEY/m5cNISc1ewDHAWS0e8gxSUnQ9sF9EvJqPtxjwdeAbwPmSro2IStISwK3At4GbI2JuIb6xwHXAeOA24H/rnPfqiDipxRjNzMysh8p8K+34PP9yJSkCiIhngE/nX7/Sj1tqO+T5qZWkKB9vHnAKMBtYHXhbYd1jEbFjRNxYTIryukmkZAtSjZOZmZkNcqVMjCSNALYEXgeuqF6fk5LpwFrANi0edk6T9ZVbYTNbPB7AfXk+oh/7mJmZWUmVMjECNs/zByNidp1t7q7atpkb8/wESctVFkoScCKwHHBtRPyjH3FWapeebrDNFpLOlHSBpDMk7SVpqX6cw8zMzLqkrG2M1s/zKQ22mVq1bTMnkJKoXYEpku4i1SJtBowCLiW1aWpJTq4+m3+9qsGme+SpaJqkg3PNl5mZmZVEWWuMVsjzVxps83Ker9jKASNiJvA+4CJgDWB3YB9gQ+DvwKSIeKkfMZ5LSsoeAi6osf4xUjup0cDKwFvy+SeRbr1dL+nd/TifmZmZdVhZa4zaTtLGwLWkROoQ4BZSg+stSU+d/VDSdhFxeAvHOhE4FJgF7B8RC7RfiohLauw6AZgg6UpSUnYaKUGrd54jgCMAhg0bxsSJE5uFZmZmZguhrIlRpTZo+QbbVGqVmtbySFqCdLtrQ+C9EXFnYfWtknYm1fwcJumSiJjQ4FifB07OMe4SEQ82O38NJ5MSo50lLVnoHmA+EXEBuTZqzJgxMW7cuAGcyszMzFpV1ltpT+T5qAbbrFu1bSPvATYBHq9KigCIiOeBG/KvO9U7iKRjgO+Sapp2r3WsFj2c50uRbuuZmZlZCZQ1Mao8Br+ppGXrbLNV1baNjMzzWQ22eSHPV6u1UtJngO+Resv+0EI2nF698PPLdbcyMzOzriplYhQRTwL3kmpU9qten3udHkHqFbuVWpun8nxjSavU2abSH9LjNc73KdIwJHOAPSPilhbO2cj+ef5IPxt8m5mZWQeVMjHKTs/zMyVtWFkoaU3SE2EAZxTHSpN0tKSHJV1cdaw7ScnRssCPJK1U2GcxSSeQEqM3qXr0XtIn8/nmAHtFxE3NApc0Mg9+u3TVckk6pPC3/VezY5mZmVn3lLXxNRFxpaTzSMN/PCDpFvoGkV0JuJpUi1O0BvB2Uk1S8VivSxoPXAPsDYyVdDeprdBo0mP384BjI+Kxyn6SRgPnAyLVJB0g6YAa4c6MiOMKv68GXAb8QNK9pKRsRWBT+vpdOjsizm+9RMzMzKzTSpsYAUTEUZJ+B3wGGAssTmq4/GPgvGJtUQvHulnSZsDnSf0JjSPVmD0D/Aw4KyLuqtptFVJSBLBxnmqZAhQToydJXQBsRXoSbut8rhnA5cAFEXFrq7GbmZlZdygimm9lPTdmzJiYPHlyr8MwMzMbEiTdExFjqpeXuY2RmZmZWVc5MTIzMzPLnBiZmZmZZU6MzMzMzDInRmZmZmaZEyMzMzOzzImRmZmZWebEyMzMzCxzYmRmZmaWOTEyMzMzy5wYmZmZmWVOjMzMzMwyJ0ZmZmZmmRMjMzMzs8yJkZmZmVnmxMjMzMwsc2JkZmZmljkxMjMzM8ucGJmZmZllTozMzMzMMidGZmZmZpkTIzMzM7PMiZGZmZlZ5sTIzMzMLHNiZGZmZpY5MTIzMzPLnBiZmZmZZU6MzMzMzDInRmZmZmaZEyMzMzOzzImRmZmZWebEyMzMzCxzYmRmZmaWOTEyMzMzy5wYmZmZmWVOjMzMzMwyJ0ZmZmZmmRMjMzMzs8yJkZmZmVnmxMjMzMwsc2JkZmZmljkxMjMzM8ucGJmZmZllTozMzMzMMidGZmZmZlnpEyNJB0m6XdIsSS9LmizpM5L6HbukVSWdJukBSa9ImiNpiqRLJI1usu8HJf1G0vOSXpX0Z0lfk7R0k/3eI+mXkv4h6TVJj0r6lqSV+xu/mZmZdVapEyNJ5wCXAWOA24GbgY2As4Er+5McSRoJ3A8cD6wFTAB+BbwBHAzcLWmfOvt+CbgBeB9wL3AdsCZwKjBR0nJ19vsI8H/AnsBfgWuApYAvApMlrdlq/GZmZtZ5pU2McpJyFDADeHdE7B4RewFvA/4C7AUc049DngGMBK4HRuXj7UtKtL4JLAGcL2nJqjjG5H1fBd4bETtFxH7ABsBtwDbAf9SIfwTwI0DAnhHxbxFxAPBW4HJgQ+D8fsRvZmZmHVbaxIhUswPw5Yh4tLIwIp4BPp1//Uo/ao12yPNTI+LVwvHmAacAs4HVSYlX0VdIyc2ZEfH7wn4vA4cB84CjJK1Std+xwLLARRFxTWG/N4EjgBeBPSVt0mL8ZmZm1mGlTIxybcuWwOvAFdXrI2ISMJ10S2ybFg87p8n6yPOZhTiWAnbJv15WI46/A3eSbo/tWrV6zwb7vUi6jVfczszMzHqslIkRsHmePxgRs+tsc3fVts3cmOcnFNsESRJwIrAccG1E/KOwz9vz8ucj4rFW45C0EumWWXH9wsZvZmZmHbZErwOoY/08n9Jgm6lV2zZzAikJ2RWYIukuUi3SZsAo4FJSm6ZacUylvlpxrJfnL+TaoVb3MzMzsx4qa2K0Qp6/0mCbl/N8xVYOGBEzJb0POAc4FNi9sPoRYFJEvNSmONoSv6QjSO2RGDZsGBMnTmxwODMzM1tYZU2M2k7SxsC1pETkEOAWUoPrLYFvAz+UtF1EHN67KOcXERcAFwCMGTMmxo0b19uAzMzMhriytjGq1KYs32CbSq1MdS3PAiQtAVxFekR+74i4NCJmRMSsiLgV2Bl4BjhM0g6FXQcaR1vjNzMzs+4oa2L0RJ6ParDNulXbNvIeYBPg8Yi4s3plRDxP6sARYKcacYzsZxyVtlGr5IbYre5nZmZmPVTWxOi+PN9U0rJ1ttmqattGKonNrAbbvJDnqxWWPUy63baapLcuuAsAW1fHERGzgMpTbFstsEed/czMzKy3SpkYRcSTpKE3lgL2q14vaSwwgtQr9gI1QDU8lecb1+iIsaLSH9LjhThep68m6aM14tgA2JbU39J1VasrnTrW2m8lYI/86y+bBW9mZmbdUcrEKDs9z8+UtGFlYR5f7Nz86xm55+rKuqMlPSzp4qpj3UlKjpYFflS8vSVpMUknkBKjN0ltkYrOIHX++GVJWxf2WwH4MakMz42IF6r2+29SbdOhkj5U2G8J0lAgKwFXR8RDzYvCzMzMuqG0T6VFxJWSziMN//GApFtIA77uSE4qSIPJFq1B6pRxRtWxXpc0nlSLszcwVtLdpMRlNKkvoXnAsdUdOUbE3ZK+ApwJ3CHpVtJtt7GkgWR/D3ytRvxPSvo4cAlwtaTfkZKzbUhtp/4GHDmAojEzM7MOKXONERFxFOlW1L2kROQDpITiaGCfiJjbj2PdTOrM8QfAc8A4YDdScvgz0gCx59TZ91ukoUEmkNoM7UEaOuQEYGxx7LWq/X4KvJfUTcA7SAPfvknqHmBMVS/bZmZm1mOKiOZbWc+NGTMmJk+e3OswzMzMhgRJ90TEmOrlpa4xMjMzM+smJ0ZmZmZmmRMjMzMzs8yJkZmZmVnmxMjMzMwsc2JkZmZmljkxMjMzM8ucGJmZmZllTozMzMzMMidGZmZmZpkTIzMzM7PMiZGZmZlZ5sTIzMzMLHNiZGZmZpYpInodg7VA0rPAlDYdbg1gZpuO1W5ljg3KHZ9jGxjHNjBljg3KHZ9jG5h2xzYqIt5SvdCJ0SJI0uSIGNPrOGopc2xQ7vgc28A4toEpc2xQ7vgc28B0KzbfSjMzMzPLnBiZmZmZZU6MFk0X9DqABsocG5Q7Psc2MI5tYMocG5Q7Psc2MF2JzW2MzMzMzDLXGJmZmZllTozMzMzMMidGZmZmZtkSvQ7AukvS8sA7gAD+EhGv9jikQcNlZ93k623gylx2ZY6tzLpZbq4xWkRIWlzSd0m9hv4e+AMwU9J/9DayRNIWki6T9GdJD0i6SNK7ex0XlL/sACS9TdK+kvaRtEGv46mQtIek/5P0sqSXJE2S9IFex1VRxnIr+/Xm9+rAlDk2KO/r2pNyiwhPi8AEnAbMA34HfAs4B3gKmAt8qcexvR+Yk+P7B/By/vlVYFuXXcPYlgOuyrEUp8uAJXsc20G53F4i/TN7MMf2JrC7y21QXm9+rw7N2Er7uvai3Hr2x3rq7gQ8B5xdtWwV4EngsR7H9ifgfmDDwrID8ht1ksuuYWzn50TjEuAo4IvAffmfxpk9ju0x4BZg5cKybXKidLfLbVBeb36vDs3YSvu69qLcevbHemrzCwn/ASxdZ92yOePerca6K4A5HY5tkwbrlsqx7V1j3bXAq4ty2bUQ+4vAyTXK9BFgWofPvXODdcvkcvtQjXW/AGYvwuVW2uvN79UhG1tpX9cylpvbGA0dXwIekLRj9YqImA08D+xSXC5pZdI3+Gkdju0+SadIWrrGujfztHqNdasDr3U0sqS0ZZfv+a9RZ92ywAqk21T/EhGvAw+QRqLupJskXSJpgdGpSd80XwM2LC6UJGADUmLSMSUvt9Jeb/i9OlRjK/PrWr5y62Qm6Kl7E7AlcA/pVsBFwOpV6yv3aScBZwLfzxfVXOD4Dsf238AbpG/jO9RYfyOpYd1hpKcOtgTOzrFdvoiX3UukquTD66yfDvwMWKywbCTwLPBQh2M7lpTgzAQOq7H+58ArwDdJ/9j2IX0DnQv8cBEutzJfb36vDs3YSvu6lrHcOnoRe+ruRHrK8P/lD6tngUML6xYHzqKvgd28/KH19S7FVrz4Lyxe/MBbganM3wh2HvAwsO6iXHbAusDV+ZwTgY2q1v+/vO7vwOXAr+hrOPnJLsc3oRgf8Bbg3ryu+Lr+FlhlES+3Ul5v+fx+rw7N2Er7upat3Dr+Ynjq/pQ/FK4pfAgVG9StCGwNbEqd+7odjKv64v9YVVyfAs4Fvg0cQg+eDipx2e2V/3HNBr5RLJtcpk8V/mk8VizbHsT39Up8+TX/AKm6/DPAv7vcBsX15vfqEIyt7K9rWcqtqxeLp+5OwN6klvuvAicAS/Q6phxX8eK/pXjxl2UqY9mR2sWcRWoP8BCwfdX6NYEVehzf9wrxdTUJGqzllmMo3fWW4/J7dQjGVvbXtdfl1vMC8NThF3j+D6s/A+/tdUyF2IoX/9fK8k+j7GUHjCHdopoL/A+waq9jahDfD8sS3yAot1Jebzk2v1eHZmylfV17WW49/+M9deBFTRfUGlXLtiL10/ImqQ+XlXsRW51Yixf/diWIp/RlR6oS/zypkfEzwEG9jqlBfDOAj/Q6pjKW22C53gqx+r06yGMr8+talnLr+YviqY0vJuxHety40njuReBSYGRevxjwhfyh8DRwQBdjWzmf+0rg16QnC3YqrC9e/D/o9j+NMpddPv/iwDtJtR7FRpMjSU96zQNuAtbvclzr59dycv6n+ivgE4BqxHcjsJ7LrdzXm9+rQza20r6uZSu3rl3Mnjo7AR/J/+Rfy//of5ov8nmkR5OrPxR+ldddD4zqcGzFJx7mFaa5wGWF7aov/v0X9bLL5zyO1JdH8YmR24HNC9vsQ6oSfwX4MrB4F+LaAphF39ABT+d/qnNJj9YuXhXftBzfl7oUX1nLrbTXm9+rQza20r6uZSy3jl/InrozkcahepaqRnTAMfkiOq7GPvvmC+/lDsdW+Wb+dWBtYGlgNKnR31xgn6rtRxUu/usW8bL7HH3jF50PnE56DP0N4AUKj9KSntr4Pik5+SPwng7HNgF4HfgYfTVEq5KG2ZhL4ZHbQnxn5/juX4TLrczXm9+rQzO20r6uZSy3jl7Enro3kbLtK2ssXyFfXD+os99KwPc7HNtLwE01lq+dY6t5/nzxd3R4hkFQdn8jfdOr7vRs3xzbCTX22ZpcJd7h2F4Frq2xfLUc27l19tsauHcRLrcyX29+rw7N2Er7upax3DwkyNDxFLBV7iq96AOF9QuIiBcj4piORpa+iS9XY3ll2dxaO0XElaReWDutzGU3AvhDRDxXtfzGwvrquP5AalPz5Q7H9nKt85OquyHdnlpAjm+rTgWVlbncyny9+b06cGWOrcyva+nKbYlOHNR64lzgW8DDkq4G/glsDOxG+oC6qIex3QTsJ+kHwP8WYvsmEPR9WC0gIl7qQnxlLrvHge0lrRcRTxSWjyeV3d9r7RQRc4Hvdji2XwKflHQ9qYwq5fb5HNsv6u2Y4+ukMpdbma83v1eHZmxlfl3LV26drCLz1N2J1K7iWeZvXHcnsHWP4xpG6oq+ODTEXNK3mG/3utxKXnYfo69x8w3ATwplOYOqR1u7HNsKpOSoesiPF4GjXW6D8nrze3UIxlb217Vs5VZpMGlDhKTFSQ3nVgeeiIhnexzSv0jak/Qk0+rAE6RGfQ/1NKiCspadpA8DJ5O6wl+M9GH/a9IAio/3MjYASaOZ/3WdEBEzexoUg6LcSnm9gd+rC6PksZX2dS1TuTkxMhskJC1JGny1NP9oBwOXm5n1hxMjMzMzs8yNrxdxkg4HRkTEyb2OpZqkYaRRlKf2OpZaell2kpYj9b8D8FJEvNrtGKriWQnYFdic1Bv2v2IjVdnfR6q2f7EnAWYlLLcPAnvSuNx+GRF1G8d2OL5tGsUWEXf2Ii4od9lJ2oH0qPuWObaVSO1mnif18Pwb4KKI+Ge3Y8vxbdUgtgm9ql0tTbn1utGVp95OpAZuc3sdR4PYOtqnzGApO2AZ4FOkp0eeYf4GlHNJHRneBBwJLNPFMliG9BTXbOZvgF3du+7cvM13ehBfGcttQ+DuOuVVq/zuposjoJM615teVVbVr+dcUm/mR5PvPizqZUfqBuK2Bu+FYlyzgI93q9xyfB8nJY3V74PiNIfUSeuwLsZVqnLzrbRFnKRKy//Fex1LtTLHBt2LT9K2wM+BdQA12TxIH2gHRIe/zUtaitT79Tb5vHeSPoSmkvo4gvTk2rqkzhO3JcV/FzAuIt7ocHxlLbe1SD1svwV4DPgZjcvtQNKQDv8ANouIZzoYm4ArgL1IZTa9QWxbkT7QglQzs2+n4irEV+ayWyXHti4pCb8DmJnPP5b0oX4iqef17Ukj2y9D6mz09E7FVYjvx8Ch9L0XXgeWKvx8PenptdHAsjn2nSLiTx2Oq3zl1s1s1VP5JspfY1TK2LoVH/A20j/8ecCtpG987wZWId0KXyL//K68bkLe9iU6/C0Z+Go+10RaGIQV2CBvOxf4yiJcbufmc30LWKyF7RcDvp33OafDsR2Vz/MgsH0L24/N284FPtXJ2AZB2X0rn+dCYLmqdZuQ+tZ6vLIOWC+X3RvAFh2O7eAc2+Ok8QFXzMtHAKeREqOf5mUrkDo5nUNKjFdc1MrNNUZDhKSBZvVvJd1C6Fith6TPD3DXz5LGtOp0jUyZy+5i0j+1YyLinBb3ORr4HnBJRBzawdgeIH1z3yBabKsjaXnSN/1nI+JdHYytzOX2BPBKRGzaz/0eBJaPiPU6EVc+x92kpPJt0WI7E0lrAn8FHo2IjvZoXvKye4RU0/LWqFEbKmlXUncRh0fEhXnZO0htZy6NiPEdjG0SqVf3LSLikRrrTwROAnaIiNvyso8DPwS+ERGndDC20pWbE6MhQtI8UpV2s1sGtUSHP9wrsfV7VzocG5S+7KYDT0fEmH7udzewTkQM70xkIOkV4NcRcUA/97sc2D0ilu9MZKUvt9eAX0TEQf3c7yfAXhGxbGciA0kvAb+JiH36ud9VwPsjYsWmGy+EkpfdbOCGiNi7zvqVSLeDzo6IzxaW30G65tbrYGzPkwZufl+d9esCU4AzIuKrheVPAP+MiM07GFvpys1PpQ0dL5KeytidOmNU1XEuqfv1TppLqtK+lFRl2qrdSJ19dVqZy251YNIA9nsUeGebY6n2GrDqAPZbJe/bSWUut+dItTL99TbScAmdNBdYcgD7LUmd8bbarMxlN5vG/69Wy/PqL2CPk56s66RlSI2W66kM+7Fa1fLJwM4diahP6crNidHQcQ8wDnghIu5odSdJ3Xh8+iHSh81ptapx68mNm7uRGJW57GYAmw1gv81IDRk76R5gnKQxETG5lR3yY8LvI7X76aQyl9sE4COSPh0R57Wyg6SjSI8wX9bRyNLtiR0lbRARNceTqybprcBOpOuh08pcdn8EtpH0zoj4c431nyTVTP+lavnKpF7ZO+kJ4D2SlomIWl9KxuX501XL5wKdfvildOW2WCcOaj1xd57369ZBl1Ri27KnUdRX5rK7AdhY0hn5iaGGlJxJqsm6vsOx/Sfpy9UESV+TtH6DuNaXdAIpIVqMzg/UWuZyO5lUY3a2pJslHSbpnZJWlLRYnlbMyw6TdAvwfdKHQKf7zDqP1N7jNkkflbR0vQ0lLS3pYNJj1ksDLbXlWkhlLrsLSOVwo6SPSRqey+gdks4iNWh+Dbiyar+3kW5jddI1wFrAhaoaxV7SFsDZ1B5MtvKkWCeVr9w62drcU/cmUqdY80idX/Vnv3NJHXp1MrZP5dj+s5/73UUXnkoredmtTXp0dS7wCGk07N1JT1NtkKd35WXfzNtU+udZqwtl9yXm7wPlWVLNwW15uicvK25zXBfiKnu5jSV9O6/uF6jWNA94ihaeEmtTbOcU4ppNup1yFXBxnq7Ky2YX4ju7G7ENgrK7qElch1Vt/868/fc6HNeq9PVf9DxwM/BT4PekgWTnAVdV7bMK6cm0ny9q5daVC9lT5yfSt/CVqXrcsQwT6ZHQzwEf6ud+awGjFuWyy/G9g1Td3OoHwf3AO7oY35akb3OVx+NrTa/kbca43P4V33KkzhFvJiVx1WX2XF53NOmJqm5ec/uQkp9mHShOBvbpZmyDoOyOIiXalVjeILV327HO3zGKDj8Sn8+1PikRqtVp4kXV//+AjYBvAP++qJWbn0ozGwTy7aBdmX8IhBXy6pdJ3wbvJVWZXxc9eGMrDdb69jqxPRwd7tCxTkylL7cKSStSiC0iXmq0fTdIGk79crsvIqb1KLT5lLTsKjE9HxFzeh1PhdIwL1uRYvsHqda7pfZk3VCGcnNiZGZmZpa58bWZmZlZ5sf1zayrJA0Dlo6Iqb2OpYyUxgPbCRhOum11zaEu9AAAGhlJREFUd0T8obdR9ZG0OLAG6ZZVf/r96riylJ3KMkp8/fi2ahDbhGix1/MOxFWKcvOtNLMhSNLhwIiI6PQjyv2W+6faKiJK98WsG+UmaX/g8Yi4u8a6k0lP+lV3sngHaYDbpzoVVzOS3kkaV2tn+gYffRj4r4j4ny7FUOqykzQC+Anw3sqiOpsGKXH7fET8qNNxVSgN83Ei6TH8et4kDb58XHRw0N2quEpVbk6MzIagnHxsHR0eTmUgFvXYlIaguTAiDq9afipwPOlD4T5S0rE68O+kvoUeArbsZINUSa8CF0fEp6qWbw9cR3oaqPpDK4DvR8SxnYqrEEeZy658o8TPH9+PgUPpe/1epy/BfZ3Uf9cwYDSpzGYCO0XEQMeSbDWu8pVbNx7D8+TJU3cn4E660AeUYxvQOeYBP65aNpzUZ8xs0jhyxXVrAX/IHxBH9yC2JYGped0VpP6flsxxfY7UFcNcYGwXXp8yl13pRokvnP/gHNvjpK4YVszLR5BqAV8HfpqXrUDqVHEOMJ0OdyVQxnIrXVW2mQ0Okj4/wF3XbmsgQ8OHSMnGGRHx6+KKiJghaTypn6V9SL0Ud9NupA/QiRGxX2H5DOCsPEDpRcARDGx8uoVVlrL7MDAN+GRUdU0REQ9J+gxplPj9SbVeT0jal9R25rPA+A7G9klS4vjBKAzLFKm7ha/mgVxPknReRNwGnClpJvBD4FjglA7GVrpyc2JkVmKSBlqN/da2BlLbd0i3UfpLA9yv9ROUu9xq2ZhUJpfWWpk/IO6n8wPc1vIeUmzfrLUyIi6RdBKwbTeDKihL2Y0kjRJfr7+u3+X5FqTaESLiL5L+QN9YZZ3yLuD3UX+sygtJr+8HST3WExE/knQi6dZVJxOj0pWbE6NFXB4A8usRcWivY6lF0g4RMaHXcdTSpbJ7J+mfftPxvmrodAPCuaQuPy4lVYW3ajc6PzhwmcutlsqYZI812OYxBjYw7sKqjG7+QINtHiQ9DdYLZSm70o0SX7AMMKvB+kqHmKtVLZ9MamzfSaUrNydGiyhJG5AatH2UNHpyqRIjSWNJ32D+7f+3d+bBctTHHf+0EDywBbE4JCSwOBKZQ1VGFpgYQSyOGOKAA0QcJSPuJD6o4g/HlUowuFxQhVPBNolj4xQU5hS3jASEI4SjwAYZhIShzGEwpwiIQyQ2YAnpqfNH/4Ydrd7b93bfm/n17utP1dRKOzs139e929Pzm9+vG2ff05pt9ztgS6ynVztLoy/C7qSr5CksATm/xZ3oRqQJzlUnRp7tNhAvpdeJ2COqgRiPrcipm2Jp9IctPvN72kuOR5OX0mtu27nrEl/iJeBPRWRzVV09wP4D0+vrTe/3YzGuStzZzdUFJxg56dnrEdjqgpXAraq6sLR/e6zL9CnYF16ovpt4ce4+bLi90Lak+UcqIvtjw7ZzkraBfsRV6fNou8ewoPW/qvrQcA8Skd9VpqjBo1hitDfW48gTnu0GcIyIHFj6/8fT654MfnGfjrVwqJqZIvLt0v/3SK+7MPio0VSsP1kdeLXdxVjculNEzgLuwVZX7Yo10j6DurvEN1iMTai+XES+oqofjR6JyCxs7pUCdzYdV6wUqxJ/dqtytnls9W5Y1+tyU8yPGgSm/UdhhbKK/Q9RX4PAuVhgKjfufAM4PO2fCFxf0rYWuBSrKTNmbQf8czrnmW0eV8fqqq8mW/ygzeOW1KDNs91aNWX9ySDHTE1/T6WdzgfQ0196/YdBjtkMe0xzT5XavNsunctVl/jSeSZio0b9KY7dDVyLNZVdlzQsbDrmE9jKtDFntxgx6hFE5CTg6PTf/8aGJ/8Iez48X0Sexx7/jAeew4Lc4pq07YX9CIvv2zvYktBJwI0iMhtLiv4EG4VZDJylqs1Dp1Xpc2s77Bm/YKMy7bCc6kfbbsPmd7zY5nFH0ZgXUhWe7bZLi32D1dn5S+AJ4I7Rl7MBA06wTgxWIHEu9thyo6KLFeDZdqjqySLyS6yMwfT0dj92I3Wuqt7TdMgL2N+0qmJd76aq0tdhDWQPKe8GrgK+1nTYJGwp/71Vakv6XNktCjz2CCJyN3AwcJKqLii93wcsAg5Nby3AlkXW1rVYRC7D5uEswmqJ/E/qen4YNirUh02wew04WVUr/yE26fNsu3HYRWetqlY9D6FnCLvVh4h8Evv9vqqqlV7guwkPXeIHQkQ+hyVHE7BR/PtU9YW8qhp4sFskRj2CiKwEXlfVmQPsm4XdQa8EpungyyKr0vY89kXftfkiJSLHY6NJ64AZqvpcndqSBre2C4IgCOplXG4BwaixNRvP2i94Kr0uyXRhnwIsHeTOvRgifTBHUpTwbLsgCIKgRiIx6h02wepBbIQ2Vn5l6eSM9d0ZcEWIqr6d/rmiPjkb4dl2QRAEQY1EYhR4oT+3gCAIgiCIVWm9RXP9kWHvV9VzK9JUMEFEpnWyX1VfqUhTGc+2C4IgCGoiJl/3CCKyntatDIpy6s2fEUBVtbLqpsPQ1gpV1UoTeM+2C4IgCOolRox6hytyCxiCTnpWjeS4dvBuuyAIgqAmYsQoCIIgCIIgEZOvA0QkHgV1SNiuM1IV3qANROSPRcTt6KZnn3q2nWdt4NevVdotEqMxjIjsISIXAK/m1jIQIrKniHw/t46B6ALbuQy2IjJHRO7HejW5w6PdRGTXVD3+aWB+bj3NePapZ9t51gZ+/VqH3WKO0RhDRCYA84DTgH1JE4iziiqRysF/GdO3T3r77/MpauDddmBBA+vrdgJWn+nkGs7ZB+wHTMYqhC8p1X8qPrM/cB7WRVuovh9ZW2Sy2zHAETTsdquqLizt3x44FzglaRLg9qp1pXO79qlz23nW5tavruxWddfc2Hxs2Jf8CuA9Gh2zVwM/A452oO8grJFhWd8aYLEDbdltBxwDXI41wrwcmNu0f3vgYuDDksbbatA1FyveWe6E/QZweNo/EWsQXGhai/XH23GM221hyV7lTvZXpP1HYQ0yi/0PAX9Wk828+9Sz7Txrc+tXb3ar3Bmx5duAHYBvYR3hm79wXwUmZta3I3aX/tumH8US4Axgm7Cdv6BR0rUXllAUmt7CKoivBz4AZgLPlnTdDOwRduOkkp7/Ai7AkrMXk5ZzSnZ9FjiyRpt596ln23nW5tavHu1Wi1Niq28DNgWOxe6Q15a+6G8CF2K9v/oz6tsMOB64q0nfSuCdzNrc2c5j0Chpuyyd92fA1PSeAH8BvAa8nfa/ChwcdvtI291JwwlN7/el716RzF0J9NVsN7c+7QLbedbm1q8e7VbbHx9bxY60O4J/w+4EykOhtwJHA+PT5x6s++KezvsZ4N/TD7DQ9yGwGLtzH59Rm1vbeQwaJQ3PY0PxHxtg3/ElH0/P4FPPdlsJPD7IvlnJbq8Dm2awm1ufdoHtPGtz61ePdovJ173DcmwisADPYHcIV6nqG1lVASKyDEs+wPQ9TUPfytLnMqgDHNsO+DTwpKouKL+pqmtE5FvAYVhgOV1V19asbQpwn6p+MMC+e9Lrg6r6XI2aCjzbbWvg3kH2PZVel2TQBb59Cr5t51mbZ7+6s1skRr3HCuC7wE2qOmDH+AzMxBKP14CTVfW+zHoGw6Pt3AWNEltgjxk3QlXfTonuiloVNfBst02w+R0boaqrk93erVVRA88+Bd+286zNs1/d2S3qGPUO12IrpXbEVt+8ISKXpKWXuVmNjcbsACxypKvAs+1aBo30z1zBdjj0Zzpvt9vNM7l8GlRL+DURI0Y9gqqeICJbYXVYTgP2Bk4HThOR50mPhzLJm4zVJjoVq/9T6Ppt0nWlqr6WSZt323lngohM62S/qr5SkaZuYKaIfLuT/ap6bkWaCrz71LPtPGvz7FdXdoteaT2KiMwA/ga72G+LPcoqJhX3YZPw1mTQtSeWdJwATCrpugfYHfikZu5W78l2IrIeeBxYNMhHvtNqf5XBNmnrNICoqlZ2Y9bldism2zV/RjC7Vfb78OxT6HrbedbWijp+q67sFolRjyMi44EjsZGQQ7FHDIoVK7wJuDrHnJ+k60tJ12HY6GXxZbw06Xqgbl1lPNjOY9D46ASmrWNUtbJH+c7tdtlIjlfVU0dLSzOefQrubedZm1u/erRbJEZjCBGZgpVTPwWYTuOisEJVd8okCxGZTEPXbultBV7Bko9z8ihrkMt2HoNGNxB2C4KgUyIxGqOIyAHYI61jgS1yP74qEJHZNHRNoOK7907warug9xGRTVQ1Jsl2gGfbedbmmarsFqvSxiiq+vN0VzwZ+NvcegpU9SFVPR3rYXU68IvMkjbCq+2aERGXCZuI7Cki38+tYzA82k1E9hCRC7DKxO7w7FPPtvOsDfz6tWq7xYhREAAisjnWrmTNUBOrU4fqvuF8Ngcisgc2L+oEVZ2aWw+AiGyJrUw8DdgHwNtImze7icgEYB6maV9qmP/UDp596tl2nrWBX7/WabdYrt8jDLEMc0jG8tJpEdkMq3g9GTgAeGyIQ2ZgI1krRGR3D0PggwWNrKIAETkI03Q0VmROsNV9d+bUVeDRbiIyJ+mZS8NmHwK346BshGeferadZ23g16857BaJUe/w4giOVSr8LojIYBWIh4Oq6iGjJmZgjgOmAeer6lBJEaq6TES+B5yF/VhvqFjfoHgMtiKyI1az6hRg5+Jt4JGk6TpVfSeHtgJvdhORHWhM7t+VDVfNfR24XlWzFaT07FPPtvOsDfz6Nbfd4lFajyAi79H+nW4faZl8TTU0OmmGVvkQs4gsxEoHTBluEBCRiViJ/ZtV9bgq9Q1w7lZB4wwyBNs06nY0lmwcjM1fFKwx73jgE7mH473ZTUQ2xRoonwb8OQ2bvQ0swMpY7JbLbp596tl2nrUlfS796sluMWLUI6jqhOF+VkS2A84GvpLeer8SURtT3IV4aM5aZhawrJ07I1V9V0SWkp7BV00bQeM/6tBT0vWZpGkeMDFpWgfchlUMvw24D5hdp66SPnd2E5G9kp4vYz3dBGvHcDvwU+BWVV0nIg/WpalJn1uferadZ21Jn0u/erRbJEZjCBH5OPBN4BvYUvh1wEXAeRWf+hrsDmVfLAm5E+tJdouqrqv43MNhMvDLDo57GdhrlLVsgMegUdK2jMbfL8DTpPYpqrqy9Lm6pbm2G7CcxgjqMzRslv2GwbNPE25th2Ntzv3qzm6RGI0B0l3z17A5Mdult68DzlHVF6o+v6rOTysd5mGPMY4ADgdWicgC4HJVfbxqHa0k0lnpinFUP1HXXdAoMRPT9hpwco4K6i3wbLeCFcB3gZtUdcCGtxnw7NMyHm1X4FFbN/jVjd2ijlGPIyInAs8CF2K9ye4CZqnqCXUkRQWq+ntVvVhVZ2M90f4FWAOcCTwmIstF5EwR2bYuTSXexOactMuu2HP5OiiCxo8cXdxXY4nHDsAiEblERPbPrKkZj3a7FrPdjtjI6RuObOfdp55t51mbZ7/6s5uqxtaDGzYq8yvs8cF64GFgTm5dTRrHAV8Ergf+kLSuwe7s69RxI/ZYcVobx+yUjrmxYm0LsDlg65N9/g+4BNi/6XMPAv01221LbJ7akqSv0Pgb4J+AHTJqc2u3dN6tsFHcR5ts9yzwj9gFLHzaRbbzrM27X73ZrdY/PrYaHGoT5x6gkRD9Gjgqt65h6N4GuCVpfrPmc89L513UxjGLk43n1aDPVdAYROOewPexifWFvqIGyksRbFvqnIGN6L7ZZLsP0r/7wqfdZTvP2rz71YPdsv3xsY2yI+3LdEspIXoZq08xLre2IXTvhj3qWFHS/kDNGgR4Ip3/JmBSi89ulz7TDzxJKnlRs5/dBduSvvHYRPtbsbpAhcZ+4GLg85l0ubZbyXZzgf9M2sqjXZcCB4VPu8t2nrV592tOu0Udox5BRNZhF/gPgB8CP8ae2w4LVV1VkbSNEJGtaEzELqoNv4OtXrtcVZfXpaWkaTrwELaC6UNsLtaj2IUUbH7WZ7Hl3X3AKmA/VX2ubq0AIjIeOBJbeXUosAk2ufI9LHG7WjNPsBSRyTTqBu2W3lbgFUzfORk0ubcbgIhMoWG76TQm+a9Q1Z0yyXLp02a82g78avPu17rtFolRj1AqotgJqqqVrlAUWwf6BeyLfSRWbbifDZfur61Sw1CIyM7A1TTqeDTbs1jL+jAwX1VHUm181PAabMuIyGysKfCxWKkI1fwFH93bDUBEDqBhuy1y263Ao0+b8Wo78KvNu1/rsFskRj1CSow6RlUrW6EoIucDJwJTaVFDwwupXcSRwN40yhu8hfVQu0VV788kbUi8BtsCEfkYcDxwqqp+PreeAu92g4/qkB2vqj/NraWMV5+W8Wo78KvNu1+rtFskRkHllEazlmKjQ20VU1TVZRXI6mm8BlvvhN38IyKbA5sBa1R1zRCf7cMefQ/52SAf3nwaiVFQOd4f8wW9ibdgWzrXtJEcr6qvjJaWbiP1+foNVq3+AB2i6bOIzAJ+gS3u2F1V+yvUFn7tAI8+jQtOUAevUH2F6J7Ec7AVkXtHcLiq6iGjJqaJFGyfIQVb7DFoK2aQgq2IVHoBBUYyN02pMG579mniOGAacP5QF9AkaJmIfA+r+j8XuKFCbeHXznDn0xgxCsY8noOGiIzkAl3paFtpJLCTBkuVTugUkfnAlViwPXuYx5yHBdt5qlrZBVRE3qP9G4U+7MJZtd3c+hRARBYCXwKm6DCbPovIRGx16c2qelyF2sKvHeDRpzFi1CN4vrh3AQcygqAxulI24g8dnKMItnXxCHAVVjDOC0djlckvbOOYH2CFH4+hwpEFVZ0w3M+KyHbA2VjVYrBq3nXg0adgTaiXDfcCCqCq74rIUmCf6mSFX0eAO59GYtQ7HIjfi3u34C5oOA+212AJyL5YcCuXXlhX8bmHwl2wbYc0CfybwDewJdPrgIuA8yo+tWefgj0abWvxRuJlGt3lsxF+HRB3Po3EqPdwd3HvAjwHjSHJFWxVdb6IbEmjWOcRwOHAKhFZgBXrfLxKDS1wF2yHg4hsirUxOYtGqYjrgHO0hqbPzn0KdhPXSWmRcWS8AQy/tpaHN58Ot0R2bL43rDBh0TTzQ6w9yF8D43Nr64YNa7L4d1j166L0/FvAvwIzc+sbRPOmwJlYElyU8l8A7JpJz6dotHcpbLg8ady2Zi3vAzd0cNwNwPuZ7Hci8AKN1ji3A3tl/o658WnS8yKwtIPjlgIvhV/9+dWjT7M5JrYKnNmFF3ePm6eg0UKju2Bb0jYO+CJwPTZHqh9YgxX0rEuDu2Db4pxHAL8q+fJhYE5uP3rzadJxIzYiOq2NY3ZKx9wYfvXnV48+ze6Y2KrZuuHi7n3zEDQG0OQ+2Dbp3QYbvVwPvFnjed0F2wHONxt4oOTLXwNH5faZV5+mc89L513UxjGLk43nhV/9+dWjT7M7I7ZqN48X927ccl4M0vm7KthijSiLxLzQ/ECN53cXbEvnmZG+S4VdXgZOBcbl9ptnnyYNAjyRzn8TMKnFZ7dLn+kHniSVpwm/+vKrR59GHaMxhIhsg/UoOwJ4W1UnZZbkHhHZDZuseCIwBfsR/1xr6h0kIjOwoHV4OverwHeAK1R1RP3xRhsR2YrG5M59Mb3vYJPbL1fV5TVqEWxkbQZwM/B1VX1zkM9uB/wEm4D/FPBprTAwisg6zDYfAD8EfgysHu7xqrqqImkb4cmnJU3TsekCW2PzKe8CHsXq2gBMAj4LHIaVrlgF7Keqz1WsK/zauR5XPo3EaAyQ++LebXgKGt6DbUpAvoDZ6khgC+xurryyb22VGlpocxVsS7pct8jx7NMCEdkZW3AyO73VbM+ibMnDwHxVHUlV6uFqCr+OTN/OOPFpJEY9iqeLezfgNWh4DrYicj6WbE/Fvl9PYyOSV6nqyqrO2w6egm1J04hG+lS1k6XNw6IbfFpGROZgv9e9aSyDfwtrAXOLqt5fo5bw6yjgwaeRGPUQXi/u3vEcNJwH2yJpW4p9v9qqG6SqyyqQNSAegm030E0+DYZP+LU9IjHqETxf3L0TQaMzPI9mBZ0RPu1Nwq/tEYlRjxAX986JoNEZIvISI6g8q6q7jJ6aYDQIn/Ym4df2iMSoR4iLe+dE0AiC7iCaZfceHn0aiVGPEBf3IGjgMdgWeNbmndINYEfNslV1k1GW9BHh187w6NNIjILAMRFsO8NjsC3wrM07Jds9SgfNslV1YRW6IPzaKR59OmYfnwRBl3AgIwi2oyulK3mEDoJtTXjW5pVrsEKc+wKz2HDF7bqMusqEX9vDnU9jxCgIHOPxbqobEJGrsWC7Bdb/LHuwLfCsrRsQkS1p1Gj7HPb7WAUswGq0PZ5JV/i1Q7z5NBKjIHBMBNvO8RZsu0VbNyEin8L6kRWlShTru3UZcI2qvl2znvDrCPHg00iMgsA5EWxHjodg243augURGYe1djkF+CtgM+xG4gZVPTGTpvDrCMjp00iMgqCLiGA7MjxeQAs8a+smvDXLDr+OnLp9GolREHQhEWxHjrcLaBnP2rzSDc2yw6/tkcunsSotCLoQVV0P3AHc0RRsD8sqrAsYINgCPJNNUAnP2jzSoln2j3DULDv8Onw8+DQSoyDoUiLYDh8PwbYbtXmkRbPs23HULDv8Ony8+TQepQVBF9Ei2F5DBNsNaBFsyyv7slxAPWvzjPdm2eHX9vHo00iMgsA5EWzbx2Ow7QZt3vHcLDv82hkefRqJURA4JoJtZ3gMtgWetXnHc7Ps8GtnePRpJEZB4JgItp3hMdgWeNbmHc/NssOvneHRp5EYBYFjIth2hsdgW+BZW9A54dfeIRKjIHBMBNsgCIJ6icQoCIIgCIIgMS63gCAIgiAIAi9EYhQEQRAEQZCIxCgIgiAIgiARiVEQBEEQBEEiEqMgCIIgCIJEJEZBEARBEASJ/wc0JT04qnAOFwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('education', plt, decorated_results, '-mode')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('education', plt, datawig_results, '-datawig')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('workclass', plt, results)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('workclass', plt, decorated_results, '-mode')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('workclass', plt, datawig_results, '-datawig')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('marital_status', plt, results)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkYAAAGoCAYAAACjeyoDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdebwcVZn/8c+Xfd8lhIQEEBUBJUJAxN+QIDDKpqyCChJwRGVRRhlXUASHxW0GZZEwKquIgLIIgiAJ6oBKABVBGISQkIQAYQkEwpY8vz/OaW+lb3ffvvf2Uvfm+3696lXdtT59urr76VOnTikiMDMzMzNYptsBmJmZmZWFEyMzMzOzzImRmZmZWebEyMzMzCxzYmRmZmaWOTEyMzMzy5wYWSlJijxs3IV9T8r7ntrpfQ8lkqbmcprU7VjaQdLGleOw27EMB938XEk6Ke/7gk7v24YeJ0Y2aJIuKCQyr0lav4/lP1BYftj+sJoNRCHhnNjtWDolJ00nSRrX7VhaTdK4/NomtWn7a+Xtn9SO7Q/UUP5T4cTIWm054MN9LHNYE9t5MA+vDTqi/puf9z2zC/u28niNnuPQBq/R52oS8DVg2CVGpNf0NdJrbIe18va/1qbtL3WW63YANqzMBMYAHwX+u9YCktYB9gQWAK8C69RaLiI2b1OMfYqIXwC/6Nb+rRwiYjbQteNwuPHnyoYK1xhZK90BPAy8Q9KWdZY5GFgBuApY2KnAzMzMmuHEyFrt4jz+aJ35lekXNdpIo8bXkiZIulLSLEmvSpov6SFJV0v6hKRlqpZfXdKJku6S9EJeZ46kaZK+JWmrquXrNhKV9Gil/YekdSR9V9J0Sa9Imi3pfEkj+3hth0n6o6QXJT0jaYqkvaq332gbhW2NlrQ4r7NVg+VWkvRcXu4DhekrSjpQ0kWS/iJpnqSXJc2QdKmkbZuJo2pffTaybaYxrKS9JV0jaW5+z56UdJ2k9zZYZ+v8Wh7N78kLkh6RdKOk4ySt0o/XUbfxdaFd3UmSls3b/oukl/J7+ktJ45vdV5PxLFGukj4k6XZJz0t6StIvJL21sPxISd/PZfGypH9I+qKkZets/82Svirp1nxMv5yPmT9I+pyklZuM6yOSbpP0dJ6+T63litOACXnSj7Vk+8NHq/a1k6Qz8+dnTuG4uFHSAQMt2/5QP75P8mv7cX46oeq1LfE5z5/l4/NreSgfS89LukfS1yWtVSOWqcD04v6qhpMK8/r8blHj790PSLpB0hNKbUmfkfSgpMskHdSPIiy/iPDgYVADcAEQwE+BTfPjWcAyVcu9Oc+bSUrKZ+Xnk2psM/KwcdX0IwvzAniRdFquOG2lwvJrAvcV5i0CnsnjyrTTq/YxKU+fWiOuR/O8QwqPXwReLmxvOrB2nbI6vyqWZ4HF+flnCtuc2I/yvy2vc2qDZfbLyzwDrFCYvlchnsV5/sLCtNeAQ+tsc2qt969R+RWWOSkvc0GNecsDl1S9p/Ornp9RY709SKdnK8u8XGO9zftRrhtX1mtwzH8DuDE/fhV4obCvhcC7BvB5qpTrxKrp/yxX4IzC+/N8YZ/zSJ+zNwGP5WnPA68Xljm7zn6nVcX+dOHYDOBOYPUa6xXj+h69P2f71DsugIOAuYX3bX5+XhnuLCy7WtV7+XyN9/e8/h5v/Xxv+vV9kl9DJcZXq17bXGDHwrJXFrbxSi7/4nb/AYyuiufnwFOFZaq3f3yN76663y2F7VR/7/5njbIvfk/MrbetwZR3twbXGFlLRcQjwP8Co4BdqmZXaosujYjF/d12/rf/nfz0R8CYiFg1IlYD1gV2By4jfZlXfAbYgvTlsRewYkSsA6xE+gH5Iun0X399n5TU7BgRq5K+tD8APEf6Qf1SjfgPB/4tPz0NWCci1gY2AH4IfAt4wwBi+UkeH9xgmQ/l8VUR8Wph+gLSj9lOwGoRsU5ErAyMJbUTWw6YLGnMAOIaqG8CHyH9EHwwx7UmsAZwFCn5+LykD1WtdxYpqfol8JaIWCmvtybp9Z1PSpZa6WhgO9IP/GoRsTqwNfA30jF2Zov3B6kx778DxwFrRsQawNtJDZvXBU4nJZaPAePy/DWAE/L6n1Lt2sU/ko7PjSNi5YhYF1gZeD/wf8D4vO16tgWOITUCXjd/ztYGbq+3QkRcHhEbFJb5TERsUBi2Kyy+mJQ87Ju3v0Z+f9fO+10AHCnpwAYxDla/vk/ya/tMfnp71WvbICKKZfN34NN5O5XyXwmYSEpK3wicVwwmIvYjHX//3F/V8O3BvuBce/TF/PQ04A257FcG1gcOAK4f7H5KpduZmYehP1CoMcrPK7U6FxWWET3/WN6ap/WrxgjYPk9bACzbZGw35HW+0I/XM4m+a4zmkr6cq+d/Ls9/pGq6SDVJAUyus9/rC697Yj/iXYeef9y9aiiA1YGX8vyd+/ne/jCv97Ua86bWev8alV9hmZOo8Q+eVNOxGHgS2KjOugfndf9WmLZ+oexGtOi43pg6/3oLx3wA/6/G/G0L88e0KJ5JhW3Wej/+pTD/GWCtGsv8Js//aj/3vQmpdupFYJUGcTWqtWz0uap5LPUzxkPzNqY0e7wNYB8t/T7pxzbWyZ+JxfSuzal7nFYt9ygDqDEi/TkJ4O+tOI6HwuAaI2uHn5H+me8nadU8bQKpFmJaRPx9gNt9Po+XJ/0z7s86Ddv9DMDkiHi6xvSr83iTwmsH2Ib0BQapRqSWMwYSSEQ8A9yUn1bXogDsQ/rnP5t02q0/rsvjdw8ktgH4KCmJvDwiHquzzJWkUw1bqqc91wJ6agpb/V438ruI+H31xIi4i5T4A9Rt+zVArwLfrTH9f+mpETs3Ip6rscxvBhJTREwnnUJahfqX1C+qE1enVI7VHeq1o2qBdn2fNJQ/47eTPhs7dnLf9LzmNfvTRm8oc2JkLZe/kK8DVgX2z5ObanTdh4fysAJwh6R/l7S5JDVY54Y8/rSkiyXtLmn1QcRQcWed6bMLj4uNJd+Rx3Mj4h911v0DA++3qXI67YM1fhQq/UpdHjVOYSo1Ij8xN+R9WtLr6ml0XLm8esMBxtVflS/9w5QaXfcaSAnH8nm5jQAi4iV6kr6bJJ2g1LFeu34gK+odB9BzLKzd4n0+GhEvVE/M7+28/PRvddZ9olFMknbLjWkfzo1/o3AsbJ0Xq3cs/CMi5tWZ1xKSlpP0sdxA+XGlBvaV+J7Ni61E68u8ol3fJwBI2l7SjyQ9IGlBVflXLpro1Gex4o+kGsiRpO/dIyVt0uEYOsqJkbVLJQE6VOlqlgNIP/qXDXSDEbGI9CM/m9TI+7uk8/LzJF0h6f3VSVJEXARMJv3TOoT0xfZcvtLjZPVxBVkDvX6Y8v6KbViWLzxeL48fr7fBSG1/atVCNeMa0mmOEcB7KhMlrQfsmp/+pHolSVsA9wMnA+8iVdm/RKq2f4KeH5tVq9dtk8r7sTrptdQbKt9dxX+w/0Y6HtYHTgHuIb3X10s6RFI7+m2reRxklWNh+QbLDETdY4hUa9Nomcr8XjFJ+h7wa9Kpyk1J7cueIR0HT9CTtNc7Fp5qENegSVqNlPz+D/BeUtu8RXm/lRgr2nK8tvH7BEnHk/4cHQ68hZTgPUvPa6scT536LAIQEc+STlM+S2rLdh7wSE5ML5Q0oZPxdIITI2uXG0lfWO8hNYxcHfjVYP9RRsQ0UjuUQ0jJ1yOkH/MDSMnB9dW1BBHxCdKpg5NJbRleIZ0OOBF4SNJug4mpDHKNyTX5abHn8QNJP3AP5tM71X5MSjTuBt5HuupojYgYEanhaKUha6NauVaqfCf9e0SoiWFqZcVIDf/fTmqcO5mUJK1GulrtYuCP+cfVqkjaHTiWlGicBGxGali8buSGvKSaA6h/LCyqM71VTiTVKM4j9Z4/IiJWiYj1c3yjCsu27Xhtx/eJUr9vZ5DiPgvYktywu1D+V1YWH/SL6KeIuIHUzuxIUlOJOaTE9KPAVEmTOx1TOzkxsraIiNdJtUPLkC71hJ4+jga77YURcWlEHBYRbyT9uz2N1EBwd+CTNda5LyK+FhE7k05x7Q3cS/r3daGkVv+rr1ZJCOv+o5S0As23naqlUiO0r6QV8+NKm6NeNXX5SrPtST9o74+ImyJiQdViIwYQx+t5vFKDZdasM73yr39AV8FFxOsRcXVEfCIitiCV93+Q/m1vg2+bUE8lAf6fiPh6RDwckVreFgzkWGilSozHRsRFEfFk1fyOxdeG75P9Sd+VN0XEsRFxf64hLxrs62v4uZRU7zMJQETMj4jzI+KgiBhFSt7Oz7M/LmnPQcZXGk6MrJ0qp9OWJ1XDXtdg2QGLiOkR8WXg8jypYdVuRLwaEb+k54t2JKkWqp3uyeMNJL2xzjLvZHCnXX5NOhW3JrCnpI2A/5fn9TqNBozO46ci3f6ill3rTG+k0uh3dINltqsz/Y48ft8A9ttLRMyNdMly5RY1w67av0Uq79U9tWZKGkuqRWqXStu3RrUhDWNkYMfqoDXxfTLo15Yv5NihzrqLC8s12kdfn8t6n8macvJ2JOn0Hwyjz5YTI2ubfOrmJFLfQ8dFxCuD2V6uUWmkcouRSm1JX+sUb0myYt2lWuMeYEZ+fHydZT4/mB1ExGvAFfnph0htRUS6EvChGqvMz+MRktavninpbfR9Q+Ba7s3jUarRc7akf6H+VW4Xkbt0kPSJRjuRtHbh8fJ9/Cj0OjZsCZVj4W115p9Ke0/hVK586tW7c0HdGPMp0q+0Oqga+xnI98mgXlv2FVJzhFqeLzxutI/K5/ID1TPyZ+cLtVYayPfuUOfEyNoqV8sfnxstDtYeku6Q9PH8DxZIHT9K+jipU0DouXQd4BZJ31O6lcDKhXW2JPVFA6mh6r20Ub5i6JT89JOSTpG0Ro7lDfkc/XtJDZ8Ho1IztBepEWdxWrW/k67wEnC5pM1yPMtL2g+4mXQZfL9ExAzgT/npBTnBqmz3QFKXBs/WWfd+4L/y03MknSbpn/9wlW7H8K+SLqEnCYRUrf83pVtzvLmSJOV97g98Ni9XPDasx815/AlJR1R+DCWNkXQhKdGu+Z61yH15vF+DUzqVGL+rdFugynu8HakbgsGchm7WQL5PKq9tC0nvrLPdymvbU9KXlC+Lz98N3yJ1GFvzwox8FfCc/PTwWstkPyvs4wu5FqrSgeNlpL63avmUpJskfbjYuFzSWpK+TOqAEobTZ6vVHSN5WPoGqjp47Md6/e3gcZ/C9CAlEc+w5G0LrgeWK6zz58K8Svf9xa7sXwR2qdr3JPru4HFig9fVK/Y8XaQeuyvzXy/Ev5jUSH0GdTpqbLJMVdhG5TWPbLD8vix524HnSY1JI2/nkPz40RrrTm3w/r2Tnk4lg3T1VmW7N5JupVGzwz1gWeCcqvd6PulUQPG9nlJYZ1zV8i/T+5YKdwJr9KMsN66s2+CYP6nB+nXLZ4Dvbd3jstnjs942yF1gVB2bzxaen1jv9TQTVxOfq80Lx8drpCtPHwV+X1hmU5a8/cVCem4H9BLwr4V51Z+9k+odb/18D/r9fZLXu62wzNP5tT0K7FBY5qrCMpXb81SO9/9pdMwBXy+su6Cw/eOqlivuo3JLooblR+phPaq2/2zVtJq3Yhmqg2uMbCi5lXTZ6IWkf2QvkaqXnyb94/oosHekht8V/0ZqcDuFdI+2yr+8B0hXf2wVEb+hAyJ9y3wMOIL0I/0KKZGZCuwZEWeRbt0APe0BBrKPnxYmTY2IRl0E/IJ05eDNpORleVJC9G1S30uz6q3bRxx/JLVvuo70WpYj3VbiP4A96WkIWmvdRRFxVF7/khzPiqRGozOBa0lJZPGmoX/Pz39AvkyfVJbzgd+Trrh6d0QUTztYFqmriF1Jt/x4hPSD/DrpuNg7Ik5psHor9v8AsBspaZ5PuuJpLIX2MJGuOtyedEw8SUqgnwMuBbaLiF+3M8ZsoN8n+5GS/emkKyXH5qHYEPog0q03/k5KDkXqtPOwiPg3GjuZdCrsr3m9yvarT619iHRa7kHS+/saKVnaoUH5/QT4OKkNZyW21Ug1Y9eSLtxoeNp7qFHOCM2sy3Kj7H+QejZePZa8p5mZmXWAa4zMyqPS+Pq3TorMzLrDiZFZB0n6saQDJK1bmLaJpHNInadBuorPzMy6wKfSzDpI0ix6euh9kdSWo3gZ7jci4sSOB2ZmZoATI7OOkvQhUj8i7yD1ZLsK6UqbO4BzIuLWLoZntlSQdBBwZj9X2y4iHmtHPFYuToyGiPXWWy823njjbodhZjbkzZs3jxkzZvS9YMFWW23FiisOmz4MDbjrrrvmRcQbqqe3427T1gYbb7wx06ZN63YYZmZmw4KkmtmxG1+bmZmZZU6MzMzMzDInRmZmZmaZEyMzMzOzzImRmZmZWebEyMzMzCxzYmRmZmaWOTEyMzMzy5wYmZmZmWVOjMzMzMwyJ0ZmZmZmmRMjMzMzs8yJkZmZmVnmxMjMzMwsc2JkZmZmljkxMjMzM8ucGJmZmZllTozMzMzMMidGZmZmZpkTIzMzM7PMiZGZmZlZ5sTIzMzMLHNiZGZmZpY5MTIzMzPLnBiZmZmZZU6MzMzMzDInRmZmZmaZEyMzMzOzzImRmZmZWebEyMzMzCxzYmRmZmaWLdftAKxJDz4IEycuOe2DH4SjjoKXXoI99ui9zqRJaZg3Dw44oPf8T30KDjoIHnsMDj209/zPfQ723jvt+xOf6D3/hBNg113hz3+G447rPf/UU2HHHeH22+HLX+49/7//G8aNg1tugW98o/f8886Dt7wFrrsOvvOd3vMvvhg22gguvxzOPbf3/CuvhPXWgwsuSEO1G26AVVaBc86Bn/2s9/ypU9P429+GX/5yyXkrrwy/+lV6fMop8JvfLDl/3XXhqqvS4y99Ce64Y8n5o0fDJZekx8cdl8qw6M1vhsmT0+Mjj4T/+78l548bl8oP4JBDYNasJee/611w2mnp8f77w9NPLzl/l13gxBPT4913h4ULl5y/115w/PHpcfVxBz72fOylxz72es/3sZceD4Vjrw7XGJmZmZlliohux2BNGD9+fEybNq3bYZiZmQ0Lku6KiPHV011jNIyM3HAUklo2jNxwVFvj7U8s3VDm2MzMrD3cxmgYmfv4nFJvbzBJRK11W1nbWebYzMysc1xjNIxsMHLDUm9vTAtroFq5LUiJTPXQiXXNzKxcXGM0jDw+Z3a3Q2hoxuxZfS4jqTSJRVniGGr6U/vmMjazsnFiZF1T7wfUp6aGtlrvVZkSXjOzRpwYWdf4h9LMzMqm9G2MJH1Y0u8kzZe0QNI0SUdL6nfsktaWdKqkeyW9KOkVSTMkXSxpXI3lN5YUTQ47Va17Uh/LvzyYcjEzM7PWK3WNkaSzgaOAl4HfAK8BuwBnAbtIOiAiFje5rTHA74AxwDxgSt7uOOAQ4GBJB0fEVYXVFgAXNtjsFsB2wAvAXXWW+Qvw5xrTX2smbjMzM+uc0iZGkvYnJUVzgZ0i4qE8fQQpqdkXOBY4s8lNnk5Kim4ADoyIl/L2lgG+CnwNOE/StRHxGkBEzAMmNYjxhvzwpxHxYp3Fro6Ik5qM0czMzLqozKfSvpTHX6gkRQAR8QTwqfz0i/04pbZzHn+jkhTl7S0GTgEWAusCb2pmY5JGAe/NT3/YZAxmZmZWYqVMjCSNBrYFXgWuqJ4fEbcBs4ENgB2a3OwrfcyvtASe1+T2JpHK776I+GOT65iZmVmJlTIxAt6Rx/dFxMI6y9xZtWxfbszjEyStUpmodG34icAqwLUR8WST25uUx33VFm0j6QxJkyWdLmlfSSs0uQ8zMzProLK2Mdokj2c0WGZm1bJ9OYGURO0BzJD0B1It0tbAWOASUpumPkmaAGxGqtG6uI/F985D0SxJh+SaL7N+cyeKZmbtUdbEaLU8rtegGdIVYwCrN7PBiJgn6T3A2cBhwF6F2Q8Ct0XEC03Gd0QeX5sbaNfyMKmd1K+A6cAKwNtIjbwnADdIeldE/LXeTiQdCRwJMGLECKZOndpkeDbcTZkypde0nXfeueb0shw3ZYnDzKyRsiZGLSdpc+BaUiJ1KHALqcH1tsC3gPMl7RgRR9TfCkhaAzggP/1RveUiolZN0hRgiqQrgf2BU1kyQavexmRgMsD48eNj4sSJjUIzo8zHSJljMzOrKGsbo0pt0KoNlqnUKvVZyyNpOeAq0umv/SLikoiYGxHzI+JWYDfgCeBwSTs32hZwMKk90izgpr72XcfJebybpOUHuA0zMzNrsbImRo/m8dgGy2xUtWwj7yR1xjg9Iu6onhkRz5BOeQHs2se2KjVKFzTbuWQND+TxCsB6A9yGmZmZtVhZE6N78nhLSSvXWWa7qmUbGZPH8xss81wer1NvAUlbkJKsAH7cxH7rWbfweEHdpcxKbuyo0UjqcwCaWm7sqNFdfkVmtrQrZRujiHhM0t3ANsCBwEXF+fmqsNGkXrF71QDVMCePN5e0VkQ8V2OZSn9I0xts52N5PCUiHmliv/V8MI8f7EeDb7PSmTlnNv+YdHLfCzZpswu+2rJtmZkNRFlrjABOy+MzJG1WmShpfeCc/PT04uksScdIekDSEokUKXmaA6wM/DA3oK6ss4ykE0iJ0euktki95LZAh+SnDfsukjQm3/x2xarpknRo4bX9V6PtmJmZWWeVssYIICKulHQu6fYf90q6hZ6byK4BXE26mWzResBbSDVJxW29KmkScA2wHzBB0p2kq9LGkfpCWgwcFxEP1wlpL2B90im3n/cR/jrApcAPcs3XHNLVcFvS0+/SWRFxXh/bMTMzsw4qbWIEEBFHSfo9cDSp759lSQ2XfwSc25/GzxFxs6Stgc8C7wEmkmrMngB+CpwZEX9osIlKo+ufRMTLfezuMVIXANuRroTbPu9rLnA5MDlfDWdmZmYlIveKOzSMHz8+pk2b1u0wrMQkdbyX6/70wN2sdr4G9xhuZhWS7oqI8dXTS11jZGYwcsNRzH18Tt8L0vcP/wYjN+TxObNbEdY/DaXG17WSnW4klGZWXk6MzEpu7uNzGDNxv5Zsa+bUvprHDR9jNxrNzFnNJYHN1CSNGT2KGY/NGmxYZlZyZb4qzcxswJpNirq1PTMrJ9cYmQ0BS1NNT6v49JiZDYQTI7MhwKfSzMw6w6fSzMzMzDInRmZmZmaZT6WZ2YCN2XBUSy+xH7PhqJZty8xsIJwYmdmAzZjd3OXr7ivIzIYKJ0ZmJbfByA1b1mh6g5EbtmQ7ZmbDlRMjs5Jrtqdq18qYmQ2eG1+bmZmZZa4xMhuC6t3CotZ01yKZmTXPiZHZEORkx8ysPXwqzczMzCxzYmRmZmaWOTEyMzMzy5wYmZmZmWVOjMzMzMwyJ0ZmZmZmmRMjMzMzs8z9GJlZS7nzSTMbypwYmVlLOdkxs6HMp9LMzMzMMidGZmZmZpkTIzMzM7PMiZGZmZlZ5sTIzMzMLHNiZGZmZpY5MTIzMzPLnBiZmZmZZU6MzMzMzDInRmZmZmaZEyMzMzOzzImRmZmZWebEyMzMzCxzYmRmZmaWOTEyMzMzy5wYmZmZmWVOjMzMzMwyJ0ZmZmZmmRMjMzMzs8yJkZmZmVnmxMjMzMwsK31iJOnDkn4nab6kBZKmSTpaUr9jl7S2pFMl3SvpRUmvSJoh6WJJ4+qsc5KkaDC83Kn4zczMrL2W63YAjUg6GzgKeBn4DfAasAtwFrCLpAMiYnGT2xoD/A4YA8wDpuTtjgMOAQ6WdHBEXFVnE38B/lxj+mudiN/MzMzar7SJkaT9SUnFXGCniHgoTx9BSmr2BY4Fzmxyk6eTkqIbgAMj4qW8vWWArwJfA86TdG1E1Ep2ro6Ik7oYv5mZmbVZmU/nfCmPv1BJKgAi4gngU/npF/txSmrnPP5GJSnK21sMnAIsBNYF3jSoqHu0On4zMzNrsz5/lCVNlPRVSf/e7EYlfTav8/8GEpSk0cC2wKvAFdXzI+I2YDawAbBDk5t9pY/5kcfzmtxeXW2K38zMzNqsYWIkaSXgEtJppln92O5jwEnAhZKWH0Bc78jj+yJiYZ1l7qxati835vEJklapTJQk4ERgFeDaiHiyzvrbSDpD0mRJp0vaV9IKHYzfzMzM2qyvNkb7AxsCUyKiV81HPRFxhaSjgJ1IbWl+1s+4NsnjGQ2WmVm1bF9OICUhewAzJP2BVIu0NTCWlAAe1WD9vfNQNEvSIbkGqKgd8ZuZmVmb9ZUY7UM6xXTWALb9fWACKbnqb2K0Wh6/2GCZBXm8ejMbjIh5kt4DnA0cBuxVmP0gcFtEvFBj1YdJ7YV+BUwHVgDeRqpFmwDcIOldEfHXVscv6UjgSIARI0YwderUBpszMzOzweorMdo2j28ZwLYr64wfwLotJ2lz4FpSInIoKb6FpNf4LeB8STtGxBHF9SLi4hqbmwJMkXQlKfE7lSUTrZaIiMnAZIDx48fHxIkTW70LMzMzK+ir8fX6wAt1alIaiojngReAEQOIq1KbsmqDZSq1Mn3GJmk54CpgM2C/iLgkIuZGxPyIuBXYDXgCOFzSzo22VeXkPN6tqi1VS+M3MzOzzugrMVITy/S1vgaw3qN5PLbBMhtVLdvIO4EtgOkRcUf1zIh4hnSqDGDX5kIE4IE8XgFYrzC9ElOr4jczM7MO6CvpmQesKmnt/m44r7MaA7v8/Z483lLSynWW2a5q2UbG5PH8Bss8l8frNLG9inULjxcUHrc6fjMzM+uAvhKjv+Tx+waw7T3y+K8Nl6ohIh4D7ibVxBxYPV/SBGA0qVfpXjVANczJ480lrVVnmUp/QtP7EeoH8/jB4unGNsRvZmZmHdBXYvQr0qmwEySt2OxG87JfIV3Rdv0AYzstj8+QtFlh2+sD5+SnpxfvNSbpGEkPSLqoalt3kJKjlYEfSlqjsM4ykk4gJUavk9oiVeaNyTeBXeK1Kzm0EON/tSJ+MzMz666+rkq7gNT54ebAFZI+0ldDbEmrAT/J6zwBXDiQwCLiSknnkm6fca+kW+i5CesawNX07kZgPeAtpJqY4rZelTQJuAbYD5gg6U7SVWnjSH0JLQaOi4iHC6uuA1wK/EDS3aTkanVgS3r6HzorIprdFQQAACAASURBVM5rUfxmZmbWRQ1rjHKvzZ8g1fzsCdwn6XOS3ly9rKQ3SzoeuC8vuxj4RIOen/sUEUcBHyGdlpoAvBf4B3AMsH9ELOrHtm4mdeb4A+BpYGKOczngp8C7I+LsqtUeI13KfxfwRlK/TruRyu1yYJeIOLYT8ZuZmVn7KSL6XijVtpwLrEjPPcVeAZ7Nj9fO8yCdensFODoiftTKYJdm48ePj2nTpnU7DDMzs2FB0l0R0auvxaYuxY+IC0iXvFfaCwlYCRiZh5XouSz/emAHJ0VmZmY21PTVxuif8i0v9pa0Iek01FvpuVz9aeDvpNtqzG51kGZmZmad0HRiVBERc0iNq83MzMyGlcH0am1mZmY2rDgxMjMzM8sankqT9Eg/trWQ1NboHuDnEXHbYAIzMzMz67S+2hhtPIBtvhs4RtKvgY/kG7SamZmZlV5fidHX+7GtVUiX7r+L1BnivwJXS5ro216YmZnZUNAwMYqI/iRG/yRpH+BiUu3RQcBlA9mOmZmZWSe1pfF1RFwN/Aep08cPtWMfZmZmZq3WzqvSfkK6fci2bdyHmZmZWcu0LTGKiOeB5+jpHdvMzMys1Nrdj9EKwKtt3oeZmZlZS7QtMZL0ZmBVYFa79mFmZmbWSu2sMTqB1Mbot23ch5mZmVnL9Psmso1IWg7YHvgcsC+wGDinlfswM7POk9TUchHR5kjM2quVtwRZGVinapsnRsRfBxKYmZmVR3XCI8lJkA1L7bglCMB04ISIcMeOZmZmNmS08pYgL9NzE9m7w38lzMzMbIhpyy1BiiStkfs0MjOzOpptwwPtb8czdtRoZs6Z3edyzcQ8ZsNRzJjti5Nt6Ghp4+sKpU/Le4HDgL2B1dqxHzOz4aJWstOtdjwz58zmH5NObsm2Nrvgqy3ZjlmntPqqtC1JydBHgA1I90rzKTUzM2sbXzFnrTToxEjSusCHSQnROyqTgdeAW4GrBrsPMzOzespU22ZD34ASo9xf0d6kZGj3vJ1K7dAvgSuA6yJifoviNDMzY+xGo5k5q+/2T9B3TdKY0aOY8ZjbP9mS+pUYSRpPSoYOJvVZVEmGfgfslBc71I2tzczqG7nhKOY+PqepZZs5TbTByA15vInG0sPBzFmzmfGTL7RkW2M/fEZLtmPDS5+JkaSRwKGkhGhzUjIEcC9wKXBZRDwmaXHbojQzG0bmPj6HMRP3a9n2Zk79ecu2Zba066vn65uA95DuqSZgJnAZcGlE/K394ZmZWTf4ajJbWvVVY7Qb6VTZT4DzIuL37Q/JzMy6rcyX6/sUmLVTs22MPgAgaTXg5ohY1L6QzMzM6nMbI2unZfqYvy9wDbAiqW+i64HHJX1f0o7tDs7MzMysk/q6Jcg1wDVVfRVtAxwNHCVpBuk0m28Wa2Y2TIzZcFTLToGN2XBUS7Zj1ilNnUqLiKeB7wPfl7QFMIlUg7Qx8KU8VIwB3DDbzKyBMl9J1sy9zdyBog1X/e7gMSLuBz4v6YukxtmHA+8HViJdufYXSX8Bfg5cFRF/b2G8ZmbDgi/XNyunvtoY1RURiyPipog4mHRftE8Ct5OSo3HA14G/Sbq/JZGamZmZtVlLbiKbe7qeDEyWtBmpLdIhwFjgLa3Yh5mZ2ZjRo1p2NdmY0W7/ZL21JDEqioh/ACcCJ0raGfhoq/dhZmZLp2bvbeY2UDZQLU+MiiJiCjClnfswMzMza5UBtzEyMzMzG26cGJmZmZllTozMzMzMMidGZmZmZllbG1+bmZm1m6SmpvsqNWuGEyMzM+tTreSj1rRuJB9OeKyVnBiZmVmfnHzY0qL0bYwkfVjS7yTNl7RA0jRJR0vqd+yS1pZ0qqR7Jb0o6RVJMyRdLGlcjeWXkbSjpG9Iul3Ss5Jek/SEpBsk7dNgXydJigbDy/2N38zMzNqr1DVGks4GjgJeBn4DvAbsApwF7CLpgIhY3OS2xgC/A8YA80gdT75Muq/bIcDBkg6OiKsKq20K/G9+/AzwJ+DZPH13YHdJFwBHRP2/U38B/lxj+mvNxG1mw88GIzds6Y1fNxi5Ycu2Zba0K21iJGl/UlI0F9gpIh7K00eQkpp9gWOBM5vc5OmkpOgG4MCIeClvbxngq8DXgPMkXRsRlaQlgFuBbwE3R8SiQnwTgOuBScBvgR/X2e/VEXFSkzGa2VLg8Tmzm1rOt7Uw67wyn0r7Uh5/oZIUAUTEE8Cn8tMv9uOU2s55/I1KUpS3txg4BVgIrAu8qTDv4YjYJSJuLCZFed5tpGQLUo2TmZmZDXGlTIwkjQa2BV4Frqien5OS2cAGwA5NbvaVPuZX/pbNa3J7APfk8eh+rGNmZmYlVcrECHhHHt8XEQvrLHNn1bJ9uTGPT5C0SmWi0vWmJwKrANdGxJP9iLNSu/R4g2W2kXSGpMmSTpe0r6QV+rEPM1sKSOo1NJpuZu1R1jZGm+TxjAbLzKxati8nkJKoPYAZkv5AqkXaGhgLXEJq09SUnFx9Oj+9qsGie+ehaJakQ3LNl5mZ2xKZlURZa4xWy+MXGyyzII9Xb2aDETEPeA9wIbAesBewP7AZ8AhwW0S80I8YzyElZfcDk2vMf5jUTmocsCbwhrz/20in3m6Q9PZ+7M/MzMzarKw1Ri0naXPgWlIidShwC6nB9bakq87Ol7RjRBzRxLZOBA4D5gMfjIhe7Zci4uIaq04Bpki6kpSUnUpK0Ort50jgSIARI0YwderUvkIzMzOzQShrYlSpDVq1wTKVWqU+a3kkLUc63bUZ8O6IuKMw+1ZJu5Fqfg6XdHFETGmwrc8CJ+cYd4+I+/rafw0nkxKj3SQtX+geYAkRMZlcGzV+/PiYOHHiAHZlZmZmzSrrqbRH83hsg2U2qlq2kXcCWwDTq5IiACLiGeBX+emu9TYi6VjgO6Sapr1qbatJD+TxCqTTemZmZlYCZU2MKpfBbylp5TrLbFe1bCNj8nh+g2Wey+N1as2UdDTwPVJv2e8fZMPpdQuPF9RdyszMzDqqlIlRRDwG3E2qUTmwen7udXo0qVfsZmpt5uTx5pLWqrNMpT+k6TX290nSbUheAfaJiFua2GcjH8zjB/vZ4NvMzMzaqJSJUXZaHp8habPKREnrk64IAzi9eK80ScdIekDSRVXbuoOUHK0M/FDSGoV1lpF0Aikxep2qS+8lfTzv7xVg34i4qa/AJY3JN79dsWq6JB1aeG3/1de2zMzMrHPK2viaiLhS0rmk23/cK+kWem4iuwZwNakWp2g94C2kmqTitl6VNAm4BtgPmCDpTlJboXGky+4XA8dFxMOV9SSNA84DRKpJOkjSQTXCnRcRxxeerwNcCvxA0t2kpGx1YEt6+l06KyLOa75EzMzMrN1KmxgBRMRRkn4PHA1MAJYlNVz+EXBusbaoiW3dLGlr4LOk/oQmkmrMngB+CpwZEX+oWm0tUlIEsHkeapkBFBOjx0hdAGxHuhJu+7yvucDlwOSIuLXZ2M3MzKwz5N5Wh4bx48fHtGnTuh2GmZnZsCDprogYXz29zG2MzMzMzDrKiZGZmZlZ5sTIzMzMLHNiZGZmZpY5MTIzMzPLnBiZmZmZZU6MzMzMzDInRmZmZmaZEyMzMzOzzImRmZmZWebEyMzMzCxzYmRmZmaWOTEyMzMzy5wYmZmZmWVOjMzMzMwyJ0ZmZmZmmRMjMzMzs8yJkZmZmVnmxMjMzMwsc2JkZmZmljkxMjMzM8ucGJmZmZllTozMzMzMMidGZmZmZpkTIzMzM7PMiZGZmZlZ5sTIzMzMLHNiZGZmZpY5MTIzMzPLnBiZmZmZZU6MzMzMzLLluh2AmZnZcCWp6WUjoo2R9ObYanONkZmZWQuM3HAUkpYY+qN63ZEbjmpZbGNHjW5pbGNHjW5ZbLVERK+h0fRWcmJkZmbWAnMfn1Pa7c2cM7tl22r19sZu1DtpqzVA7wSt1jB2o8ElbU6MzMzMWmCwtRntrA0Z08Lap1Zvb+asFidtg9ye2xiZmZm1Safb5tQzY/asXtPK0sZozOhRLU2OxoweXNLmxMjMzGwpVJqk7bHeSVstkjoSsxMjMzMzK5V6tVm1prc6WXJiZGZmZqXSzdosN742MzMzy5wYmZmZmWVOjMzMzMwyJ0ZmZmZmmRMjMzMzs8yJkZmZmVlW+sRI0ocl/U7SfEkLJE2TdLSkfscuaW1Jp0q6V9KLkl6RNEPSxZLG9bHu+yT9WtIzkl6S9DdJX5G0Yh/rvVPSLyQ9KellSQ9J+qakNfsbv5mZmbVXqRMjSWcDlwLjgd8BNwNvBs4CruxPciRpDPBn4EvABsAU4DrgNeAQ4E5J+9dZ9/PAr4D3AHcD1wPrA98Apkpapc56HwL+F9gH+D/gGmAF4D+AaZLWbzZ+MzMza7/SJkY5STkKmAu8PSL2ioh9gTcBfwf2BY7txyZPB8YANwBj8/YOICVaXyd1dnmepOWr4hif130JeHdE7BoRBwKbAr8FdgD+s0b8o4EfAgL2iYj/FxEHAW8ELgc2A87rR/xmZmbWZqVNjEg1OwBfiIiHKhMj4gngU/npF/tRa7RzHn8jIl4qbG8xcAqwEFiXlHgVfZGU3JwREX8srLcAOBxYDBwlaa2q9Y4DVgYujIhrCuu9DhwJPA/sI2mLJuM3MzOzNitlYpRrW7YFXgWuqJ4fEbcBs0mnxHZocrOv9DG/0v/4vEIcKwC756eX1ojjEeAO0umxPapm79NgvedJp/GKy5mZmVmXlTIxAt6Rx/dFxMI6y9xZtWxfbszjE4ptgpTuSHcisApwbUQ8WVjnLXn6MxHxcLNxSFqDdMqsOH+w8ZuZmVmblfUmspvk8YwGy8ysWrYvJ5CSkD2AGZL+QKpF2hoYC1xCatNUK46Z1Fcrjo3z+LlcO9TsemZmZtZFZU2MVsvjFxsssyCPV29mgxExT9J7gLOBw4C9CrMfBG6LiBdaFEdL4pd0JKk9EiNGjGDq1KkNNmdmZmaDVdbEqOUkbQ5cS0pEDgVuITW43hb4FnC+pB0j4ojuRbmkiJgMTAYYP358TJw4sbsBmZmZDXNlbWNUqU1ZtcEylVqZ6lqeXiQtB1xFukR+v4i4JCLmRsT8iLgV2A14Ajhc0s6FVQcaR0vjNzMzs84oa2L0aB6PbbDMRlXLNvJOYAtgekTcUT0zIp4hdeAIsGuNOMb0M45K26i1ckPsZtczMzOzLiprYnRPHm8paeU6y2xXtWwjlcRmfoNlnsvjdQrTHiCdbltH0ht7rwLA9tVxRMR8oHIV23a91qiznpmZmXVXKROjiHiMdOuNFYADq+dLmgCMJvWK3asGqIY5ebx5jY4YKyr9IU0vxPEqPTVJH6kRx6bAu0j9LV1fNbvSqWOt9dYA9s5Pf9FX8GZmZtYZpUyMstPy+AxJm1Um5vuLnZOfnp57rq7MO0bSA5IuqtrWHaTkaGXgh8XTW5KWkXQCKTF6ndQWqeh0UuePX5C0fWG91YAfkcrwnIh4rmq9/ybVNh0m6f2F9ZYj3QpkDeDqiLi/76IwMzOzTijtVWkRcaWkc0m3/7hX0i2kG77uQk4qSDeTLVqP1Cnj3KptvSppEqkWZz9ggqQ7SYnLOFJfQouB46o7coyIOyV9ETgDuF3SraTTbhNIN5L9I/CVGvE/JuljwMXA1ZJ+T0rOdiC1nfoH8IkBFI2ZmZm1SZlrjIiIo0inou4mJSLvJSUUxwD7R8SifmzrZlJnjj8AngYmAnuSksOfkm4Qe3addb9JujXIFFKbob1Jtw45AZhQvPda1XqXAe8mdRPwVtKNb18ndQ8wvqqXbTMzM+syRUTfS1nXjR8/PqZNm9btMMzMzIYFSXdFxPjq6aWuMTIzMzPrJCdGZmZmZpkTIzMzM7PMiZGZmZlZ5sTIzMzMLHNiZGZmZpY5MTIzMzPLnBiZmZmZZU6MzMzMzDInRmZmZmaZEyMzMzOzzImRmZmZWebEyMzMzCxzYmRmZmaWKSK6HYM1QdJTwIwWbW49YF6LttVqZY4Nyh2fYxsYxzYwZY4Nyh2fYxuYVsc2NiLeUD3RidFSSNK0iBjf7ThqKXNsUO74HNvAOLaBKXNsUO74HNvAdCo2n0ozMzMzy5wYmZmZmWVOjJZOk7sdQANljg3KHZ9jGxjHNjBljg3KHZ9jG5iOxOY2RmZmZmaZa4zMzMzMMidGZmZmZpkTIzMzM7NsuW4HYJ0laVXgrUAAf4+Il7oc0pDhsrNO8vE2cGUuuzLHVmadLDfXGC0lJC0r6TukXkP/CPwJmCfpP7sbWSJpG0mXSvqbpHslXSjp7d2OC8pfdgCS3iTpAEn7S9q02/FUSNpb0v9KWiDpBUm3SXpvt+OqKGO5lf1482d1YMocG5T3fe1KuUWEh6VgAE4FFgO/B74JnA3MARYBn+9ybP8KvJLjexJYkB+/BLzLZdcwtlWAq3IsxeFSYPkux/bhXG4vkL7M7suxvQ7s5XIbksebP6vDM7bSvq/dKLeuvVgPnR2Ap4GzqqatBTwGPNzl2P4K/BnYrDDtoPxBvc1l1zC283KicTFwFPAfwD35S+OMLsf2MHALsGZh2g45UbrT5TYkjzd/VodnbKV9X7tRbl17sR5a/EbCfwIr1pm3cs6496wx7wrglTbHtkWDeSvk2ParMe9a4KWlueyaiP154OQaZfogMKvN+96twbyVcrm9v8a8nwMLl+JyK+3x5s/qsI2ttO9rGcvNbYyGj88D90rapXpGRCwEngF2L06XtCbpH/ysNsd2j6RTJK1YY97reVi3xrx1gZfbGllS2rLL5/zXqzNvZWA10mmqf4qIV4F7SXeibqebJF0sqdfdqUn/NF8GNitOlCRgU1Ji0jYlL7fSHm/4szpcYyvz+1q+cmtnJuihcwOwLXAX6VTAhcC6VfMr52lvA84Avp8PqkXAl9oc238Dr5H+je9cY/6NpIZ1h5OuOtgWOCvHdvlSXnYvkKqSj6gzfzbwU2CZwrQxwFPA/W2O7ThSgjMPOLzG/J8BLwJfJ32x7U/6B7oIOH8pLrcyH2/+rA7P2Er7vpax3Np6EHvo7EC6yvDf84/VU8BhhXnLAmfS08Bucf7R+mqHYise/BcUD37gjcBMlmwEuxh4ANhoaS47YCPg6rzPqcCbq+b/e573CHA5cB09DSc/3uH4phTjA94A3J3nFd/X3wBrLeXlVsrjLe/fn9XhGVtp39eylVvb3wwPnR/yj8I1hR+hYoO61YHtgS2pc163jXFVH/wfrYrrk8A5wLeAQ+nC1UElLrt98xfXQuBrxbLJZTqn8KXxcLFsuxDfVyvx5ff8vaTq8qOBf3G5DYnjzZ/VYRhb2d/XspRbRw8WD50dgP1ILfdfAk4Alut2TDmu4sF/S/HgL8tQxrIjtYs5k9Qe4H5gp6r56wOrdTm+7xXi62gSNFTLLcdQuuMtx+XP6jCMrezva7fLresF4KHNb/CSP1Z/A97d7ZgKsRUP/q+U5Uuj7GUHjCedoloE/A+wdrdjahDf+WWJbwiUWymPtxybP6vDM7bSvq/dLLeuv3gPbXhT0wG1XtW07Uj9tLxO6sNlzW7EVifW4sG/YwniKX3ZkarEP0tqZPwE8OFux9QgvrnAh7odUxnLbagcb4VY/Vkd4rGV+X0tS7l1/U3x0MI3Ew4kXW5caTz3PHAJMCbPXwb4XP5ReBw4qIOxrZn3fSXwS9KVBbsW5hcP/h90+kujzGWX978ssBWp1qPYaHIM6UqvxcBNwCYdjmuT/F5Oy1+q1wH/BqhGfDcCG7vcyn28+bM6bGMr7ftatnLr2MHsob0D8KH8Jf9y/qK/LB/ki0mXJlf/KFyX590AjG1zbMUrHhYXhkXApYXlqg/+Dy7tZZf3eTypL4/iFSO/A95RWGZ/UpX4i8AXgGU7ENc2wHx6bh3weP5SXUS6tHbZqvhm5fg+36H4ylpupT3e/FkdtrGV9n0tY7m1/UD20JmBdB+qp6hqRAccmw+i42usc0A+8Ba0ObbKP/OvAiOBFYFxpEZ/i4D9q5YfWzj4r1/Ky+4z9Ny/6DzgNNJl6K8Bz1G4lJZ01cb3ScnJX4B3tjm2KcCrwEfpqSFam3SbjUUULrktxHdWju/PS3G5lfl482d1eMZW2ve1jOXW1oPYQ+cGUrZ9ZY3pq+WD6wd11lsD+H6bY3sBuKnG9JE5tpr7zwd/W2/PMATK7h+kf3rVnZ4dkGM7ocY625OrxNsc20vAtTWmr5NjO6fOetsDdy/F5Vbm482f1eEZW2nf1zKWm28JMnzMAbbLXaUXvbcwv5eIeD4ijm1rZOmf+Co1plemLaq1UkRcSeqFtd3KXHajgT9FxNNV028szK+O60+kNjVfaHNsC2rtn1TdDen0VC85vu3aFVRW5nIr8/Hmz+rAlTm2Mr+vpSu35dqxUeuKc4BvAg9Iuhp4Ftgc2JP0A3VhF2O7CThQ0g+AHxdi+zoQ9PxY9RIRL3QgvjKX3XRgJ0kbR8SjhemTSGX3SK2VImIR8J02x/YL4OOSbiCVUaXcPptj+3m9FXN87VTmcivz8ebP6vCMrczva/nKrZ1VZB46O5DaVTzFko3r7gC273JcI0hd0RdvDbGI9C/mW90ut5KX3Ufpadz8K+AnhbKcS9WlrR2ObTVSclR9y4/ngWNcbkPyePNndRjGVvb3tWzlVmkwacOEpGVJDefWBR6NiKe6HNI/SdqHdCXTusCjpEZ993c1qIKylp2kDwAnk7rCX4b0Y/9L0g0Up3czNgBJ41jyfZ0SEfO6GhRDotxKebyBP6uDUfLYSvu+lqncnBiZDRGSlifdfLU0X7RDgcvNzPrDiZGZmZlZ5sbXSzlJRwCjI+LkbsdSTdII0l2UZ3Y7llq6WXaSViH1vwPwQkS81OkYquJZA9gDeAepN+x/xkaqsr+HVG3/fFcCzEpYbu8D9qFxuf0iIuo2jm1zfDs0ii0i7uhGXFDuspO0M+lS921zbGuQ2s08Q+rh+dfAhRHxbKdjy/Ft1yC2Kd2qXS1NuXW70ZWH7g6kBm6Luh1Hg9ja2qfMUCk7YCXgk6SrR55gyQaUi0gdGd4EfAJYqYNlsBLpKq6FLNkAu7p33UV5mW93Ib4ylttmwJ11yqtW+d1JB++ATupcb3ZVWVW/n4tIvZkfQz77sLSXHakbiN82+CwU45oPfKxT5Zbj+xgpaaz+HBSHV0idtI7oYFylKjefSlvKSaq0/F+227FUK3Ns0Ln4JL0L+BmwIaA+Fg/SD9pB0eZ/85JWIPV+vUPe7x2kH6GZpD6OIF25thGp88R3keL/AzAxIl5rc3xlLbcNSD1svwF4GPgpjcvtYNItHZ4Eto6IJ9oYm4ArgH1JZTa7QWzbkX7QglQzc0C74irEV+ayWyvHthEpCb8dmJf3P4H0o34iqef1nUh3tl+J1Nnoae2KqxDfj4DD6PksvAqsUHh8A+nqtXHAyjn2XSPir22Oq3zl1sls1UP5BspfY1TK2DoVH/Am0hf+YuBW0j++twNrkU6FL5cfvy3Pm5KXfYE2/0sGvpz3NZUmbsIKbJqXXQR8cSkut3Pyvr4JLNPE8ssA38rrnN3m2I7K+7kP2KmJ5SfkZRcBn2xnbEOg7L6Z93MBsErVvC1IfWtNr8wDNs5l9xqwTZtjOyTHNp10f8DV8/TRwKmkxOiyPG01Uienr5AS49WXtnJzjdEwIWmgWf0bSacQ2lbrIemzA1z106R7WrW7RqbMZXcR6Uvt2Ig4u8l1jgG+B1wcEYe1MbZ7Sf/cN40m2+pIWpX0T/+piHhbG2Mrc7k9CrwYEVv2c737gFUjYuN2xJX3cScpqXxTNNnORNL6wP8BD0VEW3s0L3nZPUiqaXlj1KgNlbQHqbuIIyLigjztraS2M5dExKQ2xnYbqVf3bSLiwRrzTwROAnaOiN/maR8Dzge+FhGntDG20pWbE6NhQtJiUpV2X6cMaok2/7hXYuv3qrQ5Nih92c0GHo+I8f1c705gw4gY1Z7IQNKLwC8j4qB+rnc5sFdErNqeyEpfbi8DP4+ID/dzvZ8A+0bEyu2JDCS9APw6Ivbv53pXAf8aEav3ufAglLzsFgK/ioj96sxfg3Q66KyI+HRh+u2kY27jNsb2DOnGze+pM38jYAZwekR8uTD9UeDZiHhHG2MrXbn5qrTh43nSVRl7UeceVXWcQ+p+vZ0Wkaq0LyFVmTZrT1JnX+1W5rJbF7htAOs9BGzV4liqvQysPYD11srrtlOZy+1pUq1Mf72JdLuEdloELD+A9Zanzv22WqzMZbeQxt9X6+Rx9R+w6aQr69ppJVKj5Xoqt/1Yp2r6NGC3tkTUo3Tl5sRo+LgLmAg8FxG3N7uSpE5cPn0/6cfm1FrVuPXkxs2dSIzKXHZzga0HsN7WpIaM7XQXMFHS+IiY1swK+TLh95Da/bRTmcttCvAhSZ+KiHObWUHSUaRLmC9ta2Tp9MQukjaNiJr3k6sm6Y3ArqTjod3KXHZ/AXaQtFVE/K3G/I+Taqb/XjV9TVKv7O30KPBOSStFRK0/JRPz+PGq6YuAdl/8UrpyW6YdG7WuuDOP+3XqoEMqsW3b1SjqK3PZ/QrYXNLp+YqhhpScQarJuqHNsX2X9OdqiqSvSNqkQVybSDqBlBAtQ/tv1FrmcjuZVGN2lqSbJR0uaStJq0taJg+r52mHS7oF+D7pR6DdfWadS2rv8VtJH5G0Yr0FJa0o6RDSZdYrAk215RqkMpfdZFI53Cjpo5JG5TJ6q6QzSQ2aXwaurFrvTaTTWO10DbABcIGq7mIvaRvgLGrfTLZypVg7la/c2tna3EPnBlKnWItJnV/1Z71zSB16tTO2T+bYvtvP9f5AB65KK3nZjSRduroIeJB0N+y9SFdTbZqHt+VpX8/LVPrn2aADZfd5luwD5SlSzcFv83BXnlZc5vgOxFX2cptA+nde3S9QrWExMIcmrhJrUWxnF+JaSDqdchVwUR6uRAzC2wAAG3BJREFUytMWFuI7qxOxDYGyu7CPuA6vWn6rvPz32hzX2vT0X/QMcDNwGfBH0o1kFwNXVa2zFunKtJ8tbeXWkQPZQ/sH0r/wNam63LEMA+mS0M8A7+/nehsAY5fmssvxvZVU3dzsD8Gfgbd2ML5tSf/mKpfH1xpezMuMd7n9M75VSJ0j3kxK4qrL7Ok87xjSFVWdPOb2JyU/fXWgOA3Yv5OxDYGyO4qUaFdieY3U3m2XOq9jLG2+JD7vaxNSIlSr08QLq7//gDcDXwP+ZWkrN1+VZjYE5NNBe7DkLRBWy7MXkP4N3k2qMr8+uvDBVrpZ61vqxPZAtLlDxzoxlb7cKiStTiG2iHih0fKdIGkU9cvtnoiY1aXQllDSsqvE9ExEvNLteCqUbvOyHSm2J0m13k21J+uEMpSbEyMzMzOzzI2vzczMzDJfrm9mHSVpBLBiRMzsdixlpHQ/sF2BUaTTVndGxJ+6G1UPScsC65FOWfWn36+2K0vZqSx3ia8f33YNYpsSTfZ63oa4SlFuPpVmNgxJOgIYHRHtvkS533L/VNtFROn+mHWi3CR9EJgeEXfWmHcy6Uq/6k4Wbyfd4HZOu+Lqi6StSPfV2o2em48+APxXRPxPh2IoddlJGg38BHh3ZVKdRYOUuH02In7Y7rgqlG7zcSLpMvx6XifdfPn4aONNd6viKlW5OTEyG4Zy8rF9tPl2KgOxtMemdAuaCyLiiKrp3wC+RPpRuIeUdKwL/Aupb6H7gW3b2SBV0kvARRHxyarpOwHXk64Gqv7RCuD7EXFcu+IqxFHmsivfXeKXjO9HwGH0vH+v0pPgvkrqv2sEMI5UZvOAXSNioPeSbDau8pVbJy7D8+DBQ2cH4A460AeUYxvQPhYDP6qaNorUZ8xC0n3kivM2AP6UfyCO6UJsywMz87wrSP0/LZ/j+gypK4ZFwIQOvD9lLrvS3SW+sP9DcmzTSV0xrJ6njybVAr4KXJanrUbqVPEVYDZt7kqgjOVWuqpsMxsaJH12gKuObGkgw8P7ScnG6RHxy+KMiJgraRKpn6X9Sb0Ud9KepB/QqRFxYGH6XODMfIPSC4EjGdj96QarLGX3AWAW8PGo6poiIu6XdDTpLvEfJNV6PSrpAFLbmU8Dk9oY28dJieP7onBbpkjdLXw538j1JEnnRsRvgTMkzQPOB44DTmljbKUrNydGZiUmaaDV2G9saSC1fZt0GqW/NMD1/n975x5sV13d8c8KgQsaqAFJDGDAtJFHWolBUQI1oBW0YIGGx8QEebX1NcMf1um0KI6FGezUV2sVOzBIeAR5RRKgCLWIAwoRYoIy8pA3hEp4hKqIhORm9Y/125zNybnnnnPu3fu3zrnrM7PnJGefPft71zpn7bV/+/dbq/MT+LZbK/bBbHJZq53pAnEP1Te4bcV7MG3/3Gqnql4qIl8EDqpTVAkvtpuJdYkfqV7Xj9PrPGx0BFW9X0TuotGrrCr+DPipjtyrcinm3w9hFetR1QtF5Czs0VWViZE7u0ViNMFJDSC/oKon59bSChE5TFVvza2jFTXZ7k+xoD9qv68WVD2BcBgr+XEZNhTeKUdSfXNgz3ZrRdGT7JE2n3mE3hrjjpWiu/m9bT7zS2w1WA682M5dl/gS2wO/abO/KIi5c9P7q7HJ9lXizm6RGE1QRGQWNqFtMdY92VViJCILsDuYQ3D2Pa3Zdr8FdsR6enWzNPo87E66Su7DEpBz29yJbkWa4Fx1YuTZbq14PL1OxR5RtWIytiKnboql0a+2+czv6C45Hk8eT6+5beeuS3yJx4H3iMj2qvpKi/2HptdfN70/jMW4KnFnN1cXnGDspGevR2GrC9YD16vq8tL+t2Bdpk/BvvBC9d3Ei3MPYcPthbZVzT9SETkYG7ZdkLS1+hFXpc+j7X6GBa3/U9U7Oj1IRH5bmaIGd2OJ0QFYjyNPeLYbwHEicmjp/29Mr/sx8sV9NtbCoWrmisgXSv/fN72+jZFHjXbD+pPVgVfbnY/FrZtE5EzgFmx11SyskfanqbtLfIOV2ITqpSLycVV9bfRIROZhc68UuKnpuGKlWJX4s1uVs81jq3fDul6Xm2K+1iAw7T8GK5RV7L+D+hoELsQCU7lx5zPAkWn/VODKkrZNwIVYTZkJazvgX9I5z+jyuDpWV30i2eJrXR63qgZtnu3Wrinrt0c4Zrf091Ta6byFnuHS6z+McMx22GOaW6rU5t126VyuusSXzjMVGzUaTnHsB8B3saaym5OG5U3HvAlbmTbh7BYjRgOCiHwMODb993+w4ck/wp4PLxGRh7HHP5OBh7Agt7ImbftjP8Li+/YCtiR0GnC1iMzHkqI/wUZhVgJnqmrz0GlV+tzaDnvGL9ioTDespfrRthuw+R2PdXncMTTmhVSFZ7u9rc2+kers/CXwC+D74y/ndbScYJ0YqUDiQuyx5VZFFyvAs+1Q1ZNF5KdYGYPZ6e1h7EbqbFW9pemQR7G/aUPFul5MVaWvwBrIfqC8G7gU+GTTYdOwpfw/rFJb0ufKblHgcUAQkR8A7wc+pqrLSu8PASuAw9Nby7BlkbV1LRaRi7B5OCuwWiL/m7qeH4GNCg1hE+yeBk5W1cp/iE36PNtuEnbR2aSqVc9DGBjCbvUhIm/Ffr9PqWqlF/h+wkOX+FaIyHux5GgKNop/q6o+mldVAw92i8RoQBCR9cCvVXVui33zsDvo9cBMHXlZZFXaHsa+6LOaL1IiciI2mrQZmKOqD9WpLWlwa7sgCIKgXiblFhCMGzuz9az9gvvS66pMF/YZwOoR7tyLIdLbcyRFCc+2C4IgCGokEqPBYRusHsRWaGPlV5ZOzljfnZYrQlT1+fTPdfXJ2QrPtguCIAhqJBKjwAvDuQUEQRAEQaxKGyya6490vF9Vz65IU8EUEZnZy35VfbIiTWU82y4IgiCoiZh8PSCIyBbatzIoyqk3f0YAVdXKqpt2oK0dqqqVJvCebRcEQRDUS4wYDQ4X5xYwCr30rBrLcd3g3XZBEARBTcSIURAEQRAEQSImXweISDwK6pGwXW+kKrxBF4jIH4uI29FNzz71bDvP2sCvX6u0WyRGExgR2VdEvgw8lVtLK0RkPxH5am4dregD27kMtiKyQER+hPVqcodHu4nIrFQ9/n5gSW49zXj2qWfbedYGfv1ah91ijtEEQ0SmAIuA04ADSROIs4oqkcrBfxTT96709t/nU9TAu+3AggbW120xVp/p5BrOOQQcBEzHKoSvKtV/Kj5zMHAO1kVbqL4fWVdksttxwFE07Ha9qi4v7X8LcDZwStIkwI1V60rndu1T57bzrM2tX13ZrequubH52LAv+cXASzQ6Zr8CfA841oG+w7BGhmV9G4GVDrRltx1wHLAUa4S5FFjYtP8twPnAqyWNN9SgayFWvLPcCfsZ4Mi0fyrWILjQtAnrj7fHBLfb8pK9yp3sL077j8EaZBb77wD+vCabefepZ9t51ubWr97sVrkzYsu3AbsDn8M6wjd/4T4BTM2sbw/sLv2Rph/FKuDTwC5hO39Bo6RrfyyhKDQ9h1UQ3wK8DMwFHizpuhbYN+zGx0p6/hv4MpacPZa0nFWy64PA0TXazLtPPdvOsza3fvVot1qcElt9G7AtcDx2h7yp9EV/Fvg61vtrOKO+7YATgZub9K0HXsiszZ3tPAaNkraL0nm/B+yW3hPgQ8DTwPNp/1PA+8Nur2n7QdKwuOn9ofTdK5K5S4Chmu3m1qd9YDvP2tz61aPdavvjY6vYkXZH8O/YnUB5KPR64Fhgcvrc7XVf3NN53wn8R/oBFvpeBVZid+6TM2pzazuPQaOk4WFsKP4NLfadWPLx7Aw+9Wy39cA9I+ybl+z2a2DbDHZz69M+sJ1nbW796tFuMfl6cFiLTQQW4AHsDuFSVX0mqypARNZgyQeYvvtp6Ftf+lwGdYBj2wHvAO5V1WXlN1V1o4h8DjgCCyynq+qmmrXNAG5V1Zdb7Lslvd6uqg/VqKnAs912Bn44wr770uuqDLrAt0/Bt+08a/PsV3d2i8Ro8FgHfAm4RlVbdozPwFws8XgaOFlVb82sZyQ82s5d0CixA/aYcStU9fmU6K6rVVEDz3bbBpvfsRWq+kqy24u1Kmrg2afg23aetXn2qzu7RR2jweG72EqpPbDVN8+IyAVp6WVuXsFGY3YHVjjSVeDZdm2DRvpnrmDbCcOZztvvdvNMLp8G1RJ+TcSI0YCgqotFZCesDstpwAHA6cBpIvIw6fFQJnnTsdpEp2L1fwpdjyRdl6jq05m0ebedd6aIyMxe9qvqkxVp6gfmisgXetmvqmdXpKnAu089286zNs9+dWW36JU2oIjIHOBvsIv9m7FHWcWk4iFsEt7GDLr2w5KOxcC0kq5bgH2At2rmbvWebCciW4B7gBUjfOSL7fZXGWyTtl4DiKpqZTdmfW63YrJd82cEs1tlvw/PPoW+t51nbe2o47fqym6RGA04IjIZOBobCTkce8SgWLHCa4DLcsz5Sbo+knQdgY1eFl/GC5Ou2+rWVcaD7TwGjddOYNp6RlUre5Tv3G4XjeV4VT11vLQ049mn4N52nrW59atHu0ViNIEQkRlYOfVTgNk0LgrrVHXPTLIQkek0dO2d3lbgSSz5OCuPsga5bOcxaPQDYbcgCHolEqMJiogcgj3SOh7YIffjqwIRmU9D1xQqvnvvBa+2CwYfEdlGVWOSbA94tp1nbZ6pym6xKm2Coqo/TnfF04G/za2nQFXvUNXTsR5WpwM/ySxpK7zarhkRcZmwich+IvLV3DpGwqPdRGRfEfkyVpnYHZ596tl2nrWBX79WbbcYMQoCQES2x9qVbBxtYnXqUD3UyWdzICL7YvOiFqvqbrn1AIjIjtjKxNOAdwF4G2nzZjcRmQIswjQdSA3zn7rBs089286zNvDr1zrtFsv1B4RRlmGOykReOi0i22EVr6cDhwA/G+WQOdhI1joR2cfDEPhIQSOrKEBEDsM0HYsVmRNsdd9NOXUVeLSbiCxIehbSsNmrwI04KBvh2aeebedZG/j1aw67RWI0ODw2hmOVCr8LIjJSBeJOUFX9wLiJac0JwEzgXFUdLSlCVdeIyFeAM7Ef61UV6xsRj8FWRPbAaladAuxVvA3clTRdoaov5NBW4M1uIrI7jcn9s3j9qrlPAVeqaraClJ596tl2nrWBX7/mtls8ShsQROQlur/THSItk6+phkYvzdAqH2IWkeVY6YAZnQYBEZmKldi/VlVPqFJfi3O3CxqfJkOwTaNux2LJxvux+YuCNeadDLwp93C8N7uJyLZYA+XTgL+gYbPngWVYGYu9c9nNs089286ztqTPpV892S1GjAYEVZ3S6WdFZFfg88DH01u/r0TU1hR3IR6as5aZB6zp5s5IVV8UkdWkZ/BV00XQ+M869JR0vTNpWgRMTZo2AzdgFcNvAG4F5tepq6TPnd1EZP+k56NYTzfB2jHcCHwHuF5VN4vI7XVpatLn1qeebedZW9Ln0q8e7RaJ0QRCRN4IfBb4DLYUfjNwHnBOxae+HLtDORBLQm7CepJdp6qbKz53J0wHftrDcU8A+4+zltfhMWiUtK2h8fcLcD+pfYqqri99rm5pru0GrKUxgvoADZtlv2Hw7NOEW9vhWJtzv7qzWyRGE4B01/xJbE7MruntK4CzVPXRqs+vqkvSSodF2GOMo4AjgQ0isgxYqqr3VK2jnUR6K10xieon6roLGiXmYtqeBk7OUUG9DZ7tVrAO+BJwjaq2bHibAc8+LePRdgUetfWDX93YLeoYDTgichLwIPB1rDfZzcA8VV1cR1JUoKq/U9XzVXU+1hPtX4GNwBnAz0RkrYicISJvrktTiWexOSfdMgt7Ll8HRdD4pqOL+ytY4rE7sEJELhCRgzNrasaj3b6L2W4PbOT0GUe28+5Tz7bzrM2zX/3ZTVVjG8ANG5X5Ofb4YAtwJ7Agt64mjZOADwNXAn9IWjdid/Z16rgae6w4s4tj9kzHXF2xtmXYHLAtyT6/AS4ADm763O3AcM122xGbp7Yq6Ss0/gr4J2D3jNrc2i2ddydsFPfuJts9CPwjdgELn/aR7Txr8+5Xb3ar9Y+PrQaH2sS522gkRL8EjsmtqwPduwDXJc3P1nzuRem8K7o4ZmWy8aIa9LkKGiNo3A/4KjaxvtBX1EB5PIJtW51zsBHdZ5ts93L691D4tL9s51mbd796sFu2Pz62cXakfZmuKyVET2D1KSbl1jaK7r2xRx3rStpvq1mDAL9I578GmNbms7umzwwD95JKXtTsZ3fBtqRvMjbR/nqsLlChcRg4H3hfJl2u7Vay3ULgv5K28mjXhcBh4dP+sp1nbd79mtNuUcdoQBCRzdgF/mXgG8C3sOe2HaGqGyqSthUishONidhFteEXsNVrS1V1bV1aSppmA3dgK5hexeZi3Y1dSMHmZ70bW949BGwADlLVh+rWCiAik4GjsZVXhwPbYJMrX8ISt8s08wRLEZlOo27Q3ultBZ7E9J2VQZN7uwGIyAwatptNY5L/OlXdM5Mslz5txqvtwK82736t226RGA0IpSKKvaCqWukKRbF1oB/EvthHY9WGh3n90v1NVWoYDRHZC7iMRh2PZnsWa1nvBJao6liqjY8bXoNtGRGZjzUFPh4rFaGav+Cje7sBiMghNGy3Q267FXj0aTNebQd+tXn3ax12i8RoQEiJUc+oamUrFEXkXOAkYDfa1NDwQmoXcTRwAI3yBs9hPdSuU9UfZZI2Kl6DbYGIvAE4EThVVd+XW0+Bd7vBa3XITlTV7+TWUsarT8t4tR341ebdr1XaLRKjoHJKo1mrsdGhroopquqaCmQNNF6DrXfCbv4Rke2B7YCNqrpxlM8OYY++R/1skA9vPo3EKKgc74/5gsHEW7AtnWvmWI5X1SfHS0u/kfp8/QqrVn+IjtL0WUTmAT/BFnfso6rDFWoLv/aAR5/GBSeogyepvkL0QOI52IrID8dwuKrqB8ZNTBMp2D5ACrbYY9B2zCEFWxGp9AIKjGVumlJh3Pbs08QJwEzg3NEuoEnQGhH5Clb1fyFwVYXawq+94c6nMWIUTHg8Bw0RGcsFutLRttJIYC8Nliqd0CkiS4BLsGD7+Q6POQcLtotUtbILqIi8RPc3CkPYhbNqu7n1KYCILAc+AszQDps+i8hUbHXptap6QoXawq894NGnMWI0IHi+uPcBhzKGoDG+UrbiDz2cowi2dXEXcClWMM4Lx2KVyb/exTFfwwo/HkeFIwuqOqXTz4rIrsDnsarFYNW868CjT8GaUK/p9AIKoKovishq4F3VyQq/jgF3Po3EaHA4FL8X937BXdBwHmwvxxKQA7HgVi69sLnic4+Gu2DbDWkS+GeBz2BLpjcD5wHnVHxqzz4FezTa1eKNxBM0ustnI/zaEnc+jcRo8HB3ce8DPAeNUckVbFV1iYjsSKNY51HAkcAGEVmGFeu8p0oNbXAXbDtBRLbF2picSaNUxBXAWVpD02fnPgW7ieultMgkMt4Ahl/by8ObTzstkR2b7w0rTFg0zXwVaw/y18Dk3Nr6YcOaLP4dVv26KD3/HPBvwNzc+kbQvC1wBpYEF6X8lwGzMul5O432LoUN1yaNb65Zy++Bq3o47irg95nsdxLwKI3WODcC+2f+jrnxadLzGLC6h+NWA4+HX/351aNPszkmtgqc2YcXd4+bp6DRRqO7YFvSNgn4MHAlNkdqGNiIFfSsS4O7YNvmnEcBPy/58k5gQW4/evNp0nE1NiI6s4tj9kzHXB1+9edXjz7N7pjYqtn64eLuffMQNFpoch9sm/Tugo1ebgGerfG87oJti/PNB24r+fKXwDG5febVp+nci9J5V3RxzMpk40XhV39+9ejT7M6IrdrN48W9H7ecF4N0/r4KtlgjyiIxLzTfVuP53QXb0nnmpO9SYZcngFOBSbn95tmnSYMAv0jnvwaY1uazu6bPDAP3ksrThF99+dWjT6OO0QRCRHbBepQdBTyvqtMyS3KPiOyNTVY8CZiB/Yh/rDX1DhKROVjQOjKd+yngi8DFqjqm/njjjYjsRGNy54GY3hewye1LVXVtjVoEG1mbA1wLfEpVnx3hs7sC38Ym4N8HvEMrDIwishmzzcvAN4BvAa90eryqbqhI2lZ48mlJ02xsusDO2HzKm4G7sbo2ANOAdwNHYKUrNgAHqepDFesKv/aux5VPIzGaAOS+uPcbnoKG92CbEpAPYrY6GtgBu5srr+zbVKWGNtpcBduSLtctcjz7tEBE9sIWnMxPbzXbsyhbciewRFXHUpW6U03h17Hp2wsnPo3EaEDxdHHvB7wGDc/BVkTOxZLt3bDv1/3YiOSlqrq+qvN2g6dgW9I0ppE+Ve1laXNH9INPy4jIAuz3egCNZfDPYS1grlPVH9WoJfw6DnjwaSRGA4TXi7t3PAcN58G2SNpWY9+vruoGqeqaCmS1xEOw7Qf6yadB54RfuyMSowHB88XdOxE0esPzaFbQG+HTwST82h2RGA0IcXHvnQgavSEijzOGyrOq+rbxUxOMB+HTwST82h2RGA0IcXHvnQgaQdAfRLPswcOjTyMxGhDi4h4EDTwG2wLP2rxTugHsqVm2qm4zzpJeI/zaGx59GolREDgmgm1veAy2BZ61eadku7vpoVm2qi6vQheEX3vFo08n7OOTIOgTDmUMwXZ8pfQld9FDsK0Jz9q8cjlWiPNAYB6vX3G7OaOuMuHX7nDn0xgxCgLHeLyb6gdE5DIs2O6A9T/LHmwLPGvrB0RkRxo12t6L/T42AMuwGm33ZNIVfu0Rbz6NxCgIHBPBtne8Bdt+0dZPiMjbsX5kRakSxfpuXQRcrqrP16wn/DpGPPg0EqMgcE4E27HjIdj2o7Z+QUQmYa1dTgH+CtgOu5G4SlVPyqQp/DoGcvo0EqMg6CMi2I4NjxfQAs/a+glvzbLDr2Onbp9GYhQEfUgE27Hj7QJaxrM2r/RDs+zwa3fk8mmsSguCPkRVtwDfB77fFGyPyCqsD2gRbAEeyCaohGdtHmnTLPubOGqWHX7tHA8+jcQoCPqUCLad4yHY9qM2j7Rpln0jjpplh187x5tP41FaEPQRbYLt5USwfR1tgm15ZV+WC6hnbZ7x3iw7/No9Hn0aiVEQOCeCbfd4DLb9oM07nptlh197w6NPIzEKAsdEsO0Nj8G2wLM273hulh1+7Q2PPo3EKAgcE8G2NzwG2wLP2rzjuVl2+LU3PPo0EqMgcEwE297wGGwLPGsLeif8OjhEYhQEjolgGwRBUC+RGAVBEARBECQm5RYQBEEQBEHghUiMgiAIgiAIEpEYBUEQBEEQJCIxCoIgCIIgSERiFARBEARBkIjEKAiCIAiCIPH/Y0Xem5GciagAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('marital_status', plt, decorated_results, '-mode')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('marital_status', plt, datawig_results, '-datawig')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('occupation', plt, results)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('occupation', plt, decorated_results, '-mode')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_impact('occupation', plt, datawig_results, '-datawig')" ] @@ -685,7 +896,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [