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Ultimate Tech Take-Home.ipynb
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"<a href=\"https://colab.research.google.com/gist/KaroAntonio/f5cfc760d238f4bd9f7ca760f3b09d7f/ultimate-tech-take-home.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
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"source": [ | |
"# Ultimate Tech Take-Home\n", | |
"Karo Castro-Wunsch \n", | |
"2024-03-28 \n", | |
"\n" | |
], | |
"metadata": { | |
"id": "51SKCxcrIqPy" | |
} | |
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{ | |
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"source": [ | |
"### Part 1. EDA\n", | |
"\n", | |
"We are exploring logins.json.\n", | |
"We have several goals for our EDA: \n", | |
"\n", | |
"\n", | |
"1. Aggregate rows into 15 min buckets. \n", | |
" 1.1 (See Below)\n", | |
"2. Visualize and describe the resulting time series. \n", | |
" 2.1 (Graphs Below) The logins seem to follow daily and weekly cyclicity \n", | |
"3. Report/Illustrate Important features of demand and cycles. \n", | |
" 3.1 We can see from overlaying many 1 day cycles that there are two distinct daily cycle patterns. We assume this corresponds to weekend/weekday useage patterns. On weekends there are spikes around 5h, 15h and 22h. On weekdays there are spikes at 12h and 00h.\n", | |
"4. Report Data Quality issues. \n", | |
" 4.1 There don't seem to be any significant gaps in the timeseries. The timeseries starts on Jan 1, 1970 which is the beginning of unix time which might signify some sort of error or it is simply an artifact of a generated dataset. There are no null entries. There are 877 duplicates which likely simply represent collisions when there were logins at the exact same time, these might cause unintended registry errs." | |
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"metadata": { | |
"id": "1G1RSvWQI2ak" | |
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{ | |
"cell_type": "code", | |
"source": [ | |
"! pip install umap-learn" | |
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"base_uri": "https://localhost:8080/" | |
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"Requirement already satisfied: umap-learn in /usr/local/lib/python3.10/dist-packages (0.5.5)\n", | |
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"Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from umap-learn) (4.66.2)\n", | |
"Requirement already satisfied: llvmlite<0.42,>=0.41.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba>=0.51.2->umap-learn) (0.41.1)\n", | |
"Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.10/dist-packages (from pynndescent>=0.5->umap-learn) (1.3.2)\n", | |
"Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.22->umap-learn) (3.4.0)\n" | |
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"execution_count": 138, | |
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"id": "OsIDeeBQImK0" | |
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"source": [ | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"import matplotlib as mpl\n", | |
"import seaborn as sns\n", | |
"from sklearn.preprocessing import StandardScaler\n", | |
"from sklearn.model_selection import train_test_split\n", | |
"from sklearn.decomposition import PCA\n", | |
"from sklearn.compose import ColumnTransformer\n", | |
"from sklearn.metrics import f1_score\n", | |
"import matplotlib.colors as mcolors\n", | |
"import umap\n", | |
"from sklearn.feature_selection import SelectKBest, chi2\n", | |
"from sklearn.linear_model import LogisticRegression\n", | |
"from sklearn.ensemble import RandomForestClassifier\n", | |
"import xgboost as xgb\n", | |
"from sklearn.metrics import roc_curve, roc_auc_score\n", | |
"from sklearn.metrics import accuracy_score\n", | |
"from sklearn.metrics import classification_report, confusion_matrix" | |
] | |
}, | |
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"cell_type": "code", | |
"source": [ | |
"logins_df = pd.read_json('logins.json')" | |
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"metadata": { | |
"id": "_WfGdvheJDki" | |
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"execution_count": 8, | |
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"logins_df.head()" | |
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" login_time\n", | |
"0 1970-01-01 20:13:18\n", | |
"1 1970-01-01 20:16:10\n", | |
"2 1970-01-01 20:16:37\n", | |
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"application/vnd.google.colaboratory.intrinsic+json": { | |
"type": "dataframe", | |
"variable_name": "logins_df", | |
"summary": "{\n \"name\": \"logins_df\",\n \"rows\": 93142,\n \"fields\": [\n {\n \"column\": \"login_time\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1970-01-01 20:12:16\",\n \"max\": \"1970-04-13 18:57:38\",\n \"num_unique_values\": 92265,\n \"samples\": [\n \"1970-02-24 12:33:46\",\n \"1970-04-03 13:24:54\",\n \"1970-01-09 16:10:35\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" | |
} | |
}, | |
"metadata": {}, | |
"execution_count": 9 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# It looks like the logins are already formatted as datetime objs\n", | |
"logins_df.info()" | |
], | |
"metadata": { | |
"id": "HG38rZYOJUn-", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "93f5b944-ebfa-4af0-bb9c-4f8f409acb0c" | |
}, | |
"execution_count": 10, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 93142 entries, 0 to 93141\n", | |
"Data columns (total 1 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 login_time 93142 non-null datetime64[ns]\n", | |
"dtypes: datetime64[ns](1)\n", | |
"memory usage: 727.8 KB\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# 1. Aggregate logins into 15min buckets\n", | |
"buckets_df = logins_df.groupby(pd.Grouper(key='login_time', freq='15T'))['login_time'].count()\n", | |
"buckets_df.head()" | |
], | |
"metadata": { | |
"id": "sj56xflEJJOv", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "3f2adc96-a1e9-4bf7-8f93-3a7f598390bd" | |
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"execution_count": 11, | |
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"data": { | |
"text/plain": [ | |
"login_time\n", | |
"1970-01-01 20:00:00 2\n", | |
"1970-01-01 20:15:00 6\n", | |
"1970-01-01 20:30:00 9\n", | |
"1970-01-01 20:45:00 7\n", | |
"1970-01-01 21:00:00 1\n", | |
"Freq: 15T, Name: login_time, dtype: int64" | |
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"metadata": {}, | |
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"cell_type": "code", | |
"source": [ | |
"# 2. Visualize the login time series\n", | |
"\n", | |
"plt.figure(figsize=(10, 6)) # Set the figure size\n", | |
"buckets_df.plot()\n", | |
"plt.title('Login Counts Over Time (15min intervals)')\n", | |
"plt.xlabel('Time')\n", | |
"plt.ylabel('Number of Logins')\n", | |
"plt.grid(True)\n", | |
"plt.show()" | |
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"execution_count": 12, | |
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"data": { | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
], | |
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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Let's look at a smaller window of 1 month to get a better idea of what is going on\n", | |
"\n", | |
"buckets_feb_df = buckets_df['1970-02-01':'1970-02-28']\n", | |
"\n", | |
"plt.figure(figsize=(10, 6)) # Set the figure size\n", | |
"buckets_feb_df.plot()\n", | |
"plt.title('Feb Login Counts Over Time (15min intervals)')\n", | |
"plt.xlabel('Time')\n", | |
"plt.ylabel('Number of Logins')\n", | |
"plt.grid(True)\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"id": "hmxFuYKWLESR", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 597 | |
}, | |
"outputId": "bacd6fb5-8f90-4abc-d261-48f466bd2e9f" | |
}, | |
"execution_count": 13, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
], | |
"image/png": 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vNWnatCnuvvtubN26Nck81ey76qGME2Cvq2qYbbtAzJxQEAS89NJLSd9ENBlWfhelV1AAuOqqq9CoUSN888038WvffPMNzjnnnHh/CMSEssceewwtW7ZEnTp10Lx583h8eu3tsssuw9ChQzFixAiccsopuO666zBu3DhUVlYmhRXrh51nVBFEulE7XS0RBGEJcU/BF198gVatWiXdr61e2lj2E6nRpUsXAMD69etx/fXX25YfrQmOliMJrfyzTqhHjx6Nu+66Cz/++CNmzJiBRx99FCNHjsSSJUs0hQ9RsFu3bp1mvHv27EFJSQm6desWv9anTx906NAB3377Lf7whz9gypQpOHnypGzFnbceZmdny7SNTqJV1kbfwGrbatasGYCYIGK3QCgKPcePH5fFbfZd9bBaV1njY0H8Jk8//TQGDx6sGka5+CLVBolkZ2fH9zC99957yM/Px8KFC/Haa6/Jwt18881YtGgR/vKXv+Ccc85B/fr1EY1GcdVVV+nu5woEApg4cSKWLFmCKVOmYPr06bjnnnswevRoLFmyRHZmligcnnLKKWyFQBBEErVzpkMQhCVEM5gWLVqoetFSEo1GsWvXLtlq6bZt2wCAWYujRfv27QEAW7dulWmrqqqqsHv37nj+xHA7duzAFVdcEQ9XXV2NvLw8nHXWWZbyoUe/fv3QpEkTfP311/jrX/9qOGFr3749tm7dmnR9y5Yt8ftAwmRG6TjBrKYJMF5Z7tmzJ3r27IkXX3wRixYtwsUXX4z//Oc/+Pvf/64a/owzzsAZZ5yByZMn4+2331Y1u/v8888BANdcc43s+s0334y3334bJSUl+Oabb9ChQ4e42RHAXw9TAavvJArku3fvRs+ePW3Nm2iaptTI1Ba06r7Yr2RmZlquZ7fccgs+++wzzJo1C5s3b4YgCDLBv7CwELNmzcKIESMwfPjw+HVRw8hCnz590KdPH/zjH//AV199hdtvvx0TJkzAfffdFw+ze/duAIlFDIIg+CFzO4Igkhg8eDAaNmyI1157TdX2/ejRo0nX3n333fjfgiDg3XffRWZmJgYMGGApLwMHDkRWVhbGjBkjW2X+5JNPUFxcjKuvvhoAcP7556NZs2b46KOPUF1dHQ/35ZdfmjbhYaVu3bp49tlnsXnzZjz77LOqq+H//e9/sWzZMgBAbm4uli1bhsWLF8fvl5WV4cMPP0SHDh3iGhdxQj1v3rx4uEgkYuhtTw/xPBel4FVSUiIrNyAmMAWDQVVzHinDhw9HYWEhHnzwwSQt18qVK/HPf/4TPXr0SPI2d8stt6CyshKfffYZpk2bhptvvll230w99DtW36lXr17IysrCihUrTOdBLY0DBw7g008/xVlnnYVTTz3VdNx+pm7dugCS636LFi1w+eWX44MPPsChQ4eSnuOpZwMHDkTTpk3xzTff4JtvvsGFF14oM80TF1CUfcRbb71lGHdhYWHSc+KB0Mo2unLlSjRq1Ajdu3dnzjtBEHJIk0QQRBINGzbE+++/jz/96U8477zzcOutt6J58+bYu3cvfv75Z1x88cUyoSgnJwfTpk3DnXfeid69e+OXX37Bzz//jL/+9a9Mq9JHjx5V1VR07NgRt99+O55//nmMGDECV111FX7/+99j69ateO+993DBBRfEHRVkZWXhlVdewSOPPIL+/fvj5ptvRl5eHsaPH49OnTo5bpv/l7/8BRs3bsTo0aMxe/Zs/N///R9atWqFw4cPY/LkyVi2bBkWLVoEAHjuuefw9ddfY8iQIXj00UfRtGlTfPbZZ9i9eze+//77uMlY9+7d0adPHzz//PM4fvw4mjZtigkTJiQJMzx06tQJjRs3xn/+8x80aNAA9erVQ+/evbF27Vo8/PDDuOmmm3DGGWeguroaX3zxBUKhkKEr7dtvvx3Lly/H22+/jU2bNsWdZaxatQqffvopmjVrhokTJyad4XPeeeehc+fOeOGFF1BZWSlbcQf462EqYPWdcnJyMGjQIPz6669xd+4i69ati+/x2rFjB4qLi+Pt6uyzz8a1114LAHjmmWewc+dODBgwAK1bt0ZeXh4++OADlJWV4e2333bozb2nTp066NatG7755hucccYZaNq0KXr06IEePXpg7Nix6NevH3r27In7778fp59+OvLz87F48WLs378fa9euZUojMzMTN954IyZMmICysjK88cYbsvsNGzbEpZdeilGjRiEcDuO0007DjBkz4pofPT777DO89957uOGGG9CpUyeUlpbio48+QsOGDZGbmysLO3PmTFx77bW0J4kgrOCJTz2CIDxFdC1r5Ep29uzZwuDBg4VGjRoJOTk5QqdOnYS77rpLWLFiRTzMnXfeKdSrV0/YuXOnMGjQIKFu3bpCy5YthZdfflnmslsL0XW12v8DBgyIh3v33XeFLl26CJmZmULLli2F//f//p9QWFiYFN+YMWOE9u3bC9nZ2cKFF14oLFy4UOjVq5dw1VVXxcNouRGuV69eUnxqLoz1mDhxojBo0CChadOmQkZGhnDqqacKt9xyizBnzhxZuJ07dwr/93//JzRu3FjIyckRLrzwwiT3y2K4gQMHCtnZ2ULLli2Fv/71r8LMmTNVXYCruVJXurAWBEH48ccfhW7dugkZGRnxcti1a5dwzz33CJ06dRJycnKEpk2bCldccYXw66+/Mr/75MmThSuvvFJo0qSJkJ2dLXTu3Fl46qmndN3Av/DCCwIAoXPnzppheOqhGcy4AP/Xv/6VlEeouFDXamss76TFDz/8IAQCAWHv3r2qaan9f+edd8bDffXVV8Kll14qNG/eXMjIyBBOOeUU4YYbbhBWrlyZlFb79u2Fq6++Ouk6AGHYsGGya2plo+UCXPmsmJY0n2pYbbuLFi0SevXqJWRlZSW5A9+5c6dwxx13CK1atRIyMzOF0047TbjmmmuEiRMnxsOw9J1i+wwEAsK+ffuS7u/fv1+44YYbhMaNGwuNGjUSbrrpJuHgwYNJ+VG6AF+1apVw2223Ce3atROys7OFFi1aCNdcc01Sndm8ebMAgKvtEgSRTEAQ6DhmgiBqL9FoFM2bN8eNN96Ijz76yOvsEIRlIpEIunXrhptvvhl/+9vfvM4O4TMef/xxzJs3DytXriRNEkFYgPYkEQRRa6ioqEiy2f/8889x/PhxXH755d5kiiBsJhQK4dVXX8XYsWNl50wRREFBAT7++GP8/e9/JwGJICxCmiSCIGoNc+bMwRNPPIGbbroJzZo1w6pVq/DJJ5+ga9euWLlyJbKysrzOIkEQBEEQKQA5biAIotbQoUMHtG3bFmPGjIk7Orjjjjvw+uuvk4BEEARBEAQzpEkiCIIgCIIgCIKQQHuSCIIgCIIgCIIgJJCQRBAEQRAEQRAEIaHW70mKRqM4ePAgGjRoQJ5eCIIgCIIgCCKNEQQBpaWlaN26dfzwdjVqvZB08OBBtG3b1utsEARBEARBEAThE/bt24c2bdpo3q/1QlKDBg0AALt370bTpk09zg1BEARBEARBEF5x/PhxdOzYMS4jaFHrhSTRxK5BgwZo2LChx7khCIIgCIIgCMIrwuEwABhuwyHHDQRBEARBEARBEBJISCIIgiAIgiAIgpBAQhJBEARBEARBEIQEEpIIgiAIgiAIgiAkkJBEEARBEARBEAQhgYQkgiAIgiAIgiAICSQkEQRBEARBEARBSCAhiSAIgiAIgiAIQgIJSQRBEARBEARBEBJISCIIgiAIgiAIgpBAQhJBEARBEARBEIQEEpIIgiAIgiAIgiAkkJBEEARBEARBEAQhgYQkgiAIgiAIgiAICZ4KSa+88goCgYDs/y5dusTvV1RUYNiwYWjWrBnq16+PoUOHIj8/38McEwRBEARBEARR2/Fck9S9e3ccOnQo/v+CBQvi95544glMmTIF3333HebOnYuDBw/ixhtv9DC3BEEQBEEQBEHUdjI8z0BGBlq1apV0vbi4GJ988gm++uor9O/fHwAwbtw4dO3aFUuWLEGfPn3czipBEARBEARBEGmA50LS9u3b0bp1a+Tk5KBv374YOXIk2rVrh5UrVyIcDmPgwIHxsF26dEG7du2wePFiTSGpsrISlZWV8d8lJSUAgHA4jHA47OzLEARBECnFuEV7UBmO4MHLTvc6KwRBEIQLsMoDngpJvXv3xvjx43HmmWfi0KFDGDFiBC655BJs2LABhw8fRlZWFho3bix7pmXLljh8+LBmnCNHjsSIESOSrs+ePRt169a1+xUIgiCIFKU6Cry2NDYMNircgkZZHmeIIAiCcJzy8nKmcJ4KSUOGDIn/fdZZZ6F3795o3749vv32W9SpU8dUnM8//zyefPLJ+O+SkhK0bdsWV1xxBZo1a2Y5zwRBEETt4GRVBFg6CwBw0aWXo31TWkgjCIKo7RQUFDCF89zcTkrjxo1xxhlnYMeOHbjyyitRVVWFoqIimTYpPz9fdQ+TSHZ2NrKzs5OuZ2ZmIjMz04lsEwRBEClItZDwXZSVQWMEQRBEOsDa13vu3U7KiRMnsHPnTpx66qno1asXMjMzMWvWrPj9rVu3Yu/evejbt6+HuSQIgiBqAwIEr7NAEARB+BRPNUlPP/00rr32WrRv3x4HDx7Eyy+/jFAohNtuuw2NGjXCvffeiyeffBJNmzZFw4YN8cgjj6Bv377k2Y4gCIKwlUDA6xwQBEEQfsJTIWn//v247bbbUFBQgObNm6Nfv35YsmQJmjdvDgB48803EQwGMXToUFRWVmLw4MF47733vMwyQRAEQRAEQRC1HE+FpAkTJujez8nJwdixYzF27FiXckQQBEGkCwJZ2xEEQRAa+GpPEkEQBEEQBEEQhNeQkEQQBEEQBEEQBCGBhCSCIAgiLSFrO4IgCEILEpIIgiCItESgTUkEQRCEBiQkEQRBEGmJVEQiF+AEQRCEFBKSCIIgiLSEFEkEQRCEFiQkEQRBEOmJREgKkCqJIAiCkEBCEkEQBJGWCOS6gSAIgtCAhCSCIAgiLZGa25EeiSAIgpBCQhJBEASRlpAeiSAIgtCChCSCIAgiLZG6AKctSQRBEIQUEpIIgiCItIQ0SQRBEIQWJCQRBEEQaQm5ACcIgiC0ICGJIAiCSEvIux1BEAShBQlJBEEQRNpDWiWCIAhCCglJBEEQRHoiqP5JEARBECQkEQRBEOkJCUYEQRCEFiQkEQRBEGmJ1MROIHs7giAIQgIJSQRBEERaQo4bCIIgCC1ISCIIgiDSErkmybt8EARBEP6DhCSCIAgiLSG5iCAIgtCChCSCIAgiLaF9SARBEIQWJCQRBEEQaQnJSARBEIQWJCQRBEEQaQ8JTARBEIQUEpIIgiCItIQEI4IgCEILEpIIwicIgoCKcMSVtE5WuZMOQfgZqQtwcgdOEARBSCEhiSB8wrCvVqHLS9Owt6Dc0XS+WLIHXYdPw6TV+x1NhyD8DmmSCIIgCC1ISCIInzB1/WEAwJfL9jiazkuTNwAAnvhmraPpEEQqQQITQRAEIYWEJILwGQEEvM4CQaQFJBcRBEEQWpCQRBAEQaQl0nOSSGAiCIIgpJCQRBA+I0CKJIJwBRKMCIIgCC1ISCIIgiDSEuk+JIE2JREEQRASSEgiCIIg0hQytyMIgiDUISGJIHwGWdsRhDuQ8oggCILQgoQkgiAIIi2RykgkMBEEQRBSSEgiCIIg0hISjAiCIAgtSEgiCJ9B3u0Iwh0EuS7Js3wQBEEQ/oOEJILwGXSYLEG4A2mSCIIgCC1ISCIIn0GaJIJwB7kLcO/yQRAEQfgPEpIIgiAIgiAIgiAkkJBEEARBpCUCnZNEEARBaEBCEkH4DLK2Iwh3IBM7giAIQgsSkgiCIIi0hwQmgiAIQgoJSQRBEERaQoIRQRAEoQUJSQThN8i9HUG4gnxPEklMBEEQRAISkgiCIIi0hDRJBEEQhBYkJBGEzyA9EkG4g1RGIoGJIAiCkEJCEkH4DLK2Iwh3EEgyIgiCIDQgIYkgCIJIS0iTRBAEQWhBQhJB+IwAGdwRhCtIBSNy3EAQBEFIISGJIAiCSFNIMCIIgiDUISGJIAiCSEv+PXNb/G8ytyMIgiCkkJBEED6DHDcQhDss3FHgdRYIgiAIn0JCEkEQBEEQBEEQhAQSkgiCIAiCIAiCICSQkEQQPoOs7QjCfWhPEkEQBCGFhCSC8Bm0J4kgCIIgCMJbSEgiCJ8RICmJIFyHzkkiCIIgpJCQRBAEQRAEQRAEIYGEJIIgCCLtoT1JhJes3FOI/609iCMlFfh8cR5KK8Kupb3jyAl8tXQvIlFqBAQhJcPrDBAEQRAEQaQzQ99fJPu9ak8h3rr1XFfSHvjvuQCAqCDgj33au5ImQaQCpEkiCIIg0h5aQyf8xKzNR1xPc/XeItfTJAg/Q0ISQRAEQRCEjyChnSC8h4QkgvAZ5NyOINxHoE1JBEEQhAQSkgiCIIi0h0QkIt0hN/gEIYeEJILwGQGQKokgCIJwGZKRCEIGCUkE4TPI3I4g3Ies7Qg/QeafBOE95AKcIAiCIAjCR3ghIkVJMCN8giAIqAhHEQoGEAgAmSFvdDokJBGEzyBFEkF4AU0QifRm8pqDrp3NRBB6PPHNGkxecxAAcGqjHCx8tj+CQfdnR2RuRxAEQRAEQRCELxAFJAA4VFyBiuqIJ/kgIYkgfADZnxOEt1ATJAiC8CdeObQiIYkgfIB0gkaOGwiCINIbEtoJwntISCIIH0DjIUF4C7VBggCqI1Gvs0AQvsE3QtLrr7+OQCCAxx9/PH6toqICw4YNQ7NmzVC/fn0MHToU+fn53mWSIBxCam5H5yQRBEEQXlBZTUISQYj4Qkhavnw5PvjgA5x11lmy60888QSmTJmC7777DnPnzsXBgwdx4403epRLgnAOWsUmCG8h8yaCACrC3myQJwg/4rmQdOLECdx+++346KOP0KRJk/j14uJifPLJJ/j3v/+N/v37o1evXhg3bhwWLVqEJUuWeJhjgrAf2pNEEARBiAgeLZ1VkCaJIOJ4fk7SsGHDcPXVV2PgwIH4+9//Hr++cuVKhMNhDBw4MH6tS5cuaNeuHRYvXow+ffqoxldZWYnKysr475KSEgBAOBxGOBx26C0IwhpVktW7aDTqWl19cdI6vDDkTGR4dFAbQfiFcDWNEYS/cKM+bjxYIvt9orwS4XqeTw0JQkZVuAoZAfvqJWvb8rQlTJgwAatWrcLy5cuT7h0+fBhZWVlo3Lix7HrLli1x+PBhzThHjhyJESNGJF2fPXs26tataznPBOEEVRFAbI6bNm3C1KKNDqaWaPb/XboP4aN5uKgl2RoR6UiiLSxZsgTHNnmYFSJtiVkSyKdjkUgEU6dOdTztxxbL0501Zy621HM8WYIwQF4vp0+fgeyQfbGXl5ebyIWL7Nu3D4899hhmzpyJnJwc2+J9/vnn8eSTT8Z/l5SUoG3btrjiiivQrFkz29IhCDs5WRXBX5bNAgB069YNuRe1dyytxxbPkP1u2eEM5F7RybH0CMKvSNtC79590LtjUw9zQ6QrkagALJkpuxYKhZCbO9jxtJXjwSWXXIIurRo4ni5B6KGsl4MGDUK9bPtEloKCAqZwnglJK1euxJEjR3DeeefFr0UiEcybNw/vvvsupk+fjqqqKhQVFcm0Sfn5+WjVqpVmvNnZ2cjOzk66npmZiczMTFvfgSDsIiwkNiKFQiFX62oo6G56BOFHMjIyqB0QnhBQcbstCPCkPoZC1A4I/xGbw9snsrDWcc+EpAEDBmD9+vWya3fffTe6dOmCZ599Fm3btkVmZiZmzZqFoUOHAgC2bt2KvXv3om/fvl5kmSAcw0vPWl5tECYIP0He7QivoKpHEPp41UY8E5IaNGiAHj16yK7Vq1cPzZo1i1+/99578eSTT6Jp06Zo2LAhHnnkEfTt21fTaQNBpCo0SBKEt9BiAeEVJKAThD6CR43E1y5M3nzzTQSDQQwdOhSVlZUYPHgw3nvvPa+zRRC2Iz9M1u20XU6QIAiCiBNV6YS96pZpsYAgEvhKSJozZ47sd05ODsaOHYuxY8d6kyGCcAkvhyUaEgkC1BAIgiB8ilfdMx2OQhA+wNPDZEmVRBAE4RnUBRPpjCAIWLOvCCdjZ6HgSEmFShi3cxWDhCSC8AM0SBKEp1ATJLzCTyZuJLARbvPfJXtw/diFuOPTpQCAC1+b5XGOEpCQRBA+IOrlniSX0yMIgiASRNU6YeqYiTThy6V7AQDL8wq1A5EmiSDSF2n7D7hub0cQ6YfSWxKtoBNe4ZXnLoJIFbzStpKQRBA+wMtBksZnIh2hek/4BaqKBOFPSEgiCB9AgyRBuIuyzflpXwiRXpDAThD6kOMGgkhjpB2A21olmhwS6QiZOBF+Qa0uetUvU7MgiAQkJBGED/BSUKFBkUhHkjRJ1A4Ij6C6R6QzLPWfzkkiiHRGUP3T7aQJIm2giSnhF/xUFcmygPAjXmn+SUgiCBf5dvk+XPPOfBwulh+WJm3+NHkjCPehZkd4BZl+EulIJCrgjk+XYWt+qddZ0YSEJIJwkWe+X4cNB0rw2tTNsus0RhKEu9CKOeEX1M5JojGBqO0s3VWAeduOMoUlczuCSCNOhiOa91w3t6PBmEhDlPWeVvMJr/CTwE7NgHCLsMrqgFY/TN7tCCKNkQ6SNFkjCIJII6jLJwgA/hPSSUgiCA8IeJ0BCX5axSQIt0jSJHmTDYKgukcQNUS1NEketRISkgjCB/ht9YQgajtJgy61QcIj1CaGXlVHagaEW6gtFvut/pGQRBAeEPCXKokg0g5amCD8glpdJLNrIh3R0iR5NU8hIYkgfICXLsBpKCbSkaTDZKklEB7hp5pHwhnhJT6TkUhIIggvCOjsSnJ7skaDIkEQhHdQH0wQMfzWFEhIIggPUJrb0SBJEO6ibHPUBAmvoLpHEDG0FonJBThBEAA8MLejAZpIQ6jaE35BdU+S+9nwNF0i/VDbm612sDJA3u0IIq1I1iRJ/nY3KwSRliQfJutNPgiC9sMRRAy/WdWQkEQQaY6/uiSCcAmq+IRP8Nm8kCA8Q6spkLkdQaQRuo4baMAkCMdRrt5TsyO8QtPtsQf4KCtELUdtHiREPciIDiQkEYQX6JyT5L53O1eTIwhfQPWe8AtqVZHqJ5GOaDpucDkfIiQkEYQP8HJAJHt4Ih1JOieJZqWER/ir6vkqM0Saoem4waNGkuFJqgSR5ugoknw2YBIEQRBOUFUdRTBAAjpBiPitLZAmiSB8gJfaHJ/1SQThCknnJHmUDyI9qayOoNffZmLgv+dS3SOIGrQ1Se7mQ4Q0SQThAQG1AwIIgnANmpgSXrI9/wRKK6tRWlntq4UqP+WFqN2oTYP8Zv5PmiSC8AGyc5JolCIIx6Fzkgi/4LeJIUF4hd/6YRKSCMIDSI9EEN5CE1PCS6STwaiP3B5TqyC8REtIonOSCCKNUKqZpe3f7c6ANFdEWpJU7akdEO4hFdL9dE4SQXiJtgtwb9oICUkE4TNouCQI50l2Ae5JNgiC6h5B1KDluMErSEgiCA9Qmtt5qc3xWZ9EEK5AE1PCS6T1L+KjyuijrBBpiNZciMztCIIA4IW5nbvpEYQfUJpvUDMg3ERa38jcjkhH1PZm+60pkJBEEB6gdAHuZb9AG9gJgiDcRbpirrV6/tz36xB10P5o9pYjjsVNEGbQdNzgbjbikJBEEB6g592OhBaCcB5yAU74hYiGd7sJy/dhxqZ8x9K9e/zypGvkyIfwEi2tqlf1koQkgvAB8nOSvEubINIFqvaEX9AztzteVuViTgjCW/zWL5OQRBBeQAclEYSnKFcmSYNLuAnrsQ9Bl8cKagWEl2hqklzOhwgJSQThCwSVv9xOmSDSB9KgEl4itx7QrozKM/UIotagUrfpMFmCIBDQUyXR7I0gXIeaHeEVelVP6eSHIGozftsTR0ISQXiActzzsl/wWZ9EEK5A9Z7wlkQF1NuTFHRZSKJ2QXiJdvUjxw0EQcCLroBGRSL9oHOSCC9hddZDeiSitqJmUeM3IZ2EJILwAGXX4Fa/4OSZGwRhB+VV1Vizr8h3ZhcE4RS6miQbZ2m7jp7A4eIK3TDkwITwEm0X4C5npAYSkgjCZzjZGXy6cLer6REEL7d+uATXj12IiSv3O5pO8jlJ1BAI9xA0/laiu3+Vg4ITleg/ei76jJxlS3wE4QR0mCxBELp7kpxcyRu/KM+xuAnCDtbtLwYA54UkR2MnCH3c9m63+1iZPRERhIPoaVW9gIQkgkgj1AZccp5E+BGnN6yT5ojwEmn9i0a1w7nu3Y6aBeFDyNyOINIIpQmFVHtEczeCsHcvhhrKZkbtjvAKfe92LmaEIFxETf7XPkyWvNsRRNqgtzjofldAozDhP5zXJDkaPUEwo+dPx20X4AThJX7rl0lIIggf4LeOgSC8xnkzI6ULcGqEhHuwOqB3W0SiVkB4CXm3IwhCX5PkYGdgl6ckgnAax0Ukmg0SHiKtf3qaJNf3JBGEh/itWyYhiSB8gFve7QgiVXB6LwbtSSK8ROq4QfcwWbf9NlA7IFxCrWprugAnTZJ7TF1/CEPeno8dR054nRUibfFmdZAWJYlUwcm9GLO3HMGQt+c7Fj9BGCGd8w37apVmOLtaAfX9RCqg5XWUHDe4yENfrsLmQyV4ZuJar7NCpCm6A5bLfQENnoQfcdLM6O7xyxFR2DjRCjrhJqznwZDjBiKd8Fs3nJZCkkhFWOdwAoJwEbdWSWi4JVIFcn1M1Gb09iF5CZl7E16iXLwSIXM7D8jKSOvXJzzER4okgvAlbq+gU7sj3IRVk8QajiBqA36r72ktJZCQRPgFmeMGlzsJWrAn/AhZGRG1GsZu3u0po8/mqEQtRs2k2m/1L62lhGwSkgiPoAkgQejjuibJb6MzUathXTGnekmkE3ROko8gIYnwCr3zihw9J4mkMyJFoKpK1GZY9ySRjESkE37bq5fWUgKZ2xF+xGd9BEF4Au1JImozzJokB9LW005ROyC8JKrluIFcgLtPdkbI6ywQacoXS/ag+GQ4/tuN1cJIVMDuY2VJ12nFnnCbcCSKL5fuwa6j2mfVUb0kajOsfb59G9kTDYq0U4Rfcdrcbv3+Yny/cj9zeG4h6bPPPsPPP/8c//3MM8+gcePGuOiii7Bnzx7e6DwlM0SjMOEdf/lO/Zwupwaw71exdwwE4SSfLcrDC5M2oP/ouZphXD8fhiaOhIuw7jUigYaorah18U6b21377gI89d1aLN19nCk8t5D02muvoU6dOgCAxYsXY+zYsRg1ahROOeUUPPHEE7zReYrevhCCcJoZm/Ljf0tVyU65wFy3v8iReAmClxV5hYZhSJNE1GZYJ4NOjAd6MZKjCMJLNDVJNqezU8eKQUoGb8T79u1D586dAQCTJ0/G0KFD8cADD+Diiy/G5ZdfzhsdQRAKtA5Ts0pGUH1NhBYLCLdhEYDc35NEk0PCPYzqW6fm9bDzaLJ5tC1pCwLo8AfCj2gJ6V4J79yapPr166OgoAAAMGPGDFx55ZUAgJycHJw8edLe3BFEmiBt/xGHOoNQkAZFwh+wVHG3qystoBNuYrQWJi4SuF0vqRkQXhKJupMOaz3n1iRdeeWVuO+++3Duuedi27ZtyM3NBQBs3LgRHTp04I2OIAgFWt5drEJCEpFKuL4niSBcxGhlXKz+bpvbEYSXuGVuxwq3Jmns2LHo27cvjh49iu+//x7NmjUDAKxcuRK33Xab7Rl0EjKvIPyCtCY6ZW6nJSRROyDchkX+Ib8NRG3GSPhxUpNEWlPCD6h18W4dJssaH7cmqXHjxnj33XeTro8YMYI3KoIgVHDK3C6DNElECkEHHxO1GaNuXhSSnHLkowkJUISH+E2A5xaSAKCoqAjLli3DkSNHEI0mDAgDgQD+9Kc/2ZY5gkgXpKYXTnUSWuZLfuuUiNqPcuInCAIqq6PIyUycXUd7kmofat/Zb1SEI8jOCDoupBvuSaqx83HkMFmShAifor0o4E2d5RaSpkyZgttvvx0nTpxAw4YNZR0JCUkEoQ2rdxbnvNvRyjzhD6ZvzJf9/tMny7BgxzGseHFg/BrtSap9iN95+QsD0bxBttfZSeLYiUqc//df0a/zKfjvfb0dTYvV3I7kGaK2ola1nZr/mIV7T9JTTz2Fe+65BydOnEBRUREKCwvj/x8/znY4k1+glUPCTfTavmxPklPe7TQOT6ZmQHjNgh3HAAC/bDgcv0YuwGsfie98yOOcqDN1fSxfYj6dxNBxQ82/jjhu0B2LqB0Q3qFVN73ak8QtJB04cACPPvoo6taty/soQaQ1rJokp7zbaWmSaLGA8A2SykiKpNqLXz+tU32valoGSYlWOtQ9E7UVtblHynu3Gzx4MFasWOFEXlyBTpMmvEL/lPPE306pm8l8iUgl3D7kmIYGwk1LH2NzO7ZwdkPtgPASt9qgY+ckXX311fjLX/6CTZs2oWfPnsjMzJTd//3vf88bpatQB0B4BWvdc2pQ1D4niRoF4Q+kNZG20NVifLpg46ZA4vZhstIip3kQ4QfUlBZuuQBnhVtIuv/++wEAr776atK9QCCASCTCHNf777+P999/H3l5eQCA7t27Y/jw4RgyZAgAoKKiAk899RQmTJiAyspKDB48GO+99x5atmzJm+04gsbfBOE0+rbeiXvkuIFIV6QDYdDl+krjgXv4tSdyU0gysmoJOmhuR/uOCL+iLSTZW2cd25MUjUY1/+cRkACgTZs2eP3117Fy5UqsWLEC/fv3x3XXXYeNGzcCAJ544glMmTIF3333HebOnYuDBw/ixhtv5M2yDDK3I7yCtepFHKqioaB6c6cmQfiFKO1JIjzEzb7QaP9T3LkdmdsRaYSb+wJZMHVOkl1ce+21st//+Mc/8P7772PJkiVo06YNPvnkE3z11Vfo378/AGDcuHHo2rUrlixZgj59+phK02flT6QRuh6FJPfcdtxAEH5BqkV1fQ8dzQ5dw68CsFOeRdVw29xOClV1wg+oVUOtdmF3lWXVpjIJSWPGjMEDDzyAnJwcjBkzRjfso48+ypSwkkgkgu+++w5lZWXo27cvVq5ciXA4jIEDE+dmdOnSBe3atcPixYs1haTKykpUVlbGf5eUlAAAwuEwwuEwqqoTh99Go1GEw2FT+SUIXqrC1UnXxPpXXZ24Vx2JOFIvBUFd0xuhdkB4iLTuhaslddTlehlxqN0Ryfi1rKsl9c/p/FUbWN4EaiZx4epqW/IiHWMqq6rw+tRNmuH8+G2I2oe0TorM2Kh+PIDd9TJSzWb5xiQkvfnmm7j99tuRk5ODN998UzNcIBDgFpLWr1+Pvn37oqKiAvXr18ekSZPQrVs3rFmzBllZWWjcuLEsfMuWLXH48GH1yACMHDkSI0aMSLo+e/Zs1K1bF+EoIL72/v37MXXqXq78EoRZKiOAsslNnToVALCzJHHv6LHj8et2sv5oAEDySfd79+7D1Kl7bE+PILRJtINYXY/93rR5M8Q6unPnTkwNb3c8fZENGzdiasEGh9IjYsTKfeOGDZh6dL3HeUlmy/5EH+lEHyxl40H1/likoOAYgCA2btqEqYUbLaeXVwqI5f/aV79i4m71tFesXInK3aRqIpxne3FyG1iyu1A17JIlS1Gw2Y56GWsDu3bu5AhtwO7du1X/toMzzzwTa9asQXFxMSZOnIg777wTc+fONR3f888/jyeffDL+u6SkBG3btsUVV1yBZs2a4WRVBFg6CwBwWps2yM3tYfkdCIKFE5XVwLLfZNdyc3MBACv2FGLMxuUAgMZNmiA390Lb0w+vPYT/7kiemLRt2xa5ud1tT48gtHhs8Yz437m5ufHfvzvjTGDvjtjfv+uM3AGdHU9fpHv37sjt3c6R9IgYYrn37NkTuee38Tg3yez8bSewLzZ5EvtmpziwYDewR3sRoEXz5thaXICuXbsh96L2ltNbva8Ib25YBgBo3q4zoDGXO79XLwzo2sJyegRhxNLdx/HuJrYjhXr37o0+pze1nKbYB53eqRNTeE/3JAFAVlYWOneODYS9evXC8uXL8fbbb+OWW25BVVUVioqKZNqk/Px8tGrVSjO+7OxsZGdnJ13PzMxEZmYmwkLCGDoUDCa5MCcIp8hQ0e6K9S8USjTFqOS6remH1FcOA4EAtQPCM2R1L5BwLpIRCrlaL4NBd9NLZ9z+tsxInNs4nb9AQFuLBAChULAmS/bMUzIyEmNMKKiddtCv34aodUjnPYZhM+ytlwGdNiCFW0iSamlkCQYCyMnJQefOnXHdddehaVNzEl80GkVlZSV69eqFzMxMzJo1C0OHDgUAbN26FXv37kXfvn1NxQ3INyzS5kXCTVj9MTjluIHcvhJ+x0vHDeT5lHCzDhgfJmvzOUn2REMQtsE1J0mVc5JWr16NVatWIRKJ4MwzzwQAbNu2DaFQCF26dMF7772Hp556CgsWLEC3bt1043r++ecxZMgQtGvXDqWlpfjqq68wZ84cTJ8+HY0aNcK9996LJ598Ek2bNkXDhg3xyCOPoG/fvqY92wF0FgbhIbre7STnJLnt8tXV1AhCG+nEkZwx1l58693ORfe3xuckxf518+wmgvArXrUCbiFJ1BKNGzcODRs2BAAUFxfjvvvuQ79+/XD//ffjD3/4A5544glMnz5dN64jR47gjjvuwKFDh9CoUSOcddZZmD59Oq688koAMYcRwWAQQ4cOlR0mawXqcAivYF01iUSNw5hKX8u1JjUJwidIJ6muewB3NznCh7h5RIhRWgEHD5PVg9oB4RopUNm4haR//etfmDlzZlxAAoBGjRrhlVdewaBBg/DYY49h+PDhGDRokGFcn3zyie79nJwcjB07FmPHjuXNpiY0ISS8QvecJFk4h8ztqO4TPkeqRaX6WnsJ+NT4y1/mdrF/qR0QhP3tgLWtB42DyCkuLsaRI0eSrh89ejR+JlHjxo1RVVXFG7U7SPckpYIYS9QaWGubmyYfALUDNzhUfBK7j5V5nQ3f4+Vp6zQZJdzse1kPk3Xb+sVqcmWV1Vi3v4j2+BG1Am4h6brrrsM999yDSZMmYf/+/di/fz8mTZqEe++9F9dffz0AYNmyZTjjjDPszqst0ISQ8Aq9QUN6y6k9SVTzvaPvyN9wxRtzUFTu08UjnyA1NaX6WovxpyLJVXM74z1JPi0kA64fuxC/f3chflqnfigoQYjwNDev5u7cQtIHH3yAAQMG4NZbb0X79u3Rvn173HrrrRgwYAD+85//AAC6dOmCjz/+2PbM2oGHC5VEmsNc9xyqo5qDMrUJ19h3/KTXWfA1UQ/N7agZEG5qbYzSEmUkJ7SrTk44tx85AQCYvPqAY2kQtRcthz1eKSa59yTVr18fH330Ed58803s2rULAHD66aejfv368TDnnHOObRm0G1IBE16hNzBJ7zlVQ7XipRbhHqTJ1kdq7kRlVXvxq47EXSFJ/37QI8cNNCIQbqHW3DqeUg87jzpjmi6YWIQzfZhs/fr142chSQUkvyNo/iAIh6H6lpbQwgw7bru/l0LfyT0CPjUl85MmyW4X4G6XObUmwk7sqE/ShQnW+LjN7aLRKF599VU0atQobm7XuHFj/O1vf0M06pDvYhuR9jfkDpxwE93aJjvk2Cl7O43L1A4cRVq8fvXq5RekpkVULWsvfm0FbtY5o7TsPkyWFWp3hFuoWQtoWrzYUDHNxMGtSXrhhRfwySef4PXXX8fFF18MAFiwYAFeeeUVVFRU4B//+Ad3JtxEpm7zMB9E+uH14EPmS94gc+9O30AXubkdQbiLq5okA3s7r85JIghPcbDCm4maW0j67LPP8PHHH+P3v/99/NpZZ52F0047DQ899JD/hSTJ3+TEgXATvQFY0PjbTshvgzeQpo4dL83tCPfwqbUd3DSGMT5MNvavXf0H9UNEKmNH7ZU2AcfOSTp+/Di6dOmSdL1Lly44fvw4b3SuY6aQCMIOqLalJ/Td2ZGtrqfY+TBE6uPHPUnk5ZGorajVbc36Z0PFjJqwJOMWks4++2y8++67SdffffddnH322bzRuY7Mi1ga9gYV4Qhu+s8ivDlzm9dZSSse/Xo1Hp+wWvO+4MLcUNvW15n0iBhu732cv/0ornprHtbuK3I1XbNMWLY3/vfkNQfjf1O1rL34VZPklibzw3k7MX5Rnm4Yuw+TlcYydvZOW+IkCLvxm/KC29xu1KhRuPrqq/Hrr7+ib9++AIDFixdj3759mDp1qu0ZtBu5dwt/fQw3mLz6AJbnFWJ5XiGeuNKfB/7WNgpOVOJ/aw8aB3QYMrfzBrf7/D99sgwAcMeny7D25UHuJm6C535Y73UWAKTneEAocKkKvDZ1i2EY2pNE1HbcPkzWzFjMrUm67LLLsG3bNtxwww0oKipCUVERbrzxRmzduhWXXHIJfw5cxoyf9NpEZbX/PRDWNlj2vrkxQaNJYHpRWhH2OguWSMf+OV0gL4/GhGpmZ3a1A7145j9zBc5u29jW9AjCDE5WP9kcyMlzklq3bp3koGH//v144IEH8OGHH5qJ0jXS3QW431SZRDJuCzNUJ5zFq+IN+tWmiRH324GryRGELqIg6Ub/XCcrhOwM7jVzXWhcIcygafFiy54kSXyM44ttraKgoACffPKJXdG5Qjq24TR85ZTAjbqYjvXdD3i1GJPqQpLbUPNwD79WTT/VgbjjBtti1I4pgMTZVWRxQLiFmiCtVf/sGEbNCO72Lh2kANIJC7kAJ/yI644bnEmOqMGz8vXpRJQVEuprF6RZ4EPck2R0npKdaRFEbcZMS0o7IUneT6dfp03jFJEE1QlH8WofZDDF5z1uV0vqG51FWr40KTcmaLPjBr36TV+D8AK1KumkgykzXoTTT0iS/E2aJMINWOYDssNk3T5NlnAUr0qdzO0IP5EKvY+ftF1un5MUsDk9/5QkkUpo70myw7sd/zlJzI4bbrzxRt37RUVFrFF5inxVN/2acfq9MSGibW5HtcJJ5Cvo7qWb6kKSfV69BHy/6gC6tGqAHqc10g5H7cBRpOOtGzVz59ETWLrrOG4+vw0yQqm3HhwMOndOkpIU7yoIGyksq8KUdQdx7Vmt0aRelrOJqVTKA0UnnUtOkt7EVfuZnmEWkho10h5cxPt33HEHa3SeIdUekSaJ8AtuCOxpuCbgC7wyt0v1eY9dQsvcbUfx9HdrAQB5r19tS5wEP253PwNGzwUAVFVHcNfFHV1O3TpuCi6Bmv8A+75Tqvc/6cqwr1Zh0c4C/LzuEL75c1+vsxPHjvm6NIrC8mqmZ5iFpHHjxvHmx6fwq9tqE+moPSP0oSrhLJ6VL81SAABbD5cyhaN24CxeaVSX7ylkFpL8VAVETbBtmiRdVZItScjTsz9KwgUW7SwAACzdfdzjnMiprI5YjoO82zFAAyHhR+R7kpyppCQgewPtSTIJ7Y2oVXhlzuiGdzgncHNPUqp3FURqwtMnVFZHbUiPn/QTkqR/06SRSCM09yRRM3AUr/oZ8m5H+AmZJslFNWd1ygpJovmbXZokg3OSAsbhCMIrKsPWNUlmtLJpJyR5dbAjQegiqP5pbxKarjWpTThJ1IVvq4Zf3SzTJIxwkwiHkOSnqhk/J8kVTZI/+wqidsPT3irC1jVJZgbgtBOS/NQJekG6v78X0PCT3kiFUDcFhJTXJLncWZHw5ixe7UniEZL8hN3mdi5vSSIIW6mwQZPkmLndeeedh8LCQgDAq6++ivLychNJ+QMzh0nVJkhr4E/kE2mn0tC4TlXCWTzyqOnX1WHW+mafC3B74iGsIbXicLNmpq6QVGNu50IFDgRoXxLhbypscdzA/wyTkLR582aUlZUBAEaMGIETJ07wp+QTpB11OgoMNGFIX2il3BsEnV9OYlaTdLLK+mCkh19rITUPNszWD2nxujkhr46ym+lI8+h0OzDCdk0S1W/f4HXd8gtum9uZ2W7D5AL8nHPOwd13341+/fpBEAS88cYbqF+/vmrY4cOHc2fCK6jTIPyCTMPp8jSSmoGzfLlkT/xvd89J4p+Jjl+4G69M2YR3bjsX157d2oFcseNEUc3ZegSXn9nCgZjTg5cmb8AXS/ZgysP90LON/tmJSrxapDGrSeo6fBpeyO2K+y893eYcsRGw2XGDblrSc5JIKHOUDQeKcc07C/CH3u3w2g09vc5OyuBrc7vx48ejWbNm+OmnnxAIBPDLL79g0qRJSf9PnjzZRBbcJd0bbpq/PqFCurcJpxnz2474325a/pjRJL0yZRMA4JGvV9ucmwSsk2X79mIkIhr+40adcIQRX9QI/G/P2sb9rLx83VMlWTG3+8fUzTbmhI+gzY4b9IQtMrVzjzGztgMAvlq61+OceA9P1bbDbNbMQg2TJunMM8/EhAkTAADBYBCzZs1CixapuRrnxt4PgpDCsjfEjb1yVN+9x83VdL/uSfIr1D6cxavyjXCk6yeT5IDN5naEP6Bu2Rx2tAMzcTAJSVKiHPa9fkTujjf9eh/qcNMX7fpOlcIt3HUB7mJiHLCWQTr2z7Uaz7zbpeacRSwi2wQ3nWikjhuo3TmLm2eE1SbsqJeuCEkAsHPnTrz11lvYvDmmiu7WrRsee+wxdOrUyUx0riLtcEhgINyAZZATNP4mahduntMW9KmU5LZ3Oyl6RUKTQ2fxqnyreVRJPiJxmKzz0MTdPXzaLXsCzwKALZokE62J+5yk6dOno1u3bli2bBnOOussnHXWWVi6dCm6d++OmTNncmfAbVKzu7QPmgikL5qHyVKVcA+f70mqjVD99geyc5JcTJfrMFkH88FLwtzOnlzpnpNEfQXhc+xoBa5okp577jk88cQTeP3115OuP/vss7jyyiv5c+Eici9iBOE8LPXMDQ0nGdt5j5tl7VtNkk9rHAlTzuJV8UZS9MMGbHbcoJuW5O8ULa6UwafdsifwVDV7NEn8cGuSNm/ejHvvvTfp+j333INNmzaZyIK7CGkuJVEHmL7Qt/ceN83tUt2Cxk+b6Ak5Zj6N9Hu66VQkmqKHycb3JNkUn9vNKTVL3XnItNEcdiyumRl/uYWk5s2bY82aNUnX16xZkxIe76jhEn7EqwNHAb7J6Pb8Ujz93VrsLSh3MEe1FzcnKlY1ScUnwzblRA5rGXy2eA+qI9Y23ReVV+Ff07cyhaWxwVm8klWqeRJWCXqw6KR9meFAbL52LazouwAPJM5loobgLCkmI73723Z8umC3I3Ev232cPbAN9TK/pIL7GW4h6f7778cDDzyAf/7zn5g/fz7mz5+P119/HX/+859x//33c2fAbbw8tNMP0Oqs+/ilyO2o77d+uAQTV+7HXeOW2ZCj9MMnVYGJf03f4nUW8P2q/Zae/8fP8nNuUmx+UquQH7/hXkuwqkl6+KtVNuWEj2DC3ZwLaTmfBhEjlYr6UPFJvDFjG179aZMt5xQp+YRD+LIj9TX7irif4d6T9NJLL6FBgwYYPXo0nn/+eQBA69at8corr+DRRx/lzoDbSD+0XyavBOHlOUk8yRWUVQEAdh0rs56hNMRNczurg/EeH2gLj52osvR8XgFHPaUBgRlTJZWixbs9/4Qn6drtklureg/s2oLOVHORVCrr8qpI/O/YwoZ3ebdj7AyZKHtuISkQCOCJJ57AE088gdLSUgBAgwYNuBP2CmlBp2ifbQmaB7hPOmosCQ1crAp+rXU8fVCGxSVusv/3D36tj1LU+mqv5rRxxw0OH/PUqXn9WHo1v1PhOxHu4Kfe0465qxllmKlzkkRSSTgScXXjNEEw453wTk3CPdwUmK2aNPlhxTNk1Q6I43FqBs7ilc8kq2l51Q4SQouzLsCdej8y7VfH+17VHF5/TTvSd8VxQ6ojN7fz+rO7T/q9sQ/wSaFr1XefZC8tcHpV2E6cGsx5Jn1WNUmEM5gZO1NVo+5VFUw4bnA2HeX7peO8yE18sPbEjFSA9lrBYEe9NLM/Me2EpHQ3tyP8iRv9jx1p0KTVGqnU5/hhMA+F7B2i9FbNaW7oLG7suzRK10xYr84bC9rsbU5rkim+nt2v6QdNtB9JpVLx0/lZ9miS+J9JPyFJspLr9Uf3gnR8Z6/hLXKnVvK0YuVJLzsj7boMW3FzldavTd3dPUmEX/BrfTTCa3M7p0vOKSGQNFLqkPBoElv2JDmsSQqHwxgwYAC2b9/OnZAf2HiwGHO2HfE6G0QtIRoVsHpvISrCEePABnGctBCHm+RkhrzOQkrj13Mtt+eX4tiJSlfS4ikCy3uSOEhVczAvMFNS+49LvSX6r6y3HC5BYXmyN0WvlOei8GJXn2G0J4kcN9ROKsIRzNl6BAt3HENVNZ+9t3Re4rXMa0f/bEZw53LckJmZiXXr1nEn4gfW7ivGPRPkZ2akY2dAEwH7GLcoD3/7aRMu+d0p+OLe3qbiuOmDxVi5p1B2zakvZEcnR5okq/jPvV3esTJc+ea8pOt+WO+0rEnyw0sQCEeiuOXDJV5nQ5ONB4tx9ZgFqve8MrcTG6DTGhmyoHYXt4v7tamb8fniPQCA689pjbduPZf52ds+SrRZr+eOdjSDiBuOG/74xz/ik08+4U7IaxbsLEi+6LVoTKQ0XyzOAwDM335MN5xeNVMKSE6i7ORaNsyOXedoBtmkSbKEH7ucVXvdq4MA36TPqiaJxwW4H79NbUGpKfdbWS/aoTI/qKG2aJK05rhmzo4hLOBycYsCEgBMXnOQ69mi8nD8b6/bbMq4AK+ursann36KX3/9Fb169UK9evVk9//973/z54JwDa8rOmGMG4fJ9u/SAr8/uzUe/2YNVxykSbKGm+Z2rEn5uU+w29xOLzYfF4Pv4K0zqTwN93pPktP1MljTxgKJ02sJB0nVs9u8rhZ2aLLM7EniFpI2bNiA8847DwCwbds22b1U25Dm9Uf3gnR8Z6dgre9eq6mN4MkfCUnW8HtdkOLY+SkcYcmbYu3E3XOSrKUW9KjLC9hsbqdVDm7u+yNS1wTYa0ccdiwwmnkFbiFp9uzZ/Kn4FD+voDpGWr50auGGdztBEEx11mRuZw0/Nj+3B22eMghZnKHyvJsfvw3hDnr1pLa4ANcilOS4gRqCk6SojOR5rbDF3M7Nc5J27NiB6dOn4+TJkwC8lzLNQJ0BYQXWzs43TUPrMFmePUmkSbKEmwfyWe2T/TCYkybJn1itxb7pExnwSkhKWL/ZpEnS2pNEbYxgwPs2az0DrjhuKCgowIABA3DGGWcgNzcXhw4dAgDce++9eOqpp7gzQLiL5/WcMMTtb8QnJCU0Sam4MJJO+PbrcGQsaLd3O53oaNGMUMMz53ai4wY+r83ckJDkLmRuZzZ9b+LgFpKeeOIJZGZmYu/evahbt278+i233IJp06bx58BDaI5HuIFfqpkyH2b2nGRnJrqMSs4zFwh3NUlWSdXBXEqqbpKubSj7GjcFUqtNzqsaZLf5m1Y5JBw36Icj7CFV+ySv64UdyTt+mCwAzJgxA//85z/Rpk0b2fXf/e532LNnj8ZT/sTrj+4Ftf2d/zN3J64fuxAnKqu9zop5XPBuJ9ufZNJxg5VDdNOV1Gp/bIP57K1HcNVb87DhQDFTeK81Nl8s0RinUurbeItXq8pPfrsGHZ77GX//aRPzM1ZzyrqY9NmiPPz+3QU4XpZ8IK25dGP/2rFhvfhkGPd9vkL1np0mrQUuHUhNuA9rNXz5xw0YMHoOdh09YW/6Bn2OIAi477MV+Ouk9ZphXBGSysrKZBokkePHjyM7O5s7A4S7eD1BcZrXf9mCNfuK8NmiPOcTS7EFIeW3N5N96YAajtTuuuQEbs4t3Urr7nHLseVwKe77TH0SZgUnJuMvTd5ge5wEH2Y+a3Ukih9WHQAAfLxgt8050oZVhnj5fxuxbn8x3v1th03p2ueSe82+Is17ynOSrCT31q/bLTydHqSqhp61L/5s8R7sPFrGfSaTYfoG9zcfKsWvm/Px1dK9mmHMLDhwC0mXXHIJPv/88/jvQCCAaDSKUaNG4YorruDPgYfQFK/2UukjLQfvRM+temnVvKK2C9xO4KrjBpe/T2lF2DgQ3BUUWSYkD1x6OgAaD/yOV9+H13GD8uBcs9hpblcd0TaNTuxJsj57L6/yz7jrV1JWSOIMr1fnTKVvkAGWsdWMdztuF+CjRo3CgAEDsGLFClRVVeGZZ57Bxo0bcfz4cSxcuJA7A17i9UY0L0iXV3bjzK5U6+tk5nZmBSO5nR7BSSoVmVNNiKcM7C4vtVdKtXaciijH2tRqB155t6tx3GBDYVXrRGKn4wZaOGMhNXscr+eOKbMnqUePHti2bRv69euH6667DmVlZbjxxhuxevVqdOrUiTsDBOEEflqt4W2XrpyThMQGUi8nrWlHLS7AVHg1vTym46KZW9hRsl59Ht56YdfYY+dhstU6ptFOOW6g5qSOn+YmPPAKwHa/J0870AprZsGBW5MEAI0aNcILL7xg5lHCY9Kl33LDg4xXK4xm0exjTJvbEby4e06Sa0lxwTXpc+MdUqsZ1wrMTPzNaimstoMqj7x4itXSHk2SjrmdneOYT/scP5Gy3Y3XmiSeYUNQF9LMjL+mhKTCwkJ88skn2Lx5MwCgW7duuPvuu9G0aVMz0XmGXycRTpIu75xi8osMt/ck8WCHyV4642aRue362I9NTrmQoZdHqs/O4dUZJ3bg1VEH4l4oO147omtuZ0MCBDOpOjfhrYd2L1QbLZJIy1VzPdgNxw3z5s1Dhw4dMGbMGBQWFqKwsBBjxoxBx44dMW/ePP4ceEg62s+myzvT+XjJSL+9dCXX9AptmtQlO6nNE3HWV+Mz73S+wFL13BIvqc31WEmYcwO6XbUpPulz2NwuFIxNA+1wFJFG1cI0qdrfsFRDJ02W+TRJ6oH1Fgu04BaShg0bhltuuQW7d+/GDz/8gB9++AG7du3CrbfeimHDhnFnwEvSqaNPN1LZcYNj9VIRL0/+j5ZW4vPFeShh9GDGS1V1FP9dsgd7Csocid8vuGlud6DopKXnnWhCVdVR/GfOTvsjZkRvkOT5MnO3HcXsrUesZ8hjCk5U4rNFeSgqt+dsH01sqPZHS507g0dvvDjCma5d7SZok+OGhTuO4eMFuzTv+1GTdLIqgi8W5+GgxT6sNlFSEcbni/McbQd6sIxdTg5vRnFLhU+tNuOKud2OHTswceJEhEKh+LVQKIQnn3xS5hqc8CkkGLqOX4RxaTbObdeEa6Punz5Zii2HS+Xx2fheH83fhX9N3woAyHv9avsi9hluV4XjZVVoWi/L5VS1+Wj+Lq4zbuw2GVQzneKd1J6siuDOT5cBADaOGIx62aas1n3BfZ+vwOq9RZi37Sg+uesCx9JRaifMfFexzJ3AaAX8RGU16rv9nePHJFnQ7AgCbv94qW6Y1o3rKJ4xnZxtmoSRv2zG54v3YMxvO7D8hYG2xOkXzArRz3y3DtM2HsY3y/fh50cvsTdTDLB8WWkY2x03cLQDrbCumNudd9558b1IUjZv3oyzzz6bPwcuoVZoPpm7Eg6Qqna/gPMmRqFgAA9dnvBEyZKaUkBifY6VxTsLbIzNX/TuKNmr6bLEXFZZ7Wp6RizZpf2dL+rUzPb0lP2AciXxh4cuiv/N+mnKqxJlateZOF6xem8RAGDWFj6tmBemtruOmdUyW89ruQftKO64wcKWKJY63aVVw1h6PhozRS2tV1oTJzFbzNM2HgYAbDxYYl9mOGARgJ20lDDUJEn3JLmtSVq3bl3870cffRSPPfYYduzYgT59+gAAlixZgrFjx+L111/nzoCXpKPL13R5Yz/Z/fpl745Y3+/r1xE5mSH4aau9GVvhVEHaebv9mtkZ5m1p3G5DF3c+BYsUwrLTXXTXVg3x66b8WFqM7VT6DXkPGvUrdp6Vo4byO7rZJ9pRh7zwZGqn4wYt+ndp4VjcVr6xFcGQcAa2PUmJv+1uMUbJeyoknXPOOQgEAjKh4plnnkkK94c//AG33HILdybcwE+TZsJ53BjTHDts06FRMR5vQHndrGtd+zLq5l4dt5F7BHT3Pa1M7ngf5R1ElWSG7G9QRjGa8/CYeAlb3Sd7iBVhujZg1E54PrNdcw07zkniedLMuXlW0tOjdi+a1Y4+Qw1HFz94HDdoBOb0wQKAUUjavZvdhjyVqL3NUJt00Z75qRvyW5GLg6HVvtrO9/JbGdmJTEhyO22f9XJ6wnBGMHmibnfu1ZLnPURTNn/zU0djAV4hifuAbIvPe40XnzmuSXJwj5Bfq28k1SpIGsC9CGazMMgzlmnJ2Gbmv0xCUvv27bkjTgmoHdZaXNEkOTTEuOTczvH0eKjVmiRJCbu+QMqQnlaenGhDet850wFthnLVVpm6mXeUvkNtWRTOzggZByJcxTOX3FY0Vzb1b9FarUnyOgfmYKmHfvFupyUMuXaY7MGDB7FgwQIcOXIEUYXx6KOPPmomSk+ovc1Qm1o8F5Xhp70Cfily8duLRWPjMRyWqdVCkofmdixzDTfLXi8/mSr7YqyWl1EvEAwEuBc7pOVVW6ptlsPmdsrv6Ga5sSRlbJbJXkfsGnrENK3ICzyb3X00ZNZqTVKqbv1g+SSyBSSb0zcap1gOkzXTlriFpPHjx+PPf/4zsrKy0KxZM1nnEQgEUkpIIggrODao2Dw+VIQjyAoF452MmG2rttF2jmN+XzisCEeQGQqa2uBu9dUqwhFkZwRNfS+W1b8qFbfYgEODuU52nHYeACTX2QAs7r3yeb1lhdfcroLTq1+qF5MX01rePUmCIKAiHEWdLB6tIN+bRaICqqNRZASDCEeiEATI0pM1DQsfvXbvSfI6B+Zg+SJOfjVDxw2Sv09WRdAwJzMpjCuapJdeegnDhw/H888/j6CKDXkqkS77c6Skyxu7vTkyv6QCLRvmuJomC8XlYVzwj19xTrvGWLb7OACg4IT84EizdcLO/S5+bovlVdU459WZ6NS8Pn55jP98CmnHzNtJ7y0ox6X/mo2re56Ksbefx522UXKRqIAXJ2/gjtcsenVGTZthf62QxyjtJ1jrYG3UevJqklbtLcLR0ko0b5BtKj3eEnxx8npT6XiBXSNPwtyOjWcmrsN3K/dj+uOX4sxWDWqe5a+rek9cPWY+9hSU49TGOdh1NOaSfcTvu+POizpwp6OH1NzOr2OrWVJURvK9C3ApvV+bhXv7dcRL13STXTeTP24pp7y8HLfeemvKC0hA+ggMUmrh+K6K2x3RpNUHNO95KQDM3noEVZFoXEACgJ/XHwJgvYzSRZO0Iq8QVdVRbD5k7nwKubkd37OfL84DkPhm3Gkb3D92wt1zSPS+sxMmskZRBsDfDqTv4DfHGGbJCPGP5z+tO8gc1mpf8d8le61FYBEvvnIwyOe44buV+wEAH8zdGb9mt7ndlsOlOBmOxAUkAHj5fxsl6dmzX09qbvfDKu2xNRVJVU0SyxgtcwFu+2GyfHyicmi5Gdfy3D3jvffei++++44/JR+SLgKDlNoyqBvhguWOY+nZ+Y3UVoiTzKt80BBq4+q8iNvWWVKzNSMBXfe2E9Z2OgmqCUl2V4skczsGO3YltXFPktvzNj9rjtXwIr+JPaOpVVYiVrJN5yT5ERbHDd55bmARyszMrbjN7UaOHIlrrrkG06ZNQ8+ePZGZKbf7+/e//82dCYKwG7fN7fRWwb0c4jJVVoirag4LsOwC3NrjMvysSbKaNenAwSsMWj3Hx2/zK73vrK7MsPoC8gJUln8gEOAu5FSdtOrhdHfp5eKcHd/Li9ybddzAsy8oIPvbBpfj5h+VIdUkub3g6TSpek4S/2GydrsAtyEONxw3jBw5EtOnT8eZZ54JAEmOG1KJdNGqSKmF47sqbldFO+u+nd9Ib69BfGOwybhtPUzWz1KSRayY25lKjyusjfvKLK40OjF+KKPUq2ZmzkmqvbXWGD9Mpmszif6Zr7RqgxAvddyQYtNKQ1L1dVhqlZd7kpiEOBPpcpvbjR49Gp9++ik2b96MOXPmYPbs2fH/f/vtN664Ro4ciQsuuAANGjRAixYtcP3112Pr1q2yMBUVFRg2bBiaNWuG+vXrY+jQocjPz+fNtiq1oC8hNHC7I9Jb7fKynmWGjEvCbP7s1ST5tzFa3rtloaSc9kCod9+JNqSrSXLB3E4N/j1JUk2df+stD2a+Ndebe1hMbq9A2yXs23FEg1Hfo5ZVS3Xage+cqi6zaxtOCSHM6RvEzpK2mbrNLSRlZ2fj4osv5k5Ijblz52LYsGFYsmQJZs6ciXA4jEGDBqGsLLEp8IknnsCUKVPw3XffYe7cuTh48CBuvPFGW9InajEuLD9JB0M7N53b2dFk6DhY8dPg42chyWrOpPb1vBozU5NXDscCuluSHGhDevlxwxeQXj1jFWZr434Jp61AkkrWZ83d6PW9sDoRxxTerpHH3E6Gf4aD2o3FcvZKs8bSBmQLSDa3GVs0SW6Y2z322GN45513MGbMGP7UFEybNk32e/z48WjRogVWrlyJSy+9FMXFxfjkk0/w1VdfoX///gCAcePGoWvXrliyZAn69OljKX0fz8tcQRCElDORZMVfjhv8bY9vtjOzs/3U5rbotuMGWdoWEnSiCelqrtQ0SRbTU8aolj5vFyifCNQOzAnjteXtGfDgVXnPSVLD6En7943YX1C1bYoiLXMzc7AMjzZpMVVDB03LDYUkFnNvE+lyC0nLli3Db7/9hp9++gndu3dPctzwww8/mMhGjOLiYgBA06ZNAQArV65EOBzGwIED42G6dOmCdu3aYfHixapCUmVlJSorE25tS0pibnuj0eTD7wRBQDgcNp3fVCQSSZRDOByutUJSNBLl/rYzNx3Bwp0FeCH3TFWHB0lIWu2vm/Nx6/mnqQYLh6u58mFXvdx4sAS3fLhEI09hRCLVltILh8O2tR+pDbobbXL1viL88dMV6NisLr5/sI/uYZqR6sT3C4fDKCoP4x9Tt+Dsto3wx97tDNMSJKqH6uoI1/tFJc+yPJdfUiH7XWXwjaqqtO9Fo/xtyCi83iGRgkofXV1drRvn4ZIKvDVrB/7Uux26t26YHKdiZD1RKW+L4XAY0RpHJhHGPqNKEibWBuxTgYUjUfxj6lZc1KkpBnVraVu8RqzYU8j9rSMR9rpcpQhXHdH/rlJ+XKvu/p71eZb+TTouqhFrR9qHtK4/UBz/e/yiPNx7cTu0sni2T7QmTxHO/llaj6uq9MeeqJAIK/ZT1RzfVWT+1nz0Ob2pTFNu1zhmph/yM9LxoKoqHHf1zkowELBUHnrPFpRVad4Lh43bbKXkPk//wIJRPahWmWcpw0dNmAFwC0mNGzd2xNwtGo3i8ccfx8UXX4wePXoAAA4fPoysrCw0btxYFrZly5Y4fPiwajwjR47EiBEjkq7n7d4DoL7sWvnJk5g6daot+U8VducFIVpZ/jz1l1rlOSY2H4pV6Q0b1mPq0XVczz+2OPZs+FgeLm5pvOZQUhKCuAY7d9sxzbp0uDyRLxYEQbClXorvo6R7kyimTp2KTYUBACEUF5cwpJcc17x587CtruVsAgBOlCXK0o02+dqaEKqqA9iafwIvjp+OK1prf+/NNeUk5m3uoQAm54Uwee0hNC0wPoi1WFJPtm3fjqkVW/UfkLBrT6K9spTLuxsT4QFgzty52FxHO/yxCkCrbh48eBBTp+5nyGXs+UgkYphHaZtRsmLZcojlLLJq9WoIe7W/zbsbg9heEsT3qw7i7b7Jg2R+vrw8lEydOhXb98W+7969ezF1ap5u/gEgrxQQ3/nXX2ehYZbhI8wsOBzAd7tD+HLZPtX3sZ/Etx///VS00KkryvCbN2/G1OJNTKkUVcqfXbduPerls/XPT2v0Yz//PNVAy1DTn1eFDevlpkOJNq7GrFm/obHOubnKvvbeD+dgWDf1CZl0nNJj4cIFADJQcbKCsU+MxSlttxXV+mnlHz4cj/vQoVhb2bRpE6YWbtR4Qj2uP41bgbf7VsfjAIBjx7THRGOk9WwTphZp5Sf12LlX0qf/wjMHi5WJEDXuZ9WeE9F7dvw27f5y/oL52F1PPyVpO9++fQemVm7jypuU3s2jWHo0kZfi0lLdvB8oS45PGf54ofb4w59DDcaNG8f7CBPDhg3Dhg0bsGDBAkvxPP/883jyySfjv0tKStC2bVt06NgeOF4gC1unTh3k5l5qKb1UY/6kjUB+7HC23CFDuFcx/EwkKgBLZgIAzurZE7nnt+F6/rHFMwAArdqfgdz+nQzDf5C3GAfKS+O/c3NzVcNtP3ICI9cuYs9IIKAZFw/i+ygZdfvFOKNlA9TffgwfbFmFBg0aIje3L3dcl1x6KX7Xor5KaH5GbZ4HVMa0IHa8uxHS92l62unIHXKmZtj624/hP1tWxfOWN2cXkLcDADBkyBBDbey7OxcCJ2P7LDt37ozcAZ2Z87lh+jbMOpgXT9uIv62fAyCxGnjppZehU3PtkS2voAxYvVD13mmntUZu7lmGaYplGQqFkJs7WDfs2J2LgPITqvf69LkQ721eKbt23rnnYkiPVprxjVg3G0BstVCtfH4uXoN1x49oPp+bm4uds3fil/070bZdO+TmdtMMK7J6bxHe3LAMADBgwAA0b6Aze+Zk3bStwO498bw5jbQdXNC3n6o2Tit8l65dkXtxB6Z0DhVX4OVV8+K/e3L0z1r9WG6uftsTn8vMyjSsl8eW7MUPeVs07/cf0F9XM6TMY3G0DnJzL1MNG40KeLxmnFLj+z/3RvMG2Sgsr8K/1i1Bdk6OZlxqeTi1daLdllaE8ezy2ZrPtGrVCrm55wAAZpSuw+qCw+jWrRty+7bXTUON3Nxc/Fy8Bqhpb82aNUNu7gWG+TZKp2vXbsi9SD0/qciWmdvx64HdAICrrrqK+SDneH3OyDCsz2rPiej1K+/vWgRAvX+++GLj/uFg0Ulg1XwAQKfOnZE7UH+s06tPY+8fgPNfS9TdBvUbIDf3Is3wmw+VYtS6xbJrynf9ZN8S4ATfofDcQpITPPzww/jpp58wb948tGmT6DhbtWqFqqoqFBUVybRJ+fn5aNVKfeDMzs5GdnbyoBUMqq8SKc0FazthiTo8IzNTdvBkyhNJrNxlZIRMf1vWZ5UDtNYzmRn8zczJelk3JxuZmZnIqMlXIBAwlV5GRoZt+ZRaRbndJkOhoG6awVCi74iVW+J3KIOlDUmOSQjqp5WcN3naxsjzYlSXgyHtuhnkzCvAkEedospSeTYY0s+/1L5fLVwwoD8ByczMREZNGQcCbO8bkHwTO9sAAEjPeXa7HfC+SyjI3sdmZMi1YiGD78oWZybjIp9x/xYy8BrCWzbBoHaaRs5benU8BQBQdqhmq4DAVxek/XnIQBkp7fuCNZP1IMd3lZKZmSlrb6ztyYgMG+qKnwhKhKJQRiYydUy9tbBSHrrP6iw6hELGbSCUkTBvMzN+SKmbo1DRB/TzHspInuMrw4vjRY/TGmLdrnKmfHDP3jp27Ki7erNr1y7muARBwCOPPIJJkyZhzpw56Nixo+x+r169kJmZiVmzZmHo0KEAgK1bt2Lv3r3o21d/5ZstfctRpBwVYX3b61RGuqHayoZUu8VG3mrmdL1M2sxuMh4785lKxyRJPRlGooKhkCR3Ge1YtlQxSs/O86msehcy4yHSi2qjt6/KKlWRWug6TwW/NXej/PC2WzsOF09EwXlOEkdiPOOkk06A9Kht26ZljhtMlJeT+8j1PjHbOXh84Xmw85wknrGGW0h6/PHHZb/D4TBWr16NadOm4S9/+QtXXMOGDcNXX32FH3/8EQ0aNIjvM2rUqBHq1KmDRo0a4d5778WTTz6Jpk2bomHDhnjkkUfQt29fy57t0pVKyVJlrNOrPT2QrJFYeK3aZIKohtg/+OktvXQBzjvoSKsHS77l3u04XYBb/EhGqenN9505J0k7QTWrE+OBkf8cmKQwidiMA8NZ73aV4dQRknjqshOtmzVOO7zw8cagV+9Y8yNO5KzI5GYmqlpPeNVF+2mcsgNp3TBTpk6Wh1594V0Es1pflAK8HdVP7Lt5xnxTLsDVGDt2LFasWMEV1/vvvw8AuPzyy2XXx40bh7vuugsA8OabbyIYDGLo0KGorKzE4MGD8d577/FmWxUvzj7wmtqsSZI2SivnFrE+ytoJ+E1jqSwbs5MIO9uPn89JUr6mUpPE87zbGjOjYrVTK8LSbnhdgLsBtwtwiRxjd7WVLmL5HUtnjtpQbnYu8hnFwttH2nFuXuIwWc7C4pmoBlT/NIpWO4wD/Vtt88ArfRtT5eVgcehrkhiel4SyWhWUn92WxY6aKHjWwW3zXTpkyBB8//33XM8IgqD6vyggAUBOTg7Gjh2L48ePo6ysDD/88IPmfiRe/DwvcwqZJsnDfDiB3NzOPKwDnK8n9gxY1lLUEnM73mKQlluEoRCsmNtZHQ+NBFk76zBLVHrpqbU7QzMog/s8dZy1KFi+uVkqq2vnIlZanakE/UkYu7ldgCu806TbN3QDU+Z2DuRDRC83LN9fOo7bfk6S0X0OTRfPIoZtQtLEiRPj5xulCunY5FPJnIMXmZBkxdyO8VknhSSrA9LeAu1NiaI5oajOzisoM5WGIADF5WFsPFhsHNgwLv9KScqBTNrBsuzpcdPcLnn1TT+8Xh12YgVXLzshB9Jj2XPB+55qp8ofLDqJvGPm2pGUlNIkpUj6JRXVKK2wdl7L0dJK40ASdPckMWZcjIJ33yDPar40l0aH17JpEhJszS/VDMeD04okQRCwZFcBFu04xjUORaICVu0t5F/YkLwQa3JHJOff8fRXvOOqXng2TWJy32gbRqbXHIfJ8miSuM3tzj33XNlHEgQBhw8fxtGjR20zgyOcQ9qga9vCkGxLkiUhiVWTxBaf22ad5VXVuPRfszXvi28nOhyoCEdxorIa9bP5vfD1G/UbSiuqMfHBvji/g/lFEm81Seb3JLGYq9lpp82LsZCkfc+JuYmu4wbVPUnuFRhrUvIDM2P/XvT6bwCAda8MQsMc8x6dUkpI4vg0yrB29Ik86eeOmY/5z/Q3ndYN7y1C3utXM4e3Y2IfN7fjfE7e37irKZZyvKwKWw6XoEsrfbfRRjhtbDdn61HcPX45AOD928/DkJ6nMj33zm/b8dav2zGkRyu8/8dezOlJ34d1ofXC12YlnucoEN5xVV+TxJmeQfiFO47p3k9a8DNIm02TFAvkqOOG66+/XvY7GAyiefPmuPzyy9GlSxfe6DyltgkJLKSSFzFeBMn8wpJ3O1YhycHCFATzA63RqqfYQZzXvnH8WvHJMLeQJEBAaey0QszacsSSkJSqphz85nacmiSLUwSjQVhXyHNgdsJrbmeEF9VGWWbSb3qoqAINW5kXkpzsU9KZfcdP6t63W2uq792O7RuLcVja+2Vw3+73VuZ1yc4Cy0KS06qkqesPxf/+ad0hZiHpw3kxT86/bDjMlZ7McQPXkzXPc4TltXbRD86nSzQKPWMjX7nZYbljxtyOW0h6+eWXeR/xMek3IDmqDvUYv5rbuT2RM5pYi2WTnRFCVkYQVdVRU0KKlxoSOzGqK8mr4Nr3jJ73Wzm5LZzqapI83qDN2h/K7O6TflsrT59VD12svKstjht8XFp2mtvxm0zxpwWwOG4wMUZwP+E+2ZkJFXZmyPk+SOYCnEP7EX+eo5/kF5J0zO04NUlG9dbIi3CSdztDcztjxDpscCyaDNv2JKUifpuwuEFtfmW5kGS+s2OdrDm5gdtKzEbZl95PeFCykKANpFK9lJYVr3e42uzdjgW9gZPx4Hnm+AAwLbtye7dTaAalv6OpYy3nS1PG2oId8r5ZF+A8wgxPNtm+of0f2mmxJVtyCGm2yoGkWpit03IX4MaRWDHBteAYMQkmR64cAnqGkZCUZG6nHyGPYwlHNEnBYNBw4hkIBFBdbXDEM+Epfl7Vtopdr8OsSWLsu/xWztIVGt94V/WwjHiLQJpVFiFDbaM/K9yOGxS/jb3b6cXlruMGtfHFatuxfxKYvDor61OtapJSSHBx0gzM6fSdxk6tqCWNnRntj8/K1ekxKjsjsTqTlcG+UmP2u/C6AFc62/LK3I5NCGE3t+M9j9IWTVJNJI6ckzRp0iTNe4sXL8aYMWMQTaVlNKTW6rVd+NlEwSq2eZvzgQtwK2eA8GiSrOC3wdQpksztpJoDhkLwt+MGdzNk+54kK5mpgVcYjCgcN1hx8a7Eza/h5rf3+7hjt3CqZ87Db27Hl7YsvJGiVWpVYND+eE2L7cKJxRopUu0Rl5Bki8moMRUK73k83aSdlgJsQoj632oYapJ04jZKWzNMzb+OeLe77rrrkq5t3boVzz33HKZMmYLbb78dr776KnvKPiBVN4tbIcXkWC7s8urD2oBYOyC/TRCkk1FxADJTXH57L7PwnaUjf2cm73bSzazcjhusYZSareckMYSx3XTIcBLI4S6XMZyeJskqbg5JnvqI8NnYa3dZ2KFJMuu4gUNG4tO01gKtlBrSPUk8QpJZpFWDpf+tCCtdjPPsSWIOCkD/G7PtSWK3mjA68sGRQ4RNmNuZqhEHDx7E/fffj549e6K6uhpr1qzBZ599hvbt25uJjiBswcqET+pVym4X4GawErWhWawsrJietQEwlTesG61UyiYdgvy9WeqccqO/mxgJZXpCniNjlK55nzdw70mSLDTZrUlyE1c1SSaTsrqRnDkd+6ICoF+XWftKK31zPC2ORxMux9Uf4lmptxOnze2yQlLHDe5u02cp0woLZ1vyLsrpLaLz1kOjpPnN7YzSZzcHdExIKi4uxrPPPovOnTtj48aNmDVrFqZMmYIePXrwROMbUmg8sw0hRQd0FswKLYt3FmDQW/Piv1mbj9umSqwY5V+uSYqh9SpvTN+KWz5YbEu+9PBSq8s7CEsHiwjD+GXG3K6wrAq/f3cBxi/Ki197+ccNjDmUpMeRNzNUSTYVV1VHMXNTvkF6fEKZHXborLCURVV1FE99t1Z2bYHkvA+rfYKbrcD6niT2CJQhWZ90q1uwu//RW6hiTcq04wYewUiSzyM1R0d8tXSverx82QAAfLY4z8RTcpyUkaqqo3j1p02mnjVbY3gXF9+fs0P228lzknTh1CQZwW1uZxAfjxB/uET/SAApzELSqFGjcPrpp+Onn37C119/jUWLFuGSSy5hTsiP+HSO6yi1+ZXNnjFy20dLsOPIifhv1lWGc9o2ZgrHUs+aN8jmfkYLw+yr2KFrJffu7B1Yuvu46j3pM07bjfsFAfJvw2ZymQjDOoi8P3cn1u0vRklFwhHOZ4v3MOZSkrJBcrqaJIb4Z2ySn3Vx/+cr9PPDEKed6L1Dl1YNZGFYJiy/bDgk+y1AwJ+/WCn5bREXByXLAp0LWdXLo5/NfVkXyc9r11j2+y+Dz4z/nVjAsqBJ4igjUdjPKyg3nZ6SPTbE5aQmSdl/NauXxf6wDdWP5dNOXnNQ9tuK44aWDbM1Qor50WtvxvBUVUMX4ErvdjYsmIlxKJ1h6MG8J+m5555DnTp10LlzZ3z22Wf47LPPVMP98MMPzIl7TTruSbLTRMpvVCs2VJuFtVOux3n4qsjO13IxatoWfFBzGB0ALHy2P46XVaHPyFk6T7JhJLBI+yYrA3G6tB+59lXeargdNzCmWVZpl5dQ/RStTpR5NwbrapJU6q3xZl39AFptOSMYwE+P9NOPXAXl4Krn1MMMbrYod83tBMVvxud042RPzzAdllVoQWDeJ6F/mGyC/97XG92GTwcAXHt2awy7onPiZiA5PBvs4yCf90eWvi61xgRle+Y1ATODtITMFBeXJknRP5/RsoFueLPtTe15o7pgpElKjls/Prb8xQKFWUxAamCe5d1xxx3ObKRyidomEJilNpdDRGJQa+U9WTVJZgeEUDCABjnyppeVEUTd7ISXHSv5N/ZulywleV0rvEyf2wU4pybJyz0rRtmzOlHm3aCu63LcxeGlfk4GMmr2HwQSqiRDDAdqi/lyE08dNzBitn7yOztgW+xgraP6h8kKquEa1ZGPCaYdN5hYlGGK18a4eHDTSoHPhNR63XR6PmanqSZLXrlcgHM6brCjvxKniOEIh1kga8Dx48fz5sdXqH38FBgjbMfM/ohUodqmUZ/1NGYrqXm54KCuSeKPR7ZqlCatSfmWTJok6d8uNzqj5KwKLSHbN98qwlu8z5I7nklYkuYo6b7/TdgSabmn9TJbTvqTNvtgyU5EEBBkrCtmundlPZSfp8OuxZJix2HLibgYwrBHx46LQyVPk7CjrZqZsvD0V7yLDLrmrUzaVvbw3Joki1YFUngO6HXXlYeHqJZfeszrZNTmV66WrA5Y6cCYV8dZTUYYw9k1FhiPixLHDTzL6JzpeBUXN0bngyT9Tlzx/zlJ+gnq70kyrpH8QhJXcMeESrVcm0lJmT+r6zRuLjYoi9bOgyethGV9zur+Cd7wPOXDam4nP6dIOw6eeuVYDfKoj3ZzOZHnG5stDitHQgC8jhvk8VvZ18M21kk1SfrheccOoxJnKUkxf1XVSrfq2qSPkKRShLVZYNAi1WyGebBLk8SKmQmNeLq3kSDm5GdSG5jNpVc76hKfXb7S3M74GZ6zI+zGKDWr5nZGZ13YnZ4TcJ2TZXDfrPOYePwuFo+T5z0ZwZqUeXM7+wU+vk3pbPHoLURI6yWXGRiHeS+XFpXRJDGVcdsE1dSeJAvxW9nXwySEMMYFACFWkx3G+Hg0nVUce5LSR0hK8cZrF07ZK/sB2Z4kF16OffNxImBOZmzfkdrEzC4TPKOOUGVLkud1wUtzPaNi17MhZ3JcIAni9CDM6xFIbxLKMkHl1iTp3FN1AW4Un9EkUOPjqhoWcGoF1eKJpNBAo6yL/NoXnifMlYu+dzv7UuPdb2GEHYfJSgUYP9Qqr6q2HWXJillhlC8N9b+dgNexji4MUUkXiYyC8ztuMLrP3oZ59iSljZC0Iq8w6ZoTWpWjpZX4fHEeik+GbY/bDrzo5w4WncQXi/NQXmWXxy51eCq+yELJGSciLIPhsROV+GXDYcNwSkRNktluPxIV8PWyvdieX6oZxpy5HT8pNB+0FWm/wb8nyTj+8qpqfKlxVgkvRgOH3uGBLKttvEKSXnmZ2nOh836bD5Vg0uoD3HHypJdksmb+3Mek+CrC7CYh5tJSvgtfg/553SF8u3yfSc+YbOHcWtlnyQ9PXrTq8vGyKnwuOftMbcEq/lsyOzPqZ96TnKUze+tR7DoaO9LCeBFB/74Uo9ePRNVbYyWHaZMaLHn8cc0BrN6bPMfjhcuE1GQaq/cVSeLgj4Wnn+TXFustStg71tl/mKw2Jyqr8fniPOSXxM4C4xEe00ZI2ngoeVLpRP9756fLMPzHjXh24joHYreO0p2xG/z+3QV46ceNGDVtq6PpRDhWMYDY+9/+8VKV68bP3vnpMo6cJcjKUHjUksDSZXy/cj+e/2E9rnxznnFgDZxw3OCLpU6T8G7cl5vb8a1As7S5V6eYO9xQFYPk9DQfdTJDmvdEnN6TZJR/vfiGvD2f6zm2PkP/vlVNkvTp0TOc7S+VVZdXINl+5ASe+X4dthzWXrARMV0seuY/Ju+phzd+gGtipdEsHvxiJUbP3Bb/LQ12WpM6srByxw3aaS3eWZA0tvYfPTf2nJFVge5dOUZlNGG5+sLOh3N3qV5nxUgmWLuvCI9NWIMb3ltkKR3AHXPgeduOStJzNq0kbbGhZYHOPU7TcqMeNcQpfViQ7zB88gYM/3Fj/Hev9k2Y000bIcktNh0qAQDM3Kx/8rxXeDGXPXaiCoD8ZHonkJ+TxG86Y3RdysaDJazZksUnTiqNJuZaeVi7v8g4PYP70pWo+J6kdHbcYIig+Yt3Ys0SftaWIyyZYsLQREGSudMayydpjesaH6zIawqj953d3KAtfe/4gcqm6qD8Iet7khLPz9/ubH+ZPCE0l/fSCn4LAdaUdCeturf43oVtTxJ7nFkaM8BleckHc395X288deUZ+EPv9rLr0rall/TOoye0b3IwauhZAIDWjXJMPb9mb5FqGWkdRs6KUbHvK7Tv8Fv39ySZ0SQ5F79eeBaPcFJBysqYPu7uCwAAX93fG3++7HSm+PRu/6qYj/81twseG9CJKS9pLSQ5OTFz4UwyU3i5J0k0NXOKao7NeID2AOxkuYgDn/qeJOPnWcIYdYxqddNrIcXL5HmtvOQ25SwmCHzCu9WJtixtI82HpMk0rJPJHT//niTtDKnvSXKmZkhj5dmXlyRWKC7YugfAYexy3MBrcmp33Krp8WqSav697cJ2Onlhjy+bQQsLxAT0izufgkcG/A71FYeTyxw36JSglkAG8JnbtanRZNXPUT8Zxuw3tLqlyOgd9N6fFy7vdjY0dad7i+R9h/op6t1lMf+VatJZHS1c2LFp0r0rzmwBALio0ym4+fy2NeEN8q63AKeohPWzM3FX3/YaoeWkt5DkYBX168G7Xnq3c1xI4jW307pucxmpTciM6odW3bRlQ7AsDvOr6LXZU6IWgqAQehiekQ5ULBMt/bMqOFcGjfYkSeJTyjss/aMVAdMO7Igu4eGRSZ2gezuVHDcYOaFghdcNfuw3W2p67cXO8VvMjrQ+K9sDzwSadazTaz6smqTMDDZ346yZsWJh4QRGyUoFUt4FJq9bq9OaJOWiDavgogabJkk6NrIJNUavw7qIxdMf8JRhegtJDrYQXte4buGmZxUl2Rlsq2tmqeZ03OCFJkmsFmq1g2VvDIuQxPNdLZnbcT/hT4xKNHmCJ/3BkACn9lZ3YshZ6EZzBmkbSKpa1mUG3fSUqNV/N/ooS5okxW87XYA7vdCm/BZm8+7kN9Lrl2w1961JR7Z8pCh/J4QkVvTSztTVJOnnWdrmxLFFe1zkF4btwOgdpGXNc0ioGnZq8VkwU15OHiarV9ZMmiTZlgeDtGr+NZrTWDOHFuNQ/OZ4Nq2FJCfhPyjLHbyc2OZkOq1JkhrEGofXbHR2r3bLVuu1ze3kz6hft3veZMlxA+fkXz8yqxG4g6CYKrB5/JEOHMbhzbo9Vg1vkJ50UmBGS8m7Emr7HMRsfGrCiMU2ANjhuMG9hmDVBbgIi4mh2fcyW5z8jhti/+pqkjjm33qCixS9Jic3tzOXFk8xBI0mowaRBQLO1F+jGLMkQpJVj5Cu70ky8QzfniS+9PTuVzB4KZSZ2xmlVRPW6H0ScxQ2zRQLPAtQaS0kOdkefCojySuayx1ClsPmdrz7ATTNChw1w6z5V+ee7vM2b2/3i8LT1+ckSf8WIKs4bB5/FM8boLtXndvcTh+p8lU5cFjVevFi5pwks0jj5dGmGu/xShFpH+7uSTKL+XOSzLUT2fEIir6Wb78KW1i9yZrM3E6nn8kMme/E1YRCsxYWdo9NrAlLy4llIq+H24ddm0mPp5ST4jfS7ujcrwhzmtvZpkmShzeKjwUyt2PFwfYQiQo4WeXsORdmcHsIlw4WbprbWTkc0FmHHqImyWhPkjrSx7QmZFwrKlb2JKWK+scAXrMmQeNvzfCCPfXSFIaDYiKAmSmOnXXAzfTV3ptNgFUIFor0rX47N+doRu/CSkU4aigcKt+L1Syq3OQYyl2OaqvaFvYkAcDJqoilfZsyF+AuaOKMJqPGk171OY9Vs1GefZXSibyZ+Zfb+2zNJBeOCAgzOqmy09yutCJsmG5E9i0Myl9Fe6sG6xyF59uRuZ0PKKuKoOvwaZi0er/XWZEhVyQ53yE88vXq+N9Oa5K+XbEv/jfThIfzulnU4jOraZQ+d93YBRrpcXQWFvYk1RIZyZC//ZQ4t0ihSGL0bpeA/6wJ7bjUUK7mGn1X6eRWaQ7L5sjAOIgVrGw0ZobD5l0ZJMnczuJhsm6uZPOeoaLFg/9diavHaJ9Jpca/pm81nHBtPFiMATXn/aihVz8/X7yHKz8JTVKCJEcmHOWzLf8Eug6fhue+X8+VDymsjhv0i1E/07LDbC3uSfp2xX6s2luUnIbuU8koXZrz9AHixPy/S/aYmn+5v4jM/8yBopO4bNRspv1TSdpiC284bmEeLjVI9+GvEvO9n9cfwr7j2u7ZWfPCOkfh0ySRuR0TbggJT3yz1vE0eHB79f+ndYfif1sxC2CB14Wx1mDg5EQlPvAZaZI08iAdODccYD+rSQsre5LsxOv09ThUXBH/WxDku5LYNEmJv1nqlp2OG4zCS9N65qou3GnZ+tkCwLArOqFLqwa4uHMzO2NOQprvhOMGBoHXsDwtapIkfzttCWuXuR0AwwNl1eLeqzOBAoB3Zu3Qj1Pn3vYjxgfcShEXC0LBxJTIirnd4l0FAIBvJAt3vEiHCL209bR4PN807rjBoqBvlU8X7Jb95lmGEsvixckbAPDPv1LB3A4ADhZXoKzK+HwypQDNagKnxaHiCpzk2Pf136XaixViXpjN7TiLSrYAoLjHs0id3kKSjydmTiFfBfcuH04g86zCEF7LztvucpHGJ47BpidADA+a2cBo5pWlz6STO3CeNqQsl2qWTe66miRe8wn9++Igfcv5bdG6UR39wCbi5yGAAP4yuAumPX4p6mbFzmqxc/VQ9pzkQbODsOozKdQMlJNhJxfQXDfN5UxObJcZkoU85UTK7f1m0tVuvZStOXpJfl+t/sdsW+c+JoAzXd5FKD1SaEshkzaE9+xIluLjcUqWzeBUxNDcjnWOogigFy3P/rn0FpK8zoAHePnOTs+jue1vNUrDyWzqNU4Wb0ZMLsA58wSYE3Jc3DrjKFzegqDMq8EkXnGbRUiyVZNklFZNYsFgcjkwLTQ49OWc1qJI8x23eWd6TjsewIaVaBcbgp2aJDNYLiq9dsIZl7ifVToBTHYBzhmpDYhZMKtJ4iFoMBl16/WTfQ3op8x7Dp1+XO5+ZCvJsYzZyvHGcDyw+f31DlVm1iTFH9BPS1lPpO1X2ZbJcQOhjaD6Z62Ax0c/oNOh2t5RJuITx2Cze1nt9ppoZU9tbXHcwAuPJkk56LCs7Nm5Ym00kIobbYOBQLKQxJANWzVJat7tODV1rNilSUqK1+PnudJSJGbd6YSORsOMls5Qi6iXHl+C4vERmVIhyWKcdsAyQdQ/fNogfpU2p+3QyNz7mzhYQJGuQWhJAMt9p8uf2EqbYzGLrFYEMnSjzZAuT5b1zgtTO5tMDeY9SRyaJB7SWkhKJxMhET+7WraKtMNh21/gviZJrxCkWiatqsl2mCz7G1g4IsZWvGyLPKp3QZDXLaNcK++zaJKM0ucKb3BfzE4wEDDlwtepr+Z0XyHNN5tRU00IA+2Lde2IRMPlYn8JWP+WfjJV4tYkqe1JSvJuZzFTJjDS7gAGe5KMHDeopKUVnVddNE8fy31EgiK805qkZI+S5mHJq9TjLxMsC2McuWbRJLF6tzNqf0lCkt6eJI7V5vQWkrzOgAfIz2ypXSXAu+HUrcFAtidJ1CSZXOdgWd3kyb4lF+C1pPpwTUYFyLWxnB231ZVO/j1JBqYq8clhINmbl4WFBjOofQZeIdRUujZqktw217EC7xkqRti9Z8ewj7QxuUjNZFK6JynZ3M4DTRKDuZ1d5rmifGj3vID7iAVl8kbaD8lt6+Z21p7njd9KWbMcXK1sk8b9KUufbxgkjr4mKYZR/Uj0z86ONVqkt5CUOuOZbdQ2wUiK7LRnlhURm80KWEick5R8T3ZNIwvKDsXqxCQRHX888hU8S9nwFF5xVfbehvby8vu8G2mT0uZdGDQIL+YvEFA5TJZpVdE+ZDbkju9KkqTLsyfJSCi2mBc3m1HShM1i6lbMvuyGN71wzQpbhmSlwC7HDdbOSjJexNJzycxjbhfXWnmsSeKV3aXla91xg7MvqYzfyvDNktewUkjiXNRTDWMcJI6ekCQmZmhux5iu8j7r/m8j0lpIYiUcieKFSevx7xlbvc6KZQSNv2sDPIPYkZIK/GXiOtV7v24+ghcnr0elxdO71bC6p0hpbqe2muSWVkg6OH28YDc+W5THHwli381NUxbWg/jUECAoBmW+562a2/GyZn+R7n2x/oQCyZqkFXuO49mJ61BUXqUdgdOvo1ExDxadxMNfrZLdfv2XLbKz0vTjlfxtYaVyw4FiebSW9/WYf3bX0RP4y3drsUtxzowWS2rcVIvoaeIFQcCLk/XP/OEXIqxqVe2LOSLRqIqYWTRQI8xr8iSByXGDxr1FO4/h+R/UxzjVtKCfllum+sp0jMp9/o5j8b+9Osz5jx8vTeoL1Ji95Yjs9+TVB8wlCDbLmYhyT5JO2KrqqGXvq0r0hKQpNcfDGMbGqOlPylcAmLvtKK4buxAFZfIxjGXbQjwsc8haCssHX7WnEF8u3Ysxv+3AkZIKw/B+JpVX/I2Q70nS56nv1mLutqOq9xbsOIb/LtmLCcvMn3EhRT4f09uTJH1G/Q2S7ORVO0r2j8y6SsPCy//baOo5KwOFGdbuK5L95vJuJ8jbkOFGWMVtbhtxZXwG95Xv8sHcXfrx1UQYDCbvSdpwoATfrNiHv/+8WfN5p1Zejb7Jw1+tkp3BBgD/mbsTz2gsfCiRe7cTr/E9BwDP/SAXHCzvSbLQEv/48VJ8t3I/bv94KVP4f02XL/rppTx321H8d8le3fj0zH+cmGDrlTW344aadpkZCqJf51MAAH/s014exuQBQlYW21hMQbWE0z98tBRr9+tP3KVtPuDQniRur7NKTZLB8+/P2ZlIy+IZT2YXORbsOIZr3lE/3F3KA1+slP3+YskeU+kBjJokjvHmK50zjaTwlJCeMLJs93EAwMxN+bpxsFoVJGuSgDs/XZY03ov3WEk7Ien7/3cRJg+7OP6bpU1UVidaXpXVI9U9xGjTcarDs5K51eDwQwAoOFFpJTvqBGT/cJNkAsL5Ee+/pKM8OwYmFnqoPWJmkDlQdJI/cQtUVVs0eeMIm2RuZ3EUt9sUVGwzwUAAAY3RIO9YmU5+7MsLz/46lvarn1bib542YNTFeLkn6WDNocfSw4950Ktbx8t0tIk16Jl9qYZ3sKjEqAd1awkAaN0oRze82C5DwQA+vKMXvrqvNx7t31kWptJkv6H1nq9e193wWZYVb7vqnNE5SWZx0+FcOp2TxDLfSdKQ6pRPfqn98x07ilN2NAqHSa9u0+GYgGWwB60ddG/dEJXhRGcXFQQEDUqMd6+LX0nlvLMg6zSMVvgZ4tPzzMKDmuMGNWSHB2pkkGVPkt6rn9ZYfmBofBXdJilJEPi9clkxfzODssi4vNtBqUkyDi/FuuMGexEnFaGg9rhhp1mTHjKNq3tbkmzVplrWJMmEN2txcaetd4/hvXS9rKncsmwaxfDF6mbF+vBQyGCMFw+TDQZQNysDF9Vok6RUhM1phLSExw7N6hk+a2QCB1jrU7j2JJlMw00TVL/vSbITlqxWS+p1JKrfYli3AvAUkR3FKbOw4Zhf6FvtkLmdJsoVU5aVeN4VMr+S7PK1dryXCI+5HQtZOqdFm0XPcQPP8yJqdVPv3ZM8yVhwAa5Wf8wMMlZs9s1gpd4LgqBwAW4gjCvKw+q72j2GRyWaJK1Va/3VO/sypBaVU3MWNYGM5V1YHWGYxcs5mt77s7wXr1bbqmmULjVZYdUShuPe7bT7/IqwuQxrlUuIYVbKkn+7vAoa7X9yy+mTMhWeVK2bu6YOLO1NdBSUyTCXYRYcuArJeolKxyWepW+9ORbP3vC0E5JCwQBCDCv2UngPKfUrKZx1JngGC5bvmKXnmYUD6eASF5JUOiQG53ZJDZ93YqKVpl312sx47bkmiVNg9VKTZHcjlp2TpFEOui6GbcyLfJ+Qs2oUN88jMovbY43uHh+G53UdP6iFd1CgjB9UybjpW6pJ0sLs3iKtRVYWUzo2F+AWNEkq+dHck2QyDaf3JFlJKznt1JklMS1ciPU6ZCxsM2uSOGqCLZoks+Z2unGSJkmTYEDeObFUtFRSweph97kY/Dg7G+GwtgPLy+u6rzSJ1QmZ8nFVTZLe5EFxM75SacYFuE0mNG4LSVYGwqRVTiMhSfFqlvck2dxoRSHb9GGy9kpJKvE700nJNEkcZ4Xxuny3gtsGDHrJsXwHXccNKvesm9vp3JMI/yyIfZCedqfSC01Szb9672pX95k4WFxLk2QuXkc1hgp4F6GUod3Mq1VYLJziGtKaQ7D0+i9WwYHL3I49qCbScUm3zSufs2n1K+2EpIBixZSlTUk7oVQ2Uaslsp4mdmuSsjNt0iSpXVRpvywrJkwuwHXqaPJ+HL1M6mNXfXJfSLL6vESzbBRWEcKqC3CjvPMOC+K7hILaAjyPiYMVZDGlqHbHzrrlNlbPOeI1S7f78FkpCSGJLy+ZOnuXKkxqkrTek8WaOxg0FuAtaZIkjd5Ik2S2rXNrkjhdgMvT4kpK5fnUmSSxzV1FczvjhsC6oMBTQrYUp2y+bq2PEuHpe9JOSAL4NEkbDhSjUHJOyEkTmzc3HixGcXmY+zm78VyRZIKKcASr9xYyDcB7j5fH/zZ0zcyQdnaGPY4bpPD451cjydzO4spZYvXQHqKCgIpwBKsYvxkAVFXzp77r6AkcNunFq+iksacuLdbsLcIennqmuB1xef+VEWL9US4eybBpYCo+yd8HakVvdZVQzUGCHQtgK/cUojoSRX5JBWZvOYJDxXyeG6U5YBWYwpEopq4/ZBzQKG3dibjx87qOGzjjLK0IY73BuTMs5ZPQEgo4UHQSewrknhp3HyvD4eKK+OJFKKg9JTKrSdLSTrCMBeIrqjmNKD4ZxoYDxbbtmTbam2dakyQIWL23kN3xhSKdkgr2fmPt/iJLCw1HGD28WfWuaQcsY3+1E+Z2HOVbHY1i1d5CSx5l5YvH6mHCkShW7y2UP6cTJ887pJ13O0BeGfQ6mMU7C3DbR0tk127/aClWvnQlV3pXj1mABtkZWD9iMNdzdpNKqyQi93++AvO3H8NL13TDvf06aoZbnnfc9rT17NPNwurdjjWM2gDMZW5nYclea+Lz6Ner8OvmI3huSBc8eFknw3h4TdAKTlSi/+i5AIC816/mehYAnvhmrew3T7O47/MV8mcNwivbXNiyuZ0+Detkxl1BsyAq8UJBHccNFvIjZeC/5+rel7Y3u/fKscBkbmcQaMamfPxj6maMW5gXv8ZTR82870uTN2DCcutnuul/Z2vmdqpx6oS/eswCw6MBePYkRQQBF7/+GwBgw4jBqJ+dgcKyKlzxxhwAQI/TGgLQ7/PNerezYm4nLiz8+YuVWPhcf9m9y/81G4XlYfQ9vZmpfClxak/S8rxC3PDeIvQ5vSkmPNDXMLwynXd+24GnBp3JlNb7c3aie+uGJnIZQ+vsRCnb80sx+K15ptOwC5b5XPz8L9HcTk9IYpzvaEWh1p7/NX0r9heexA3nnoY3bzmHKf6m9bJkv1ly9eqUTclnTuk5buCY26WlJknaOekJ479sSF6dU57cy0ppZbWp5+xE+aqpIDPN3x47TfuLxXm64ZQnWRuaQbF4stK5pzYwsazAJRw3mEtb+ZyquZ1OxpXe1Vg3Nquhtc/g182xb/HZojzGePjS3a1zbo8ZrHq7049bTmV11NqeKINn+yjqpdGEQTz3LSukfRCCvtCtG72MozqrtA9cejqa1c+O/7bLnpwFnnOS1MJcfmZz2W+pgGQF1rK1Q0CKpaedIIuyQm/BUS1qvZVwqVWAGcT0xG8rPcRZrIe7JVolce1Cb/Jk1kmO1nvyWBWoCYyFNdYpi3cVmMqXMg88Xh7NsGSX/QuZavywyvzh5I3qZBqGWWKhvO2ERUgSnY2wHGditctVy87+wli9ncR4YHybJnUw4YE+inwZO1pTO5RX63Ua5GTgFMlYY0RaCUm92jcBIC90vYpmVr3uV1JRkyRilHOlaZzh3gGWNHUC5ajsV2IpXrHq2TUJVD0nSefttDw0mXLcoHZNcpHVOyBvUdg9f7bSLHj3qAiCtQOpjbIqlk3bprHzsBrm6A/64up4TmZIR5OkZ0ZlT5/y1KAzNOJ3nsTmeOPU1Oa7Rg5eeCadXu551c2mRccNarhxmGz8DE21MJKL4tio17WYNWvTGndZNElOI90XZahJSpHpg5W9bizf2C8nwrC8p+i2Xpyv6D3BvCdJIxJp+zerzRv7h/NwRssGsmtyr7/sha81x3rqSvWxRou0EpKkiP2TrpBkcqOmX0nek+Rsa3dzEzKvkwW2rPGtrGqqoaWujS12RMnaQL4yVtoG86yisyDND6t3QKv7tKxi5dXNaCzNnrcSi4/tfig+4dF/QBSSsjOC2o4bbNIk6aGsA27WCB5tqlp52unMQRrWbYGJx+GLahjdaq2udXaKhCZJ/C3pg3XC6/VFZifHdmiSnCKoYuIKqPdbbtVHq/MGK/WKRdC3e15jXvg2DiP273VqNEl6ebfqAlxaz+3cqsCyJ8noOSk8pnZAWgtJxpNDKyu+fsRtz0l2rrgYVWvlhNzM5DU5jM49k3EGFP8m3Td4UWUavOZ2lRobKM18KrV0pN+cWZPEnbK9kwtHNUk1/wYDiW9rZfGFdaLC0r/F8iKuNIY0BXj9Df32NPKQZtrO91nxzf0MYc3kh+cJaVi3V+6tfmdez1NuHLyr/20TVxOu8LXjMptfK97tnEba7uQOrZLDulUfrSZTbcE5Dot2xm5Nktl6xWZul+jfjWAW2hk0jbyCiIhaFlhdgOvlRx4fHz5opt4gVgi9RmHFI4cfUb6q052eshE7uXDmhCc6fesTtZU244jY3WxqDOuKy7ymBUmapHi8psSkpCvSb57FOguwYG5nxyTa0p4kIwfZkhXqnJo6asmMlzGr4iBlNJBWxs3ttL+VG3MjZbOwo69gjSMejkmTlHzN6DGzkyCXZSTLGkPevsj6ucq6PTQAibmdwaRf6uVRC7P5lX5/6Qq7HzRJIY38qI5vbldIk1g5YJ2lrdpdDGbzy6KBqmDo33nRSjWiUc+tYna81wrLu9UhfYWkmjfXN7fjm8z4/bRmt/Pn5DkYSpI0SZwb6tWwelK4GmK902qnxg4d5InwOktLNrcT41VJy6gMDSYe7Jokvk5LGtpr+3Cjbx7f6xBIDFRmvWQB7AM0u7md8UojzynnZuIA7HXUwNvP8e1J4p888vQjXg4hevlkeQfdw2TV4nThnKSATjuQXhE9bOrN7cyOn9JxUNon+mG2IHPcIOmu1RcD3Mmx1TZgZd7B8qzd8yiz0bEIVxUKTZLeI5b3JEnKzs4FAJmQxPGcVljerKWvkMRgjsK74utzGSlZk+Rwem6WB+uEPA5D3nhXVjW1P5K/RYHAsKEyqLQBM+Z28gk6zyo6C/I9SWzaPX7HDWyOV1ixZG7HeD8QCMQHKmf3JNWsoNfM9owsT8QDMs2uNLJOnHgXnIyqhO4Ge8E4jCwurj1Jalf5FxN0Qkuec3dAsZoar9DjpLldot3VpKXm4EaqSYoYa5LMTr5l2nXJOGXFLMwutDRJZhYD7MJyPeTaBKh81tzioBXM1iuWfEgd8xjBbm2nMc+RapIYDq9lRWZuZ4OUxLsom/ZCkq4miWNP0ugZW3HTB4st58tJ3N4IPGXtQdPPvvzjBtw1bhlzeKWQ9PefN+P5H9ZrhmcpCX1jjuS7r/xvo2rYWZsT7smNOiKjFXVlqiv3FDLlTUS5zy5hs88/KKrdfnvW9vjfzu1JkuTB63mG4YBaM/lCQttZ4YJDmISZkYD35+zE9WMX4oTiGIKKcAR7CmKulvUE2i06Byeylr9Z7ZmZ7xsvc2bpW39PkiAIePCLlfjLd2vN7UnimbNJwho99vav29HhuZ+586PFMxPXJdURESZNko0uwFnQ7Z/je4ySPbapOXMQzxbT35NkKpvxs8gmrd6PIsmh8mEf7HkOaTpucD8vibStJc4jrKuNe0aP2+1wxKy53e0fL8U178xHfon2uXhxc+qa/l1vbsCq/dl8qARXvTUPszbny67boUlSE2CMzO3+Okl9nqf1pryWgGkrJMVXmHTqZzVHJ/bObztUJ6x+Qlm/nF6pfOb7daaf/WzxHszZanywm4havf962V7T6QP65aNm5vb1MvXzSj5duDv+932XnA5A3hm8fG235LS10lXkSe/sGZFrzjo1KX0RvVV0Qy2JSoAvlybKPJNxNYlbkyT52x5Nkvk4WMsoEEgIjWELex0N90DV/BuS7En657QtWLOvCP9VnCWxLT8h/LRtWtdcfhiLjtcJjhXzu7gWgTmtmuc0Xmbv8XJM23gY363cr6oRs9PcTh6x/u03f91mLl4dPtc4j45pT5KuWSb/ZNQOeEwpAaM9SdY0ScpDrDs1r28qPjuRTmalApOVfT1eU22xYhkJ73aXjGBBVt5woASjpm3VvF9Vo60Uvf/qm9vJf7dsqH6W0AOfr8SWw6W49zP5wepRyVjHKyQ1qRs7qqJzi+Q2YSS8f7WUb57HO7Rk8AWvPbA4bqhtpPI5SUa4/WZmtXLntG2cdO2PfdrH/za0wksyDzDWAD17VRf8/foeCCCARnXl5+YENJ5hwagMWNXavOpvWR5s+PCWzO0Mzd9i/wYDgYSJr/nkmPMaX0GXDMDK/Whi19eoTibTIYqq+WEMZ9a0yNT5XZyPGFmcSscIo70tanDtSWIO6Qzhag1TGpaHOTPPujhxZbeWmLkpP+m67l65mn/1FkPVnnZiT5KaZuOHhy5CnSz7nQ3xIvWtIxOSVNprqpjbWZ3TGbVXv2iSRPS09OJCfyaD+kS5QLDg2f743Qu/JMepUb5iuQQDAW5BZOlfB6I6GlVtE7LDZDnitMtxQ9oKSWKH4HdnC3aSrEnyJh9OoPUugiCoNgrLLsBtLDu1Jssav9rkU3klJzOExnWzNBLXnrhbbhuMfVGQU58t/Zy2aJIsPGuUvjjJD0B/EzkrrJqrkIp3O+XnEO81rGN+GGCtI7wTFysmmFJnGUxpcZwVZmYCxvOItDy96J615lLm92vVPK9yjXVyWNeEMCFdnIj9lrYD7e/thHc7tfesn+2PqZd0xV/qkaxaxVTCNXN9i8lYHRMMNUk2F4PV/Oq52xbfJSPEf5is8liG7Iyg7t5SMa1QwHjZUzluZGUEkaVh2CbXJFlfcOIdW9LW3C5xmKy3+XCT2qxJ0moSmqeHM8VovFJpFk3vdgYtOOmcJAb3dnqb8vWSY52Qm4nbLuyo0U5qkhImCImBw0qfY+y1UVzNS86fcjBV7tswlR/GcGb3X7jRZRlpkowchRgO3DxCEk+8DqA14bJ6TpJ6eLZwmmdo6TyT0CQl70lKhEm+qLfgbnbFX23SbaOHZEvI9iQFAvHfatqCVJk+WDa3Y9xnahdWvTzq1aXquJBkrBRQxsN7LENckxRk2FvN8cp63u3MeF7lHe/SVkhiWdVNlU6Bldr2PlL0NEk84ZnDaNwz0+GparoYhb6w6mAmv6a3Kd9oP4YeRk+wqrX5zaNs9m5nQdQyFiQTWg1RY2ZpDxTjo3FzYob+zZK7Vsb8cGtgrGRJFExZzT0NbE6lsai9h9Gbpco5SYD2RIhJ8653T01I0eyb5de1BDd9Tb9ysUBVSkpCry2YNrdTec5Ol/dWCCnKNkNPSHIlR9Y1VlaFDqPn7T9M1trzWosIgNTczniqr6z7yjpq1J+K67VBFk2SYW7U88FjDaVVj8gFOCMJTVItlhwUeP2qrHXTzpUabU0Sw6BvogGy1ietQdKoe1FGr2o7rvit50BBbxXdJWs77jYoW1ny2EEU63lcAbAdO2A9P7F/Vc3tFB9EutHWdHqMw53Z1V0zT8XzxGxup5+WtHzUFGJ2Om6QBvWiv9YSEtjM7fgyrCU4K6/rTQKN0NuTpHZNLyneM+lE1OqMHw6SBZLHIVFIUt+TlBpzJat7fFLFu52InrldkiZJJx5jz7v698X3CDHsSTK/cCQofuuEJU2SNdQ2NpslVToPZcX0a7bN5EvrEaf2f2h1pGY6PJ49ScpOgmXyqbdqqbcfw9CTmsG7svZFVlbSvD4nyThuUZMUsGdPEuOjiT2XiWvKwSG+d4cpXTbNpha8jhsM1yL1JrMmNZNOCAK8+fF6LNGab7G8g74jheR7WnEq+zTtSSBD36dTUdT6ar3wZtutmjDoDxEpWQAV+42w6p4kd7DaBNQEPJ60XN+T5KC5nfgumaKHDp2kjLSbRnU2YW4XMAxtemE0SZOk1+cYxMVI2gpJ4nkQR09o+5jX4r9L9mBvzfkiAPsqKetZIdGogAnL9mKrzvkkSv639qChC3JlLsuq1M/E8ApBEDB6xla8MHmDiWftD6/8zvLn1SP4Zf1hvoxA0WgN9yTJf6tusOUoC4kim/2hGp7+bi1j3Nos230cv6w/JLvGY5olDRmORPHl0j3YfayM+XllHLwYbkepuR8MJMrDyX2QYtRq58Apv4fUG5ERmhpZViHJ5GqUmQlJYVkVPl+cl+TNT5O4JknDPENScmbM7Vi1bRXhCEoqEn3y3uPlKDhh7OJfjW+W7zU1+dLUJDG8g+4nVtPkaORPOZ6GNGYpenVj/vZjAAzOPVLbK6QzIzLbbtUmhH7RJCnLVpxMq9Zzl6Qkq+mIZ14xpaVyzdAZj80FsePICc17B4pOGj6vNJkUqayOoKCsCoDxcRwnqyL4q865kgBQVqU/fxXbUzDAsrda/75W+FLFOW660Wjc5DV1TVshqbRmMLpn/ArNMFof4MXJG3DF6Dnx36yrpKznWkxZdxDP/bAeg9+axxR+w4FiPPr1agx9f5FuOGXjf3XKJqb43WLKukN457cdps43smr+psaafUW49F+zNdJT5/Fv1mDfcXXBSopZm11lB60uoLO/s+45SQbRhA3qPUtndPMHi5M63+9X7TeIN/G39PuOW7gbL0zagCvemGOYrgxL2kaDAbXm30AgoL8/wqb0RNTMiZMmZoLGdbV0tfaPKPKjFRWvuZ2VOeSfv1iJ4T+qH+ysmlbNv1qfRW5upzZ5tGfl+c2ZyePD/Z9rj096PPv9ekzdcMg4oAKtNsukSeJMS6tvVmoCeAWKJbsKEj90nlV3qOCSJsmijGS2DzmjpfwcmiSPZqImSdXRijtSkpuH3pvSJNmch7vHL9e8d/WY+fG/G9dVP6ZBq87+Z86u+N8ZQX3vdv+avpX7LDslcXO7IIt3O3NpvKzo103tSeJMM22FJKtIGxLrKuninQXGgRATenjYo6HtUKKsUIt3seXHLdbtKzL9rFZjcWrVXkzvb9d1T7p3pJRPOymdmPAKTzymBTzx2oHZecC6/UW696XfWjpxWbb7uKn0jN5d61A9ZV7UkJq0JbQ7HJnjTC9pT5Kka7KyJ4lVk6QVlXIh6aM7zo//fUp9nfI1UTM3HSrhCu+8C3C2Z0Tth5RVe4s0w+t5rQSAzQbl0KZJnaRrWt9PS+vzSP/OiTAMpi/SwyK1ilIZj7Z2Sx3pIcm83up0NU8679egxqV3/y4tku6pPaW3j4QFs33IR3ecjzv7to//Vmoh9DRJWjTMSXZnflOvNrjrog7mMqmggYPu0tW+qdG76zv7snckLSoPx//+/J4L8dX9vZPCaGmSlu5OzO+MvNvN235U9nv83Rdw51XmuMGhPUkLdsj7SDPjA+1J8gDWDoX10/B2oKzf3Gt7dyMsmT1pXNdqjJZX8mr+bdkwx9TzvK6+E9flv62b2znnTMCsB6cMjoOT7NjobvRc3SztQdrQ1EoiiKid2cIL65Ni2UtXhJXfI3GeEIu5nZYmiQ1lH3llt5bxv3t3bJoU3k1jJD3nJUrMOKBgfYS3uRit12aF9M8XqldTr09rnBCWtPckqb/E6c3r4YIOTQCw1euMYABXdW8FgH3/ptYkUAupQKdWRuLESl3w09MkaaeZmRHrs36n0NQA6uVitX6bPTC1RYMc/PmyTvHfyrLldQF+aiN5fCK3XNAWF3c+xVQelek0rmfuoGumtFSuGZvbad9z0pS6ZcMcXNQpuUy1Jv3ZGYlxNFPLZlWDy89MFvaNkB0ma/OeJC10NUkMlgEskJBkA0ZmRyKsk8YMi6tMWvj9TChrG9rZhAoRVvfAOgkCMF6VqNZQYWulbyg8MThu4CpFnf0YVvsxs4Kokf20lmBkNrtWHFSwanYCgcSmJCfPSRJLQdyQLTWhUHYriUGNJV22G1p9nNpG8MRDJtK1ESM3+EaHFxvXAdbxgSlYHCMhIytDf3gX632GpL1pLdBppRVAYkKke5is5J6RK3zlVS0hSev1pZfVHhWfs1OTxHvmmNU9SWbHSmWyynzEXYAzeE3VikNMx+w0RpmOo32AKU2SXnTOZVarOLXqkrT9i9/VyaKMHyYbZNEkJf52anuedn3li4eEJBtgXdVh/Ti8Lk9ZQ7tp62sGJ/oXlomPGcRPbqT0qGDdPK6A1XyQ12uYEr39GFbri9kiDhkUqnSC4IZ3O73bRunLze3E+JzXJMX3Fkjqn/J7iHEx7UnSSFl5VSsmPbNQtWfc3NdutGAiFfzUFyXMrzzz5CM5Xv2Is42EpJrHpeONlpCr9f0CAf19jWrEz/DSGDeV76V5dpPmPlT9Z8XbvHuSWDxp6Qll8nQ0o2LCrCZJ+r0AlXOSQqImid1CQe1dAoGAaZNCZTpOCkmmNEk67d3RGZZGcWopiaTfVtQkOVmWCcsEhv5b2kZtSFM1Cc17ZG7nOqynyTOvMjmlSfL6TBkn42YUKkSslrDYUapPbBLXKjU8GmpVBd5zkiyb28Un7vZjdqJrpEmV5tWew2QN7ttQOFJzOzf2JIl9iEyTpChX5YGbejDvSdKIS2/fptcHa/JM8tVMtFj3pbHmgxWjemSsSYohrRdadUFPa6XmSTE5rcQ9o3agvMxrWSGdHKke1F1zn9frnJ5gEm93aump9DBW67zZs3WU40uy44ZYnVHVJGmYDapqkjSu+w11xw38z7Dcs4rW3ECrnKXX40KSTc4M1BDbU8xxA7u5HU9bUAr1ZkwfSZPkAcx7khzSJLHitSbJLrMU1Wc5vdtZHaTi0aquoiX+NqtJ0kxX8Z5mvG1JSexJ4p/8scbNi9EeBGle5aZ3ztRv3ZVDRvv1YCDAtCeJ1ZzOKD3RgkpqCqws1bjcYmVPknLVX+Obc3u3c3FXUlybytA/mnFl7pSZs5HwZSgkiZMayffXmnDpuRMXFb/6q7qxf814edQaDzXN7STX1YWWGGqTYb2mwGJmpS6U8aXDgtmzdWJHESQST3bcoK3l01yXV3mXYCDg2DzGTtTqoPE5Sdr37T5oVopWcWotqku/bYaBCbsdRONjT8BQ6tI7mkIPZZ0yU9rkAtxGjDrxkzWuiyuq2c4/Yh34jTRJJxUuk9kdNyRfYz27SS1dXozScmKF3ak+S2/lUIrWO2s9xXu+gDgJln6bco5vqpeeNCkz453ZMdJQSJL8XV7z3ierIub3JDFqZ0w9G9c4JsqjIhxBWWW1at2wa0KtVi+Vgz/XniQN2UAtu8XlYdkkThAElFVqn8mml7wrzmZqMnBSo91I86AmIxll0axplB6CIBimm8W4WVtaVbTqgpaQG5Bs0mb5VAHItZyVKmOnMh6t8VB7T5J0lVr7OTVBQ7c/tNXczqImybSQJN8voqwiei7AtV5fbdJpZk9SYgyTJ+RkH6AWs56gE40KqAjbb5LDMrfSKk6tcpYKFPE9SZrf0DB5Q8Q6qScjhSNRhCNR0+OcMp9m6gbvq5KQZIGuw6fhty35uOqt+caBwaFJ0uld1u4rQtfh0/C3n/jPOFJr/F1emobCmgPH9Bg7ewe6Dp+G+QpXkTxMWn0AO49qH5xmzXGD1nWtwd10UrF4xXgMwmkKSZzCUOK6/EZ1NIqluwrQdfg0jPxlM46XVeHucdrnLvDmQ6Sejoc3q3ErMdYkJf4e/NY8dHjuZ3QdPg3ztpmrm1b2lBjV2ISb7UB8MvHs9+vR/eXp6PLStCThwepp7+K7qE0slRY0iYmd8YfS3JOkuFwVieLsV2fg9L9OjV97dMIaPPu99kGFahoPL/Yk7Tt+Ej+uOZB0X/qOy/KS3cwXlOkf+HrfZ2ztkeeVWSYZRh6t1KLQ3JOkJSRBarJrLEQAifo2atpWnP+3X5MEJWU8vAKFbE+STjh1xw3aT+iWudjOVb3pJWN5T5LTjhtUXnbO1iMq8QVU3yWAANeK/YyNh9F1+DT8Z+7O5D1JzLHwo25up53iDe8txBdL9mjef+rbtaby0XX4NPy07qCpZ7U0dtL2n+HGniSZ4wb1Rbp+//wNF7/+G4b/uCHxHEemlPXVzOtwOM+NhTeRRq2gUZ2YW8kBKuca8PDY12uYw7L2GXo22P+avhUA8MmC3dKYmeLVqouztiR3flrpvjBpg0FIfT6V5VuOlfar9axje5IkmxT14uZddTIy/VF+w2gU+PvPmwEAH8zdhV06Qqh6etorTFKB7NO7LsDfr+/BFbdZjLzbaX1t0wv2DmgwE/cT9UStWa/YUyj7bbS/kTWran2IcuVcbU/Sg5d1Us0n6/4RNaaslQ/+D10ecxn80jXdcHrzenh60Jmaz7qiSJK872MT1nA/vy1fv83lMZ5jx4MtZj0SAV5ES0jQ1iRJ9hgxdHWBgHxSV1pZjZ1HynSf0fRux2Birf4+sft2HiYrem/MVjm7SnUvj1XvdiaVGYFAAM3rZ+OiTs1wevN6OLtNY9l9sazVykZLeFArs2Aw+bs1b6B9HtrT38WEi9d/2eKqdzu1qPX64LX7i3Xj+3k9/wHOIo9+vVr3vladydBYDJG6ozcSyu0wb447swqox1ZUXoX8kkocKa3ELxsOx6/zfF6ePUla8L5r2gpJD9b49m9SL8tSPFZPKVZDr6OusrDHxUl7WVZ0F+MsaZKMB0wp0g7nQpVzWozTq4nHoMGpmZPokdi3opGu4ndUEGSTBVZ39CJ6q8DSK2e3bYQ/9mnPFbfZgdzoHeyuxkbR6ZvZGOS15l8tEwRl/TQySWU1DVSzQVeuPkdV6vBzQ7pg18irDfOZSI/vYwzs2hLPXNUFAHBvv4747anL0apR8lljTjoUSUrLhTRY4HlXlr7c2EtXMprmdjpHGYjPsHqaUq7kJrUhxU9eTZI0G3rmdmrvpHv4rI43PnExrL7KwaduaJLOatOI+dlgMICv7u+D3566PGn+Ez+EWuVb6gnKSWmoaJhYuwo35ylq/ZcT5nR2IBanlkfCpPA1H+a6c1ozOVexilgntQ6TtcNBT1IUZoQkzmykrZDE49FID1bPdjzomRtVqqTHvCdJ4zpPnbHq/MEpzzBaj7JEaabpxveaGHQGlZodrlbHFvtXqzNTXhcEebmZtVU3KnszK028dUVv07A8XnsxdL6g+yxb3AEE1ONRXDRy9MFapmoH8mrtSWLpP7SFJKbsxGGfHLonuhgN3m7N2XgmMCxBjQ/FZNek6E2QAwYLO4BiscCovBW/tawGWUySVR0p1Pyr+k46WdNKr1LSZtWEJLUma12TJI/ULk9yeu7ZtZyWqL1LMJDsApx1QUWZtJMOp6zu03YTsZhZhc/E2GM8r7ADmbkdx3M8WUo2t+N/H3LcwIiRWRMrPHNS1qojFZKUnZUVTZIrm6AtYKkBazyq5QVIvlnZhAAQX4XXh3dPUjC+kqefrkhEsYFb99BO1XzomdtxRWX5edGGWmvV2my8Rlhy3MAYdzCg/k1t1yTV/KtmsqhsC1LzCCNYNsmzYEUr4BSG+wM99gqqBktfyVpXpGiVhdZ5bAGASZMkxcjrWZLjBpv3JMU1STaZ20kXwupmhZLTUylpu89JMtrHyYqukBRJTIJFtMyIg4HksmStH8p5irPmdiqaJE7rD7cQ54+s80hB0r/bcfyEEXFHQBp7kuzArHZSLw7D8PxJ2Me8efNw7bXXonXr1ggEApg8ebLsviAIGD58OE499VTUqVMHAwcOxPbt221JO/4N/Tf+yToh5eqNmuaK9Zs72UDswJqMxLfSLe3AzbTnxMqo/sNaHa7WU/FqybzqJn9zvUM7ddNTuymdbJgoI6P6pnzHuJBkwQWrGQwFHb0QjFqoQCDAdMaOtuaRKbk4anbqShOd+J4khlFAe7WSLT8irJtm3XXcoI9ba0s86bBojI01ScnXeDVJgGShRTexmrBQ3+ivB7+QlMiJqrc5m/ckiSbVgQBQV8XBDU85s6LMi11CkhiPWp7FOqDc76h6TpKKuR3r/CPJWoLtMVOovadRH2w+LYtvovGJtRaC4+UoEVhZFo3NIranIKNpuRmS9iSZiCOl9iSVlZXh7LPPxtixY1Xvjxo1CmPGjMF//vMfLF26FPXq1cPgwYNRUVFhOe34hnXLMbHDuiIpXWlTduRWzPu06ihPA7G+wU+7DKx8C61309yTJPnbnCapRpVt8Chvhxs0mHCorbJJr3GfRxM3O9V/zopJouZ9xW3Ry5nb5nZG6BWNUXGLg1IA6nVRecVoFZO1TDOZHDegJm/GX1fT3M7wSTncmiQXvrabApkePHMIlmZurElK1E0jIpqmVnyapEDA+IgL5TfXdNyg2ecn/lZLK7EniU/Do1Xm4h6WnIyQ6v4QHo0dK8qy5j1wV4u4JkmlcMV+Wek1US3lUDBgQZOk/9tO1KJ2SpNkWUbSEpK0FrBq/g0GAnGTVUfN7Wri1jonyezZXlLM1ikpvG2P36+vjQwZMgRDhgxRvScIAt566y28+OKLuO666wAAn3/+OVq2bInJkyfj1ltvtZQ2y+TQK+s0aceu3MSuZm4n1WYIgqCp3fCF4wbzi/L68XJelxaRJU2Syj1pOfPaN4vfTntPUnJa0qBmDrsE1MvJyf1nammK57q47riBM5/ye6yaJPVvare5nQiLJsmbPUlsjc0olL1yjdGk3R140mFZlTajSdJ6Qnvxhc2UR9pOkvYVGEyKubUk0j1JOrfV+kq9BQOtSZ44qc7JDKoKK2rlbHWxUblWap8mSYw/OdPiAq3SlFfVu52auR3jJNldxw3J15xy3MD7XskHdSv/0I833r9DOq/gygIXcfPtYEC1ftuRtlHfwQLvd/BUSNJj9+7dOHz4MAYOHBi/1qhRI/Tu3RuLFy/WFJIqKytRWZk4t6KkpCT+tyAICIfDAIBoTQdZHYnGrymxfQ+PJH09pq1PuMytqKxCXclXknpL6/rSL5jxeD9EqhNnrVRVhTVX6qqr1Q90jEYiTPkCYhWMNawaE5bvQ8dmdXDPxR2S7kUi2hPEvIJy3XSrNVZ/qqrCqs/JPq3Bd1Y+v2TXcew6GnNbq5bncLg6/kxZZVhxr6b+SZ6Txi9+uqqq6qR080sqks5oiEQFRCUnfVZWJX9jvXIT63h1dXIdqJL8rq6uhhDlG4gjOm0LSN57JE4wpm04hOev+p3mc+Fq4/rHU0cjUf36r9cPjJ29E49dcbrmwoS0zanttaquln/nsgr9M8uembgWn97ZC800vHJGo7F6FVSZ7oYV3zhck7cAjNt0v3/OxivXdsXtF7aVXV+gc26aapyM/YfYP0dU+qaNB0tQUqF9OC0rYryRSLXqda3fVtLSQ9BY4FB7trKKoQ2otGlZejX1WqaJrk7udyavOYj524+pxhGNRCR9SPKziXgjYqJQnkysfC4pDo2TjHcdKUGXlnWTroclfWtUpUzHL9yFVo1yUKUyGY5EwtAqsq35pXjq29V46LLT0a5pIt0TJ2PzjeyMoGpeJ67ch/pZ8v4hUh1GWOAz5JGWi/L7a7iF0Y1DDTGXYZVvGa75hkpBUOxzpEQi1RAU18uqIth2qAgdT6mnmwe1owqstEG9Z9XG77/9tAnnnNaAy2MgS3osVkDSZ5WCaqydJD+j1keGI1GMmra15peAaE0fpzl/U4xxrOUtDVcVTowngko7qKzSHttY0wsGoN9XMFBVMz9jfda3QtLhwzE/6i1btpRdb9myZfyeGiNHjsSIESNU7xUWFmLq1Nghh5sPBQCEcPDgQUydul81fGlpCHauWR4rKIinr8evWxKfZfrMX9FIMh86WZHI08lwFPd8MAeXnyoAiG0Y/fmXX6B1zMy24kA8nJQ1a9ci8+Aag1zF8nSyvJzpHaTPKBk5bRuaHt8E5R7X/QeC0LMA/ennqZrmEOvz1d9tzty52JI8jqKqKlGOx44dxXnNgFUF6mkr3/exxYn3WrJkMZTvuXDRIhyuOU5q4355vsS41h9PXJfGX1nzfecvmI/dirFkyp7k8ikrK0d1CPF3WbV6DZTloPe9jh6Jxblu3TrUy18ru3cijPi7/fLLLzVlz95l7D9wAFOn7tO8HxszEvGVlZUBCKC0/KRunrdq1GMp+nVU/g67dudh6tRdmqErK/X7gfe//QUdGqjfE9tc2YkTiFYgKZ4VK1ehOi8xQK0t0H+3TYdK8eCHv+HuM9UHXLENbdu6JSmeHTt2YWr1jkRaR2JpHT16VKW8kr/zK1M2o8kx+aGw+w5rl00izkRchw7q1wmRvXtj77F9+w5Mrdgmuydtf2ZpkiXE85dXKs+jsiyOnJTfNwNLn1msMd6oPVtSZZwntTYtpbw8ll5sITGW7urVaxDav1oW7i865b1q1UrkHwsACGLDho2YWqB+jt6GwlhdKyoqRt7uIkj7sYULF2CPpK87XglI323D+vVQaxOPfbsO2Lcq6fr2vYl+cuPGDUnPfrsydmDwWU2jUPanM2fORI4seCIfpRXV+H7VQSzYfAB/PScxud5VEgtXXVmBJYsWQvldVu0twqq9RbJr06ZNY9ybpV4v952Q3ys4djTpXdQwqof5h2Nlt17lWx44FLsXrqpEfA5SXo7169dBWcZz58xBVUSeRwC4+f0FGNFLbWExUfcLCo5D2g4qKyu5+nMles9u3q/e3w79YCne7qu2EGPcD2ilV60Y75QIgiB7Vjk+zpgxAzkhIBqR9xPbtu/A1Ep5H7nkSOK99u/bh3lz9wDIQFVVWL0/UfQ9an23GtK4Vh6NpVl4vAA4ASjr46zfZqvGd0mrKEP/GHvulJB8/lnM0A8qWbpsOU5sF1BeznZ+nW+FJLM8//zzePLJJ+O/S0pK0LZtbPWzSZMmyM29EABwdPEeTMrbilNPbY3c3LNU4xq7cxEOneQ7nFOPZs2aITf3AsNwjy2eEf/7iv790aph4hyR4Wt+w8mTicZbLNRBr/O74qOtawAAV111leZJ6412FgCbViZdP+ecc5B79qlMeapfrx5yc/sZvoPyPZQMuHIQGuTIq9+v360DjmkLwIN13q1o2T5g1+ak65dceil+16J+0vV/bJiL0nBsBbB58+Z46+azMG1jPv46eVNS2NzcXNlv6XtdfNFFGLNxmex+nz59cUGHJgCAHb/tAPYlJuBiXNlbjuDjmm8mjX/kxrkoDlfioov6ocdpDWXxzpu0ATgoP5gzOycn5nb2ZEyz1b1nT2Cn/B2U+Zcy+fgqbCo6hp49eyL3/Daye8fLqvDCijmxOIYMQTAYwPmXVGL3sTL88dMVmnGKnNpau20BNaajS3+N/77u/A74ZOEe1KuTg9zcyzSfa7SzAO+p1GMpeu+srJenntYWubndNcO/um4OENZeBet53oW45HenqN5rvLMAYzetRMMGDVA3OwSUFsvun3vuuRjSo1X8d3BjPrBNe2ILACXB+pptcPbE9Vh+9BC6du2K/+2VD5wdOnZE7pDEwa1lKw8AOzeiZYsWyM09TxZ2Z52dGPPbzqT4leX6+YFl2FtWhCvOPAWzt8q1DUOGDEEgEJCVd5u2bZCba3wo8dIpm7Awfz86d+6M3AGdZff0+hU1pj16MQrLq3D6KfWw4+gJCALQpVWD+IHia/cX480NSzXfcdfRMvxjzUKuNJXo1UeRsTsX4VB58nij9uyR0kq8tHKubnw9VNq0lNc3zQOqKpBTrz5QHus/zlYZC/TK+/xevXBo/WGsLjiMrt26Ibdve9Vw2VuO4KMta9C4SSN07tgMsw7ujt+7+OJ+6N460dcdKDqJEavmx3+fc/ZZmLBro2q8amWzacZ2/HogFn/PHj3x7a7kPh0A6jc+BTh+XHbtqsGDZM4X1N49/2RAlu7yvEJg43LUr18Pl116Nt5Yv1g1PSlX5w5h8gAWPu0Qnp64Hj1aN0Rubp/49XX7i4H1iTrbulUrbCyMHQrfo3VDbDhYIotn6HmtMezy09G2icqKoYRfy9ZhdcFhdOnaDbkXyb/lDwWrgMJjaFCvLoqqTgIA6tSti3PO7oQvd8gFqgH9+6O8KoKRa+XtpqgqoPrNXlz9G1Cj7WjcpAlQWhS/l5mVhdzcKzTz/MSSGbqmXHptb+fsncC+5H5O6zmWvkcrvcpwBE8tnaX5XCAgL5tKxfg4eNAg1MvOwF+W/ypKXACATp06IfdKueXF/vm7gZ0xJ2ft2rXDFZd2wN9WL0AwFEJu7uCktN/fvRgHy0uT3sHofaX5Da85iC92bEDzU5qjVaNsLD0qn6tcevnlwOoFSXH858+D4vuRtfilZC2mbcxH3+6dkDso8a75JRUYvnJeUviz2zTSPPj3vPN6YUDXFigoKNBNU8S3QlKrVrGJQ35+Pk49NdFp5+fn45xzztF8Ljs7G9nZ6ic7BwIBZGbGBsaMUM3qQTBxTS28nUjTZyUYypA9o7TJDAUDyAglPmMoIwOZGeor0aGQ+vWMUIg5XyGd8uIhMzMjKZ5AQL+hxMpC/R2CGu8WCiWnE0tLnm7TBnVx9VltVIUkvffNyEhuQkFpeSreSbyeKXlOGn+oxv1XKCP5mwRVykdQvIygEkYv/2J6QZU6kJGR6IizsjIRCARwWtNMNG+oP9DGMajv0YB8RbFedixsVDDIs8a3lqL1vJrpXFVEsFSnMzLU6xgQq39AzE5b1cuVoty13u3URjk4VFxhmN9AzffMUIlHUHyPYDxsMCm+Uxurf2NlOPGVzmrTJElICmVkJu2VyFRJS41QMJZ/tXrJS6vGddGldWMAQMvGyaY+mYo2rEwvpNLGeWF6B43hRu3ZUMh4r2MgyFbWUrOeEOP3EcnIyIjvfwsEtb+VOEYFA8Gk8UnZfkIhuRlMVqZ2+av27RIXilpjIQCo6WKzMrM0xxitdMU2GwwGUCebreyystgOsW9WP7ZAqpw7BBTtO0uS50vPaJ4kJPU8rTFOb2FsPpYpxqvSd4vVJFMyoQ0EktsPAGRnZSKiodlS/WaSv9XkHf0xLICozj5W/fqsPccz2+9oPVfNYF4pfTYCeRvPyspEZmZGco5V2nndbGn9DCK7pr4Zja1q+WAOV9NnZ4SC8XmFlFBIvR3Xq6M+X5dyWo1wr+zTMjKS+8HOLeqjjoorfmk+MzMzmd/Rt+ckdezYEa1atcKsWQnJu6SkBEuXLkXfvn0txx8XgBg3m9qBmc2aSvtcpeAWCspPN7biiYsJxlcwc0Cn0YY63fsGmxeZMCETq8nR0jR5D3dNHPqWfE+9zOTpaZ1nopNiLG6D9KT1jnmPsJFDhKQN2rHuyMyGc1bMbNS10mxkdUHNu52KIw41pEVu9qw0rXOS1BaDeD+x2uZttXfh9iRpw75Qo37XOEvubCTn827H4riBLT2poxTe4pY6stJ1giT5m9fHAK9TAmk+dF16qzQjZXCWtKXnjalNDi0Rn6Yo2q7i40q9Wao5j2Bd8BX3M6ttnxHHliyJNUcAAdX2o3V+Egu88xQrXUSYIzGre9R555PKNq7Vj6llS6qZCUq+Ba8XYB7i3u00HDeYPegekB5VotivplKmAZhz5a+Fp5qkEydOYMeOhI387t27sWbNGjRt2hTt2rXD448/jr///e/43e9+h44dO+Kll15C69atcf3111tOO6DR+TiJmbSUFUv56ZP8xuvKEebelXXQYc2H1n2j3Ok1Mq072pNOifal5l8znbqe9yRAfWKsR8JTFNtzgiDIXt6sC3C+Z9ge4u6MQuIAzS9gs6L2rKHbbSP36DrFIcTDBFQnZcoy0np1aZlX6WwA1nNNn3ROko4LaN52rtZ21L4/a92xVYlvEJf1Yw3sgadesx0ma9SOYvelG8rNCEnxYwsYng0E+C00eMNLy0bvUTXvdmqWGob9UU16wYDxQbm8iLEps5p8mGxQ9e94PIzZCumMP2KaSjfn6t7tkl2As5J0zIVReFOpxOCZuFuVI3hlBGV4sTiVxarWzpWCrNG8wo4FdFFwDwbU65sVIVOrKmlFqVf1eIU1T4WkFStW4IorEram4l6iO++8E+PHj8czzzyDsrIyPPDAAygqKkK/fv0wbdo05OTkaEXJTGL1y3JUzJhJSzmxSVrpCig0SXrnEJmoUIDxCeaqaZkIYNSI9Lxbaz3K8s6JQY6/U1cbwKVp8h7epueaXu1dIlH5F1fzoKaH1gqNVnrSZ4zgre+ZrEKShUarNkgYut02nZp8AsXSObO8m1lNkrJqSFfAk9AclORHDMQXGBhdH3N7c+YLbgqjZu/WGMFTr1k8/bMuVMmEJOYcJDA6tiCWVuKekXYmScPMe7aWdLzSeVZN6a7MGkvacY2shlbFCloH9SrnBVLtkdq2XdZsJTRJyYUTrql0SiFM7Z2DgYDheVhaKJM2rsfmGyjPuZNWtS28+WRNTy1ctsT8MiII8W+ktWhrhyfniGQexbJIZwpl3dAIpuvKP5U0SZdffrnuxwkEAnj11Vfx6quv2p84x+qXlyRPshWrOArVpt48zGwjl664sa8ws61iSjEa+PUamVZ6PBN9U0KSyjW5uR1ffDyrsrG0FC58TR8mm3wvrmlQvCRrMfEeJpsRN7czitc8psztLCQoPst6ThKLUF+pIyTpZVXNtS4AqFkIaX1iQWBfYFAXkhg1SUyh2LA6cXVriLBbk2Rotlrzr9zcjrP/QEBymKxxWjFTGMW9pImPUkvClSXmRT21BSylUMVySKu0n7RdSBLTUGqcFV2AVLujavLHmDG9c5Lih8lKykSqSZQiNfHiJblPNFg8tdBAZfvxDLSGVvsBbjNCxTfW+oRq8WZLzO2qqqOyeYXaWZp2zIPFfMQWQZIza/IIRwDaiwW8i9AAvybJt3uSnEZvBR0AyquqsS3fPs92gHE/teNIKfYUlMmuiYKBIAhYu68IlYpV7x1HTsjMb/Q6FLOHpEkrd6BmRXzV3kLdFW2jaqg3KdfCTAdWFYmgIhzB6r2Fsgalug/DRKeuNkAcLqnAjiOxusNi7ie/HuNEJds5MMUnwzgpqRPb8kt1QmvnQ6/klTllNX/Zd/yk7n3l92Y1t7MyWqnVsTX7irD5UAmOl6l7sCs+aXS2iHZ5JEza1Adg1j1J0mf1yudAoXaZKxcZ8o7FXKCqtwX1d1KmrGduVxWJYtXeQtk1/v0lXMFVMUrRL5oknnrN0j+w7kmSjh+r9hZi0Y5j8RX20gqDs0QkggHrIhyvhoHX3E46huptERIdoUhRZo0lr1KNrFkTMy20onNKk6RnbifuScqUmXKpt/1gMGDa9DBJk2QqFjnVNX2RUnMkXVSsY+Cww/K+HYPHlQuedu1JqqqOyr7Fqr1FOHaiUhbejj1JB4tiY4+WJslKGlqLBaphAwYaZBKS2DBasR/6vrEbT16krkWV7DtejoH/nofL/jVHdl38oN+vOoDrxi5Eqcrg+ObMhKtfvc8/7KvkMyVYUGqSxszajhvfW4Qnvlmj+YxRXVZrMGaeMXr2pckb8dCXq3DDe4vwwTzts3AAs/tzkq89M3EdBv57LvJLKjQbpNL9uciuY7EB/q5xy5PuaQmR+SWJDu/HNQdVw2gRSPQ+yTct9pubDpXomjNoaZKM1PJW9hFqRT3k7fk4728zk64v3KF+iCZvesGA+qRVeU2r/1ab0CmpjkSxYk9MKFHTNkkXCcqrqvHpwt01eUxOVGtumLxfQFuT9PKPG3Dje4tk15SDsxZ2ehY1issve5J0PTIp+Oe0LYZhjCcUsfttGteJX/l62T784eOlGP5jzKXzVW/NV31SJDZJZtC2xDWqxoKEMts8gkd5VTVmbTkiyZ/2s2p1UVlXOqscH6FEHJeCQfkKvh3EF7GU/YSio8gI6e9JYi1DPXM7cR7QomHCG1nbpnVV21dsomyuXfFoM1nD/v3nzbjxvUXxei0iNU9v0UDfy5p1Gck4gv+tTYzfWvOdTs3lddJI+JBqkgBg6PuLcP7ff5WFsUMQfX9OzJV6SUXY0MKGGw2LFzNbAhrkcHqY5gpdi0isfqnf33yoRP2GBc5oqXHiJID1B4pVr4vyybfLtQ9g3HI4oT3QOJxcF6POTKlJ+rBG2Ph5/SHNZ4w6BPUJo/2apE2HSvBbzaA5rmZSCChNhmL/2r0KuC2/VHPC36t9E9x1UQeM+L32+TxukHBgkkzcRMZCufBoG0VNkpYKPf6cFU2S5NmXr+1mGH7aBu1zu0T0iieaKETVskgyo7HwchWS+IvKq3B++yay+9K6eLQ0MUFUa1eaG2WVv8W2oyJVTVYR2PMUmnIj7HCsY1mTpJKHTs2TXYlb5cya8eGU+sYucVn2UrDuSRpxXXIf9PWy2HhzoEhfGxyQTIb12m3c81UgYGiGpYxFy9zuTJXx9FipXBvM03Vdf07rpGtv33oOcnu2UgmdQGpy2qx+NpobTLZ5iHslU5SKss1Kze3UvduxpSdqHNTGLTHJm3q1xemnxOr/v/7vbA3TdX6tsUhS0jr12KiOn9WmEQBg/KI8AIl6LSLVJF3ZrSVfvgD8sU87/QxopKXFD6sOxP/Wctzwnz/2UuRLf4Hz/7d33nFWFWcf/527ld2FhYWlLL33LlUFUYIgUbBhLCAm0WiwJxYSRYl5Y0sssScBa4yKscWCFUURQaqggoAUkQWkl91l23n/uHvunTNnZs6cdoHl+X4+yt57z5lnzjkzc55nnpnnqTZNPhOJgzA8SRabd5eK9yQJrv+RC/o5DxQgW/Eiez/I2nvjulkY5fKceY5dIynxV6rWUqhf+LLhxGq8uspCFNH6eE+SzoDrZ7OlmxtUaSQF6OSq2XA3VKeYpmrNrIHbz+iOi4e20RfGFPXrE9rqn6dANlNpP8Y/qqfCP7NE4IYI16Cz/aNrs3qKI53H+5JXcy0GxFHpvCgEurIszulvTyTK9h/b5nbBE9Zd2pHInZKm10pkyaAPJ36W253cpbF2+XlZelt/LTGXDXPv23yo//o5ztlR3T1Jjetm4xTN67lyhD2xL7vcStUvrbYXiznHWUdYX36ZEXf86b2Lar53ynFG/pLXieeKkzo4vmvRIAePXthfcLRThiX6dz/rpC/UDckMumq5nWjCQnu5XUxu8FrfZabH8NHvT8KGu8aiaX62IrqdplBejsNbrX+sqB4qrH5068+7uU4Git4FeYK8WDJdRGeZl2i/Z+K3mn9bFthz2InThZi2393uQ5D9QiJE7w9RPQe0beD8UlSeR0+S7Hrvm9DH83LfI++NlSJUG9YjQ6WISh6q14ggoeRCClgHHUQluqX4CXO2gy2Kf8l5Qb0fJVhuABVpmkqpK4l+4KxnGLfbi/fPWiZibS6VnhfEIGZODUthVz0JS1zMEHvVHPlPAhn7SeI5W+w1Y8t2kyL3JIkVWt1Z40yP9zyUPUkBu4qoDl68q16jVOlM1vCz0qJlXu57kmoMeEP/HvHPmT1XdZ2J8NGxmNNIcqknf7z1SZiHy69mDvU9ULVvPt9YmCsSpDPoDiMpxvzt35NkXYPIUZlsn/bvZXEi/K5A8BK4wa1nuf2ebJeGr9UvomYhq66O95dtO05PkmTiyjUyrenuvQ1Rt5KNJ6L+qrtvzTrKmSdJdKxcK8vK8P7OP3aNJI0N62GjkiWNXOJRyfbT2N2aKavoVpumljHhb09SEE+SRqVcCGtPEksUBiagF3XJC6JayqLbecFL+2WjJkUVZYg9V0dhD7pfJamIypbb2T8H8pKx5xpOI9DuSWINJqdQ6QtZUj/d9pipuWcjzJWvrslkfTxjL2foDgH26FBq+P4huq+6niSD+b8bDiOJycGiGr+t+qbFnMa7mzPVoZQrPFf8sV7akeq2q5Q53ngIte1KJrF4fdseuEHfM8xjDRniSJzxf3lDVDRWpAkmaXRxeAs8HOv1AGuVTHqa4fpiEbVv4bKyIJ4k5m9n4AYxQk+Saf/ddR+ga83UsPfGgLiuIl0gXTP5snTSTnKvZcdnp+vv+7Q4Zo0k1Qx6VKgURlkjtjqW1xdtmNiNJL0ZIj+zMm6DiDJwg0Y3Z48QD3jeB3V3N3aI3i8PcnVJzNCovJwBDAV12Hb7Z3bzsZfzvMC2oYz0cA1NEayXUrTczhm4IYiVlPzTgFNJYcW7NUvdO2NVVxh2WIDX6wuj97h1FT97kryMFbpLNpPJGN3L5melvXroAKZtBvAkAUwQJMV5rJHkDAHOew7E5fOfhZ6kAOOi6pmqmjcfBj9cT1KNDO57fnxkVxYESWirim4n83SKpAVZbuelz7ummXA531pupxfq3YnoWcv0GJ09SWxxDiPJg6HA6zqueorLuOw2vvCni/qS6J2u+dqQypHXWny95EnygGzwiRKlJ0nyfSIEuLaM8K+In4EOxZOkyMMgr4d/eY7jA5zL4u5J8l82j222JiwjSaHghDF/oDQSHUYSs9RAuTLBf8XYa9KdxXJF8SgscTFDEgJcY/mALvyLjt8nZP9dLUnq2eZkWJ919yTprn1PZcQ5N0ni5Xb65etPcNUoob48Sc4ZUvcAKElfku7l+F5uxyzL5McuZzXtXzgUvMQEp1NOkFajUiRVhgdrbAL+AxaISIzP/GQKd9My2OV2AZZiq6LbWXVwevYEnivDv7GomzvO7Ted3y3DJT0Wc1+6Jxi7hB4TiVB+H6GYZIk6hgcgHlPZOsQ9SWqpbvabW9RG9nQvqxC0PUkewp8D8uv1s8T+2DWSJINPlChn62VKiccNdVFcj2PDt8bY56caUUS305EVxLBU3QrTNEP1JLGE9R5OepIUs1EBZCk9Qtx9Z2fzovIksSJ1Zt912oZWdm+p0cHJC3Bx7D0zDKd3h/cIJ2U6y5IpOLKZPF3F0LMnKQXjs69lth6O9WwkaRTOz0qLl9u51KvmXy+eJH7GPb60xvI+yM+z6itehqWuqEwpD3u/p+q+qwxXfk9SapbbcWOnLZmsswK67ziVJ6lK4ukUG0n+c0bx16aqu6uR5HLd7HI7t7FX16Ms9yTp7ElK/q07VrrtSTLh7vFyu3a3ZdKO5XaCRy+6L7rzlLJ+IBo7VOOZ7mQey7FrJNX8m1pPklyabED542sr8MunvtRWnvwoFaqx7PY3vsbEGQsTn1dv24/9Ze6JDN2zZNt/X7v9AL7csNvTOSyPzFnrWieLnQcO2XILReVJmvzkl8ow6W7sKREnNwWCLalgYYspLa/C2Y99jr9/uMZ+TIDyP/x2u/Q3/r6zL/dvtuzDCws34ecPfYpt++w5goL02Qv+9UXib9FyOz+h//+7ZLP0NxcbyRkCXFPxG/v3T/HfxXa5NsPfdCq07O93vPlN8lhB+dL68p9NayZWr5Xo9rUoFE3FEY5vvtywC6MfmIsF3+/0WWaS8qpq3DBruetxbFJSN3iFK0tg8LsqWUzb1N+z4vTqJPcIieV9vWUvbn0tnp8mLc25DOuNZVtw2oOfYsOOgzVjkD1HIW+gWB/3lVVg3CPz8MQn6xK/BbGbVPdAHbjBbtwejuV2tj1JAeTznqT/Lt6MsX//FJt3lySuky9edmtk36/foU4DwDejsopqtLn5LbS5+S2sr2kj5zz2OR78YA0++Habp7J4LO9OWsxwHPv4J+sw+oG5+HLDLtz+xtc45W+fOM4X3eozH/0cpeVVju91PEn25XauhyuOsxtAIiOfHUOCepLY8w1D3JdE44O+JykOX8JDH4n1Pllf9rMs+dg1kqSWaXQoRUkGlI07S/DRqu1YvnmvlgzVizHHQ7JCi6c+3+CaK0OE213lO+XLi+WKZvIceal6hlv83wc5I4ClOZNYUQ/9F9LPezXzVPJjzMufJ0gUJxa2lFeWbsbijbtxX01y4jD6xi2vrZT+xpfOusKvfH4Jbn5lBVb+uA/3zF5tPy9Atb7ekjSCRAP0lVzCZR3lUdV2rarGDAN3CPLR8LNrui/Gr7fsw+84xds+e2g6EmGy/efTNf6S5DqTycYJe0+Sm+LtBbdnKDLwzn18PlZt3Y/z/vGFJ0+bjFmLN7t6PqzEllqBG2oUrh7N42Hsr/tZJ9e9PjxJT5L+tZzYsZHtswEjsR9GpgQ+8/nGxN9pAg/D0/M34pvifbjpv1/hv0s2Y29pReK3ulnp6NS4LrKZvQTW+XtKKrD8hz24851kYt1AqwIUt0EvcINh+zcMknoKJ5NrS+wzDPJuSEsYSfHPv5u1HF9v2Yfb3/hGHlhEIk7Wjm96+StlHVTt9qb/foXXlv2IRRt34/4PvsNV/1nqOObWnyfz37mNp2z+Lv7Qu95ZhVVb9+Pcx+fjqc83YOdB56Sl6Fmv3X4ALy925rXkvb9Xn9LRcQw7VrFjnyp3mjgIlvhvFnY8svJJ8fxmeDsAwG0u+RzZfmdAnCZGvIdQWWwSycqv1wW5+JjDbWRnxFCQm6kpMMkxaySFnThUB1Xnd6uN7tIC1VHHtSkAAPzlzJ6c7PDvheueJO6AQ5XOmReL3BrjTvceLJ82CreM7Sr9/cAhuUE15/cnacmw0G1GfzitCx46v6+nsg9V2GeL2asPq/myy06dS7/cZV04SD+ZHo8zjG1S0L6ypKJUWmF/XmHtuxPNKrEKWhiwYZYnDmmDP57WlfudO15Sjqo9W/CeJD6fhqz/iB6vKMiEqH6WSN19ELpGj2V06a3jTyK6T259JTtDPXkkXGajUZcHf9HH9tlt/Cqr6e9u9QGAipqy7jm7N5ZPG4Uh7Rviv1cMtR3jdufYHF6640lBbhbeuebExGfDSEaMko3hpRXJ79Nj8mVYB8srbREgM9IMfD71ZOTnZGDZtFGMTHlldfdxiFAZFzqGhyUq3MCjNeMz9zR5TxJ7mVEEbigpr3QEqLCQPU/23rNKuOr9CySNib8L3pcl5ZWu/WhUtyaJJKVunvlk/i5/90x2Vrlg3OLrff3POjmWf7G30rrfWekxzLt5hLQOoiGV/Uo25lYwdcyV5HK7eXQXLJ82Cqd2d0uonPw77klyIlptqNs/k54k3Uk2Z7nLpo2yBYfS5Zg1knQ2m4aNSlJY9VANClan012XGciT4LbSg3+ZKdSOrBqlQfce5edkSGaxTKFs9qNuiGILXWO7fk6m52ALqnwioUe3gylcshM/Ri6roWKGyw3+abLXxP7Ny/fbLB1GWVi5ppQy4/9al8Mn/dTNCaKz4dR11rTmJVXJGUCipsQb6Mn68Z/jX+gut9O1eRKJhT1uyqyf45wpdKtZto+IRzpWBT/76zZ+ldUYGdkaY5ClcGWkGcivaVM5mXZFRzsEuKHfp9Jihi05roGkUVcmaTPsrYrFDOU+BLYZ1cvOQN3s+LWxhqPq1gd5iwYPAV7jSQo1cEP8XzdPEkuQHHqqwA3SPEkafcHL+8qSXTfbqbgbMFz1F8MAGuTG241uYvI0w7ncTgfZsxZ9zY+7gHO8EuVJys1KR5YidLVbjkMdT5I8lHZyfNHFMMSepCDpUGT9QH6C8yudyScRx6yRZHGkBG7QyDMWmnxeOZSNXzohK6Wy3EJzOpbtyI9PKkz68lWDsmNACNAGdId+P7N7yo3EYb2HmcHHq4EYFP4x2A0jxXk+5fHNOcwoVDISuaasbDQKwxeQK7Y6ile1y0vPekmVcfmaREbwIVlnk3Qd3XupO/FilVfhcQzyszHX1ZMkqIKOFGcI9hA9SYKlebyx555MNv6vAUNbgYlHp0t+NgwjIbesQr4awELlSQI0PTaK34JM7Pnek1TTVaJJJhuHvyxVWxJNWGgbwTWnitqDJZMfw3S6vpdbYrVtkaffMNwnjAzDSHrENCM8xmLhrVAAxG1ApE857h3zWTeQizBPEnMt8mh7zJ6kgPonKyPumRa1weB9U6cEwwh3bdQxayQdjuh2OhnJo5ThJaN70Dq5L7fTl2UNil7qoxONyCKqdewsfhRy5fKP0DxJycGHNZKqqk2t5XZhwitfyQ/24/wOtnzfCKJM6MLfQ8e+ET4EuES+jpHNh33lsfqPjjJ7SHIMX19Lpu4GXN37m+jzHpfbiRQoNw+uaw4QwXc6fYI32NwMEeue85ukhQZvtfO+87PN7p4kS+nVH1sd0e2MpFypJ4n5O+ZiJLG/yA5TT4BJf3JFHd1O/pslMibp40GQ5k9UXGeg5XYxuXFh3Vu+fB1xXmqUbNvOswzDcDeSwOyt0vQkGX49SZKLF7UBYXQ3/l4yf5tM3VS47kmSnMcabUFXMjlXBjkJ4gjw2qTDSpECHMtGUs2/UeQVkqGSFFYACVUxXpLBAUE9SWr4TqlS3CwlxktHVr2ownziunMWfpZg8P2crXdoRhLjSWKVM/Z5qCQFqQXf92yeJNXz8/kA+fYjzEzvYsR4l2mVa3mSxL/LPlvoNB+3sN7W9fN9TbjcrlJ3uV38X91JAF1l3CrP6xgkVKxcznHrm6KxWaf/8Yaj26y2dc95T5LoWSaSYDKGmGPZoKYnCdB/LjHDmefIkqvaV2qRHhOFAE9iL1tfAQ0DZTJZjeV2hsax3usU/9ctCib7HhKHANdDb7kdbyRpeP883JNE7iLRhAfcvcWGob4OFq8TxyJZIkRjCp8AGlCPTbqeJLc9STLd0rbcTi3CFfZ8w4DwwsLYUqJbRKgTFeEVdXTheY1jCCiX24VlJCl+SypsemWJ1tBq18NtFpP7WaaUAT49SUJ3r17dvKDtSfK13M5+Dlvv0PMkwbR5kg5VVkc/gcDPPsmdR9xp/uoVZFO3X0wXBUqWnJVHa7kdG7hBcI+s/sP3NdFtKJcZSfxnj0aS7osyPWEkeRuDRPvMonjMOkXydXFfblezJ4kzkkTvhkR+F9tyO6+epDiG4f25WBiMXNk+NlvkNcMZApxFR1n1ErjBy1jvd08SH9AgzPYmW2bEtwm2vwdZRqzKkyTTH7SemYc6WEaSyBiKGe5e65iH5XbJ3E8eKsjVR1YHmSwW59LF5GfrEbjdX3GeJOZdILkFrNEWVCeyJ7oXTx4HMZKYu+Lx+OAcu0ZSzW1csH5XCqXKH3DUy+3e+3orFtZcq6rTfb52B977eiuAI8eTZCkb2/cfEv4uykkgG7y+/+kA3vzKnrvIre+uUIRf119up3cci3NpFis3XE/SM59vxO6SZGS3sooqbXe/G/vLxBHj+NtuC9zAXLyB+MvuhYWb8N22/b4nNrz0sapqE88v2IR129U5PSyemrde+P28tTuUsq1r2b6vDM/M3yANZa9jZLu9GK3w5w5PkuCVIotux/bbiqrqRHoAXSVD99ml+/Qkidpq0PYrqoFOkbwy9/TnG3BQEdkraSTZz+PzylRXmwmFlZ1t55fpPT1/o3BsBIA3lm9JGMKGYWhHEYzF7K3FMJL1LZN4ktjj02NOT5RFeWU1pv/v68Rn2TtBHbhBb9JBXK68YNUkHu8tDnOvo1Ul/jpUY5noMrRn4Gvq/oEgv13CsyHJW6XCSxcULSW1WLJpD56ev0EtC8lnsGVvmVK3kC0h1EW2kuRdRt+yEO5J4i6RrcY7K+N6ipuR9PaKrVi7fb/tO53ldq8t/RFLNu0GECy/GH++LAT4M/M3+i7fi1PDAC23803/1g0Sf7P30E8CST+oJkXDim4nKmb7vjJc9uzixGeV8n3BvxbgsmcXY/u+Ms/hd93qofpd9RKyFAtL4eS5e/Yqx3eyTnKyICEcf++7Natn+3z6w59J66bbGf2481WeJN3i2jTMcT8IwNZ9ZbiayTnBPg+VKJ163CrJleQM3JD8m81XZRgGXl36I25+ZQVG3T83tOV2Iopq5L7w5Sb84dUVmC9JJspz+/++wTdb7OOIaZp4rSaPw2c1bVf2TCc8MR/TXv8ajwtyY+VmpunlzmG6kGxmcPfBcmdfExTdoTDP+SXsz+zpzzcwReg1yIFtC7SOS/O5JymK1A7CwA06y+24mfC/f7TWlsSXp0yy3G7U/XNtn1lli20XfJ3KK6uFY2Px3lJbXzfgbSWDXYyRCAEuVUaZ49NihlQh/W7bAVvblIWKbi9pm4DzWenulQPUyr4qV2Byxt/6N/o2yHtIOjaum/hbJxKmDPbZ8Eq+bPmXLHw0ix+lNVOQ7BvQyPFm2J/Box/L8w0mE+Qavrwpssv6ePVPmPCEPSkya9i2a5QLQL71YfPuEjwyZ51SBsvI++xjhE7ghr9/tBZnPfq5o266YzQnMIFhiPvS4o27vZebKLPGo6rxiAa2LSBPkh+uG9kB143slPjM3sQfdpWEKqsgNxOXntjW8b1qmVBY0e1EHZ31EABwhGi0OhF77o4D5Z6XutjqwWwKZo1TXqaFyCDr3bI+npw8AJ2bxl8AsqhPc9f85PjOy8xQBSf7sYv6aZ+rK8XPi4t/sVTblGDgvgm9Xct44bIhahmSK6g2w1ts987KrcLveQmGYSSSVXYvshuqX23ew5ynRrZmXTRbdna/FrbPXZvG5X7pw8P8w277OCKSJ9uTtGGneAyaOqYL3rlmmI/ldmIOMvlOVIzv2xzTmKSMyXKT57JKlE53mzKiPW4e08X9QAAZPpfb+Z0RvvrkDgCc7S6Ov56QIVDQP1rlnKEH4l45S1HJVoT7BeweG4f36JcD0bIgOcEgGht5b6WXwA08hpFM0SAL3MCS5hICXMXLlw/Bn8f3wPBOhdJj+PeKl7C/fmefk4o2bP+K6Nk8H5/ccJKHOsX/VS23u3F0ZwxsW4BHL+yHf0zsjzqCa9YdzVmje91PB2y/seGyWdoX5uHP43vgzrN64q6zeuKFywY7r8NWFz28GLg87HV8oZjoYg0/Pz3AS5th2+bzl8bvEX+2Vd5PzKoZP0a3zZNU8/eVIzpIj7f2E/ZoXg+PXqiv/yRk2JLJ6icXDyJHxI2jO+PG0Z3Jk+SHSYNboU6mONdCGDf0Z92aJP6ul52Oy4e3T3xuXDeeL0MZVCGk5XaiUhwhv2Ef6JJ7deznBVoCaC1BAHDx0DaOn/mXmWhT4x/GdMGILo3Rs3l+/BxJfUSDiKiPyq6G33DsJfeP/nI7722MP4O/Zyd3aexaRtP8bLUMSbVM00wq0wG7h+jZxmU462IZSfzSBMPWXtXtUjazyZ5ntalhnRrZjrHk8oazDm7PK36M4XoMy2+Gt0erhjmeo9vJijVNvaUVaTEDvzzBOdHDdiKvw8Nlw9przTpb8gHvy+38rnTqX5NoW3cyWWu5nYdw5KwXJsslb5N1rGE4jaThnQpxbv+WyXoKzufHdQOGp7GebcMGknWQLo/jggr49bQc16YAFw1urZww4K/CNE3U1WxzftsOvydJdX3/u+oEtG6Yq112Yk8S70mq+TxxcGv89qS48ntaz2YY1b1poDxNqkfDel14LhrcGucPbIVfDGyFwe0a+pbP4juPnWl/lsogTpYXMOY3up3+sdYzG96pMPFedgbBsP41HN95wW4kxT8M7SB/LtYEx9Und3Tkd9PBttzOMLTz5umiu9zu8mHtkZOZHuq+wGPGSOKxNcIQyrN1Sm7dtfXCVz3fsAI3iJQuUYZsdiC1zuA3fvtRFPky2ZwFot8thOExa+qYiFQjuUei5+flRcxfp5f+rZPcDtBPtmmvh1yhNoxwjHtZEfY1xsGQ6V/81zHDSMxAqZZ6urVKWVdi6xETvIyApOdCtidHhcPzJ+yL8jqp0HFE2tehiwuuNk2ncapXhZpy7WVZ6CWU1JdjKUhel/z67RPWWW7hdJPHa/R5D0oeu8yMN3wcx9YoNFnpMeH1qpbgAc5r9BK4wTqeLT8RuEGyZJo9Ph64IdiIoqP02iugV65/T1L83yiW2SWLtF+YNWEomnwLIwQ4j2k6lxV6wdZmNM/xu2zQhH3flOq5VCUMXF+iPD1zUyCLP90aV4LaGKbgb9WYJYusqS2P003CzkEoCmAimjRPGJkhyj52jST27xDuKNso0gx7BB/VC9girMANIhF81vpYjPck1Sy348oJI09S3PUq+t1etmjG2KqhW6Qa0UDlJZkZH8lLVJ5MtmG451kBxOFM3XBTqMN5J4sL0V1uF2batnjkohqDmLlYA9y1ulRM1s+q7NNdibJZrHboJ7KjY6+fSLnmBWoqpzovYx1PUrUpUpK9vOjF8nSK8CLHWmoTZMmvF1RVE+rdOp4kgTtb9rTLmBxJbvfJ8nzLFBp20kZUEn9LDXg3Rtlz3ZLJsnUIx0hSne//nRXUk2RVK8heXh7ZDHpSuVcbyV6RGVjs2yCM/bU6+PVGmKb9OpSJgJn76GeBuZcqigIhyd7pMdsx3uvF6jr8clARhySRNbXlcZ/9JPVWIaq7aNJclmojCMeukRTQnakqLy1m2JckyBYWM4QVuEFUDu8pMQxxrgr+VNkyKR3YPUlCo4OTJVKG+GhBsnsken5eBi9+uZ2oPNUsaabLzC8QTjJZ/vrDmLmUL7cTD+phwhutMcNIzL7zbY/tT64vM+lSM3cvq2Uc+Vpux90mnZCv+p4k92fAypN67wJ7ksQydJqIJ0+SZp6TsJAta5J9p3MtIk+SbJi3lrvoKCmJYyV7l9j9AKLn4hhHvXqSuM+sJ0nUx+yepODvW6VBy4k3od++/Y6nvCepvMo9X5QushDg1qSdqB2KltvpPl7ZUj329eznPnk9JU0RBVH3fB2s64oZ/pbbuV2YLeIonM+Mn6C1fmKL9VMvfsI7LldeV1lkTW153MqTyPYkMXJU74YwvbrHrpEUcnnszEXMMGAwd1bDRorYk8QZSbB31MSeJKaG4XmSxAYZ75kRzb7x0YK86K1elhw48sYIWodqvT2f6V6En5kV/hIcs06eSxTIkHwfV5rcZ6CCIGqrQk+ShofG9rvke9ESQr5pWnJleYJU6Ow34m+lrnKqF7iB/SQut9p039OlQrTWHdDzKHrxOlqe1yBLfr0QS4zRevJ0rkUUuEGGFyXF7Vi7J8lZT34G1oDhbe8XU6Rh2A07VZRS6/igKHMW8Z+9XJaHutknJOzjpJ+xw61OfJ+15Ie+3E5yrm1prQ+t0euKg/SY/zUKJkzt5XbsfjI/I42XRK/JJpM8SZazzjYp6KdiArmqZmFF1tTRZYTiuKBBoXuSEmUn5XgNg++XY9ZICvvVy3YWfnOq9ac10IhyV1gPPGjjEnUoflY+xnmS9pdVoLKq2ja4l1ZUBYxuV4PEk8RWs7S8ShjuNbkRNv655FAlqqtNh8Giu9xO1qf4gUo08ElzgBjuG60Bn54k7hpEnpegqDxJYVNWUaUMUBKLGYklSvu59mAz4F3kyIwAodHi2JNUYySFEG5SdKnOfWZ6ZYWRJ8k6hv/JSzNiz2VfUmHnSkm1JwmJMdr5k5t3RFqk4BjZmGp5s1VKSllFFUrKKxOeJNmx7Fizt9SZo4y/HsMQLydW5ZdJnAvDtodqT4lTHr+qIujYolZ6/ZfrRS1nVx/wM/VuhqK3OsXZXVJhez8nltsJOl6Q7SDsrWX1lIPM30HfO1XVpkMH4iMjxvNp+Stfd7lddbWJUiYIip+249ZmREug2esq5/QKa1KoPGCiV/uEd40Rrzh+18FyAAE8Sdzn0Pck1RRnjUml5VUuEzvkSQpMtWIWdJMkHK8K28wFn3CPWcrxxvIt6DptNp7lEqI9v3ATAL2cAypEM6G8osEbSbe+/jU6/PEdDPy/DxPfTXhiPi57ZjH8wnZM0UBu3f/p//saXafNxubdzjwUVsew6vrhqu1o94e30eO2d7GnpNxxHIuoj4oUBgDI4vYLiV4CsvC2BoD8OhnC31j8hDPla+HwCIYwDsgG+dve+Nq2r0xGBpfLIk/SfveXVaDX9Pdw9uOfJ77jx/6YkVyiZAsvDeDJeRsSn19evFlRI5UnyWlo8ffQ8mj6WWrq9Hi5K9d+QvPKYJuH6IVsHePYk6RVA6tc5wy6SI4IL+3Vul6vz8Fv4PrkGO2chBGV6HdT+Z6SCqFBciix3E5c7uOfrEOXW2ej27R38ftZy5XHsns5tu4rw0tf/mD7nb+lBsR7QrvcOltYvt3oid8L63kNvvNDR0oN9rkbhv9nZKE0kgRl6+ey068D+z5gl5aHDVv3Tre8kzCUEoEbBEKFy+005bFDw5+YnF5sLkk/RhI7+bt62350nTYbn9aEp3/8k3WOSamD5VW+97saht3bJRtDzn1ifiI9SswwXAOmiHBrM7YxWbTcjqvbq0t/xA+7SjD+kXnCMnRhn6N1XbLHxvZX/4Eb7PJCj25X0xbeXrEVEx6fj67TZmPZD3vkx5MnKTg2BYa7oau32bMXt23kHrKTHTjSOO+JNUCYQCKJ362vf207v2FuJgDglC5NEARRh+JfgPF14c5WVMopBzsPljuO0YVV0oTR7Wp+Z5VfnoQnietwldUmPmQyggtDgGv2kuyMGJ68ZIDtO+EMsGSgNQwDfzu3t6sc3UhXD5zXR/qbKCqVijvG93CVJytj8cbdtgiFPFef0hGdm9TFxMGtbd8//csBaFXgTGA7b+1OlFdWY+mmPYnveIWGN95l1GeMUjZcae+W9ePlSr0ozu/4dmIZoqoXU6uCHPxjYn/H96r9RtZzdXoH5XLYe6ujlFcLDBiHPAj2JCka0nO/GmQ/X7h8BAAM/GZ4O2X9vChXVn8J4knq16q+Iw+WDHZJ9NdcUmARbMoHi1+f0BadmuShe1E9nNO/hfR6SwQeGktZkj3nu95JJoXduq9MeSw/IfPEXHsyTX4cSU+LBfbYsUrwcws22n6zGUkhzPAaiq6gFSxFgqp9Hsfl+mPfB/yepFO7N02kGAhKay4Z+MadBwGoPUlBltvptAIvxV91cgd0aVoXk4a0cfx2W40OxLbtIIzp0RQnd2mMpvWybfdg7fYDwuPZ5KZpMQNXnizPIyTD7V7Yx+Sac5g+IFqa+ewX9v4jMvyfELx/7HKTf99bo5/IxnnWAC5UhP++ZWxX6W9sHf9yZk+tSeE/niYvj4et+sIN8QnU+97/znYM20fDtNGOWSNJFeKYf2HM+f1JruXx7l32oVrWucptas1M/bxXM1dZKkQy+P0+UW3EF2FAnDxQthfjViaBZcKTJKiv2wyzruNm7o0jcFwbe4Zp0f2R7Y0wAHRsUhcb7hqbUNJF6M6sjO/bHOf0jyt2/N4B554keZmTh7ZxGDAidGolOub6n3XCu9cNQ91suxetf+sCzL1xBB7nEvLywTEAp0JjGHoet4qaG/G3c3tj7o0nJb6/cFCreLmSV70wzLzD06JWEzLTYph74wiM6t7U8ZtqHBnft7nwINnyw8uHt7cZuTrLINiyEgau4xinIqRqAyd0bIQOjfOS5dq8VXZP0tQxXbHhrrHoyByvK4fHagduyvu5/eVG0Iu/GYK/aSRcBhgFWbjczvkdP+M6onMhbvl5N7x33XC8dfWJ+Ou5vaUKlOhrq915WaYiU+r5CRn+HvJtLjsjFiAEuLouPDEj+FJeb8vt/F0Xz8Qh9rG0SjAhYZ2enZGG/111AprWU+eo0yEjLYaLGdnWu8l6/el6knRvuk478DLZ8btRnTH72mFomJepfU4Cj2rKYxf1x8zJAxyBqXQmmGJGfMKNnzB1raLLvai2D5hxWTH2d+c5vOEkOubU7k3xyAXypK/WO/Bn3ZqgU5O68bpKjrX2Iw1p11C59/XXJ7aTRvK16piZFkO7wjzlpHCXpnF96dJh6kk1N3hd9+Urhib+DjXqbmglHWWoBgM/kebYhh8z7EaS5e5UFZsIAetzTaiF2JPk3BwYtZnEepKEe5Ik94KdkZR5kgC7kSRSinUHct3OJFPWdOV4CQFuvfgckZoce5K0i5SiGuQDre/nyhXNmDmVdb0kdFZI+/Q0Q/j8ZPXWySHmds2qfGay5XbsC1t3TxJ/G3SWQegttzM9j2+2IC+S6Hbsdcnauh9PUoXLvkjVZImXGXV+3yiLeHzhjxGUqS09qfR6mcCSHcpPNDijZNqPz0yLeQrcYNj+rhmjlfVO/hbG/JzqufLPz1vgBnm5/G/s+0AWPSzoskIRiUivicAN8mP8oHO//JTvZxlXkLbCtnmdVRyJ0NEe5bgdz3YrkSdJBL+nTfZMdPKF2fqq5IaWlsf3/+pMxMnmMPnE86rJTj/6tajuqgm0sPKOAse0kZT8WzUA6sIOkHwuCGuDrQlT2vHLNDbu6uHuSYoi6Z2zFsnZNXEIcPE9TheErxW9FNmBRGcZVVCkypqmGC9rdBPJc7l26NyTFO1zDLLWnn9mOoEQYgaQJnih8ddpefXSYzFuKU8cWe8Veo85cW6Dq5ewo8llOAK5iWP0jG+d9fJ8Mui4PIER6MWVxNVFFoKVLULW1r20o0TgBpfodo5N8rZxXV+esu0Il3DpK148omeeiFbmoc6yMY5XYh1LSh3Ldg1lQBUdbCIURfmNIiaVpXN8QHmAwOPMNLtEhLSItCn2fln18LrcTv+e63iStAtLIBq/3CQFeW58tGE3ZMnF3c/T9yTx+bRk8BOKshVIqnJMwTGyw0vK9XVP2fXyRpk6N5WrGAei0lTv4kOSPeR+OGaNJHv4Wju+PEn8cjvmN8s7ZJryRlbmsnFXF1HVxXuSAonRrodhiKPUePEkiTqcW2hgXSNJN3KMrEPq3kdvy2ji//LtkK9COJ4kraM8l8srDEJPkiBanyhsMt9+2fC39iiSNX9LHikfptSSyRIkX5lsHDE8vrDjx9k/63mSnLPbDu8WnJ4kt5lNtv7smfxyOwtZW/eigFhl8M+ebzOqcMt+vDK6j1+n78mOEc23iLyOruVLXhW8kcorzaI27smTJFri5eFeBwlB7yZLvCcp+ECpuofVzLsuaqy+qg7c4L98nWbg5zr9eZL830+2H+lMAPCRdHVxq6LJ9HXddsJ7x+X5Ibk2KVhKwI7tsn5T6iH9gJt33pKhmhQOKyeoqhjR8n6/HMNGkvw3Pw/RtqSGU96spH98aEqWoBmPLUTjgcgDEeaaTRGJmQyIBx7ZPWbXDyfyJAkKqKxy8yTp1VNXN5BlUde9i15ypvBLKiycoXsjfoYBxjI/y+1kgRv4aGOWQpeRZgi9NLK2JQ7JLT4mjDubDJ6Q/E60/E0Id6AscSiLaL+QU554L5gKe041p3II2F/GYeTIsMYBmYFswXso/TZZq72KlkiJygzdkyQJtKFCd0+SY7mdoCN48SSJpNpEOA5gjengbUO5zIh7WmEtunGsNlHsSQob4Sy6wqgOFLjB5Yb5nZgTjV9Rvr3YvqEzAWDdR696kSdPUuIcdZm8kSSrvcpDLPQkSeRa4dh1dE9ZGXyuMNUSRz96hUiuSk8PM1fZsWsksUmpTP5F7L0820wq56mxLPRqU7XcTj/jugph4AbRnqTIPUlJbVP0YtTpKNZ5fgI36L6MddeNy/Kb6MoRLSOTYQ1+/NgeRcoY1UtB5o3QgR/AxZ4kR2WECrbDSKp59rKs7LLbpLcnyf9N5s9ks7lb6BpJ/ItUZ6+ibZ+EJY97vqI9SW6P17bcjisrUYaGJ8kLCU+SY1bVflxYyyqsGoseh9ZY5UGWcrldGIEb+D1JkokAm3yf7T6xJFpRb7ZoA8ENFy+epLC2JjiX2zm9tl73N/rBajtWexHdi0B7klyejt9l7H72WgcZRdh7oLN9wrosz0s5XY63GS6axjT/vpNNYPCPmZ3I9fLuLvFgJMnaFr/cLvQ9SYLvVGNWGHkOLY5ZI0m0pjj5mw9PEr/cTrAn6b1vttkayIzP1ifkWUpkto9Y/SzCwA0R7kkqLa/C1FdW4OPV223fs54kkbQ73vpGeJ/tCSprjCTBLSlnBwRB+bovCm1PkuZAJcPTnqSa6354zlpsrwn3+23xPqz4ca92GbroNAU/rYW/3L9x4Trj8O1S/Nw+XbPD9tlKfJeRFhN6aWSGjuhlyV//gbJKTH3lK3zDhEXV5cJ/LcDry35MfE5ELGONJO5uPvfFJmFyaT97ktg6y16Sz3y+wbOSypbB3lo2VDZ7jN8cQiyW55Xvd/wL9lBIL8OEJ0lkJGncMS/3VDSUvL2i2EMJcWRDCj+Ly/cpUT/wttxO9J18lGCfWRhLhFURuIRev+AiHf3xltdWorKqGntKyvHgh2tqjglBkAvVpomKqmq8+VW8vYjGS7+TkvHy1b97aScsovHr+x0HlQmLg6gp7G3xErHPq0jd6HZV1Sb+/Na3Nlky5qz+yfZZVnu+mKWbdifPESy3k4m19FAdQ5av+yNz1trqaN0PlScprMANyuV2tCcpOLY1xdz9FFmo3YvqKcuLxQw0r18HADCWC+PdhsmzxO6luePNb1BeWW3bfJwV1JOklUw2PFf3E3PX4T8LN2Hyk1/a65FQ0gzhoLBxZwk+/m674/vCusk4/dZZovMrJRmpJxwXDwncuK483j9LfY1EsHF54h7JDkJn92suPd+bkZT8e+orKwAAt79hz6vVr1UDZRkndS7UkqWqFe9Cl2HlohnbM9nudZZ88N0sZhhaIcCL98YNR34ywmVLkni/AncHvt9xEP9Z+IPjuAFt4vf7gpow40A8Dw/PNS8sS/wtun+i23Lhv74Q1Iv7LLmfbN9e91MyHwg7ScHy2rItDiNSlPOH5ay+bLuW9ANukigolufVzUga2aWx7XP7QnH4cTeSniQTOiYPr/Sd3qtIW5ZISXj3620AgM/X7dQuR6Zs8d5YZ/6upPxBbePpD/wGbrCK1om0ZdXFCkkcBXzb7lZUDxdqpEJwgx+WFqzfhVeX/og3lm9JfOemMPvtFrz3ls0116Se3ntOlx4ueo5fZPdm5rz18nM8aCnN8u3h1ll5TTRCsSf6ksdn1LN5vkM2i9Uc3/wq2U5YGSO7uufFlK/Itlf2gn8tSJ4jkOVmnGXphErnGvG9767G3tIKx/Ju1T13CVgqRFR1lYeQPEkhwDY8/qUluvkvXDZYWV7MMPD21SfihcsGY3yfuFLx8e9PwjvXnIim+fKBrNq0Z3gP6kkSdSj++sL0JP2wq9T1GJm8XQcrbJ8b5maiHmO0qAI3yGYT/zQunlumTaNczLp8iLJe7183DLlZ6cLf3rtumO1zlXS5XfLviwa1xtD2DYXHeQoBzlzb+h3x5IFswrcbTu2MHpJkhQ+c1wezLh+Ckzo3Fv7Oo2oKVj9wM1ymj+uOJyb2x51n92TK1TCSuM8xw9BOuhuvl9r1zyNebqcn66/n9sa/fz0It5/ePfHds1yiVae8GhmKEOAAsPJHp9dK1F7m3jDCUV92g6poTBPJ4yPCuRlJbCJI2XuJlSJ6LtYEki6J6HYue5JOYyakHr6gL5rmZ+Otq0/ApzeO8CTPuk+iy7Pua36dDNw3oTc+/N1wh7fszL7yCRKesDYuy/oYH6WK71Ks/EcvjOda8RYCXDAeKz1JzLlGvC20L3RP0K6CT+5qYYlKjxn435UnoG2jXFztI0koj+he7zpYjgOHKplj1GXMnOwtB4+IahM4cCj53vxZN2e+NhG6y4jbFebh8uHtfdXNjU9uOMnx3ZY9cv3Bi5ryzjUnOr6zxrW62cl3/MC2BY7jACa6nYaVdOGgVvj85pMT7Wv2NcPwokQ/tPraT/sPMbKSMv52bm88MbE/ihSGlm4EVPs5zmPc7qeOjiJ6X5aUVzr28rZtlIv/XjEEb151guN4P0vaRVVXjaMUuCEERNFpRL9Z8EkzedJiQH5OBga3a5gYUNs0ykXXZvWUm65NM6m0pMcMbWW6QY64PuLlInrf+UHe4JMzC7LOyV9ql2Z1ubj+8X9FBpGsv7MzvAPaFOBXJ7SVHBlPAiujAzcjraNExGIGhrQTG0leYF/ImVaOLeb3vgIPhsWwToUY0Eb8InCTxWNds5vhkpeVjlO7N0W9bNbAlR9vtRlRAAEvHjcvhicgMZI05dXJSMPxHRolngcAqYFtYQoMFfFSJed3or1ZrRrmOIxjdlmB7cWgWJPOTso0zM10nwGPGSjIjSeDlHV3W54kgVHdssC/kSQLFgHYA6IU5MTr2L0oHy0LcjzJSy7VBPjRxRJZVL8OzurXQuit0m1HQHh7C2XNn49SJVtuN7R9QzTM8+GJEFyqcp8QG7ih5t9eLep7l8vQTmJkWU2lqH4d9GwR7ytexwkRIs94ZnrM3rcl7caCVda9wJZabZqJPj+gTYNQvLY8som+oLRumOvQW8IKIFU/x5mstl3NCh57TiuJwWEFbtCoTrP8bFv7ys/JwCDJe98SzT4nVkR+TgZO7d4UdTLlOqLuvlUW0f4nt3utM0EpTMdSUY2kvpf8vX/rAuFkrq/hj5bbpR57ki93T5IbqpeEakNcFeNJChq0ARB3KJEnKaxNpbIOzG7kk90avtMasIcLtwYu4dIt5it+OQeL33cIr/RIl9sZ6s9+YN/pCaWcEa9qa55DmCp+YwMkeEWlNFrdi18aahjeZPEGFdueRC9Dneh2MrwowRbJiGVqeV42X/PHljGGURnzYjAFLy0Ldg+UbuAR6yjZ/hxb4AbBy9brEgvW0GInKPhlYTZZIfS9asFyO7cN1177fNCcRBaycYD3JPHPWBZowA+JZLIqTUIwPgeVLT/f2efCQCSP3xPpRhiR/aqrk33ei77gpcV5majyShgGqy7W/RYFNODxsifJy3O0+jqfR9ML0uV2GrV1W+rNovPcRe/BssoqT4EiwgrcoIxuR8vtgmP3JEVrJKk2xFVVm8ygp/84ZB1VVHPR5YSVDVx2q6yvZXuS4r85P9s2Gtb8K9ycqqkRhRUmW+ZJiiKUOnu/MtOSkRFFvweuj+Jwqx94CV9uoRpvVcsHvGz652e+ZAEGkt+J5OrdLz9hdUXR7UTyREXLlAm+L7CGEeshUr20SplzdC/L7mkR/M78nSF4+F5fjOyzZZUcvpwM2wyt/76oWm6XKD+krh5exDWJkcR7krjjEpHRfCrDtn4GpxLII4qCGFRXlodXV//uF9GtykjzlkojjBrFl+fH+2/wxPNiojRkvBhgQR+hdRlsZFqrLTpz9FkyNQwFL0aSYKJMvJpAXqbcsJPL5aPNuR0PAGka73lxio5qad5BEb6SyQqKVe5JohDgwVEt4QiaTJZHFZmqujrcQU9Ud35AqKiqDu1FLQvDqONJ4u8Zn3g2meBNrViqnlfQxIUWfChiiygm3djrtYwG9ipU7zDDY49WveQrfIQlTpSroTSJAjcE8SSxiJ66aFCN0pMk2hckKkZUsuzaeIWXNYzKKp3KgKiU0nJmH4VQiogaI0LWnVhPkuBl63VMZdsBq+Tw4w17XJCJH5UR6Faq15bhN9y2Q65EMO9h4B+HSHHzJFfwnXq5HXtu/DgdhUyFzBsnUg7DQDSeZaTFhAYjXxcLv94zthh2D7OXsNpemlwUS/j8lB10AtK63+wEp/WXc6m3Nb653ygvt0dktIuagUqu3Huv6nOilQTqiuvktxNNFpZVVHnKFRaWTqYytvh9t0E4Zo0ke3Ji3pPkvTyl4qpozFU+Bz1piYKGw79QwnRFyhp8spPKXw587iF+8EkkkxWcbktwqahfWOv/pZ4kgaEXFPZ+ZWU4PUkqGV5fxKrDrWAVXoIpWKg8L9alOF5UHmWpFC3xslPncbr3y4/ikFzWlPxO9OxE30mX23GXzBpJhwThdEXXV1rBLrcTihHUMf6v7IVt35Mk8iTpyRGVYd9TwB+XvCF+oiZZJKtvwjG6elhKokNYgRtkbZffA8sfJwpN7xdLkVUVxQduAIJ7kmR58syIrCSxJynm6VmGsbyx2kx6j3USTPshyuV2XlYKBL1dquV2/FOLGeLvRfjzJLFGkrfxUfabV0+SW7V13nHC5XYVXpfbuR+jg8rYEr0L/XLMGknsDV7+w16YZnyD8IrNe7F4427P5flVjssqqhIRXsIY9KpNE1v2lGLRhl3JDfLcMeWV1SEttrMrJpbckvJKfJKI9S+fD5q9cqvtM+91SiSTdem8xYoIOWEpJDLXbhSvE9uepLQYfthVYltWlao9SUs27gHg76WpquPuknK8vHgz9pSW2+tiuEfSY3HsSWJkfrdtv+N40aCqbST56N9WIAW26YhuJRshy0I2q8f3BXbGjP1bvdwu+QLRvX7rqKpqE0s27cba7QeEvwNiQ9fr7CF7nT/uKU2EN99bao+IycoK4qGxRqn4s7KXY4WcD2tp7cerf0JVtYnqmnupyhWjQjYu8m3n0zU78MOuksTnoEvSROex7WjudztQUuOtPFRZhSXM+9SqclADjZ/oW1mTQy6xzDtQ6U5EymF6zEi0jbhMtVS/l8yeVm2aWLU1Hg3T2/J8fXl+JsV0idJLxWOJYvPHrdt+AKu27sPOA4e4Yy1Pkka5Hq7BGvfYd7robD+rYVT99/ufDjqEudVa5z0vDNxQya5Mci/Dj04m8hynak+Sv3ArtYAGucloKDPnrceJnRoBAC7h8v3oour8eYooWL97aTkWrN8FANhakzg0OyNmU4pFyPqHaQKn/f1T7CmpwMzJx+HkLk0clntWeiy05XZWnYGkXJYdBw5JI7dYuUEsYoZ9jbd1jZmC5YpJb4SJg4JknPxxQZHNXPLPoWGuM8qOV9jBzwRw4j1zbL+rxjKvihyvdLI8XJMozs/MT0a6vB5D7vxI+L1hGMJnLYN/mecz4ePH/v0zZ0hSagAATDJJREFUfPz7k2w5ylglukWDOjUy9WT5WR1k5bhi+4ju85F5yTbvtk8I2JbbMX83TYSUFXiSypNtuU1DvVDM1n26Z/ZqfLZ2h+B3tSepeQNv0e0Mw0B6zEBltYmxf/8MAPDlH0di1P1zbcel2TxO/l+MiZlk03SMGX94dYXvckXc8eY3qJORhpLySvz5rW8xQjOnGc/3NekBeETK04n3zMHa/xuD9LRYYsKHVdwa5WVix4Fyx3luWKJYid8W78N5T3yB/111Aq56fil+ZCax8uvEx8cmipDHOvB7Dn7+0Gd4+fIhtvx8YSKaTKgyTTw5b4N2GX6r1JjJObNj/yG8viyec8fL8vz6kmi4IrxMVHmFn1xREfQJWknHWfYfqsToBz4NVK4XO89SG9yW27UqyMHGnSXOH+Ddk3TgUCVeXBTP9ZcwluA+Iabz3FcLJh/LKqqYvYmuRWi/c1hEk9SqPUltGuZijYe2puKY9SSxiS8B4O2vivGOj6znFpkKN7IqeZ5lIAHJTv3qb4/H2J7NMLKrXq4blirTTBgqq7fGGwk7E3HxkNbo37oBwgoCzr4AeQPJokWDHEwZ4Z57ge/DVqfu1qwezuhtT9aYiJDmchmygeG1Kce71ufxi/on/patceVfxmf3b+E45qlLvOXHYBW/gwIvgzJwg8c3y6Zd4oGZpVRhhMro1LguhnXyrvzlZaVrh1G3lITpZ3TH5KFtMKxjI9vvS3+we4RZxWr6GfF8R7r3y8/Mt2iQ1i1GFPwAALYxBhdgX0piGUldm9XD737WWSqPNab+NqG3Vn0s405kIAH2lyNv4GWkGZh+Rg8tOSy8EbyeMwqevGSAbfmOLAKlDsnlhPKRUfbsVAq51c545q3dgac+3wAAmJPwuid59MJ+OKtvc7RpKA9lvvyHPdLfRFiJzEWh6Z+/dDDG9myGK0e45xQSXS1/z1bUeHbe+8Y+ETaqJnfNL49vq1lrMaJZ5A9XbU8u8w5UuhNRd3QP8GT/3e9yOzaNBTumqPaQ3HN2L/xiQEvce04vTDiuhadkxypPkiqlRpjcN6G3tqHbo7k4Ae6abfpKsls6B7+IltuJms095/TyXDZ/f3rVhCTfzRiHxXtLmePV5fn1IFZWmcqVC3eMj4/9I7s2wdhezfDQ+X29yxDcNJXu98TE/hjbsxkev6gfxvZqhv9d6czXpMsxaySlp8VwCpOt3YS39bI8buE4T+6ib/B0bVYPj1zYD20bqSxucYNmB26rwVod9cy+zTF9XA/twWdk1yaYOfk45TG6CvQNp3ZxPcYwDNueB+vFlJ4Ww4O/6GM71nrRs96BMT2cifVkHb9Py/qu9RndoykmDWkNQH+Na0ZaDL1rBisL3cSuFnaFU720xctvfo/3FcgkZuBuJrmsF35/amet46zlJhcPbYPbz+gOwzBwEjMrz3ttLO/swLYFaFSTHybKPUkitI0yzUS57L4+y5B/4qL+yK+ZORaVYi2FOqlzIYo0k7y6Xb4t/DqnHD50fl8U1vWej4ef2eSVwhGdG9vqFWxpbXK5jU4EP10uHtoGv/tZJ8f35VXVyom103o2w33n9cFtp4uNLEC9POaiwa0c31nPRRTdrlOTunjkwn5afc/rxnOLO8Z1T8jMzkhzjOleEBkobPT2kB1JwnGCb29ugUP8GknZGWmJ5LvsRIDqPT5hQEvcdXYvnHtcS9xzTm9PEetU7SqMPIA6HNe6QLu/nTfA2dYBf1GKdYK/eClXFCRFtHSsWb43TztfJoBEnkLWoGAXwLitYvD7jqusTi63E8mYOLg1Ntw1Fv+6+Dg8ckE/zznsAL3UNiztCvPwyIX9MLpHMzxyQb9ETis/HLNGEuAcZIIYSaoIdkA4mzZ1UFncXqsQM9yXLRwsd3o6/GJAnvPIkeuj5l9ReFmWoMqt9VzLPERLCbrUg20rQiNJ0dS8Xq7O/fGrfPpt87rPTLTchN3Xx4tPBEhh+qr2npyQ+q+uPJlx7zSSkt6BZL419fVZe5K8XJHr9UcwvPHtQDQ+s/XSSfgsg51QkrZ3yT1wu3TRHoaKqmqt943qtquWpopuhaXcWb+FkyfJw7GcPLd3pgrX1BMhN0jRvapw8Vw6o9sFl89OikS1vUc1/ka4Es+GYXhYCi05jg8MpYXGEOLldWgK+pof400E35+scatKEPI8fry6PL/LLCurTVugrigQje1BxnsvHNNGki1Cmql+6bjh5knyY3+pFBPZT2wHsQ4RvRS1Niga8hxHXsrRhReljJiUUA6Z4wUvRtmyJV2s5+olWkrQl5fbc1Ivt4vCk+SpSE9lW7B9TzdQhOhlzhoI/L2wPC1sX03R3IVnebIXFj/Tab1wK6rMxHPKcrk+K09SmBM3yr7qs/3wniO35SBBlI/EvTDDC/ZiIWqnFVXVyn17qnMtlEaSaKNzzashGd3OVbwNq1/avYb2f1XwbSQrQPJ0kTzD8D8h6IaoPH5fVFSBG4BkO2DbeFQTryrjPey9XjLCCBWuOx54nUj1kmog4UliZISl2/PjlPXZ7knyYiT5e7ZV1abQGAwT0XgW8jAt5Rg3kuxLRHTixMtwizSj0xGDyLeoqHJ2CpHLV/ellsJgNI4Opk5QaP1rs5IcBM3HYSnUboE0WIIOFPbcL6LyVbK9ydIZGH3NyMHby8ePd0cEawDx4pOeFvkxYRBGHgjZc+GLtvq7lZAasN9LUSllNUtkvdxmL44kXmnxa7zw7cetGQYxbixJJsJdbgeI97NVVJlaniTVXjjVcj3hRmfT8iQ590noYCl6wtM0J91YAnmSZHmShPlhgiO6n24JK/kzgtQpEc7ag9LrF6UnKYVGku79klVXN9plmqF+3zrK9fA6tNoNW8WwJmEquPZnjY+25Nu29qK+n2k+9c/4BF20FovIaxS1TItj2khK46yGKPck6QwunnIISL63zRwk1tmbts/sdypihhFKLg1d2JnAuHz5sdWJF766zKDhTJPL7fQ9SUFvmev+jxA9STqGTJXPDfFe2g7bf4I8s0ybgWAvx3qG2TblLPz2rWqTuuO6bA8B/2KwPMeHaox4w+CMJMEzKKmolP4mw+1Q1WX5NZJ4b5rbSzGUwA2C6Hb8MbrfWwRZbqcKN6w6X7XczlLyvCZI1k2ELIM/NojCLWsLifDmvksWI4pu6jVhZZDrte59kDauS4ZiYjFV+oCXeyU7VteYYU/XGZ+9KOeiydywltvxYa5FniSbUe1Snuq5q6iqTqaUiap5iO4ZGUkpgH+gwYyk4J6kMKhkOk7yxR//12sfiK8LTqWRxAdu0FDgXQaBoInxkp4kD0ZSiK/oILl9tNAoqsLnoO6lvbGz4kGuj1WsnXuSUrPcLozBWzZe8I8i4Uli9lu5hZu1QoB7U3DVR7OXLFsS6BXeWHYrJ5gnyagpQ16Of0+S87u4keReouq9oZroUm10Fq0s0EG1Z0HnzvP9Okg3kT2jxIRgyP1a5DXiv3MP3OBfvmhPUlQ6Yph7Xn3XIQQvt25KAH5FkRteVgokclUypwTJ58bCt7+EkcTogKwst/eq/8AN0S+3ExtJkYhycMzmSQL4zhFsuZtbzgI/YZT91ObW179O/P3nt77Fr09sJ0weqPtSS+Vyu0MuS9qsvCkA8NTnG1AnM81mvIgMurACN7z79Ta0ufktvH31ia7nRG1Xhjmbp+dR9Fe2p+V2zCRDEMOW7cO//fcStG6Yg3evHYbsjDQ8v2BTXBbjaYlC0ej4x3ekv2l7kjTvwT/mfo9bXluJwe0KADg92qKmsqMmkaKXF5prqHjFdflVCn7kckKNe2Se8vgwAjeUVlRh0syF3s71ETWqotLEvLU7XcvWWXIsQqRUPPfFRjz00VplvdR1if8rqtLGnc6cTRf+6wv7FyGOi6Jrf+zjdYmolWGPwYcEbonyKm/v9CCTZ5bXLxWb1cPc8+oXL9cpq5NuGfzedDe8PAKRJ0m2VNQrvJG0ZNMeLNm02/eeJL/67z2zV2vL8EtY3jc/HNOepP1lybw+pml6Ss7G4+ZJ4vNFiPDSvi4fHs87xOd7EiHck6TR5gzD+5KMIHzw7TZuuZ1dNv9Sf+zjdbZkfqKa/lyQH2JsL/d7ZsErnVc+v8T1nGtHJkP+3jTaPfQ5D/toRDOmsoGowEciW512cNkw9xxXIrI99Kc/ntY18XcQw5Y/d+POErz1VTz/Wd3s+JyQl3C4ANChcZ7v+vDobvrV9WpbxssX38fzrfH7PFSKWVgvtKz0GPKyk/NtFw5qbfvdr1Kgq+RYeVJGdm3iSw6gdy94ZcwK7f1/Z6pzQInGUPbdw2LlFLFQKS4qz5noN9ZAArwrvHzd4mVY8pzH80YgL61XgLC8ssmdO978pkaWXdoNLqHNB7RpoPw9nlvQDq+kXjDQHoqaz5EVpL9ZTahKsOc4bOootg4EVQf+cqY9LYSsDVvvssYaqQNkdZo6pqv4Bw6v/UBW53MEORItzx/bP2QKv1sb5BnS3hmO/eKZC23lu620YfH6XhQRlbboZiSJxqawOKY9SWf1a5FI5GdCf7nGuf1b4Jax3fD5uh244t9xpTmIgeWHPq3qY/m0UahXJx1/q+yNLrfOlh4bZE9SKj1JgN1A8CpbdEVN87Px1tUnYOzfPwMAjO9ThPvP66NdJm8k7Rckd+UZ0r4hlk8bBQCJfDVhIlK6Lj2xrVYuKh6dJu83gWAsZqB/6wZYvHG367GnMAqujpH0h9PE1yoa6K2129ZA+7NuSVlu78eV008NtMEcAO48S5wvauLg1nj2i43C39wmXWToeJIswloasfy2UbZnxhuVYS0vkfH6lBNQUl6Jutn++5qOosQfcdUpHTFpSBvXPi7y/JYL9pZkpscwcbDdwFTtdVXpDTrvMq8e6XF9mgPw7xHh21tuVjq+nn4qSsqrkJuVhoOHqjDg/z7QKstNaeIvbcqIDrhoUGtUmSaG3zsH+8uS4/hnN41AkUuemnrZGYmx4DfPLsZHq7bbjKS2jXLRkUsaf3rvIvRono8Rf/1Y65pUWPeuwmcQHU+yYgbum9Ab17+0XPhbEC4Y1AqjujfB3e+swqzFm4Xt9OpTOiYmiT69aQQqqkwcKKvE72ctFyazlo1jurkp2bN1RirZpM+95/RCSXkl3l6xNfFdIuw+c46sb75w2RC0/8PbGjWIUz8nEyunn4ov1u3Er59ZBADYX1Yp3D8HwNWC8fvOsYmIarmdYjxrWVDHMW6GyTFtJNmiiJneQkbm52Qgh8nS7Ba4IWxM00y8nN1kW1flL7pddFZSRprhyDVhelhDyyMz/PLrJJWYgtwsTx2ZHzh0l0EFMY5s+zsElySqQp3MdF8h7L2EM/VD3WzvQ4yOkSSLWqgK+W71by+eqrwQMrHz44yFKpGr3/GE994przSkru1W17CWl8hIixmBDCRA71aIhg2dfi5SLEUpBZrUc86aq7yxSk+Shi4dzgSYfiGi+5eblY7cmj6Wk6nf19yalKhW1rOql51hM5IK62ZpKf/WWNAgJ+7lYDfOy8aJBiFNkiU8SSladiTzJoWhDzTKy0K7wvhEiijXVG5mUnZWehqy0uP3V3btsippt2/bChv3+yt7BIZh2HQNIOkN1wnckBYzUD8nA3tKxF5mEXlZ6Y70GbLy3Z6dl5UfMg7HcruCHO8raLxwTC+34xuNrifJGlDZl38YVriX4c/L5Kx1XX5y6KQq5KcFe1m8aLdLlt0TVkn1GjmNVwBTfj+ERpKzDn5rFXWAGD/BUHSMGNkhojCm1jUm88Ok9hnK5Kku07eRxI1DqvaaqrZ8ONeT6xLlvRA9f1G0TJGSonqvqN5XOt47v14Bv7cqzHvsqsyq2j13S1Wh1EVYh7N7aKXBPkK65kQIcMaoiHLslrWNsFaWWJONorFBNv7L2rSsXenee6+XpOp3vEzredmW2ymem58+wieflyU5dis5jIn+w7HcLuotIce0kcTno9ENGWm99NiZpFQvt9MdH6urk0kmvXZAw8c53spXl+31BSPzivCDiBf4pVapiFLIKgBRe3qi1l/9eLd0jBjZc1B5+qyBNlVZ4y1kdVX1Lb9L/BwJOhW3MlWmYqoyowdBa0+SzzsmTibrvCdZAoNI9V5RKck63ju/Y7vfdhPmq8SPJ8mCv26/aRPYYA6y+si8yF6xxkS/Oev8yuMJSx+w7otobJDJkLXpFM95KdseX5WqxJ4kvcANftQL9hyVJ8mt+QVdVg5EuNxOcc+invQ8xo0k+2ddT5LVwdm1n2EkgvVSgu6AW2WajCeJLcD93JhhpHwAUl2XW1Vk7w920FUtxxLBz64EDSnuFdE1hTuDGK0Cm+XHk6TRl2SDsShMcXJzuffldmHgJ7+O31k9Z+AGOanq26nKZxEErVvh837p3meRJ0lkOFmolC2tPUkp7wfhyXO7vij34lnns3uSZJ6tsG6xNayJksVHgZ+JHS9Y+lKlYGY6LE+SLl6j/qq8mHxVLCOQPUel8PvpI+w56WkxqSHt1meOZE+SaqKNPEkRYgsBbpraa+cTmyhtOYkieFCKInVj9VdVm4me73VPUiwWrSdJ7CXxr1DJPUnM316NJE5xSWW0P0A8cximd+mIXG6n0eZkj0G0nNK6xsSepFQvt5PMJqvGDL8KrDNww5Gw3C4lYoJxGBROHpGSoprdVS+3c5fn9/H7fdeFeYvdlnAqw1gHlJ3wJGkkkw0rZ55I54gS2XsurCHD2lMq9CTJcsTJPEkB6+J18li59Euy3M4WcU7Rb4N6kjLSDGnCYbd3fRiepKjeKSrdPOr3OQVuqOHNr4qR1kfvZqcJZnVSje4Klv8s3IQn5n4PwGkUumOkfLYxiNKusyfJa4fyG7ghLJZs2uP4TnSdfseJqFtwRrr3iuntSdL3JK3Zvh//WbgJu2s2xKba0JW1uShq4TCSFMem6i4cDZ4knZe7KNiCDrpjjmj/kcogUb0DdMb3VE8WhLsnSf17lB7UpCcp2R6ibuNWO9i40yVfWUjI2kZY+oA1mbV6635t2VFFybTbSP4DN/BlAcBna3dgw86DeOCDNcnzVZ4kH6My+0z2lVXijre+ER7ndvvCeC9GNaSoPElRD2PHtCeJ74yvL9viOKauIGpN12bxvBwtG+RoyyrKz3Y9ZlinQu3ydL0J0/+X7DDsAKsj65PV2wMvF2CNikKXnAcxw/0YFbJ+xHZ+rx0qj4vOlqpkeipyBVGgOjauKzjSnahf7plp3l34Ooao7JD2hbmO756ctwFTX1mR+Mz2ez4aURSw7a8gLxmJp52grm4MaefMjcHCzwYOdjk+Knq3rJ/4W/RMdFAtYW7TUH/s1UGnVy/fvNdX2brKhygsuIoTOzaS/taXuf8ywtiTZPUfnb2HYQQ3shhUkzxZhurSRPllvGCNT2VM4IZBbcVlsp5t/l3ihYM1qSdckzqHhGzfZlivP+seiq5H1l1kTrTcgBFIT+iY1IWauYSCB4AuTeXv2u5F+bbPLy/ebDOQAO+epN4ufZnVScorq23R8fow59bJDL6crrkiIisAHNBIkeKHns3z3Q+KiGPak+T28mqYm4nXphyf+Py/K0/Aoo27ML4mX8TgdgX4vzN7oFMTdwX1kQv74cxHP1cec9dZvZS/P/iLPrjmhWXxDz502637ymyyeresj5/2H8KMz9YLj9+yt8z2+blfDcKqrfvw57e+1Zb51CUDE3+/+tuhOOHuOYnP8VmT5IWkxQy0bpiL+8/rjYJcP8aS+Kaw0Yu8biLPyUzHiM6FiXxaVczytxkXH+ejju6oavjohf1sYYdfm3I8lv+wB6f1bOpLFns77hjfA0s37sbn63ba2koQdJSnV3471PY5iCdpkIZRwJbfKC8LD53fF3Uy0lBeVY2F63fhqc83uJZh8dbVJ+D5BZvw7wWb5PKYujavXwcP/qIP6tXJwPBOhbhjfA80r5+N77YdQHZ6DE/P34g7xskT4z18QV/MWrwZW/eWCevJGxY3j+mClgV10LlpPawq3oef9h/Cv2r6e4WHvnD76d1w+//EM5Qi7pvQG7e/8TU6Nq6LU7v7a5vvXTdcmmPmhcuG+CpTRpSTH7oem0FtxYp/vex07KsJWX3XWT0xvHMhXl+2Bb8Y0FJa1m9HdMDyzXvxyXc/SY/RNd5GdC7Eb0d0sJ034+LjUFJelZjUeu/aYXh+4Sb8o2bVgogTFEadV24a3QXPzN8o/V01Iz91TFe0aJCDbfvKEu9yL1hj2j4mIfDNY8R52zLSYvjnpONwqLLKV7Jvi14t8rXyzYWFrM2GNafmxyPFeu6m/bwbCutmoXhvKYZqGr15WelCJf7PTCLSrs3q4d5zeiG/TgZeXrwZ732zDUA8B9K8tTuQl52OswVJYy3O7t8CPx04hHvfXS09RulJ4u77+QNb4rqfdZIcHUd2KzPSDPxzUlJHya+Tgccu7Id7312N73ccVJYp46XLh+B/y7fgrndWCX9XGZBBuHhoG+w/VIlFG3bh83U73U8IkWPbSHJ5eV02rB1aFiRnLHu2yEdPJku4YRiO7PIyGuWplf562emuOTfG9WmeMJL8jFVsZ8rPycDlw9vjqXliA8mCldOzeT5O6NjIk5HUt1X9xN8tGuTYXvi8N8waIM7sKx+EVMjGHnZ2XbZeV8XYXkWMkZQ8/8SO+p6/sDitZzPb5z4t69tmi7zCLsuZOLh1Iilbm5vf8l0mi5uRVFg3C/1aNbB9p6OwBlm6w596eu+ixN+n9WyG5xdsskWuVNG9KB9/Ht9DbSRxb7FxjGJm3e+Tu8QT3E4+vq1SXsO8LFw+vD3+9alYGeWXG+ZmpeOyYe0BAMM7FaKiqjphJHlZPtaXe0ZutC/Mw7O/GuTpHJ62jcQeqJmTj0NTDc+8F6L0D+tGU5RNtg1u1zChrP1iYCsAwOXD2yvLys5Iw6UntlMbSZoXff7AVhjQxm7AscmfAaBNo1xcPry90kgKMwKsq/dAcW25Wemu90+FtaR1b82Mfb9W9ZX1YZNX+6WzxkRsmMgM6LCMJD97Vdk9YL/0mOD82pEdMWfVdqE3mF9NcO5x8cmHovp1Ev2uW1G9xPcq0mIGpozooDaSNO/hTaO74IqT3Nup7F14zzm9HCtzxvRshqU/7HH0UzcPEXvc5cPbS42k49qoPbx+yUyP4foaY/HBD9bg/g++i0SOiGN7uZ3L1Ye5htrPzIlqNszPYCW6njQPg5Wf0Mn8dauqHXS/j2wdPqt0+wlHzN4i9vyo9icdBVs4tMl0iVTnNdqgRZAw3q590WOV3Iy6KPZAySIRuV0bq5zoGoI65R7tRBnEQvc2h7kcDQAqXMJFh70n6UhqIlFWxXpOe0sraj5Hn/4j1f0v6qAuquuRiS7XCJShwqu3mO2PYd5/dc4f7+XJnpUs4brIkxVG0AYAyA6pHBWpHmeOaSPJbSAIc5wIe5Dzs5dEdL1uSiorxs81eBlsgw7MOvZPlY88E2y9LE9UzEh9AIAoONzR7dJ9zCgCwdqKm3IY9lONYoO8TDHzkorAi9LhZ+b3qCLCriwKcyxC9kz9dlG35xv2+HUk7Ne0iLIq1nOyJsxSYSSluv/J3vVhRVb1kzLFy6SOCK/NnfV8hjmGK5PRMgOR7r2WVU2m24n0pLDaVyr6Qqr1rlr+5lPjpvSHOeiHPTPjZ6gSVcHtHrAd1c81pHIGTOee+PMksZ6o+EAtiqIWFql0JEWdrNZtuZ1fb1yQvuk2yIatYEXRVGReB9nsoQgvRlJt9yRFqVTrKney2Vy/Exluzzf0dn4ENZGwQm+L4NNChO0BFJHq/hf9niTv9yyoJ8mr/sIq/GHqguoQ4sm/de+1LCy8rM2IjDQ/Sd9FpMJISjXHtJHk6kkKUVbYg5xuniQW0eW6zSAE9yTxBTL14e6wn2vyer6fPUksiVw7R5JGEICoE7i7Db5+72OQmb2U50mKQJ5sf4eXGVqdPC9+yj0aiXJ5kW6qCLmC4W/Mcnu+YXuRj6QxMcouzif4DXOvlYxU978I5wAB+Ftm7WW8EuHVA8E+5zCjwKqi2/kxxmTGo0y3E+lJYbWvsJbtqUhVfr+EvJRKO8Jw9ySFKMulMFG3UZ3iy5MkMPvcBg6bkRQwG7SjbO4q3Jw8btesM47JslHrlmvl2hElLQ2LoMaiJ1kRe5KiW27n67T4uW79PuRZ6CiUR7knKZrldkeSAhxF94jy6nQTgPIeCouoPEm6ydN1xadaeVERqZF0WDxJR8hyu8MY3c4tgbAbXkWy/TGoF4tFnScpia4eIPNUyz1Jzu+OJk8Sf1lRq0tkJCkIcx2w2xjXUBAeVCU/Fa8jw7DXO+q1oG4Ke65LnH+d2RA/gzM7i2QN1AcjygcApHb9edQDTI7LM8vL8jeoBln+kMrJESC1gRu8LF/0kjcjyuWlXonifkapVOsWLVO2ec9FWOjqnLqTY2Hcw7BmtCNdbncYPEmpTmIuTYAdUjX8TDIGuQcZaTF85THPGdsWw/QkqQySHOZ9qDuBKKua7H6JriUvK5x8gVGNVSqinqQ4ct58hwHZzJdhAN2a1cNZ/bznUJAhU8wy0gw0ysvEzWO6On771fFtEw393nPiOZQuHNQK/VrVx/EdvOecEHUO1bDz/K8Ho1Pjuji+Q0OM61Pk+L1L07porEj+Krp/bA34/UFuL+2Zkwcof7/9jO7S3/54Wle0L8zF1Sd3VAvRJOCklpJzJHkYHr+of+iyZJcxqiZs7S1jne3SCz/r1gS9W9YXDtjN69fBnZLcYL88vq0j54KVxBlQzwq63acoAjf88TTxferStG4kuSNkXgedF+uNozujUV4mrhmp3xei9JyquF6QI+QEH2OfGzpK9XTF+KLijD5F6NasHiYPbYMezetJj5Mp2384rSvaNcrFHeO8yR/ft8jWZ3h0gtj0bVUfwzvrpTpQeZJuO72bVhnPXzpY6zgAePZXA6W/Rbk8jU+5kIrZ81T3vzaNcm3XGTOAoe0bopuiPXnBT5LxZ381CK0KcvDML+XPneeaUzqic5O6mDikNUrKnSkPzuor1/EMw8DZ/VpgUNsCR5JYN+45R57z8oHz+kp/u29Cn8TfFw5qpSVrSPuGwnQJsneB6J2v2z8t/jXpOLRumOMITZ+KpK/8MKPS+8LgGM+TJP7+tp93c81X4l2WU9jjF/XD6B7NBEfHyc/JwNq/nGb77v/O7Okqq2uzevi2eJ/je7fZkMz0WMKtvOGusYnv//1r8YurZ/N83Htub2lOHbbDW7AuZEd1XAyPvq0a4J5zeuHGl78S/t66oTivCgBcOqwdLh3WTi1AQqpDcudmpePMvs3x6tIfbd+P7uEvKacSybX9Y1I4iXKz0tPwOpOQ+aaXv8KLi34AAMy9cYR08mCaYNB+9OO1iXatUshG92iKDXeNxcadBzH83o8dv7s5Rfx4qS4d1g5ffL8TH67anviO7UNhI5s905lt/e1JHfDbkzq4Hue13Ci4+pSO2Ly7BC8t2gwAmD/15Eg8rewj/+u5vaUTFX7IyUzH29ecmPh84j0f4YddpY7jZLOwLRrk4KPfn+RL7jvXnIjZK7fi8ucWO34vd9kr1a5RLl797fHKY1hkffKyYe1wieb7dECbApzQoRE+W7vD9ViVsRyl4VI/J9OW2L02Bm7ISIvhtSn6z94rfu7ZkPYNMffGEZ7Oue5nnYTJWKeMaI8bThUnAGb524TenuRZnCSYWOjYOA/vXz9ceV6nJnU9vzcy0mKY8/uT0OO2d23JcuVLJpP93u87amS3JhhZM5Fq6X+D2xWgbnY4HikV/KoGld4XBse0J0lGVgQDbEqjvEm0erc1vVkelY+wbQcdl/bhWPcepqtdl6Drr3VJ9bXZlm96fJTss9fpT7KZtKgCN6SyaYax3M4LfveOhQF7rVGNo+yzC2t9vgzZ0sWoNj3L2kSY+ywAeX/2mjtFtx+pJjOi9u6wXr/aGAI8ag53FDSZJz4sMg7D8mR+/JB5U6MO1hQ1qfaq1q6e5xHZIBuFEiUuM7UPWzRxyH6V4fFlFrZ+rVPc4ZjQPhzJXVURcMIk1ZfG9jmvHhv22eucKlMOXfckealUSGd6RaZQe0kO7YXD5UkC7ApiVHuj2OV2UUdokt3JqPIMydIe6AaU0EVW/ygmHd2I+hmynpBURPQ6kgKnhEEq7plSfsTevzSBIh/1u5Y3PL2EAD+aSHli5ZRK88kjjzyCNm3aIDs7G4MGDcLChQtDKTeVt1q02TiqmWdZH3CLluK18YUdGY08SUlSFeEu5Z6kIFHpmGev0w5k7dlVGfVZx1SO3TLFMypj5nAqaew1RTWLyDaJqBU4P7nagiDzSodtJMk4HApx1J4KtvyU7EmqbUbS4fYkRSz/cDwvvp/JJpRSPPyETqrv7RFvJL344ou4/vrrcdttt2HJkiXo3bs3Tj31VGzfvt39ZBcOd8TSqMTLjBfRy5KtQyryx6j6p46+fjie2eEYU1K13C7V9l9YbUzHSPK75MFvDVO73M7/niQ/HE4ljTWMoqoH256iXm6Xqr5tIUt7oJvkNiiHY2lV1J4Cu5EUvRp1JEWXDINU3DOl/IiX24meV+QjKCdANlSmMsVIFKS6LxzxPe++++7DpZdeiksuuQTdunXD448/jpycHMycOTNw2dKIRinSB6JaXiHD7eXsebbYR18L2j9Tfc8AHBYrKUX6y2FdbucVuyfJ/XjRkgcd/NYxlV7OTMmyuug8LYfTk5S81sj2JDF/Rx3S2U+utiDIPUmp6f1ejaQw2lrUSjCr5EctCzh80SWjQjZ+pYqojejDManES5R5rI/25Xap7gtHdHS78vJyLF68GFOnTk18F4vFMHLkSMyfP194zqFDh3Do0KHE53374tGwKioqUFFRYTu2otL+2aKysspxbBRUVVaGLscw5MnKqqtNh7yqqmRYTPbdpFOvqupq5XHi39Qd1E2uWeUM46l7rl8qKsU5kaJsI1XVzuuMQl41o7Clos3D9C/PZM6trnbvo7K24i432Ua91JGfoUvJ/eQwTGcfj5qo5RnsmFFVhQozfCODfXZpUI9rQZEtc4tKZlm5ePw6VKF+/5ghtaV0w1s5ZghjUkYs2naZzrTJ9FgK+pzgfVBVFW07PVxUVUWvf2UYqR+fw+pPqvJZDpU7dV4AqKyK5p0f9fVZGNz471em7nlHtJG0Y8cOVFVVoUmTJrbvmzRpglWrVgnPufPOOzF9+nTH93PmzEFOTo7tu0NVgOgW7Fu/HG9vW+673nLssrZ8uwhvrw+n5F4FMXy1K4ZhTatRP3Mf1sI5u9W1zl68/fbbtu9+Kk3Wq3Odg9i8O4b2dU3HcSx56Wk4UGmgoHQz3n77B/RsEMOK3faZmeObVAvLGFoYw4dbYuhWvxoZMWD5ruR5w5qKz2FZty9ZX5YO9dR1DsK+EqfMLvnudQ1CUZUBMM+we4No5HXKMLACaWieE939Y6n8KX5ddTO8y9u8M3lPvlnyBXZ+qz4+Pldgf24ZhrvcQQUxvPdjzPMzblKerF+3+tG2jzjOfvD910vw9g/RyjNgwqyZt+wZUbtk2b8rfl+z0kzMnv1OhJLi1/fNl59hY4SRbIsyY9h1kEtImpba8QsAGpcX4+23tzi+b5OXhg0HDPTI3e+5TnUz0rC/wj7Tu+Ebb22ypRl/3g2zdO6JWIXZtn4V3j7gMkAEoLQyKXvt8i9RsjYyUQCAgxVJeRZpP32Ht9/+LlrBkZK8nsbZJraXxdvN3vVf4e1t4jQfQWiRm4bNB+Myvl+5CG9vCF2EjTQjDVVmsi90z9kX6VhZ34yBXRz2tWQca3TI/ztYRJM6adhWaqCNsSMlOsSOMsBqO9kBxs2SkhKt4wzzCF6guGXLFjRv3hyff/45hgwZkvj+xhtvxCeffIIFCxY4zhF5klq2bIni4mI0bNjQcfyabQfw04FDqDJN7D5YgdYNc9C7RTQJsX7YXYLFG/egcd0s5NfJQPeicBKzAUBZRRWWbNqDAW0aIGYYeHvlVuTXyaiRW4p62ek4rUdT4XKVFT/uRcPcTBTkZuKztTvRt1V9NMzNlMraXVKONdsPYEDrBjAMA3tLK/Dmiq3IiBk4sWMjrN9xEP1bNxBu2K2oqsaXG3ajb02iuqU/7EGvFvn4avNeHNe6get+ANM0Mf/7Xdi27xBaN8zB3tIK7C+rxPEdGirrHJTlm/ciOz2G77YfgGkCJ3ZsiAY50cmrrjbx5cbdaN0wBys278OANg1QPyd8za262sTCDbvRvage6mZHP2dSVW1i3rqdaNsoBy0b5LifwJ372dodyMtKR//WDbTOWbP9AD7+7ic0yMnE7pJyjOneFC0a1FGeU1lVjS837kbvFvnIydS/J6Zp4ov1u7CnpALDOzXydK4fftxTii837EbP5vnYtq8MADCkXUFkS+N+2F2CfaWVqJ+TgW+L9yMrI4bjWjVAncxolxtVV5uY9/1OtGxQB20izImxcWcJyiqq0DmC5L8se0oq8MGq7Sgtr8LYnk2x7qeDaFeYG+n4tWD9LqzZfgCtC3JgIr7Je2CbBsK2cuBQJVb8uBcD2xR4Xt64eXcpFm3cjfw6GfhhdynaNcrF8e29tUlr7OvatC7q1VGPeZt2lWDB+l3YuLMU2RkxNK9fB/VzMnBih4aRh63/tng/9h+qwMA2BZHKsfh6yz58umYHejTPR05mGvq1qp8SuVHx455SbN9/CLtLKtC1aV0YBrBt36HI9K8Dhyrx3yU/omPjPAxt79QFw2bTrhLM/nobOjTOQ05GGga0aRBpAJx9pRX4dO1ONMjJQIOcTHRtJh7HTDPevzo2zgtFh9lXWoFvt+7HgNYNhAHKomDlj/uwbsdBnBBA79u5cyeaNWuGvXv3ol49uS5+RBtJ5eXlyMnJwcsvv4zx48cnvr/44ouxZ88evP76665l7Nu3D/n5+dixY4fQSCIIgiAIgiAI4thg586daNSokauRdEQHbsjMzET//v3x4YcfJr6rrq7Ghx9+aPMsEQRBEARBEARBhMURvScJAK6//npcfPHFOO644zBw4EA88MADOHjwIC655JLDXTWCIAiCIAiCIGohR7yRdN555+Gnn37CtGnTsHXrVvTp0wezZ892BHMgCIIgCIIgCIIIgyN6T1IY0J4kgiAIgiAIgiCAWrIniSAIgiAIgiAIItWQkUQQBEEQBEEQBMFARhJBEARBEARBEAQDGUkEQRAEQRAEQRAMZCQRBEEQBEEQBEEwkJFEEARBEARBEATBQEYSQRAEQRAEQRAEAxlJBEEQBEEQBEEQDGQkEQRBEARBEARBMJCRRBAEQRAEQRAEwUBGEkEQBEEQBEEQBAMZSQRBEARBEARBEAxkJBEEQRAEQRAEQTCkH+4KRI1pmgCA/fv3IyMj4zDXhiAIgiAIgiCIw8X+/fsBJG0EGbXeSNq5cycAoG3btoe5JgRBEARBEARBHAns3LkT+fn50t9rvZFUUFAAANi0aZPyRoTJgAED8OWXX9Y6WbVdXm2+tlTLq83Xlmp5tfnaaru82nxtqZZXm68t1fJq87WlWl5tvrbaLG/v3r1o1apVwkaQUeuNpFgsvu0qPz8f9erVS4nMtLS0WimrtsurzdeWanm1+dpSLa82X1ttl1ebry3V8mrztaVaXm2+tlTLq83XdizIs2wE6e8pqscxxZQpU2qlrNourzZfW6rl1eZrS7W82nxttV1ebb62VMurzdeWanm1+dpSLa82X9uxIM8Nw3TbtXSUs2/fPuTn52Pv3r0ptU4JgiAIgiAIgjiy0LUNar0nKSsrC7fddhuysrIOd1UIgiAIgiAIgjiM6NoGtd6TRBAEQRAEQRAE4YVa70kiCIIgCIIgCILwAhlJBEEQBEEQBEEQDGQkBeCRRx5BmzZtkJ2djUGDBmHhwoUAgF27duGqq65C586dUadOHbRq1QpXX3019u7dG7osAPjNb36D9u3bo06dOigsLMS4ceOwatWqSK6NxTRNjBkzBoZh4LXXXotM3kknnQTDMGz/XX755ZHIAoD58+fj5JNPRm5uLurVq4dhw4ahtLQ0dHkbNmxwXJf136xZsyK5vq1bt2LixIlo2rQpcnNz0a9fP/z3v/+NRNa6detw5plnorCwEPXq1cOECROwbds237Lmzp2L008/HUVFRcI2Z5ompk2bhmbNmqFOnToYOXIk1qxZE4msV155BaNGjULDhg1hGAaWLVvm76I05FVUVOCmm25Cz549kZubi6KiIkyaNAlbtmyJRB4A3H777ejSpQtyc3PRoEEDjBw5EgsWLIhMHsvll18OwzDwwAMPRCJr8uTJjv42evRoX7J05AHAt99+izPOOAP5+fnIzc3FgAEDsGnTpkjkycaUe++9N3RZBw4cwJVXXokWLVqgTp066NatGx5//HFf16Ujb9u2bZg8eTKKioqQk5OD0aNH++7jd955JwYMGIC6deuicePGGD9+PFavXm07pqysDFOmTEHDhg2Rl5eHs88+2/cYpiPvH//4B0466STUq1cPhmFgz549vmTpyAtTT9G5tjD1FB15FmHoKTrywtJTdK8tLD3FTV7YeorO9YWtpwSBjCSfvPjii7j++utx2223YcmSJejduzdOPfVUbN++HVu2bMGWLVvw17/+FStXrsRTTz2F2bNn41e/+lXosgCgf//+ePLJJ/Htt9/i3XffhWmaGDVqFKqqqiKRZ/HAAw/AMAxfMrzKu/TSS1FcXJz475577olE1vz58zF69GiMGjUKCxcuxJdffokrr7zSNZa+H3ktW7a0XVNxcTGmT5+OvLw8jBkzJpLrmzRpElavXo033ngDK1aswFlnnYUJEyZg6dKloco6ePAgRo0aBcMw8NFHH2HevHkoLy/H6aefjurqal/XdvDgQfTu3RuPPPKI8Pd77rkHf//73/H4449jwYIFyM3NxamnnoqysrLQZR08eBAnnHAC7r77bs9le5VXUlKCJUuW4NZbb8WSJUvwyiuvYPXq1TjjjDMikQcAnTp1wsMPP4wVK1bgs88+Q5s2bTBq1Cj89NNPkcizePXVV/HFF1+gqKjIlxxdWaNHj7b1u//85z+RyVu3bh1OOOEEdOnSBR9//DG++uor3HrrrcjOzo5EHj+mzJw5E4Zh4Oyzzw5d1vXXX4/Zs2fjueeew7fffotrr70WV155Jd544w3PstzkmaaJ8ePH4/vvv8frr7+OpUuXonXr1hg5ciQOHjzoWdYnn3yCKVOm4IsvvsD777+PiooKjBo1ylbWddddh//973+YNWsWPvnkE2zZsgVnnXWWr2vTkVdSUoLRo0fjD3/4gy8ZXuSFqafoXFuYeoqOPIsw9BRdeWHoKTqywtRT3OSFrafoXF+YekpgzFrEww8/bLZu3drMysoyBw4caC5YsCDx2xNPPGEOHz7crFu3rgnA3L17dyBZAwcONKdMmZL4XFVVZRYVFZl33nmn8PiXXnrJzMzMNCsqKiKXtXz5chOAuXbtWs+ydOUtXbrUbN68uVlcXGwCMF999VVfsnTkDR8+3Lzmmmt8l+9F1qBBg8xbbrklFFk68nj69Olj/vKXv4xMXm5urvnMM8/YzikoKDD/+c9/hirr3XffNWOxmLl3797E73v27DENwzDff/99z7J4+DZXXV1tNm3a1Lz33ntt8rKyssz//Oc/ocpiWb9+vQnAXLp0aSAZuvIsFi5caAIwN27cmBJ5e/fuNQGYH3zwQWTyNm/ebDZv3txcuXKl2bp1a/P++++PRNbFF19sjhs3LnDZuvLOO+8886KLLkqZPJ5x48aZJ598ciSyunfvbv7pT3+yfdevXz/zj3/8Y+jyVq9ebQIwV65cmfiuqqrKLCws9DV+8Wzfvt0EYH7yySemacbHj4yMDHPWrFmJY7799lsTgDl//vzQ5bHMmTMnFD1FV55FED3Fq6ygeoqOvDD1FDd5YeopbrLC1lPc5PEE1VPc5IWppwSl1niS3GbQw5yhKS8vx+LFizFy5MjEd7FYDCNHjsT8+fOF51ix2NPT0yOVdfDgQTz55JNo27YtWrZs6UmWrrySkhJccMEFeOSRR9C0aVPPMrzKA4B///vfaNSoEXr06IGpU6eipKQkdFnbt2/HggUL0LhxYwwdOhRNmjTB8OHD8dlnn0V6bRaLFy/GsmXLfHscdeQNHToUL774Inbt2oXq6mq88MILKCsrw0knnRSqrEOHDsEwDFt4zezsbMRiMd/3U8X69euxdetWW33y8/MxaNAgaZ88mtm7dy8Mw0D9+vUjl1VeXo5//OMfyM/PR+/evSORUV1djYkTJ+KGG25A9+7dI5HB8vHHH6Nx48bo3LkzrrjiCuzcuTMSOdXV1XjrrbfQqVMnnHrqqWjcuDEGDRoUeHmyLtu2bcNbb73le0xxY+jQoXjjjTfw448/wjRNzJkzB9999x1GjRoVuqxDhw4BgM0DF4vFkJWVFcqYYi0zKygoABAfjysqKmxjSpcuXdCqVatQxhReXtToyPOrp3iVFVRP0ZEXpp6iIw8IR09xkxW2nuImjyeonqIjLyw9JQxqjZF033334dJLL8Ull1ySWBedk5ODmTNnAgCuvfZa3HzzzRg8eHBgWTt27EBVVRWaNGli+75JkybYunWr8Pg77rgDl112WWSyHn30UeTl5SEvLw/vvPMO3n//fWRmZkYi77rrrsPQoUMxbtw4z+X7kXfBBRfgueeew5w5czB16lQ8++yzuOiii0KX9f333wOI78e49NJLMXv2bPTr1w+nnHKKr3XvXtvJjBkz0LVrVwwdOtSzLF15L730EioqKtCwYUNkZWXhN7/5DV599VV06NAhVFmDBw9Gbm4ubrrpJpSUlODgwYP4/e9/j6qqKhQXF/u6PhXW9ene66OZsrIy3HTTTTj//PMjTZD95ptvIi8vD9nZ2bj//vvx/vvvo1GjRpHIuvvuu5Geno6rr746kvJZRo8ejWeeeQYffvgh7r77bnzyyScYM2aM7+XJKrZv344DBw7grrvuwujRo/Hee+/hzDPPxFlnnYVPPvkkdHk8Tz/9NOrWret7iZgbDz30ELp164YWLVogMzMTo0ePxiOPPIJhw4aFLssyUKZOnYrdu3ejvLwcd999NzZv3hx4TKmursa1116L448/Hj169AAQH1MyMzMdExFhjCkieVGiIy+InqIrKyw9RUdemHqKjryw9BQ3WWHrKW7yeILqKTrywtJTwiDYdMERgjWrPXXq1MR3bp6dVLFv3z6MHTsW3bp1w+233x6ZnAsvvBA/+9nPUFxcjL/+9a+YMGEC5s2b53vdu4w33ngDH330UUrXhrKDds+ePdGsWTOccsopWLduHdq3bx+aHGuvzG9+8xtccsklAIC+ffviww8/xMyZM3HnnXeGJountLQUzz//PG699dbIZADArbfeij179uCDDz5Ao0aN8Nprr2HChAn49NNP0bNnz9DkFBYWYtasWbjiiivw97//HbFYDOeffz769evne38XEQ/iMGHCBJimicceeyxSWSNGjMCyZcuwY8cO/POf/8SECRMSM5hhsnjxYjz44INYsmRJKHsc3fjFL36R+Ltnz57o1asX2rdvj48//hinnHJKqLKsMWXcuHG47rrrAAB9+vTB559/jscffxzDhw8PVR7PzJkzceGFF4b+HrB46KGH8MUXX+CNN95A69atMXfuXEyZMgVFRUU2D0wYZGRk4JVXXsGvfvUrFBQUIC0tDSNHjsSYMWNgBkz3OGXKFKxcuTISL/fRIC9MPUUlKwo9RSQvSj1Fdn1R6CkiWVHqKW7tJGw9RSYvVXqKDrVCW/E6Yx+URo0aIS0tzRHlZtu2bTa37v79+zF69GjUrVsXr776KjIyMiKTlZ+fj44dO2LYsGF4+eWXsWrVKrz66quhy/voo4+wbt061K9fH+np6Qm3/Nlnn+3LFap7fSyDBg0CAKxduzZUWc2aNQMAdOvWzfZ7165dfUWi8nJtL7/8MkpKSjBp0iTPcnTlrVu3Dg8//DBmzpyJU045Bb1798Ztt92G4447znVDvVdZADBq1CisW7cO27dvx44dO/Dss8/ixx9/RLt27XxfowxLppd2dLRhGUgbN27E+++/H6kXCQByc3PRoUMHDB48GDNmzEB6ejpmzJgRupxPP/0U27dvR6tWrRJjysaNG/G73/0Obdq0CV0eT7t27dCoUSPP44kOjRo1Qnp6emhjihc+/fRTrF69Gr/+9a8jKb+0tBR/+MMfcN999+H0009Hr169cOWVV+K8887DX//610hk9u/fH8uWLcOePXtQXFyM2bNnY+fOnYHGlCuvvBJvvvkm5syZgxYtWiS+b9q0KcrLyx0R5oKOKTJ5UeEmLww9RVdWWHqKm7yw9RQ3eSL86ilussLWU9zksYShp7jJC1NPCYNaYSSlmszMTPTv3x8ffvhh4rvq6mp8+OGHGDJkCID4zMyoUaOQmZmJN954w/dMiY4sHtM0YZpmYg13mPJuvvlmfPXVV1i2bFniPwC4//778eSTT4YuT4Ql0xoswpLVpk0bFBUVOcJRfvfdd2jdurUnWTryWGbMmIEzzjgDhYWFnuXoyrPWR/OenLS0NM8R57xcW6NGjVC/fn189NFH2L59e6CobDLatm2Lpk2b2uqzb98+LFiwQNqOjiYsA2nNmjX44IMP0LBhw5TXobq62teY4sbEiRMdY0pRURFuuOEGvPvuu6HL49m8eTN27tzpeTzRITMzEwMGDAhtTPHCjBkz0L9//8j2kVVUVKCioiKU8cQr+fn5KCwsxJo1a7Bo0SJfS6pM08SVV16JV199FR999BHatm1r+71///7IyMiwjSmrV6/Gpk2bfI0pbvLCRkdeWHqKn2sLoqe4yQtbT/FzfX71FDdZYespXq4tDD3FTV6YekoopDxURAQcOnTITEtLc0QumTRpknnGGWfYvgsraswLL7xgZmVlmU899ZT5zTffmJdddplZv359c+vWrebevXvNQYMGmT179jTXrl1rFhcXJ/6rrKwMVda6devMv/zlL+aiRYvMjRs3mvPmzTNPP/10s6CgwNy2bVvo1yYCAaPGqOStXbvW/NOf/mQuWrTIXL9+vfn666+b7dq1M4cNGxbJtd1///1mvXr1zFmzZplr1qwxb7nlFjM7O9t3BB6de7lmzRrTMAzznXfe8SVDV155ebnZoUMH88QTTzQXLFhgrl271vzrX/9qGoZhvvXWW6Ff28yZM8358+eba9euNZ999lmzoKDAvP76631f2/79+82lS5eaS5cuNQGY9913n7l06dJEhLe77rrLrF+/vvn666+bX331lTlu3Dizbdu2Zmlpaeiydu7caS5dutR86623TADmCy+8YC5dutQsLi4O/drKy8vNM844w2zRooW5bNky23hy6NCh0OUdOHDAnDp1qjl//nxzw4YN5qJFi8xLLrnEzMrKskUWC0ueiCDR7VSy9u/fb/7+978358+fb65fv9784IMPzH79+pkdO3Y0y8rKIrm2V155xczIyDD/8Y9/mGvWrDEfeughMy0tzfz0008jkWea8WiEOTk55mOPPeZLhq6s4cOHm927dzfnzJljfv/99+aTTz5pZmdnm48++mgk8l566SVzzpw55rp168zXXnvNbN26tXnWWWf5knXFFVeY+fn55scff2zrUyUlJYljLr/8crNVq1bmRx99ZC5atMgcMmSIOWTIkMjkFRcXm0uXLjX/+c9/mgDMuXPnmkuXLjV37twZurww9RQ3WWHrKTr3kieInuImL0w9RefawtRTdO9lWHqKm7yw9ZSg1AojyTTj4YivvPLKxOeqqiqzefPmjlDLYYbWfOihh8xWrVqZmZmZ5sCBA80vvvjCJkP03/r160OV9eOPP5pjxowxGzdubGZkZJgtWrQwL7jgAnPVqlWRXJuIoEaSSt6mTZvMYcOGmQUFBWZWVpbZoUMH84YbbrCFlg5LlsWdd95ptmjRwszJyTGHDBniW5nRlTd16lSzZcuWZlVVVSA5OvK+++4786yzzjIbN25s5uTkmL169XKE2gxL1k033WQ2adLEzMjIMDt27Gj+7W9/M6urq33LkvWriy++2DTNeBjwW2+91WzSpImZlZVlnnLKKebq1asjkfXkk08Kf7/ttttCl2eFGRf9N2fOnNDllZaWmmeeeaZZVFRkZmZmms2aNTPPOOMMc+HChb5kuckTEcRIUskqKSkxR40aZRYWFpoZGRlm69atzUsvvVQ6ARTWtc2YMcPs0KGDmZ2dbfbu3dt87bXXIpX3xBNPmHXq1DH37NnjW46OrOLiYnPy5MlmUVGRmZ2dbXbu3DlQP3eT9+CDD5otWrQwMzIyzFatWpm33HKL74kCWZ968sknE8eUlpaav/3tb80GDRqYOTk55plnnul7IkRH3m233eZ6TFjywtRT3GSFrafo3EvROX71FDd5YeoputcWlp6iKy8sPUVHXth6ShCMmkof9bz44ou4+OKL8cQTT2DgwIF44IEH8NJLL2HVqlWJvUlbt27FokWLcOmll2Lu3LmoW7cuWrVqlbIQnARBEARBEARBHPnUiuh2AHDeeefhp59+wrRp07B161b06dMHs2fPTgRzePzxxzF9+vTE8VaI0ieffBKTJ08+HFUmCIIgCIIgCOIIpNZ4kgiCIAiCIAiCIMKAotsRBEEQBEEQBEEwkJFEEARBEARBEATBQEYSQRAEQRAEQRAEAxlJBEEQBEEQBEEQDMekkWQYBl577bXDXQ2CIAiCIAiCII5AjlojafLkyTAMw/Hf2rVrD3fVCIIgCIIgCII4ijmq8ySNHj0aTz75pO27wsLCw1QbgiAIgiAIgiBqA0etJwkAsrKy0LRpU9t/aWlpeP3119GvXz9kZ2ejXbt2mD59OiorK23nFhcXY8yYMahTpw7atWuHl19++TBdBUEQBEEQBEEQRxJHtZEk4tNPP8WkSZNwzTXX4JtvvsETTzyBp556Cv/3f/9nO+7WW2/F2WefjeXLl+PCCy/EL37xC3z77beHqdYEQRAEQRAEQRwpGKZpmoe7En6YPHkynnvuOWRnZye+GzNmDHbv3o1TTjkFU6dOTXz/3HPP4cYbb8SWLVsAxAM3XH755XjssccSxwwePBj9+vXDo48+mrqLIAiCIAiCIAjiiOOo3pM0YsQIm6GTm5uLXr16Yd68eTbPUVVVFcrKylBSUoKcnBwAwJAhQ2xlDRkyBMuWLUtJvQmCIAiCIAiCOHI5qo2k3NxcdOjQwfbdgQMHMH36dJx11lmO41mvE0EQBEEQBEEQhIij2kgS0a9fP6xevdphPPF88cUXmDRpku1z3759o64eQRAEQRAEQRBHOLXOSJo2bRp+/vOfo1WrVjjnnHMQi8WwfPlyrFy5En/+858Tx82aNQvHHXccTjjhBPz73//GwoULMWPGjMNYc4IgCIIgCIIgjgRqXXS7U089FW+++Sbee+89DBgwAIMHD8b999+P1q1b246bPn06XnjhBfTq1QvPPPMM/vOf/6Bbt26HqdYEQRAEQRAEQRwpHLXR7QiCIAiCIAiCIKKg1nmSCIIgCIIgCIIggkBGEkEQBEEQBEEQBAMZSQRBEARBEARBEAxkJBEEQRAEQRAEQTCQkUQQBEEQBEEQBMFwVBhJc+fOxemnn46ioiIYhoHXXnvN9vu2bdswefJkFBUVIScnB6NHj8aaNWsSv2/YsAGGYQj/mzVrVuK4TZs2YezYscjJyUHjxo1xww03oLKyMlWXSRAEQRAEQRDEEcBRYSQdPHgQvXv3xiOPPOL4zTRNjB8/Ht9//z1ef/11LF26FK1bt8bIkSNx8OBBAEDLli1RXFxs+2/69OnIy8vDmDFjAABVVVUYO3YsysvL8fnnn+Ppp5/GU089hWnTpqX0WgmCIAiCIAiCOLwcdXmSDMPAq6++ivHjxwMAvvvuO3Tu3BkrV65E9+7dAQDV1dVo2rQp/vKXv+DXv/61sJy+ffuiX79+mDFjBgDgnXfewc9//nNs2bIFTZo0AQA8/vjjuOmmm/DTTz8hMzMz+osjCIIgCIIgCOKwc1R4klQcOnQIAJCdnZ34LhaLISsrC5999pnwnMWLF2PZsmX41a9+lfhu/vz56NmzZ8JAAoBTTz0V+/btw9dffx1R7QmCIAiCIAiCONI46o2kLl26oFWrVpg6dSp2796N8vJy3H333di8eTOKi4uF58yYMQNdu3bF0KFDE99t3brVZiABSHzeunVrdBdAEARBEARBEMQRxVFvJGVkZOCVV17Bd999h4KCAuTk5GDOnDkYM2YMYjHn5ZWWluL555+3eZEIgiAIgiAIgiAsjnojCQD69++PZcuWYc+ePSguLsbs2bOxc+dOtGvXznHsyy+/jJKSEkyaNMn2fdOmTbFt2zbbd9bnpk2bRld5giAIgiAIgiCOKGqFkWSRn5+PwsJCrFmzBosWLcK4ceMcx8yYMQNnnHEGCgsLbd8PGTIEK1aswPbt2xPfvf/++6hXrx66desWed0JgiAIgiAIgjgySD/cFdDhwIEDWLt2beLz+vXrsWzZMhQUFKBVq1aYNWsWCgsL0apVK6xYsQLXXHMNxo8fj1GjRtnKWbt2LebOnYu3337bIWPUqFHo1q0bJk6ciHvuuQdbt27FLbfcgilTpiArKyvyayQIgiAIgiAI4sjgqDCSFi1ahBEjRiQ+X3/99QCAiy++GE899RSKi4tx/fXXY9u2bWjWrBkmTZqEW2+91VHOzJkz0aJFC4fxBABpaWl48803ccUVV2DIkCHIzc3FxRdfjD/96U/RXRhBEARBEARBEEccR12eJIIgCIIgCIIgiCipVXuSCIIgCIIgCIIggkJGEkEQBEEQBEEQBAMZSQRBEARBEARBEAxkJBEEQRAEQRAEQTCQkUQQBEEQBEEQBMFARhJBEARBEARBEAQDGUkEQRAEQRAEQRAMZCQRBEEQBEEQBEEwkJFEEARB1AomT56M8ePHH+5qEARBELWA9MNdAYIgCIJwwzAM5e+33XYbHnzwQZimmaIaEQRBELUZMpIIgiCII57i4uLE3y+++CKmTZuG1atXJ77Ly8tDXl7e4agaQRAEUQuh5XYEQRDEEU/Tpk0T/+Xn58MwDNt3eXl5juV2J510Eq666ipce+21aNCgAZo0aYJ//vOfOHjwIC655BLUrVsXHTp0wDvvvGOTtXLlSowZMwZ5eXlo0qQJJk6ciB07dqT4igmCIIjDCRlJBEEQRK3l6aefRqNGjbBw4UJcddVVuOKKK3Duuedi6NChWLJkCUaNGoWJEyeipKQEALBnzx6cfPLJ6Nu3LxYtWoTZs2dj27ZtmDBhwmG+EoIgCCKVkJFEEARB1Fp69+6NW265BR07dsTUqVORnZ2NRo0a4dJLL0XHjh0xbdo07Ny5E1999RUA4OGHH0bfvn3xl7/8BV26dEHfvn0xc+ZMzJkzB999991hvhqCIAgiVdCeJIIgCKLW0qtXr8TfaWlpaNiwIXr27Jn4rkmTJgCA7du3AwCWL1+OOXPmCPc3rVu3Dp06dYq4xgRBEMSRABlJBEEQRK0lIyPD9tkwDNt3VtS86upqAMCBAwdw+umn4+6773aU1axZswhrShAEQRxJkJFEEARBEDX069cP//3vf9GmTRukp9MrkiAI4liF9iQRBEEQRA1TpkzBrl27cP755+PLL7/EunXr8O677+KSSy5BVVXV4a4eQRAEkSLISCIIgiCIGoqKijBv3jxUVVVh1KhR6NmzJ6699lrUr18fsRi9MgmCII4VDJPSkxMEQRAEQRAEQSSgaTGCIAiCIAiCIAgGMpIIgiAIgiAIgiAYyEgiCIIgCIIgCIJgICOJIAiCIAiCIAiCgYwkgiAIgiAIgiAIBjKSCIIgCIIgCIIgGMhIIgiCIAiCIAiCYCAjiSAIgiAIgiAIgoGMJIIgCIIgCIIgCAYykgiCIAiCIAiCIBjISCIIgiAIgiAIgmAgI4kgCIIgCIIgCILh/wEEsET3rqgtnAAAAABJRU5ErkJggg==\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# 3. Now Let's look at just 1 day to inspect cycles\n", | |
"\n", | |
"plt.figure(figsize=(10, 6)) # Set the figure size\n", | |
"\n", | |
"# Generate a list of times at 15-minute intervals\n", | |
"time_intervals = []\n", | |
"for hour in range(24):\n", | |
" for minute in range(0, 60, 15):\n", | |
" time_intervals.append(f\"{hour:02d}:{minute:02d}\")\n", | |
"\n", | |
"for i in range(1, 28):\n", | |
" date_str = f'1970-02-{i:02d}'\n", | |
" buckets_day_df = buckets_df[date_str:date_str]\n", | |
" buckets_day_df.index = time_intervals\n", | |
"\n", | |
" # Give each day of the week a slightly different color\n", | |
" # Weekends get a darker color, weekdays a lighter color\n", | |
" period = 7\n", | |
" normalized_value = 1-i%period / period\n", | |
" colormap = mpl.colormaps['Blues']\n", | |
" line_color = colormap(normalized_value)\n", | |
"\n", | |
" buckets_day_df.plot(color=line_color)\n", | |
"\n", | |
"\n", | |
"plt.title('1 Day Login Counts Over Time (15min intervals)')\n", | |
"plt.xlabel('Time')\n", | |
"plt.ylabel('Number of Logins')\n", | |
"plt.grid(True)\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"id": "p4RTfKtWL6UO", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 564 | |
}, | |
"outputId": "a1092147-7b21-42c2-a3c2-5e52431e5065" | |
}, | |
"execution_count": 14, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# 4. What data quality issues might there be?\n", | |
"logins_df.describe()" | |
], | |
"metadata": { | |
"id": "PIzV3_VzSMah", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 292 | |
}, | |
"outputId": "d7f9bbbc-2049-4165-882b-ac1a3bcbd425" | |
}, | |
"execution_count": 15, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"<ipython-input-15-dfba9acb2ff6>:2: FutureWarning: Treating datetime data as categorical rather than numeric in `.describe` is deprecated and will be removed in a future version of pandas. Specify `datetime_is_numeric=True` to silence this warning and adopt the future behavior now.\n", | |
" logins_df.describe()\n" | |
] | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
" login_time\n", | |
"count 93142\n", | |
"unique 92265\n", | |
"top 1970-01-09 01:31:25\n", | |
"freq 3\n", | |
"first 1970-01-01 20:12:16\n", | |
"last 1970-04-13 18:57:38" | |
], | |
"text/html": [ | |
"\n", | |
" <div id=\"df-6ff988a3-fe36-41c8-b6b9-3ded8ddffc71\" class=\"colab-df-container\">\n", | |
" <div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>login_time</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>count</th>\n", | |
" <td>93142</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>unique</th>\n", | |
" <td>92265</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>top</th>\n", | |
" <td>1970-01-09 01:31:25</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>freq</th>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>first</th>\n", | |
" <td>1970-01-01 20:12:16</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>last</th>\n", | |
" <td>1970-04-13 18:57:38</td>\n", | |
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" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
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" async function quickchart(key) {\n", | |
" const quickchartButtonEl =\n", | |
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" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n", | |
" quickchartButtonEl.classList.add('colab-df-spinner');\n", | |
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" const charts = await google.colab.kernel.invokeFunction(\n", | |
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], | |
"application/vnd.google.colaboratory.intrinsic+json": { | |
"type": "dataframe", | |
"summary": "{\n \"name\": \"logins_df\",\n \"rows\": 6,\n \"fields\": [\n {\n \"column\": \"login_time\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"93142\",\n 92265,\n \"1970-04-13 18:57:38\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" | |
} | |
}, | |
"metadata": {}, | |
"execution_count": 15 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"n_dupes = logins_df.duplicated().sum()\n", | |
"print(f\"There are {n_dupes} duplicate entries\")" | |
], | |
"metadata": { | |
"id": "7Ic6JK03TX8O", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "ebe0f885-a16f-42a4-e65b-10ab0e9743fe" | |
}, | |
"execution_count": 16, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"There are 877 duplicate entries\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Part 2. Experiment and Metrics Design\n", | |
"\n", | |
"### 1. Propose Key Measure of Success\n", | |
"\n", | |
"We want the number of drivers in an area to be proportional to the number of ride requests in that area. We want that proportion to be balanced across Gotham and Metropolis. We want drivers to cross the bridge when they have a trip requested that crosses the bridge, and when demand for trips on the other side of the bridge exceeds the number of drivers locally available. We want a metric that reflects this balance.\n", | |
"\n", | |
"Assumptions:\n", | |
"1. Drivers in both areas are able to pick up trips from either city.\n", | |
"2. Ultimate provides some indication of trip hotspots so drivers can position them near that location\n", | |
"\n", | |
"Our Variables: \n", | |
"$TR_G$: Trip Requests Gotham \n", | |
"$TR_M$: Trip Requests Metropolis. \n", | |
"$ND_G$: Number of Drivers in Gotham \n", | |
"$ND_M$: Number of Drivers in Metropolis \n", | |
"$B_{GM}$: Balance between Gotham and Metropolis \n", | |
"$W$: The length of time window over which to measure the metric\n", | |
"\n", | |
"\n", | |
"We want to minimize $B_{GM} = \\left| \\frac{TR_G}{ND_G} - \\frac{TR_M}{ND_M} \\right| $ as measured for a given window of time. We could choose the time window to be $W=15mins$.\n", | |
"If $B_{GM} = 0$, the trip requests with respect to available drivers are equally supported in both Gotham and Metropolis. This would be the ideal situation. This metric works even if Metropolis or Gotham is more active than the other at any given time. We would expect $B_{GM}$ metric to lag behind the activity of the trip requests by some time.\n", | |
"\n", | |
"### 2. Describe a practical experment to compare the effectiveness of the proposed change.\n", | |
"\n", | |
"In order to evaluate the effectiveness of the experiment, we suggest alternating between toll reimbursement and no toll reimbursement every day for four weeks. This would allow Ultimate to compare the impact of the toll reimbursement over a long time period and allow for comparison across various days of the week.\n", | |
"\n", | |
"#### 2.a How to implement the experiment.\n", | |
"The toll reimbursement would be active every second day with alternating schedules every week to collect a breadth of comparable data. This would follow the following schedule.\n", | |
"\n", | |
"| | Monday | Tuesday | Wednesday | Thursday | Friday | Saturday | Sunday |\n", | |
"|--------|--------|---------|-----------|----------|--------|----------|--------|\n", | |
"| Week 1 | REIMBURSE | |REIMBURSE| |REIMBURSE| |REIMBURSE|\n", | |
"| Week 2 | |REIMBURSE| |REIMBURSE| |REIMBURSE| |\n", | |
"| Week 3 |REIMBURSE| |REIMBURSE| |REIMBURSE| |REIMBURSE|\n", | |
"| Week 4 | |REIMBURSE| |REIMBURSE| |REIMBURSE| |\n", | |
"\n", | |
"\n", | |
"#### 2.b Statistical Tests\n", | |
"\n", | |
"**Paired T-Test** This test allows us to determine whether there is a significan difference between the means of two sets. In this case our two sets are the 15min $B_{GM}$ meassurements with and withouth toll reimbursement. In order to interpret the result of this test, we would need to choose the $\\alpha$ threshold to compare our critical value to. We choose $\\alpha=0.05$.\n", | |
"Our $H_0$ for this test is that toll reimbursement does not impact the Balance metric for drivers and trip requests.\n", | |
"\n", | |
"#### 2.c Results Interpretation\n", | |
"\n", | |
"Assuming we get a p-value of 0.01, we would reject our $H_0$ and conclude that the toll reimbursement improve the Balance across the cities. We would want to further explore by how much the Balance was improved, as well as what temporal differences there were on the metric according to time of day, or day of week. We might want to explore the distribution of the differences for the t-test as they should be normally distributed. We might want to ensure that there are no holidays, construction work, weather, etc that might have conincided with the experiment. We might want to verify that we collected enough valid datapoints and that a baseline minimum of drivers were active at all times.\n", | |
"\n", | |
"\n", | |
"\n" | |
], | |
"metadata": { | |
"id": "DZ-jnH3-T7ZD" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Part 3. Predictive Modelling\n", | |
"\n", | |
"We are interested in predicting rider retention. \n", | |
"Let's assume we are trying to predict rider retention 6mos after being on the platform given the first month of data.\n", | |
"What factors are the best predictors for retention. Offer suggestions to operationalize those insights to help Ultimate.\n", | |
"We consider a user retained if they were “active” (i.e. took a trip) in the preceding 30 days.\n" | |
], | |
"metadata": { | |
"id": "OYRvjovLxY-Y" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"### 1. EDA\n", | |
"What fraction of observed users were retained? \n", | |
"Defining 'retained' as users who were active in their 6th month since signup, \n", | |
"The Fraction of users retained: 0.24396." | |
], | |
"metadata": { | |
"id": "Sr1CR1Guxs36" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Note: This file fails to load with json parse err *sometimes*\n", | |
"ultimate_df = pd.read_json('ultimate_data_challenge.json')" | |
], | |
"metadata": { | |
"id": "QaBM1KSrxlKL" | |
}, | |
"execution_count": 28, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# We have 3 cols with nulls, we'll evaluate whether those cols are worth keeping and having a null strategy for\n", | |
"ultimate_df.info()" | |
], | |
"metadata": { | |
"id": "02fXL2P8x2Ui", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "510322d2-accf-4872-e7e2-ea25a6877130" | |
}, | |
"execution_count": 29, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 50000 entries, 0 to 49999\n", | |
"Data columns (total 12 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 city 50000 non-null object \n", | |
" 1 trips_in_first_30_days 50000 non-null int64 \n", | |
" 2 signup_date 50000 non-null object \n", | |
" 3 avg_rating_of_driver 41878 non-null float64\n", | |
" 4 avg_surge 50000 non-null float64\n", | |
" 5 last_trip_date 50000 non-null object \n", | |
" 6 phone 49604 non-null object \n", | |
" 7 surge_pct 50000 non-null float64\n", | |
" 8 ultimate_black_user 50000 non-null bool \n", | |
" 9 weekday_pct 50000 non-null float64\n", | |
" 10 avg_dist 50000 non-null float64\n", | |
" 11 avg_rating_by_driver 49799 non-null float64\n", | |
"dtypes: bool(1), float64(6), int64(1), object(4)\n", | |
"memory usage: 4.2+ MB\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"ultimate_df.describe()" | |
], | |
"metadata": { | |
"id": "Z8044DfJx5Jd", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 300 | |
}, | |
"outputId": "84728f70-fcec-4c8f-bb02-c60f7862c508" | |
}, | |
"execution_count": 30, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
" trips_in_first_30_days avg_rating_of_driver avg_surge \\\n", | |
"count 50000.000000 41878.000000 50000.000000 \n", | |
"mean 2.278200 4.601559 1.074764 \n", | |
"std 3.792684 0.617338 0.222336 \n", | |
"min 0.000000 1.000000 1.000000 \n", | |
"25% 0.000000 4.300000 1.000000 \n", | |
"50% 1.000000 4.900000 1.000000 \n", | |
"75% 3.000000 5.000000 1.050000 \n", | |
"max 125.000000 5.000000 8.000000 \n", | |
"\n", | |
" surge_pct weekday_pct avg_dist avg_rating_by_driver \n", | |
"count 50000.000000 50000.000000 50000.000000 49799.000000 \n", | |
"mean 8.849536 60.926084 5.796827 4.778158 \n", | |
"std 19.958811 37.081503 5.707357 0.446652 \n", | |
"min 0.000000 0.000000 0.000000 1.000000 \n", | |
"25% 0.000000 33.300000 2.420000 4.700000 \n", | |
"50% 0.000000 66.700000 3.880000 5.000000 \n", | |
"75% 8.600000 100.000000 6.940000 5.000000 \n", | |
"max 100.000000 100.000000 160.960000 5.000000 " | |
], | |
"text/html": [ | |
"\n", | |
" <div id=\"df-fa2945dc-8506-4ac0-8a6c-ea6e4b039f82\" class=\"colab-df-container\">\n", | |
" <div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
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"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>trips_in_first_30_days</th>\n", | |
" <th>avg_rating_of_driver</th>\n", | |
" <th>avg_surge</th>\n", | |
" <th>surge_pct</th>\n", | |
" <th>weekday_pct</th>\n", | |
" <th>avg_dist</th>\n", | |
" <th>avg_rating_by_driver</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>count</th>\n", | |
" <td>50000.000000</td>\n", | |
" <td>41878.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>49799.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>mean</th>\n", | |
" <td>2.278200</td>\n", | |
" <td>4.601559</td>\n", | |
" <td>1.074764</td>\n", | |
" <td>8.849536</td>\n", | |
" <td>60.926084</td>\n", | |
" <td>5.796827</td>\n", | |
" <td>4.778158</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>std</th>\n", | |
" <td>3.792684</td>\n", | |
" <td>0.617338</td>\n", | |
" <td>0.222336</td>\n", | |
" <td>19.958811</td>\n", | |
" <td>37.081503</td>\n", | |
" <td>5.707357</td>\n", | |
" <td>0.446652</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>min</th>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25%</th>\n", | |
" <td>0.000000</td>\n", | |
" <td>4.300000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>33.300000</td>\n", | |
" <td>2.420000</td>\n", | |
" <td>4.700000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>50%</th>\n", | |
" <td>1.000000</td>\n", | |
" <td>4.900000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>66.700000</td>\n", | |
" <td>3.880000</td>\n", | |
" <td>5.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>75%</th>\n", | |
" <td>3.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>1.050000</td>\n", | |
" <td>8.600000</td>\n", | |
" <td>100.000000</td>\n", | |
" <td>6.940000</td>\n", | |
" <td>5.000000</td>\n", | |
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" <tr>\n", | |
" <th>max</th>\n", | |
" <td>125.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>8.000000</td>\n", | |
" <td>100.000000</td>\n", | |
" <td>100.000000</td>\n", | |
" <td>160.960000</td>\n", | |
" <td>5.000000</td>\n", | |
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" </tbody>\n", | |
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}, | |
"metadata": {}, | |
"execution_count": 30 | |
} | |
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{ | |
"cell_type": "code", | |
"source": [ | |
"ultimate_df.head()" | |
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"id": "5_NcoEn6zT24", | |
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"execution_count": 31, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
" city trips_in_first_30_days signup_date avg_rating_of_driver \\\n", | |
"0 King's Landing 4 2014-01-25 4.7 \n", | |
"1 Astapor 0 2014-01-29 5.0 \n", | |
"2 Astapor 3 2014-01-06 4.3 \n", | |
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"4 Winterfell 14 2014-01-27 4.4 \n", | |
"\n", | |
" avg_surge last_trip_date phone surge_pct ultimate_black_user \\\n", | |
"0 1.10 2014-06-17 iPhone 15.4 True \n", | |
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"2 1.00 2014-01-07 iPhone 0.0 False \n", | |
"3 1.14 2014-06-29 iPhone 20.0 True \n", | |
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"0 46.2 3.67 5.0 \n", | |
"1 50.0 8.26 5.0 \n", | |
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"summary": "{\n \"name\": \"ultimate_df\",\n \"rows\": 50000,\n \"fields\": [\n {\n \"column\": \"city\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"King's Landing\",\n \"Astapor\",\n \"Winterfell\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"trips_in_first_30_days\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3,\n \"min\": 0,\n \"max\": 125,\n \"num_unique_values\": 59,\n \"samples\": [\n 4,\n 2,\n 25\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"signup_date\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 31,\n \"samples\": [\n \"2014-01-01\",\n \"2014-01-31\",\n \"2014-01-20\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_rating_of_driver\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.6173384560411342,\n \"min\": 1.0,\n \"max\": 5.0,\n \"num_unique_values\": 37,\n \"samples\": [\n 3.8,\n 1.0,\n 4.4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_surge\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.22233600894946712,\n \"min\": 1.0,\n \"max\": 8.0,\n \"num_unique_values\": 115,\n \"samples\": [\n 1.3900000000000001,\n 1.38,\n 1.45\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"last_trip_date\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 182,\n \"samples\": [\n \"2014-06-03\",\n \"2014-06-18\",\n \"2014-02-12\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"phone\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Android\",\n \"iPhone\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"surge_pct\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 19.958810898131016,\n \"min\": 0.0,\n \"max\": 100.0,\n \"num_unique_values\": 367,\n \"samples\": [\n 10.8,\n 7.7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ultimate_black_user\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n false,\n true\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"weekday_pct\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 37.08150340510535,\n \"min\": 0.0,\n \"max\": 100.0,\n \"num_unique_values\": 666,\n \"samples\": [\n 94.5,\n 86.1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_dist\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 5.7073567032333985,\n \"min\": 0.0,\n \"max\": 160.96,\n \"num_unique_values\": 2908,\n \"samples\": [\n 13.89,\n 5.67\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_rating_by_driver\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.44665179346562006,\n \"min\": 1.0,\n \"max\": 5.0,\n \"num_unique_values\": 27,\n \"samples\": [\n 4.4,\n 2.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" | |
} | |
}, | |
"metadata": {}, | |
"execution_count": 31 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# We have a small number of duplicate users,\n", | |
"# We can leave them for now as they possibly represent seperate users with identical feature vals\n", | |
"ultimate_df.duplicated().sum()" | |
], | |
"metadata": { | |
"id": "7ZIBpoQQzGR0", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "6eef3105-8a11-45be-ccda-ab3ebb99f9be" | |
}, | |
"execution_count": 32, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"8" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 32 | |
} | |
] | |
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{ | |
"cell_type": "code", | |
"source": [ | |
"ultimate_df[ultimate_df.duplicated()]" | |
], | |
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"height": 320 | |
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"execution_count": 33, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
" city trips_in_first_30_days signup_date avg_rating_of_driver \\\n", | |
"2608 Astapor 1 2014-01-18 5.0 \n", | |
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"29601 Winterfell 1 2014-01-01 NaN \n", | |
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"\n", | |
" avg_surge last_trip_date phone surge_pct ultimate_black_user \\\n", | |
"2608 1.0 2014-01-19 iPhone 0.0 True \n", | |
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" weekday_pct avg_dist avg_rating_by_driver \n", | |
"2608 0.0 6.25 5.0 \n", | |
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" <script>\n", | |
" const buttonEl =\n", | |
" document.querySelector('#df-0ca25f1c-09da-4fb9-b98f-274fc6499157 button.colab-df-convert');\n", | |
" buttonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
"\n", | |
" async function convertToInteractive(key) {\n", | |
" const element = document.querySelector('#df-0ca25f1c-09da-4fb9-b98f-274fc6499157');\n", | |
" const dataTable =\n", | |
" await google.colab.kernel.invokeFunction('convertToInteractive',\n", | |
" [key], {});\n", | |
" if (!dataTable) return;\n", | |
"\n", | |
" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
" element.innerHTML = '';\n", | |
" dataTable['output_type'] = 'display_data';\n", | |
" await google.colab.output.renderOutput(dataTable, element);\n", | |
" const docLink = document.createElement('div');\n", | |
" docLink.innerHTML = docLinkHtml;\n", | |
" element.appendChild(docLink);\n", | |
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"\n", | |
"\n", | |
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" title=\"Suggest charts\"\n", | |
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"\n", | |
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"</svg>\n", | |
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"\n", | |
"<style>\n", | |
" .colab-df-quickchart {\n", | |
" --bg-color: #E8F0FE;\n", | |
" --fill-color: #1967D2;\n", | |
" --hover-bg-color: #E2EBFA;\n", | |
" --hover-fill-color: #174EA6;\n", | |
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"\n", | |
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" --disabled-bg-color: #3B4455;\n", | |
" --disabled-fill-color: #666;\n", | |
" }\n", | |
"\n", | |
" .colab-df-quickchart {\n", | |
" background-color: var(--bg-color);\n", | |
" border: none;\n", | |
" border-radius: 50%;\n", | |
" cursor: pointer;\n", | |
" display: none;\n", | |
" fill: var(--fill-color);\n", | |
" height: 32px;\n", | |
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" width: 32px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-quickchart:hover {\n", | |
" background-color: var(--hover-bg-color);\n", | |
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n", | |
" fill: var(--button-hover-fill-color);\n", | |
" }\n", | |
"\n", | |
" .colab-df-quickchart-complete:disabled,\n", | |
" .colab-df-quickchart-complete:disabled:hover {\n", | |
" background-color: var(--disabled-bg-color);\n", | |
" fill: var(--disabled-fill-color);\n", | |
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"\n", | |
" .colab-df-spinner {\n", | |
" border: 2px solid var(--fill-color);\n", | |
" border-color: transparent;\n", | |
" border-bottom-color: var(--fill-color);\n", | |
" animation:\n", | |
" spin 1s steps(1) infinite;\n", | |
" }\n", | |
"\n", | |
" @keyframes spin {\n", | |
" 0% {\n", | |
" border-color: transparent;\n", | |
" border-bottom-color: var(--fill-color);\n", | |
" border-left-color: var(--fill-color);\n", | |
" }\n", | |
" 20% {\n", | |
" border-color: transparent;\n", | |
" border-left-color: var(--fill-color);\n", | |
" border-top-color: var(--fill-color);\n", | |
" }\n", | |
" 30% {\n", | |
" border-color: transparent;\n", | |
" border-left-color: var(--fill-color);\n", | |
" border-top-color: var(--fill-color);\n", | |
" border-right-color: var(--fill-color);\n", | |
" }\n", | |
" 40% {\n", | |
" border-color: transparent;\n", | |
" border-right-color: var(--fill-color);\n", | |
" border-top-color: var(--fill-color);\n", | |
" }\n", | |
" 60% {\n", | |
" border-color: transparent;\n", | |
" border-right-color: var(--fill-color);\n", | |
" }\n", | |
" 80% {\n", | |
" border-color: transparent;\n", | |
" border-right-color: var(--fill-color);\n", | |
" border-bottom-color: var(--fill-color);\n", | |
" }\n", | |
" 90% {\n", | |
" border-color: transparent;\n", | |
" border-bottom-color: var(--fill-color);\n", | |
" }\n", | |
" }\n", | |
"</style>\n", | |
"\n", | |
" <script>\n", | |
" async function quickchart(key) {\n", | |
" const quickchartButtonEl =\n", | |
" document.querySelector('#' + key + ' button');\n", | |
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n", | |
" quickchartButtonEl.classList.add('colab-df-spinner');\n", | |
" try {\n", | |
" const charts = await google.colab.kernel.invokeFunction(\n", | |
" 'suggestCharts', [key], {});\n", | |
" } catch (error) {\n", | |
" console.error('Error during call to suggestCharts:', error);\n", | |
" }\n", | |
" quickchartButtonEl.classList.remove('colab-df-spinner');\n", | |
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n", | |
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" document.querySelector('#df-81b51ba5-dc0c-4ecb-9317-c5504cd03ee7 button');\n", | |
" quickchartButtonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
" })();\n", | |
" </script>\n", | |
"</div>\n", | |
"\n", | |
" </div>\n", | |
" </div>\n" | |
], | |
"application/vnd.google.colaboratory.intrinsic+json": { | |
"type": "dataframe", | |
"repr_error": "0" | |
} | |
}, | |
"metadata": {}, | |
"execution_count": 33 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Let's convert the date cols to datetimes\n", | |
"last_trip_date_dt = pd.to_datetime(ultimate_df.last_trip_date)\n", | |
"signup_date_dt = pd.to_datetime(ultimate_df.signup_date)\n", | |
"ultimate_df['last_trip_date_dt'] = last_trip_date_dt\n", | |
"ultimate_df['signup_date_dt'] = signup_date_dt" | |
], | |
"metadata": { | |
"id": "-5nrPbNu1yfV" | |
}, | |
"execution_count": 34, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Let's create our target variable\n", | |
"# We define active_in_6th_mo as 1 iff the rider was 'active' > 5 months after sign-up\n", | |
"# Where a month is 30 days.\n", | |
"five_months_after_signup = ultimate_df['signup_date_dt'] + pd.Timedelta(days=5*30)\n", | |
"ultimate_df['active_in_6th_mo'] = (ultimate_df['last_trip_date_dt'] > five_months_after_signup).astype(int)\n", | |
"ultimate_df['active_in_6th_mo'].describe()" | |
], | |
"metadata": { | |
"id": "OtPS4qnO3pyK", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "84490c98-30c9-4941-83d4-1667dfd8f518" | |
}, | |
"execution_count": 35, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"count 50000.000000\n", | |
"mean 0.243960\n", | |
"std 0.429473\n", | |
"min 0.000000\n", | |
"25% 0.000000\n", | |
"50% 0.000000\n", | |
"75% 0.000000\n", | |
"max 1.000000\n", | |
"Name: active_in_6th_mo, dtype: float64" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 35 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# What fraction of the users were retained\n", | |
"active = ultimate_df['active_in_6th_mo'].value_counts()[1]\n", | |
"retained_frac = active / ultimate_df.shape[0]\n", | |
"print(f'Fraction of users retained: {retained_frac}')" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "uajWCkuR4L_5", | |
"outputId": "40a0e2eb-819c-4e45-eaaf-83fa8fc32602" | |
}, | |
"execution_count": 171, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Fraction of users retained: 0.24396\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Let's convert all our vars to numerical\n", | |
"# Convert categorical vars to binary via dummy-encoding\n", | |
"# Convert signup and last trip vars to a days_after_signup_last_active\n", | |
"# Categorical vars: city, phone,\n", | |
"city_dummy_vars_df = pd.get_dummies(ultimate_df['city'],prefix='city')\n", | |
"phone_dummy_vars_df = pd.get_dummies(ultimate_df['phone'],prefix='phone')\n", | |
"\n", | |
"\n", | |
"# days_after_signup_last_active_df = pd.DataFrame({'days_active_after_signup':(ultimate_df['last_trip_date_dt'] - ultimate_df['signup_date_dt']).apply(lambda ns: ns.days)})\n", | |
"active_in_2nd_mo = (ultimate_df['last_trip_date_dt'] > (ultimate_df['signup_date_dt'] + pd.Timedelta(days=1*30))).astype(int)\n", | |
"active_in_2nd_mo_df = pd.DataFrame({'active_in_2nd_mo':active_in_2nd_mo})\n", | |
"ultimate_all_vars_df = pd.concat([ultimate_df, city_dummy_vars_df, phone_dummy_vars_df, active_in_2nd_mo_df], axis=1)\n", | |
"\n", | |
"# Select only the numerical cols\n", | |
"ultimate_num_df = ultimate_all_vars_df.select_dtypes(include='number')\n", | |
"ultimate_num_df.describe()" | |
], | |
"metadata": { | |
"id": "-sowkWzCVkkW", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 338 | |
}, | |
"outputId": "fcce1f5a-64c6-4ba9-ed95-053a031cfe9a" | |
}, | |
"execution_count": 36, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
" trips_in_first_30_days avg_rating_of_driver avg_surge \\\n", | |
"count 50000.000000 41878.000000 50000.000000 \n", | |
"mean 2.278200 4.601559 1.074764 \n", | |
"std 3.792684 0.617338 0.222336 \n", | |
"min 0.000000 1.000000 1.000000 \n", | |
"25% 0.000000 4.300000 1.000000 \n", | |
"50% 1.000000 4.900000 1.000000 \n", | |
"75% 3.000000 5.000000 1.050000 \n", | |
"max 125.000000 5.000000 8.000000 \n", | |
"\n", | |
" surge_pct weekday_pct avg_dist avg_rating_by_driver \\\n", | |
"count 50000.000000 50000.000000 50000.000000 49799.000000 \n", | |
"mean 8.849536 60.926084 5.796827 4.778158 \n", | |
"std 19.958811 37.081503 5.707357 0.446652 \n", | |
"min 0.000000 0.000000 0.000000 1.000000 \n", | |
"25% 0.000000 33.300000 2.420000 4.700000 \n", | |
"50% 0.000000 66.700000 3.880000 5.000000 \n", | |
"75% 8.600000 100.000000 6.940000 5.000000 \n", | |
"max 100.000000 100.000000 160.960000 5.000000 \n", | |
"\n", | |
" active_in_6th_mo city_Astapor city_King's Landing city_Winterfell \\\n", | |
"count 50000.000000 50000.000000 50000.000000 50000.000000 \n", | |
"mean 0.243960 0.330680 0.202600 0.466720 \n", | |
"std 0.429473 0.470463 0.401941 0.498896 \n", | |
"min 0.000000 0.000000 0.000000 0.000000 \n", | |
"25% 0.000000 0.000000 0.000000 0.000000 \n", | |
"50% 0.000000 0.000000 0.000000 0.000000 \n", | |
"75% 0.000000 1.000000 0.000000 1.000000 \n", | |
"max 1.000000 1.000000 1.000000 1.000000 \n", | |
"\n", | |
" phone_Android phone_iPhone active_in_2nd_mo \n", | |
"count 50000.000000 50000.000000 50000.000000 \n", | |
"mean 0.300440 0.691640 0.739460 \n", | |
"std 0.458454 0.461821 0.438934 \n", | |
"min 0.000000 0.000000 0.000000 \n", | |
"25% 0.000000 0.000000 0.000000 \n", | |
"50% 0.000000 1.000000 1.000000 \n", | |
"75% 1.000000 1.000000 1.000000 \n", | |
"max 1.000000 1.000000 1.000000 " | |
], | |
"text/html": [ | |
"\n", | |
" <div id=\"df-7fa44140-bb52-4629-a31d-b2c9fdb6bd5c\" class=\"colab-df-container\">\n", | |
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"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
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"\n", | |
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"\n", | |
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" text-align: right;\n", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>trips_in_first_30_days</th>\n", | |
" <th>avg_rating_of_driver</th>\n", | |
" <th>avg_surge</th>\n", | |
" <th>surge_pct</th>\n", | |
" <th>weekday_pct</th>\n", | |
" <th>avg_dist</th>\n", | |
" <th>avg_rating_by_driver</th>\n", | |
" <th>active_in_6th_mo</th>\n", | |
" <th>city_Astapor</th>\n", | |
" <th>city_King's Landing</th>\n", | |
" <th>city_Winterfell</th>\n", | |
" <th>phone_Android</th>\n", | |
" <th>phone_iPhone</th>\n", | |
" <th>active_in_2nd_mo</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>count</th>\n", | |
" <td>50000.000000</td>\n", | |
" <td>41878.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>49799.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>mean</th>\n", | |
" <td>2.278200</td>\n", | |
" <td>4.601559</td>\n", | |
" <td>1.074764</td>\n", | |
" <td>8.849536</td>\n", | |
" <td>60.926084</td>\n", | |
" <td>5.796827</td>\n", | |
" <td>4.778158</td>\n", | |
" <td>0.243960</td>\n", | |
" <td>0.330680</td>\n", | |
" <td>0.202600</td>\n", | |
" <td>0.466720</td>\n", | |
" <td>0.300440</td>\n", | |
" <td>0.691640</td>\n", | |
" <td>0.739460</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>std</th>\n", | |
" <td>3.792684</td>\n", | |
" <td>0.617338</td>\n", | |
" <td>0.222336</td>\n", | |
" <td>19.958811</td>\n", | |
" <td>37.081503</td>\n", | |
" <td>5.707357</td>\n", | |
" <td>0.446652</td>\n", | |
" <td>0.429473</td>\n", | |
" <td>0.470463</td>\n", | |
" <td>0.401941</td>\n", | |
" <td>0.498896</td>\n", | |
" <td>0.458454</td>\n", | |
" <td>0.461821</td>\n", | |
" <td>0.438934</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>min</th>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25%</th>\n", | |
" <td>0.000000</td>\n", | |
" <td>4.300000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>33.300000</td>\n", | |
" <td>2.420000</td>\n", | |
" <td>4.700000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>50%</th>\n", | |
" <td>1.000000</td>\n", | |
" <td>4.900000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>66.700000</td>\n", | |
" <td>3.880000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>75%</th>\n", | |
" <td>3.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>1.050000</td>\n", | |
" <td>8.600000</td>\n", | |
" <td>100.000000</td>\n", | |
" <td>6.940000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
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" <tr>\n", | |
" <th>max</th>\n", | |
" <td>125.000000</td>\n", | |
" <td>5.000000</td>\n", | |
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" <td>100.000000</td>\n", | |
" <td>100.000000</td>\n", | |
" <td>160.960000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
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"</div>\n", | |
" <div class=\"colab-df-buttons\">\n", | |
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" .colab-df-container {\n", | |
" display:flex;\n", | |
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" }\n", | |
"\n", | |
" .colab-df-convert {\n", | |
" background-color: #E8F0FE;\n", | |
" border: none;\n", | |
" border-radius: 50%;\n", | |
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" display: none;\n", | |
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" height: 32px;\n", | |
" padding: 0 0 0 0;\n", | |
" width: 32px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert:hover {\n", | |
" background-color: #E2EBFA;\n", | |
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n", | |
" fill: #174EA6;\n", | |
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"\n", | |
" .colab-df-buttons div {\n", | |
" margin-bottom: 4px;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert {\n", | |
" background-color: #3B4455;\n", | |
" fill: #D2E3FC;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert:hover {\n", | |
" background-color: #434B5C;\n", | |
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n", | |
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n", | |
" fill: #FFFFFF;\n", | |
" }\n", | |
" </style>\n", | |
"\n", | |
" <script>\n", | |
" const buttonEl =\n", | |
" document.querySelector('#df-7fa44140-bb52-4629-a31d-b2c9fdb6bd5c button.colab-df-convert');\n", | |
" buttonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
"\n", | |
" async function convertToInteractive(key) {\n", | |
" const element = document.querySelector('#df-7fa44140-bb52-4629-a31d-b2c9fdb6bd5c');\n", | |
" const dataTable =\n", | |
" await google.colab.kernel.invokeFunction('convertToInteractive',\n", | |
" [key], {});\n", | |
" if (!dataTable) return;\n", | |
"\n", | |
" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
" element.innerHTML = '';\n", | |
" dataTable['output_type'] = 'display_data';\n", | |
" await google.colab.output.renderOutput(dataTable, element);\n", | |
" const docLink = document.createElement('div');\n", | |
" docLink.innerHTML = docLinkHtml;\n", | |
" element.appendChild(docLink);\n", | |
" }\n", | |
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"\n", | |
"\n", | |
"<div id=\"df-0961a478-f3a2-4609-88c4-742bebd06f62\">\n", | |
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-0961a478-f3a2-4609-88c4-742bebd06f62')\"\n", | |
" title=\"Suggest charts\"\n", | |
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"\n", | |
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", | |
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" .colab-df-quickchart {\n", | |
" --bg-color: #E8F0FE;\n", | |
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" [theme=dark] .colab-df-quickchart {\n", | |
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" .colab-df-quickchart {\n", | |
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"\n", | |
" .colab-df-quickchart:hover {\n", | |
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" .colab-df-quickchart-complete:disabled,\n", | |
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" background-color: var(--disabled-bg-color);\n", | |
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"\n", | |
" .colab-df-spinner {\n", | |
" border: 2px solid var(--fill-color);\n", | |
" border-color: transparent;\n", | |
" border-bottom-color: var(--fill-color);\n", | |
" animation:\n", | |
" spin 1s steps(1) infinite;\n", | |
" }\n", | |
"\n", | |
" @keyframes spin {\n", | |
" 0% {\n", | |
" border-color: transparent;\n", | |
" border-bottom-color: var(--fill-color);\n", | |
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" 20% {\n", | |
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" }\n", | |
" 30% {\n", | |
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" 40% {\n", | |
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" 60% {\n", | |
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" 80% {\n", | |
" border-color: transparent;\n", | |
" border-right-color: var(--fill-color);\n", | |
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" }\n", | |
" 90% {\n", | |
" border-color: transparent;\n", | |
" border-bottom-color: var(--fill-color);\n", | |
" }\n", | |
" }\n", | |
"</style>\n", | |
"\n", | |
" <script>\n", | |
" async function quickchart(key) {\n", | |
" const quickchartButtonEl =\n", | |
" document.querySelector('#' + key + ' button');\n", | |
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n", | |
" quickchartButtonEl.classList.add('colab-df-spinner');\n", | |
" try {\n", | |
" const charts = await google.colab.kernel.invokeFunction(\n", | |
" 'suggestCharts', [key], {});\n", | |
" } catch (error) {\n", | |
" console.error('Error during call to suggestCharts:', error);\n", | |
" }\n", | |
" quickchartButtonEl.classList.remove('colab-df-spinner');\n", | |
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n", | |
" }\n", | |
" (() => {\n", | |
" let quickchartButtonEl =\n", | |
" document.querySelector('#df-0961a478-f3a2-4609-88c4-742bebd06f62 button');\n", | |
" quickchartButtonEl.style.display =\n", | |
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"</div>\n", | |
"\n", | |
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], | |
"application/vnd.google.colaboratory.intrinsic+json": { | |
"type": "dataframe", | |
"summary": "{\n \"name\": \"ultimate_num_df\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"trips_in_first_30_days\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17670.900163043745,\n \"min\": 0.0,\n \"max\": 50000.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 50000.0,\n 2.2782,\n 3.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_rating_of_driver\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 14804.825152826957,\n \"min\": 0.6173384560411342,\n \"max\": 41878.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 41878.0,\n 4.601559291274655,\n 4.9\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_surge\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17676.995576540812,\n \"min\": 0.22233600894946712,\n \"max\": 50000.0,\n \"num_unique_values\": 6,\n \"samples\": [\n 50000.0,\n 1.0747638,\n 8.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"surge_pct\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17670.761104800324,\n \"min\": 0.0,\n \"max\": 50000.0,\n \"num_unique_values\": 6,\n \"samples\": [\n 50000.0,\n 8.849535999999999,\n 100.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"weekday_pct\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17657.599532326378,\n \"min\": 0.0,\n \"max\": 50000.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 50000.0,\n 60.926083999999996,\n 66.7\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_dist\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17668.375421827095,\n \"min\": 0.0,\n \"max\": 50000.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 5.7968266,\n 3.88,\n 50000.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"avg_rating_by_driver\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17605.295999378613,\n \"min\": 0.44665179346562006,\n \"max\": 49799.0,\n \"num_unique_values\": 6,\n \"samples\": [\n 49799.0,\n 4.77815819594771,\n 5.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"active_in_6th_mo\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17677.58501193466,\n \"min\": 0.0,\n \"max\": 50000.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.24396,\n 1.0,\n 0.42947317418454317\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"city_Astapor\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17677.528055479976,\n \"min\": 0.0,\n \"max\": 50000.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.33068,\n 1.0,\n 0.4704627129787079\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"city_King's Landing\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17677.5884914842,\n \"min\": 0.0,\n \"max\": 50000.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.2026,\n 1.0,\n 0.4019408801421206\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"city_Winterfell\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17677.519748316543,\n \"min\": 0.0,\n \"max\": 50000.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.46672,\n 1.0,\n 0.4988962011765482\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"phone_Android\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17677.53018937894,\n \"min\": 0.0,\n \"max\": 50000.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.30044,\n 1.0,\n 0.45845393443638366\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"phone_iPhone\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17677.45975317664,\n \"min\": 0.0,\n \"max\": 50000.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.69164,\n 1.0,\n 0.4618207184260136\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"active_in_2nd_mo\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17677.458493946015,\n \"min\": 0.0,\n \"max\": 50000.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.73946,\n 1.0,\n 0.4389336642993256\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" | |
} | |
}, | |
"metadata": {}, | |
"execution_count": 36 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Let's scale all our numerical cols\n", | |
"# Only scale non-binary cols\n", | |
"cols_to_scale = list(ultimate_num_df.columns[ultimate_num_df.nunique() > 2])\n", | |
"scaler = StandardScaler()\n", | |
"ct = ColumnTransformer(\n", | |
" [('scaler', scaler, cols_to_scale)], # Apply StandardScaler to selected columns\n", | |
" remainder='passthrough' # Keep other columns unchanged\n", | |
")\n", | |
"\n", | |
"\n", | |
"scaled_data = ct.fit_transform(ultimate_num_df)\n", | |
"\n", | |
"scaled_df = pd.DataFrame(scaled_data, columns=ultimate_num_df.columns)" | |
], | |
"metadata": { | |
"id": "8XYU9AVfY7qJ" | |
}, | |
"execution_count": 141, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Inspect Variable correlation matrix\n", | |
"corr_matrix = scaled_df.corr()\n", | |
"\n", | |
"# Create a heatmap of the correlation matrix\n", | |
"plt.figure(figsize=(10, 8))\n", | |
"sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', fmt=\".2f\")\n", | |
"plt.title(\"Correlation Heatmap\")\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"id": "qGrBWC-LZgcb", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 834 | |
}, | |
"outputId": "96743ec5-96dc-4860-e459-b9916b49d220" | |
}, | |
"execution_count": 142, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1000x800 with 2 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Get rid of nulls\n", | |
"# Drop Low correlation, High Null cols\n", | |
"# 'avg_rating_of_driver' is 15% null, and has only a 0.01 corr with y\n", | |
"scaled_df = scaled_df.drop(['avg_rating_of_driver'], axis=1)\n", | |
"scaled_df = scaled_df.dropna()" | |
], | |
"metadata": { | |
"id": "5FVHSoqXdjf2" | |
}, | |
"execution_count": 114, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Let's get our base X and y\n", | |
"# We shift our data so that we have strictly non-neg values\n", | |
"scaled_df = scaled_df - scaled_df.min()\n", | |
"\n", | |
"y = scaled_df['active_in_6th_mo']\n", | |
"X = scaled_df.drop('active_in_6th_mo', axis=1)\n", | |
"\n", | |
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" | |
], | |
"metadata": { | |
"id": "su2opmu9dF5K" | |
}, | |
"execution_count": 115, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Inspect PCA - PC1 and PC2 clouds\n", | |
"pca = PCA(n_components=2)\n", | |
"X_pca = pca.fit_transform(X)\n", | |
"pca_df = pd.DataFrame(X_pca, columns=['PC1', 'PC2'])\n", | |
"pca_df['Target'] = y\n", | |
"\n", | |
"# Create a scatter plot of PC1 and PC2 colored by the target variable\n", | |
"plt.figure(figsize=(8, 6))\n", | |
"sns.scatterplot(data=pca_df, x='PC1', y='PC2', hue='Target', palette='Set1')\n", | |
"plt.title('Scatter Plot of PC1 and PC2 by Target Variable')\n", | |
"plt.xlabel('Principal Component 1 (PC1)')\n", | |
"plt.ylabel('Principal Component 2 (PC2)')\n", | |
"plt.legend(title='Target')\n", | |
"plt.grid(True)\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"id": "BbnBAWPwZ7aO", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 564 | |
}, | |
"outputId": "eb7c7a36-390f-45b8-ecd4-230dca290cb6" | |
}, | |
"execution_count": 116, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 800x600 with 1 Axes>" | |
], | |
"image/png": 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L5CZJV6pfvz5r164t0oN2xTluvXr12LZtW7GOd6XZs2dTp04dtFot4eHh1K1b1+0DjZ+fHxkZGdd0juLYvn07r7zyCjt37iQ7O9utLi0tDX9/f9frKlWq5Ns/MDCQlJQU1+uzZ89y880359vO0/0szLfffoufnx86nY7KlSu7DSnJS5Cu9j5Nnz6d+fPnM3XqVO65554i71e7du18ZXXq1GHp0qWu1506dSIyMpLFixdz55134nQ6+fLLL+nZs+c1f6gpTlt5ev+dPXuWmjVr5hsycOXDflfzfi+OgQMH8uyzz7Jjxw7atm3LihUryM7OdvuAlJyczJQpU/jqq6/yPfzr6W9ZUf/eFOce1qpVK9+9qlOnDpA793NERES+45f2vRP/TZL8igpLr9fTqlUrWrVqRZ06dRgyZAjLli3jlVdeKdL+qamptG/fHj8/P1599VVq1qyJ0Whk3759PPfcc9fU25C37/Tp0wucAs3Hx8ftdXHHeN50001Fni7sRta6desCe7MhN8E+cOAAVqsVvV5fqrGcPHmSO++8k3r16jFjxgyio6PR6/WsXr2amTNn5vud0Wg0Ho+jXMWY7n9z++23FzgW18/Pj6ioKLeHzYpq4cKFPPfccwwfPtztwcGSotFoGDBgAPPnz+fDDz9k+/btxMTEXPOsDcVtq2sZY3017/fi6N+/PxMmTGDJkiW0bduWJUuWEBgY6PZB5IEHHmDHjh2MHz+epk2b4uPjg9Pp5O677/b4t6wo11vce3g1Svveif8mSX6FAFdyFBsbC0DNmjVxOp0cO3aswD+omzdvJikpie+++47bb7/dVe5ptoSCFkIoqDyv183Pz6/cJKh584T++eef+er++OMPQkJCXL2+xVn44fLj5s0wkOfPP//0OD9pSerevTs7d+7k22+/pX///qV6rh9++AGLxcLKlSvdenU9PQBVVFWrVnX1fl3OUztdi3vvvZePPvqInTt30qZNmyLt8/333/P4449z3333MXv27GKf09N1/fXXX1SrVs2tbNCgQbzzzjv88MMP/PTTT4SGhuYbglBcJdFWVatW5dixYyiK4vaeOHHihNt2xXm/X82iKlFRUXTs2JFly5bx8ssvs379eh555BHXh72UlBQ2bNjAlClTmDRpkms/T/e/OIp7D0+cOJHvXuVNJXhlm+cpj38rRfknY35FhbJp0yaPvWZ5Ywjzviru1asXarWaV199NV/vRN7+eb1ylx/ParXy4Ycf5ju+t7e3x68O85LFK1dratGiBTVr1uTtt98mMzMz334JCQkFXmNpiYyMpGnTpnz22Wdu8R45coR169a59SIVdF2etGzZkrCwMObOnYvFYnGV//TTT/z+++9069atxK7Bk+HDhxMZGckzzzzjcc7eS5cu8dprr5XIuTz9zqSlpbFgwYKrPuY999zDrl272LNnj6ssISGBxYsXX32gHkyYMAFvb28ef/xxjyvknTx5kvfee8/1euvWrfTr14/bb7+dxYsX5xs7XxQrVqxwm6psz5497N69m65du7pt17hxYxo3bszHH3/Mt99+S79+/a55vtmSaKsuXbpw8eJFt+cJzGaz27zRULz3e3HeW5cbOHAgly5dYtiwYdhsNrchD56uFfC4KmVxFPcexsTEsHz5ctfr9PR0Fi1aRNOmTT0OeYDy+bdSlH/S8ysqlFGjRpGdnU3v3r2pV68eVquVHTt28PXXX1OtWjWGDBkC5I49e/HFF5k6dSq33XYb9913HwaDgb179xIVFcW0adNo27YtgYGBDB48mNGjR6NSqfj88889JtctWrTg66+/Zty4cbRq1QofHx+6d+9OzZo1CQgIYO7cufj6+uLt7c3NN99M9erV+fjjj+natSsNGzZkyJAhVKpUiYsXL7Jp0yb8/Pz44YcfrvftY/r06XTt2pU2bdrw2GOPuaY68/f3Z/LkyW7XC7nTvPXr1w+dTkf37t09jgfW6XS8+eabDBkyhPbt29O/f3/XVGfVqlUrsdWnChIYGMjy5cu55557aNq0qdsKb/v27ePLL7906+k8e/asaxWwX3/9FcCVHFetWpWHH364wHN17twZvV5P9+7dGTZsGJmZmcyfP5+wsDDXtw7FNWHCBD7//HPuvvtuxowZ45rqrGrVqhw6dOiqjulJzZo1WbJkCQ8++CD169d3W+Ftx44dLFu2zDXvct7ctiqVij59+rBs2TK3Y+Ulq/+mVq1a3HrrrTz55JNYLBbeffddgoODmTBhQr5tBw0axLPPPgvkX8DiapREWw0bNoxZs2bRv39/xowZ4xqbnPdgZ14Pp1qtLvL7vTjvrcvdf//9PPXUU3z//fdER0e7fVvl5+fH7bffzltvvYXNZqNSpUqsW7fuX+f8/jfFvYd16tThscceY+/evYSHh/Ppp58SHx9f6AeO4tw7IVzKaJYJIcrETz/9pDz66KNKvXr1FB8fH0Wv1yu1atVSRo0apcTHx+fb/tNPP1WaNWumGAwGJTAwUGnfvr2yfv16V/327duVW265RTGZTEpUVJRr6jQum4pHURQlMzNTGTBggBIQEKAAbtOeff/990qDBg0UrVabb3qm/fv3K/fdd58SHBysGAwGpWrVqsoDDzygbNiwwbVN3vRCCQkJRboHeVMFLVu2rNDtPE11piiK8vPPPyvt2rVTTCaT4ufnp3Tv3l05duxYvv2nTp2qVKpUSVGr1UWamunrr7923eugoCBl4MCBbtNcKcrVTXVWlG0VRVFiYmKUsWPHKnXq1FGMRqPi5eWltGjRQnn99ddd00Epyj/3z9NP+/bt//U8K1euVBo3bqwYjUalWrVqyptvvql8+umn+e5R1apVlW7duuXbv3379vnOc+jQIaV9+/aK0WhUKlWqpEydOlX55JNPijXVWVF/f/766y9l6NChSrVq1RS9Xq/4+voq7dq1Uz744APX9H6F3SNAeeWVVwo9R97v3vTp05V33nlHiY6OVgwGg3LbbbcpBw8e9LhPbGysotFolDp16hTpOq7kaaqza20rRVGUU6dOKd26dVNMJpMSGhqqPPPMM8q3336rAMquXbvcti3K+11Riv/eytO3b18FUCZMmJCv7sKFC0rv3r2VgIAAxd/fX+nbt68SExOTr70K+33xNNVZce/h2rVrlcaNGysGg0GpV69evr9TV051Vtx7J4SiKIpKUUrhyQkhhBDiOkpMTCQyMpJJkybx8ssvl3U4hXr33XcZO3YsFy5cuKZFOIQQV0fG/AohhLjhLVy4EIfDUeiwk7KQk5Pj9tpsNjNv3jxq164tia8QZUTG/AohhLhhbdy4kWPHjvH666/Tq1evAmcFKCv33XcfVapUoWnTpqSlpfHFF1/wxx9/lPgDiUKIopNhD0IIIW5YHTp0YMeOHbRr144vvvii3PWmvvvuu3z88cecOXMGh8NBgwYNmDBhAg8++GBZhyZEhSXJrxBCCCGEqDBkzK8QQgghhKgwJPkVQgghhBAVhjzwdgWn00lMTAy+vr5XtYykEEIIIYQoXYqikJGRQVRUVLFXkJTk9woxMTFER0eXdRhCCCGEEOJfnD9/nsqVKxdrH0l+r+Dr6wvk3kw/Pz+3OpvNxrp16+jcuTM6na4swhMeSLuUP9Im5Y+0Sfkk7VL+SJuUP57aJD09nejoaFfeVhyS/F4hb6iDn5+fx+TXy8sLPz8/eUOUI9Iu5Y+0SfkjbVI+SbuUP9Im5U9hbXI1Q1TlgTchhBBCCFFhSPIrhBBCCCEqDEl+hRBCCCFEhSFjfoUQQgghypDD4cBms5V1GOWKRqNBq9WWyrSzkvwKIYQQQpSRzMxMLly4gKIoZR1KuePl5UVkZGSJJ8CS/AohhBBClAGHw8GFCxfw8vIiNDRUFtf6m6IoWK1WEhISOH36NNWqVSvR40vyK4QQQghRBmw2G4qiEBoaislkKutwyhWTyYROp+Ps2bMlPiREHngTQgghhChD0uPrWd6yxSU9JESSXyGEEEIIUWFI8iuEEEIIISoMSX6FEEIIIUSFIcmvEEIIIcQNRqVSFfozefLkMo1txYoVZXb+fyOzPQghhBBC3GBiY2Nd///1118zadIk/vzzT1eZj49PsY5ntVrR6/UlFl95dsP0/E6bNo1WrVrh6+tLWFgYvXr1cmtkALPZzIgRIwgODsbHx4f777+f+Pj4MopY3IgcycnYz5zFfu48zszMsg5HCCGE8CgiIsL14+/vj0qlcr3Oyspi4MCBhIeH4+PjQ6tWrfj555/d9q9WrRpTp05l0KBB+Pn58cQTTwAwf/58oqOj8fLyonfv3syYMYOAgAC3fb///nuaN2+O0WikRo0aTJkyBbvd7jouQO/evVGpVCU+R29JuGGS3y1btjBixAh27drF+vXrsdlsdO7cmaysLNc2Y8eO5YcffmDZsmVs2bKFmJgY7rvvvjKMWtwoFKsV68GDJD00iPh2txLf7laSR4/Bfvp0WYcmhBBCFEtmZib33HMPGzZsYP/+/dx99910796dc+fOuW339ttv06RJE/bv38/LL7/M9u3bGT58OGPGjOHAgQN06tSJ119/3W2fX375hUGDBjFmzBiOHTvGvHnzWLhwoWu7vXv3ArBgwQJiY2Ndr8uTG2bYw5o1a9xeL1y4kLCwMH777Tduv/120tLS+OSTT1iyZAl33HEHkHvj69evz65du7jlllvKImxxg7CfOk1Cz96QN5G204ll7ToS9u0n9MeVaCtXLtsAhRBCiCJq0qQJTZo0cb2eOnUqy5cvZ+XKlYwcOdJVfscdd/DMM8+4Xr/44ot07dqVZ599FoA6deqwY8cOfvzxR9c2U6ZM4fnnn2fw4MEA1KhRg6lTpzJhwgReeeUVQkNDAQgICCAiIqJUr/Nq3TDJ75XS0tIACAoKAuC3337DZrNx1113ubapV68eVapUYefOnQUmvxaLBYvF4nqdnp4O5K66cuWKInmvS3qlEXFtrrVdnNnZpH7wAQ6NBjQatzpHRgaZmzbj3e/Ba46zIpH3SvkjbVI+SbuUP9ezTfJWeHM6nTidzqs+Tt6+ef/NzMxkypQprF69mtjYWOx2Ozk5OZw9e9btPC1atHB7/eeff9KrVy+3slatWvHjjz+6yg4ePMj27dvdeoQdDgdms5nMzEy8vLxcsVzLNeUdQ1EU15CKy9vkWtrnhkx+nU4nTz/9NO3ataNRo0YAxMXFodfr841LCQ8PJy4ursBjTZs2jSlTpuQrX7dunasBr7R+/fqrD16Ummtql86dcn8Ksnr11R+7ApP3SvkjbVI+SbuUP9ejTbRaLREREWRmZmK1Wq/6OGazGUVRXB14Y8eOZfPmzUydOpXq1atjMpkYPHgwmZmZrm2cTicajcb1GnKTWIvF4lZ25bEzMzN5/vnn6d69e744rFarK1HNyclxO87VsFqt5OTksGPHDsC9TbKzs6/6uDdk8jtixAiOHDnCtm3brvlYEydOZNy4ca7X6enpREdH07lzZ/z8/Ny2tdlsrF+/nk6dOqHT6a753KJkXGu7OJKSSBr0CI6TJz3Wmx7oi/8rk1Bd0SssCibvlfJH2qR8knYpf65nm5jNZs6fP4+Pjw9Go/Gqj2M0GlGpVK685ddff2XIkCEMGDAAyE1Yz58/j16vd22jVqsxGo1uuU79+vU5dOiQW9nhw4fdjt28eXPOnj1L06ZNC4xHp9O5netqmc1mTCYTbdu2ZevWrW5tci2J9Q2X/I4cOZIff/yRrVu3UvmycZgRERFYrVZSU1Pden/j4+MLHXNiMBgwGAz5ynU6XYG/9IXVibJzte2ii4gg4PHHSB07zmO9/8AB6K/hj1JFJu+V8kfapHySdil/rkebOBwOVCoVarUatfrq5yDI2zfvv7Vr12b58uX06NEDlUrFyy+/jNPpdJ0rz5WvR48eze233867775L9+7d2bhxI2vWrHHbbtKkSdx7771UrVqVPn36oFarOXjwIEeOHOG1114Dcmd82LRpE7fddhsGg4HAwMCrvi6VSoVWm5uuXt4m19I2N8xsD4qiMHLkSJYvX87GjRupXr26W32LFi3Q6XRs2LDBVfbnn39y7tw52rRpc73DFTcYY8cOmHr1dC9UqfCb/AraKlXKJCYhhBDiasyYMYPAwEDatm1L9+7d6dKlC82bN//X/dq1a8fcuXOZMWMGTZo0Yc2aNYwdO9atV7pLly78+OOPrFu3jlatWnHLLbcwc+ZMqlat6trmnXfeYf369URHR9OsWbNSucZrccP0/I4YMYIlS5bw/fff4+vr6xrH6+/vj8lkwt/fn8cee4xx48YRFBSEn58fo0aNok2bNjLTg/hXmtBQ/Ke+is9TT2HZtg2VyYTh1nZowsJQF3OicCGEEOJ6euSRR3jkkUdcr6tVq8bGjRvdthkxYoTb6zNnzng81tChQxk6dKjb61q1arlt06VLF7p06VJgPN27d/c4Jri8uGGS3zlz5gDQoUMHt/IFCxa4GnzmzJmo1Wruv/9+LBYLXbp04cMPP7zOkYoblSYoCE1QEPqGDco6FCGEEKJMvP3223Tq1Alvb29++uknPvvss/9cLnXDJL+KovzrNkajkdmzZzN79uzrEJEQQgghxH/Lnj17eOutt8jIyKBGjRq8//77PP7442UdVom6YZJfIYQQQghRupYuXVrWIZS6G+aBNyGEEEIIIa6VJL9CCCGEEKLCkORXCCGEEEJUGJL8CiGEEEKICkOSXyGEEEIIUWFI8iuEEEIIISoMSX6FEEIIIUSFIcmvEEIIIcQNzJGaiu3ECaz79mM7cRJHaup1Oe/s2bOpVq0aRqORm2++mT179hS6/bJly6hXrx5Go5GbbrqJ1atXX5c4ryTJrxBCCCHEDcoeE0PKUyO41L4jCd17cKl9B1KeGok9JqZUz/v1118zbtw4XnnlFfbt20eTJk3o0qULly5d8rj9jh076N+/P4899hj79++nV69e9OrViyNHjpRqnJ5I8iuEEEIIcQNypKaS+ux4LFu2upVbtmwh9dkJpdoDPGPGDIYOHcqQIUNo0KABc+fOxcvLi08//dTj9u+99x53330348ePp379+kydOpXmzZsza9asUouxIJL8CiGEEELcgJyJifkS3zyWLVtwJiaWynmtViu//fYbd911l6tMrVZz1113sXPnTo/77Ny50217gC5duhS4fWmS5FcIIYQQ4gakpGcUXp9ReP3VSkxMxOFwEB4e7lYeHh5OXFycx33i4uKKtX1pkuRXCCGEEOIGpPLzLbzet/D6ikqSXyGEEEKIG5A6JARD+/Ye6wzt26MOCSmV84aEhKDRaIiPj3crj4+PJyIiwuM+ERERxdq+NEnyK4QQQghxA9IEBBDw9lv5EmBD+/YEvv0WmoCAUjmvXq+nRYsWbNiwwVXmdDrZsGEDbdq08bhPmzZt3LYHWL9+fYHblybtdT+jEEIIIYQoEdqoKAI/nIUzMRElIwOVry/qkJBSS3zzjBs3jsGDB9OyZUtat27Nu+++S1ZWFkOGDAFg0KBBVKpUiWnTpgEwZswY2rdvzzvvvEO3bt346quv+PXXX/noo49KNU5PJPkVQgghhLiBaQICSj3ZvdKDDz5IQkICkyZNIi4ujqZNm7JmzRrXQ23nzp1Drf5ngEHbtm1ZsmQJL730Ei+88AK1a9dmxYoVNGrU6LrGDZL8CiGEEEKIqzBy5EhGjhzpsW7z5s35yvr27Uvfvn1LOap/J2N+hRBCCCFEhSHJrxBCCCGEqDAk+RVCCCGEEBWGJL9CCCGEEKLCkORXCCGEEEJUGJL8CiGEEEKICkOSXyGEEEIIUWFI8iuEEEIIISoMSX6FEEIIIUSFIcmvEEIIIYSoMCT5FUIIIYS4gaXnWDmTkMXRC6mcTcwiPcda6ufcunUr3bt3JyoqCpVKxYoVK/51n82bN9O8eXMMBgO1atVi4cKFpR6nJ9oyOasQQgghhLhm8Wk5vPH9UXafTHKV3VwzmBd6NiTc31Rq583KyqJJkyY8+uij3Hffff+6/enTp+nWrRvDhw9n8eLFbNiwgccff5zIyEi6dOlSanF6IsmvEEIIIcQNKD3Hmi/xBdh9Mok3vj/K1L6N8TPpS+XcXbt2pWvXrkXefu7cuVSvXp133nkHgPr167Nt2zZmzpx53ZNfGfYghBBCCHEDSs605Ut88+w+mURypu06R1SwnTt3ctddd7mVdenShZ07d173WCT5FUIIIYS4AWVZCk9u/63+eoqLiyM8PNytLDw8nPT0dHJycq5rLJL8CiGEEELcgLwNumuqr6gk+RVCCCGEuAEF+ei4uWawx7qbawYT5FN+kt+IiAji4+PdyuLj4/Hz88NkKr0H8zyR5FcIIYQQ4gbkZ9LzQs+G+RLgvNkeSutht6vRpk0bNmzY4Fa2fv162rRpc91jkdkehBBCCCFuUOH+Jqb2bUxypo0siw1vg44gH12pJ76ZmZmcOHHC9fr06dMcOHCAoKAgqlSpwsSJE7l48SKLFi0CYPjw4cyaNYsJEybw6KOPsnHjRpYuXcqqVatKNU5PJPkVQgghhLiB+Zn0172X99dff6Vjx46u1+PGjQNg8ODBLFy4kNjYWM6dO+eqr169OqtWrWLs2LG89957VK5cmY8//vi6T3MGkvwKIYQQQohi6tChA4qiFFjvafW2Dh06sH///lKMqmhkzK8QQgghhKgwJPkVQgghhBAVhiS/QgghhBCiwpDkVwghhBBCVBiS/AohhBBClKHCHhyryPLui0qlKtHjSvIrhBBCCFEGNBoNAFartYwjKZ+ys7MB0GpLdnIymepMCCGEEKIMaLVavLy8SEhIQKfToVZLnyTk9vhmZ2dz6dIlAgICXB8SSookv0IIIYQQZUClUhEZGcnp06c5e/ZsWYdT7gQEBBAREYHdbi/R40ryK4QQQghRRvR6PbVr15ahD1fQ6XQl3uObR5JfIYQQQogypFarMRqNZR1GhSGDS4QQQgghRIVxQyW/W7dupXv37kRFRaFSqVixYoVb/SOPPIJKpXL7ufvuu8smWCGEEEIIUe7cUMlvVlYWTZo0Yfbs2QVuc/fddxMbG+v6+fLLL69jhEIIIYQQojy7ocb8du3ala5duxa6jcFgICIi4jpFJIQQQgghbiQ3VPJbFJs3byYsLIzAwEDuuOMOXnvtNYKDgwvc3mKxYLFYXK/T09MBsNls2Gw2t23zXl9ZLsqWtEv5I21S/kiblE/SLuWPtEn546lNrqV9VMoNuqaeSqVi+fLl9OrVy1X21Vdf4eXlRfXq1Tl58iQvvPACPj4+7Ny5s8DpMiZPnsyUKVPylS9ZsgQvL6/SCl8IIYQQQlyl7OxsBgwYQFpaGn5+fsXa9z+V/F7p1KlT1KxZk59//pk777zT4zaeen6jo6NJTEzMdzNtNhvr16+nU6dO6HS6ErkOce2kXcofaZPyR9qkfJJ2KX+kTcofT22Snp5OSEjIVSW//7lhD5erUaMGISEhnDhxosDk12AwYDAY8pXrdLoCf+kLqxNlR9ql/JE2KX+kTconaZfyR9qk/Lm8Ta6lbW6o2R6K68KFCyQlJREZGVnWoQghhBBCiHLghur5zczM5MSJE67Xp0+f5sCBAwQFBREUFMSUKVO4//77iYiI4OTJk0yYMIFatWrRpUuXMoxaCCGEEEKUFzdU8vvrr7/SsWNH1+tx48YBMHjwYObMmcOhQ4f47LPPSE1NJSoqis6dOzN16lSPwxqEEEIIIUTFc0Mlvx06dKCw5/PWrl17HaMRQgghhBA3mv/0mF8hhBBCCCEuJ8mvEEIIIYSoMCT5FUIIIYQQFYYkv0IIIYQQosKQ5FcIIYQQQlQYkvwKIYQQQogKQ5JfIYQQQghRYUjyK4QQQgghKgxJfoUQQgghRIUhya8QQgghhKgwJPkVQgghhBAVhiS/QgghhBCiwpDkVwghhBBCVBiS/AohhBBCiApDkl8hhBBCCFFhSPIrhBBCCCEqDEl+hRBCCCFEhSHJrxBCCCGEqDAk+RVCCCGEEBWGJL9CCCGEEKLCkORXCCGEEEJUGJL8CiGEEEKICkOSXyGEEEIIUWFI8iuEEEIIISoMSX6FEEIIIUSFIcmvEEIIIYSoMCT5FUIIIYQQFYYkv0IIIYQQosKQ5FcIIYQQQlQYkvwKIYQQQogKQ5JfIYQQQghRYUjyK4QQQgghKgxJfoUQQgghRIWhLesAhCiqLIuNLLMDlQqCvPVoNPLZTQghhBDFI8mvKPfsDifnkrKZt/E4u44n4mXQcl+raHq2qEyIHuyxcbnbxcSgjYxEpdeXccRCCCGEKK+k60yUe+eSshkybydbfr+Exe4kJcvKZ7+cIunUBdKmvkbCPd0ASLy3BxnvvY8jIaGMIxZCCCFEeSXJryjXsix25m74C4vd6VY+tHkYgR+8RfbCz8BqBUDJzibj3ffImP0hzpycsghXCCGEEOWcJL+iXMsy29l5PDFfeftwDY41P3ne57NFOKX3VwghhBAeSPIryjcVmPTuQ9MNWjWapPwJsYvVijM1rZQDE0IIIcSNSJJfUa4Feevp3bKyW5nV4UTx9S10P5WXqTTDEkIIIcQNSpJfUa5pNWrub1WFWhE+rjJFgRN2A5rq1Tzuo2/dGnVw8HWKUAghhBA3EpnqTJR7Yf5GZg5swV9xGfx8JBY/k55q9SoRuGABKQMG4EhOcW2rrVWLwPfeRRMYWIYRCyGEEKK8kuRX3BBC/YyE+hlpVyf0n8JwX0JXrsR8+jQkXCL4qy8xVq2CJiys7AIVQgghRLkmwx7EDU0TGYG+VUsA9E2bSOIrhBBCiEIVu+fXYrGwe/duzp49S3Z2NqGhoTRr1ozq1auXRnxCCCGEEEKUmCInv9u3b+e9997jhx9+wGaz4e/vj8lkIjk5GYvFQo0aNXjiiScYPnw4vv/yJL4QQgghhBBloUjDHnr06MGDDz5ItWrVWLduHRkZGSQlJXHhwgWys7M5fvw4L730Ehs2bKBOnTqsX7++tOMWQgghhBCi2IrU89utWze+/fZbdDqdx/oaNWpQo0YNBg8ezLFjx4iNjS3RIIUoDmdWFs7UVADU/v6ofXwK30EIIYQQFUaRkt9hw4YV+YANGjSgQYMGVx2QENfCduo06dPfwrwqd+ljY5cu+D3/HNoa1VGpVGUcnRBCCCHKmkx1Jv4z7BcvktqjJ86Uf+b9Na9ejWXHDsJ+WoW2SpUyjE4IIYQQ5UGxpjr78MMPueuuu3jggQfYsGGDW11iYiI1atQo0eCEKI6cFd+7Jb55lNRUsr78CsVmK4OohBBCCFGeFDn5ff/99xk/fjz16tXDYDBwzz33MG3aNFe9w+Hg7NmzpRKkEEVh3rip4Lr163Gmp1/HaIQQQghRHhU5+Z03bx7z589n1qxZfP7552zatImZM2cyadKk0ozPzdatW+nevTtRUVGoVCpWrFjhVq8oCpMmTSIyMhKTycRdd93F8ePHr1t8omyp/fwKqfNHVcADm0IIIYSoOIqc/J4+fZq2bdu6Xrdt25aNGzfy0UcfMXHixFIJ7kpZWVk0adKE2bNne6x/6623eP/995k7dy67d+/G29ubLl26YDabr0t8omz5PDqk4LonhxWaHAshhBCiYijyA28hISGcP3+eatWqucoaNWrExo0bueOOO4iJiSmN+Nx07dqVrl27eqxTFIV3332Xl156iZ49ewKwaNEiwsPDWbFiBf369Sv1+ETZ0jZogNeA/mQv+dKt3NS3D/pmzcooKiGEEEKUJ0VOfm+99Va+++47brvtNrfyBg0asGHDBjp27FjiwRXH6dOniYuL46677nKV+fv7c/PNN7Nz584Ck1+LxYLFYnG9Tv97XKjNZsN2xQNSea+vLBdlK689nH6+mMY/i/7hhzCvWw+KgrFzJzSRkTj9/XFKu1038l4pf6RNyidpl/JH2qT88dQm19I+RU5+n3/+eX777TePdQ0bNmTjxo18++23Vx3ItYqLiwMgPDzcrTw8PNxV58m0adOYMmVKvvJ169bh5eXlcR9Zwa58cmuX2rVy/3vmTO6PKBPyXil/pE3KJ2mX8kfapPy5vE2ys7Ov+jhFTn4bN25M48aNC6xv1KgRjRo1uupAysrEiRMZN26c63V6ejrR0dF07twZvyvGiNpsNtavX0+nTp0KXO1OXH/SLuWPtEn5I21SPkm7lD/SJuWPpzZJv4YZnIqc/B4/fpxJkyYxb968fElhWloaTz75JK+99lqZzfUbEREBQHx8PJGRka7y+Ph4mjZtWuB+BoMBg8GQr1yn0xX4S19YnSg70i7lj7RJ+SNtUj5Ju5Q/0iblz+Vtci1tU+TZHqZPn050dHS+xBdyx9ZGR0czffr0qw7kWlWvXp2IiAi3xTfS09PZvXs3bdq0KbO4ROlyXLqE7eTJ3P9PTi7jaIQQQghR3hU5+d2yZQt9+/YtsP6BBx5g48aNJRJUQTIzMzlw4AAHDhwAch9yO3DgAOfOnUOlUvH000/z2muvsXLlSg4fPsygQYOIioqiV69epRqXuP6cZjOWnbtIuO9+Ert1ByD50cexHjmK4nCUcXRCCCGEKK+KPOzh3LlzhIWFFVifNxVaafr111/dZpXIG6s7ePBgFi5cyIQJE8jKyuKJJ54gNTWVW2+9lTVr1mA0Gks1LnF9xKXmcPh8KkfOp/JoJQeZD/YDhwP+bl/7H3+QeN/9hK1bi7Za1TKOVgghhBDlUZGTX39/f06ePEnVqp6TihMnTngcElGSOnTogKIoBdarVCpeffVVXn311VKNQ1x/ZxOzeHLBHpIzrTzQOATz7Pm5ie8VlKwssr/9Ft+nx6DSaMogUiGEEEKUZ0Ue9nD77bfzwQcfFFj//vvv55sDWIiSkJZt5fXvj5CcaQWgnr8G5eDBAre37NqFkpNzvcITQgghxA2kyMnvxIkT+emnn+jTpw979uwhLS2NtLQ0du/ezf3338/atWuv2zLHomJJzbZx6Fyq63WCBTR/z+7hiTY6GjRaHJcu4UhKug4RCiGEEOJGUeRhD82aNeObb77h0UcfZfny5W51wcHBLF26lObNm5d4gELYHU6318v/TOPOx4ah+vVXj9t7Dx5ExqxZ5Kz4HpXJiM+QIRjvvBNNRLjH7YUQQghRcRQ5+QW49957OXv2LGvWrOHEiRMoikKdOnXo3LlzgauhCXGtfE06grz1JGflDnuISzOz0xDJrcNH4Jz34T8bajX4/28a2Su+J+uj+a7i1AnPob+5NUFzPkQTLgmwEEIIUZEVK/lVFIULFy5Qp04dunfvjlZbrN2FuCohPgbGdK7NK8uPusre2RHHxcZ3MeCnXnj/dQyA4AULcB475pb45rHu3oPt2O+S/AohhBAVXJHH/J4+fZrGjRtTr149GjduTM2aNfm1gK+dhShJarWKlpY4ZtxdhVrhvgCE+hqI8tFjP3GC7MWLAbCfPEHme+8XeJysr76SOYCFEEKICq7IXbfjx4/HbrfzxRdfYDQaefvtt3niiSfYt29facYnBACaH76nxqbN/G/IUJT2NSE5CcOH72L79Tccf8/zqzicUMi3ESqdHlSq6xWyEEIIIcqhIie/27Zt45tvvuHWW28F4JZbbqFy5cpkZWXh7e1dagEKAaBv1oysBQtRvfIieemr7e//qqtUyX198gR+L07EsmEj5k2bUTIy3I7h/dBAVOoif9khhBBCiP+gImcCly5donbt2q7XkZGRmEwmLl26VCqBCXE5fevWqAICPNb5DHkEAG3laHJW/gBqDYFvv4XP6FGubUw9uqOtVfM6RCqEEEKI8qzIPb8qlYrMzExMJpOrTK1Wk5GRQXp6uqustFd5ExWTpnIlQr9ZRvLwJ7GfOAGAyssLn5Ej0DRpDGfOkPHWdDQWCypvb3J++AHvwYPxn/YG2mpV0TVogCYkpIyvQgghhBBlrcjJb960ZleWNWvWzPX/KpUKhzxQJEqBSqVCV78egbP/XmXQ4QCjCYt/IFnvzYRbbsZnxJN4NWmCIzEJtZ8fzqQkdDe3Rn/ZNxZCCCGEqNiKnPxu2rSpNOMQ4l854uLI/nop2Uu+RDGb0URH4zdhPGp/fwCsBw+T885M1/aaqlUJrF+/rMIVQgghRDlU5OS3ffv2pRmHEIWyX7hAypinse7a7SpznD9PyqjR+Ex/CwDrtm1oLtvHcfYsKcOfJHTlCjSRkdc5YiGEEEKUR0V64C0rK6tYBy3u9kIUxhEbi+33P9wS38tlzJpV8L4xMdjPXyit0IQQQghxgylS8lurVi3+97//ERsbW+A2iqKwfv16unbtyvvvF7zQgBDFoVgsZH3zDbajRwvcxhlf+IwjjpiLJR2WEEIIIW5QRRr2sHnzZl544QUmT55MkyZNaNmyJVFRURiNRlJSUjh27Bg7d+5Eq9UyceJEhg0bVtpxiwrCkZRE9ldL8R3+RMEbaTUF1wHaatVLOCohhBBC3KiKlPzWrVuXb7/9lnPnzrFs2TJ++eUXduzYQU5ODiEhITRr1oz58+fTtWtXNJrCExEhisXhxHHmDOrQMFQmE0pOTr5NDF26FLi7tkF9NFFRpRmhEEIIIW4gRX7gDaBKlSo888wzPPPMM6UVjxBuVN5e6Jo0IXPOXALeeZuUcc+A2eyq19ari9+zz8D+/Xg9OgTLJ5+CxQKA4bbbCHj7LTRhoYWe41K6mRNxGRy9kEZ0iBeNowMI8zOi1chqcEIIIcR/TbGSXyGuN01QEP6vTiGx932gVhM050Mc587iuJSArnFjtI0bYw3OXbzCd8xoAh5+CGd6OiovL9TBwWj+ngatIBeSsxmxcC/xaf8k1Ca9hvcHtaRBJX80alUhewshhBDiRiNdW6Lc0zVsQMiK5Sh2G8lDHiXry6+wB4VwLroO3Rb/xYw1fwKgNhjQVqmCtnp1VFotzoQE7HFxKIri8bjp2VZeX3HYLfEFyLE6eGbxPhIzzB7388QeG0vOuvWkjJ9A+tvvYDt+HGdm5tVftBBCCCFKhfT8inJPbTJhaNGc4M8WkpOawR/xmXx3KoctK07jcCr8fCSOJk3hUrqFcHMC6dOmkfPDj2C3o46IwP/lFzF07JivFzgl28b+s6kez5meYyM21Uy4v8lj/eXsFy6QNGAg9pOnXGUZM98l4O3pmLrfi9rH51ouXwghhBAlSHp+xQ0j2+TLxF8SGLnmAhv/SsLhdO/R/eN8Mra//sQRFwd2OwDOuDhSRozCsvWXfMez2Z2Fni8jx/avMTnNZjLefc8t8c2TOn4CjkuFT8MmhBBCiOtLkl9xQ1AUhezMbPafTS5wmx3HE8hZ+QPG22/H74WJbnXpU1/LTYov42vS4mss+MuP6GCvf43LmZRE9rffFRQ0lk2b//UYQgghhLh+ip38Op2ee8ucTifnzp275oCEuJJitWLdvQfbrt0EeOkL3C5Er8IZG0v6m2/hzMzE2Lmzq85x8WK+adJCfAw8eVdtj8fqfFMEQd6Gfw/O4QCrtcBqZ2rqvx9DCCGEENdNkZPf9PR0HnjgAby9vQkPD2fSpEk4HA5XfUJCAtWry2ICouQ5Llwksf8A/OLP0695pFtdiK+BMTeHAzCgihpTz57oGjYk65NP8bq/9z8bGo2g07ntq9GoubNhBK/2aUxkgBEAP5OOJ+6oxZi76+Hn5b69JyofH3RNmhRYb+jQvqiXKYQQQojroMgPvL388sscPHiQzz//nNTUVF577TX27dvHd999h16f2xtX0FP1QlwtRVHI+vZbtJUrofHzo6Mjlr1V/Nh9Lp2aod78r5UPmjemsPfRR0jr0xd9UBC+45/FsmUrqP6Zpsyr34OoQ/PP9+vvpafzTZE0qxqI1e5Eq1ER4mNAU8Q5fjVBQfhPfTV3KrbLPgwC6Nu0QVulyrXdACGEEEKUqCInvytWrOCzzz6jQ4cOAPTq1Ytu3brRvXt3Vq5cCYBKJXOiipKlWK3YDh7Ea+BAMufMhbNnmfDKVJLvaUykrw5rn/uw/72oBYAjJobUcc8QNP8jMBlBpcL7iaF4D3oYZ1w8itGAJjw833lC/YxXHaOuYQNCf/ietNdex7prN+qAALwfexTv/v3QeEi4hRBCCFF2ipz8JiQkULVqVdfrkJAQfv75Z7p06cI999zDxx9/XCoBiopNpdeju+kmtJUrYf/rr9zCFyYQ0aYN+tvaYUlLyx3ScDlFIXPBQgKmvU7Y1s1Ytu/A/PMG1AY99osx6G66CUO7tmgCAkokRrXRiL5JE4Lmf4SSnQ1qNZrQUFSy1LcQQghR7hR5zG+VKlX4/fff3cp8fX1Zt24dOTk59O7du4A9hbh6KpUK7759cGZloQ4OdpVrIiOwHThU4H62w4dxJiXhzMhESUsje9HnpL85Hfuff6E2mbDu2o1yxTCFa6UJCEAbFYU2IkISXyGEEKKcKnLy27lzZxYsWJCv3MfHh7Vr12K8svdNiBKiqVwZXYMGeA962FXmTE5BExlZ8D6RkVh378F56RIZH87BfvIkzpQUzBs3kv3dd2iiK2M/eRJHISvACSGEEOK/p8jJ75QpU5g8ebLHOl9fX9avX8/GjRtLKi4hXFR6PeoqVTDe2w1jr54AWLZtw3jnHaD2/Cvs/chgzD9vIHvxEkzd7sk9jtFI0Nw5qIxGEnv04lLHO0no3oOcFStwyJRkQgghRIVQ5OQ3MDCQhg0bFljv6+tL+/YyrZMoHUpCIgmd70YbHU3wooX4v/wi+PoSOOsDMFw2H69Khfcjj6CpXAnvQQ9h6ns/6qjcHmLfZ58h8+NPyP7yKxSzGQBHTCwpI0djXrsOpYA5rIUQQgjx31HkB96EKEvO1FS0NWtiXv0TmXPmog4JQd+8OT7DnyD44/mQcAn/N/+HISgQ84aNJD88GABt3boE/G8amfPmo61eHeuuXR6Pn/7GNIy33YYmquChFEIIIYS48UnyK8o9R2oqKqMRU/d7Uel06Bo0IOeHH8he9g22QUNQ+/oCl8h49z0yz5yBy8bw2v/8k6xFi/Du3w/7iRMFnsOZmIgzMwMNkvwKIYQQ/2XFXt5YiOvJkZRE+rQ3SehyN5YdO9BUqYJizsGrfz+Cl3/HbsWfj0/kzvPrjI11S3zz5KxajaF1a7fZIvJRq1EZirCcsRBCCCFuaNLzK8o1y85dZH/xBd6DB6GtUYPUF15E+fvhNG2N6rR+cwaHVf8yrZjVi 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