From b80ae794b8f487bc1b296d3680e53aaa4eeb36a1 Mon Sep 17 00:00:00 2001 From: jkrause Date: Sun, 4 Feb 2024 22:18:59 +0100 Subject: [PATCH] fixed typo and beautified plots in presentation.ipynb /.py --- nb/presentation.ipynb | 283 +++++++++++++++--------------------------- nb/presentation.py | 55 ++++++-- 2 files changed, 143 insertions(+), 195 deletions(-) diff --git a/nb/presentation.ipynb b/nb/presentation.ipynb index 2123644..892d4dd 100644 --- a/nb/presentation.ipynb +++ b/nb/presentation.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 38, "id": "14555430", "metadata": {}, "outputs": [], @@ -93,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 39, "id": "27ff0988", "metadata": {}, "outputs": [ @@ -165,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 40, "id": "7af5949f", "metadata": {}, "outputs": [ @@ -181,7 +181,7 @@ "| 4 | AI019 | Regionalatlas Deutschland Themenbereich \"Umwelt\" Indikatoren zu \"Haushaltsabfälle\" | |" ] }, - "execution_count": 5, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -200,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 41, "id": "e4bc3879", "metadata": {}, "outputs": [ @@ -274,7 +274,7 @@ "4 AI019 Regionalatlas Deutschland Themenbereich \"Umwelt\" Indikatoren zu \"Haushaltsabfälle\" " ] }, - "execution_count": 6, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -293,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 42, "id": "17564ec7", "metadata": {}, "outputs": [ @@ -303,7 +303,7 @@ "['32121-01-02-4', '32121-01-02-4-B', '32151-01-01-4']" ] }, - "execution_count": 7, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -322,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 43, "id": "63123a8f", "metadata": {}, "outputs": [ @@ -390,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 44, "id": "66d0e9cf", "metadata": {}, "outputs": [], @@ -409,7 +409,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 45, "id": "927c0a2c", "metadata": {}, "outputs": [], @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 46, "id": "4308ec4d", "metadata": {}, "outputs": [ @@ -437,7 +437,7 @@ " '31231;Fortschreibung Wohngebäude- und Wohnungsbestand;STAG;Stichtag;31.12.2022;DINSG;Deutschland insgesamt;DG;Deutschland;43366919;514;3996995;92,2;47,4;189920514;4,4;2,3']" ] }, - "execution_count": 11, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -448,7 +448,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 47, "id": "d37138dd", "metadata": {}, "outputs": [ @@ -669,7 +669,7 @@ "7 31231 Fortschreibung Wohngebäude- und Wohnungsbestand STAG Stichtag 31.12.2022 DINSG Deutschland insgesamt DG Deutschland 43366919 514 3996995 92,2 47,4 189920514 4,4 2,3" ] }, - "execution_count": 12, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -688,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 48, "id": "6a433995", "metadata": {}, "outputs": [], @@ -698,7 +698,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 49, "id": "88cb7561", "metadata": {}, "outputs": [ @@ -856,7 +856,7 @@ "7 31.12.2022 Deutschland 43366919 514 3996995 92,2 47,4 189920514 4,4 2,3" ] }, - "execution_count": 14, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -875,7 +875,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 50, "id": "f1f4957d", "metadata": {}, "outputs": [ @@ -996,7 +996,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 51, "id": "533a7e96", "metadata": {}, "outputs": [ @@ -1611,7 +1611,7 @@ "51 2022 Deutschland Insgesamt 293024354.0 273144778.0 98388835.0 2.395591e+09" ] }, - "execution_count": 16, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -1625,7 +1625,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 52, "id": "b00f1c76", "metadata": {}, "outputs": [ @@ -1633,8 +1633,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/miay/git/github/CorrelAid/pystatis/src/pystatis/table.py:46: DtypeWarning: Columns (7) have mixed types. Specify dtype option on import or set low_memory=False.\n", - " self.data = pd.read_csv(\n" + "/Users/macbookpro/Git Repos/pystatis/src/pystatis/table.py:46: DtypeWarning: Columns (7) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " self.data = pd.read_csv(data_str, sep=\";\", na_values = [\"...\",\".\",\"-\",\"/\",\"x\"])\n" ] }, { @@ -1836,7 +1836,7 @@ "[48420 rows x 10 columns]" ] }, - "execution_count": 18, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -1850,7 +1850,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 53, "id": "4ce4c9d5", "metadata": {}, "outputs": [ @@ -1994,7 +1994,7 @@ "12 2011-05-09 Deutschland Ohne Schulabschluss 3241010" ] }, - "execution_count": 19, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -2016,7 +2016,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 54, "id": "f912518e", "metadata": {}, "outputs": [ @@ -2183,7 +2183,7 @@ "[1092 rows x 7 columns]" ] }, - "execution_count": 20, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -2212,7 +2212,7 @@ "id": "3cfb1907", "metadata": {}, "source": [ - "## Jonas" + "## Geo-visualization" ] }, { @@ -2238,7 +2238,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 55, "id": "01a68933", "metadata": {}, "outputs": [], @@ -2258,7 +2258,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 56, "id": "e5e9b02c", "metadata": {}, "outputs": [], @@ -2268,7 +2268,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 57, "id": "76a868f5", "metadata": {}, "outputs": [ @@ -2276,9 +2276,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Die Tabelle ist zu groß, um direkt abgerufen zu werden. Es wird eine Verarbeitung im Hintergrund gestartet.\n", - "/Users/miay/git/github/CorrelAid/pystatis/src/pystatis/table.py:46: DtypeWarning: Columns (7) have mixed types. Specify dtype option on import or set low_memory=False.\n", - " self.data = pd.read_csv(\n" + "/Users/macbookpro/Git Repos/pystatis/src/pystatis/table.py:46: DtypeWarning: Columns (7) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " self.data = pd.read_csv(data_str, sep=\";\", na_values = [\"...\",\".\",\"-\",\"/\",\"x\"])\n" ] } ], @@ -2296,7 +2295,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 61, "id": "87aa68c5", "metadata": {}, "outputs": [ @@ -2317,7 +2316,7 @@ "Name: Kreise und kreisfreie Städte_Code, Length: 338940, dtype: object" ] }, - "execution_count": 30, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -2331,7 +2330,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 59, "id": "37e7f2be", "metadata": {}, "outputs": [ @@ -2352,7 +2351,7 @@ "Name: Kreise und kreisfreie Städte_Code, Length: 338940, dtype: object" ] }, - "execution_count": 31, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -2364,9 +2363,17 @@ "students.data[\"Kreise und kreisfreie Städte_Code\"]" ] }, + { + "cell_type": "markdown", + "id": "62097373", + "metadata": {}, + "source": [ + "### Dataframe" + ] + }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 62, "id": "b7056a78", "metadata": {}, "outputs": [ @@ -2569,7 +2576,7 @@ "[338940 rows x 10 columns]" ] }, - "execution_count": 32, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -2588,7 +2595,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 63, "id": "427e1320", "metadata": {}, "outputs": [ @@ -2712,7 +2719,7 @@ "[3767 rows x 2 columns]" ] }, - "execution_count": 33, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -2745,7 +2752,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 64, "id": "cf4be61f", "metadata": {}, "outputs": [ @@ -2837,7 +2844,7 @@ " WS 2021/22 0.167680 2021" ] }, - "execution_count": 34, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -2856,23 +2863,23 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 65, "id": "10b60366", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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jDFlZ3+HEyYdx/MR9yMz6Bg5HKWSyEHTp/AruGHoEPXvEwE0dQcVKHTQ4hmXSpEnIz8/H8uXLkZOTg7CwMOzZs4cLxE1LSwOPV6mDPvnkE1itVjzyyCMu47z++utYsWIFMjMz8fPPPwNAjRvJ/v37MWLEiIZOsd2xatUqPPnkk3A4HEhKSsKcOXMwf/58bNu2rbmndkNGjBiB+Ph4l5T4/fv3IygoCPHx8dzf32w24+jRo5g+fTrXr6ob8kYuSUJIratRtyVsNpvLCtwUCqX5MZZeRmbmN8jJ+QF2ewkAgGGE0GjuRmDAFLi5RVKBUk8aVel23rx5SE1NhcViwbFjxxAZGclti4+PR2xsLPc+JSUFhJAajxUrVgBwWghq204IoWKlniiVSvj6+iIgIAAjR47E9OnTcfr0aW57YWEhJk+ejICAAMhkMvTu3RvffPONyxilpaWYNm0aFAoF/Pz88M4779Q4jsViweLFixEQEAC5XI7IyEgXK0hsbCzc3Nzwxx9/oHv37lAoFBgzZsx1rR8jR47E4cOHYbc7CyCVlJTg33//xdKlS13GPnLkCCwWC0aOHImUlBQwDOPiUikuLnaxysTHx4NhGOzevRsREREQi8X46quvsHLlSiQkJHBWqdjYWGi1WgBOtxLDMNx7APjpp5/Qr18/SCQSdOzYEStXruTmCjgtM5s3b8a4ceMgk8nQvXt3HDlyBFeuXMGIESMgl8sxZMgQXL16tca5b968GUFBQZDJZJg4cSL0er3L9s8//xzdu3eHRCJBaGgoPv74Y25bxTXYuXMnoqKiIJFIsH37dtjtdsyfPx9ubm7w9PTE0qVLMX36dM6FS6FQbj0sa0FOzs84depRHDs2BhkZX8BuL4FEEoROHZdg6NBD6N3rfbi7D6JipSGQNoJerycAiF6vr7GtrKyMXLhwgZSVlTkbWJYQi7F5HizbpOfdoUMH8u6773LvMzIyyMCBA8nMmTNd2tavX0/+/fdfcvXqVfL+++8TPp9Pjh07xvV55plnSHBwMNm3bx/577//yLhx44hSqSQLFizg+syePZsMGTKEHDx4kFy5coWsX7+eiMVikpSURAghZOvWrUQoFJLo6Ghy4sQJcurUKdK9e3cyZcqUOueflJREAJB//vmHEELIb7/9Rnr27Emys7OJRCLh/mavvfYa0Wq1hBBCkpOTCQDy77//cuPodDoCgOzfv58QQsj+/fsJANKnTx+yd+9ecuXKFZKRkUFeeOEFbvzs7GxiMplIXl4eAUC2bt1KsrOzSV5eHiGEkIMHDxKVSkViY2PJ1atXyd69e4lWqyUrVqzgjguABAQEkJ07d5LExEQyfvx4otVqyZ133kn27NlDLly4QAYNGkTGjBnD7fP6668TuVxO7rzzTvLvv/+SAwcOkM6dO7tcp6+++or4+fmR77//nly7do18//33xMPDg8TGxrpcA61Wy/XJysoib775JvHw8CA//PADuXjxInn66aeJSqUiDzzwQJ1/gxqfDwqF0ihKS5NJ0uU15MDB/mRfXEeyL64jifurC0lIeIoUFBwgLOto7im2SK53/65K+xQsFiMhr6ua52ExNul5d+jQgYhEIiKXy4lEIiEASGRkJNHpdNfd79577yUvvPACIYSQkpISIhKJyLfffsttLywsJFKplBMsqamphM/nk8zMTJdxRo0aRZYtW0YIcQoWAOTKlSvc9o8++oj4+Phcdy4BAQHkrbfeIoQQsmTJEjJ37lxCCCFdu3Ylf/31FyGEkGHDhnEirCGCZdeuXS7Hev3110nfvn1rzAEA+fHHH2ucW8W8Kti2bRvx8/Nz2e/VV1/l3h85coQAIP/3f//HtX3zzTdEIpG4zIHP55OMjAyubffu3YTH45Hs7GxCCCGdOnUiX3/9tcux33jjDTJ48GCXa7Bx40aXPj4+PmT9+vXce7vdToKDg6lgoVBuEQ6HleTm7ianTz/OiZR9cR3J34eGkKvX3idl5uzmnmKLp76CpVEuIUrLYsmSJThz5gz+++8/xMXFAQDuvfdeLmbD4XDgjTfeQO/eveHh4QGFQoE//vgDaWnOEs9Xr16F1Wp1ce15eHigW7fKKopnz56Fw+FA165doVAouMeBAwdc3B0ymQydOnXi3vv5+SEvz7nM+d9//+2y7/bt2wFUxrEAcIlbiYqKQnx8PMrKynDs2DGMHDmywdemtqy0+pKQkIBVq1a5zPnJJ59EdnY2TCYT169qmn5FLFfv3r1d2sxms0txw+DgYAQEBHDvBw8eDJZlkZiYiNLSUly9ehWzZs1yOfabb75Zw7VU9fz0ej1yc3MxcOBAro3P5yMiIqLR14BCodROWVkmrl7bgMP/DMPZc8+iSHcYAANPzyj06b0ZQwYfQMeQ5yARXz++jlJ/bmvhuBaDUAa83EyrQQubvkKhl5cXOnfuDADo0qULNm7ciMGDB2P//v2Ijo7G+vXr8d5772Hjxo3cqtgLFy5sUBaW0WgEn8/HqVOnwOfzXbYpFArudfWgT4ZhuHTj/v37u8SdVNzcR44ciQULFqCwsBD//vsvoqKiADgFy+bNmzF8+HBYrVbceeedAMAFdZMqacw2m63Wecvl8nqfY3WMRiNWrlyJhx56qMa2qoUPq55zhT+6tjaWZet9XMC50nlVEQmgxrW/mfOjtA0IITCZrkJXfBw63VEY9P8CDAOh0N3lIRK6Qyj0gFDkDqHADUKRR3mbG3g8WiKiPhDiQGHhAWRkfo3CwngAzu8gkcgL/n4T4O//KKTSwGadY1umfQoWhgFEbfeLvuKmVlZWBgA4fPgwHnjgATz22GMAnDfOpKQk9OjRAwDQqVMnCIVCHDt2jFtsUqfTISkpiRMP4eHhcDgcyMvLw7Bhwxo1L6lUygmrqowcORKlpaXYsGEDunTpwq36PXz4cMyaNQu7d+9Gly5dOIuERqMB4ExrDg8PB4B61zQRiUS1ZgsJhcIa7f369UNiYmKtc75Z0tLSkJWVBX9/fwDA0aNHwePx0K1bN/j4+MDf3x/Xrl3D1KlT6z2mWq2Gj48PTpw4geHDhwNwWtdOnz5dayo3pXVCCIvS0svQFR9Hse4YdMXHYbMV1uhnNmfWe0w+X1FF1LhVChtO7HiUt5eLHqEbeLz2k5FmseQiK+tbZGbthMVSmUTg7j4EAQGTofGKBo8nasYZtg/ap2BpY5SUlCAnJweEEKSnp+PFF1+ERqPBkCFDADitLt999x3++ecfuLu7Y8OGDcjNzeUEi0KhwKxZs7BkyRJ4enrC29sbr7zyikt6eteuXTF16lRMmzYN77zzDsLDw5Gfn4+4uDj06dMH9957b6Pn37FjRwQHB+ODDz5wuUEHBQXB398fn376KSZPnsy1S6VSDBo0CGvXrkVISAjy8vLw6quv1utYWq0WycnJOHPmDAIDA6FUKiEWi6HVahEXF4ehQ4dCLBbD3d0dy5cvx7hx4xAcHIxHHnkEPB4PCQkJOHfuHN58881Gny/gtNBMnz4dMTExMBgMmD9/PiZOnMilZ69cuRLz58+HWq3GmDFjYLFYcPLkSeh0OpcKz9V57rnnsGbNGnTu3BmhoaH44IMPoNPpaCZCK4YQFkZjIoqLj0FXfAzFxSdgs7nWWeLxxFCrwuHmPgjubgPA40lgs+m4h9Wmg81W5Hxv1cFmL4bVWgS7vRiEOOBwGOFwGGE2p9d7XgKBshYrjkeNNqHIKYQEAjfweK3nlkMIi6Kiw8jM+gYFBftAiPMHjUDgBn+/hxEQMBkyWUgzz7J90Xr+91DqZPny5Vi+fDkAp/VhwIAB2Lt3L1cx+NVXX8W1a9cwevRoyGQyzJkzB+PHj3dJo12/fj2MRiPuu+8+KJVKvPDCCzXSbLdu3Yo333wTL7zwAjIzM+Hl5YVBgwZh3LhxN30OI0eOxBdffFEjlT0qKgqxsbE14le2bNmCWbNmISIiAt26dcPbb7+Nu++++4bHefjhh/HDDz9g5MiRKC4uxtatWzFjxgy88847XFHEgIAApKSkYPTo0fj111+xatUqrFu3DkKhEKGhoZg9e/ZNn2/nzp3x0EMP4Z577kFRURHGjRvnkrY8e/ZsyGQyrF+/HkuWLIFcLkfv3r2xcOHC6467dOlS5OTkYNq0aeDz+ZgzZw5Gjx5dw5VEabkQ4kCJ8SKKdcc5gWK3u34WeTwp3NT94OYeCXe3SKhUvRvl1iGEhd1eUilmbMWwVhU2Nl35+2IXAQQQ2O0lsNtLUFaWVu/jCQRqzoIjqiJoKt+XW3c4waMGw9ze/7tWayGys79DZuYOlJkrz02t7o+AgMnw1owFn09daM0BQ0grqWd+AwwGA9RqNfR6fY11iMxmM5KTkxESElLroosUSluFZVl0794dEydOxBtvvFFrH/r5aF5Y1g6j8QJ0uqPQFR+HXn+SKzBWAZ8vh1rdD+5ug+DuPhBKZa9mc0EQ4oDdboDVqoPNXilsbLaickuOrlzgOIWP1aorF1yNudUw5SKmqjvKvVLsuFhxnNsEAhUYpmH5JIQQFBcfR2bm18jL/wOEOGPi+HwF/PweRID/ZCgU3W4wCqWxXO/+XRVqYaFQ2hCpqanYu3cvoqKiYLFY8OGHHyI5ORlTpkxp7qlRymFZG0pKzpXHoBxFsf40HA6jSx8+XwE3t/5wd4uEm3sklIqeLcadwjB8TijUF5a1w27XV7HUlIsba4WrqriG68puNwAgVaw6yfU8Gq+KwKkibkSVcTiV4kaJwqK/kZn5DUymygw8lbIPAgKmwMfnXvD5TZ8oQWkcLeMTQKFQmgQej4fY2FgsXrwYhBD06tUL+/btQ/fu3Zt7au0WlrXCYPgPxcXHodMdg95wGg6HyaWPQKCCm9sAuLkNhLtbJJTKHrfdFXIr4fEEEIk8IRLdeGHbCpwip7iKsNHV7rri4nJ05ZYptrxfUYPmyOfL4ONzHwL8J0Ol6n3jHSi3HSpYKJQ2RFBQEA4fPtzc02jXOBwWGAwJXJCsXv8vWNbs0kcgcIO72wAuBkWh6NamBEpT4BQ5XhCJvIB6JnWyrBU2m77SHVUl7sZWxaJj5dxWOkilwQjwfxS+vvdDIFDe2pOi3BRUsFAoFMpN4HCYoTf8ywXJGgz/gmVdaxwJhR7l1pOBcHcfBLm8S4PjLCg3hscTQSzWQCzWNPdUKLcAKlgoFAqlATgcJuj1/0JXfAw63TEYDP+BEFeBIhJ5ce4dN/dIyGWdaWo5hXKTUMFCoVAo18FuL4Vef4oLkjWUnAUhdpc+YpEP3NwHlouUQZDJQqhAoVCaGCpYKBQKpQp2ewmKi086g2SLj6Gk5BxXNKwCsdgX7m6D4ObudPNIpVoqUCiUWwwVLBQKpV1jsxlQrD/BlbkvKTkPwHXdJ4kkwOnecYuEu/tASCRBVKBQKLcZKlgoFEq7wmYrLreeHEex7jhKjBdQvaiZVBJcnsEzEG5ukZBKA2ofjEKh3DaoYKFQKG0aq7UQxcUnysvcH4fReKlGH6lUC/fyFGM3t4GQSPyaYaYUCuV6UMHSytFqtUhNTQXgLBrm4+ODsWPHIiYmBu7u9a9ESaG0FSzWAs69U1x8DKWll2v0kck6wd09kks1Fot9mmGmFAqlIVDB0gZYtWoVnnzySTgcDiQlJWHOnDmYP38+tm3b1qzzstlsEArbzxL0lObBYsmFTneMc/NULbFegVzehQuSdXMbCLHIqxlmSqFQbgZauagNoFQq4evri4CAAIwcORLTp0/H6dOnue2FhYWYPHkyAgICIJPJ0Lt3b3zzzTfc9i+//BKenp6wWCwu444fPx6PP/449/6nn35Cv379IJFI0LFjR6xcuRJ2e2V6J8Mw+OSTT3D//fdDLpdj9erVWLFiBcLCwrBt2zZotVqo1Wo8+uijKClxXdyNQqkvZnMWsnN24eLFZfjnyCgcOjwE5y88j8ysyvVgFIpQBAZOR+9eH2PYHccxKHIPunVbAR/ve6hYoVBaKe3SwkIIQZm9rFmOLRVIb2l2QWZmJn755RdERkZybWazGREREVi6dClUKhV+++03PP744+jUqRMGDhyICRMmYP78+fj5558xYcIEAEBeXh5+++037N27FwDw999/Y9q0aXj//fcxbNgwXL16FXPmzAEAvP7669yxVqxYgbVr12Ljxo0QCATYsmULrl69il27duHXX3+FTqfDxIkTsXbtWqxevfqWXQdK28FszipfyfgYinXHUWZOq9aDgVLRozzFOBJubgMgFLo1x1QpFMothCGENGbN7xbH9ZanNpvNSE5ORkhICCQSCUw2EyK/jqxjpFvLsSnHIBM23eqfWq0W2dnZEAqFcDgcMJvNiIyMxJ49e+Dm5lbnfuPGjUNoaChiYmIAAHPnzkVKSgp+//13AMCGDRvw0Ucf4cqVK2AYBtHR0Rg1ahSWLVvGjfHVV1/hxRdfRFZWFgCnhWXhwoV49913uT4rVqzA+vXrkZOTA6XSuU7Hiy++iIMHD+Lo0aNNdh0ojaf656O5sVjyodMdga74KHS6Iygrqy5QeFAqe3Jl7tXq/hAK616SnkKhtGyud/+uSru0sLQ1lixZghkzZoAQgvT0dLz88su49957cfDgQfD5fDgcDrz11lv49ttvkZmZCavVCovFApmsUjg9+eSTGDBgADIzMxEQEIDY2FjMmDGDswYlJCTg8OHDLlaRCoFkMpm4sfr3719jflqtlhMrAODn54e8vLxbdTkorQybTQed7jgnUmoGyfKgUvXmMnjc3PrTReoolHZIuxQsUoEUx6Yca7ZjNzVeXl7o3LkzAKBLly7YuHEjBg8ejP379yM6Ohrr16/He++9h40bN6J3796Qy+VYuHAhrNbK9U/Cw8PRt29ffPnll7j77rtx/vx5/Pbbb9x2o9GIlStX4qGHHqpx/Kq/yuXymsuqVg+8ZRgGLMvW6EdpHzgryZ6ATncURbojMBovonodFIWiBzzcB8PdfRDc3AZQgUKhUNqnYGEYpkndMi0NPt+5TH1ZmTNO5/Dhw3jggQfw2GOPAQBYlkVSUhJ69Ojhst/s2bOxceNGZGZmIjo6GkFBQdy2fv36ITExkRNGFEp9cTjKUKw/5bSg6I7UWuq+IovH3X0w3N0HQiikKfkUCsWVdilY2holJSXIycnhXEIvvvgiNBoNhgwZAsBpdfnuu+/wzz//wN3dHRs2bEBubm4NwTJlyhQsXrwYn332Gb788kuXbcuXL8e4ceMQHByMRx55BDweDwkJCTh37hzefPPN23aulJYPy1qg158pFyhHoTecASE2lz5SabBTnJSLFLFY00yzpVAorQUqWNoAy5cvx/LlywEAGo0GAwYMwN69e+Hp6QkAePXVV3Ht2jWMHj0aMpkMc+bMwfjx46HX613GUavVePjhh/Hbb79h/PjxLttGjx6NX3/9FatWrcK6desgFAoRGhqK2bNn35ZzpLRcWNaGkpKznItHrz8FlnVNkReLfeHuPrjczTMYEol/M82WQqG0VtpllhClbkaNGoWePXvi/fffb+6pUG4TDf18EOJAifEiZ0EpLj4Bh6PUpY9Q6MmJE3f3QZBKO9DFAikUSq3QLCFKg9DpdIiPj0d8fDw+/vjj5p4OpQVBCEFp6WUuBkVXfBx2u6t1TiBQw919UPljMOSyzlSgUCiUJoUKFgoAZ5aQTqfDunXr0K1bt+aeDqUZIYSgrCwFReUWFJ3uKGy2Qpc+fL4Cbm4DuEwehaI7GIYWzqZQKLcOKlgoAICUlJTmngKlGSHEjry8P1BiPAid7igslhyX7TyeBG7q/pwFRansBR6Pfn1QKJTbB/3GoVDaISxrg8NRCrvdCJOpBBZLLnLzYsCyFVWLRVCrw8pjUAZDreoDHk/czLOmUCjtGSpYKJR2AMvanQLFYYTDXuqSxVMRd69QdIe7+wPwcB8Mtbof+PymL3JIoVAojaVRTuePPvoIWq0WEokEkZGROH78eJ19P/vsMwwbNgzu7u5wd3dHdHR0jf6EECxfvhx+fn6QSqWIjo7G5cvVy3NTKJT6QogDNpsBZnMWjKWXYTReRFlZGmzWIk6s8PkSiEReEIv9IRb7oXev99G502J4eAylYoVCobQ4GixYdu7ciUWLFuH111/H6dOn0bdvX4wePbrOtWHi4+MxefJk7N+/H0eOHEFQUBDuvvtuZGZmcn3efvttvP/++9i0aROOHTsGuVyO0aNHw2w2N/7MKJR2BCEO2O0lMJtzUFp6BSUlF1BWlgqrtRCsw/k54vHEEIk8IZUGQ6HoDrm8CyQSPwiFChowS6FQWjwNrsMSGRmJAQMG4MMPPwTgLPMeFBSE5557Di+99NIN93c4HHB3d8eHH36IadOmgRACf39/vPDCC1i8eDEAQK/Xw8fHB7GxsXj00UfrNS9ah4XSniCEhcNhgt1RCofdCIejDNXX4+HxRODzFRAI5ODz5eDxhLWORT8fFAqlObkldVisVitOnTqFZcuWcW08Hg/R0dE4cuRIvcYwmUyw2Wzw8PAAACQnJyMnJwfR0dFcH7VajcjISBw5cqROwWKxWGCxVPrhDQZDQ06FQmlVOAVKWWUcisMEkOoCRQg+XwE+Xw6BQA4eT9RMs6VQKJSmp0F24IKCAjgcDvj4+Li0+/j4ICcnp469XFm6dCn8/f05gVKxX0PHXLNmDdRqNfeoulAf5dYyY8aMGqX7qxMfHw+GYVBcXHxTx2IYBrt27bqpMVoKJpMJDz/8MFQq1Q2vDSEEDocJe/fuAsMwyMg4BpPpGiyWXDjspQAhYBgBhEI1JJIAyOVdIZd3g1QaCJHInYoVCoXS5ritjuu1a9dix44d+PHHH2/a9Lxs2TLo9XrukZ6e3kSzbF1otVowDIOjR4+6tC9cuBAjRoxonkk1IdnZ2Rg7dmyj93/00UcxZswYl7Y9e/aAYRisWLHCpX3FihUIDg5u9LEqiI2NhZubW432L774An///Tf++ecfZGdnQ61Wc9ucAsUMq7UAJlMqjMaLKC29CputqHw7C4bhQyBQQSLxh1zeBQpFKKTSYIhEHuDzxbSyLIVCadM0yCXk5eUFPp+P3Nxcl/bc3Fz4+vped9+YmBisXbsW+/btQ58+fbj2iv1yc3Ph5+fnMmZYWFid44nFYojFtC4EAEgkEixduhQHDhxo0nFtNhuEwtrjHq6H1Wptsjnc6P/VjRg5ciQWL14Mu90OgcD5333//v0ICgpCfHy8S9/9+/dj5MiRN3W863H16lV0794dvXr1AiEELGuFw2Hk4lAIcbj0Zxge+HwZAEAu7wiFwpeKEgqF0m5pkIVFJBIhIiICcXFxXBvLsoiLi8PgwYPr3O/tt9/GG2+8gT179qB///4u20JCQuDr6+sypsFgwLFjx647JqWSOXPm4OjRo/j999/r7MOyLFatWoXAwECIxWKEhYVhz5493PaUlBQwDIOdO3ciKioKEokE27dvh8PhwKJFi+Dm5gZPT0+8+OKLqB6nPWLECMybNw8LFy6El5cXRo8ezW07deoU+vfvD5lMhiFDhiAxMdFl359++gn9+vWDRCJBx44dsXLlStjtdm57VZdQxRx/+OEHjBw5EjKZDH379r1u/NTIkSNhNBpx8uRJri0+Ph4vvfQSjh07xmWimc1mHDt2jBMsxcXFmD17NjQaDVQqFe68804kJCRwYyQkJGDkyJFQKpVQqVSIiIjAyZMnER8fj5kzZ0Kv14NhGM6SM2LECLzzzjs4ePAgGIbB8OGRKC1NQmzsZgwdMhb+/gPQpctIzJ79CvR6PmTyTlAoekAicQo2Pl/KiZVDhw5h2LBhkEqlCAoKwvz581FaWrn4oFarxVtvvYUnnngCSqUSwcHB+PTTT+u8RhQKhdIqIA1kx44dRCwWk9jYWHLhwgUyZ84c4ubmRnJycgghhDz++OPkpZde4vqvXbuWiEQi8t1335Hs7GzuUVJS4tLHzc2N/PTTT+S///4jDzzwAAkJCSFlZWX1npderycAiF6vr7GtrKyMXLhwgRuPZVniKC1tlgfLsg295NelQ4cO5N133yXz588nffr0IQ6HgxBCyIIFC0hUVBTXb8OGDUSlUpFvvvmGXLp0ibz44otEKBSSpKQkQgghycnJBADRarXk+++/J9euXSNZWVlk3bp1xN3dnXz//ffkwoULZNasWUSpVJIHHniAGzsqKoooFAqyZMkScunSJXLp0iWyf/9+AoBERkaS+Ph4cv78eTJs2DAyZMgQbr+DBw8SlUpFYmNjydWrV8nevXuJVqslK1as4PoAID/++KPLHENDQ8mvv/5KEhMTySOPPEI6dOhAbDZbndfI39+fvPXWW4QQQgwGAxEIBCQvL4+EhoaSv/76ixBCSFxcHAFAUlJSCCGEREdHk/vuu4+cOHGCJCUlkRdeeIF4enqSwsJCQgghPXv2JI899hi5ePEiSUpKIt9++y05c+YMsVgsZOPGjUSlUpHs7GySlZVFdLpskpl5jsyYMYEMHNiXJCX9RZKT/yZ6/Vny8cdryU8/bSeJiWfJP/8cJoMHDyZjx47l5l5xHXU6HSGEkCtXrhC5XE7effddkpSURA4fPkzCw8PJjBkzXP5PeHh4kI8++ohcvnyZrFmzhvB4PHLp0qVar0/1zweFQqHcTq53/65KgwULIYR88MEHJDg4mIhEIjJw4EBy9OhRbltUVBSZPn06975Dhw4EznxLl8frr7/O9WFZlrz22mvEx8eHiMViMmrUKJKYmNigOTVEsDhKS8mFbqHN8nCUljbsYt+ACsGSl5dHlEol+fLLLwkhNQWLv78/Wb16tcu+AwYMIHPnziWEVIqBjRs3uvTx8/Mjb7/9NvfeZrORwMDAGoIlPDzcZb+KG+2+ffu4tt9++40A4P4Oo0aN4oREBdu2bSN+fn7c+9oEy+eff85tP3/+PAFALl68WOc1mjp1Krn77ru5OfTo0YMQQsicOXPI8uXLCSGEvPbaayQkJIQQQsjff/9NVCoVMZvNLuN06tSJbN68mRBCiFKpJLGxsbUeb8uW/yNqtZqYTOnEYDhP9Pr/iF7/H3nmmankjjv6k1JTKrFadYRl7TX2PXHiBAHACfrqgmXWrFlkzpw5Lvv8/fffhMfjcde1Q4cO5LHHHuO2syxLvL29ySeffFLrfKlgoVAozUl9BUujSvPPmzcP8+bNq3Vb9biA+iyqxzAMVq1ahVWrVjVmOhQAGo0GixcvxvLlyzFp0iSXbQaDAVlZWRg6dKhL+9ChQ13cHABcXHZ6vR7Z2dmIjIzk2gQCAfr371/DLRQREVHrvKrGK1XEKOXl5SE4OBgJCQk4fPgwVq9ezfVxOBwwm80wmUyQyWQNGjM0NBQKhYLb9thjj2HTpk0YMWIEFi5cCJvNhvj4eC4YOSoqCps3bwbg/H9b4Q5KSEiA0WiEp6eny3HLyspw9epVAMCiRYswe/ZsbNu2DdHR0XjkkYfQoYM3bHYDLJZsACxsNh0AcMGyAoEKfL4cMmllYO+pU6ewYsUKJCQkQKfTgWVZAEBaWhp69OhR49wTEhLw33//Yfv27VwbIQQsyyI5ORndu3evcY0YhoGvr2+dxR0pFAqlNdAu1xJipFJ0O32q2Y59q1i0aBE+/vhjfPzxx40eQy6XN+l+VYN2K2IwKm7KRqMRK1euxEMPPVRjv+tlkV1vzDNnznDbKgoQjRw5EqWlpThx4gT279+PJUuWAHAKlieeeAJFRUU4duwYnnrqKW5efn5+NcQ3AC77Z8WKFXj00Yn45ZcfsWfPb3j99eXYsuVt3HffKE7MiUSenEhhGKZGqnFpaSlGjx6N0aNHY/v27dBoNEhLS8Po0aPrDFw2Go146qmnMH/+/BrbqmY4VQ+WZhiGu0YUCoXSGmmfgoVhwNTx6701o1Ao8Nprr2HFihW4//77uXaVSgV/f38cPnwYUVFRXPvhw4cxcODAOsdTq9Xw8/PDsWPHMHz4cACA3W7HqVOn0K9fv5ueb79+/ZCYmIjOnTvf9FgV1DZWp06dEBQUhJ9//hlnzpzhrkFAQAACAgLwzjvvwGq1chaWfv36IScnBwKBAFqt1mUslrXBai2Eza6Hv78DTz11P5566n488cSL2L79Zzz88CQoFAFwOAgkEv/rzvXSpUsoLCzE2rVruTpCVYODa6Nfv364cOFCk14zCoVCaQ3QBUTaGHPmzIFarcbXX3/t0r5kyRKsW7cOO3fuRGJiIl566SWcOXMGCxYsuO54CxYswNq1a7Fr1y5cunQJc+fOvelicBUsX74cX375JVauXInz58/j4sWL2LFjB1599dUmGb8qI0eOxMcff4zOnTu7FCmMiorCBx98gK5du8Lf3ykwoqOjMXjwYIwfPx579+7F1auJiI//DUuWzMXBg99Dp7uG5xe+gr//PoGMzEKcOpWCM2eS0KtXf0gkfujUqRuMRiPi4uJQUFAAk8lU65yCg4MhEonwwQcf4Nq1a/j555/xxhtvXPc8li5din/++Qfz5s3DmTNncPnyZfz00091umgpFAqlrUAFSxtDKBTijTfeqLFw5Pz587Fo0SK88MIL6N27N/bs2YOff/4ZXbp0ue54L7zwAh5//HFMnz4dgwcPhlKpxIMPPtgkcx09ejR+/fVX7N27FwMGDMCgQYPw7rvvokOHDk0yflVGjhyJkpKSGsX0oqKiUFJSUqP+yi+/fI+hQ/tjxozH0b17Lzz++GykpaXB29sTIpECxcUWPPPM6wgPG43HHnsaY8few8VgDRkyBE8//TQmTZoEjUaDt99+u9Y5aTQaxMbG4n//+x969OiBtWvXIiYm5rrn0adPHxw4cABJSUkYNmwYwsPDsXz5ck5sUSgUSlulwYsftlTo4oeUm4GUl8K32w2w2w1gWdcYEoFAwQXO1rWIYGuFfj4oFEpzcksWP6RQ2hIVKx7b7HrYbQYQUlmwDgwDAV9ZLlKU4PHoR4VCoVCaE/otTGlXEMLCbjdylpSq5fAZhgeBQAmBQA2BQAGG4TfjTCkUCoVSFSpYKG0eQhyw20tgsxvgsJeAkMr03qo1UpwihYZ1USgUSkuEChZKm4Rl7ZwVxW43wllg2QnDE0JYpZAbXVCQQqFQWj5UsFDaDCxrhd1ugM1mgMNR6rKNxxNBIFBDKFSBx5NSkUKhUCitDCpYKK0ah8NSbkXRw+Eoc9nG50vK41FU4PHEVKRQKBRKK4YKFkqrwrlujhk2uwF2mx4sa3HZzufLqlhSRHWMQqFQKJTWBhUslBbP9WukMBAI5G22RgqFQqFQnFDBQmmROGuklJZbUuqokSJUQcCnNVIoFAqlPUBzONs4K1asQFhY2A37jRgxAgsXLkRxcTEYhql1peLqxMfHg2GYJltbiBAWNpseZWXpMBovwWRKgc1aBELsYBgehEI3SKXBUCq6QybrAJHQnYoVCoVCaSfQb/tWSnx8fI31b6qzf//+eo/3ww8/QCgUQqFQIDs7Gx4eHjfcZ8iQIcjOzoZara73carD1Uix6WF3GAGXGikCCAQqCIUV6cdUX1MoFEp7hQqWVkqFWKhgwYIFMBgM2Lp1K9fm4eFRL0tJRd8KfH19b9jfZrNBJBLVq291WNYGu72k1hopPJ6wPB5FDT5fRjN7KBQKhQKAuoRaLRVioeIhlUohFotd2kSiyiyZbdu2QavVQq1W49FHH0VJSQm3TavVYuPGjS7jh4WFYcWKFdx7hmHwySef4P7774dcLsfq1atruIRiY2Ph5uaGP/74A927d4dCocCYMWOQnZ0NlrXCYi2AXp+EuXNnwNtbi8DAMCxfvgFPP70cU6cugVzeGXJ5N4hEvli//n107NgRUqkUffv2xXfffcfNpeK4cXFx6N+/P2QyGYYMGYLExMRbcq0pFAqF0vy0S8FCCIHN4miWR3Msjn316lXs2rULv/76K3799VccOHAAa9eubfA4K1aswIMPPoizZ8/iiSeeqLWPyWRCTEwMtm3bhv37/0RqajIWLnwKRmMiLOZsxMR8gG+//Q2ffLIW8fG/wWwW4Lff/gKfLwGf7yzotmbNGnz55ZfYtGkTzp8/j+effx6PPfYYDhw44HKsV155Be+88w5OnjwJgUBQ55woFAqF0vpply4hu5XFpwsO3LjjLWDOe1EQim/vonosyyI2NhZKpRIA8PjjjyMuLg6rV69u0DhTpkzBzJkzuffXrl1z2U4Igc1mw3vvvYHgYBVY1oLZsx/B229vBgDw+XJ89tlOLFv2EiZPngsA+OijQdi9+w9uDIvFgrfeegv79u3D4MGDAQAdO3bEoUOHsHnzZkRFRXF9V69ezb1/6aWXcO+998JsNkMikTTovCgUCoXS8mmXgqW9odVqObECAH5+fsjLy2vwOP3793d5z7LOVGOzORcmkw4WSxZkMgkCA+XlBd0YBAQEIz+/CApFKEpKTMjNzUdk5BBuDD6fj4iICLCsM9j2ypUrMJlMuOuuu1yOZbVaER4e7tLWp08fl3MCgLy8PAQHBzf43CgUCoXSsmmXgkUg4mHOe1E37niLjn27EQpdi6kxDMMJBADg8Xg1XFU2m63GOBIJDxZLHhyOMjjYMpSVpQEArNYC2O0qEEIgFArLM3vUEAiUkEiugBBS74JuRqMRAPDbb78hICDAZZtYLK7zvCqCc6ueF4VCoVDaDu1SsDAMc9vdMi0ZjUbjknGk1xcjOTkZDocJZWXp3Bo9FkseLJbcGvsLhW6QSHwhFnsD4EEm61DrcdRqNXx8fHDixAkMHz4cAOBwOHD69GmuVkyPHj0gFouRlpbm4v6hUCgUSvumXQoWSiWEEIwYMRxffvkl7r57EJRKMd58cwP4fKa8Pkox15dh+BAI1eDzpODzZZDJnG4lqTQAIpFbvdbuee6557BmzRp07twZoaGh+OCDD6DT6TgLiVKpxOLFi/H888+DZVnccccd0Ov1OHz4MFQqFaZPn35LrgOFQqFQWjZUsLQjCCEgxAaHowyEOFBaeg0sW4bnnnsIV66cw8MPT4dKpcArrzyL1NRM8HhiiMXe4PGkAACpNBAyaWV8CMM03Eq1dOlS5OTkYNq0aeDz+ZgzZw5Gjx4NPr9yrDfeeAMajQZr1qzBtWvX4Obmhn79+uHll1+++YtAoVAolFYJQ5ojz/YWYDAYoFarodfroVKpXLaZzWYkJycjJCSkXWWQsKwdLFvmjDlxmMqFir1mR4YHPk8CPl8GPl9aXrBNeFuKtrEsi+7du2PixIl44403bvnxKDVpr58PCoXSMrje/bsq1MLSRnAuFugMhmXLBYrrqsaV8PkS8HiV4oTHE9+2irKpqanYu3cvoqKiYLFY8OGHHyI5ORlTpky5LcenUCgUSuuECpZWCCEELGsut5yUwcGawDrMtfbl8UROUcKXlseeSJt1TR4ej4fY2FgsXrwYhBD06tUL+/btQ/fu3ZttThQKhUJp+VDB0sKpjDsxVbp2WLPLIoEVMIygiltHCh5P2uJWMw4KCsLhw4ebexoUCoVCaWW0rLsZBSzrDIqtGntCiKNGP4bhgVeerVMhUG5X3AmFQqFQKLcbKliaEUIcVdw6ZWAdJrBszYJtAFO+1o6sXKRIb2vcCYVCoVAozQ0VLLcJQliwrMXFteMsX18THk/MBcQ6xYmkWeNOKBQKhUJpbqhguQU4g2Kt5W4dE2dBQS0Z5AxPyBViq3Tt0Cq8FAqFQqFUhQqWJqAi7sRpNSnjCrNVh2H4XDBspfWkfmvsUCgUCoXSnmmUn+Gjjz6CVquFRCJBZGQkjh8/Xmff8+fP4+GHH4ZWqwXDMNi4cWONPg6HA6+99hpCQkIglUrRqVMnvPHGGzUW5GsJEOKA3W6ExZIHkykVJcZLMBovoawsFVZrPux2o1OsMAz4fBlEIk9IpUGQy7tCoegOmSwEEokvhEIVFSsUCoVCodSTBltYdu7ciUWLFmHTpk2IjIzExo0bMXr0aCQmJsLb27tGf5PJhI4dO2LChAl4/vnnax1z3bp1+OSTT/DFF1+gZ8+eOHnyJGbOnAm1Wo358+c3/KyaCEIIFwxbERxbd9yJhHPpVBZjaxtxJwzD4Mcff8T48eObeyoUCoVCaac0+I66YcMGPPnkk5g5cyZ69OiBTZs2QSaTYcuWLbX2HzBgANavX49HH30UYrG41j7//PMPHnjgAdx7773QarV45JFHcPfdd1/XcnO7MJmSYTZnw2Yr5sQKjyeCQKiGWOwLmawjlMoeUCi6QCoNhEjkeVuLsyUkJOD++++Ht7c3JBIJtFotJk2ahLy8vNtyfAqFQqFQbgcNuqtarVacOnUK0dHRlQPweIiOjsaRI0caPYkhQ4YgLi4OSUlJAJw34UOHDmHs2LF17mOxWGAwGFweTQ3DMBDwFRAIlBCLvSGVdoBC0R0KRTfIpMEQizUQCOTNFiSbn5+PUaNGwcPDA3/88QcuXryIrVu3wt/fH6Wlpc0yJwqFQqFQbgUNEiwFBQVwOBzw8fFxaffx8UFOTk6jJ/HSSy/h0UcfRWhoKIRCIcLDw7Fw4UJMnTq1zn3WrFkDtVrNPYKCghp9/Oshk3WATKaFWOxTHnfScuKUDx8+DL1ej88//xzh4eEICQnByJEj8e677yIkJASAMz5o1qxZXHxQt27d8N5779UYa8uWLejZsyfEYjH8/Pwwb948l+0FBQV48MEHIZPJ0KVLF/z888/cNp1Oh6lTp0Kj0UAqlaJLly7YunUrtz09PR0TJ06Em5sbPDw88MADDyAlJYXbPmPGDIwfPx4xMTHw8/ODp6cnnn32WdhstdWkoVAoFEp7pEUEWXz77bfYvn07vv76a5w+fRpffPEFYmJi8MUXX9S5z7Jly6DX67lHenp6vY9HCIHNbG6WR1MGEvv6+sJut+PHH3+sc1yWZREYGIj//e9/uHDhApYvX46XX34Z3377Ldfnk08+wbPPPos5c+bg7Nmz+Pnnn9G5c2eXcVauXImJEyfiv//+wz333IOpU6eiqKgIAPDaa6/hwoUL2L17Ny5evIhPPvkEXl5eAACbzYbRo0dDqVTi77//xuHDh6FQKDBmzBhYrZWLM+7fvx9Xr17F/v378cUXXyA2NhaxsbFNdq0oFAqF0rppkLnAy8sLfD4fubm5Lu25ubnw9fVt9CSWLFnCWVkAoHfv3khNTcWaNWswffr0WvcRi8V1xsTcCLvFgvenP9Lo+d4M87/4DkKJpEnGGjRoEF5++WVMmTIFTz/9NAYOHIg777wT06ZN46xgQqEQK1eu5PYJCQnBkSNH8O2332LixIkAgDfffBMvvPACFixYwPUbMGCAy7FmzJiByZMnAwDeeustvP/++zh+/DjGjBmDtLQ0hIeHo3///gAArVbL7bdz506wLIvPP/+cq8y7detWuLm5IT4+HnfffTcAwN3dHR9++CH4fD5CQ0Nx7733Ii4uDk8++WSTXCsKhUKhtG4aZGERiUSIiIhAXFwc18ayLOLi4jB48OBGT8JkMoHHc50Kn88Hy9Zc4I/iyurVq5GTk4NNmzahZ8+e2LRpE0JDQ3H27Fmuz0cffYSIiAhoNBooFAp8+umnSEtLAwDk5eUhKysLo0aNuu5x+vTpw72Wy+VQqVRcYO8zzzyDHTt2ICwsDC+++CL++ecfrm9CQgKuXLkCpVIJhUIBhUIBDw8PmM1mXL16levXs2dP8PmVsUB+fn40cJhCoVAoHA0OyFi0aBGmT5+O/v37Y+DAgdi4cSNKS0sxc+ZMAMC0adMQEBCANWvWAHAG6l64cIF7nZmZiTNnzkChUHBuh/vuuw+rV69GcHAwevbsiX///RcbNmzAE0880VTn6YJALMb8L767JWPX59hNjaenJyZMmIAJEybgrbfeQnh4OOdS27FjBxYvXox33nkHgwcPhlKpxPr163Hs2DEAgFQqrdcxhELXmjEMw3CCcuzYsUhNTcXvv/+OP//8E6NGjcKzzz6LmJgYGI1GREREYPv27TXG1Gg09RqfQqFQKJQGC5ZJkyYhPz8fy5cvR05ODsLCwrBnzx7OBZGWluZiLcnKykJ4eDj3PiYmBjExMYiKikJ8fDwA4IMPPsBrr72GuXPnIi8vD/7+/njqqaewfPnymzy92mEYpsncMi0NkUiETp06cVlChw8fxpAhQzB37lyuT1XLhlKphFarRVxcHEaOHNno42o0GkyfPh3Tp0/HsGHDsGTJEsTExKBfv37YuXMnvL29oVKpGn9iFAqFQmnXNCrlZd68eTWySCqoECEVaLXaGwaaKpVKbNy4sdYquJS6+fXXX7Fjxw48+uij6Nq1Kwgh+OWXX/D7779zWTpdunTBl19+iT/++AMhISHYtm0bTpw4wWURAcCKFSvw9NNPw9vbG2PHjkVJSQkOHz6M5557rl7zWL58OSIiItCzZ09YLBb8+uuv6N69OwBg6tSpWL9+PR544AGsWrUKgYGBSE1NxQ8//IAXX3wRgYGBTX9hKBQKhdLmaDk5upQG06NHD8hkMrzwwgtIT0+HWCxGly5d8Pnnn+Pxxx8HADz11FP4999/MWnSJDAMg8mTJ2Pu3LnYvXs3N8706dNhNpvx7rvvYvHixfDy8sIjj9Q/KFkkEmHZsmVISUmBVCrFsGHDsGPHDgCATCbDwYMHsXTpUjz00EMoKSlBQEAARo0aRS0uFAqFQqk3DGmJC/Y0AoPBALVaDb1eX+NGaDabkZycjJCQEEjaqCuIQmks9PNBoVCak+vdv6vSIuqwUCgUCoVCoVwPKlgoFAqFQqG0eKhgoVAoFAqF0uKhgoVCoVAoFEqLhwoWCoVCoVAoLR4qWCgUCoVCobR4qGChUCgUCoXS4qGF4ygUCoVCodQKyzqgz8tFYUY69LnZiLh3fLPNhQoWCoVCoVDaOXabDbrsTBRlpqMwIw2FmRkoykyHLjsTDpuN69d92EjIVOpmmSMVLO2EGTNmoLi4GLt27Wr0GPHx8Rg5ciR0Oh3c3NyabG5NzYgRIxAWFkbXpqK0Sxx2O3h8PhiGae6pUFog1jITCjPTUZSZUf7sFCj63FwQwta6j0Aogrt/ADwCgmC3Wm/zjKvMo9mOTGkStFotUlNTceTIEQwaNIhrX7hwIc6cOcMtRvnee+/dcBFKCoXSeiAsC31+HvLTklGQloKC1BTkp6eiODsLfJEQao0P1N4+UPv4Qq3xrXzt7QORRNrc06fcYkwGPYoy0lGYmY7CzDROoBgLC+rcRyyTwyMgEB4BQfAMCIJnYDA8AoKg0mjA4/Fv4+xrhwqWNoBEIsHSpUtx4MCBOvuo1c1jwquO1WqFSCRq7mlQKK0Ks9GIgrSUcnGS6nxOT4PNXFZrf7vF4jTrZ6TVul2qVDkFjLdvlWfna6WXBnwBvTW0BgghKCnMLxcmThdOYabTnWMuMdS5n0ztBs+AIHgEBsOzikCRu3u0aMsc/V/ZBpgzZw42bdqE33//Hffcc0+tfaq7hFiWxbp16/Dpp58iJycHXbt2xWuvveaySvPvv/+OhQsXIj09HYMGDcL06dNrjHvo0CEsW7YMJ0+ehJeXFx588EGsWbMGcrkcgNMCNGvWLFy+fBm7du3CQw89hE8//RSLFi3C999/D51OBx8fHzz99NNYtmwZAGDDhg3YunUrrl27Bg8PD9x33314++23oVAouOMePnwYr7zyCo4fPw6xWIyBAwdix44dcHd3587vxRdfxOeffw6RSISnn34aK1asAOD8kK9cuRJbtmxBbm4uPD098cgjj+D9998HAFgsFrzyyiv45ptvUFxcjF69emHdunUYMWIEACA2NhYLFy7Ezp07uetzxx13YOvWrfDz82v8H5LS7nHYbSjKyiwXJyncc12/ivkCATwCg6EJ6gCvDiHQBHWAZ1AH2K0W6PNyoc/LKX+ufG02lqCsxICyEgNyrl6uMSbD8KDw9ISbty9U3k4rjfO1U9DI3dxb9E2tLcI6HCjOzeHcN05hkoGirIw6RSsAqDQ+nCDxKLeYeAYEQVLlu7Q10S4FCyEExFa7r+5Wwwh5Tf5hDwkJ4W74Y8aMAY9342z1NWvW4KuvvsKmTZvQpUsXHDx4EI899hg0Gg2ioqKQnp6Ohx56CM8++yzmzJmDkydP4oUXXnAZ4+rVqxgzZgzefPNNbNmyBfn5+Zg3bx7mzZuHrVu3cv1iYmKwfPlyvP766wCA999/Hz///DO+/fZbBAcHIz09Henp6Vx/Ho+H999/HyEhIbh27Rrmzp2LF198ER9//DEA4MyZMxg1ahSeeOIJvPfeexAIBNi/fz8cDgc3xhdffIFFixbh2LFjOHLkCGbMmIGhQ4firrvuwvfff493330XO3bsQM+ePZGTk4OEhARu33nz5uHChQvYsWMH/P398eOPP2LMmDE4e/YsunTpAgAwmUyIiYnBtm3bwOPx8Nhjj2Hx4sXYvn17I/6ClPYGIQRGXaHTjVNFmBRlZoB12GvdR+mlgSZYC69gLTTBWmg6hMDN179Oa4i7X0Ct7RaTqVy81BQzhrxc2G1WlBTko6QgH7hwtsb+ApEYKo13uWWmupXGB2KZvPEXpp1jt1pRlJVRKUgy0lCYmY7inCw47LX/v+Dx+XDz8ePcN5xA8Q+EsI2tvs6QNhLYcL3lqc1mM5KTkxESEgKJRALW6kDW8n+aZZ7+q4aAJ2o6X6BWq8XChQsxdepUdOrUCR999BEef/zxGjEsVS0sFosFHh4e2LdvHwYPHsyNNXv2bJhMJnz99dd4+eWX8dNPP+H8+fPc9pdeegnr1q3jgm5nz54NPp+PzZs3c30OHTqEqKgolJaWQiKRQKvVIjw8HD/++CPXZ/78+Th//jz27dtXL/H23Xff4emnn0ZBgfNX5pQpU5CWloZDhw7V2n/EiBFwOBz4+++/ubaBAwfizjvvxNq1a7FhwwZs3rwZ586dg1AodNk3LS0NHTt2RFpaGvz9/bn26OhoDBw4EG+99RZiY2Mxc+ZMXLlyBZ06dQIAfPzxx1i1ahVycnJueD4tjeqfD0rTYjWXoSAtFQXpKchPTUFBujPexFxqrLW/SCqFV3AINMEd4BUcAq/gDvAK6gCJ/Nb/KiaEoLRYVy5enCKmOC8Hhrxc6PNzUVJQUGdgZgUShdIpYDSVMTMVr1Uab/AFwuvu3x6wmExVsnGcga9FmRkozssB6rglC0RiePgHwiMg0CW+xM3Xr9W78K53/65K6z5LCodGo8HixYuxfPlyTJo06bp9r1y5ApPJhLvuusul3Wq1Ijw8HABw8eJFREZGumyvKm4AICEhAf/995+LVYEQApZlkZycjO7duwMA+vfv77LfjBkzcNddd6Fbt24YM2YMxo0bh7vvvpvbvm/fPqxZswaXLl2CwWCA3W6H2WyGyWSCTCbDmTNnMGHChOueY58+fVze+/n5IS8vDwAwYcIEbNy4ER07dsSYMWNwzz334L777oNAIMDZs2fhcDjQtWtXl/0tFgs8PT259zKZjBMr1centE9Y1oHinBwUpCUjPy21/DkF+tzaRSzD48HdL4CzlngFd4AmOARKL02zuVwYhoHC3QMKdw8EdOteY7vDbkdJQX4Vq0y5lSY/F/rcHJSVGGA2lsBsLEHutSu1HQAKD6e7Se3tA1XVwGBvHyjcPMDUw0LcGiCEwKQvrrSWVHHnGHVFde4nlsvhGVDFWhIYBM+AYKi8NG3m2jSWdilYGCEP/quGNNuxbxWLFi3Cxx9/zLlO6sJodP6y++233xAQ4Go2FovF9T6e0WjEU089hfnz59fYFhwczL2uiGepoF+/fkhOTsbu3buxb98+TJw4EdHR0fjuu++QkpKCcePG4ZlnnsHq1avh4eGBQ4cOYdasWbBarZDJZJBKb5zhUN1ywjAMWNb5yzAoKAiJiYnYt28f/vzzT8ydOxfr16/HgQMHYDQawefzcerUKfD5rpawqjE0tY3fRoyVlHpgMuidbpzUykDYwow02K2WWvvL3dzhVcWd4xWshWdAEAStLACdLxDAzdcPbr61x2pZy0zQ5+dBn1shZMqfc3Ogz8+F3WKBsbAAxsICZFw8V3N8obBSxLhkOTldTi0x9oKwLEoKC1ysJRXunLqsaAAgd/eoEvBaLlACgyBTu7XYGCEH6wC/GbOF2qdgYRgwTeiWaSkoFAq89tprWLFiBe6///46+/Xo0QNisRhpaWmIioqqtU/37t3x888/u7QdPXrU5X2/fv1w4cIFdO7cucFzValUmDRpEiZNmoRHHnkEY8aMQVFREU6dOgWWZfHOO+9wsTjffvuty759+vRBXFwcVq5c2eDjViCVSnHffffhvvvuw7PPPovQ0FCcPXsW4eHhcDgcyMvLw7Bhwxo9PqVtYLdaUZiZ7hIEW5CWgtJiXa39BSIxPAODoemghVeQ1vkcrG22Qlu3G5FU5rQYBWtrbCOEoMygR3G5eDHk5aI4NweGclFjKMiHw2aDLisDuqyMWscXy+VciraqPBi44rVa43NLBaDDbkdxbjbnvuEESlYG7JbahSoYBmpvH2dGTkBQuTsnGB4BgbfFxddU5Jbm4v/O/R8uFF7AtrHbmk1QtUvB0paZM2cO3n33XXz99dc1XDoVKJVKLF68GM8//zxYlsUdd9wBvV6Pw4cPQ6VSYfr06Xj66afxzjvvYMmSJZg9ezZOnTqF2NhYl3GWLl2KQYMGYd68eZg9ezbkcjkuXLiAP//8Ex9++GGdc9ywYQP8/PwQHh4OHo+H//3vf/D19YWbmxs6d+4Mm82GDz74APfddx8OHz6MTZs2uey/bNky9O7dG3PnzsXTTz8NkUiE/fv3Y8KECfDy8rrhNYqNjYXD4UBkZCRkMhm++uorSKVSdOjQAZ6enpg6dSqmTZuGd955B+Hh4cjPz0dcXBz69OmDe++998Z/BEqrgxACQ35eZZxJuUDRZWeCsLXHbLj5+FVaTcoFipuvb4uoV9ESYRgGMrUbZGo3+HcNrbGddThQUphfIxC44tmkL4altBR5pVeRl3K11mMo3D2g8vaFm7cPl9VUERCs8PCo19/GZjGjKCuzXJiU1zHJSEdxTnadAdE8vgDufv5OQcIFvwbB3T8AQlH9rdYtjQqh8l3Sd7Cxzmq3J3NPYoDvgGaZDxUsbQyhUIg33ngDU6ZMuW6/N954AxqNBmvWrMG1a9fg5uaGfv364eWXXwbgdOl8//33eP755/HBBx9wAadPPPEEN0afPn1w4MABvPLKKxg2bBgIIejUqdMNY2iUSiXefvttXL58GXw+HwMGDMDvv/8OHo+Hvn37YsOGDVi3bh2WLVuG4cOHY82aNZg2bRq3f9euXbF37168/PLLGDhwIKRSKSIjIzF58uR6XSM3NzesXbsWixYtgsPhQO/evfHLL79wMSpbt27Fm2++iRdeeAGZmZnw8vLCoEGDMG7cuHqNT2nZWEylTmtJeQCsMxA2FdYyU639JQolF19S8ewZFEyLrzUxPD6fqwdTGzaz2RkrU0e6ts1cBqOuCEZdEbISL9QyvgAqjaZGVpPVXIbCjHROoOjz8+oMfBWKJS6F1ZzxJUFQe/u2+sDXqtQmVPp598OzYc+iv0//G+x962iXWUIUCqWStvr5cNjt0GXXrGlSUpBfa38eXwDPgEB4dQiBV1AHLhBW4e7ZYmMKKE4IISgrMbgIGUOVDCdDQR7YKmUPboREoeRiSircOZ4BQVB6erXpwNfrCZUBvgNu2eeAZglRKJR2QUUqbkFqMvLTU7nnooy0OmtXKD015daSykBYd//ANvUruT3BMAxkKjVkKjX8OnersZ1lHTAWFtbIatLn50EgEpWnCVcKE6lK3a5Eal1CZW7YXAz0HdhirgX9dFIolFaDzWJGYXoa8l3K1KfUWYZcKJHWECZeQdoWmW1CuXXweHyoNN5QabwR1LO5Z9NyyC3NxZZzW/Bd0newss5FDVuiUKmAChYKhdJisZrLcPXkMVw5cRT5qdegy8muNb6AYXhw9/N3SRvWdNBC5eXdpk34FEpjaG1CpQIqWCgUSovCYbchJeE0Lh46gKunjtVIGZWp3cqFSYfyirBaeAQGtepsDArldtBahUoFVLBQKJRmh2UdyLx4HhcPH8Dlo4ddCm65+fohdGgUAkN7wSu4A+Ru7s04Uwql9ZFnysP/nf2/GkLlmbBnEOkb2eKFSgVUsFAolGaBEILca1dw6fABJP5z0KVcudzdA6FDhiF06Aj4dOzcar5QKZSWRJ4pD1vObcH/Ev/HCZVw73DMDZvbqoRKBVSwUCiU20pRVgYuHT6AS4cPQJedxbWL5XJ0jRyK0KEjENijJy3ARqE0krYmVCqggoVCodxySgoLcOmfg7h0+ADykiurlApEYnSKGIjQO0ZA27cfBEK6ki+F0ljaqlCpgAoWCoVySygrMSDp6GFc+ucAMi6e57J7eHw+OvQJR/ehUeg0YBCtGEuh3CR1CZVn+j6DQX6DWr1QqYAKlnbOjBkzUFxcjF27dtXZR6vVYuHChVi4cOFtm1cFDMPgxx9/xPjx42/7sWtjxYoV2LVrF86cOdOqj3GrqEhDvnT4AFISTrtUFw0I7Ynud0ShS+TQdrMYIIVyK8k35TuFStL/YHE4s+nCNGGYGza3TQmVChpVoOCjjz6CVquFRCJBZGQkjh8/Xmff8+fP4+GHH4ZWqwXDMNi4cWOt/TIzM/HYY4/B09MTUqkUvXv3xsmTJxszvXZFQkIC7r//fnh7e0MikUCr1WLSpEnIy8tr7qk1CdnZ2Rg7duxNjREfHw+GYVBcXFxjm1arrfP/5M2yYsUKhIWFNXi/xYsXIy4urukndItw2G24euoYfn3vbXwy5zH8/kEMrp0+AdbhgLe2E4ZPnYknP9qCR1euQ9+77qFihUK5SfJN+Vh3fB3G/jAWX138ChaHBWGaMHx616f4cuyXGOw/uM2JFaARFpadO3di0aJF2LRpEyIjI7Fx40aMHj0aiYmJ8Pb2rtHfZDKhY8eOmDBhAp5//vlax9TpdBg6dChGjhyJ3bt3Q6PR4PLly3B3p+mL1yM/Px+jRo3CuHHj8Mcff8DNzQ0pKSn4+eefUVpa2tzTaxJ8fWtfCK0to1AooGjhlVgJyyLj4rnrpiGHDomCZ2BQM86SQmlbtDeLSnUabGHZsGEDnnzyScycORM9evTApk2bIJPJsGXLllr7DxgwAOvXr8ejjz4Ksbj2wk7r1q1DUFAQtm7dioEDByIkJAR33303OnXq1NDptSsOHz4MvV6Pzz//HOHh4QgJCcHIkSPx7rvvIiQkhOt3/vx5jBs3DiqVCkqlEsOGDcPVq67Ls8fExMDPzw+enp549tlnYbPZ6jxucXExZs+eDY1GA5VKhTvvvBMJCQnc9oSEBIwcORJKpRIqlQoRERE4efIkCCHQaDT47rvvuL5hYWHw8/Pj3h86dAhisRgmk3PlXIZhXNxV//zzD8LCwiCRSNC/f3/s2rULDMM0mfskLS0NDzzwABQKBVQqFSZOnIjc3Nw6+8fHx2PgwIGQy+Vwc3PD0KFDkZqaitjYWKxcuRIJCQlgGAYMwyA2NrZe16+6ZWbGjBkYP358g/5Gt4KKNOT4Lz/Hp8/OxLerXsbZuD9gLjVC7u6Bfvc8gKmrN+CJjZ9i6MTHqFihUJqIuiwqm+/a3KYtKtVpkIXFarXi1KlTWLZsGdfG4/EQHR2NI0eONHoSP//8M0aPHo0JEybgwIEDCAgIwNy5c/Hkk0/WuY/FYoGlSgVMg6H2tURqgxBy27/sKxAKhU32H8vX1xd2ux0//vgjHnnkkVrHzczMxPDhwzFixAj89ddfUKlUOHz4MOxVFoXbv38//Pz8sH//fly5cgWTJk1CWFhYndd/woQJkEql2L17N9RqNTZv3oxRo0YhKSkJHh4emDp1KsLDw/HJJ5+Az+fjzJkz3HkPHz4c8fHxeOSRR6DT6XDx4kVIpVJcunQJoaGhOHDgAAYMGACZTFbjuAaDAffddx/uuecefP3110hNTW3SuBqWZTmxcuDAAdjtdjz77LOYNGkS4uPja/S32+0YP348nnzySXzzzTewWq04fvw4GIbBpEmTcO7cOezZswf79u0DAKjV6npdv9po6N+oKalMQz4IXXYm1y6Wy9Fl4FB0vyMKgT160TRkCqWJqc2i0lfTF3PD5mKwX/sQKVVpkGApKCiAw+GAj4+PS7uPjw8uXbrU6Elcu3YNn3zyCRYtWoSXX34ZJ06cwPz58yESiTB9+vRa91mzZg1WrlzZqOPZbDa89dZbjZ7vzfDyyy9DJBI1yViDBg3Cyy+/jClTpuDpp5/GwIEDceedd2LatGnc3+ijjz6CWq3Gjh07ICxPGe3atavLOO7u7vjwww/B5/MRGhqKe++9F3FxcbXeDA8dOoTjx48jLy+Ps5jFxMRg165d+O677zBnzhykpaVhyZIlCA0NBQB06dKF23/EiBHYvHkzAODgwYMIDw+Hr68v4uPjERoaivj4eERFRdV6vl9//TUYhsFnn30GiUSCHj16IDMzs9437cDAwBptFZYcAIiLi8PZs2eRnJyMoCCndeDLL79Ez549ceLECQwYMMBlX4PBAL1ej3HjxnHWwO7du3PbFQoFBAKBi1urPtevNhryN2oKSgoLkPjPQVysKw15aBS0YRE0DZlCuQVQoVI7LSJLiGVZ9O/fnxMR4eHhOHfuHDZt2lSnYFm2bBkWLVrEvTcYDNxNpj2xevVqLFq0CH/99ReOHTuGTZs24a233sLBgwfRu3dvnDlzBsOGDePESm307NkTfH7lr2M/Pz+cPXu21r4JCQkwGo3w9PR0aS8rK+PcTIsWLcLs2bOxbds2REdHY8KECdwNPSoqCgsWLEB+fj4OHDiAESNGcIJl1qxZ+Oeff/Diiy/WeuzExET06dMHEomEaxs4cGCNc0lNTQUADBs2DLt37+a2/f3331AqlS79R4wYwb2+ePEigoKCXP4f9ejRA25ubrh48WINweLh4YEZM2Zg9OjRuOuuuxAdHY2JEye6uLgac/1qoyF/o8ZiLjUi6VA8Lh6Od0lDZng8aPv2Q+jQKHTuHwmRtKb1i0Kh3DxUqFyfBgkWLy8v8Pn8Gj793NzcmwqO9PPzQ48ePVzaunfvju+//77OfcRicZ0xMTdCKBTi5ZdfbtS+N8v1hENj8fT0xIQJEzBhwgS89dZbCA8PR0xMDL744gtIpTeucVF9TgzDgGXZWvsajUb4+fnV6iJxc3MD4IzBmDJlCn777Tfs3r0br7/+Onbs2IEHH3wQvXv3hoeHBw4cOIADBw5g9erV8PX1xbp163DixAnYbDYMGTKkwdeggt9//51z91U/95CQEG6OFQgEN6fZt27divnz52PPnj3YuXMnXn31Vfz5558YNGhQrf3rc/1qoyF/o4bAsizMpaUw6Yux46P1KM2vzC6jacgUyu2hTqHSd267iU+pDw36thaJRIiIiEBcXBxXF4NlWcTFxWHevHmNnsTQoUORmJjo0paUlIQOHTo0eszrwTBMk7llWhoikQidOnXisoT69OmDL774AjabrUnEUr9+/ZCTkwOBQACtVltnv65du6Jr1654/vnnMXnyZGzduhUPPvggGIbBsGHD8NNPP+H8+fO44447IJPJYLFYsHnzZvTv3x9yubzWMbt164avvvoKFouFE6snTpxw6XMz/2e6d++O9PR0pKenc1aWCxcuoLi4uIagrkp4eDjCw8OxbNkyDB48GF9//TUGDRoEkUgER5U6JED9r9+thBAWFlMZzMYSWExGWG122K1WEAcLjbYjug+NQrchw6Dyqpn1R6FQmo7ahEofTR882/dZKlRqocFZQosWLcJnn32GL774AhcvXsQzzzyD0tJSzJw5EwAwbdo0l6Bcq9WKM2fO4MyZM7BarcjMzMSZM2dw5coVrs/zzz+Po0eP4q233sKVK1fw9ddf49NPP8Wzzz7bBKfYdvn111/x2GOP4ddff0VSUhISExMRExOD33//HQ888AAAYN68eTAYDHj00Udx8uRJXL58Gdu2bashEOtLdHQ0Bg8ejPHjx2Pv3r1ISUnBP//8g1deeQUnT55EWVkZ5s2bh/j4eKSmpuLw4cM4ceKES2zHiBEj8M033yAsLAwKhQI8Hg/Dhw/H9u3b64xfAYApU6aAZVnMmTMHFy9exB9//IGYmBgAaJIPdnR0NHr37o2pU6fi9OnTOH78OKZNm4aoqCj079+/Rv/k5GQsW7YMR44cQWpqKvbu3YvLly9z56rVapGcnIwzZ86goKAAFovlhtfvVkEIgbXMBEN+HvJTU1CckwWzsQSEJeALhBDLZBi/9HVMW/c+Btz/MBUrFMotpKCsAG+feNsl66ePpg82R2/GV2O/wpCAIVSs1EKD7eGTJk1Cfn4+li9fjpycHISFhWHPnj1ckGdaWhp4vEodlJWVhfDwcO59TEwMYmJiEBUVxZnFBwwYgB9//BHLli3DqlWrEBISgo0bN2Lq1Kk3eXptmx49ekAmk+GFF15Aeno6xGIxunTpgs8//xyPP/44AKe76K+//sKSJUsQFRUFPp+PsLAwDB06tFHHZBgGv//+O1555RXMnDkT+fn58PX1xfDhw+Hj4wM+n4/CwkJMmzYNubm58PLywkMPPeQSIB0VFQWHw+ESPzJixAj89NNPLm3VUalU+OWXX/DMM88gLCwMvXv3xvLlyzFlyhSXuJbGwjAMfvrpJzz33HMYPnw4eDwexowZgw8++KDW/jKZDJcuXcIXX3yBwsJC+Pn54dlnn8VTTz0FAHj44Yfxww8/YOTIkSguLsbWrVsxY8aM616/poQQArvVArOxBGajEY4qmWE8AR8SuRIShRIOQqC3WOHuW3fsDYVCuXkKygqw5dwWfJv4LbWoNAKGkPLIulaOwWCAWq2GXq+HSqVy2WY2m5GcnIyQkJAmubFRWg7bt2/HzJkzodfr6xWv0x6wW62cSLHbrFw7j8eDWK6ARKGESCrlvhzp54NCubXUJVTm9p2LIf7UmnK9+3dVWkSWEIVSX7788kt07NgRAQEBSEhIwNKlSzFx4sR2L1YcdhvMRiPMxhLYqtQnYhgGYrkcEoUSYqkMDK9Rq3FQKJRGUKtQ8eqDuWFUqDQGKlgorYqcnBzOHenn54cJEyZg9erVzT2tZoF1OGAudYoUa1lZ5QYGEEtlTpEil9OCbhTKbaagrABbz23Ft4nfwuwwA6BCpSmggoXSqnjxxRfrrNPSHmBZFhZTqVOkmEyo6tEVSaROkaKQg89vOx9tu9WBzMvFEMsEcPeVQyxtO+dGaVtQoXJroZ98CqWFUz0NmbCVIkUgFkOqUEAiV4LfxqrOluotOHcgE+cOZsJsrFxKQ6YWwd1XDndfWfnD+VruJqY3BEqzUJdQeSbsGQz1H0r/XzYRVLBQKC0QQghs5jJnXEqpEWyVei58oRBShRIShQICUeOKJ7ZkCjJKkLAvHUknc8HaneJMrhaBADDprdwjM1Hnsp9QzOcEjFsVMaPWSMEX0NgdStNDhcrthQoWCqWFcN00ZD4fEoUzDVkobnuWBMISpJ4vREJcOjIuVQoR345qhEUHIaSvF3h8HixldhTnmKDLKYWuyrM+vww2iwN5qSXISy1xGZvhMVBrpC4WGbfyZ+peojSGgrICxJ6Lxc7EnVSo3Ebop5VCaWa4NORSI+zWG6chtyVsVgcSj+YgIS4dxbnOhSgZHoNO/TToOyoIviGuSwKIpQL4hKjgE+Ka+uiws9Dnl6E4x4SinFIXUWOzOFCca0JxrgnJCa7Hp+4lSkOoTaj09uqNuWFzqVC5DVDBQqHcQgjLghAClmXLX7MgLAEhLBw2ZyqyzWLm+reXNORSvQVn4zNw7mAmLKVOS5JIwkePYQHoMzIQSo+G1YPhC3jw8JPDw0+OjtBw7YQQlBZbyq0xrpaZ+riX3KqIGOpear/UJVSe6fsM7gi4gwqV2wQVLBRKOYSQSkHBiQvne5Z7zdbah2VJlf5VhUk96jK2ozTk/PQSJMSl4/KJXLAO57VReUnQ584gdB/iB5Gkab+SGIaBwl0ChbsEQd09XLZR9xLlRlCh4oRlifPzkW1C54jmW7aDfsIodZKSkoKQkBD8+++/CAsLQ3x8PEaOHAmdTnfdlYVvF1WFA1vNelFdONSwcJS/Zqu13SoYhgHD4zkfDA8MjwGPx4dYJoNYoWhTacjVISxB6rlCnIlLQ2ZiMdfu11mNsFHB0Pb1Ao93+7/4b417ydUiQ91LrZPCskLEno/Fjks72qVQKS22IDfFgNxkA3JT9MhLLYHN7Az8D+o+DGJZ82Qktt1vyXaCVqtFamoqAGfMg4+PD8aOHYuYmBi4u7s36bGGDBmC7OxsqNXqG3euhtN6QWq1UrBVLBmEOOphvSDc862C4fHAqyYwKl7zeDxXAVL9fW192vgXXG3YLA4kHs1Gwl8ZLvEpnSO80XdUEHy0dZfgbk5u3r1U7DIedS+1HmoTKr08e2Fu2Nw2K1SsZjvy00qQm2xAXooBuSkGGHWWGv0EIh68O6hQZrRRwUJpPKtWrcKTTz4Jh8OBpKQkzJkzB/Pnz8e2bdsaPaa1SvBnBSKRCL6+vtx7wrJw2O2w26xw2GzOh93uIi7YZrJeMDweeEyFoGDK23lV2pkq/av1YZg2+cV0uygttuC/+Ayc/7tKfIpUgJ7D/NF7RMPjU1oKN3Iv6ThrDHUvtTYqhMrOxJ0oszurRvfy7IVnwp7BsIBhbeb7gGUJirJKncIkWY/cFAOKskpR/bcfwwAe/nL4aFXw1qrgE6KGh58MPH7zCmz6qWgDKJVKTkgEBARg+vTp+Oabb1z6HDp0CMuWLcPJkyfh5eWFBx98EGvWrIFcLgfgtNTMmjULly9fxq5du/DQQw9hxYoVAAC7zQaLqRR//bUf99x3H65dPA+FTIavd+zE8jdXY9N7G7F89WpkZedgYEQENq5bAx/vuv2crtaLmsKBV0VcUOtF6yE/rQRn4tJw5WReZXyKRoq+dwYidHDTx6e0JMRSAXxD1DWymqh7qeVCCEGuKRfbL25vs0LFqDOXu3Wc7p28tBLYLY4a/RTuYqcw0TpdpJpgZYv8vLa8Gd0GnFkbZTfueAvg8W5tempmZiZ++eUXREZGcm1Xr17FmDFj8Oabb2LLli3Iz8/HvHnzMG/ePGzdupVzrcTExOClJUuwKG4fWLsdRZkZAIDinCzoPNxQpi8GAFjLyuAor6paZjZj89at+PSjjyAQiTDnmblYs/E9fLF1K7VetAMIS5BytgAJcenITCrm2v06qxEWHQxtn+aJT2kp3Bb3ko8cam/qXqqKg3Wg0FyI3NJc5JrKH9Ve55nyYGUrLcmtXahYzXbOpVPh3inV17SUC8V8eGuVTnGiVcMnRAW5W+soQNkuBQvLliH+QO9mOfaIqLPg82VNOubSpUvx6quvwuFwwGw2IzIyEhs2bOC2r1mzBlOmTMFz856F3WZDgI831r6xEmPvH483Xn4JQj4fDrsdQyIHYubkSdx+6RlOwcIwDAQiEUTlKyIrPb3gofGG0tMLNpsN/7c1Fp06dQIAPDd/PlatWgWxTN6k50hpWdgsDlw6ko2Ev9Khz3OKfx6PQacIb4RFB8G7Q8uMT2kp3Gr3ktpbBrWXFCqNFAo3MZg2JBptDhvyyvI4AZJnykNOaY6LGCkoK4CD1LQk1EYfTR881eepViVUWAeLwqxSl7iTouxSoLprh8c4XTsh5dYTrQrufvJW+yOiXQqWtsaSJUswY8YMsCyL1NRUvPrKKxg7Zgx2//wTwLI4deIELly6iO3bt3P7VNQGuXbtGrp27gwACA8Lg1guh0AoBF8ogsrmjD/wCAiCV1AHKK4mAwBkKjVEUil4fD5kMhknVgDAz88PeXl5t/HsKbcTo86Ms/EZOP93Fiwm5/8PsawyPkXh3jrjU1oSTe1e4gt4UHlJoNJIORGjLn+oPKXgC1uOZabMXsZZPyoESIUYyTM5RUqhubBeY/EZPjQyDbxl3vCR+cBH5gNfua/ztdwH3jJveEu9IeS37DW4CCEoKTIjL6WEizvJTy2B3VYzLlDhIXZaTaq4doTixpdJIIQguaAUx5KLcOxaIZJyjfj1uTuaTfC0S8HC40kxIupssx37ZnAKDQcX5EpYFnKxCO4SEew2G3p31GL5i0swbsJE7N2zG8OHDoWx1IjHH30Us6ZPA08ggEAgAE8ghEAohDYkBFK5AnyBAN7+AXD39eeOJS5yFtO63q8OYbUF9xiGuaXZO5TmIS/VgIS4dGd8Svnii2qNFH1HBaHbIN8W6e9uazTEvaTPL4M+vwzGQjMcdpbbVgMGULiJneKlQsR4VQqapsoGIYTAaDPW7aIpf2+wGuo1npAn5ISHy7Os8r2nxBP8VljTyFJW7tqpiD1JMaDMUEsShITvEnfirVVBrr451w4hBFfzjThyzSlQjicXIa/ENWPocp4R3XyVN3WcxtIuv2UYhmlyt0xTwzqcosRus8FRnoVjt9ngsFvBOiqVNcuysFkssFkq/1MJxSIAAOHxofTSICKiP5LTMzBo5KhWY/KkND8sS5DynzM+JetyMdfu38UNYdFB6NC7fcentBSu515iHSyMOgsnYAz5ZdAXVL62WRww6iww6iwuMUgViOUCqMsFjItlxksGuVoEhuf8gaKz6FwsI9VdNHmmPJjstQimWpAKpJWWEJnTElLVMuIj84Gb2K1NfJc5HCwKM4wuAqU2YcnjMfAMVLiIE3cf2U27+liWICmvBMeuFeFYslOgFBhdxZGIz0NYsBsGhXggsqMnOng2372zXQqWlgLLsq5ixGbjUoSrrs5bG3yBAHyhEDweDzZCYGZ44PMFyMrOxlvvvAuNRoPosfdArnbDy6+8gkGDBuG5557D7NmzIZfLceHCBfz555/48MMPb9PZUloLVrO9PD4lA4b8yviUzgO8ETYqGJrg5vl1RWk4PD4PKi+n1SSou+s2QgjKSmwwlAsYTtCUi5oygxWWUjvySmvGzAAAy7OjVFoMnSgPxeI8GCQFMEgKoZcUoERcCJZX8ztMLVa7uGh85D7wlflywsRH7gOFUNEmxEh1CCEoKSzP2ikXJ/npJXDU4tpReUlcUoo1QQoIRDdvLWJZgos5Bhy7VoSj1wpxIqUIOpPNpY9YwEO/YHdEdvRAZIgnwoPdIBG2DEsVFSy3GKcoqahRYoXdaoPD7hQmrP36ooQn4EMgEIEvFIIvFEIgrHzNK19jhuHx8OZba/DmW2sAABqNBgMGDMDevXvh6ekJAOjTpw8OHDiAV155BcOGDQMhBJ06dcKkSZPqPDal/VFabMHpfzJw4VC1+JThAegdFQiFe+vIJKDUDztrh46Xj1x5LnKZXOQp8pDjXWkZKdAXwVYMyMs8oLZ4QmX24h5Kizt4rADKUi8oS70QjB4uYxMQMAo7xB48KD3F8PJVwc/PCxpfNVQaabuoM2MutVVm7aQ4g2PLSmw1+ollAlfXTgcVZCpRk8zB7mBxIdvgYkExmO0ufaRCPvpr3RFZbkHpE6iGWNAyBEp1GNJGAg4MBgPUajX0ej1UKtcMBbPZjOTkZISEhEAiafqgwNoKqHGv7fbr7svj88vFiDPQtfK1sE2vKUNpOZQYSnE58SrO/KBDmc4potXeUoSNCkK3QX43FbRHaR5uRfAqZwWR+cBH4gtPuw8UZg8IjXIQvQAlBRantabAXGutj6pI5MJqLqbK1zK1qNVZWBx2FgUZRpesnYrqzlXh8Rl4VXHt+ISoofZuulIXNgeLc5l6Lkj2RIoORovrPUgu4qO/1oOzoPQJVEPYzAXhrnf/rkrbl7lNBCEEDrvNJa6kwo3jsNVUzVXh8XngC1zFSIW1hMenNwPK7YcQAmuZHSaDFabSMtgtziURArq5IWxUMDr08mxTqbBtGTtrR2JRIk7lnsKp3FNIyE+otxgR8URcxkzVGBFfmS/nomlo8GqFq8npYjJxLqYKd1NZiQ3mUhtngaiOQMiDqpqIqchwUnpKmr3eDCEE+vwyF3GSn14C1l7zt79KI60UJ1oVvIIUEDShe8VqZ/FfRjGOJTtdPKdSdTBZXcWiUizAwJBKgdLTXwVBMwuUxkIFy3UghKA4J9sZZ2K3Xzf7heHxODHCF4qqvHZaSlrbLwZK24RlCcxGG8pKrHDYK33nQjEfY5/uDf8Qz2acHaU+mO1mnC04i1O5p3A69zQS8hNqDWitHrzqkklzC4NXGYaBTCWCTCWCX6ea645ZzfZa42YMBWUoKTTDbmNRlFWKoqzSWsYGFB4SFxFTNSD4VmSrmY228mJseuSmlCAvxQBzaS2uHbmgPKVYCZ8QZ2qxRNG0KdNmmwMJ6U6BcizZKVDM1WJg1FKhU6CEeGBQR09091OB30Z+fFDBch0YhoHdauHcOgzD1BAjVS0lVJRQWioOO4uyEivKjDaQ8rRkhsdAqhSCEQhgsArh4UeL/bVE9BY9zuSdwak8p0A5X3gedtbVzK8UKdHPux/6+fRDP+9+6OTWqcUGr4okAngFKuEVWDN42+FgUVJodgn+rSpo7Fbn9pJCM3BJV2N/qVLIWWY4l1N57RmZ6sauJrvNgYJ0Y5WVig1c4HlVeAIGmiBlFdeOCiqvpq9ibrY5cDpVh6PlLp5/04thtbsKFA+5yBl/Uh6D0s1H2Waz96hguQFKL43TeiIQgicQtMgvAAqlLmwWB0wGKyxVMgH4Ah5kKhHEciF4PAZms7kZZ0ipTm5pLk7nnXZaUPJO44ruCki1EqbeMm9EeEc4BYpPP3R26wwe0zrN/FXh83lw85bBzbtm6iwhBCaD1TWbqVzI6PPLyi2Hzkduci2uJjEfai9JpaApfy4rsXLipCDDyK2DVRU3H5lLSrFXoOKWuKZMVjtOpeq4INmEdD2sDleB4qUQI7KjB5dm3MW7ZQrTWwEVLDdAIlc09xQolAZBCIHFZEdZiRW2KsGPQokAMqUQIikV3i0FQghSDCk4nXuaEymZxswa/bQqLSJ8IjgLSoAioN39DRmGgVwthlwthn9ntxrbrWV2F4tM1dfGImcgcGFmKQoza7qaqiJVCqukFDuzdiTyW1MN12ix42RKEY6WC5SzGXrYWVfB5KMSY1BHT0SGeCKyowc6esnb3d++gnYlWNpIQhSFUisV8SmmEivYKmZjiVwIqUoEYR11HFi2Zh0Iyq3BztqRqEt0CpRykVJkLnLpw2N4CPUIRT/vfojwiUC4dzg8pTS26EaIpAJogpTQBNXiarI7XUkugqbcOiOSCDi3jo9WBaWn5JYJAn2ZDSdTirgsnnNZBjiqCZQAN2m5e8cZJNvBU9ZuBUp12oVgEQqFYBgG+fn50Gg09I9PaVM47CzMRhsspsrAcIbHQCwXQiITgC9g4GBtcJhdAwUJIbBarcjPzwePx4NI1DS1HyiVVATIVoiTM3lnagTIingi9NH0QT+ffojwjkBf776QC2k8UVPCF/Dg5iODm8/trdJabLLieHIRl8VzIduA6r+bgzykiAzxLLeieCDIo2VXYW9O2oVg4fP5CAwMREZGBlJSUpp7OhRKk+Cws7CW2WG3VlpIeHwGIgkfAjEfjJkB6pHdKpPJEBwczBUjpDQeg9XgDJDNrQyQtbGuQlEpVCLMO8wpUHwi0NOzJ0R8KhbbAoVGi4tAScwtqSFQQrzkLhYUf7ebW1+uPdEuBAsAKBQKdOnSBbYb1EyhUFoyrINF+iUdEo9kIz/dyLX7dlQhdLAf/Du7Nah+Cp/Ph4AGkzeaPFMeTudWBshe1l2uESCrkWq42JMInwh0duvcKhflo9Qkv8SCY8mFXKn7y3nGGn06eyu4DJ7IEA/4qOiK5o2l3QgWwPnlzKeF2iitEGuZHRcOZ+G/vzJQUuTM6uEJGHQd6Iu+dwbBK5AGh99qCCFINaRWZvDknkaGMaNGvw6qDlyKcYR3BAKVgVQQthFy9GYcSy7kgmSv5dcM4O3mo+SsJwNDPKBR0iUtmop2JVgolNaGoaAM/+3PwIXDWbCZnRk/EoUQvaIC0Gt4wE0vJ0+pGwfrqAyQzXMGyVavIMtjeOjm3o2zoPTz6QcvqVezzJdlCXJLzEgrNMHBEogEvMoHv/K1mM/nXreVgmK3isziMhy7VsilGacUusYfMQwQ6qvCoCoCxUNO3Xu3CipYKJQWSM41Pc7sS8O1f/M5H7i7rwxh0cHoOtCnSVZupbhicVhwNv8sJ07O5J9Bqc31F7SIJ0Ivr15cinGYJgwK0e2zbrEsQbbBjNSCUqQUmpBSWIqUglKkFpqQWlRao+rpjRDwmFpFjYjPg7hWwcPnXovr2I8TRlXeiwX8Gn1q21/AY5rNGkUIQYauDEevVVpQMnSuReN4DNDTX825eAZqPaCW3ZqUZ0pNqGChUFoIrIPF1X/zkRCX7lL4KqiHB/qOCkJwDw/qWmhCSqwlOJN3hhMoZwvO1giQVQgVCPMOcwoU737o6dUTYv6ttWo5WIKs4jKkFpqQXFjKiZPUwlKkFplqVDqtCp/HINBdChGfB6uDhdVe+bCUv6+KnSWwWx011p9pLhgGroKmqhiqRThVFz0uIqtW4VVdODG4nGvk0oyz9K5FFPk8Br0C1BhUXuY+QusOlYQKlOaiUYLlo48+wvr165GTk4O+ffvigw8+wMCBA2vte/78eSxfvhynTp1Camoq3n33XSxcuLDOsdeuXYtly5ZhwYIF2LhxY2OmR6G0Kixldlw4lIX/9qfDWGQB4EzD7Brpg753BsEzgManNAUFZQVc7MnpvNNILEqsESDrJfWqjD/xiUAXty63JEDW7mCRVWx2CpLCUqQUOAVJcmEp0otMsNVSbbUCIZ9BkLsMWi85OnjKoPV0Pod4yeHvJr3uyruEENgcpIaYsTocsLi8ryJ0qgmeqvtU7V/X/jXGqratah0SQgBLeb+SJr3i9UPIZ9An0I2zoER0cIdCTH/XtxQa/JfYuXMnFi1ahE2bNiEyMhIbN27E6NGjkZiYCG9v7xr9TSYTOnbsiAkTJuD555+/7tgnTpzA5s2b0adPn4ZOi0Jpdejzy/Df/nRcPJzNVaSVKoXoFRWIXsMDIFNRX3hjIYQgvSSdy945nXsaaSVpNfoFKYO47J0InwgEKYOazIplc7DI0JUhpYqVJKXQ6b5JLzLVqGhaFRGfh2BPGbSeMnTwlEPr6RQoWk85/NSSRq+2yzAMRAKnGwgtJPzJwZIqViCHi0i6oeCxO1y31xBV7A1Fla9K4oxB6eiJfsHukFJ3a4ulwYJlw4YNePLJJzFz5kwAwKZNm/Dbb79hy5YteOmll2r0HzBgAAYMGAAAtW6vwGg0YurUqfjss8/w5ptvNnRaFEqLh7AE+eklSDtfiNRzRchN1nPxKR7+cvQdFeSMT2nC5efbCw7WgcvFl10sKAVlBS59GDDo6t6VW38nwjsCGpnmpo5rtbNI15k4K0lKYaX7JkNXVqOKaVXEAh461CJIOnjK4KeWtpuAWD6PgVTELxcK1N1CqZsGCRar1YpTp05h2bJlXBuPx0N0dDSOHDlyUxN59tlnce+99yI6OrpegsViscBisXDvDYaai11RKM2N2WhD2sVCpJ0rQtqFQpSVuMZIBPfwQN/oIAR1p/EpDcHqsOJcwTkuxTghLwElNlcngpAnRC+vXpyLJ8w7DCqRqsHHMtscyNCZqggSp5UkpbAUmboyXEeTQCLkcSKkqiDResrhq5K02VV1KZRbQYMES0FBARwOB3x8fFzafXx8cOnSpUZPYseOHTh9+jROnDhR733WrFmDlStXNvqYFMqtgLAEeWkVVpRC5KW4luIWivkIDHVHcE9PdOjlCaUHLSJVH4xWI87kn+GKtJ0rOAcra3XpIxfKEaYJ41KMe2t61ztA1mxzIK3IhOSC8piSwkqrSZa+rEa10qrIRHx08JQjxKvSWuJ8L4e3UkyFKIXSRDR7NFF6ejoWLFiAP//8ExJJ/b+8ly1bhkWLFnHvDQYDgoKCbsUUKZTrUma0Iv1CEVLPFyL9QlENK4qHvxwdenoiuJcn/Dqpb8my9G2RFH0KDmQcQHx6PP7N+xcO4prJ4iHx4LJ3+vn0Q1f3rhDw6v5KM1ntzvTfKoIkuTwlOLtadkh1FGJBFStJhTCRQ+slg0ZBRQmFcjtokGDx8vICn89Hbm6uS3tubi58fX0bNYFTp04hLy8P/fr149ocDgcOHjyIDz/8EBaLpdbqtGKxGGJxC4kaa8/YLUDhFSD/EpCfCOgzne1M+T8Mz5mrCMb5zPAqX9e6vb59q76Ga98bHqNcMDToGJX7sYRBXp4AaWkipKYKkJfLqzhhAIBQRBAUTBCsJQgOAZTqEgBGgEkDUmsZl3tGPdpQRz+m8pwa3IYGHL+utjrGbcCc7MSBMwVncSDzEOIzDyLFkIqqBCoCueydft790EHVoYZQMFrszvTfKjVKKsRJrsGC66GUCBDiJa9mJXE+e8pFVJRQKM1MgwSLSCRCREQE4uLiMH78eADOpenj4uIwb968Rk1g1KhROHv2rEvbzJkzERoaiqVLl9JS+i0FWxlQcNkpSvIvlj9fAoqSAdIyajjcSspYFdIs4Ui1hCPdEg4zcV3C3lOQjA7ifxEsPg1f4SXwjQ7gHJwPSp2UMAwOy6Q4IJPib6kE+iqfdwEh6G82Y4SpDFGmMgTydEB6JhzSwzDx1chklChgFci2yZBuluJqqQRpZWIUESWKiBLFUMJW7SvOTSasVZBoPeVwlwmpKKFQWjANdgktWrQI06dPR//+/TFw4EBs3LgRpaWlXNbQtGnTEBAQgDVr1gBwBupeuHCBe52ZmYkzZ85AoVCgc+fOUCqV6NWrl8sx5HI5PD09a7RTbgPW0nIxklhpNcm/BOhSANThyBerAe9QQNMNcOvgtCAQ1tmfoPyZdRZZAHE+c9tJHdsb0rfKserdt7ZjVfZlWSDPoEGqLhhpug7IK/VGVSuKiG9BkCoFwW7XEKy6BoWopHx/KYCw659PbfMCas6rRhsq/wbVx6tvm8u4qKXtRnO6zrHqSYaAjwMyKeJlUpyUSGCvIhLUDgeGlZkxotSEoWVmKFyCR0oAawn4xalQAlACCHRe7UqqZYJb+HLYxW5gZJ4QKr0gVHgBMs/yhzsg8gQcnkCJh/NZ5gEIqOWWQmmJNFiwTJo0Cfn5+Vi+fDlycnIQFhaGPXv2cIG4aWlpLsvUZ2VlITw8nHsfExODmJgYREVFIT4+/ubPgNI4zAagIKlclFQRJsU1a1VwSN0BTXenMNGEVj4rfV1dAK0Uk8GKtAuFSDtXiLSLRbCU2l22ewUpnMGyPT3h01EFfiNrYbRpSE1hwxIHzhacQ3zGAcRnHMQV/VWXXYIVweipGgBvpg/K9L64YjHhDVMJDGYbAAIGAB8sVEwpPFACd6YEQRIzQmRmBInL4CM0wYMpgYo1QGLXg19WBJQVAYSF2FEKsakUMGUCBdUnWwcihVO4yDwBqUcVgeNRdzsVOZQ2BiEE9uxsmJOSYLl8GZaky7CmpUL7zTdgeM3z3ccQcr3499aDwWCAWq2GXq+HStXw1MU2S5kOyE9yFSX5lwBDZt37yDWugqTiWa5pE8KkAtbBIjelMqMnP801LVYsEyAw1AMdenkguKcnXWiwAZhsJhzJOoL4jHgczDiIInMRt40HHjTCUIhtvVCU3wXZBcpax+AxQIiXHKG+KnTzVaKjpjItWHmj8ugsC1j0gKkIMBVWeS50ihmurWq7rvHuzQqRU0PgeFZrryJ4hDRDjNIysOt0sCRdhoUTJ85ntrTmatSd/tgDUYcOTXr8+t6/mz1LiNJEmIoqxUheFauJMafufRS+rqLEuzvg1Q2Qe96+ed9mSvUWpJ0vQtr5QqRfLILF5GpF0QQrEdzTw2lFCVGBR60o9SanNAcHMw5if/p+HMs+DluVtGOGSGAv6QZrSXfYjV2hZ2Uu+/qoxOjmq0KorxLdfJTo5qtEZ28FJI0tosfjOS2CUnfAs1P99nERObUJnGoip6z8NXEAVqPzcT0LZXWE8pqWG856U03gUJFDaQJYkwmWq1edgiTpMiyXk2C+fBmO/DrMjwIBxCEhEHftCnGXLhB37Qq+Z/OsRg5QwdK6IAQoLXANeq14Ls2vez9VQBVhUvHo6vwyb+OwDhY5yQaknStE6vlCFKQbXbaLZQIE9XAKlKAeHtSK0gAIITiR/R9+SvoTx3IOIdfi6uphrR6wG7vDXtIdDpMWgAByER+9A5VVhIlTpLjLW8AyBE0lcmoInPLnqpYd4gBspYC+FNA3RuS4VxM41YSPX9928fmm1A6x2WBNSYHl8uVyl84VWJKSYMvIqBKf5oowKKhclHSBuEsXSLp2hahDBzCiFvDZLIcKlpYIIUBJTjU3TvlzWVHd+6mDyy0lVYSJV1dA0r5cZKXFFqRdcJa/z7hUuxWlQy9PBPf0hI9WSa0o9cDmYHEtvxRns/JxMP0IzumOoIA9A8LXc30IYcCWBcNu7A62tAe0qhCE+qoQ2rdSmAS4SdtWdddGixxDLUKmuutK59reEJHDEwAhw4Hu9wOh4wDFzS1BQGmZEJaFLSu7hivHkpwM2Gy17sP38oKkXJRwlpNOncCTy2/z7BsOjWFpTghxxpLUJkzM+jp2YgD3DjWDX726AuL2uaqvw8Ei95oeqeecxdsKM6pZUeQCBPfwRIeeHgjq4UkXFbwOhBBk6c1IzDHgUk4JEnNKcCE3A+nmU4D8AgTyK2B4lV+EhBVBYAlFoDgCEZoh6OsfyLlzxAJakqDJqCpyqgsZF9dVEWDIAnTJlfsyPCB4CNDjfqD7fYDKv/nOg9Jo7IWFXPCr5XKFS+cyWJOp1v48udxVlJRbTwQeHrd55jemvvdvKlhuBywL6NNr1jDJTwKsdSyizvAAj441g189uwAiWe37tCOMOguX0ZN+sQhWc5VgSQbwDlYiuJczo8dbq2pbv+qbCH2ZDUm5JeXCxIDEHOfrErMNPHEOBIqLECgvgi9Nd9lPwngiVBWJEYFRGNdtGHyUtQfNUpqRgivAxZ+dj6x/XbcFDnBaXnrcD7hrm2V6lLpxGEthvXrFJTvHcvkyHIWFte8gFELcsWOVOJMukHTpAoG/f6upK0QFS3PAOoDiVNeg1/xLzvRhW+0qGDwB4NGpZkaOZ2caYFcFh4NFzhU9Us8XIu18IQozXaPXJQohgns4s3mCe3hAqqRWlAqsdhZX842cIKkQJ1lVy9EzdvBl1ziRwhMWu4zR1a0H7tKOxIigEejm3q3VfBFSAOhSgYu/OMVL+jHXbb59yi0vDzjj2ii3DWK1wpKc4urKSUqCLbOODE6GgTA4iIsvqbCaiDp0ACNs3atcU8FyK3HYnSbX6jVMCi4D9jrWJOEJAa8uNYNfPToCAnpzrQ2jzozUc4VIO1+E9EtFsFWzovhoVVxdFE0HZbu3ohBCkFlcVkWYOB9X842w17KkMMMvhZfmKqRuiSjhnYedVP7fFfPFGOw3GFFBURgeOBzeMu/beSqUW4UhG7j0K3DhJyD1cHkhxXI0oUCPB5zWF5+ebaqEQXNCWBa2zMxKYVLh0klOAez2WvcRaDTVXDldIe7UETxZ27SuU8HSFBBSM7YkPxEovAw4rLXvwxc740mqB7+6hwB8GuN8PRx2FtlXipF23hmLUpTlakWRKoUI7uGJ4J4eCOrhAami/Qo9vcmGSzkGJOZWipOknBKUWGr/AlSKBejqq0CApuT/27v34Ljq837873Pb+0WSJe3qbhtfCSkGWTIGgk3j4m8LQ9wExkPSgZAGSrkaT9PBlECYXzMeChQaoGUaWhhKSQgzgThkCqEGm9CYm7FJfJPB2JJlaWXJknZX2tu5fH5/nN2jPdLuaiXtrlbS85rZWe3u0dE5x7L2vc/nBs1+GGcS+/Fl+DC0tDesGnsNrmi8AhubNmJd3TrYRXupTofMhtEB4Nhv9MrLl3sBLa2TZtXSsWaj+ospvOSBMQb13DmjWmKMzvniC7Bs/UzcblP/ktTXYuXCGuFFgaUQNA3Y2ZC5OUe06yXU8Z1fKxcDPHU2zFd4MFVFOYfuY0OQ42NVFI4DfEuSVZQLFqGmyQ1ugVVR4oqKE2dH0dE31gn2WG8YgVDmSp4kcDivxoWVfn0uk+W1dsjSlzg0pE/idjps7o+yqmoVNjRuwMamjTh/0fngORoxtSBFh4HjbwJHdgEndpsrxd4mvbPu6muBpnX6yKgFTh0ZMfUvSYUUdWgo4/acxQLLeedNGJ0j+v3UvAoKLIXb8QvX6IFlfOdXbzP9x50GVdbQc2I4OS/KIIZ6M1RRks08TedXweac222z+WKMoXsoavQxSYWTkwOjGZtzAKChwm4Ek1V+N1b5PVhS7URUDeP/zvwf9nTvwftn3kc4rWO3xEtor2vHxsaN2NC4AXWuulKdIpkr4iPA57/VKy/Hf6sPpU5x+fRh0udfC7RcPu+rxloigcSXX46Fk2QwkXt6Mn8Dz8PS3GwenbNiBSzNTeDE+X2tZoICCykboYGoPv394UF0dwxBGVdF8S/1GlWU6kbXvK2iMMYQjMroGY6hNxjF6cEIOvpG0BEI4XjfCEayNOd4bKIxPX0qnKzwu+FJm56+K9SFPaf3YG/3Xuzv2w81bYr5Smul0dSzvn49nFL5z7dAyoQcBU68o1deOv5HnyQvxV4FrPoLvcPu0g1zej0lpqqQu7vTmnKSa+ecOgWomZdrEH0+08gcYz4TGw2WmCoKLGTWqLKGns+HjRE9QwFzk5rDY0HzV/QRPU2r508VJRyT0RuM6bfhKHqS973BGHqCUfQOxxCVs69Vk2rOWeV3Y1Wdxwgnfo9tQtlY1VR81v8Z9nTvwd7Te/Fl8EvT6+d5z8PGpo3Y2LQRX63+KgRqpiQzpSSAk+8BR3+l932JpA2ztXqAFf9Pr7ws2wRIhev/xBgDk2WwRAIsHtfvEwlo8ThYQgZLjH8uARZPGM+xRBxahudYIgEtFtc7xH7xBVgsczMr7/HoQ4XTO8EuXw7B6y3YOS50FFhIUckJFZFgHKPBBCLBBEaDcUSCCQz2jOhVlMRYZ06O5+Bf6jFml61udM25dttoQkVvMBk+kiGkNxg1qiW9w7GsHV7HW+S0wO+1ob7CjhU+lzEL7JJqJ6Qcs+6OyqP4vzP/h73de/G77t9hKD7WXi5yIlp9rdjYtBEbmjagyd0043MmCxtTlLQgkACT0wJDLAqtaz/Yid+BnfwQbHQYTOOgqRwYZwGrXAlWtRLMsxhMZRkDw4TnkvvWEhOfKwXOaoX1vPNMTTnWFcsh1tbOub9Xcw0tfkimjDGGRFRJhpC0MBLSw8jYc3HzRG0ZOL0WfU6UryxC0+pKWB3lW0WJKyr6gnG9CpIMIYFxgWQoknma6/E8NhH1FXbUeW2oq7Cj3mtDndeOugob6r12+L22KS3o1zPSYzT1fBT4CIo2Foo8Fg8ub7gcVzZdiUsbLoXHQkF9oVLDYSS6uiB3dSFxuhvayMhY2EhkqDrE49Dk3IEhW1PIRDyA8bOnnk7eCo+TJHBWKziLJXkvgbdYwFnMz3EWC3jTcxZ9W+Nr/V6srYFtxQpITU3gBKpEljMKLAsA0xhio7I5iITGwkd6hUSRtcl3mCRKPBwVVji9Fjg8+r17kQ2NqyqxqKE8qiiKquFsOG4KH0ZVJBhDz3AMAyPxvPbltAioS4WRZBCprzDfO60z+y+lMQ2HBg4ZIeX40HHT6y2eFmNUz0W1F0Hk6b/wQsAYgzo8rAeSri4kOruQ6OqE3Kk/zjY6pWAEAZzVCl6SzAEgFRiktOe0CLhIANxIN3glBI5n4AQGTuDAVS8B3/BVcI0XgfMsSu7DkgwcyX1IGZ4zXpPK4u8KmR30124O01QNkZBsCh/j7yMhvUqiZRlpkonFLuohJC2IOLwT7y02YVb/eGgaw8BI3OgrMr7PSCAYQ18ohnxO3SryRghJVUPS7+u8dnhsYlHONyJH8EHvB9jbvRd7T+/FudhY3wCe47GmZg2ubLoSG5o2YIl3ScF/PikPjDEo/f3JUHJaDyRGOOmCFs6yjEeSUF0NS3MzLE1N4L0evZIgWczBwqgujFUYeKtl7Lm0143AYLFMb4QLY8DZI3qH3aO79K/xGaB8BnS+DLRcpg+VXn0NrW9E8kJ9WMqQIqvJqse4EBIyP46OyMAU/vXsbiktgKSFj7RQ4vBaIFlmvyzKGMNQRM7aX6QnGEVfKAZZnfwCSAIHn8ccPuorbPB7bEbzTZXTUrLwxRhD90g39vXsw97uvfiw90PE1bEqj1Ny4rL6y7CxaSO+1vA1VNgqSnJcpPiYpkEJBMxVkq7T+uOuLrBoNOf3i36/HkpamiE1NZu+FlxlPvpr4Au9w+6RXUDvQfNrje3JJQKu1Rd3JQsKdbotQ4mYYmp+Me5DcVNAiUfy67wJ6B1aHW7JVPlweC1weq1weCxwJpts7B4LhBwdOkuJMYZQTDGFj/T7VHNNXJm8eYrngFq3bawakt53JHlf7bLO+rT9PSM9+CjwET4OfIyPAx+jd7TX9HqDq8Fo6lnrWwtJKN8+PyQ3piiQe3rSAkkynJw+Dfn06dydSHkeUn09LM3NkFqaYWlugaW5SX/c1DR/hszmWt+o7sLkLLvf0JczIbOHMX118GC3vgp46Ayw9nsFn/mYAkuJMMYQH1UyhI/xoSRhmn9kMoLIJ4NHshLiGRdGkvc2lzTrb8bjjcYVI3RMCCTJZpvRRH7XotplTfYPydxnpNZthVgmQSxdYDSAjwMfGyHlzIh5QTORE/HVmq/iaw1fw8amjVhWsYza5ucQLR6H3N091tE12WyT6OrSJxXLskYMAECSYGloSAskqSpJEywNDeAsC2zJiZzrG60eq7zQ+kaFFwvpISR4Bgh1J+/PJAPKGSDUAzVhQ1xbjYS2GjJrRvX93wHnqi7oYVBgKZD+rrAeOkIJjA6nhZDQ2L2m5H8JJatgDh2e5H2F+bHVUZz+EoWQUDScGY6iazCC08lbV/LWPRRFMJrfiJpKh6T3GfHaTE01dV476r12+LxWWMXZb57Kx9nIWaN68nHgY3SFu0yvC5yAr1R/Be3+drT52rCmdg0c0vxcyGy+0CIRJE6fRqKzE/Lp02mhpBNKb0D/9JkFZ7XqVZHmsWYb/XELpDo/jUbJhtY3KpxExBw+UmEk/et4yPQtjPGQWQsS2mrEtfORYKugMr9pG99tTZAWLy7ooVJgKZCf3vseEtHJm2isTnGsGWZCJUTvJ+LwWmCxlX8/Z8YYzo0mjCCSHkhOD+pDfyfryOq2ihNCSJ13rM9IndcOexn0lZmugegAPgl8YlRQToVOmV7nOR7nV52Ptro2tPvbcVHtRTTDbBlSw2EkOrsgd3Umw8hpY/SN0t+f83t5p3OsStLUpFdJmpthaWmBWFMDjpbumJn09Y2++F8grZ/Xgl/fSImPNdFMqI4kH0cnHzmmMTsSYiviQisS2kokInVg2rjmaA6Q/E5YWjywtnhgW10FvsDvYxRYCuS1xz9FIqYYHVOdFeZQkqqKCNLc+g8Tk1V0D+kBpMsUSPT7yCRNNnZJQHOVA01VDjRV2dFc5UBzlQONlQ7UV9jgts2vPhiDsUFTQBk/sywHDqsXrUabrw3tde24uPZiuCyuWTpakmIMB+7sTOvoOtbZdbLhwILXC6kl2WzT3AypuUkPKC3NEKqqyrYKOu/Ew/r6Rkd2AZ+/Pb/XN1IVINybuTqS6ksyeja/fVlcgKcB8DaAuRugWs5DPN6CRKgKiQEr5AFlwsANzirA0uyGtcUDS4sHliZ3wQPKeBRYFjhNY+gfiZuqI+mBpC+Ue+4RjgPqPLZkIHEYgST1dbWrdKNqZsNwbBif9H1i9EP5YvgL0+scOKysWok2fxvafG1o9bfSxG2zhDEG5Ww/5NPjAklqOPDISM7vN4YDp/qSNI91dqXp18uQHAW+2K03G3W8mWF9o6v1DrtLNgBimfUH0jQ9bGTrMxI8A4wEzP14shFt+nBwTwPgbTSCCTyNekBx1iFxTkCiK4xEZwjxzhC08MTmeqHKlgwnblhavJB8jpKv50aBZQGIJBRTheT0uGAy2Sgbl1VMBhD7hEDSUGmfM/1HCiEYD2J/336jD8rxoeNg4z56LK9crvdB8bdhrW8tvFZ6MysVpqpjw4HHz1Fy+vTkw4Hr6szNNskqidTYVP7DgUl2SgI4uVfvsHvsN0B0cOw1qxdY+f/0ZqNlXy/o+kYZMaavr2Sqioxrqgn3AFoeo0B5CfDUGeFjYihpAByLTP141FEZic6QEU4S3SPA+PcAgYOl3qVXTpJNPIJn9kMdBZZ5QNUY+kKxrIFkYCT3GhsCz6HOa5sQRlK3CsfCnTUynAjj075PjSaeY4PHJgSU87znoc2vN/G0+lpRZRs//TgpFC2RgNLbC7m3F/KZHsg9abfeXii9vWByjs7cPA+poWFCs42luRlSY+P8GQ5MslMVfZTR0V36kOmRvrHXJCew/M/0ZqPlVwFW99T2zRgQG87ccTVtRA2UzAsomnA84PJnCSLJgOKszdkvh2kMykAUiVPJcNIZgjIwMbTzDtEUTiyNLnBTWBqkVCiwzBGhmDxhpE3XYBSnByPoHopMOjGa1y5lDSR1Fbaci+ktJKPyKPb37Tf6oRwdPAptXNl1iXcJ2nxtaKvTKyjV9sIO3VvI1HDYHEKSN6WnV78fGMg56gaAPhy4sXFsjpKmtNE39fULbzgwyU7TgO6PxmbZDaatayRY9YrL6mv1Coy9EoiPZOgzMq46kt5vJhdnbe4w4vJPuZ+NllAhd4eT4SSMRFcIWob5usRaOyzNHlgX6yFFrLbPiQ+lFFjKhKJq6A3GTP1I0qslw5MsqifyHBor7RPCSKpvidc+vzq3FkpEjuDA2QP4KPARPgl8gsPnDkNl5o7ELZ4Wow9Km78NNY6aWTrauY1pGpSBASjJaojc0zNWJUk+nmxaeQDgbDZIdXWQ6uv1W0PyPvmc6KfhwGQaGAN6DujB5cguYPDE2Gu8CFicQCyY/fvT2SvHNdM0mB976gHROuNDVoNxo3IS7wxB7hnF+KGZnMRDakx2jl2sd44VnHPz/YACS4kwxhCMyhnDSNdgBD3DMaiTjAFe5LRkCSR21HntEMpsYrhyFFWiOHj2oNEH5dDAISjM/Amk0dWI9rp2rPWtRZu/DX6nP8veSDqWSEAOBCAnqyFjTTVjVZKczTVJQkUFxPq0QFJfD6luLJwIlZVz4tMgmcPS1zc68iug/+jYa1aPuY/I+OqIpx6wFH7uJKYyyIFRJLpCiJ/SQ4o6PHFQBO+xGCN3rC0eSPVOcPOkgp7v+/ccH/9VGukTpRmB5Fzy66EIwrHcnagsIo+mSvuE6kjqa9cMV/hdiGJKDH/o/4PRB+UPA3+AMq4zW72z3uiD0uZrQ52rbpaOtrypIyN6RcQIIKlQkmyu6e+fvLmG5yH6fOYKSX09pFRAqasD76TOrWSWcZw+Y67vK8CVO4DBk3q/E08DYCvNB10tpiDRFTYqKImuMNj4aSRSc58s9hghRaiwLvhAT++UOTDGcOVje9A5GJn073Wt25oxkDRXOVDrnv21bOa6hJrAZ/2fGX1Q/tD/ByQ0c6djn8NnjOJpr2tHg6thlo62fDDGoA4MZG2qkXt6oIVCk+6Hs1rHwkiyqUY0wkkDJF8tOGlulqPJAlZV3NXPGWNQB2Nj4aQzBLkvknnukxYPrM1uvZNssxs8fZCdgK5IDqk0y5h5orTmDJOlzeVZW8uRrMr448AfjSaeg/0HTSsaA0CtvRZtdXoflHZ/OxrdjQvuEwhLJCCfPZs2suaMXhVJjbbp7c292F6S4PVCNFVGkn1HkuGEJkkjZHJM0ZA4MzI2tLgzBG0k19wnegdZsbb0c5/MRRRYJvHTG9eiwmGZ9xOlzTZZk3F44LApoEQV8zC9RbZFegUlGVJaPC3z/t9EHRmF0jt+dM1YdUQ5e3by5hqOg1hbaw4jDWmdWevqaS4SQqZBHUkg0RlGvCuExKkQEmfCwPi15QQOlgbX2NDiFg8EN41omw4KLJNY7pvieH2SF0VTcPTcUaMPyqdnP50QUKpsVVjrW2s08yzxLplXAUUvFw9mbaqRe3qgBScfvcBZLEY1RMzQmVXy+ai5hpAZYhqD0h8ZG1qcbe4Tp2gaWmxpcIObY0u3lKtpBZZnnnkGjz76KAKBAC688EI89dRTaG9vz7jt4cOH8eCDD2L//v3o7OzEE088gW3btpm22blzJ375y1/i2LFjsNvtuPTSS/HII49g5cqV0zk8UoZUTcWxoWP4uFef6v7Ts59idNy8BhXWCmMET7u/HedVnDcnAgrTNGjhMNRQCOpwEGowCC2k36vBUPI+CDUUhDYc1LcLBqEOD4PFcy+RAAC815u9M2t9PYRFi+bEdSJkLtESKhKnw2Ozx3aFwTIshCvWOsbW3Wlxz5m5T+aiKQeWV155Bdu3b8ezzz6LdevW4cknn8TmzZvR0dGB2traCdtHIhEsXboU119/Pe69996M+9y7dy/uuOMOtLW1QVEU3H///bjqqqtw5MgROGlkwZykMQ0dgx1GE8/+vv0Iy+a5ODwWjxFQ2vxtWF65HDw3e59EtFjMCBdacFzgCKWeTw8goWQ4CU3eLJMNx0GsqTE11YjjwongokUUCSk2JRjXw8mpEOJdIcg9I8C4me05iYelyT02e2yzG7yDqpelMuV5WNatW4e2tjY8/fTTAABN09DU1IS77roL9913X87vXbx4MbZt2zahwjJef38/amtrsXfvXlxxxRV5HVe5Thy3UETkCD4f/hyHBg7ho96P8EnfJwglzKNP3JIbrb5WrPXrzTwrKldA4AvbWZmpKtRQSA8cqUpGMAQ1OGwOHEbYCBpVkXw6p+bC2e0QvF795vFAqPCC93ggeCuSz3sgeNOeq/BCqq2lGVoJKQCmMTBFA5M1MFlN3qff0p5L204ORLLOfSJ4LPqkbMkmHqlu/sx9Uk6KMg9LIpHA/v37sWPHDuM5nuexadMm7Nu3b/pHO04w2W5fVUVrt5Qbxhh6RnvQMdiB40PHcXzoODoGO3A6fHrCWjxOyYmLay82+qCsqlqVV0BhjIFFo2OVjGTg0EwBJGgOHKkAkseMqjkJgh42vF7wyYAheCuM5wSvB3wqlKSFE97rBU/BgxCDKUCk7hNqWlhIey2hjgsSGUKHkuX7k9thkmVMJsUBUp1zrHPsYg8EL819Uk6mFFgGBgagqip8Pp/peZ/Ph2PHjhXkgDRNw7Zt23DZZZfhggsuyLpdPB5HPK39P5THXBJkaiJyBF8Mf2GEklRAGZFHMm5fY6/ByqqVRkfZVZ5l4EajUIeD0LqDiB5+f0IzixY0B47UPfKYOTUX3uEAXzExbOhBxAvB4x1X9fDqFRGnk/5AkXmJMQYoLGulQZM1YFwQ0NK2S72m5RkkJqwUXEoCB07iwUlC8j55E3lwFkG/Tz4nVliTU9t7wFtpeopyVnajhO644w4cOnQI77//fs7tdu7ciYcffrhERzW/McYQGA2gY6gDHYMd6BjqwOdDn6Mz1DmhagLG4E2IuJA1YjXzYWncC3/EgqqQBv7cMJT+PqjB/4YW/Dd8MZrnYmHZiKK5icWoelRkaHZJhhOvB4LHQ6NiyILBVA1yXwRyzyjknhHIgVFoEWVikFC0CROWlYzAmUJCPkFiwra5vn/8djSnybw0pcBSXV0NQRDQ19dner6vrw9+/8zXZbnzzjvxxhtv4L333kNjY2PObXfs2IHt27cbj0OhEJqammZ8DPNdTInhi+EvjIpJx5B+H06EwWkM3giwKATUjDCsDAENURta4i7UjArwDMuwnAsB8TiAE8mbbuLgvjG8y5VfE0uyypF6jXM4qNpBSBotoULu1YNJ4syI/nVgdOrNITzyCwJZg4Rg3iZXkBAFcAL9PyYzN6XAYrFY0Nrait27d2PLli0A9Cac3bt3484775z2QTDGcNddd+G1117Dnj17sGTJ5NMlW61WWK0zXxVzvmKMoS/SZwSTz88eQaDzKOK9Z1AR1rAoDFSFGa4IA1vCDIvCQOUIIEyo4kaSNzPB64Xo90P01ULy+fV1ZPw+iDU1ECoq9KpHRQUEtxucWHaFPELKnjoq6xWTnhEkktUTZSCasUrC2QRY6l2Q6l2Q6pwQPJbcgYM6jpI5aMrvJNu3b8dNN92EtWvXor29HU8++SRGR0dx8803AwBuvPFGNDQ0YOfOnQD0jrpHjhwxvj5z5gwOHjwIl8uFZcuWAdCbgV5++WX86le/gtvtRiAQAAB4vV7Y7faCnOh8FhkewMkT+9F94jMMnD6O0TOdUPv64Q4mUBlm+GoYuHxi5siM5yFWV0P0+yH5aiH6kqHEnwwlPh9Enw+8zVbUcyJkoWCMQQ3GIZ8ZCyZyzwjUYOZRa7zHkgwnTiOkCJXUOZTMf1Me1gwATz/9tDFx3Jo1a/CTn/wE69atAwBs3LgRixcvxgsvvAAAOHXqVMaKyYYNG7Bnzx79ILL8R3v++efx3e9+N69jmo/DmhljUIeGoAQCkAN9kPsCCHZ/ieHuE4j1nAEGBmEbjMAWz69zG5NECL5aWP367Kei32eujvh8EKurqSJCSJEwjUEZiCarJiNGvxMtknnFd3GRTa+a1LtgqXfq4YSmdSfzTL7v39MKLOVorgUWJstQBgYgBwJQ+vqg9PVBDiTv+/RwIvf1gZMz/yEbL2LlEKm0Q6upgNVfD2/DEtS0rIK1rt6ojggVFfQpjJASYbIGuW/UFEzk3lF9BM14PAfJ50iGk2TlpM4J3kYfHsj8V5R5WEh+tGg0LYAEIPed1askZ/ugJEOJMjAw6eyoqWgx7ATOuYFBN4chNwdWUwV7fSMWNS1H/ZKv4rzlbVi1aP4vBEhIudJiCuSeVDhJ3s5GAW3i/3FO4iHVOSE1uMb6nfgc4ETqV0JILhRYpoAxBi0Y1ANIXyBZHTkLuU+/10PJ2bwWrAMAVeAw5OIw4NYw6OaMUDKYvE8scsPXtArLalZhReUKrK1aifMqzoNVoM7GhMwWNZxICyZ6SFHPxTJuyzvECU06YrWdht0SMg0UWHJgjKF3x/36yrnJUMJimf8wTWC3Q632IlxhwYCL4bQtgpOWIPrdGgZdHAY9QMgBMI4Dz4lY7FmMFZUrsLJqJVZUrsCKyhXwOXxUNSFkluiracdMTTqJnhFo4cyTGgoVVlMwkepdELwW+j9MSIFQYMmB4ziM7tsHZdy8M0JlpTFihq+tQbhCQsCh4JQ1hKNCPw6iCz1sCOAGJuzTbfFiZeVKXJoMJisr9aqJTaRRN4TMFqZqkM9G04YR6yGFxdWJG3OAWG1PhhO9z4lU74LgpMkKCSkmCiyTqN1+LyCIkHy1CFdYcUIawvGRk8aEa18GP4SiTewYy3E8WjwtRsVkZeVKrKxaSVUTQmaZllAhB0ZNTTpyYBRQMvQpEzhIfqcpmEh1TvAWmsKdkFKjwJKDoin4j4YT+pT1X3bgXOxcxu3ckhvLK5djZdVKrKzUA8qyymWwizSHDCGzSYvIRrUk1e9E6c8y+ZpV0Be/a3AZTTpSrZ0mWSOkTFBgyUHkRfz6y19jIKo37XDg0OxpNiomqT4ndc46qpoQMov0ydcSE2aGVYfjGbfnXZKpScdS74JQZaPOsISUMQosk7jlq7dAEiSsrFyJZRXL4JAcs31IhCxoTGNQzkVNwUTuGYE2mnnOIqHKZuoIa6l3QfDQ5GuEzDUUWCbx7dXfnu1DIGTBYkpqJeK0mWF7R8ASmSZfA8QahzG3iaXBCanOBd5Of+YImQ/ofzIhpCwwWYUciOirEKdWI86yEjEn8ZD8TqMjrKXeBcnvACdRZ1hC5isKLISQktPiKuTekbEF/86EIZ+NABkKJ5xN1Jt0Gsb6nIjVDnAC9TchZCGhwEIIKSotqujNOWdGjHtlIPNIHd4pQmpw68GkIa0zLHVqJ2TBo8BCCCkYdVQ2BZOc09Z7LMlgkqycNOqdYSmcEEIyocBCCJkWNZQYCybJfifZhhELFVY9mDSMBRTBTSN1CCH5o8BCCMlJn+MkPhZMzuReU0eftt48ARtNW08ImSkKLIQQg7Hg3xlznxMtkmGOEy45jLghbRhxvQu8jf6sEEIKj/6yELJAMY1BGYiamnQSPSNgsQwL/vEcJJ9DDyaNLlpThxBSchRYCFkAjNWI0+c4yTYBm5hc8M+onLgg+ZzgJFpThxAyeyiwEDLPMEWDHBg1d4jNshoxJ/HJfiZpfU58DlrwjxBSdiiwEDKHaQkVcmDU1CFW7osAWoZwYhXGKibJETtitZ0W/COEzAkUWAiZI7SYArln1DTHiXI2knkCNodoDie0GjEhZI6jwEJIGdIicjKYjJpnh82Ad0mmYCI1uCBUWGkCNkLIvEKBhZBZpo4kxoYQdydnhx3KMgGbNzkBW2ptnQYXBI+1xEdMCCGlR4GFkBJhiga5PwqlbxRyX8Toe6KGEhm3F6ps5pE69U4ILpodlhCyMFFgIaTAmMqgnItC7huF0hfRw0nfqN6kk2EUMbjk7LBpTTqWOid4B80OSwghKRRYCJkmpjGoQzEjkMh9ESiBCOT+CKBm6AkLgLMJkHxOSD4HRF9yltg6J3gr/VckhJBc6K8kIZPQ19JJjFVMAslwcjYCJmcqmejzm4g+hxFOJL8Tos9BqxETQsg0UWAhJIkxBm1E1qslgUiyOUcPJyyeYbp6QJ8VtsahV0z8Tki1ejgRKqw0hJgQQgqIAgtZkNRR2RRIUtWTjIv8AQDP6f1M/A4jlIg+B8QqOziBggkhhBQbBRYyr2kxRW++GRdOtLCc+Rs4QFxkTzbnjDXpiNV2cCJNV08IIbOFAguZF7SECuVsakROxBg6rA5nns8EAIRKq6kDrORzQqq1g5NoBWJCCCk3FFjInJJxLpOzEaiDsYxT1AMA77GYqiWS3wmx1k4jcwghZA6hv9ikLKXPZSIH9BE5cmAUyrksc5kA4J0iJJ/et0TyJ8NJrYPmMyGEkHmAAguZVRPmMkmNzsk5l4mYrJTogURMhhOaBZYQQuavaQWWZ555Bo8++igCgQAuvPBCPPXUU2hvb8+47eHDh/Hggw9i//796OzsxBNPPIFt27bNaJ9k7jHNZRJIm2gt11wmFh6iLzVUeKxJh6e5TAghZMGZcmB55ZVXsH37djz77LNYt24dnnzySWzevBkdHR2ora2dsH0kEsHSpUtx/fXX49577y3IPkn5MuYySU2uNpW5TJJDhVP9TWguE0IIISkcYyxLV8XM1q1bh7a2Njz99NMAAE3T0NTUhLvuugv33Xdfzu9dvHgxtm3bNqHCMpN9poRCIXi9XgSDQXg8nqmcEpkipjKowTiUoRjUwRiU5E0dikEZiOaey6TGbh4u7HNAXGSnYEIIIQtUvu/fU6qwJBIJ7N+/Hzt27DCe43kemzZtwr59+6Z1oNPdZzweRzw+NmQ1FApN6+eTiRhj0CLKWBgZH0yG44CWI+dmmsvEnwwmNJcJIYSQaZhSYBkYGICqqvD5fKbnfT4fjh07Nq0DmO4+d+7ciYcffnhaP5MATFahDMX1AJIeRpIBJWvzTYrAQay0QaiyQUzehEobxEU2SDU0lwkhhJDCmrOjhHbs2IHt27cbj0OhEJqammbxiMoL0xjUUALqYBTKYBzKYBRqMqAogzFo4cSk++A9Fj2MjA8mVTYIbgs14xBCCCmZKQWW6upqCIKAvr4+0/N9fX3w+/3TOoDp7tNqtcJqtU7rZ84XWkTO3GQzpPcvyTYsOIWzCkYASQ8jYqV+4yRqviGEEFIephRYLBYLWltbsXv3bmzZsgWA3kF29+7duPPOO6d1AMXY53zBFM0cRoZiUM/p98pgDCw2SbMNz0GstBqBRKgcCyZilQ2cXaThwYQQQuaEKTcJbd++HTfddBPWrl2L9vZ2PPnkkxgdHcXNN98MALjxxhvR0NCAnTt3AtA71R45csT4+syZMzh48CBcLheWLVuW1z7nK6YxaOGEHkDOJUfZpPUlUcOJrNPNp/AuyVwlSWu+Ebw0LJgQQsj8MOXAsnXrVvT39+PBBx9EIBDAmjVr8OabbxqdZru6usDzY00JPT09uOiii4zHjz32GB577DFs2LABe/bsyWufc5kWUyZ2bB0aq5hAmaTZxsKbqiPjO7nyFurcSgghZP6b8jws5Wq25mFhigZ1OG4004wfCpx1TpIUHhAqbBArrRCr7BCqrKaAwjslarYhhBAybxVlHpaFKDVza7YqiRqMT95s45RMTTZ6pSQZULxWcAIFEkIIISQXCiw5MMbQ+/99MGmVhJN4U4dWY6TNIhuESit4K11mQgghZCbonTQHjuPAOyVoUQWC1zphlE2qasK7qNmGEEIIKSYKLJOoueVPwDtEmlKeEEIImUUUWCYheCyzfQiEEELIgkdlA0IIIYSUPQoshBBCCCl7FFgIIYQQUvYosBBCCCGk7FFgIYQQQkjZo8BCCCGEkLJHgYUQQgghZY8CCyGEEELKHgUWQgghhJQ9CiyEEEIIKXsUWAghhBBS9iiwEEIIIaTsUWAhhBBCSNmjwEIIIYSQskeBhRBCCCFljwILIYQQQsoeBRZCCCGElD0KLIQQQggpexRYCCGEEFL2KLAQQgghpOxRYCGEEEJI2aPAQgghhJCyR4GFEEIIIWWPAgshhBBCyh4FFkIIIYSUPXG2D4AQQggh5YExhmg0inA4jFAoZLoPh8PYunUrBEGYlWOjwEIIIYQsAKqqZgwi4+8VRcm6j5GREXi93hIe9RgKLIQQQsgcxhhDLBabNIyMjo7mvU+73Q6PxwO32226t1gsRTyT3CiwEEJImdI0DbIsI5FIQJZl45b+ePxrsixDkiTYbDbjZrfbTY+tVis4jpvt0yN5UFUVIyMjk1ZFZFnOa3+CIMDtdk8IIun3brcbkiQV+cymblqB5ZlnnsGjjz6KQCCACy+8EE899RTa29uzbv/qq6/ihz/8IU6dOoXly5fjkUcewV/8xV8Yr4+MjOC+++7D66+/jnPnzmHJkiW4++67cdttt03n8AghpOgYY1BVddJAMZPHqqoW5dg5jjMFmEyhJtdjUaTPuoWQqyqS+npkZCTv/dlsNlP4yBRI7HY7eH5ujreZ8m/dK6+8gu3bt+PZZ5/FunXr8OSTT2Lz5s3o6OhAbW3thO1///vf44YbbsDOnTtxzTXX4OWXX8aWLVvw6aef4oILLgAAbN++He+88w5eeuklLF68GL/97W9x++23o76+Htdee+3Mz5IUnaZpRsnRarUan+LKMaWThUHTNCiKkldImG6gYIyV7HwkSYIkSbBYLMbXmR5LkgRFURCNRhGLxYxb6rGqqkbHymg0Oq1jEUVxSgEn/bHFYpmzb5j50jQtr6pIIpHIa388z+dVFZnN5ppS4NgU/8etW7cObW1tePrppwHo/zBNTU246667cN99903YfuvWrRgdHcUbb7xhPHfJJZdgzZo1ePbZZwEAF1xwAbZu3Yof/vCHxjatra348z//c/zjP/5jXscVCoXg9XoRDAbh8XimckokT5qmIRgMYnBw0HQ7d+4choaGMn4aFATBFGDSS9KZ7jM9R5/m5jdFUZBIJJBIJBCPx42vMz2eSqjIt0ReCDzP5x0opvNYFMWCNeHIsmwKMOMDTa7H8Xh8xj+f4zhYrdZpB57Z/nsQj8ezVkPSqyL5vrXabLacQcTj8cDhcMzrkJfv+/eU/uUTiQT279+PHTt2GM/xPI9NmzZh3759Gb9n37592L59u+m5zZs34/XXXzceX3rppdi1axe+973vob6+Hnv27MHx48fxxBNPZD2WeDxu+s8TCoWmciokC1VVc4YSTdOyfi/P83A6ncYbTWp/kUgEkUhk2sckiuKUAk6m12ZrGN58wxgzwsFkASPb1+MfF6vZI50oigUPEelfz6Xfr9Rxu93uKX+vpmmIx+NTCjnpjxVFMTqIxmKxaR2/KIpTbsJKPc5V3dE0DaOjo5NWRfINbRzH5ayKpL6e71WRQppSYBkYGICqqvD5fKbnfT4fjh07lvF7AoFAxu0DgYDx+KmnnsKtt96KxsZGiKIInufx05/+FFdccUXWY9m5cycefvjhqRw+SVJVFcPDwxlDyfDwcM5QIggCKisrUVVVZbotWrQIHo/H+MOtaRoSiQRisZjxBy79D10+z6XKpYqiQFGUKfVwHy/1Ry5X0MkVfqxW65x6U0pJ/TtMNUTk2q5YzSCpapzFYoHFYjF9nbpNN2DM50+npcTzPOx2O+x2+7S+P1XdmW7gAfS/ByMjI1Pq25GSqu6kB5pEImHMMZLv77bVap20KuJ0Oun3rsDKotb+1FNP4YMPPsCuXbvQ0tKC9957D3fccQfq6+uxadOmjN+zY8cOU+UmFAqhqampVIdc9hRFyRhKBgcH8wol4wNJeijJ5z8hz/NGCJiu9E9z2e4ney3VLDCTP3IpqZEXM2nimuzaqao6rSpFtq+L2SwiSVLWgDE+bOSz3VwMhGRqClndyRRocoWe8dWd4eHhCT+D4zi4XK6cQcTtdsNqtRbgapCpmlJgqa6uhiAI6OvrMz3f19cHv9+f8Xv8fn/O7aPRKO6//3689tpruPrqqwEAf/Inf4KDBw/iscceyxpYrFbrgv+lURQFQ0NDWUNJrk8LoihmDSVut7ssPhnM9NMcMBYAplvlicfjxpt+ql9EOBye9vFYLBYjvFgsFsiyXJLmkdQny6kGimyvUdWClFohqjvxeNwUaKLRqBGgUlURCs7la0qBxWKxoLW1Fbt378aWLVsA6Kl39+7duPPOOzN+z/r167F7925s27bNeO7tt9/G+vXrAYy9CYz/4ycIQs4qwEIhy3LWUBIMBnOGEkmSsoYSl8u1IN5wBEGAw+GAw+GY9j5UVZ1RlScejxszR6aCST7HPdPqRfrjQnbaJGQuSlV3XC7XbB8KmaYpNwlt374dN910E9auXYv29nY8+eSTGB0dxc033wwAuPHGG9HQ0ICdO3cCAO655x5s2LABjz/+OK6++mr8/Oc/xyeffIJ///d/BwB4PB5s2LABP/jBD2C329HS0oK9e/fixRdfxD//8z8X8FTLlyzLGQNJKpTkYrFYcoYSepOaOUEQ4HQ64XQ6p70PRVEy9tHJFjzoUx4hhJhNObBs3boV/f39ePDBBxEIBLBmzRq8+eabRsfarq4u0yf3Sy+9FC+//DIeeOAB3H///Vi+fDlef/11Yw4WAPj5z3+OHTt24Dvf+Q4GBwfR0tKCH//4x/Nq4rhEIpE1lEw2wslisWDRokUZQ4nT6aRQMgeIoghRFGcUegghZCGb8jws5aoc5mGJx+NZQ8lk/R6sVmvWUOJwOCiUEEIImZeKMg8L0adSzhZKJhuBYrfbszbf2O12CiWEEEJIFhRYctA0Db/73e9MoWSyuUAcDkfGUFJVVTWjjp+EEELIQkaBJQee5/HRRx9NCClOpzNrKJnJEFxCCCGEZEaBZRLr1q0DAFMomclkaIQQQgiZOgosk8i1PAAhhBBCSmP+zxxGCCGEkDmPAgshhBBCyh4FFkIIIYSUPQoshBBCCCl7FFgIIYQQUvYosBBCCCGk7FFgIYQQQkjZo8BCCCGEkLJHgYUQQgghZY8CCyGEEELKHgUWQgghhJQ9CiyEEEIIKXsUWAghhBBS9ubNas2MMQBAKBSa5SMhhBBCSL5S79up9/Fs5k1gCYfDAICmpqZZPhJCCCGETFU4HIbX6836OscmizRzhKZp6OnpgdvtBsdxBdtvKBRCU1MTTp8+DY/HU7D9zkd0rfJH12pq6Hrlj65V/uha5a+Y14oxhnA4jPr6evB89p4q86bCwvM8Ghsbi7Z/j8dDv9B5omuVP7pWU0PXK390rfJH1yp/xbpWuSorKdTplhBCCCFljwILIYQQQsoeBZZJWK1WPPTQQ7BarbN9KGWPrlX+6FpNDV2v/NG1yh9dq/yVw7WaN51uCSGEEDJ/UYWFEEIIIWWPAgshhBBCyh4FFkIIIYSUPQoshBBCCCl7CyKw7Ny5E21tbXC73aitrcWWLVvQ0dFh2iYWi+GOO+7AokWL4HK58K1vfQt9fX2mbe6++260trbCarVizZo1E37OqVOnwHHchNsHH3xQzNMrqFJdK0Cf3fCxxx7DihUrYLVa0dDQgB//+MfFOrWCK9W1+tGPfpTx98rpdBbz9AqqlL9Xb731Fi655BK43W7U1NTgW9/6Fk6dOlWkMyu8Ul6rX/ziF1izZg0cDgdaWlrw6KOPFuu0iqIQ1+qzzz7DDTfcgKamJtjtdqxevRr/8i//MuFn7dmzBxdffDGsViuWLVuGF154odinV1Clula9vb349re/jRUrVoDneWzbtq1g57AgAsvevXtxxx134IMPPsDbb78NWZZx1VVXYXR01Njm3nvvxa9//Wu8+uqr2Lt3L3p6evDNb35zwr6+973vYevWrTl/3v/+7/+it7fXuLW2thb8nIqllNfqnnvuwXPPPYfHHnsMx44dw65du9De3l6U8yqGUl2rv/u7vzP9PvX29uL888/H9ddfX7RzK7RSXauTJ0/iG9/4Bv70T/8UBw8exFtvvYWBgYGM+ylXpbpW//M//4PvfOc7uO2223Do0CH867/+K5544gk8/fTTRTu3QivEtdq/fz9qa2vx0ksv4fDhw/iHf/gH7Nixw3QdTp48iauvvhpXXnklDh48iG3btuH73/8+3nrrrZKe70yU6lrF43HU1NTggQcewIUXXljYk2AL0NmzZxkAtnfvXsYYY8PDw0ySJPbqq68a2xw9epQBYPv27Zvw/Q899BC78MILJzx/8uRJBoAdOHCgWIdecsW6VkeOHGGiKLJjx44V7dhLrVjXaryDBw8yAOy9994r2LGXWrGu1auvvspEUWSqqhrP7dq1i3EcxxKJROFPpASKda1uuOEGdt1115me+8lPfsIaGxuZpmmFPYkSmem1Srn99tvZlVdeaTz++7//e/aVr3zFtM3WrVvZ5s2bC3wGpVOsa5Vuw4YN7J577inYMS+ICst4wWAQAFBVVQVAT42yLGPTpk3GNqtWrUJzczP27ds35f1fe+21qK2txeWXX45du3YV5qBnSbGu1a9//WssXboUb7zxBpYsWYLFixfj+9//PgYHBwt7AiVU7N+rlOeeew4rVqzA1772tZkd8Cwq1rVqbW0Fz/N4/vnnoaoqgsEg/uu//gubNm2CJEmFPYkSKda1isfjsNlspufsdju6u7vR2dlZgCMvvUJdq2AwaOwDAPbt22faBwBs3rx5Rv+PZ1uxrlUxLbjAomkatm3bhssuuwwXXHABACAQCMBisaCiosK0rc/nQyAQyHvfLpcLjz/+OF599VX85je/weWXX44tW7bM2dBSzGv15ZdforOzE6+++ipefPFFvPDCC9i/fz+uu+66Qp5CyRTzWqWLxWL47//+b/z1X//1TA951hTzWi1ZsgS//e1vcf/998NqtaKiogLd3d34xS9+UchTKJliXqvNmzfjl7/8JXbv3g1N03D8+HE8/vjjAPR+CHNNoa7V73//e7zyyiu49dZbjecCgQB8Pt+EfYRCIUSj0cKeSAkU81oV07xZrTlfd9xxBw4dOoT333+/4Puurq7G9u3bjcdtbW3o6enBo48+imuvvbbgP6/YinmtNE1DPB7Hiy++iBUrVgAA/uM//gOtra3o6OjAypUrC/4zi6mY1yrda6+9hnA4jJtuuqmoP6eYinmtAoEAbrnlFtx000244YYbEA6H8eCDD+K6667D22+/DY7jCv4zi6mY1+qWW27BiRMncM0110CWZXg8Htxzzz340Y9+BJ6fe59lC3GtDh06hG984xt46KGHcNVVVxXw6MrLXL1Wc++3cgbuvPNOvPHGG3j33XfR2NhoPO/3+5FIJDA8PGzavq+vD36/f0Y/c926dfjiiy9mtI/ZUOxrVVdXB1EUjbACAKtXrwYAdHV1zezgS6yUv1fPPfccrrnmmgmf9uaKYl+rZ555Bl6vF//0T/+Eiy66CFdccQVeeukl7N69Gx9++GGhTqMkin2tOI7DI488gpGREXR2diIQCBid3pcuXVqQcyiVQlyrI0eO4Otf/zpuvfVWPPDAA6bX/H7/hFFYfX198Hg8sNvthT2ZIiv2tSqmBRFYGGO488478dprr+Gdd97BkiVLTK+3trZCkiTs3r3beK6jowNdXV1Yv379jH72wYMHUVdXN6N9lFKprtVll10GRVFw4sQJ47njx48DAFpaWmZ4FqVR6t+rkydP4t13352TzUGlulaRSGRCdUAQBAB6VW8uKPXvlSAIaGhogMViwc9+9jOsX78eNTU1Mz6PUijUtTp8+DCuvPJK3HTTTRmnVli/fr1pHwDw9ttvz/j9oZRKda2KqmDdd8vY3/7t3zKv18v27NnDent7jVskEjG2ue2221hzczN755132CeffMLWr1/P1q9fb9rP559/zg4cOMD+5m/+hq1YsYIdOHCAHThwgMXjccYYYy+88AJ7+eWX2dGjR9nRo0fZj3/8Y8bzPPvP//zPkp7vTJTqWqmqyi6++GJ2xRVXsE8//ZR98sknbN26dezP/uzPSnq+M1Gqa5XywAMPsPr6eqYoSknOr5BKda12797NOI5jDz/8MDt+/Djbv38/27x5M2tpaTH9rHJWqmvV39/P/u3f/o0dPXqUHThwgN19993MZrOxDz/8sKTnOxOFuFZ//OMfWU1NDfurv/or0z7Onj1rbPPll18yh8PBfvCDH7CjR4+yZ555hgmCwN58882Snu9MlOpaMcaM37XW1lb27W9/mx04cIAdPnx4xuewIAILgIy3559/3tgmGo2y22+/nVVWVjKHw8H+8i//kvX29pr2s2HDhoz7OXnyJGNMDyyrV69mDoeDeTwe1t7ebhoiNheU6loxxtiZM2fYN7/5TeZyuZjP52Pf/e532blz50p0pjNXymulqiprbGxk999/f4nOrrBKea1+9rOfsYsuuog5nU5WU1PDrr32Wnb06NESnenMlepa9ff3s0suuYQ5nU7mcDjY17/+dfbBBx+U8ExnrhDX6qGHHsq4j5aWFtPPevfdd9maNWuYxWJhS5cuNf2MuaCU1yqfbaaDS+6cEEIIIaRsLYg+LIQQQgiZ2yiwEEIIIaTsUWAhhBBCSNmjwEIIIYSQskeBhRBCCCFljwILIYQQQsoeBRZCCCGElD0KLIQQQggpexRYCCGEEFL2KLAQQgghpOxRYCGEEEJI2aPAQgghhJCy9/8D5ksG2/8irV8AAAAASUVORK5CYII=", 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", 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" ] @@ -2915,7 +2922,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 66, "id": "26590591", "metadata": { "lines_to_next_cell": 2 @@ -2929,7 +2936,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 67, "id": "bb91abc6", "metadata": {}, "outputs": [], @@ -2939,7 +2946,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 68, "id": "5d2bb0f2", "metadata": {}, "outputs": [ @@ -2949,13 +2956,13 @@ "" ] }, - "execution_count": 40, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -2970,7 +2977,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 69, "id": "27c5cf8e", "metadata": {}, "outputs": [ @@ -3004,7 +3011,7 @@ "Name: GEN, dtype: object" ] }, - "execution_count": 41, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -3015,7 +3022,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 70, "id": "53069624", "metadata": {}, "outputs": [], @@ -3033,78 +3040,25 @@ }, { "cell_type": "code", - "execution_count": 43, - "id": "e75e1cc0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 0.075698\n", - "1 0.075698\n", - "2 0.111490\n", - "3 0.111490\n", - "4 0.096085\n", - "5 0.096085\n", - "6 0.096085\n", - "7 0.145414\n", - "8 0.145414\n", - "9 0.115662\n", - "10 0.138366\n", - "11 0.104924\n", - "12 0.132946\n", - "13 0.132946\n", - "14 0.114288\n", - "15 0.114288\n", - "16 0.138887\n", - "17 0.180502\n", - "18 0.151432\n", - "19 0.073169\n", - "20 0.073169\n", - "21 0.146635\n", - "22 0.125651\n", - "23 0.127564\n", - "Name: ratio_international, dtype: float64" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "year = 2015\n", - "\n", - "gdf_merged = pd.merge(\n", - " left=gdf,\n", - " right=ratio_international[ratio_international.year == year],\n", - " left_on=\"AGS\",\n", - " right_on=\"Kreise und kreisfreie Städte_Code\",\n", - ")\n", - "gdf_merged.ratio_international" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "d2a5a779", + "execution_count": 102, + "id": "877c61cc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 44, + "execution_count": 102, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -3112,40 +3066,26 @@ } ], "source": [ + "fig=plt.figure(figsize=(10,5))\n", + "\n", + "ax1=fig.add_subplot(131)\n", + "year = 2015\n", + "plt.title(str(year))\n", + "gdf_merged = pd.merge(\n", + " left=gdf,\n", + " right=ratio_international[ratio_international.year == year],\n", + " left_on=\"AGS\",\n", + " right_on=\"Kreise und kreisfreie Städte_Code\",\n", + ")\n", + "gdf_merged.ratio_international\n", "gdf_merged.plot(\n", - " \"ratio_international\", legend=True, missing_kwds={\"color\": \"lightgrey\"}\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "7b3dda7d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ear = 2018\n", + " \"ratio_international\", ax=ax1, legend=True, missing_kwds={\"color\": \"lightgrey\"},\n", + " legend_kwds={\"label\": \"ratio of int. students\", \"orientation\": \"horizontal\"}, vmin=0.08,vmax=0.23\n", + ")\n", + "\n", + "ax2=fig.add_subplot(132)\n", + "year = 2018\n", + "plt.title(str(year))\n", "gdf_merged = pd.merge(\n", " left=gdf,\n", " right=ratio_international[ratio_international.year == year],\n", @@ -3154,39 +3094,13 @@ ")\n", "gdf_merged.ratio_international\n", "gdf_merged.plot(\n", - " \"ratio_international\", legend=True, missing_kwds={\"color\": \"lightgrey\"}\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "dff24de2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ear = 2021\n", + " \"ratio_international\", ax=ax2, legend=True, missing_kwds={\"color\": \"lightgrey\"},\n", + " legend_kwds={\"label\": \"ratio of int. students\", \"orientation\": \"horizontal\"}, vmin=0.08,vmax=0.23\n", + ")\n", + "\n", + "ax3=fig.add_subplot(133)\n", + "year = 2021\n", + "plt.title(str(year))\n", "gdf_merged = pd.merge(\n", " left=gdf,\n", " right=ratio_international[ratio_international.year == year],\n", @@ -3195,7 +3109,8 @@ ")\n", "gdf_merged.ratio_international\n", "gdf_merged.plot(\n", - " \"ratio_international\", legend=True, missing_kwds={\"color\": \"lightgrey\"}\n", + " \"ratio_international\", ax=ax3, legend=True, missing_kwds={\"color\": \"lightgrey\"},\n", + " legend_kwds={\"label\": \"ratio of int. students\", \"orientation\": \"horizontal\"}, vmin=0.08,vmax=0.23\n", ")" ] }, diff --git a/nb/presentation.py b/nb/presentation.py index f47542d..1a87857 100644 --- a/nb/presentation.py +++ b/nb/presentation.py @@ -182,7 +182,7 @@ # - Cubes # %% [markdown] -# ## Jonas +# ## Geo-visualization # %% [markdown] # Case study: international students in Germany @@ -222,6 +222,9 @@ ].apply(lambda x: "0" + x if len(x) <= 1 else x) students.data["Kreise und kreisfreie Städte_Code"] +# %% [markdown] +# ### Dataframe + # %% students.data @@ -307,8 +310,11 @@ # ### merge with geodataframe and plot # %% -year = 2015 +fig = plt.figure(figsize=(10, 5)) +ax1 = fig.add_subplot(131) +year = 2015 +plt.title(str(year)) gdf_merged = pd.merge( left=gdf, right=ratio_international[ratio_international.year == year], @@ -316,14 +322,22 @@ right_on="Kreise und kreisfreie Städte_Code", ) gdf_merged.ratio_international - -# %% gdf_merged.plot( - "ratio_international", legend=True, missing_kwds={"color": "lightgrey"} + "ratio_international", + ax=ax1, + legend=True, + missing_kwds={"color": "lightgrey"}, + legend_kwds={ + "label": "ratio of int. students", + "orientation": "horizontal", + }, + vmin=0.08, + vmax=0.23, ) -# %% -ear = 2018 +ax2 = fig.add_subplot(132) +year = 2018 +plt.title(str(year)) gdf_merged = pd.merge( left=gdf, right=ratio_international[ratio_international.year == year], @@ -332,11 +346,21 @@ ) gdf_merged.ratio_international gdf_merged.plot( - "ratio_international", legend=True, missing_kwds={"color": "lightgrey"} + "ratio_international", + ax=ax2, + legend=True, + missing_kwds={"color": "lightgrey"}, + legend_kwds={ + "label": "ratio of int. students", + "orientation": "horizontal", + }, + vmin=0.08, + vmax=0.23, ) -# %% -ear = 2021 +ax3 = fig.add_subplot(133) +year = 2021 +plt.title(str(year)) gdf_merged = pd.merge( left=gdf, right=ratio_international[ratio_international.year == year], @@ -345,7 +369,16 @@ ) gdf_merged.ratio_international gdf_merged.plot( - "ratio_international", legend=True, missing_kwds={"color": "lightgrey"} + "ratio_international", + ax=ax3, + legend=True, + missing_kwds={"color": "lightgrey"}, + legend_kwds={ + "label": "ratio of int. students", + "orientation": "horizontal", + }, + vmin=0.08, + vmax=0.23, ) # %% [markdown]