"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SHAP Decision Plots\n",
"SHAP decision plots show how complex models arrive at their predictions (i.e., how models make decisions). This notebook illustrates decision plot features and use cases with simple examples. For a more descriptive narrative, [click here](https://medium.com/@floidgilbert/introducing-shap-decision-plots-52ed3b4a1cba)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load the dataset and train the model\n",
"For most of the examples, we empoy a [LightGBM](https://github.com/lightgbm-org/LightGBM) model trained on the [UCI Adult Income](https://archive.ics.uci.edu/ml/datasets/adult) data set. The objective: predict whether an individual makes over $50K per year."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training until validation scores don't improve for 50 rounds.\n",
"Early stopping, best iteration is:\n",
"[683]\tvalid_0's binary_logloss: 0.277144\n"
]
}
],
"source": [
"import pickle\n",
"import warnings\n",
"from pprint import pprint\n",
"\n",
"import lightgbm as lgb\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sklearn.model_selection import StratifiedKFold, train_test_split\n",
"\n",
"import shap\n",
"\n",
"X, y = shap.datasets.adult()\n",
"X_display, y_display = shap.datasets.adult(display=True)\n",
"\n",
"# create a train/test split\n",
"random_state = 7\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=random_state)\n",
"d_train = lgb.Dataset(X_train, label=y_train)\n",
"d_test = lgb.Dataset(X_test, label=y_test)\n",
"\n",
"params = {\n",
" \"max_bin\": 512,\n",
" \"learning_rate\": 0.05,\n",
" \"boosting_type\": \"gbdt\",\n",
" \"objective\": \"binary\",\n",
" \"metric\": \"binary_logloss\",\n",
" \"num_leaves\": 10,\n",
" \"verbose\": -1,\n",
" \"min_data\": 100,\n",
" \"boost_from_average\": True,\n",
" \"random_state\": random_state,\n",
"}\n",
"\n",
"model = lgb.train(\n",
" params,\n",
" d_train,\n",
" 10000,\n",
" valid_sets=[d_test],\n",
" early_stopping_rounds=50,\n",
" verbose_eval=1000,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Calculate SHAP values\n",
"Compute SHAP values and SHAP interaction values for the first 20 test observations."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"pycharm": {
"is_executing": false,
"name": "#%%\n"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Explainer expected value: -2.4296968952292404\n"
]
}
],
"source": [
"explainer = shap.TreeExplainer(model)\n",
"expected_value = explainer.expected_value\n",
"if isinstance(expected_value, list):\n",
" expected_value = expected_value[1]\n",
"print(f\"Explainer expected value: {expected_value}\")\n",
"\n",
"select = range(20)\n",
"features = X_test.iloc[select]\n",
"features_display = X_display.loc[features.index]\n",
"\n",
"with warnings.catch_warnings():\n",
" warnings.simplefilter(\"ignore\")\n",
" shap_values = explainer.shap_values(features)[1]\n",
" shap_interaction_values = explainer.shap_interaction_values(features)\n",
"if isinstance(shap_interaction_values, list):\n",
" shap_interaction_values = shap_interaction_values[1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Basic decision plot features\n",
"Refer to the decision plot of the 20 test observations below. *Note: This plot isn't informative by itself; we use it only to illustrate the primary concepts.*\n",
"* The x-axis represents the model's output. In this case, the units are log odds.\n",
"* The plot is centered on the x-axis at `explainer.expected_value`. All SHAP values are relative to the model's expected value like a linear model's effects are relative to the intercept.\n",
"* The y-axis lists the model's features. By default, the features are ordered by descending importance. The importance is calculated over the observations plotted. *This is usually different than the importance ordering for the entire dataset.* In addition to feature importance ordering, the decision plot also supports hierarchical cluster feature ordering and user-defined feature ordering.\n",
"* Each observation's prediction is represented by a colored line. At the top of the plot, each line strikes the x-axis at its corresponding observation's predicted value. This value determines the color of the line on a spectrum.\n",
"* Moving from the bottom of the plot to the top, SHAP values for each feature are added to the model's base value. This shows how each feature contributes to the overall prediction.\n",
"* At the bottom of the plot, the observations converge at `explainer.expected_value`."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(expected_value, shap_values, features_display)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Like the force plot, the decision plot supports `link='logit'` to transform log odds to probabilities."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(expected_value, shap_values, features_display, link=\"logit\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Observations can be highlighted using a dotted line style. Here, we highlight a misclassified observation."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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GUeD2Pgau6iby0gqFe1cPZEzQQS6ya3g3kvA7a6uD15fZWXWXBR/P5hM5mYUKd31RhtVD4LdH/AhuoeqtcxGnQ2Xr6hJWz80n/1ANSZKN/qm+ZG0t45fXCunU00a85Mfwm6LwDXF5bVbNy2dbWhl3vRyvi5xWwFFQTfrNS3AcriJ59QQARLMB+8EK1AonplAvTEEe4FRxZFVgCvTANigU60CXsPFKDkA0NR5+1RSV7dcuxRzmRfwb/Vt0HiodnTNCr7rSOR0MIhRVuy4eRa0fujpCrxBYmy3wf+sUZu1UqXa6StJfGS66+2l8skHh56vqz5vy6CADKzI1HvtD4fURDV9ePh4CL1xkJK5oNV9lJ9DlfTvPpRq5PlmsTXIGWJepcNuPNcy90YuOfs33cP11Yw2PzSjnzuFeTEv1QhTPj5t8cZ6dtQsKWPtbAd5WAz42AXO1newtJcRLfqTeEEXHbjaMxwiZ7WmlLPrfYe58MR5vH/2W0VyoNQoVmwpqQ1CaotF5+kUAGP3MlCzKQq1wUrosm5rdJZSvykHUVEwWAWsXH6wDQ7EOCMV7QOhx3poToWka6fevwVlQTfL8SxDOk+tfpw2jV13pnCrHhq4aEjrhVoGLo+GZ5SoGFcYmiPy5XyU5xNV4XrpKuFWgV1j9h6IoCHw53kjfT+wMihK4IqnxX5Uh5moejN5CSJ+OPPCbk3fWusRRaieRzBKV8V9W8eHlHqR0aJ7E4Cq7xr9/qmDpDjtf3uFD7+jjJ7drb6iqRvrGMpbMPMyBXZV4ewlQbicsxof4FF8S/h6DX1jjuTaZ6ZV8/84BbvxnDIHhek7O6aKpGlW7StyixiVsKjYWoDmOzlclehqw51dRtT6f8lWH8U70pWZXMRk3/OEKQQ0IJWRat5N6a07GwVe2ULwkh97LxiB6nJ9J9zrnF7rQaWEkSfon8CxwgyzLX55te8AdujpBjg64hM72fI3OfrAxB8KtMDruaMXUh+tU7ujb8E0ywEtgxkQTY751kBwqEh9wYjXeP1Jk+Y0mZm5XuWWOg66BAnuyHdw7yMQV3ZtHjOzMdnLn52V0Djew4BE/fLzad/ilKKeG37/JZuuaUhw1CjaLSP9UX5IG+BPd43ivTUMUHrbzxfN7mfi3DvUmBNRpGsULMyn585ArYTgtF6XUUb+BAJ5xPphCvRDQcGZXsqnTdKxSMNYBoUQ92QfrgFBMoU331pyMnK/SyfpgB31WjMHoe/7lpOm0QfTQ1bmNJEkicAtQCNwBnBNCxygcqbpqOEcHIMIq8Md+ldwKDVWD5ZkajwxwCZuDJRorM1W+m9j45ZMSIfLvoUYmzXSw6iYTXqYTix1BEJjc1cDoeIGU96rYWwqZVSIFlRqBltN3W2qaxjeranhxTgWPX+bN1AEe7TIfQdM0DmdUIi/IZ8vKEkpKFfz8jPS/2J9+o4MIjPQ6peNVljv57JkMhl4RQrcBvi1kdfuhdFk2pSsPEzata62AyPlgG4U/7attY4qw4NnJhuglopbYqdldjAEVS4zVFYYaGIpXjzPz1pyIwgWZ7HloLb0Wj66dW0dHp02gh67OaS4BooAJwC+SJHWXZfkvAEmSOgMfA72BvcB/gbdkWRbc+43AI8CNQAiwFbhXluV1Z2pUPY9OIzk64VbYV6yRUw6XJwr8uBsu6uRq+MkGhandxUYTiI9wZ1+R5QdU7pnv5JNxTfPMPLHATrhV4PdbPHl+hULiB3YeH2TgbymnPuFgSaXKI9+VsydX4af7fEkIa1+Xe3WFk4wNpexYVcT2tFKqnQKiUST5Ah8uujoC/5DT+8XudKh89eI+Ove2ceG44OY1uo2jOlQqtxRSnpZL6G1Jtfkt+x5aTfnaPKxSMH7DI9FUDdsFoWjVCppdwXGgDEd2JUaTDWtKSG1+jSnk1ATo6VK2Lp/t1y2l+0/D8U7SF1DVOb9oX3f+c487gHmyLP8qSdIm4HbgXreImQMsAEYB4cDPx/R9Bhju3r8fl+BZIElSgizLRWdilEE4WnV1otDV3iKXN2dCZ4H5+zR+3QNXJml8ukFh3tUnFy6CIPDRWCP9PnXw+SaFG3ue+Jfqe6vsLNilsPJOC/4WgfcuFWsnHHx/nYNXhhuY0KVpEw6u2+vgri/KuKirmbeuteHVDpZx0DSN3H1VtWtIZe6uwDPAk9Jyhcg4K0OuCKFLH58zWm5B0zRm/t9BvKxGxtwU0YzWtz00TaMmo4yyNXXyajbko1YrAPgMCceS5A+A/9hoTCFeFH6/h5xXNlCxJhdjkGetp8Y6MAxLjwCEszCpYtWeUraMW0jnjwbhOyi01c+vo3NG6BMGnrtIkhQBjAEmuzf9F3hakqRHgb5AJ+BRWZargAxJkt4EPnH3FYB7gDGyLGe4+38qSdL97mN+fbp2CUL9qivnCTw6JTUwOAqWH4Truwk8uljBoIl09BXoEdq0G7bVLDBzkpGhXzroEyaQ3Ei/+TudPPeHnRXTXCLnCEnBIr9cJbIwwzXh4FtrFN4YaaRvIxMOqqrG+4uq+PDPKl6ZYuXSnm07gbamUiFjQwnpcgnpaSUIBgjs5E2ZQ0D19qDr4AD6jwpstkTh36bnUJBj57Zn48679akceVWUuSfgOzIRn7Pw+HmePDv74tXZ1yVq9pVRvjoX+8FyvKVgTAH++I/pjvWr1vPWnAh7bhWbR/1G9JO9CJ4QfbbN0dE5PfQJA89ZjuTmHFkx72vgFWAKUAXkukXOEfbXeR0EWIE5kiTV1bMmXKGwM8IgQH4dj05DOTpVDg00uEsSeXSRyrypJortKk8sVnhy8KnlEHQNFnlrpJFJM53It5rw8ah/1W7JUbh+RjWzrvcitpEVz0fEimy4zcRnm1TGfedgRKzI86nGehMT5paq3PtVGVUOjXkP+REV0PYqSjRNI29/FelyCbvTijm0q4KoJCsduttIGBrEX6tLKK3QuOCyEJIH+WHyaD4PwdrfCti0rJi7XknA3IzHPRdRKp2gqBhsrvBe1uub2f/Q6uPamUK88O4TiCnYtTCc41AFVRvysasKNf5mrANDCb2nx1nz1pwIZ7mDLWMXEjwlhsg7k862OTo6p4eejHxu4k5CvhXwAzIlSTqyy4ArfPUIECxJklcdsdOxziHygQrgYlmW05rbPuMxOToN3Z/fk1UEATwMAoIASUECd/cW+XaTQkrkqcvra3oYWH5Q5ZY5TmZMNNaGn4rsZu7+vIq3x3lwQfSJhYlBFLi1t4EpXUVeXqnQ8yM7f5MMPHKBAXmPg/unl3H1QE8eGNW8Myi3NPYqhYyNpaSnuVb/Bkjo50f/CaEYvIzIvxeyeE5hvXWnmpud60tZMD2HaS/EY/VtX7cFTVHRFK12ccqDT6/j4LPr6fTaACLu7wGAJckP0WLEu28QXnE+iB4iSmE1lZsLqFyejXdKMNaBoQRdFefKrQk++96aE6E6VLZd+Sfe3f2JebbP2TZHR+fM0JORz0lG4fK89AOy6mxPxpWXUwIcAF6UJOkxXDk69x9pJMuyJknS28BrkiTdKsvybkmSrMAgYIssy4fOxDhRALsCdkXDqWoNhq4+36wQZIG5ezRGx7vyYn7drTAgSuCfS1V+vOLUf72+OdLIhZ87eGetwn39jdQoIs9t784tA0xM7dX0MnKbh8BzqUZu72Pgsd8ddH62Ah+Hk49vsjG4y7lfMqtpGvkHq0lPK2Z3WglZO8uJ7GIlPsWXayaEYQs0sXFpMfO/ya1dd2r8tCgs1pb5cz2UUcX/3jrI9f/oRHBk2w71aZpGzYHy2tBT+do8ytflEf/foQRdGQeAOcIlFO3ZlTgLqylfk0v5yhx8BwRRKeej5lRgHRCKT2okEY/3wdL93PPWnAhN09g1bQUAnT8c1C6rDHV0TgVd6LQMdwCzGqiQypEkaZV7/2XAR0AekAF8BTxXp+1TwL3AbEmSonB5eFbjyt05QwT8PDRKao5MGFj/RlhcpZJRBJcmCCw/qPHqcAMOReO/GxV+nWpi4iyFRftUhnc6tZu/p1Hg+4km+v/XjhQh8ObuJCK9Knly+OmJE82hUrKvEilIIN/izT1L4HWzyvCYc++hZK9W2LeplN1pJaSnFaOqkJDiS7/xocT0TMDDYuDwgSpWzi1go3vdqbG3RhKXbG3RB1Vxnp3PntvLhDsi6ZTU9kqOnUU1lKe5VusuX+MSNo7cquPaVe0sQVNUqrYVoVU7CbkqltLZe9n4wV94Sy5vTdjfe2IdEIIp6Nz21pyMff9aT8WWInr9eSmi6dz7W9DROSX00NW5iSzL40+w74I6b4cceSFJ0h3UydORZdkJvOH+1+z4eUJRdcNVVy+sUPD1gIQAkd/3KqRGi8zZpRLnL9A7XOT1i+C+3xU23ixgPMXp42P8BT4Za+TSz6sJF8282H0jgpBwyvbPXl/DE9+Xc99IC7cO8wTgxx0qt//qoFuQyKsXG+gSdPZu8pqmUZhVXStsDu4oJyLBm3jJj6lPdyY42gtBEHA6VLatKWGVe92pfiMDuf+dLvgGtbxnqqpC4bNn9zL4siCSB7WdkuPqPaUceEqmfG0e1btLjttvDPDA2i8ESw9/1yKXJXYqlmSx/rWNGEO9sA4MxefCMCIe7olX9wCEhpLU2ihZ/9lB7nd76b1yDAbv9j/zt855gh66aptIkjQIyMHlzemBK2/ntKupTgUN8PMQKK7WXPPoHHOf//ovldEJIqU1GmFWAW+zwEfrldqZkCd0FnhvvcAH61XukU494TevVMGganh4i4jCqan1yhqNJ38oZ/UeB9/c6Utyx6OX8MQkA2MTRN5NU7jwCwdXdRN5aoiRoDOYcPBUcFQr7Ntcxm7ZVf7tdKjES370HRPC5CcS8PA+OlYl+XbWLCgg7bcCgqM8GTg6mG4DfDEYW8dWp0Pl65f3EdPNm8Hjz925ciq3F5Hz7lZM4RY6/NOVayKYRfKnpwOuZRO8+wRhlYJdISmHQvXuYipW55K/4lDtnDVhf0/Gu3/b99aciLxZ+9n/zAZ6Lx+D+RzPIdLRaU10oXP26Ah8i6vCKg/4HnixpU965DHq5+FKSD62vHxHvsLhCniwv8hDixT8PWFvkca6bI1ZU1yKSBAE3r7YwLBvnFzVVST4FITEH+lOHl9gZ/k0L6ZML+P7w7FMaGLfbVlOpn1eRq+ORhY87IfV8/hf4h5GgQcHGrmhp4GnlzpJ+sDOYxcYuDvFgEcLiIjCQ9W189oc2FZGeJw38Sm+THkygZAYr3phJ1XV2LO5nFVz89n7Vzm9hvpz67PxhHb0bHa7ToSmafz4fiYms8hlt0aeEzkc9kMVtaXdXl38CLmhMwBKqYOc97fh1c2/VuiYo7zp9NZABMCZU0nF2lwKPtuOOdyCdWAotgvCCX+g/XlrTkTJisPsun0FyfNG4hXrc7bN0dFpPpphHh1Ba4b4l845R6NfqpytMu03lRhfmNxF5B9LFBZMMRLv73rY3fSzg592qhQ+aCLkTQfR/gKXRItUO+GNS+rr4nsXKtgV+M+opnl1duQqDP2oiu+mepIaZ+SLHxfwwK4BfHeljRGxjT+QNE3ji+XVvDa3kqcu92Zyv6YLgx35Ko/8rrA1X+WV4UauSGzahION4bSr7NvszrWRi7FXqcRLviSk+BHb2wfPBhKGK8udrFtUyJp5BRjNAgNHB9FrqD8eXmen/H3hdznsSCvljufjMHu2vg3OUjsVcl69OWvsWRW1+/1GRtF1wWgA1Gonh97cgjnEExwqZasOU77qMI6cSqz9Quqt4G0KbF3BeK5Qsa2IjanzSPpqKAEjI8+2OTo6zUuVHQJugqrpJ2vZ6I1d9+icp/h7ujw6iupa+wrAoWh8v13likSRzbngbRYoqNL4bJPCH9cdH+9/erBI4kdOpvUW6RV6YvGQV64y5vMqXhrlQWqc67ILMNl5sOMWrp+dQtot5npz4hyhqELloW/LOVioMPvvfsSFnNqDOTFI5OerRBbtVXngt6MTDqZENP2XflF2da2w2f9XGWExFuJT/Jj8eDyhsZZGhVNmeiWr5+bz16oSEiUfJt3bgegk77PqQZEXFbL+jyLueiW+VUSOpmpUbMinfK07YXhtHlXbi46T4mg2ogUAACAASURBVAYfk0u49AvGOzmAol/2U74qh4rVuZSn5WKO8HZ7a8IIf7AnXt38zxtvzYmoyapg86W/Efdqii5ydHQaQRc65yl+HgLFNRrOOhMG/prumjvnxmQD8/aojIkT+HiTxgXhAknBxz9U/D0Fnhkscu9ChSXXGBp9gFc7NC7/qpopySZukuoLph62Iu7taGDKDw4WX2/CVCeOtmaPg7u/LOPSZDPv32DD4yQLg56I4TEi628z8cVmlQkzHFzUSeSFVCMdfI8/ptOusv+vstqQVHWFQnxfX3peHMTlD8fhZWv8z8ZRo7J5eTGr5+VTVuxgwKggHvogEavf2U8M3b2xjHlfZHP783HYWsAeTdOo3lNK9a4S/EcfnRZq68W/ohTba98LJhHvXoFY+wVj7RuMwc+M41AFFWtyKf5+D3n/t6XWWxP2YDLe/c9fb82JcJbY2Tz6NyLuTCTs+lNP6NfRaRPoVVc6p0tt1VWdHJ33ZAVNg8EdBZ5aqvLPC418tEHl2h6N/3K+tafIfzY4mbFDY0rS8aJB0zRu+aGacB+B50Y2XEn06CADKzI1HvtD4fURRhRV4/8WVvHZ0ipem2pjRPfmqUAyiAI39zJwZVeRV1Yq9PrYzp19DTx6gQGlyF6bRLxvSykh0RYSUny54tE4wuMstYs3NkZBdg1r5uezblEhUQkWLpoSesbrTjUn2fuq+PaNA1z7aDShHZpHNNhzq7AfKMcquZKZ1XIHGzr/D8Eo0r/0RkRPI4IoEDgpFq3aibV/CJ4JvqgVDirlPMpXH6bwy51HvTUXhhH+cE+8uurempOh1ij8NeF3/IaE0fHR5LNtjo5Oy6JXXemcDn4ecLD0aHl5VqnGyoMaYxJEyu2w6bBGlA1QQTrBTMgGUeCdEQaumaMwLl7AcozX5enf7aQXqCy+3YLYiFgQBYEvxxvp+4mdrgEwb0UFGhrzH/Yj3K/5wytWs8DTQw2M9ajg21lFPPluCYEodB/gS4/UQMY/GIPF5+QeD03T2CGXsurXfLLSK+k7PJC7Xu3cbOtONRcF2TV89uxeLrs1gthu1jM+3v5/rCXrpY2Aa4kEKedaBEHAYDPjmxqBaDXhLLJjDjdSs7cUW+8Aylfnkvv2Zpy51Xj3C8Y6MIzwh3th7R+CMUD31pwKzjIHO29bjinIk/i3+p8TyeQ6Oucy+s+mdogsyyd8rWkaxdl7ya/S8DTCynVb2HhYJcgC/o5sCqrAbIAfV+3Bzwt+ST/xMQd3EOkdIvDi3L31tq/LVPhwrYOne+7Cyy2A6vbdt29f7euMrev4fqKJB353sjhTZVKKJ6E+4kk/y+m8XrMyjdmv72XNJ/tICcyjalQ0bw3oiv+FJXQfFojFx3TS4xzcXcmrf9vIb1/n0HOIPyP/VsPomyIIDPdoEZtP5bWqavz28zoWfpvDOw/s4s37tzNkQjC9hvif8fE1VSPnva212xy5VawZ/yOly3PQVI2ql8NImn0J5nALsixz+P2t7L93BQUz0gmcEk/PA9dQ/mI4Uc+k4HdpRzZm/HVWx6otvFYqHBT+lsWKG+ewbsAcVoZ/S1FBIYlfDUEwtMzfiP5af33OvHaHrprSvjH0qqv2SaNf6rocjdvnO3n7YgOPLlbxNcO03iJ9QwW6fmind6jA4uvNPLDQSXaZytJ9GhUaLL/eRPcG8nSO8M1Wle+2q/w86aiT8JJPKxnf1chdAxsOPc2ZMweAcePG1W5bn60yarqDYKedeE+FFyZb6RbZfI7HwkPVzHh2N6ExFi68PZrbFmhkl2t8P8lExwbydY6ltMDB/K8OsXtjGZdcG06fiwIa9VS1JvYalfSNZWyXS9meVoqHl4Gkfj50TfEhOtG7WefnqdpZzP7H11Iu52M/UF673RxhIXByLIFXxmIbEFob7nPkV1E8ex+FP2RQtjwHn9RIAibF4jcuGqPfueX9OhdQKp2Ursql6M9siv/MpnxTIbY+gfilhuOXGo7PgGAMnrozXuc8oawKwm+H8q9O1rLRm5wudNonJxU6MycYGfatk6lJIlYT/HOQgfC3aiirgUP3mzGKkPyRnaEdRDbnamAQWHWDsdGZkIuqNaLfd5J9txFvs8Af6U5u/6ma7Q9410swrktDQgcgo0hj1Dd2kmwae3ZUcHlfDx4ebcHH68wckDtWFjHn7b0Muy4SQ58gJv/oZEy8gddGGDCfJJfGYVdZPjuPZbNySRkZSOrkUDwtZ3d19OI8Ozvcwmbvtgqi4i0kpviQJPm0yppVmqZRsS6f/Bl7KJiRQc3+OqInypsuM0dg6x9Sr4+zuIbiOfsp/CGD0j+ysA0Kc4me8Z3a9WR+J0KpdlK6Oo9it7ApW1+AtWcAfqnh+KeG4zMwBINFFzY65ymllRB1J5R+cbKWenm5Tn0irJBdDt2D4efdLl00IFIko0jjj30qE7oY+GSMiatnOai2Q2IovL5G5dGBDT/c/T0FUsIFFu7TGJ8Aj82v4dkRHo2KnBMR6y+w4kYzY75z0EuyUVlTw9Dni3niMgsTUzxOOSdBVTQWfZ7J1iUFTH06gXmVFh7/1sm7o4xM6XZisaJpGn+tKmHeZ4cIi/Hib6+dvRwcVdXISq9iW1oJO9JKKc530KWPjT6p/lz1QDRe1tYVXoIgYJWCsUrBRL/cn/K0PApmZJA/Yw+O7Eo8449OXFfw015X0nG/YIKu60zQdZ1RyuwUzz1A4cwMDjywCu+UYPwnxuJ/eQzmsOZfof1cQa1RKF17VNiUpuXj3d0f/9Rwov/ZC58LQjBaz36Vno7OOYGquVaiPgN0oXMeouGaQdjPE6KsAptzVQD6RbiWhZi/xyV0hnUSGd9ZZMVBlS7+Aq+uURjfWSQxsOGLbnyCwOzdKkqNhkOBKcmnf3kFewv8eZ2JK39wUix48u4NHjw7q5Lpq6p5YbKVpIimHbu80M7MF/dgNItc+0ZXHlwhsC5bYdkNJhJPshbWob1V/PJJFhWlTq64uwPxPW2n/XlOl5oqhd0by9kul7JDLsVidYWkLrstko6J3hjOkaouQRCw9QvB1i+E6Ff7U7WjuLYkXFNUMu5ajiOniuR1V2DtEwSAwWYmcEo8gVPiUSodlMw/SNEPGWQ+vgZLj0D8J8bgf0UsHh3OPIH6bKLaFcrkfIr/zKboz2zK1uRhSfTDLzWcDo/0wHdQKEafll/bTEenTaJqetWVzqlR93KJtIKXCfaXQqVDo1+EyA/bFebv0dA0DUEQeHm4kaQP7PywTeWfQw3c/KuTZdcaMTSgsMcniDyz3MGq7XbeGud5xrkr3maBWVcaueNXJw8shdnTfPhtUw1XvlvCFZIHD11qwXaCcNb+v8r44aV0+owKIeySMFJnKvQKgzU3m/A2N25beYmThdOz2bqqhIunhpFySWCrCoqiXDvb01whqX3bK+jY2UJSPx8umhRyzlV0NYQgCFiS/Gvfq5VOgq6Ko2JdPt69A2u377r2D8wRFoKujMO7bxABV8QScEUsao1CycJMin7IIOuZdXgm+BIwKZaAibF4xJz7yxuoTpXydfnuHJscSlfl4hXvg19qGFH3dcN3cCgmPTdJR6dpaLpHR+cMiLIJ5FRAlwDYmq8hhQvsKIBAL9hZoJEYJODjIfDpOBOTvndQUaNhFOEdWeXv/Y4Pk0T7CnhpCl5mgUs6N08YxWQQ+HSckScXKwz50smCqz0Z09ODF+ZUMPSFYv55mYXLpfrhLE3TWPVDDit/yGHCgzFssNiY/KWT51ON3Na78SUgnA6VVXPzWfz9YXoN9eeBDxKxNLCkQ3OjKhoHd1fWipuyIgdd+vqQMiKAqx+Oxsv77OYCnSkGm5mYNy+ot81+qIL8b9JBg0OvbsYjxkbQlbEEXhmHd+9A/MdG4z82GtWhUPbnIQpnZrC1/4+Yo6wETIrFf2IsXl3OjRXXNUWlbENhbSiqZMVhPDtZ8UsNJ+LORLp+OwxTgC5sdHROCz10pXMmRNoEsso0eoYIbM6FlHCBDj4C3YIF5u9Ra0M7o+JELo4ReG2VytpbTQyd7mRcvEh8QP2Lr8qhUVqiMDjZ3KxzewiCwHOpRiJsChd+YeeXKSZev9qGvNfB49+X8/VKVzgrMcJIdYWTn9/YS0menRveSOK5zUbmrHIy/2oTfcMb9/7skEv55dMsAkLM3PFiAiHNNKleY1RXKuzeWMb2tFJ2rCvD5mckUfLh8juj6NjZcs5MNNhSmMIsdF8yjvzvMyj4PoOavWVkvbyJrJc34RnnQ+CVsQRdGYulZyC+IzvgO7IDnd4fTNnybApnZrAj9WeMgZ74T4whYFKca0mIVppPRlM1yje5hc3ibEqWHcYcacE/NZzwWzqT+OUQzEH63EA6Os2Cqp5x6EqvumqfNPqlrs/RuGWekw03mXh2hUK1AgEecKAU3h5h4IbZDrzNrsqn+VcfzRsoqtIIf9POff0MhPoIzN6l8uc1RsQ6F+BrS+38utNJpmpi1+3Gkz54Gqu6OhE/bleYNtfJN5ebuDhWRFE1vlpRzevzKrm0s4GQZQdI6u1Dt6s6MPVnhWCLwBfjjfh7NWxL7sFqfvk0i8LDdsbeHEEXyafFHpiFh2vYvraU7XIp+3dUEp1ooWs/XxIlGwGh5+8vfk1RKV1xmIIZeyiYuRfH4arafZ4Jvi5Pz+RYLMkBtd+NpmqumZVnZlD0QwaipwF/d3jL0juoWb9DTdWo+KuoVtgULz2MOcQTv2Hh+KWG4TcsHHPI+VkxpqPT4uQUQ6+HIefjk7XUq650XNS9/0fZBBYfVBnWQeSXPe6E5EiRtEMKKzM1qhxa7UR//l4Cj18o8twyhbwHjczcAR+sV/lbX1dYpbhK45Uldv68zYtLf1TZXgBdg5rf/iuSDAR7C0ya6eDNEUau7mHgxsFexJRW8NysYnICI5gU680tXzh4YKCRhwYa6omxI1SWO1n0bQ4blxQxbFIoA8cEYTQ17/yZqqJxYFcl29eWsC2tlIpShcS+NgaMCuS6RzvhcZbL088VBIOI75BwfIeEE/P2BZQuyyF/RgaFP+ylencJmc9vIPP5DSR8lUrwta41nQRRwHZBGLYLwuj4+kAq5DyKfsgg/cqFoGr4T3SJHu9+ISddvuNYNE2jcluxK8dmcQ4lS3Iw+pvxGxZG8JUxJLx/AR7h7bcqTEfnnKIZPDptVuhIkvQ54JRl+dYzOMY84E9Zll9pNsMaPk8nYC/QQZblzLNpS10ibZBVBskhAptzXQnI/SIEPt4AvcMElhzQGBV39AJ7crCRN1fbuXmOyn/HGLnwKwej40Ri/AReXWpnbKKBbmEGLouH2btVuga1zIN8cEeRP641cem3DrJKVJLWZ7JvUxlfPhHH0xsNfPhHJd1DRSbEWI8TOYqikbaggN+/zaHbQF/+/l4SVt/m+zOoqlDYtaGMHWml7Fxfik+AiaQUHybd04EOCY0vg6HjQjCI+A6LwHdYBLH/dwGlS3PIn7GHwtn78bskqrZd1uubUUrthN6aiEcHK9aUEKwpIUS92J+qzQUUzswg4+bFqGV2/K+IwX9iLLZBYQ2uoaVpGpU7S9wemxyKF2djsJrwGxZG0ISOxL/VH88o79YcBh0dnSNotN0cHUmSFgMDAQeg4BICz8uy/H0LnU8DBsuyvPzINlmWL22Jc50OZ8OWKJtAZplGqLeAUYRD5S7Rs7tQ45GBBubvURkVd/TBIAgCL1xk4L4FCo9coPFwfwO3zXPy5WiR/6yxs+Fe18NgfILAk8tU/jGw5WzvFiIydwxc8lUVvY1WPngxihsWatgVWPNPPxZuruGKd0q4sr8nD4zywuopkr6pjF8+ycLiY+TmZ+KIiGmecEN+dk1tIvHBXZV06upN1xQfRl4bhn+wXjZ8uggGEd/UCHxTI4h978Jaz4ymamS/uQV7VgX+ozvWlp8rZXYMNjOWnkFYegYR9Ww/qrYVUvjDXg7cuwJHTiX+l8fgNzEGU6SNkmU5tcJGMIn4pYYTODqKuFdS8Ixu2yXtOjrtBlUF8cy87Wfbo/OsLMvPSZJkBO4GvpEkaYMsy+ln2a52zZEEnkgbZJa5ftEmhwhsytUYHSfSPVigg03g263KcX1v7W3gyT8Vpv7oYMsdJmbugKt/dHBjHxMd/VwX49COAjsLXEsrhFtbxoOxO62Y+W/s5bOJETxS4Efipyp3SSIvDnfN3nzzEC/G9fLg+Z8rGPWvPMZRBoV2Rt8cQfeBvmeUw6EoGvt3VNTm21RXKCT29WHQ2CDik614eOkhqebm2PBT/GdDKV6QibVfcO227ZctwJFXXVu9ZUn0w6trABFJ/gRck0De/zLI+34vBz7dg6ZoWGKsBIzrQM8/L8XS+cyuCR0dnRZC1U6QfdM0zrbQAUCWZackSR8DbwK9gHRJkizAM8BEwBdYC9zdmAiSJOkF4CogBDgM/J8sy2+5921yN/tNkiQV+E6W5VvdXqXfZVl+zt0uGXgL6A0UAf8FXpRlWakTfroe+AfQAVgF3CDLcra7/73A34EgoBT4Qpblx+uYmSpJUmN9a22pc67bgEfcn2kJcJssy7mnOLz1qHu9HJmjrNSOu/JKY3Sca+LAwmqV4mqNvUUaMf5He5kMAv+40MCbqxVeWqny9CCRsTNV3r706KVkNgiMihWYk65xe6/mfXioisaS6Vls+C2PyY/H8VOlhax9Cj3DBNbnaFQ6wMed1+tj1LhEKcPnYAFbAm04egRyRaz1tB5oleVOdq13VUnt2lCGX7CZJMmHKfd3JDLOSw9JtSKCKOA3Igq/EUdDWUqFg8othTgLajj41DoOPrUOc5Q3YpAX1YerQRPwSw0n/M6u+KWGIxqh+Ke9rgquL3bgNzaagIkx+I7sgOh1TtwWdXR0wD2Pzpl5dM6J1cslSTIDd7rf7nL//wmQCAwAwoA1wC+SJDU2N/o24ELAhksgvChJ0iUAsiz3dLcZKcuytaG8HkmSfIGFwJ/u840BbgYeOKbpFGAIEAl44xJjSJLUGXgJGCvLsg3oBvzclL4n4Hp3+46ACnx9kvanhCAIRB3J0wkW2Jzn8vX0ixCRs+GSWJEFGepx/W7vY6DSAe/LCv+3oobUKHhsiUrdCr7xCSKzdh3f90yoLHEw/cmdHNhaxtTXu/HgDi++2qyy9haze6ZjgSFfODhUoiIvKuC1u7ZTVujgoXcT+fztaEb08uTyt0t4bnYFFTUnrzbMy6ph6axcPnwinZdu3c6GJUXEdLNy31udue/Nzoy8JkzPuzlHcBbb6fDaQKwjOoDVjCaAPbOC6o35kF2OJdSET3df/IeFYYn3wbOTD2F/70nXFZfTY8tkrP1CyHlrCxvCvyT9qoUUfr8HpcJxtj+Wjo5OO5hH5wlJkh7CJU4cwK2yLG+WJCkImApEy7J8GECSpKeB+4H+wPJjDyTLcl0R8IckSb8Cw4EFTbRlDGAHnpNlWQO2S5L0Mi6h82qddk/Lspzvtukb4IhocuJymHSTJGm/LMvFwOpjztFY38Z4WpblHHf7h4HdkiRFyLJ8qImf6aQcmUsnOUTglTVuoRMp8NRSleeHGfnfNpVpfeuHYmweArf1MbBkn8Lv6QpZj3lwyfcqX25RuSHZ1fbSWIHb5muU1WjYPM5cCGRuL2fmi+l0HxZI0KgIhs5UGB4DX19uwtO9Mve7o4w8+79S/v23bLoEi1z/eAwdOh9NIr11qBeX9fbgudkVDHm+iH9f7s3YXkfn/FGcGvu2VbhXAC+hpkolKcWHweODie9pw+xxTvwu0AFqsitdpd7u2YcdRTX4DQsncHw0cW8OwDPeRumiQ67qrVn7qNxUyIFNhRx4Ig3v3oEEXhlH0NQ4PKNtmCOthN7dndC7u+PIraJo1l5yP9nO3luX4DM8Ev9JsfiPjcagL9Ogo9P6tIMlIJ53h2r8gU+Bi9z/x7j3b5YkqW57E66wz3G4w0a3AVG4BIcX8M0p2NIB2OcWOUfY08D5suu8rsAl0pBlOUOSpGtweaY+kSRpM/CMLMu/nazvCdjXwOso4IyETt2pk6LceTpDOsCeYqhxaiQECBRWuSqvps1TsSvacat739vPwJurnMQEG/l4k8ZnYwyM/M7JiBiRCJuAr6fAwAiBBXs1JiWe/kWqaRppc3JZMj2Ly+6PYZXFh6nfOnljhJHrko8KsOI8O/O+OIRxawXdRobyYp6VQRbzcV9eiI/IO9fZWJ3ummzwm8UVXB+nUrizgt0byggMN5OY4sPUB6OJjPPS8zbOEey5VW5hk0PRn9k4cqvwGxqGX2o4kXd3xbu7/3F5PP6jO+I/uiNqjULxwkwKZmRQOHsfFRsKqNhQgMHHRPhd3QDXXD6CQcQU4kXI7V0Jub0rzsJqin7eR8E3u9k3bSk+QyNc629d1gljgD4hoI5Oq9BeloCQZblIkqRbgT2SJI3Hlb8CkCDLct7J+kuSNAh4GZcHZ407p2Ym9VNSTharOAhES5Ik1BE7se7tTf0cPwI/ukNx04DZkiQFnqTbieiES2wdeQ3QYHl6Uzn2uR1pFcgq1/AwisT5wfYC6BUqkBIhkFGskRgosPKgxrBO9TvuzlPwEDQu62rkrbUKl3cRuaOXyJ0LnMya6Jos8Mgin5MST88TYq9SmPP2XvIOVHPNq0n8a5OR5QcVFl9noluI65j2GpWlP+ay8pc8BowOYuLdHTB7GkjYrXDZ/xz8d5yRsXWWo9A0jdzMGqo3lzKptJQD66v4TjYT09PGna93JjRc/9V+LmDPr6ZkSY57vahs7Icq8R0c6sqzub0L1mT/BkvFG0L0MBAwNpqAsdGo1U6Kf8skf0YGgVfE1LbZ/+haSpZk0+nlfvheFAmAMcCT4BsTCb4xEWdJDcW/7Kfoh70cuG8l3gNCCJgYi/+EGEz6ZIE6Oi1HOwhd1SLLcqEkSW8ALwA9cHlj3pck6X5ZlrMkSfIDUoGFsiyXH9PdB1eJeh6gSZI0BrgUqFuqngMk0EDYy82vuBKRH5ck6VVcXqVHgQ+bYr8kSV3cfZYCVUAJLnF1JokqT0qS9Jf7eC8Di5ozbAWuyqstbil5ZD6dXqEC/SJE1mZpjIoTmZ+hMqzT0YeKpmk8Nr+GJwabeGedyr8uNHDzL07+uMZIvy8Uvt2mcnU3A5cliPxrmROHomE6xSUN8g9WMePZdCITvRn2ryRG/6yQGAhpt5iweQhomsbmZcXM/fwQ0Yne3PNmF/xDjoqU0QkGfrlKYPwMB8+UqKSaq9nmLgFXHBpJKT5cNDGEuB5WCqvh2dkVjPlPOU9f7s3ons27hIXOyXEU1VC8JKd2vajq/eX4XugSNolfDMHWO6DJwuZEiJ5GAi7rRMBlneptL5p/kKqtRQieR0VxxeYCDL5mPKNtGH09CLqmM0HXdEYpd1Ay7wCFP2Rw8JHVWHoHudbfujwGc4Q+346OTrPSDicMfBtX1dL1uMJQjwOLJUkKA4qBZcBvDfRbAHyFqzJLA2YDPx3T5gngGbeYmiHL8h11d8qyXCJJ0khclV8P4RIqnwFvNNF2M/AU0NX9Ph2YKMty9THht1Pha1yfORSXgLr2dA/UGFE2gfnuhOPkYFeJObgqrz5cr/LkYAN3znPy0kVH+8ze5qTKAY8MNrE404GXCbyM8J/1Kp+NMTD2eyfDO4l08BHo5AvLMzVSo5t+oW5dWsDc9/Yz/KYO7O8UwJDpTv41xMjfJNeCnJm7K5nzSRaOGpWrHowmptvxc55UlDox7CzlqfJStr1URkaQB8Mv8uG6RzsRHuNZT8iEesC719tYtdvB4zNda2c9N8lKXIheJt5SOEvsFC89Kmyq9pThc0EIfsPC6PLxIKx9gxCNrZcTlZx2OSULM7ENCK3dtu+B1ZQsysLaP6R2GQqPDlYMVhMBk+MImByHWuWk5LeDFM7MIPPJNLyS/Fyi54pYPKJPFpnW0dE5Kc0wYaC+1tU5SFNmUj4JjX6pm3I1rvvFyeabXcVrcrbKbfMVNtxkYt4elTfSVBZeZSS7TKPHR3ay7zcR9paDLbebibAJOBWN5LcreW20B6MTjSzKULlnvpPZU4wM/NzBqptMfLpJZU+xxveXm3hmuUJhNbx18fGi4di1rhSHysJPD7JrTTGX/yOOdw54MmObwoyJJvpHipQVOZj/ZTa71pcy8ppw+g4PqF38UtM0Dh+orp24L+dANfHJNpJSbAQk2pg8zyXe3rvUiOEEfzQOReO/S6p5Z2El1w3y5N4RFizNkEx9vuMsc7gm6HPPPly5oxifAS5h45caji0lGLGZl+A4EzRVY/e1f1A4ez9qpbN2u21gKIFXxhI4KQaPqPoCW7UrlC7K4v/ZO+/wKOr8j79mtmRLdrPpvRJagNAmSJUOIoJSrSc27HeWs+tZT+/sDUXP+jvRQwVUECyAgFRh6EgvgUAghfS6Zeb3xwQSICEJgglhXs/Dw8zszOz3m53Zee+n5s3YS8F36fglOY63orAkB/zZU9DRaRlsOQBXvQlbXq1vT73XlY7GyVdCjEPgUJUj8JjrCiDSIWA1QkaRwJBEkZ/3KtzQ2cBn672E2ARGtNWEy6BEAT8j7MpTebyvgVu+9/LD1Ua6f+JlxnaFy1uLXDHLy+uDxdO6g4py3cx4YTdWh5HLnk/hmp9V/M0K624xE2BSWTwzi19nZSMNCebvU9tjsRnwehR2byph25pCtq0pRlU1l9TgK8NJ6uiPyVz94Fxyvcq4GR7Gfe3lf2ONx3t4nYzJIHDbICuXdzfz7Ldl9H8hn2fH2rnkLHdkb+n4Sj0ULsuiYLEWZ1O6JR9nWgiugZG0eq0Hzh6hiH7N12ImiAJtvhiMr9RD/g8ZHP1qL/nf76d4ZRbFK7NIv28ljj7hBE9IInh8En7RdkSzAdeIOFwj4lDe81G85DD5M/eytc+3mCNtmugZn4S1fWBTT09H5/xBpWUU7LQ+pgAAIABJREFUDNRpOsLsUFChZVtF+YNXgaxSrS1Ej2iR1ZkKlySJ/LhH4aoUkafmVzL9mupsJEEQeLCXgZdX+FjwFxNfbVX4dKPKx5caGTvLy6abjaiqFgeUGlb7GPauL+Sbl/bS4/JwKtPC6fOll7skA4/2Edm+upCPPs4kPM7CnS+3wWIT2bKykG1riti1sZjwWAvt05xMejyBiHhLnWLE4Sfw/VUmbprtZcg0D3OuMhFUR0dzgIgAA+9OcrB8p5vHvi5l2ooKnhvnT5LuzqoVX5mXwhWasClYdJiSjXk4ugXjGhhJ0r8lnD1DMVjOv68bg91EyPgkQsYnaaJn7gFyv9pLwdwDFC/Ponh5Fun3rsTRN4Ko+zodD3AWTQYChsQQMCSG+Cl9KV5+hPwZe9k+9HsMTjNB45MIGpeINTVYF9A6OqfjLLSA0F1XLZM6P9RN2SrX1XBdAcS962HJNUYSXQIDv/DyWC+RoYkiL67wklUKD/Q00Ok/bh5Ng6X7FL6bdGKWicen0uptN7MmmrCbod//eZBvNvOW7COrFEJsAiE2+EefE0XC7NlzyFpro2hXEFc8mMT0EjtTZB+fXW6io1jJnA8PUZTnoc+oUMqKfWyTi8g+qLmkUno4advNgb+rrvqRtaOoKo8s9DFnp8KP15iId9X/kHF7VT5aUs6UBeVM6mvh7qE2bOYL++Hkq/BStDLneC2b4nVH8e8chGtgJIEDI3H2CsNgO/+ETUPxlRwTPXsomJeBUuEj8a3eRP61IwDuI2UAmCNO7HKuKiqlq7PJm7GXvJl7EQyCFtMzLgm7FKqLHh2dk1m/D26aCuvr7Xdd582jC52WyWmFzrVzvGy+uVog9P7My0sDRfrGiNwz30ecE/5+kYFF6Qr/WOxl2Q1mOr7v5lC2h2W3WugQfqpV47WVXtZkqvxvnIl/LfeyKF3hmwlGunzsZVJHkW93g3xD9YOvvNjLew+uxFchMOG5NO5YJlJUqfLpUIFN3xxm47JCIhItFGR7EESB9mlO2vdwktTBjvEsxHK88ZuXV1f5mHeViU7hDTtfZr6PZ78rZX26l2fG2hne6cJxZymVPop+qxY2RWtysXcMJHBgJK6BkQT0CcNgb5zobCn4it3kfX+AgIFRx4VN+sO/kfnyRhJe60XUvZ1qPU5VVcrW5ZI3cy95M/aiun0EjtXcW/49w0+pC6Sjc0Gybi/c8j6se7G+PfUYHR2N2p7L0Q44WKQtp4YJLDmgZWF1jxTYkKXi8ak4jSrGYEOtIgdgcjcDLyxzk16g8kBPAzO2KXy1VeWjS41c/Z2XUi8cLFKJcQoc3l3K18/vxhLmpfRikf7fwLgYL10zsvj4b4WAQFSSlfZSAO3SnITH+p11QXHvRUYi/QUGT/Pw1TjTCenzdREVaOC9G5ws3eHm8RmlfF7lzkoIbXnuLMXto3hNLgWLD5O/6DDFv+Vga+fCNTCS2Ic6EdA3AqPjwhQ2J2NwmAm9OvmEbUqJB8EkYu8Wcnxb/g8HqNxfQtDYRMxhmvvX3j0Ue/dQYp7vQfmWPPJm7iX91iV48ysJHJNI0PgkHP0iz0pqvY7OeUlLqqOj03RoAcmaESg1DN5eqy07/QTiAwR+TVfYcshDq9MU03P4Cdzc1cAbv/l4Y7iRj0cZGfq5hw2TzYxtKzJvj8Ls3Qo9s/NY+EkGl9wRx9R1KtuXBzGpYi+Vv7jZ5zQy9OoIegwLxu4895fmlR0MhNkFJs708M4IIxNSGiZY+rU1s+BhEx8sLmfkawXc0M/C3UNsWM9jd5biVSiWc49XHy5amY012YlrYAQx93bA1S8CY4BeTLGhJL3Tl7gXemDwr76OD7+xhYKfD7L3ruUEDIzSsrfGJGAK1USPrVMwtk7BxDydRvn2fPJn7uXA/StxHyzRRM+4JBwDoxBNLU9Y6+jUyVloAaG7rlomdX6om3NUrpl9ouvqld98HCqB1wcbKPOoBL/ppeg+IyaDwI2zPaRne+kUKvB/OwX23mUm2Fb7RXeoSKXTe272/NVMoFXgqSVe1h9R+fwKA8nveZEychiUc5Sw9g42bCyj0qcSYKzEZvZj9G0xdOwZ0CSuoI1HFEZO9/BwbyN/7dG4h8ihfB/PflPKxgwvL0zwZ1DK+SMGKvaXkP3VPgoWHaZweRaWBP/jMTYB/SIwBfk19RBbFDmf7yL3f3so+PkgqqeqjqhBIOjyeFr/30AM/rVbyCr2FpE/U4vpqdhVSODoBIKvSSZgaK3dcHR0WgblbsgpgsW/wzs/wW8v1HdEnQ8P3R7aApFluc7lYAtklsCq1dXby7LTyS7TtNHWjWuJsMOBIm3/zuEC6w/56GnfRY8ogdWZSp3nP7xzLQMTRObu0vZ5vK+B1ZkKv/y2madSfWwxWCmoVKj0NzOvYywhYek4A908/EEKlabdx0XO6cZ/LpY7R4gsu8HMM4vL2XhEadSx0YEG3r/Jyc1dM7n7v8Ucyvf96eM/0+V1Ly5h7yMyIZfHYZnZmrSNY2j9Rk/So3OOi5zmMM6Wshx6bWtKnw4hLesvJH/SH6G3E0GAvFnprPnrvDqPtSQ5iXywC+VT4ui4YQK2LsHsuOZnipZkNot56cv6coOWfQobfl6i1cX5ZQt7XvgM3poHT0wnZ8w/4YqXoPcTVMTeCs5JEDAJd9pD8MY8GJbaoPeqC92i0zI57Yfa879enukrMjxJ07kzdyh8vlVh1hjNzC596mXqcJG0SJGZ23zc+U0FH43x49s9KmmRIrd1r9vq8cJSL/kV8PJQ7Vwjp3u4tavIxXEC4a9W8lLZIdL6uhi91cFzjuVkL3Xw1GdSswjqfXWll1WHVL4ef2axJ0/PKkEQBZ664vxoA6CqKvueWEvOjHRSfxyONVGv5PtnU7wyi829v0PwM9B12wQsic4GHZc3cy+HnlpDh/XjdVeWTtOgqlBcDtlFkF1Y9a+25ar/80rAZYcwJ4QF1Pi/juUAW2NdVnowsk41E9oJfL1DOS50rEYo91S/HmSBvHJtOdohgCiwM1chzimSUXR6YZwaLvD2al/1elURwsvbGvBHYY/bgGNNEaO6BLAhN4howUPGjjLi2jW9OLi9u4GXVrrZmqOQEtp4Y+fkgVaGvVjAPcOsuGzN31gqCAJJz0uYI2ys7zuXTnOH4ujyR3rQ6jQWR69wQq9LJmfabtIf/I12M4Y26LjAsYlkv7+VrLe3EHl/53M8Sp0LBre3YaLl2LJRrEWsOCEpHHq2OVHAhDjA2DSiXBc6FyDj24p0/z8vU4dpzTatRqhR5Z4gK+RVaMsxToEKH+zMVbgo0cDi/afvUdo5XGRTdvXJUsMEZu3QjokNNrAzQ8CVUcLoK1Se2hPOHck7Wb8kv1kIHbtZ4N4eBp5f5uPzMY0XKtGBBoZ0NPPZsgr+OsxW/wHNhJi/pmCOsLJp2E+kTB9A4KCoph7SBUXcvy/i6Kx08mbuo3BJJgH96//7C4JA/Nt92dbnW4KvStabierUjqJAfulphMtJIqakAkKdtVtd2kWdKGpCnWC3NPUMG4QudC5A4gMEkl0Cv+xXGZ4kYDNBeU2hYxHIK9csNxH+UOoT2JGjML6zUK9FJ8YJFV7ILlUJswukhgs8/at2TFq8kaWHArjEXEF8USn7yh34JXjYtKCAy26OxmBsevfVXWkGWk1xs+uoQuvgxoud2wdZufrdQiYPtGKpo81EcyRsQiKmUAtbJy6i9ZSehE1MauohXTD4RduJfqQLGU/K7LtnJZ3XjmlQOrm1rYvQW9uT8eBKWn0+5E8YqU6zoLSi4e6i3GLwt5wqXMIDoFPcqWLGZfvDVYibI7rQuUCZWMN9ZTUKlHuqBUyQFfKrLDpGUSDYLrA9x0dsAByoR+gIgqC5q7JUhiQJtAnSxFGZR2V4osC0DVbUbC+75WK6OlXWq0F0iPRj1/oi2qU1feNDp5/A3ZKBF5b7+GR042/49lFGOsUYmbG6kuv6nB+/do4ROCCSzgsuYdOlP+M+Uk7M3zo09ZAuGKIeSCXrw+24D5ZQvrMQWwP7YUU93o3NKV9StPgQzgHR53iUOucEj1cTJA21uvgUTaic7C6KCYZuSScKl1AnmPXHvP4XuEAZ306k26ea++oU15UFDhZXr8e5BDbtVQn00woLqqp62uDhzhEim7IUhiSJmAwCbYMFfs9RGRgv4BYEMsugaE0RvYeVMb8gmusG+LF+SX6zEDoAf+thIPkdN/vyVRIDG2+VuXOwjQenF3N1L7/TdkpvjvinBtFt+WVsHP4TlZllJP2reQSKt3QMViPtvhmGJdGBMbDhaf0Gu4m413qz/65ldNigByY3C1QVCkobbnUpLINgR+3uoqSwU2Ng/C1/uK7MhYYudC5Q4pzV7quOocIJrqtAi8Cm7OpYnFinSJZD4FChir8Zcsq0ZqB1kRomsPSAcsL6piyVtCgDZoNAeZdQAjfnEFNexNulHYiTzPz4WSaVZT78bE3/RR1oFbi9m4F/r/Dy/sjGZ2D1TDbison8tNnNpZ3Pv1o0lnh/ui4byebL5rP9hqW0/bAv4llou6FzevxrVFFuDIFjE8n+jx6YfE45VtOloYG6VnPtQbrtouHilBPFTJA/6JWvzym60LmAmdhO4KvtCmmRhlOzriqq16MdsNemZV7FOgUOFGrxN3WRGi7wjqyesL4pW1uPcQrsNDmJKD9MaYYfncLzWHgkisQO/mxZVUj3QUFnfZ5nwn09DbR5x80TfVViAxr360kQBO4cYuWdBeWMSD0/+2GZQyx0WXgJv1+5mM2j5tNhxiCMdRS00zm7KBVeMl/bTPCEJKyt67dyHg9M7q0HJjcYnwJHG+EuqnCfKFyOuY7CXTViXWoE6VrOn8KhFwK60LmAGd9O5IVPvbw+SK0z6wq0FHOLWdRSzAO0FHPpNIkhHcMEduRqPbJMBoHUMJHvd2lv0DVcYOkBA5c5RXL32ujVJptZ2yN4ZkAga+bnNRuhE2LTWlq8tNLL25c0/gE/vJOZF2aXsmq3l16tz0+BYLCb6PjtYHbetpyNg36g09yhmEOt9R+o84c48A+ZzFc2Ubwqi/azL2nQMdY2LkJva8+BB1aS/MUFGJh8Nmu6dEs8GzVddJoRLV7oSJL0GNBLluVRf+AcnwJeWZZvOWsDq/19fgAWybJcbz/6s0GcU6B1oMCKTBWPD3yKikEUTsi6As0Kg6ilmMcG1F9Lx2YSiA0Q2HFUpWOYcLyWjqqq9ImB2Tuh9bAwsqYfppOSy8f7FD4e4WTWOwcpyvPgDGoewuDvPQ2kTHXzWB+VSEfjvuQMosAdg228u7CMXg34Vd5cEY0ibT/sS/qT61jfZy6pPw7DmtSwonY6Z0bU31MpXplVZ9fzOo97rIUFJrfQmi46fz5NLnQkSZKAJ4A+gB9wBJgHvCjL8uE/en5Zlk9okCFJ0mJggSzL//yj5z7pvN2Bx4B+gA3IBdYC78iy/EsDxzribI6pIUxoK/D1dhWLUUsLt5trt+hU+AR25PgYFyuQUVT/eTuHa3E5HcMg3F/AKEJmMXQIEbGbFYpbByF6D1F+wEzP1gILM6BDzwA2Ls2n3+Vh527CjSDCX+AvqQZeWeXj1aGNv1XGpfnx8rxStmV6aR/V5LfaGSMIAonPdcccWVVY8PuhOM4wnkSnfswRNjotu7zRxxnsJuJeb8aByXpNF50mokm/fSVJGgrMAd4E7pJl+ZAkSZHALUB/YHpTjq+h1JjHW8B9QAbgDwwDxgANEjpNwTH3lcWgZV7ZzRBYVRn5WHZVjBMK3FCQrxDjgHVH6m8bciwA+ZpONdazFVLDRdw+WJsvEhxSQc4uO+NGGZi5XeG5AYH88H+ZzUboADzUy0Cn99080ttA6GnikmrDYhK4+WIrUxeW89Zfzv/2CtF3tsccbmXTJT/T/ov+BA1pAVaD8wBvfmWDM7ECxySS859tZL21hci//wmByY2t6eKw1G51uYBquuj8+TT1z8x3gS9kWX742IYqK85zx9YlSboKeBRIBEqB2cD9siyXVr2eDnyMJiq6ANuBO2RZXlP1+tNAX1mWh0iSNAXN4tJLkqRHgEOyLLeVJGkw8ALQBvACC4G/ybKc3cB5TAWmybL8UI1txcDMqn8NnctiqqxNkiQlAPuA66uOiQVWApPOhqXrGMfcV7vz1eOZVxajgMkApR7wN2sWnSNlAnYBnGbqdV2BFoA8Va7ZCkJkU7bKJa20RlyLD6jclVrKtsV2Bof5eHihykcj7RTnecnOqCAstnn8Oot2ClzZQeS1VT7+Nbjxt8v1fS30ejafg3k+YoKa2S/sMyB0XAKmUAu/T/iF5DcuIvzqVk09pBaLr9zL3tuXkj8vg647JmIKqv+e0AKT+7C117cEX30Ggcl6TRedFkiTXXWSJLUBkoE76tm1ELgG2AYkoYmDJ9Ae/se4HRgFbAbuB+ZJktRKluUTnCyyLN8tSVJHTnVdVQJ3A+uBEOArNCvT1Q2cRyvgtvr2beBcTuZK4GLADfwAPAtMbsB7NZgJbQWeWa7W2u/K36zF3NhMkOQvUulRySisX+jU1gri570KgiCQEiKwOVvFluzBoPrYv+woqeHB/LJfpfPFLtYvyWf4dZFnc4p/iEd6G+n2oZsHexsIsjbOqhNgE7myp4UPFpfzzFj/czTCPxfXxRF0XnAJmy+dj/tIObH3dWzqIbVIRIuBygMleHMrOPjMOhLf7N2g4yytawQmfz5Yr+mic8HTlPI6tOr/Q6fbSZblH2qs7pYk6V00K0dNPpJleS2AJEkvAncClwFfNGQgsiwvq7F6RJKkl9CsRA3hlHlIkjQa+C9aN1U/WZYtjZjLyTwjy3Ju1Xm/QHPrnVXGtxN5aLFCoVvlWAPYYynmcVVxtNEOgUiLSF6pSlYpeBUV42mK4cUFQIkbcstUQmxaK4hXVmkCqWOoQG6Zyh63E1dUBesW5TPu5lBmbVf454BAPnshnWHXRjSbtOx4l8AVbUXe/M3HMwMaf8tM7m9hyIsF3DvcRqC9ZZji/TsF0XX5SDYN/wl3ZhlJL6YhnGfFEZs7giCQ+EZvNnabxeF3fif89vZaxeQG1HSJOVKIZ8sR1K8/QrDpNV10LmyaUujkVP0fjWbhqJWq+JcngXZowcoG4GSXUvqxBVmWVUmSDgAxDR1IVSDxC0BntEBiAS3GpiHkVv0fg+Y2Q5bl2YBLkqS+wNJGzuVkarqpSoGzHuwR59Qaey7LUOlRZUgJsh7LvNIeXjFOCDQK7MlTCbNrgcXHRFBt1GwFMShRoH2I5h6r9Kq0DxbYmCWwtSyQS7pmsGmunZvjVJ5bqvDepRbMFpH920pJSGk+FpBH+xjp+bGb+3saCLA07oEeFWhgWEcz/11WwT3Dz59mn/VhiasqLDhqAduu/5V2H/dFNJ//7rk/ndPUdLFnFxIe5yYr3Y/07h+TYtwElZ5TRctJNV2EsADK1hWS8eo2Omy+svkFJuvo/Ik0mdCRZXmnJEm70dxDC2rbR5IkM/At8BDwsSzL5ZIk3Q08cNKuCTWOEYA44GAdb11b++3pwAxggizLRZIkXYYWXNwQdgJ7gavqmkfVuBo6lyYhwg7z01Xu76GtB1mq+12BZtEx+AR25ijEOg1kFKnE1VNIr3OEwKYshUGJIhajQJJLYPtRlZQQAUWFbWWBTEjYh8Uikr4gh6TAEJZmQJf+gaxfnN+shE5ykMCIZJEpa3w83q/xt80dg61MnFLIrQOtWM0tx/JhCrbQecElbL16MZtHLdAKCzqaR3mAJuMs13SJ62Un92/bKShxkP/l4wROaN0gd1FAN5WsWZlkvbmZyAe6/AkT19FpnjR1ZNidwBxJkrKAKbIsZ0qSFAbcjCYe5gIWIL9KGKSgxdKczE2SJH2DFqNzH5pVZm4d73kELTaoJk60+JliSZLigEcaOoEqC9JdwHeSJB0FpqCJLCtwUY1dzQ2cS5MQ64Tlh6qL/AWeVB05xiFwuEirjtwh3tiwgOQwkZUHT2wFsTFLpU+sSG65SmG5C0WFtl39Wb84n7E3hTFzm4/n+wfy9n07GDU5GmMzaj3weF8DF/+fh3suMuDfSLHSNtJI5zgjX6+u4Pq+LavonsFmpMPMQey6cwUbBs4jde4wzOEta45Uemq4i/7cmi4mIDbfQfrfV5H+5HoCxiQjmuq//gRBIP6tGoHJ0c3nh4OOzp9JkwodWZbnV7l3ngA2V1k9jgDfA5/IslwiSdIdwEuSJP0HWIMWd3PTSaf6D1pqdxdgBzBSluXCOt72deATSZIK0LKuOgC3Aq9WjWM78BlaXZ+GzuPHqnk8BqxDE1rZaMHNg6v2aehcmoRgq0CEXWXhfpVLkgTNdVVRLWaiHQL78mFvnsKwjnCgAQHJqeEC7687tRXEtR0hr0LAKXrIqPRn3JURvHnvTq6O9HHJapgywkx4nIWd64pJuaj5FNtrFyIyMEFkquzjwd6Nv3XuGmLjvs+Luba35bxr9lkfolGkzft9SH96Pev6fE/nn4ZjbdWMCws2pKZLVo310somrekScXcHjry/jfIdhRx55/cGFxO0tHYRdnsKBx5YRfL/LsCKyTo6gKCq9T+wmjNV6eVPyLI8ranH0oxo9Id6/fdevApYjfDRpUb+vdJHfgW8OFD7pfnDbh9vrPax/YCb6y/yo6CSelsjlLhVwl5xU/SIGaMoMHeXjzdX+/j5WjNdPvZgKssizZHDu5O68szVm0kb6OJhJZz3Rhox/p7H7o0lXPtwwhn9Ac4Vm7MUhn3hYc/dZmwN+FVdE1VVGf265r4a1fX8a/bZUA69t539z66n05yhOLr/iYUFz1ZNl1O2NY+aLnnf72f7qJ8wBJjptutKTA1sx+Er87A55UuSPh6Ic5Be+0inxVLnF3JTu650mglWo0BcgMprq1Xe86kEWQX2FFS7naIdAoeKoU2ICAoNqo7sbxaIdgrsPKqSEipU1dLRUs7bBwvkut1sKw0EoF13Bxt/zWfc5EhmbVd4rq+LeZ9mUlHqw2JvPoGUncJFekaLfLDOxz0XNe72Odbs882fyrmsy/nZ7LMhRN/eDnO4hU0jfqb95/0JGnqGD9fG1nRRlNqFy7GaLjXrvYScfzVdAkfG4RoWQ8HPBznwpEyrqf0adJzBZiL+jT6k372MjhvG6wHjOhcc59edrnPOsJnAahBoGwQL96vH6+gcI9ohcLBIpX9rkTK3QkZRwx7SxzKvUkK1zK1KH2SVaJlXyw7D1jIXAL1Hh7JxWQEj7BX8ZaOJV4aYSU51sGVlAdKQ4HMx5TPmiX4GLv/Sw23dDViMjRMrwzuaeWF2GSt2eejTpuV2OA4dU1VYcNwvJL92EeHXttKCdPWaLmeMIAgkvN6LDakzyPrPdiLuSMGe2rB7w3V5AtnvbyXrLT0wWefC47wXOrIsJzT1GFoCViOUe2FCO4GvtitclyKeEIwcZNVESkKQwLZslQMNsOhAdc+rqzpWp5xvztYyr+Z6zZQrRg4Vq8S0tmG0GMhZko3JEsP6IypdBgSyal5usxM63SNFOoeLfLJB4Q6pcb+ORVHgjsFW3llQ3jKEzmlquriyi+iSXMqmG4tx3/lfYst3glWv6fJHsKUEEnFnCkfe/p39D68m5YeGtcc7ITD5qmTMMXpgss6Fw3kvdHTODjaT1uvq+o4i/1zh5Y4unNDBXBAEoh0QaBPIKPBRXGmg3KNirSdOJTVc4IN1J2ZebcpWGN7KwEG3P+1tBSw/aGViewMpaQ62rMxn7ORYZm5TeLqvk1lTMig86iYguHmJgif6Gbhqloebu4qYDY2zIoyT/Hh5bhm/H/LSIbqZ3YKnqelSq+Wlnpou9qsD6Kr4sem+36kccQmtXu+pFxb8g8Q+3R1ffiUxT3Vv1HGW1i7C7kjRKiZPH3qORqej0/xoZt+yOk2F1ai5qmKdAm2DBLYdVU+w6ICWYm4xiezMVYh2GDhYrNI6qD6hc3IrCJHlBxXuToMcj4XBAQdZlhHBxPbQbVAw234roq+3mIf2+PP8ICMdewew8dcCLh7TfBp9AvSKEWkdJPDZJoWbuzbOquNnEri5v4WpC8uZcv05bvZ5lmu6EO46cZvTWq+7yAJ07dWKLZcvYNt1S2j3aT89TuQPYAqy0PqzQWd0bOSjXdnc4SsKFx4kYHCDa6rq6JzX6EJHB6h2XYHmvpqfrpwidKIdAl4VsktU0iIFMgqhddDpz5vggsIKzToUZNVaQUxdp2I2CISZygkxVbD4oGY5Supox6dCwcocSkLtbM1R6DogiDkfHGx2QgfgH/2M3DTHw6TO4mnbYdTGX/pY6H2mzT6bsKbLmWIK8iP15+Fsu2Yxm0fOp8PMQRidzctKdz6iqirlOwqxtXM1aH+DzUT8673Z/9flemCyzgWDLnR0AK1xZ5lXczGNbyvy3HIFjw8qvSp+xmNtIAQySyApSCTADw40oGigKAh0qgpIHpAg0CFUYHuuildRifUrRRBgR55KcaWKw0+kbTcHe1fnM/5aH7O2G3isj52yYh9H9pcTEd+8itD1jxeJdgj8b4vCX1Ib98AIsIlc1cvC+4vKeW5cjXgJtxe+XwuH85ttTZczxWA10mHGIHbetZINA34g9cdhmMOa12d6PuEr8fCb4xMMDhPd0q9uUHdz0AKTs97ZolVMflAPTNZp+eiRfi0QWZYbvdw6EFYeUvltjUysU6BntIABhSJ39T794gQ+2ahgVUuwGCCrVK33/KqqklNYhlKlibZvWkuQFQ4Vga38MBmVdswGWLV2AwAmPxFXgkrw59vY/+V+fv1JJr6dncP7ys9oXudq2eNTuf/rfWzLVSn3Nv48n36/mZ82u/H6Tty+9asf4aap8PtBMg9nar2Lru7L9uu7weyHYO8U5OX3Q+b7sOFl5BcugWl/g9cmIQ+JgZsGwWXdkcUCSAjPeCtYAAAgAElEQVQDu6XJ/1Y1lwWDSNHNZuydAsl8f0eTj+d8Wy7bXoA7sxRZljH4mwiekISv0ouv0H3aY9esWUPphlwOPSuzpsNnlK7NRXX7ms289GV9+Wws18V5XzBQp1Ya/aGqqsrFX/i4o6vINSkiB4pUEqd6+fFKA0MTqvXw3T96+Gqtm2HtjSQHG3i6/+mNgssPKNw428v2u0yIVbEcnd53M+0KI6/M3cbywnDGdXbx8iAjR49UMuWBXTz0fnvyinzc/MxhhhQcpVw0MnBCOH2uCGsWtWd+3K1w389e4gLg9WFGUkIb/nuhoEzhn9+Vsmibh3+OtzMi9aTCgbuPwPDnYc/bZ3nUzYucmekc+XQXneboQbH14c4qI3f6HnKm7aZUziH6sS7EP681pfMcrcCTXa51NT8JpdJH0aJDFMzZT8Gc/QhmEdfoBAJHx+PfJ0Jv9KnT0tALBuqcHkEQeLK3yD0LfVzZTiDOqfW7+ut8HxtvFI67r14dYuSz1ZXsPApRDejO8I7s405JPC5yAFwWLW7HowgcrLTzaC/tC3fxzGx6jgjGajcQbTewp1MkL10ezexHtyHPPsLvC3LoNTaCDhcHYWiCHlg7jyrcP9/HjqMqrw81MLK12GDhpaoqc9a7eWpWKSM6m1n8qAuHtZY5BNohv+Qsj7z54egRws47V6CqarMQr80NX6mHvO/2k/PZLgrmHwSf9tvF4DSd8PcyBVswBVe7rDw55RTMO0DB7HSKFh7C2jGIwNHxtP1pJJZ2Lv1vrXNBogsdneMMSRAI8BOYuUNlYnsBlx/EOuCpZQr/HqCJET+jQMdQkfU5CjGu04uNw8UqP+xWePfSE4NOA/wECipV1paEEu1XRpDVSkGOm80rCnlwarvj+6VFCqw/KuB2q9w2tQMHt5awctYRFnySQY9R4XS/NAyr49xfwoUVKs8t9fHpRh+P9DEwc7zxuPBrCAfzfDz2dQkZeQr/uclBWtJpWme47FBUrlX5beKWA+cSvxg7gihQeaAUS7xe0wVA9SkULswkZ9oujs7ah1KqZQcIRgHX6HhCr2tN4GVxGKzV17yqqlRsyyd/zn4KZqdT/ns+ziExBF6eQML7F2MK0WOgdHR0oaNzHEEQ+EdvkYcX+xjfTsBsgH/0NnDlbB+jkgX6xGgPXj8DXNrKwLw9CpnFKlGO2h/6H6zzMTFFxGU58XWXBVZnqmS7rcRbigFY8k0OaUOCsDurL0kpSmBNuocgFSx2A617uGjdw8WRPaWs+uYIb924kU6Dgul5RQRBUWc/4NanqHy6UeGJxV4uTRb5/XYz4f4NFzg+ReWTXyt4/acyJg+w8uHNVsz1CSSDCHY/KK6AANsfnEHzRRAEHD1CKVqdc8ELndKNR8n+705yv9iN50h1OXJHr3BCrksmZGIrTCHV17fi8VGy7Aj5s9MpmLMf1a3gGh1P1JMSzgFRiH66S0pHpya60NE5gRFJAk8uE/h2p4pJBKefwNRhBibN9bHhRgF/s/agbhcCOwsErpzl4ZfrTJhOKprn8am8v87HD9ecar0I8FP5YqvKiKADrC0Jozjfw/ol+fx9StsT9kuLEpm9ysNlQSea6yNa2bnigVYUH3WzenYWH923lbgODnqNjSC2g/9ZMc8vO6Bwz09eLEaYc6UJKapx1pWth7w8OL0EPyN8d28AyeGNuNVcVe6rFix0AJw9Qij6LYewCYlNPZQm5dCLG8j93x4ALMlOQv/SmtBrW2Op0f3dW1BJ4Q8HyJ+zn8IfM7AkO3GNSqD1zGFYU4N1l5SOzmnQhY7OCRyL1XlymQ+zAdw+lSvaiHy7S+HBRQpThxtQAYtRIMGl4lUEHl3k45UhJ15K3+5QSA4USA0/VSBklwmUeVT6hx5mSWE0v36bQ9f+gTgCTxRFXSMEMrM8+AfVfpk6gs0MvjGWfldHsXF+Lt+9therw0jPsRGk9A1CbGTFYoCMQpWHFnpZlqHw0mAjV3VoeBwOQLlb5fUfy/jfqgoeuczO1T39EBtbCTjQDvmlkNC4w843HBeFsv/ZDU09jD+VvO/SyXx9M5H3diL4igQAwie3xxhsIfS61vj3CD1+vVXsKaRgdjr5c/ZTKufg7B+Fa3Q8ca/0whxlb8JZ6OicX+hCR+cURiULPLkMit3gqere8OYQA6kfe/lxr4Cqau6rci98OdZI9w/d9IwWGN++2mQ+ZbWPu9JONaF7FZVfD6r0jhJwGj14KwXWLMjj3jfanLKvv1kg0ehD8TtNTAtgthhIq4rZ2bm6gJUzj7DgowwuujycrpeEYrHXf5mXeVReXuHjrTU+7pYMfHiZGbu5cQJl6Q43D39ZQqdYIwsfCSTMeYYxNoH+mtBp4TikEIrXHUXxKojGlhmPpLh9qJU+DA4tTq18VyFFSw5jCrMeFzoBA6MIGBiF6lMoWXGEgjn7yZ+9H19+Ja7L4oi4NxXnkGgMttPfBzo6OrWjCx2dU9CsOpq7qtKrZXsE+Al8cqmB67/3ESeCxQhlHgiyCnw9zsSI6R5SwwTaBItszlLYna8ypt2pD69PNim4/CDQT8WOh/YHi+jYKwBXaO1VcpPNXgqNDbtMRYNAu16BtOsVyKEdJaz65ghLp2fSeUgIF10RgSvc75RjVFXl660KDy700jNaZN0tZuJdjRM4eaUKz35byrKdHl4Yb2dYp1Pfp1EE2rUu3y0ck8sPvxg7ZVsL8E+tp8T2eYSqqhSvzCJn2m6OfrmHiLs6EPesBEDota0xBlsIHqe563wlHgp/zqBgdjoF8w5girQTODqepE8HYJfC9L5gOjpnAV3o6NTKFW0E1O9h5SEYlKBtGxQvMq6tyv82GbDUaBkhRYk8P8DIuBleVt1o4h3Zx63dDKfE7ZS6VZ5e6uPubiJrD6uoCHTJyqf7w63rHEek4CVTafxlGt3Wn3GPJFOYXclv32Xxn7u3kNQ1gJ5jI4hppwW/rj+scM/PXooq4b+Xm+gf3zirgqqqfLO2kme/LWVUVz8WP+rC33IWLBMu2wVh0YGqOJ3VOS1C6JTvLCBn2m5yPt9F5d7i49tLNx49vmyOtOEaEs3RaTspmL2f4hVH8O8VTuCoBKKfScMv/hz3PtPRuQDRhU4zRpKkdOAJWZan/dnvLQoCbYLgv78rPNa7Ok7lX/1FPlgvsDFHpcxTvf/kriLLMxRumuPh5z0qW+841ULzxhqFPjEiUqTIwn1eDu91cCjIihpQtwUkwOtlGWeeURUQ5sewyXH0vzaa9T/lMPNfu1FDrKxoH82vRSaeHWDk5i4ihkb+cs446uORr0o4UqjwyWQnXePPolsh0P+CqKUD4OgRSvHqHLilbf07N0Pc2eUc/XIPOdN2UbI65/h2c7SdkGuTCb02GVvHIErkbApm76dgTjrujFICLo0j9JZ2JH81FIPe80tH55xSr9CRJGkxsECW5X82ZLtOyyHWIbA2S2VBusrQRE0I2EwCra0+pm0zYDdUF2AWBIGplxpJnuImOUgg8qSU85wyldfX+Fh1vYm8cpXiUoXM3x3sSbWTf1Lz0JqIZR52G4yUe1SspjM34/vZDHQbHc7y8BCe/9WLtLeQe7Oy6dwqFF/7UAzWhqXken0qHy4p5+355dw+0Mrtg62nWK7+MMeCkS8AnD1COfzhzqYeRqPwlXnJ+y6dnGm7KPipRjE/h4ng8YnHg4qLFh8m+50tFMzZj8FpxjU6nvi3+uLfKxyhhcYk6eg0R5qtRUeSJJMsy57692yZ798c8DPCmDYCzyxXGJIgHLfqOAwqlyTCrO2cUNnWYgQ/EXbnq6w+pNAjuvrL/PnlPq5qL5IcJLDzqErw7nwCIitQnQL5FSp1Ve8uzfcS0cHEhiyVXjFnLih+2O3jvp99JLpgxS1m2oWEk7HVxqpZR1jyeSZdh4dy0ehwnHXECgFsztBSxp1WgTn3uUgKO0f1Slx2rannBYB/5yDKdxbiK/VgsJ8fwbZ7b/uVnGm7gapifpfFEXpda+xpoZQsOkTWm5vZvTgTW9dgXKMTaP9AZyytG9ZdXEdH5+xz1oSOJEmpwBtAVyAf+Bj4lyzLPkmSEoB9QKwsywer9r8BzS2TXLWeXnXMQKAHcLMkSTuAt4FOgA/YDoyUZfmUp4AkSZ8CJkABLgdygOdkWf60xj79gH8BKVVjfBd4TZZlVZKkAcAC4EbgGSAUOMFhLklSd2AxECTLskeSpJuBD4FBsiwvkiQpHMgEImVZzpYkKQ54DehTdYo5wN9lWS6uOl8w8BIwDLAAi4C/yrKcVcv8bMD/0D6zibIsn/Of/CYR0iIEfk5XWHxAZWC8JjRUVG5Iga+2wocbVSZ30bYv2KsSYBF4bbjIxFke5JvNhNgE9uarTPtdYetk7UFmF1VapR8ldmQR/mWeOi06qqpSlOehY4IJOVOlV0zj57AjV2vbsCtP5fVhBi5NrnbDxaY4iE1xkH+4gt++y2LqHZtpneai19gIIltXp++WuVVemVfGjDUVPD7azsQefue2bskFZNER/QzYOwZSvO4orn4RTT2cUyjbmk/2JztwDY/BNUS7AIOvbEX5riJCrk3Gv1MQJcsPk/XaRip2FhAwPJagiUkkfTIAYwO7ievo6Jxbzor9VJKkAGA+2oM6AhgJ3ATc38hTTa46xh/4DngH+BkIAsKrXnOf5viJwE9V+98OTJUkqXfVGDsA84CX0UTMSOBu4C81jjcAI9DEWngt518PVAK9qtaHALuBoTXWt1SJHAvwC7AVSEITVzHAm1XjEYBv0RpwdgTigWLgi5PfVJKkCGAJmoga/WeIHACzAbyKwOO9DDy7Qjm+XVXRUq9VeGSJl70Fmul+yhofd6cZGNPOyMQUA9d+68GnqDzxq4+/SQbC7Jo42LM0j0y7FVuQB3+Dh7zy2nuQlpf4MJpFpHgjazKVWvepi8IKlb/P99LnUw+DEgS23G5iZGtDrQIlMNLCJbfHc8+nnQlPsjH9mV3830Pb2LEqn8VbKxn0r3yOFCr88kggV15kOffF2S4goQM14nSaCTUbHefN2U/mK5vI+mA7oKWLi2YBZ1oI2a9uYN9Ni/DkVBDzQg+6Zk0iefpQQq5to4scHZ1mREMtOo9LkvTASdv80SwgoIkGN/BPWZZVYJskSS+iCZOXGzGeD2RZXl+1XC5JkhuIQ7MEpQOr6jl+VY3A3fmSJM0EbgBWAHcAX8uy/F3V69slSZoCXA/8t8Y5HpFlubC2k8uyrEiStAgYIknSUmAQ8DfgAeAxNKFz7G9yGSDIsvxkjfn8A1ghSdJkNDHVHRgiy3IlgCRJDwG5kiTFHLN8oQmkZ4H3ZVl+sZ75n1XMBgGPonJ9J5Fnl6v8mqFwcayIChhEET+jwoM9RG6Y6+OTESIrMhSmj9MuqRcGGhg8TeGOH7wsPqDynxGaNcfrUVj2bQ5yTBRXqyL+Yt0WnaI8D84gE2mRAq+ubFhDdp+i8slGhX8s9nJZ68a1bbD4G+kzIZKeY8JZsSCPez4vYb9ayb2SyE1XBmA6GxlVDeECqaNzDGePEI7OPVj/jucQb6GbozP3kvPZLgIGRRP7j24AhF6bTMXOQvxi7eya8DNF8w9iTQnENSqeNnMvxZoSqFcl1tFp5jRU6DxfRzDyMWKB9CqRc4w9VdsbQ/pJ6zcC/wCWSZLkAaYBz8iy7G3g8elAt6rlRGCQJElja7wuAhk11pWT1mtjATAJmAkUADPQLEdBwGDgthrvFydJUsFJx6toVq9EwA/IkiSp5usVaOLu2Df/TUAumnXrT8UkgtsHRlHg0Z4GnluuMP8qEVXVImpsJripk8gP+xRu+d7LpM4GbFUBw0ZRYPoYI4nvepjcxXC8dcTaRfmEx1lwu6yU+Ez4G+oTOkZSQgUOFKkUVao4/ep+qCytattgN8Hcq0x0i2y8MFFVlVnr3Dy3VGDswEDeSPCxYU4Wb0w6SPcRYfQYHYZ/0DnOknHZLog6OsdwXhRG+lPr69/xLKO4fRT8dJCcz3aRN3s/aqUPAG9uBSETk7TaNnP2U7bxKM5BUbhGJ5DwTj9MYXqjTB2d84mzFaOTAcRLkiTUEDtJVIuGY7myNeuWR9VynhP8E7Is70N70CNJUic0N9Y+tFie2kioZf2YYNgPfCzL8l2nmYd6klirjfnAFGAsML8qBmkpcCeagPm1xvvtlGW5Q20nkSRpP1CKFu9zOr/MI8BwYIEkSSNqi086V5gN1ZWR/9JR4LkVKisOKqiAIIDNCJU+gfeGiXSY6uPB3icKi005EGYX+Op3Hw9cZCDGAYtnZDPx3lhcSwRKfUb8Dd6qYORTOWbRMRkEOocLrDusMiDhVKFzoFDloQVeVhzU2jZc2ci2DcdIz/Hx8Fcl5JcqTLstgNQ47fZo1y2AowfLWfVtFu/cupl2vQLpOTaC8MRz1IvqArPoWFs78eS7cWeXYz7HIkJVVUpWZZMzbRe5X+7Be7RSe0EAe9dgzKEWKncXsn3wHAJHxRP5SBecg6IRLc02b0NHR6ceztbdOxctEPkxSZJeRrNWPAy8DyDLcm7Vg/0mSZIeQ3PHTEYLMK4TSZImoYmJTDTribfqX130lCTpauAroD8wjur4mXeBJZIk/Qj8iGZZaQOEyrK8pKETlWV5ryRJGcC9aG4vgIXAc8DKGvEz3wP/rJrv22hiLwroIcvyN4AMbADelCTpaVmWj0qSFAoMlmV5eo239ALXov0tF0uSNKy2YOVzwTGLDmhurEd7iTy3Qqlh0REo86r8dlClQ6jAE8t8DEkUMBsEFFXl4UU+Xh9iJL1AYfxMD28nlOAKNZGY4k/Ab+4qoeNhbx0WneKjXpxBmstLihRZk6kwIKFaTJV5VF5a4ePtNT7+mmbg49Hm4xalxuDxqfxnUTnvLiznriFWbh1gxXhSynhwjJWRdycw8Ppo1s7LYdrjOwhLsNJrbAStugecXfeFy6bV0VFVTVG2cARRi3kpXpNL8MjGGoEbRvmuQnI+30XutN1U7Ck6vt0cY8cc4od7XxEGQcXZOxzXv3pg6xqiu6R0dFoIZyXooCqmZRhajEoWWkDwf9Eyjo4xCS1upbBq+0cNOPUgYK0kSSXASrRA3c9Ps/9XwKVoGVUfAXfJsrysaoxbqt7/XuAwkA18ihaY3FgWADa04Otj606q43OQZbkMzZWVgpYtVogmiLpUva4AV6B9BmslSSoGfgMGnPxmsiwrsixPrjr+16psrnNOTYsOwA0dRbbkqpR6tOev1aRVO357jY9/DzIQ5S/w3HLtgC9+V7AaYWxbgfsvMhDrhPsX+Bg8UYvxdvlBWZXrKu80ritHsCZ00qIE5MOa5UdVVaZv8dHuXTfbc1XWTzbzdH/jGYmcjQc8jHilgKU7PMz7u4s7B9tOETk1sTlN9Lsqins+7UzqoBAWfJTB1Nu2sO7HHLzuxgVM14nFDAYRyirPzvnOAxxVFZLPBfsfXc36Nl9y8Jl1VOwpwhBgwhJnx2gT8e/kIuK29qRumUjHteOJfkrC3i1UFzk6Oi0IoWaGwflMVXq5V5blW5p6LM2As/KhPrvMh0eB5y6urhfzzjofj39fzvwbrdyz0MekTiIvrfCx624zWaXQ5RMvX10uMul7H5+NMtIvVtPSyxcXMHaJkZfHWLg+1chVszzElGwg2lLGZ6W9WXfjqTVUPnthH10GBNKpt4vtuQqX/s/DjPEm7vnJS6kH3hxupF/cmWn10kqVl+aW8s3aSp683M64tDNLGVdVlX0bilg56wiHd5eRdlkY0sgw7K4/WBMm6jZY8y+IPv9bIzSE3O/2k/nedlJ/GP6HzuMr95I/ez9+iQ4cPcJQFZXMVzZy4B8yBpsBAQi6PJ6gKxJxDonB4H9+1O7R0dGplzq/wHXHs06dmA1QdpKj8OZUkfu+gZ15KjYjfL1V4U7JgCgIRPrDlKEGJnzrJS1COC5yFEVl9awsPhgTxc0LfHSNEHFZoLTQ2IBgZO1B5LLAwSIY8YWH5wcZubFz49s2HGPh724e/bqEnq1MLHo0kGD/MzdsCoJAUtcAkroGkLO/nFXfHmHKLZtI6RdEzzERhMadYcxJoF1zX10gQsfRI5Sim5adUIDyTDj85hYOPLoaZ78IbMkOCuYewBjiR9TfOhA0NhH/HmEIBr0qsY7OhYQudHTqpGaMzjEsRoFwO3y4ScFsgOUHVL4aX23xGZogUFQBgdbqh9X2NUWIBoFRA/x5PURh3Awvl7YSyPfVL3SsAUZeXenl3yt8hNvhjeFGxrU/s4rEOUUKT84qYcN+Ly9f5U//dmc3eyo03sqoexIZNCmGNd9n838Pbycq2UbPsREkdnE27gF+gdXS8Yu0YbAZKd9TjC3Z2aBjSjcdJWfaLvwSHARfHk/BnP0U/XwAQQRvTjm28YlEPdEdS1LDzqejo9MyaTFCR5blG5p6DC0NswE8tYSLB1sFNueoBPkJpEUJBNUQNf9e6WNCe4HFGSoL0hUGxwss/DqLwRPDEASB6zoZWHFQYUG6QlvVhE30UuLW6t/UtNAoikpRvpeLZ0CrEJVlk0x8uEFhW27jvXKqqjJ9VSUvzCnlyossvHqNA5v53MVg2F0mBlwXTd+JkWz65Sg/Tj2AaBToNTaCjv2DMJgaYFFwXVhCB7Q4neLVOacVOpUHS8j9Yjc503ZTtjkPANFP5NATvxF4aTzht6XQ5pvhGE/TKFZHR+fCosUIHZ2zj8kAtcXXCsC1KQLvrFW5umO1deVgkcoHGxQ23WJiS47KTfN8zOxejrtCIeWigOP7vT7USNupbn73BCIK4PSDgkoIrvLybM9VeGh2Ja0MIq9dYuTS1tp7pEWqfLGlcQG/e7N9PDS9hJJKlS/uCKBT7J93yRvNIt0uCaXr8BD2rC1k5awjLPwkg7RR4Ugjw7A6TjOWQPsFVUsHtAafRatzCL+m1QnbvUVujs7cR85/d1K05HB1BJoI9k5BhE9uR9it7RFN56j3mI6OznmNLnR06sQsCnh8pwoLFQi3CaiqirfGy08t9XFrV5Foh0C0Q2BkK4W//uRj6oRwxBrWGj+jlon1wHwHv5e4CLRAfgUYBJVnf/Xx2WYfD7byYo4yHRc5AGlRIvfNP111gWrcXpX3finn/UXl3DPMxk0XW06bTXUuEQSBZMlFsuQia28Zq745wls3bqTjgGB6jokgOLqWdgEXmOsKtDid3MfXAqB4FAp+yiD7w+3kz8tAPZb+J4CtUyDht6cQfks7RLMubnR0dE6PLnR06qQui46qwnc7VdoEw9w9Cs8PhN9zFL7frbDjtuoslrvCKxggmtkTZqHrSedIDhKIt5Tw8v5UokNUPtng46P1Pka30do25G2tYGXwiRkxCS6o9EJmsUqUo27RsnafhwenlxDpEvnxARexwc3nYRieZOPyvycx6KibNXOy+fj+rcSm+NNrXCRxHfyr43hcVcHIFxCO7sGUbMxj/5NrOPzqZpQakfDWdgGE39qesBvbYnTpbikdHZ2GowsdnToxG04NRgao8EFmvsoNXUXeXa+y/ajKo4t9PNLLgMtSLUBWzsrixW7B3L3QzMVx4vGmngAuPwGDoCI5c1iQFYvi9fHD1Sa6VrVtSM/z4gg6UegIgoAUJSBnKoxue6p4KXer/HN2KXM3VPLUGH+u6GZutvVQHMFmBt0QQ7+rItmwIJfZr+/FYjMy4C/RtO7hAn8LHMpr6mH+KVRmllKy7AjFSw+D20vW21tQyrz4xfkTNrkdYde3wS/Ov6mHqaOjc56i51m2QGRZPivL+Rk7OFh86vYQczEer4q/SSDar4z56Qo/7VPppmw84Tz52W6GtDfR2T+f2bvVE87jb4aiCoUKnyZYBgcfPi5yZFnGEWTkwPYyVv924tg6h4lszv5/9s47zKri/OOfc27Z3gsLuwvLUpa6tAOIFAEBQRQxYiwQO1GDif4SjS0ajS1KrBGjMVgRLKBiARGQ3ocinaUtsLCd7eW2M78/zoVtgPTmfJ6Hh9mZOTNzzj1wv/vOO+8rG6zZ5ZGMfa+ULZmFzHs0imu7BbB69erT/kxOd9kRaENL2MeQu5qSv6+KtZ+tgfsmwovT2ZHoPKkxL5Syp7Ca5Vd8zurET9g2Zh6Z724nqF0U7RZfg31SG7pm3kTy37qyIW/rebNmVVZlVT5/y0fjogkYqKjDaflQK9yS+H97KfiTnaBaUYfLXCYx493EBZjERNj5bQcbLy7zceA+B2G1km7O/zKP3L3VZHRPpMoLz19WY4XZVmgycGIxdt2knDB6p9j4ZlSNgVFKyQf/2EXz9qH0H9XocP1/1/hYsd9k4tU11h6vT3L3+2VI4J3bw3CcI1+ck6E418UPb++hPOMgoxybiPx2CdzWHx4ZCXEX37Hoql0lFE3fQ+FXmZQsL8CHhsPrIbhrHGlfDSYoOfRcL1GhUFyYqICBihMnxKnRLkZD5Ej6Jte8Q2EBOkNa6OSUaWzM9bE3UcOpg8sHYbWu7z4omvH3bCW5d2NmF9R9B526RpnPQYKtiirgpz0mHp88LFI0TWPE3UlM+EsG6X0iiU6w/DJaRGlM3lij43ym5P5J5VR7JO/dFX7BiByfx2TptBxWf7aHkfatNJu3GG1UT/h5PCTFnOvlnVZMl4+cd7ew/7m1eHKqkIC9VSTNnu9O/JgW2AJtyu9GoVCcMZTQURyTPkkai7MkfevlWry6tY3JG33EhupMXukiKMrZwJ8nJNxO+14R5G4rZZcZUaetwiMp9zm4N2k1O8J781WGZGW2pHdSjVCJSQig78h4pv93P7c90dyKQhypsavIEjqmKfnrp+XklZp8dHc4ASeR6+pcsHtdKbNe306P/T/zp7VL0a9Ih+XPQcuEc72000rpshx2P7CcCpEHh5za7RoxI1No9X5/lX5BoVCcFZSPjuKY9E7SWJLVcCdseCudtTmSyGCNdkl2DiNorpsAACAASURBVFZKVuxr6Ll86ZUxHFhYwK7iumP8a7kPu2bSMriM69va8Pkks3c3nKfvyDiKcl1sXFYCQHIE5FZAtcfkb9Mq2J7r44PfhxN0BgMAni7KD7r56vkMdt0zlTtn/JcuIYXo856ESX+6aERO9d5ytt78E8uC32Pjpd9QsdISOUFtI2n+Zm965N1Cmy8GK5GjUCjOGsqiozgmvZM0xs6UmFKi1zrBlBRu5bYqdUmaNLKTUGVy57RqQh2BDG5V81oltggmMUqn0iUpcUkiAjRWHTD5YaeJze9K1LephscH3+4weapv3dNUdofOyHuT+eyVPbTuHEZAsI2kMMkjUyvZmuXl8/vCCQk4v0WO6ZOsmp5N/ktzuWL3UgI7NEb/9iHo0fJcL+204MqtZP+rG8mbuA1fQdXhjXI92Ebc71rTaGwbQrrGnrcn4BQKxcWNEjqKY9I4VCMmCDYXQIe4um0DU3QmbzYpdlm5rZ7rG8DoT6t5a2QAozrW/Mbee3gsUYs97C520DFOcu9ML8/1t3HvDMsCZNM1RrXV+XCjpNQlCa8nXFI7hNKyUxg/Ts7h6rsSCat0syTDx6wHIwgPOr+Nkllbytj051n0EPPp2jQcx6fjYECHc72sU8aVXUnBl5nkfbqL8hV52DxWzBsNCO0ZT8I9bYm5PhVbiLLcKBSKc4sSOopfpE+SxpIskw5xda0tV7bSeXedSYlLEmKDjgk2frwziOEfVHGwUvL7ntbx6A69Igj/sYTVO2wsy3IQbIdb03XGfq9z6NDfTR1sfLrZw/y9khGtGv7mf+XtTXh13Fa2BwVRWQx3DAsjOuT8FTlVpR7WPTKPlM+/p1+ETuB7t6Fd1Q0uYKtG9b5y8r7IJPf9DFzbi3EmBGPmV5JwXRKlSwuIHtWcRne1Ibht1LleqkKhUBxGCR3FL9I7SWfhPpO764U37pWkYUooqJBER2m4fdArycaC3wcz5L1KCislj/R3YnfotG1i48dVlcwzQ5g7xoHdpqMhMf0bHf2aakgJ07aajGjVUMCEhNsJ7hnLjm9zuPHOFuRWn5+CQZqSjDdWEvTCVNKpwPHyTTh/1xv081eUHYuqXaXkT9tD/tTdVO0oJSgxCM/GQnQNku9rS9ydbbBHBSClVFtTCoXivEQJHcUv0idJ4/llDR2FD20xFVdKnLHa4XQRLWN1Ft8TzBUTqyiokIy/MoBeHYJ48ScXo3todIy3vvTtmsQrrTFsusYVLXRm7jhy0s5PllYzJc/BmCQ7AftKmBF8/lkNCr/fSsUfJ5GYn4P30esI+esQsJ8/6SeOl8ptJeRPyyTvi924d5fijHYSmBSM9LqJ6pZIdUIgoZc0OixyACVyFArFecsZFTqGYXiBQUKI+WdynmPMvwn4hxDis3Mx/8VCmxgoc8P+MklirRxTTpuGTQevCXbdykN1iCbhOgvuDuaqDyq5Y2o1aUkOSgIcXOUuASxnH4dm4pE1lo57uup8vc1LVqkkKbxmnmmrqnllZiVf/DGSkOpg3npkB/t7hADnh/+H++csCsd+RPiG7VTcMozgV55AD7lw4sJIKancXEz+1Ezyp2biya0kqEkgvh0laBVePCXVxI9KIfGbK1S8G4VCccFxQkLHMIz5QC/AU6+plxBiw+la1IliGEYKsBtIFkJkHaoXQrQ/w/P2B+YB84QQA2vVjwGeFUKknMn5zxaaptE70Tpm/tu2dX9zD3fCwUrwmrJBHJ3oYI3ZdwVz3aQqps51ERlqZ92sQi4fEYuua9h1icesETr9U3TsOkzeZPLXXpYl5Lu1Lp6ZXsHn4yJIjbcBQXQbFMP6RblI2fycWhLknnyKx00mcM4aigb2I3z7H2maFPbLF54HSCkpX3eQ/GmWuPFVeAjrGInN7caTX0FVvpU53ZkcQsK49jS6s40SOQqF4oLkZCw6zwghnj3tK7lwMYHOhmFcJYT47lwv5kzR2x848Ldt69aHBUClF4oqj5zpPMSpcXlbB2tz3eS7NdwBOtvXlZHWNRyHZh7eugKw6xo9E3WmbPLx11425mxy89jUcibfG0HrxjWv6tDRCcz6YQsrlpZxSe9zkCYht5iqx6eif7KIXW27Ej/3Rdr1Pv/j4EgpKVtVYFlupmUCENW/EeFtwyj5MYuymaUAaA6d6GtTSPhDO8L7NVbbUgqF4oLmtG1dGYYRBrwJXA2UAU/Wa38K6COEGFSrbj4w55BwMgwjHXgJ6AbYgNVCiMH+tveBQUAksA/LYjLZP9ShbJLbDMOQwItCiGcMw8gE/iaEmOQf4zL/+G2AbOBVIcQ7/rb+wBxgNPA8EAvMAu4UQpQd49Yl8CzwkmEYM4UQDaLm1b9Pf50E+gohFvufTV9AAHdgBXJ8DpgGvA90BzKAMUKILcdYyxmjT5LGfbN9WB9LDWFODbcpya+QuH0N/XgOlEleXGqyaGwg3T/08V5cAmHfHSStazh2zcQr6zrp3t1F59ZvvSzY6uL/Pinno7vD6ZBU9zV1Buhkdk7gx4lZdDPa4Ag4S46+ReX4/vkN5oQf2dS4LfLNx+h6ayts9vPX0ViaktJleZa4+TITPchO7MimNB7TnINTd1H4Xk3CzMBW4TT+UwfiRrc67HujUCgUFzqn83/o14BWQDsgHbiG+t+Kx8AwjMbAAv+fFCABeLFWl8VAZyyh8w/gA8Mw2vnbOvn/ThNChAohnjnC+M2BH4C3gRjgNuAFwzCur9XNBgzxj9ca6AL86TiW/yYQAIw9jr5Hox+wHeu+xwDjgYnAOCAa2AK8fgrjnxLdEjQyDkKZq66YCXVCXLBGQQVUuhsKnb/M9nJ3VxttY210SdC4tLWTp0vCWZdRfUSh89v2OqZPcseHFfzvznC6NDuyH05k23Bs8YHMm5p7+m7yaFRUwwtf4U39E1u/2s2se8bReun/0f3OtPNS5EifSdH8bDLuW8ay5M/IuHcp9kgn6TOG0HneUAKCNfY/s4aqzcVogTbi72hNuriWLttuoPF9HZTIUSgUFxUnY9F53DCMB+vVRWNZQoYLIXIADMN4GLj2BMb9HbBDCPFCrbo5hwpCiIm16j/1r6E/sPk4x78JWCOEeN//83LDMN4B7gK+qNXvESFEOVBuGMbXgPFLAwsh3IZhPAa8bhjGJ8e5nvpkCCH+5y/PNAyjEJh1yIJjGMZk4GTHPmUC7BpdGmksPyAZ3LxWgk8n2O0aQQ7JlsK618zdbbJsv8nEq614OqmRGv2TnQTvK2PIRy4codTZugJYv9dLsMtL49RgerY4urNxiygNV+/GLP90B50viyI+KfD03ewhXB54Zzbmc1+RFd+UBQPH0OvRrlxlRJ7+uU4R02NSPD+b/KmZFHy9h4CkEOKuS6HTnKGUzN5H3n+34l6bS9mCA0Rfl0rj+zsQnB5D7G9VUD+FQnFxczJC57n6PjqGYTTCsmhk1qrefYLjpmBtzzTAMAwdeAq4AcviIYEQDh3fOT6SgV316nZiWZ4O4RNC5Nf6uQJ/Qm6/kHnMX7+nvqOzEOIzwzAeAP4KbDuBdR0iu97PlfXqKqmbHPyscyjB5+DmNXWhTg2fB6KDYW12jZOOyysZ94OX14fYCfYn20yN0NhVLHn+5nAKnjjAdF8MO8tDD1+zMcvLbe+Wcl2nEL7ac2y/kNQojbnFdu6+IYGv/5PF2GdbnD5fEq8PPlqAfHoqRbGN+KbTb2h+azo3Xd8Yu/P8seCYLh9Fcw9Y4uabvQS1DCduVApdlg4nuEUE7pxKCt7fyt6n12C6TEK7x9J5zxhs4c5zvXSFQqE4a5wuH518wI0lVnb665rX61OOJU5q06RWORMYdZTxb8KyvAwBNgshTMMwBBxOq3Pk4Ct12QdcWa8u1V//iwghnsfy3TkWDwI/Ym2t1abOvRuG0YQLkD5JGq+uqvuow5xQ6YOoYI0NuTVbV6+s8NEySmNE6xphkBqp8cNuk5iEAK5uBrtLSpm4qwVXbffSLBTGvF3CC9eH0qO1g49e9rAl36Rt3JGFRYsojf+ukfS6JZY1Px1k7fwiug6IPrUbNE34Yjk8+RnV4WHM6HwVVR1bMOIPzYhucgYsRieBr8pL0Y/7yZ+aSeF3+wjpEEXcqBRSnu6CbtfJ+2Abm/t9S0i7SCpFHtGjUmk2vieORsFEj0xBd154cX0UCoXiVDgtQscvPCYDTxuGsRGoAl6o3w14zjCMbljOw/dQVwxNwtoWexj4N9YR9n5CiLlAOODFElS6YRi3YfnRHDrllI8ldloBWRyZKcAThmHcAkwGugJ3A/ee7H3XRwixxDCMH7AET0XtJuC3hmG8AlRjORpfcFyapHHjNxKPT+KwWRoz1AmF1RBohyoPbC80cdo0/rXcx6o7nHWsLKmRsKvYKve6MoYVL++j62X53DSlJeEuL/8aGcLwzpZ/SGyoxmsrfbwz/OhCZ1eRxGbTuHZcMh8+s4s2RjjBYSfxSksJM9bC41Pw2Wws6zeMVVWNGHpPM9r0jjrnp458FR4KZ2SRPy2Tgz/sJ6xrDHGjUkh9qTvOuECKZmWxa+xCimdnHZb8IenRynqjUCgUnJzQecIwjEfq1d0I3A9MALYCpVinrkYe6iCEmG8YxstYDsFgOQUvqdV+wH/yaTzw8KFqYC7wITAQ2IG1hfMxsKjWtVWGYTwBTDEMIxAYL4SoIyaEELsNw7gSy8H530AO8KQQ4vOTeAbH4mEsv6HaQudVLAftnVii7GEsZ+gLiqhAjWbh8HOexGhsffmHBWhoWBGOW8fCtxkmi7Ik93e3kRpVLzlnpLV1BdCqcxg2UxJc4qWRx0O2w0FBrZg6g5prfLvd5J2jrCUhFEpdUO6WJLcKpuOlkfzwUTa/GZd8Yjc1fxM8NgVZWsmOa4by9fYYOveMY9zoRJxB58764S11U/jdPvKnZVI05wDhl8QTNyqFVv++BGdcENW7S8mZsIncdzbjLXBZF2kQPqAxiQ91InJIEprt/NlmUygUinOFJmXDkzKKC54z9qHe84OPNjHwQHdLBDy7yMvKbMnecmgdAVvzJVU+2HC3g0B7XaEjpSTkFS95f7QT6tQY+efthOT5GDi2Gf07BDBkYiV3dXfwSH8nP2WaDJ3sJeMPTppHHdmi0v4/bj79jZ2OjXSqK3y8Mm4rox9OoVnb+jukR2DVDnj8U9iZy8F7RjAtsxH2IAfD72tGfErwKT+nk8FT5KLwm73kT82keEEOkZclEHtdCrEjmuKIDsB0+Tj4dSbZEzZRtijn8HWO+EAS7mtPo7FtcSacm7UrFArFOeaopneV60pxQvRJ0pi+3eSB7tbPYQFgSnD7oFEoTN0k+eJ6ewORA1aE5eYRsLsEEgJMNpphjKzM5foOdsJjdBbVyo/17BAnmg4fbfDx935Hfk1TozR2Fkk6NoLAEBvD72zCV2/t44+vpmE7wvwAbNwLT3wGq3bifuha5tCSLctLGXRnE9Ivjznr21TugmoKvt5D/tRMSpflEXV5E+JvTKXtpMuwR9RsO+15fCU5b27CV+oPSm7TiLoiiSYPdya8b8I5315TKBSK8xUldBQnRJ8kjYfmycPZqsOcGqZp4vJprMyWNAoFT4OQiTWkRmqszzF54PtSAiNNNM3Hih8LGXxTAk3CdRbeHcxVH1Zy79cu0hvZmLTB5O/9jjxWC7/QOUR6n0jEnIMs+TafftfG1+28Mwee+gJ+XI986Go23DWa2ZNyadPbxh/+25Ggk/HtOUlcOZUUfGWJm7LVhURfkUjjO1rRfupA7KHWUW9fuQfT7cNbUE3+e1vJeX0DvgofzuQQmjzQkfg70lRKBoVCoTgOlNBRnBDNIkDXLKfiFlGWM7LHtHxl9pdI/t7bxrcZJjd2OLJ/S1IoPDuzitFtnczbV4Q3RrJiViEDRsVjd+hEBWv8eGcwoyZVUVXqYV+ljcxiSUpkQ4tFahRsK6wROpqmcc3dSbz1UAYde0cSFe+E/QfhmakwdQX8aRj5f72Z7z7Mw7PnIDc+1YrEtNAG454JqrMqKPjSyitVsaGI6OHJJP6xHdFXJGILqvvPMOuFtWQ9s4aQdpG4d5YQfUNLWn08AGfTMEK7nUhEBYVCoVAooaM4ITRNo0+SleCzRZRGmNOy4ByslHRupHFLuo30d9x4TYldrytOKlySRRurCQmz8/iIABb/x8QdrBGfHMjGZSV07hcFWPmxpt8SxMiPq9lW4OXj9Tae6NcwqF2LKI0ZO+oed49tEkDvEXHMenUbN3rWwvvz4c6BuNe9zIIfSln37B76j0mk25Xx6LYzu91TlVlGgT9pZmVGKbEjmtL04XSiBjVBD6gRgp6D1eCTSLeP/Pe2kf3qeswqH3pUAJ33/Q5bqArop1AoFCeLEjqKE8YKHGhyS0edUKfGgXKJzwetozUSwzVSIjWW7JVcllIjJKrcktv+W0rLKDvucDuapmHXJF5T59IrY1n4dd5hoQPgtGt8e0sAwc9W8cIcF3d3tREfWvcUkXXEvN7iSioZsGEBrldncHB4T6LWj2frbo0fHs0kJT2Me9/uSGjUmRMOldtLDifNdO2tIHZkU1Ke7krkgMbojpr1S1NSuiCb3He3UDh1N4HNQjALq4m5oQVp04dijwkkuF3UMWZSKBQKxfGghI7ihOmdpPOftV4AbJoksxjQtcPZy69upfNthsllKdYXu8sjuWtiKfHhOncPC+KG6ZYTj1038Uidtj3C+eZ/+9m/s5LEFjWnhmw2nWs7OfhyrYdLJlQy7/fBNIuqEQspkRp7SyQ+U2KrdsOEWTD+G/Rhncn78u9M+qyS5An5lBd4uPahVFLSz0ym84rNRYfFjSevmtjfNKPF+B5E9G2EXi8Xlju7krwPtpH7zhZce8oP19tjAmm3dpSy3igUCsVpRgkdxQmTHg9ZZVBYJflovUmADWw2qPAfCLq6tc7NX3n51xAwTckfPiwj2Knx+phQ3CZkloIp5eGknjabRq9hMSz9voDr/9S0zlxDU+2szIL0SJM+b1cy565g0vzRkgPtGnEhUPTOAmKfnQK9WsP8p5BtE9kz5QCukmJcjZ3cPaE9NsfpjSnjKXKR9eom8qdm4ivzEHtdM1pN6EVEr/gjxq8xq71k/mU5Oe9sAX+Wdz3ETtzoliQ+2oXAlHOa3UOhUCguWlREsYsQIcQZLa9bs5puCRoiW7IruxCJJVyW7vWQUy5pFKqR6z8GvSXbx9pdFUy4NQy7TWPO8vWEOKxgxBsKncQ7qwAwg/exZ2tlg7ny9u0kIkgDh40rE/MZv8Bdp09axUHCHn4Ppv8Vpv4FUZnDjlUlrJ9bSHIXSURCADaHflqfg7fEzforZrF/dSZt3u/DJXt+S8kYO5F9EtBsDeeq3l3Kht7fkPPWZvBJQrrEYHuxOT1LbqPFO/3YWLDtuOZVZVVWZVVW5aOXj4YKGHhxcsY/1Afm+EgMg+GpGt0nenBL+MslNvaVwlUtND7fZPLVDQ4+XlLF6kwvr422LBYvLPOxtxT+0EWj/3tlvNt2Eb+55ioO5rp55/EdPPq/dnXmuXeWjxCb5PsMk+nX2xnwbiVZj4Ycjhvz2pVTuL1xORETx1o3bkr++8dNtB8Qy/zpBdz/Rhphp9Enx1vuYf0VswjtEkOrf1/yi/FrDn6/l+2jf8JX4kYP1Gkz/Qoih5xg9GaFQqFQ/BJH/c9YWXQUJ0V6nMb6PEm7OJ3LmmmYJlyZqrFkv8mUjSZ9m1rv3OpML91SanZIJ282ubmdxmsrfAyL3YdDtzSZI0DD426oz+ZkmtzQTiezRNI82sqptf5QlnSfyahlC/HeOehw/82LD4ImWb2omCvvaHJaRY6v0svGq2cT0i6SVm8cW+RIn8mex1ey9aof8JW4CWwRRtc9NyuRo1AoFGcZJXQUJ0V6PKzPs4TJde2so9J/X+jjjcF2Zu0y6ZloiYA1mV66plhiY0O+pMQFraLgy20mQ2Nq8q86nToeV92j4pnFklIXdGus0TgUMothWJqdmRmWIzQ//kxuSDiBRgoApk8y78P9RLcIIzzaQZf+p+/Ukq/ay8aRcwhIDqH1O73R9GNbciRQ9N1eAOLGtKRLxo0441V6BoVCoTjbKKGjOCnax2pkFIHbJ/FKaBUNa3MkmpSYJszdIymuNMkuNklLsITQ5M0mN7XT+e8ak1FtdCLsnsPj2QN0PG6T2lupc/ZIBqVo6JpGWozGtkJpCZ1t1qkt+c4c3u3WnyC/0ebnOQU4Q21sXV3GtX9IPm1pEUy3j02j5mGPDiDtvb7HFDnSZ+Kr8LD71nnoXi+tPhlAq48H/qIwUigUCsWZQQkdxUkR5NBIiYBthbCvFIa3tuEx4S9zvFySCG+sNpmx2UunZDt2m4YpJVM2m4xqrfGfNT4e6Fk3crLNpqFp4PPWCJ3Zu00G+4+op8XobCuUDEi1sWa/j5LMIliwmendeqFrGl63yfxJ+6nw6gwe3ZjIOCenA9NjsvnG+egOjbYfX9bguPghpJQceHU963t8zabu09DsGu1XXUfcza1OyzoUCoVCcXIooaM4adLjNNbnS/aVSdrH6YztorO3BFKjdB7saeOZFSZdmln+Ocv2S0IcsCnPJD1eo31cw1fP4dQP++mYUjLXb9EBDlt0gp0avVNszP5wE1XX9ESGBgGwekYetlAHwRF2elwRc1ruT/pMtvxuAabLR7tPB9QJ+FcfX6mHrOfXUrGmgND+iTR/fwC2YBUTR6FQKM41SugoTpr0eMshOasMksPgsd52PD5YlGXyf901ssuhOtASOpM3S25qp/P6KpMHehw5D5YjoMZPZ10uxAVDUrgldFr7hQ7AsFY2Zm5yUzD6ckKd4K7yMX9KNgeLfVx3X1P007BNJE3J1jsW4y100X7awDopG+pjun3s//sq7E6NZuN7kPpWX5VNXKFQKM4TlNBRnDSHLTqlkuRwjRCH9UIVV8O3GZKI0mrez9AoqjL5YptJajhUe+GKFkd+7SyLjiV0ZmeaDGpW0y+tttA5uJMfmqRR2L45oU6NZV/l4HXYGfjbBGKbnHpGb2lKMu5ZQnVmOR2mD8IWeOS4mvmTtrPrj0vY2v8bXDtLSd94A4kPdj7l+RUKhUJx+lBCR3HSpMdr/Oy36CSFwfIsSbfGGl6/r068w+TyFJ2xM320iNT4bLPJ/T1s6EexdjicNUfMZ++WDG5e0y8xDMrdUFItafXJDwSFOvg5RxIpvSyYmktotIM+I049s7eUkh33L6diYzEdvxuMLbihyDFdPnbeu4jtv5tHzpubCOocQ6vpQ7FHnbrIUigUCsXpRQmds4RhGG8bhvHmuV7H6aRpuCU+HDqEOjUW7jUZkKLzcC+dg1WSsDgn4wfa+G6HJD0WlmaZ3JJ+9FfOEaDjdZlUeSQrsiX9m9YIHU3TaB2jsTOjBO3H9QxLD2LBLh9pm3JwazZufLDZKWcjl1Ky86FVlC7PJ33mEOxhDX1sqjPL2NBnOrlvbwGgyZ87kjLh2CexFAqFQnHuOG9zXRmG0Qv4O9ALsAHbgDeEEB+e04UdB4ZhZAJ/E0JMOlQnhLjn3K3ozKBpGi2joNhl/bxor8mDvWz0a2bj2UU+1lXYCbBJNB2mZ5jc2Ukn2HF0QeAI0HG7TRZnSdLjNMID6vZNi9GQHy6Akd0Zlh7En7+t4trMEnqNjKNR06BTvp/dT6yhaM4BOv80DHtEw1NbRTP2kjH6J3zFbvQAnbSvhhA1rOkRRlIoFArF+cJ5adExDGMIMA9YBqQC8cCLwGuGYTx9LtemqEvjUI1AmxVPZ9UBSe9knVCnRjPNg9Q0Hpxr0quJRkGVJDbk2K+bw6nhcZnMzpQMTmkoiNKioennP8HYy+mfamN3gUlFkIOhtySe8n1kPruOgq/20Gn2FTii625BSZ/J3icFW4b/gK/YTWBzK8qxEjkKhUJx/nO+WnQmAFOEELVFzeeGYQQD/zMM431gDzAW+CPQDCgB/imEmABgGMZvgMeAVkAVMFEI8bhhGLdhWVtaHhrYMIwPAK8Q4i7DMFKA3f6x/4olshYAY4UQef7+9wP3AolAEfCJf0yfYRjfAk3963wbWCqEGFJ7Dv8YzYA3gN7+9U0DHhVCVPnbJTAOuB1oA2wCbhNCbD3Vh3s6iQiwknGvPiBpGa0REahR6ZK4Cl04mjj5aL2PEWkag5ppjF/h4/Z0nZjgo/no6HjdkjmZJm8ManjKqc/urVSjw6VpFG2vJLGiih09E7HZT23baO/4DeR+vIPOC67EGVfXMuTJryJj9E+UzN4PQNzNLWipAgAqFArFBcN5Z9ExDKM10BKYdITmyViJuwYD9wBPYQmOSKALsMo/xjDgQ397DNAamHmCS7kF6IclWsx668kChgHhwDXAHcBdAEKIq4G9wF1CiFAhxJAj3KMd+B7IwRJpl2AJnn/V63obcB0QC+wD/n2C93DGceiWn86ivSZ9m1qv0/p9Xto3tvNYbxtuE+bslPyjn50b2+k8Mt931LHsTp3CMh87i6Fnk4ZCout385jSawBoGpNf3E0r3UOW7dQcgLPe2MSBt7fSae4wAhLqpmgoW5bLz12mUTJ7P5pNo+UHl9Hqk8uVyFEoFIoLiPPRonPo6Mz++g1CCLdhGAVYVpbRwHNCiMX+5gL/H7CsPG8LIb7z/1wKLObEeFoIkQNgGMZDwHbDMJoIIQ4IIabV6rfWMIyPgcuBd45z7B5YlqaeQogKoMIwjL8BXxuGcZ8Q4lB44PFCiL3+NXzAkcXfOcXlkxRUwoI9kts7W0JndaaHril2gpwaDpslhNrFaTzTz0a7dz0szTK5NKmhxnYGaGw4YHJZsoajvmPxwXKi5q7hjT/eTO9v8igq8NBiaAzLNvqQUp5U3JoD72xl3yub6LLgSgKTQuq0ZU/YxO4HloJX4ogLpMPSEQS1jDzhORQKhUJxbjnvLDpAvv/vBo4XgrJvQwAAIABJREFUhmE4sawb+UAKkHGUMY7VdrxkHqGc5F/HTYZhrDIMo9AwjBKsLaYTOducDOT5Rc4hdgKB9cbJrlWuAMJOYI6zQk6FRmwwLNpXY9E5lMjzs62S2CAIdMDrK32EB2i8PNDGvbN8eM2GmcodTp0tub7D0ZDr8PFCtOFdcYYHM+PDbC4ZEk1AhJMAu8bP2WbD/r+07g+3s+fZn+k0ZyiBzUIbtFeszAOvJOLyJnTNGq1EjkKhUFygnI9CZzuwC7j5CG03YiWGno0lPo6WSOhYbeVASL26Jkfol3KEcpZhGMlYlpVngcZCiAgsn6La386/9M27D4j3+xwdIhWopsYqdUGQVSZpGg4hTo1GoRpSSlZnekiMs7E6R2IHEoLhpWU+iqslv22rEx8Mb4iGj8ju1NieX5Pf6jBSwrtzYezlXLY7hwq7jWF3JlHulnRsbGPmNu8JrTl3yk52Pbaa9NlXENwy/HC96fJhenzs+b8llC/cT8v/9aP9nKuwOY8eFVmhUCgU5zfn3daVEEIahnEf1jbObuAtLGfd4cBrwItCiN2GYUwAHjMMYy2wAogGmgshVuF3ZjYMYx6WKAoGOgohlgBrsUTGVcAMLB+bfjTcFnrCMIyN/rlfBOYKIQ4YhtEWSyDmAx7DMC4BfgdsqXVtDkcXWgArgR3Ay4Zh/AXLx+gZ4H0hjqAAzlOktIIFtgiHRmGWzttfZCIlLMzRiA2U/KGLjdRIjTu/8zJ+mZfnBjiYMMTOpR97GN80gFiH6/B4ZaaO5pO0qZ+qalkGuL1khCURmbcX25AmOAJtVLhNjCQbM7Z5eXTA8a05f1omO/5vJZ3mDCWkTY2VJn/yDjIfXE5g40CcjYPpsHoU9ujAU31ECoVCoTjHnI8WHYQQM7F8XvphWWcKgMeBB4UQj/u7vQW8AEzEOnG1Bujuv/57LOfg54GDWDF4hvrbdgL3A//1tw3FOvFUn0nAIizrixMY479+C1Z8n+lAMfAIMKXetc8CYwzDKDIMo4ETtBDCC1yFtRW2F0v4rAAePK4HdJ6QXwmhTih3cdiedWjb6qONJnnlJnd1tjEyTScpDN5YZZJXIWkdozGuq87/stvUGS+zQqNl6BH8bd6di/fWAXz+2j7yo4KoSrSsMOVuMJJ11h3wUVzVcCusPgXf7iXjD0tJnzmE0A5Rh+ullOS8uRFPdiW2qEBafzNMiRyFQqG4SNCk/OUviF8TtY6XJwshss7xck6Ws/Khrs6R3DnDw4EiiSNAZ/99Dp76shyvQ+f17Q5ubQdvDrWiC8/aaXLjVx5uTdd5bYiDaq+k+esl3N14C0/d3AuA25/Jpa3Dw18fSaqZpLgCUsYx47G/su5nL5Ejk/nKFcLsMU4Gfuzm8T52Xp5fze3dHFyffvRs4QdnZbFlzEI6fj+Y8B41blDSlGS/sIacNzYSc1saTf/ZUyXkVCgUiguPo/7HfV5adBQXBlllkuhADYcGpW4orpaszvSyz2vH65M80KNmZ3RIqkZaNPxvrUlWqSTQrnF34y28c6AtVR6J15RsK9VoHFhPo01eTHmPdoiffYQFSa4YGHE4uWe527IoDWttP6afTtG8bLaMWUiHry8/LHKKZu1j05Dv2TZ8BsUz99FhzXU0e/ESJXIUCoXiIkMJHcVJs69Uggn9mul0iNVYnS3ZdMDLzH0a3RM0WkbXzVU1fpADmwZPL7JESbewAlKDSnlhmQ+RLQkP0XCYtVyUpES+M4cZzraEBkgG3ZZMSpRGQSVUuKUldBwwLM3OzAwf5hFOchUvzmHzb+fR7osBRPRuZEU5fkqwZdhMSmbvx+c2aTPvapyJDU9eKRQKheLC57xzRj7XCCEyOYYJTFHDvjIorZZc38ZGeAHM3uEjNs5BlkvydJ+GJ5X6NtXp1himbDR59FJLlIxtvJUH1yRQ4oIOCTY8xbXEithJ1YFyCge3JNTlo03vKDRNo0WUxvaDkgqPJMSpkRKpERYAP2ebdEmsmbd0RR6brv2Jtp9cRlT/xngKqskYPZeSH60QTbE3pqoAgAqFQnGRoyw6ipMmq0ySVSLp21QjPQ6W7TMpDXAS7YT+9Y+I+3npcge6Bn+bb1l1YhwuHr/UxkcbTTo10fG4ayw65f+axYqkdNyFbi6/LfnwtlJajMa2Qnl46wr821cZNdtXZWsK2HD1HNLe70P0kETKVuRZUY5/tKIct3ivH62nDFIiR6FQKC5ylNBRnDQ7D0qqvFbU4/R4ja1FsMtl435DP6qvi9FE57KmGt9mmOyttsIZ3Z6uUeqCHN2Bx2UJHe/BCuzTV+C6rjeRcU5Su9bEuzmi0EmzM3OblV6ifMNB1l85m9ZvX0rM8GSyJ2xiY99vcGdV4IgNoNOmUTS6ve6JL4VCoVBcnCihozhpdhVJujfR0DWNjnEa+W4NU8Kfex47wN4/L7cjgY+yrVBDS7KgUyONl7fbKXVbfTIenkVuSipbtpkMvC2pjnBKi9HYUiDxmRDgn+qyVBvrDvjIWlfM+itm0fK1nkQPSWT76J/Yfd8SpMckYkBjumaNJjgtCoVCoVD8OlBCR3FSmFJSWCm5vLn1Cnnclm9NzyYaAb+QTbx9nM5VrTQ2lEezszKMOZmS69J0Lm8i+SYggty9VUR8tZCSqy4lITWY5HZ1M1+0jtHYWiAJdXJYAAU5NHonwPt/+JnUFwzib2jOpsHfUzBlJ2jQ9DmD9j9djS1AuaUpFArFrwkldC5ChBBnpRygw54sy7E3q8gH0sptdTzX/uUSOzbpZmFxAh4Tcg9kcUtIBVuDQ3j+ja3EmuUsLIgjtnNJg2vX5kjKKirp7s9wLoRASsnebeUEGE4Sbm2FJ7eK8uV5AHRcMoKcIWaDcVRZlVVZlVX54ikfDRUw8OLkrHyo/T7y4PJKVtzhZOl2N/2+kAQF6uy6x05c8LGtOh6fJPSflSQHVvDaNbG8vMLH8KU7aXVDErfO9TFt72y22Foz7t2Odbatqr2SFv924zZhxk0OujextPqUKbk8ucDLllcbYQ+yU72rlDUtPkWzafTyjj2jz0GhUCgU5xwVMFBx+rmhrcaGXImUkio3SE1jUDN4acUvp+ty2DRaBJWyrzqU7gmQt7kM3a7ROtDLv2d+wugWV5A8IK6BU/O7a0zCAmBgin5Y5JheH88u8PBoNw17kLU1pQfbib6mGc5GKpWDQqFQ/JpRQkdx0lzfVsflhVXZJhUuiQmM66oxcb1JdvkvG5XahRYTYXfzcy5cVnCQkB6xHJi0juuyt9Ixt5gXqqNxeWvGqfJInlvsJaccnhtQ42sz5a0s3A47t96RcLjOmRBM3M0tCO/V6LTes0KhUCguLJTQUZw08aE6wQ54e63kYJVEA5LCdG7vqPP8sl+26rQJLkFHMmODm4hyFyuDQwifuYKigd25ObicxCide2f5OLS9+p/VPkKd8Lt0/XDUZU+pm+d/1nh8oAObre7r7NlfgTMx+LTft0KhUCguHJTQUZwSnRM0vtpmUlAp0aVE1+DhnjqTN5vsKTm2VSctuIRir5NZWzx0GRzDtlUldDiwhdURregyKJYPr7KzOkfyhjCpcEteWOIjvxKe6FvLmvPiTqojA/ndNdF1xvYcrKZ8dQFasDplpVAoFL9mlNBRnBK9EnVC7LC6QEMHbJpGfIjG3Z11nl3qO+a1kQ43ETY3Ozx2Blwdw7WrV1GelMDm/Q7a9o4m1Kkx/To7Lyzzcf+PXoLs8JdLbMSHWNacqr1ljN8fzJNXBmGrF+G4dH42eZ/spMif7kGhUCgUv06U0FGcEp0SNOKCYO1BDc1v0QF4sIfOV9slO4qObdVp5qkg2iZZV6AxaLNgZbsupPWMJCDYigSYEqnx/pU23ttgUu6GP19SE4xwyj+2U5EQypgBoQ3GtYU6sIXaCWoZcfpuVqFQKBQXHEroKE6J9HiNcpdkV4XfouN/o6KDNP7UTecfS45u1TF9EJ3tITpC5+tFpbTJ38kKPYVOg2Lr9FuTLQm1Q0CAhs/v+lO6Kp9/e6N5ckRIA2sOQOSQJAIbBZL8jHG6blWhUCgUFyBK6ChOibRYjaxSCLNJTA1qa44HDJ0fdks2FxzZqpO/M4RW9lLKTY0VGZWUtm9JpddJeOuaSMgl1ZLxy3zEBMDI1jqjv/Hi9Zl89tQ2SpIjGNMz4IhjSylx76/AmRhyWu9XoVAoFBcWF5zQMQxjtGEYP5/iGE8ZhjHndK3p14zTptE6RiNMl/g0DVstoRMeoPFgD52nFje06kgpObAxjC5peRRVwpbAcHZ36UJ5WjRz9tb0e3WFD12Dfw2288ZgGxUe+PO7RbzTJJknRgRjtx05RpQ3vwrNqWMLcZzuW1YoFArFBcRpP5JiGMZ84DLgBiHE57XqewLLgT1CiJSTHV8I8QnwSa1xPwC8Qoi7TnbM+hiGEQf8ExgKRABlwDrgDiFEtmEY/YE5Qojjfn6GYaQAu4FkIUTW6Vrr+UCnRhrzd4JP0yh1SRqH1YiPcV10Wq7ysi5X0rlRTf2uDRWYPo3Y5GraZrgorChlijeV9gNimLnL5MZ2OkVVkpeX+2gZBb9pY2VE/2y4Rrt/2dGaxjCmq/Ooa9r75GrcpT72PbuG5L91PaP3r1AoFIrzlzNl0dkC1I+7P9Zff9IYhnG2fj2fBIQBXYQQoUAnYApnKbXChUZ6vEa5D2ym5PtddR9RiFPjkUt0nqxn1Vn8bT5NOpShadAuYwcRmo+9jaK4ulcIM3dJTCl5aakXKeGNoY7DEZJdE7eQWF5BdZCTdblH/zi8hdUA6M4LzmipUCgUitPImQoy8iVwj2EYqUKIXYZhhAHXAc8D4w51MgzjRuBRoDlQAXwD/FkIUeFvzwTeAwYAPYA7DcMIBP4mhGhpGMZfgdG1xgLLAtMBeANoD9iwLEn3CSF2Huf6L8WySOUB+P/+yD9PE2AmYDMMo9zff5wQ4kPDMN4HBgGRwD7gWSHEZH+fQ9tt2wzDkMCLQohn/OW+QojF/vH7U8ta5L+vvwNJQCUwUwhx23Hex1khvZFOlU/DLk2+zDD5cw9bnfa7O+v8a6WXFQdMejbRKch2sWdbJenXVuCu1Bm4ZiVLho0iJzaQlEiN2CCYm2nyxiqTXokafZtaYsWdX8X372VRclMzPrjKxm++9LLiVgdNwhpuX3kPugArFYRCoVAofr2cqV93q7G2l+70/3wTsADIrtevBLgZSxj09f/5W70+Y4E/A6HA9NoNQoiX/PN8KIQI9f/xYVlengISgRSgHMtKc7wsBMYbhvF7wzC6GIZx+JtbCHEAGAb4as35ob95MdDZfz//AD4wDKOdv62T/+80/zXP/NIiDMMIBj7GElJhQCow8QTu46zQqZGGS2ropmRTAewrrWtpCbRr/O1SnScXWUemlnybT4/B0djsEs8KFwP3bWafLZhNLgc+U3JlC50n5/swJbx+RY1QyXx6HZOv7MRjgwO5ro2Ne7rYuHaal2pvQ8uOt9gvdIKU0FEoFIpfM2fSrv8ucLthGHbg9/6f6yCEmCmE2CSEMIUQO4C3gMvrjyOEWCuEkEKIquOZWAixXggxTwjhEkKUAE8DlxiGcbxHcG7AEka3A0uBQsMwXvNbk44170QhRKEQwieE+BRYD/Q/zjmPhgdoYxhGtBCiQgix6BTHO+00CvVbVDSNES01Pt3SMP3D7R11thdJZmd4WbugmEuvtI6QJ87LxNuxNdE2k5hg+DlX0qsxrNgvGdFao3289YpWbClm/k9F7IkK47Zu1g7mY5fqNI/U+P3MmjQRh/CVuAEldBQKheLXzhn7FhBCbDQMYw/wBNAI+AHLsnMYwzAGA08CbYAArG2mvHpDZZ7o3IZhtADGAz2xfG0OfQvGYm2R/dLay4EXgBcMw3BiOSV/DJT613ukOXUsK9INQIJ/zhAg7kTXX2sdlYZhXIll0XrOMIxdwMu1tsPOGzQNvKbkhrYajy00eahn3e0rp03j771tPDizmke6hRMe46C6RKf99q0s6XA9PROgyKmxcK/JxjyJ1OCxPjWv586HVvHZqG48MjAAp13zz6nx3nAbfT728vJKkwdrzWmWewC1daVQKBS/ds60p+Z/sYTORP+W0mH8AuJr4FOgqRAiHHgYqO9w8UvZIY/U/jbWSal0/7i9/fVHPot8DIQQbiHEN8AcrG2po815E3AXli9SlBAiEssvRzvGNWAJr9qWpib15p8vhBiBJdKeBSb5hdx5h4nGZckaBZWwKb/hdtKNbeBAqUT2tLSfbUEZOGFLdTSD0614OD/uMvl4g0nzSI0N+dZ1B2fvZ3WuSUZgCHfU80cPdmhMH2XnlZU+ZuyoecS+Si8AelBdwaVQKBSKXxdnWuhMAYYArx+hzQkEAkVCiCq/L8t9JzFHDpDqt6gcIhxLQBQbhhGL5S9z3BiG8YphGN0Nwwg0DEP3OwgPAA5tG+VgOSM3rzenF8gHdMMw7qDGLwd/vQm0qjedAG41DMPpP4L+51rraGQYxnWGYUT4hWKxv+nYSaTOMlJKTMCHhsOmcWNbnclH2L7auryEEZ4SXt/pQEpJ8qJdbGuTRvvLYuiTYiOrTPJTpkQHHuhpY8YuE+kz2fmXlXx2ncHD/Z0E2Btq1eRwjS+utXPb9162FloCS1Zbj8imLDoKhULxq+aMCh0hRLUQYo4QougIbeXAvcBL/tNLE4CT2ZL5H5ZFpNAwjGK/4/D/YTk2l2KJk+9OcEwdeB9rG60Iy3foX8DL/rVn+OtW+uf8HfAhsALYAewH2lEjjPD7Fz0BTPFf87i/6T6gJXAQ+Bz4oN46xgGZhmGUYT2jW4UQmSd4P2eUSk+N2cqmwej2Vvby+n4zi78t4P6hIVR6JJOWVNE2M4N1kW3pdHksHeI08irA5YPbO2tcl6Yza5fkwMTt7EiMYoMZwF3djx5doHeSzj/72xjxhYfCMi+mx5pb+egoFArFrxut/peR4qLgrH6o+0pMUt70YPokVY9aVpf2E738b6iNS5MsLb1nWwWfvrKXh95qwzc7JY98UcycN59m0mU38PCUXmiaRtzLLoqq4dXBNv7Yw06PCZW89I/pvPz4MAZ1Deb+PkcPEHiIB2Z72Zjl5e/3TMLmNum86XqC20Wd6UegUCgUinPLUV1TVDQ1xSlTUAk2KQGNLQWWk/DN7XQ+2VyjtxZPz6f3VbHoNo0RLcFeVM67fYcQnVaNpmnsKTYprIK2sbAky7ru7uWbWN4rFVFm5/c9jy9W5L8ut2G6fEy4wkrmqXx0FAqF4teNEjqKUyanXGKXEk2D9XmWSLm5nc4X20w8PklRvpsd68vpfnm01X9jMS/MmMLbbfoQ0cqKGDD2Oy/hTghzwsK9JlV7ymnxXQavpLfloX5OghzH50du1zXejc5jSeskvu/aUp26UigUil85SugoTpm8Cold8wsdf1qG1EiNlpEaszMlS78roOuAKAKCLetK3puL6eIrJ1j3sUI2IqPQZG6m5NUhNjbkWX4+85/aSNW4dAq8Gte0PzGxEpJTzis/LuE/V3VnRYkSOgqFQvFrRgkdxSmTXwlODWw6rM+tOW11czuNyT97EHMP0vsq60i5aUrCZixnZ+uO3BC0kyn5Lbl1upemEXBbJxuJ4RptAzws3Ct5v3UqHZPsLDzBFKie/RX0vimZj38Xwg2zGkZqVigUCsWvByV0FKdMYaUkUJfYdCuy8SEH99+20dm9pJim7UKJbmQ5EmctPkBifhZCT+aSlrmE2Twsz5a8d7UdTdPolahhW1/A2qFtmL9H8odLnMzY+UuhlOriPlCBo0kIw1vqPNDdxshpXio9SuwoFArFrxEldBSnTGEVBOhg18CUkOuPPR0bBN1zDuLtHHO4b8mEBexv04bml8Zjc0rKXDYcDu3w6az2eQeplBqLfUH8Xx8HI9N05mRKPL7jFyqurHLscYFIKXmop07bGI07vm+YJkKhUCgUFz9K6ChOmaJqSZBNouuQ3kjj5xxLUGxbXUZkpI2vy60UYaZPEvXTKjYntqXToFi2VYST6wqmZxONietNTLePhP+sYWezWCo9cE0HB41CNFpEaSzdf/wixb2nnC3DZyESP0HTNN4dZmNXseTllSdmGVIoFArFhY8SOhchQoizWm4SbgX7030eujXW+XKrDyEEJQVuWrUMZN5eH15TUpTnJryihF2ucJp3Due7PSFE2l1c21pn4ZZcKjYVE+DQKfGYBDsgyK4hhCDUAdXe41vPqu+W4il04UgIwhtvndQKcmhcHrGPdX5H6bP9fFRZlVVZlVX5zJePhgoYeHFyVj/U73eY3DbNzSXxJl1THbyxwmTP/U6KMiuZ/s5+3mrbnM+vsRO0v5zIoX9jtjGUm78fRu839pBVHcLIrlGkRMDNOzL58KcKXkppgQywU/AXJ14Tol7zsn+cnYjAXz5ifuDFtbh2lZIyoS/u3CoCEq00Yjd+7WVIc407Oqm4OgqFQnERogIGKs4c3Rtr/9/efYfXUd35H3+fuUW92LLk3gADoYMPpkPAsMtmE8imEdhAQirJJpTs/jZZAgsJ6Y0kG9IJEFqySUgDFkINLZQDIZhi0yw3bEu2bBWr3jvn98eM7GtZsiX7XtXP63lsjaaeGd1H89X3NNqDANOa4e7XPYvnB9y8JGT63GIaVnWyaCo8udbTtL6LrsoKaou7AdicKaIq2U19s2dupaF9WTPLZtTQ3AUnzDEYY3i2wbNXNYMKcrz3bLzxZaa8b19MMtga5ITec/+KkMXz9HEXEZlo9Jtf9lhdmWFKmWHJG1le2RDyjv0DfuiypIoCqmvTHJbs5sm1IU3ru+muKGdyohOAlkyKSaluVrR45lUZ2pc281RxOcVFAYvnR5mXR1d7jps1uI9p+9830tPURdH+1dutf77RU5mGuVVDnrxeRETGOAU6khdHzzDMmZ3miPIsa7eEdGbg8dWe6fNLmN3VGWV01nXTVVZOtY8CnS3ZJDWpTuqbYV4VtC1t5uWuJMmU4fjZUVDy6GrPsTMHF6BsvOkVst7w9MybaXl03db199V7ZXNERCYo/faXvFg03VA1OUVPcw+3LfV8bGHAj57OMmN+MemmTl5ugrXru2kvKaU80w5AR5ikKtlF6KE67XmtMQve0xUaDq4zeO95bI3nuFmDqLbKhjTesIyedR0EpUnKF07Zuu2++pDF85TNERGZiBToSF4cNcOwrsvQ2Jxl6bosp+0V8IdlISWzSmio7+SgWsNLrQFtyVJKO6OBdrrDgKJEyNxK6Fq1hZf3qSMTRudKBoYVzZD1ML9q19dvuX8NPhlVd9W8ey+C4mjqh56s5+HVnpPn6qMuIjIR6be/5MXhUw0vbIS3HFbEgcUZHlgR8rZ9Ax5oL+aN5R0cUROyqriYpkwRRa1t9GQ9IQZj2No+5+kDZpJOB5wyP/pYPrbGc9zMqFHyrjTe+DJhVxaA2nMXbF3/1FrP/CpDbakyOiIiE5ECHcmLsrRhwSQ4eO8iWpt6+PWLWS5YmOC6F8EkDPtmOtkwuZTGrjSpza2sbYv6Am4JU8yrMnQsa+b5SdUUFQUcPzv6WD66ZnDtc7Jbeth0Wz2ZTd2k55RTefy0rdui9jkKckREJioFOpI3i6YbmgkoScFLa7LMq4aiJLTMr2JywxZWFZeQqa7ANDSzsjnEA5uzRcyrgi1Lm1kVpGjPGBbNiAKTx1aHg2qfs+kP9QSTigCofd8+mGDbMfetCFmsaisRkQlLbwDJm0UzAp5a63mXLWbvVIbblnk+vjDBE+WVZFa30x4EdM2pgU1beLUhQ9J4GntKmFtpWFbfSdYbDqw1lKUNrV2eVzbBEdN2HehsuGEZPRu7AKh937Zqq/Yej1vrOXGOMjoiIhNVcqQLMJ5Za/cCvgacAJQDmwAHnOWc6x7JshXCoumGbz7hueodRfz4wQ5+/UKG289O89l70tSvz7D3Xt00TKuCSWWsX9FK2hTT0FPMvCq4IVtGKmU4Oe4G/sRaz+FTDenEzoOUnvXttDyyjrAjpGzhFErfNGnrtkdWeQ6baihPK9AREZmolNEprDuBtcB+QAVwDHA3Oxmqeiw7YAqsboWq8oB9pyV4YWWGLd1w5l7wSFDGAtPDqvJSmFpFy6pmShMZGrpLmGUyPD6tlpLixHbj5wym2mrjL18lMbkE2D6bA73VVuPyUYuIyCApo1Mg1toaogDnHc655nj1auBHOfu8Hbgc2JsoIPqic+7meNsXgTOAo5xzHdba/YEngHc55+4ZvjsZvGRgOGKqwa3znLWomJX3d/K7ZSEXHp/i1CXVfKRrM4+VTIK6KnrWbqakpoo2X0TJimZeq6umyxuOjUdBfnS155MLdx2HN163jK617ZAwTDl77+223Vfv+fZizW0lIjKRKaNTIM65jcALwM+stedZaw+w1m5NL1hrTwOuBS4GJgPvB75vrT0x3uUKYANwjbW2FPgN8J3RGuT0WjTD8OQbnrcenqa1OcMvl2RYOD2gLJNhU0vIS10p/NQqgvXNFCey1KY72PLSZjal09SVwdRyQzb0PLF21z2uOpZuonN5K2Q91afNIj21dOu2pg7Py02eowc5qrKIiIxPCnQK683Ag0TBzLPAemvt5XHAcxHwXefcw8650Dn3JHATcB6Acy4LnAP8E/AosA74/LDfwRAdNcPw5FpPdWnAm/dP80J9N6+v7uaITZt5jDJKUtBSXUVxUzPpwDM11cF9L/dgEoZT4/Fznm+EaWUwZRdj32y86RXS8yuBqLdVrgdXRoHSrtr4iIjI+KaqqwJyzm0ALgUujbMy7wF+CqwB5gMnW2s/nXNIAng45/h11tr/BS4ETnHOhcNW+N20aLrhwns83nves6iIv65o53YXcpTp4P7iWo6rgfqiKio2N5MMQupSHfxpczFF08zW8XMeWxNy3C4yMT70bLjpZRa2OSubAAAgAElEQVT8/nQS1UWk6kq22x5N+6A4XkRkolOgM0ycc+3A9dbaTwGHASuA651z3xjoGGvtScD5wM+JqrCOdM5tGZYC76Y5lRB6WNMKpxyQJtvVxsPPdXF6bYoDNzaTDaewJFHBlLZVZAmoS3XwUFALyWBbQ+Q1njfP2XmQ0vboOhLlKUoPrel35OT76kNuOVMfbxGRiU5vggKx1k4C/hO4GVgGeOBM4CDgq8DtwHXW2seBx4iyOQcDxjnnrLVTgVuJqrhuAO4CfkhctTVaGWNYNN3wxBued+4f8PYj0jx7byslb0px6CvN/G5dDY9nKzljSwudPkFtooOVpSUUJwwLJvcOFOj53DE7z+g03riM8lNm9rttTaunsR0Om6pqKxGRiU65/cLpBuqA24AmoBG4DPiUc+7Xzrk/Ax8FvkHU6HgtcDVQbq0NiAKkPzvnrourrN4HnGqt/dDw38rQLIrb6QC89+hiajq7WdUBM8Ie9i733JOcztS2ZraEKYKmDJl01K3cGMPaNk9zF+xXM/D5w84MG3/1Gmv/50VePPWOHbbfVx9y8lxDMIg5skREZHxTRqdA4iqmnQYlzrk7gB3f1JFT++zbAMzIT+kKa9F0w1cfj5oTHT43SWUmw98b0iyclOTtNd18tXEStW0tNGfTrGwqJUgEnLrXtm7lx8zceZCy+c6VpGdVwIYuyo6YssP2aH4rxfAiIqJARwrgyOmGp9d5sqEnERgmk+VvXQlOrk1T19ZGZzCZVeXV9PiA5zuqSVbBCbNzZizfxUCBG296hRn/fgg15+5L2JHZbpv3nvtWhHzu2FTB7k9ERMYO/dkreTe5xDC1DJZuhO6ukKA7pDGVZlNZERvqO5heafjOsadTF3TwalBJGAQcPm3biMg7Gz8n09RJy31rmPTO+QSpgGRlervtLzdFw04vmFzIOxQRkbFCgY4UxKLpUTudTeu7mDw1TQ1ZHugqZu3yDmaVw+37Hs6kcAvdyRQLSrOkEoaOHs/zGzxHTh840Gn69esUH1oDA3S07+1W3l9PLBERmXgU6EhB9A4cuHFdN5OnpTlgSxtL2gI8hqCjh5qONlq6UvhUwCnzo2kanlrrOXCKoTQ1cJDScN1SWh5vxM24icymrh22a34rERHJpUBHCmLRdMOTb4RsWt9NdW2auU2tJEJPWFNEz7ou6jpaWZ8twycC3npw1FTssTV+pwMFdr7eQvsLm/A9IRXHTiU5qWi77dnQ8+AKNUQWEZFt9EaQgjhsqmFpE6xd20VJWcCUSUkOmptiWSZFqqmTbDpJl0lAYDh2dpTReXS159idNETeeMsrBJVRcDOlz0zlAM+u99SVwYwKZXRERCSiQEcKojhpeFON4dkGSCUN1XVpLjipmPqeBHXtXayvrIZsSCrMUllk8N7vNKPjvafx50vpfqOdoDhBzTvn77DP/Ss8i+fqIy0iItvorTAOOedGxfLsCtiSTrJ6zRt0d4acdkCaLSagsquHtnQRqWyWhI8GFrzj0edIJaJsTH/nbP3LG3Rs7ABg8jvn8+zLz+2wz9o2T6pt9ai4dy1rWcta1vLwLg/E+PhFI+PKqPihvut3GQ5ta+WAza0su7eBz962kP0vXM+pDRu58dC5dHV6UknDlivLuWd5yJf/GvLAOf0P7bTs7Xex6e41hJ1ZDnnqXyi3tTvs85kHMkwuNnzmmEShb01EREaXAdssKKMjBRMYmDStiLXLOyiblGLT2k46ipIUZ7JkjcF4j4ljsqUbPfvX9P857V7TxuY/rybszFJx/LR+gxyAVADd2YLdjoiIjEEKdKRgEgaq6tKsX9lJ7dxi1i/voDsREHgI43FutgY6TbD/AIP8rf/Ri5CKsjQzLjl4wOulAkNPOCqSWSIiMkoo0JGCCQyYRMCUmcWUVKdZv7ydbDJBZzIgSwCYrR/ApRs9b5qyY0Yn7M6y/poXyLb0UDSvgslnzh3weqkE9AwwkKCIiExMCnSkYBIGQg+z9y0lDALWL28nYwydiQTeGMATmJyqq8k7BjqbfrecMA5epl94ICYx8Ec2FUCPqq5ERCSHAh0pmMBA1sPsBaVsac1GVVcmoDMR5FRdQXOnZ3MXzKrc8RxvfO1ZMs09JCpS1H1o/51eLxUooyMiIttToCMFE+RkdBpWd7FlUw8JPB1Bb0bHEOBZ1uTZbzIEfeanal+yke5VbVQcP5W6D+63wwSefaUSyuiIiMj2+u/LK5IHiSAKdOpmF9OyqYdpM4up7emmI4h6XGEgMJ6lG+m3x9X6a15g2icPYuYVlnAQqRpldEREpC8FOlIwgTFkvSdIBMzcq4Rk4JnR2klnIhEFOkCAZ2mT5019Ap1McxdNv3qVg188K9ovtevkoxoji4hIX6q6GoC19npr7c9289h6a+378l2msaa3MTJsa5A8rb2TjlSA8eBNVHXV3xg6DT99iaCmhJ71HYO+nhoji4hIX2Mu0LHWXmStfbXPuguttd5ae3rOuhJrbae19m3DX0qBuDFynGGZtaCM9vaQ2rYO2pOJrePnBAG81KfHlfeetd98jo7XWnn1ww8x2NG708roiIhIH2Mu0AHuBfa21uYOqHIK8AKwOGfdcUACeHAoJ7fWGmutqvTyoG9GZ9O6Lia1ddKZTBLE6wM8yzfDgpzBAlvuW0OyKsX0iw5i5mcPw5jBzUauAQNFRKSvMfdCd869YK1dSxTU/NxamwBOAj4CXJqz62LgSedcaxwUfY8o+OkAfgv8l3OuA8Ba64GLgXOBA4GT+17XWnsZcB7wz865V6y184BvAMcDJUSB1hnOuY19jisFbgKOBUqBV4HPOOfuibfPA34MHEU0R9XrwDnOuWXW2lPja+wNdAPPOudO3c1HN+x6u5cDVNemwBgyiQQ9yQDjPd4YQgwzK6LZzns1XPM80y85hLoLDhzS9TQFhIiI9DUWMzoA97Mte7MQWAf8gSjTUxOvXwzcG2dn7oj3mQscTRTwfLPPOT8EnAWUA3/rXWmtTVlrfw68BTg2DnJK4zI0APsDU4D/IApG+gqA24AFQA1wK/Bba7dO2PRlYCUwNT7P+cDmeNsviAK0KmAm8KXBPZ7RobfXFYAxhklzS+goTWG8J/AeD4Rs3+Oqa2UrzQ++Qc379h3y9dS9XERE+hpzGZ3YvcBX4uXFwP3OuR5r7WPAydbae4AjgH8HFhEFGUc557YAW+LszO+ttZ90zvXWdXzTOfdavJy11kIUYPwfUeCxuDcDBLyVKItzkXMuE6/7a38Fdc61EWV0en3DWvsZ4EjgTqLgaBqwl3PuJeC5nH27ibI5U51z64AHBv+IRl5uRgegam4p4cpu0mG4teoqQ7Bdj6s1X3qGMJGg6ff11L5vwZCup+7lIiLS11gNdO4DpllrDyBqn/OjeP0D8fc9RFVUjwPvABriIKfXa0AxUEuUlQGo7+c6JxAFO0fkBDkA84DXc4KcAVlrS4CvA/9MlLEJgYr42gD/D7gc+JO1tgz4DVG1WhtwJlF13BJrbSPwE+fcd3Z1zdEiyGmjA1Axp5REdhMV3RnwHoyhh2BrRifsytJ44ytkO0JaHl479EBHjZFFRKSPMVl15ZxbBbxMFDwcw7YGx71VWouBh5xzPcAqoC6ubuq1F9AJbMhZ198r8nbgP4EHrLWH5qyvB+bH7YN25dNEbYgWA1XOuWpgE9HsBzjnGp1zFzrn9iGqUntzfE2cc393zp0F1AEfA75irT1lENccFRJ9Ap2SmSUUdfRQ29FBNNMVUaATN0RuvG4p2a7oxzD94oFnKR+IupeLiEhfYzWjA1FW59PAKzkNgJ8hCgreTZRFAXiSqAHwt6y1/w5UA1cB1znndvn3v3Puf6y1bcB91tq3Oef+StTm5+vA1dbay4E2oqqoF5xzrX1OUQl0ARuBdFxtVd270Vp7VlzGeqCZqLoqY61NA2cDdzjnNlhrNxEFY7vMIo0Wud3LAXxxgkxJksquDB7wBjp9cmtGZ81XnoUQqk+fTembJg35eqq6EhGRvsZkRid2L1Hblvt7V8SBy0Px+nvjdRmiNjWziBr9Pgk8QdR4eFCcc9cBHwfusNYujqvBTgFmA68QBTHfAFL9HP5tojY+bxBVmbWzfTXZ4cBfiIKlF4iCtd6G0mcBS+NA64/AFc65hwZb7pHWN6PTlYXOKSV0pHMek/FMKTW0PtlA15p2AGZcMvRsDqjqSkREdmQGOxibjCmj4of6hUey9IRw1YlRDd8vX8hy720NrFvewQNzp9JJQEkqQ9ulFbx48h/Z/OA6Sg6YxGHPv2vQY+fkemmD519+28PSj+188k8RERl3BnxpjOWMjoxyud3LIRrjJltXst0+ZUEPPU2dND+8DoAZFx+0W0EOqOpKRER2pEBHCqZv9/KuDJjaYpJhNIaOB8pMhtX/7fBZSNYUMWWIPa1yqepKRET6UqAjBdO3e3l3COmigOaiVBTlGCg3XTRcvwyAaRccQKJk99vHa2RkERHpS4GOFMwOjZEznqKkYUNpUdyIyFC9sZPsliwmFTDt34Y25UNfaY2MLCIifSjQkYLp2728OwtFSWgqKsL4KKlTVR+NwzjlvXuTnl7a/4kGSW10RESkLwU6UjD9dS8vCqC5OBWNjAwk23d/gMC+1EZHRET6UqAjBdO3MXKU0TFsSSajfoAGEtNC9rvtNMqPmLLH1+sdGVlDJoiISC8FOuOQc25ULBcnDR0Zv3V9XRn8fXkD6RSE8RwQWyrS1PzL/LxcNxlAcSLLps6Rv3cta1nLWtby8C4PRAMGjk+j4of6q5dCfrss5H/fHvWkeqA+5L//kmHZJtjUmiXrDYs2r+bxb++Tt2sedm0P174lwcLpiuFFRCYQDRgow68iDa3d274/uM7wXIOnphgyiQC8p7M1xRvfWZK3a86vhuXNeTudiIiMcQp0pGD6BjpTSg3laagqAozBeE9HMknnay15u+a8KkN986hIaImIyCigQEcKpiJtaOnaPug4pM6QCgAT1a+1VBQx498Pyds151cZlm9WoCMiIhEFOlIwlUXbZ3QADqkLyIZxZaqHzmSS4nkVebvm/GoFOiIiso0CHSmYvlVXAIdONWzpZutcV91BIq/XjNroKNAREZGIAh0pmP4CnUPqDI0d8QQQoSdrDOt++GLerhm10dFYOiIiElGgIwVTlIhGRu7KbAs69qsxbIhmfSCVzZINDE1/XJG3a5anDRVpWLclb6cUEZExTIGOFIwxhso+WZ1UwrBgUrSczmQJg4CwK78zcapBsoiI9JoQgY619lJr7Z/28BzXW2t/lq8yTRT9VV8dPi0a16kokyE0Bp/vQEcNkkVEJJYc6QIAWGstcBlwHFAErAPuBL7mnFu7p+d3zn25z/UeBO51zn1xT89dyHOOBxVF0NK1/brDpgbcvDSkONMDBrKd+Q50oF6DBoqICKMgo2OtPQ14BFgGHOacqwROAjbGX2UMq0gbWrv7jqUTfeyKslGA057J7zXnVRn1vBIREWB0ZHR+ANzinPtM74o4i3NV7/fW2vcC/wXMB7YAfwQ+7ZzbEm+vB34O/ANwGLAU+Lhz7ql4+5XA8c65U6213wdOAI6x1n4WWOOc289auxj4MrAvkAHuAy50zjXs6Q1aa0uBrwDvAEqIArsLnXMrc+7vCmAW0A78n3PuA9ZaA3wROB+oIAr+vuWc+589LdNwGaiLOUAqjAKdluyAU5TslvlVhv99KczrOUVEZGwa0YyOtXZfYB/gll3s2gycA1QTBSknEFV15boAuAiYDPwGuNNaW9n3RM65TwIPA1c558qdc/vFm7qATwK1wMHADOC7u3Fb/bkaODr+NxfYAPzJWpuIg6AbgX9zzlUAewHXxsedBrwfOCredhTwaJ7KNCz6NkYGmFoeBTYBUTCyOZPnQKdaGR0REYmMdEanNv66Zmc7Oef+L+fbV621PwDO67Pbtc65pwGstV8DPgG8lV0HUb3XeCTn23XW2q8TZYn2iLU2iMt6hnNuTbzuYqAJWAT8HegB9rfWPuucayIKxAC6gWLgQGtto3NuPbB+T8s0nCrS0NK94/qkYetcs61hfgcNnFMJa1ohE3qSQX6DKBERGVtGuo1OY/x15s52staeZq192FrbaK1tAb7GtiCpV33vgnPOAyuJqoIGxVq70Fp7t7V2XXyNW/u5xu6oJQpWXs8pXxvQAMx2zrUDbwFOB16z1j5trT0n3u9B4FKi7FVDXD6bhzINm4q0obVrx+xKSQpMHN+0JPIb6BQlDXWlsDp/c4WKiMgYNaKBjnPuZeBV4OyB9rHWpoHfA78E5sSNlT/D1nzAVvNyjjHAHGD1AKftrwHHL4FngH3jawxYpiFqJKoWm59TvnKgDlgFUUDjnDsDmELUJucma+3e8bafOOeOB6YRZX9uy1O5hkVFP/NdAVSlIRNP/7C5OJ3366r6SkREYOSrriCqYvqTtXY98H3n3BvW2jrgQ0RZkDuIMiKbnHMd1toDiNrS9PVBa+3vgCXAJUBpfGx/1hG1DcpVSdQWqNVaOwf47G7cS9JaW5y7wjnXaa39BXCVtfZFYDPwLaIG009aa6cCxxN1TW+21m6OD81aa48k6m7/FFGw1ErUUHrMqExDY/uO66eWGTamo0CnqaQY7z3G5K+aaX6VoV6BjojIhDfSVVc45+4hetEfACyx1rYSNbitA/4SV/N8HPi6tbYNuIb+2938BPgesAk4C/hn59xAo6lcTTR8z2Zr7Qvxuo8CHyYKJm4Dfr0bt3MF0JH7z1o7jSjwckQBy0pgOlGbnSzRz+DfgPr43q8B3u+cqyfqafU9osbLG4l6lb13N8o1YgZqozOv2tCVSgGwvqoM353fXlLzq9GggSIighkPkx/G3csvc87dNNJlGSVGzQ/1pudD7nw95JYztk8eXnRPhpseaqEpXcqhazbwt2tmYBL5i7tveC7LvfWeG88YDUlLEREpsAGrBEY8oyPjW0UaWrt2XD+9ArqTSfDQVFqc1yAHooyR2uiIiIgCHSmo/gYMBKgpNvQkEhjv6UjmP+uiiT1FRARGR2PkPeacmzfSZZD+VRZBS/eOAceUUsgGAUHGk8GzZUUbZXPL83bdmRWwoQM6M57ipMbSERGZqJTRkYKK5rracX1VkSFrAhLZkEwioOX1trxeNxEYZlfACk3uKSIyoSnQkYIaqOqqPAXeGFLZLF2pZGGqr6pVfSUiMtEp0JGCGijQqUgbMFCS6SITBGzJ5v/a86s1lo6IyESnQEcKqiwNnRnoyW4fcJTHgyGXZrrwxrBxTWferz2jHAU6IiITnAKdccg5N2qWA2OYU9LJksbt1ycM4MH7APCsW7oyr9dd2+a55sku/nGvYMTuXcta1rKWtTx8ywMZFwMGyg5G1Q/1gruy7F8DFx+5bfLO1S2e2T/sobaxhY3lZTxWtYKjLtk/L9fLhp5Tb83w5jkBV5yQ3wlDRURkVNKAgTJyTpxteGjV9rFX74QPPYkAE3pKJ+dvYs8vPJIlMHDZcfp4i4hMdHoTSMH1BjphTvYw9ICHbJAg8J6iSUV5uda9y0N+9veQm89Ikgg0fo6IyESnQEcKblaloaoIXtqwbV0YxzyZwJAIQ4rzkNFZ2+Y57/YMN74tybRyBTkiIqJAR4ZJlNXZNkN56MHgCYMgDnT2LKOTCT1n/yHDxw5LcMo8faxFRCSiN4IMixNnB/xl1fZVV8ZDaAyJrKekZs8yOl94JEsyULscERHZnt4KMixOmhO10+nt5ec9GO+j0ZHDkOLq1G6f+57lIdeqXY6IiPRDgY4Mi/lVEBh4dVP0fU/oCbwnNJDKZEkV7V438DdaPe+/PcNNZySZWqYgR0REtqdAR4aFMYaTcrqZd2chEYZgDKnM7s3/kAk95/wxwwWHJzh5rj7KIiKyI70dZNjkNkjuykLgPd5AUc/uBTqffzhLKoDPHauPsYiI9C//U0ZPINbaB4FjgB4gCywHvuSc+/VIlmu0OnF2wFf+mgGgKwNB6PGBoTiTGfK5/vx6yM+fC3nmgym1yxERkQHpT+E9d5VzrhyoAa4HbrHW7jOyRRqd9q+B9gysaPZR1ZUPwUDxEDM6apcjIiKDpYxOnjjnMtbanwJXA4cBr1prLwI+DswENgE3A5c557IA1tpa4KvAaUA18ApwjnNumbW2FPgC8E6gCngS+KRz7tXhvbP8McZw4mzDw6s8VcVR13KAIDH4YKW3Xc4njlC7HBER2TW9KfLEWpsmCmoAXo6/rgb+CagEzgQ+CHw43j8A/kAU4BwZfz0faI2P/RmwP3A0MA14ArjdWrv7/bBHgRNnG/6yKqQrSzSQDpBMDv5jeGXcLudStcsREZFBUEZnz33OWvsfQAVRW50PO+eeA3DO/TZnv79Za28EFgM/BixRgDPFOdcc7/McgLV2CnA2MNc5tz5e93ngYuAo4JGC31WBnDQ74JpnMpw8J2qMDFDmB1d1dffrIdepXY6IiAyBAp099yXn3BettZOAa4FT4q9Ya88GPg3sRfSs08Dj8XHzgIacICfX/Pjrc9ba3PUpYHa+b2A4HVQLje3Q0O5JZrKQNNS2te/yuDWtng/cnuHWM9UuR0REBk+BTp445zZZaz8MvGatPRN4BrgJeAfwf865bmvtN4kyOQD1QJ21ttI519LndCvirwucc43DUPxhkwgMx88yvLDBU9ydhSLPtMa+t7+9TOg55w8Z/m1hgjerXY6IiAyB3hp55JxrAr4NfJmoXU4ANAI91tqjgXNzdweeBn5mra2z1gbW2oOttdOdcw3ALcAPrLUzAay11dbaf7HWlg/nPRXCibMNyzZ6wvjTV16x83j7yoezFCXgv47Rx1VERIZGb478+y4wnaj9zRVEDY43A58Fbu3dyTkXAmcAHcCz8T7XEbX1AfgIsAx40FrbCiwB3g1smxlzjDpxtuGVTZBJRB+/qn0qB9z37tdDrl8ScpPmsRIRkd1geidZlHFlVP9QM6Gn/FsZyjc3s7G4nF/4lZz73/vusN+aVs/C63r45ZlJVVmJiMjODPiXsN4eMuySgWFWBWSD6OM3Jb1jXJYJPWf/IcMn1S5HRET2gN4gMiJmVRiycVv4yS+u32H7FQ9nKU5ovBwREdkz6nUlI2J6BXSmoo9fZU16u213vRZyw5KQZ85PERi1yxERkd2nP5dlRNQUQ08iAUBpbdHW9atbPB+4I8PNZySp03g5IiKyhxToyIgIgXQ2GhG5aEoU6PS2y/nUwgQnzdFHU0RE9pzeJjIierKQymQBQ6Iqqrr674eylKbgv9QuR0RE8kRtdGRE9ISQzISQhmRVEQ+vCvnF82qXIyIi+aU/ncch59yoX04a8PFwP0Fxglv/uppzDwqoKzMjXjYta1nLWtby2FseiAYMHJ9G/Q/1onszXPtgO1uKi9h8YhOfba/l4FrDJxYmRrpoIiIy9mjAQBldylOGMK6iMoFhdatnVqWqrEREJL8U6MiIKEtD2Dt3VQCrW2FWxc6PERERGSoFOjIiKlLgycnotHhmVSijIyIi+aVAR0ZERU5Gp9MbWrthSukIF0pERMYdBToyIiqK2NpGp7G8hBkVqFu5iIjknQIdGRFVRQYfZ3QaKstUbSUiIgWhQEdGRGV6Wx/41a1qnyMiIoWhQEdGRFUR9A57sLIpVI8rEREpCAU6MiKqitg6vNPKNV3M1hg6IiJSABNuritrrQUuA44DioB1wJ3A15xzawt87XnAcmC2c251Ia812pWmTFx35VnTk+AfVXUlIiIFMKEyOtba04BHgGXAYc65SuAkYGP8dcRZa421dtwHoCVJiCIdw9psUlVXIiJSEBNqritr7SvAw865Dw6wvRT4CvAOoIQoKLrQObcy3v4gcK9z7os5x3jgBOfcI9baK4ETgCeAD8e7/NA5d0W8bzNQCbQTveW/5py7Kj7HxcC5wIHAKcBfgFnOuYb4WEOUDbrcOXfjLm51TPxQgy924jFMrTT87YMpppcrqyMiIrtFc11Za/cF9gFu2cluVwNHx//mAhuAP1lrhzLT5InASmAG8DbgUmvtcfG2Q+Ov+znnyp1zV+Uc9yHgLKAceAZ4HHh/zvbTgCrgN0Moy+gWh2NNHVCnwQJFRKQAxn0VSY7a+Oua/jZaawPgPOAM59yaeN3FQBOwCPjrIK/zsnPuR/HyE9baZwELPLqL477pnHstXs5aa39C1JboG/G6DwE3Oec6BlmOUc94jwemFUMiUDZHRETyb8JkdIDG+OvMAbbXAsXA670rnHNtQAMwewjX6dugeQswmBYo9X2+/w1Qa6093lpbA5wJ/HQI5RgbDMwsHRM1bSIiMgZNmEDHOfcy8Cpw9gC7NAJdwPzeFdbacqAOWBWvagPKcrbPGGIxwsFuc851AjcQZXLOBf7unHtuiNcbE2aVKdAREZHCmEhVVwCfIGpzsx74vnPuDWttHVEw8TrwC+Aqa+2LwGbgW8BS4Mn4eAe8x1r7baAT+NIQr99IFNAsAAbTvfwn8TWPZVsV1rjRW1k1s2ynu4mIiOy2CZPRAXDO3QMcDxwALLHWthK1nakj6uV0CVFg8RRRg+LpRG12svEpriYKfF4DngXuGOL1O4DLgVuttZuttZ/bxf5LgaeJGjb/cijXGhM8gGFW+UgXRERExqsJ1b18LLLWXg90O+c+OoTDxsQPNfn5DrKJgFtPC3nvUSUjXRwRERm7BuzRMtGqrsaUuEv8u4GjRroshRHFY5rQU0RECmVCVV2NJdba3xBVW33FOff8SJenkBToiIhIoSijM0o559410mUYLtM0IrKIiBSIMjoy4lIKt0VEpEAU6MiI8b1txzQqsoiIFIgCHRk5cXxjEgp0RESkMBToyIjxvf8royMiIgWicXTGIWPMXcCUgbYnk8kpmUxmwzAWaULQcy0MPdfC0HMtDD3XwhjEc93gvey6AiQAAAkSSURBVD+9vw0KdCYga61zztmRLsd4o+daGHquhaHnWhh6roWxJ89VVVciIiIybinQERERkXFLgc7E9JORLsA4pedaGHquhaHnWhh6roWx289VbXRERERk3FJGR0RERMYtBToiIiIybmmWoXHKWrsvcANQA2wEznPOvdJnnwTwPeB0ovH7vuqc+9lwl3UsGeRzvRx4L5CJ/13qnLt7uMs6lgzmuebsux/wN+AHzrn/GL5Sjj2Dfa7W2vcAlxONV+6BU51z64ezrGPJIH8P1AHXAbOBNHA/cKFzLjPMxR0TrLXfBN4JzAMOds49388+u/XOUkZn/PoRcI1zbl/gGuDH/ezzr8A+wALgGOBKa+28YSvh2DSY5/okcKRz7lDgg8CvrLUlw1jGsWgwz7X3F92Pgd8PY9nGsl0+V2utBa4ETnPOHQQcDzQPZyHHoMF8Xi8FXnLOHQIcDCwE3jF8RRxzfg+cCKzYyT679c5SoDMOxX9JHAHcGq+6FTjCWlvbZ9ezgJ8650LnXCPRB+3dw1fSsWWwz9U5d7dzrj3+9jmiv5Jrhq2gY8wQPq8AnwVuB14epuKNWUN4rpcA33TOrQNwzjU75zqHr6RjyxCeqwcqrLUBUESU1VkzbAUdY5xzjzjnVu1it916ZynQGZ9mA2ucc1mA+Osb8fpcc9g+el7Zzz6yzWCfa67zgNecc6uHoXxj1aCeq7X2EOAfgauHvYRj02A/rwcAe1lrH7LWPmOtvcxaqwnoBjbY53oVsC+wFlgH3O2ce3Q4CzoO7dY7S4GOSIFYa08i+mV39kiXZayz1qaAnwIX9L5gJG+SwCHAacBJwD8B545oicaHdxNldKcDM4ETrbXvGtkiTUwKdManVcDMuD1Db7uGGfH6XCuBuTnfz+lnH9lmsM8Va+0xwE3A251zy4a1lGPPYJ7rdGBv4E5rbT1wMfARa60GZxvYYD+vK4DfOOe6nHOtwB+ARcNa0rFlsM/1U8DNcTVLM9FzPXlYSzr+7NY7S4HOOOScawCeZVsm4Wzgb3GdZq5fE70sgrh++e3Ab4evpGPLYJ+rtfZI4FfAu5xzzwxvKceewTxX59xK59wU59w859w84DtEdfUfHfYCjxFD+D1wC/AP1loTZ84WA38fvpKOLUN4rsuJegdhrU0DpwI79CSSIdmtd5YCnfHrAuBT1tqXif6yuADAWntn3MsC4EbgdeAV4HHgC86510eisGPIYJ7rD4AS4MfW2mfjfwePTHHHjME8Vxm6wTzXXwINwItEL/AXgGtHoKxjyWCe68XACdbaJUTP9WWi6lfph7X2e9ba1cAs4F5r7Qvx+j1+Z2kKCBERERm3lNERERGRcUuBjoiIiIxbCnRERERk3FKgIyIiIuOWAh0REREZtxToiMiYY4zJGGPePMh932yM0YzR/TDGfMAY8+pIl0OkkBToiEjeGWMeNMZ4Y8x7+qw/Kl5fP0JFyztjzLz4nmbl+bwKQkTyQIGOiBTKS8BH+qz7SLxeRGRYKNARkUK5DTjcGLMXgDGmAngncF3uTsaYUmPMd40xq4wxG4wxvzfGzMnZXmGMucEY02SMWWGMeX/fCxlj3m6MedoYs9kY85Ix5l+HUlBjzMeNMcuMMc3GmMeNMSfkbLvSGHNvn/0fNMZcFn/bO13CMmNMmzHm8ngfb4y52BjzrDGm1RjzgDFmnwHOQc4xxxtjjgF+BOwVn7Otv6o6Y8xvjDFX91l3vjHmNROZZYy5yxjTGN/bw8aYhTt5DgOWKef7PXrWIsNNgY6IFEoncDPwofj7s4G/AGv77Hc1cHT8by6wAfiTMSYRb/8OsAA4gGiW7TOB3m0YY04jmrLgYmAy8H7g+8aYEwdTSGPM2USzzJ8H1BAN03+XMWbuTg/c5tD4637e+3Lv/VU52z4KvAuoI5pa4Y859zUg7/1fiaYVeD0+Z7n3/sF+dv058D5jTCpn3QeA63007H1ANCXJXGAa8AxwW5/9B21Pn7XISFCgIyKF9FPgfGNMkuilv91cP8aYgCjAuMx7v8Z7v4XoJfomYFG8/V+By73367z3zcBn+lzjIuC73vuHvfeh9/5JopnjzxtkGc8Hfuy9f8J7n/HeXws8B5yzW3e8vW9571/13ncA/0k0A/tReThvr7uBbuCtAMaYvYHjgOsBvPcrvfd/9N63x2W4jGjG5wW7eb09fdYiw06BjogUjPf+eWAFcDkwFbirzy61QDHRRH29x7QRTTI5O95eBNTnHLO8zznmA5+Jq1I2G2M2E2U1ZgyymLNzrx97LV6/p+p7F7z37UAj0aSFeeG9zxJNdHh+vOoDwH3e+1UAxpgpxphfGGNWGmNagFXxfrW7eck9fdYiw06BjogU2k+IAp1r4xdzrkagi+gFCoAxppyoqmdVvL0bmJdzzHy2twK40ntfnfOvwnv/lkGWb1U/59yLbUFBG1DWZ3vuiz3cybnn9S4YY0qJAozV/Z3XGNM3WNjZeXNdB5xujJlOlFnJbQP1FWA6cJT3vpJtwZsZ4Fy7KtOePmuRYadAR0QK7VbgH4Dv9t3gvQ+BXwBXGWNmxMHAt4ClwJPx9luAzxtjphpjKole3rm+A1xsjDnBGJMwxqSNMQuNMXaQ5bse+JgxZpExJmmM+QBwWFxuAAccEZ8zaYz5JNsHRo1EQUl/1UGXGGP2NsYUA18lyhw9kXPeM40xtXFD7S/1OXYdUBff84C898vic10LVAC/y9lcCbQDm+IA8ms7O9cgyrSnz1pk2CnQEZGC8t53eu/v9d5vGmCXS4hesE8BK4kyEGfkZH8uIqquWgosAf4EbM0Mee//TNT+5xtEDZnXEjVwLh9k+W4BPk/U1mQj8AngLd77+nj7g0TB113xuacCj+Yc30GUsbo1rs75XM7pf0bU+6yRqNHymTn3dXV8T68BzwJ39Cna/cA9wPL4vCft5DauA/4JuMV735Wz/gqi7NhGonZHj5Hz7Pqx0zLt6bMWGQkmapgvIiL5ZIzxwAne+0dGuiwiE5kyOiIiIjJuKdARERGRcUtVVyIiIjJuKaMjIiIi45YCHRERERm3FOiIiIjIuKVAR0RERMYtBToiIiIybv1/Iz5o4QUklt0AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Our naive cutoff point is zero log odds (probability 0.5).\n",
"y_pred = (shap_values.sum(1) + expected_value) > 0\n",
"misclassified = y_pred != y_test[select]\n",
"shap.decision_plot(expected_value, shap_values, features_display, link=\"logit\", highlight=misclassified)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's inspect the misclassified observation by plotting it alone. When a single observation is plotted, its corresponding feature values are displayed. Notice that the shape of the line has changed. Why? The feature order has changed on the y-axis based on the feature importance for this lone observation. The section \"Preserving order and scale between plots\" shows how to use the same feature order for multiple plots."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(\n",
" expected_value,\n",
" shap_values[misclassified],\n",
" features_display[misclassified],\n",
" link=\"logit\",\n",
" highlight=0,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A force plot for the misclassified observation is shown below. In this case, the decision plot and the force plot are both effective at showing how the model arrived at its decision."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.force_plot(\n",
" expected_value,\n",
" shap_values[misclassified],\n",
" features_display[misclassified],\n",
" link=\"logit\",\n",
" matplotlib=True,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## When is a decision plot helpful?\n",
"There are several use cases for a decision plot. We present several cases here.\n",
"1. Show a large number of feature effects clearly.\n",
"2. Visualize multioutput predictions.\n",
"3. Display the cumulative effect of interactions.\n",
"4. Explore feature effects for a range of feature values.\n",
"5. Identify outliers.\n",
"6. Identify typical prediction paths.\n",
"7. Compare and contrast predictions for several models.\n",
"\n",
"### Show a large number of feature effects clearly\n",
"Like a force plot, a decision plot shows the important features involved in a model's output. However, a decision plot can be more helpful than a force plot when there are a large number of significant features involved. To demonstrate, we use a model trained on the [UCI Communities and Crime](https://archive.ics.uci.edu/ml/datasets/Communities+and+Crime+Unnormalized) data set. The model uses 101 features. The two plots below describe the same prediction. The force plot's horizontal format prevents it from showing all of the significant features clearly. In contrast, the decision plot's vertical format can display the effects of any number of features."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Load the prediction from disk to keep the example short.\n",
"with open(\"./data/crime.pickle\", \"rb\") as fl:\n",
" a, b, c = pickle.load(fl)\n",
"shap.force_plot(a, b, c, matplotlib=True)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(a, b, c, feature_display_range=slice(None, -31, -1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualize multioutput predictions\n",
"Decision plots can show how multioutput models arrive at predictions. In this example, we use SHAP values from a Catboost model trained on the [UCI Heart Disease](https://archive.ics.uci.edu/ml/datasets/heart+Disease) data set. There are five classes that indicate the extent of the disease: Class 1 indicates no disease; Class 5 indicates advanced disease.\n",
"\n",
"To keep the example short, the SHAP values are loaded from disk. The variable `heart_base_values` is a list of the SHAP expected values for each class. Likewise, the variable `heart_shap_values` is a list of SHAP matrices; one matrix per class. This is the multioutput format returned by `shap.TreeExplainer`."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# Load all from disk to keep the example short.\n",
"with open(\"./data/heart.pickle\", \"rb\") as fl:\n",
" (\n",
" heart_feature_names,\n",
" heart_base_values,\n",
" heart_shap_values,\n",
" heart_predictions,\n",
" ) = pickle.load(fl)\n",
"class_count = len(heart_base_values)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a function that generates labels for the plot legend. *Tip: Include the predicted values in the legend labels to help distinguish the classes.*"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def class_labels(row_index):\n",
" return [f\"Class {i + 1} ({heart_predictions[row_index, i].round(2):.2f})\" for i in range(class_count)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot SHAP values for observation \\#2 using `shap.multioutput_decision_plot`. The plot's default base value is the average of the multioutput base values. The SHAP values are adjusted accordingly to produce accurate predictions. The dashed (highlighted) line indicates the model's predicted class. For this observation, the model is confident that disease is present, but it cannot easily distinguish between classes 3, 4, and 5."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"row_index = 2\n",
"shap.multioutput_decision_plot(\n",
" heart_base_values,\n",
" heart_shap_values,\n",
" row_index=row_index,\n",
" feature_names=heart_feature_names,\n",
" highlight=[np.argmax(heart_predictions[row_index])],\n",
" legend_labels=class_labels(row_index),\n",
" legend_location=\"lower right\",\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For observation \\#3, the model confidently predicts that disease is not present."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"row_index = 3\n",
"shap.multioutput_decision_plot(\n",
" heart_base_values,\n",
" heart_shap_values,\n",
" row_index=row_index,\n",
" feature_names=heart_feature_names,\n",
" highlight=[np.argmax(heart_predictions[row_index])],\n",
" legend_labels=class_labels(row_index),\n",
" legend_location=\"lower right\",\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Display the cumulative effect of interactions\n",
"Decision plots support SHAP interaction values: the first-order interactions estimated from tree-based models. While SHAP dependence plots are the best way to visualize individual interactions, a decision plot can display the cumulative effect of main effects and interactions for one or more observations.\n",
"\n",
"The decision plot here explains a single prediction from the [UCI Adult Income](https://archive.ics.uci.edu/ml/datasets/Adult) data set using both main effects and interactions. The 20 most important features are displayed. For more details relating to support for interactions, see the section \"SHAP interaction values.\""
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(\n",
" expected_value,\n",
" shap_interaction_values[misclassified],\n",
" features_display[misclassified],\n",
" link=\"logit\",\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Explore feature effects for a range of feature values\n",
"A decision plot can reveal how predictions change across a set of feature values. This method is useful for presenting hypothetical scenarios and exposing model behaviors. In this example, we create hypothetical observations that differ only by capital gain.\n",
"\n",
"Start with the following reference observation from the [UCI Adult Income](https://archive.ics.uci.edu/ml/datasets/adult) data set."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Age 56\n",
"Workclass Local-gov\n",
"Education-Num 13\n",
"Marital Status Married-civ-spouse\n",
"Occupation Tech-support\n",
"Relationship Husband\n",
"Race White\n",
"Sex Male\n",
"Capital Gain 0\n",
"Capital Loss 0\n",
"Hours per week 40\n",
"Country United-States\n",
"Name: 25, dtype: object"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"idx = 25\n",
"X_display.loc[idx]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a synthetic data set using several copies of the reference observation. Vary the value of 'Capital Gain' from \\\\$0-\\\\$10,000 by \\\\$100. Retrieve the corresponding SHAP values. This approach allows us to evaluate and debug the model. Analysts may also find this method useful for presenting hypothetical scenarios. Keep in mind that the effects for capital gains shown in this example are specific to the reference record, and therefore cannot be generalized."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"rg = range(0, 10100, 100)\n",
"R = X.iloc[np.repeat(idx, len(rg))].reset_index(drop=True)\n",
"R[\"Capital Gain\"] = rg\n",
"\n",
"with warnings.catch_warnings():\n",
" warnings.simplefilter(\"ignore\")\n",
" hypothetical_shap_values = explainer.shap_values(R)[1]\n",
"\n",
"hypothetical_predictions = expected_value + hypothetical_shap_values.sum(axis=1)\n",
"hypothetical_predictions = 1 / (1 + np.exp(-hypothetical_predictions))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This dependence plot shows the change in SHAP values across a feature's value range. The SHAP values for this model represent a change in log odds. This plot shows that there is a significant change in SHAP values around \\\\$5,000. It also shows some significant outliers at \\\\$0 and approximately \\\\$3,000."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.dependence_plot(\"Capital Gain\", hypothetical_shap_values, R, interaction_index=None)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Though the dependence plot is helpful, it is difficult to discern the practical effects of the SHAP values in context. For that purpose, we can plot the synthetic data set with a decision plot on the probability scale. First, we plot the reference observation to establish context. The prediction is probability 0.76. Capital gain is zero, for which the model assigns a small negative effect. The features have been ordered manually to match the next two plots."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# The feature ordering was determined via 'hclust' on the synthetic data set. We specify the order here manually so\n",
"# the following two plots match up.\n",
"feature_idx = [8, 5, 0, 2, 4, 3, 7, 10, 6, 11, 9, 1]\n",
"shap.decision_plot(\n",
" expected_value,\n",
" hypothetical_shap_values[0],\n",
" X_display.iloc[idx],\n",
" feature_order=feature_idx,\n",
" link=\"logit\",\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we plot the synthetic data. The reference record is marked with a dashed line. The features are ordered via hierarchical clustering to group similar prediction paths. We see that, in practical terms, the effect of capital gain is largely polarized; only a handful of predictions lie between 0.2 and 0.8."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(\n",
" expected_value,\n",
" hypothetical_shap_values,\n",
" R,\n",
" link=\"logit\",\n",
" feature_order=\"hclust\",\n",
" highlight=0,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Upon further inspection of the predictions, we found a threshold around \\\\$4,300, but there are anomalies. Capital gains of \\\\$0, \\\\$3,000, and \\\\$3,100 contribute to unexpectedly high predictions; capital gains of \\\\$5,000 contributes to unexpectedly low predictions. These anomalies are plotted here with a legend to help identify each prediction. The predictions paths for \\\\$3,000 and \\\\$3,100 are identical."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def legend_labels(idx):\n",
" return [rf\"\\${i * 100:,} ({hypothetical_predictions[i]:.2f})\" for i in idx]\n",
"\n",
"\n",
"show_idx = [0, 30, 31, 50]\n",
"shap.decision_plot(\n",
" expected_value,\n",
" hypothetical_shap_values[show_idx],\n",
" X,\n",
" feature_order=feature_idx,\n",
" link=\"logit\",\n",
" legend_labels=legend_labels(show_idx),\n",
" legend_location=\"upper center\",\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Identify outliers\n",
"Decision plots can help identify outliers. Specify `feature_order='hclust'` to groups observations with similar prediction paths. This often makes outliers easier to spot. Avoid using `link='logit'` when plotting outliers because predictions of amplitude are distorted by the sigmoid function.\n",
"\n",
"The plot below shows all predictions in the probability range [0.03, 0.1]. (Predictions less than 0.03 are excluded in this example because they represent a large number of observations.) Two predictions immediately stand out. The effects of 'Age', 'Capital Loss', and 'Capital Gain' are most prominent."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"y_pred = model.predict(X_test) # Get predictions on the probability scale.\n",
"T = X_test[(y_pred >= 0.03) & (y_pred <= 0.1)]\n",
"with warnings.catch_warnings():\n",
" warnings.simplefilter(\"ignore\")\n",
" sh = explainer.shap_values(T)[1]\n",
"r = shap.decision_plot(expected_value, sh, T, feature_order=\"hclust\", return_objects=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Locate the outliers based on their SHAP values and plot them with their feature values. The outliers are plotted using the same feature order and scale as the original plot. See \"Preserving order and scale between plots\" for more details."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Find the two observations with the most negative 'Age' SHAP values.\n",
"idx = np.argpartition(sh[:, T.columns.get_loc(\"Age\")], 2)[0:2]\n",
"\n",
"# Plot the observations individually with their corresponding feature values. The plots use the same feature order\n",
"# as the original plot.\n",
"for i in idx:\n",
" shap.decision_plot(\n",
" expected_value,\n",
" sh[i],\n",
" X_display.loc[T.index[i]],\n",
" feature_order=r.feature_idx,\n",
" xlim=r.xlim,\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Identify typical prediction paths\n",
"A decision plot can expose a model's typical prediction paths. Here, we plot all of the predictions in the probability interval [0.98, 1.0] to see what high-scoring predictions have in common. We use `'hclust'` feature ordering to group similar prediction paths. The plot shows two distinct paths: one is dominated by 'Capital Gain' while the other is dominated by 'Capital Loss'. The effects of 'Relationship', 'Age', and 'Education-Num' are also notable."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"y_pred = model.predict(X_test) # Get predictions on the probability scale.\n",
"T = X_test[y_pred >= 0.98]\n",
"with warnings.catch_warnings():\n",
" warnings.simplefilter(\"ignore\")\n",
" sh = explainer.shap_values(T)[1]\n",
"shap.decision_plot(expected_value, sh, T, feature_order=\"hclust\", link=\"logit\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compare and contrast predictions for several models\n",
"Decision plots are useful for comparing predictions from different models, or for interpreting the predictions of an ensemble of models. In this example, we plot the predictions from an ensemble of five LightGBM models trained on the [UCI Adult Income](https://archive.ics.uci.edu/ml/datasets/adult) data set. In this example, we create an ensemble of five models and plot the models' predictions using `shap.multioutput_decision_plot`.\n",
"\n",
"Train an ensemble of five LightGBM models using 5-fold CV."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best score: 0.28279460948508833\n",
"Best score: 0.2743920496745268\n",
"Best score: 0.2706647518976772\n",
"Best score: 0.2809048231217079\n",
"Best score: 0.2785044277595166\n"
]
}
],
"source": [
"model_count = 5\n",
"skf = StratifiedKFold(model_count, True, random_state=random_state)\n",
"models = []\n",
"for t, v in skf.split(X, y):\n",
" m = lgb.LGBMClassifier(**params, n_estimators=1000)\n",
" m.fit(\n",
" X.iloc[t],\n",
" y[t],\n",
" eval_set=(X.iloc[v], y[v]),\n",
" early_stopping_rounds=50,\n",
" verbose=False,\n",
" )\n",
" score = m.best_score_[\"valid_0\"][\"binary_logloss\"]\n",
" print(f\"Best score: {score}\")\n",
" models.append(m)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Assemble the models' base values and SHAP values into lists. This mimics the `shap` package's output for multioutput models."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"def get_ensemble_shap_values(models, X):\n",
" base_values = [None] * model_count\n",
" shap_values = [None] * model_count\n",
" predictions = [None] * model_count\n",
" for i, m in enumerate(models):\n",
" a = m.predict(X, pred_contrib=True) # `pred_contrib=True` returns SHAP values for LightGBM\n",
" base_values[i] = a[0, -1] # The last column in the matrix is the base value.\n",
" shap_values[i] = a[:, 0:-1]\n",
" predictions[i] = 1 / (1 + np.exp(-a.sum(axis=1)[0])) # Predictions as probabilities\n",
" return base_values, shap_values, predictions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Retrieve the SHAP values from the ensemble for a single observation."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"(\n",
" ensemble_base_values,\n",
" ensemble_shap_values,\n",
" ensemble_predictions,\n",
") = get_ensemble_shap_values(models, X.iloc[[27]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the SHAP values. A legend identifies each model's prediction. *Tip: Include the predicted values in the legend labels to help distinguish the models.*\n",
"\n",
"If probability 0.5 is our cutoff value for this binary classification task, we see that this observation is difficult to classify. However, Model 2 is confident that the individual makes less than \\\\$50K per year. If this is an exemplar observation, it might be worth examining why this model's prediction is different."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Create labels for legend\n",
"labels = [f\"Model {i + 1} ({ensemble_predictions[i].round(2):.2f})\" for i in range(model_count)]\n",
"\n",
"# Plot\n",
"shap.multioutput_decision_plot(\n",
" ensemble_base_values,\n",
" ensemble_shap_values,\n",
" 0,\n",
" feature_names=X.columns.to_list(),\n",
" link=\"logit\",\n",
" legend_labels=labels,\n",
" legend_location=\"lower right\",\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SHAP interaction values\n",
"The decision plot supports SHAP interaction values as shown here. Notice that the lines do not completely converge to `explainer.expected_value` at the bottom of the plot. This is because there are N(N + 1)/2 = 12(13)/2 = 78 features including interaction and main effects, but the decision plot shows only the 20 most important features by default. See the section \"Selecting features to display\" to learn how to show more features."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(expected_value, shap_interaction_values, features, link=\"logit\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The decision plot transforms the three-dimensional SHAP interaction structure to a standard two-dimensional SHAP matrix. It also generates corresponding feature labels. These structures can be retrieved from a decision plot by setting `return_objects=True`. In this example, we omit the plot by setting `show=False`."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SHAP dimensions: (20, 78) \n",
"\n",
"['Age',\n",
" 'Relationship',\n",
" 'Capital Gain',\n",
" 'Hours per week',\n",
" 'Education-Num',\n",
" 'Occupation',\n",
" 'Marital Status',\n",
" 'Sex',\n",
" 'Age *\\nOccupation',\n",
" 'Marital Status *\\nRelationship']\n"
]
}
],
"source": [
"r = shap.decision_plot(\n",
" expected_value,\n",
" shap_interaction_values,\n",
" features,\n",
" link=\"logit\",\n",
" show=False,\n",
" return_objects=True,\n",
")\n",
"plt.close()\n",
"print(f\"SHAP dimensions: {r.shap_values.shape}\", \"\\n\")\n",
"pprint(r.feature_names[:-11:-1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preserving order and scale between plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is often helpful to create several decision plots using the same feature order and x-axis scale to facilitate direct comparisons. When `return_objects=True`, the decision plot returns plotting structures that can be used in subsequent plots."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Create the first plot, returning the plot structures.\n",
"r = shap.decision_plot(expected_value, shap_values, features_display, return_objects=True)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Create another plot using the same feature order and x-axis extents.\n",
"idx = 9\n",
"shap.decision_plot(\n",
" expected_value,\n",
" shap_values[idx],\n",
" features_display.iloc[idx],\n",
" feature_order=r.feature_idx,\n",
" xlim=r.xlim,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Selecting features for display\n",
"The features displayed in a decision plot are controlled by two parameters: `feature_order` and `feature_display_range`. The `feature_order` parameter determines how the features are ordered before display. The `feature_display_range` parameter determines which of the ordered features are displayed. It takes either a `slice` or a `range` object as an argument. The `feature_display_range` parameter also controls whether the features are plotted in ascending or descending order.\n",
"\n",
"For example, if `feature_order='importance'` (the default), the decision plot arranges the features in *ascending* order by importance before display. If `feature_display_range=slice(-1, -21, -1)` (the default), the plot shows the last (i.e., the most important) 20 features in descending order. The object `slice(-1, -21, -1)` is interpreted as \"start at the last feature and iterate to the 21st feature from the end by a step of -1.\" The end point, -21, is not included.\n",
"\n",
"The `feature_display_range` parameter is particularly important when `'hclust'` ordering is applied. In this case, many of the significant features are positioned at the beginning of the feature range. However, the decision plot shows the end of the feature range by default.\n",
"\n",
"The following plot shows the first 10 out of 78 SHAP interaction features using `'hclust'` ordering. *Note: Because we show only the first 10 features, the observations do not strike the x-axis at their final predicted values.* The snippet `feature_display_range=range(10, -1, -1)` indicates that we start at feature 10 and count to feature -1 by -1. The end point is not included in the range. Hence, we see the features 10 to 0."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(\n",
" expected_value,\n",
" shap_interaction_values,\n",
" features,\n",
" link=\"logit\",\n",
" feature_order=\"hclust\",\n",
" feature_display_range=range(10, -1, -1),\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can produce the same plot in ascending order by specifying an ascending range: `range(0, 11, 1)`."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(\n",
" expected_value,\n",
" shap_interaction_values,\n",
" features,\n",
" link=\"logit\",\n",
" feature_order=\"hclust\",\n",
" feature_display_range=range(0, 11, 1),\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When selecting the last features in a range, it is more convenient to use a slice because slices support negative indices. For example, the index -20 indicates the 20th item from the end. The following plot shows the last 10 features in descending `'hclust'` order."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(\n",
" expected_value,\n",
" shap_interaction_values,\n",
" features,\n",
" link=\"logit\",\n",
" feature_order=\"hclust\",\n",
" feature_display_range=slice(None, -11, -1),\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can display all available features in a number of ways. The simplest is `feature_display_range=slice(None, None, -1)`. *Note: If your dataset contains many features, this will produce a very large plot.*"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(\n",
" expected_value,\n",
" shap_interaction_values,\n",
" features,\n",
" link=\"logit\",\n",
" feature_order=\"hclust\",\n",
" feature_display_range=slice(None, None, -1),\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Changing the SHAP base value\n",
"SHAP values are all relative to some base value. By default, the base value is `explainer.expected_value`: the mean of the raw model predictions for the training data."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-2.4297\n",
"-2.4297\n"
]
}
],
"source": [
"# The model's training mean\n",
"print(model.predict(X_train, raw_score=True).mean().round(4))\n",
"\n",
"# The explainer expected value\n",
"print(expected_value.round(4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To obtain raw prediction values, `explainer.expected_value` is added to the sum of SHAP values for each observation."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-3.1866\n",
"-3.1866\n"
]
}
],
"source": [
"# The model's raw prediction for the first observation.\n",
"print(model.predict(features.iloc[[0]].values, raw_score=True)[0].round(4))\n",
"\n",
"# The corresponding sum of the mean + shap values\n",
"print((expected_value + shap_values[0].sum()).round(4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hence, `explainer.expected_value` must be provided to the decision plot to produce correct predictions.\n",
"\n",
"In the decision plot, the base value is the starting value for each prediction at the bottom of the plot. Using `explainer.expected_value` as the base value is not always visually intuitive. Consider a logistic classification problem. If we choose probability 0.4 as our cutoff value, it might make more sense if the predictions converge at the cutoff point instead of `explainer.expected_value`. To this end, the decision plot provides the `new_base_value` argument. It shifts the SHAP base value to an arbitrary point without altering the predicted values.\n",
"\n",
"In this example, we specify probability 0.4 as the new base value. Because our model's SHAP values are in log odds, we convert the probability to log odds before passing it to the decision plot. The `link='logit'` argument converts the base values and SHAP values to probabilities."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"p = 0.4 # Probability 0.4\n",
"new_base_value = np.log(p / (1 - p)) # the logit function\n",
"shap.decision_plot(\n",
" expected_value,\n",
" shap_values,\n",
" features_display,\n",
" link=\"logit\",\n",
" new_base_value=new_base_value,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For comparision, here is the decision plot with the original base value."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shap.decision_plot(expected_value, shap_values, features_display, link=\"logit\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
"autoclose": false,
"autocomplete": true,
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 1,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
},
"labels_anchors": false,
"latex_user_defs": false,
"report_style_numbering": false,
"user_envs_cfg": false
},
"pycharm": {
"stem_cell": {
"cell_type": "raw",
"metadata": {
"collapsed": false
},
"source": []
}
},
"toc": {
"base_numbering": 1,
"nav_menu": {
"height": "404px",
"width": "394px"
},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": true,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": true
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 1
}