{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# M5B 의사결정나무를 통한 고객분석 방법\n", "- 의사결정나무 모델 개념\n", "- 고객행동 예측에 의사결정나무 기법을 사용하는 방법\n", "

\n", "- [목표] 가장 기본적인 머신러닝 기법의 실전적 활용방안 이해" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "from numpy.polynomial.polynomial import polyfit\n", "\n", "# define random jitter\n", "def rjitt(arr):\n", " stdev = .01*(max(arr)-min(arr))\n", " return arr + np.random.randn(len(arr)) * stdev\n", "\n", "def rjitt5(arr):\n", " stdev = .07*(max(arr)-min(arr))\n", " return arr + np.random.randn(len(arr)) * stdev\n", "\n", "# custom min max scaler\n", "def mnmx_scl(vec):\n", " vec = (vec-vec.min())/(vec.max()-vec.min())\n", " return(vec)\n", "\n", "def zrmx_scl(vec):\n", " vec = vec/vec.max()\n", " return(vec)\n", "\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "\n", "# local data path\n", "# dataPath = 'D:/YONG/myPydata/' # 데이터 위치는 사용자 지정\n", "dataPath = 'C:/Users/kofot/fashionRetailAnalysisPy_4a-20230629T052521Z-001/fashionRetailAnalysisPy_4a/' # 생성위치는 사용자 지정\n", "\n", "\n", "import matplotlib.font_manager\n", "\n", " \n", "# matplotlib 에서 한글을 표시하기 위한 설정\n", "font_name = matplotlib.font_manager.FontProperties(\n", " fname=\"c:/Windows/Fonts/malgun.ttf\" # 윈도우즈의 한글 폰트 위치를 지정\n", " ).get_name()\n", "matplotlib.rc('font', family=font_name)\n", "\n", "matplotlib.rcParams['axes.unicode_minus'] = False # 음수를 나타내는 '-' 부호가 정상 표시되도록\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 데이터 불러오기" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# 상품 테이블 불러오기\n", "itemmast = pd.read_csv(dataPath + 'brk_itemmast01.csv', encoding='euc-kr')\n", "itemmast = itemmast.drop(itemmast.columns[0], axis=1)\n", "\n", "\n", "# 판매내역 테이블 불러오기\n", "sales = pd.read_csv(dataPath + 'brk_salesmast01.csv', encoding='euc-kr')\n", "sales = sales.drop(sales.columns[0], axis=1)\n", "\n", "\n", "# 고객 테이블 불러오기\n", "custmast = pd.read_csv(dataPath + 'brk_custmast01.csv', encoding='euc-kr')\n", "custmast = custmast.drop(custmast.columns[0], axis=1)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 주제1: 의사결정나무를 사용한 매출변화 분석" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[ 연습용 분석의 내용 ]\n", "- 2년 기간 중 매출금액이 큰 시기와 작은 시기를 구별하는 의사결정나무 모형 생성\n", "- 즉, 어떤 특성을 가진 기간에 매출이 많은가?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateamtsaleMon
692019-01-01 08:29:29.0390551000002019-01
502019-01-01 10:16:11.3494101850002019-01
572019-01-01 11:38:32.1756711450002019-01
262019-01-01 11:49:09.361595600002019-01
22019-01-01 11:53:27.316416700002019-01
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" ], "text/plain": [ " date amt saleMon\n", "69 2019-01-01 08:29:29.039055 100000 2019-01\n", "50 2019-01-01 10:16:11.349410 185000 2019-01\n", "57 2019-01-01 11:38:32.175671 145000 2019-01\n", "26 2019-01-01 11:49:09.361595 60000 2019-01\n", "2 2019-01-01 11:53:27.316416 70000 2019-01" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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dateamtsaleMon
304462020-12-30 21:51:44.797043700002020-12
419052020-12-30 21:56:25.9102731400002020-12
419212020-12-30 22:25:51.7864261450002020-12
370532020-12-30 22:26:44.7258061000002020-12
418912020-12-30 22:40:11.8316801200002020-12
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" ], "text/plain": [ " date amt saleMon\n", "30446 2020-12-30 21:51:44.797043 70000 2020-12\n", "41905 2020-12-30 21:56:25.910273 140000 2020-12\n", "41921 2020-12-30 22:25:51.786426 145000 2020-12\n", "37053 2020-12-30 22:26:44.725806 100000 2020-12\n", "41891 2020-12-30 22:40:11.831680 120000 2020-12" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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saleMonamt
192020-08132261000
202020-09222280000
212020-10117480000
222020-11256118000
232020-12234235000
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" ], "text/plain": [ " saleMon amt\n", "19 2020-08 132261000\n", "20 2020-09 222280000\n", "21 2020-10 117480000\n", "22 2020-11 256118000\n", "23 2020-12 234235000" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 월별 매출액 집계 ~ 2019~2020 2개년간 월별 집계\n", "\n", "sales01 = sales[['date','amt']]\n", "sales01['saleMon'] = sales01.date.str.slice(0,7)\n", "display(sales01.sort_values('date').head())\n", "display(sales01.sort_values('date').tail())\n", "\n", "sales02 = sales01[['saleMon', 'amt']].groupby('saleMon').sum().reset_index()\n", "display(sales02.tail())" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 집계된 데이터 시각적 확인\n", "\n", "plt.bar(sales02.saleMon, sales02.amt)\n", "plt.xticks(rotation=90)\n", "plt.ylabel('판매금액')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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saleMonamtmnthSeq
192020-0813226100019
202020-0922228000020
212020-1011748000021
222020-1125611800022
232020-1223423500023
\n", "
" ], "text/plain": [ " saleMon amt mnthSeq\n", "19 2020-08 132261000 19\n", "20 2020-09 222280000 20\n", "21 2020-10 117480000 21\n", "22 2020-11 256118000 22\n", "23 2020-12 234235000 23" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 파이썬 sklearn에서의 의사결정나무 모형은 입력변수로 수치형의 변수만을 사용\n", "# saleMon 월은 string (object) 문자형 data type인 변수\n", "\n", "# 순서를 나타내는 수치형 변수 생성\n", "\n", "sales02['mnthSeq'] = np.arange(len(sales02))\n", "sales02.tail()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 24 entries, 0 to 23\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 saleMon 24 non-null object\n", " 1 amt 24 non-null int64 \n", " 2 mnthSeq 24 non-null int32 \n", "dtypes: int32(1), int64(1), object(1)\n", "memory usage: 608.0+ bytes\n" ] } ], "source": [ "# 데이터 테이블 dataframe의 컬럼들에 대한 데이터 형식 data type 확인\n", "\n", "sales02.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 의사결정나무 모형 생성" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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PVcCLiIjId0MFvMg3Ilf2LPQfM43pC1fSyL0qtjY27PrzCI1qVcPcPOqPevXypVm+dvN/nisgMIhB42dw+Zo3Pg8fG7aXLOyClZUlADv3H8b79j3DPhMTCAgM5NlzPwrncwIgfeqU5Mqe+a3X2bLrAPd8HrBhxz4AwsLCePTkGQBuJYpE64GtUDKqsL/qfZuUyZKQLVN6ABLGj0fpogU47nUOOztbCubJ/cbiHWIOf/83l697M2bGQjYsjFm4v7J41Xo8Zo6Ntm3373MJCQmlx7DxjJu5iE6tGgKwZMoIIiIiGD9rMZ0HjmHi4B6GY6bOX86OPw+zeNJwAIJDQjA3MzPsNzMzxdTUlOCQEKytrV7bboapqQmZ0qeh8y+NqNG8I/HjOpAtUwZMTf/99YEG7XqyYvpoXJx+YO3W3bTuMYQFE4YY9s9bvoZubZoAUSMHmnbqR9+OrUiWOHpP/exlfxDPwZ5L+9fz8PFTarboyOq5E0mUIB4Av2/czszFv7No0v+/PHo17P2ez0OqNPqNbBnT89TXj3OXrjJ5SE8ypE3F0EmzGDltHoO7/mY4LuZzMfvP+xQRERH5lqiAF/lGpEuVgv2rFzB3+WqKVGvI+gWTCQwKxtLCwtAmNDTU8LO5mRmhoWGGzyEhIQDsPniM8bMWMaR7WzK3bkwO1+qGNnFe6w01MzOLUQw/fe6LmVn0xS1CQ8J4m/CIcCYM6kGenDEnIosTx+Yfn6OuHRYWjqlpzAU0Xl33n8e97n164OcuX8PDx09x/Slqkrj7Dx+Rv2Jd9q2ej421NecuXcXB3o4kiRLEOJ+lpQXN6tagz6jJhgIewNTUlFYNalG8RmMg6h3vpp36kSFtKlbPmWC4r2SJE3HX56HhuDt/PSB39swEBYdw1fvWa9t9SJksKQDuVdxwr+IGwJCJs8icPs1bn8OjJ894GRCIi9MPAFQvX4puQ/7fc/7k2XOuet8yTBB34vR5Tl+8TNdBUV9WPHj0BAtLc2ysrdm0cx/DerTHxMSEJIkSUMTFmT+PnqRGxTL0GTUZX78XbFw0BWsrqxg5UiRNTLnihTh3+Rq5c2QhW+b0ZEibCoAaFcrQa8TEaO2TJUnEXZ8HZEgT1eauzwPD/YuIiIh8D7SMnMg34vHTZ9jFsaVjy4aULOyC57mLFMiTk+VrNxMZGUlERATL120xtE+fJiWHT54G4Mbtu5y5eAWA0+cv4VrIhdzZs3Du0jXuv9YD/zqnHFlY8ff5QkNDuXj1BvHjOhIUHILX+UtA1Ozn5y5fe2vmYgXyMnf5/4djn75w+T/vM0uGtFy7eZuLV28AUV8aHDzuSYHXZit/m1c98P/89aYh2KP6dOLs7tUc27ycY5uXkyxxIo5tXm4Ykr5p159ULlM82jGXr3sbft665yAuuX94w/YDhsJ50aoNJE2UgD7tW0b7UqJi6WIsW7OZ8PBwXgYEsmP/IcqVKEzZ4oXYsGMvAYGBhIeHs2LdVqpXKAVEjV4AuH7rDpt27qO6W6m3PoeE8ePi9+Ild/7yAeC41zmSJU5o2L9j/2HKlShs+JzfOSfXDm42PIvmP/9Ev46/UKtyOX7IkpHdB48CEBQczIFjnmTNmI69h49z4+YdJg/pFa14DwsLw9fvBQAv/F+y9/BxcmXLTLpUKQgICDRk2nXgSIwZ5iuWKsbiVRsAuHTNG2srK0NPv4iIiMj3QD3wIt+IU2cv0nvEJBLEjxvVs1miMJYWFhw+cZoi1Rrg6GBPsfx5uHH7LgBN6/xI3V+7U7JWUzKmTU3u7FETq9Wq4ka9X7uxZc8B8uXKTqrkb+7hHNu/K790H8zMJb9jggk9f2tGtkzpmTWqP216DcXayoqcWTNRIE/Ot2Zu+XNN2vUbQZFqDbCytKRS6eKGHG9jaWnBwolDad9vBJGRYG5uxrgB3d46bP5zOXTCi74dWkXbNn2hBydOn8fGxprsmdIzum9Ub/+6bXtYvbk3DvZ2JE+SmPEDuwFRhfOhE16cOHPBcI4ZI/rilCMr5V2LULJmU8IjIujephn2dnGwt4tDp5aNKFenFZFE0rBmFdKnTglAlb+XfzMzNWXa8D6GCe3exMTEhDljB9KkY19MTEwwMzNl5qj+0e7t1eSG/6XHb835rfcwytRuQXBwME3qVCd75gxsmr4frwuXo02eN6Bza5x/yEqF+q2xtrIiIiKCrq2bGHrdJw/tReMOfTA1NSVF0sRMHdabkJBQOg0czeQhPWlVvxatew7B9acmmP59nyIiIiLfE5PIf67TIyJfPT8/PxwdHXl4Zp9hRvJ3se/ICRav2sCcMQM/YzoR4/F74U/iXCXw9fXFweHLfqkjIiIi8rmpB15Evoh/LmOW54esjOzTyUhpRERERERiHxXwIvJFvOvs7yIiIiIi8mYq4EW+IyUK5nvnd5tFREREROTrolnoRUTeUeailY0dQURERES+YyrgRUS+YkMnzaJC/dYUrlqffqOnxth/zPMs1unyGiGZiIiIiHxpKuBFRL5iOTJnZMuS6RxYu4iTZ85z8LinYV94eDjDp8whQTxHIyYUERERkS9F78CLSKwVHBxCm95DuXbzDsHBwayZNxFHezsatuvF0+d+vAwIYEj3dpQpVpDBE2by7LkvN+/8xZUbtxjUtQ0nz1zgyKkzhIWFsWzaKFIkTUzZOi2pVbksa7bu5tlzX6qUc6V3u5Yxrj1l/jI27NhHUFAwDWtVpVndGty8+xdteg4hMCiYuA72rJ474aPvsXr5UgCYmpryQ5aMPHz81LBv5NR51K1ekfOXr3/0dURERETk66cCXkRira17D2BrY83eVfOIiIggIiKCsPBwhvfsQMZ0qbl83ZtW3QZRplhBAG7f8+GPOeO55/OQ3GV+Yuqw3gzt0Y4Jsxczf+Va+rSPKtS9b99jy5LphIaGUqH+r5QqUoBCeXMbrrvvyAm8b99j27KZhIeHU7JmU6qUdWXy3KU0qV2dmpXLERwc8sbMV67fpE3vYTHvZel0zMzM3nqvj58+Y+eBI3Rr0xSALbv/xPvOPXq1a0GfkZM/+BmKiIiISOyhAl5EYq1c2bPQf8w0pi9cSSP3qtja2GBubs6te/dZ8Ps6rt64xf2Hjw3t3UoWwcTEhJTJkhDX0YEfy5cGIGe2zHhs2GZo17BWVQAsLCz4qWIZjnmejVbAb9n1J38ePWVY294/IJC79x9QolA+hk+eg5WlJZXLlnhj5swZ0r73knpnLlyhXd/hTBzUkwTx4nL5ujdjZixkw0IV7iIiIiLfExXwIhJrpUuVgv2rFzB3+WqKVGvI+gWT2XXgKPuPnKRr68akSp6UPG7uhvZWlhaGn81MTbGysgTA3NyM8PBwwz5Li/+3CwgMwsHBLtp1wyMi6Nm2OT9WKB1te56c2ciZLTOT5ixlyoLlbFkyHVPT6FONvG8P/Ibte5m+yIOlU0eSImliAOYuX8PDx09x/SmqN/7+w0fkr1iXfavnY2Nt/e8PTURERERiLRXwIhJrPX76jPhxHenYsiF3/vLB89xFvM5domKpomTLlJ4/Nu34oPOu3rKTrq2b8DIgkD8272Dx5OHR9hcrkIe5y9dQpWwJzM3NOX3hMrmzZ+HBoyekS5WC8QO7ka98bXxf+BPP0SHase/TA+/r94KB46azb/UC4tjaGLaP6tOJUX06/f+cRStzbPPyD7pXEREREYk9VMCLSKx16uxFeo+YRIL4cUmRNDHlShQmbcoUtOw2gFlLV+FWosgHnfdlQCCVG7bB74U/7ZvXJ0OaVNH2Vy1XkmOeZylavSFxbG1x/iEruftlYc7yP9i0cz/2dnFwr+oWo3h/X5eu3+T+w0dUb9resK1GhdK0blT7o84rIiIiIrGTSWRkZKSxQ4jI+/Hz88PR0ZGHZ/bhYG/33wfIOytbpyWzxwwgbcrkxo4iH8DvhT+Jc5XA19cXB4eP+wJFRERE5GujdeBFREREREREYgEV8CIiIiIiIiKxgN6BFxF5zfsu8SYiIiIi8qWoB15EREREREQkFlABLyJfnZt3/6JsnZbGjiEiIiIi8lXREHoRkddcvu5N96HjCQwKJjQ0jClDe5E9cwYABk+YyZbdf2Jmakq/jr9QtkRhAApV+Rm7OHEASBQ/LsumjQJg8R8bWOixnuDgYCqWLk7Pts0B2LHvECOnzScsPJxc2TIxYWB3TE2jvk8dOmkW67ftxcbGmvbNfubHCqXZtHM/HQeMIs3fM+N3atmACqWKGTK/8H9JDtfqLJ4ynBIF8wHwzNeP0dPmEyeODb3bxfwyJDQ0lG5DxnP4pBfWVlaM6N2R+I4OtOk9zNDG/+VLIiIiObpp2Sd9xiIiIiLyYVTAi4i85skzX2aNGkDihPE5eNyTzoPGsGXJdA4e9+T85WscWr+EB4+eUNq9OZ7bPbCwsCA4JJTDG6K/O+/r94IRU+biue13LCzMKVmrGT9WKE3WjOlo03sYRzctI56jAw3a9WLH/sO4uRZh8R8buH3PhyMbl2JiYsKrVT6f+frRqn4tOv/S6I2Zh06cRVxHe8PnC1euU69Nd37IkpEsGdO98ZiR0+aTMEFcjmyMKs4jIyMxMTGJNgdAr+ETcfoh60c9TxERERH5dDSEXkS+CLd6rfA8d9HwuXLDNly4cp0+oyZTslZTClX5mTEzFsQ4btGq9QyeMNPwefCEmSxatR6AsxevUrlhG8rVbcnPbboTEBj40TkL53MiccL4AOTKlpmHj58A8MemHTR2rwZAkkQJcP4hK8dPnwfAxCTmeaytrIhjY8OLly8JCg4mMiICRwe7qOMTxueZrx9hYWG8fBlAkkQJAJi1+HeG9WiHyd8nfPXP535+xI/n+Ma8+4+cJDAomPzOOQ3bMqRJxaltHpRzLfzGY0JDQ1m7ZRfdWjcxbDP5x008fPyUA8dOUatyuX95WiIiIiLyJamAF5Evot6Plfhj804gqjj0Dwgke+YM1Klanj2/z+PPNQuZvfQPAoOC3ul8YWFhdB86nsWTh7N9+SwK5MnF3OVr3ti2z6jJlK3TMtqv+SvX/uc1Ziz2oEpZVwDu/OVD6hTJDPtSJkuCz8PHREZG8tz3BaVqNaNywzYcOOYJgJWVJe2a/UzOUjXIXqIabq5FSJY4EQCDu7elYOV65Cj5I4kSxscpR1ZCQ0MJCApiwpwllHZvToO2PXnwKOrLg8CgYGYt+R3Xn5rQc9gEgoKDAbh97z6DJ8xkWM/20XJbWVkahuS/ye2/fEicMAEdB4ymVK1m/NpzCP4vA6K1mTx/GS3q14xR2IuIiIiI8aiAF5EvokaF0mzZ/ScQ1Zv9848VATA1NWXElLk069Ifvxf+PHz87J3Od/n6Tc5fvoZ7qy6UrdOSVRu38+Dv3vJ/GtKtLTtWzIr2q0nt6m89d3h4OH1GTebiVW/6tI96fzw4JBRzMzNDGzMzU0xNTTExMeH64S3s/n0uY/p1oWW3ATz3e8G5S1dZtmYzVw5s5PKfGzl/+Ro79h/mwaMn9Bs1hXO713Jp/3rs49gyb8Uanjz3xfv2PSqXKcEujzm4uRah65CxAHRt3YTDG5ayc+VswsLDGTl1HgGBgTTt1I/JQ3oSx9bmnZ7ZK4+fPufcpat0bNGA3b/PJUWyxIycNs+wPywsjC27/sS9stt7nVdEREREPi+9Ay8iX4S9XRyyZ8qA57mLrNu+h5XTR3Pl+k1+6T6I0f260KZxHao0bkskkdGOMzczJzQ0zPA5OCQEgPDwCPLmys7quRP+89p9Rk3m6Kmz0bbV+7HiG4v4oOBg3Ft1oUo5V4Z0a2vYnixJIu76PCRzhrQA3Ln/gOrlS0c7NmvGdOTOloUbt+6y99BxqpZzxS6OLQA/16jEpp378XvhTxEXZ8Mw/Sa1q9Nn1GQa/FSZpIkTUuDvofA1KpZm3KxF0Z+FuTmN3avRd9QUtu45yJ2/fGjYrldUnr98OHTCi1mjBlA0v/O/Po9ECeKRLXN6MqRNFXWtCmXoNWKiYf+2vYcokCcXVlaW/3oeEREREfmyVMCLyBdT78eKTF/kQdJECXF0sGfXgaM4/ZCVAs45uXn3L85evBLjmPRpUrLw93VERkYSHBLC9r2HyJw+DZkzpOHC1Rtcv3mHDGlT8ejJM0LDwkieJFGMc7xeiP+XUdPmU7FUMVrU+yna9oqlirJ41QZKFcnPg0dPuHrjFnlzZScgMBBTU1Osray4//AR569cI2PaVDx++ox5K9bQsn5NTE1N2b7vMNkzpydbpvRMnreMkJBQLC0t2Lb3ENkzZcDCwoLM6dPgee4izj9kY9efR3H+ewK5J8+ekyBeXABWb9lFnlzZqVGxDDUqljHka96lPw1qVvnP4h0gXaoUBAQEcucvH1IlT8quA0dw/iGbYf+mXfupWs71nZ+ZiIiIiHwZKuBF5IspW7wQbXoNZfaYgYbPs5auomStpmRKl4ac2TLHOKZgnlykS5WCwlXrkzRxQnJlj2pjbWXFzFH9aNCuJzbW1lhbWTJteN+Pznjc6xxPnj03vK8PsGbuBKqWK8nB416UqNGYiIgIRvftjImJCQ8eP6XOL10NPe2ThvTEwd6OciUKc+rsRUrVagZA7uxZaFa3BmZmZjRyr0bZOi0wNzcnRbLETB3aG4AJg3rwa48hhIaFEdfBjqnD+gAwbuYi/jx6EjNzM3JkzsjYfl0+6N5WbdyOvV0c3FyLMHloLxp36IOpqSkpkiZm6rDehnaHT55mYJc2H3QNEREREfl8TCJfrVMkIrGGn58fjo6OPDyzDwd7O2PHEflq+L3wJ3GuEvj6+uLg4GDsOCIiIiKflCaxExEREREREYkFVMCLiIiIiIiIxAIq4EVERERERERiARXwIiIiIiIiIrGACngRERERERGRWEDLyInEYn7+L40dQeSroj8TIiIi8i1TAS8SC1laWpI0SRIyFq5o7CgiX52kSZJgaWlp7BgiIiIin5zWgReJpYKCgggJCTF2jE9u//79NGvWjKJFizJx4kSt5f0JRUZGMnfuXPr06UOnTp3o3LkzZmZmxo71yVlaWmJtbW3sGCIiIiKfnAp4EfkqhIeHM2TIEEaNGsW4ceNo2bIlJiYmxo71TfLy8sLd3Z3UqVOzdOlSkiRJYuxIIiIiIvIONImdiBjd/fv3KVeuHMuWLePQoUO0atVKxftn5OTkxMmTJ0mcODG5c+dm165dxo4kIiIiIu9ABbyIGNWOHTtwcnIiefLknDx5kty5cxs70nfB3t6epUuXMnjwYKpVq0b//v0JDw83diwRERER+RcaQi8iRhEWFsaAAQOYMGECkyZNokmTJup1N5KzZ8/i7u5O0qRJWbp0KcmTJzd2JBERERF5A/XAi8gXd/fuXUqVKsWaNWs4evQoTZs2VfFuRDlz5uT48eOkTp0aJycntm3bZuxIIiIiIvIGKuBF5IvasmULTk5OZMyYkWPHjpEjRw5jRxLAzs6OhQsXMmrUKH766Sd69epFWFiYsWOJiIiIyGs0hF5EvojQ0FD69OnDtGnTmDZtGg0aNDB2JHmLCxcu4O7uTrx48Vi+fDkpU6Y0diQRERERQT3wIvIF3L59mxIlSrBlyxaOHz+u4v0rlz17do4dO0aWLFlwcnJi06ZNxo4kIiIiIqiAF5HPbP369Tg5OZEzZ06OHj1K1qxZjR1J3oGtrS1z5sxh4sSJ1K1bl65duxIaGmrsWCIiIiLfNQ2hF5HPIiQkhB49ejBnzhxmzZpFnTp1jB1JPtDly5dxd3fH1taWFStWkCZNGmNHEhEREfkuqQdeRD45b29vihUrxp49ezh58qSK91guS5YsHDlyBCcnJ5ycnFi3bp2xI4mIiIh8l1TAi8gntXr1apydnXFxceHw4cNkypTJ2JHkE7CxsWH69OnMmDGDhg0b0qFDB4KDg40dS0REROS7oiH0IvJJBAcH06VLFxYvXsycOXOoWbOmsSPJZ3Lt2jVq166NqakpK1euJH369MaOJCIiIvJdUA+8iHy0a9euUbhwYY4cOcKpU6dUvH/jMmbMyKFDhyhUqBB58uRh1apVxo4kIiIi8l1QAS8iH8XDw4O8efNSvHhxDhw4oN7Y74SVlRWTJk1i3rx5tGjRgjZt2hAUFGTsWCIiIiLfNA2hF5EPEhgYSMeOHfHw8GD+/PlUq1bN2JHESLy9valduzahoaF4eHho3gMRERGRz0Q98CLy3i5fvkzBggU5ffo0np6eKt6/c+nSpePAgQOUKlWKvHnzsnz5cmNHEhEREfkmqYAXkfeyZMkSXFxccHNzY//+/VoTXACwtLRk7NixLF26lDZt2tCyZUsCAwONHUtERETkm6Ih9CLyTgICAmjbti3r1q1j4cKFVKpUydiR5Ct1+/Zt6tSpg7+/Px4eHmTNmtXYkURERES+CeqBF5H/dOHCBfLnz8+VK1fw8vJS8S7/KnXq1Ozbt4+KFSvi4uLCokWLjB1JRERE5JugAl5E/tWCBQvInz8/VatWZc+ePaRMmdLYkSQWsLCwYMSIEXh4eNC5c2eaNGnCy5cvjR1LREREJFbTEHoReSN/f3/atGnDli1bWLx4MW5ubsaOJLHUvXv3qFu3Lk+ePMHDw4McOXIYO5KIiIhIrKQeeBGJ4ezZs7i4uHD79m28vLxUvMtHSZEiBbt376ZGjRoUKFCAuXPnou+ORURERN6fCngRMYiMjGT27NkUKlQId3d3du7cSfLkyY0dS74B5ubmDB48mDVr1tCrVy8aNGjAixcvjB1LREREJFbREHoRAcDPz49WrVqxZ88eli1bRqlSpYwdSb5R9+/fp379+ty9excPDw9y585t7EgiIiIisYJ64EUET09P8ubNy+PHjzl9+rSKd/mskiVLxvbt2/n5558pXLgwM2bM0JB6ERERkXegAl7kOxYZGcm0adMoWrQojRs3ZuvWrSRJksTYseQ7YGZmRr9+/di0aRODBg2iTp06+Pn5GTuWiIiIyFdNQ+hFvlO+vr40b96cQ4cOsXz5cooXL27sSPKdevjwIQ0aNOD69eusXLmSvHnzGjuSiIiIyFdJPfAi36Hjx4/j7OyMv78/Xl5eKt7FqBInTsyWLVto1qwZxYsXZ/LkyRpSLyIiIvIGKuBFviORkZFMnDgRV1dXWrVqxaZNm0iUKJGxY4lgampKz5492bZtGyNHjqRmzZo8f/7c2LFEREREvioaQi/ynXj69ClNmzbl1KlTrFixgsKFCxs7ksgbPX78mEaNGnHhwgVWrlxJ/vz5jR1JRERE5KugHniR78CRI0dwdnYmIiICT09PFe/yVUuYMCEbNmygTZs2lCxZknHjxmlIvYiIiAgq4EW+aREREYwZM4bSpUvTvn171q1bR4IECYwdS+Q/mZqa0qVLF3bt2sXEiROpVq0aT58+NXYsEREREaNSAS/yjXr8+DFVq1ZlypQp7N69m06dOmFiYmLsWCLvpWDBgnh6emJqaoqTkxOHDh0ydiQRERERo1EBL/INOnDgAM7OzlhaWuLp6UmBAgWMHUnkg8WPH581a9bQuXNnypYty8iRI4mIiDB2LBEREZEvTpPYiXxDIiIiGDlyJEOGDGHEiBH89ttv6nWXb8rx48epXbs2WbNmZeHChVpFQURERL4r6oEX+UY8fPiQChUqMGfOHPbv30/btm1VvMs3x8XFhVOnTmFra4uTkxP79+83diQRERGRL0YFvMg3YO/evTg5ORE3blxOnTpF3rx5jR1J5LOJGzcuv//+O71796ZChQoMGTKE8PBwY8cSERER+ew0hF4kFgsPD2fo0KGMHDmSsWPH0qpVK/W6y3fF09MTd3d30qZNy5IlS0iSJImxI4mIiIh8NuqBF4mlfHx8KFeuHEuXLuXQoUP88ssvKt7lu+Ps7MypU6dIlCgRuXPnZvfu3caOJCIiIvLZqIAXiYV27txJ7ty5SZYsGSdOnCB37tzGjiRiNPb29ixdupTBgwdTtWpV+vfvryH1IiIi8k3SEHqRWCQsLIyBAwcyfvx4Jk6cSNOmTdXrLvKaM2fO4O7uTrJkyVi6dCnJkyc3diQRERGRT0Y98CKxxL179yhdujR//PEHR44coVmzZireRf4hV65cnDhxglSpUuHk5MT27duNHUlERETkk1EBLxILbN26FScnJ9KnT8/x48f54YcfjB1J5KtlZ2fHokWLGDVqFDVq1KBXr16EhYUZO5aIiIjIR9MQepGvWGhoKH379mXq1KlMnTqVhg0bGjuSSKxy4cIF3N3diRcvHsuXLydlypTGjiQiIiLywdQDL/KVunPnDq6urmzatIljx46peBf5ANmzZ+fYsWNkyZIFJycnNm3aZOxIIiIiIh9MBbzIV2jDhg04OTmRI0cOjh07RrZs2YwdSSTWsrW1Zc6cOUycOJG6devStWtXQkNDjR1LRERE5L1pCL3IVyQkJISePXsye/ZsZsyYQb169YwdSeSbcvnyZdzd3bG1tWXFihWkSZPG2JFERERE3pl64EW+Ejdv3qRYsWLs2rWLEydOqHgX+QyyZMnCkSNHcHJywsnJiXXr1hk7koiIiMg7UwEv8hVYs2YNzs7O5MuXjyNHjpA5c2ZjRxL5ZtnY2DB9+nRmzJhBw4YN6dChAyEhIcaOJSIiIvKfNIRexIiCg4Pp2rUrixYtYvbs2dSqVcvYkUS+K9euXaN27dqYmpqycuVK0qdPb+xIIiIiIm+lHngRI7l+/TpFihTh0KFDnDx5UsW7iBFkzJiRQ4cOUahQIfLkycOqVasM+7p06YK/v78R04mIiIhEpwJexAg8PDzIkycPRYsW5eDBg2TIkMHYkUS+W1ZWVkyaNIl58+bRokUL2rRpQ1BQEIcOHWLKlCnGjiciIiJioCH0Il9QUFAQHTt2ZMWKFcyfP5/q1asbO5KIvMbb25vatWsTGhpKu3bt6NKlC97e3jg4OBg7moiIiIh64EW+lCtXrlCwYEE8PT3x9PRU8S7yFUqWLBlbt26lVKlStGvXjoQJEzJ58mRjxxIREREBVMCLfBFLly4lX758lClThv3795M2bVpjRxKRNxg4cCAJEiRg7dq1/PDDD3h7ezN48GAePXpk7GgiIiIiGkIv8jkFBATQrl071qxZw8KFC6lcubKxI4nIf3jw4AFnzpzh7NmzHD58mN27d7N06VLKly9v7GgiIiLynVMBL/KZXLx4EXd3dxwdHVm+fDmpUqUydiQREREREYnFzI0dQORbEBAQQNOmTVm0aBGWlpYsXLiQ3377jbZt2zJw4EAsLCyMHVHkswsKCiIkJMTYMUS+SpaWllhbWxs7hoiIxHIq4EU+genTp3Pt2jVCQkJo0aIFmzdvZtWqVbi5uRk7msgXERQURLq0afB58NDYUUS+SkmTJMb75i0V8SIi8lFUwIt8pJcvXzJy5Ej69++Pi4sLSZIk4fTp0yRPntzY0US+mJCQEHwePOTKtoXYx7E1dhyRr8qLlwFkdmtESEiICngREfkoKuBFPtLUqVOxs7OjW7dudO7cmQYNGhg7kojR2MexxcFOBbyIiIjI56Bl5EQ+wrNnz+jXrx937twhXbp0TJgwgezZszNhwgRjRxMRERERkW+MeuBFPsL9+/dJliwZFStWpFChQuTKlYusWbNiaWlp7GgiIiIiIvKNUQEv8hGyZ8+Ot7e3sWOISCx0694DWvUbz9a5I4wdRURERGIJFfAfQEslyfdOyyGJfJjV2/8ka/rUZM+Y5l/b3bznQ48xc3gREMBzP39qupWgY+OfvlDK97Pv+Gk6DpvGqTUzDdsWrN7Gyi17CQwKJluG1Ezp2xYzM7Nox2Us25CMqaMm+8yRKQ1je7T+orlFRERiIxXw7ykoKIh06dLh4+Nj7CgiRpM0aVK8vb1VxIu8p61/HidhPMf/bPfboMkM7diU3FkzAODnH/DZMj166kui+P+d6U1+6T+BkNBQnvr6R9seP649m2cNw8TEhF8HTsRj6z7qVipl2B8ZGUn8uPYafSAiIvKeVMC/p5CQEHx8fLhz5w4ODg7GjiPyxfn5+ZEqVSothyTfnVv3HtCk5yiyZ0yD58VrZEmXip+rlGH8glX4PHpKtxa1ca/gyuJ1Ozh25hJPfV9w854PP2RKx8xBHRm/4A92HDrJmcs3qFA8P41/dCM8IoIuI2dw+tINwsLDWTa2N8kSxcc/IJCIiAjDtV/N7H/n/kM6j5zBi5eB2FhZMmNQRxLHj8up81fpMXY25ubmZM+QmvW7D3Nl28J/vZ+wsHBmrtzIxj2H2TLnwwrp8T1bY2NtRbYKTaJtr1qqsOHnnJnT8fDJ82j7/fwDcLSL80HXFBER+Z6pgP9ADg4OKuBFRL4zZ694s2hUD1ImTUS1X/syc+UG1k8fzMOnzynXpDvuFVwBOHrmEnsWjcXW2oqKLXtx2PMCHRv/xMXrt6hftQzFXXJx694DPC9eY3Lf38iaPjXDZy5jweqt9GxVj3E9WtO01xiqlylCpyY1sY8TVcB3GjGdMd1+IU2KJKzffYjRczwY3qkZLfuOw2NiP9KnSsbR0xeZsWLjv97HnqNejJq9gprlS7Bp1jDD9is379Ju8JQY7TfNGhpjCDyAjbXVv14nMCiYFZv2MHNQx2jb/fxfcu/BY8o07kr8uPb0a9OQHzKl/ddziYiIiAp4ERGRd/ZD5nSkTJoIgLw5MpMiSUJMTU1JmjA+waGhhnZuRfMRxyZqhEqBXFnxvudDIefsMc+XKS1Z06cGIH+ubKzatg+APDkycXD5RKYuW0/xnzsyb1gXMqVNycGT52nVbzwAYeHhpEmRhKu37pE2ZVLSp0oWdb3c2UiWKP5b72HwtMVs3HuULbOHE9/RPtq+zGlTfrJh7a8m6evYuKbhHl9JlSwxFzbPA+CQ53nqdxmG17pZn+S6IiIi3zIV8CIiIu/IysLC8LOZqSmWFv//36ipiYnhZ+vXlpK0MDcnPDz8jeeL3s6M8PD/D5u3tbGmazN3SubPTecRM1gzdRApkiaMUWB7XrgaLQdASGjYW++he4s6JIoflwbdhtO8ZkWqlymCyd/Z37cH/m2OnblEr3FzmdKvbYzi/Z8KO+fALo4NT577kSCuRraJiIj8GxXw3zBXV1cWLFhA2rRpjR1FREQAaytL/AMC/7Od58VrOGfLCIBdHBtsbKxwtI+DuZkZhz0vUMg5Oy8Dg3jw+BmZ06Xi9KXr/PXgMcmTJGTrn8d56vviree2tLDglzpVaFitLNOWr6dSq95s/nsY/afqgW8zaBIbZgwhacI3jwTwffESO1trzMzMuHj9NkHBoSreRURE3oEKePkqDR48mH379vH8+XNcXV0ZPXo0fn5+VKtWzdAmNDSUCxcu8OzZMx4/fkyLFi3w8/MjPDyc2bNnkylTJo4ePUqfPn0ICQnB1NSUBQsWkCZN1PJNAwYMYOPGjZiZmTFo0CDc3Nx48eIFbdq04f79+zx9+pRevXrx009RSzf5+fnx66+/cunSJczNzVm5ciVp0qShTZs2XLp0iefPn1OvXj06d+4c7V6OHj1KwYIFiYyMBODkyZN069aN8PBwkiZNyty5c4kTJw7r169n0qRJBAUFETduXJYsWULcuHFp0qRJtLXmjx8/zqFDh8idOzcpUqQgU6ZMAOTMmZPJkycDMGvWLGbOnImZmRm//vorjRs3BmD9+vUMHDgQCwsLqlWrRs+ePaNlDQgIoHHjxty6dQtbW1vmz5+vL4BEPqGf3Irx26DJeF64Rv2qZd7absKCP7h66x7xHe2xsrRgfM9fAZg1uBMdhk7F1NQUM1NThndpTvpUyRjT/Rd+ajcQR7s4FMmbg5RJEv5nFlsba7o0dadFrUqf7P4AfB4/5da9BzTuPsqwrZBzdvr/1pDOI6YzsF1jLt24TfuhU6O+lDA3Y96wLp80g4iIyLfKJPJVVSHvxM/PD0dHR3x9fY0yiV1kZKRhqON/MVYP/PtkfBs/Pz/D8y1ZsiTjx4/HyckpWptp06bh5+dHjx496NKlC1myZKFFixZs27aNefPmsXLlSl68eIGdnR0mJiYsWLAALy8vJkyYwIEDBxg/fjx//PEHDx48oFixYpw/f5779+/z6NEj8ubNy7Nnz3B2dubKlStYWlrSpEkTSpYsScOGDaPd56usYWFhZMuWjePHjxM3blwAwsPDqVatGkeOHOHx48cA5MqVi82bN5MyZUomTpyIv78/vXv3xtfXF0fHqKWcBgwYQNy4cenQoUO0ez537hzdu3dn06ZNREZGkjt3bs6cOROtza1bt6hbty779u0jNDSUfPnysXfvXuLEiUORIkXYv38/ceLEwdXVlUmTJuHs7Gw4dsiQITg4ONCuXTu2b9/O1KlTWbduXYzfG2P+GZCv06t/L+4f+N0wY7oYT7YKTbi4Zb6xY8jf/PwDSFa0lv67KSIiH83U2AG+BcHBwTRu3JgiRYqQN29ewxrxI0eOpGDBgpQrV46OHTsaekEbN27M3r17Dce7urpy8+ZNw75ixYrh7OzM4sWLAViwYAG//fYbFStWZOjQoTx79oy6detSunRpSpUqxZUrVwC4efMmFSpUoGTJkjRo0ICXL1++NXNERAQ9e/akdOnSFCpUiA0bNgBRheOr7fPmzaNx48YMHjyY4sWLs23bNi5evEiFChVwdXWlcOHCbN26FYC9e/dSt25datWqRdu2bT/6mb76C86TJ08IDQ0ldero71AGBwczZ84c2rVrB0DKlCl5+PAhAI8fPyZFihQA2NvbY2JiQkREBJcvXzYUqx4eHjRr1gyAJEmSkCdPHo4dO0bq1KnJmzcvAPHixSNBggS8ePGChw8fcvnyZUPxDhi+pHiV9d69eyRKlAh7+/9PCjVs2DDq16+PnZ2dIZu1tTUpU6YEoGbNmoZn+Kp4DwkJwdvbm9y5c8d4LgMGDGDQoEHA/wumf/rjjz+oX78+FhYW2NraUrVqVXbs2MG2bdsoV64cDg4OmJmZ8fPPP7N58+YYxzZpErUcVLly5fDy8kLf8YmIiIiIfB00hP4T2Lx5M7a2thw8eJCIiAgiIiLYuXMn+/fv58CBA5ibm9O6det3Olfnzp3JmTMnz58/J0+ePDRo0ACAgwcPcuTIEaysrGjatCldunQhb968eHp60q1bN9auXUuTJk0YMmQIRYoU4caNG+TKleut11m0aBGJEydm165dvHz5kgIFClCpUtQwyjNnzrBz505MTEzYv38/f/31F/v37ycsLIx8+fKxbNkysmfPzuPHjylevDh58uQBYN++fZw/f5548eLFuJ6vr2+04e+vLF261FBsv87Ly4tWrVpx48YNpk2bRvz40d+jXLhwIdWqVcPWNqqnr2XLlhQoUIClS5fi5+fHqVOnDG1r167N/v37KV26NIMHDwbg9u3bhqH0AKlSpeL+/fvRrnHo0CHs7OxIkCABu3btIl26dPz888/cvn2bQoUKMXz4cMzMzNi6dSu9e/fGx8eH5cuXGyZ62rRpEzdu3KBv37706NEDgAQJEuDn58f58+fJkSMHmzZt4tGjR4ZrFitWjIsXL9KsWTNKliwZLc/ly5d59uyZ4QsGX19f7t69S9GiRUmQIAFDhgwhZ86c3L59m7Jly8a4N3Nz8xj3fO7cuWjX8Pf3j/YFROLEiXny5AkJE/73cFwREREREfm8VMB/Ak5OTvTu3ZspU6bQtGlTbG1t2b59O02bNsXcPOoR//TTTyxZsuQ/zxUQEED//v25ePFitIKydOnSWFlFrbe7bds2bty4YdhnYmJCQEAAT58+pUiRIgCkT58+xpDz123cuJG7d+8ahkeHhYUZCskKFSpEGwL/qrC/cuUKqVKlInv2qKWQEiZMSNmyZTl69Cj29vYULlz4jcU7RPUuvz7q4L84OTlx9OhRHj9+TI0aNUiVKhUFCxY07J8/fz5r1641fG7evDlDhgwxDFevW7cuu3btAmDlypVEREQwZswY2rdvz9SpUwkODjb83gCYmZlhavr/ASkrV65k2rRpLF++HIBHjx5x6tQp9u3bR8KECWnZsiVz586lZcuWlC9fnvLly3P79m2qVKnC+vXrCQwMZOTIkYbe9VdMTExYsWIFnTt3xsTEhPLly5MoUSLD/j///JOQkBC6dOnC6NGj6dq1q2Hf7NmzadOmjeFz6tSpDe/GHzhwgJo1a3L58uW33ltwcDA2NjZvvWeI+vfgdW9qIyJfPw2fFxER+Tbpb+afQLp06Thy5AhBQUG4uLhw584dAgMDsXxteaCQkBDDz+bm5oS+tl5wcHAwALt27aJ///78+OOPLFy4MFqv86sh2K+O37t3r+HXnj17CAoKirHEz+vX/Kfw8HCmTp1qOMelS5dIkiRJjGu9/jksLOyNxdyr6/7zuNf5+vri6uoa49e9e/feegxEfUng7u7OgQMHDNvOnj2Lo6OjIS9E9Za/6uEvWLAgvr6+hnfOAUxNTfn111/Zty9qjeXkyZNz9+5dw/47d+6QKlUqAHr27MnevXvZtm0byZMnB6J6ogsVKkTixIkxNTWlRo0aMd49T506NWXLluX48ePMmjWLBw8eULhwYZycnPjrr79wcnIiMDAQJycntm7dypYtW3ByciJHjhzRzmNpaUnLli0NWSHq2a9fv97wZco/FS1aFHt7e548efLWe/u3e37FysqKoKAgw+dnz57FGP0gIiIiIiLGoQL+E3j8+DF2dnZ06dKF0qVLc/LkSQoVKsSSJUuIjIwkIiKCpUuXGtpnyJCBgwcPAnDjxg1Onz4NgKenJ6VKlcLJyYmzZ8/GGNL9irOzM8uWLQP+PxN7/PjxCQoKwtPTE4BTp05x9uzZt2YuUaIEs2bNMnz28vL6z/vMmjUrV69e5cKFCwA8ffqUP//8k0KFCv3nsa964P/5603D50NDQ7l+/ToQVbhu376d/PnzG/Zv2LCBqlWrRjsmefLkhnv39vbG19eXBAkScOnSJUObzZs3U6BAAQAqV67MggULAHjw4AGXL18mX7587Nmzh2vXrjF9+nSsra0NxxYsWBAvLy98fX0B2LlzJ3nz5uX58+c8ePAAgMDAQA4ePIizszPjxo3j8uXLeHl54eXlRfLkyfHy8sLGxsbQyx0QEMDAgQMNvepvywpw7NgxnJycDKMwIOpLkVdrS1+4cIGgoCASJEhA5cqVWbx4MeHh4bx8+ZKtW7dSvnx53NzcWLt2LQEBAYSHh7N06VLDDPuvuLm5Gf5d3bFjxzv93orERuWb9eDWvQfGjiEiIiLyXjSE/hM4ceIE3bt3J2HChKRMmZLy5ctjaWnJwYMHcXFxIW7cuJQoUcJQlLZo0YKaNWtStGhRMmXKZBjqXqdOHWrWrMmmTZtwcXGJMXHbK5MmTaJZs2ZMmzYNExMT+vTpQ/bs2Zk/fz4tW7bExsaGXLly/Wvx1bp1a3799VdcXFywtramSpUq/zrkHqJ6hpctW0abNm2IjIzE3NycyZMnv3XY/IeKjIykSZMmhIeHY2Jiws8//0zx4sUN+w8cOMDAgQOjHTN//nzatm1LSEgI4eHhLFiwABMTE9asWcPvv/+Oo6MjKVKkMCyzVr16dcOXDxEREUyYMAETExOOHj2Kp6cnrq6uhnMPGTKEokWLMmLECCpWrIiZmRlOTk40atQIHx8fatSogYWFBSYmJnTt2pUMGTL86/316tWLw4cPExAQQKdOnciZMycAU6ZM4dixY9ja2pIjRw7Gjx8f7Z5dXFyinefChQu0bt0aR0dHLCwsDIW3s7MzFStWpEiRIoSHh9O7d2/s7e2xt7enW7duuLq6Gp5x+vTpefjwIWPHjmXkyJEMGDCARo0aMWfOHBwcHAxfcojI12X4zGWs330YW2sr2jb4keplivDgyTNa9h2Hn38A8R3tmT2kM/Ed7QkIDKJVv/Hcvv8QW2srZgzsSJoUSYiIiKDj8Ol4XriGuZkpY3u2xjlbRsLDw+k1fh5nLl0nICiYHi3rUqF4/mjXbz90KoFBwcwa3AmATXuPMGzmMizMzankWpCuzdwB6DhsGpdv3sX3hT/uFVxp37AGADsOnWT0nJVERsIPmdIypnsrzMzM2LT3CFOXrSc0NIwEcR2YPaQT9nGi5jq5//AJA6Ysoli+nIYl+F68DCCLW2NyZUkPQKmCTnRrUYf7j57SecR0fP1f4v8ykKEdm1E07w/4vnhJ016jCQgM4mVgMP1/a0jpQs6Eh4fTbfQsLnvf5anvCxpVL0erOpUBOHr6Il1HzcLMzJS8OTIzqmuLaKPR3vYcRUREPgctI/eePnQJrb1797JgwQIVRBLraRk5eZOvYRm591nCsnyzHswcFFXIfkmfYpnNJet3cvDUOab1b4+JiYnhnL8OnEilEgWo5FqQeau2cOH6bcZ0b8XI2Suwj2PLr/WqsvPQKWZ5bMRjQj+Wb9qN18XrjOzSgks3btO01xgOrZjElv3H8Niyj/nDu/LU9wXF6rXn/KZ5hut7XbpOy77jcMqagVmDO/EyMIjSjbqwfd4o4thYUb55T0Z3b4VT1gz4+QfgYGdLWFg4eX78hf1Lx2NiYkLZpt3YOX80Dna2dBs9izzZM1GnUkk27ztK2cJ5sbAwZ+TsFQB0b1GHnYdO0XfifJIlis+PZYvSoFrURJ137j+k3ZCprJka/Uvds1e8iWNjTfpUybh5z4cav/Xn1JqZhIaGER4RgbWVJbfuPaB2x8Ec8ZhCQGAQBz3PU7ZwXoJDQilarz2rJw8gZdJEFPu5AyvH9yVFkoQ07jGKGuWKUrVUYcO13vYcX6dl5ERE5FNRD/x34PXeZIC8efMyduxY44QRke9KcEgobQdP5vrtvwgKCeGPyQNImjA+Y+f/zobdh7GPY0u2DKl57ufPrMGdaNl3HPWrlqG4S9QqGq8X2i37jsP7rg/+AYG0bfAj9SqXYvG6HXheuIb3XR8KOmWjZe1KdBg2jUdPfYmMjGRSn9/IlCYFt+49oP2wqQQHh5A8SUJeBga9NXNERAQDpizixLkrBAYF07WZOxVLFGDo9KUEh4Zy4twVald05eDJc6RPlYzdRzzp2rw2qZImosfYOQQFhRASGkqPVnUpVyQf+4+fYe4fWwgPCydxgniM6/luq5K8zWyPTayeMtDwRcCrfx44cY6p/aKW1qxdqSRF67YHYO3Og2yfNxKAMoXz8NvgSURGRrJ6+58Mahe1bGTW9KmxtDDnrwePSZowHn7+LwkLC8f3hT+JE/x/lFVAYBB9J8ynT+uf2bjnCAA7D52kdKE8hi9uald0Zfufx3HKmsGw7a+HT0gYzwH7ODacvnSDLGlTGvb9WKYoc1Ztpk6lklQs8f9Xh3JmTseuw1ErihTJk4PDKyczdPr/X0cDeObnT/y49vxTzszpDD+nTZGUwKCoOWEsLMyx+Hv7xRu3yZ01asSUrY01ZQtHrfBhZWlBpjQpePzMl8fP/UiXIikpkkStxFGvSinW7TwUrYB/23NMnkSrd4iIyKenAv478D6zv4uIfErbDhzH1tqKXQvH/L3MZiS7j3hy8OQ5ds4fjbm5Ge2HTn2nc7VrWIMfMqXluZ8/Req2o17lUgAc9rrA3sXjsLK04Jf+E+jQsAbO2TPhdek6fcbPY+WEvvzSfzz92jSkkHN2vO/ep0Ct3956naUbdpEoniObZw3jZWAQJep3onyxqFdYzl3xZtPMoZiYmHDw5DnuP3rK9nmjCAsLp2i99swf3o1sGVLz+Jkvbs264/T3UOoDJ89x4o9pxHOIWWz6vnhJ7Q6DY2yfN6xLjCIwNDSMgKBgJi1aw2Gv8yRLlIBR3VpiZWGBo30cQzEfx8aa4JCoyVJfBgQZhqEDJIoXlyfP/bhz/xGpkyc2bE+ZJCE+j5+RJ0cmEsWPS66qLXjm94KV4/sa2rQZNJmOjX/C/LVJU+/cf0TqZNHPc+HaLQC2HzzBwCmLePD4OQtGdMPMzIz0qZJx5vIN7j98QrLECdh24DiPn/lGu8+IiAjm/L6Z3+pXB8DG2oo38Q8I5OS5K5Ru1IVUyRIzuH1jUr2WBeD3rfsonOf/k4WOmefBknU7sbG2YvWUgf88Jddv/8W123+RM3N6tuw/Fu18KZMkwufx02jt3/YcVcCLiMjnoAL+C3k167qIyPckV5b0DJyyiBkrNtCwWllsbazZddiThtXLYW4eVQRWK12YFZv2/Oe5AoOCGDJtCZe97+Dz+Jlhu2uB3FhZRvWr7jx0ipt3fQz7TEyieo2f+vlTyDlqCcx0KZMZ3pl+k61/Hufeg8ds2nsUiFq149HfBWa5ovmiDYF/VdhfvXWPlEkTkS1D1NwlCeM5UrKAMyfOXsbO1oaCubO9sXgHcLSPw9a5I/7z/gGe+Ppx864PlVwLMLBdI5Zu2EX30bMZ2bWF4Xm+YvH357C/J7t8xczMFFNTU0JCQ6MV4mZmZpiYmjB31RbiOthxftNcHj59jnv7QayaNIAFq7eSLX0qShV0Zv/x/6/CERwaGq3ANjUzxdQ06hmVK5KPckXycef+Q2q2H8TvE/qROnliJvRuQ9Neo7G1saagU3YSxnP8/z0+9+OX/uMpVzQfpQo6/+vzKOycA691UROyrtlxgOZ9xrJt7kjD/mnL1rPz0EkWjuxu2NalqTtdmrqz//gZarUfyJ9LJxh+T/cdP82AyYtYOKI75uZmBIeGRnuuZq/d2ytve44iIiKfgwp4ERH5bNKmSMqeReOY98cWiv/ckbXTBhEUHIylxf//9xMSGmb42dzcjNCw/xecwX8vubnnqBcTFv7BoHaN6Zy2FjmrtDC0sbOxee140xjF8FPfF5j9YwnM16/5T+HhEYzv2Rrn7Jli7ItjY/3Gz2Hh4TEKO8Aw2dk/j3vd+/TAJ3B0IGmi+OTPlRWAH8sUYfyCP0gUz5GHT/7/pUZgULChqLaytCAoOARrq6ilTZ/7+RPf0Z6kiRJw78Fj0qdKBsC9B49JmSQRg6cuZkiHppiYmJAkQTwK58nBgZNnmblyEwnjObB6xwFeBgbxzPcFvcbN5YfM6bh26/9Lgt7zeUyKJImi5U6VLDGlCjpx8vwVUidPTMkCTpQs4AREvdP/6juRa7fu0bLvOIZ1akZBp+xvfWZv8mPZovQaNxeImmugeZ+xZEiVnFWT+r9xCdRXr2k8ee5HwniOzPbYxN5jp1kzZSBxHaKWRU2WKD5b9h8zHHPXJ+oZve5tz1FERORz0DJyEiukTZvW2BFE5AM8fuaLna01HRr9hGuB3HheuEb+XNlYsWmPYZnNlZv3GtqnS5mMI15RS1V6373P2SveAJy+dJ0SLrnJnTUD56/ejDGM+ZXcWTIYzhcaGsbF67eJ72hPcEgIXpeiVgLxvHiN89duvjVz0bw/MO+PrYbPp/8+7t9kSZeS67f/4uL120DUlwaHPM9TIHfW/zz2VQ/8P3+9aQi2hYU5mdKkwPPiNQB2H/HEOVtGTE1NyZEpLXuOegGwYtMeqpSMWomkdKE8rNwcNcJh12FPQ/FfoZgLS9bvBODSjdtYWVmQKL5jtPMEBYdw8OR5sqRLxbUdizjiMYUjHlOY2q8dFUsUYFinZpQpnIcNew4TEBhEeHg4KzfvpXqZwjz38+fB318qBAYFc8TrouGd87C/v6R59NSXGSs20Ki6GwC/DZrMlH7t3rl4f+r7wvDzvuOnSZsyKQCL1+0kSYJ49PqlXrTi/eY9H8OrBTfu3Cc0LJyE8Ry5duseKzfvZdHI7obiHcAlZxY8L1zl4dPnQNSXDT+WLRotw9ueo4iIyOegHniRt9i2bRvDhg0jLCyM3LlzM2XKlDf24ojI2526cJW+ExeQIK4DKRInpGyRvFhamHPE6wLFfu6Ao30ciuXNyY079wFoUsON+l2GU6ZxVzKkTk6uvycjq1W+BD93Gca2A8fJkyMTqZK+uYdzTPdWtB4wkdkemzAxMaFbi9pky5CaGQM70HbQZGysLfkhUzpDEfsmLdwr0WHYVIrV64C1lSUViuc3FJ5vY2lhwbxhXek0fBqRkWBmbsrY7r+8ddj8xxjf81faDJpEWFg4jvZxmNyvLQBju/9Cq/4TGDR1MckTJ2DmoI4A9G5dj5Z9x7FgzXbs49gatresXZk2gyZRqmFnzMzMmNw3al6A7i3q0G7IFNyadScoOIQmNdzInjHNW/Mkjh+Xjo1rUr55TyIjI2lQrQzpUibj/sMn1O08FAtzc0xMoEOjGoZe6lb9x3Pr3gNCw8IY2LaxoeA9ef4KnYZPN5w7fepkTOvf/q3X/vPEGUbMWoGjXRzi2Fozc2DUvZ04d5lDnhc4df6qoe3U/u3wvutD3U5DcbSLg5WVBXOHdgGivtS59dcDKrXsbWjfqk5lfixblNHdfqFWu4FERkLpQs4Ud8lFSGgoXUbOZGLvNm99jiIiIp+DlpF7T1pCyzjSpk3LzZs3v/g1PT09iRcvHnXr1qVhw4ZUqFDhi2b4GunPgLzJxywjt//4GZas32lYU1zkW6Nl5ERE5FNRD7x8kODgYFq1asXVq1cJCgpi06ZNODo6UrduXZ4+fYq/vz8jR46kbNmyDBgwgKdPn+Lt7c3ly5cZNmwYx48f5/Dhw4SGhrJq1SpSpEiBq6srtWvX5o8//uDp06dUr16dfv36xbj2xIkTWbduHYGBgTRt2pQWLVpw8+ZNWrZsSWBgIHHjxmXDhg0ffY9JkiTh2bNn2Nvb4+/vT9KkST/6nCLydSnfrEe0z07ZMzKic3MjpRERERH5dyrg5YNs3rwZW1tbDh48+PfSUBGEhYUxevRoMmXKxKVLl2jatClly5YF4NatW6xfv5579+6RNWtWZs2axciRIxk7dixz5syhf//+ANy4cYOdO3cSGhpKmTJlKFOmDIUL/3+93b1793Ljxg12795NeHg4RYoUoVq1aowfP57mzZvj7u5OcHDwGzNfvnyZVq1axdi+a9cuzMzMYmwfMWIEzs7OxI8fn1KlSuHs/O+zIYtI7POus7+LiIiIfA1UwMsHcXJyonfv3kyZMoWmTZtia2uLubk5t27dYt68eVy+fJn79+8b2lesWBETExNSpkxJvHjx+OmnnwDInTs3y5cvN7Rr0qQJABYWFtSqVYsjR45EK+A3btzIvn37DEvy+fv7c+fOHUqWLMngwYOxsrKiatWqb8ycJUsW9u7d+0739+DBA3r27MnVq1dJlCgRHTt2ZM6cOTRvrp45kU+tuEsuw4zgIiIiIvJ2mpFLPki6dOk4cuQIQUFBuLi4cOfOHebNm8eiRYto0KABixYt4vXpFays/r9GsJmZmeGzubk54a+tUWxpaWn4OSAggDhx4kS7bnh4OH379mXv3r3s3buXc+fOkTdvXqpXr86qVavYuXMnpUuXJiIiIkbmy5cv4+rqGuNX+D/WSAbYv38/xYoVI3HixJiYmNC8eXPWrl37wc9LRERERETkY6mAlw/y+PFj7Ozs6NKlC6VLl+bkyZOcOnWKypUrkz17drZs2fJB5121ahUAL1++xMPDgzJlykTbX6JECebOnUtYWNQazl5eXkBUj3m6dOmYPHkyjx8/xtfXN8a5X/XA//PXm4bPZ8+enYMHDxISEgLAli1byJEjxwfdk4jI55StQhNjRxAREZEvREPo5YOcOHGC7t27kzBhQlKmTEn58uVJly4dTZo0Yfr06R88W/vLly9xc3PD19eXzp07kyFD9KWbqlevzpEjR8ifPz92dnbkyZOHCRMmMHPmTNavX4+DgwN169YlXrx4H3V/OXLkoFmzZpQoUQILCwtSpkzJzJkzP+qcIiLfkn3HT9Nx2DROrYn+38bhM5exfvdhbK2taNvgR6qXKWKkhCIiIt8eLSP3nrSE1ufj6urKggULSJs2rbGjyL/QnwF5k49ZRk4+TrYKTbi4Zf4XveYv/ScQEhrK7iNe3Ny91LB9yfqdHDx1jmn922NiYkJkZCQmJiZfNNvXSMvIiYjIp6IeeBERkU8oOCSUtoMnc/32XwSFhPDH5AE42sWhcY9RPPN7gX9AEIPbN6F0IWeGTl/KM78X3Lz3gKs37zKgbSNOnr/CsTOXCA0LZ+noniRPkpDyzXrwk1sx1u46yDNff6qULEjPVvViXHvq0nVs3HuEoOAQGlYrS5OfynPr3gN+GzyZoOAQHO3jsGpS/4++x/E9W2NjbRVj+P5sj02snjLQULSreBcREfm0VMCLiIh8QtsOHMfW2opdC8f8vcxmJGHh4Qzt2JSMaVJw2fsOrftPoHShqKUpb99/yO8T+/HXwyc4V2/F5L5tGdKhKRMXrWbBmu30+iWqUPe+68OmmcMIDQ2j8i+9KVnAiYJO2Q3X3X/8DN53fdgyezjh4eGUbtyVSiULMnnJWhr/6MZPbsUIDgl9Y+YrN+/SbvCUGNs3zRr6xnlCbKytYmwLDQ0jICiYSYvWcNjrPMkSJWBUt5YkSfBxrzSJiIjI/6mAl6/Guy7xJiLyNcuVJT0DpyxixooNNKxWFlsba8zNzbh9/yGL1u3g6s27+Dx+ZmjvVtQFExMTUiRJSFwHO8M74zkzp+P3rfsM7RpUKwuAhYU5P5YtyrGzl6MV8Fv+PMaBk2cp36wHAP4BQdzzeUQJl1yMmL0cK0tzKrkWfGPmzGlTsnXuiI+67ye+fty860Ml1wIMbNeIpRt20X30bBaM6PZR5xUREZH/UwEvIiLyCaVNkZQ9i8Yx748tFP+5I2unDWLXEU/+PHGWzk1qkSpZIlx++tXQ3tLi//8rNjM1xcrSAgBzMzPCwyPe2C4gMBhH+38usxlBj5Z1Y0wa55w9EzmzpGPy4jVMXbaeTTOHYmoafRGa9+2Bf5MEjg4kTRSf/LmyAvBjmSKMX/DHOx0rIiIi70bLyEk0N2/exNXV1dgxRERircfPfLGztaZDo59wLZAbzwvXOH3xOhWK5SdbhtRsP3Dig867ZucBAF4GBrF6x5+ULOAUbX+xvDlZuGY7YWHhAJy+dB2AB0+ekTZFUsb2aM2T5374+r+Mce5XPfD//PWuxTtEjQzIlCYFnhevAbD7iCfO2TJ+yK2KiIjIW6gHXr4qz549Y/jw4djZ2dGvXz8AevbsyeHDhw1tzp49y7x586hWrRqhoaEsWrSIDRs2sHbtWkOb9evXM3DgQCwsLKhWrRo9e/YEoHPnzuzatYu4ceMCsHTpUvz9/WnVqpXh2BcvXhAREYGnpyfr169n4sSJhISEkDBhQhYtWoS9vT1nz56lbNmyZM0a1dPUoEEDmjVrRkREBG3atOHkyZOYm5szZcoU8uTJE+0eDx8+TPv27TEzMyN//vyMHz8+Rm+YiMRepy5cpe/EBSSI60CKxAkpWyQvaVIk4Zf+E5jz+ybKFsn3QecNCAymauu++Pm/pF2DH0mfKlm0/VVKFeLY2UsUr98RO1trcmfNSO6sGZi3agub9h3FPo4ttcqXIJ6D/ae4zTca3/NX2gyaRFhYOI72cZjcr+1nu5aIiMj3SMvIvadvfQmtmzdv0rhxY6O8j37+/Hlq1apFzpw5yZYtGwMGDIjR5uHDh1SpUoVDhw5hZmbGDz/8QNGiRbl06ZIh88uXLylSpAj79+8nTpw4uLq6MmnSJJydnWnatCm//PIL+fPnf2uObt26kSdPHurUqcOGDRsoX748FhYWDBkyBIA+ffqwf/9+VqxYwbRp06Idu2TJEk6dOsW4ceO4ePEiP//8M6dOnTLsj4yMxMXFhbVr15IyZUrq1atHrVq1+PHHHz/+AX4h3/qfAfkwWkbu8yrfrAczB3UkTYokxo4iH0DLyImIyKeibr/vQKlSpaIVkW5ubpw/f56ePXtStGhR8ubNy8iRI2Mct2DBgmhF9IABA1iwYAEAZ86cwc3NjZIlS+Lu7k5AQMBH58yYMSPnzp2jQoUKb20zcuRIunXrZhjWefz4cXr06BGtzbZt2yhXrhwODg6YmZnx888/s3nzZiCqhz9BggRvPf/Dhw/Zv38/tWvXBqBKlSpYWES9j5o7d24ePHjwr+fx8PCgefPmAGTLlg1LS0vu3btn2O/p6Un69OlJmTIlAA0bNjRkExERERER+Tcq4L8DDRo04PfffweiClR/f39y5MhBvXr1OHDgAEePHmXGjBkEBga+0/nCwsLo3LkzK1asYM+ePRQqVIhZs2a9sW3Pnj1xdXWN9mvu3LlvbGtlZfWvQ8mfPXvGzp07o/VW29jYxGh3+/Zt0qRJY/icKlUq7t+/D0B4eDgNGzakWLFib8w8YcIEWrduHWPt4oiICGbMmEG1atWAqF7+devWUbhwYVq2bMnTp0//89rvsl9ERERERORt9A78d6BmzZoULlyY4cOH4+HhQYMGDQAwNTVl6NChXLhwAV9fXx4+fPhO57t06RJnz541FNJBQUGULFnyjW2HDx/+aW6CqPfVGzVq9J/viwcHB0cr7M3MzAzHrF+/Hoj6MqBatWpkzJiRUqVKAVFfTGzcuJH+/ftHO9+TJ09o0qQJFSpUoEyZMgDUq1ePevXqERkZyfjx4+nQoQOLFi0iODgYc3PzN177VbZ/2y8i8iYfu8SbiIiIfBtUwH8H7O3tyZEjB6dOnWLNmjWsXr2ay5cv06xZMyZMmEC7du0oX748/5wOwdzcnNDQUMPn4OBgIKoX28XFhQ0bNvzntf85AR38f8K397Vw4ULWrVv3n+2SJ0/OlStXDJ/v3LlDqlSporWJFy8e7u7ueHp6Ggr4LVu2UKhQIaysrAztrl69SqNGjRgzZgyFCxeOcS0TExNatmxJoUKFDNe+e/cuGTJkAODu3bvRrp08eXI2btz4r9lE5Ot2694DWvUbr6JaREREvjgV8N+JBg0aMGXKFJIlS4ajoyM7duwgT548FCxYkJs3b3L69OkYx2TIkIF58+YRGRlJcHAwW7ZsIUuWLGTJkoXz589z7do1MmbMyKNHjwgNDSV58uQxzvGpeuDv37+PiYnJG6/xT25ubowaNYqePXtiZWXF0qVLmTdvHhDVm54gQQJCQkLYsGEDvXr1Mhy3YcMGqlevHu1cLVq0YPbs2eTIkSPa9lfnAVi1ahX58kXNKl25cmUWLFjA4MGDuXjxItbW1iRKlMhwXIECBWjZsiUPHz4kceLELFiwgBYtWnzQMxGR789l7zv0HDuHwOAQwsLCmdi7DdkzpuH+o6d0HjEdX/+X+L8MZGjHZhTN+wO+L17StNdoAgKDeBkYTP/fGlK6kDMA9ToP5ZmfP37+L2lb/0fqVIoaSXX09EW6jpqFmZkpeXNkZlTXFoaRQp4Xr9Fp+HQWDO8WbUK9a7fu0X3MbNo3rEFxl1xA1HJ6vw2ajN/LACLCI5jSry0Z06SgVb/x3Lr3wHDsyfNX2LVwDLmypDds6zF2DnuPehHX3g6AecO6kDxJws/7cEVERGIBFfDfCTc3N1q2bMnChQsNn6dPn07RokXJnDkzuXPnjnFMoUKFSJ8+Pfny5SNZsmQ4OTkBYG1tzbx586hTpw62trZYW1sze/bsz5r/zz//xMXF5Z3aJk6cmG7duuHq6kpkZCRNmjQhffqovxi6u7sTHBxMWFgY9evXp0SJEobjDh48yNChQ6Od6/jx47Rp08bwOWPGjMyZM4dly5axcOFC4sSJQ7JkyQyz0f/666+0aNGCwoULY2ZmZnjP3sPDA3t7eypUqMCkSZOoUqUKkZGRlCtXDldX1495NCLyHXn6/AUzBnUkcfy4HPI8T9fRM9k0cxiPn/kypENT0qdKxs17PtT4rT+n1szE1tqKpWN6YW1lya17D6jdcTClC00BYMbAjjjY2fLiZQB5a7SmTqWSREZG0nnkDFaO70uKJAlp3GMUG/ceoWqpwgyZtoST56/ywj/6pKUL12xj8bqdMbKOnf87bkXz0eSn8uw4dJJBUxezaFTUbPqvnL92k74T5kcr3gGe+/kzpW9b8uXM8hmeooiISOylAv47YW5uHm02dHt7e3bt2vXGtq8vITdnzpw3tnF1deXEiROfNOMrjRs3jrHN3d0dd3f3N7ZPmzZtjGXvGjRoYHjX/3Vvu2eIWsbun16+fPnGtm3btqVt25jrG1tZWbFo0aIY21/PXrZsWcqWLfvWHCLy5VVo0ZNhnZrhnC0jAFVb92VE5+as2LyHQ6fOExgcTI1yxejcpFa04xav28Htvx7Su/XPAAydvpTUyRPToFpZzl7xpvf4eYSGhpIwniMzB3XE1sb6o3IWcs5u+Dln5nQ8fPLc8PMraVMkJTAoBAALC3Ms/t5+8cZtcmfNYGj3ark/77s+ZEkX9SqP16XrpEuRlBR/93bXq1KKdTsPUbVUYTo3rYWNtRXlm0Vf+cO9giuNfnSjZd9x0banSJyQR0+j8j155keyxDFX7hg2Yxl9f60fY/tzP3/ix9VyayIiIv+kAl5ERL57dSuVYs2OAzhny8jDp895GRBI9oxpcK/gyqB2jQkLCydX1Rb8WrfqO50vLCycnmPnsHh0D+I52DN58Rrm/bGV3+pXj9G236QFHDt9KXqeyiVp9KPbv15j5sqNVClZKMb237fuo3Ce/7/2M2aeB0vW7cTG2orVUwYati9et4PJS9YSGBSMx4R+ANy9/4hUyRIb2qRMkgifx1GrbNhY/39+kNe9bXvTn8pTokEnVm7Zi59/AAdXTIq2/8rNuzzz88c5e6YYx4ZHhNOiz1hMTU2pW6kkTWu+fXlRERGR74kKeBER+e79WLYIpRp1YVC7xqze/id1K0dNbmlqYsKo2Su4eOMOfv4vefTU953Od/nmHc5fu0ndjlGv5QSFhBjeDf+nQe0av1fW8PBwBk5dzF8PnzBjQIdo+6YtW8/OQydZOLK7YVuXpu50aerO/uNnqNV+IH8unYCJiQkNqpWlQbWynL92kwbdRrBn0RiCQ0MxNzczHGtmZoqpafRlNd/VrwMn0b9NAyqXLMSxM5do3GMUm2cNM+yfv3orrWpXeuOxv0+MWg3kmd8LancYTPrUyXHNH/NVLxERke+NCngREfnu2cexJXuGNHhevMb63YdZPrY3V27e5deBExnVtSWt61Wl+q/93rBahxmhYWGGz8F/r9wRHh5B3hyZWTUp+rKUb/I+PfBBwSHU6TSEKiULRSv8IyMjad5nLBlSJWfVpP5vXJ7y1RcIT577kTCeo2F7joxpyZIuJVdv3iNZovhs2X/MsO+uz2NSJkkU41zv4ujpiywY0Q2A/Lmy4uf/ksfPfEkYz5GwsHA27z3KgN8a/es54jnYU6NcMU5fuq4CXkREBBXwIiIiANStVJKZKzaSNGE8HO3jsPuIJ05ZM5A/V1Zu3XvA2SveMY5JnzIZi9buiFqtIySU7QdOkClNCjKnTcnF67e4fvsvMqROzqOnvoSFhb3xPfD36YEfM9eDCsXy0+wfQ8oXr9tJkgTx6PVLvWjbb97zIVmiBFhZWnDjzn1Cw8JJGM+R+w+fEMfWBgc7W5489+PqrXtkSpsCK0sL2g6ezMOnz0kcPy5L1u+kSY1/H8r/NskSxcfr0nWcsmbg5j0f/F4EkODv99pPnLtMrizpsbK0eOOxT577kSCuAyGhoWzed4yuzd48B4qIiMj3RgX8B/Lz8zN2BBGj0L/78q0qUzgvvw2ewqzBHf/+nIfZv2+mTOOuZEyTItpEca8UyJ2NdCmTUrRee5ImjG+YTd3aypLpAzrQqMdIbK2tsLK0ZGq/dh+d8fi5yzx57seaHQcM21ZN7s+Jc5c55HmBU+evGrZP7d8O77s+1O00FEe7OFhZWTB3aBcAHj3zpVaHQdhaW2FmZsa4Hq2xjxM1qd3obr9Qq91AIiOhdCHntw79/y8zBnWk84gZhIaGER4RwcxBHTExiRqOf8jzAnlyZI7W/o9tf2IXxwa3ovlo0G0EISGhhIWHU6dSSYrly/lBGURERL41JpH/HA8o/yooKIh06dLh4+Nj7CgiRpM0aVK8vb2xtv64GbXl2+Hn54ejoyP3D/xumN1cRKL4+QeQrGgtfH19cXDQ7PoiIvLh1AP/nqytrfH29iYkJMTYUUSMxtLSUsW7iIiIiMgXpgL+A1hbW6t4ERERERERkS8q5jS1IiIiIiIiIvLVUQEvIiIiIiIiEguogBcRERERERGJBfQOvIiIfDIvXgYYO4LIV0d/LkRE5FNRAS8iIh/N0tKSpEkSk9mtkbGjiHyVkiZJjKWlpbFjiIhILKd14EVE5JMICgr6JpfYDA0NZdCgQcydO5dx48ZRp04dY0f6pqxYsYJOnTrRvHlz+vbti4WFhbEjfRZaflNERD4FFfAiIiJvcfv2berUqYO/vz8eHh5kzZrV2JG+SZcuXcLd3R07OztWrFhB6tSpjR1JRETkq6RJ7ERERN5g/fr1ODk5kTNnTo4ePari/TPKmjUrR48eJWfOnDg5ObF+/XpjRxIREfkqqQdeRETkNSEhIfTo0YM5c+Ywa9YsDZn/wlasWEHLli1p3rw5I0aM0HvjIiIir1EBLyIi8jdvb29q165NWFgYK1euJFOmTMaO9F26evUq7u7uWFhYsHLlStKlS2fsSCIiIl8FDaEXEREBVq9ejbOzM/nz5+fQoUMq3o0oU6ZMHD58mPz58+Ps7Mzq1auNHUlEROSroB54ERH5rgUHB9OlSxcWL17MnDlzqFmzprEjyWtWrVpF8+bNadCgAWPGjMHKysrYkURERIxGBbyIiHy3rl27Ru3atTE1NWXlypWkT5/e2JHkDW7cuEHt2rWJiIhg5cqVZMyY0diRREREjEJD6EVE5Lu0cuVK8ubNS/HixTl48KCK969Y+vTpOXjwIMWLFydv3rysXLnS2JFERESMQj3wIiLyXQkMDKRjx454eHgwf/58qlWrZuxI8h7WrVtHkyZNcHd3Z/z48djY2Bg7koiIyBejAl5ERL4bly9fxt3dHVtbW1asWEGaNGmMHUk+wK1bt6hTpw4BAQF4eHiQJUsWY0cSERH5IjSEXkREvgtLliwhX758uLm5sX//fhXvsViaNGnYv38/bm5uuLi4sGTJEmNHEhER+SLUAy8iIt+0gIAA2rZty7p161i4cCGVKlUydiT5hDZt2kSjRo2oVq0akydPxtbW1tiRREREPhv1wIuIyDfrwoULuLi4cOXKFby8vFS8f4MqVaqEl5cXV65cwcXFhQsXLhg7koiIyGejAl5ERL45kZGRzJ8/n/z581O9enX27NlDypQpjR1LPpOUKVOyZ88eqlevTv78+Zk/fz4aYCgiIt8iDaEXEZFvir+/P7/++itbt25lyZIllCtXztiR5Avavn079evXp3z58kybNg07OztjRxIREflk1AMvIiLfjLNnz+Li4sKdO3fw8vJS8f4dKleuHF5eXty5cwcXFxfOnDlj7EgiIiKfjAp4ERGJ9SIjI5k1axYFCxbE3d2dnTt3kjx5cmPHEiNJnjw5O3fupHbt2hQqVIhZs2ZpSL2IiHwTNIReRERiNT8/P1q1asXevXtZunQppUqVMnYk+Yrs3r2bn3/+GVdXV2bOnImDg4OxI4mIiHww9cCLiEis5enpSd68eXn8+DFeXl4q3iWGUqVK4eXlxePHj8mbNy+enp7GjiQiIvLBVMCLiEisExkZybRp0yhatCiNGzdm69atJEmSxNix5CuVJEkStm7dSuPGjSlatCjTpk3TkHoREYmVNIReRERiFV9fX5o3b86hQ4dYvnw5xYsXN3YkiUX2799P3bp1KVy4MLNnzyZu3LjGjiQiIvLO1AMvIiKxxvHjx3F2dsbf3x8vLy8V7/LeihcvjpeXF/7+/uTJk4fjx48bO5KIiMg7UwEvIiJfvcjISCZMmICrqyu//PILmzZtIlGiRMaOJbFUokSJ2LRpE61atcLV1ZUJEyZoSL2IiMQKGkIvIiJftadPn9K0aVNOnTrFihUrKFy4sLEjyTfk0KFD1KlThzx58jBv3jzix49v7EgiIiJvpR54ERH5ah05cgRnZ2ciIiLw9PRU8S6fXOHChfH09CQiIgJnZ2eOHDli7EgiIiJvpQJeRES+OhEREYwePZrSpUvToUMH1q1bR4IECYwdS75RCRIkYN26dbRv355SpUoxevRoIiIijB1LREQkBg2hFxGRr8rjx49p3Lgx58+fZ+XKleTPn9/YkeQ7cvToUWrXrs0PP/zAggULSJgwobEjiYiIGKgHXkREvhoHDhzAyckJKysrPD09VbzLF1egQAE8PT2xtLTEycmJAwcOGDuSiIiIgQp4ERExuoiICIYPH46bmxs9evRg1apVWp9bjCZevHj88ccf9OjRAzc3N4YPH64h9SIi8lXQEHoRETGqhw8f0qBBA65fv87KlSvJmzevsSOJGJw8eZLatWuTIUMGFi9eTOLEiY0dSUREvmPqgRcREaPZu3cvTk5OxI0bl1OnTql4l69O3rx5OXnyJHHjxsXJyYm9e/caO5KIiHzHVMCLiMgXFx4ezsCBA6lUqRL9+/dnxYoVODg4GDuWyBs5OjqyYsUK+vXrR6VKlRg4cCDh4eHGjiUiIt8hDaEXEZEvysfHh59//pm7d+/i4eFB7ty5jR1J5J2dPn0ad3d3UqZMydKlS0maNKmxI4mIyHdEPfAiIvLF7Ny5k9y5c5MsWTJOnDih4l1indy5c3PixAmSJUtG7ty52blzp7EjiYjId0QFvIiIfHZhYWH06dOH6tWrM3z4cBYvXoy9vb2xY4l8EHt7exYvXsywYcOoXr06ffr0ISwszNixRETkO6Ah9CIi8lndu3ePevXq8ejRI37//Xdy5Mhh7Egin8y5c+dwd3cnUaJELFu2jBQpUhg7koiIfMPUAy8iIp/N1q1bcXJyIkOGDBw/flzFu3xzfvjhB44fP0769OlxcnJi69atxo4kIiLfMBXwIiLyyYWGhtKjRw9q1arFuHHjmDdvHnHixDF2LJHPIk6cOMyfP5+xY8dSq1YtevToQWhoqLFjiYjIN0hD6EVE5JO6ffs2devW5cWLF3h4eJA1a1ZjRxL5Yi5evIi7uzsODg4sX76c1KlTGzuSiIh8Q9QDLyIin8yGDRtwdnYmR44cHD16VMW7fHeyZcvGsWPHyJEjB87OzmzYsMHYkURE5BuiHngREfloISEh9OzZk9mzZzNz5kzq1q1r7EgiRrds2TJ++eUXWrRowfDhw7G0tDR2JBERieVUwIuIyEfx9vamTp06hISE4OHhQaZMmYwdSeSrceXKFdzd3bGysmLFihWkS5fO2JFERCQW0xB6ERH5YKtXryZPnjy4uLhw+PBhFe8i/5A5c2aOHDlCvnz5yJMnD6tXrzZ2JBERicXUAy8iIu8tODiYLl26sHjxYubMmUPNmjWNHUnkq/f777/TvHlzGjZsyJgxY7CysjJ2JBERiWVUwIuIyHu5du0atWvXxtTUlJUrV5I+fXpjRxKJNa5fv07t2rWJjIxk5cqVZMyY0diRREQkFtEQehEReWceHh7kzZuX4sWLc+DAARXvIu8pQ4YMHDx4kGLFipE3b148PDyMHUlERGIR9cCLiMh/CgwMpFOnTqxcuZL58+dTrVo1Y0cSifXWrl1LkyZNqFOnDuPGjcPGxsbYkURE5CunAl5ERP7V5cuXcXd3x9bWlhUrVpAmTRpjRxL5Zty8eZM6deoQGBiIh4cHWbJkMXYkERH5imkIvYiIvNXSpUtxcXHBzc2N/fv3q3gX+cTSpk3L/v37KVu2LC4uLixdutTYkURE5CumHngREYkhICCAdu3asXbtWhYuXEilSpWMHUnkm7dx40YaNWrEjz/+yKRJk7C1tTV2JBER+cqoB15ERKK5cOEC+fPn5/Lly3h5eal4F/lCKleujJeXF5cuXSJ//vxcuHDB2JFEROQrowJeREQMFixYQIECBahatSp79uwhZcqUxo4k8l1JlSoVe/bsoWrVqhQoUIAFCxYY9u3bt49bt24ZL5yIiBidhtCLiAj+/v60adOGLVu2sHjxYtzc3IwdSeS7t23bNurXr0/FihWZOnUqI0aMwMvLi40bNxo7moiIGIl64EVEvnNnz57FxcWF27dv4+XlpeJd5Cvh5ubG6dOnuXXrFi4uLpQpU4Y9e/Zw7NgxY0cTEREjUQEvIvKdioyMZPbs2RQqVAh3d3d27txJ8uTJjR1LRF6TPHlydu7cSa1atahUqRJFixZlwIABxo4lIiJGoiH0IiLfoRcvXtCqVSv27NnD0qVLKVWqlLEjicgbnDhxgpo1a5I1a1YcHBzYsmUL/v7+7Ny5k9KlSxs7noiIfGHqgRcR+c54enqSJ08eHj16hJeXl4p3ka9Y3rx5Wbp0KdWqVSNBggRky5YNMzMzBg0aZOxoIiJiBOqBFxH5TkRGRjJ9+nS6du1Kr1696NGjB2ZmZsaOJSLv6dVf3UxMTIycREREvjRzYwcQEZHPY82aNWTNmpVs2bLh6+tL8+bNOXToEFu2bKF48eLGjifyRQQFBRESEmLsGCJfHUtLS6ytrY0dQ0Tek3rgRUS+QU+fPiVt2rRs27YNCwsLateuTebMmVm0aBGJEiUydjyRLyIoKIh06dLh4+Nj7CgiX52kSZPi7e2tIl4kllEPvIjIN2js2LEULFiQY8eO0atXL/r160fXrl0xNdXUJ/L9CAkJwcfHh1uXzuBgb2/sOCJfDb8XL0iTNRchISEq4EViGfXAi4h8Yx4/fky6dOlwdnbm5s2brFixgoIFC6p4l++On58fjo6OPLvnjYODg7HjiHw1/Pz8iJciHb6+vvqzIRLL6G9zIiLfmE6dOhEYGIiPjw8//PAD9evXJ3HixISFhRk7moiIiIh8BA2hFxH5xuzYsYNkyZJRpEgRcuXKRefOncmdOzfm5vpPvoiIiEhspr/NiYh8Y+7fv2/sCCISC928dZumv/zG7i3rjR1FRETeQgW8SCylpZFE3kxLI4m8u9/XrCN71izkyJb1X9t537xF55598Pf359lzX2r/9CNdOrT9Qinfz579f/Jbx66cP3nEsO2U12m69e5HeHgEiRMnYsHMqdjY2EQ7LlXmHGTKkAGAH3JkY9KYkV80t4jIu1ABLxILBQUFkS51SnwePTF2FJGvTtJECfC+fVdFvMg72Lx1O4kSJvjPdq3adWTUkIE45coJRE2C9rk8evSYRIkSftCxzVq3JSQ0hKfPnkfb/ku7jiydN5tMGTPQq/8gFixdTuvmTQ37IyMjSRA/vkYfiMhXTwW8SCwUEhKCz6MnHO+UB3srM2PHEflqvAgOx2XcKS2NJN+Fm7duU79pS3Jkz8Ypr9NkzZKJhvXqMHrCZO7f96FXt87UrfUTC5Ys48ixEzx5+pSbt26TM0d25s2YwpgJk9m2czenz56jUvlyNGvUgPDwcNp37YHX6bOEhYWxatlCkiVNiv8Lf8LDww3XfjVz+e07d2nXpTv+/v5YW9swb8ZkEidKxIlTnnTp2RcLC3OyZ8vK2g2buHXp7L/eT1hYGNNmzWXdxs3s2rzug57JlHGjsLGxIX0Op2jbUyRPzsNHj8mUMQNPnj6jYH6XaPv9/F7gqNnYRSQWUAEvEovZW5lhb60/xiIi36vT586zfOFcUqVMQYUfazF15hy2rl3Fw0ePKOFWmbq1fgLgyLHjHNy1FVtbW8pWrs7Bw0fp0qEt5y9eolH9urgWK8rNW7c56XWaGZPGkS1rFgaPGM2cBYvp26Mrk8aOpEGzVvxUvSrdOrbD3t4egLaduzNx9HDSpknNmvUbGT5mPKOHDqJJqzasXbmUDOnTcfjocabOnPOv97Fr7z6GjRqHe80f2bFxjWH75StXad2+c4z2Ozauwcws5hfY/xwW/8qwAX0pVq4iCeMnIE2aVFSu4BZtv6+fH3f/+oviZSsSP348BvfrTc4c2f/94YuIGIH+5i8iIiISS+XKkZ1UKVMA4JLHmRQpkmNqakrSJEkIDg42tKtQrgxx4sQBoGB+F27cvEmRQgXeeL5sWbP83S4fK1dFFdP58jhz4sAeJk2bSYESZVg8dyZZMmXkz0OHaPrLb0BUD3ratKm5cu0a6dKmJUP6dAAUKuBC8mRJ33oP/YcMZ/2mLezatI748eNF25clc6aPHtYeHBxM41a/cnTvTjKkT8eEKdPpP2Q4g/v1NrRJnSol1895AnDg0BHc6zfmouexj7quiMjnoAJeREREJJaysrIy/GxmZoaVpaXhs6mpqeHn118psbCwiDYc/nX/1s7W1pYeXTpSyrU47bv0YNNqD1KlSBGjwD7p6YWlpUW0bSEhoW+9h97dOpM4UULqNGpKy2ZN+KlaFUxMTID374F/kzPnzpMmdWrDFwrNGzegcCm3aAX864oWLoi9vR1PnjwlQYL473QNEZEvxfS/m4iIfLia889z51mQsWOIiMgbWFtb8+KF/3+2O+V12vCzvZ0dtrY2ODo6YG5uzsHDRwF4+fIl1294kzVzJrzOnOXeX38BsHnbDp48ffrWc1taWtKmVQvWrlzK9es3KFflR8O+Vz3w//z1rsU7QIZ06bhw8ZJh4r0tO3aR/R+z7vv6+hm+rLhw6RJBQcEq3kXkq6QeeBGRtxi/9y5HbvnhFxRGobQO9C2XxtArtOTEAxYd98HW0oyqORLQtGAytl96ytyjPgSHReBgbcbkGplwtDHn2qNABm67SVBYBGHhkYyokp4siW0BGLvnDjuvPMPMxIQupVLhmjEuAFP+vMfea88JDA2nft4k1M2bBIAWKy5z/0UI1uZR37+ubJQdM1MTxu+9w5FbL/ALCqNEhrj0KJMagOuPA+my7jrhkZGkiWfN6KoZsLYw5ZF/CB3WXMMvKJx4tuZM/DEj8Wyjesy2XXrKhH13sTI3pUAaB3r+fS6A8IhIyk0/TcvCyantnPhf72HJiQcsOfEAM1No6JLU0H77paeM23sXczMT3LLEp23xqOG/J+68oP8Wb0xNTHBOYceA8mkxNTUxXDsiIpJem7w5e98fM1MThlZMR87kdp/8913ke+L+U3Vate3IKa/TNPq57lvbjZ4wmavXrhM/fjysLK2YPHYUAPNnTqVNhy6YmppiZmbGmOGDo4apjxpO1Vr1cHRwoFiRQoZh/v/G1taW7p078Mtrs8N/CvHjx2PE4AFUqlEbc3Nz7OzsmDl5HADtunRn2IC+XLh0mTYdu+Do4ICFhTmL5878pBlERD4Vk8jIyEhjhxCR9+Pn54ejoyOXeroYZRK7yMhIQyH7X2rOP8/46hlIFe/Lzgj+Phnf5kVQmOH51px/ngHl0/JDsjgcvunL1D//Yl7dLFiamxqu5RcUhsPf7cfuuYODtTktCiXj+G0/0sW3IaGdBcdu+TF2711WNsrOsVt+/2vvrsOjON4Ajn8vTpwQIIYEDR7cCTFIAgR3dy8OBUpxKKVoaXF3dw3unkAI7hACxF3v7vfHwUEaaKnwC4H38zx5yu7Nzr6zge29O7MzLD4XwuJWRQmNS6HxsiCO9S3Dg7Akvt/zkO1dSpCiVOP2WwAHe5XB1FCX5iuCmN+sCNam6Yen7rsZjk/xHKhUatquucUgFwcq5TOn9aqbjPbMR0lbE6YefkoOYz16VLNj6M4H1CmanTpOVqy5/Iq7rxOY4OPIo/BE+m+9z9r2xbDIppfhOi49H8Lqy6/oXV2TwH+sDa9iU+mz5S5bO5cgTanGe1EgWzqVwNhAh4ZLb7CtcwmMDXRptjyIiT6OlLAxxmdRIEtbFcXOwpC+W+5Sv0QOvIu9W95q67VQAkPiGeeVn3uhCfTbep+DvUpn+J05Tb1EdHS0dpZs8e16e6+MDH4kfx8yWYESzjwMCsjsMMQbMTExZLd3lHulEFmQ9MAL8ZVITlMxYvdDHoUnkZymYlVbJ3KZGfDbqWD2347AzFCXIjmNiU5KY3bjQgzcfp8Wzjmp5mgBpE+0B26/z5OIJOJTlPSoZkezMjnZ6P+a6y/ieBqZTPk8ZnSqZMOoPQ8Ji09FDfxUvwAFrbPxLDKJkXsekZSmwtbcgISUD79nCZoe1WlHnuIfHEdiqor+teypU9SKGceekZKmwj84jialc3L+SQz5shtx6mEU39VywN7CgPEHnpCUpiJFqWKQiwOuhbNz9lE0ay6/Ik2lJqepPpPrFfhX1/Rt8h6RkEqaSo29hebd0sXnQvihTj4M3vSCv01w3ybvKWkqnkYm06Ks5ktRxbzvvhwVtzEhLC4FgN1B4bQqp+mVzmlqQClbEwKC48hjaYRSpSYpTUViqgoTA130dTXniElSYpkt463bp7gm0dXRUeCUy5jQ+FQiElKJTVZS0lYzcVXzMjn5Yd8jelSz49zjGKb7aq5Pk9LWeC28DsDyiy8Z4OKAxZtzvJ+83w9L5PzjGBqUeJdUf6wNV59rfnf6ujro60Kdotk5+TAKIz0dXApaaq9t49LWHLkbiVqtJm92I+wsNO/zNiuTk303I9Il8LuDwhn1ZjRA4ZzG6OsqCIlJxtb83TvAQgghhBBfM0nghfhKHL0XSTZ9HXZ2K4lKpUalhpMPojj/JIYdXUqip6vg+90PP6muntVsKZbbhOjENLwWXqdZmZwAXHoay+7upTDU02Hwjvv0qm5HaTtTboTEM9nvCctaOzFoxwNGuOehYl5znkQk4TH/2kfPs/laKDlM9NnUqQQJKUrqLw7Eo7BmBuKbrxLY2LE4CoWC809ieBWbwrYuJd/05l7nt6aFKZLLmIj4VJosD6KUrWYo9fknMRzt6/zBJDcmKY0u6+9k2P9r00IfTAJvhMTz/e6HPIlMYkr9Atoh5g/Ckjj9MJof9j3CxECXsV75KJBDs3RR46U3uBeWSOuyuaj+5uHI+1ZcfEldJ817lcHRyThYvjuvnbkBr2JTqZjXHLfCltSY409Smprx3vkx1Hs3ZUmLlUHoKBR0q2KLV7H072hGxKdy8kEU/WvZ8yI6BTvzdxNa2VkY8DouhejENCyMdLXJubGBLilpmsFYgS/iyZ/diOYrgtBVKPjeIy/O9qbEJKUxYtcDfm9ehDWXX2nr/FgbgqOTqVXQ8r39hryOTUVXR4GDxXvlLQy58zqB4OgUHCwM0u1/9eZBx5+d63VsqiTwQgghhPhmSAIvxFeihI0J0448Y/mFEFqVzUU2A11OPoimVblc6L3pvfUpbsW262F/WVdiqopfjj7jXlgir2PfJVE1ClhoE8kT96N4Gpmc/rgUJVGJadoe53xWRpSwMfnoeQ7fjSQkJoVDdyIBSFOpCU/QzFTsVtgyXe+vexFNYv8wPBE7c0OKvHmH3MpEn1oFLLgaHIupgS7l85h9MHkHTQ/5ls4l/rL9b5W0NWFPj1JExKfSbeMd7MwNKJ/HTNPra2HAls4lOPc4mkHbH7CzW0kAtnctSUqaiomHnjD/dDC9a2je+1Sq1Px85CkhsSnMbFgIgJQ0NbrvveOtq6NARwHH7kVyLzSR84PKkZympsv625SyNaFoLmPtkPGQmGTarr5F4ZzZKGiteXgQ9DKekXseMqV+AayM9XkckYTee/XrKBToKBSkKFXpzgto/46EJ2hGVGzuVIL7oYl0Wn+bE/2c+W7bfYa45iG3mUG64z7WhpQ0dfpz64BCoRmdYPTeax+6Ck1cyUpVuvK6b2L9lHMJIb58MnxeCCH+G5LAC/GVyJvdiN3dSrL2ymt8FgWypn0xklJV2qHXAKnKd1Ne6OkoSFO9205OUwFw6mE0C84EM9IjH32tjagxJ0ZbxsTg3ay/ujqKDMlwZEJqhsQwVan6aMwqlZop9Rwp/YGJyIwN0s8wbGKgeXCQplJ/MGnTfZPsmRh8fGbiv9sD/5aViT4NSuTg0tNYyucxw8pYH+83vehV81vwKvZBuvIGejq0LZ+bKYef0LuGPUmpKrptuENdJytGeubTlsttpk9ITAqF3iTgL6JT8CluyCb/1zQp8274uXcxK47di9JOfAdga25I7UKW3H6dQEHrbBy8HcHyCy9Z2KKIti25zQwIiXn3AOZFTDK25gbkMNYnLP7dkk6JqUqy6Wuur7WJPl5v2lYoZzYsjHS59iKOoJfxjD3wGIDQuFT0dRUY6et8tA25zQwIiX73gOdFdAolbE1ITlPxMCwx3X47cwNszAw4/OZBzttY3x898P71ym+lmU8hJCZFO+ReCCGEEOJbIMvICfGViIhPxcRAl17V7ahRwILAF/GUz2PKtmthqNVqVCo129/rfc+X3YhLT2MBeBKRxM1XCQAEhcRT3dGCkrYm3H6VwKu4D6/dW9LWhO3XQwFNkn73dQLZjfVJTlNxIyQegMAXcdx+U++HVMlvkW449tvj/kwh62w8ikji7mtNvZEJqVx4k1j/lbc98H/8+VDynqpU8ThCs/xdmlLNiQfRONtrHjS4FLLUjhq4ERKvHdZ9P/RdYnr0XiRl7TUxzTsVjEeR7LSvmDvdOTyKZmeT/2sAQuNSeBCeSBk7E5xyG3PqQTSg6bk/+SCaIrmykaZUE5OUBkBcspIzj2IontuYmKQ0ph99xrLWRdO1xd7CkKQ0FfffJMyb/EOpXyKH9j35Uw8159h2LUybtLsVzs6+W5rlnl5EJ5OUqqKcgxmXBpfHr3cZ/HqXoX2F3Ax1zUPDktYfbYNn0exsvR6GUqUmIUXJ8ftRuBaypHZBSw7ejiAxRYlSpWZ7YBg+xXNQ1t6U6y/iCXvz9+1trOmuV5F357oXmoChng45TNJP5idEVuXm7cvjJ08zOwwhhBBfOOmBF+Irce1FHJP9nmJlrKftnTXQVXDpaSw+iwIxN9KjSj5znrxZk71t+Vz02HSXRktv4GhlRAkbTe+ub8kc9Nh0lyN3Iyljb4r9R3o4J3o7MmTnA1ZeeoUCGODiQJFcxsxsVJDhux5gpK9DsdzGlPuTxLpDxdyM2vMQn4XXMdTTwbNodu2Eax9joKfDvKaFGbX3EaAZCTDJJ/9Hh83/U2o1DN5xH6VKM/S7cSlrquTXvBowwj0PQ3c+YMn5EPR1Ffz8ZjK45RdDCAiOI5u+LkVyZmOcV34A/INjiUhIY8/NcG39K9s44eVkxYUnsTRYHIhaDeO98qNQKGhbPjfjDjym0dIbpKnUuBe2xK1wdhJTlLRceRMjPR2UajX9atrjmCMbV57F8jI2hQ5rb2vrr1fcis6VbZnuW5AhOx6gVKkpbmPMMLc8AEzycWTQjvv8fOQpNuYGzG6kGdbftYoNI3Y/pNnyINRqNb80LPin1+ljbShpa4JbYUsaLr2BSqXmu1r2mBrqYmqoS+8a9jRbEYRaDS3K5iLfmx71iT756bTuNmrU1CpoSTVHC1LSVIzZ/5if6jvSsZINw3Y9wHdJILqKd9ddCJG5lqxYzYbNW0hISKR4MScW/joLXV1dXr1+TaeefYmJjsHKyoqVi37Hyio7YWHh9Og/kNjYWJRKFQt/nUXhQgWJjY0lX7HSOJcqBYCHmwujhg0BICEhgd8WLuHh4yfMnzNDe+5pM2Zz8PBREhIT6N65E107tkOpVDJoxChu371HREQkXTq0pU+PbgAMHTmGoydOYmmhmaNk9dIF2NvZcffefbr3HYBSqcTRMR+L583ByEhzb1q0bCULly7HxNiYFk0b0a9XDxISEujcqx9Pnz3DOJsxS+f/Sv58eUlISKDPwKEEv3hBUlIy06dMoEqlioS8fEn/ISOIiYkhNi6OaRPHU6tGNQBehITQ67shhIZpHoqfOLgXA4N3I5B+njmHA35HOLp/FwDnLlxi0IiR6OroUrFCOWb+NBkdnXd9ciqVin6Dh3E14Bp6unrMnTGNcs5lPsvvXgjx/yfLyAmRBf3TZeTOPopmU0AosxsX+ozRCZF5ZBk58b7MXkbu7yxn6ebty7IF88ifL+9njiq9/2LJze279tCoQT0UCgXd+w7ApWZ12rVqQfe+A2jg44VvPW8WLVvJzdu3mf3zVIaN+pEihQvRvXMHDh4+yvLVa9mwcilPnz2n98Ah7N26MV39ERGRVHOrS7UqlVCr1Sxf+BsAN27eos+AIZw4tJeUlBRKVarOldPH0NXV5dTZ89T1cCM5OZlKtdzZvWUDefM40LV3f3p27USlCuXTnaNuw6ZMmzgO59KlGD1uIjmtrRnYrzcnTp9h2sw57NiwBgMDA+31mvzzL5ibmdG/d08OHTnG74uWsGPjWn5buJiQl6+YNPYH7ty9R6eefTh3zI/rN4IwMTamYAFHHj1+Qv2mLQm6cl577uGDvsO9tkuGa/s8OJgW7TpjZGTE0f27UKvVVHZxZ9v61TjY29O2Sw+aNfKlsW997TFrNmzCP+A6M36axK3bd2jfrReXTx9LV68sIydE1iVD6IUQ/xfNlgel+xn/5n1qIYT4f0pOTqZzz77U9PCmYk03Xr7SvMbz88w5VHOtQ92GTRn8/Wg69+wLQOeefTl+6rT2+PeHunfu2ReXOvUoX702q9drks4Va9bRf8hw6jVtyZTpM4iMjKJN5+541m+ER72G3L13H4DHT57i06QF7j4N6dC9F/EJH3+FSKVSMWrsBDzrN6K6W1127zsAwPgp07T7l61aS+eefZk07Rdq163PwcNHuXX7Dj5NWuDm7UsNdy8O+B0B4Pip07Tp3J0W7Tvz3dAR//qaNvatr30IUKZUCV6/1vQknzxzlgY+XgC0bdmMQ4ePAuBgb6ftbQ4LD8fe1haAyKgoclhlz1C/hYU5gZfO0KFtq3T7rbJbolQqSUpKIi4uHjNTUwwMDDA2NqauhxsAhoaGFC5UkNCwsPfOkX71jvDwCGJjYnEuren5b9+6JfsO+QEwe958fp40Xtsj/rad23buoVO7NgDUcXflWuAN1Go19nZ2hIaFv2lbBHZv2la6ZAkKFnAEwDF/PhKTNKPhAq4HYm5m9sHkXaVS0X/ICCaN+0G7z//adRzz58fB3l4b6/5Dh9Mdt3nbTrp2agdAMaeiGOjrE/ziRYb6hRBZkwyhF0L8X/yd2d+FEOJz2XfQD2PjbJw6vB+VSoVKpeLwseOcPHOOk3770NPTo8/AIZ9U1+Dv+lKqRHGioqKpUNOV9q1bAnD2/EXOHj2IoaEhXXv3Z8h3fSlf1hn/a9cZMWYc2zesoWvv/kwYM4rqVSvz8NFjnKvW+uh5Vq3bQK6cOfHbs4P4+HiqutahnlcdAK7fuMmh3dtRKBScOnOWFyEhHD+4h7S0NCrVcmfNsoUUd3IiLCyc2l71KeesWcni5OkzBF48S/bslhnOFx0dQ+NW7TLsfzvc/GMSExNZu3Ezy+bPIyoqGksLc23Ca2JiQnKKZlLN7p07UNW1Dus2biEmNlbbOxwbG8ely1ep6eFN3rx5mDr+R/LmcUBXVxdd3YwTlNrZ2uJVx4MiZSqQlJTMzGmTMTRM/9rX/QcPuf/gIWVKaVYKUSpVdOrRBx0dHdq2akGPLh15FhyMg4O99pg8Dva8fKl5sHP33n2OHj/Jd0NGYGpqyoypEylcqCBx8fGYmb17RSxXTmvCwyNo4OPF74uX4uRcibCIcE777c8Q94Yt26hRrQoAV/yvYWuTmyat2xMWFk4DHy+GDfoOgFFjJ9DAx5sC+fNrj3367Dn58uRJF2vIy1fp6n/2PH0Zhzdl/ux3J4TIOiSBF+IbUs3RgmofWJtcCCG+Fc6lSzFmwmR+W7iYzu3bYmxsjN+R43Tu0AY9Pc3XoiYNG7B2w+a/rCshIYFxk3/i1p276ZIoN5da2kTy0JGjPHr8RPuZQqEgISGBiMhIqletDEABx/w4v0kwP2TvgUMEB79g115NMpiWlqbtUfau455uCLxPXU1if/f+fRzs7Snu5ASAtXUOPNxqc+HSFczMTKlaudIHk3fQ9Hi/fd/6Uz1+8pQuvfoxdGB/ijkV5dXr1+jppv+aqa+nmXSye7+BTBgziob1fTh/8RJtO3fHb88OalSrwi3/iwBs2bGLjt17c+zA7o+e84DfEW7ducvDoACSkpJo0ro95ZzLUKKYps3HTp7ih3GTWLdisfZ3u3PTWgAiI6No3KodhQo6YmJsrP0cQFdXV/tO+fMXL7C3t+Xo/l2cOH2GLr36cerwftLS0tLFoqujOWbMhMk08K5L/949uf/gIe269uDEwb3avw+/zl/IwcPHWL9iMQBhYWHcCLrFrs3rMDAwoGHLtpQpXYqw8HAiIqPo0qFtuskNk1NS0NN7f0UYnXTvv4NmlMnH2iOEyPokgRdCCCHEN8Mxfz7OHj3I4uWrqOziwb7tm0lMSsRA/92kYSkp71bf0NPTIzX13XZysmZ5xCPHT/DLnHlMHf8jIwYPoEiZCtoypqYm6Y7/YzIcERGZoUc5JTWFj1Eqlfw682fKl3XO8JmJSfqJP9+eOy1Nic4H1tx8e15Tk49PGPp3e+DPX7zE8NFjWfjrLIo5FQUgp7U1r0JDtWUSExMxNtYsN3nuwkXWLlsEQJVKFYmOiSEsLBxr63crTzRr5Mvw0T9+NEaAPfsP0LZlc/T19dHX16dRg3ocOHSYEsWcmL9kGUePn2Tvtk1YWmZ8cJ09uyXNmzQk4FogzZs0Ijj43RDzZ8+DtUPUrXPkoHEDzfvlLjWq8+LlSwAMDQxISkrSTnQXGRWFlVV2du87wPnjmuH3hQoWII+DA4FBNylf1pmOPXpTqEABdm1ep02oc+bMiatLTUxNNauc+Pp4EXgjiK07dhGfkEC5ai6kpKTw9Hkw7br2pGeXTuw9cPBdrMHB5HFI/zuxs7XhefAL7ZD94OAX5LG3RwjxdZDHcUII8Q9VnnU1s0MQQvxNYWHhmJqaMmRAP9xq1+KKfwBVKlVk7cbNb5bcVLFu0xZt+YKO+Tl7XtMr/PDRY67dCAIg4FogbrVq4ly6FIFBNzMMY37LuXQpbX2pqancvH0bK6vsJCUl4X/tOgBXA64RGHTrozG71KjO4uWrtNsB1wP/sp1ORQpz/8FDbt7WrE4RERHJ6bPnqVqp4l8e+7YH/o8/HxuC3bP/IDatWa5N3gF0dHQoWbwYR46fAGDNhs00rO8DgJ2Njbbtjx4/ITomlhw5rIiIiNQef+zkKQrkz/encZYsUVxbv1KpxO/ocYoXc+Le/Qes37iFDSuXZkjew8M1y2SmpKSwe/9BypdzJo+DPYlJidy5ew+AlWvX06yxLwB13N20Ix8CrgeSP69mksE6Hm6s3aj5vfodPUaVN9e1ZIniHD6miSkyMoobQTdxzJePFWvWYZMrNz+OHJ6uN7yOe238jhwjOTkZtVrNkeMnKVe2DGePHeLahdNcPXuCPVs3UqGsM2uWLqRyxfJcuRrA6zcPR1au3UCzxg3TtbGeV11Wrl0PwK3bdzAyMiRnTus/vZZCiKxDeuCFECILGX/gMacfRWPxZvWBX5sW+uA69kKID7vsH8DIH8djncMKezs7vDzdMTAw4Oz5C1R2ccfSwoJaNarz4KFmqcpunTrQon1nann6UKhgAe1Q95bNGtOiXWf2HfSjQrmy5M3j8MHzzZn+E936fseCxctQKBSMGj6E4k5OLJ3/K72+G0Q2o2yUKlmcqpUqfPB4gF7dOtN30DAqu7hjZGhEfe+62gnXPsbAwIA1yxbRf/AI1Go1enq6zJn+00eHzf9TL1+94tGTp7Tp1F27r3rVykz8cTRzf5lG1979+HHCFOzsbFm+YB4AS+f/ynfDvic1JRWlUsmy+fNQKBQcP3WayT/PwMLcHBMTE5bOn/en5+7eqQODvx9NLU8f0tLS8K7riXcdDzZs2cbjp0/xrN9YW7ZPz240a+RLq45dSE5OIS0tjbatmuNSozoAi+bNoVuf70hTplG6ZEnG/zASgEk/jqZb3++Y+/tC9A30WTB3JgBjR46gU8++LFu5GjNzM23bZk2bTK/vBjPntwUkJyfz08Rx5MhhxcXLVzlz7jyXr/prY1o0bzaFChage5eOuPs0RKFQ4FPXE9daNT/aZgMDA2ZPn0rDFm1Qq9V4urlSu2YNUlJSGDBsJL/P/oXe3bvQo/9Aarh7oaurq41ZCPF1kGXkhMiC/ukycuK/VXnWVS4MKvd/PefgHfdpXyE3ZR3M/rrwN0iWkRPv+6fLyB0/dZqVa9ZrlysT4msjy8gJkXXJN38hxFcjOU3FiN0PeRSeRHKailVtnTAz0qXvlntEJaYRn6JitGdeahW0ZMaxZ0QlpvE0MpkH4Yl8756Xa8FxXHkeS6pSzaKWRbA1N6TZ8iAalMjBvlsRRCWm4eWUnUG182Q495JzIRy8E0FSqopWZXPRtkJunkUmMXz3Q5JSVZgb6bGyrdO/bmN0YhrZjfX/dT1CiC+Tm7dvuu1yzmX4ZerETIpGCCHEl0YSeCHEV+PovUiy6euws1tJVCo1KjWkqdT8UCcfBXJk435oIoN33qdWQUsAnkcls6JNUUJiUnCZF8DPDQowuk4+Fpx5wforrxnsqknUn0YmsbFjcVKVKlqtvEmNApZUzPuuB/zso2ieRiaxuVMJlCo1DZfeoK6TFYvPhdC6XC58S1qTnKb6YMz3wxL5fvfDDPs3diyO7gcmoFKqYcC2++gooGmZnLSrkPs/uHJCiC/F3539XQghxLdFEnghxFejhI0J0448Y/mFEFqVzUU2A130dBU8j0pm49XXPAhP4nXsu9mk3QpnR6FQYGdhiIWRHj7FNTMgF7cxZmdgmLZcy7K5ANDX1aF+iRxcfR6bLoE/fDeSc09iaLZcM7lVQoqSFzHJVHO0YPaJ5xjq6VCnaPYPxlzIOhtbOpf45DauaKPpxY9KTKPL+tvktzKiRgFZGlCI/1LtmjWoXbNGZochhBBCZCAJvBDiq5E3uxG7u5Vk7ZXX+CwKZE37Ypx6EM3Zx9H0q2GPvYUhbr9f05Y30HvXw62ro8BQTzMzsJ6OAuV7s4Po674rl5iqwsww/a1TqYKBLg7UK54j3f7SdpqHAYvOhrDkfAgbOxTPsKzT3+2Bf8symx4NSuTgRki8JPBCCCGEEN8IWUZOCPHViIhPxcRAl17V7ahRwILAF/EEhsThUSQ7RXIZc/R+1D+qd+9NzbJDCSlKdgeFU7Ng+oS5an5zNlx9TdqbrP9GSDwAoXEp5M1uxKR6jkQmpBGTrMxQ99se+D/+fCx5j0jQjCBISVPhdyeSMvYfX8tZCCEyQ4ESzpkdghBCfLWkB14I8dW49iKOyX5PsTLWw9bckNqFLMmT3ZDBOx6w6tIr3Apb/qN6E1KUtFl1k5hkJT2r2ZHfyijd517FrLj6PJZ6iwMxMdChpK0JJW0dWXP5FYfuRGJqqEvDktZYZvv3t9xem+6SolSTplLTtLQ1VfNL77sQQoBm7fh+g4YRdOV8uv1XA67Rf/Bw1i5fTP58eTMpOiGE+G/IMnJCZEGyjNz/T7PlQcxqVJA82Y3+urDIdLKMnHjfP11GTvw7BUo48zAo4P96zq69+5OSmsLhoycIeXhbu3/c5J+4dNWfp0+fsXvLBkng35Bl5ITIuuSbvxBCCCHEVyw5OZle3w3m/oOHJCUns3vLeizMzWnTuTuRkVHExcczdcKPeLq5Mn7KNCIiI3n0+Cl3791n0rgfuHzlKucvXiY1NZVNa5Zjb2eHm7cvzZs2YvvO3URERtGwvg9jvh+W4dxzf1/Irr37SExMolP7tnTv3IHHT57S87tBJCUmYWFhwa7N6/51G+fN/Jls2bJlGL4/YvAAsmXLlmF5PiGEyKokgRdCCCGE+IrtO+iHsXE2Th3ej0qlQqVSkZaWxs+TxlO4UEFu37lLtz7f4enmCsCTp8/YuWktwS9eULx8VRbMnclPE8cxc+5vLF25hh9HDgfg0aMnHNq9ndTUVOo0aIJ7bReqVamkPe/xU6d5+Pgxh/fuRKlUUtPDm4b1vZn923y6dmxPiyaNSE5O/mDMd+7eo/eAIRn2++3Zjq6ubob92bJl+2A9H9svhBBZlSTwQgjxJ/7OEm9CCPElci5dijETJvPbwsV0bt8WY2Nj9PT0ePLsGctXr+XOvfuEvHqlLe9d1xOFQoGDvT3ZLS1o2rABAKVLlWDD5m3acp3atwZAX1+fZo19uXDpcroEfu/+Q5w8fVbb+x0XH8+z58HUrlmDyT/PwNDAAN963h+MuWiRwhzdv+s/vxZCCJHVSQIvhBBCCPEVc8yfj7NHD7J4+Soqu3iwb/tm/I4e58Tp04wYPIC8Dg6Urvxu3XtDAwPtn3V1dTE0NARAT08PpfLdahoG+u/KJSQkYm6R/l1qpUrJ6BFDaNow/fD18mWdKVOqJLPm/c6v8xdyaPd2dHTSL4z0d3vghRDiWyHLyAkhvmjPIpNotjwos8MQQogsKywsHFNTU4YM6Idb7Vpc8Q/A/9o16nnVpbiTE/v9jvyjerfu0PSQx8fHs3n7Djxqu6T7vFb1aixbtZa0tDQAAq4HAvDq9Wsc8+dj7i/TCAuPIDo6JkPdb3vg//gjybsQ4lsnPfBCCPERV5/H8vORZ6QqVSgUCmY3LoSDpaYnKjFFyfKLL3kSmcy0BgW0x6y5/Io1l1+hqwMdKtrQsmwuAFQqNQduR7DwbAg7u5XUlt9yLZS1l1+hVKupXdCSwa55uB+WyPe7H2rLxCUrUanVHOpdRrvveVQytX7150Q/Z/JkNyIxRcnAHQ8IjkrGSF9HO3O+SqVm1N5HBIbEoaujYLKPI6XsTNO18/KzWMbuf4SOQkFZe1PGeeVH5yPr0Ashsp7L/gGM/HE81jmssLezw8vTHcf8+ejauz8LlyzHy9P9H9Ubn5CAV6NmxETHMKh/XwoWcEz3eaMG9bhw6TJVantiamJCWefSOJcuxaJlK9m9bz/mZma0ataE7Nkt/4NWCiHEt0GWkRMiC/qWlpF7FpnEoB0PMuVd9LhkJSYGOigUCjb6vyboZTwTvB2JTEilwZIbVMxjhhqY3bgQoEmq+2y5y9bOJUhTqvFeFMiWTiWwNtWnzaqbFLTOxqE7kVwYVA6Ah+GJDN7xgE0di6Ovq6DHxrv0qGZLxbzph6FOOvSEUrYmNCxlrd3Xb8s9Lj+LZXOn4uTJbsTsE88xM9SlaxVbTtyPYsXFlyxv48TWa6EEhsQzzis/90IT6Lf1Pgd7ldbWo1ar8VkUyNJWRbGzMKTvlrvUL5ED72I5Pv8F/gxkGTnxPllG7vNx8/Zl2YJ5sixbFiXLyAmRdckQeiHE/13zFUEEvojTbrdZdZM7rxOY6veERktv4LXgOr+dCs5w3Eb/18w49ky7PePYMzb6vwbg5st42qy6SbPlQfTcdJfEFGWG4/8uU0NdFAoFKpWah2GJlLQ1AcDcSI9jfcvQ3DlnuvJ7b4bTpHRO9HV1yGagS52i2Tn5MAqApa2LMtEnfe/UzZcJVMhjhoGe5iGBd3Erjt2LSlcmLC6V809i8C35LqHeci0Up9zG2tEAAPtuhmt7+10KWRL0Mh61Ws3uoHDalNPsL5zTGH1dBSEx72Z9vhEST97sRthZaOpqViYnR++mj0EIIYQQQnwZvu6uOyHEF6lZmZzsCQqnlJ0pYXGpxKeoKJrLmEalrRnpmY80pZoac/3pUsXmk+pLU6qZcPAJC1oUwTKbHovOvmDNldd0r2qboexUvydceR6Xbl/T0ta0Lp/7g3X32nSXC09iqFHAgmFump4mXR0FumQcYh4cnUytgpbabTtzQ17HpgKQTT/je5vFchsz9+RzYpLsMTHQ5fj9qAzlFp8PoUPF3CgUmvMFvohjZ2AYK9o4cfx+lLZcfIoKU8N3x1qb6BOZkEZwdHK6RN/O3IDXsanYmhu+iTkFB4t3E1HZWRjyKi7lg9dCCCGEEEJkLknghRD/d/WK56DhkkBGeuZjd1AYTctohobrKBTMOfGce6GJxCanER6f9kn13Q9L5PbrBLptuANAUpqK6vk/PCRwpGe+vxXrghZFUKnULDj7gh/3P2JK/QIfLZuSpkbvvXfHdXRA8Sevkhe0zkbfGvZ0Wncby2x6FMlpzPuvnqcp1Ry5G8ng2qUACI1LYfS+RyxtVRTdP7yjrlSlfxtKR0eBQqGJ6f2yujqKdOdIVqrSxayrUKDzZ0ELIQTIEm9CCJFJJIEXQvzfmRrqUiSXMYEv4th/K4IlrYpyPyyRITsfMN4rP12r2NJ29S3+OEWHno6CVOW7fSlpKgCUajVl7ExZ2dbpL8/9d3vgQZMMd6xoQ4MlgX9ad24zA0Ki3w1PfxGdQok3w+4/pmEpa+277TOPPaOgdTbtZ0fvR1LOwRRDPc3bTtuvhxEen0qb1bcAeByRRPu1t1nRxgkDPQVJqSqM9DVloxPTyG6sT24zfUJiUshvZQRASEyKdrg8gI2ZAYfvRL6LOSYZO/N3PfJCCCGEEOLLIe/ACyEyRdMyOVl+8SW5zQwwN9Lj9qsEStmaUD6PGZEJqdx8FZ/hmHxWRlx5HotarSYpVcXRN0PIC+bIxt3QBB6FJwIQHp/Ky5gPDwMf6ZmPLZ1LpPv5WPJ+PzRR++cj9yIpa2/6wXJveRbNztbrYShVahJSlBy/H4VrIcs/PSbtzQOJxxFJHLoTiXcxK+1nh+9EUtfp3XaPanacGVAOv95l8OtdhjJ2pqxu60R+KyNqF7Rk+/VQAE4+iKJ8HjMAPIpkZ9ObeQLuhSZgqKdDDhN9bZ1l7U25/iKesDjNUP9N/qHUL5E1J7AT4lvz+MlT3Lx9/7qgEEKIr4b0wAshMkXtgpaM2PWAWW9mcK9dyJJVl17SaOkNCuQwonjujD3XFfKYkS+7Ed4LA8llpk8JG00ZI30dZjQsSJ8t98imr4Ohng7TfQv+6xj334pgz9ZwzAx1sTU3yDAJ3R+VtDXBrbAlDZfeQKVS810t+3TvpX9I2zW3SEpVoasD030LYKD37rnqpaexjHD/tBmeB7vmYeD2+6y7+hozQ13tde1YyYZhux7guyQQXYWCn301rwDsuhGGqaEuboWzM9EnP53W3UaNmloFLanmaPFJ5xRCfNsiI6P4acZsTE1NGPP9MACUSiXDR48l4HogCYkJjB4+lPredYmOjqFd154kJCQQnxDPxB9H4+nmCsDKtetZsXodSclJ1Peuy+jhQwE4d+ESg0aMRFdHl4oVyjHzp8no6OiwZMVqNmzeQkJCIsWLObHw11no6upyxT+A78eMQ6lUkTt3Lpb8NgcTExMSEhLo3KsfT589wzibMUvn/0r+fHkJDQ2j98AhREREolAoWPjrLAoVTP+a1MdiOHj4KFOnz0StVlOqZHHmTP9J1qgXQvxfyDJyQmRB39IyckL8HbKMnHjf176M3OMnT+nSq1+mvI8edOs2Ldt3pmSJ4hQrWoSxo0YAsGf/QTZs2caapQuJiIikkos79wOvkpqailKpxMjIiMdPntKkdXuunj1BdHQMlVzcCbx4Bn19fWp5+rBo3mycihahsos729avxsHenrZdetCskS+NfeuzfdceGjWoh0KhoHvfAbjUrE67Vi1wrlKTPVs34GBvz9zfFxIXH8eoYUOY/PMvmJuZ0b93Tw4dOcbvi5awY+NaOvfsS2Pf+vjW8+ZqwDVGj5/E/u2btW1Uq9UfjMHNpRYudetx8tBezM3NGfz9aMqXdaZty+b/99/DPyXLyAmRdckQeiGEEEKIL4RHvYZcDbim3fZq1IygW7cZNXYCtTx9qFjTjZ9nzslw3Io16xg/ZZp2e/yUaaxYsw6A6zeC8GrUDHefhrTs0IWEhIR/HWehAo5cv3gGL0/3dPttbXITHR1DWloaUdHR5M6pWW5TX18fIyPNXBw3b9/BubRmck4jI0NMjI2JjY0jKSkJlUqFpaUF/teu45g/Pw729gC0b92S/YcOA9DYt752ZY4ypUrw+nUoYWHhGBkZass3bdSAg35HAdi2cw+d2rUBoI67K9cCb6BWq7niH4CHqwsA5ZzL8PjxE1JTU7Vt+VgM9x48oGiRwtrEt2lDXw4ePvKvr6kQQnwKSeCFEEIIIb4QbVu1YMv2nQC8Dg0lPi6eEsWcaN2iGSf99nHu2CEWLltBYmLiX9SkkZaWxtBRY1i/fAlH9u2kaqWKLF6+6oNlR42dgJu3b7qfpSvXfLCsoaEhOjoZv0aWL+tMrpzWFHWuSPkatZk8foz2s2kzZlOsbCXGTJjM5HE/aOsZ2K83TmUrUbh0ebzremJrY8PTZ8/JlyeP9tg8DvaEvHyV7lyJiYms3bgZ7zoe5MhhRUxMLEG3bgOw94AfoWFhAMTFx2NmZqY9LldOa8LDIyjrXJoNW7YDEHA9kGfBLwiPiNCW+1gMhQoU4Nr1G7wICQFg/yE/QsPCP3idhBDivyZjb4UQQgghvhDNGvlSw8ObKeN/ZPO2HbRt3QIAHR0dpkyfwc3bd4mOieF1aNgn1Xf77j1uBN2iaZsOACQlJVG7Vo0Plp0y/sd/Hf/CZSvIbmnJ/cCrvA4NpVHLtuzatJ6cOa0ZMWQgI4YM5Pip0zRs0YYLJ45w4+Yt1mzYxKObARgYGNC+Wy8OHTlGckoKenrv3inX1dFJ98Dg7esDQwf2p5hTUQDWrVjC0FFjUCgUeHm4k9Nas8JHWlr6JUl1dXTR0dFhxpRJDB45mvWbNlOxfDkKFyxADqt3E4d+LAZLSwt+mz2d9l17YWxsTPUqlchpLZN/CiH+PySBF0IIIYT4QpiZmVG8mBNXA66xY/detqxdxZ279+je5ztmTptM/1498GncIuMym3p66YZ/JydrlrRUKpVUKFeWXZvX/eW5R42dwPmLl9Pta9uqBV07tvvk+HfvPcC0SeNQKBTkzpWLGlWrcuLMWZo1ejdbfu2amgcI4eERHPQ7QqP6Ppiaalb5aN+6Jbv37adFk8bsPXBQe8yz4GDyONgBcP7iJYaPHsvCX2dpk3cA59KltO+wnzh9hlt37gJgaGBAUlKSdgh/ZFQUVlbZAVi1eAEA8fHxHD52HH39d6t02NnYfDQG99ouuNfWDL9fuXa9dki/EEJ8bpLAC5GFxSYrMzsEIb4o8m9CfA3atWrBbwuXYGOTGwsLc/yOHaesc2mqVKrI4ydPuXYjKMMxBR0dWbF6LWq1muTkZA74HaFI4UIULVyIm7dvc//BQwoVLEBoaBipaanY2dpmqOO/6IEvVaIYR46doEQxJ5KSkjh19iyd2rfh0eMn2NnaYGhoyIOHj0hNTcPaOgclSxRnyYpV9OrW5c3s7kcoXsyJyhXL0+u7QbwODSVXzpysXLuBbp3aA9Cz/yAO7tqKTe70S4CmpaWhp6dHQkICE6f+zKyfpwJQx8ONtRu30LVjO/yOHqNKpYrpygOMn/Kz9j35t/4shrfHhoaG8dvCxezduulfXzshhPgUksALkQUZGBhgkzMHFWdezexQhPji2OTMgYGBQWaHIcQ/VtfDjV7fDWL5wt802+6uLFyyjFqePhQuVJAyJUtkOKZq5Yo45s9PpVru2OTOTZlSJQEwMjJiye9zadO5G8bZjDE0MmTRr7M/W+yjhw+h98AhuHo1ICk5ia4dO1CimBOHjhyjWduOWJibY2hkyKolmp5vL093rgYEUMvTBwDnMqXo0bkjurq6zJ4+lYYt2qBWq/F0c6V2zRq8fPWKR0+e0qZTd+05q1etzMQfRzN63CTOX7xEQmIiA/v1plSJ4gCMHTmCTj37smzlaszMzVi+YB4AW3fuZt78RSQlJ+Neuxa9unUBYNO2HZiZmuJdx+ODMQB06d2Px4+fkpqWyuRxY8iZ0/qzXVMhhHifLCMnRBaVlJRESkpKZochxBfHwMBAO1RWfNu+9mXkhPinZBk5IbIu6YEXIosyMjKSJEUIIYQQQohviCwjJ4QQQgghhBBCZAGSwAshhBBCCCGEEFmAJPBCCCGEEEIIIUQWIO/ACyGEEOKrFhMbm9khCPFFkX8TQmRdksALIYQQ4qtkYGCAjY0N+ZxKZ3YoQnxxbGxsZMlNIbIgWUZOCCGEEF+tr3XJzQcPHtCpUyf09PRYvnw5+fPnz+yQvhq7du2iX79+NG/enMmTJ3+1K77IkptCZE2SwAshhBBCZCEbNmygR48edOvWjZ9++kl6UT+DR48e0apVK1JSUti0aROFCxfO7JCEEAKQSeyEEEIIIbKExMREevbsSZ8+fVizZg0zZ86U5P0zcXR05NSpU7i5uVG+fHnWr1+f2SEJIQQgPfBCCCGEEF+827dv06JFC0xNTdmwYQN58+bN7JC+Gbt376ZTp040bdqUOXPmkC1btswOSQjxDZMeeCGEEEKIL9jq1aupWLEi3t7enDhxQpL3/7MGDRrg7+9PUFAQlSpV4vbt25kdkhDiGyYJvBBCCCHEFyg+Pp4uXbowaNAgNm7cyLRp09DX18/ssL5JefPm5fjx49SrV4+KFSuyatWqzA5JCPGNkiH0QgghhBBfmKCgIFq0aEGOHDlYt24dDg4OmR2SeGP//v106NCB+vXrM2/ePExMTDI7JCHEN0R64IUQQgghvhBqtZply5ZRuXJlmjRpwtGjRyV5/8J4e3sTEBDAgwcPqFSpEkFBQZkdkhDiGyIJvBBCCCHEFyAuLo4OHTowcuRItm/fzsSJE9HT08vssMQH2Nvbc/ToUZo0aULlypVZunQpMqhVCPH/IEPohRBCCCEy2bVr12jRogX29vasXbsWW1vbzA5JfCI/Pz/atWuHp6cn8+fPx8zMLLNDEkJ8xaQHXgghhBAik6jVahYuXEi1atVo06YNfn5+krxnMZ6engQEBPDixQsqVKjAtWvXMjskIcRXTBJ4IYQQQohMEBMTQ+vWrRk3bhx79uxh7Nix6OrqZnZY4h+wtbXFz8+Ptm3bUq1aNRYuXChD6oUQn4UMoRdCCCGE+D+7evUqLVq0oECBAqxZs4ZcuXJldkjiP3L8+HFat25NrVq1WLx4Mebm5pkdkhDiKyI98EIIIYQQ/ydqtZp58+ZRs2ZNunTpwoEDByR5/8rUrl2ba9euERUVRbly5bh69WpmhySE+IpIAi+EEEII8X8QFRVFs2bN+Omnnzhw4ACjRo1CR0e+in2NcuXKxf79++nSpQs1a9Zk3rx5MqReCPGfkCH0QgghhBCf2cWLF2nZsiXFihVj1apVWFtbZ3ZI4v/k1KlTtG7dWrvcnKWlZWaHJITIwuSxrxBCCCHEZ6JWq5k1axaurq706dOHPXv2SPL+jalZsyYBAQEkJSVRtmxZLl68mNkhCSGyMEnghRBCCCE+g4iICBo1asSsWbM4fPgww4YNkyHz3yhra2t2795Nnz59cHV1ZdasWTKkXgjxj8j/RYQQQggh/mPnzp3D2dkZgICAAKpWrZq5AYlMp6Ojw7Bhwzh8+DCzZ8+mYcOGREREZHZYQogsRhJ4IYQQQoj/iEql4ueff8bDw4PBgwezY8cOrKysMjss8QWpWrUq/v7+KBQKnJ2dOXv2bGaHJITIQmQSOyGEEEKI/0BYWBgdOnTg9u3bbNy4kYoVK2Z2SOILplarmTt3LqNGjWLs2LEMHTpUXrEQQvwluUsIIYQQQvxLp06dwtnZGWNjY65evSrJu/hLCoWCAQMGcPz4cRYsWED9+vUJDQ3N7LCEEF84SeCFEEIIIf4hlUrF5MmT8fLyYuTIkWzevFmWCRN/S8WKFbl69SrGxsY4Oztz8uTJzA5JCPEFkyH0QgghhBD/wKtXr2jfvj0PHz5k06ZNlCtXLrNDElmYWq3m999/Z/jw4YwaNYqRI0fKkHohRAZyVxBCCCGE+JuOHj2Ks7MzVlZWXL16VZJ38a8pFAr69u3L6dOnWbFiBV5eXrx69SqzwxJCfGEkgRdCCCGE+ERKpZJx48bRoEEDxo8fz/r16zE3N8/ssMRXpGzZsly5coUcOXLg7OzM0aNHMzskIcQXRIbQCyGEEEJ8gpCQENq2bcuLFy/YtGkTpUuXzuyQxFdMrVazePFiBg8ezNChQxkzZgy6urqZHZYQIpNJD7wQQgghxF/w8/PD2dkZe3t7Ll++LMm7+OwUCgU9evTg7NmzbNiwAQ8PD168eJHZYQkhMpkk8EIIIYQQH5GWlsYPP/xA48aN+emnn1i1ahWmpqaZHZb4hpQuXZrLly+TJ08enJ2dOXToUGaHJITIRDKEXgghhBDiA54/f06bNm0IDw9n06ZNlChRIrNDEt8wtVrNihUr6N+/PwMGDGD8+PHo6elldlhCiP8z6YEXQgghhPiDffv24ezsTKFChbh48aIk7yLTKRQKOnfuzMWLF9mxYweurq48f/48s8MSQvyfSQIvhBBCCPFGamoqw4cPp2XLlsyaNYtly5ZhYmKS2WEJoVW8eHEuXbpEkSJFcHZ2Zt++fZkdkhDi/0iG0AshhBBCAE+fPqVVq1bExcWxadMmnJycMjskIf7UmjVr6N27N71792by5Mno6+tndkhCiM9MeuCFEEII8c3btWsXzs7OlC5dmgsXLkjyLrKEdu3acenSJQ4ePEitWrV48uRJZockhPjMJIEXQgghxDcrJSWFQYMG0b59e37//XcWLFhAtmzZMjssIT6Zk5MT58+fp0yZMpQtW5adO3dmdkhCiM9IhtALIYQQ4pv06NEjWrZsSVpaGhs3bqRw4cKZHZIQ/8rGjRvp0aMHnTt35ueff8bAwCCzQxJC/MekB14IIYQQ35xt27ZRtmxZKlWqxNmzZyV5F1+Fli1bcuXKFU6dOkX16tV5+PBhZockhPiPSQIvhBBCiG9GUlIS/fv3p0uXLixdupR58+ZhZGSU2WEJ8Z8pVKgQZ8+epUqVKpQrV46tW7dmdkhCiP+QDKEXQgghxDfh/v37tGjRAj09PTZs2ECBAgUyOyQhPqutW7fStWtX2rVrxy+//CIPq4T4CkgPvBBCCCG+ehs3bqR8+fK4uLhw+vRpSd7FN6Fp06b4+/tz8eJFqlWrxr179zI7JCHEvyQJvBBCCCG+WomJifTs2ZPevXuzevVqZs2aJRN7iW+Ko6Mjp0+fpnbt2lSoUIENGzZkdkhCiH9BhtALIYQQ4qt0584dWrRogbGxMRs2bCBfvnyZHZIQmWrXrl106tSJ5s2bM3v2bFkyUYgsSHrghRBCCPHVWbNmDRUqVMDLy4uTJ09K8i4E4OvrS0BAAIGBgVSuXJnbt29ndkhCiL9JEnghhBBCfDUSEhLo0qULAwcOZOPGjUybNg19ff3MDkuIL0bevHk5ceIE3t7eVKxYkdWrV2d2SEKIv0GG0AshhBDiqxAUFESLFi2wsrJi/fr1ODg4ZHZIQnzR9u3bR4cOHfD19eXXX3/FxMQks0MSQvwF6YEXQgghRJamVqtZvnw5lStXplGjRhw7dkySdyE+gY+PDwEBAdy/f59KlSoRFBSU2SEJIf6CJPBCCCGEyLLi4uLo2LEjI0aMYNu2bUyePBk9Pb3MDkuILMPBwYGjR4/SuHFjKleuzLJly5ABukJ8uWQIvRBCCCGypOvXr9OiRQtsbW1Zt24dtra2mR2SEFman58f7dq1o06dOsyfPx9TU9PMDkkI8QfSAy+EEEKILEWtVrNo0SKqVatGq1atOHz4sCTvQvwHPD09CQgIIDg4mPLly3Pt2rXMDkkI8QeSwAshhBAiy4iJiaFNmzaMHTuWXbt2MW7cOHR1dTM7LCG+Gra2tvj5+dGmTRuqVavGwoULZUi9EF8QGUIvhBBCiCzB39+fFi1akD9/ftasWUPu3LkzOyQhvmrHjh2jTZs2uLi4sGjRIszNzTM7JCG+edIDL4QQQogvmlqt5rfffqNGjRp06tSJgwcPSvIuxP+Bq6sr165dIyIignLlynH16tXMDkmIb54k8EIIIYT4YkVFRdG8eXOmTJnC/v37GT16NDo68vVFiP+XXLlyceDAAbp06ULNmjWZN2+eDKkXIhPJEHohhBBCfJEuXbpEy5YtcXJyYuXKleTMmTOzQxLim3bq1Clat25N5cqVWbp0KZaWlpkdkhDfHHmELYQQQogvilqtZvbs2dSuXZtevXqxZ88eSd6F+ALUrFmTgIAAEhMTKVu2LBcvXszskIT45kgCL4QQQogvRkREBI0aNWLmzJn4+fkxfPhwGTIvxBfE2tqaPXv20KdPH1xdXZk1a5YMqRfi/0j+jyiEEEKIL8K5c+coW7YsarWagIAAqlWrltkhCSE+QEdHh2HDhnH48GFmz55Nw4YNiYiIyOywhPgmSAIvhBBCiEylUqmYPn06Hh4eDBw4kJ07d2JlZZXZYQkh/kLVqlXx9/dHoVDg7OzM2bNnMzskIb56MomdEEIIITJNWFgYHTt25ObNm2zcuJFKlSpldkhCiL9JrVYzZ84cRo8ezdixYxk6dKi8+iLEZyL/soQQQgjxfxEdHc2lS5e026dOncLZ2RkjIyP8/f0leRcii1IoFAwcOJDjx4+zYMEC6tevT2hoKKAZYXP06NFMjlCIr4ck8EIIIYT4vxg1ahS///47KpWKKVOm4OXlxffff8+WLVtkOSohvgIVK1bk6tWrGBsb4+zszKlTp1AqlTRp0oQTJ05kdnhCfBVkCL0QQgghPrtnz55RpEgRDh48yKRJk3j48CGbNm2iXLlymR2aEOI/plar+f333xk+fDijRo0iJSWFEydOcPz48cwOTYgsTxJ4IYQQQnx2vXv35s6dO9y6dQsXFxcWLVqEubl5ZoclhPiM/P39adGiBQ4ODvj7+7N9+3ZcXV0zOywhsjRJ4IUQQgjxWT18+JDChQujq6tL48aNMTU15ebNm0ybNo1atWpldnhCiM9gzJgxnD9/HicnJy5dusS1a9coXLgw165dQ6FQZHZ4QmRZ8g68EEIIIT6rwYMHo1KpsLa2JiEhARsbGwYMGEDFihUzOzQhxGfSpUsXmjdvjlqtxsDAAIVCQWBgIBcvXszs0ITI0qQHXgghhBCfVUJCAvHx8eTMmTOzQxFCZBK1Ws3z58/JkydPZociRJYmCbwQQoj/RFJSEikpKZkdhhBfJAMDA4yMjDI7DPEFkHulEB8m98lPo5fZAQghhMj6kpKScHR05OXLl5kdihBfJBsbGx49eiRfTr9xcq8U4uPkPvlpJIEXQgjxr6WkpPDy5UuePrwnM4sL8QcxMTHkLVCYlJQU+WL6jXt7r3x0/TzmZqaZHY4QX4yY2DgcS1eR++QnkAReCCHEf8bc3FwSeCGE+AvmZqaYm5lldhhCiCxIZqEXQgghhBBCCCGyAEnghRBCCCGEEEKILEASeCGEEN8cV486PH78JLPDEEKIL5a7b0seP32W2WEIIf5AEnghhBAii7nq70+1mi7pHkK8evUK7/q+VKvpQoNGTYiIiAAgMPAGtnny4+pRB1ePOixdvgKA27fvUL9hY9zreFHL1Z2goJvauhzyF9CW7z9wkHb/oiVLqVC5GpWr1WDFqtUAKJVK+g8cRB3vepSvVJXf5i/Qlk9NTaX/wEGUr1SV6rVqc+78eQAmTp6Kp5cPFatUZ+iI73m7ou2jR4/xru+Lex0vfBo0JDQ0FIBz589Tx7serh51qONdj+Dg4D9tQ0hICM1atMLTy4cq1Wty8tRpAGJjY+nYuSt1vOtRoXI1tm7b/pdtOHf+PJWr1aBaTRcGDB6CSqVK97tQqVT07vcdlavVoHqt2lz19/9Hv1MhxH9n8i9zqNukDZXd6zP8x0m8v2r2vQePaNi6MydOn9PuCwuPoFmHHtRp3Bp335bce/BI+9nZi5ep4dWIWj5N6Np/qHZ/vpKVcPdtibtvSwZ8/yMAsbFxdOozCK+mbankVo9tu/dpy6/asAW3Bi2oVqchU2bM1e4fNmYi5Wt7a+sKDnnJnXsPtNvuvi2p5FaPCq7eADx68pR6LTrg2agV9Vt2IDQsHIAHj55Qv2UH3H1b4tuqE69Dw/6yDROmzaKye32q1WnIoaMntPsXr1xHJbd6VPX0ZeX6zdr9u/f7UcmtHtXrNmLa7N+0+89dukJVT19qeDVi0KhxH7xP9h06mqqevtT0bszVa4F/+TsUHyeT2AkhhPgqqNVqFApFZofxp/6LGMeOn8jlK1eIiYlNt3/0j+Po3bMHvg3qs2jJUsZPmsycmTOIjIqicaOG/P7rnHTlwyPCWbZ4Ibly5eL0mTMMHDIUvwP7UKvV5LDKwbHDh9KVf/LkCStXrebc6ROkpqZSsUp1fLzqYmpqSn0fH36dPYvk5GQqVqlOg3o+5M2blyk//UxO65xcuXhO236AAf37Mmb0SADcPOty7dp1nJ3LMPz7kQweOABPD3cWLl7CLzNnM23qZGJj49i2eSOmpqasWbuesRMmsWTh/I+2ITQ0jGlTp1CwYAEePXpMPd9G3AwMIDIyku/696V8uXJERkZSrlIVGtSvR1pa2gfbkCdPHr4bOITtWzbi4OBA2/Yd2blrN40bNdRel3XrN5ItmxEXzp7m1q3btOvYWdteIb4038p9sn/PLoweOgAAj4YtuXbjJs6lSrBszYZ0CelbP8/5HS8PV7p1aM2hoycYO+UX1i39jeiYGPoN+4Gd65aRx95Oew9Tq9VYWWXnyK6N6eqJjI6mf48ulHcuRWRUNBVdfahf14PEpCSmzviVa2f80NfXx6VeUxo38KZYkcJERkczf+ZUKpVzTlfX+3V/P24KZUuX1P55UJ/ueNSuyaIVa5n52yKmjh1Jr0Ej+HnCD5QtXZJd+w4xZvJ0Fs6e9tE2nD5/iRu3bnPhyB5evQ7FtX5zrp3x48XLV6zasJkzB3eQmppGFY/6eHu4YmJszLhpMzm2exMmxsa4N2xJHTcXnEuVYOD3Y9m6ejEOdra079GfXfsP0aielzb+9Vt2kM3IkHN+u7h19x4deg7g0rF9iH9GEnghhBCfTXJyMr369OPe/fskJSWzZ+c2bGxsmDb9F3bs3IW5uTnFixcjKjKK5UsX07lrdzp2aE9tl1qAZqj78iWLyZ8/H527dufBw4fExcUzaMB3tG/XhhWrVnP5yhUePXpM1SpV6Nu7J337D+B1aChqtZr5836lSJHCPH78hD79vyMpKQkHe3vi4+M/GrNKpWL0mLFcunyZhIQERo4YToP69Rg3YRLJyclcunyZNq1bcerUaQoUKMDhI0cY9f0I8ubJw5DhI0hMTCQlJYUxo0fhVbcOx0+cZNHiJaSlpZErdy7mzZn9r67p98OHki1bNlw96qTbf/LUKRYv+B2Atq1bUaFyNQAiIyPJYWWVoZ7q1app/1ymdGlevXoNaJY8s7DIuJLA1u07aNumNfr6+ujr69Ogfj38Dh+hbZvW1K3jCYChoSFFChciNCwMW1tbtm3fweULZ7V1vP1S/nalgvDwcFJTU8mbNw8A9g72vH6tiSMsLBx7ezsA6nh6vBdrKTZt3vKnbShdupR2v6NjfhKTEgHImzcvefPmBSB79uzksMpBbGwsOXLk+GAbwsLDKeCYHwcHBwDat2vL1u070iXwm7dsZerkiQAUK+aEgYE+wcHB2NvbZ7iGQnxIcnIyvYeM4v7DRyQlJbNr/XJscudi+tz57Nh7EHMzU4oXLUJkdDTL5s2gS78hdGzVDJcaVQHNUPel834hf948dOk3hIePnxAXH8/A3t1p16IJK9dv5krAdR49eUrViuXp3bUj/Yf9wOuwMNRqNb/9MoUihQrw+Okz+g0bTVJSMvZ2tsQnJHw0ZpVKxZjJ07l0NYCExES+H9iP+l4eTJg2i+SUFC5dDaB1s0acOneRgvnzcvj4aUYO7kceBzuGjZlIYmIyKakp/DB0AHXda3Pi9DkWr1xHmjKNXDmtmTtt4r+6pm9n+A+PiCQ1LY28Dpp/j62bNqJLu1Z06TckXXl7O1tCwzQ91mHhEdjZ5gZgxbrNdG3fijxv7kVv72ExsbFYmGdcRSCvg732XNktLbDKbklsXDymJsYYmxgTGxePcbZsqFQqLN/cB6OiYsiRPftH2/I6NIxT5y4ydexIbaxve9fDIyKws7UB4PHTZ9okv4G3J8N+nPinbdiycw+d27YEIHeunJQtXZKLVwO4eCWANs0ba+/19b08OXz8FNmyGeFZu6b22rZu2ogDh4+hVqspkD8vDna2ALRr2ZRtu/enS+C37NzL5B9HAFCsSGEMDAwIDnmJ/ZvYxd8jCbwQQojPZt/+A2QzNub0iWOoVCpUKhWHjxzl1OkznDp+FD09PXr3++6T6ho8cAClSpUkKiqK8pWr0r5dGwDOnj3PudMnMDQ0pEv3ngwZPJDy5crh7x/AiJGj2L51M12692Di+LFUr1aNhw8fUaZ8xY+eZ9WateTKlZPDB/cTHx9Pleq1qOejGboYeOMGfgf2oVAoOHXqNC9CQjhx9DBpaWlUrFKdtatWULx4McLCwnBx86RcWWcATpw6xY2Aq2T/wJe06OhoGjVtnmH/mpXLP5gEZsuWLcO+qKgoLC0stF/MTExMSE5JBiA+Pp5du/dw9NgxSpQowU+TJ2L1h4T+t/kLaOjbQBvP8+BgatZ2I4dVDiaOH0upUiV5+uwZnu7u2mPy5HEg5OXLdPXcv/+Ae/cfUKZ0aZ48eUru3LnoP3AwN2/exMnJiZnTp2FqakpAwDV69e3Hw0eP+W3ubG08I4cPo0KVakz56Wf09PQ4f+Zkhrb+tmAhDRs2yLj/vTa8b8PGTdSsXj3D/rPnzmFqakKOHDk+2oY9e/eRN1/ed212cODlH9r89Nkz8v2hTMjLl5LAi0+2//AxjLMZcXLfNu198siJ05w6e4ETe7egp6dH36GjP6muQX26U6q4E1HR0VRyq0e7Fk0AzRDqMwd2YGhoSLfvhjKobw/KO5fC//oNRo6fytbVi+nWfyjjRw2leuWKPHz8lHIudT96ntUbt5LTOgeHtq8nPj6B6nUb4lPHDYDAoFsc3LZOc588d5EXL19zbM9m0tLSqOzRgNUL51C8aBHCwiNwa9Bcm3SePHuea2cOk93SIsP5omNiaNKue4b9qxbO+WASGBAYRJ8ho3j05Cm//jwJq+yWAGTL9uH1xbt3aEO1ug1Zv2UHMbFxXDy6F4Cr1wIp4VQEr6ZtSUlJZcTAPtR1r010TCzBL0JwqdeUHNmzM37UUEoVd0pX59mLlzE1MSGHlea+P7B3N4pXro2hgQE9O7fD1kbzkECpVNK57yB0dHRo27wJ3Tu2SVfP3IXL6Nm5nfb+PmJAHyq71+enWfPQ1dPj7MGdAOSxt+foydO41arBoaMnCHnzQPNjbXj2/AV58zhoz+Ngb8vLV695FvwCD5caGfbr6umRN8+7+1oee1uCbt/hWfAL7UMLTXk7Xr4591tPg1+Qz8Eh3bEhL19LAv8PSQIvhBDis3EuU4YffhzHvN/n06VTR4yNjTnkd5jOHTugp6f5X1DTxo1Yu279X9aVkJjA2PETuX37NiEh75IoN7faGBoaAnDIz49Hj969u6hQKEhISCAiIlLbW1uggCPOZUp/9Dx79+7jeXAwu3bvASAtLU37LrZX3TrphnbW89b0MNy9e488Dg4UL14MAGtrazw83Lhw8RJmZmZUq1Llg8k7gIWFRYbh6n9XcnKy9nq+pa+nD0Cb1q1o07oVarWaWXPmMmjIMFYuXwpovjj+8OM4Xrx4wdLFCwFNL/XDu7cBOH3mDM1bteF20HWSk1PSnUNXVxcdnXdT6Rw7foLRY35k/ZpV6OnpERoWyvXAG/z+61wKFSrIhElTmPLTz0yZNAFn5zKcP3OKsLAwmrZoRZ48DlSpXJnW7TqwddMGKlWsyLbtO+jRqw+rVy4HICEhgX7fDSRnzpx07dxJe94PteGtufN+45DfYdavWZVu/8ZNm5m/cBHrVq9Mt/+PbUhOTkZP9w9tVqSfPuiP1/6P10WIv1KmZHF+nDyd35asoHOblhgbZ8Pv2Ek6tW2h/bvVpIE3azdv/8u6EhITGf/TTG7fu69N4ADcalbX3if9jp7k0eN3k9MpFJCQkEhEVDTVK2sebhbIn5cyJYt/9Dz7Dh3h+YuX7N7vB0BamlL7LnZdj9rp7pM+nprE/u6Dh+Sxs6V40SIAWOewwr12TS5eCcDM1ISqlcp/MHkHsDA3zzBc/c84lyrB2UM7CQuPoHnHnjjY21KlQrmPlu85cDgTRg7F16cO5y9fpV2P/hzavp6w8AjCwiPYv2UNr16H4tagBWcO7SSvgz33rp4BNEPRW3XuTdCFY9r6Nm3fzYJlq1mz6FcAAm/eZu2mbTzwP4uBgT4dew/E79hJPF1rsX2t5n4cGRVNk3bdKOSYD9da1d9c1zT2HjrCmGEDtHW37d6PTSsXUqmcM9v37KfnoBGsWjCHpfN+YdiYSUyfu4A6rrVwfDOy6WNtSE5JRk9XV1vv23tXhnu9ji4KHR1SUlLIZmT01+V1dTLcA1OSk9HT001Xp47Ol/0qx5dMEnghhBCfjaNjfs6dPsGiJUupVLUG+/fsJDEpEQMDA22ZlJQU7Z919fRITU3Vbicna3qRjxw9xi8zZzF10kSKDh9K4WIltGVMTUy1f9bT08uQDEdERKD73peUP57zj5RKJfPmzqZ8uYxf9kxNTT+4nZaW9sGk7e15/3jc+/5uD/yH5MyZk1ev331ZT0xMxNjYOF0ZhUJBj25dqVazNgBJSUk0ad6Shr4NtEPA/6hG9eqYmZkRHh6Ona0tz99MHgfw7Nlz7YOQ+QsXcfToMfbt3omlpSUAuXLmokTxYhQqVBCAZk0aM2JU+l5Ea2trmjdryukzZylYoABxcXFUqqhJIJo0bsSQ4Zohl6GhoTRr2ZrBAwek62X/WBvUajUdO3elYMGC7Nq+Nd3vZuToMURFR3Ng726M3vsy+qE22NnZsnff/ndtfv4ch/d6rN6Wef48mIIFCwDwPDiYPA7pywjxZxzz5eX0wR0sWbmOqp4N2LNpFYlJSRjof/g+qaerS2pamnb77WiboydPM2PeIiaPGcHwQn1wqlhLW8bUxOTd8Xp6GZLhiMgodP+YdKWk8jFKpYq50yZS3rlUhs/eP5dmW3MvSktTfuQ+qdln8ofj3vd3e+Dfss5hRbNG9Th7/tKfJvDnLl1l9Ztku0qFckTHxBIWHkFO6xw08PJEoVBgkzsXZUoV58GjJ1Qo++4hcI0qFTE1NSE8IpIcVtkZPXEaUdEx7Nu8SnuPOXTkOL4+dTA11bSxXYum7D7gh6fru99RdksLmjWqR0BgkDaBP3D4OFUqlNM+fAkNCycuPkH7vnzj+t4MGzMJ0Pw92rJqEQBPnj3n8AnN5J0fa4OtTW6CQ0IoWlhzj34W/ILG9b2xs8nF8xch2riev3hBmZIlSEpO5t6Dh9r9z4JDyGNni51NbvYeOvKufHAIDva26a6vrU1unr94SUHHfJoyISHaIf3i75NHxEIIIT6bsLAwTE1NGTp4EG5utbly1Z+qlSuzdt161Go1KpWKdes3aMsXLFCAM2c1E4A9fPiIa9c1M9X6BwTgWtsFZ+cyBN64ka4H/n1ly5TR1peamsrNm7ewsrIiKSkJf/8AQDODe+CNoI/GXKtWTRYtWabdDgi49pftdHIqyr3797l58xageWhw+vRZqlap/JfHvu2B/+PP3xmCraOjQ6kSJTlyVNMDtGbdem2iGx4eri23Zdt2KpTXfImdOm069Xy86dm9W7q6oqOjUSqVANy8eYukpCRy5MhBfR9v1qxdh1KpJD4+noOH/PCqW4d79+6zbv0GNqxbo018QfPwJj4+nmfPND19fkeOUK5sWVJTU3nw5ktgWloafn5HqFSxItbW1sTExGrLX7x0CVsbzRfzYSNGMnzokAxD5D/WhhWrVpPbJjdjx4zOMErgwYMHzJ83N13y/rE2VK5UictXrmrfy1+5ajXNmzZJd656Pt7aGflv3bqNkZEROXPm/MBvSYgPCwuPwNTEhMH9euJaqzpXrwVSpUI51m3e/u4+uWWHtnxBx3ycvXAZgIePn3I9SHPfCbgehGuNajiXKkHgrdvpeuDf51yqBOvf1JeamsrNO3exym5JcnIy/tdvAJph1zdu3f5ozDWrVWbJqnXa7YDAj99T33IqXJD7Dx9x885dQPPQ4PS5i1SpWP4vj33bA//Hnw8l76mpqTx4pFmhIy0tjcPHTlHxDxPE/ZGtTS5t2x89eUpMTCw5rLLj7eHK9r0HAM1777fvPaBwwfxEx8S8u0/euUtycjI5rLJz/NRZHjx6zG+/TE53jylZ3Injp85qZ2c/ePS4diRCeEQkoHlIs/fgEco7v3s4sOfgYXy9PbXb1jmsiI2N41nwCwAuXg3AJndObVtB8xB69IRp9O3WEeCjbahXx52V6zXzibx6Hcrd+w+pULY0PnXcWbtp+5t7fQIHj5ygrpsLdVxrsXPfIRISElEqlazfsoPGDXyoVN6ZqwHXte/lr1y/mWa+9dJdX5867qzaoJk88NbdexgZGpLTOv3rS+LTSQ+8EEKIz+bylat8P+oHrK1z4GBvj1fdOhgYGHDm3HkqVa2BpaUFtWrW5OFDTULXvWtnmrdqQ83abhQuVEjbw9uqRXOat2rDvv0HqFChvHbSsz+aM2sG3Xr2Zv7CRSgUCkaP/J7ixYuxbMlCevbpS7Zs2ShVquSfJta9e/agT/8BVKpaHSMjI+rX88HZucyfttPAwIC1q1bQb8BA1Go1enp6zJ0946PD5j+HubNn0KV7T8aMHYe9nR3Lly4GYN2GjaxavRYTE2NsbWz47c1s9BcvXSIsLJwtW7dp69i9Yxs3b92iT78BWFiYo6+vz5o3Q9jLlnXG26suNVxcUSqVjPp+OGZmZuzdt5/HT57gUddbW0/f3r1o1rQJ8+f9SruOndHR0cHB3p4Fv89DrVbTpXsPlEolCoWCNq1bUaum5n3LFcsW075TFxQKBbq6uixdpBkSf+HiJR48fMgvM2cBmhENu3ds+2gbLly8xJkzZ7l8+Yp2/+IF87lw8SL+166lmwBw4vixPH8e/NE2zJk1A9/GTVGr1Xh6eFDbpRYpKSl8N2gI8+fNpU+vnvTo1YfqtWqjq6vLwt/fLa0kxKe4EnCdkRN+wtoqO/Z2ttR1c8HAwICzFy9TxaMBlhbm1KpWmQePnwLQtX1rWnbujUu9phQq4Kgd6t6iiS8tO/dmn99RKpQtne695PfNmjqOHgOGs2D5ahQKBaMG96d40SIs/vUXeg8eSTYjI0qVcPrTHutendvRb/gPVPFogJGRIfXreOBcqsRHy4PmPrlq4Vy+Gz4GtRr09HSZ/dP4jw6b/6fUajXd+g9FqdLcY1o3bUTNan/+MHXJ3F8YOHIsKSmpKFVKlsz7BYVCQfNG9bl0NQDX+s1RqpRMGTMCC3Nzzl26Qr9hP2BhZoa+vh4rF7y5r14NICAwCHffltq6x48aSl332ly9FohLvaaA5iHK23fdW3ftQ3JKCmlpSto0b0St6lW0x567eJmJo4dptxUKBUt/m0HHXgPf3Cd1WDx3OgDzFq9g+579JCQk0qZZI3zqaOYs+VgbGvrU5fS5i9TwaoRKpWbG5LEoFArKli6Jt4crtXyaolQqGTm4H2ZmppiZmTK0fy/cG7bUjHJq05wC+TXzf8yaOp5Gbbtq7pOuNXGpUZWUlBQGjhzHb79MpneX9vQc9D01vRujq6vL/JlT/+2v+ZumUL+/MKIQQgjxD2hmLrcgKuyVdobxT3X8xElWrlqtTTiF+NrExMRgaZ2b6Ojov/3vQ3xd3t4rwx/d0M7m/SlOnD7Hyg1bWDZvxmeMTojMExMbSw7HknKf/ATSAy+EEOKb9cel2MqVK8uMn6dlUjRCCPHleb83GaBcmZJMnzgmk6IRQkgCL4QQ4pv1b2d/F0KIr93fmf1dCPH5SQIvhBAiU9V2qUVtl1p/XVAIIb5RLjWq4lKjamaHIYT4Asgs9EIIIYQQQgghRBYgCbwQQgjxlXAsXDSzQxBCiC9eobLVMzsEIf4xSeCFEEII8Y+lpqbSf+AgyleqSvVatTl3/nxmhySEEF+cYWMmUr62N+6+LXH3bUlwyMvMDklkUfIOvBBCCCH+sSk//UxO65xcuXgO0KzBLIQQIr3I6Gjmz5xKpXLOmR2KyOIkgRdCCCE+k+TkZHr16ce9+/dJSkpmz85tWFhY0KZdByIiI4mLi+enKZPw9HBn3IRJRERG8PjRE+7cvcvkieO5dPkK5y9cIDU1lc0b1mFvb4+rRx1aNG/Gtu07iIiIpKFvA378YVSGc8/5dR67du8hMTGRzp060r1rFx4/fkLPPn1JTEzE0sKSXTu2/qv2paamsm37Di5fOKvdp1Ao/lWdQohvT3JyMr2HjOL+w0ckJSWza/1yLMzNadejPxGRUcTFxzN17Eg8atdkwrRZRERF8fjJM+7ef8jEH4Zx2f865y9dJTUtlY3LF2Bva4O7b0uaN6rP9j37iYiMoqFPXX4YNiDDuecuXMbu/YdITEqiU5uWdOvQmsdPn9F78EgSk5KwNDdnx7pl/7qNUVEx5Mie/V/XI4Qk8EIIIcRnsm//AbIZG3P6xDFUKhUqlYq0tDR+/mkqhQsX4vbtO3Tt0RNPD3cAnj55xs7tWwgODqZYKWcW/j6PaVMnM2PWbJYsW8HYMaMBePjoEX4H9pGamoqnlw8e7q5Uq/puhurjJ07y8NEjjhw6gFKppIaLKw0b1GfW3Ll07dyJFs2bkZyc/MGY79y5S6++/TLsP3xwP7q6uun2PX36jNy5c9F/4GBu3ryJk5MTM6dPw9TU9L+6hEKIb8D+w8cwzmbEyX3b0t0rfxo3isIFHbl97z7dvxuGR+2aADx9Fsz2tUsJDnlJyapuzJ8xlaljRzLrt0UsW72BMcMHAvDoyVMObltHamoqdZu0xc2lOtUqVdCe98Tpczx68hS/HRtQKpXU8mmKr7cncxYspUu7VjRvVP/j98p7D+gzJOPD00Pb12W4VwIolUo69x2Ejo4ObZs3oXvHNv/BlRPfIknghRBCiM/EuUwZfvhxHPN+n0+XTh0xNjZGT0+PJ0+fsmzFSu7evUvIy3fvQXp710WhUODg4ED27JY0bdIYgDKlS7N+4yZtuc4dOgCgr69Ps6ZNOH/hYroEfs++fZw8eRpXjzoAxMXF8+z5c1xdXJg05ScMDQ3xbVD/gzEXLVqEY4cPfVL7QsNCuR54g99/nUuhQgWZMGkKU376mSmTJvy9CyWE+KaVKVmcHydP57clK+jcpiXGxtnQ09Pj6fNgVqzbxN37D3j56rW2vJeHq+ZeaWdLdgsLmjTwBqB0yeJs2LZTW65jm+aA5l7ZtKEPFy77p0vg9x46wsmzF3D3bQlAfHw8z4JDqF2jKpN/mYuhgQENvD0/GHPRwgU5smvjJ7dx+9qlAERGRdOkXTcKOebDtZZMpif+PknghRBCiM/E0TE/506fYNGSpVSqWoP9e3bid+QoJ06cZMSwoeTNm4dSZctryxsaGmr/rKurq93W09NDpVRqPzMwMND+OSEhAQsLi3TnVSqV/DDqe+0DgLfKlytHmdKlmTlnDnPn/YbfgX3o6KSfz/bv9MDnypmLEsWLUahQQQCaNWnMiFGjP+naCCHEW4758nL64A6WrFxHVc8G7Nm0isPHT3HizHmGD+hNXnt7nGvW0ZY3NHx3D0x3r9TVRalUaT8z0H9XLjEhCXNzs3TnVSpVjB7SnyYNfNLtL+9citIlijF7/hJ+XbSMg9vWZbxX/s0e+LeyW1rQrFE9AgKDJIEX/4jMQi+EEEJ8JmFhYZiamjJ08CDc3Gpz5ao/V/39qefjTfHixdh/4OA/qnfLtm2Aprdo85ZteLi5pfvcpWZNlq1YSVpaGgABAdcAePXqFY6O+fl19izCwsKJjo7OUPfbHvg//nzoC6mjY35Nj9WzZwD4HTlCubJl/1GbhBDfrrDwCExNTBjcryeutapz9Vog/tdvUK+OO8WLFuHAkeP/qN5tu/cBEB+fwOade3B3qZHu81rVK7N87cZ398rAIABevQ7FMV9e5vw0gbCISKJjYjPU/bYH/o8/H0vewyMiAUhJSWHvwSOUdy79j9okhPTACyGEEJ/J5StX+X7UD1hb58DB3h6vunVwzJ+fLt17smDRYrzq1vnrSj4gPj4Br3oNiI6OZvDA7yhYsEC6zxs19OX8hYtUrlYTU1MTypZ1ZrZzGRYuXsruPXsxNzejVcsWZP+XEyopFArmz/uVdh07o6Ojg4O9PQt+n/ev6hRCfHuuBFxn5ISfsLbKjr2dLXXdXMifNw/d+g9l4fLVeLm7/qN64xMS8GnenuiYWAb16U5Bx3zpPm/oU5cLl/2p6umLqYkJZcuUxLlUCRavXMfuA36Ym5nSqokv2S0tPnKGT9e6ax+SU1JIS1PSpnkjalWv8q/rFN8mhVrWexFCCPEvxcTEYGFhQVTYK8zNzTM7nK+aq0cdli9ZTP78+f66sPgixMTEYGmdm+joaPn38Y17e68Mf3QDczOzvz5A/GPuvi1ZOu8X8ufNk9mhiE8QExtLDseScp/8BDKEXgghhBBCCCGEyAIkgRdCCCGEEEIIIbIAeQdeCCGEyEI+dYk3IYT4lv2dJd6EyEqkB14IIYQQQgghhMgCJIEXQggh/sLjx09w9fhnM8YLIcS36PHTZ7j7tszsMIT46kgCL4QQQnzhIiMjGf79KCZMmqLdN3L0GFw96mh/rG3s2blrNwAvXrzAt1FTqlSvSZXqNUlJSQGgWYtWVK1RS3uMUqnkxMlT6eopWaYcTZq10J5nwqQplKtYhRourmzdth2ARUuW4unlQ9UatejYuau2/l279+Dp5UPN2m40aNSEqKgoAC5cvEgd73rUdvfEzbMuT548ydDGvt8NxKOuNxUqV2PGrNna/RMnT8XTy4eKVaozdMT3yOI5QohPERkVzffjpjBp+hztvoSERLr0G4JHw5bU8mnChSv+AMTGxtGpzyC8mralkls97frx75s+d772gcTJM+dx922p/SlT3YNmHXqkK3/hij/61u9WC3n05Cn1WnTAs1Er6rfsQGhYuDam1l37UK1OQzwatuTx02cAqFQq+g4dTVVPX2p6N+bqtcAMMZ27dIWqnr7U8GrEoFHjUKlU//KqiaxAlpETQgjxr33ty8g9fvyEzt26Z8r750FBN2nRui2lSpbAycmJcT/+kKHM69ev8W3clDMnj6Orq0tdn/oMHzoEd7f0aye71/Fi/ZpV5MqV66Pna9WmHQO+60fVKlVYuWoNJ0+fZsnC+SgUCtRqNQqFgpiYGO3vuXPX7jT0bUCjhr5ER0djYaFZL3nchElYWlow8Lv+xMbGYmpqikKhYMWq1QRcu8bsGb+kO+/bOtPS0ihe2pmLZ09jaWmZ7lxunnWZOf1nnJ3L/Ktr+v8my8iJt76lZeQeP31G135DM+Vd9KDbd2ndpTcliznhVKQQP44YBMCEabPInt2S/j068yz4Bc069OD84d08C35BaFgE5Z1LERkVTUVXH25eOIaBgQEAz1+E0LJzb4wMDT/YnjZd+9K/VxeqViwPgFKppEm7bly44s/LuwEAtOzci+4d2+JRuyaLVqzl0ZOnTB07kikz5mJmZkb/Hp3xO3aS+UtXsW3NEtZu2ob/9Rv8MulHbt29R4eeA7h07N2DBbVaTRWPBmxdvRgHO1va9+hP04b1aFTP6zNf3c9DlpH7dNIDL4QQ4pvkXseLq/7+2m2veg0ICrrJyNFjqFnbjQqVqzFt+i8ZjluxajXjJkzSbo+bMIkVq1YDcP16IF71GuDmWZeWrduSkJDwr+MsVKgggQFX8PKq+9Ey036ZwbAhg9HV1SUg4BrmZmYZkneAqKhorKysPlrP9euBJCUlU7VKFQDmL1zIz1Mno1AoALT/ffvlKj4+ntehoRRzcgLQJu8pKSk8fvyYMqVLA2BmZoZCoUClUnHnzl3KlnHOcO63dQYHB5PT2hqzN8nN2/3h4eGkpqaSV9Z0FiLTeDZqla4n2Kd5e4Ju32X0xGm41GtKJbd6TJ87P8NxK9dvZsK0WdrtCdNmsXL9ZgCuB93Cp3l7PBq2pHXXPiQkJP7rOAs55iPgtB91PWqn238l4DruLtUByGNvR3ZLCx4+fkpeB3vKO5cCILulBVbZLYmNiwc0PeEDRvzIpNHDPniu60G3SEpO1ibvAD/Nmkeb5o0xNTHR7rO3s+V1aBgA4RER2NnaALBtz346tW4OgKdrLa7duIlarWbLzr10ad8KgGJFCmNgYEBwyEttff7Xb1Agf14c7GwBaNeyKfv9jv2zCyayFEnghRBCfJPatW3D5i3bAE0PdlxcHCVKFKdNq5acOn6U82dOsnDxEhITP+3LZFpaGkNHfM/6Nas46neQKlUqs2jJ0g+W/ePwd1ePOixdvuKDZQ0NDdHR+fj/riMjIzly5BiNGzUE4Iq/Pza2NjRp1oKatd34+ZcZ6cq71/HCzbMuO3buylDXtOm/MGjgdwCkpqaSkJDIjFlzcHHzoHXb9rx69QqAly9fUsPFlXwFi1C3jidFixbR1lHL1R37fAXInTs3rrVdtPtbtWmHQ/6CPH/+nLZtWmU494GDh6hQuRrVXVyZOnkSurq6AAQEXKNK9ZoUK+XMd/36/ukDCCHE59W2RRO27tL0Ar8ODSMuPp4STkVo1bQhJ/Zu5eyhnSxasYbExKRPqi8tLY3hP05i7eJ5HN65kcoVyrF41boPlh09cVq6Yevuvi1ZtmbDB8t+7L5ZtnRJNm3TvGr09HkwN27dITQ8PF2ZsxcvY2piQg6r7Nrz1vfywDF/3g+ea/qc3xnYu5t2e9+hIzx88oyWTXzTlRsxoA+jJvxE6WrubNqxh27tWwMQH5eAmZmptlxO6xyER0TyNPgF+RwctPvz2NsS8vK1dvtZ8AvyOthrtx3s7Xj56t3n4usly8gJIYT4JjVr0pjqtVyZOnkim7ZspV3bNgDo6Ogweeo0bt26RXR0DK9ff9oXotu37xB4I4gmzTXvSCYlJVHbxeWDZadOnvjfNAJYu34DHdq31X5ZDQ0N5caNIHbv2IaBgQENmzTDuUwZ6nh6cOXiOUDTy+1Vz5fixYpRpEhhACIiIrh3/z4utWoCmh7vh48e4dugHlMmTWDV6rUMHjqctatXYmNjw+kTx4iLi6Nz1+7Y2tjQvFlTAE4eO0JKSgpDR3zP9BkzGTZkMAAb1q1BpVLxy8xZDBg8lN/mzk7XDq+6dfCqW4enT5/i27gZO7dtJl++fDg7l+H8mVOEhYXRtEUr8uRxoErlyv/Z9RNCfLqmDXyo6dOEyWNGsHnnHto2bwJo7ptTZ/7KzTv3iI6J5XVY2CfVd/veA27cuqN9fzwpOZnaNap+sOzkMSP+dfzDB/Th+/FTcPdtiVORQpQuUYycOXJoP9+0fTcLlq1mzaJfAVi/ZQcRkVF0bvvu3fT3RURGce/hY2pVr/KmPfeZPncBezetylC2bfd+bFq5kErlnNm+Zz89B41g1YI5pCnT0pXT1dVFR0eHlORk9PR03+3X0UVHR6HdTk5OQU9P773jdP70Ya/4ekgCL4QQ4ptkZmZGieLFuOrvz46du9i6aQN37tylW89ezJoxne/69cG7vi9/nClGT1eP1NRU7XZycjKgeeexYvny7Nqx9S/PPXL0GM5fuJBuX7u2bejaudPfbseq1WvYsXWzdjtXrly41q6NqammR6dB/XpcDwykjqeHtoy9vT1163oSeOOGNoFfu34DjRs10pbJkSMHtrY22mS5WdPGTJ8xM925TU1N6dihPQcOHdIm8AAGBgb06NqVkT+M0SbwoPmS36dXT6rW+PCDDYC8efPi4eHGpctXyJfv3QRQ1tbWNG/WlNNnzkoCL0QmMTMzpUTRIly9FsjOvQfZvHIhd+49oMeA4cyY/CP9unemXssOGSab1NPVJTXtvfvmm4kvlUolFZxLs2Pdsr889+iJ0zh/6Wq6fW1bNKZLu4wjej7G2Dgbc6dpHqCq1WoquvmQx95WW39UdAz7Nq/CyMgIgHmLVxCfkED52t6kpqTwNPgF7Xt+x+qFcwFYt2U7jeu/e+d8ycp1vA4No6aP5sHGi5evKF/bmx1rlxIXn0Clcs4ANK7vzbAxmlexDA0MSUpK0p4zKioaq+yW2Nrk5vmLlxR01NwHn4eEkMfeTnsuO5vc7D10RLv9PDgEhzdtEV83eUwjhBDim9WubRvm/b4AWxsbLCwsCLxxg7Jly1KlcmXCwyO4dj3jrL8FCzpy/sIF1Go1SUlJHDiomdiuaNEiBN26yf37DwBNT/iLFy8+eN6pkydy7PChdD//JHkPCQlBoVBgZ/fuS10dD3f8Dh8mOTkZtVrN0aPHKF+uHGlpaURHRwMQGxvLsWMntO+oA+zZu4+GDeprt/X19SlapIh2ngC/w0coX64soBlt8Nb+g4eoXLFShv37DhygUsWKGffvP0ClShXTtSMqKko7PD8xMZGzZ89R1tmZ1NRUHjx4CGiG2vr5HdHWKYTIHG1bNOb3pSuxyZ0LC3Nzbty6TdnSJahSoRzhkZFcD7qV4ZgCjvk4f+nqu/vmkeMAFC1UgJt37nL/4WMAQsPCeRHy6oPnnTxmBEd2bUz383eSd9DcR96av2wV7rVqYGBgwPFTZ3nw6DG//TJZm0gDnDm4g4BTh7hyfD+7NqygfJnS2uQdYO/BIzTw9tRu/zLpR4IuHOPK8f1cOb4fO5vcXDm+Hwc7W2Jj43gWrPl/wsWrAdjkzgmAp1st1m3ZAcDh46eoXLEcAD513Fm1QfNw9tbdexgZGpLT+t1ogUrlnbkacF37Xv3K9Ztp5lvvb10PkTVJD7wQQohvVt06nvTs05cVS5dotxcsWkzN2m4ULlyYMqVLZTimapUqODo6UrFKdWxtbXAuo0mCjYyMWLpoIa3bdcDYOBtGRkYsmv/bZ43/1OkzVKhQId0+BwcHenTrhptnXRQKBT7e3rjWdiEhIQGPuj5ky2aEUqnk++FDKVSoIKDpBQu6eRMnp6Lp6po3ZzY9evchNTUVSwsLFr5pz6gfxhDy8iX6+vq4ubrSvp3m9YN58+dz6dJljI2NKV68OLN++RmA7Tt3saXDNiwszLG3s2PubE1P/qbNWzAzM6NM6VI0bdEKfX19FAoFQwcPomDBAqSkpNClew+USiUKhYI2rVtRq2aNz3pNhRB/ro6bC70Hj2TZb5p/x3VcXVi4fA0u9ZpSuKAjpUsUy3BM1YrlccyXl8ru9bHNnYsyJYsDmvvm4jnTadu9H8bZsmFkZMiCWT99ttjPX7rK9+OnkJampFQJJ+b+pOmNv3g1gIDAoHTr1o8fNZQaVT7+wFCpVHLz9l2cChf6y/MqFAqW/jaDjr0GolAo0NXVYfHc6QD8OHwQXfoOZtmaDZibmbH0V83kqb27tKfnoO+p6d0YXV1d5s+cCsDmHXswMzXBy8OVWVPH06htV9RqNZ6uNXH5yOsH4usiy8gJIYT41772ZeSE+DdkGTnx1re0jJwQf4csI/fpZAi9EEIIIYQQQgiRBUgCL4QQQgghhBBCZAGSwAshhBBCCCGEEFmAJPBCCCGEEEIIIUQWIAm8EEIIIYQQQgiRBcgyckIIIf4zMTExmR2CEF8c+Xch/igmNi6zQxDiiyL/Jj6dJPBCCCH+NQMDA2xsbMhboHBmhyLEF8nGxgYDA4PMDkNksrf3SsfSVTI7FCG+OHKf/DSyDrwQQoj/RFJSEikpKZkdhhBfJAMDA4yMjDI7DPEFkHulEB8m98lPIwm8EEIIIYQQQgiRBcgkdkIIIYQQQgghRBYgCbwQQgghhBBCCJEFSAIvhBBCCCGEEEJkAZLACyGEEEIIIYQQWYAk8EIIIYQQQgghRBYgCbwQQgghhBBCCJEFSAIvhBBCCCGEEEJkAZLACyGEEEIIIYQQWYAk8EIIIYQQQgghRBYgCbwQQgghhBBCCJEFSAIvhBBCCCGEEEJkAZLACyGEEEIIIYQQWYAk8EIIIYQQQgghRBYgCbwQQgghhBBCCJEFSAIvhBBCCCGEEEJkAZLACyGEEEIIIYQQWYAk8EIIIYQQQgghRBYgCbwQQgghhBBCCJEFSAIvhBBCCCGEEEJkAZLACyGEEEIIIYQQWYAk8EIIIYQQQgghRBYgCbwQQgghhBBCCJEFSAIvhBBCCCGEEEJkAZLACyGEEEIIIYQQWYAk8EIIIYQQQgghRBYgCbwQQgghhBBCCJEFSAIvhBBCCCGEEEJkAZLACyGEEEIIIYQQWYAk8EIIIYQQQgghRBYgCbwQQgghhBBCCJEFSAIvhBBCCCGEEEJkAZLACyGEEEIIIYQQWYAk8EIIIYQQQgghRBYgCbwQQgghhBBCCJEFSAIvhBBCCCGEEEJkAZLACyGEEEIIIYQQWYAk8EIIIYQQQgghRBYgCbwQQgghhBBCCJEFSAIvhBBCCCGEEEJkAZLACyGEEEIIIYQQWYAk8EIIIYQQQgghRBYgCbwQQgghhBBCCJEF/A+0hB/8Nn/+1QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.tree import DecisionTreeRegressor # 의사결정나무 모듈 불러오기\n", "from sklearn import tree # 의사결정나무 시각화 모듈 불러오기\n", "\n", "# 모형의 옵션 지정\n", "dt = DecisionTreeRegressor(min_samples_split=3, \n", " max_depth=3, \n", " min_samples_leaf=5)\n", "\n", "# X 변수 지정 (saleMon 은 사용 불가 -- object 문자형 변수이며 중복이므로)\n", "dtfeatures = ['mnthSeq']\n", "\n", "# 모형에 데이터를 대입해 모형 완성\n", "dt.fit(sales02[dtfeatures], sales02['amt'])\n", "\n", "\n", "# 생성된 트리 모형의 시각화\n", "plt.figure(figsize=(16,8), dpi=80)\n", "tree.plot_tree(dt, \n", " feature_names=dtfeatures, \n", " filled=True, \n", " fontsize=10, \n", " precision=2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- mnthSeq (월의 순번) 가 7.5 보다 작거나 같으면 매출금액 amt 가 작음. 이 영역에 해당되는 월의 수는 8개\n", "

\n", "- 조건이 충족되면 오른쪽\n", "- samples는 집단에 속하는 개체의 수\n", "- value는 평균값\n", "- 색상이 짙으면 value가 큰 것" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- MSE Mean Squared Error 평균제곱오차 ?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "MSE = 4733200918748264.0\n" ] } ], "source": [ "plt.hist(sales02.amt - sales02.amt.mean())\n", "plt.xlabel('평균과 실제값 간의 차이 = 오차')\n", "plt.axvline(0, color='grey', linestyle=\":\")\n", "plt.show()\n", "\n", "# 부호가 양과 음 양 방향 이므로 오차의 크기를 나타내기 어려움\n", "\n", "SE = (sales02.amt - sales02.amt.mean())**2\n", "plt.hist(SE)\n", "plt.xlabel('평균과 실제값 간의 차이의 제곱 = 제곱오차')\n", "plt.axvline(SE.mean(), color='grey', linestyle=\":\")\n", "plt.show()\n", "\n", "print('MSE = ', SE.mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- MSE 오차가 작다는 것은 한 집단내에서 차이가 크지 않다 즉, 비슷한 값을 가진 개체들로 구성된 집단이라는 의미\n", "- 의사결정나무 decision tree는 전체 집단을 좀 더 집단 안에서 오차가 작은 비슷한 값의 개체 집단으로 구분해 가는 것" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 전체 매출 월별 추이와 의사결정나무로 찾아낸 변화지점 확인\n", "\n", "plt.figure(figsize=(12,5))\n", "\n", "# 백만원 단위로 변경 (나누기 사용)\n", "plt.bar(sales02.saleMon, sales02.amt/1000000) \n", "plt.ylabel('매출액 (백만원)')\n", "plt.xticks(rotation=90)\n", "\n", "# 트리에서 찾아낸 변곡점(분기점)을 챠트에 표시\n", "plt.axvline(7.5,color='red', linestyle='--') # 2019-09 부터\n", "plt.axvline(12.5,color='red', linestyle='--') # 2020-01 까지\n", "plt.axvline(18.5,color='red', linestyle='--')\n", "plt.show()\n", "\n", "# 트리의 최종 노드 갯수 (leaf nodes) 와 같은 4개 집단으로 구분 (3개 구분점 활용)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 시간의 흐름에 따라 변화가 나타나는 것 처럼 보이지만 세부적으로는 **직선의 관계(추세)**와 동시에 **계절적인 차이** 패턴도 존재하는 듯" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 의사결정나무 기본개념" ] }, { "attachments": { "image-2.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image-2.png](attachment:image-2.png)\n", "\n", "- 한 변수 값의 변화에 따라 다른 변수 값이 어떻게 달라지는 관계가 있는가를 나타내는 모델\n", "- 독립변수(size: X)와 종속변수(price: Y)간의 관계를 영역별 값의 관계로 파악\n", "

\n", "- 종속변수가 무엇인가에 따라 **classification**(유형의 분류) 과 **regression** (수치값의 추측) 두 가지로 구분됨\n", "

\n", "- 원래 의사결정나무에 문자형(category, object)인 독립변수만 사용가능한 것은 아님 (sklearn에서 수치만 허용할 뿐)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.tree import DecisionTreeRegressor # 의사결정나무 모듈 불러오기\n", "from sklearn import tree # 의사결정나무 시각화 모듈 불러오기\n", "\n", "# 모형의 옵션 지정\n", "dt = DecisionTreeRegressor(min_samples_split=6, # 분기 기준 변경\n", " max_depth=3, \n", " min_samples_leaf=3) # 최소 3개 값은 존재해야 노드로 생성\n", "\n", "# X 변수 지정\n", "dtfeatures = ['mnthSeq']\n", "\n", "# 모형에 데이터를 대입해 모형 완성\n", "dt.fit(sales02[dtfeatures], sales02['amt'])\n", "\n", "\n", "# 생성된 트리 모형의 시각화\n", "plt.figure(figsize=(16,8), dpi=80)\n", "tree.plot_tree(dt, \n", " feature_names=dtfeatures, \n", " filled=True, \n", " fontsize=11, \n", " precision=2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 분기옵션의 변경으로 인해 [7.5, 12.5,18.5] 에서 분기점이 [2.5,7.5,12.5,19.5] 일부 변경됨\n", "

\n", "- 트리모형은 **분기와 분기 split 의 정지 stopping** 에 대해 설정한 **옵션**에 따라 결과가 상당히 달라질 수 있음" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 전체 매출 월별 추이와 의사결정나무로 찾아낸 변화지점 확인\n", "\n", "plt.figure(figsize=(12,5))\n", "\n", "# 백만원 단위로 변경 (나누기 사용)\n", "plt.bar(sales02.saleMon, sales02.amt/1000000) \n", "plt.ylabel('매출액 (백만원)')\n", "plt.xticks(rotation=90)\n", "# 트리에서 찾아낸 변곡점(분기점)을 챠트에 표시\n", "plt.axvline(2.5,color='red', linestyle='--') # 2019-04 부터\n", "plt.axvline(7.5,color='red', linestyle='--') # 2019-09 부터\n", "plt.axvline(12.5,color='red', linestyle='--') # 2020-02 부터\n", "plt.axvline(19.5,color='red', linestyle='--') # 2020-09 부터\n", "plt.show()\n", "\n", "# 변경된 트리의 최종 노드 갯수 (leaf nodes) 와 같은 5개 집단으로 구분 (4개 구분점 활용)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 트리 생성 결과는 옵션의 변경에 상당히 영향을 받으므로 다양한 옵션 테스트 후 최종 옵션 결정 필요\n", "- 단, 실전 상황에서 **최적의 옵션을 찾기위해 한없이 시간을 보내는 것은 부적절**\n", "- 서너번 정도 (상세하게 Vs. 대략적으로) 옵션을 바꿔 테스트해 보고 빠르게 결정 필요" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 주제2 : 고객 속성을 추측하는 모델 생성 예제" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_idsexareaage
9728B100034770Fgyunggi48
16411B100029981Fgyunggi42
25709B100042853Fseoul29
24235B100042675Fseoul43
14856B100060361Mseoul40
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" ], "text/plain": [ " cust_id sex area age\n", "9728 B100034770 F gyunggi 48\n", "16411 B100029981 F gyunggi 42\n", "25709 B100042853 F seoul 29\n", "24235 B100042675 F seoul 43\n", "14856 B100060361 M seoul 40" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 2019년 거래가 있었던 고객만 추출\n", "tgt_custs = sales[sales.date.str.slice(0,10)<'2020-01-01'].cust_id.unique()\n", "\n", "# 고객 테이블에서 해당 고객의 기본 정보 추출 (geodemographics)\n", "cust_prfl = custmast[custmast.cust_id.isin(tgt_custs)][['cust_id', 'sex', 'area', 'age']]\n", "cust_prfl.sample(5)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8795, 4)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cust_prfl.shape # 해당 고객 sample 수 확인" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 고객의 행동을 분석하기 위해서는 행동을 수치로 계산하기 위한 대상 기간 설정 필요\n", "- 예: 분석기준 시점 최근 1년간을 기간으로 설정하고 분석" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_idsexareaageis_seoulis_female
10642B100057007Fgyunggi3601
12590B100093527Mgangwon3600
24734B100078921Mseoul2810
25164B100040285Fseoul2711
11492B100084771Mseoul3010
\n", "
" ], "text/plain": [ " cust_id sex area age is_seoul is_female\n", "10642 B100057007 F gyunggi 36 0 1\n", "12590 B100093527 M gangwon 36 0 0\n", "24734 B100078921 M seoul 28 1 0\n", "25164 B100040285 F seoul 27 1 1\n", "11492 B100084771 M seoul 30 1 0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 카테고리 형식의 변수를 그래도 사용할 수 없기에 지역을 서울 여부로 변경\n", "# 성별은 여성 여부로 변경\n", "\n", "cust_prfl['is_seoul'] = np.where(cust_prfl.area=='seoul',1,0)\n", "cust_prfl['is_female'] = np.where(cust_prfl.sex=='F',1,0)\n", "cust_prfl.sample(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 연습용 예제로 수치형 변수인 연령을 종속변수(Y)로 설정\n", "- 성별, 지역을 독립변수 (X) 로 설정" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.tree import DecisionTreeRegressor # Y가 수치형이므로 regression\n", "from sklearn import tree\n", "\n", "dt = DecisionTreeRegressor(min_samples_split=50,max_depth=7, min_samples_leaf=20)\n", "\n", "# X 변수는 두 개 (즉, 복수)\n", "dtfeatures = ['is_female', 'is_seoul']\n", "dt.fit(cust_prfl[dtfeatures], cust_prfl['age'])\n", "\n", "# 트리를 그림으로 나타내기\n", "plt.figure(figsize=(16,8), dpi=80) # 트리 해상도 높이기 위해 dpi 지정\n", "tree.plot_tree(dt, feature_names=dtfeatures, \n", " filled=True, # 채우기 색으로 Y 값이 value 크기 차이 시각적으로 쉽게 인지 가능하게 표시\n", " fontsize=11, \n", " precision=1) # precision 소수점 자리수 지정\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 왼쪽부터 True, False 순서\n", "- 맨 위(root) 노드에서 서울 값이 0.5보다 작거나 같으면 (==서울여부 값이 0 이면 즉, 서울이 아니면) 왼쪽의 값 평균 36으로 상대적으로 연령 값 큼)\n", "- 전체 고객의 평균 연령은 35.3세\n", "- 서울아닌 지역(is_seoul==0)의 여성 집단이 평균 연령 가장 높음. 36.1세\n", "- 서울 지역의 여성(is_female==1) 집단이 평균연령 가장 낮음 34.1세 " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " is_seoul age\n", "0 0 35.982099\n", "1 1 34.214450" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 트리 모형 결과를 다른 형태로 표현해서 시각적으로 확인\n", "\n", "custstat01 = cust_prfl[['is_seoul', 'age']].groupby('is_seoul').mean().reset_index()\n", "display(custstat01)\n", "\n", "# 막대챠트 생성\n", "plt.bar(custstat01.is_seoul.astype(int).astype(str), custstat01.age)\n", "plt.xlabel('서울 지역 여부')\n", "plt.ylabel('고객평균연령')\n", "plt.axhline(custstat01.age.mean(), color='grey', linestyle=':')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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is_female01
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" ], "text/plain": [ "is_female 0 1\n", "is_seoul \n", "0 35.572829 36.132766\n", "1 34.290850 34.187160" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 성별 지역별 평균연령 집계 테이블 생성\n", "cust_prfls1 = cust_prfl.groupby(['is_seoul', 'is_female']).age.mean().reset_index()\n", "display(cust_prfls1)\n", "\n", "# 교차표 형태로 변형 pivot 피봇\n", "cust_prfls1.pivot(index='is_seoul', columns='is_female', values='age')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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136.13276634.18716
\n", "
" ], "text/plain": [ "is_seoul 0 1\n", "is_female \n", "0 35.572829 34.29085\n", "1 36.132766 34.18716" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 교차표 행렬 바꿈\n", "cust_prfls1.pivot(index='is_seoul', columns='is_female', values='age').T # .T 는 transpose" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pivot 한 테이블을 바로 시각화\n", "cust_prfls1.pivot(index='is_seoul', columns='is_female', values='age').plot(kind='bar')\n", "\n", "# 서울에서는 성별에 따라 연령 차이 거의 없으나\n", "# 기타 지역에서는 여성이 연령이 좀 더 많음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [ SELF 연습문제 ] 성별에 따른 고객평균연령을 막대챠트로 시각화하라" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 주제 3: 구매금액 특성 분석에 의사결정나무 활용" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_idamt
0B100000003250000
1B10000002235000
2B10000004360000
3B100000055110000
4B100000070100000
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" ], "text/plain": [ " cust_id amt\n", "0 B100000003 250000\n", "1 B100000022 35000\n", "2 B100000043 60000\n", "3 B100000055 110000\n", "4 B100000070 100000" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 고객별 구매금액에 다른 변수들이 어떤 영향을 주는지를 트리 모형으로 분석\n", "# Regression 형태의 문제\n", "\n", "# 2019년 고객별 구매금액 집계\n", "# 먼저 2019년 판매건만 추출한 후 \n", "# 고객별로 금액 합계를 집계\n", "dfssum1 = sales[sales.date.str.slice(0,4)=='2019'][['cust_id','amt']].groupby('cust_id').sum().reset_index()\n", "dfssum1.head(5)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_idsexareaageis_seoulis_femaleamt
2372B100014589Fseoul4311460000
7416B100029755Mgangwon3200580000
7330B100022183Minchon4000185000
5612B100074406Fgyunggi4101340000
4469B100091328Fgyunggi3401455000
\n", "
" ], "text/plain": [ " cust_id sex area age is_seoul is_female amt\n", "2372 B100014589 F seoul 43 1 1 460000\n", "7416 B100029755 M gangwon 32 0 0 580000\n", "7330 B100022183 M inchon 40 0 0 185000\n", "5612 B100074406 F gyunggi 41 0 1 340000\n", "4469 B100091328 F gyunggi 34 0 1 455000" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 2019년 구매금액과 앞서 생성한 고객기본정보 테이블을 결합\n", "\n", "cust_prfl1 = cust_prfl.merge(dfssum1, how='left', on='cust_id')\n", "cust_prfl1.sample(5)\n", "\n", "# 연령, 여성여부, 서울지역여부 세 가지 독립변수들이 종합적으로 2019년 금액과 어떤 관계를 가지는지 분석" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.tree import DecisionTreeRegressor \n", "from sklearn import tree\n", "\n", "dt = DecisionTreeRegressor(max_depth=3, min_samples_leaf=100)\n", "\n", "# 세 개의 X 변수\n", "dtfeatures = ['is_female','is_seoul','age']\n", "dt.fit(cust_prfl1[dtfeatures], cust_prfl1['amt'])\n", "\n", "# sklearn decision trees do not handle categorical data\n", "\n", "plt.figure(figsize=(16,6), dpi=80)\n", "# 일차 출력된 트리 모습을 보고 해상도 좌우비율(장평), 폰트크기 등 조절 가능\n", "tree.plot_tree(dt, feature_names=dtfeatures, \n", " filled=True, fontsize=10, precision=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 여성 & 서울 & 젊은 고객들의 2019 구매금액이 가장 컸음" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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is_femaleis_seoulageamt
is_female1.0000000.0065160.0134390.113264
is_seoul0.0065161.000000-0.0917980.039425
age0.013439-0.0917981.000000-0.019393
amt0.1132640.039425-0.0193931.000000
\n", "
" ], "text/plain": [ " is_female is_seoul age amt\n", "is_female 1.000000 0.006516 0.013439 0.113264\n", "is_seoul 0.006516 1.000000 -0.091798 0.039425\n", "age 0.013439 -0.091798 1.000000 -0.019393\n", "amt 0.113264 0.039425 -0.019393 1.000000" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 상관관계 확인해 보기\n", "\n", "cust_prfl1[['is_female', 'is_seoul','age','amt']].corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 모두 수치형 변수이므로 상관관계 확인은 가능\n", "- 단 직선이 아닌 관계가 존재한다면 상관관계로 설명되지 않을 것" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# scatter plot을 활용한 시각화\n", "colors1 = np.where(cust_prfl1.amt>cust_prfl1.amt.quantile(0.9),'red','grey')\n", "plt.scatter(rjitt5(rjitt5(cust_prfl1.is_female)), rjitt5(rjitt5(cust_prfl1.is_seoul)),\n", " color=colors1, alpha=0.01)\n", "plt.xlabel('여성여부')\n", "plt.ylabel('서울여부')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 여성 특히 서울 여성, 젊은 서울 여성의 구매액이 큼" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
is_seoul01
is_female
01428918
138792570
\n", "
" ], "text/plain": [ "is_seoul 0 1\n", "is_female \n", "0 1428 918\n", "1 3879 2570" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 교차표 crosstab 활용 (pandas)\n", "# 집단별 인원수 확인\n", "\n", "pd.crosstab(cust_prfl1.is_female, cust_prfl1.is_seoul, dropna=False)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, '고객수')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 교차표의 시각화\n", "\n", "pd.crosstab(cust_prfl1.is_female, cust_prfl1.is_seoul, dropna=False).plot(kind='bar')\n", "plt.ylabel('고객수')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 연령별 구매금액 차이 분석\n", "\n", "# 상위 20%에 해당하는 값을 집계해 비교\n", "cust_prfl3 = cust_prfl1[['age', 'amt']].groupby('age').quantile(0.8).reset_index()\n", "\n", "\n", "plt.bar(cust_prfl3.age, cust_prfl3.amt)\n", "plt.axhline(cust_prfl3.amt.mean(), color='red')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 연령별 구매금액 차이 분석\n", "\n", "# 연령별 평균 값을 집계해 비교\n", "cust_prfl3 = cust_prfl1[['age', 'amt']].groupby('age').mean().reset_index()\n", "\n", "plt.bar(cust_prfl3.age, cust_prfl3.amt)\n", "plt.axhline(cust_prfl3.amt.mean(), color='red')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 평균과 상위 20% 값을 함께 보기\n", "\n", "cust_prfl3 = cust_prfl1[['age', 'amt']].groupby('age').quantile(0.8).reset_index()\n", "# 상위 20%에 해당하는 값을 집계해 비교\n", "\n", "cust_prfl31 = cust_prfl1[['age', 'amt']].groupby('age').mean().reset_index()\n", "# 연령별 평균 값을 집계해 비교\n", "\n", "\n", "plt.bar(cust_prfl3.age, cust_prfl3.amt, alpha=0.7)\n", "plt.bar(cust_prfl31.age, cust_prfl31.amt, width=0.5)\n", "plt.legend(['상위 20%', '평균'])\n", "plt.axhline(cust_prfl31.amt.mean(), color='red')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 시각적으로는 평균보다 상위20%값 지표가 좀 더 연령별 차이(편차)가 큰 것 처럼 보임" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.2206584207516619, 0.17019554048541738)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 표준편차를 평균으로 나눠서 CV를 구해 변동성의 크기를 확인\n", "\n", "# CV는 척도 scale의 차이에 따라 표준편차가 차이나는 것을 조절하려는 장치\n", "\n", "cust_prfl3.amt.std()/cust_prfl3.amt.mean(), cust_prfl31.amt.std()/cust_prfl31.amt.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- CV가 더 큰 평균값 추이가 상위20% 값의 추이에 비해 실제로는 오히려 더 큰 편차 **(착시현상?)**" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 평균과 상위 20% 값을 함께 보기\n", "\n", "plt.bar(cust_prfl3.age, mnmx_scl(cust_prfl3.amt), alpha=0.7)\n", "plt.bar(cust_prfl31.age, mnmx_scl(cust_prfl31.amt), width=0.5)\n", "plt.legend(['상위 20%', '평균'])\n", "plt.axhline(mnmx_scl(cust_prfl3.amt).mean(), color='grey', linestyle=':')\n", "plt.axhline(mnmx_scl(cust_prfl31.amt).mean(), color='grey', linestyle=':')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 고객별 2020년 값을 추정하는 예제 (미래 예측)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# 예측 모형은 과거기간에서 X를 미래기간에서 Y를 생성한 후 \n", "# X와 Y간의 관계를 파악한 것\n", "# 즉, Y = f(X) 미래 = 함수(과거)\n", "# \"미래는 과거에 어떤 변환을 거친 것이다\"" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " cust_id amt2020\n", "0 B100000005 200000\n", "1 B100000023 225000\n", "2 B100000037 140000\n", "3 B100000038 70000\n", "4 B100000043 70000" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 2020년 고객별 금액 생성 (예측할 미래기간의 고객행동 즉, Y)\n", "\n", "dfssum2 = sales[sales.date.str.slice(0,4)=='2020'][['cust_id','amt']].groupby('cust_id').sum().reset_index()\n", "dfssum2.columns = ['cust_id', 'amt2020']\n", "dfssum2.head(5)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_idsexareaageis_seoulis_femaleamtamt2020
252B100087315Fgyunggi280170000100000.0
7901B100091074Fseoul2811315000NaN
6625B100022517Finchon5801295000NaN
4342B100031277Fseoul431159000190000.0
365B100011734Mgyunggi2900414000NaN
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" ], "text/plain": [ " cust_id sex area age is_seoul is_female amt amt2020\n", "252 B100087315 F gyunggi 28 0 1 70000 100000.0\n", "7901 B100091074 F seoul 28 1 1 315000 NaN\n", "6625 B100022517 F inchon 58 0 1 295000 NaN\n", "4342 B100031277 F seoul 43 1 1 59000 190000.0\n", "365 B100011734 M gyunggi 29 0 0 414000 NaN" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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cust_idsexareaageis_seoulis_femaleamtamt2020
3564B100036215Finchon55017580000.0
8268B100006672Fseoul3911205000360000.0
1749B100003844Fgyunggi600170000275000.0
7081B100082332Finchon610118000060000.0
8726B100065694Fgyunggi3401260000100000.0
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" ], "text/plain": [ " cust_id sex area age is_seoul is_female amt amt2020\n", "3564 B100036215 F inchon 55 0 1 758000 0.0\n", "8268 B100006672 F seoul 39 1 1 205000 360000.0\n", "1749 B100003844 F gyunggi 60 0 1 70000 275000.0\n", "7081 B100082332 F inchon 61 0 1 180000 60000.0\n", "8726 B100065694 F gyunggi 34 0 1 260000 100000.0" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 2020년 금액 추가\n", "\n", "cust_prfl5 = cust_prfl1.merge(dfssum2, how='left', on='cust_id')\n", "# 2019년에는 구매가 있었더라도 2020년에는 구매가 없는 고객들 (금액 0) 존재 가능\n", "display(cust_prfl5.sample(5))\n", "\n", "# 금액이 없으면 (NaN 이면) 0으로 대체 채워 넣음\n", "cust_prfl5.fillna(0, inplace=True)\n", "cust_prfl5.sample(5)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 기본정보만을 활용해 2020년 구매금액 특성 분석\n", "\n", "from sklearn.tree import DecisionTreeRegressor \n", "from sklearn import tree\n", "\n", "dt = DecisionTreeRegressor(max_depth=3, min_samples_leaf=300)\n", "\n", "dtfeatures = ['is_female', 'is_seoul','age']\n", "dt.fit(cust_prfl5[dtfeatures], cust_prfl5['amt2020'])\n", "\n", "\n", "plt.figure(figsize=(16,8), dpi=80)\n", "tree.plot_tree(dt, feature_names=dtfeatures, \n", " filled=True, fontsize=11, precision=2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 트리는 어떤 의미를 전달하고 있는가? (트리가 보여주는 것을 **말로 풀어 본다면?**)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2019년도의 패턴과 2020 패턴은 어떻게 다른가?" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.tree import DecisionTreeRegressor \n", "from sklearn import tree\n", "\n", "dt = DecisionTreeRegressor(max_depth=3, min_samples_leaf=300)\n", "\n", "# 2019년 구매금액을 독립변수 (변수) 리스트 에 추가\n", "dtfeatures = ['is_female', 'is_seoul','age','amt']\n", "dt.fit(cust_prfl5[dtfeatures], cust_prfl5['amt2020'])\n", "\n", "\n", "plt.figure(figsize=(16,8), dpi=80)\n", "tree.plot_tree(dt, feature_names=dtfeatures, \n", " filled=True, fontsize=11, precision=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 2019 금액이 컸던 고객들이 2020에도 금액이 큼\n", "- 다른 기본정보 보다 가장 중요한 항목" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 울창하고 정밀한 트리를 그려본다면?\n", "\n", "from sklearn.tree import DecisionTreeRegressor \n", "from sklearn import tree\n", "\n", "dt = DecisionTreeRegressor(max_depth=8, min_samples_leaf=100)\n", "\n", "# 2019년 구매금액을 독립변수 (변수) 에 추가\n", "dtfeatures = ['is_female', 'is_seoul','age','amt']\n", "dt.fit(cust_prfl5[dtfeatures], cust_prfl5['amt2020'])\n", "\n", "\n", "plt.figure(figsize=(16,8), dpi=160)\n", "tree.plot_tree(dt, feature_names=dtfeatures, \n", " filled=True, fontsize=5, precision=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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cust_idsexareaageis_seoulis_femaleamtamt2020ratio_series
8580B100068699Fgyunggi4101100000130000.00.433333
4352B100087152Fgyunggi29011600000.00.000000
737B100088695Fseoul56111000000.00.000000
2264B100080983Fgangwon3901700000.00.000000
8508B100014661Fseoul27113300000.00.000000
3371B100064086Minchon3500700000.00.000000
1794B100067021Mgangwon36002900000.00.000000
835B100024448Fgyunggi44011350000.00.000000
209B100006490Fseoul3511260000167000.00.214103
8194B100042990Minchon39003300000.00.000000
\n", "
" ], "text/plain": [ " cust_id sex area age is_seoul is_female amt amt2020 \\\n", "8580 B100068699 F gyunggi 41 0 1 100000 130000.0 \n", "4352 B100087152 F gyunggi 29 0 1 160000 0.0 \n", "737 B100088695 F seoul 56 1 1 100000 0.0 \n", "2264 B100080983 F gangwon 39 0 1 70000 0.0 \n", "8508 B100014661 F seoul 27 1 1 330000 0.0 \n", "3371 B100064086 M inchon 35 0 0 70000 0.0 \n", "1794 B100067021 M gangwon 36 0 0 290000 0.0 \n", "835 B100024448 F gyunggi 44 0 1 135000 0.0 \n", "209 B100006490 F seoul 35 1 1 260000 167000.0 \n", "8194 B100042990 M inchon 39 0 0 330000 0.0 \n", "\n", " ratio_series \n", "8580 0.433333 \n", "4352 0.000000 \n", "737 0.000000 \n", "2264 0.000000 \n", "8508 0.000000 \n", "3371 0.000000 \n", "1794 0.000000 \n", "835 0.000000 \n", "209 0.214103 \n", "8194 0.000000 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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GMeshiYiIXJYUokRELgO9wZCjq02CMMKyTBYqZearZQUpERGRLaByPhGRS1yaphxfa5MkKbVyEd91WW51GAbhrIcmIiJyWVKIEhG5xCVpSpzE+J4DgOvYpFlGHCczHpmIiMjlSSFKROQSZ5kmnuvSHwYkScpwFGCbJo5tzXpoIiIilyWFKBGRS5xpmizVKuR9n/5oRAbsmK+S871ZD01EROSypMYSIiKXgZzvsXfHPHGSYpoGjq2XdxERka2id1kRkcuEZVlYlkr4REREtprK+URERERERKagECUiIiIiIjIFhSgREREREZEpKESJiIiIiIhMQSFKRERERERkCgpRIiIiIiIiU1CIEhERERERmYJClIiIiIiIyBQUokRERERERKagECUiIiIiIjIFhSgREREREZEpKESJiIiIiIhMQSFKRERERERkCgpRIiIiIiIiU1CIEhERERERmYJClIiIiIiIyBQUokRERERERKZgz3oAIiJyaUnTlG5/wGgUYNs2pWIe13FmPSwREZGLZqYzUVmW8cUvfpF3vOMdp709iiJ+5Vd+hTvuuIO9e/fyQz/0Qxw6dGhy+6OPPorneVx77bWTf7//+79/kUYvInJlWmt3ObK8Rqc/4Phqk6PLTeI4mfWwRERELpqZzUQ9+OCD3H///QwGA5wzXMF8/vnnabVa/NVf/RWFQoHf+q3f4sd//Md56aWXcByHZrPJO97xDv7sz/7sIo9eROTKFMcJnV6fnOfiuQ5ZltHu9hkFAUU7P+vhiYiIXBQzm4nq9Xr86q/+Kr/zO79zxvvcdttt/Kt/9a8oFAoA/NzP/Rz9fp/vfOc7AKytrVGtVi/GcEVE5IQsm/UIREREZmpmM1Hve9/7APjGN76x4c8ZDAYMBgMqlQoAzWZzqhAVBAFBEEw+7nQ6G/5cEREB27YoFQusNttEUUycJORzOTzPnfXQRERELppLqjvfP/tn/4wf+ZEfYc+ePcB4JuqrX/0qe/fu5cCBA/zmb/4m2VmukH7qU5+iUqlM/u3du/diDV1E5LIxXy2zY2GOfM5f//8ajq0+RSIicuUwsrOljovgG9/4Bh/+8Id59tlnz3if4XDI//g//o889thjPPjggywuLgLjDlGmaZJlGY8++ig//dM/zUc+8hE+8pGPnPZxTjcTtXfvXtrtNuVyeXO/MRERERERuWR0Oh0qlcqGssG2n4l68cUXOXDgAJZl8a1vfWsSoABMczx8wzDYt28fH/vYx/jyl798xsfyPI9yuXzSPxGRaWRZRrvX5+jKGivNNmEUzXpIIiIicpFt6/qLZrPJO9/5Tv7ZP/tnfOhDHzrn/ZMkwXVVly8iW2e11eHoWgvbMonjlP4oYM/iPLZtzXpoIiIi21YQBDz22GMEQcAP/dAPzXo4F2xbh6j/6//6v7j11lvPGKC++c1vsn//fgqFAi+88AKf+MQneOCBBy7yKEXkSpEkCa319t45zyXLMprdPsMgoKT23iIiIqc4fvw4jUaDxx9/nDAMcRyHer2O7/uzHtoF2XYh6ktf+hKNRoPPfvazvPDCC3zrW9/i2muvPek+v/RLv8Q//sf/mK9//eu8//3vx/d9yuUy999/Px/4wAdmM3ARuexl2bic70Qp8ZuPi4iIyFiSJDz33HM0Gg1eeeWVyfGFhQXq9fop76OXopk3lpilaRaPiYgAHF9rcXythevYRElK3vO4ase8utOJiMgVr9vt8sgjj/Dwww/T7XaBce+Cm2++mXvvvZdrr70WwzBmPMozmyYb6F1fRGQKC9UylmkyCALKlkWtXFKAEhGRK1aWZbz66qs0Gg2eeeYZ0jQFoFAosG/fPvbv3z/Z4/Vyond+EZEpmKbJfLXM/KwHIiIiMkNhGPL4449z8OBBjh07Njm+d+9e6vU6t9xyC/ZlfJHx8v3ORERERERkU62urtJoNDh06NBk/1Xbtrnjjju499572blz54xHeHEoRImIiIiIyBmlacrzzz9Po9HgpZdemhyv1WrU63XuvvtucrncDEd48SlEiYiIiIjIKfr9/qRRRLvdnhy/6aabqNfrvO1tb9vWjSK2kkKUiIiIiIgA40YRr7/+Oo1Gg6eeeookSQDI5XLcc889HDhwgFqtNuNRzp5ClIiIiIjIFS6KIp588kkajQZHjhyZHN+9ezf1ep3bbrsNx3FmOMLtRSFKREREROQK1Ww2J40ihsMhAJZlcfvtt1Ov19mzZ8+MR7g9KUSJiIiIiFxBsizjhRdeoNFo8J3vfGdyvFKpcODAAfbt20c+n5/hCLc/hSgRERERkSvAcDjk0Ucf5eDBgzSbzcnxt73tbdTrdW688UZM05zhCC8dClEiIiIiIpexI0eO8NBDD/Hkk08SxzEAnudNGkXMz2sL+WkpRImIiIiIXGbiOObpp5+m0Wjwve99b3J8x44d1Ot17rjjDlzXneEIL20KUSIiIiIil4l2u83Bgwd55JFHGAwGAJimya233kq9Xmfv3r1X7N5Om0khSkTkCpNlGUmSYpqGat9FRC4DWZbx8ssv02g0eO6558iyDIBSqTRpFFEsFmc8ysuLQpSIyBUkjCKW19oMgwDbtJivlSkV1IFJRORSNBqNeOyxx2g0Gqyurk6OX3fdddTrdW6++WZdLNsiClEiIleILMtYXmvT7vUp+B5hHHN0ZQ3HtvE91cWLiFwqjh07RqPR4PHHHyeKIgBc1+Wuu+6iXq+zuLg44xFe/hSiRESuEEmSMgwCCjkf17FxXYdWp08YxQpRIiLbXJIkPPPMMzQaDV599dXJ8cXFRer1OnfeeSee581whFcWhSgRkSuEaRpYpkkUx7iOTZwkQIZpaoGxiMh21e12efjhh3n44Yfp9XoAGIbBLbfcQr1e55prrlGjiBlQiBIRuUKYpsl8tcLRlTVanT6QUSsXyfu6cikisp1kWcZ3v/tdGo0Gzz77LGmaAlAoFNi/fz/79++nXC7PeJRXNoUoEZF1URwzHIUA5HwXx778XiLLxTyObRHGMZZpkvc9LToWEdkmwjDkscce4+DBgxw/fnxy/Oqrr6Zer3PLLbdgWdYMRygnXH5nCCIi5yEII46sNOkNhwAUczl2L9ZwHWfGI9t8Od8jh2afRES2i5WVFR566CEee+wxwnB8Mc9xHO644w7q9To7d+6c8QjlrRSiRESAdq9PbzikVioA0Oz2aXVdluaqsx2YiIhcltI05bnnnqPRaPDyyy9Pjs/Pz3PgwAHuvvtufN+f4QjlbBSiRESAKEpwLGuyONexLOI4mfGoRETkctPr9XjkkUd4+OGH6XQ6wLhRxE033US9Xuf6669Xo4hLgEKUiAjjNVDNXo9RGJFlGXGaks+p5E1ERC5clmV873vfo9Fo8NRTT00aReTzee655x4OHDhAtVqd7SBlKgpRIiJAtVQgSVPavT4AS7UK5UJ+xqN6Q384IopjTMOkmPfVDEJE5BIQRRFPPPEEjUaDo0ePTo7v2bOHer3Obbfdhn0ZNjG6EuinJiLCuP33Yq3CXLkIsK26HzU7PY6uNsnSDAyolQrsmK8pSImIbFNra2s0Gg0OHTrEaDQCwLZtbr/9dur1Ort3757xCOVCKUSJiLzJdgpPAHGcsNru4NoWOd8jThJa3T7lYoFCTguORUS2izRNeeGFF2g0GrzwwguT49VqlQMHDnDPPfeQz2+fCge5MApRIiLbWJqlpGmK545brduWRZplk3p6ERGZrcFgwKOPPsrBgwdptVqT4zfccAP1ep0bbrhBlQOXIYUoEZFtzLFt8r5Pu9cn53uEUYTvuZNQJSIis3H48GEajQZPPPEESTLu5ur7/qRRxNzc3IxHKFtJIUpEZBszDIOluQoGBqMoJOd5LFTLl+UmwCIi210cxzz11FM0Gg1ef/31yfFdu3ZRr9e5/fbbcfT6fEVQiBIR2ULZeumdaZrnve+H6zjs2TFPkiQX9DgiInJ+Wq0WBw8e5NFHH2UwGADjNbS33nor9957L3v27NFr8xVGIUpEZIuMgpDlVpsgjHAdm6VaFd9zz/vxtlvTCxGRy1mWZbz00ks0Gg2ef/55siwDoFwuc+DAAfbt20ehUJjxKGVWFKJERLZAkiQcXW3RHw3JeR7dwZAkydi7YwHbVhgSEdmuRqMRhw4dotFosLa2Njl+/fXXU6/Xuemmm9QoQhSiRES2QhjFDEYBlUIe0zTxHJt2b0gUxwpRIiLb0NGjRyeNIqIoAsDzPO666y7q9ToLCwszHqFsJwpRIiJbwDRNLNMgihM81ySKEyzTUM28iMg2kiQJTz/9NI1Gg9dee21yfGlpiXq9zp133onrnn8Ztly+FKJERLaA5zrMV0ocb7YZjEIMAxZrFbUmFxHZBjqdDgcPHuSRRx6h3+8D44tft9xyC/V6nauvvloXveSsFKJERLbIfLWM77nESYJtWRRyvt6URURmJMsyXnnlFRqNBs8+++ykUUSxWGT//v3s37+fUqk041HKpUIhSkRkixiGQTGfm/UwRESuaEEQ8Nhjj3Hw4EGWl5cnx6+55hrq9Tpvf/vb1f1UpnbWENVqtXj88cfPeLthGJMUf8L3f//3a5MxEREREZmp5eVlHnroIR5//HHCMATAcRzuvPNO7r33XpaWlmY8QrmUnTVEvfjii3z0ox+dfNxoNKjX65OPH3nkEfbt2zf52DAM/viP/5j5+fktGKqIiIiIyJmlacqzzz5Lo9HglVdemRyfn5+nXq9z11134fv+7AYolw0je+tU0lns2rWLI0eOnPHjS02n06FSqdButymXy7MejoiIiIich16vx8MPP8zDDz9Mt9sFxhf3b775Zur1Otddd53WpMo5TZMNzrkm6oMf/ODk/9vt9kkfn+hmIiIiIiJyMWVZxmuvvUaj0eDpp58mTVMA8vk8+/bt48CBA1QqlRmPUi5X5wxRP/zDP3za/8+yjH/37/7dBX3xLMv4N//m3/CFL3yBv/qrvzrtfR599FH+8T/+xxw5coRCocBnPvMZ/uv/+r+e3P6Zz3yGz3/+8wyHQ+r1Or/927+tzdBERERELlNhGPLEE0/QaDQ4duzY5PhVV11FvV7n1ltvxbbVO0221obK+Q4fPsz/9//9fziOw9/8m3+TWq0GwO7duzl8+PB5feEHH3yQ+++/n8FggOM4PPvss6fcp9vtcsstt/B//p//J+9617v45je/yU/8xE/w7LPPsnPnTr785S/z6U9/mv/0n/4TlUqFj3zkIxw7doyvfOUrGxqDyvlERERELg2rq6s0Gg0OHTpEEAQA2LbNHXfcQb1eZ9euXTMeoVzqpskG5wxR/+W//Bf++//+v+cnfuInGI1G/Kf/9J948MEHufHGGy8oRP3RH/0RnudRKpX48Ic/fNoQ9a//9b/m//1//1/++I//eHLsJ3/yJ3nnO9/Jfffdx1/7a3+NX/qlX+Inf/InAVhZWWH37t0cPXqUubm5c45BIUpERERk+0rTlO985zs0Gg1efPHFyfFarUa9Xufuu+8ml9NWErI5NnVN1P/6v/6vfO1rX+O2224D4Gtf+xof/ehH+fKXv3xBg3zf+94HwDe+8Y0z3ucv//Iv+YEf+IGTjt17770cOnSIOI45ePDgSbcvLCxwzTXX8MQTT5xUeigiIiIil45+v8+jjz7KwYMHabfbk+M33ngj9957L29729vUKEJm6pwhanV1dRKgAN75znfywAMPAJyyR9RmO3z4MO985ztPOra0tMS3v/1tlpeXSZLklPVPS0tLrK6unvbxgiCYTP/COG2KiIiIyPbw+uuv89BDD/HUU0+RJAkAuVyOe+65hwMHDkyWlIjM2jlDVK1W47nnnuPmm28G4Jvf/CZvf/vbAfit3/qtLR1ckiSnBLUkSTAMY/KHlWXZSVciTtx+Op/61Kf4+Mc/vnUDFhEREZGpRFHEU089RaPROGmZyO7du6nX69x22204jjPDEYqc6pwh6td+7df4m3/zb/Ke97yH0WjEf/yP/5E/+ZM/AeAnfuIntnRwc3NzrKysnHRseXmZnTt3UqvVyLKMZrN50vqnE7efzgMPPMAv/MIvTD7udDrs3bt3awYvIiIiImfUbDY5ePAgjz76KMPhEADLsrj99tup1+vs2bNnxiMUObNzhqgf+ZEf4Zvf/CZ/+qd/iuM4fPKTn7xoLcT379/PX/zFX5wUfL71rW/xd//u36VQKHDzzTfzF3/xF/ytv/W3ADhy5AjHjh3jrrvuOu3jeZ6H53kXZewiIiIicrIsy3jhhRdoNBp85zvfmRyvVCocOHCAe+65h0KhMMMRimzMhproX3311fzDf/gPt3osp/iZn/kZPv3pT/P1r3+dd77znfzJn/wJzz77LO9///sB+Nmf/Vk+/vGP84M/+IPk83keeOABPvShD5HP5y/6WEVERETk9IbD4aRRRLPZnBx/29veRr1e58Ybb8Q0zRmOUGQ6U+9E9od/+If83b/7d7diLAB86UtfotFo8NnPfparrrqKP/zDP+Sf/JN/wtraGjfccAP//t//+8kVivvuu4/XX3+dm266Cdu2+cmf/Ek+/elPb9nYRERERGTjjhw5QqPR4IknniCOY2BcGXT33XdTr9eZn5+f8QhFzs+GNtt9swvZG2q70T5RIiIiIpsrjmOefvppGo0G3/ve9ybHd+zYQb1e54477sB13RmOUOT0NnWfqC984Qs4jkMul6NarRKG4eS23/3d3z3l/h/84AfPY8giIiIicilrt9uTRhH9fh8A0zS59dZbqdfr7N27V3s7yWXjnDNRxWKRD37wgwRBwNraGl/72tcmHVSKxSI//dM/PWlD/gd/8Af0er2tH/Um0UyUiIiIyPnLsoyXX36ZRqPBc889NzknLJVK7N+/n/3791MsFmc8SpGNmSYbnDNE7dq1iyNHjpz247179/Laa6+d8b7bnUKUiIiIyPRGoxGPPfYYBw8ePGk7mmuvvZZ6vc7NN9+MZVkzHKHI9Da1nO+t065v/vhst4mIiIjI5eX48eM89NBDPP7440RRBIDrutx1113U63UWFxdnPEKRi2Pq7nxT9qEQERERkUtYkiQ8++yzNBoNvvvd706OLywsUK/Xueuuu7QPp1xxpg5Rmm0SEZELkWUZSZIAYFmW3ldEtqlut8vDDz/Mww8/PFnzbhgGb3/726nX61x77bX6+5Ur1tQhSkRE5HylaUqn2WbQG3fuyhcLlGsVbbIpsk1kWcarr75Ko9HgmWeeIU1TAAqFwqRRhNaRi2wgRL21fO/NHw+HQ7761a9OjgdBsMnDE5Ht7sQbrE6CZSMG3T6dZhs/5wPQabaxbZtipTTjkYlc2cIw5PHHH6fRaHD8+PHJ8b1791Kv17n11lvVKELkTc4Zot75znee9PGbp21/8Ad/kP/j//g/Jh//9b/+1zdxaCKynWVZxlq7S2t9RqGcz+F7480TPdfBdZxZDk+2qTAIsW0bxx3/fsRRTBiE5/gsEdkqKysrNBoNHnvsscnFcMdxuOOOO6jX6+zcuXPGIxTZns4Zon7/93//pI/fPBP1x3/8x5s/IhG5JLR7fY6sNsm5Dmma8eSLr5LzXYr5HL7rsGthjsL6bIPICZZtkcTJ5L0kiRMsW1e3RS6mNE15/vnneeihh3j55Zcnx+fm5qjX69x99934vl6/Rc5m6jVRf+2v/bWtGIeIXGL6gwDHssj5Ht3+kN5oRCmfY65cpN0bsNLqkPc9LTqWkxRKBaIgpN8dz2DmCjkKpcKMRyVyZej3+zzyyCMcPHiQTqcDjCuMbrrpJur1Otdff71es0U2aOoQ9X//3//3VoxDRC4xtm0Sr6+HipOUNElxnfGMguc6xMl4tmEr35Df3OFNLg2241BbnKcYjkv4HNfd0EzUiZmrK/UEL8syouGINEkwLQsn51+xz4VMJ8syvve979FoNHj66acnr5u5XI59+/Zx4MABqtXqbAcpcglSdz4ROS+VYoHecMRap8dgFJDzPWzbIoxiBsOAuXJxy5pNZFnGaqszWY9VKRaYr5TU3OISYdkWlp3b0H2zLKPX7jLqDQAoVIrkioUrKkBkWcag1WHYbJNlYBiQq1XIV8tX1PMg04miiCeffJKHHnqIo0ePTo7v2bOHer3Obbfdhm3rNFDkfOmvR0TOi++57N2xwHC9KcAoiOgOBoRRRK1UZHGusmVfu93rc3StRW69kcWxtRaWaTKnDm+XnUG3R3u1ie06kGW0VpoYpkmukJ/10C6aJIwYtbvYvofl2JOPvXwOe/1vQOSEtbU1Dh48yKOPPspoNALGs/UnGkXs3r17xiMUuTwoRIlcIpIkIYhiAHzX2RazLq7zRhe+ShHmKyUyMuwt3kB1OAqwLRPXtomShCxNGYyCbRei0jQlimKyLMPdJj+zS81oOMKyLTzfA2DYGxCOgisqRGVZRpZmmNb498e0LeIgOmULErlypWnKCy+8QKPR4IUXXpgcr1arHDhwgHvuuYd8/sr5mxG5GBSiRC4BYRRxZKVJbzDCMAwqhTw7F6rbbi2QfZG6rNm2zWAU0O72GQYhveEI0zTZszS/bcqbkiRhZbVFrz8uQ8vncyzO1y7ac3S5sEyTNEknH6dpesWFUcuxsX2PoD/A9jySMMT2fSxHb+FXusFgwKOPPsrBgwdptVqT4zfccAP1ep0bbrjhivt7EblY9Aoscglodnp0B0OqxTxZBs1ul3zOo1YuznpoM1Ep5nnhtZhjay0KOZ9SPk8UJ/QGQ0rbZIai0+3T7nQpFPMYGHS7fTzXYa62dWWOl6NcqUgwCui3u4CB53v42+RnfLGYlkVxvkq/ZZBGMU4+R6FawdxmF1Hk4jl8+DCNRoMnn3ySOF6vUPB97r77bur1OnNzczMeocjlb8Mh6v/5f/4ffvd3f5dDhw6xurqKYRjs3LmT7//+7+ef/tN/yj333LOV4xS5oo3CCM+xJ1cULcsiWn/jvNi2w0yAbVnUygXynou//q83HBG/acZi1qIowrIt7PUTXcexCMJoxqO69Hi+x9zSAmEQYhjg+h72FbiRs+25lJcWyNIUwzS3zYyrXDxxHPPUU0/RaDR4/fXXJ8d37txJvV7njjvuwLkC/zZEZmVDIerXf/3X+fznP899993HL/7iL7K0tESSJCwvL/Otb32L9773vfz6r/86733ve7d6vCJXpJzn0u0P8dyENM1I0hT3IpfyjIKQ5VabMIrxHIfFWgXPnc0btmmaFHI+SZpSzPvESQJZhrWNylYcxyGJE+IkwcAgihIqZZ3gnA/Hc3HUQAHDMDA0+3TFabVak0YRg8G4PNg0TW677Tbq9TpXXXWVQrXIDBjZBlamXnfddfzFX/wFu3btOu3tL730Eu9+97t59tlnN32AW6nT6VCpVGi325TL5VkPR+SM4jjh2GqL7nCAgUG1VGCxVrloM0JxnPDasRUGwYic5zEMQoo5n6uW5me2LmsUhBxdbdEfjjBNg7lykaW56rY5mXjzmqgsg0JBa6JEZGOyLOOll16i0Wjw/PPPT5qIlMtl9u/fz759+ygWr8xybpGtNE022NCl7DRNzxigYByy1tbWphuliGyYbVvsWqyxEI//oF3HvqhhIYxjBqOAamm8P49rW3QHI6I4mVmI8j2Xq5bmCeMYY/3j7RKgYFxyubhQo7K+bk3d+UTkXEajEYcOHeLgwYOsrq5Ojl933XXU63VuvvlmvY6IbBMbClHf933fxyc/+Ul++Zd/+bR/vP/yX/5Lbrvttk0fnIi8wTRNPHc2b56mYWBZBnGS4Ng2UZxgGgaGYTAKQpI0xbGtSbvzi8W2rW09s2OaJv56a24RkTM5duwYDz30EE888QRRNF476brupFHEwsLCjEcoIm+1oRD1v//v/zt//+//fXbt2sX3fd/3sWPHDrIsY2VlhW9/+9vs2rWLr3zlK1s9VhGZEc91qJWKrLQ6ZIxD1WKtQm8wZLnVJknGa7R2zte2TXe8zZJlGUmSYhhsu5byIjKWZRnJKCBNEkzLwvK9bTUzfTpJkvDMM8/QaDR49dVXJ8cXFxep1+vceeedeJ4uwohsVxtaE3XC888/z1/91V9x+PBhkiRhbm6O/fv3c++9927lGLeM1kSJbFyWZfQGQ+IkxbZMLNPk1WPLuI6D7zr0BkMsy+KqxXlGUUSaZji2RTGfO+lx0jRlGIQAeI6zrWeSkiRhZW287grDoFoqUquUtv3JmciVZtRsM2p2yLIUwzDxa2X8bbqdQKfT4eGHH+aRRx6h1+sB41nrt7/97dTrda655hq9xojMyKaviTrhpptu4qabbjrtbaurq8zPz0/zcCIyA3GcMAwCAHKet+EQYxjGSbNMvcGQJM3w1zv0+Z5LbzDk9eU1BkGAYRiYhsGuhRrVUnHytY+uNun0B2RZRjGfY9dC7aKXAW7UWrvLartLMeeTZhnLay1cx6Z4mc22iVzKkjAiaHexPAfLdSYfO4U81ow6iL5VlmW88sorNBoNnn322UmjiGKxyP79+9m/fz+lUmnGoxSRaWwoRAVBwMc//nG+/vWvU6lU+Ef/6B/x/ve//6T71Ot1XnrppS0ZpIhsjjCKOLzcpDccAlDM5di9eH4hxrYsHMtkMArwHIf+MCBJoD8cUi0VsdZvW213KeVzWJZFu9en1etTLeYxDINmt4/fcdgxXzvtWIdBiIFB3t942NtMg2GA77m46ydiQRgShBHFwkUfioicQZamZGmGuf4aYTo2SRCRpbPfNy4IAh5//HEajQbLy8uT49dccw31ep23v/3tKhMWuURtKET9wi/8Ai+88AIf/ehHOX78OB/96Ed56qmn+NjHPja5zxRVgSIyI61un95wSK00TgHNbp9W12Vprjr1Y/mey475GsvNNv3RCM9xqJU9VlodLGt9U2DTJE4STrw8xEmCZZqTBjWeYxNEJ29Am2UZR1bW+M53DzOKYqrFPDsXajOZsXJtm24/AN8jTVOSNNMJj8g2Y9o2tucS9YdYnksShNieh2lf3L303mx5eZlGo8Fjjz1GGI7Llx3H4c4776Rer7Njx46ZjU1ENseGXmG+9rWv8fTTT1MojE+83vOe9/ADP/AD3H333bznPe8BUP2uyCUgihIcy5r8vdqWSRwn5/14lWKBvO+RJOPufHGS0hsMafcGuI7NcBQyVy5OQpXnOiRpShBGmKZBEMXUSifvddLu9Xnuu68zHAWUCjmGQcCx1RYF32PhIq9xqFaKBFFIq9sff7+lwilrvERktkzbwp+vMmq2SaMIO+fj1yqTmamLJU1Tnn32WRqNBq+88srk+Pz8PPV6nbvuugvf9y/qmERk62woROVyuUmAgvELwpe//GV+7Md+jLvuuovrrrtuywYoIpsn57sst9qM1q+MpmnGjrlTS+mm4dg2zvoriWVZ7FqYY6XVIU4S5itFFmtvbIBbLuRZrEa0e32yDOZKxcl6qRM6/QEGUCrkKOR8Or0BYRyRzKA0J+d77N6xQBBEGMb4Y81EiWw/tu9R2LlIlqQYlnlRL+z2ej0eeeQRHn74YTqdDjC+sHzzzTdTr9e57rrrdKFZ5DK0oRB166238id/8ie8+93vnhy78847+eQnP8m73vUuPv3pT0+mq0Vk+8r7LnGScGytBcBirYK7yVdrCzmfQs4ny7JTThxM02RprkptfQNaxz5102DLsHBdh1EwXn80CELKdo7cjFr9uo6zbRtfiMgbDMPAuEizT1mW8dprr9FoNHj66adJ1y/y5PN59u3bx4EDB6hUtmd3QBHZHBsKUb/+67/Ol7/85ZNCFMA/+Af/gFKpxG/8xm8Qx/GWDFBENk9vMMJ3HW5/29UYhkF3MKTTH1DYghK1M115NQzjrKGkWi7QGxY5utpird0l5/tcv2cnpcLZx5gkCYNRQJpleI6D77kXNH4RkbcKw5AnnniCRqPBsWPHJsevuuoq6vU6t956K/YM12KJyMUz1T5RlxvtEyVXmmOrTdY6PSrFcYvu3mCI77lcvXNpxiM72XAUMAxC0jQj77vkc2dfR5AkCcdWWnT6fbIsw3Fsdi7Maf2SiGyK1dVVGo0Ghw4dIljfIsK2bW6//Xbuvfdedu3aNeMRishm2JJ9oo4fP86//bf/lkOHDrG6uophGOzcuZPv//7v5/3vfz+5nE5WRLa7nOeRph2GowAMgzBOmK9sr4XOaZqS8z1y/sbL9/rDgHavR6mQx7JMev0hq80OhZyvtQgicl7SNOU73/kOjUaDF198cXK8Vqtx4MAB7rnnHp37iFzBNhSi/vRP/5S/83f+Dj/yIz9CvV7n+7//+0mShOXlZf7gD/6Aj33sY/z7f//vue2227Z6vCJyAUqFHDvna7R6425zO960PmnW4jhhudliEITYlsVCtUzhHDNQJ6RZChmTLoCOY5Nk6WnXZc1CEISMRuOr157n4k8REEXk4hoMBpNGEa1Wa3L8xhtvpF6vc8MNN2yL1xURma0Nhaj/+X/+n/nqV7/KD/3QD5329j/5kz/h537u5/jzP//zTR2ciGwuwzCYr5aplYtk2fbZ8yjLMo6vtVjr9Mj5LsMg4MjKGnt3LOK5527q4DoOpm3SH45wLIvhMKBWKU72o5ql0Sjg+MoaYRCCYeA4NkuL81PNtInI1nv99ddpNBo8+eSTJMl464dcLsfdd99NvV6nVruwTqYicnnZUIjq9XpnDFAA7373u/ngBz+4aYMSka21HcLFmyVJSn80opDz8FyHnOey1ukRhNGGQlTe99i5MMdaq0OUJFTLRRZq1a0f+Ab0B0OCIKSyPuPX7fbpdXsKUSLbQBzHPPnkkzQaDQ4fPjw5vmvXLur1OrfffjuOunOKyGlsKETt2rWL//yf/zM/+qM/etrbv/GNb+gKjcgZxHFCmqWnbed9MWyXkrazMYxxsDuxF9SJdsHTDLtSLFDK50jTDOsi7xNzNmmaYr0ptJqmyflseZVlGVmaYm6T2UORS1mz2eTgwYM8+uijDIdDYLzP3W233Ua9XmfPnj3b5jVERLanDYWoL3zhC/zET/wE9957Lz/wAz/Ajh07yLKMlZUVvvWtb/H1r3+dP/zDP9zqsYpcUrIso9npsdbpkqYpBT/H0nwF5y3tb0+UjWx2aV2apqy1u3T6Q0zTZK5cpLzelW+7sSyL+UqJIytNmt0+WZpSLRXJTzlbY5ommzHJFoQR7XaHME7I+x6VcvG8fz75nE+302cwGJ+opWlKvjBdM4/RYEin2SFJEzzPozxXURtlueSlcUwSRhimieW5Wx5asizjxRdfpNFo8Pzzz0+OVyqVSaOIQqGwpWMQkcvHhluc93o9/uAP/oC//Mu/5PDhwyRJwtzcHPv37+dnfuZn2LNnz1aPddOpxblspd5gyKtHV/BcG9sy6fZHzFeK7FqcB94IOa1eH8MwqBTyzFfLm3YisdJsc3Sthe86JElKRsbeHYsbbtYwC/3hiDCKMU2DYs6fyZqtOE44cnyV0WiEbVsEYcRcpcTiwtx5/2y6vT7dbh8yKJbylIqFDT9WGISsHlsmTTNsxyYcBuRLReaWzn88cmVJoog0TjAtC2sD5bEXQzwKGKyskQQhGCZuKU9+voaxBaXGw+GQQ4cOcfDgQdbW1ibHr7/+eur1OjfddNO2K3EWkdnYkhbnxWKRD33oQ3zoQx+64AGKXAmiOCEjI7e+6WvOdxkEIWmaYpomrW6fo2utye1H11rYtkW1tDnd8jr9Ib7rTGZzTqwx2s4hqpDzOceeulsuCEOGwyHl0jjoOLZNbzCkGsdn3ST4bErFAqXi+V3hjqOYOIopvKmLYhiMSJMUy1Zpn5xd2BvQX2uSRgmmbZKfq+Jt0mvMhRg226RhhFcukiYJYbePk8vhbuJs+dGjR3nooYd44okniOMYAM/zJo0i5ufnN+1riciVZ8Mh6j/+x//I17/+dSqVCj/zMz/D1VdffdLtf+Nv/A3+9E//dNMHKHKpMk2DLMtIkhTLMgmjmELOm1zxHIwCHMuahKgojhmOgk0LUZZlEgYRMC5jIWMmMxdBGDEKQ2DcAOKt5Yzb1Ym1ZOn6f2c162Oa46+bJimmZZIkCZZpYpjbcxYqDiOSOMYwTZyLUKIlZ5bEMYNmCwPwy4Xx7M9aC9vzZjojlaUpWZJgrb/2mZYF2fj4hUqShKeffppGo8Frr702Ob5jxw7q9Tp33HEHrute8NcREdnQ2cznP/95Pv3pT/Pf/rf/Lc888wz33HMP/+bf/Bve/e53T+7zwgsvbNkgRS5FpXyOuVKRVq9Pmo1npBaqlcntjm0Rp+O9jADiJN3U8rX5SonDyyFrnd64jCyfo5i/uLNQw1HA4ZU1hsE4RBVzOXYv1s57Rudi8D2XYjFPpzfAMk3SNGV+rjqz8Of6HoVSkX6vD1mGaVmU5srbsvwoGAzprDaJoxgDg3ylSGmuqiA1I1mckMYJ7vrfve17jDr9cbOTTfoaaZyAwVQNTwzTxHJcwl4PwzLXH8PAvICZ1Xa7zcMPP8wjjzxCvz/eB880TW655Rbq9TpXX321fg9FZFNt6Kzgs5/9LP/lv/wXrrvuOgAeeughfuqnfoo//dM/5dZbbwVmc4VbZDszTZOdCzUqpQJpmuK5zknhoVoq0h8GNLvjN/xiLke1tHmLmov5HFftWGQUhJimQSHnn1cQyLKMIIzIsgzPdaY6eW91e4zCkLn1famanR6dnsdCrXLuT97g2E7M9G3Wa5BlWSzNz5H3feIkwXUdivnZ1Riapkl1oUaukCNNU2zHwduG7dHTNKW31iZLUvKlAkkcM2x38XI+3gyfvyuZaduYjk00DHByHnEQYrk2pnXhATxLU4JWh6g/AMApFvCmWNPpz5WBlGgYYJgGubkK9pSlxlmW8fLLL9NoNHjuuecmF6RKpRL79+9n3759lEqlqR5TRGSjNnxGdSJAAdx777185jOf4e/8nb9Do9Egl5v+DXI4HHLffffxH/7DfyBJEv7e3/t7/Nqv/dpJJ2gf+MAH+LM/+7OTPm95eZkPfvCDfO5zn+PRRx/lHe94B7t27Zrc/i/+xb/gZ37mZ6Yej8hWME3zjGuQPNdh784FhqPxLE3Odzd9tiPve1N3uHuzNE05ttqk3R+QZVDM++ycr214nFGS4KxfoTYMA8uySDfWy+achqOA5WabMIpwHYfFWmXT9l6ybYtqZfucfJmmSa6wPTsrnpClGWmaYK+XiVm2TZAFZOnm/LxleqZtkZ+rMlhrEQ5Gk4+tTZgJDjo9RmstrJwPWcZorYXp2LgbXPtnOQ75xXnSOMEwDcwpXvuCIOCxxx6j0WiwsrIyOX7ttddSr9e5+eabt81G4iJy+drQq9aOHTt4/vnnuemmmybH3v/+9/ONb3yDv/23/za/93u/N/UX/sVf/EXSNOXFF1+k3+/zrne9i89//vP8/M///OQ+b33cXq/HjTfeyEc+8hFgvM/DO97xjlOClsilwrFtnOL2XSPU6Q9YbXcpF/MYGLS7A1zbZsf8xvaFK+ZydPpDhkE43ucoy/A3YT1CFMW8fnyFYRBSKuTpD0ckScrenYvYarYwE6Y1XgM16g/xTIM4ijEtQ80vZszN57BdlzRJMCwTa5Mu1MSjEYZjT9ZWJVFMPAo2HKJgvazP3fis2PHjx2k0Gjz++OOE6+ssXdflzjvvpF6vs7S0NN03ISJyATb0avqJT3yCX//1X+e3fuu3Tjr+uc99jp//+Z9n9+7dbLBTOjAOQ7/3e7/Hq6++im3bVCoVfvmXf5lf+ZVfOSlEvdVv/MZv8GM/9mPcfPPNAKytrVGtVjf8dUVkOmEUY1kW9vpVXc+1GYXRhj+/ul7K2O4PMAyDXQtzlC6w/V6SJBw5vsJLrx6mmPcxGJdGdgcjwjhWiJoRwzAo1qqkaUY0CjEsk/J8DWeTSw+TOCYcjEiTBMdzcVUqeE6mbV3QeqPTPqZlESdvrOkk2ZqNoJMk4dlnn6XRaPDd7353cnxhYYF6vc5dd92F522/8lYRufxtKET96I/+KD/6oz96ynHTNPn85z/P//a//W+8/PLLG/6iDz/8MNddd91J7UXvvfdennzySeI4Pu0mkv1+n8997nN8+9vfnhxrNptThaggCAiCYPJxp9PZ8OeKXAnCKKLZ6RFEEb7rYmCQpClxkmAaBkEYU56irMw0TRZqFebWS+M2oxlCu9un2e3hux5pBmut7vp6LRdTazNnynYdqjsWxrMehrnps1BJHNNbXiPoDzFMMAyT4uIc/nm2j5fz55VLpEFEtL6m0y7kcDaxPXm32500iuh2u8A4qL/97W+nXq9z7bXXai22iMzUpszr+77PLbfcsuH7Hz58mB07dpx0bGlpiTiO6XQ6zM3NnfI5v/u7v8sP/uAPnrQ2a21tja9+9avs3buXHTt28A/+wT/gn/yTf3LGF9ZPfepTfPzjH9/wOEWuJEmScGSlSXcwxHNsOv0h5VyeuVKBdn9IlkGllJ8EomlsZie5YRBQzPm4js1Ks0N/OMQyDW6+fh7fU+viWTNNc8s6B0ajgKA/wC8XMQyDcDhi2OriFfI6ob7ILM8lt2OedH0bBcv3Lni2K8syXn31VRqNBs888wzpesvzQqHAvn37OHDgwDk3vxQRuVhmshgjSZJTyv+SJAHO3OXvt3/7t/nsZz970rH777+fX/qlXyLLMh599FF++qd/mizLJmum3uqBBx7gF37hFyYfdzod9u7deyHfishlYxRG9AYjauubzHpuwmA04tr5HdTK4+DkOvbMF2w7tk03HlApFnBsm7V2j92Lc8xXr6yTqzRNSdYX5Z9u9v5yNG5S8caeXeOwlkGWgULURWc5zqY0qQjDkMcff5xGo8Hx48cnx/fu3Uu9XufWW2+d+euOiMhbzeSdd25u7qSOOjDuupfL5ahUTm19fPDgQVZXV/nhH/7hk46fuNppGAb79u3jYx/7GF/4whfOGKI8z1PttGxIEEY0O12iJCHvedTKxW25L89mOnFimqYZlmWQphnG+gnrdprh8VyXME547dgKvuOwZ8c8S/O1ky7ApGl6Wf+8ojBibbVJGARYlkW5Wqa4SZs0b2e262C7NkF/MF6TE4QU5msYl/HP+nK2srJCo9Hgsccem5Ta27bNHXfcwb333svOnTtnPEIRkTObSYjat28fzz33HM1mk1pt3OXrW9/6Fvfee+9pT3y+9KUv8d73vvec5RpJkmgncrlgURxzeHmNQRDgWCbtbp8kTVmaq856aFvKdx2qxQLNbhfLskjSlMVqGdfZPrMcw1HASrtDBpimhWGZVIoFsiyj0+0xHAb0RyNs08T3XOZq1cuu0USWZbSaLYLRCD/nE0cxzdUmtuPgb8P9ozaT43sUF+cZdrqkUUJhvkZ+G7Wil3NL05Tnn3+eRqPBSy+9NDk+NzfHgQMHuPvuu89r2xQRkYttJmdHO3fu5L/5b/4bfvmXf5nPfe5ztFotfvVXf5Vf+ZVfOe39H3zwQX7t137tlOPf/OY32b9/P4VCgRdeeIFPfOITPPDAA1s9fLnMDUch/dEbZW2jMKLd6zNXLl12J+RvZpomO+ar5HMeYRThuQ7lbbbWpNMfEIQhi3PjGetWt8dap4eZZrS7PY6vrGHbFjsW5xmOQrIMlhbnttX3cKHSJCUMQjzPw7IsLMui1+mRxDFweYcoADfn4065KavMXr/f55FHHuHhhx+m3W5Pjt90003U63Xe9ra3XVZ/pyJy+ZvZJebf+Z3f4R/+w3/Irl27KBQK/C//y//Ce97zHr70pS/RaDQm659arRbPPfcc+/btO+Uxvv71r/P+978f3/cpl8vcf//9fOADH7jY34pcZt76Pp5lGYZhbHjJRX84IggjDMOgkPNwN2HNwMVi2xa18vYtC0uSk8v0TNOk1x9gr5ccep6HaWREUUy5VGAwGu8fdTmFX8M0sC2bMAyxHZs4jjEM47IuX5RLU5ZlvP766zQaDZ566qnJ2udcLjdpFKFtSkTkUmVk02zwdJnpdDpUKhXa7bY6/shEHCe8vrxKtz/Etk3iJGXnXJWF2qnr9d6q2x9weHmNKEkgg2I+x+7F2iUVpLazTm/A68urWOZ4rVYcJ/i2TZIkWKbB0eNrmAbkcj7l9Q5uV+1a2vCi9CzLiNdP9Jxt3KxhNByxttokCkIM06RcKVGpVXQlX7aFKIp48sknaTQaHDlyZHJ89+7d3Hvvvdx2221XTDMUEbm0TJMN9Com8ha2bbFroUbB94iThJzvbXhvpNV2D4C5cpEsy2h2+vSH+YsaouI4oTsYkmUZrmNTvIw2Iy0VcuzKarS6AwAWaxUsDI4trwImrm2z1u5g2zZxnLC0UNtwgErTlGazTa833vfGskwK+TyOY5PL5za1O9iJ1s3nO3vk53wWdywQRzGmaeJ6rgKUzFyz2aTRaHDo0CGGwyEAlmVx++23U6/X2bNnz4xHKCKyeRSiRE7DdZwNzTy9WZZlpGmKZb3RNdIwjVPa+W+lySzaYP0ExjTZvThH5TLZjNQwDKqlItU3daLLsow0y2h3uszPlVlcrFEqFvA8l/wUa2c6nR7NZptczqfT7rK8vMpcrUKhkKdULDK3WLvgkrksy+h3egy647CdK+QpVErn9biO4+BohlNmLMsyXnjhBRqNBt/5zncmx6vVKgcOHOCee+4hn9+8TXhFRLYLhSiRTWIYBuVCjqNrLQDiJMGxzEl78CzLGAUhSZriOvaWzE4NRgHdwXDSFKM/HLHS6lDK5y7bNTOGYVApFymXxl36zvf7HAUhtm1jmiZhOG7c4LguhUKeXr9PoVwgN2VDg9FwRBRGGKZBLp8jGI7orKxhu+OffafZxjBNiuowJ5eY4XDIo48+ysGDB2k2m5Pjb3vb26jX69x4442X7WuOiAgoRIlsqrn1k+FOf0jOs5krF8n7HlmWsdLqsNLqkKYpnuuwc742KbWL4pi1dpdhEJHzHOYqpfNak5Nm4zKxkzcj5aLOhs3KuPnH+Ze0uY5Nr5fgpClpkpKRYdvWG7OJUz6HvW6PtZXm5HPzxTwWYJgm7nor8jRNCUcBKETJJeLw4cM0Gg2efPJJ4jgGwPd97r77bg4cOMD8/PyMRygicnEoRIlsItM0WahVTikFHIwClpsd8r6L69h0+0OOr7UnAevoapN2d4Dn2vQGQ8I4Zs/i/NRXcn3XxXcd2r0Bjm0xCiMWq+XzXs+TJAmtbp9REOE4485927nhwoUolQqMRiHD4ZAkTjEysC2Lfq+P73k47sZnDtM0pdvuYtsWnu8RRzFry2v4rkOWJPiFHIZhkCYJpqm1TLK9xXHMU089RaPR4PXXX58c37lzJ/V6nTvuuEOlpSJyxbk8z4ZEtpkkSUmzdLJxre85BGFEkqbjRhD9EdVSHtM08d2U3mDcJj035eapvueya2GOtU6XKEpYqlWYP89ZjizLWG62WWl3cSyLqJswDEKuWprf1CYL24XjOCwtzROGIUuL84xGI+IwxnZsKtXyVN3EsiwjDCIgw8gMBv0erZUm5XKRLEpJ4gQ/n8PxXAplzULJ1smSBAwD4zxK69rtNgcPHuSRRx5hMBg3czFNk9tuu416vc5VV12lhiYicsVSiBK5CBzbwrEsBqNgXDY2HFHM5bBMk5gEw4A0yzAZl+QZBqc9OYnjhCRNcWxrMksVhBFRHGNbFr7nUsj5FHL+ZH+r8xXFMZ3+gGLOx3Vssiyj1e0zDMLLquPfm9m2hW2Pv7fSeofF83kOg+GIQbdHe62NYYwD1fyOeeaXFglGI9I0pbo0jzvlDJfIRqVxQtBsEY8CDMPEq5Zxiudu8JBlGS+99BKNRoPnn39+UgpcLpfZv38/+/bto1jcvnvJiYhcLApRIhdBzvfYMV9lpdVhMAoo+Dl2zFXHM0+eS7WYZ7XTwzJNkiRhvlLCe8vJdac3YLnVJo4TPNdl53yVIIo4ttokihNsy2KxVpmsy9rsK8RXwrqqtzqf5zCOItrNNqVqCS/vs3L4OHEQUiqXcVwb8EizjFw+hznjGb0sy0iimCzLsBxbjQAuI0GzRdjpYfkeWZIwXFnDsC3sM8xuj0YjDh06xMGDB1ldXZ0cv+6666jX69x88836/RAReROFKJGLpFoqUsj5pGmGbZmTkjjDMFiaq5LzPcIoxnVsyoX8SSfwoyDk6OoahmGQ8116gxHfO7ZCmqWYpkmtnGMYhCw3x+usTnQEvBCObVMpFlhutnFsmyhOKBdz5DbhsbezLMvo9wfEUYxlW+Sn3CMqTVLiKCFX8MkX8viey5HvHiZJE6IwIhgGFCvF0waoNEkIwwjDMHBcZ0tPWtMkob/WYtQfl2m5uTzF+SqW/ca4siwjGgXjtVu2PWmIcTYXOgMqFy5LU+IgxPJcLNcBHMJOnzSM4C0/w2PHjtFoNHj88ceJoggA13W56667qNfrLC4uzuA7EBHZ/hSiRC6iMzVlsCzrpL2P3iqKY8I4Ya5cJI5TwjDi8PIanutwzc4FAHKeSzPok6xv5Hohsiyj3evTHwYkSYZtZeyYq1AtF7dsPVSapvQHQ4IwwrYsioU8tn1xZ2qyLKPZbNNqtjENgzTLKJWKzC9sfI8o07ZwXJtgGGDZFlEYUV2o4To2SZpSrBQp16qnfF4cRbRWmowGo3FYLuSpLlS3bLZq1Bsw6PRw8z6GYTDq9bBdm8J6U5Qsy+g12wxbHbIMTMugOF8jd4bf0ziMGDY7JFGE5Tnkq2WsDTYbCAdDoiDEtCzcvI91mTYvuWgMA8MwSaMIyxuHKsgw1puYJEnCM888Q6PR4NVXX5182uLiIvV6nTvvvBPPm2495uUujRPSIADA9DzMi/zaJCLbj96pRC4BlmVhmSbDUchat8uxlTaWZTAKQ149lnH1jiVGYYjn2jib8Obe7Q85vLyGbZnkfIc4yfA9d8Od+UZBSBBFGBgUct6Ggtdaq0Oz1Rl3rUtTBqMROxbmNi20pWlKHI1bMttnKF2L45h+t0fOH69VSpKUXm9AqVzE32CTD9u2qdQqvP7K9+i0OlimyfzSPPM7l3Ac+4yhqNfqMBoMyZcKZGlGv9vFy3kUyluz/iSJIkzLnAQWy7aIw5A4jBh1e4T9If1Ol0K1jO25RKOAQauDmzs15KRxQm+lSTQaYTk2UadHmqaUF+fP2dBg1OvTW14jy1KyFNx8jtLSnILUBTAMA69aYriyRtgZb+zsFAsMopBH/vNDPPLII/R6vcl9b7nlFur1Otdcc41mEU8jjSKC5SbJaASAlfPxFmqY6kgockXTu5TIJSDnuSxWy3z36DJHlptUS3l2zteIk5TDy01avT6FnM9SrbIpm/h2+0NM05g0kGj3BvQGQ0qFcy9M7w2GHFlZo9sfkmUZc5USe3csnnVWKYpjOt0evufiug5pmrKy1iLDIOd7ZyxRjOOEwWBIHMe4rkPhLWWQJ6RJQnu1xWC9dC2Xz1N5S+kajLeCSrMM0xqf+JumAVk69XowwzDwXI+lXTtwXIcwDOm2O8wvLZz5OYgSbMce73dlGZimOdmHZytYtj2+up6MG5kkUYLjG3SPrxKFIXEY0l9p4vgetueOw9EoIEtPfS7iKCIajvBK4+ffchyi4YgkirHPUv6ZZRnDVhfDMvFy+fGG1J0e0TCPdZaZWTk3p5DHtCySKOLV732PR/7s2zz77LOT3+Visci+ffvYv38/5XJ5xqPd3qJun2Q4xCoVAEi6faKuizdXne3ARGSmFKLkihTHCUEUYRoGvudu+6uvhmEwXy2TMZ5Rma+W8F2XMIrZvVBj784Fcp63aeVvpgnpm06WT6y92ojVVoeVZoc4SQijmOVme9J6/UxOnNid+DmM14C1CNMU3/fxPZfdC3MntXxPkoTV1TX6vcH487KMeK5K9S17dAH0u316nS659e5k/fXStfJb7pvEMaP+iOUjKxRKBVzfJZ/PT70HTpIkGKZBoZRf/74gCiOyNMU4w0yU67t01obYbkKWZqRZhu1s3Uu0VywQBRHBerD0S3lsz6Hf65MrF4kjj1FvQHdlDcfziKMQN5c7bRmTYRjjTYnXv78sSTAwxt/4Ob2xhmr8X2PafY3lNIIg4PEnHqfRaLC8vDw5fvXVV1Ov17nlllsuy60KtkIaJWBZb7xPWBZZnMx2UCIycwpRcsUZjgKOrDQZBiGmaTBXLrI0V70kgtRcuchgFNAdDInjcUiZr5Qo5nObOv5KqUh/FNDs9smyDN91KG9gFirLMrqDEd3BkHIhTyHn8fpyk+Nr7Uk3wtNxbJtiPker3cVxHY4sr+HYDktzc1i2SbPTozsYnhSigiBk0BtQKI5nP4bDEc1Wm2KpeEqYjMIIy7YnJ42WNV6r9GZhENJabeK5DkneG5fTefPML9SmDqfj7zMjiWNMyyIKQrycf9bStmK5RBIljIYDDAxK1TK5DTzn58uyLUqLNfKVIhnjEsdwOC5XytYDXL5aZtDqkCYxXj5HoXb6n6HtuXjFPKNODwwwMsjVKljnCIGGYeAW8vTXWsC4LNB2bWy1fT9vy8vLNBoNHnvsMcIwBMZ7oN15553U63V27Ngx4xFeeizfJen1xo05AJIE8zJvsCMi56YQJVeULMtYbrUZhSHVUp44SVhpdcj73oZK1bIso93t0x0MsSyThUoJ192aN9MkSWh2eozCCNexqZWLOLbNroUaue54Fmqu7FArFzc9AOZ9jz2L8wyDcPLxRjr+GYaB7zoMRyHlwrhjYMFzybKUIIywLBPHtk8Zr2EYzM9VsW2bYRBQzPuYtoNlj0/YLdMkfUvDjCzL1mfmMjqdDt1OnySOxo0g5msnfQ3Hdeh3e6TJ+DGSODllf6YoDImCiHK1RLlaIhgFGIZxXrN7fj5HsVqm3+mRpRmO51KuVc76c7Jsi+pijSQel1adKO3bSqZpYr4pmDq+h+v7jLp9TMvENAyWrr+aXLmEaZlnHI9hjJtOODmfLEnHDSIKGwv2+fWW/NEwwHIdcuUSzpSbTF/p0jTlueeeo9Fo8PLLL0+Oz8/PU6/Xueuuu/B9f4YjvLQ5pQJZHBOvz9o6tQrOemmfiFy5FKLkipKmKVGcTEr4xo0SjA13tDu22uLpl1+lNxiRZRm75mvcedO1+JvcySrLMo6vtVhtd3Edm1Y3YRiEXLU0j+s4LJ2jFr83GNIbDDEMg1IhT/48TkpzvnfSzM9GLc1VObKyxiCI8B2LfN6HDL53bFxSVPBzLM5XTmlSYVkWc+vldcVigcPHV+kNhpPbC7mTTwI9z8X3fY4fX6HX6WGaFqVSnnari+97FItvnOTk10vXTqyJypcKFE6z5iYjm7ToHv/3zMHhbAzDoDJXJV/Ik2YZjuOcsv7qdEzTxHRntxePZdsUF+cIen3SOMHJeXjFwoaeA8M08YvTn1hmaUauVCBfLW/72eDtptfr8cgjj/Dwww/T6XSA8e/eTTfdRL1e5/rrr9dzugkM08Sbr+FUxhc41JlPREAhSq4wlmXhOQ7t/gDHsoiSBNM0sDewNiCMIl47tkwYxexarJEmKUfWWiwsr3H9Vbs2dZxhFNPpDykVcji2TZqmdPpDRmFEIXf2sXb7A15fXiVNMzIyOv0BVy0tnFcg2ogkSYjiZDLLVC7mufX6qzm+1iJJM8gykiTGtiwsy6Td7WGasHNx/oyPWS7kyRYz2t0BhgGVUuGUmULbtplfqNFqtfH9HOVqkXKpyGA4InxLqd6JWZ5iZRyc7NPsweTlfHL5PP1Of70VtEFl8cyzR1mWkaXpGbvtGYaxoX2VthvbdbAvwoL5LMsYtbuE3R5kGXbOJ1erXvYnqGmSjNfTmMaGW8C/WZZlfO9736PRaPDUU09NZmjz+fykUUS1Wt3kUQsoPInIyRSi5IqzWKuQpCm94QjLNKgU8vSHI9rdATnfpVoqnHbdR5aNg5Rjj9uNm4aBY5qM3nLCvhlOnLe/eYH9Rhfbt3vj2ZbqernJWqdHbzjakhA1HAUcW20xCkNsy2ShVqFaKjJfLVPM50jTlN5gyEqrMykH9DyHYRCedVNWwzColopn3Ttr/FguS0vzdLp9isVxd7c0SbFO8/MzTfOsoca2bWqLNUaD8bhd1znjmqRwFNBptkniGMd1KdUqp5QHytlFgyHDtRaW62CYJkGnh2lZ5C7jjmfxKGC01iYJgnFHwmoFb4Mt7KMo4oknnqDRaHD06NHJ8auuuop6vc6tt96KrbbwIiIXjV5x5YrjuQ5XLc0TxQlJmrDc7NLr9nAsi2avR5KmLJ6mw5tjW1RLJZ5/9XUsyySOk/GeQFuw+N+xbSrFPCutDrZtEccplVIefwMn6hnZuDPaunHjus1vd5amKcfX2utrmHKEUcTx1Rae45DzPbz1sYZxvD4blWJZJmEUUzzDepn+YEivOyAjo1jIU9jAuppSuUQYxnS7fQygWMpTKJ7fz8RxHJzK6Z/jLMsY9YcM+33aqy0sx8bP5xj2B6RpytyOhQ13MBRIwgjIJi3QszQlGozInbmJ4yUtS1NGzTbxaISTz5HGMaO1JpbrYJ8l3K+trdFoNDh06BCj9X2KbNvm9ttvp16vs3v37ov1LYiIyJsoRMkVI8sygjAiyzI818H3XLr9Ab3hkFppvO5jFEa0e31qp+nwZpomN+zdSZYmHFlr49k2Vy0tsjRf3fSxGobB0lwV13EIwhDXcagUCxtqSVwpFOj2R3T6A7IMHMs6ZT3RZoiThCAMyec8LMskZ3m0un3i5OTWv8WcT6VYpNvvkzEOsfOVU/el6Q+GHD++yrhdxPjjHcxTPEcg8jyXpR3zBOtNMHx/Y5v7Tqvf7tJebRKHEc1jq1QWauSLRfx8jmA0Io5iXHXs2jDTtsjScUmkYZokUYy7hd0IZy1LU9IwxPY9DMvEslySIDxtq+w0TfnOd75Do9HgxRdfnByv1WocOHCAu+++m3x+a56rJIwgTTFsW+VrIiJnoRAlV4Q0TTm22qTdH5CmUCr47JyvTf04nutyy/VXs3fn+IpwMe9v2V4rpmkyt965bBrlYp6rOLFhLpSLhS0JUZY5XgM1CiIc2yYIx/tuvfX5sCyLnYs1KuUCaZriuc5pNwQeDkekaUppvQyx1x/Q6w8oFvMM+gNGwxGmaZLL5/DecuXetu0tLWVKk4R+r4/ruTieS74/YNgfkC8VsNa76JmmFvBPw8nl8EoFwvXyU9tz8c/j9/1SYZgmpu2QhCGmY4/DimFiWG/MXg4GAx599FEOHjxIq9WaHL/xxhup1+vccMMNW9YoIssywlaHsN0lSzMsz8VfqGHpwoCIyGkpRMkVodMfsNruUi7mMQ2DVneAa9vMV8oUczma3f6k0cSOueoZ21pHcczR1Sa9wQjTMKiGBRZrlW1XxlUu5imfZ0nbRlmWxeJchaOrTVqd3rjle7V82k6ApmmeM8gZhjGZhQIgAwODQW/AyvLq+FCWMugPmF+cPyVIbbksA9PEcWzy5SIrh48z6A7IFXOUahXs82gScOYvlREMRyRxgmmZ+Ju8D9h2YNoW+YU53GKBNF7fYDhOSOMY8zJc22OYJv5cheFqk7Ddw7BN/FoZy/d4/fXXaTQaPPnkkyTrM7m+73PPPfdw4MAB5ua2vsYxGQUEzQ6mN+4kGfeHBGstcjsXL7vfPRGRzXD5vVOJnEYYxZimOenC57k2wyDCti12L9ZodV3iOCHne1TOEj7W2l3a3QGVYp4kTVleb5hQOY/WzpeDYj7H1Y497s5nmhvaS+pM8vkc3V6fTreHgYFpmhRLeXqdLqZhkCvkAOh1eoyGo4saokzLws/n6DbbJLGNZVss7NlBdb6G63t4mzzT12t16DTbjDNlRrFapnwJbAg9LdOysByHoNkhDgIAbN8nvziHdRk26rBzPoWdi6RRTJKmPPOd52n8UYPDhw9P7rNr1y7q9Tq33347ziYG83PJkgSydPK8W55LGkVkSYqhsj4RkVMoRMkVwXXGbcLjJME0DIIwpry+/mIj+y6dMAwifM/Bskwsy8QcGYRRvIUj3/5c5/TledPK+R47lhYYDIZkWUY+nyOf8+m1u3Ce2SFNU3rdPsFoXApYKpfOe91SqVbBsiyC0QjfsiiUSzhbUOoURxG9ThfHc3FchySO6Xd65Ar5S7Jl+rmE3R5xGOKul3GG3T5hrz/p0pdEEVmcYJjmZVFa1un1OHjwII888gjD4XgfNMuyuO2226jX6+zZs2cmYdkwTTBN0jDCcGySIMTO+SeVG4qIyBsUouSKUC7kma+UaPXGzRYqpfx5rTfyHIvecIjvOqRZNt5IVVdpN83pNvgtlgqsLQcM+gOyNMN2bPwNzvx02l1aay1s2yJJU4IgZHHHwnld4TdNk2K1TJFTm2JspnGzhWyytsy01hswbEGHxe0gjVNM841NjU3LJF1vthAPRwxXmySjEMM28SplvEtwU94sy3jxxRdpNBo8//zzk+OVSoX9+/ezb98+CoXZzmZbOR+vWh6viQoiLNfFq515nzQRkSudQpRcEUzTZOfCHLVyadKd73zWMc1Xy4RxQrs3xDAM5stFSvncFox4exgFIVEcY1kWOc+dyQlVfn3GcNQfgQmFYmFDpXxJkjDo9fE8dzL71O30CIMQx3FIkoThYEgSJziOQ24D7dQvBsu2cH2P0WCI47lEQYjruZu65upCJHFMEsUYhoG9Cb8TTt4j7PdJ1rsrpkmKk/PGLcFXW6RxjFspkoQRQauDnfPP2hL8QmVZNi5tw7jg7nTD4ZBDhw5x8OBB1tbWJsevv/566vU6N91007ZZT2kYBl6tgp3PkWUZprrziYiclUKUXDEMw9jwmp1Ob0BvMMQwTu5u5zrjPaaCKMaA8w5jl4J2r8/RlSZxMl7vtFAts3Ca/bPeKoyicWt129qU58YwDArFAoXzWXdmGJMZnDdmcgzSNKW12qLb6Y676mVQmatS2cD3t9VMy6IyX6PbbBNFEV7ep1ytYF3EE9osG7ceN9/SaTEaBfRW1saBxzDJVYrka5VxKdh5cgp5/Dgh7PXHf6NzVZxigSxJSJN4UsJnuc4ZW4JvljSOGa22iUdDDHM88+VucDPcNzt69CgPPfQQTzzxBHE8Lvf1PI+77rqLer3OwsLCZg9901wOJZMiIheDQpTIW3R6A15fXsUwIE0zuoMhe5YWJkHKsizyW9TWfNbiOKHTHzAMAo6vtSjmc9QKRYIwYqXdoZDzTym3OyHLMpqtDs1Od7ymKeezsL7X1SxYlkWxWKC52iSOE5IkIZfP4/kuURgx6A0oFguYlkkUjtch5Yv5i7qY/0wc12FuxwJpmmIYxkWdIQv6AwbNDmmW4voehVp1vKdTljFotonDCL9cJE0Shq0Otu/hbXB/pzRJiIcBkGE6zngmyzTJ1Sp462FlEtxME9NxiYcjnLxJEkUYprGlTQ5Ga23Cbg8n74+/v9UmpmNjb6B8NEkSnn76aRqNBq+99trk+NLSEvV6nTvvvBPXVUDZavFgSNwdABl2IY+1TWaYReTyoxAl8hbtfh/TMCitd4Nrdnv0h6Mt2WtpO0mShCOra7S7A+Ik4XvHV7l6xyKFnI/nOgxHAelZ1uX0B0NWmm08z8W2LDq9AQYmu3bMX8Tv4mSlSgnLtghGwTj8FvPYtk0cxWRZimG+sQ4nizLY5GVHSZwQh+G49M11TpnZOZetnuXM0pQoCCHLsFyHNE7orqxBBpZjM2z3ACgtzkOWkSYJ9vpMhWlZZBhkSbqhr5XGCYPVNcLeAAMwXYf8whzO+t/VW5+bEy3BR2vjtVGGZZKbr21KKV+WpqRJgmGYk5K1LE1JwhDbdzEdG9OxCTo90iiGs1TsdjqdSaOIfr8//l5Mk1tuuYV6vc7VV1+tk/iLJBmOCI6vjrcjMAySwRCPeewt3u5BRK5MClEib2Hwlv2KYOYnQVmW0e71GY4CHNumXMxv+gxPfzii3e1TLRXIMugOBhxZWaOYzxEnCa7rnLWJRpykZIxLHAF8zyWIQtI03ZQwkKYpcZxgmsaGN9Y9Uymg4zj4uRz93gDHsQmDiEKpsKklc3EY0V1pEq53YPOKeUrzcxe1LO9s0iShv9oi6PXJANt1cHI+aZyQe1MJWzgKSJNk0o487A/GzR+SFNPc+LqhaDgk7A1wi3kM0yTsDxi1OpMQdTq275HfMT/uzmeZm7J/VBJGDNfGzSpMy8SrlnFLRTAMDMsiHQVYnjsJh6crVcyyjFdeeYVGo8Gzzz47KRUtFovs37+f/fv3UypdvhsHb1fJcESWJjil8e9v3B8S9/vbJkRlSULU6ZH2hxiOhV0uYV3mF+dELmcKUSJvUSnm6Q2HtHuDcUmTbZ/XLNRmlmKttjocXWthWyZxnNAbBly1NH/GTYGnEYQRy802q+0Ox5vjfa/yvsditUIcx4zCkJznsnSO0jzLNDFgsoYqCENKhfymBKgoilhbazEcjluVl8slKpXSeT+3lm1RW6jRaXaIoohSpUh5kzdNHrQ7hKMRfqkAWcaoN8D1ffLn0RVyM0SjgKDbgwycfI40Sxl1e7iFPKZlMur2icNovOlxmmKY5njjW8uePM+FuQpkKdEomJThnS0EnSTNxn8P68+xaVlkSUKWZWf9OZqWBZtUPptlGaNmi2gwGpfsRfF6yZ6D7Xv4tQrDlTWCTg/DMHBLRez8G99fEAQ89thjNBoNVlZWJsevueYa6vU6b3/72yddFWUGDOMts8kZsH3WrEbtLnGzjeE6pIOINAjxdixiah2ayCVJIUrkLUqFPHsYz8wYhkGpkCe/wRKi/nDEWqvLSrtNmkG1VGChWr6gzXiTJKHV65PzXHKeO1571O0zGAWUL/AKa5qmHF1t0huO8D2PLM148XtH2bu+Huemq/ewUKtgW9Y5Tw4LeZ9quUi72ydLU3K+z1x1cxo1NNc69HoDCoUcSZLSbLZxXYf8BXRGdFyH+S0sNUySBMu2xgFhPTwk8ebuKRaHEUF/QJYkOL6Pe4b1H9EooHt8ZdyUwTQIeoPxbAvjUkYYl+9laYrt+Yx6fcjAtC3y1fIk+FiOQ2lpgSROMIzxxxtlug4YBtFwhGlZJEGI/5YW2kkYkYQhaZKSRDFpGI1niyqlzSnjS9Lx/keei2lZmJY1LtmLY8Bbn/laIA0jMAxs38MwTY4fP06j0eDxxx8nDMddBB3HmTSKWFpauuCxyYWzcj6m6xCth2BME7s4fo3I0nRyceBCGqGcryxNSQZDTM+dhKao3SMNQ4UokUuUQpTIaZQKeUobXCx/wnAUcHh5leVmm7VOD9M0SdOMMIqxTJPiBbZC34qSwjCKGQYB5XwOyzK5Ye8uvnvkOIZhsHO+Rq1c3PCVddM0WZyvUSoWyLIM13E2Z6ZsFNDpdLDWg5xlWYxGIfEWdmnb8Nj6A4a9IZCRK+ZParDgeh693oDEtsfd7rJsUzfnjcOI7vEV4iDENE2Cbp9CVsMvndpNLhqOSKMYf71MLxwMiUYjTMMgDkIMyyQJIvxKkcJcFb+YJ8tSLMfBeUt4MUwT253+JNTJ+RQW5xi1OmRpil8t41ff2HMrGo4YrKyRhhGjdpc0iinsmCdJM+IwpLhjEcu9sBJWwzIxLJs0CtfXgMUnzY7BOBha6y3wn3n2WRqNBq+88srk9oWFBer1OnfddReed/ltfnwps3wPb3GeZLC+iXHOx8r5JKOAaK1NGoWYrotTq2Bd7I2rDWNcKp6OX7fGM7Dj4yJyaVKIEtkkwyAkiGJMw6RWKpAxLm1Ls5RREJ53iLIsi3Ihz/FmmyiKidOUvOeR8y/8hNw0DUzDIEoSLMvEsgx2LtS4dtfSGbvwnY1hGOf1eWfS7/VprjZpr7YIo4gdu3aQL+aA7LxK7+IoIhiO1/i4voe3gVK0NE0Z9gbEYYhl2+SK47VTwWBIa3mVE6dAwWBIdYlJkMqViyRxTNAft8rPV8u4+RzhKGDY7hIHIU7eJ1csnBJUNvS9jALiUUiuMg5G0XDEqN3DKxbOHbgzcPM+Ti7HqNMljRP80rhduWlZeFuwhiQJI0zbprC0MF7f9JZwPmp1SOMEp5An6K7PDmXglgoEnR5JGF54iDIMcnMVhqtNwm4fMMazXG/6Peh2uzzyyCM8/PDDdLvdyefdfPPN3HvvvVx77bUzXyMpZ2b53kkBKYsTwpU10ijG9FyS4QjSDHPHwpZ2enwrwzCwqyXC5TXizrhhi5nPYflaEyVyqVKIEtkkhmGMu5zZJsEwwjRPXHnkgtdJLFTL2JbFYBTg2BbVUhFnExbZu47DXLnEcqvDcBQCGQvV8ob309pKcRzTbrYxTZNdV+3k6JHjfPeV16jWqiwuzZHLTRc84jimtdxkNBhimOMZldrCPLmzBIYsy+g223SbbSzbIklSwiCkujhH0B9gZOAXT2wGPGDUH05ClGlZFOdr2I5DmqbYrkvQH7L2vcN0jq9imBZuwae8OE9laeE8Z6netADkLCf2Ts7Hch1G3R6GMQ6ffqmIVyyMA9P65qpbEQ6yLCNod9dnoDIs1ya/MHdSiDqxwa25Xv54YmYoy9KT9vfaDHbOH5fsRTGGaU72RXr11Vd56KGHeOaZZ0jTcVOJQqHAvn372L9/P5XKxd9DLMsy0lFAlqQYtnXxZ08uA2kckwYRVik//t2yTNL+iDSOL3qTF7tYwDBNsigGw8DM+xc1yInI5lKIEtkked8j53sMgpD+KCCOY5ZqVYr5HMX8hV1tNE2TuUqJuS1oSjC/HpqiOMG2xmWH2+FKe5qM21B7vo9pmZRKBbqtDpYJURjRaXepvnVNTZyMuwFa5inBNRyOGA2G5MvjmZrRYEi/05uEqDRJSLMMy7ImjxlHMcNuH9fzCMOAOIxZPbI8/pw3beQLkKXZKTlm2O7Sa7Ynjx8OA6LhkHylhGnbRKOAYbtHoVKeOkTZnovluQTd/rgJRJJQWJg77c/O8T2Ki/OE/QFZmuLmc7jrYc/ahDB+NvEoYNhsY7kOpmMT9YcM19oUdy5MwpJhGNg5n1GzjWGamI5DmqTEo4AsBaeQ25Q1USecKNkLw5DHHnmERqPBsWPHJrfv3buXer3OLbfcsuFOkJstyzLCVoeo2YEsxbAs3IUazgWsr9xq4zCcYhhgbJMGGyeCUxbFGK4zXhdoGTNZFwVgXWBZt4hsHwpRIpvEcx2uWlqgUsizc76KaZiUCjnyvrcps0ZbxTCMC16vtRUs28K2HUbDEZZt0Wq2KVdLLO1YBKDT6VIo5HHXw8ewP6DdbJPECY7rUpmr4L25rCcDjDfWlhmmOd4vKE0ZdPv0O13IMjzfpzRXnVylTtKEfq9HMAwwTYN+d0BnrU11vkowGDLsrpfmWBb+m05w4yhi2OnieC626xCORrSPrUxOyi3bIsyYzHpMy/ZcSovz49K3NMPN+3hnOcF2fO+8ygYvVJakkGaTUjzLc0micLLI/wS/WoYsIxqOcIv5cWnhegMIJ+9vuJX6RqyurtJoNDh06BBBEABg2zZ33HEH9XqdXbt2bdrXOl9pEBK1Opjr+1Ylo4Co2cbyN/e52CxpnBA1W+M9vUwTp1zCLm2gtHSLmZ6LXSkRtzrEoxDDNLBrlXGjkytUlmVk601ujC2agRa5EmzfMzuRiyyKY4L1Fs85zz2vNTee6+C5F7/s53JkWeM25M2VJoPBAAODuYU5bGe9UcMwm2z+G4URzdUmZBmu7zIajGivwfyO+cmMlOM6WLbFsD/AtCziMKIwVyUcjuistbBtC9O26XV6GJZJZb6G7dg4jsuxlaPkSzmyFMrVClEYYlgWlaUFgvVF7F7Ox11fW5NlGaNun36zhZPLkysVsF0X23ExDIMwCAkGI9IkoVirTDawndaZglESx0Trj297Lu4mheQ0Tgh7fZI4xnbdyZ5PZ2PaFpjG+pooi2QUYPv+KZ9nWhb5hbn1TXA3f6YgTVOef/55Go0GL7300uR4rVajXq9z9913k8ttn4sJJ7rJmc74bfpEkCJNge0XoqJ2h7DTw/I9sjQlWGli2Bb2NrhA41TL43GpLJIsSYjXWiT99eYbpQJ2rTKzmTmRS5lClAjrnfVW1hiFEQZQLRbYuVCbBKk0TYnW2zpv9ia3s5IkCVkGlmVu2yuRnu+xuGuRKIzw/BxREhGFEUEQ4nnuZIYvjmOSKKaw3n0ul88xGo1Ik3QSolzfo7Y4T7/bI0syCvNFCuUiw/WW7K4/Lm9zPYdwGEz2LyrWKhSrJSzLxPFc3JxPmiSTx3RPc0I2aHfprbaIwoR+6zijfgG/WKC8Yx7Lthh1esRxTKFaobI0v6ld+9I4ob+8RtgfggmGYVJYOH3XvqkeN0kYrK4RdgcYtkmQdEmiiNxc9ay/P7bvkatVGLU7JEGE5brk5k5/0palKVmSkhnjfcdOui3LSKPx1XPT2fjV836/P2kU0W63J8dvuukm6vU6b3vb27bl77/p2FiuQ9wfYnoOyXCE7ee25RqaLMtIhgGm60xmeKKoN177sw0YhrGlm9qmQUg8GEKaYvke5jYpiT6duNsn7vQmz0fcbINt48xo/zqRS5lClAiw3GoThBG1UoEkSVnr9ijkfSrFAmEUcWytRX84bgk9Vy4xXy1v2zfJc8myjFa3z1qnS5qmFHM+i7XqprQjP5N+f0BzrUWaZhSKeTzXYdAfYBoWhVKe3FmuVluWhZWzWNwxT6vVJgwj/JxPrVaZlNyZpolhmURhhOOO17pYljUJwUmcjGePDIPa4vxJs4yGOf45pmmKaZrEUYz3pv2W/JzH/K5Fht0BljOewcoXi9jO6V8+0zRl1Ovj+C7zV+2k3+zQb7Up1CrUdi1hOTbpjgVM89QOdW+WZRlBr8+o04cswy8X8TZQHhWNRoSDId762q9x177uxrr2nUUSRoS9AW5pPPuURDFhr49XLp5zvyi/WsbJ58YzK7Z92nK0NI4ZrraIh0MwDLxyCW/97yyNE0arLaLheEbSKRXwykUwxj/3t35fWZbx+uuv02g0eOqpp0jWQ28ul+Oee+7hwIEDVKtVYGu2Djgxhrg/IB6MMCwTp1iYNLHYCNNxcOdrhGttsjDCzuVw56oXZcYg7g+I17tKWoX8OWeTDMPAcCySfjiZiRpvQnZpvkZOIw0jwuVV0iAc/120ezhLc9jbdO1aFoQYtoWx/vpl2Bas730mItNRiJIrXpZlRHGCd2LNxvpJWZqOS8WW1zq0ewPKhRxxknK82cZznXPuIxVG0XqzBmvy2NtBfzjiyEoTz7GwLYvV9T2tdszXLuhxTzRZeOtJab/X54XvvEyn04MMoiimWi6xtHOeNM0YjYYs7FjEP0eJjeu5LC4tTMLOm7+O53uUK2U67Q5hEGJZJuX1dU1RGNFeaRIOhxiGgVfIU12oTQKMn8+RKxYY9vrjK9auQ7Hyxv5FpmWtl/Y5xFGE67rkS8Uzl3tm2fifYWA5NuWlOSzHprL4xozTRkpFw/6Q/kpzshlub3kVwzROWveUpel4D6j0jT2d3vpzMExz3MNvfUwX7MTjGpzUHPBcztWefNRsE3X72MUcWZIyXGthuQ5OIU/Y6RJ2ezjFHKQZvdePEiy72Hkf0/Px5yvjRh1RxJNPPkmj0eDIkSOTx969ezf1ep3bbrsN27II210Grx8FDNxqaUuaNUTdPqPl1XFTgyQlGY7wlxamatNu53OTUGKY5niz4t4A0hTDMrG2YMYj7g8YLa9OfrbxYAhLCye1gT8dt1Imi2Ki9fbddrGwLUr5tlo6CkhHAfb6TE4yGJJ0+ts2RBmOTdZNxq8TWUYWp7CN1+yKbGf6y5ErnmEY5D2X1XYP2zKJkxQDcGxrPKsQheQ8F9sah45hEBInZ28G0OkNOLbWJIwSHNtkaa5K9QLLqTZLGMWkWUpuvXwtTVP6bypfOx/dXp9Wa7ynTrGYp1opTR6rudam2+0zvzCHZZm8+J2XaWUpe67ejW2bdDs9guHonCEK1styzjB7U65V8HL+OFBY1qThxKDdIRyNyJXGmwAPuz28nD8p/TMti+pCjXypQJZmOJ6DYZjEYYS5vp+RbdtU5qobei7G+ywV6K+1yJKEJEnw8v7U656i4XjNgnNinVU6JOyPJiEqS1N6K81x23LG3dCKCzVs18VyHYLeYLwGKYzIb8KaB8t1cPI5wm5//LhRjL/eZfBCZVk23jTYc8bh1rJIgoB0fUPl8R5R9ngtWxyOT9RLBZxykajbpdVp8+TLL3Do0CGG68+bZVncfvvt1Ot19uzZM/laQatDsNbCdB2yLGW0vDbeQHgTT/izLCPq9DBdZ9JVMGz3SEbB1HtdGaY5DsJZRrDWImp1xgk2y3BrFdy3dKi8UFFv/PzZ610ro26fZDA8Z4iyfA9/xwJpEIEx/ni7dOjbUm+9OGEY45m4bcouF0mDkKTbB8Aq5bFL2zPwiWx3MwtRw+GQ++67j//wH/4DSZLw9/7e3+PXfu3XTrlCe9ddd7GysoKzXi5yzz338Md//MeT2z/zmc/w+c9/nuFwSL1e57d/+7dZWFi4qN+LbE9JktAbjsadyxybwllOAhZqFZI0G5fsmQY75qoUcj6GYeA6Np3+AN91SNbfHN+6XuPNojjmeLMFQK1cYLXd5ckXvsvuxTnmq2XKhfxMSwHN9RKbMIwxTZMwTijmnfMeU68/4NjxNSx7PDu0strEMAyqJ67MJul4VmZ9RsWxbOIkIctSwFwf06nrX+L19RT2FOtfvNMEsShKsE7sP7TesCCJT16rYVoW/vpJ9Kg3oN9qE41C4jDAKxTwSwXy5eKG24Hn10NkNBrhWRZ+uYQ95Vo607JOaqGepgnGm56maBQQdHt4hTymZRINRwxaHSq7liguzDHsdEmjhPxcFb984QF+3PihRtBxSON4XG5XLm7K77JhGFiOQzQYkGUupNn43HT9d8Z0HKL+EMtLSYOQNIpxigVeOfw6jzz+GC+99urksSqVCgcOHGDfvn3k86fOFifDEYZjT5oLRN0+cRBu+1mTNIyIuj2svI9p26RRTNjpYRcLF7QJcZamJIPReLbLMsnIppphfDPTcTAvkzWjZ5KOAtJwHBTNnI/puRiuQ7y+1QBJgrVQPvcDzYhh27hL8+PvATBd58oIuyJbYGYh6hd/8RdJ05QXX3yRfr/Pu971Lj7/+c/z8z//8yfdr9ls8ud//udcd911pzzGl7/8Zb74xS/y0EMPUalU+MhHPsLP/uzP8pWvfOVifRuyTSVJwpGVJq31Ei3TMNi9OEflDCUWjm2zZ2meKI4xDOOkluSL1QpxnNLq9hmGIZ5t0x8OsSyTvO9NZj7e+NrjJhSlvM8wCGn3+qy2x2usRmFEtpht2qxUHCcEUYRpGPieu6ET2rznEkUxTx15FWP9+7t65+JJ90nWO6SdCDdZljEaBaRpiuM4uG86aQuC8Sa9+cmMScpgOJyEqEqtxNGjNqsrTRzbxrBMSoU8wXDEaDgu0/PeFHCTOKG11mK43pEvV8hRmaue94bFru/Saw5JnJhsvUTTOcNJZxxG9Naa/P/s/UmTZMmZpoc+qnpmOza7uUdEzhgL1VVADUjUpZBCbrjggi3NLdcUckuRFm66NpQehOSSFIpwxwVFuOS/uLf71u0E0EAVxsKQU0w+2HjmQVXvQs0tY47IRA6BTHs3CVi4Hz/n2KSvft/3vMZYuqYhu1rjZyVJ06K7jtEjIbFPk5SSIAxQ+yrCxw31bKuaruvpmpa+aVCBw6SHD7xurq/lut1Pep4zh9ZVr/zPYJBe+T7JH9j2+TRFkxG217RZgRCScJTi741NMEr3M1kVxW7Hzy/u8Kuf/B2b3e7w+1//+td5++23+eY3v/nMdkkhFVY7rLm11rXGfcqbGkII/FFKfbmk09qFDEfBH0aFsxbMR/lLQkkwdk/r+6SHtLTLNd2+KiEAsf8c6fMSa63LXHvJDeYnle01uqqwvXZQjOe0R+qyor1cuqwpQMYxwemMYDFH73KsNagkRr2krXzXEvs506OOOuoP0xdiovI85//6v/4vPvjgA9cmMx7zt3/7t/yrf/WvHjNRq9XqMAD8qP7X//V/5X/8H/9HZrMZAP/6X/9rbt26xWq1Ojx21FdTZd2wLUomaYKUkrJuuNrsCDzPBapKSfRIe5WrOj2+uI7CgNfOTlhud9xfrpFSss4K7i3XBJ5PFPokYchiNsb3PDylCHyPompoWmei5pOUSZrS9R3bvPzYJiovK+rGwRLSJML3POqm5d7VmrKuEUIyGw04nU2eO2+zK5wBfP1sgbEOo6z37Yl9r7lcbyjqBiEEJ5MRwyRmtdqw2xWAxfc9Tk5mxPtFuhDigBoHZyKl+OgLejIZ841vvcW9u+cYY/jWja8znY3pe40UgjiJHzJlRZZTZDnxIMZaS77L8YOA4SekR/lBQN9plu/eRnmKyeLpNDy9p/z5YUjWNAxmY3TXESYhdV4RDRqul1heFDy1MlVnOeVyjdUWiyVKUwaL6Qu11DVFye5yhTEaKwQgiMcjouHgoZZA5XtI36MtKpTv0VY10XB4qN78sUmFAcnZCbrrDrNp1/dL+T5b3fLOT3/Ez3/5C/p9JTH0ff7JN7/ND/6j/xdnr77yrMMf5I8GdGVJs9yAUvhJjD/49E2CPxwgpHgYLPEHVIzkvnrWF6ULI247VBwdEOifRKZp6bISL4kQSmHaDtP3+NPRgaynBslzW/n+GGW1pluu6bMcpEAg8GYT/MnTq0jd1mXJeaPUVct3Baas8UbpVxqbftRRX1V9ISbqRz/6EW+99Rbz+fzw2A9+8AN+9rOf0ff9IYyy6zrKsmQ8fjx3p+97fvjDH/If/8f/8eGxk5MT3njjDf7hH/6B/+w/+88++ws56qWVsdbtol4vwqRkkxW0rZsH8j31seeUuq4n8H3GaULddLx395zRIOFWPGe1y7EWbp3O8DzF2WzC+WrDctcgkCwmY8LAo+26px6/aTtX6fG8h0h5myzn3tV6b3hgOIh5ZTHncrOlbGomwwHaGJa7nCSKGKXPBl6UdUMcBof2xm1WULctIxIu1xtXNYtDeq25d7WiSQdk24zBIEYptSftbYluhQ4BPkgoiortNgfhsrLG44fv63w+ZTabPPScPE1t2+J56lB5kkrSfUJ6VJWXrO5fsl2uaaqaZDig73vyXc7kCRUVR8xz5DmAvmlRvocQEqN7ssvlYd7BD0OGp3O8RxbGfddRbzOEUgSDEKMNdZ4TDJMXymu6Du+N96/Napshfe+xmSovDEhPZpTrHcZoouGQZP7pzsd83pKeeojc1/c9v/jFL3jnnXe4ffv24fGzszP++nt/wZ/+yZ8QJcnHot7Zvne49F6jfI9wOvxYLWim6w55Q8+aBxNC4KeDTw1aIZQiPJnSrrf0VY0MfDcP9Ye0YlmLsAb270mhJHQWL44RA4nVGv5ITfnzZJoWnReo4QAh5X5OyLVHPhUjrw1cVwKF2MNVPmHv41FHHfVHry/ERN29e5ezs7OHHjs9PaXve3a73aGKtFqtEELw9a9/Hd/3+U//0/+Uf/Nv/g03btzg8vISrfVj80+np6csl8sn/t2maQ7p9AC7B1pBjvpyKfR9osBnV5T4nptpKuua4SAmiRKquuFitSEOw2eS87TWXG12ZGXFxXoLFkaDmLbv0NqQJjFR4COAsqnR2uB5av94wHw05P5qTac127wEYPqIcbPWstzsWG4ztLHEYcCN+YR4T1pb7YEXgzjBWss6K8jKkrbriYKApnMhwVlZ0TzDpIGrNGltqNuWwR7CoI3FUw6iUTYtcRS40GB8Vrv8cMxrU6OkoqprmqYhiiKCwOfsbE5VufdWFAaET1jUWmvRvUajnznn5Pk+ZVZi9mbFaPOx54lgD8zY7NBdixd4pOMT2tpVkuqiRI9Hj7XZ+VFIMhlTrLcIY2nqhnQQ09UNCIHuOpL9TnWdl1S7jOGJ+7zqu47sckWV5VSrDaOzBX4UHtrtrtvvnidrXEtkvckwfU/btAxmTw5wDpIYP44cOvxLNNew3W754Q9/yI9//GPK0r1vpJT86Z/+KW+//Tavvfbac82iNYZ2D0UQUuHvjX29XLsQ5fmYvqxpsxIVvxjlrsty2vUW2xtE4BHOJp/rLJX0PTfDUlbQa7pttjeen+yrXPgeIgzReYkIfEzT4qUJpm3pNjts1yM8hT+dHEATXxpZi4WPqsNSQtfxrIEwNYjpVhsM7vWFkoiXiLx61FFHfb76QkyUC/m0jz0GD+ORz87O6PczKsvlkr/927/ln/7Tf8q///f//vDzjxLFrmc5nqT/+X/+n/mX//JfftqXc9RLqCgMuHky42qzo9ea6TDFk4po/4UXhQGbrDyAIp6m9S7ncrMjiUIGUciH51cEngfCguBwvF5rV8V4IBfF8xSTUUoY+GRlhTGGQRwxHCQHTDe4ytDlZkcU+AS+xzYvuVhvef3GAmtdO9j1zwohwLr/Rn7A3eWKqq4pm5am7RjGEZPh4KGZrmsVVc35ck1RVqy2OVXdkiYx42HCcJ+LpKSibl2lyhjjCGC+j1Ytdd2gteb+vUs8z0MpyXQ6YTweEvj+M0OIda/ZLDdU+5yfwXDAaDp+YlUqHaX0XUeZOyT5IB0w+CS7+dZirEF57rykko4+/pwZmMFkRBBHDE+mtHWLwKJ8n75p6Kr68Ltqj64GZ9i29y5Y3b4HFsrVhmaTs/iTr6EEeIH/WCuXNQZr7EM5R9YY/Chgc/supu5AumP31eyp9EQhxEPVCNNr+roBLGpP6vtjkLWWd999l3feeYdf//rXh++I4XB4AEWk6YtXjttt5ih8vofta3Tb4CUOn6728QReFGKa5lBZepZM29GuNiAlKo3RZb2n/AVPzL36LKTLina12ZPv5B5mIIgW8+f/8hMkPY/wZEq33TlYxzDFGw5ol2voNSqJXMvfav1QkO6XQSLwUWGAzgqH/W471Cg9VJqepAPGvCgRfkAwSj/TEN+jjjrq5dYXYqJmsxlXV1cPPXZ5eUkcx4+17l0vGubzOf/H//F/MB6Peffddzk7O3O78uv1Q/NPl5eX3Lhx44l/91/8i3/BP//n//zw/3e7Ha+99tqndVlHvWQaxBGDOHK961rzwf1LiqohiUKqpiEMPLzntKrkVUPoe0SBTxSMabueIPCYDlNGSUJnDOtdjqcUZ7Mnm4I4Con3/fJV3fDB/Qu6XhMHAYvZmF5rjDGHilgcBrRdd6hqDZOYi/X2kGcVhT5REJBEIbcvL8nKitEg4ZX5DGMseVkzfYTG1vea8+WarncZTVJKiqJmGEecTsYH03UyGXLvqmO1yx1hb5hyMh1ThgHr9ZbLPYXv5s0FFlitNoRh8Fw8ebbLyLOcJI2xxrLb7PADn8ET2ik9z2N6MmM4di11fuC/UK7SoxJSEoQhbVmjPI/15QqpJKFJSNLBM2EPfhjghwHxA2NYdV7Q5CV907qqVK8Pz6vue7b3r1BKEY1SokHC6sO7NHnB6GRGPBk91PbX5CXVxrXh+WFEOEpodyV919K3LVKAP0lRnsIPAmzfY/r+uaG2pteUyxXtvuqpAp/BYn7AbL+Mquuan/70p7zzzjsPdRG8+eab/OAHP+Db3/72x37+r4NuVeAfZlXabY4JAgRgtEYqhel6hO8fApefJaM1ptf4I1d5UlGIrmvX8vY5mSjTa0eF27+WZOhjmu4PiidQUYiKFocsKtO02K5HJZGDosQR3TZ318mXx0RJ38c/mdFvM3e90zHeaPjM+yikxJ+O8f6Iw9aPOuqoT09fiIn6q7/6K37961+zXq+ZTt1cwr/9t/+WH/zgB8/8srTWYowhCAIGgwHf/va3+Xf/7t/xX/6X/yUA9+7d4/z8nO9973tP/P0wDAnDl3cxcdRno2va3vWcUlHX+J7H6XT8zOoJgK8URV0xwL3+4jDk1mLGbDzc5yvVGGsJPO+woLbWkpcVTduhlDNBnqfo+p67VyuatiMMfFZZjrGW8R5+0bQdge9RNa7V7hoJPh8PkUKQlTVh4jMbDQ9QjMVkQhonDOKQwPdYZ/mhSvugeq3p+p4kipBSuBbC7RbfV2htODuZEkchaRLz2tniQPxLotBdwzDF9336ricIQ4LQ3be26dD943/vUVVlhTaavtcEgcOpd13/1J9XSn1iGt+1hBAM921wKvAJw5BomDCcjomfE5T8JIWDhMFsQp0XYC2D6Zj4Ol/FWodst1DtcnTXgVQMT6YMbyweWnB1dUOxXLnz8jyq3Y78cokfBXhRiK4b6DSjV6Yo30d3vTveC6irKpqsIBwO3CzWaovpe8avvfK5VUteVOfn57zzzjv8/d//Pd3++oIg4Hvf+x5vv/02i8XiOUd4nsQeo7+n8AnwYtde2e1yemuRgU84Hb0Q8EMqN6+l6wYZBui6QXje54qHFkqCxVVApcD2PTL5dCITDvdASYSnME2LiiNM3SB99aXEYMsoJPgEGwxHA/W4rLWYoqTfkx694eClpxQeddQfqi/ERN24cYP/4r/4L/jbv/1b/vf//X9ns9nwP/1P/xP/6l/9q4d+7ne/+x1aa771rW/RNA3//J//c/7mb/6GV199FYD/7r/77/iX//Jf8p/8J/8JSZLwL/7Fv+C//W//2ydmgxx11PWcUq+1C859gUXlbJxSdy2rnRv2Hw5ihnuSl5QO1f2oNlnB/eUeBGFhnCbcnM9o2o6qaZntq0SekhRVzWI6YjEZsdxmVE1HHIacPhCgqZTiZDrmZPr4XMxoEFM2DdoYytpBLB6lDrpjSDylqNsWAdy/WhNHIZNhStO2XK23vLpf7Edh8MRjBIFPFMc0TUMQePSda7WVz6nmNU3LbrNjebVmkCbEcUzgqwNA5kXVNi11WWGtJYzCQ67Ts6Q8j8npnJGeuNDSP2DxI4RwxumBkN5reUFAMhpy79e/d22QQqCkpOsfby82fe+qWNevg66juFwRT17BC33EZEKzK6jWO4JBgtGa+AVDba2xCCnQXU+12tDucppthhdFDBazTyUY9w+R1ppf/epXvPPOO7z//vuHxxeLBW+//Tbf/e53P5WNLiEEwWRIdbGiywqsMag4xosjxDDFGyQObe4/3mb5NMnAJ5hNaNdbdF4dZqJe1JxarQ/Vnk9qSLw4wh+meyS5RUURwTNocp9E0vPwpxO61ZpuVyA9iT+bgHAwBuF9OQ3VUX+YTFHRXa4QUmAthzlS9Qk2rI466o9FX9g36v/5f/6f/Df/zX/DzZs3GQwG/A//w//Af/Vf/Vf83//3/80777zD//a//W+sViv+6//6v6aqKqIo4j//z/9z/p//5/85HOO//+//e+7cucO3vvUtPM/jn/2zf8b/8r/8L1/UJR31RyDPezHzdK04Cnnt7IS6cTvloe/RtB110xKFwWOzR1prVruMwFPEkZt92uQlk3SAlBKBOJi4XhukdFlMJ9PxYVbqUTrfszQdpRhryUo3P3RrMSV9grnwPY/FdMLFas1ys0P3Pa+c3iCOApQUFFVFUVZEYfjQ39ZaU1YNFksYBMxmY66uVuRZiVSC6XT03Fa+7WaHCnym8ylVUbK8WvPKazeJPwZWums71pdLuqZFCEEhBdOTOfFzht2N1hhtENJlhX0aehLAQQjB6MaCzfklSkik77ncI63Rff8QCl0IgcDNiUnp2gKl8g4zQEJCNBsTpQOEUnhhQDgcPNMAXrdzKd9DIKmu1nRljQwCosmQrqjokopwP9NhrUU3jngolHKtWtYiPPXclsFPoizL+NGPfsSPfvQj8jw/3IfvfOc7vP3227zxxhuf+u6+n7p7ppsWpMQfxAcK3ydFdvtDh7J+ETrfg9JVTbPcYPse4XmE88knmqW5JvT5o9TBRAL/MzHGXpogQx/ba4c+bxqaexdYbZBBQDCfIF/iFtEvq2zfY2r3vpVRgPiCN0UelCkq12q6//7ReYkpq6OJOupLLWEfJTx8hbTb7RiPx2y3W0ajlzdh/KiXQ32vubdcsctLEIIkDLkxn9B0HV2v8T1FEoZ8cH6JlPIAnVjtcl4/W5AmEefLNauscKhvITmbjZl/CjvJ1yS7B9th266jaV3mThwGKKVo2o5dXnDvYsl4OMD3FLfvX9B3mpPphDD0OT2ZEUfhfo5qRZ6XWBy6/OxkRuB79PsKy5MofA/KWsvdO/cBN+vUdx1ZVnDj5imTJ1TWnqZ8m7G5WjHYV2+qosLzPE5unT61BbirG7LVlq5tUEq5KtJz2kv6tsNoDUJ87DafpqxY3blPEEdIKfcY7Z7pKzceMlHWGJbv32F77xxjBfEwIZ2OHVbdWhCCaJSSzKcvRKCrdzltXrqA39EArGX1m/fQXUc0HRONhnRlRTQZEc8m7nfWW+pdjtUG07aHVjUVBsTz6aeSC2St5f333+edd97hV7/61eE1OhgM+Ou//mv++q//+mN/7l7POummRSiFnyZfeHXteTK9pr5/ge37/RyVawOMbixe+nMHMHVDff8CqRQi8NFFhYwiwhsnL9QGedSnI9N2dBdL7J4wLOIYfzH9WHj+z1Ld5RKdOWQ8gM5y1HiE/xmFcx911Gelj+MNXv5P8KOOekm0K0oXlJu6GYR1VvDr927jeQopJcZaTsZD0jjiarPDGEPb9cShQ4ZLKTmbTxnEMdq4rKrBp0R2etRIVHXD/asV9b7aMEwTbsxnhIHPyXSMFILNLnMZUXXPjcWMURqTFxVXqy2v3DihqCqyrGA0dFW0LC9ZbXe8euP0hVvxhBAEQUCW5Xieh5SSMAweCtd9EZkHKIpaa/LNjr7XgCWdjEgeMUfGGGeg6powiem7jny5xvP9pwbt1lnO5v4V+Wrj7tlixvzVm4/lQD1NXhAQpQPaokJ6CqM1yWT0WCBvWzkUfjKbIISg7zVGuIqkNZZwlJLMXizvqckKytUG5Xvorqe8bEjPTpi8+SrF5YpgkBzmqVTgrrsra+rNDj+J0F1Pfu+caDwknZ3SFSX1asvgZvCJF8ht2/LTn/6UH/7wh1xcXBwef/XWLd7+wd/wT/7snzx33s1ai64brNYHuIEQgnazo15tENKREXVVEy3mL92814OyfY9pe7x0T8BMYvq8wvYa/hhMVK/BWOTAbSqoOMS07eG5Oerzkc5ybNsiDyalQOch8mNsRn2WUsMUXdXoXe42CcPgWIU66kuvl/8T/KijXhL1WqOkPBgWYwxX24xvvXELTzlwxCYveO30xNHvqobRIGA+Hh7Ie1LK54bhfhpab3PqtmUySh1+OysYxDHTUYoQgvl0TDpIyPICX0nGQ3dOURjQdi3aGIyxiAeuVwho6/YhPPvzZIxhMIjpu5a6rpFCMJlNiF8wW8fsceRhHKE8RZmX5Jsd2WbH4pUz1y55tUJ5HuEDlSOjNX3bEiYRUkkCFVLuckzfwxNMVN927C7WVNscqZwh3ty7QPkes1tnT81g0r2rHknPQ3kOJFFHIbrr8cOAaPh45atvHbp8sN+hzS+X7D68z+TmAoulryp0N3gsXPdJ6srKEfz2195kOV3TEk9Gjua4b/OMZxP8ffuk3c9sSc9DNx1KKuz+cRUEmL7fz1Y9988/pKurK9555x1+8pOf0O7DkX3P49tvfo2/+M53mI+mBMOEF2naa7cZ7WrrQrOEIJiO8dIBXV44mlzgu6pUXqKbBul9MYs103YOBIKj3D0JAS6URCiBaTtUGGDaDqHEH40BEZ4C4c5f7rOkhOcf56I+b/UaHpjrFEpC/3Q4z+ctGYUEpyfoqgZAxdGx5fOoL72OJuqoo15QYeCjjaFuHbmuaV3Y7fWsjRQuh0hKyels8oWea9f3B/KglBIhhWtTe0Bh4GOSmPU2O5AB66YlDEOUlAS+hxSCsqqpior11YrRKGW9jJlMJ89EhIObY9ou1+R5QV3VeKHPyekp48mzMcLgTFC23rJbbbDGkE7GjOdTyqwktxtObp4y3GOGi11B33Z4nkL3+8qFkihP0TWtq0S1nVu0PmHhaq3FGkPX1hijiYYJWEttoS2q/cySeux3qs2OJsuxxhLEMfF8jOf7pI/sDOuuo81LrLV4QQBCuEDd/RxTs8vxw/BgcppdTl83L2SikOKQVQV7sIRwC/RkPsXsW0UfPH+pJFiLbjuHajcaZRxZsK8qVBS5BdozdN1W1zctv33/Pf7DP/w977733uHfZ7MZ3/+rv+Jrs1P3HvE9pOfRFRXBqEPGT3/tmK6j2+6QoYM+mK6n3e6QQeDmth4+keffo89Ium5orlYPzaiEiznqkedN+j7+ZEy33tK1xQGT/bzMJdO6+2A7jYwC/NHwuVlWn4VkGOBNRvTbHaZuEaGPP5/80ZjAL4tEFEJeYPbdBWiDfMkyqmQUHo3TUV8pHU3UUUe9oEaDhLPZhE3m8Mg35xM6rdnkJVHgUzcd42FyqDq9iIwx9PuA6CcF5H5SJXHI1XqLt28zFIgnttDFUcjJdMx6u6NpOoLAZ7HPuxokMacnU+7dv2S73jJMY0ZxzOpyhZSS6TN63a21bNcb8l1OWVaUZY3daqy2KCUZjp4dmppvMy4/vEdT1VhjWF8sufHma5y8cobue5qqQnca6UnA0rUt5S6jbzqEkqSTEel0TLbauAqUMYAgu1pRBT6DyRipJOV662AVCDDO8Oiux/QaIfeghicYvraoqPahp8oX1FkOEtJHQk9Nryku1/RlhVCS2hiC8ZAwiamzAiwo3yMcPlBJ+RiZP9FoSNG01LscLHhRRPBAle9J5s/uK2fNdocMQ9KzU4SE+nJN3zVEQtJsdoTj4VMXyqs79/jxD3/I3//m1+Sly6QSQvDNb36TH/zgB3zta19DVxVXP/stpcmRSuHFATJ4/gLLGos19mDShaewlUUqiTdIaDc7Vy3TBhVFD5mWvqrpdpl7ncUhwTOu4Q9VnxeYtsUfu9dylxUum+pJZMvxEBUGrgVOqUN21dNk2o7m/ArdtkjfQ69c+1+wmH3ueG1xXQlMYkcX3Bvioz5fqeEAawwmdwhxNZsgj+1yRx31her4SXjUUS8oIQSL6ZjJvkXruoVvudlRtz3TUcDJZPTCrW5d33O+3FBUNVIKZqMhsz09bVeULmdq3/73cQ3WdDR0s0NVjRCC09nkidQ+gOlkRLJfIHmPkAHHwxTTdYi6cXNG2x3dfgE72c/0PEnWGNe2JhyQYzofU+UlQkryXU66p83VVU2+yzHaECUR6b7dMF9vybeZW0gLSV0W3H3vNtEgxrYd2eWKzf0r4uGAyemctqgx1lWR+q4n32yZ3ThlcmNB17Tkyw26d0j2pijp2g4lBV3V4oU+XdeifI8gjinXO2TgkYxHJNMxuu2oNjvXFjhI8KPQtQUKDvNSXuijnxB62tcNXVURjtz19nVDXzcMT+f07cDBJ6Yj2q2DQ2AtXhQ+FI5rjUHvASFyn7F1LT+OSE9P6PfUQi8On0nXazY76vXWGTUp8cOQ5GxOX1SU55fEwylSSZr1FiHlgeYHzoDdvn2b/9/f/R2/fAAUEfkB377xCn/x3e9y61vfINgb5K6skRIMAqwl//Ae8ckcc2OBjZ5uFKWnkGG4NyQhumlRoe+odpMRQil0XSOVwh+PDgt63bTUV6s9UU7SL525Cz+jmRGrLUJ+9F4RUsATMtqu9TzjdK2+KGnuXVLfv8CfOYqf8D10WTm63xcEEpAvUhk96jPTdQXT7t9fx3bKo4764nU0UUcd9TH1oKEJfJ/RIGFXLCnrirruCEOfKPAJfJ/hIH7qYvFqvWWTFQwHEdpYzlcbgj1C/Xy1QUqJ1oa8qnllMf9YaHbPU5ydzIjzgiwvqZuWrCgZDp4czPms6pmSiiLL8QOfZDhgt81o64amqp+a1eRa6jy6tsNah/O24IJ+sTRVTV1UrFcO9qA8xWa176UH7v/uAy4/uIMIAoSSBHGMtnDv3Q8ZTUacvX6Lpqrpu54ojil2GX4YuIpe4NM1LUZrlKfo65ZqmxOPB/hhgBf45OsdWMNgMnJVkjCgyQrOvvGGC7fte6wxtEVJfuGCcK0xNGXF6PQEqRwE4hqfrruOYPAwhtxai9mHvR4eF85QSKWI0uDwc34Y0tU1Ukr8QXLILjJ9T7Vc05c1CAjSAdHs4Vaqa9NltKYrK/qyRnoKL3n4tWf6njbLUWHgZoq0oStchcP2PSoIHpqb0nUN4yFd1/EP//APvPPv/z33z88PxzubzfnTV17nW1//OrLV+OMh7S7DT5M9+EETzSZoranuL0G7QOL6aoXV+qnmRihFNJ/QrMF0PSqOCKfjAzwinIyAx4lJpm2xTXeoDGkp6YvyM6tGeYMIneduJspaMBYVvzi2/0kyTUt7tcIajZCKPssRwg3tv9Aw2VFfeh3N01FHvTw6mqijjvoDVJQVP/7Hd1ltM+IwoKgqAs/j1bMFnpKczSZPDMm11lI2LXHksqZ8oGpa6qZjWxREYUAcBlhrWWcFVdMw/JjD83XTslxv6XuNlJK8KLELy3j47Fa6RxVFEUEU0jUdRVYSxxG+7z9EzHtUQghGszF13bDb5WxWFYNR6oJGjWV9fkWxy9mut8xvLvADH0zH+v4VtC3Sgh+FXN2/JBwk+IHP5OSMuqwZT8cEUUgQhVS7AikFXhDQ1g1hItFd78yatWQXK6pdRrnb0dYl47PF3myBEBKjDVKpPWxBogIfPwrJLpa0dU1+uQYMk1duEA4S6l1OVzeEaUI0GtLsQ0+9KCJ+AFXf5gX1JnPtgU1Lvd2hfN+F7E7HD7XZCSEI0oTgCcCRZpvRZSV+mmCtodlmqDAgeOQ5tMZQLTc0u8xVRCxEswnxdOxa+LTBaAPGIoK9oZACcO197O/BdSXNaE2W7fh//+TH/OQnP6Gu9wZXKf7ka1/nT05uMWw72ranvnNBMBoSSg9jrauWBAEqDOnzEqUUypOoxYx4MUcGPl2W4w8HT20LU2FAfLZweUzqBUOShcAVvdw1uGBbB0X4uNJNi2lddU9G0RPpf2qQ4J/M6LPCGdyTMepjZJ89Sabrsb3BG4+wvaHbbGlXW0LPI5i/PDjro4466qijjibqqK+wur6naTuqpkUKgecpBlH0whUfay33rtZss4wbszFF3bDJSk4nQwZxiJSSdZYzGaaPHVMIQeB7ZEVFHAZo7RawUgq6TtPrnr7XhwrRo/Pzxhg2WUFeVfhKMRmmxI+0C1VVTdv1TPbtH0VZkeXlxzZRfuizuLFgdbHCGE3f9Cipnkqsu1YYhdx87QajyZCyKFG+Txj61Lsc6Xskw5SyqLjaZysZbbC9Jk0i0vmYeJbS9waLZTibMT1bsL5/Sd+2+wwmjcXi+R6j2Zjd1ZqmrN3M1XQCxtKWFYPZGOEpNvcu2dy/ZLSYk+6NTLnZ0e3panGa0FU1xeWKYrtjfGNBlA6odjvqzM319G17MF6Dkynh0LXkqcA/oMy7oqS4WCE9B7fQQiKERIUB4Tgies482IPSTYcMfWckkA4E0T/eMtY3LV1eEKQDpJLotnNVJ9+jzYp9yKsCpejzChn6mK7DCx3pTnoefVnTbDPeu3OHv//dP/Le7Q8Pxx+PRnz3G9/iL/78uySDhHpbcPUffobpOoyS9G1HeXFBOBpRAioICSYpdjykXq7RfU98OsdLIjfX0VlM29LtckyvUWGAPxw8VDESQnwskIKKQrwkpt8VIEEgCRYvhop/6F6WFc3VCtu6lk2VxIRPwKgLIQjGQ/zr9qpPYVZJ7I0t1uDPnAHGWsKzE7znZJwdddRRRx31+epooo76SqpuWu5erlhutlxstkRhyMl4yGSYvnDrnDGGTmviKERbi+8pur7DCregkkLQW0vTtdSto+QF+0wpKSUn4xFt17Pa5QgEs2HKIA7Jq5rf3r5L2/YIJfiT118hDB5+q662GefrLb6S5NpQNi2vnp481pb34LLuUSNmraVtXYaQ73tPneUSQjAaj1jeX1IXFcrz8I1HWzdEz6FDeb7PeDZhvKcVdm3nMOKeIpASqSTL+1fMXzklThKMaGmqlmgQ4/sB8xsnlGXNeDGl73rmN85QAuqsRCrBYDom2LetTW8s0H3vAAS+T7XNYP9cJKPUVVq0ZXx6QpC43CE/DPb0PWc8qvWWrm7oy5pytcGLI4yxbO9cUC03SE8RJQnRMEH5Pv4Trr9vWgT28G/WGFQYkN44fea9epKkr+irCrtHemPMk6mIe2CEW4S7xbiue6rLFRZQgX8IefXTfXaUkFgpaLKCXsBPf/+P/OhHP2Kz3R4O++atV/jet7/D6ycLbNMS+u51WF8taXc7/NEQ02l0VSEwpGcLhJR0WQZAuJjipQkqDLFGY9oO03SIwCd/9w5tUeJFAV4UYvfQDdtr97x5T4Z6PPVeeR7hYoY3qF0rZxjgvSBK/0F12wyMwR+nDhO/y/HSBPmUzYdPE/QgoxBvlNLvckDgpTHBfIb3OcQiHHXUUUcd9fF0NFFHfSV1tdlRNjXaQBJFYC2+55EVJXmaMHnCgklrzSYrqJuOIPAYpwmDOCQOIrquJa8aBI6yZ4yhaloi3+Pu5Yqm7VhnLpPpZDpmkg4IfI9hEpNE4eG/q21GrzVpHFJLQdV2bPKCqmkJg49maLZFSeR7h+rTaptTNc1DJipJYsKiZLPLUXuDdF2F0lqzXm0oihJrIUkSZvPJU82jtZYkjZmfzZ3h6HrKoiQdD18YpAGgPEUYh9RFhR8GBL7H9GTKyemCcBBjup78ao3nK5qiIp0MOX3rNcI0AW2I0xg/CJCeciCFB0ALylMPGQwV+EjljiOVRCnFYDEhemBBGu7pVtZatptzlO8RT0fo3pm9WHmgDX1dE48GDBczN6e02T1G4jtICMwDrXFWG4R4tik3vUY3+7yhMHxo/scaQ1fUCAEy8F17YL/FT2JUGNDXDW2W0+x21NvMwSD21D/TdoQTB4eQStHXNdHpCX3TUC033L1zl5/+6hf84/vvovdQhCiK+Ivvfpc/feV1ZosTpOdhtKY6v6LLCjpbkL13B5RHtJih64Z6tSVIY/zhgK4o6fKCerUFTxLNJiQ3T2k2O2zX4w8T2l1GfbnEHw0wTUuPQGy26KrBtg0IgTdMCSajjzXPJD0P+TEqfY/quvXxeu7kGheP+XxQ6kJKgvkUlcQO/uF5Lwyk+KrrOv/s86YXHnXUUV9dHU3UUV9JtV1P5PvsqAh9j6brMNa6DJ8nrJestVysNix3Ob5SdJmmblvmoyFaW1a7jCSO+MarN0lCV5kaJjF5WR/w2lXTUlpLEoWcLzf4nmIQx4BFCsEgjui1drlIScIrpycUVY0xll1RPmTsBAKDPZzbk4bOozDg7GRGUVYYY0jiiHRvGvK8ZLvLGexnOLIsx/MVs2fkWyml8PbIb919spBHKSXpdAIIurZlMBriRyGD8RCpJHWvmdw8Ix0mGGsdCML32V1c0bUt1aan8RSjxfwQMHutpqz2uHJnjoI4YriYUW1zrDEMZhOSB2hzT5S1BHHEYD5Ftx2261GeIhkN8TxFW9QEaYJuuqceIkgTuqKi2RVgzQFrXVwuCYfpQ+Q9cFj16nJNX1UAeHFMvJiifB/l+8QnM8JxT19W1JsdzS4Ha+mKEi+OqZYrqoslXVWDFJiuZ3jrjGg6orpcYboe6XuYvndVIt3z0x/9B37yi59x/+rycB5np6f84G/+hj//8z9HGktx9xwhroOWBX6aEk5H6LIimKZE/gxdNnS7jG69Q09G1MsNfVGiux4hBe1qgwp8gmFKcnbi2jCbluZqjYojVByBMXR5ie1avDQlHKcOerHZoQL/c21jE0KgkohuvXWzVMaBQ56X6fSpnoN0KPejXkxWa/rNDlvVbq5xPEQdK3eAM5a2rA+fQeIZoKOjjjrq4+tooo76SmoQh1yud4S+z+XatS+1bcsgjp9IqmvalqvNjjAISJMIYwzbvGQ2GvLa2Qk35g73HT5QGel7TVZWhIHPriiJQ5++11gEm7zgdDpmOhrQdj3rLGecDoijEIOlbjqioKPvNdGeOnctIQSzccrdyxVdr9HGkIQhyRN2rOMofGxWCqDrOhdIu99x93xF1z3DGIQBQRhSZoWrRGnDdD594SrUNYRCSukgEafzw85xtt5SZDnWQBhHjOdTB5rYq9hnOcV7A1RsMq7ev0s8TvECn2Q8pKsbdnvDoPuOIE6YvHKKkJJ4lO4Jf09vPRRCEE+GZBcrTFZgrGXy6k1sbwginyav8KOQZo8hj265hb3dO+4Hnx/l+wzO5vR1Q7PNXSCvtTRZjm5aksX8oSDdNivoqwp/j87vsoI2C4j3hlYqN39Wr7cIJfH3LWr1ckOzzVy7YBQSTIaYtkPFEV4U4A8SdNvRbHZQ1ezKgl+8/y7/8MtfUO6znZSUfOvr3+DP3voGX/vTPyHa32NrDF4S0WUlMvSxbYefxITjIX0UEk2n9E3rsO5AcnOBPxqQv3cHGXouC2s2ASEcIW/48NyQDHy8KKLLK9gbKy8a4SeRW+wphWladNd/7l9SwXjowoirGqQi3GPGr+XaQjVCyC8k/Paoh9Vvduj11oXR9h391Qrhqa986Ku1Fr3eorfZoZdbTceo6cefEzzqqKOerKOJOuorqfl4RN8bV+FJByglmQyHLKajx8xI1/fcu1pz52JJ4AcspkMmw49w1p6nntgGp5QkCgN2RQVYsrImjUOkFGitifZzTr6nKCqLsZbRIOHNm2f8+v07rLOCNA6ZpAMmj+zGj9MBUkiqpkFJyXCQEHwMcpfveeheo7VBCNCdxh8+/fc932d2OqfIC0yvCeOQ5AUqBNZa8m1GuQ+IHAxTR+kT4tAyNZpNSFIHaPB87wCsMMZgjUUbc7jX1hiqXeZmnzxJsWzp6hqsQDcN3X7hnV1t6KoaPw4dkU4JBrMp8b7Vy/Ta5Ubh2v6ElISpe067feaSn8SUlytIEoRStHlB37QkJ1Oi8XBPznPXFYxSB0YQAt27Kp0XR+xu36OvXYUoSlO6qkY37UMmyuUaqcM1CqUw3RPyhuzDZs1iQVuErxCtQHoeunbnjnE/G05GfHDvLj/6Dz/mt7///cH0DdMhf/aNb/Ln3/4T4iBE+N5DlT0hJdF86o7ZdKhR6FrrlMKLI9LXbrL93fv0eYE/Shm+dpN4MSN79zbC94hPT5Bh4O7PI62MMvDxRyOs2aAw6KYjvnUDqSTtNiMQ7lpcKPDnb1KEUoTz6RPbw0zT0q42mKZFeAp/Mj7OK32BssZgqxoRhYccK7PLsW0HX3UT1bToXY6MQ4TnYbses8tR6QA+x8rqUUd9mXU0UUd9JeV5ilunMxb9yM3WPDAD8ahW24yirDmZjrja5Lx//5KianjlbE70jC8jIQSLyZiybtHG4kmJ53lYY5iNR2gLddtRNQ1JFBHsB+lfPTthOhyQlzVCuja/wSNVlLppabsO3/NIovCZOU9PUjoc0DQdReEqEoNhwug5syR+4DN5Rrvfk1TmBZvlmiDwscDmaoVU8iEDdg14eFBVUZKvd2ijwRiX3bTe0jct5WrLYD6l2mWYTlNsM5LhgLZuUJ4iSCLqLGd95z43vvWma6+rG8rNliCJsMZSXK3pqxqEIBwmDOZTN48ySAgeaKUK0oRyuXahuklCNBwyfuUGpu2or1aHNq/qaoUVLg+ryXIwlq5qqC7WyEBhtcU0PSp6/HlSYUCb5ei2w/TGtelFwaEF53D/BzHVVUVnKzAWLwyxoaPJGa2plxtQklAqtBL83d/9He+88w6r1epwjK997Wu8/fbbfPOb36QvSncPpCQcpqhHngPpeUTz6WPnK4QgubFAhiHBKEVFEUE6oL5Y0u8yhICibQmmY7xBQjB62GwLKQlmY1fh6jrwPGg72s2OPivp1lv86YRoMf9EYIhPImstaANSHGawHp3FssbQrjboqkIlMabtaJcrpO89FESr6wZdlGAMMo5Rxxaqz05CgJDQdRDuTRXs8f1HYVx8AQBSupk/a4+RY0cd9SnpaKKO+srKYcafbz6KqiGKAsbDAVEQcrneMB0NuDGfHtrhniRrLXlZ7atOPsPFnPl0RBKGqD3+vOk6RoOExWT8UDVrkMQMnrKALOuGOxdXtPu5pCgMuHUye2Lb3tOklOJkMWW8Dyb1A/+prXlVUbpKkrXE6YD4KYG9T1Jd1iilCPbnZrSmqeqDiTLGPPZ3u6Zlu1zvK1M+TVXTVrVr72o7+qal2WUM5hNEGNKvt3RdS1tWxMOEtmrw44g2Kw4LYeX7dHWNNZZ6s6Ova4JhgjWGepvhRyHhAzNnpu9psgLddsggQCpBECeE4xQ/CinPl64qs7+uTmuq5QattQMBSEN5tcKLQ4RyuU3las3wlbPHZqKC4QBjDM1qQ73aOsx9VlAJcagGgat2CSloixLb9vv4I4H1fUgH6LZl13f88Gc/4ee/+uWhPTMMQ773ve/x9ttvc3Jy8tFrYDQkHD1nRuwpEkIQz8ZIKchv32P5k/doLpZ4UUgwn2HaHmss4XSM98AGQF+UdLscqw1qEBPOpw5Msd7ij1P80ZAuyxBKEcxGn2mwqGk7+rzAVA197QKKpfLwZ2MHdnhEVmtM2yJj13KoYoXOCkzff1QFuQ7LbVqQErKS4HR2xJN/RhJCoCZD+qsVZldgsag0QUbPpoZ+FSR8DxlHmLxE+B627ZCD+NiCetQz9aQW9aOerqOJOuoo3PySNgbvgTmha4W+z6YoiMOAcZoAlrP5FP8pQaHXKqqay82OOAwIPMVvb9/j7tWS77z5KqfzKa+enTzRRDxJ1lrKusEYw3Kzo+s1033laL3LycrqY5kocPNJ4XN+py4r1pdLwH2o1mUNpzy3lU/3Pfk2c9lNTUMQBi4zaZ+x1NUNxWaL7jWeHzCYjfD2hrbvenSvSfYzQrqVZEXJ4rWbBFHIxW/fZ3Xv3M3PIBhMRqggxPcD+qbFTyLCJEEISVfX+79X40cxQgqqbUZXOdhGEEcOB95r2rKiyQt0p9Ftg9AW4UmsNviTEfFs8kDLncCaj1rurLFYgaPKBT5Ga+S+TXAwn9JW9eF/q0erhnuARqskfhIRL2YOHJGVyCAg2oc1CyEIhikqDKkvrlwYrFRgNB9sl/zkl7/gww8/ynY6PT3l7bff5rvf/S5B8HCV6dOSikKkdUj1cDJCBgFe7IJ2pRAPVXN03dDsketCSbrVxh3D9x2J7no+Lx24CtVn+CVuuo72YklfVXTbHaao8E9P8OKIdrkm9LzHYBJCSoRSrlXM8zBdDzx+jaZpD9lRuqzod8VnaqJM3dAXJWiDTCLUx9jk+DJIDVy77fVrRkbR0Sjg2lK9kyn9eoftWuQwxZt+thsTR/3xylqL2WbY3HWnyHGKSAefy2eJqRvMvjNExREi/Gy+rz4LHU3UUV957fKSy82Wru+JgpCz2fghQzIbpxR1zflqS6AU43RA8gJvcm0MxhiMNfz897c5X63x9m0mvbG8fmOBlPIh6MKTZIzhfLlmnRVYYLXJ8D1F4CmUcrlT13jqj6u+11hrDsd5VE3dYI09GJq6qKiK8pkmyhjDbrmmzEr80CfbbDn/4A7D2ZQwjgijkN3VCt12qMCnynMshtFi7jK0lDsPrTVKKbp9GLIfOMDG+MYJVV45ct0wBSxBkhDdXFButpi2R/qKdD5xbYB9TxDHDGYTuqqm3mU0WYlX1dS+T5gm9HXD8t0PqXeZ+5224/TbXyPZwxnavCAaDxF74+yngwM4AkBFAX4UUW13GO2eT6Gky0UyGikl0Y3FY5Uf02vq5YouL6mu1gCE4yEqDBCehP3z2tcNpu1ACmzfo+uWRsFPfv73/OTnP6Pck/2klHznO9/h7bff5vXXX//MvwBtrxGeIppP6LMCjINESLXPeHpknsgag3dtjgFdVKgTt+jtywrp+5iqRqXJZ1uFalp0XaOSmD4rkOnAVZlmY3ReYrrucROlFP50TLdc02cFAoE3GT4bYPAZ339HOlxh2xYhJTovYGHxPmag9mclawwmL53h9zzUcPCZPK8yCr/yM1BPkgh8/LP5IW7hi5KjBFaYzoV+yyQ+mrmXTGaXo5drROA2tfTVGiUl4jMmhZqyQl8uXT4gYMMAbzH/ozFSRxN11FdOxhiMsXieom5a7i9Xbs4jCsnLmvMVvH7j5GBwdkVJ23cYYyi6DiEFTe/a8E4mo6eaH08phJB8eH7F1WbLJE2IogAQnK82nM0m1G3HaueCSUeDhPkTcpeKqma1yxkOYjylOL9a8bsPbnM2myCEREpBfzqn7zXT8ZD0BedI8rxgs9mhe00Uh0ynE3zfoyoq+q5DeeqQd3Qt108vH/r/dVHSlA1e4BGnA3TfUxU18TBxNL4woNhmDCcjhpMhuuvpm/YAeVCeotzm9E3nfj6JiNOEKi8dTGGPRe/b1s0mIVi88QpyD+bwgoB0NsaPQoIowGjjcqF83315G4vYG7P8ckU8HePFoWsj2xUESUR+tabalUTpgHK9oTi/YpMmROngsBB+8D54UUhyeoKuGxAu20koidGGeruj2myx1hmp/P4VYZoihmCtAT5aPPRlRZcV+MMBFkt++x71aks0n2C1QYYB9XpLce+cdn8/7m9X/OLD9/jdnduHcxokCX/9/e/z/e9/n+Hwk7XofRIJAdL38QcJXV7R7bZgDF6c4E1Ghzkr07mZp+ZqjQW8Qby/Ps+1N57MaNdbbN+j0oTwgarfZ3r+UiE8hakbhHYzT3Qa+xSEvzdInNHrOgcD8T2s1rAHg8gwQAY+fZa7GZR9S+NnJdO02LrB21MVdVXTbx084IuuRllr6ZdrR4dTCrTGNh3eYvqxsr+O+sP1hRooa9GbHWazcw8Ygx0NUSfH18HLJFvXD1EtTV5i6gb5WZuorMQae8j3M1mBLquH4Esvs44m6qivlDZZznKbYa0ljSPiMKTThul+dzxNIqq6pdeaQEqysuJqm5HGMVJIfvPhXRbGcONkxsVqg5KS+WT0xL+VRCGn0xEf3DunN5owCFhMxi47ShvysuZysyXYZy+drzZIIUiTmKKqAYjDAGOtW3gqRdP2WK2ZjUaMh0Mur5ZYIPQ8qqahverwzhZEz/kAquuG5dUaqSRB6FMUrpIR+T679RYrXItaEAQo36PY5VgsnueRDD8KqF3ev+Tee3fo2wbleSxunTE9nSPER6bD8z2SNCEdpXi+j9EGIaRreVOKKq+4ev82nh+gAoXn+8xff4X5jQXWWJSnsL2m2Gzp6xY/ipjcGiOUPPz7NdHPZSt9dJ1tUdEWJQhBkMRYa/B8j3Awo6sbmqqhrWrK5ZYqLzBdjEWAhO3t+4zmM/w4JBoPD7NJ11KB/1hr3mAxpW8alOcDhvJijZSQLKb0VU292pKczg+LGqP1AWYQDAaE0wl91WC1JpyO6euay5/8ks2de7xf7Hi32LCpisPfe+XsBn/xrT/hn/zlXxB/Sot1q7Uzyw8QA58mFUf4w5R2687XC32CyYTk1qmjFSrl5ssu1+i6Rlgo37+LPxzgDweo/XvHGySoODoY3s960SfDABVF6KpCKkW7y+i6Hq+s8NIBXZaj4ughYMThdwPfhR6XFe29S6zRyDDAn04can4xR++R/Wrg2uu+irJdjy7K/RyOh9UGXZSocepw5Ef9wbLGuPZSaxG+/3K2Me6pgCIK95sOrjopR8fXwUslKR1c51rGuMc+a1n9OAjmSWGdL6mOJuqor4zysuLu5ZrAd61rV5sdwyRGCkHTdoSBT9N2eJ5CCleFyoqSpm2ZpAl93+8NjyQKfLTWFHXNsIvpeo2S8iHzIoTgZDrmzVfOWG4z8qJyuG4pePPWKca6D6xrpLoxhtU2Y5MXVE0LQOh7TIYpnpLkZcVmm/H+7XNGSUTjKYTReL6P5yniKGSzy2m77rkm6hpvnuzDdqMIyqKiFRVBFOIHPsYYqrwkTiL6ssZoTTCJ8AOfuigpi5K7795GKcH0dE5ZlJy/fwfle/ufqQ7VvHSU7qtI4IcB0TCh3OU0RcnVh3fJlxvOvvEGUZpQ5xW7yyXD+RT1wKLAj0I3Q6YkUimstbRFSbncOEPmKfwkxg+d8dvdv2T94V0EEAwGRIMYGQbopqVre3b3LmiLknThMquWH9ymq2vS2YRwPMYfxAgliOdTwuHzd/atMbRFRbPN6YsKrMF0jszYFzXh6Zy+cQbpui1QBT4CgW5cO5YKfOL5hHgxx2rDb9/5D/z4lz/j3c0V/f714knFt157nbe//31u3LiBiiK8wadDsevykur8EtO2qCQhublA+j59VtDnJQjwh+kB6y2kJDqZuL9vDdL3HVjjAZm6RVcVwXSMPxoizq/oVxu8OKTfZUgl8Yapmzn6GN/Zptd0u8y1D3oKfzx64VBc6fsEixl9XmAHA1c10j3+yLXn6bykLyuCp7yPTNvRXq0cPj/w0UXlqk5nJ6gofOwefFaSUYiIQvosd7v6xuItXpIcoOuF0PW5CP6oFkcvu6wx6OUak5VgDSKKUPOJq/hp4zYjkpeFDGk/WihL4V4Hx9fCSyU5TB1ZdN+iLqPwc9kAkoMEU1SYstp3nog/qoy3o4k66iuhvtdcrLasNjtO52PiMMCagN4YTsZDlruMom4IfY/T/Y7+vcs1dy/X3Fuu6bUh8CRN2xN4kqKqudpkxHvj1bQ9vqeYDgfMxqMDaa9uWqyFGydT1tucpm355uuv8NatM7Z5eWiXE0LQ9v2+FU0x25e2t3lJ2/bcPJnx7od3Wa22JIFHU9asek3ZtvieT9u2D2DOn/+lKaQAAX3f43keXevaFMUDvfNCCLquR+xyfN8H36fKS6ryA7qmY32x5P77d5jdPCNJE/qmZ71eE96LGc1nhElMEAZ4vkf0wJe5EIJ0PsVaVymKkoSuamnyEt8PUPvqxaOSnkI+0ArXlRX5xQqLoVhtafKCZO6yoKRS7M6vwIA/iOibhs6TxFGAN0rZfHifarMFY6mWa5KTGaPFgmq7BSGYvfUawSBiMJ8RP6XS+KCsMZRXa9osp1qtKe9dMrh1igp9+qpF1w196fKinOHbtyImMeFsQrPLXCuZ1nRS8ZsPfsxPfvFzPrh9+/A3hkHEN4ZT/vTr32T25quM3nztIfLdHypdN+Tv36Hb7UBIzPkKXdXENxe0V2uE74Gx6GZJJMUBPy6Uwn/BrCQhgL5HJhH+bILte5rVxhEQn2JYnkSLstbSrTZ0WY70PbqqxnSa8HT+3Gwp03YuSBcHJXCGx2Cq5qFQ3Wct8mzXYXt9mO8SAnTTOoP8ObYoycAnPJk9BpZ4GSR8DxUn9FmO9F32mTdM3OvoqD9YtqxchWcQg5SYvEB/cMdt0FgA+3KE63oKGcforECEPrbrHeHyY+QaHvXZS0Yh4vTEkUUF+8rhZ/8ciXSAh2sfRDgzJz+naItPQ8dPs6O+9Op7zb3livurNZe7HW3fc+Nkxv6bBhNHjJKEJAod2EBKLtYb1nnO6WyMEJa7VysmacpiMmZXVNy5XKOUpO81i+mY128suFzveP/+JTfnExbTMYvpmLJu0Mbw7Tdeoes1ZV2TRDGe5zEcxGRlwnof2BqHAZ5Sh1Y+ACUF2mrG6YCT8ZA0CNmMU+6dL9G6ZxoP8TzFcrXFIhinAwbx83dx4jhiPB6y2+YYW+P7HifzGXVRke9ygtCn6zokgqosKZstxS5Htz20HdObJ4RJhB+FXL7/IUJayl1JmESMT6ZI5WAXg9HwoWrStaSUSE8RpgkqCOialq7uyFcbvChgeDp/4u89qLaqXb/9fsYqSBJM21FtMqqsJBkndG1LX9UuoLduCEdDbK/RVY0nFE1TsnnvDtU2Y3RjzvjVU4I0QUqFCnyCF/ww75uWLi8IBgnDGyc06y3l5ZK+qOirin67oysK0rNTqvMrotkEfz+3Ek5GIAT5essv7rzPT3/1S/LCvSYE8MbpGd+a3yDNGqQSxKMR0WzywlWXB2W1RrcOfa4C/6Hh7r5uaNdb/DRGRSF9WdOu1sjAQ3rqYNi6rEDXzQtnOMkoQEYRfVa4lq6yIjhbOLPjKbpt7kAOj5goawzdNqMvSoSQ+OP0QLmzfU9fVqgkQnoe0lqHG29bpPf08zJNS325xNSNI7kFPuFijtrvhur9bihSPLOaZIVwVDwhUIMYswdsiCeU0kzT7o9r3e7up7xAkFF4iBB4mSSkxJtPwFfYtsVLfbzx8AgU+JRktcvEkof7KTCrLd5rN5GBvw/XzZCD5Asd0hdSugqZp7B1i0xD1GT0crYefsUlwuBzf60IIRDDFPmSwHA+ro4m6qgvvcq6YZuXnE3HNG3HxWrDOi945WR2qBgZY1llGUpIjIXldscgCpmNUm4t5viezzCJOZ2O+M2Hd5mNh4SBzwf3L6mamtUuY5vnaK0RQnC12SGldCG+1jqceCDp+v6wKxj4Pq+czijrhrbrqMqaIi9Z7nKMNoShT9drTmduZzn0fZqmJYkjYj+gl5LF6cwZsnTAycmUQRw9M7vqWkIIZrMJSRJjjMH3fdS+J7rrOozWWG2pyooPf/MuKEU6GlLsClYXl6g44NYbr3DzrVd5/2e/4f7vb+NHAYtbpwRRBAK6usUYg+LJ5yOFwFpLMh4wublg9eF9hBTMX7nB7JWzZ56/6TVdVbO9f47pDOV259qxBgnxcEC93QEaUztzozsNGsrVhr7t2Ny9h/Q8+q6jKyuaLGMwGzN7/VW3CycEfuxM4gvpuqKoXHDt4HTO+rfvoZRCDQb0dUufVfhfi0AIquUa6bvZmg8//JC/+7f/jl//9jcHUmMcRXz3W3/C9/7szxCrnL4s0aOOaD5h+OYrRNPxA4snJ2uMIxztYQ9PumfNcu2qFta6KtjJ9PCzAsDoj/rg9zlUAjd7ZtoO0/X0VY0/fnF4hfQ8osWMLi8wdYtZzN0iz1q6rKBbb0EKvKJyIbz78+l2Oe1q435Wd7SXK7cgS+J9yCouTBQOVaPn7bj3RYlpu8P591lBn+UEJzNYWPrM7YYGw/SpZqfPC8p3P6C5c45pO4KzE8LFCcHp7LGFoWla2sulIyviKsDB3rR9FSQ8hf8xA7pfNlljsHXjWjd976WhhglPuQ7JtgMlsXWDfXAuylPYmpeibU54Ht4TgruPOuqPXUcTddSXXhaLMZZ1XjhghO/Rdb0zKPMJUeBT1S2/fO9DXj874WQ6Jq9K7q82TEdDfE/heYrJcIDv+8RRhO8prrY71llOlpcopSiblmESkcQRfd+zyQpeWcywwIfnV0RBQOB7TEcDV0HRBikEwyTm3mVJWbtQ37j2yYuKOIp45XTMeL/7PhoNKauae+stV+s1SiqkFNw4W3Dz7IT4Y7Z2CSEOv9O1HauLJXVVIYRwi3ljUZFPZw3tpsRXkl53GGu5995dkjhGKsnkZMJgPMTzfJqiYnnv3IXypilKPb21KRwk1EVFU9QEcczNb7/F8GRGsm/He5q6uqG4WrO7e8Huw3OstNRZTrWrOPvOW1gEw9MZ1a7Ati1+OmAwiIlHI6rNlmgyIkwSmqLAdB2jxRx/ELrMKAHJcxZ9fVU7WIW1+IMELwrpyppms6NZ7QhnI7wwIEpT/FFCOBzSrjcYbejKmsHpnGK14dc//jE/+ulPOD8/Pxz71tkZf/lnf87Xb9wiGo6ITmd0RYWualTo4yXJE9vVTNfRrDboqkYIgTcaEkxGD5mKLi/o88LNMwkX6Ct3PuF+ceOlCcFsQn1xtYdKSKLTOeFsTH3/gvzOfYzukUFIOBlhjXnh1jUZ+IT7+xpMhjSrDd02o11t8ZIIFQZ7c2cIT08QUmLKGul7h4pQn+XopkUlMdLz8IYp3WaHaTus1njD9LnVOWvMw0ZrT9ATQuAN0+eiwa3WlO9+SLfa4p8u6LMMXVR4b8VPzILSZYVpWrzr3KiipM+LL8REfZzn6ygnawz6ao3J3JyI8D3UyeylaDcSSYycTTC7DDqLmgwdqr+skEGAaRpkFB/mL4866qhPX8d311FfekVBAFjuXiyZjlKUkAS+R9V2h51/Yw29Ngcgw+nUte2tdjuSKGaapozTAUJAFPj85sO76N4SBwGN33N+tSUKfeb7He7371/iS8lqm6GNOWRGnU7PiMOAi8sVZV07GEUUUpQ1w0GCUpJbpz5ZUXNr4QJ9i6LEGEsQ+MymY7a7nO98e0BVVnSdpqqbp2429r1mu8vY7XKapiFJEkbDAcPh4KGKVb7dUdc1ydAZvDvvfshgOCQZJEzPFqztJZ0xBIOY0zRBasP6ckkySBiMxtx48xbZOmO32lDmOSev3WJ2evJMM+QFPuOzOV3dgAUvDPCfs8trraVab9FtuzcTmt1796iygqasEMJy8zvfJB6nSGPxh0OGN06IhildWVGuLdEoRZ8tqH6dY3qNH0ek8yl+FDpc9TPUVzXlxdWeMCgcQMJT6KLETyK6XUGz2hJMxgxf0SDBTxLazQ7TtWzyjP/vr37Gz3/9a5rOwUM8z+PP/+zP+O43v8UsSsEaVBwTTIYuYDdN4DkzR+16R5+XB3R4u96iAh/vwcV637th8/1CWnoK03WHf5aeR3zzlHabofMKbxDhj4f4o5RmucEbpvjpAOl7bgC5qh8+/pOeL+OIbLpu3G70cIBKYqLAd6AKYwj25kooia4blz0VSFAC25jD826NfcgEBJMRKvDRbYf0PNQLZM+oOKLfOYSuG2TSHwvKYbremaZRiopDVBzQXawO2WBP1IPFMSE+98qAaVr6zRbb9Qg/wJuNnlip/CrK1I3L1rIWmcSPmVtb1Zi8QAwSF2FQVOj1DhFHXziwQQiBNx1j04Q9vtUREffPtRwkqMn42DZ31FGfoY4m6qgvvcLA53Q24WK9xVPePiw35Hy1IS/cXM3VdocA1js3i3L3ck3f9Vhj8fd5SXevlqRxjK8Ul6stvTaMkoi//PabVE3nKlDG8psP7mKtZTpMub9cMxzEvHHjlLptabqe9XrLdlcQxyHaGK5WG7S1xFGAQjqCnwCtDZv1krKsAIHnSdJ0QBgE1HWLUIrQ98izkqvlhlej04cypqy1rNcblqsdWZaT5QVJHFJNxmitmT2QxdP3GuU5pLUQAuV5dG3L5GTC/GTObrkjLwoGo5Szm6fMFzOqbU4YR4i9EbVGMz2b40chcZpSlxVxmqCesRPq+T7ex1jQWWPQfY8KfbqqplhuKDZb/CCArmf7+w8Z3zwlSGJM09Dpnuw+6LpFRQHJbILuOgaLGW1RUi1XhKMB3sCFu/rxsxfU9XpLmxUEwwFeFNFsM7L3P8SPIpTvoeIQ0/f4cYBazMnv3KPNaz7crvjV/dvc+enycKzpdMr3v/99/vIv/5I4jt217XHF0vefC0h48J6YtkWGgasgKeXygx5Z2MswwGwzTNeDcAhquQ//tcbQ7nKqe5eE4yHBm6+6mYumpa8apK+ITqaHSo/puodys56mbpsd2vXoDaZuCBdzZ3qiEBEEDsaglDtfKQ+mwx8NMU1Lt8sRgJckqOSjaquQEm8/lPyiUklMeDqj37/P1WT8sapCQkpE4GMqd7+v7+V1ZtmjklGIVAqdl+4eaPO5VqFsr+mu1timRgQBuiiwVhPsq31ftGyvsW0LQrh5jD/wnExZuXttQaXxMzNuTN3QX1xheg1CuMH2BagHNyyMcfjwfUXdwVW0e/wlme16cPhfhAHybHGsOh511Oeko4k66iuh6TDlrVtntJ3DlFd1y+tnC8LQ42K5o+8Mk+GAi/WW9+6d4ynJIA65fbniZ7//gG+8epOz+YSrdUaW5/TaoLVmnZW8e/uS119Z8OaNBUXVkOUVi8kIbQ1JFGG0pet7At+n7VpMB1EcEuwXpG3TEfmKoqwPG9Wz8RCje4qiZDRKEUJQFhVlWaM8xdVyzXiSonvDbDai7Rr6XhMEH31x9lpTlBVKCcBy42xOnpdIKcnzgtF4iL83OH4YUJUV2u8xxhIPEqSAKi8Jw4Cv/clb1EWFNYbTGwukUojJiOl8SltVrO9fURclg/GQ4Wzi2gPvnqO7jjCKGc7HzzRTLyohJcr3HMnP8+mzCl23DOczhLUUV2uyD89JxkOi8RAVhwRRhO460vGccJhSbnformd0c0E8SjFNR181pK/P8J9RlWjzguLiknZT0FcN/jCh2exolxvkjQWm09Sr+84AKQVpwj8Wa/7Dz35GVuSH43zj61/nB3/zN3zjG994aDdbSOmCZx/RdXXsaVUWISV929JcrFFJjJ+EWCEeW0R5g4Rw0tHlBVjwx0OCUepQ8estzeWSdr3B8316TxHMJnRZAVhkGNLnBQiB7XukUo/lZpmuo9vssE2HCH28dIDO8kMArbUWnZfopsHzEpetNErpNzssAiEF/vSjmSgVR4SnJ5i2c6G+UYj03XHsfvbw40IKhBDOeD2h9e5FJAOf6NUb1O9+SHe5dvljNxZ4kydndKk4gsUcnZVYq1Hp4DM3Ubbv3YeI52G6DlM3qD2iX3gepqpdVeoLnu0xbUd/tcbsW4jlIME7mX5i8ISparqLpbt2AaYs8R41RQ9IVzWm61HXIZ9FhSmKh3/e910Fqqpd1lXVIIfpSw/HOBqoo476fHQ0UUd9JRQGPjdPZlxttnS9Zj5OWUwn9Lrn/nLLcBBxMhlRVDV//9v3Cb2QOIoIPMPdyyWXmy1SSi43W37x2w9o+x5tDIvpiLbvee3GCcZaNnlOUVd0lx2zyZC6aTHWoLWh6XrGgwRhLE3bEAY+WhsQcDKdgHRIcd/3SJOYPC8PlSEAqSRCwMl8ynK1RQjJcBiTJC6k9FGyucAtpK21WOtyqBDCzeQ/0ooy3FPryrJCCJifnRDFEX3X01Y1XVGSej55UVBuc5LJkPF0TDIcEA9ipHSBt0EcYo1lfe+SMHEUwjJ3Qb2TB0JmP6mEECTTCdZA7e1QoU84TDHGoryAcJwSTVLoNMZYkiRhsJjR7HKXIRVHjKKQrqwoLpb4Mwdo6Moa0+qnnp/RmmazAyS67+iuKuzFpatwBT71+Yq+aaDXZAr+7s7v+d29O+hrUEQc85d/+Zd8//vfZzp9sQFray3tNtubHrs3QaPHFkh9UWLbHiGgy3Z0a8PgjVcOVZtrhL6QkmA2wd8vGoXnQp5N29FnBWowIGh7dNPQZQXC85C+hxQS5Sm6rqNvW1Q6IDiZPESvs8bQrjbovEQEPnaXH6phDy44H6xeCSEIpmNUFLqf89TDiHF4LHPJdB3daotpGpASfzI+ZFZ9XgoXc7w4wtQtKIk3GT1UAb6W7TWmbd3s3HzymbdVWWvpNzs3v2Nce5pMYhdnoDV4njPkUjwebvkFSG93mLpGDgdgrTPccXQwNU+S7TrnkTz12PtAlxUYg9pj53VRYorqqSYKeG4ahIxCOJmhNzuH5h+mqPmnE2p91FFH/fHraKKO+sooiUJev3F6WFQWVc3t80tun1+ilMJamAwTBJBVBfNpStm3CCG5WG0J/YD3bp/z83ffZ5qmBGFIfveKP//G60SBz/lqgzHWZTrdPufu1RKQeMoF+75244Sz+YSu67m46ji/WtF2PcNkgOdJ4vijLCWzn6Nq247dLicIfKqyZjafMBoOeOO1W2R57rKces1sMjpUla7leYpROuCiajDacH6+YjweYKwlHaYP/bzyFJPFjOE+n+m6xc4EmmaXIaUkno8J05i2qpnMJsT73XyhFOPFDD8M3GxVXuKHPvNbC1d9EoK+aTBaP1SNstbSlRV92yGlxB/EL1St8sKA4dncVZF6zZ1//xOqdYaMA9LRKel0QrneAOC/dhOzJyJeL7qEEFhjwJhDvlHftBQXV6AkYepgEdaYj9pirKXNC0zT4CcxumnYfXifeDYmOTuhyUt+9ZPf8btyy6ZvDud6dnLCD37wA96cn6KMxatazLB/rIrzoK4zsnTdUi/XqMAHKWlXG4SUDon+gHRVI3yf8OzELdx1j4xCFwi73WG7HhVHLozWU4f2H2sMumnpy5pms0WFIdL3MH2HzkqYjAkmE7osQ2clyvex2uAlMf4jlRzTdpiyRu1nR2zgY4oaEQXossL2vctVimOw0O9yEKDi+LlzVddy2VBb+rxAxhG272mXK2e+PkfE9zWEgmcACm3f016uXICkEMgown+gHfKzkClK9Grj8l08gc5yrJKofbXvOvTWe6Da90XKdtdYeOHOTUpM3z+R5WmtRW92mF2GtRYZR3jz6UPQBPfZ+eLzZiqOsJmHzgqQAmFBDh6vUMp0gIgjd2glv/BZqKOOOurl0dFEHfWVk9ijta82Oyxw82TK1Trj3nLN5XqLMYZ1VlD8/gNuzWd4UtJrTa8d0S+NE/zAZ5qmrPOMoq5p+44Pzq9IBxGRHzCbpJRNzZ+8+SqDOCIvK4ZJQuD7BL5Pmg5YZQV5WbPZ5Wy3O9645WaNpJRcLdfsspK212x2OZ6AJIqoipI6jlicTIjj8EAbHOxpUWVRke1yjDEEYcB4MsT3faazMXVZEwQeg0HC4AkLVyHEY/NJxhgHX4hc648fBs70PGEhkYxSwiSmLkq2l94hM8doh81+dPHRZAXl1QoLWGMJypjBA/ldcl8peVB2X9mRShGkCa9+/89JpmMufv6PDpc+nyEEhIMYFXhkd8+JT+akiyn+A1UOKaWbg9AG3XUU55cAeJuQviyJxkO6skY3DVZbwskI3fd0dUs8G6NDn3CS0sUBf/fLn/GrD96j1c78SCH4+s1X+bM3v8Zrb7yBbhrq9++6SoQx9HXN6K3Xn3ht7dqZBIC+60F8lFdk+x5d18DDJsoYQ3O1RCrP4dmx2CShuVph2w7he7TrHWhDsJi56lOvaZYb+iynXa7p1lsXeBt4yMBn8OarRDdOoNe0eelCUqXENC2mrLDjh3NexB45bq1BIA8tVcF0jE5iTLMHgQhJe7VyFRFrUWlCeDJ/sSqNNnvimDN7+B79rnDta3y+OUnPw8n3WYEpKmSauIDiosDqHm8yQvj+xzZ9pqrRdePaaOPwyQj7/evl2qgJ7UPT4d04QYZuU0Ao+VKQ5QBEFGBWFdZ3s6dY+1STaYoKvdq4QFAlMXlJLyX+Yn74GZnELnA2y3FPjESlT79WGYV4izm6KF3lbvA4WOJwri95+95RRx31xehooo76yui6AgVu4Xk9p5SEbnH9+zvnCAT/5Otv0PU9v7l9D2vhrVfP6DvNyWTEalewK0tm4wHagLEJoe+xyStH2/Mkdd2yzjKSMMT3PDyliKOQdk9CM8awKys8KVxIq9Gc1y2BkiilCJOIzS4nHSQMBhHvv3cHYy3zkyld17G8WnF245TxA20vxhiuLle897v3uXfvEoEhHQ95/fVXef2tV4mikEwpmraj712r2/Pa5o3WdHVL3/V0TUsyHqK7bh+U++SPDuUp4uGArm6o8gKBo66NTmYPkfqsMTS7DOF7BFGItZZ6s6Nv2ut4IsJ0QDwdH1oS621GuzcYQTpwM0+ex8m33mJ065Ttnfusfvs+aMPw1RsMTmc024JkNiJ+AKIB4MURQTqgzXKq1QaMZfjaTfw4ot7u2H14Dz+K6NuWarWhuH/pQmN9hdGaO6slP/3gt3y4vDwccxCEfGt+xjcWN5m9etPBLeqGdrUhPHXX3xU19cWSwc2zQ3jttbqsoFlvD4/3yw1WSPz9PIvRGv8JizmrNXQau9+Iv0Z+W2Pw961NQkr6usbXGuF5dFlOn+WuMmUt3ihF+h5CekhpCRdTVBii+3L/fOzvnRAuEwv7MHQu8PGGKe3VmqaqQWv82QQR+ATxR22FzZ1zhABvP4vVZwU6rV9sRkkKhFSuUhf4+1kx+7nPf9i+p1tuMJWrMqnR0JmjB15ftu8d+a0sXTDwJkckEX7TITxJcDL7KDi46/Ztj/IhSMC1dF7SXS1BG3rrzIK/mD5mpKRS6H31FCEcOCQK3Rzh59zy+CLyRkPo9b5aB2o2ebrB086wimuDGPjYpn3oM11GId7piTNF1joU/nMMo4wj5MeMhvhjl6kb6DoQEhGHR4N41FF/gI4m6qgvvYwxrLYZu6JCSsl8nDIcJMRByDrPGSYRo0HCzROHFJ/uzUkUBPTGcGM2YbnN6I1mMRlx++ISKRSDQUDk+4wGA+4tV2R5yfl6QxrFbLOMYZpysdqglCQKQxb74XNjrINSbHMu1xuGo5RNXjJKYua1y8YBUEqie43A4nkeylN4vkeeFXRdT/DAYHhZ1lxcXLHLcuIkRiiBFJKLiytG0yFGQ5bneEqR5wVt27NYTPdGySHS/cA/hMsardldrWiKir7rKHcFdVEQxBHDk9ljKHLdu91kozXVLkO3HUHgEwxidK9pi4q+aYmHqZuvaVr6PaCgKyt011NcrPAHEenZAoBqs0MFbuapzQvKfWubBbL7F+imIRymeFGICgJUEBCOhwiLqzBVDX4U4EeP44iFlCQnU4LUUfl027q8p6qm3uaYqkGdRXRlRTwZuWyoXvPLOx/wyw/eY5tnh2O9Ol/wT954i29+69vQd5T3rzBlRdf3WCRdVhAuZu7vCjDW8qS2I123SM877Mb74yG6qvetb8Ih4EeP95AJK4hvnBzmXEzbu7a8ujm0I17/97CJ0HYIXx3gDMJXeIMEfzTEtt1HAbxhgAxDdFE66l/b4U9Gjy28XDZVSrfdIQrjZkn6nn6bHRDmWOvM1/53hRDuNrwg8ltIiTcd0V6t3D3BmTH5ObbyAfTrLTorUKnDyferDdL3UWmCzkv6PKe/XNPcue/mZzpNe35J+PU38Mcpum7oNjtUHGGqhn69gU6Dr/Cmk8cMj7tWgdobT70rsFUC15CNPdFRBAFqmDpkNyDjGDUePX4BL4mEp/AWM9i3rz7JQB6kJNbuNwykdHCTJHnsfS2j8HN/PfwxyeQl+mr1URU1TVEnk6OROuqoT6ijiTrqS6/VNuP+akMU+HRtz93LFa9KyWI2wmIp6xqAW4s5eVVTNx2Br+iNYTZMOZmOiaOQoqpZTMa8+coZ969WNF0PBsajmN/fPicKAiyGTvf4gc8bNxYYa9nlFUp5DJOYumnp+p621fzu7n2avKTuNaM0oSorem3AwmabUeQlURTSdj1hGCKEQO9JbfKREFt9vSsvwA8dDKCuatq25d7t+/hBwHQ2ccZMG8qypCxC2qykvd4J9j3GizlBHFFlOdurNXGaMJiOqfKSqqiI0gF1URLEEXHqMqXKzY5ql9G3PU1R4UcOW943LW3VgBR4nocxhnKzQ1hntvqqps8rhATd9TS7HOnNEFIilUS3kr5pCYfQlQ1CKVQY0G4zinuXtJuM9HROMBwgA/f3BrMp1WqD7lryqzWTV288RLx7cOdaSImfxAwWM/KLJcXFiupqTVcWoA1dUaJCn6vVip9/+B6/u3ebfn//wyDge9/9Lm//zd+QGKjXO/xBjG4V/iBGCoWKQ/q8pNlsMf/YE53NsW1PfHOBDB9f6Elf0WX9IegYY4lOT/CSGLCoMHhiG5cMfXQp8JIEsPSmxBskaM87tAYiJOED5DMZ+PRZgYgih75erVFhiCkrvPHwMGsiPY9gMaPbZthe4w9T/D0t8lGZuqVb7xC+clUjpdB5gRmlrjVTSlQc0a23bvHf9VijHeZ6jzl/nrxBgvQ8TNcjpDhUWp4kuzf2T4IQfFJZazFNhwz9A07eNo1rtSxKusulqwJZ65DtvXu9qMkIFXju9acUtuswbesMlLWINMbWzlDJKDjcf+uIMB8htoWjGDpYjKVfbRxIQltEHKEmQwdm2Juqlz0jSAgBLzCfJZMYNUoxmQtkFlGEmry8BvFllDXGZUhJgRynLhqhKJBpjPgCwp+POurLoKOJOupLK2stZVXz2w/v0eme2WhEmkRkZUWzD9o1xpCVFRJBF2iWmx13uo5Aebx6Nudk6r6oB3HEYN/2cTqb8J03X+X+as3PfvMev/vgnB/+8jdIKRDS8taNG6RJwsl0SNdrPE8irOG3t++y3uVYC9u8oNlXk8qywheCIJUUTcf5+x9SVhWmcxkl89mIcTog2zmQxGg8JHpkt1UphfI8fD9gs9mhdU9T1IymQ6y2bJdroigkHX7UNlVsc64+vIP0PeIwxPcUG61JZ1OW9y7ZXa1pqxopnZmJ0wHJZERXN5SbHWES05Y12/NLpO9jjKZYLgmCECUlTVFS5gU3/vRbhOOYvuu49/e/RgpIJiOkkFRZzmAyJF2cEI1SsntXSHWXcJhgkMT76p303NB5tdqwe+8u1XbH6NYpQimarED4HtVqg/Q9LJYur4hnE6LJ2D22z0Hq8tJR6kbpASrhDxLimaa+WmO6jjBNaXYZP//Zz3i3zVm11eGeLeZz/uY/+o/48z//c4LAVeOM1kjPoysrvDAiWZxg2oa+qPCTkMGtM7qsQCmP6PUzBq+ePZHm5g8HtJsd5e8/xBqDN0yJb5ygAodZfpLJsFqj4ugAiECAGsRgjJufGSRudz7wHyLf+cMU03bookImIXF0ipe6INxHTZIMA8LTOabr6Dc72vMlIvTxHzBbAN12R5/leOMhuqvoi4rgkYWuPxk50MguQ+eFazNcbTB148ALz1hQ66p2ZktK1CB+opG7Vp/lDqagNSIM8WcT5MdAeuuixDQuv0gNko/mjIRA+D66KBwi3FjY0+JM6V4nauBMrxkOkGmCN3KbNbbtXRhqVeMPh4CATiPS/bVEITavXNjw/r4KIZBpgl6uMda6Vj0lXUZVWaE3O2QSgVIuFDYT+PtK7pdJQkq8kxl2uDeIvv/SG8SXTtbuM6/2leB9m/TnHf581FFfJh1N1FFfSllruVht+P2d+/z8t+9jBdw6OeFkMiQMfPKqpqhqtnnJxWpDoBTGQmc6bi3mSClRUqEeWOyWdcM2cyZIKcV6W3C53vHjX/6G9+9eUHU1WluW64xvv/U6P//dhwziEG0seVnSvH+H0/kE3/O4XG2Jw4jRIGYYh3xw/4oIw28+vMP9iyuGUcQsjRlGEb6U3Lh5up9jEkTx4+1pg0HMYjEHA13fs1vvGE/HfP2bbzAej7h394Ll5cotWrUmCkPOb9/j9i9/B9agm47RKOXGW6+zW22wCOI0AQHZeotuOyZnDlEulZsLMtqQLVdsLpaESYzue8pNRiNyBuOUrq4pL1fs7t0nGia0eUGdZcxevUU4HNBkBdJa4pMp8WhEcX5FtVxTLTcoXzG8dcr01ZuAm4EqVhuyO+f0bUMyn6IC3xkoa2mbzrWoSYkxljYrCIcDNr9/H5XEbn6n610uUtdTXS4RUuyrPBAMYrwkossyfnbvfX7xu99Q72fYhBC8uTjjr//yr/j2X30PL3h4MS6VIppNHDVPCJqrFbv31kglkYFPMBwSn8yITuf4aeLQ2MY+DhewIKVARQG26+k2O9a/+A3x6QnK9whmk8P5Aui6ob1aO7CCFASTITIM6bY7utX20N6nkvih3wOQniJazDBjd40y8J9ZrbHahbaasgLfg7KCXuMvXOXQhab2eKMx9D3Ck/TbDLGYHxZtdl+VuW7vE71BDhMH+MgKdBYgr1v/HlG3zehWG1eVEQI1HrqZqydWxBr65dpViqIQXVb0a/DPFi9EVtN5QXe5cu2HxmCKCv9sfjB43nSE1dpR3YR0LYV7eAZ2Dz6JIogDbNtDrwlOZqC8/ZzaEG8+RlgLvsLWjTNQdQO+eswceNc5RmWNlKBGQ2QUovctjQfDFYb76t6XM2hVCIE4tup9YgmlEGGI2b9ubNe7Ku1LQGo86qg/Vh1N1FFfShVVzeVqS9v1vPHKDc6XKzZ5Rt22fPuNV9BaIwQoKZiOBhR1Q1XUTMcDJDAZDKjblq7XKKWo6oY7F1d0vUZKwS6v2OY5TdOQlzV119B2hkk6oG06LII7l0tOxkO+9upNlBDcLVekcYTpDav1ljDwGCchre4JA8UgScBCGgY0ZUUZeCRRRJEV6F6TPpKfYozBGrvPjxLMZhOGw5Q33nqV3WZHkeVMpq6SM52O6PqeJIkJAh/d9WzPr1BY4uGAVb7k6v4lt77xJkYbhJAk0xFNWTkS3ijEdD351Zq+6RhMR+zuXXL5+/epdgXRvs2qKSsUFi/w8Acxk1fP6MqafLlCtz1RmjrAxH4WRiiJrlvy6orte7cJkoj01gKpfHTTUFwuuYYHJJMxuqzR46HDdvs+xXKFcEg6pJBI99PEswme59MWFbJpQZs9HtzlErVZTt+0eEmMtZZ333+ff/d3/x/evf3hYVopVh7fOrvFX33vL0kHCelrN1GeR7vNXECoUnjD9GCGrheu/niEF8U0qzVoi5dGgKDd7txskRAIT7m8oQfMjek6+rx0FaK6pVmtsVii2RQjBO1qgwx8187WdpTv38E0rSOQWUlflHjCkdzUyMEodN3Q7zK8NHlsYS2k3Gc0aQeLeCCTzDQt/S5zVbYocjNWpcv0EUJgA42pqkNoq64bdF0jA4WQrirpj0f40zGmbmjOL11mTxTiTcfYrgdPfnROnnKPPUGm7+m3O5dZFQYO1LDL8QbJExfVrj3Qogbu32QUYdoOtIHnVC+stfTbHCEFIorQeUH9/h1sWRO8euaylwKf4HSO7TqXu7Y3oGqQYMqKfrWlL9z7xpvP8GZjZBgifA/2dElTNVhrnPkqK2xeHWaixCPQFiGlq+A92r62f9/btnP3r2mRg8ef56OOupaaTRxFs2kdJXIy/MJDl4866o9ZRxN11B+trucCntQapY1BG4tSktT38U9PKJuGQRxz82RK03bUbYcUbkYIe1292lJWDfeXa+q2RyA4nY3RWtN0PcMkQhuLoOL+ck0SxaRpxKKduGBVaZHSo+1aR3PDkvgeK2MwRvPhvUvKoqKoS8bDBWmacHmxxlrLNisIPB9hDG1vaLue3ljiOGSX5XRa4+1x5k3dsF1tMUY7lPl0gh/4BIEP+EghHLo7K9zsiBDcvHWDZN/CtrpcIYQgnU0oVxl9U+OHvpu1UorV+SVeGBImCUESE3g+2fkVWnd4yqNcrhFK4vkhcSrI7l8Rj4cMTmb4xhAOB0glsZ1Dw/etZjibEHiKtqhYvbukLUvG++pAuVxRrbcgJX3dkswSbN9Rnl/S7XK6snIL1TAgmU1oy5JmtcU0LaNXbyJ9n2q9pa8qTN+7LCfd4w8HmKbDC0NnfrrOzaYYS11X/OTf/Zwf/vjHLJfLw2vnbDjmG+MTXhtOSM8WiLpBTkaoKKLbZs7MeMpVI5qW6PTkITSzCnyGb72CChSm0yjfw2o34+TtW+X6oqTbZg+ZKCEl7WZHu9mBFLTrLcIP0FWNGkxpV1uXqzQa0F4uae5fIuOQLstQcYRQ3kNtYA/+92ktOzov6Dc7rDHIMMKfjx1F73LpTIKB+s65w9X32hEkB7FDUuPyfXRe0l0snfHa7pBRjD8d4y1ShJJU792mvX+FDHx0UGObBjkcYrVxWG6c8XnqYs64ipDcVwCF54GpHwrufUhKghSYzgE2bNsiPP/FA2atBSnRWUG/3oK1mLalu1ziny3cHJb3eMVIRiHedEJd3HP/P0lgn48lh/tsLqC/WrtWRgQogRqPkHH0VDrf0ySTGDkdY7YZtB0qjlDTTxYE++Cs4FFfXjmYx/wA6Dg+50cd9YfpaKKO+qPULi9ZbjOMNQyTmPl4iHpgZsT3PMLQo2oVWVHR95og8HllMWM4iAkDn6x0UIN6j/1GuOMGvs+uKFFCsCsLyqahKCtuXy6RwDCJEUISeB5REDBMEz48X9K0LUZbJuMhkfIZDRIulhsGQUBWlqzXW5bLFdtdQRQGhJ7CQ6CtZZYmLNcZ58WSAEsSR6RJwtliSlfWLK9WBJGbaRkNB5iuAwue71EVbhZjtm9DBAijkNliTpkXYCFKYjwl2Z5fugU9DkCxfO+CIAxcRahsWb53GxGFWGNZ3r1HFMfc+vZbiN4wPpvhx24O6t7Pfk04HKCtJUwTlK9QUcCNszeRWrO9c59i7WaVBtMJQRgQDgdEScTVb97DDzyiaILpe3bv3SWYDAkmQ/LzK1a//YDuhpsnsk1HXtzbz/sIosWMoaeQyiO56YKTgyRGeh7WGjbrLbbrCOIYoRR9VeNFITIM0GtDvd5ycXHB3//2H/nVu7+j25PBAt/nu9/7Ht/95rdR6wwpQCBRoY9uO6L5FOkp6s0OISQiCFzm03aHTgeP5dt4g4Tk1g105WiLtte0u+wjc6MUVpvD4rWvavqqpr5a06y3SM/H5CXGllR3z9FZibUa6Un0LqevK1Qa///Z+5NY27Y8vQv9jWKWa6567epU9964caNM20lapPKhJz0L0aADokMDbMlCCCEKgQRYVlpuJEZg4QYSMkKiQQOJnlvQAukJCaR8z8h2hp0ZdhS3POWuVj3XrOcYg8ZYZ997I24RkRll5v6kUJyz795rr7X2WvuM//x/3+/Ddoa+rKhvNwTDgd/UGOO/bxKDc4Szj+lbpqrpNnucNcgwxJUlKAVa+34dASKJMIcSNRz4bVTd+gO+FNQvr3zXlFLoyQinJPXLK7rtHhGH6OkE1/UEo5RwPqPbeBR4MB4g04T+UGC6Hq0VMh1hj69PPcrQwx/HnDvnwRAyijBV5e9z1yGi0G92PkMyjtDjIf0ux1a1x6/PJz/RhuZ1BqlfbTxi3hhUlqAmQ4/Ublr4IkuZ8EN0MBt7LH3TYg8FbpghtLfumaJEHTeDtqqxRYkcZX6DVjeIQP9EkA0hhN/0DVK/1dXqp6asubbDbPbYrkUGIWo6usOI3+tPr35VaXzO+PfAXe7t57glc33vL5h8Rh/hve71k+p+iLrXr52KquZyufZ2PKW42ewAD3x4rTSOOJtN7zZM1sKDkykXi9ld4e2DkxmrXc4gikiTmKKq2eQFUgiUVKRxSNP2FF3Nu08veXZ5SVlVDOKUNI14eHbK+WLKX/qtP08Shjy9vKWqW4SEfVlw2g85mYyZTcdcLOZURQ1C8uTslKKsuL1eYfqepmqQccjFNMP0LV3X8/BszmyYEThBJwQ60NRlSd/1bJdrppMxi9PZ3ePNNzuEdWB6tA6IsxQZBHcAiq6uuX5xhel64iwlDDSnD845XC7p2pYkCIhGGWVeEvSGwWxCPBzQlDXNoSIOtR9SnaPJD/RtS+QStNbkt2tM2zJYQB9HJIOUeDrGIEinI0+Fahu2r65ZPHlEdjLDHel3SMl+8wqz7EgXU3QSU1zd0nUdoUxp9xvq1Y5glNDnBa2WNOORz//0BtN1HHY5QRjQ1x1hHBGdzI7kvwInJbZryZ8feLa64b0/XHK1Xd89b7PJlL/w9W/wza++w+yNR0itKa+XNHmORNDmB3Tku1SazY7mZolpOoy19G2HyQ+0RU321TeIjl1Bzjna7Z5+l+OO2SeV+k1Df9yo2aYlnE8RQtAdCurlmma5od0fsGWNcxUqSfwQ+cEzgjRh/FvfJpiOaVdHEMNsQvHuU0zdoAJFuJj50lytAb89iR9eeCsY0JclxQ8/olttcE2L7XrCxZT4zUdgDE4KTFXhypL2doXMD5iiQqUxMgwIFjO61dZvwyZD1CClLyu69RanJFIIbNMhtEINBsdyYXwWqOmOmyPhYQ9hgJ5NcEeLqviRg4zrDf12h60bf/V8kGKk8Lm3MCKYjT+3q0wIgZ6OUWni80GB/kJgxY/q9bbQHgroLXo+9b1EdftxX9bn6UeR7ULcFUQDd0H+1wOdUL73yqyOeTMHMo3Rs4n/2vZoGYzCzx0Cf3SAt03rD6LHDNHnFdg6Y+iXG2xd+y1hUeCsQZ/Of2UP2ff60ytnDGa5wRblMS+oUYvZz7wc2jmH3eXYfQ72SLWc/7iN9l73+kl0/6q516+dmrajt5bp6yvXzpGXFSfT8acOYtNRRpbGWOsItPqU7c8Yw/5Qst4fMMaitGKcDeiNpWoa9mXJarcnjUN2h5K8PBAEmr5w/NEHT0mSgPcvr7nePub//Zvf5v/zz/059l8v+e67T7k6Yot/8P4z3nlyzuPTOVppPnj6AqUkw2zAPi9wOLI0JVGKtu95+PAhk8mYtqiZT0eEUUBnLMZayrwkTmKUUuy3OXGoMWaM6S23L6/Y3iyJhSTUkjBJ/NYqkMg4pq1btje3BEIyPJlRliU2CKhXG5I0JgpDWiEZTIcI43CBptrnpKOMIAqo9jnx6YK+abBNS7PLGZ8tfDbHWmxVMTo7IRkPqZZrXNOiAoXUyuerpPCfdyhp9jkqimjWW9/5ZB3BMKHe7nHWMZhPGMynyChAC8X+++9Tr9fUO4WpKliu6KViHr9J3zsOl1cIpYgHA7qyJD2ZM3p8gTWGZrPjUFb8k3/2T/n+i6eUbQP4Q/Zb5xf85rf+HA/mc19SWne02xydxsTTkc8cvfLFsCqOqS9vcNaixkOqj15QvrgG54hOZnT7nOryBhUEBFlKtz/QLNcex30cnFCCeDH3w1V+8Nsf6zB9T3t87EpJ0kcXlC8vEUcEeDAcICWYvKR9cYV03CGuTdV4kEHXoUYzT4hrGqLTOcEow+QFwllc2+GUpF1t6ZYbZBxgjcFsdhS3K2zXobOBH1jCEJWlqCyl3x2oL288ne9sAXaJ7XrUIEUP/fDj2g6iEGmMBzH0H4MqAOQgRsURfdvR33rbavDgHDXM7kh3n5Trjc+GbbbY0l9cMEXle5nmM6LREBFHX3rl+E8CIRBSesz722/SL1f++Ws6b59Lvvg2ZRz68P6hRCgP3FCT0Z31TwSBz5cVHtBhqwahJfZQ+tuW/s/d63xY0+IQqOEAtZh+6TbN1g397cpnwJzzW7mT+WeSCV3Xezx65LvXRBrjysbn3O6HqHv9guWqGnsokK+3tEWJ3eaIzwAp/Ym/z2bnN9mBxOUFVgrUyfxn9j3u9WdH90PUvX5t9Nr6JKW/untnhTKWOAo/8xdt8DlXl3aHkj967yO2x2HGOvjaGw9JwoDr9Y66rumMY3s48N7zSx7NJtjesTtUHOqGumlxVvDu80vmkyH//Dfeobc9QgimacLNekvfdjx7ecvV9YrTxRRnLctdjjGWqqqYTIa88+YjLl9d8+rFNXEcsZiOCZXAWsNwPKOuGm6ubzHGEkQBbd8zmU+IopDyULFbrjjsc6IwRBiDlRqL49Wz53Rlw2AxRWjJ9mZJlg2YPTinbRuWL24wXUMyGlJc39LuDt4mJX0eSgUBbVmSDIaIE3CnjmiU0eYlOolIZ2NUEFDt9uhVRJBEHFZrgjDEGEOYxrSHA8Vmx+ThGUJKspM5CAiHA6rVhm57IBoNGL/xEJynzdlII3VAEMdEcYzrPYoeZ7HO0az36NsVkzcfgrEcLm+JxhnpMENYi2lqTN/z6uaaf/id7/D+s6fHcltI45hvPn6Db731VcKmQwmNrWrqvKA7FOAcQRoTZAN0GDA4maGPIIXixTXOGZKLM/QgxeJ8148x1Ne3CKWJF1NMXVM8f0W72pE8OCVaTJFh6PM5cQgC2s0e13W0N0uii1MIfIcSDqLZiK4osPkB27REiwk2L9CTIaYzVB89R+iA6GxBf7v0xbphhJTQvrpGxOHdAGO7jv7qgC2PB/X9AVtXmH2OTBLkIMaUDd1yi4pjj81uuyMwY+gHAQT99RqlNL2WCGOpg8CX8w4z/7nZAOesD6tLSbiY3RWeqkFK9PDM2wUPHgYRnS8+czti68YTAKuabrUmmE0RWuPyA93NCl23uOmIYDH7hVDaVJb6Qei4DZJJ9KWZJaE1wekcs9t7K+A4Rn3CpiijEL2Y0W/24CxqnIGQ2P3+4zxbGNCtNgTDzNv8jMXmB2QaI7Iftzx+UiY/+EH3uOEzeYEpq88eosqKfrXxgAqtkWmMjON7MMW9fjmyDoH4eEurNc76izNfugH+adT727yzCsaht+r+KaVa3uvnq/sh6l6/8irrhuV2R9cb0ihkMswYDlI2uQ9nB1oy+xFy3Zfp+fUtf/CDD1BS0nYdm7zg5fWKtx6dcShKxlnKs+uVt+c5WOYFXVVTNTVd26OjgDRJ0FJwu87ZVzW73OPSh2nAw5MpaZJQljX5oSBNEx4/vOCsbdkVJUmaUjU9t5ut74mS3rrTVRXaScazibfPWV/uWVUV+yAgGSRIZ8myAePJENO2pFlCsz3QlzW7Q45ZtRS7nLZuKKuGeJShkwjTGvLVGmstfV0zPPcZKnM4UB9K2rpBSA8K0OMMawzFbgsYsumQ4WLO+PE58Tij2uWYrqNvOn/13FpsZ8i3K4Iw8GF6JPQ1WMdgNiIIA6zx1qZwOMD2fujUQcDJt79OUxbkzy9xVYPNC7o49L1FTYupO+LFkDBrCeKYvm6xdYNrW2g7TFVzWO948eoFH/yj/z+r3e7uZ30+m/OtR2/wtbfewja9B0sI6dHaxmGOh/9omPoy2EOBlOKOeggeCW5aj+gWgUYYC2EIxtLXLdXlNcFsBF3vO4p2e/JDgalr3+sjFQhJ8d5TVKgJTmfYqqG5vCF+cIa1DpSk2+zRgcZFMV3Z0K+3HqGdxLTLNcZY0jceEZ3NaZ41JA9OUaPMZ52WG4LEW19sUXvr3TBDZgmuaekOpR/gygq0xtY1aj4lPJ15a2EUUn70gvblNU4JVBKTPDilH6a4psc2DcEoo9vukJe3CK1RaYzOBt4GqBTBbOJx3kcJIZBB4Mtp8QNAu9kRav0pxPtrhLrrOuQgQWyUtx065zdqcYweZz7Ds9sj44+7kFzfY1/nKCIPfXC98YS9P6FFRyYxfKJf6yf6mjBAfsFVbZkmBMe8mpAScygwu2NG42j1FELA624qJbFC+PLez5CtmyMp0INcPnUQFN4++aNyxtAXJSKNoeuh6+hvSsKvvuER9ve61y9aYQBK+ByjUri6RYyzn/1gI4Xf9Bt7d5FEpPcXD+71x9P9b8t7/Uqr7Toul2uatiMKA1a7g883LWaUTYO1jjgMSH7KK9NXyy37ouJrjy9Y7vasdzlFXTNIY37w0Qv/5yRhNsoYZimmN7RCEGhN0zUIIdgWBTM9Yl8UXN2uiOOIIFDk+5rzkymm61mMM0zfs9luaXrLIImYqCFhGLHd7fjhDz4ki2POT+doLbEI0nGGFIK6rFjfrhgOBownI1Y3S9qiZDKf0DYNxgyQWrO92dEcCjaXtxz2OfSG45mcaJjQ1DXahSSTIWhFHA8YjjKsc6wvb2nyEtt7ZHiSJcRpQjgYUO1zbN8Tnp6Qjoa0ZUVfpSSTEaZtKS6XNJsdCrC9QUUh7XKFaTuGJ3PiUUZbVCx/8D794Zzh2QnRcEC7y9FRRHy8Cp/M/cah2+ekgxQ9n1Jc31Jdr9BxhEpSdKZIZiOPcnZg2hZnDUprDl3L956/z7tXr+isPzBqKfn6G2/x595+h5HwRbz5+y+IJyMGbz/xNjgLaOltaG0L+DxJvVyjwwBbdwjhQCh0EhHNp5jS/wOvxxn9oaTvWvQgIZiMaJZrXNmghgPC+Yzy1RW7775LdDr35L3Vlvr6luT8FI23fvV5gc4SUJpeK1zboZ1Dn53Q7sYUHzynevqSYDrG9AaX59jTk4+Jc9YSZhluOCBMU8QgAWOw1qCzhGA+ubO2CSGJHz+geXlFu94gdAhN5wl5SUS7XPurtFrTXV3jhhl6NkED9eYFQTbwF4TrFrPf47oTVBITns7uhhgZ+QyOs5Y+L3B1S3844DpDMPfkuG6X07y8JBgOEYFGDTO/yep7UApXNYggoN95SqEraoLzhYd5CH9/X2+hbdfR3W5wZYlD+K2KFD6bJAVqNESPhx4tLsSvzkHpE1fXZZqgxkNs7iEbapCi0sRn45T0hz34zHJZcyjpjz83J/D4amOhEn5Ic8dB8EdlLcJa9MkMOgPWYMsaNR7+mQjZ27K6K0eWg/Szn6N7/UIl4wgWM+yRFirGGWo6+Zl/H5EmiGHmM4/4za+a/PGolve61y9tiKqqiv/4P/6P+d//9/8dYwz/xr/xb/Bf/9f/9adyK13X8bf/9t/m7/29v8d2u+XNN9/k7/7dv8tv/uZvAvCd73yH3/md3+Hi4uLua/7L//K/5C//5b/8i3449/o56TWK/HX+SStJUVc4Roy/xNryRUqigCwOeXGzZrM/UNUN02HGg5Mpz69ueHp1w3Zf0LUts+kIKWB8Nmc4HvJqtaOoa9z+gDzmkLaHgrcnQ7799hO+9+4znLFkacJQK/J9QaQ1gVC8ulnTtC0Xp3OenJ/wylo6Y9h1Hc2uJkljHr/5CGctm+WGrutZnC8IAk11KBiMMs4fX+CsY7PeUtc1fd9RNR3bvGCQxGghEErjAklXdwRxwORkwXg2ZjSfEMUR5WrD5oPnvkMojkgcSCwqDIkGKc76vEuQRARRQLnbE0Qxpu+p9zn7F1d0RYXtDLbtUUB2fuptX02NjkMOyzVSS8IswRlL3/XEzmF6gylKMIauaclOFwjnMF2HCpSf/hCE4wHB4IRw5jdUQimyh2cYC0I4nl5e8t1yyfXt/u7nOgxjvnnxiD/3ta+TLWZ0dUN1uyGeTuirChlqgkGK1Ip2vUUci5N7IX1uZ7ODtkcmMc1+jYpDgrEfPsPZGBWGhLOxR6pf3aJjn2PRSUj54hpblKjEWxpxoMcZOklQcYBpWvQgpb669dY+Yz1noWrRo5D44pRoPKRdbbB1S5ANSB+fU3zvA/q8QCjlsfUfPkNEGqUVUgc+K2Ydapj6LZAQuN7Q3fg+KXcczqSSxKcLVBITH0697SuNQSv6zQ5b1cRvXKCSBBkH9Ns9wXRMf7vClQ02y1CBRg5jbN3eIcal1sjs0/+U9Ns93WbnCYnbPa636HEGSmJ3B+h7FBLbNNiyQp/OwTn6y5vjhrBHSIUeDWGQ+nC5tbim8wS540HfHEpsWaKOMIjm6Uusc8SPL3C9+RjYcIQ7yGzg806/pEHB9YZ+t8dVHjKjjoAOPZ/ihtmRFqawhwK72mK2e+QwRZ+dIH4kYO+cw2z3CAFynHmAS16gBilYj2lX88FnB/OVQoQhtqqQaYLremT2Z6N41ZYV5mZ195owRQmni/tB6ldAMhv417lzP7dcnpASuZgihwN/MSbQfyZe9/f6+eiXNkT9p//pf4q1lvfff5+iKPiX/qV/if/uv/vv+I/+o//o7nN++MMfst1u+ft//+8zGAz4H/6H/4F/5V/5V/jggw8IgoDNZsPv/M7v8H/+n//nL+th3OvnpI/zTxIBHv6gJL2xSCmRQuKco6wbjLGEgSb+KXCos/GIINDUbU9rfKnuYjxkdyiJwhBwICybvOTl7ZI4jPiL33yHri85nY3p+gwtBYe6QjAliUL+6L1nVGVDEGjiIGAUBMxGGToMOD+dk+8P7Et4drPEGkMahuRFyc3uwGLe07cdy33B2+9UfO3xA5yFIMwZjocU+wPloSQIAnbLLUmW0jUdXdsTxBFRZ9BJTDgaMIxjrp6+QEjFZD5hMMqYn86YXpzQlTWvvv+eD/BLwfRsQTweEkQh66cvkSqgw7K7vCaaZIymU4bzKc2uQIwF+e2Km3/2PuVyxfjijNGDE3aXt9S7nGiUMTpf4HDUyw1dVROPhiTj4Z1toqtr2u0eFYV++7TN2T976YeLzQ7V+41F33ToQBPPJ2RvPSI9W6CUZr/Z8r2P3ucHVy8pmvru5/kwG/N2NuONs3PC4cDDMg4FXV7SLNf0SYRteuqmASmZf/sd4tM5fdkweJz4jcY+x/aG9OG5hy2MM4I0IRhm1OstxfNL0ofnBFlK9sYDP/hVNSIM6ba7Y6Gvot3kHvLQdwTxhH6fYw7eJqlGGbbvaW9WqMRvIMyRzqaKinAQQ28xZYFMElScED46x9Q1OomJH5zRbXe+Y+rBOcmThwjlbWs6G9wdPEQo0bMJ/XqLzUuElkSPzuh2B+g71DBFa4Uejz2CfDHDJLEvsFWK6OzUvwWcQ09HpF97C6sUQvr3nR6kfgD7rPdubzCHAnkkwzkc9Uev6HZ7j6IvS/R8gilKXwa83uKCAJXEtF3nv05HqIEfeOQgxexzXNehRhl6/InS2aMlTgiBs96iI4+IcKEUze0acfDfD+cwqw1Sa9SxL+0XrX6394NPFELf0d+uEUr57qnj7y9zKDDrHXKYQhyClMgw+PHBz1r8pH7MUkmJeA2hGH6xvVlI6YtX13jqoFaoxfQzs1O/CrJF6TcH1nnwQDb40kHYOYcrKmzXIbXyGwilsEXpt6bHC3M2Lzxm/n6I+pXQL2JbLKSEJOZP/871Xj9v/VKGqMPhwP/0P/1PPHv2DK014/GYv/E3/gZ/62/9rU8NUd/+9rf5b/6b/+bu7//uv/vv8ru/+7u8++67fOtb32K9XjOZTH4Jj+BePy8ZY1jtcg5ljVKS6XDAJBuwzg/eloTgbDZGKcn1asN6f8A6R6gVF4sZw8GnD0evB62u79FKMTiSfsaDlL/wtbfY7A88PptzOd+gtM9HlU3LMI5Jk4S2M2zyHGsbBlHItXFUTUuWJiRRyLos2OY5f/+PfkgShWRxRKgVVjjCQJEmMSoI6HtDWVTsDxXRcbuTVzW3qx2ds4jWILqe0SDjw+dXpEpTlCWb1ZbrmxVdfqCrWtwEyqIk3x8YTcdURcl4OiIKApYvLqmbhslsQpjGSCTD2YjhbMbZW49oDiXrF684XN2C1DRFweRkTjIWJKMhs0cXNHVD0PcEwQOy+Yx0lNFVtS/OxXH7w4/YvbymyfcUqw0A6WgASjOYTUjnUwCWTYMOQ4IoIkgTmvyATmKibEB5vfK5lc6gQ02zzYnGI5L5lPz5S+zNBqU1OvW5keZ2zfXylu9+8B4f3lzdgSKiIOAbD5/w9fkZmdbU6x2mqqmrmuZmiUhimkOFLUriYI5tW6wxdHlBdbMie/KQ5MwfNu2xL8o2LTLSnjLXG0zV+OxXUdEXBd12TzQbE84mZF95QrvbeztZHBM+iHEO2ts1MolQ8QlSKlzgaG9X9EWFXW2J5hP0fOLJhJMh4SjDOUe/L3DDFDUd0qzX2N0BNUoJmg5TVCAVMg6JThfIwQAZ+QyBygaoOPK5ou0e2g4CjR4OCM9PcP2xWDPQyDTFdb0nBiJpL2+QWuLGQ9QgodsfMHmBLSr0dIQ+XeDKAlvWUJSoMEQNUoKL0y/Ghn/igCuTGJmEmEOJCwJkmmCbHmENMo1wpsdutsjphOBkjkxjPJLQAAI99tsa73VTnzo8yzDE4HNBAI6Pr2A7Y3Btixxld8OB6Q22ae4sh74094/3z6Druo8R5HH0pYc/Zy2uqhFR+PH9OQJdPtk9ZYvSXy0f+A2SyQts3fzYRkkohYhCDwwB6HtE8JNvk2QUIs4W3sIp5WfaBX8VZMsKc7vydk0B9rb22/Yvg2xs99j11n+NdcjRELXwtRf3+pPL1Y1/Dx1fh/e6159F/VKGqH/0j/4Rb731FvP5x+Hb3/7t3+a73/0ufd+jP+cftbIsKcuS8dj7VzebzU81RDVNQ9M0d3/f7/df8Nn3+mVotcu52exIwoC66blqWx4sZgw+gSofHDud1vsDWRqjleJQVlwtNwghUFLe0frWu5zr9Q5rLVIKZqOMKAxY73KmoyFff/IIpSTL3Y5D2WB7Q1m3DKKArrckSYSUgjQOaW2PVpJ9VVM1LZMsxRkwzrBer4m0ZikVv/2trzIaZoyyAX3XIaXg5nrJ1XJDVVSEQiA6yyhO2Q8SdjdLxHREliZsdjv2+5zUGoIkZrfLWV3dEFvH+WKKMIYojjHWMJmNyfMD+T7HNB3ZaIBUAabpePDmG8RJyOLROf0Rl1wXJfW+oGk6dODo6ob9ck06HmK6lqZp6bueKEuI4oiuLHHZgDBNiEYZ649esH1xiQokYRyTr1Y8/4d/xPm33mb61mOCNEUfn/f5V95ACMnh8pbd+0+RSjH+9jvE0zHpyQwhBSoMqW5XEAR+i5alyEATRCHRZEyZ7/nuP/lD/vC9H7LKP36vToOId7IZ71w8xPWWNEnRWUq7yalulgTjEa7v6dc7dJaCgPLqhmg6REchYerthfZ4eLW9oV5t6A4lfd3QffiCYJB60ENR4By+K8k5T1Izlna1xXUdOkmwde0HPimgMwTTEXo8JD6Z0dys6IqKfpsjM4noOuLFDCUlTVHS7Q93/VIAQkj0aIgajejWGyhrwnGGsz1dUSKa1vcfVSUu0vTbPbaqCRYz3KHA7D0+3fV+gAg+QcoDCEYZ6utvUT+/onl1hRwkBNOJH7y0xpY1/eUNTioEjrru0KOU4GSGTGJv8TxboKefnyEQWqGyge+P6jr67R5hIZyPcc5i9yVmu0dlCaJsUJPRsfDXD4nOmDvEuzpunT7vgC8HCcHJjH6XAxC98QjXtv55EBI1HiG0H26ccx6okBe4vPBZoyhAz6c/9RbC1g39cu0hEIDMMvRi8sUWJCFASDhi4N3rTdKPbVQknzrpfwGdTE8n9OBLgHWAngw/9fP+MgkpIZQ4Y7CV3+yKMPiVQpzbusFZ5zdzgC38hRH5BUOU6zrcPvfDbRj49/vBlxrLLMWUJfZQ+k+W8mfeRfSnXWaXe0y4tTgpUfMJ8ku2n/e6159G/VKGqFevXnF2dvapj52entL3Pfv9ntls9plf9zf/5t/kL/2lv8TDhw8BWK/X/K//6//K48ePOTs749/6t/4t/v1//9//3DX/3/7bf5v//D//z3+2D+ZePzNZa8nLiiQKSY5XWLbj0QAA4yJJREFUtjb7gs5Ypj9C37PWHeMDx6vOTvDydkVRt0ShJo1D0iji5e2K4SAliUKatuPd569IoghwXK027A8V01HKII55cn5GXvh+l+++95RtXpAEAVkaMkwSrIU4CH3JqlKkgwTj4FDUBM6SzSZgLavVjjiKmJ9MaQ4VgZZYB5NRRlVWbLZ7dqsNrTUYIemt5WqzZxRHCAehdlTHw3voHOlre6GWNPs9gZQ4CcU2QRhLU1TexiMl08UYrTQYy3A6IYhCmqKirWrasqbMC0IpqXc5rmlorWN4PkfHCdZuvPVOgKEnTFNU6It7+7qlLyuaXU46HRFkA4KiwjQt2cUpg5M51WaLCjRRlhKmCcPF1IeE0xilFc3NGtf36EBjnUOAz9iEkd90OYcKNKWE//sf/t985w/+wNvvACUlT4YTHuxbJo1C0lK9vEKHAW4+9QNcmuCcIz6ZgIH65hapNXqYUb28xrYdwSgmGA78QVH4w3V/KOj2BdFkSDgaUq/WSK182fDlDV1ZoXyzs98QaIWtG0xZE53OkUVJv90RnS5wWhNISB5e+AyQdQi5xwwPmNUa5xzN9Q06TUEr2tsV7cgDNoRz2K7DbHcEg8QTFcsKEQZM3n5Clx+3RGWNsz3BZORzUlWN2Oyg7TwGW2ufjzlU6FGHSD59IJZBQDAb42yPHvl8kK0b7D7HFQXhwzNUEtMfStpXV6jsLVSaoNKEfn9Ahj9eJ+BegxuOH9fjISiJyUuEDgjPh0cUuqOzFukMCBCjob+Kba0fFpzwh1sl0ZMRItBfiB4WQhwJhIPj1ztsWeHaHhGHoBT9cu2HKgClEV0HaYJM9RHzvSW4OPmpBgez3XkIyBFBbg4H34n1BQd7IQRqMqS/XWN2B8ChhoMfG+DUMKWrKkx+8DNWGHzukCe0IjiZ/9jz/9PI9T39anM3VMhBgl7MfnXKR4X4dIGxc/hB8wv0uvRYHT9PCg+Tcc4PTKcL/3jFESxxP0T9xHJth93u/BY3SqBuMJudH1jvs0X3+jOmX8pvSWPMXSj5kx8DPvMfgaqq+A/+g/+Af/JP/gn/2//2v919/K/9tb/GX//rfx3nHN/5znf4N//NfxPnHP/hf/gffub3/d3f/V3+k//kP7n7+36/5/Hjxz+Lh3SvP6HyomS9z3l5uyaNAuIjJtnhkPKz+p8UgZYUVU2gNS9uliBgMcnYHgr+6L2njNKUXVFyOu1Jo5Cirnl5veLPf+0tkihim5d8/8MXDAYRp9Mxt5sto2zAxWLK7XrL5e2abX6gN473X16xKGomw5THZwtPBuwti8mI/W7Hm2enJHHIzc2a77//IYGw/FBJBknM208eUdZrtts9fdOilWC5LdhVFd/46hu889YjLq9u6Q4Vj8/nmL6nySuEg6asSbKUQCu6rmfz4poguSGKElZPX2KB8YMzsumYOgmJ44Qg0LR1jZCC7dUS2/fUgcYYR5OXYFqi4YB0PEIFEiU1zlmiJMJZS5DGdHVLkMQMT+cordkfrpk8ecTm2RXlduevfAPD0xlhmhIkEW1Z09U10TFvIhEMH5xhuo78xRXV7YpoP/G5oiQink1I5lPafU5xs+Tpyxd896MPeXr58u7nPMoy/sI3vslb0xOad5+Rb575JvswwglPdApHKaZtQQqibICOY8qXt7SbnOaDF8dXEZhmQnJ+ihokRMMMGSiqqyXV9TXNNkeFj9Bp4uEOuwO4nvjBGWKzpV1662K0mCKjiHa1QSeJv4qtJGa7p647wvmU5I0LwsUUIQTBbEK72dPtcyTQVxXV7YbkK08YPDwHY3FVi1ASISX99Yr+cCB+/BCkz6u0t2uklISjEcHDC+pXV9Qvr+i3uX9s1iLD8MuOlZ+S1MoPkccrya7zZDwQd8OE73LyGyHwg5Jwzh9Ij3LG0G/3mF0OCPR8eocip6wQpkf0HQI/BAghkFoTvvEQ27TYpvMQhCjyQwOAlvQ3K1xRYvc5ejZBzb+4aFYIgW0ammevsNscQk1wuiA4nROcLe5erxhLv1x/3FMVRz4TZO3x8X+5nHMeof4JBLkQwoNCvkTqmDnzSHKBTOIfG95kmhCcLe4sijKJv3S79CfJkZi8wOblx5uevMSEB/Rs8se+zZ+lZBLjjrZFhLcxvr6vnyutEEmCzQtcFPitZpLcHfJlmtwPTn9cWQu9/Rh0EgZQ1v71fz9D3evPmH4pQ9RsNmO5XH7qY7e3tyRJcmfVe63333+ff/Vf/Vf5F/6Ff4Hf//3fJ44/viL3muQnhOC3fuu3+L3f+z3++//+v//cISqKIqLo51/SeK+fToey4uXtCoFgEEe8Wq7ojGWYxAwHfkv0owq0ZjhIWe1y+t6DJRaTEc7BvqiQQtxtr/7ovacsxkMcjl1ZUlQVZd2wLyqUlDgD7z57Rdsb/vxX3+DhyZzhIOXB6QwpBEorPnp5w6Gq2OYFp7MRZdN5aITUmLomDQPGgxSbVUTOcjqbkG/3dG1PnEZE+4DVaoMCpsOMpmnJxgPOT+dMxkPq/YF9UXIyGRGlMa8ub9ltC8JQ0dcNw+kY2Rn6JCIeJIzmc9avXpGv9piuJ4kCxpMxTV0TRwmhUjgh0IEimY6J0phokJBfnFLvdqTjEToKSLIBYRzghELHEX3bUW73mKZlfH5CmMT0bUdXVoRRyMU3v8rVP/0+rdZkixnhaIBtG/rK++PlJw6EUgr6sqI+FFhricZDhFZ0hxJMTzwZ0Yeaf/jdP+Qff/eP2Jfl3de+8eAhv/mNb/JwPMWVNdVqiykrovmUaDoimY3pyxqpFUGaIJMY23SYuqG+WmLqmnq5pC88SCIYDQi0RktNGIUEw5R6uebw3lPa1YZquaFdbRl/+2u4vqd69hJhHMEw9Zjwk7nfOBhD9f4zunyPGwxRaYQ9lITzGeFiCtYPbHcbmUFKdLYgvF0ijUFFAY3YgbVE0wlSS2zbIpVCDVJs29LerLwFLgroN1tUHCGTmP5wgEDhjMO1BhFHntB27H2SgcZs9hAH0FvUML076P+oZJqgRxkmP4bskxiVpT5/khfYIMCWFeH5OSpLj/Y4gRxmn9qK9JsdzUcvfNeQMZjlCt55C1tUHsMehTgn6G5WOIu/8h+FqMkIfaQIIiVmt8fUfgtiblb0yw0u6xA42qolThPEj+YdP7F9ccbQPH1F/+oGOUqhaeleXiGikGA+hePh2daNhwvUjbd51Q3owGewfkIJIXwWaXfwA+gxuyUCfYQZlH4AUsoX9v7I1XkZR5/KQH3mzyeJf3Ggg673W4W7klPlsee/YHl4ROVfI9nH2yEZR4iTuX+d85MPlWo+8ZUIVYPMBqjJ6Fc29/VrJa0QUYAtKkQc4uoGEeg7wMm97vVnSb+UV/1v/dZv8YMf/IDNZsN06oPov//7v89v//Zvfwpxvtls+Bf/xX+Rv/k3/yb/zr/z73zp7RpjCMP7gOOvm8ra9z1NhinDQYJSEong0dmCLEnQP/IPX920XC43lHWNczBIQwbxCXld03Y9VdUSaE0UamajDIcjTSNGacIoS7labQmUIi8LtJZ0fY+xjrJo+KcfPON6ueV6vWGzPzAfj5iOh8dy35yq7jidDVnm/ir5Vx9e8Nvf/BoKRxQodkvByWLGIE2pXcNmveX6eoVzBgvc3K4ZlDVCWCQKHSjiNMFaxzhLMW2DDALeODslno8g0CyfvkQ1LeX+gBIC03bk17fUeYGTAucs1x+9pDfPGEwmmKpFaYnteoIoYnh8j+kgYPb4DLsYo4IAFfiBIswyuqahK2raqiYIA0YPz8lmY+rtnsPVLfmrK6wFHQVkiwXxOGMwn2Ccoz+UVLucdD5FRxGm75FKoYcZrDaYosIcCm/LaXu6fcGNMPzwO/+AHz5/dreFDpXi7ckJ3zw95/yrX0EEIdXlNc3LG0zXIjpPIkzGQ18qimD4lSeoNKG5WkLfk56fsP/gKc4ZZBITJglKSOL5GFfWdOst3XaGsFBcXtGv9wSjIYQh9eUt1fNLVBLh2g7nLM3O0FcVycU54fmU+tkrrBTI2ZR+vad89xnROCO8OENqRbfcYJ9foaLoDqUtwwClQ/QsRY9GyMgjzxE+oyN1gJB+oyHjCD0Z+oGplPRNS5jEd502fjAJCE6nYLwlMpiHCGcxdUvfd8jCoBcTgvn0cy1qQsq7vJStal8QG4XEbzykvbzBljX6/ITw0QVCyaMdzvmh4M5C6zCrLdTHXJMUdLdrustbDy3IErCe7tevtr4TKo29/e44WLy2jJmjZcu1nYdjSIkaJogwpF/v6F7doIYphCEijTGbPbasEDpAzyeehrg/IIcpapB6QuA2h8pvc2zdeFCFUqjZBLPdYYsaEWr04vOfp8+Tno7pLbi6OqLEJ4gk9lmR1eYIxrD+uTmZ+41f54upRRT+6vRVAS4McMs1xhj/8zAGol/sSsEeSg+PEIBx2PyAOj85AkVARCH6p4QXCK3RR9DNvX52ElojZxPseusLcXXgX//3A+q9/gzqlzJEnZ+f8y//y/8yf+Nv/A3+7t/9u2y3W/6r/+q/4m/9rb/1qc/7e3/v7/Gtb33rcweo/+v/+r/4i3/xLzIYDHjvvff4L/6L/4Lf/d3f/UU8hHv9DCWFuCOugaeujdKUyecEVZfbPWVTMxkOsNYdLXtjnPBbLSF8VmqzP3C93hEGmoeLOZPRgENVs97u6TrLME24qXccyspb4EzL9z5Y8mA+Yz7JyMuKq/WWrzy8QElF3fUMkog4jHj7wSnbfcliOuIbFycESnGz3tID690e9+yS2SCl7Xuurm4p6xoZBJw9OOOQH2iKhvPzEcIpXjx/hWtbxkmMlj4DkowivvLVt2ialpH2JLHL9z7isMuxXcfq+hZnLMP5FB0l9HWF0JrheEh9OKDDgCiKaQ4F+5slw5MZfduRziakSYw5WoWCQYqQgvZQMpiNiZqEar2lLypWP/iALi+xxhAEob/qHwUksxHpbEw0SOkONSKNGJzO0EFAuVqDteg4IZmPiU8XtLsDTVVTbXd8ePWKj/qSdf3x1mmeDfnm2SPOOhhMR6gwpNsVICvq61uCJEANYvpDQX8oEUFAOM5I5jOCI/5aChBKYNoerQL6wx6tQoztUcMBrrcYHGrksdmmqvxgIAVqkCDjENu0qDSC3hKMM9rNHns40NYt8cNzhFQ4ZwmOVlOUotvuEUmMBLrlBtc0iCylW21ACoLR0G+jTib0VY2IQ8KLBcLYO7ufO6K3Xd+DEKgsJUgTTFHRXa98F1JVgfVX5WUU4toeFYY4LMKCKStUFBFMx37LgvhSe5rre7rbDf1m6wEJAvR8hhxmhBenHpPtnAcoHEpfNVA3uKb1V56FxBrjMeNaYY2nGbJcIsMQd2n8fe8tOkuQD07Q0/FnDixqkGJeY6zrFpRAhiG26eluV36jFijIS7p3N9jKUxSF1ri2QZ/Mva2obnCd8RsuayD0fVdmuzt2JwnUdEJwcerBElp/6eHvM/HaWqNPZ3cEQaGVpwEeCj8kRSHOOV+gu9nh6vqO5CeHgy+1J/6i5JxDdL2HNyzXEAboRxeo4R+/g++PI1tU3p6rNeaQ+yG3rJFffQPxS0KPv0aku67zm7ojIv1efpMtomPXnZL3z8u9/szql7Z//R//x/+Rf/vf/re5uLhgMBjwn/1n/xn/2r/2r/E//8//M//gH/wD/tv/9r/lvffe4/d///d58803P/W1f/2v/3X+vX/v3+P/+D/+D/71f/1fJ45jRqMRf+2v/TX+6l/9q7+cB3SvP7ayNCEpStbH8HeoFePP8bw752i6jjjwvSlKibuh6dHpnENZo6Xkex8953rdMx0OSIKQD19d87CdogLN248fMEhiPnp1zeXtlt2hIksioiBESoETjiyOuJhOeHm7pu97Tk5GLA5DTqcTemtwxiFHgpMk5fJqjZKC2hiiNEYWNctdTtW2fOXROePJkGZlOZmNSaOQXRRSj4acLSZM4oBxOGKsNHGgMW2HFYLgCHXo9jnZZITpexYPL0jHI/q2RTjBYb1leDolCkJy06HTlPpQEEpN33YEQcBwPkMqgbWWIIrIZmPCODqSwfxGIr9eIpUiHCTU2z2mbmncnn53oLi6BaEYPT6jOxRE0zGhg+Z27ctq5bGPZ7Wl1Zpw4HMHbX7w3UZSst3v+e7zD3h3dUNzJJNJIXnr5IyvJmMuTk9plxuMsJRXS5L5FNv0tGVB/eKKRil0mqCHGUEckz08I3vnTbr1jvr5JU5AV1aYsqS+XBIsZgSTITYQ9Je3tHVDhyB5ckH24BydRPSmRw8zyv017uoWLCgBwWBAt93T7XKC6QiXJDTLNTIIvZWuN/RVTVcUdKudL9fVmm65RghB9PAcPR3h6pZ+u0enKSLQvgR3tQEhCccj1HhIOBn53iVjEH2PKUp/+BcSFYW++Bd7zBvhB4D1DikE3dUNLZJgmPqiWfww6H+oAtM06Nebhc9Rt97SvLryebHbNc3La4LZhOSdN3CzKSIIcMb4AtfhACEl3c2K7voWmWWeH9cZnIN+m9MdClxZ4UYDmqev6C6XiFAhkhiVPsQcSmRSoCeju/fya9ujTGLC0wXt9S1iNEBWjd9grre4pkMIh6tqnA7oX14TXJwixhmurOlv194eOJ/SX15j9jkYiz5dILOU/maFCAJkGPgc1nbnaYs/AcXui/DaQogftzA5d2cNFMeLQ3abQyCRo8xT8PYHfwgdfH6u508Civhp5Koalx/Q5wsEJx6v7v2oP9fv+5nqLSbPcU193Igd+9POT34pkAu73ePWW5wQCGsRwyHy5Fdj+P1VkFDqJ84R3utef1r1SxuiFosF/8v/8r/82Mf/yl/5K/yVv/JXAPg7f+fv8Hf+zt/53Nv4vd/7PX7v937v53UX7/ULUhyFPDyZH219ljSJST/ngCOEII1CVrsDQaDpjQXnQRPGWt8xVTVIqZlmIeNBSls3fPDRC3bbPV9/87HPMmnNO08eYIzhg5c3bPY5venBOZJAkxcVgdZ85cEpX3l0wZOH5wzThMvlhtvbDb11hM7xT9/9gLau2W4P7POC0TAjCBRlUxHHMUoHRHHEg0fnFLsdh3XOYJhii5qm7rjNb5jMx6RpQhgGdHGPEpIoTWiLkmK5wTlHMh6CgDCKuHj7CbPTOVc/+JB6s6fFUTctqu9pioJysydNBwQPTzBaMXv7TYYnc+TrADw/EkQX0B5K+rKkXG1ot1vUdAw4bN8jTEd5vaLd7nBCMXp8Qb/PEUojAkVf1tz8k+8hwoj5195EJxH1Zs/Tjz7g/d2ajy5f3gGbszjhmw8f862Hb6CqBqEV0ckcU5TUL68J0vRInKugqkFI2kNJ1/XIzZbB+TndoaC+usXVLabtaNc76uslpm2RxiC0JDmdoQ4RujeAv1KaLuboOMRWDVIpRu+8RV+UNFe34CCcTYlOZj63tFwf6WiC5PEFMg7Roww9HnN478PjANH6DqPRAIHA7Q84Y6nff0b1/AqUIHnrEcF0itQKV9XYpkPMJgRa3R1UhVLoxQyZprTLFbQ97WZH89FLZKCJHi6wbU/13kd0yzUqjtBJ7HNNi+ld/sgZ46EFfX9XQAu++8r1vT/0BPruv9m6xbYdom3pl2voe2zf4zpDn+fYrgWEP/THkUegVzW2anGUuLLC1g3qZIZQGnkoUY/OAEkPiOkQPUyRod/uvbbrua6jX+9xXYsIAtRk5LdrxngU+tkJ3XpzV0obzyfILPM0Na0QUvjHIH2Bc3+zQg0z1HRE8OQhGIMINWoyvvt+8lgMLAKNbXu/hfocx5otK1zXI6Twm7efEK8tlEIMUuxmh+tff48QTH+XixJKebic/WwIhbPHobkoAYEcZz9fdLT1vz9f2yvlIPUbUeu+FID3s5Qcptj9HrPZ+k1eHKLmUw/96PpfeN7G9T0uP8DrwmhjcUUBowHcl/Le6173Ouo+CXivXwnFUUj8E3reF9MxxjoOlQdInM0mZGnC7lBQNg3TUcah8hmSD59d0nYdZyczTicjVtsdy82O85M5YRDw1ScPCXTAd77/PgAn0zG3qw1l0zAbDxmlCVIKlJb81jfe5vsfvKBqKgKpKXc53/3h+9BZsiBguV5zdbMmyyLmwxHbbsl6nNGcLZhkKZveUrcN6+WKelcwTVOM7anrhrOHJ3Rdi+kM6cmMUEnyy1ts27G5vEZIRTTOiLMB1WZPfrNiMBmCc+zzA60xREdUtbSOQAswhuJ2y/wNg/oCy5KUimaX44yh3u6pN3uGZwt/ZbhpkQ66YxeVCjTpZETRdzS7HNkHNPs9XVHSvrqlXK+5UoYf3rzi0H3cyfZwOuc33vwK73zlbcyhQEiNSyKE1nR5QTAdkxpDNB4jAoVeTKiuVwTjIdWrG2zd0BUdOg0RnaF5cU386AydxnSrDTJUYCRWgusNOomhrMgeXaAHA2xdYbuefr1FP3lAcOwfGj5+QPbGI5zpvX2nqgnPFgzKGqmUP0ApiUoidBiSvvWQLs/9IbvtCU5n3u44GFDcrGn/6Ht06x2ms8SPzmg+ekX78obkK2+AcbimxSzX1E1LfHFKcOKtgUIIXN9h8gI5SFBSItIYV5bY3mDrGlMcUJPRXTGwEAIpBC4MkUr5YQp/UA9m3jZnDiXdau2Hjf3BY+WHGfpk5st6247+do0vO5IeEV5X2KZGDgaE8wmmafyWajHDHgo/ePU9wlpsfoBQk3zjHUSgsEVJv9n7AVRKn58INc4ab/3R0uO0i8rDGcoSjEWczrF5gVCCYDFFT0c0P/wQORyi4hB7KHFVg5MCtZjiBJjVlv7lFXI2QU2HuLZDaoW+OPVD4qH0ePPNHpsf0CdH4p0UuM8h6dn8gLnd4LBgHabroe89kVD5x2eLCoREfhaefDLyz2Nd+/zVaIjZ5tjDwed9jv1d5ngbIo0/dUHD7g/Y9da/7pzF3Pp8lfyCrRV47LSrag93SWLET9oVpRQo4QEbgfZ21DT5GA3+C5JME9Tp3D+3UqCmYz8ka/lTQT9+ZnLOD5LBcSMnxR1C/173ute9Xut+iLrXr50CrXlwMqPrDUJA+CP0qyjUjAYJL2/XXK+3jLOU09mY2Sjj3Wcv+afvPyUva06mY8bDAVkaMxymBE2L7XuqqmGUxmSh76uajjKGcUxV1lzd3NI2BhfCzXJNW/cM04DJKGO1XnOoa9qmZhAnPJpm0HaU+5wnZzOenM55d7mhvt1g+p5WCnQYsFyt6axhPh2TDlIm0zFdfqAtKuq8QOLtb3GSMF5M2b68YXe5pC0KVpc3NL0hm42IJ2MOZcVoMWXx8IzxYka1y2nzw6esUz8mY8lOpkityS4WbJSkWm3pigpTVMhswODBKbZqidMYGXorpakaOlfRFSX9KOZ7+ZIXV5eY495JC8nbs1O+/fgx88mcYJASjoeEjx/gjGH3T39I9erGY761JhxmmEOJCjQm0PR1TfLwnHgx5/DBM1TWED95QHJxRn116z93lKHHQ7q2Ax0iAglSYcraDwnO4br2iIsWEGqiE1/y3W13x02Dobm8xQF6lJHGITob0O9yrHNE0xHhZIxtO/q8QIYBxjk/AO4PviC2aQjSCBPOcBa0EgSjAa5qsE2LKUpUeIQo7HOMsdC0yDhEDb3Nq1tuaVeb44ZOIuLQ24gChbMGPRwSTIY4oH91DfgtkwxDgtO5f6zOIbVGxpG3Hm53fqAwhv5mia1b9DCjX60J33yCno7pbtfgBDKMUGFAv9khp2PCxcTDQaSku7zB9h1yPMG+usT2BhkFflvQNHSvrjFdhytq5OB4iK9qXNPTVzX67AQ9myCjmH53QA5ShJK4MMDmpb/y/4nzqVAKmQ18P+1wgGta7L5DnZ6gJhmurBDbA2IxI3znDWQU4aTyKHNjsL2hX66POa8J/dWS7tUVItCIOPEWvW50Zy2Ej7dALlDIOPVbuY9e+A3iagtdC1KhH55hixJXVXB28ilboJDyeJsf367MEvrlCrfcYNoONYgRZUVfVshR5vNRx/emq+rjfYwQgM390CoHx4xO0/oMWhDcZblc0/rHc8S4O61Qp4svzBI5Y7C7HFdW0Bk/GJsQEceo6eTnbiP8LKnxCPGVJ5j1BtF2OCmRk5HP3vyipTUiSXD5wSPS+x4Zxz53d6973eteR90PUff6tZSUkij89BXKJIpIopDtoSSOIhbjEebhOX3XkSURy/WO915csSgbyrbnxc2K33j7CW3f8/UnD7lerbm5vsV0PXXTsskPvLxdU3eGOAjoTM9qX7DbHZgMEza7A7v8QFdKRGsIjWPsLFESk2KxTcfN9S1PLhZs9wcCKUm0ZD4eUjYdg8mQMArplxsGUchokND1HS8+ekFsDOPxCBVon+GpagbjIYfbDcVuj+k7bG+oDhVt2xKHIeJ4sG+blihNvB2paSiWG/Yvr4nHGeHrLMcnJUAFAeGx38k+vmDz/nP60m82ms0G1xuykznOGkzTkJ2eQBLz3X/0HX54e8myOtzd3CiIeUsnnG5rgssc0byke1My+42vEc38Aa26vMbVLUGS+EzNoaDPD+hhiooD+qJEIunyChFIwumYwSAle/iAIEswhwJbNSit6JvOU+3GI0xRYJX0hEdjOHz0ESpNUVGIGg6wZUW3y3F1Tbc9UL7/EdXTV1gHQjqixw8QUqFHGcFwgO06ZBAgwoD2doVrW5LzE8qXV9RPLxGmJ5xO6MLAb00EmP0Baxy27XCARYD0UAa7P6BmY9RxC9fvcuQgxVYNpm19oN86zKH2EIuLU3SaIITyxaxBiCmbj4EIShMsZqjP6Lxx1nobX3jEcSOQaYxeTLC7ApvnxF957Fu0jhsSW9ao+eRosfPDgUpi3OmC8HyBVJKiKLz9Lx3g2gbX9Ni6wlkBWqFGGdHXv4Jdb9HjEWoyJnh45jNbvfFbt7rBKenv4/HlqIYp/W3tN2rWoqYjhNa+66coUPMpKok8uOT8FE4X9KutB1wUFbYsEVEEQuC6Dtcb1PhohdOK/vIGOcxQ4yF0PWaz86CO10PQcdNwtxnqemg79MUp6ID+5RVCCeRkjFASmx882fALtj6uN9jd0Q4Zauyra/+xuvb/X5SIQYp6PfBIBX19vDu+A0xJX0Rt1ltvGbXO3+/5xNMVywrXtMhjpYM9lNh98fFtfobsdo/d7PyAEiiwyg9zg+SXmvmRo8yj53uDUPJLUfA/LwkhkPMJVktc3SLTCDkZ/uoUEN/rXvf6ldD9b4R7/alRFAY8PJmzOxT0veViMeXrbz7k++8/ZbM78PTqhjiK+fbbbxBoydVyy6vbNUGoKcqaqmpYTMcek15UbJdb4iTk+uoGesN0NuHxgwVFUfL+Ry/YHQq6tuNgesyhZqAEkVIkQnFY7dmt9yyylP5szm3dsd5sKXcHDBZhLabrKbsO+h5X1eyWG3COrm5I4wTbGWKt0EGAjkKU9ocLFShfihuHxIMEpyVBEvtOHCdIk5ByvWf/8oq2rDh55wnFZku1y5m+8YDoR/Ic4XBAX1W0+QF7zJjJKGL0lTegM9TLFc1mQwBEw4Q+ifiDH3yf7/zj73A4+OFJAE9mJ3x1PGeQ+9JTGcU4LO2+oN3uaTZbwrE/iJiq9f0vLsTVLV3f0253JI8uEM6h4ghTNSSzEeAgy4hGA5T0mRV9pN45IYgOFaZvCQYDCB5QPb/ElgUizTCHD+k3OckbD1BxjLUenyykIBgmOAN9fiA6XSCTBLPNqSxMH/w59DDz24imw9WtP6hGEa5tkcaC6QhPZoRnJ96u1ltUkqLSmO7qGroYNZ+QPLpAZynd1e1dXgml/PDUtj6bZAwqDJFhSPvqij4/oJKE+IEfPmzdehtc13ts9miInk0Qwuc3XssZc1eOi5KIMMJWFbbvsVVFMJtgm5a+KHC3Cr2Yk7752CPojUEkKfp0Rr9c+w1VoP3rajREpf6AnXzrq9Tf/wDXd1jTI4cpwekCZx3d5Q0qidHTMW4yJjid+4Px601LICAKaT945p8LIVAXJ3BErGshPHpcetuhiELf96SVt8oB/W5Pv9mhBglCCNqX11BVoH22zNUNQkj/3Fh7l51ynfFWvmNXlC8N/bgPSShPYLObHc7ao71QoUYjRKhx1bHHyFlA/kTOLtd1ftAaDqD1A6253RzJgSFuV2BP8ruBR44zTNtgdh4pL9P0aOussNu9t/8p5fNh2x3y/NQPf5+4MCKkAPfx43K9gWO57+tNii1KX3hvrM9rVQ3gfiWgCa+3cL9sCe0Hy3vd6173+jzdD1H3+lOlOAoJtKLpesTx73/hG1/lUFaoMGJfVERHW5UQcKhqYhvy9PKGm+UGJRx91SKdQypFHIZsllu2NyvS4QArFftdjqlaJqMBj07nZEKwW24ZT4e+10dKdNfRdT2ZkNx+9IpinbPd7cnikDCJ2a825FcrRidT4igkO5Layn1OW3cMRxmH4oCIE9qyZnw6pz4UvmppV9K1Ha7p0FoQ69SDD5KUx2/NSeOIbncgr0ucMVz/0Q+JBwNkFNFVJeff/rrvXBGCvmnp8gJ6g6lajDWYtqe+8Qj1dr1BWIvSIfk44g/e/z7P/vD/9gcwIBsM+HNf+wZfW5yTxDE4wfp7P0CfL0AonDliu9OYflfQbHYEgxQE9EXpH8NkgLOOdndg/90fEp8tsHVNlxekD88Iswxj+mMBqd+46DTx5Ljt3m9xygIdx0gh6Vdb9CRDxRCfzTFVQ3i6ID6ZejiCMegooV1vaZdLbNfh+h6dJbSbDtf1OLjLzZimpb2+pb288a8bJcE6wuGQYDaB3hBMR9AbZJqSfvMdkq++hQiVH/YmY4Rz9OcL2le32L73P4ublb8tJ/zVd2fptzkohR6P0Ens+3IGCXo4QChJt9wiEejHD1CjAa7tsPscN0hACNrlGlvU/jkfpOhRRg/+MC68zdFsc09+CxX9dkdwMiM8bjEQku7ylvblpe9hSmKCxxe+i+l4wNazCcm3v0q32iFulj7DNRrirMHuE299IkKfLRBK0l/dgnWIQeKHiWN3lIjijzMmtc/iqGyA+pEhXwQaeo/5d85hNnuElEgctijBGPSTB6goxnYt3c3Kv/4GKa6oMEfrGl1H9733/WCYpn4rd3byqe+lJiP/i6GsEaMMGwa4vgMBQvqMnC1rhMB3a30ZZEAIP9RYC4EGi8egny8QzkE2gKa9s9vKOEKcLnCtt+aJJPbbuMrbUe82IVGI643PQMWR74s75onoDWLmt8o+g7fB1fUxx5XCZITd5LhDjghDXKA9WOKntPC55ggz0fpzS53BD/l2l3vKYqC8RS+4t8Xd6173+vXX/RB1rz9VatqOq9WGQ1njrGOQRjw8mXM6n/LVtuO77z9ltc3prWWdFzhrmY1HfOONxyRBwDY/oDvLBy8vaYwh1QrlHH3fs1/vuVxtKJqWsiiYTkakUcCj0xMeL+YMF2OePr8kaFsGCLq+RznBYDwAKYgChbSO7XJNud4ziENOsgS0wvY9xvor57PTKclkSLc9oLVifH5CW5TsXlz6/M7W9/pUh4J0OiVQEi0lkyTi/MEZpjOIYYYpa9pNTlvUSKnor1f0uxwlJNnZAoegul5i6pp0PsXUJabtfZC/bileXlPtcm4zxatEkL/Y3D3PT5484S/+1l/kzemcfn/A1A3COeQgIbs4o08Smts1fSdwTYccJFglKJ69IjweuIUUtFVFt99j2474ZIprO8w+p60bRNvR3q6R0nfw2CgiePMxpqoxuz31zQoEuK6l3+V0N2uwjn6zo1+tUVrjghBpfS7KCUG0mPqt0HpH9dELbwcrauqXN3R5gR6lRPMp7csbOi2xrcHtcqr84NdtWuOMJTiZIAcJIgi9Na1uCeZTwrPF5+bPwmiGcFA/fUn57geYQ0n06AK52/vDcxJj8gO29RsvOY99f0/XQxD4TdCJQHQt6vXQozW2rj00Y7Oj3+bo2QghJCbPEVFAeL4gOJkSPjil/uAZ9lAQXJwQzKbYtsVVDfLU3153u6J9eeUHhDjE7A6Y6xVuNoFPUOLUeIQcDVHT0bF007/f9MUZahBj647uZuntgZnHvNvVBmd8f5Maj+4O3mZ/+FxaHfitaP380gMeuh7bdYRvv4lMY2xnYLNDRREogV0V2KpCOBBZglzMkEVJ3/khvPnwBVQ1UggYZr4A9xMSSqFnEzhWgdmixG72uL5HncwRcXTX5yXT5Esx6SIKEVmK3R/84JVEyPnUUwaDwP/vRzDRr3umPvUxrfxrve084KJpUYPUD7ZpglzMPU3OgZiMEcdB1Gz3uLZBDAe+8Hd/OGLYwUUhILC7A0wyiH5y65zZ5X5jZ8zdxuaziIXOWt+BlnuyYv9qA88ukecnBPPJTw7AuNe97nWvX0HdD1H3+lOl1XbPoaoJA8XL2xXf+2DDy9mUd958yIPFjL43vLxZku/2LEZDlJJsi5IkDnnnjQf8f/9/f8CHHz1ntz9gbQ9ljXaW0WRCUVWkgUITELsE6pbN7QZTdzx8eIqra9IkoW47Dr0lFArR1TR1SDrK/LalbwmimHDUEUaRz0S1HW5/QKUJTd8jAk2aZd5SN5sxno54+d3vI6xDRyHjB2foOEGFGq0lYRQTDQeEaQxVgzE9SgcEgwTTtXRth8z3COOwXUNXVuQvr3E4lBDIKKQuSoTF28aajiYJ+EHY8XIGRhiwHhTxztkD/vn/1+9wenrK/r0Puf3+P0YqCIYDgsGAdpf7A7wxdHVDvd4Sn4xpq4rqH/4R4XRI9uQR0XDoc0xpjJApbrPzdLU0RU4y5GVDX9X0h4ou9fa7UExob1f0+YH61Q2H954hA4VKE5QSOKUQWYQMJc3LG6q8ACEIZ2OC4QCVRMRnJ+jUD3jdzYr4wRn9MKO9XWEPJcHbT9BhhKtqurah+t772P2BaDElmI6wXe9hAIMUmQ4wm423P174Ilngc0P5d4CJLPU5q2NuzRlLt9khiwpzKJBhiBpl9Ldrn88aD/3mJY5AKxzQ3a59VgmfgzPbPd2LS7+Zkni6mVbwGncuJeHZwndIbfeoydDfzyOM4LXcEWphm4b+do3dl7goQqYR0ZNHftg7Dj9CCPRkhNXKY+O1R6ib1YZ+s8PcrjHrLcE7bxE9vvDPQVn7bU5RIY84do72xs+Scw5zRI7THbeEQvgNHiBC7fNJx88xqw36ZIaIQ1xeQBLjgsATAo0lOF0ghPPkvOkQmuYzv+9ryUHqAQ3WeXvkT7CtcV13V6wr4sgPGEmMM9aTBE/mnoInJSAQWeIHceE3kp9lqRNJjJyOcfsc2g55fPxmufb/LUsh+zTBzzkHXe83ReJIFxQguh6ZJKjJCNf2HqEeBn5j9hPItR12u0No5S+O1A1ms/M2vB/NDHU9rqxhkGCfvcS8uMIZg6pr6FqCB+dfuMW6173uda9fZd0PUff6U6W67dBCcr3ekm92tEXNq+aKfL/n219/m688Omc+GfLRq1sWk4zVLudqvWG5yblsl7z79BVJHDF1jnc/eEbNnm985RHSGJZXS+q6QsYRZ2dzbtY7Ah0wnowoAKc0T776BuvlmlcfPifuDfPRmEhLtLUIBDoK6axlMszonGW/L0izlCBJSIYJg0FGkiV0+5x6668aV9sdxWbHYDj0sYYkpSkK0tkY5SAdj7BANEjBWRSSrvZUOKEUgZKEaeZzQEFIX9UIKVBRhNIK21uazQ5rep5eX/H95RXX+c4/oQIGKL4SDfj2G29z9pvfQCUJy3/0XfIPPqIrSnQUkpycooIIW5SYvscWFTrLCI3B1IZ2vfeEtb5HGDDTEeZQgfTkQVtVoATtrgB8JkpJiTU9KIEU2pfM7nK62w3lRy9or29wvR+8BBCNMlQwJzpZ4NrOwyRmE/RkhBSSYDryxLOqRsYxKk0IzhbQGYoffoiQkD46h0NJc7vClDX9yl9tN3WNYoywFq39BsFud2CsR3JnKfJ4GHTW+kM0x63C6zxQ34OxyChExjFOCN8bFYR01yv0YoqMQp9ZurrGlQ0iCun3c1xVoxYzXNshut7DK/Y5+nTu78uhRE5GmG3uCXNCILVGhJ/eaOjhAFOWmPyAEB4fLbP04+1ZFOK6nvq9p95mKByuKGjfe4pEosYZajG7s7EJIXxH03FLZfYHzHbvsd5Vgy1K2h984PNLxiHCADkegnXeYiYlajb5XFucaxr6yxtP6Tt2GPX7w3GIjHBtjz49gSjE5gVqMkTNZ34QLKG/ukUYi1lvcGEE1vjnZpT47qrssw/wZrunX/nNq55Njr1pXy5XN5jl2r/3AJENUItPb2lkmmKKEqw9otgrOAIyxDD1gIcfGaSEED5nlqW+H22zxRUlTgjICzhxP7YJEkIgosBvmgLtEfMORBTdbeBEEkFpEcd+ti98bG0H1mJ7n/8TR5iJCAM/KPXms/ucBJjrFf0PPjgCXAQuP2CXEW4xux+i7nWve/3a6n6IutevpfreULc+S5BEEfqI+02igE1+4JAXHrkswSnFq9UO+d5TkjRhkCYEWtH3lihQNHnJ81fXrNd7dvsd6cR3lMznU6qioOsMN9eX3F7d0lhDEEfsm5bxZMy333pMkiQUzmIFHNoWHfrc08X5CU9mE3bLNdb0TJKEtizIlKY6HNhc3iB7gxYwHA0JdMx0OqStGy7ff4YE2iTk9sU1xXLN5GSODCQqjMgWE7TW2LalPhxIxiP6/MB+uSEcZegoIJSCQRCwbzu6/ABY1GRCmx/oiprs4RkiCLj+Z/+MH7x6zkd1TmWOhyvgPBrwtckJJ+mA0eNHpPMJOsuoNzva3Z5wPEY4Sb3Z4sw1EkM4ndC3HTqMCIXF1QHN/kA0u0AFAYf3nmKnY+rNDrsrcEKgBzEOidnv6Q8lwhn0ICaIUxwWu9ritMYspnQvrzzFLks9qnu9xeUFLo7o286H7bX0di6tMducYJASTMZgHe3N0m8s6gYZR3RHgEJ3eU14MqO7WvoyVmuRQUCQxvRdi3OS/maJDGP0yQKzzRHGoaZDRBBg1jtkFHkQwmpzzCWBGqTetqQUSOm3Dc6hBgld10LdYNoOEQXIJMFWte93Wm89PGSUYcsSk1eIyyUyS9GzMeFs7AEMSnh4QqAIBinCOPr1Bls2BE9mqE9sJ5y1uLpB9RZTNYjRADUe4fISs95BGNzBGsxqi9ASOUjQwxFSB4g09vjw7d5vHY4UPLM/QNNBFIAUmF2BK0vUMME2A/r1jvoPf4CejdHjEb016Iszb2uTAte0dNe3YHxuSn0SRNEZ332Wxn6bU7cIVXmC4f6AUBpG2vdexX6Q4vic2H3uLXQnc0TX49Y7UMIPtkhkGn9si/yEzHpL98MP7pDh3c0Svv42cjoGY3z/1ecAGMwu9wP8KPP34VAg0xjxCSukM8ZbEx2YokTgjnY754uNk/jOjvejEsFxYGk7P4ziQSt2X3ymnU5Ox/7nXvmcnJxNfCYpDjHbPXQdYjhEzT9/SHTOeZrfLr8r4XXO+sxcFOFqj2X/zAEqDBBxjLv6wNt6swSRZVhjkYfi51675LrO32etvnRIvNe97nWvn1b3Q9S9fu3U9T2vbtfkZYUQgkEcc7GYEoUB88mIsmn54YfPuLm8QYYhYRjgrGO9O/Ds8oZvvf0E5yx/9N6HvHp+xeWLS0LhcJ2lWW55viuZjFLqokTig+F12yGjgCwacMhLqt2OaRQTdC1t1yMDRdX2mChit99TljV923Hz6prVs5eE2YDx+RnVwdF0La7vGUQR4yRiOh1jm5r18z3z6TdJs5QoCpHOYsuatqmQg5iy7yg/ukJhUd/8OuPxhDBOKK+W5D98TtOU6GyAfHWN7Homj87JBinh4zOIYnbPXtHnB0yWEQwDXl1f8f0XT/no5pLXZ5lIKr6STXjn4SPSXiK6Dqc1ze0KV9a0mx2m6zw965itwPaUN0uibEj6MKFabRHOZ1yUUkjjcGWNmiU4Z8k/eEqgQtLzE1xVU3/0DCkVKo5RoqK5WeOGGTYuCaZTRBSitMZ0HfXlDfZQetCBE96SJRTx6QwpJPSG5tU13a5Ej1P0cIira2wdeTsYvpC43x+wxtDdbmhfXmObDtt3mMslvekI5lNM16LOTmCzAyy2dahZQnNzi1tvCU5nqL5FbPcocbRPae1paALsZk/74hL75mOih2fevjjK6PcHv41KEkQqvR3tUOA63wHUPr8EZ4guzlBaU3/nex/3Pw1S5G9+ExWkyCS8I83ZskKEAWriBxC5mKLn048P0IHGHUrMeouMAkQU4JqO/sUlNK3vJtIaF4aIOCJ6+wnWWkRnsVWFnoz850h5zDVZHH7gMIfSH6LLChGHEGrMvkCEIWo0REqFrVtE4Ldidrmht5bw62/jmtaX/eJASuzSl2Tr44AglERlGbZrfZ+U6VFBgEpC1PwMIaVHoO8L9GxMb6wfqp3vbFKToX+uzxeYQCNnPi8kXlvnPuNg3d+ucU2HOlsAfovSvbwmaFoPfFAaOR39WAHunX0uOIJrpPSP6xPFvraqMTdLn/3LC8zlEnUyIUhij5k/lNgo94PeF8EXPmkr/AKLodAadTL3WyLB3W2KbOBtis5bG7/Qplg32M0eEQX+dVT437vuWCostEbOp3e9VZ++mwI5Gfnh7TjQiCiA9Q4+sdH8Wev14Mc+x1mHiH0W7X7r9cVyfY/dH6BtIQw9WfMe636ve32u7t8d9/q10y4vyIuK6chfed3kBds84Gw+JQwCRmnC+WLOYX/gBx+9RAWak+EAIQU/fP6Kk9kEHAQI9psdbdNQtx2BELiyYtvv2e4CokDz1sNzqqLCFjVZpIkHKfW+pC8b2s2W5csYE4cMspQASeAspqx4Y5TRXd3w/HbNfr0lG2WE1hKOh4zTlKFecFhviQNNlMQ0XePzIlIgpKSpWgItsE3DfrPHWoeyhtga0jTBNDXLH7zH+GSK7Qzb58/pnWU+HEDbUu5y0sWUKIkRCKxWxJMxyWLCKzq++4M/ZFN+3O00D2Lejoec1BY2LXb3IWUYE5/NcFVFeygRF6fYqqSvapq8oNnukEFIdLIgCRTBMKG8vKW6XdHfLIkfPkRlMSJQ/muePqffFwjrYKyQWqNmY9rbJRiDHIWYQ4Fre1wSAQG2rlEXC795uLoFpWi3Oz+/pTGmqghHGdF8AkKiAo3cD1BZjh4khLOx3zqFAaaoUVqhshRT1b5vaDpCdB3WWExV0XU5IokJHz3wm7HdAZWeghS+rymIaF9deStZWdMULxEqYPD1NxFK+cfiBGazxR4qrDHYukVq5W1/swkyTXCLGXq9haIE01Ne3vqf8TAlmA6RQUgwGXnU+NUNejbFJRH99Q31uzHJN972FLY4Rk09Uc6WJYLjYImjee8p/fUNcIQgJJGHUxwR0t3tmvbyBj0bI/oOggDKChkHxG8+or9d021zj9WfenqkrRp/sFIKWzfYokZmHnDgQgtVTfT43FvNHMggwAQKUVlUFqMGKbYQ3u537HayfYcee3y5pfaUuddDVBh65Pp6BwJkb3BxhFDi421QoD3gIAjQp/M7K6VZb+H4Z2etz/AkMfIzOrU+JWc95e71XwW47R47iP3g0XTY1cZDIT5xKBdCQBLhNh6UYncHaBpMGPqhRau77BZdh+wtRjrsixv6I1WPpsUKgQDk6fwzD/2+28n3ZyGlf+9MPn+TJKSE8DNyVp8YIJ0xuLLC9QYZaBikH28DjfEddK/vSxR6muXJwueopPzMAeru+4QB6sEZDgtFA3UJ5wuCr735hV/3J1JV4449WEIpj4jf7O4G43v9uJw9bv3zwhd8HyqfAT2Z/Uqg7+91r19F3Q9R9/q1U28MWn8c8g61ouk6mrbDWsu+KHlyccJ0NCCvGy6XG+I0YZANWG33vP/iknGakkYhWRhycNDULUYphlojhcM4x0BpTHEg6C22bbBVT3tosGWBNaAd7NZbXKAZxzGyazC3O76ymCH2JdcfvUT2BhC0ecnqwxfMnjxEBgHTi3NsVRFmKTJQhGFGLBTNZodME3SowFl2m5w2LwgCDcZhhECOhkghKVcbklATTaf0ZYkpKoowQEtB1xrq9Zaud7T7nEMo+LAteXHzAZ31HTJKCJ7EQ06fr8j6FhE2FEXJYD7x25G2xyUB9AbV1IjDAVtKmkOJmowJje/diYZD0nFG8f4zuu3ek8/yisPT5wzeuGD01TfAOJrrW4KzGf2+gKKkvrlm9LWvosMIfUSEg++8kloiIw1NT3O1RAWa6HRBrD3CvF1uCOZDwumU9PQEFWhc16MGA7TyGxMdx+jpFNnUCB3g6gbrLNTy2IUV4mSP0QpTFD5sL47IaOsI5lPUaEBwdkKQZVDXtK9ucJMBmNTf3nqLGmr02cIX5a421C8u/RX6MKBfbTDLFXQdyTffJjiZo7KBt6hZC6PM29ICCYcCMRkSPXnosz6LKd37zxBaoR+eIbSkubylv7qlGw3Rpwv0bIwMQ8TJDLoRzlr67Z5+taV/+hyzzVGzKa639DdLwscXHpld1/TXt9j9ARsGiEDjdgVkCSpLUeMUBgnu5TWMh7iipH33Q9TFKfpogRNC+CWIc34g2u6gaVFvPiL+ja/RPb/CbnfIKMaqGnO7RgCut2As/dUtrqo9TCM6lt5aC+oTnUdaoRd+g+C6DhFF3u64XGPrI5yhae+Q3kIpRHI8mM8m/vP2BxwgshQQvuBW6x8j4L2Wmk+xy7VHg/cG6gY5HXsQiFJ+25gX3pL3I0OOGo/oqxrz4hKcQ45HPgu42fqNkBBH2EKDyGI0M2xdYS9vEaMM/fAcOcp8qW5Vf/YQFUfo04W3UR6JmOJHt2Jd5zdgSn4pTtxZS//8EnN1g3BAEqEeXfhslhB+CJHCD6Ra+e1nEiOi4CcCbQgpUSdH3GFRgFTIs8VdOfDPQ643Pv/1ycGvqr2F0TlkFN5luu51VNv5LWOWenCLsccLGt0vrfT4Xvf6Vdf9EHWvXzvFUYjZH6hbbyurG1/WWtYNzjo2+YHFeMQoG3B+fsL1riAaJP5KthI8v7rlsjNooCoLys2WKAwpypK+KBkmCQ2OQ57jDgWTLMM6Bw6UMyRKIxNN7yyHlaezdWlKEgWUL19hihHlNscVfusSaI1WkmKfo19eo5oWXTfYoqFe56TzKYNRQhKFUNUIBydnJ8g4RL64JGhPaHZ7qv2WLo4J0hTrgL7H1C3Fy0tkZ+kcuM7SWYFpPHL6Zb3jvX7PbfsxhW2gAt4MM/653/gNzM2a5dMNfddgO+Nx2TiiMMA4R7/a0d2scZFCRhEWiS1KZn/hW8g4onh5hdvsaPc57eUNXW+IgoD4zQv6qsUeSlzVQtvRbbYEUUzgHC4KsesD7dUN4TDzz2FZEowSTF4jkPSvljBIUYMYpSW2rOn3OXoyBNMTJCk6ifyhbz6hvbrFdD7PZPIC2h4rQThBdJHh0gizO+CcQBwtZ9QV3eUt/W6Hnk9R8xk2CrDLW/TpCYFQKANqOKDf5fS7HJtXEEe4IESkKcGjC/RsctfZI9qe9nbl8edlhc0PyGMHEE2LeOuJ/0FYhy1rb4fLMuxq4/Hbo5HfmEQh6uIMh8DkBTbPkVlK9JUnqHGGbeo7QIFMEwgD391T1QjnfCFrEGKWa9Rs7HHdRUW33mHzA+3NClE39EmEjiOfHzubo2YT3KHCVQ0qihBZhtvucU2DXe+wkxEimPm8S5ZirpeY9RaBQIwGuLxELqYEp3NcliKzlP7VLf2rSz/AhJHf9GiNnIwxZUn3/BJ1OkPq4DN6ogL0J0pPnXPerpUf/HM+HaOOm6tPSiax71zqOpw7Qh9u1wgcTknUfOahGnVzRwkUSYw+mYNz9E9f4ZoDcjJG4Ddb+mTuN0lC4ITAFeXHw0qa+G3XeIgqKuTYb+xc2/mh2RhkEnuaYVEhrEVoib44x6kVcvbx47DW+nzcIPlsO9Vxi/tZVjx7KHHrDa73WTk5m/zYkPWpz9/l9M8vEUmE0ApX1dirW39fggDiCDkdY3d7aPwgq6bjn2iAuvsZRiHq4Zl/rqT4uW82PL3R+Z/r601UWSO6HqEEBok8mXoy4b28hODo0z5+wPm//5T9Yfe6158l3Q9R9/q102iQ0vWGbe7taIHWlE1DHAocjrrtuVxvMcZSVg1xFFJUNVXVsJiMGIYhHRV53SLDCKEDn5vqOxonEE1DdCSnNWVNYQ1JFBIqCU2PyDRdFDEE6n2BA1bXSyIlGYaacptT5gUizwnbniiNaY3BWEe120Lf46qWNNbYzY721SX9ZEh/fsLw4hSlFZGQiEGKEgJhHZEKMEFI3zR0+YHBYkby8Jy+9ZCEwXyCbltkoHBpzK1V/MHmOUX38fB0pmO+sTjnIkrRgWJ8Ouf25Q16OiSwA7qqpa5r+qbFpTF91eA2e/rtDjEc0nc9JvdEPdH1nlq3WuP2JU4KglGGWW7pDgVSCQyCcDzzfUVSIoMIIRy27xBRTDCO0YEmfvsJNi9Rl2CnE6qPntPv9+gsJTk7QSYRwXCAbRpvicoLXN1hg4q+67CHCrPdI4XE9D1yOCA4mfvtFngLX5pA3yPnU3+Y3uZorWgqn08DialbZF3jrpe4UYYej9HnC0920wLRd+hBSr/eYtZboosz4nfeRE+HNM8vsVWDsA6HRTQ9bpPTVTVBFCCDENG0dK+u0Sdz35MUhZhnrzwUIk2waQQI9HxCcL7AOYjaHpPn2N0em5cETx6iTue4osbmB6xSfhuymHvMNR4j3q+32O0Bs90hhwPkMEVYh+l975WoW4TpMbsDyoE5P0GMh6j5FJUkmLJCtD0Wgd1soLOAxeQHzO0aNRoikhg1n/pDd9f73FSaeOpe7VHmDuezYA9PccYiBpHPOLUtKvObgODBOXaXo4ZD1Cj70pyMEAI9HuKy1J/zPscS5pzzA1RVezT6oUAMB34oqWrsduczINsd4phbEuMhcj5Fzab+yvzpDJkmmPUWu9xghfTdRqPMF/3ucr/lEgIxHfvtStd7y+rrw6cxfmgQApnE3tpmHC7PEXGMlAJ7fgLOgz9cXuB2OfTGFzPPJndbE+ecL67NfbeWSBPkdHL3HLiuw603Hq+eJT7PtN76zcvnZFtc3XhL4BEq4ozFleXdWVoIgZqM/KBuLWj9x7LhCSHg52Xf+1GlCWIy8r1Y1vksVqD9YCuEf553Oe5119a9/EWRQepfW0r69+sRf3+ve93rs3U/RN3r105SSk6mY7Ikpm5bXt1u2OwPaKV8r0xvCFVIj+PPv/0GJ7MxH7245tn1LUkUQNcxShKC3vDkbI7c53RtiygFkbQ0VmCdo9of6LoOFQZMg5hESoIsJRGSTVVSFSVEIZGUNG1LU9a01qK6HhlogiOu2lY1cZqilCA2Ft225MslNo5J4oC+aTk0DYdnl6yvVyTjjDAbMDpdYG+WsD8QDDMSa9Bly3SYcfaNN4kmE+qX1xQ3S/qooB9EfJCveZrf+M0ZEArJExnzYN8y0oLJ44x4NkM4R7fZe0S40kSLMdpY+rZFWEuzzVFKoqYjdKDoEf7wOkiQWOrrG6QOCJIUoghzuyYYZtQ3S6xz2KLAaU0YxShA6AA1iLC7A9ZBNB4xeOsx2vXE5ydwJvyAUlWYpkKuc6KzGTqJcHWDzk6xYUBzdeNJg0WBCxUGMLdLnOmJv/62z3UUJWowIBhmPiM19CAB23aebBYFvksIMLs9Yjyi09ofqG+WOAvCWJrvvQu9Rc9G2H1BsJgSBCEcLYX64RmDP/8NzGpHf2hACvrLa1huwVhs3+FWW8xw4ItG9zlqOMDsDshBijqZITdb3x01HqJHQ/9Yp2O/9asbRBiQ/Oa3cMsd3c3Ko7mtxe5y5HyMHPuvsTu/pbKmp79eYbZbCJWn2xUVtmjQj05x+wPd80uElvSvrrFFjUti4ijynUvW+Y0Yx3zP5TXmUKIvThF9j5PS2+Oc8xeppd/AqKJCxLHHV1sHQiEHEf1NhS0rcA59vkCdTP325AhXEGEAzvquoyDwVregvzvwu2PBLkf8+ie3H19GW7O7HLfa4JT0wIa8RL/ePAQaV7a4zvcdiUHqc0H7AwxSv73oe0TsBzo5HkHlS2vldOwhGFe3kMZIrf22abnB5Qdc2/sBq6oQo8yX0c4md4d1NUiR77yBKypc2yLCEJlE/u/bnUfwT0eI6fjjISgMPPijqHDrrT/YBgFu7wdpNZv4x2UsrjOIoc80uSjEFV+AH8fnzkQYeutWoLGHCjmf/NjA81nWQmetf0856y2SPyEowjXt3etCxtGPWetc22EPhc/9JRHipxx2xJFEyCD1dtO6hfXm49fP/XblxySEQM4nuDjCta23CR8H63vd616frfsh6l6/lqrqhlfLNXXb8eHlFde3W37j7SdIJXh5syEOI+IwZF9XVEXFYbujLyqqXU7l4A+v32UchZxmCe3+QKQVKtCUQUB3+H/Y+5MYybI1qx/97b1Pa725eRtNdre/f6Ce4FUhPRAllUp/GNBNkEAwQyCBECUBE2qCqpCgkGpQiBqCBAiJZoCE0ENiwgCpikdb8K+G22UXnbfW27HT7r3f4Dvm7hEZmRmZN/PevFz/pFBEuJsdO52ZfWuv9a1VktNgceQe7DZHa8VWQdrpEPcEGOS1RWkIggS3zWQo3Cvqqia0DZ1AizQOT1iUeAPKWqgtzkDlHInpYqKQpmoIsMRJTLVYUWUl48MJ/dGQZpmRBIr9ByfUq4w4NiinKM6vaLzjPHL8Vj5ltthen5/jwyO+Mtxj8P4lqqhw2krGznJN+o2vEEQRja3pZkfU24Iqy2iynKiTkgx7mKpGpynhoEPx5EzYm1VG2OvQ/+ZXCLt9lFHkz87xlaVerABFPB7htGlzaBS6aVC9Ds10KSvnHlTjiAZ9AqNx64rmak7Q7xKMBvjAEMUxpltjdCjSOd8Q9Lt41SV/7wn2/EqkaXjCfh9tLapqsE/PRAblHDpY4rKMcDImDAM0YPNSGIWmxi43MpNT1zDsEwaaphLDANPv4ZsGmxdU77yH7nwd3UmpL6aQl9IwVg32yRlVJ0X3eujIwFZmzey2nZexFqXAZRn1k2foKMIf7WPvHYMGMx4Rf+l1sdBuWvvxToruSCNqsy3N1QzCAHM4Ihp2hRXbFhAFBN0uyjpxSfOeZrmm+p3vYB8/xStpeoMHRwSjIdH9Q+ikVBczCXp1ESpNYZWhihLdTdBJIq6CzmH6XVQcYudDuFrg50vopegghDi6Dsd1642wZIsVdrpA7w3RvQ560JXZHURehpY8qZ2pgx8Nxawhb6V03uHmC2GWOinmcE+YmKs5viyvM5T0SzKUXlbeWvwmgyhEJzEuCFDzJW6xQo8EeKrQ4Bp7zaqodhHGOyfOfUGILwp8GOIuLiEr8UkiDobdtA3gbYGGMWL93u+KG10U4lvQrAb9l7NrSp6ntG6ljQN8EovV+w4EJfFzIMjXtbB77TyXtyE+vxUYbDQqNFCUsq2ykv9/BAOk+13MyYHMgG0L1KhH8NrJx55n75xcn02Gd16cE0cD9HAgbN2HPa+scJdTCXpWCqeV2NC3kkPfNLjLmVinG4PbZKjGvnJW166UUtezPFpr3CbEb7Yy11XVqPHwjoV6oZQxqM9xVu2u7ur/tLoDUXf1I1nT5ZqiElZmMxxyPl1wPl/S76R0OwmbfMs7z8751ntPCZsa4+F4MmS+3LDebFhMF6QHE55ttmyzLfvdhNBBqA2qLklNgI1jKkpcU7MtSyKjafKcqmmwVQVVhTIapWqCxqKdpwk1zhpiD6qsoXaYNCAyiny9xXYSrHPUeYEuG9ZVRXc8ROuGMO2ChqjTwYUhTimC0QC++x7kITaqcEUpAcLf+R5vr2a8X2dUrVGEVoqvPHiNn/r9v583vvE1Zr/5bS5X/wMTBfiqkUyaJEJHAd42hJ2UwVuvk09nmLUmjGLCOMbEAaqxNFmG1oaw0xG76lCYChOlRP2UYrrAbzKcUngF9fkVYbdLfO8QfbxP0InRowGuthSPnmG0JnpwTBiFsnpflsQPj3FVw/Y77+GbGhNFwjJtCurNFls3BOMBTS6zJ3a5QnnkcWWNNVtMEhNOxrhtTvXoCarXI/49X0eFIdXTM5rzS7Q2NFlOeO9QbLVPL2myTAwCophgMMBOp7LyH8f4TUazLSAM0Vphkoj62QXlk1O0MagkwhQNxW9+h+DhMbq2uKsZ7mqGv1zggSCOUMOeSOFMgNKIbKplFdxyhTk5JDw+FDCnFDpJUIGhni+pvvc+5bffuW4mg+EA/eAI3U2xZUX97AyMhjgmuHeEe3KKPZuiOjGsMtleHGM6MSqOZaB/b0i4WOKKWsKBJ2PM4QQ9HmFaVsWVtTBNQSCzSNZJHpV1IttLU1kwaBoBTlGEeniMm69RxmAm45sw3n7vpXMnwWiACwNcY7FXc5QG3esKiFlnIsHb5vIe63fFUn2dQZrC7eyrXUjwh1X7Ox1H+G4Hn2XYqhJzlsN91HIlIC+J8XUj4CkM2+MYYadz7MUVbAr0/UN0p4NfrSEMUEksbEkkVvPeO5T3+G0urnBpikrTDwCoaxe01VpytTyoXaCvbkFQWQkAeAEEKWNEMuqcOCLWNbp7A1hUGKLGI+z7T7EXU3QnIXh4/yNtqgVsH2MmY7E8jyOZ3/uYEumhMHdqm+OultRXc4LjA9RkjBkNXv68bQ5FiWrnv3y2xW0yzG5uq6jknm8ZZMoKNhm+dYX8NKXiCH0wkbmuxqH2up+rscVd3dVd/XjUHYi6qx+58t5T1Q1JGOKcw9M2FQrGgx6L1ZrZJicMAvpJTL2uqRqPrS3DXgdbV2TaEBtNsS1YlCV2vaGfJDReZnmaskQBKQYTh9SNpXKOqqiptSJEERtZTO53EpT2dLzH1o7SlQRKiR20d/i6obGWyHuZvYoC4kiT6ACXxBR5QdLrofoJ0f4+jYNqPmOzWNOs1zRFTmMdbLdchYrzynG+La7PRzeI+MbhCV8/PGZ87wSVVWzffYT2YOJIHLe0kvDYNBXb7jgCpamnl6jVBlOUaGNI9gbYsiSYjGneziiv5ugkJunvwSanOr9k9T/+H6rjA8qzK1yeYzoJvqwIRn3i0UgsovOc9Euv43EU508xJiB9cEz64AiVptTnV+gwItrfJ3/0BOfEBa2pKrw2hOM+Li8I+j1Mr4udrfFG4bOCeH+EK0t8XePWGeFbDzHdBLdcynEGAXY6Q3W7+LxA93t4a8VeOtuio4jw/hHqag4HE5RtoJNisrXIFjdbsfGuGsI0xYwGRPcOUYHBXlzRFAVhHOOsRSlH8+wcULBcCfPRaaV4vYSol9J4xH2uDfysn50RuEMwGmMdJomfc79yZSUr/Ku1nIe1pr6c0ThP8uZ93LQNje31hfHSWpzHnl3g8gwz2cd3e/irGUQR4ZdeFxZMKczeCHt6IcHAZQRJjBn20Qp0v4ce9cGDW2U4rTBpgn54QvX+U+zppbgNPrvAnl9gjvYlu2osxgvqIJAw3I+ZofDeS77Uswua6QI3F8MGjvfRfTGV8NaJjC9qHeCMwdNalUMrYVyJdK2ToIf95xpsZVqJ3myBa6xkZTVOwl5Nm+PkHGpvBEiUgApDkdG1+6/SBHN8KHNAw8HNvhkjZh77YzFwyPJ2fshjzy9RnQ7KKHSaCsh9saoav9mK7bnRYsm+WuN7HVQUovdGuNkCtxKraZl5ave5k6L6XfxmK7NYcYQe3oAB5xxNC+ZxVqzWRxuRZX0E66LC8GNd/D5Qu7mvNtiYIETFYhjCYoVPkw91QLxtIY9SfO6pu4iroUkOPvfXuau7uqsfn7oDUXf1I1dKKbppzOV8xSrbMlttiKOQq8WKoqgZDzo0zpEmESeHE7LQcHU5Y7ZcoYwi2xSkGjbnU7KiJqwsqmkIoxA37hNkGVlR4jTgvZhvebHNVY2ltBbrPXEYopXChSGdICC2Fu88gYNIeZqmxjROnLwiGcbuJhFBHNM4R5DEmMMJTVHTHw9Jel28Bl9VRFpTzJY0pxe4IOLJIOA09OTGQyMA6kCFvG4DjtcN3aQhPYlxVU3x7IKOhmg4pHM4od5s8KaH3m4hiqnynPpySvWb3yYINCaKKWcrbFFSzVcQGAJ9iklCwjSiWWVU6wyXF1DVVBdT3HorjWJoJE9ouSKa7KF7IkdzVY3XmvrZFXaxEhe9qiJ/coqKEqgqXFVS/+ffoLqa4jZbVNVghgJ4GPSIxocQxag4xGU3r++TEJWkEEYE3Q7p6w/QHppBFzNb4K2l/N4jvBEzi+B3DTCdDtXllOLxM8LWrjq6dyj7mhXobir5VFWJxuCdxwWV2P0GgQzXj8UNzb7/BB/H6L0h0cN7uMVazCScx+BRwwFNX1zj/DZHP7vAHCaobgfrLOp8hreWYDQS5gsJYVWtOxze4xox7lDdrvx8nQkTdzHDzpcEgz7mrT7qYELz7Bz79JRmK7lUajoTOVW/S/DGPVQYSqOvBcwFbzzETcW+28QhweEB5v4xpgUi6nAPtS3aMGWFPbtERwE2MKi6wV1MqaoKc7UgeHgiDXia4FYbmdtpc44+rNxmS/POY5lZ2mS42YJqscIslujxkOD4UCR4VS1MR2CuA2t3oMNezUSSFQb4+RJnrViI3yo97OO0RhUlrq5Farc/AhAQstmiDyfyxzq8Av0C06ECg+p18bOlGC6010WHEjyrgwDvRbKptqVcL8BvC3yv+3Ibbe+fz6IyGrHWbK25owi1P0FrJb8zBrctZH7KaFSvKwsDbXbTc+BntcE/OZM5wDjCZTn29FJmpj5jm2oVhW1e1QZfVHjAdHqoNMavtx8KjFQS440RaV0LwvRtR8YkQiWJMI/GCHAeDz81C3VXd3VXd/V51R2IuqsfyZoMB5Rlw7cePSY0mnv7EzbbnOW2oJyveXpxhXOWbFuwXK7RzhPhsNuCOArAhsRBiIorwl6KLnK6nZR6taKXpgw7CauqYblYsC0aKu9QTYNp53oCDaH3mNZqmUGX0fEBMZCfX1HlJWUYYlwpzmBK45IInEdXFuU8VVmiTi8hTVDxPnEaERpDFQS4fofFcsXToGQ2jnBaGhLjPA9UzNcmR/QbTz5bUG3WaD3HnJ5RTC+xqy3x4T7mfsrgy69TzpYSLrs3xHlPs1iTv/uY7eklUTcmHI8hVNhliTEp2lvKqwV7v+930zs5YPG/vs3mu+8SdBLi/TGuamgWa8JejPIBvrbS4K8zXFmKVKyTUM/mgCMaDbCzJc3TC1xZYPaGxF9+A7feUrz/BJSGqsTWNa6u0VEERQUWguOE+OQYv91SPj1DaUVzdiWzM2lMcu9YGKz1BrXcYA73qNaFmDostrgwoDkd4joRdiuOcXaxxj8+w79xn1BpdBShQ4MOIwJvUOOBOFNtC5QOcHlBs86kkfUevT9BNw0UFdv/51vi+rat0Ed7hMeHmFGfwLrWRS/HaCMMR2OxdYPqpZJfNR5iL2f4sAUJ3stq+d5IZm6MwS83YtKxylAnB7iixD4+xXVmYC10Wye9KEJ3YigSbFFi4ojw4T2Cw32xzW+DqdV8KTlPo74A150ZQF1fv7dUEGBaqZMrSlxR4YoK++wcj4duig4DmrNzVCeWmTtbo5MUsyeOaP4jLLD9NhcHv5Zlcgo4v0KDAN+TQ5kRGg8k1ysvxG1uPIROKoCwrK7lWF5rMWO4Nd8EbT7RsA/DvuSeLVbiRAd4Z1G+nZ3KC9xqA3WNjyJhIa/nc6wAxLTAPj2HukJ1WtnZtoB1Bv2uzMktN8IM7Q2F+ep1Xn4OwhCVpgIiwgBfCsDzVSVW8o0Ya6i9ESiFPT/HnV3hi0JkiKM+an8P/RLbcnGadBKobDQqDvHb8prB+7iSc7GWuaxOIsYYH8JgqSjE7O/hr+b4VYZGifRym6Pi8EPnsFSaiLRuvQWcHMetY1FBgD7YuzaW0K2xxF3d1V3d1Ret7kDUXf1IVhAY7h2OycqCsqp5//SSoq4pq4qmacBZmrxkdjlllZd888uvczDooeqG5XxFEwR00pQoMtJ8bTLyvCQyhgrPcG9Ip7Hk8wVWWZIwIFCtG1XVEDsIi4o4iehpQ1xb8tkc5UDnJVG2xccxlYcYD1Eg8wmDPr1Bj/n7T6k2OREZKo/YBobmPKSThJwZx3lqyCIFkawedyw8rAPu6Yje4QExiqYSyaIKA+r1msVvf4cgSYgHPYr5HP0sJeykdA4mMrgPLL/7LtV8QZNtwTWUl1tMkgCKZNQlHO8J6Msr8DK7Et/bJz89Q2uDiQxNVdOsVijXxQw1upMSxiHKO+rpivjeAd2vfQlsgw8MbrlGxQm+amiWJVGckExG5Ms14AnGfeqzSuZHtBb53mqDqmtZnS9y9HhI1DIB1cVUDAmKAtPvobpdov0J2//127iyIQg0dFNq58WFbrHCuC7GOXScoBW4QQfKmnp7hUpjQoboQYfgYEx9MYMkJjzaJ37rXjvT4sE2BJMRyVuvUb/3hPrJM+yTM8ygR9BLRVL37lPUN94iGHfEAfA4gG9+Gb/OsNkWv1wTnBxiDvbwjaWerdCjLkELOuxqgy8rooMJPi9pHj2BspQZk26Kny3RJweYNMHjse88wrx2D7M3lGY/EqBuJiOit17HOyssl1LY5Ro3Xch8kZfw2eBE5E1us0V3u6heB++cBKuC6FVtg72cCTu2zlGLJS6JUdqIVXuSoBdLzPE+KoqwZ5fCLoyGL7XCVlqLBKysaeZLVFHBeCCOc2kHu1ij0qmwKeMhajwCxTXj4tvsmt1cELu/PwolxLEYYGxylFbCng0G+KuZyCBXa1QQoXspfrVGPbyHWqxpzi7E8Q5QcYgeH4AGP19AZxfwq9FxRBMFqKLA277MNnVe3virwKD3x7j5CuoaNewJiNqF+8YxvqywVzM5zsUSbxsB1k2Dz8WN0byE5VJRCFEsTHESip39eISKnpfV+abBLddQ1vLZNOyLo+TlVI5XK/zZClVW6MPJB8CgtyK/xYM5nGD2hvjlBqoKghA9GX30HFYnfen+3z6Oa8fBu7qru7qrL2jdgai7+pGtIAg4GA34zuNTzqYz0jhhfzhkvdmwnq3Y63Z48I2v8vjikpPxmKgTM0piyqom7qeUm4K4cSRKURpDjifqdjGbDZvNFls1BM6xF8d0e32KbU6RSS7UblTcVBVoLVK1xRplNIFzqLohwFMaTYkmtJYuhmg8QGU5RiH22xq0dWTZhtm9MdO+om5nNvCeUVazd7biOBQzh3DUwfQT4sBgs41k0sQJ1FuaxYbkzREmCKneeYJ9ck7nrdeIT/ZpyoomL1l/712q0ynNfInzsp/5k3MIDNFoQHw0IX//GT7Lyd97QjDsYWdrojShnq7YLFbYpkE5h0GhjZa5mM4A3esTDHv0vvkV4oM98rffxzY1HkVdl1gNwWQPrKNabKhnS+wqIxiIjNF4CO8dYeIY0+kQHO+jI4MtG/xiAa4R04owxG1zmssZOjL45Ypmk+G8F5Ypy1BhQKg1Koqxm42wOkVJuKfEinvd4C/nItk8LyScd7EWQNjvoHt9wtdOiB7eF5e9NEFrjT29QnViotdOaJ6couOI6I2HKO+wixVuWxKM+8QP7uG1EhOKyRiXJvDM4pMKiorm/WfY5QqvFIEdYdssnt18iE4Tkq+8gbt3SPPsnPrJmTjnFRV+0CUYDqRJ3eYEJwdiNlBKJlhwckD4+gN0KrNqLgqx8xV+vpDHpCKV05sMqvrGSc07mR27WkiILKC6icyLTUa4bItdtHNIcURwOEFZj/JecnlQuNUKd7UQZqtu0Pvj5+Rm3loY9tAHE5r//T1UVeHLSkJ6ncMtFjRXU1hvMPcORR538Pw2VBKjuil+LXNboDH744+Ue/mqwm1ykeShMGEoQL2V1akwwM/m4rIZRqi8gtUaIpEn+sdnqAcnwpKBMFfOiYNeWeHDANPt4FES9DoYXc9Q3exDDXkh4C9NMEc38kNxv1zjrUet1vg4kvtAa0hiATNpIuwhgLUvNdVQ3Q7mtRNhDbcFajwiePOhhOh6D1mOq0r8fC2yxCTC5zmubuQ+qBsx7liuhRVbrAHEFXGXRdVY3HTWzoKJpFAfTFDH+8KOan0nvburu7qrH4u6A1F39SNdk9GAN+qGZ+dXODy9TsJ8uaKuG/oHI7Q2JGnCcr2i43tUWU43Dkm0wRYVm8UaG4SsNhkDZQi0g16P6dWKXmAI+z1q5wlCRRyFhGuL1hACjZOZc7MtiAzEHjo6IogiCu8xjWPYeNAN3gWkyqNnc/LFSpzhKks2GbB684DtpHvtJBY2jsnFmr2sInBaGqyOwa7B5jXYhmY0xF4tsHmBDwMJwFWeZpOR7o9wZYN3lmqxolitcNYTdlNMEMpQ/2qNR5N0E3F+G4/QB2OqpxeQ5USjPpHR2GcXJN2Y9Pd8g/lvfpvmaooPUkwSkbx+QthJscZg4pj43gHKBJgooJkv0Z0UHRhseIGuNenrbwgjU1UU7z6ifnyGbyqq0xkEGtXpYtKEoJvi4oggiSWoNy+p5xKI6p0VN8DSEpwcEvS74lT39Bl6PCZ66wHFb/wOdr6GvSHaAJsStVmj+32Z58ly9KCHLypx/Vtt4O1HUNeYB/eJvvIGQb+D6XeFYbiconKxFScOqB+fo4zCHO8TKrlsKoppViLPUkpDGgvjobSYBJxf4ZsGbQwaj0NW43VoxHikZQBUGqOTWMBGm2ullCY82KO5WuIbh9oIy+mrDarXwxUVCnB5KazYveMbd7w4wuzvYacz3LNSmmUFbrYU6/5hXwCKc5CX2LKC9RrV6wpoW2VQVAT3jzD3jmjGI+xyJQG6J4cSGFyUuMWS6nKGyraoQQ9zvI/f5rhVKIG8bbYVLTjTB3uE6iu480ucdfjZHOUVugVkxCE+DFDbHLYpDG+BKGPQkz18p7UZD8zLZ4/a8s5hL6fCmuyPRTZnG9hu0d2O5FotN8KExbHM+ZxdiMTzcA/vPU0S4VZreWybQqs6qWRXrdaoxsPRAewNr2foQExCWGdiarLeyD0RRfjACPDYWb5XtQTsoqCT4C9nAmaGQ1RZSi7VeovLtviyQusJuijhBec/ZQzm6AAzGspMUusECYil/GwhWVwXVzAZwbCHiiP8JpfHeQQcLdd4oyGIxC0xbOWFAHmOX7fBxbrN4FquMEcHsqD0MeWzrUigHR8rGfxBlLhA1rLvnfRTBQnf1V3d1Y9n3YGou/qRKO891jqM0c8HbirF8f6Y3/vNL/H4/ArlPHvdBDvsMl9nWOeIUFw+PWeSLOgqxaDfJeh2MEFA5T35Zk3+6Bmb2YLIOvLKUWrPW1//EqqTcv7oGfUiQ3tLp5YBdx0EpKoBCwaIjMFUFltWlE2N14og0HRMQFGVWOdpyoJybqnrmsXBiNWDMXXvpgka5A0n05zhqpQgysDQ+AbfeHziCHyDrhw2y2nmS5gtacoaFWhsEKK0pl6sKOc9fF6iBz2ax0+pqxqdJHQeHNG5d4R9/ykVHqcUJo4J0wgz6hMO+9i8INwfoZUmuX+MspZoNMBFhu4qw3Y7NHVDM19QLzOS/pBw3CU8PiCcjGnmK+rLGTbbojsp6ckh/uQI/+QUdiYBKsa/9xQTh0T3DjFJiooM4cMTCUM1CrUtaTaZzHNoIC9pqgYTarz1uOWaoC+Wx66uaUpLEgRQ1eI0FwekD+5hNxusDohOjgn2x9jLKVVTo43BWQvzhTSVtRVXuu0WHRmC0Rjqup2FKtFRgOmkhK8/QL3/BB3HRKMRdb9H9e5T7GINSUjy+n30wR52uZEV+tfu4999hCtrOfZsg40CgtEQFQ2EhUlT7CZDBYZgf4IKA9zFVEJyL2diQJCmBMMuvpmIKcSTU3wUwaAnJhBpLE5ugz6qk4hlukfMD9IEde8Ye3oFF4/EZCEvcI2leSxyRN1L29ysBj3ooY0Wu/G8wK9W4IAgIJiIFbcYcmQS6psk+LI1gajEUc9tc/Sgfz1rZadz/MVUQlONRq02hCcH+NEAu1pjrQVl5Bi6AiwUgFZisPHC54EKDOol1ukvrUZm9kgjkQUmMe5yhh4NrpkUVzf4vAFjMOMRtqyhrmQ2zrTMinfYxRIdBAL0nJfGeziQ8x8E12DANw3ufIp/dn4DvrxDHx+ihq2xynqD6aRynrdbXNWgELdRFYYikzwY42cL2d50IczhoItWSoDQ4f4HAm6V1h8AV76uRaaYxJAkkr202cKgLzNaSkESQZ3in53h8wLV7aDHIk30VXWzLScM2DXwCQzUL2fGXixflHJPI+fOzQo0oD7EDv2l27BWgF1RgGnv+Q9zAfy4ba03uKu5zLR55LoeTO6A1F3d1V29Ut2BqLv6wldelFzNlzRNQxgG7I9HJLe+NJVSjJKEOYrpdM7QaDr7ezybLrGq4eL8ij3vSZqGUGlZ3beWy9MrwiwjXKwoHp9TlgWdOKKynrqpOH92xuHBPkkQEjY1OoopkwZbFKimQSOMVACkSlNjaQCsF1mOAqeMsCtBSKlhetxnczyUVV5AN47JIufesmRQ01pWg+l1xETAaxh0UU2NXa8xYQLG0OSlNGYKAm0IkwC/N8agIK9oFiuZ9YpCaf6amu2ZIdZamrXGYgJDaAxhEBENe2ivcN6jjUYFIXa+gLrNNbIhKjIi1fFOpGJ5TlPndMyYaDCQsNaRp76Sprd5ek4+k3DT8OQYu8lw3tGcn6FQ6EEPgwdb48oa4yBMYmwc4Lcl9ZNT3HyJrmpUVqCHYnduDvdwxuCzDXqQYmuHVgoai4qMmCyYADNICLoJVRDIfFIoNtlBp4OeDPFGoU4vaBpLMBkRKIWPI9x0iR8MhEHJc/zZuYT4ph1UZNAewoOx9IG9lOCt13BZDk1NMBgIi1Q3185jdpNDHOHLWuaSHj3Gv/UGethD9boERmG6KcHeGNPrCODY5qh+BxZLmsenmL2RGAoslxgP5nd/DVVbmtMLiANxi6sb3DuPqEoJ7VVKCds1GYkxgxcpGyaQjKTGgvP4wIiRWlniLuf4fCsyvrLCzRaYwwmqm0q2USBudxQlWht8YsRi/MEx2Aa33Ij5xGqDD0MYD3HzJf7RM9jmAu76PZn9qWrMwQQ97KOTBF9Uso1LmUnDirPlp22Qr0sr6KYCxCoBRvR7mJMjeb8tVui9Ic5aOS9hgLl3gF9t4HImYLs1tlDrLTYV+aPfbFFaXf9Ot2Gwvq5xT85w7z/FrTb4OBSJn3XCepRd2SfXutdtMvzVXO5hE6K0gX4X3esK6Iwi9P4eajiAshSzDBAgsck+AKJeWjsCTYtdPP0u/vRSHPDiCNUXMw2VxCjncBdX0Bp5sM6eM3ZQYYBXwpALwGqDaz8GQIEE7WLtTaBrUQrz9UlA1GKFX6wgDKApcGWNPt7/yBmsl25nx44ajUo7AgLXGRQF9Lofv4G7uqu7+rGvOxB1V1/oahrL+dWMoijR1rHMc4pNzhtv3CdovzTzLGe7XJMC4yQiSVOIItabjNnlCp0XhLUly3JwlmDUp7zckj85x9YWU5aoYou1lgyZVepbS7Xesq7PpHFpLF4pokDTIG8chcxGRaEhQBiqAlmY7bYuxk1TUx/vs35tn3x004jEec3BNONwWdELA8JOSnIyRG1L7HZLbR1ukxE3ntouaSqHx+JNRLNYYKoGNRoQJzFKOYhi4vsn0qgu1mgFdrFAJSnh/hjVSXGLJfnFHFNsCRuPq2sJgT05IH3jAX6+hP09mvMLmnVOuVwRHkzwdYEeDAQ0rTN8VRJYizk+JJxMMEcjNGCrEpflYpPdNCilqGZLTFXIfhxO2H7nXfR8KU2sMVgNzeMzgn6KH81psgwXSfZNkKZU33oHu5ijgwicpW5qKHLCk0Ncv4eKE4JJiKtL8BaX1zKvM+jjihrlJWjVzRY473CzBbqToOMQX5Sofkfm2tY5VoMua1x3gQrekHywb72DKyuRHFUF9nSJefOhmGDEEcoYontHeOuoT8/FacxaXFGKAcB0hjs9E8YiimiuZvgnZ6iyxu/vo+4doMoS04a4ukjYNBUKq+G0ws1meDxaKVQQ4lWDjhOIPKBwZ1cCaAKDm6/QyzX6J74uwO3iCu8cZjJCdzriaOeshO/mOd5okZmlE1SnK4xMY8Vhr7GobiqmFcZIEO9yje920d0UpdV1phWhQaU9YReuZviqQQ37EnJ7McVHoYCi2RJ3dglxgmqsAIQgwBwf4DaZ5Hhp3TrLRcJmdVJhH9qZLxVFn4gpUEGAGQ3FijwI0HjU3gjduuf5fhd9OBEDlPY9YSYjvBfG01/O0DgIQnH4WywFEN0/Qh9MBIjtcp7CsLVPz/BdAbJkWwhD8FZAeZ5DHGPG0rj75QbV6aC15KD5bCu5TqOBPD8KJX8s28prXR/Yq/jttRUGElS83kAcipX7vSN8Txh5BiLNQ2s4PhCJ5yaD9VYkbreDaeMINerjsq1kbQ16YkzxKtdCyULN9Z5bJ7lSr1i+sTKvl8SoKJQ5r7VITul9wnZmZ8HeMmrXIPAHkFl1V3d1V/9n1B2IuqsvdFVNQ5GX6LqmyLYo77l8esawm7J/fIBSimIrjltBGJCkKUWeY+oaDZw9OWWzyQnrmjLbYDdbBmHIntGMG8emsZRlSeRA4dHWouoKlCEpCuosQ1sIvKNeZTTAbl18t7hramFeQmShN9AGFxtWJxM2r+9j0/YZztO5WnEw2zKab8FDnCQEWhM6TxwEVJsZZBkaD43DRQFhXeNjg2kgrGt03sgqdiEmAb6yhJNUhuRrC3GICbrY1Vb2fzSgOxphZysINUHc5h2t1oT7Q5LJGF02lI/P8NstqqxguUR5hen3JbBzviIeD7AdaWCVRoJkp3PK6QzX7eCTWOaV6obm7AI9GuHWa+rzC0yoUSrAXl6hrCM8jGUOZ5mjcUQPjgmOJ1BZ7OOnBL0ORiHBtYt2m4+fQb+HPhjL+Q4iVBwT7A1FrtSyUWnbsLvFBt1LMP0uzOaEeyP8gxMJAj2bEbTAog4D7OVcAnH39zCTCcGgJ4YBmw3Ge7ApXhlQCt1JRHK3ybDbHD9fimvjekMzX2CGQ2mWyxrqEGpPffYErwymLHFffZ1gfwIoyWqa7GE6iTTm8yU+iSFrcPWa5mIGWYHTa1Aa3U3ReYnfFhAZvPK4sxlNryO25OMBbr3FzxYQRQKq80KkheMhJsvEHMI26F4XHwRiOW4dbCU4mThGHx6gFNjZQvZLKXxZClhC3UjunEMN+8IoLFf4xqIne5jXTtAnR5DlkscUhrjpHDtbiFRtNIDLKbYo8KMBqtfBTPZgbyTAZsf+aH1jZLCReSrSVIwkPibU93bpYR8fheimNT7oJNdNswqCG6t35+T3WkuAcBKjrJUMscUS1e/hvZP7LS9FrhgEYhqxY5asFdBT17jAiJxwm0v4b78D3a5ICW8ZT6jQoNIxvlPIfh5O0L3n3f1UJ8Vn22vTDxQfOQv23HOVQk9G+EBLIPKgL2YTmwyXl6iyxO+NhI0KDPpgDMPezVxVaxTh1xthb5xDBRFqb4D+JPlTaYxKEgGsWoE211b1r3YgfCCc1+9+/glLGSPXfLESMNbIdXvRyfCu7uqu7urD6g5E3dUXu5zDWku+3tDpd2kaRwyU2RbbNARhiNaKqizJNxlP3n2CBwbDAdvLKVQ1ZV5SlCV2uiYpCxoTcB4ZxnFCH0dpxQ2tV9XYokQDzjh03RC6Bld7bq3/Xr9pDJC2f1tkbKQc95i+cUB+Mr4O0zRlzejRFePzNV1jiDoddLdDYAI64z6R81AU1JdXVOs1LJYoZYijEGstXkNkHUEvIQ5C3CanKUt0VeOdxStP7CEsG6xrIAowRNjZknq+xnd6uMkGXeZ4BzgrsyDeoTKR0/j5Ep9lNFlBMO6jLxaYYQeqHBUn2HVGs8lQCxl+V1FI/a3v4tclnBzgDif4VYZPIkgT/OkVzdkVqnESqosnTBJMFGK3OW6+Jn7tPnrQx85XqLygefsRTW1xszkksQz35wXOeVxe4PNcGvB+imsczaMnqHIfLqfSBFsr+T+H+7At0HGEGY8ka2e5whwfopMQ101plhvUsEfgFqiTI9x4iDrYF2MGo9rGshKLaWTORFuHun+MTmKaR6e403OaxQbwqPGA4K2Hwh5VDQQRqqxRrkENu/j3KnzR4IddooMD9KiPL0phLJZr6nWGtg06itFvvYbvd7Hfege/XKGPD0VWtckEDB0fyrFmFWZ/D/ISmgaNgsDga5m30ft7+HZOx1/OUEf7mHtHmDTF5SUMuujDfezlFX62FMlbEosTYa8j81QgLEtZo5IU3e/ilytxp1MiZTMPTgCPW60J0BJq2xejFLta4xZL0AafS1isOdnHR7FkACWx2Kpvtjhj0J0Ur/WNYyBiROA3WzFaUOrGyOCFcN2Pqp208SMfs2NiXviZb1/T142c3yAQ9qQ1eaCqUZ1E2B4EeOkgwLZudyow+EEP/fp9zMHkuWMD8P0uXM3EWMQ51GSEGg0/uH+77KpNLv/vpc/J7Lz3UFYCMMLgA/I2FYhTJIiRhTs9F8DY70BeiHQ2jm5mu17cz7zATeciBwwC2G4lMO8TgCgVhuijiYQROyfX/1XkiLvnm1348UKuh3Vi/R5/uiBhNRrI4su2QHVCAZffr3z0ru7qrn5s6g5E3dUXsuqqZjNfUlcVuijYrDc4JSvEo+GAcDfHAcRJzHa54fT9p5w/uySKDSYICE3IwbDHoJPy5OyCjfKkkUi58rIiKyoOooAoCth6T6AgQmRuRgcSXGk9ES1AQkDT7is2RACUN5r1gz3WbxxQD26amnS24d7FmtHVCpfXhGlMEgbS6DiLDgy6E2FLi8Li1g1kWwIVyMq+AhMEqDTG5SVhA0GocWFEU5TopkF3umjn0EVFoD00YoZgvcOUFXG/Q5TGcDXFmBAbe5rlhma6AGuxRYX1ChOFhMcHcDkX+c6og1usoWokA2axxmqgLPB1g0Wh6gaWc+qqxJ6eQxyjRgOie0c04x56U8B+n+DsEm89Qa8j2T9xhC8K7NVU3OGyDHt+hYsjbNVAJ8JtCur3nkiWTmAkGyiMMGmCsh7SCO+13AOrteTODAc06w3aOnwSYcJAQEFgqPMad34lzmeNxUQBzllsbfFNQ3C4T/Cl19Fe7LD9OsOj0Mf7+LxGOQcawm9+GR1H1N99H2cdatjFPjnDPT3HzpcEX30ToxqRbq0ymIzQcUTw4ERmiqpKwnE7AkzVakPz3XdBIcYpeyOCYU+CZZVHeVCjnkjRolAAxuGeZEZpjT69ENbmao7XoOYrGPbBSbOt6gaVxtjTS0yvIwDsYCLSwDbs1vS72PFC8qQAPR5eszxmPMR3O8LQhOLeRlXJPF4YYIb9a3BiBs9Luly2hbJGnxwICCpKKEuY7MnsCeCNQW0L3Ok5/uJKLPCjADUaCltDaySgtdh9g9wPjf0MP20+vHxZoaoGl63xVwu8NpgHx+KImSTiDJik6L3BjdFCtwOTMXqT4dME9foDkQ9+CHOmBj0wGp8VYqrS634oy6a6nZcGz3rnBFhczeXzJY5RD44/wGZdl7X4xqEHrTtgEkt4sHUf2hUI+1aIoUfrQOmr6iav6xVLhSFq+OosIgiAk3lRDYMeOmzZP61Rvc6nNoJQxojr4N4Lr+e9zMRluTB+/R7qw87lXd3VXf3Y1h2IuqsvXDnnWM/mlNuCMI4YdFLqToc4Ckm7KQGKKE0xt744PYqk3+fk9YA4CsiLis6gQ77pEnlHejmniiMarVF1Q1FWKO+xYY9kNKazWuHWGVopTK+HtZZmK5LA3Z+w/bNTjlTdmMs3Dsge7uND2RdlHZMnU/bfu6SzyoniSIbKlULVNdo2qMbJCmoUUgPOOqgqgsoR4FBJhA8NznlMFBLEMXVZoZQniGPKbS5N/TaXrCdtaIIVxduOerOhqUpU1aDikPT4kLjfpZrO8VGId+3Kfl3L4H/VoBczincN4agHQYTGEHY6lNM53jpcUUoe02oN6xzVVOLvjsKXDcZvwQxgtsJ78AcToqMjXLrGGYPrdgmsFaDT7QpAsWKmoFEQRriBxm1zVGQwYYxezMGBbRr5ea+LjyJUL8UvMgELb76G1gqHwj27wCuNqmrs1VQc2DodTBLTXC5RrsZfzWiCAJ1EuNEAYwLopmKV3ViYzvC9HnpvhAoNLssxPRm299scwpDg6EAYsZ3ky2iazRbfNPiLmbBQwwHm/hE+2+CqGqwleO0e6vX7+FWGKwtUHBIMeljrUGjsxRS0xuxPpME9vZD5mm4KRY07u5DnTfbw51e4kbiqufkSEwbYbkdc3Y72Cb/+FmQF/vwCn8aysh7JrI4aVdKI0+b95Dk4L7NJVSPytOVawFrbrO8aet80Yr3dymopS8kzSuLnmmjfNPjZUmaHpgvU/SPUYQc3HMB0jrYW5z3OBKiipDmf4qdTdL+PH9aQxrAQWaNqZ19oGrHFbnOZdF+kaESRDCHuGJhPOC/1UeW9l1Bdb9EP7uNHI/x8JblZw76AvMB8AEAopYThaOV6H5eZpJSCXlds5T9tbQv82aWYPXgH8wW+LFH/11dffj6MOCH6ooQ4EoAbBpKnVtXXoPlaxuecHPvlHLfKJEg4Dlsr/E+hpfsE5Vcb/HQuckmFyCAnY/TnaP7gVxthB8NAzFfKaWtA8eqs2V39n1O+rG5AfBK/konKXf141B2IuqsvXNnGUhclcSfBGEMYDXHOEXc6aK0J45DeeHizMg1Ya9k72KPY5pRFwWy6Ittu0GlExwQ8vH9IXebk8xVdNINuSlhVrPA42xBHIZ00ptKg0aimwWiNcY7dqxgETG2OhqzePKQ4uHGUCjcF++9fcvJ4ej0jpYCmlAwf3f7fBwZvQDlwlUPXAYHRmNrRlIU01Y3MNfmqETMt72g82MWaerGWxhFFs81RRU4TRgTZFvSlrIqHBldV4hJWNzR5jipLbNXQlGU729KyCnmJ09BczVFVRZh2MKlkC7FcQyz2z83jM8hzSEKwHldUaDw6jkUe2DbjOIvKNjTtHJeeSygpzuEqi89yFJr4628SHh/iL6e4uULHPVxj0c6jjUJlJWbUh04CT04FSO2P8YMuunaowmHa1/TbTBy+mgaVRqiiRg1jzANxBPTnV+jDA/SgK7bhZYVfrLBxTNBLsYBfbyHtoEcDdLeDfnCEWWcSNtpYdJJIcGwgUiYVaNx2KyAJUEmE0gZf1+hujLl/eB3ASxzJNg/2xCAtDDGDHuX//i5BHIq9eraBbItdLdHrDaq26IM9gjCg/u57uG0BzuGriub9J+hpB9/rEiQxfp2JVXbTEHzpNczhAb4saVZrVCMSNDMayOs4MUC5njNaS3i0v5qL0cL+GJ8X2KsZJgqfC7klLwS4pwnMVzJ3NVui33iI3h+hjAS6+ukS1msxtlDg3n4EowHKefRkhDo6kDmzxQr/+BlEgRg0jAaQtUyHdTdzL3EEzuPOL25YD6/E+U4h16OxAgDTDur+4XVO1vf3QeQkPyiOhUVKBIyqo/1XAjw/yMDZne23iiNUp4OLYnH9yzLUcCA5VNlWZLxxhI8jAXqLFWxyYf/GQ7GpX63BepHpTUYCwreFnN/JSLK7ZjMY9NEPTz7XhtI3Fr9ctYxfm5+2zsQ97/MENG3ExA40+fVGjGi+j9f0dS1gH6QR/4Rugnf1wymfbfGt3BaUzAq2s5t3dVd37+K7+sKVUjKL4KwTB7emIYxjRocToiQmL0rOpktqa+mlMf00JumkLBdLkiRmOl/weDGn9hptLG45J84yBhZSDZMkIohjbFWTbzPMOsMkISqKScqKpioJAB0YjFb4xtEEhtVr+6xe36fptPp77+meLxm/d8ngcsXttsojsj+PzEvtgJRvrOSR6EAkWmuxSVYOtG0b3KrGNVYG1rfC+kRKUwcBvhSXwkAprJbMFl2VGNUOwncSgjTCVQ2uLLBPL/Dnl+hRj/jBffyTU5qiQkcxztaobYFxtayyRQZz75DkjdeoL6ZE+2NcVVNenkmekvNi3R2H6CRC7Vzeogi8BafQe3voyQSKgma5wXc6xAcTWUSOA0y/j9pk6L0hWEeTbbFlhYkjNArb1OKgt9miex1MrwOH+/h1JsP2gyGml6IulyjnBRDNV1Bb3NUUpwwqDAiPJpg0hcWaprawneMeP8MN+uheR0JLNzlNU4mNexihRwPM4USYlqIUSV2atBIncz3L4sMAqxV2vcU/PsVr0PePCA72IS/Q/R46CFBHB6i9kVh+t/Izk8QCUJEm25WlNL/rDB8nmIMDyEu8kXkkPRrI/qpWZljVsMmwqxTPJeq1E1TL0ugkhVbapIKOzIatVtDryyq6dTLPAiIX3WwlMLWxWOewdY3ebMWMYp0JO3W0f8O0OI9XCrXJRF416AJKcqTSGAY9MVUocuik6DAQt8ff/q4wpwMBR7v5JBWF2KLCB0bYr2wrYcDrTGRoxuCtxV3NUc6h33gAmy3+9AKX56jG4c8ucHmBfnCMCgOYLVF1ifrqW58axHjvxZikqcVUo6zFCa4Wx8lXCZT9LMp7L8DV2psg2A9r3AIDeLx1smq+zvBelnJ8XeMvpsIcenDrDSpNRJ6WpiKHCwPJS5uvIA4hMTLzNQOOD8SWXCnU/hjKrjBYYfCJ5qE+3UloE81bNlQZiSnYLQZ8bqWfN6+QwchP3zT7ssJfToXxU5L7xsH4+UWKj9uG92LUUlW3ZIx3LdznWd5aca0FVL8rEv/VRmZU71jJu+IORN3VF7CCMKQz6LOZLamLCvB0RwPCOKKsap5dzSirmjAwnM1y7GjA/TcfYN+2zC5mXC0zgjDkG1/7Eovpiv/x6L9jpkt6qw3Vcs00Khl2u8R4eiYkbkpUY4nCkEp5cbgLNCoMqEc95scD1ocDfNs86aph+OiKyXuXRHlFgLyRYrhmrXZfvzsG6hpEAcYCyqLRIqdDHlAjbJcCmXOqK3yhKMsAk0YEgUY3Gl8WGKNxQUignDBnbbiqshYcaF+LhDAQV7VgGxFFgTT1my2BMdhVITMxXXFGC+IQbUKRhZUFoHFNI4zUdUMhlsR60McEYqutggA7W0ISEI56RIcTsQUPA5IHJ6hhH7/NsaeXBN0EH4c0pxdUi9V1c+ayLeDwdSN5LVlOM10QnExIDiZiXHF8KKuCj89QWYExCj8Z4veGAqiaBh8akVuGIc35BXqzQY+62O89xjY1qqxwRgCRjiLM0QR7eokLDVQVyoN1FspKgn9fDC31HvfkDLXcEH3zyzTjoRhb9PqYbkeG1DupgE2jCY5PUEkiJhJFgW9NMgCxJUdh60au3d4AM+hKYzQcwLCHf/eprMTbRlzRigI9GuKVR81XMnPTTWGZSQN9OcfHsbAzzkl+1SrDj/rilnd9PHI9ldZ47cSCe7WRRlppMBo3XwrY2dlXRyFohVtlEk5aexj2UYHMDyqQBtEYafzDAF9VqGEP/cYDdLcjzFe2lRX9IBB2cL7E5Tnu0TNAob2Ck0O5286n+Cdn0FTCAoYG5yw8PYcowJalhM52EoI3H8qs0mIjZhsfMcPiywq3Wsv9lyRiYd9mHvn5Ajdb4tdbVGs578tS5I2jwQ+sefKLFSxWreufl9f+kBVw1Unh6AD/9vsCcL1HDYfCPimgKFHDHn65EYBlLXQS1GotgCoNrqWA1/LNOJbFldvgu7Eimawb6HY//9X4oAVqm63MbdX1teX7JynfNPjlGspaZIjtfQvIvQo3x4jMQPmiFFmfF1buVZ0QX/r6q7V8vgz7AoZWG/wmloWaV93Gcg3TuQBq6+Q63wUDf77l/bXbJoiTp/dly0rd1V3dgai7+oJWd9gnbN3ptNbE7SpsUVXkZcVea4trTM16m7N3fMBkf0y9LQgCjaoapk/OyLYZq7Mpo6KkH4eoNKFYbqibmrjXJXKKIiugtlQ4tIK0m7A5HjM/6lP0bxqmdJ4xeu+C3rM5HeevgVKAGE4kiAHFDjiV7d9B+/NdGYDGE2sr8i6Q4Nb2cTtAFgQam5fo0KK8lS9OFCQRxitMolC+gdLJBpIYygpfXEHjCDpdwtEQ7z3GOdw6wyQRSRyjA41yPWxjUf0ecb+DGg3QaYR7ek4zX1GdX9GsVrj1GsIQFUao9RpVrdBpQrQ3gNEYp8F0O6iqEivr7RZbiA13cz5FVxXuYo5vKvw0EnAAeCfHpAKDiUKabQWrjOjrb2HGA8qnZ9htSXBoCMZDau9QzmLSBIY9VJajyhrdS6Hfo356ASGYvRFmMsQ9vRDQowNq24hjXxSjQ43pJJhRX/J40hi12eKXK+pvtw1o47FKiclCC569tdhHz7C/8Tv4siB44wHmm1/Gng7ENe/hPUwc4bUB5dGtCYBSrWteXkhDDlBWqE5K8OU34dFTAXa9rgSqBga9NxRL7L0h5sGJOChuc/y2BEApI9k8kyG+qCEyAgaMxl7OQGmUs+gHJxIeav21hbd3TgwdwkCabGNQcYjLkfm3Xgc12kNFgWQatSBKpQl6fyL7sljhJ0NUmuKrSlgnWgnbsI+fzqVhzwpUr3cjg7plT62UElBQVvD0DDUeSAZUU+Ov5riyhLKQ+2W6EDa01xUJ6nyJuX8kc2MoAYp1jaqdMCkfwVT4usZdTqUh1xqX5Wjvr/fbrdYi77Q1XgWoUQ+UkYa1+xFs0GdYvq5FVheFwoI1zbUjnTKte2G3c31vKqXQD0+wqzVqsxWXuU4q59YISwWIsUcUiKlIG2jsqwpFR5rzFkiyM8BJEzAauinsjWRBparFyXH86gG5n7Z294hHQ11dm9d8IgbHOZmpWm8hCoRpbRq59zZbycMCubeG/dYCvwWleSHnOE0+kaX+B8raa5CmlMIb84nYNG+t7Gd73W7ysT56seCuvs/SWuTE2wKfcr04tnPivKu7ursT7uoLWUop4pes/CmkCfPeC4PhRB5ky4rN+89Qp1fk//t7XJ1fsYgiCmsp5gtC77CZJrUVQRRIKC+KvKzQytNTsA0Uq9cOOL2/h71lFDF8NuPw3Us6yy2tKvo5w4ldRpTnhk2K4drVT3OLYWqPIwQiBw2gAo1uHAFQ7X4HeOswDpFQOY+3DT6M0b2eNMgonLVQZ6gkxRslzXMaE2xL0I7AWTFSWGe4ixk6iYiSCKc0OvEEzqNGfcx4hNEG01hUJxKb6tNLyEXuhvXoOCTQkt0TKUNgwda1sD+v3ZcDq2txNENhAn0dTuqyHBVHVMkWE2hYrdC9AazXqLwUJiQMUFGA7sSYyYgojPHrFXo0RMexGCggM1MEETQOFQRobeTfh3s4FNgGnl1KmKt38ORMJJSBgVDjL2b411JUEAoQa134VGBwlzP04UQMJ+ZLnJF5IgB3eol/9xG+LPDLNc3bj9BvPZQZp9cfELzenoOiFBlW1TawaSJBsnUtmTjeYy+u8NMFKkkIRn1sJxGWZrlGHe/jixq/nUJZoJIY8/AElSa4qxm6E+PHA4zSkCQoFE5rmdPpdYVRcg5GfXQQQNiT+aHVuh2QbtmEQV+AnRWwpfb3ZKV7JNk/fr15bnUeQPU66K++JRK7Up6rRgPodqTR27azcf2eWKQPunLsq43IGo2RQOLd9oxpg1Mj9N5I5qiyXKRPSqHSGJ2k0ghfTiGK8cM+/mqGW6xgbwj1gWw/K1HdRFiEMGilcK1Bwm3b6rISELvLJ6pqMalIYpkXjCOUyoQlWG+FbfNIAPIPag7CefmzM3bwCj9boMoaeil+nUFjn2MylFLipngwuXYC9KuNNHxxJPdXJcfOQWtHZ92NPDFNhO1ariWDLo5Q4+HNMbfX+dpC/Qcka1RhiDqayP2l9Se/BlUtM129DspofOwgK0AtBYgksRzTfCmfEX25L1RrbPKZVJqKFG9ngOKcSKE/SXn/XDDwj0sksN/mAl60yCB/kMyb0hr2xng/v/48V6PhnQ3+XV3XHYi6qx+p6iQx/W6H+SpDtzlMJ/t7uOWa7aNnLL77Hsm7j+llBVNnMf0eB0mMbg0nFJ44jkhNSMdbUtuQHww4OxywHneude/RtuTo/UuOHl0RVZYaroN2d4CI9t+eG8leRBu6y42kb7d+qW79f/c4A+jG0Y4bE7d/DIATEGZQqDCg1JqgGxGO+jTOouuGWGmccmLJXlQ4o/FRuwdViT+foVIZiDedlKDTgapA15bg4AR9LcXyBJ0I3++hxn3C97YoPC4wNHicd+iiREcxwd6AKIlRTYPSCusVzObo1+7LDNhqA5s1Zn+P8OgAdzGl+M7b2NkStVphjUb1+wRJiFpavHeoNCE6nFDnBZye4zo9/LMzTBRikkgauqpELTb4rQAyv2nvgTgk6B1ihwMJDZ2v8MOG6MuvQ1XTfO99gn4Hhsc4bdCXVwRRiPEKnxeE+2P0N7+EX2xQaYyJxboaH8jKPa1T28UVzlp8muBXGfbJGdpB+P/6hgAvEAB1egGXYtrgjEa98UBkj2UFagt5gcoLuT+mM/zCoMIIxiJ7VFdzYaGCAFfUsM7QtYMwguMDmRW7fywzc9ZK4+8sGHBvvwdehp/1OhMA5z3KWtxiJavpUQCzBf7KiqFDHKFqK2YTUYQvSlxVo+II3f9gEKoKDLovOVJoLYPWIBbgm017oyvU3gh1MEFVNe58KgzfZPQBKZbSWnKvUNJcepmBUYGW89/rwqCHqhs8XvLRPLjtFq0Ru/eDPVQcCLsZh7DZSoNM23juj2+ZQajra6qUvCZKSZNmTBugKwwVCnTdtIzMS5o3a2/MAnZOgd9v7bZpnRh4DLoi67MOJkORFLWzcb7fu2kqjRFwnOd4o9tVcyOsSifFLzcyU5TEAtDWmcxZ7YKTlRKg1EmlYQ+C5xpWpdQnltF9lvWpjTqUal192iUt37r8lXV7ztpjaqzIQF9yz3+/pfpdvHOQbWV/JmNh9171+caIi+h8KWDSWmFI4h/e9fhBlN9k4gjqWqOZbucHLmFUUQhH+9eziT9Iw5i7+uLXHYi6qx+pUs5x0O/SiSJUVZHkJd3tlvJyhlqs2b79LmFe8cDARAfUeYlNYxQK68T5bogiMZrZXpeL/WPK9GZVaXC14ujRJXtPF/QQQOMRAGUQUHP7/779W/zynjeUcO2/d2+y3WOT9k/cPqdBAFWDMFmOG4ClAF3VWCAODKpsQ4A7KXQV8cUMFwmzxGaD21T4QhzwtFL40BDsthUYVFWIcUHtYB+ir39JBs7LCjz4psZ+533K772LqhpMGMjsQ1Wio5BIaQIUrFe4ywo7naNeu4erG5xSkEaYXIwqzHyFGvRpnIdtQaAUvteyIus1+sGxZO3MVwSzOaabEOyPsUZBEhMOegRGQ1GIAizLZZahzb3yeYkb9DDe42dLMdtoV5t1EhM0DV5rwuEA2+9gJmPsbI5tGsxihcKjel10U0sDlUT4mcV3jDQ6i5W4vq0yYS02W7iYow/2sKMaFktZkT/aF4lNXcOzM/y7T6FpZAV1vpTw4JNDXF6K7G2xAh1g3nyIu5zhzs4lPytNce+8L/lZr92XwNpOil2u0EryhILAoI4mwhzNV7j1Brc3lHmp6bJtfg1s1lilhRmywOEeejwUCeByLfbjIE32agODLipOWsAQSyPZ2rs/V1WNPz2X1wqNNKGLJb6TCnO1my0qK/k/CsoKfbwvMphNjju/wuyNWmYwFMOJ/T3UzoZfa3FC3N+TrK1NjtJIkHOWo3odgq+9iXv/GSwyGBvCbipOffsTMem4msHRgUgWi1LOeZJI85XEwgysMgEbzqEmY3Qc40cDCZQNAmH00kSYsr3RBxu3poHLmZxjgDTF749AG2gZW+paGnPvpen9OGajzfxS2RYayWUiMJDGYkBzu4Hzz3MR19K3GcIkaSVy0vaeUEcC9G9c4lTrEvcCUPqwVfbdfMhu7u2LXHkhCxq70OBu59q6H+euZXssVjfn0drPBgS/pJTW4n446AnD+ilYPDUeigywKMAkItn8BLLGl9ZOUvhZsIrWynn3Xt7X3yeL552TuUAjJhq7WbLdZ9MPsl4WxH1XdwV3IOquflSqqilPL1hdTLGAjkJ6my0pDqKIcL5iMJ3jy5rK1viqJlKKsqoZ+R6HnQ6Zc+QBLE6GvD3pXhtFmLph/+mC1x9fsp/XhGV9LcNrR7qvJXogPentqM8uN8CpbJ9XIUAp5UbyR7sduJH2OW6YJ9s+b2elfv2R7Ty+rAhqDYnHzBcCUvpdgqrGevCbBb6o2iF0mTfSUYQadFEo/OUcZkuawz2U15htDtrjBgNMJ5VV7bLCDHrYskBdLkCBMQrlPcZo4ske7skZfr7EN06kjf1YwlvTGFcUmFVGmEaYMKQ5Paf+9tsiwVhn6P09kSBOxnjn0JuMwHssECxXGKPRD++hjg+ETdoW+M0GlxX4iwVquSR8cII6nODqGr2t0MZgnMXP5ihrCRSobIt6+5GsGsYBxjt4/EzkOnmBrhrUthRpHwrvHfpb76LC1hCh26DOr1BPT9FRLG5w0wVOgZvO8csFWmnUg3vok0M4uxBXs20OS8lGsquVgDljUE/PcdM55vUH+H4POg3GNiITMxp/diXudZczlDZyc8SRSI6sWO1zcoCyDt1aI6v5UtjFgz3UYgVFg05T6Itzmnvvqayw140EsJ5f0vS78JXXMdtCWIjRQIDNNpe7N6pQ04XcQ6/fg4srMCIFY9gTudvlFB6fQlGhNhth09JU5GHO3UjkPG0jW8DVDDVoJX9lKZLBopT92xuJvO9Lr+P7XVRRQpygD8aoNMEniYAVwJ1dCpBVCvoDTGeB7yaoMEY9PUfFIcQJLonkWnvXXvMcX8osmkokN0tNhgIWrb2eLwIxFNBhCPsN3raMWBi83AVtnUkY60AYLj9f4ddrAV5aS6O33oqVu7ViUvHwPqr/EfboeSGzL72OOCcmW3wQwtFEgrDXmbgZ1g2Mhx8AdiqOZNV8tYGzC9Szc7mGkxEc7sssUxBIk/tJar2B6UKksnEsIORzYGxeWt63zJw4ln4oyNtVthVw66xkoCUJ7I/l/q0bcSLspOJWWdYtY4ncxx91bT6D+gAItk7eg68gUVRai3SWz2AWzXv8fIlab0Su3e/KOfq04LgF/zJfpuSY9ve+P7CzA7e3Z8mUahnFu7qrL0bdgai7+uKXtbiLKetn5zgFsQL37jlZURB85U3CukYvlvSuZnSyjOk6o6kbQqfoJAFHrmGVKt69f8Cqd7M6Nt5WfOXxFXtvnzOyjkDffJF5IEMAjUHeKLfnoCzCHHlu5p88ApwsN/NQuy0G7e9of7+TANa3HhPx/BzVbj8CQHsJ5fXbAu1AbTPcNCKIQoKywm9LvPMCIuqG2oP1JVzO0EqhmwpngboWTXe7Sq7feYQ+OcRaJ/8/m+Jtg3E1OkohVNjFEm09frGBbUaYl7ggECfAusb95rfha2+hQwNPT3HdHmYyRm0ygrNLVBRgvEaVJergQAJsDyZEKNRiTWQ9ermWhn9vD//eU5GtnF/CKkerKwGFVQmVsF++adBNg1mvhUGYziUA9PwKn1e4SlbzTV0SdHuAlvyi1Vqa6PkUTmtwDarXR4ePIAnFFrwsYTSUVV4N7skZ7p338UGE7yZi0PHwHmYyEqXQdCHhtEXVWr1bWK0lzLhppAHdbIQdOD6AbgfX1OjTS5HGJRFUNWq5QVWlMIuzpbBWRYWvK3QnlsDcshJZYB22MiUBuaoRMwBlncwKZVt4ugYcyitcHOLPLrGbDPXw5HqWTBWl7Jvz0AfOr2T/tZbsL+tgfwSrnoCgzRZ3MYWLK/TlQoDQ4Z401c6JAUQUwtkVapPBaoVvHNyrYdm6ze3tySp10wjIiWN0HOEfnLQzOjcr9SpoQeVsgbqawfvP8GWJT1PIt+gkQV2dwmIt8QHbAr75FTHyOL0URrBuhMGqGjjexyuFTxNh+qJQTAOUkkawsdds1ce2tU0DgTTA3nt8lkFt8b2unP/vPcJnG3H166Ti0OY9fOMrH85EtIsg16veQSCMqTH4/TF+HQprOoxuAOsLpRoL55fw9EyOz3s592UluWvGCGjcsTGIex3OfzA82Ht4cga//R1pkPeGcP9Yjv0zYBs+tnazSou1NM+BgcnHNOerjfy9A3nLtbxnhv3nr6kxcu8Wu+ymSEDaD6LKCmaLVjoaynn9vM9lW76s8E9P4fGZmLFEodz/+Qm8dv/TMS55eQ3+0e3CzGIlksVPOUeojMGniXwXOHft+Ck5iXd1V1+MugNRd/VDq7KqmS1XVI2lm8SMBz3My1bC6ga73WLDgKiToKsas83Yei9ZLusN9nyKVTBKUpbrArRHpQFnbxzy/zsZUe+MIpzntas13zhdcnC1IskLai+MkW8bmJIbOR3tvxU37NJOzhcib6AdINpJ9HbzTa79UyPgKG0f59rnc+vxO8mdbbfrbr3+7nceqHcr/ABBjU9SgiwT4wTkQTvgFVokCwpEDgWYTS5fcL0uar0hGJUEQQDO01xeYa2XJrZuMPWGyHms8zgUOltD2YiFetXI/JNt8Isl+u13xAFus8UlS5rLGUpBUJaYssYbg1tm+Majv/wagYLgu++gzqcCVPJSTCjma3yvjy4L1HSK3xSgwYQRdBL8JEJXNc1qhfYKHYSQl6jVVkCX1qAVuqpxyzVuucGc7BONh/jZnGa2wHcS1LsbfF6gTSBZSyeH8GiKenohzMLxEUxGwj5dTPHztRiArAP8bAbvPUH9xDdR4xG4GkYj2GxRtoGiRmUFLp/iolYS11O4xRoWC5RT+G4HZ0L0/gg9HogxgjaoZUYwMvjZUhqQPEevM9R0CXsDfJzgjMJ85xyyTIw/jEJNJvi2yVTzJWq5wZU5vhQ3KX04wScxyjlUGKKtQ23WAphoZU2Pn8J8LQ3d6SkEMUyGwqzkhQSOLlYCtK5mIiGMI/SwC/MlajQUSed8hVZebPeVEjOY2QqqEupG5qy++x50E+h2ZT7EWpRW0phbK/tTVtKsL1fw7hPUciUN8rUtZnQDAId9cZqbL9FPz/C/++uo8ythTrS4y6koQIUBbp3hv/02rt8T5ub+MUzGqNlS9lFrGA1FZni7mkbYmPUWolZsezGFaC3zVKsMf7Qv8rltLqYOWSbnoNPB9zqwkhwu4khep26kAS0LmXnbbuV4l+sbw4PDibCqkUZNxh/8fHyxNhk8u5D9TMTunqqNKpjsSSPaytj8eCjW2ZdT2ZduCieHqF2jOl/CO4/kPI6HraR1KosBdf3qjX9RCvgzrbzuoxpra+U6l3K/sC2EKdmZhUxn8nMvpiF0O883/h65Hrvazb29rIIAej/gNshauY+KXOTMZQlXMzmnrwriXjBbeFUZom+sMNPz5fU2fBiK7fvlDPYnn4498q497zfgfxey/v1IP9VoIOzTtoA4EGfGO1OHz69285g7+fFdDtnH1t0ZuqsfStVNw7PLGduyJAoM62xLYy1Hk/G1615eVnjvJX/JGDRQFyXxOqdZbjCNRf/Wd/DbnPxyxuVyQ4Envzfm7KjPYnRjFNEpG75ytuDr753T3ZQY569ldA03DnqSVnRTIQJ0dtbjO9OIkpv5Jm79XnEDeHT7sx0werF2Mr8d+7RjvHbywRfXA3eP3TFZQeNoNtk1iLttcLGbtdrtE+6m99QOmfMBwsaid7k/jcP2uoAlKioJ/3UW3VjCpsbb52WM12yZBz2Thtp6j9ls0HmObyzEMSZJsdqjI4OJA4wJUN96G95+T0JvnceFBq81drtFXc1w1qLzHN14TBRgywpcg57OIE5EPpeXNL0Oxln0tsB7hw8DdF23DmsGv9mK0cNgIOYZVY3NS3xVossaKNDnV9K4oqUZ2a2ivvGgXYk/lTwdkOa4btB6A/Y3YbKHSiLUmw9gU+DXK1isJTy5blBBCd0OetTDzZYCYgqZQXOPngoTVZQyP7TZQpbJjFKegwmwBmlqDvfFZKDfOg6uW6vpzRa13KCLGk72YVPi8wJXVYKcFwt8nKLSLToMULWF8yvUa/dgk8v8zngAT4TNIcvb124tmLMxnF9AIw2R2hSoWuSyvpIvW1/bFoDU6LrGz5bCniwWYEK0aYf5t6XM9pyey2ttMmnMzy5h0BdQdbgvbNSqdYi7mMLpuVwD50WG1Ung3gHqYB9++7vC1h1MZOV6vZYQ0sM9mC1vco4ycbPzZ1P8O+/jt6VkpnmPev+JNGlGQacj4GA2FxZnB2SaRpidR8/k/3UDyzZDqN8RQBfoa8Di8wr6KTStxHaxamdaNJxNQXk51007n1SU0HjINnKut1tpjh+eiFTS+xswsGued4Bz16juGthNdgNAV+22k1jkm9sSdCm/380/PX4mzBlKDFHKGvWVN+T3ZSUfHr0+2FruxWx7EwD8KrXeiITTtoYOo4Fc9w8DUrt8rDAQqd1ifQNowwBOL1s5aCT7MeyLdGy3vW4KVzlQ3JybHxDL80rVWAFOnc6NXfZSMtpeqWldb0Ta6VuzhX5Xjv9VwErTyLnrdlB+iu+l8jMXyH5Y+/HbeFmFocxIZrl8hpaVXLPvc3ZOGSPv07H/wTlj/rhW08j7dCeZ3slgf4hmMj8KdQei7uqHUkVZsS1LRj3J0QmDgFW2ZTIaYLTm7GrOfJ3h8aRRyL1OymC9YXl2yfZihokjejGE7z+lvJyyKQq+Gzne/vI+6/TmTX90teJ3v3vJN88X6FsszQ5ogACcGgEIGplx2plI7EDRzk1vVzuZ34uzTrTbr7iZqXrxTaYRgONu/X8H4nhh314sxQ3Q2r2WvvW727UDYrcB2c4YYwfgdDsPYJCeyO/kaFl1/djb+3P7K3Y31+VBGtVtcQ0clbPy2KJEeYtpQrRWqKcF/nKGywtcWYrrHOCrBqcVfpe/paQ/8CCNv/di0ey9ZCpludh3Y9uZGYValDilcFUjq5ZGo3Qgcw/PzqAWN0FTObxTsrpf18JYeC9NWSdtm81cJF0eyQsKDP78CoqSQIPuddDnM2lkuj2UeoIvKmEfqgoVhzJ7tSlg0JVZmVJc33xj8Zst/p1H+P/9PXySihPdbt5ktZKmap2hlcKFAe54Krk2e3vofNs2Ub6d66lRT04FKPR7qKZGnV+i4xgbJbjNGoWDh/fQ8wX6nUKO7yuvi7xruYRVJkCqKqGyN4Gy04WAtSSGJJT5CeXRXuEQxtKfXQhQ6HZgsUS9+wi/3oi8ctRDNV6YkXEfagPvPJPjNAqeXMD7TwWwDgdwdiVAajKUhj/SAl6yLZhAzpN3ArCCAL78Bnz7HemfjUL1OnByJPejQh4TePzFVowF9seyrX5f7s3RUF6/auD+0Q04mS7E5TDQsq2ikH1LYjnn7z0RsPLgGLqJHKtul08WK9TZhbjqpYkEIfeVbNvSnuMS3n0ijECSwslEwKrixmzDBAIuN1txKAyDm3ky9QKIiiLJcdoxXFq3NLgAbapKrnlZwd5YXicrhJ1armVOK47wmxymc/yDY3Elcx7RUAeS0zRfynUeDT8YOrxzULvdODfNTWCwc7JY8fQcvvwaHB9+EEg1Vq5PErfhzlpec7kSsLQQ2a8wU61cNtvKedoxFDvAleXyAfWS0Owfaul2ZqhpwEQteHq1uSislWsWGkg67UJHDr3yeq7vlV6/kwiIm87ErbPXEdD+aUFPEguQ28kuh325Rz6D8o1EJzhr5Z7s/GCy2n7sarMV9rrfLj5vWlb8YPLD3rMvdP3QQFSe5/zcz/0c//7f/3ustfyZP/Nn+Ht/7++hX1jd+o3f+A3+0l/6S5yentLtdvmVX/kV/u//+/++/v2v/Mqv8Ku/+qvkec5P/uRP8g//4T9kf3//B304d/UJS+3mCHZ5T+3fCsV6m3O1WGKMQSvNcpORKLgfRez1u7jVGnVwRLjacv7eI/5TX/E7Bz3qVsIRNJbXns75XY8veW2+JeGDrM7O1AHaOX4ESMENM9S59f8Xn/9Rb5zd9j6sbgOT3XzVbQbpxbq9r7vn3/7dR73G7ivxNtO1+73nBigqQDlQ6/y543ixdpLD24/ZPe42ONuBRwNQNqiyNQfQQGKliWz8c/Nf1/MgcC1PtIDx/ppNcyvJ6jJGenC/KHDGCOuiQDe1OFZXImPUaSxNShJJ01WWEkZa1u1AN7LyD0ADPpP9iNvh/STEKI1tavxmi2osOtSo9VbmnpsaNdyCbSSXar5jP2phFrywedgGtcpw3VQCTcsKlRfwvffw944EbMxW0giWlbAz60zykwKNqyrURsKFlUKa6aqW7WsjAOdxy+w4i0KhFkuU0biiFIZjm6O8agFKLrMu02WboyPMF00h50MhjVFRCjPVNFBHsoIexxLWa2twYk/OeoN68gy0wQdaLk5VScOntDTHjYXFVL6cF0uR8i1X0sxtcgFN77wvcxkPTuDxGVxeSWOmvDBLgZgC8KXXpBG8fywN/tmlXMKje/D6fbl2wx5og5rOIQwk/LfXhSRGeytg4XIm8zKdBN5/Bsf7cr2enQtQOr2EUQ8e3hNWxLqWLVByjEYLC5WXktm0azhGQzEwUAavs2sJm4qNmAsUlczCVHVrtS0ySE4m8qYcDm7yvtpcIWYraZi7HbkO7z2R6z3qtzK3hRhQRBJpwMNj2b46hfOpyMeWLeO5P4HDnQlI+zm82sicTuNQpxdy/TZbATFlIaCy34Xf9fVrieF1rTdyrb2/WYgwprVpXwqz+PQcCpF4isOcEcD8Yt0KZCYKb7ZV1gJglb5p9nc65RefP+xfh0S/clXiKnodsPp5NepBO9cznQugSdp8rleRqXmel8hpfbPa9GHVtNoFY+Q1Bj0xO9kfAQ4icZ9kbyTvg09b7ezf7Tyr77e8tfjpTN57WkkMwt6oNdi4q8+0bCu33V07oz89M/ljVD80EPXX//pfxznH22+/TZZl/OzP/iy/+qu/yl/9q3/1+jHr9Zo/9sf+GP/4H/9jfvZnf5b/+B//I3/8j/9xvvWtb3F8fMy/+lf/in/6T/8p/+W//BeGwyF/5a/8Ff7iX/yL/Ot//a9/WId1V69YaRwx7HVYrLcYo7HOcbw3IggMVVVzuRD5lFIKt92SNpZ7D08IhgPs+0/439/+Dv91ccUjs4WO3Mb9vOYb5yu+djYnXWT0AkXKDTja1YtA4PbPdwzRDoDsgM5nWTuAs/vK3Mn/dj9/sV5U86tbf3/Yd6fiZpbrxcfcnsmCGybs9nZv/337+Ts5o+ODYG4HqHY/v83UXW/HgSoK+Zub47693/7Wv3f7G/D8/miLMDe0K5UdGY7egafd65OXEHthGlAtoGmvvr11Zq8b/wbsBnwCSotpg3Xo5RqvZF6M2uHrdvKtqsQe/molLMlOqmNb/WSgwISofiqW89lWrrP3mN3rt26L5LUwTMu1NLxhJHK9UGO8l9X08ytxXzvcFxnWOpdV6VJmA1llcixhKIxYN0U7J7M4hYWDMepqLoDkvAuDgWTNeCfNeKjld2Ul/18IU8GgzSPaZPi8hH4H1R8AThqbshamzjUQJiIRdL7V1rdmCLOFgIfLqTT9USAyuiQRQ46kBQdFCd95T+aO5mtpwPNCgHBVSSM/HMoxPzmVhvT1B9KIhqE8vjURwTl49zHqfCozVVmGf+MB/um5SCI7XdTrx2KmsM7gt+dyf1gLZxdyLk7b/dyfiGHDxaWAkf2RgIzLuRzfl5S4/iUxfOmhgNHpHLXOpHmtWrtzlrK9i0th9tJYgKpSAiYH/VbOZqSR2TU2tQTgXru5VfXN3EJHyXmz7XWcjAWoVLW8T4YDuW8WG3mMa6ATy2NHI3j0RKzgwwCVpvA73xXAabSc+14H3nwgr9tL5douWwBurbBacdBa3q/kcXujGwZssRZQWNUQxfKYb78roPM2WAmMvO5sIUDYOtnOZHwzY7Nct3Np7azXLrPs+6lsK6CmbkHUaCB/PmsgtTPK2OY3YHEHOl/ltQIjnwM7gN1YAZovk1x5356r9rFJKjlteyO5R62TBYtd3lsUfv/H25rdULexETtA+mmrbIF8v3sdncB6g+91v/+sqN1nNdzN/4CcA+fkPQpyfgZfIBnsF7R+KHfNZrPhn/yTf8KjR48IgoDhcMjP//zP84u/+IvPgah//s//OT/5kz/Jz/7szwLwh/7QH+Knf/qn+Zf/8l/ycz/3c/zKr/wKf+tv/S329vYA+Nt/+29z7949ZrPZ9c9+JMqJFArXDsp+kaQHn1MZYziZ7NFNEhpriaOQQStHKKqa+XrNuHVXWq3WjLOcVWj4H4/f47+/8z0yJ42w8p7XZ1u++njK/nRNHIf0GovGE7mbjKSGG+D0YWsrOynaDkTdlsp9FrWT1ilu8qAUN258H/f1dXtfdiBpB4h229iBjR08uA1IdgBlB6B2UrzdjJW+9fMX5Xs7gHf7HN1m8l5kvj6sdkBq97zbx3V7f3a1O1+3z9HuZzsApkHA0S009ty5LCsotuJoV7eruNfsU1uuvRrWtU1mBqXYndM0sJE5p51xx/VrKPB5KccfIKzE7W037ezL6RQVGYwyeBphcMoSb+vWknl+A7yqFqA1rVSrdGBqmSlZruSLv5venISykd8DlDnUWr4IW9CjrGr3qxG2x1pp0F+7L0302aU0EGksTekmE4CSFdLcL1fSkIehSAU90myut/K8uhJTC69lrimtULGYlZC0bnBVLTLFHWDbuXlFifw8z6Hbh4EwdSSRyIPKWiRHeSEr6DtW5n/8Frz9vrBZ3a6AvzAQVk55OXdFCb/zPbi6EqAQaHh2IUzQoCcGGvsTsbafzkXm1s7AsdoIwEli2YeLmdw7UXsuAyXMjEO2O+iJycX/+lYry0zgYCznaD4X5jUMBTAniVzrpUg/cVaAwMmBXI8ogE0Fe325zqOhNNrrjdwrUSj7ZJubhifL5bruzCFev9+aRVyBCmG/Iz83gTTxnVTkrSgBfJvWBKPTGqF8bwdwtMgwaVmooAWUdd1efyP3R1XLa+7mtrYF7CH3wGgo1zfLhekY7mSOK7munRdCZ9NEGrqikpmx2oitvndyDrWW7Sj1AZfBT1XWtpb4Xq5j3UoQ24ywz7TKlp1NYzmfhTiOCsP5iqBgPGrdM0tIAzm/LwNR21zAaBTKeVtvQIM6mLy69O/T1O51d2z/sH9jVhEEnwyotYzktWPkLnvtI6m3V6hdxtsu1ypN7+Z/OqkA7HU76znsf9Bc564+UD8UEPXf//t/580332QyudFa/tRP/RS/9Vu/RdM04hYG/Kf/9J/4A3/gDzz33J/6qZ/if/7P/0nTNPy3//bfnvv9/v4+r7/+Or/5m7/JT//0T/9gDub7LSerlayzthNVkunxSaUIP4IVBIa9F46zbhqWWca2KDm9nKM8JFXGxdlT/r/f+Z+49kM19YqvNpq3Hl3xYLGG2QpdlLiqJopCafTaVaYd4NiZPFiel7Hdbqd3Abhww7h8FoT2zpRi92/DDZC6LYP7qLo9+3SbbXmxfbjN4Oz+/2GP2T1Of8j/X5yJehHwvbjdD2PTXnzdF0HXjo3bAbqd/PDFbb14LNfbK+qX7u91zTYfsVftC7pbV7rx0OQQKpEgvUiZXdctXtPSuna8UHUpoEV5cK3hg2/wzkIld4DMXjU3ex4oYWeuXyYQ0FFVEjBrkM+Kpn2M0eIqmFcCJHarittCGhdvW9OMdj5m0IdOGxFdlGBzMXBYbYShyUtp2KtSQFoQiN6zdtJkumUbvIo04nEsIKYs4TBA5e0Krw5gdS5N1dkM0nbOxjvZhzCEeSX7OupCpyvbqFqGSmvYFAL+1luZb5kvpMEOdWtY4ERets3kGqQxvPWGgMPvvCOfrVVLfVonGVd7gbAbSSQSwsuZsCWv3ROwsWOqtJHjXC/leP4/v1fAUVHDoycCfpJY/n58Bt99t7UQT4U13DWxJ4cCRL/zNtw/kQZ6F/Ta7QgCD0N4+ECA5o5dSJMbkDEaCkA/n8F6JddkOm8BXy0Nz9UU3Eia1qKUYx92r1nNayD7pYey31cz1NGBNOZlO2s1Xwgj5pwAurq9dzwCrMMANnX7RvPy92Il+9fvyj3ZCeX5O4bjcB9Gp3KPKyULAnvDD7rmFa1TXVkJyNrm4ii4WAoLfHgg90a3K9LFl83wOPd86OvHMSE7++xdAx0G7XviJZ/8zsn9+2K2U+vIeJ371PkQa++dPHPHerQxBnIeXhFEBUbu3Z3ZyIdVY7l2WQO57jvntc9Lqmhta+hi28+jUtwd25k7el2RoL4q6I3k+vn1pmXX68/EsOLFjDeZB9rIef1xLa3l2uyy0oz5/O6T/4PqhwKinj17xtHR0XM/Ozw8pGkaVqvVNYv07NkzfuZnfuYDj/vP//k/c3l5ibX2A/NPh4eHTKfTl75uWZaUO/oWWK1Wn8XhfH9VViLB6bYrtmUlMpRu53NLT/8i18V0TlHW7A37bIsKX+U8fe/b178/MjHf7Az4ctxnfX5BhYI0xY89/rLBWIsrPVh3beCwu8l37JJBjB9usyuOG6C1qx3Ls2NIPsna166R37FPL35l3LZQhxtA9SrbhJfL727XR/3+tmTOvfC4lx3nbeCz+3sHLj/BV//HgrkX9/328d5+7od9rN8GUJ/ZR39etmYKL3+9ayCxO3H1LaHk7sZq/LX0RtlGZmF6reH9ct0yCm1Oz86aedeoXZsG9IXpybbSBFktjZhtG6WgNRkItTT4wx64Gqa5AJxO0jqz6Za5CeCdJ/JaZSnbyoq2cWwlOdv8hvnJC9FQJhF024F+76EQC3WlDTt7eWHBAnnMk1OReVVNCyJbid9ubiIJ2zwfL+BynQngi0J48kyaf+XldTdreZxX8NqeHE9Rys8ePZUGNg4FVFwuBMBULZtxega9nmwHZNZpvpJm99l5y4qU8mcyksdd1JAYYZqSRBiZcct6xDLgLuYHSsDro1M5hsOJNIy+ZeIGHWFiZksBw/2uAMjLqfwuiSWo9KyW3CLrZNuDXnvetTwmjgR4ZBkkE9nOdCEA8ORAVpGLUo47ywV0dxMBgm+/K9egcfD//t1ip621fPesNsL27eSW3st9cHoh7FygZG7t/KplZTOZH+v2YNyVx2ftLOWgJ89ZrmUOy2gBlHEsDepyLfs9Hgnout0M13VrIb9p7dQzuY92wczZVsw3gqANi+5/kFFxTs7leiP3caCF0fwo5sUYeY/lhcgid5K+F+Vd21zumZ0BzN5QGvvrLKvVzYfQePhyiV4YyJ8sbxnFUu6RT/Nd/3EN7s4Vcwfsdizl59kYOyf3yO59VlVyf+2ktouVHPcrBjWrMIT9PZlnrGsJmB70v39jCWufN/PYGX3c1Z2s8RPWD+VsWWvxu8HRWz8DnntzfNjjlFLXj98ZE7z4+5fV3/27f5df+IVf+EyO4TMr367k7b5MjBYa3H+S9vRHv+qm4WK64NuPTgm0YthNWaYpK+9IegP2kw5fs4YHOqLbSag2a4xzJEVBpQNsEBIaTeQsgVL4FhHUfPAm3zEgtyV+hg+e7dvgQd96LHzQ7OHFepkZxYt1m+3Z/fujtrkDeq/69fGyx+2Ofcf47MDJDii+7Hn+hX/fftyOPboNfD7pPu22uwN0u3O7e51X2fYrA6ePu3C36/aw2kukgtfnQSFNkNpJTZB5niCQRh9aqZ40NMrXULUGCd1EZF27De1W5rWShscjUhPrIVu31tQGhqlsf942Y4OBvH6RSwPYWGGhvJM/dSM7fjiBb3wJ3n4k8z3jkTRx66xtfuLW4la3ssR21VopYaI0LbsQCGBTLXiKWte6opQGSivZL1uLHDGKZE5qWwrgC5t2LsS3+98XJqpohIUPQwFTFzNhVZqmPbdKZnkC087kWPldN4W0C8aLDPO3vyXgodNKslaZ7MvekTy2l0AYCwu1zaWp0/rGoOLw4GaAP02FSTyYwNVCVq+LSmy/Rz15zvlUGBJjWqDZkUb54Yk0kkE7L3RyKCDWOwFevY6cw05HGKPVRm7SXjukvzPmuH90c4+YQOb3lhs59sbesFVR2M7UVXINlhuYzWQW6t6BXJ+zc3jzvlx3Z+U+qCo5L87LdTycyO8P9mDwhgDj+VrYtPVWGE0Q+ahz8NZrIufLS7GH3xaynbIRcH58AG8+FOZMIefwcO9GLpcX8ruLaevE2K6C+3ZhoWgB1knr6FeUcmwvgqO8EADVbe3Dd8AnTT6c/dBaAOh0IefNaJF23WawqvqG9QxbVhgvDFtVy8Jn0rKxdSPXoNv5oDwsDAVM7uz300RA52dkxPBcpYm4UG7az5c4ktm4z7OuAWkp773VRl43jlqmWstn2CcQ2qgkFonpx1Ubln3tsPlRFUc3M3ogz4vv5n/u6pPXDwVE7e3tcXV19dzPLi8vSdOU4XD4sY87Pj5mPB7jvWc+nz83/7T7/cvqb/7Nv8lf+2t/7fr/q9WKhw8ffhaH9OkrDOSDdtNq3YtSvkC/X7r6R6i895xPFyzWG4xWPLmakYYhdVWz2mw5+PL/RW+5kXnVvGBxNWO5XNEsVgy8JlmvCRTYNCVUCkX7xVt9+MrSbt7pxUb9dn0U2Lo9E/Rh237l4+cGSH0c4/VxcrkXH7ur28952bG6l/z+9mu9yNrdfsyryhE/Se3OxWe93Y+lE2+7jijdDhy3IKS5gdEqMijbytJ2Q8njofx/sRIZWxtiTFHdrKbvXL92OvzxGPL3W+kTrXzKSQM06rcmB83NADTta5aFzHjtAEy/38p1WsDhvDTbYXTTkIahgLb9sci+vIOjg5tcHq3lZ1Ul7x2NHIdR7RyPFztub+XnCjC2lQi1+znsy740QBK0jHor89vkgMcbJOAz0KjBAHXvsG2GnTzmtXtybrwTR7owlNdvagF2vY5ci7QDPS3HWVfCvHV6QDt/RAsIvIeOFSbqwZGc2wfH0vQul9LQvnFfjun8Qs7t8IGwhZtcPkvK1ggDLwBBKblRnp0J81E38prLtQBUEBnaN78qx3HZgsHREO4dSgP3eispclYeo7Q0nwo5vstpKzPKWvaqJw1+VYnkLooEcBSt9DJsvz8aJ79frAB1M98zHMJRKIzZ0zMBAHkFiwVkpTTbk7HsW5rK/p4cSON9finb3mwEJB7sy/28LYStG/RbdkEJg7U/bhcBvEgjjRJANh4IWGmsHK9zci6nC7lv98dync+ncv53jIFzAop39uCHkxuTmNvflbtFV9N+Au9CX/3HvPHjSJwZd2YILzJDdX0jJYMW2JU3jKzj5jlGc23p/rLqpHLv7UD658UMGSPS035H9nE3G/V5ltbC0F21QNq0CwJReGMM8nkwHUXZGuKUcm2GA2G/Pqy67WfIugWYo8Hd/M9dfar6oYCo3/t7fy/f/va3mc/njMdjAH7t136Nn/qpn3rO4vz3/b7fx6//+q8/B3x+7dd+jT/9p/803W6Xr33ta/z6r/86f/SP/lEATk9POT8/5yd+4ide+rpxHBN/0VYbWrqa+VK+EHo92Bt8PitTX8Dy3lPVNduiIIkjsT53nvdOL5gulqRJShSFJEmEM4YmCDm/uCL0isHBBDUZsX1yymRbY6KCOtCEWQH+46n5VznDt8HWDkTswNXteabbIOuTfk29KKlTfBCgte3bJ9rmDuDc3u9dvfi1rV/yu91xvux1PR/c58+qFfgkx/mJ6kUWSiMgw1a3EpcD0O2Z6w+kQdzJ6Oq6nTlqubtACUORpvIch7AKg740vmU7PxJG8u/d0fmW2UkTuHckjM77p7J9rWAUwWQioMS51tqZdmZL3cjbilY29/o92N+XxjmO5XHLjUjIrJXGotcXQNHrCZuCFsDTTUVyVxTS/JhQtqHbiTSFgLN+9yawdbUWcOFbtmnUv7loX3pNtrltV6LvHbWhstI0e9tIFpERJs4HARzuo4Y9aboaL9Ky8UiARbdzw6QZBYmG107g9Yc3MxKBlnmmp89a8wQNP/FNeHraArzWne53fUX272LWmhfEckydtAVGyPXaG0lDfTGVea44Ftlh0M4pbXO5NqttO7uzFOOKwUCa6uVawNJ4IPt80tquF+2cT1nLuXnzNZEsnrUAJctv8q06qfwxrRvb7fDfIGgBL3I90paxLIqWcfRyjd55JMDvai77h2tZv644De4a+Z1l+uMVXFzJcSpkDsk5+OqbbSZT+0m1iwYIAjkO79pQ4na2KAhuFhx280auXRjYzdll7azedigMZFMLKAwDYQHPL+V99OCk/Y4sYTxrJZSt0+HtgOFd7Ri/bS7/zssblvFjPx+05JJ92O+UugFtjb15/Z3cMtu2+1YJ6P8ox8Dd8z7v0vqDxh2fdyWxMI/Wytxam3kHSmaiet3P9vV2csqikPd/0xqFxNGHm3Rdz/+0wOnHcHTirj6b+qGAqOPjY/7IH/kj/PzP/zz/4B/8AxaLBX/n7/wdfvEXf/G5x/3ZP/tn+aVf+iX+w3/4D/zMz/wM/+7f/Tu+9a1v8af+1J8C4C/+xb/IL/zCL/AH/+AfpNPp8Df/5t/kL/yFv0Cn8zk6z3wetfvQ+QzzFX4UarPNuVqsKeuK6WJFYAKaxvHWvWM6cQgejveHfPm1+5Bt2bz9hJ6CYjykfxiQOAhswzpOGPc7RNMF9dklzZNT/CYjdA5tXRso5F9dxnWrdkDiZRXy/CzTpwFQwPXs1ousz64v/aQf77elcerW/z+K1fk4qdztbd/et8+KLbrNcu3qM2ehwh0kblf941hkd6ovUq/b4AYvYaBFIQ1uoG9kboFqM6C8rO4HRuZUbJu/s4PdJpD39mIjIKtqwLVytMORNDdVJQzI4Z405HkhzffBnoChiyvZRje9abJrK8cSGDg6grfehFjL7FEUSvO/KYSBsE0rsQlbJ7uONN4HY5FnrTdy3MOBMBMmkP1DyblZ7maw2gWe40M5xospHIxaAw4rsz1aiSzt/rEAhbqRBaFtLmzEuI9/dg7bEhWIXNF3E/xqgzo+lMdFoYBJ1zJ8vVSOvazkWgx6ktkUh/DVL93MXHz9K3B6D85ahi1p57bWG3n/3ztsmZCxSMyeXcjc2L2TNq+qnbcKI3jtgZyLswtp4DsxxO3slNbSwGe5AK/JUM5VVco1uXcsduuv3ZPrtHOy63VlW7vcsm0ubMU3vyLHfDZtZYYdkR7OVgIC7o0FTOyAKMg11OomWDcvpCHstTNSy5XMKz04bg0SlPzsYi5A6ME9+d1qI/e6c3DatGHJLRNWVcI2FaUwS8cHcqx5AUsvIAEnwPtw/0a+2O9KcPKT09Z50AkoHfUF0Kw2chyjvty/770v92PjIK4F2BstduzHhzdyP9fO9awzuRd2+VEvsjjXoa+7Rcmu3EO753za79coFMC42baSSi2vs2PBJiN5zbppLctfmPf6cavAtMAkEqZ8J3Pe3bOfZVkn20/iGyD8YcYg18+x8h5s2s/STvpj1Xvd1WdXP7QJsn/0j/4Rf/7P/3lOTk7odrv8jb/xN/iTf/JP8s/+2T/jv/7X/8rf//t/nwcPHvAv/sW/4C//5b/MbDbjy1/+Mv/23/5bul1Zyfi5n/s5nj59yle/+lWCIOBP/Ik/wS/90i/9sA7p+6vd3MGPSRVlxenVDOscURjiveJsOsd7h9ZwuDemqiyNs2Tbgry2MB4SJBF918h36vklxSojTSJMEGDuH9MLDaU28PiUkIygKrnmdqJW9vMRn62fpDQCmj5KEvgqtQMQt9mdF+Vyn2T7Hzbb9FnU7X39JPv0KhtWBnTz3I8+ecUtO+GR5tkEMsvjjYAfHdwYIIRBKzWJ5HkoaZTCQMDAa/fEevzJqbA8adqaTHhpCEMtDE/USt6CQOYbQiOufpWVFfY4ksfuJEmdFL70pjQZ6400zw+OpeH7399ph9+MNL8YkalluTQGdQPHE3mdLIcvvyGN+GoN3Y00p0pJA5u3AEgZyTQa9kXO9/t/j7zGd9+T2ZamkUa535eGczSANLoZgPcelplIvb76lgCOpoGvf1nYsKpo31OtZChoB8d7XWlek7h1CrPCUKmVAAilpPk/PoCHR3LB+z2ZNxkO5fejkYDJVdZKkgIBv1khLm6jgVyn8VBWvS+n0qh/733Zl699BQ6GAmCL1ljj/pFI2MYjYToAzq7kfDVejj3L5B66fyTn4XIu5+jhiTTQWbuyHodQGGnuBy3jMR7JdVatZO32nRy0Ms+qvmEJDvZvGs0wgKG+kZ+FrQxqJ2OD1nmvaC3wazlOowUozRZyTaNAWMDLqTBk+UheZzIUa/tuR5rIbS7N/nggAO9gLPsRhXCy31riO/lzdCCA7vX78pgguGEor+bi/FdVwpK+9fAGuOyNxenwYibhyYNBa9meiUQ0jEA1N4sIRrfOibdUI7r9Wa/bmq18hDSt15H38c6q/GIq17KbCtj5pHKybCtzVXV7zYatocXt/YsjOT87R8K7uqlrQPU5ldHymVOW8jo7Y5APA7HO3RiY7HquYV/A/o9RD3ZXn0390EDU/v4+/+bf/JsP/PzP/bk/x5/7c3/u+v9/+A//Yb71rW+9dBtaa375l3+ZX/7lX/7c9vOuPp+q6oaybthrdcj3DsatlFwRh4ZOErMtS5wVzXyWFQyGXebDIbHS6MsrCg9Rt8P4wQnRcgmrNTpJSNNYrJR9B0rTDo+2TUmn2wablh++c5+gPouvyxfZrh2Yug2ibkvnXmV7t7fzoZVE8qi6fh5YxlrMAHZltIAEgNpeuxo/94IaASMOcI3M9ehW7qa0NB3WSvNn27kD50Q+FmppzpKOzLOtlrLiu8sDUVq2d/v1PLLiaJU02YGRJilJhH3Zlu2cCaDaFeg4vLEyDgP5wowjsZz2TsBB2Eq3okiav9/1VfjWO8IIFS0bstm2RhHtrEVt5fHdVF5jPGxnAVJ5zulUzsNuxmbQk/3td2V/d252aQQP7oslukf+HnYFyIQ72ZwSBqjXk9dKUmnytBaWZTYXFmjn5KbbFfv9QRsC+wa89boc62zRXrv2+ua5HEM3kW0dTeQaZbnM9IT65n4IjAAeswMzfVmZ3zW7g5b1CgNpjONYgmd7XbxzghGiEMYj1FfeaOetYtmHpr1u3guDVFYtO9UIkG1s2/QM5TV3K9BJLKxIFEnTm2XCzsXR/7+9Ow2Sqjr/B/69fXtfZ2cGZhjQUX4OQkB0xCjBsjRaSbFojJbBgJpKpKIiliEvotFgMKHyIokllVJRi6BxiZaRRUAp0RgRxJUEDeYPwjBAJgzM1j29d9//i+fc6enZ6AZnkf5+qqZ0eno5fc9t+nnuOec5MiIUjwFdIQmu0lBrydR0HvO/qZQE98GQJCFWXUaFWlqln0Jd8rqBgCSu7SF5j7oGjFPl0VNJCdL8bhnt6m9RvFWXhOOYGqky90yCjNCholTtZdMGVBRLH5rP4/PIZ6tLrddyOKQt8bi0I9gl78MsJOBxS3I0pkJe1wzyA345d4+1yGuNKZNj39gk7QhH1Zo6S2b6mcfdt5hDZ0jOO6cq4hGOyH1qxkofHm+V53JYZf8sc21MSCWeLqca/UpIImK39p/oWCy576FosaiNWrvkeEIdF3O6Zq7MghKGmkIbicptxQMkcEyghp+mqXVYrVL0RNeyPy+9xRPyb7hZfCSRVOsOvYW9TxSdkhFLoqiwmRd8Uqk0dN2CVDqN8pIilPp9aA+FkU6ncf7ZtdAA/Pd4K2y6juqKUlgsFnToGiprquA7azx0uxXWSEym50SiQNUY4O87ZOG8RU1jikbUIiFDpuYkUvK3RFwtaEpnB+kjQOv9/1YdsMj+QVqubdMhi+1DYYlBnXYYVh1aNAZLOg3NapUrdmZq5nDKF040odYBaRKAW3XAakgwaqZiLpdaOxGR9Sd2tVbIaZPjmTbkKndCLWq3qCk5qZQcY79PnrujXe4fiUvA5rZL4OvzS/BeGpBRgUNNkgjF4uqqfSIzsmSzSz9a1O+GOj66Ra1ZcgATyyQxbGuXYNJpk8pvkZgE3ja1vqSqDCgplZEJm1XamUzKF2oiIeuH3C65st7SlkkqKkvl95ZWdeVTTd9zuST4PmdCZmqd1SrHsKRIzlOfGygqlmDRq6l1T0k5LsVqjUhHSPYd8vvlJxGTaWcV5RIwWHUJ1n0+mTrkdavNWNXC/05IYYN0UpKf4hKpyFY3QYJurzm6ocvzulxynO02CWzLiuR+wZC0c0xJpnKbw66KIMQlgfO55fHRKDChRvo9HpdAxWaT/ikOyDH0+aC1tsGIJ4GAB9pFU6DVTZSpcp0htXeUXV6rolTe54l2ScwcDklMAAmM4wlZ+wCoghZe6cNkSo7H2DGZpNeq1q45ndIX4Zh8/nvvmaPrEoAFfKrwRFBtHFsso1BWXRI9lw0orVF9F5U+KA1IG616pkS5z9P/VXhNk/OsvVM+B8mUvJ7TrtYvQRKGshL13u2Zdmpa9tqSYEg+J91FDyzSboddnjPgl+PfO0C02+QYu50ykpROA5aUSuBU0QaPVRJ29wDJSyQqfdd8QioVFvnldc0pmd0BqwvQvVL44/gJVeXOLsfZodaZ2WyqsuNXlIjE49kjEjY9s5F1rhIJORbm3jludWHEvBBEo4O5JCKZylwcG0j3Fgvq82TpOUGdKD9MomhEeFxOFHu9aAuFoEGDrmuoKitBwOtBkd+bVbo+nkzCG0/Aphbq6jYbUi4HHNZi+cfQ4ZRgV9flym91pUy9capAIO5WVxFjan2CNbPwV9dlgXgoKNlLLCYB7UjRoBaT2wGrGhXRNamelYwBsEgC2D1NEWpqFCSIdNihOR2wWK3q/VkAjwuaWTrfbperbtGYfNkYacCZViWqXZkF63ZdglBocjU3mZRAIhSRQDGVknUifo8EmdGwrPdxOmRNSF0NcMEU2Y+n5YQE3JGw9I2ZnITVGqIJY+XvGuT9+b1A5RgJMM0r1omEjI7YrJJsBLt6LJC3SVDcGZLkwKMCaJ9Xqq1F1TShWFSOQZVK2mxWKfucNoAuNYJUEgAOH5NzIBIDSkokYYsmAG9UzrXpYzLrLppbJMhPQ5INtwuYfK4EhMeOS5LjcckVUq9H1uXougSqGuR+FoskI8GwJJxVY+S5g11ynsbistDe7ZHgPZWQKmYWi4wWVVbIebAvLLebm9TaHbKvkW4FAm4ZhRpXqRIKpxoFOy7Hb2KNPMbrkaC5vESOn8eVWftjs0rAb7EAUyZJ4NsZkvMinpB1T8mkGm001LomVYwhngCqKqFVVcrUTU2T4H5MqSSZFaUymtIJCWpcLknGzM1mwxFJXp0OOXfjSXlOl1P+DWhpU6ONdpk6Fo9lFgOmDRkVSSTUNDmj/z2Gsj6HmiQvLqcE/Oc7Mgm0AVn75PdKP3m9avRTTY1zqTVsxYGBnz8ckSmjJcUS+DUeyewNGIvJuTBOnWcn2yzWTK7MhNA8ZlXqvDCLIvTHqpJGjyszOn9WTXa5aJez/5GhVEpGadJpec+ptIxuut1yfM0kI91jra/dKselolTO+VBYziGrmlL4VSYmdjuQDmb2PkukAN9JjmVvuiqwkkhmypeb2xnQ6GJOlT0Zm03O6VBYlV1PDHyxg+gkmETRiLBYLKgsK4LP41Lroqzw9Jiq0XOvL6fdjs5QBA677BuWSqXg8LgAzSMjDfG4fIlbdQm4dQtQVSlTZAxDRglqayWIDqov7Obj8oXd2iGlmK0BuTLtdQHBiDxnTC2GtQKwO9WeN6exoMpuk6uhZnACqI0QdQmU3HYAmrTZ55PgpqRYTZ+yyNVim00CzOOtmaukMTWSlFD7jlwwFdr4Cgn8fV55rXRartrHkpJYxFWFsLZ2WW/i98mVdk1Tm306M6WY2zokwCspkpEXXQNOdEibigNSxKCjU5INn09GaaZPlilPU9MS9B47IT+HjkjwlFbTt8aVy4hJMpkpXtByQgL7+rNl7Us4ltnAMZmWvunoAOomShLUGZb1PXU1chU/mZLXKvLLY5wOabe5/5quZaZ+nTMRONyc2VOpNSgjDW6HvD+3XY55sS7v1e1U0z7UmpOxVdIvFrXmyuPOLNpvaZVkuLhIkpRkUtYnpZPSr5qWSX7NTTuDIelfq0WmNjnsEnA7HfJeiwOSoNSMVdPKfHL+BENy3kbVZ8HnlfOhulKSLKsu/2+usbFZ5crt8ROy/1FcJRhuFzC2TJIEGJn9iooDkjwkk9Juc5TNXJQNqLVhurxfQKbUmYGJzSrnZrFfftd1OZbmhsHtQXkv5SWZz92YMnlum1U+pwGfJJYWi7xHvzeTYCRC8h6cDjlfInEZTYupKXjlxWrUKK4CYEOO0WBrIMyksqxY2mezAv6EnFc1VXIOmxX0Wk5I+yzqfZqL1gcKzMyExywQ4rDLeVFcohIslQSdLIEC1D48jsyxMYzsoge5sA2yxmggqbScD8VqZDTYJWvn/H4ZmQPUNNUeAWs8IeeUyyk/Xo8cR5s1t/eaD48LiHrVBtWQEdN8y1g77JIQdgTVei1dzgcG3F9fVtWHHZ1yMabYpT67TIwpf0yiaMToug6/9+SVFEv8PiQSKQQjYWjQUFbkh9/jVusg7EBZUoKvjpCMblRVSDDdFZaruqmU3OZ0SvBtLpJv65QvdZtVrph3dgLxNFBqUyMLNhld0SGP1SCLo7tUaWMDUj7ZLFTgdsualURcvmyjqtKVV821NqtqaZoE6YGABHnBYObvTockTW63BPsej4xO+HzAxAmA36U2sAwDTUfli72iVEZkmo5KIlAzTkZbxlRIUmhWA2s+LkEzUvL+y4plRKj5mARdXi8AFRgmk/JTXiLlpCtKMmuOPC55zIEjcnwnuiTB8rrlmJSXqJEWFaBGohJw+b3y/5omQXA6Lf0UCEigAkMC8FhU2hqNAd64/J4yVLJpyxzDMeVy9TwUlhGWGfXSb8dVwmbRZBNQm1Xeq65nkpUivxQVKC2Stu7zSt8mVfGAijJ5Px1BCRIddqCmNLPuR7eoym3uzFV8my6jK+ZUwfJimbLk8sj6HLtdrRFzyZVPnzezT5Cugl9dl2NR7Jf7d3bJVMPqSnm/5SWSFFSWZZcKNothxOPyGYiq9TXRmIxi1Y6TYLW5Ra0LU2umxlWqqbARGbkK+CS5GlOm2oTsgLHn/zvskrwl1MitZpGEOODLbPbbFZH7mQUm/L6+AWg6ndl41NysM9iVKa4Q8Mt9IlG135Eve2TKrLyp62pPoLS8nyY1jSzgl3PPZpN/I4yUJKq5BtQBNcWzK5qZpurzyvsDMnuIpQ2gxJUpLjBIfga3uhDS1i6/222ZES2XAyiqyKzTOhmbLTOyk0plPqNDzWJRe4DF5fOk62pvqR5V9cyA1SzM4FdT/syAdSjLb+u6fF4Cvsw+SfkGymbxE3NE0qoPvNaGvj7sNrl4RHSamETRqGe16qgqL0ZZUq5i223WzEiVOYTvcsqXswEJLpuOSpDY3ikBUCwhycW5E2TkoalZ7QmkKvukU3K1u7lFLexWaxHcLrURslWu8recAA6r9Rsue2YBa1dY2mDT1XqrtIxcSYMlMDQTxqRak2VWEpowTgIzc9+KrrDaRDMqIz7FxbK/TXmpKhGrScD7+X+AxqPyGJdDXruiVEY5LJD3kTYkIXDYJbjpDMs+PLGYBOilRRK0BwKS2Pl98hw2tZbMoktw7rRnKkim0xJATlKjPIZ6T2NK5Xj1vrrvsEvSEAzJVCG3K7P5otshU+acdrmtrESVDvfJCI/dJv2XSMvojMOeSTZDXVIBb3yV9FEkKs/tcAAXnZ/ZCyeRlJGg8hJ0b9jZM5gaUyYBV2UZcDQgx9ZmkaDpf8clKSkplkSxd9Bn1eU86b22xqlGSkJhGc1KJdQC/xI5D8z9bOx2Sfo6Q3Ic3a5MMlFdJeekrkZ+yorkWFitfUcNbDYpQOB2SN/a7BLEd69RScq5a5b0NV+vboIk6G3tmSlsFaW5LbD2eSQw7orIaxUHMmtHrLqcW20dch+XMzNi0ZsZjEdjqux7IrNey3yuspLMHkpmMhxPyPuAOtfdTjkH0mn5N8Cqy+/m8XI6Ti0Atlrl9QM9RuE0TV6zpEj+jTHPZwNyrE82EqRpct+UShQdNll35lBr/fKtIGe3AfZBpg8OBasu7/9Em0w/NPupdwJnt8m/Db0/I8PhZOtjcn2OXAtaEFFB0QzjZFt5n7k6OzsRCATQ0dEBv98/0s2hr0owBBw8LEmFAQn4Y3EJ4C0WuQJ8+H8S5B79nxoxskiFqbJi+cLXdbmP2ylJVlWZJFHxGBBWa2xOtEoAbrXI6JbLKUlIiV+uCB89Bhxtkalpfq/ajDMB7D+U2Z/H6ZDg95yJsn9LPCYFEY6fkPUW4Rhw3tlSxrl3AN/aDvy/A6oyV1ISjyn/lxkhSBvSfq8nE7ykVWKw/5AqFWxVoydqelcuGyEmk8CRZjUFSAV7nSEZKRloZDGdVpuUqul48bgkiOa0qnRaAvgivwTdR/+nymWr5w92SRJpLjw39+sx1FSgaBxoOiKv4XJLYmVTCZi5VmawAC6VkudrbVftTEmSqVmA8ZVqYX6ewVgylXkum02Cy/7aYFb80rTMFLeexzoUlj5OpORcK1LT+HoLheXc7gxK8lVVrvbgSUnCabHI74AE+omEjESZlRIBOe/zCXQNQ9oISLt7P9Yw1JTVQdblmMfgRJsqbDLIe+wpnsgUCnA6JYg/phLShPpbNC4XESZW5/6e8pVUI1GxeKb8dn8XE3pqOSH9ZX5ezP//Ol4dN9+/xcLqZkT0tZdPbsCRKDrzeNySEITU2htzfUg0LsFsZ0gCtCo1PerQERXI18g6oHhS1rNYrRLMmSNJgIxWxFWp5WMtEjjZ7LLZ55gyCXTb2lX5bl2SKkAerwEwHMCkiRLk2uwSnFeVy4/bJYlFMCTTtypK1caT5f1fTS3yA5POlqDZDJDNJGigK+4Wi1w9buuQ4McsWdwVzv34WizyfiJqelMikSl7PdhjeidoFWWqXHivKUhmRS2z9HciCUCT5+85AtPzmHhcsm9R76vduQZ1ug64dDlvOoJyrpQUq+php3gl26rnNmXMXB/S73NYMwv/U+nBA1WvO1M63aYKOiRTMtXQpaZomglNd3UxLZOUngpNG3wtjabltn7E5cxU18o1GLfb+t7PqsvnrLRI3muoS4rNDCVzNDzfUa6e1y+/ztcyc13QT0R0huFIFEeizkyGIQkOoCrwxGWUIRqX6XwaZBqbTa2xqaqQYLMrnJmeFwwB0OT/zf1FzMo+leXy3JFYpsqaVZfX7YrIVDxzX5VwRJKm1nb5e7FaoxHwq3LivUYeWjtkSpZFVaw62bqBU5km06baY9Ul2LTbJAnMdXF5LC5V6eIxlcAF8l+0PZiusIxMmCVrAz5JOLkZYm5CYZlmZqQzZa7bO9U5jR77OQ1xgjHcEgmp1BeJyO8ul1qbNspGSCJRqd6Y6lGev7x0aNcIERHRSeWTGzCJYhJVOJIpCc6/PAyE1fSmSFTKaf/fRLk639qZKQzh88ptx07IlD+nPbN3S75Xnc1KembxAHNdxUDMkYKhShrS6Uypc93SXR49L2YZZN0yNFei44ncp+NRX4aRGREFMmvZ0unMXkZnomRKLkIAmX2bRqNINDMC7HFz3Q0R0SjA6XxE/bGqogJ+D1DqV5tcJjLJg00tgO6dwPi9qhqfWn9zKglDviWE8ylPfCosFhndOdm6k8Ho+tC2s7/pWpQ7TcvuH4tl4DVrZxKrDli/Bu9zsGmcREQ06jGJosJi7hHjsAMui0y9s/YaFeqdGGgay9oSERERUTcmUVRYXA4pcNAVzowsFfs5VYyIiIiIcsYkigqLueO8162SKNvp7yNCRERERAWFSRQVHl2XhdxERERERKfgFDcHISIiIiIiKkxMooiIiIiIiPLAJIqIiIiIiCgPTKKIiIiIiIjywCSKiIiIiIgoD0yiiIiIiIiI8sAkioiIiIiIKA9MooiIiIiIiPLAJIqIiIiIiCgPTKKIiIiIiIjywCSKiIiIiIgoD0yiiIiIiIiI8sAkioiIiIiIKA9MooiIiIiIiPLAJIqIiIiIiCgPTKKIiIiIiIjyYB3pBowkwzAAAJ2dnSPcEiIiIiIiGklmTmDmCIMp6CQqGAwCAGpqaka4JURERERENBoEg0EEAoFB76MZuaRaZ6h0Oo2jR4/C5/NB0zR0dnaipqYGTU1N8Pv9I908UtgvoxP7ZXRiv4xe7JvRif0yOrFfRq8zuW8Mw0AwGMTYsWNhsQy+6qmgR6IsFguqq6v73O73+8+4k+JMwH4ZndgvoxP7ZfRi34xO7JfRif0yep2pfXOyESgTC0sQERERERHlgUkUERERERFRHphE9eBwOPDggw/C4XCMdFOoB/bL6MR+GZ3YL6MX+2Z0Yr+MTuyX0Yt9Iwq6sAQREREREVG+OBJFRERERESUByZRREREREREeWASRURERERElIeCTqIOHjyIq666CrW1tairq8Ozzz7b7/2OHTuGW265BfX19aiursZNN92E48ePD3Nrz2yRSAQ/+clPUFtbi+rqaixbtgzpdLrP/T755BPMnDkTtbW1qK+vxxtvvDECrS0sufRNIpHAQw89hClTpqCmpgazZs3Cp59+OjINLhC5fmZMXV1dKC8vx8qVK4exlYUn134xDAO///3vMWnSJIwfPx51dXVIJBIj0OLCkWvfvPrqq5g8eTLGjx+PhoYGvPvuuyPQ2sJiGAbWrl2LmTNnDngffv8Pv5P1S6F/9xdsEpVKpTBnzhwsWLAAjY2N2LBhA+6+++5+O/+1117D7NmzsWfPHnz55Zew2+248847h7/RZ7B7770X6XQa+/fvx2effYa3334bq1atyrpPMBjEnDlzsGLFCjQ2NuKxxx7DDTfcgObm5hFqdWHIpW/+85//oL29HTt37kRTUxNuvvlmzJkzh0HhEMqlX3patWoV2trahrGFhSnXfnn44Yexfv16/OMf/8ChQ4fwzjvvQNf1EWhx4cilbw4cOIBFixbh2WefxaFDh/Dwww9j7ty56OjoGKFWn/m2bNmCqVOnYvny5Whvb+/3Pvz+H3659EvBf/cbBer11183pk2blnXbkiVLjKVLl570sbt37zbKy8uHqmkFJxgMGm632zh+/Hj3ba+88kqf/nn88ceN+fPnZ902d+5c449//OOwtLMQ5do3/SkuLjY+++yzoWxewcq3X44cOWKce+65xnXXXWf89re/Ha5mFpxc++XYsWOGx+MxDh06NNxNLFi59s26deuMGTNmZN02btw444MPPhiWdhail156yVi/fr3x1ltvGZMmTer3Pvz+H3659Et/Cum7v2BHonbs2IFLL70067aGhoachiFbWloQCASGqGWF56OPPsLEiRNRWlrafVtDQwP27NmDZDLZfdvp9Bmdmlz7prdwOIxwOMzPyRDJt1+WLFmCX/ziF/D5fMPZzIKTa79s3LgRs2bNQk1NzUg0syDl2jezZs1CW1sbtm7dCgB4/vnnUVJSgqlTpw57mwvF9ddfjzlz5gx6H37/D79c+qW3QvvuL9gk6ujRoxgzZkzWbRUVFThx4sSgj4tGo/jlL3+JH/3oR0PZvIIyUF8kk0l0dnae9H4n6zM6dbn2TW/3338/Lr/8cowbN26om1iQ8umXJ554Au3t7Vi4cOFwNrEg5dov//rXvzB+/HjcfvvtmDBhAqZNm4a1a9cOd3MLSq59U1xcjD/84Q+4+uqr4fV6sWjRIqxevRp2u324m0w98Pv/66HQvvsLNolKpVIweu0znEqloGnagI9pbGzE7Nmzce655+LnP//5UDexYAzUFwCy+uNU+oxOT659Y4pEIrjtttvw97//Hc8888ywtLEQ5dove/bswa9+9SusWbOGn5NhkGu/BINBrF+/Ht/73vdw4MABrFmzBj/72c/w9ttvD2dzC0qufbNr1y7cc889+PDDDxEMBrFp0yZcf/31OHjw4HA2l3rh9//oVqjf/QWRRE2YMKH7Z+7cuQCAkpKSPhX2WlpaUFlZ2e9zbN68GTNnzsTChQuxZs0aWCwFceiGxUB94XK5soaE8+0zOn259g0A7N+/HxdeeCF0Xcf27dtRXl4+nE0tKLn0Szgcxo033ohHHnkE1dXVI9HMgpPr56WsrAxXXXUVvv3tb0PTNEybNg0//OEPsWHDhuFucsHItW8eeeQR3HnnnbjgggugaRquvPJKXHvttVi9evVwN5l64Pf/6FXI3/0FkQkcPHiw+2f9+vUAgBkzZuC9997Lut/27dtxySWX9Hn8jh07cOutt2LdunW44447hqXNheSCCy7AF198kVU5bPv27WhoaMhKVvPpM/pq5No3bW1tuOKKK7B06VKsXr0aTqdzJJpbMHLpl23btuHLL7/Ej3/8YxQVFaGoqAjPPfccli9fjquuumqkmn5Gy/XzMnnyZASDwazHaprGz80QyrVv4vE4rFZr1mMtFgvi8fiwtZX64vf/6FTw3/0jV9NiZHV1dRlVVVXGM888YxiGYXzwwQdGVVWV0dTU1Oe+N910k7Fy5crhbmJBmTt3rrF48WIjkUgYLS0txpQpU4y//e1vWfdpamoyioqKjDfffNMwDMN47bXXjNraWiMUCo1AiwtHLn3z+OOPG9dcc83INLBA5dIvvS1atIjV+YZYLv0SDoeNsWPHGlu3bjUMwzA+//xzo6qqyti9e/cItLhw5NI3f/3rX41zzjnHaGxsNAzDMD766COjtLTU2LFjxwi0uLAMVgWO3/8j52RVEwv5u79gkyjDMIwPP/zQmD59ulFeXm5MmTLFeOutt7r/dtdddxnPPvusYRiGcdFFFxnl5eVGbW1t1s/HH388Qi0/87S0tBhz5841ysrKjNraWuPRRx81DMMwnnnmGWPJkiXd99uyZYsxadIko7y83LjkkkuMf/7znyPV5IKRS98sW7bM8Pl8fT4jf/rTn0ay6We0XD8zPTGJGnq59svOnTuN6dOnG+PGjTOmTZtmbNq0aaSaXDBy7ZsnnnjCOO+884zx48cb3/jGN4xXX311pJpcUHoH6/z+Hx0G65dC/+7XDKPXSj0iIiIiIiIaUEGsiSIiIiIiIvqqMIkiIiIiIiLKA5MoIiIiIiKiPDCJIiIiIiIiygOTKCIiIiIiojwwiSIiIiIiIsoDkygiIqIR8OGHH6KtrW2km0FE9LVmGAbWrl2LmTNn5vW4Xbt24Vvf+hZqa2sxduxYvPLKK3k9nkkUERHRIH7wgx+gsrKy3x+Px4NVq1b1eczbb7+NhoYG1NXV4eKLL8Y777wDAFizZg1uueUWAMDSpUuxe/fu4XwrRERnlC1btmDq1KlYvnw52tvbc37c3r17MX/+fDzwwANobGzEwYMHcdlll+X12kyiiIho1Ni2bRsuvfRS1NXV4eyzz8ajjz6a9fdPPvkEM2fORG1tLerr6/HGG2/0eY6dO3eivr4ezc3NWbd/8MEHmDVrFmpra1FXV5fzVcfnnnsOzc3N/f7ceuutsNlsWfdvbGzEokWLsGbNGuzbtw9PPfUUFi5ciMOHD+d5NIiIaDChUAi/+c1v8NRTT+X1uPvuuw933XUXrrzySgCA3W5HRUVFXs/BJIqIiEaN559/Hk8++ST27duHrVu3YuXKldiyZQsAIBgMYs6cOVixYgUaGxvx2GOP4YYbbuhOlvbv349rrrkGCxYswL///e+s5/3vf/+b9diXX34ZixcvRlNT02m1Nx6Pw+VyZd22detWzJs3D/X19QCA888/H3PmzMGbb755Wq9FRETZrr/+esyZM6ffv73zzjtoaGjAhAkTMHPmTHz88ccAgFgsho0bN+K22247rddmEkVERKPG6tWrcd555wEAzjrrLNx4443Ytm0bAEmwLrroou4rh9/61rcwe/ZsvPjiiwCAzs5OXHvttdizZ0+f592wYQMuu+wyzJ49GwAwbdo0LFy4EE8//fRptbe1tRXFxcVZt9lsNsRisazbYrFY94jViy++iMrKSuzateu0XpuIiPq3d+9efP/738fjjz+OgwcPYsWKFZg/fz4ikQi++OILuFwubNu2DVOnTsVZZ52F22+/HZ2dnXm9BpMoIiIatVpaWhAIBAAAO3bswKWXXpr194aGBnz66acAgOnTp+P222/vMzIEAIlEAqlUKuu28vJyfPHFFwO+9nXXXTfgWijzZ8OGDVi0aBEqKyvx3HPPAQC+853v4PXXX8emTZvQ1dWFjRs3YuvWrbj66qsBADfeeCOam5vR0NBwyseFiIgGtmrVKixevBjTp08HAFx55ZWoqKjAzp07EQwGkUwm8f777+P999/H7t270dLSgrvvvjuv17AORcOJiIhO165du7Bx40Y89NBDAICjR4/iiiuuyLpPRUUF3n///ZM+13e/+13cf//92Lx5M6655hrs3bsXTz/9NGprawd8TL6Vmkzl5eXYtGkTHnjgASxbtgznnXceNm/ejNLS0lN6PiIiys+XX36JF198EX/+85+7b+vq6sKxY8cwbdo0xGIx/O53v4PdbgcALF++HJdffnler8EkioiIRp2XXnoJS5Yswdq1azFx4kQAQCqVgmEYWfdLpVLQNO2kzzdhwgS8+uqruO+++7B48WLU19dj3rx52Ldv35C0v76+Hi+//PKQPDcREQ1u7NixuO+++7B06dI+f4tGo3A6nQiHw91JlKZpcDqdeb0Gp/MREdGokUqlcMcdd+DBBx/EG2+8kbVguKSkBMePH8+6f0tLCyorK3N67tmzZ+Pdd99FY2MjNm/eDMMwMGnSpJM+bv78+SgrK0N1dXWfH4/HgyeffLLfx61bt67P9L977rkHL7/8MiorK/HRRx/llAASEVF+Fi1ahEceeaR7ynYikcC6desAAE6nE7fccguWLVuGZDKJWCyGBx98EDfffHNer8EkioiIRo27774b+/fvx65duzBlypSsv82YMQPvvfde1m3bt2/HJZdckvfrpFIpvPDCCwNWdertySefxOHDh/v83HTTTQM+Zt68eX1Kore1tSEUCqG5uRkzZszoM7JGRESnb9asWVixYgWuu+461NbWYsqUKd3rZwFg5cqViMViGDduHCZPnoy6ujr8+te/zus1OJ2PiIhGhUgkgsceewxHjhyB1+vt8/cFCxZg5cqV2LZtG6644gps2rSpuwJTLj7//HPU19cjGo3i3nvvxYUXXohvfvObX/XbICKiYXb55Zdj7969WbctWLAACxYs6Pf+Ho8Ha9euPa3XZBJFRESjwoEDB5BOp3HxxRdn3X722WfjzTffRHV1NV544QX89Kc/RWtrK+rq6rBhwwZ4PJ6cnv+2225DU1MT7HY75s2bh7/85S9D8TaIiKgAMIkiIqJRob6+Hul0etD7XH311X2uNvanv2lyO3fuPOW23XrrrVi8eHGf2zs7OzFz5sxTfl4iIvp60gxOyCYiIhp2LS0t8Pv9cDgcI90UIiLKE5MoIiIiIiKiPLA6HxERERERUR6YRBEREREREeWBSRQREREREVEemEQRERERERHlgUkUERERERFRHphEERERERER5YFJFBERERERUR6YRBEREREREeWBSRQREREREVEe/j+I0pdDDCtBsAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 2019와 2020 고객별 금액 변화 분포 파악\n", "\n", "cust_prfl5['ratio_series'] = cust_prfl5.amt2020/cust_prfl5.amt # 비율 값\n", "cust_prfl5['ratio_series'] = np.where(cust_prfl5['ratio_series']>3,3,cust_prfl5['ratio_series'])\n", "cust_prfl5['ratio_series'] = mnmx_scl(cust_prfl5['ratio_series'])\n", "display(cust_prfl5.sample(10))\n", "\n", "cust_prfl5['ratio_series'].hist(bins=50)\n", "plt.show()\n", "\n", "colors1 = [[1-v,0.2,0.3] for v in cust_prfl5['ratio_series']]\n", "plt.figure(figsize=(10,6))\n", "plt.scatter(rjitt(cust_prfl5['amt']), rjitt(cust_prfl5['amt2020']), \n", " alpha=0.1, color=colors1, s=10)\n", "\n", "# 2019년과 2020년 금액이 동일한 선 추가\n", "# 이 선보다 위 쪽에 있는 고객은 금액이 증가한 것\n", "plt.plot([0,cust_prfl5['amt'].max()], [0,cust_prfl5['amt'].max()], color='grey')\n", "plt.xlabel('2019 금액')\n", "plt.ylabel('2020 금액')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 대각선의 아래쪽에 점이 많다는 것의 의미는?\n", "- 2020년 매출이 전년에 비해 감소했다는 것?" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "cust_id 0\n", "sex 0\n", "area 0\n", "age 0\n", "is_seoul 0\n", "is_female 0\n", "amt 0\n", "amt2020 0\n", "ratio_series 16\n", "dtype: int64" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 분석 테이블에 값이 없는 빈 셀이 있는가? 확인 \n", "\n", "cust_prfl5.isna().sum()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_idsexareaageis_seoulis_femaleamtamt2020ratio_series
164B100003937Fseoul221100.0NaN
1296B100042039Mgyunggi530000.0NaN
1605B100065951Finchon440100.0NaN
1688B100039198Fseoul401100.0NaN
2119B100081470Fgangwon250100.0NaN
2471B100046481Fgyunggi300100.0NaN
2906B100009178Fgyunggi450100.0NaN
3009B100049086Fgyunggi360100.0NaN
3605B100051469Fgyunggi250100.0NaN
3726B100032350Fseoul521100.0NaN
4907B100056260Finchon240100.0NaN
5335B100092531Fseoul381100.0NaN
5418B100036899Mgyunggi560000.0NaN
6117B100003608Fseoul301100.0NaN
6368B100051378Minchon350000.0NaN
6673B100081823Mseoul281000.0NaN
\n", "
" ], "text/plain": [ " cust_id sex area age is_seoul is_female amt amt2020 \\\n", "164 B100003937 F seoul 22 1 1 0 0.0 \n", "1296 B100042039 M gyunggi 53 0 0 0 0.0 \n", "1605 B100065951 F inchon 44 0 1 0 0.0 \n", "1688 B100039198 F seoul 40 1 1 0 0.0 \n", "2119 B100081470 F gangwon 25 0 1 0 0.0 \n", "2471 B100046481 F gyunggi 30 0 1 0 0.0 \n", "2906 B100009178 F gyunggi 45 0 1 0 0.0 \n", "3009 B100049086 F gyunggi 36 0 1 0 0.0 \n", "3605 B100051469 F gyunggi 25 0 1 0 0.0 \n", "3726 B100032350 F seoul 52 1 1 0 0.0 \n", "4907 B100056260 F inchon 24 0 1 0 0.0 \n", "5335 B100092531 F seoul 38 1 1 0 0.0 \n", "5418 B100036899 M gyunggi 56 0 0 0 0.0 \n", "6117 B100003608 F seoul 30 1 1 0 0.0 \n", "6368 B100051378 M inchon 35 0 0 0 0.0 \n", "6673 B100081823 M seoul 28 1 0 0 0.0 \n", "\n", " ratio_series \n", "164 NaN \n", "1296 NaN \n", "1605 NaN \n", "1688 NaN \n", "2119 NaN \n", "2471 NaN \n", "2906 NaN \n", "3009 NaN \n", "3605 NaN \n", "3726 NaN \n", "4907 NaN \n", "5335 NaN \n", "5418 NaN \n", "6117 NaN \n", "6368 NaN \n", "6673 NaN " ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# amt와 amt2020 모두 0이면 0/0 = 계산못함 = NaN\n", "\n", "cust_prfl5[cust_prfl5.ratio_series.isna()]\n", "\n", "# 추가로 분석에서 제외해야할 고객" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_idsexareabirthyrhh_incomeagemaritalranseqsignup_date
481B100003937Fseoul19992600022미혼4812017-07-23 11:11:27.243860
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" ], "text/plain": [ " cust_id sex area birthyr hh_income age marital ranseq \\\n", "481 B100003937 F seoul 1999 26000 22 미혼 481 \n", "\n", " signup_date \n", "481 2017-07-23 11:11:27.243860 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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ord_idord_dtidstoreitem_idqtybrand_nmunit_prcitemyrseasonscatranseqlcatsizecoloritem_id_detcodeamtcust_iddateadate
15033000189871Multi bupyongSH10072041Shoote600002020FW바지15남성캐주얼90grey10460000B1000039372019-10-202019-10-20 11:39:12.554918
15043000189872Multi bupyongSH1007204-1Shoote600002020FW바지15남성캐주얼90grey104-60000B1000039372019-10-202019-10-20 11:39:12.554918
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" ], "text/plain": [ " ord_id ord_dtid store item_id qty brand_nm unit_prc \\\n", "1503 300018987 1 Multi bupyong SH1007204 1 Shoote 60000 \n", "1504 300018987 2 Multi bupyong SH1007204 -1 Shoote 60000 \n", "\n", " itemyr season scat ranseq lcat size color item_id_detcode amt \\\n", "1503 2020 FW 바지 15 남성캐주얼 90 grey 104 60000 \n", "1504 2020 FW 바지 15 남성캐주얼 90 grey 104 -60000 \n", "\n", " cust_id datea date \n", "1503 B100003937 2019-10-20 2019-10-20 11:39:12.554918 \n", "1504 B100003937 2019-10-20 2019-10-20 11:39:12.554918 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 금액이 2019, 2020 각각이 모두 0인 특이한 경우 확인\n", "\n", "# 고객리스트에 정상적으로 들어있는지 확인\n", "display(custmast[custmast.cust_id=='B100003937'])\n", "\n", "# 판매내역 확인\n", "display(sales[sales.cust_id=='B100003937'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 구매금액과 취소/반품 금액이 동일하면 거래이력은 있지만 (고객리스트에 포함) 집계값이 0 인 경우 발생" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 2019 금액과 2020 금액 분포의 비교\n", "\n", "plt.hist(cust_prfl5.amt, bins=50, alpha=0.5)\n", "plt.hist(cust_prfl5.amt2020, bins=50, alpha=0.5)\n", "plt.legend([2019,2020])\n", "plt.xlabel('연간구매액')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 2019년에는 구매가 있었으나 2020년에는 구매가 없었던 고객들이 존재하기 때문에 분포에 큰 차이\n", "- 2020년 구매하지 않은 고객들에서도 금액 감소 패턴 보임" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### boxplot 활용한 시각화" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# boxplot을 활용한 시각적 분석 -- 집단간 비교\n", "\n", "cust_prfl5[['is_female','amt2020']].boxplot(by='is_female')\n", "plt.show()\n", "\n", "cust_prfl5[['is_seoul','amt2020']].boxplot(by='is_seoul')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "# 2019 구매가 있었던 집단으로 한정해서 분석\n", "\n", "cust_prfl5 = cust_prfl5[cust_prfl5.amt>0]" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 2020과 2019 금액의 차이 특징 파악\n", "\n", "from sklearn.tree import DecisionTreeRegressor \n", "from sklearn import tree\n", "\n", "dt = DecisionTreeRegressor(max_depth=3, min_samples_leaf=300)\n", "\n", "dtfeatures = ['is_female', 'is_seoul','age']\n", "\n", "# 종속변수 Y를 금액의 차이로 설정\n", "dt.fit(cust_prfl5[dtfeatures], cust_prfl5['amt2020']-cust_prfl5['amt'])\n", "\n", "\n", "plt.figure(figsize=(16,8), dpi=80)\n", "tree.plot_tree(dt, feature_names=dtfeatures, \n", " filled=True, fontsize=10, precision=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 대상도 동일하고 X가 모두 정확하게 같더라도 **Y를 다르게 지정하면 100% 다른** 모델\n", "- 예: 2020년 10만원이상 구매가능성, 2020년 구매일수, 2020년 10만원이상 구매일수" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 남성의 연령별 연간 구매금액 변화 구하기\n", "cust_prfl51 = cust_prfl5[cust_prfl5.sex=='M'][['age','amt','amt2020']].groupby('age').mean().reset_index()\n", "cust_prfl51['amtdiff'] = cust_prfl51.amt2020-cust_prfl51.amt\n", "\n", "# 여성의 연령별 연간 구매금액 변화 구하기\n", "cust_prfl52 = cust_prfl5[cust_prfl5.sex=='F'][['age','amt','amt2020']].groupby('age').mean().reset_index()\n", "cust_prfl52['amtdiff'] = cust_prfl52.amt2020-cust_prfl51.amt\n", "\n", "plt.figure(figsize=(10,6))\n", "plt.bar(cust_prfl51.age,cust_prfl51.amtdiff, alpha=0.5)\n", "plt.bar(cust_prfl52.age,cust_prfl52.amtdiff, alpha=0.5)\n", "plt.legend(['남성','여성'])\n", "plt.xlabel('연령')\n", "plt.ylabel('연간구매금액변화 - 평균')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# 1. 고객리스트 생성 – 기간을 고려(X기간)\n", "# 2. 구매내역에서 금액과 건수를 고객별로 집계한다(X)\n", "# 3. 구매내역에서 상품(상품군)코드의 종류수를 집계한다(X)\n", "# 4. 고객기본정보 추출(X)\n", "# 5. 예측대상값(Y) 생성 – 다음달구매 여부, 금액\n", "# 6. 추가파생변수 생성\n", "# 7. 모두 결합(X, Y)\n", "# 8. 빈칸 정리 – 다음달 산사람만 1, 나머지는 0으로 채우기\n", "# 9. Partitioning 분할 (10~20% holdout)\n", "# 10. 훈련set로 모델생성(트리, 회귀분석?)\n", "# 11. Holdout 테스트 set에 적용, 정확도 평가\n" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_id
30210B100031597
30211B100082391
30213B100038640
30214B100038640
30218B100094572
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" ], "text/plain": [ " cust_id\n", "30210 B100031597\n", "30211 B100082391\n", "30213 B100038640\n", "30214 B100038640\n", "30218 B100094572" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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cust_idamt_sumsales_cnt
8790B1000999001450001
8791B1000999011000001
8792B1000999642100004
8793B100099970800001
8794B1000999901000001
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" ], "text/plain": [ " cust_id amt_sum sales_cnt\n", "8790 B100099900 145000 1\n", "8791 B100099901 100000 1\n", "8792 B100099964 210000 4\n", "8793 B100099970 80000 1\n", "8794 B100099990 100000 1" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 1. 고객리스트 생성 – 기간을 고려(X기간)\n", "dfp01 = sales[(sales.datea.str.slice(0,4)=='2019') & ~(sales.cust_id.isna())][['cust_id']]\n", "display(dfp01.tail())\n", "\n", "# 2. 구매내역에서 금액과 건수를 고객별로 집계한다(X)\n", "dfpxbase = sales[(sales.datea.str.slice(0,4)=='2019') & ~(sales.cust_id.isna())]\n", "dfp02 = dfpxbase[['cust_id','amt']].groupby('cust_id').agg(['sum','count']).reset_index()\n", "dfp02.columns = ['cust_id','amt_sum','sales_cnt']\n", "display(dfp02.tail())" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['ord_id', 'ord_dtid', 'store', 'item_id', 'qty', 'brand_nm', 'unit_prc',\n", " 'itemyr', 'season', 'scat', 'ranseq', 'lcat', 'size', 'color',\n", " 'item_id_detcode', 'amt', 'cust_id', 'datea', 'date'],\n", " dtype='object')" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales.columns" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_idlcatCnt
0B1000000032
1B1000000221
2B1000000431
3B1000000551
4B1000000701
.........
8790B1000999001
8791B1000999011
8792B1000999641
8793B1000999701
8794B1000999901
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8795 rows × 2 columns

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" ], "text/plain": [ " cust_id lcatCnt\n", "0 B100000003 2\n", "1 B100000022 1\n", "2 B100000043 1\n", "3 B100000055 1\n", "4 B100000070 1\n", "... ... ...\n", "8790 B100099900 1\n", "8791 B100099901 1\n", "8792 B100099964 1\n", "8793 B100099970 1\n", "8794 B100099990 1\n", "\n", "[8795 rows x 2 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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cust_idscatCnt
0B1000000032
1B1000000221
2B1000000431
3B1000000551
4B1000000701
.........
8790B1000999001
8791B1000999011
8792B1000999642
8793B1000999701
8794B1000999901
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8795 rows × 2 columns

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" ], "text/plain": [ " cust_id scatCnt\n", "0 B100000003 2\n", "1 B100000022 1\n", "2 B100000043 1\n", "3 B100000055 1\n", "4 B100000070 1\n", "... ... ...\n", "8790 B100099900 1\n", "8791 B100099901 1\n", "8792 B100099964 2\n", "8793 B100099970 1\n", "8794 B100099990 1\n", "\n", "[8795 rows x 2 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3. 구매내역에서 상품(상품군)코드의 종류수를 고객별로 집계한다(X)\n", "\n", "dfp03 = dfpxbase[['cust_id', 'lcat']].drop_duplicates().groupby('cust_id').count().reset_index()\n", "dfp03.columns = ['cust_id', 'lcatCnt']\n", "dfp04 = dfpxbase[['cust_id', 'scat']].drop_duplicates().groupby('cust_id').count().reset_index()\n", "dfp04.columns = ['cust_id', 'scatCnt']\n", "display(dfp03)\n", "display(dfp04)" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_idsexageareais_femaleis_seoularea
0B100047771F24inchon11
1B100060077F25seoul11
2B100048415F30seoul11
3B100023217M40gyunggi01
4B100057806F31gyunggi11
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" ], "text/plain": [ " cust_id sex age area is_female is_seoularea\n", "0 B100047771 F 24 inchon 1 1\n", "1 B100060077 F 25 seoul 1 1\n", "2 B100048415 F 30 seoul 1 1\n", "3 B100023217 M 40 gyunggi 0 1\n", "4 B100057806 F 31 gyunggi 1 1" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 4. 고객기본정보 추출(X)\n", "\n", "dfp05 = custmast[['cust_id', 'sex', 'age', 'area']]\n", "dfp05['is_female'] = np.where(dfp05.sex=='F', 1,0)\n", "dfp05['is_seoularea'] = np.where(dfp05.area.isin(['seoul','inchon','gyunggi']), 1,0)\n", "dfp05.head()\n" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_idamtNextMnth_Y
0B10000000560000
1B100000117280000
2B100000192145000
3B100000236100000
4B100000336120000
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" ], "text/plain": [ " cust_id amtNextMnth_Y\n", "0 B100000005 60000\n", "1 B100000117 280000\n", "2 B100000192 145000\n", "3 B100000236 100000\n", "4 B100000336 120000" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 5. 예측대상값(Y) 생성 – 다음달구매 여부, 금액\n", "# Y 기간은 다음달. 금액을 예측\n", "dfpY = sales[(sales.datea.str.slice(0,7)=='2020-01')][['cust_id','amt']].groupby('cust_id').sum().reset_index()\n", "dfpY.columns = ['cust_id','amtNextMnth_Y']\n", "dfpY.head()" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cust_idamt_sumsales_cntlcatCntscatCntsexageareais_femaleis_seoulareaamtNextMnth_Y
0B100048542225000212M32inchon010.0
1B100026268464000423F29gyunggi110.0
2B10000987170000111M51seoul010.0
3B100051628420000212F35inchon110.0
4B10007545570000111M31gyunggi010.0
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" ], "text/plain": [ " cust_id amt_sum sales_cnt lcatCnt scatCnt sex age area \\\n", "0 B100048542 225000 2 1 2 M 32 inchon \n", "1 B100026268 464000 4 2 3 F 29 gyunggi \n", "2 B100009871 70000 1 1 1 M 51 seoul \n", "3 B100051628 420000 2 1 2 F 35 inchon \n", "4 B100075455 70000 1 1 1 M 31 gyunggi \n", "\n", " is_female is_seoularea amtNextMnth_Y \n", "0 0 1 0.0 \n", "1 1 1 0.0 \n", "2 0 1 0.0 \n", "3 1 1 0.0 \n", "4 0 1 0.0 " ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 7. 모두 결합(X, Y)\n", "\n", "dfp11 = dfp01.merge(dfp02, how='left', on='cust_id')\n", "dfp11 = dfp11.merge(dfp03, how='left', on='cust_id')\n", "dfp11 = dfp11.merge(dfp04, how='left', on='cust_id')\n", "dfp11 = dfp11.merge(dfp05, how='left', on='cust_id')\n", "dfp11 = dfp11.merge(dfpY, how='left', on='cust_id')\n", "dfp11.fillna(0, inplace=True)\n", "dfp11.head()" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['cust_id', 'amt_sum', 'sales_cnt', 'lcatCnt', 'scatCnt', 'sex', 'age',\n", " 'area', 'is_female', 'is_seoularea', 'amtNextMnth_Y'],\n", " dtype='object')" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfp11.columns" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 다음달 구매금액 고객별 예측\n", "\n", "from sklearn.tree import DecisionTreeRegressor \n", "from sklearn import tree\n", "\n", "dt = DecisionTreeRegressor(max_depth=3, min_samples_leaf=300)\n", "\n", "dtfeatures = ['amt_sum', 'sales_cnt', 'lcatCnt', 'scatCnt', 'age',\n", " 'is_female', 'is_seoularea',]\n", "\n", "# 종속변수 Y를 금액의 차이로 설정\n", "dt.fit(dfp11[dtfeatures], dfp11['amtNextMnth_Y'])\n", "\n", "\n", "plt.figure(figsize=(16,8), dpi=80)\n", "tree.plot_tree(dt, feature_names=dtfeatures, \n", " filled=True, fontsize=10, precision=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CLASSIFICATION 분류 형태의 문제" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn import tree\n", "\n", "dt = DecisionTreeClassifier(max_depth=2, min_samples_leaf=100)\n", "\n", "dtfeatures = ['amt2020', 'is_seoul','age']\n", "# 성별을 분류하는 모델\n", "dt.fit(cust_prfl5[dtfeatures], cust_prfl5['is_female'])\n", "\n", "\n", "plt.figure(figsize=(16,8), dpi=80)\n", "tree.plot_tree(dt, feature_names=dtfeatures, \n", " filled=True, fontsize=11, precision=2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 모델의 결과 : 구매액이 많고 나이가 많으면 여성일 가능성 높다" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 주제 4 : 2020년에도 구매가 있는가를 분석 (고객이탈 예측)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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is_amt_2020amtis_seoulage
00174315.5322230.38703835.383237
11226372.9596550.41299735.083462
\n", "
" ], "text/plain": [ " is_amt_2020 amt is_seoul age\n", "0 0 174315.532223 0.387038 35.383237\n", "1 1 226372.959655 0.412997 35.083462" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 단순집계를 통한 분석\n", "\n", "# 2020년에 금액이 있었는지 flag 변수 추가\n", "cust_prfl5['is_amt_2020'] = np.where(cust_prfl5['amt2020']>0,1,0)\n", "\n", "# 2020년 금액여부에 따른 변수별 평균 산출\n", "cust_prfl5[['amt', 'is_seoul','age','is_amt_2020']].groupby('is_amt_2020').mean().reset_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 단순집계에서는 평균만 산출\n", "- 단순집계에서는 변수별 scale 척도가 달라 비교 어려움\n", "- 영향이 큰 변수가 무엇인지 파악 어려움" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn import tree\n", "\n", "dt = DecisionTreeClassifier(max_depth=4, min_samples_leaf=300)\n", "\n", "dtfeatures = ['amt', 'is_seoul','age','is_female']\n", "dt.fit(cust_prfl5[dtfeatures], cust_prfl5.is_amt_2020)\n", "\n", "\n", "# visualize tree\n", "plt.figure(figsize=(16,8), dpi=80)\n", "tree.plot_tree(dt, feature_names=dtfeatures, \n", " filled=True, fontsize=11, precision=2)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 가입기간 변수 추가" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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yd1vUTd31G7+hPBJeHA6HDMOoMsxiscjhcEiquNDXYrFU217TtDWZPXu2kpKSqgxPS0tTmzZtzqSUc0Z6enpzd6HJ+J48qdH/fT/9CqccgY5m7U9zSB7gbO4uNLmG1Lxu3bqz2JOm1ZJ+t09H3S1LfesuKytr1Pw9El5CQkLcvj0kSXl5eerYsaPat28vwzBUVFSkkJCQKu25ubnKysqqdtqaJCQkaOrUqa7PJSUlioiI0IgRIxQcHOyJkpqN3W5Xenq6hg8fLn9//7on8AbHj7veJn/lo2I/32bsTNMK8DGUPMCp6dk+sjlrDuzepDE175wx8iz36uxrkb/bom7qrl3lmZOG8kh46d+/vzIzM90CxebNmzV+/HgFBQUpKipKmZmZGj264u/r3NxcHTlyRP369ZOPj4+SkpLkdDrl4+PjmnbQoEE1Li8gIEABAQFVhvv7+3vNRuJNtdTptDptTotsjpaxEz9dS6y7ITV70+9Ci/rdPg11tyz1rbuxPxuP3KTujjvu0MaNG5WRkSGp4hBvTk6O4uLiJEnx8fGur1efOnVKCQkJmjhxotq0aaPo6Gh16tRJc+bMkdPp1J49e/TKK6/o4Ycf9kTXAACAl/HIkZcuXbrovffe0wMPPKDCwkJFRkZqzZo1CgoKkiRNnjxZBw8eVK9eveTn56ebbrpJKSkpkiSLxaKVK1fqvvvu07x589S+fXulpqaqf//+nugaAADwMo0KLzExMcrJyXEbNnLkyCrDKvn4+Cg1NbXGO+d2795dn3zySWO6AgAAWhiebQQAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEyF8AIAAEzFr7k7AABAS9PtTx82dxca7OeUG5u7Cy4ceQEAAKZCeAEAAKZCeAEAAKZCeAEAAKZCeAEAAKbCt40A4Cz49bdJAnwNzY2W+sz4WDaHpZl6Vbtz6dskQG0ILwAA0zpXv3JshrBqZpw2AgAApkJ4AQAApkJ4AQAApkJ4AQAApkJ4AQAApkJ4AQAApkJ4AQAApsJ9XgCc887Ve3l4m7Pxc+Z+JzgbOPICAABMhfACAABMhfACAABMxaPh5eDBgxozZozCw8PVvXt3JScnu9q2b9+ugQMHymq1qnfv3kpLS3Obdv78+YqMjFR4eLhiY2OVn5/vya4BAAAv4dHwcvfdd6tv37765ZdflJ2drX/84x968803VVpaqjFjxmjWrFnat2+fFi1apNtuu02HDx+WJC1fvlxLly5VVlaW9u/fr06dOik+Pt6TXQMAAF7Co+Fl+/btmjBhgiwWi0JCQjR69GhlZ2fr3Xff1ZVXXqlhw4ZJkq677joNGTJEy5Ytk1Rx1CUxMVEhISHy9fVVcnKy1q5dq8LCQk92DwAAeAGPhpcJEyZo4cKFOnXqlPbt26fVq1dr3Lhx2rJliwYPHuw2bnR0tHbs2KHy8nJlZ2e7tYeGhspqterbb7/1ZPcAAIAX8Oh9XpKTkxUdHa3zzz9fJ0+e1EMPPaSYmBjNnj1bQ4cOdRs3LCxMW7duVV5enhwOh0JDQ6u0FxQUVLscm80mm83m+lxSUiJJstvtstvtniypyVX23+x1NIjdLv//vg3wMRTgazRrd5pSgI/h9m9L0BJrlqibus2vPvulhu7DGruv81h4cTgcGjFihO6//349/PDDys/P1/jx4/XCCy/I4XDIMIwq41ssFjkcDkmSYRiyWCxV2qsze/ZsJSUlVRmelpamNm3aeKqkZpWent7cXWgyvidPavR/30+/wilHoKNZ+9Mckgc4m7sLTa4l1ixRd0vjTXWvW7eu3uPWdx9WVlbWqL54LLxkZGTo1KlTmjp1qiSpU6dOev755zVmzBgNHjy4yreH8vLy1LFjR7Vv316GYaioqEghISFV2quTkJDgWo5UceQlIiJCI0aMUHBwsKdKahZ2u13p6ekaPny4/P39657AGxw/7nqb/JWPiv18m7EzTSvAx1DyAKemZ/vI5mwZdx9tiTVL1E3d5rdzxsg6x2noPqzyzElDeSy8nDp1Sn5+7rPz8fHRqVOn1L9/f2VmZroFjs2bN2v8+PEKCgpSVFSUMjMzNXp0xd/fubm5OnLkiPr161ftsgICAhQQEFBluL+/v9fs8L2pljqdVqfNaWmRtxBviXW3xJol6m5pvKnuhuyT6rsPa+x+zmMX7F5zzTU6fPiw/v73v0uSSktLNW3aNN1222264447tHHjRmVkZEiqOPSUk5OjuLg4SVJ8fLySkpJUXFysU6dOKSEhQRMnTvSaU0AAAMBzPBZe2rVrp48//lhvvvmmunXrpn79+uk3v/mNUlNT1aVLF7333nt64IEHFBYWplmzZmnNmjUKCgqSJE2ePFlDhgxRr1691K1bN7Vu3VopKSme6hoAAPAiHv22UZ8+farcObfSyJEjlZOTU22bj4+PUlNTlZqa6snuAAAAL8SzjQAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKkQXgAAgKl4PLxkZWXpuuuuk9VqVefOnbVy5UpJ0vbt2zVw4EBZrVb17t1baWlpbtPNnz9fkZGRCg8PV2xsrPLz8z3dNQAA4AU8Gl5ycnIUGxurP//5z9q3b59+/vlnXXPNNSotLdWYMWM0a9Ys7du3T4sWLdJtt92mw4cPS5KWL1+upUuXKisrS/v371enTp0UHx/vya4BAAAv4dHwMm3aND388MMaNmyYJKlVq1YKCwvTu+++qyuvvNI1/LrrrtOQIUO0bNkySRVHXRITExUSEiJfX18lJydr7dq1Kiws9GT3AACAF/BYeLHZbFq7dq3uu+++Km1btmzR4MGD3YZFR0drx44dKi8vV3Z2tlt7aGiorFarvv32W091DwAAeAk/T83ohx9+UOvWrZWRkaHZs2fr2LFjGj58uJ599lkdOnRIQ4cOdRs/LCxMW7duVV5enhwOh0JDQ6u0FxQUVLssm80mm83m+lxSUiJJstvtstvtniqpWVT23+x1NIjdLv//vg3wMRTgazRrd5pSgI/h9m9L0BJrlqibus2vPvulhu7DGruv81h4KS0tVXl5ubZu3aqtW7eqvLxc//u//6vJkyfL4XDIMNxXoMPhkMVikcPhkCQZhiGLxVKlvTqzZ89WUlJSleFpaWlq06aNp0pqVunp6c3dhSbje/KkRv/3/fQrnHIEOpq1P80heYCzubvQ5FpizRJ1tzTeVPe6devqPW5992FlZWWN6ovHwktoaKhsNpvmzp2rVq1aSZKSkpIUExOj66+/vsq3h/Ly8tSxY0e1b99ehmGoqKhIISEhVdqrk5CQoKlTp7o+l5SUKCIiQiNGjFBwcLCnSmoWdrtd6enpGj58uPz9/euewBscP+56m/yVj4r9fJuxM00rwMdQ8gCnpmf7yOasPqx7m5ZYs0Td1G1+O2eMrHOchu7DKs+cNJTHwovValVgYKDKyspc4cVisSgwMFD9+/dXZmamW+DYvHmzxo8fr6CgIEVFRSkzM1OjR1f8/Z2bm6sjR46oX79+1S4rICBAAQEBVYb7+/t7zQ7fm2qp02l12pwW2Rze8YveEC2x7pZYs0TdLY031d2QfVJ992GN3c957ILdwMBA3XPPPXriiSdUXl4um82mxMRE3Xnnnbrjjju0ceNGZWRkSKo49JSTk6O4uDhJUnx8vJKSklRcXKxTp04pISFBEydO9JpTQAAAwHM8+lXplJQU2Ww2hYeH65JLLlFkZKSSk5PVpUsXvffee3rggQcUFhamWbNmac2aNQoKCpIkTZ48WUOGDFGvXr3UrVs3tW7dWikpKZ7sGgAA8BIeO20kSUFBQVq6dGm1bSNHjlROTk61bT4+PkpNTVVqaqonuwMAALwQzzYCAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACmQngBAACm4tfcHcDZ0e1PHzZ3F+qt9amT+r65OwEAMA2OvAAAAFMhvAAAAFMhvAAAAFMhvAAAAFMhvAAAAFMhvAAAAFMhvAAAAFMhvAAAAFMhvAAAAFMhvAAAAFMhvAAAAFMhvAAAAFMhvAAAAFM5a+Fl0qRJuvjii12ft2/froEDB8pqtap3795KS0tzG3/+/PmKjIxUeHi4YmNjlZ+ff7a6BgAATOyshJf9+/fr7bffdn0uLS3VmDFjNGvWLO3bt0+LFi3SbbfdpsOHD0uSli9frqVLlyorK0v79+9Xp06dFB8ffza6BgAATO6shJdHH31U9957r+vzu+++qyuvvFLDhg2TJF133XUaMmSIli1bJqniqEtiYqJCQkLk6+ur5ORkrV27VoWFhWejewAAwMQ8Hl4qQ8e4ceNcw7Zs2aLBgwe7jRcdHa0dO3aovLxc2dnZbu2hoaGyWq369ttvPd09AABgcn6enNmhQ4f04IMPKi0tTbm5uW7Dhw4d6jZuWFiYtm7dqry8PDkcDoWGhlZpLygoqHY5NptNNpvN9bmkpESSZLfbZbfbPVVOs6js/5nWEeBreKI7TeL0vgb4GKbq+5kK8DHc/m0JWmLNEnVTt/nVZ7/U0H1YY/d1HgsvTqdTEyZM0BNPPKGoqCi38OJwOGQY7ivQ4XDIYrHI4XBIkgzDkMViqdJendmzZyspKanK8LS0NLVp08YT5TS79PT0M5p+brSHOtIEfE86XO+nX+GUI9BRy9jeKXmAs7m70ORaYs0Sdbc03lT3unXr6j1uffdhZWVljeqLx8LLzJkz1bZtWz344INV2kJCQqp8eygvL08dO3ZU+/btZRiGioqKFBISUqW9OgkJCZo6darrc0lJiSIiIjRixAgFBwd7qKLmYbfblZ6eruHDh8vf37/R8+kz42MP9ursan3KV6P/+z75Kx8V+/k2a3+aUoCPoeQBTk3P9pHNWX1Y9zYtsWaJuqnb/HbOGFnnOA3dh1WeOWkoj4WXv/71rzp+/Ljat28vSSovL9eJEyd0/vnnKyEhQZmZmW6BY/PmzRo/fryCgoIUFRWlzMxMjR5dsQvLzc3VkSNH1K9fv2qXFRAQoICAgCrD/f39z2iHfy4501psDvP8svic1leb02KqvntKS6y7JdYsUXdL4011N2SfVN99WGP3cx67YDc3N1clJSUqLi5WcXGx1q5dq549e6q4uFh33HGHNm7cqIyMDEkVh55ycnIUFxcnSYqPj1dSUpKKi4t16tQpJSQkaOLEiV5zCggAAHiORy/YrUmXLl303nvv6YEHHlBhYaEiIyO1Zs0aBQUFSZImT56sgwcPqlevXvLz89NNN92klJSUpugaAAAwmbMWXmJiYpSTk+P6PHLkSLfPp/Px8VFqaqpSU1PPVncAAICX4NlGAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVAgvAADAVDwaXjIyMjR48GBFRkaqR48eWrBggatt+/btGjhwoKxWq3r37q20tDS3aefPn6/IyEiFh4crNjZW+fn5nuwaAADwEn6enNm7776r1157Tb/5zW+0Z88eXXvtterZs6cGDx6sMWPG6M0339SwYcO0adMmjR07Vjk5OerYsaOWL1+upUuXKisrS+3atdNDDz2k+Ph4rVy50pPda7Ruf/qwyZYV4GtobrTUZ8bHsjksTbZcAADMwqPhZfHixa733bt31+23366MjAzt379fV155pYYNGyZJuu666zRkyBAtW7ZMkydP1vz585WYmKiQkBBJUnJysjp37qzCwkLXMAAAAOksX/OSl5endu3aacuWLRo8eLBbW3R0tHbs2KHy8nJlZ2e7tYeGhspqterbb789m90DAAAm5NEjL6fLysrS2rVrNXPmTE2aNElDhw51aw8LC9PWrVuVl5cnh8Oh0NDQKu0FBQXVzttms8lms7k+l5SUSJLsdrvsdruHK6k4ldNUAnwMt39bgtN/vgE+RpP+vJtbi1zfLbBmibqp2/zqs3+tHKe+++LG7rPPSnhZsWKFHnnkES1dulQXXXSRHA6HDMN9BTocDlksFjkcDkmSYRiyWCxV2qsze/ZsJSUlVRmelpamNm3aeLCSCnOjPT7LOiUPcDb9QpuJ70mH6/30K5xyBDpqGds7taT1Xakl1ixRd0vjTXWvW7eu3uOmp6fXa7yysrJG9cWj4cXhcOiRRx7Rv/71L6Wlpalv376SpJCQkCrfHsrLy1PHjh3Vvn17GYahoqIit+tbKturk5CQoKlTp7o+l5SUKCIiQiNGjFBwcLAnS5JUcfFsUwnwMZQ8wKnp2T6yOVvGBbutT/lq9H/fJ3/lo2I/32btT1Nqieu7JdYsUTd1m9/OGSPrHMdutys9PV3Dhw+Xv79/neNXnjlpKI+Gl8mTJ2v37t3KysrSeeed5xrev39/ZWZmugWOzZs3a/z48QoKClJUVJQyMzM1enTFLiw3N1dHjhxRv379ql1OQECAAgICqgz39/ev1w+roZrjWz82p6XFfNvI57Q6W1Ldp2uJdbfEmiXqbmm8qe6G7F/ruz9u7D7bYxfsnjhxQosWLdJbb73lFlwk6Y477tDGjRuVkZEhqeLQU05OjuLi4iRJ8fHxSkpKUnFxsU6dOqWEhARNnDjxrJwCAgAA5uaxIy979+6V0+nUVVdd5Ta8R48e2rhxo9577z098MADKiwsVGRkpNasWaOgoCBJFUdsDh48qF69esnPz0833XSTUlJSPNU1AADgRTwWXnr37i2ns+YLk0aOHKmcnJxq23x8fJSamqrU1FRPdQcAAHgpnm0EAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABMhfACAABM5ZwKLydOnFB8fLysVqu6dOmiJ554Qk6ns7m7BQAAziHnVHh57LHH5HQ6tXv3bn333Xf65JNPtHDhwubuFgAAOIecM+Hl2LFjeuuttzRnzhz5+fmpXbt2euqpp/TGG280d9cAAMA55JwJL19++aUuuugiXXDBBa5h0dHR2rlzp8rLy5uxZwAA4Fzi19wdqHTo0CF16NDBbVhYWJjKy8tVUlKikJAQ13CbzSabzeb6fPToUUlSYWGh7Ha7x/vmV37c4/OscVlOQ2VlTvnZfeRwWppsuc3Jr/ykSirf24/Lz2g51zm1yPXdAmuWqJu6za+goKDOcex2u8rKylRQUCB/f/86xy8tLZUkGYbRsM4Y54i3337b+O1vf+s27MSJE4Yko7Cw0G14YmKiIYkXL168ePHi5QWvAwcONCgznDNHXkJCQpSfn+82LC8vT61bt1a7du3chickJGjq1Kmuz06nU4WFhbrgggtksZg74ZaUlCgiIkIHDhxQcHBwc3enyVB3y6m7JdYsUTd1twwNrdswDJWWlqpz584NWs45E16uuOIK/fDDDyoqKlL79u0lSZs3b1Z0dLR8fNwvzQkICFBAQIDbsPPPP7+putokgoODW9QGX4m6W46WWLNE3S0Nddft1wco6uOcuWC3Y8eOGjVqlJ566imVl5crPz9fzzzzjKZMmdLcXQMAAOeQcya8SNLrr7+uQ4cOqVOnThowYIDi4+MVGxvb3N0CAADnkHPmtJEkhYaGavXq1c3djWYVEBCgxMTEKqfFvB11t5y6W2LNEnVTd8vQVHVbDKOh308CAABoPufUaSMAAIC6EF4AAICpEF6agWEYevnll9WvXz9ZrVZdccUVysjIcLUXFRXJ19dX3bp1c73mzJnjave2p297Wz2VMjIyNHjwYEVGRqpHjx5asGCBq61fv34KDw93rd+bb77Zbdr58+crMjJS4eHhio2NrXIPpHPV888/r3bt2rltu7t375Ykbd++XQMHDpTValXv3r2VlpbmNq1Za5akNWvWuNXcrVs3dejQQeedd54k71rfhmFo6dKlGjhwoNvwM1m/BQUFiouLU9euXWW1WpWamtoktTREdXXb7XbNnDlTffv2VUREhK699lrt2LHD1b59+3YFBAS4bRd/+9vfXO1mrVs6s23aI3U3/p64aKzS0lLjd7/7nevOwR9++KFx/vnnG0eOHDEMwzB2795tdO3atcbp77//fuP3v/+9YbfbjeLiYmPAgAHGCy+80CR9Pxu8rZ5Kf/jDH4x///vfhmFUrNPOnTsbH330kWEYhhEREWHs2bOn2umWLVtmXH755UZBQYFRXl5uTJo0ybj55pubrN9nYvr06caf//znKsNLSkqM8PBwIz093TAMw/j000+Ndu3aGbm5uYZhmLvmmvzxj380pk2bZhiG96zvjz76yOjTp4/RvXt3IyoqyjX8TNfvDTfcYMyYMcNwOp3GwYMHDavVanzwwQdNW1wtaqp7586dxqOPPmocO3bMMAzDWLRokdGlSxfj1KlThmEYxsaNG43rrruuxvmatW7DOLNt2hN1E17OEZdffrnx4YcfGoZhGNu2bTMuvfTSascrLS012rRpY+Tn57uGrVy50rjsssuapJ+e5m311ObRRx81nnjiCcMwDCMoKKjKYy8qDRo0yFi1apXrc15enuHv728UFBQ0ST/PxIMPPmjMmzevyvC//vWvRmxsrNuwsWPHGvPnzzcMw9w1V2f37t1GWFiYUVxcbBiG96zvFStWGB988IHxr3/9y21ndibr94cffjBCQ0MNu93uap83b16V+TWnmuquTvv27Y3vvvvONd3YsWOrHc/sdTd2m/ZU3Zw2OgcYhqH8/HzXXQaLiopqvGOwtz1929vqqU1eXp7atWvnenBZdXeVLC8vV3Z2tgYPHuwaFhoaKqvVqm+//bYpu9soNW27W7ZscatJqljPO3bsMH3N1UlJSdGDDz7odet73LhxGjNmTJXhZ7J+t2zZoquuukp+fn5Vpj1X1FT3r5WVlbmt69r+Lzdz3WeyTXuqbsLLOWDBggVq27atBg0aJKni6dhffvmlunbtqn79+ik5OVmnTp2SVPfTt83G2+qpSVZWltauXasJEyaosLBQFotFPXr0UK9evfSHP/xBhw8fllQRcBwOh0JDQ92mDwsLq9cTXZtbUVGRpk2bpoiICA0dOlQbN26UVPN6LigoMH3Nv5aXl6dly5Zp0qRJkuTV67vSmazf2qY1m6effloxMTEKDw+XVLHuP/jgA0VERGjAgAF66aWXXE9PNnPdZ7JNe6puwkszcjgcmjZtml588UWtXr3a9QynuLg4HTt2TPv379eKFSu0fv16PfXUU65pjF/dmsfhcEiSKR9K6W31VGfFihW66aabtHTpUl100UXq0KGDysvLtXfvXm3ZskW+vr4aM2aMDMNw1V7dz8QMP4+1a9fq0KFD2rt3rx5++GHdcsst+uqrr2pczxaLxfQ1/9rbb7+tm2++WWFhYZLk1eu70pms39qmNYsTJ07ovvvu06effqq3337bNfyJJ55QUVGR9u/fr1dffVULFizQSy+9JKn2n9m57ky2aU/VTXg5y06/ynzs2LGu4Xl5eYqJidHOnTuVlZWlyMhIV9vpD6Ls1auXnnvuOS1fvlxSw56+bQbeVs/pHA6HHnzwQSUmJiotLc3t8GvlL+oFF1ygl19+Wd9//7327t2r9u3byzAMFRUVuc0rLy9PHTt2bNL+N0bltuvn56ebb75Zv/vd77Rq1aoa13PHjh1NX/OvvfHGG7rjjjvchnnr+q50Juu3tmnNYPfu3RowYIB8fX21efNmXXjhha62yt8Hi8WiK664QjNmzKjz/3Kz1N3YbdpTdRNezrKff/7Z9frggw8kVZwTHDFihGJiYrR69WqFhITUOg+Hw6FWrVpJcn/6dqWanr5tBt5Wz+kmT56s3bt3KysrS3379q1xPMMw5HQ61apVKwUFBSkqKkqZmZmu9tzcXB05ckT9+vVrim57VOW2279/f7eapIr1PGjQIK+qeceOHTp48KB++9vf1jiON67vM1m//fv319atW91uj1A57bmuqKhIQ4cO1ZQpU7R48WIFBgbWOv7p/5ebue5fa8g27bG6G3R5Lzzi448/Nn7zm9/U2P7FF1+4vmmQm5trDB482JgxY4arfezYscakSZMMu91u5OXlGX379jX++c9/nu1unzXeVo9hGEZZWZnh6+trHD58uErbrl27jB9++MEwDMM4efKk8cADDxgxMTGu9nnz5hkDBgwwioqKDJvNZvzv//6vMWXKlCbr+5lYv3694XA4DMOo2M5DQkKMf//738aBAweM888/39i4caNhGBW3B7Bara6vmJq55tPNnj27yrcmvHF9//rbJ2eyfp1Op9GvXz/jmWeeMRwOh+tWEdnZ2U1fWB2q+5bVqFGjahz/008/df0MfvrpJyMqKsp48803DcMwd91nsk17qm7CSzN46aWXjNatWxtWq9Xt9dRTTxmGYRivvvqq0alTJyMiIsKIiooyUlJSjPLyctf0eXl5xtixY43Q0FDDarUaCxYsaK5SPMLb6jEMw/juu+8Mi8VSZR0PHTrUyMrKMnr06GF07tzZ6N69uxEfH+/2VXGHw2E89thjxoUXXmh06tTJmDRpknHy5MlmrKb+Ro4caVx44YWG1Wo1rrvuOuOzzz5zta1fv96IiooyLrzwQmPQoEHGN99842ozc82ni42NNWbOnOk2zBvXd3VfnT2T9bt7925jyJAhRmhoqNGzZ09j+fLlTVZLQ/y67ieeeMJo27Ztld/zl19+2TAMw0hMTDTCwsKMrl27Gn369DFee+01t/mZte4z3aY9UTcPZgQAAKZi7osKAABAi0N4AQAApkJ4AQAApkJ4AQAApkJ4AQAApkJ4AQAApkJ4wTnnxx9/1CWXXFJl+K5du9StW7cGz2/9+vWKiYlp0DSffPKJrrnmmgYvS5LuvPNOvfnmm7WOU1paqv79+zdq/nVxOp2KjY1t8HTjx4/XO++80+Dpvv76az3yyCMNnq6lueeee/Taa695ZF7bt2/XY489pri4ON1zzz1avHixTp48KaniLq6N3XYb6rHHHlN2dvYZz+fnn39Wly5dPNAjtBR+dY8CnH179+7VwYMHJUn79+/X0aNH9fnnn7vaa7u9viTNnz9fr732mmw2mywWi0aPHq1Zs2apTZs21Y7/l7/8RQsWLHAbduzYMT388MOaPXt2rcv69NNP9fTTT+uXX36Rj4+Pfvvb3yolJaXKU1RPl52drS+++ML1+cSJE9q5c6cWLlzoNt6wYcN08cUX17r8CRMmKCMjw/XZ4XDo6NGjOnHihHx9feV0OrV69Wq3aX744QcNGTKkyryOHj2qV199VXfddVeNyysrK1NiYqJWrVql8vJyhYaGavr06a5ndRUVFSkrK6vWPkvS6NGjdeedd2r8+PF1jmtGXbp00eeff96ogN0QmZmZuvvuuzVv3jxdcsklKi0t1eLFi/Xhhx9q1apVMgxDmzdv9siyNm3apGnTpumXX36Rr6+vhg4dqpSUFNcjTb788ksNHz68zvlceeWVOnDggNuw/Px8ffHFFxowYECN002aNEmrVq1yfS4rK1N5ebmCg4Ndwy677DKtX7++gZXB7DjygnNCRkaGUlNTlZqaquXLl2vAgAGuz6mpqVX+4zvd4sWL9f7772vjxo366aeftGPHDpWVldV6NGDatGk6fPiw22v8+PHq2rVrrf38/vvvdccdd+i5557T3r179cMPP+iiiy7SzTffXOt0TqdT5eXlrpe/v7/mzJnjNqy8vNzteR81+fvf/+7W7zfffFOXX365pkyZotDQ0GofcBYVFVWl3sOHDys2NlZ+frX/DfPggw/q6NGj+uabb7R37169/fbbevTRR/XZZ5/V2ddK+fn5yszM1Nq1a+s9TUPt2bNHN998s6KiohQREaH7779fJ06ccLUXFBQoLi5OXbt2ldVqVWpqqqvt2LFjmjJlii655BJ16dJF//M//6O9e/e62p1OpxISEtStWzeFh4fr3nvvdZt3dT766CO3B7O+//779a7ll19+0dixY/Xee+9Vafviiy80YsQIjR07Vj169NBll12mxMTEBq2PSuXl5Zo3b161R+pycnI0YcIE17aek5OjsLCwRoXPbdu2uW13ubm5Ou+88xQREVHrdIsWLXKb7pprrlGPHj104MAB1zCCS8tEeME54fe//71WrVqlpKQkDRgwQBdddJFiYmL06quvatWqVerTp0+N0+7cuVM33XSTOnToIElq06aN7r77bu3cubNBffjss8909dVX1zrOxx9/rNjYWEVHR0uqeHrytGnTtHPnThUUFNQ4XXR0tB555BF17NhRWVlZWrFihZYsWaJ//OMf+vrrr9WrVy9NmTJFvXv3blCfJem5557TvffeqwULFig/P1+HDx+u97SVQao2//jHPzRnzhy1bt1aknTxxRdr0qRJ+uc//1mvZezcuVMjR47U3LlzVVhYqClTpqi0tLTefayv5cuX6/e//71++OEH/fvf/9bu3buVlJTkar/rrrvUp08f7du3T1u2bNHChQu1Zs0aSdLnn3+uzp07a8eOHTpw4IAuv/xy/e53v3NNm5qaqh07duj777/Xnj17lJ+fr2nTptXan1GjRmnXrl2u16233lpnDXa7Xffdd58uu+wybd26tdpxbrvtNmVkZGjixIl68cUXNWvWLA0bNkyPPfZYfX5MLu+884569uypl156yXXK6XTr1q3Trbfe6ratJycna8uWLTp69GiDlvVrO3bsUGhoqOt3ti6lpaW67777FBAQoBEjRujWW29VYWHhGfUB5sZpI5wzXn31Vc2ZM0dTp05Vnz59tH37dl166aXasGFDreElPj5eY8eOVatWrXTZZZfpwIEDmj17ttuOqy6bNm2Sr69vnU/y7dGjh2uHV2n//v3y9/dX+/bta5328ccf15dffqm//OUv6tu3r4KCglRSUqJt27bp8ccf1+7du/Xwww/Xu8+SNGvWLB07dkx/+MMf6jW+YRg6ceKE63TaiRMn3MKLzWbTsWPH1KpVK9fTby+88EIdPHjQrb6DBw+qU6dONS5nz549+uyzz7R69WodOXJEixYt0pVXXqn77rtPzz//vK644grdeOONGjRokIYPH17nk9Xr409/+pPrfdu2bfXQQw9p1qxZkiquo9q2bZs++OADWSwWde7cWZMnT9aSJUs0ZswYjRo1SqNGjXJN/+STT+qZZ57R8ePHFRQUpBdeeEHr1q1zBbiZM2dq2LBhSk1NrfHp5999953bNURfffWVrr322lprcDgcslqt+uabbzRhwoRqx+nSpYt27typTZs2af/+/erUqZPWrFkjq9Uqu90ui8VSr5+XzWbTW2+9pT179lR7hOfCCy+s8qTowsJC+fr66rzzzqvXMmqyZMkS3XnnnbWOU1paqk2bNunTTz/VihUr9OCDD2rq1Kny8fHR0qVLNXDgQI0aNUrXX3+9Bg8eXOtpW3gfwgvOGampqVq2bJnrHHhsbKz8/f312muvaf78+TVOd8kllyg7O1vLli3T+vXrFRoaqjVr1qh79+71Wm55ebkef/xxTZ8+3W34d99959qhvfPOOwoNDdWYMWOUnp6uG264QaNGjdLRo0e1atUqvfXWWzXuxCr99NNPuuGGG9wupgwJCdHIkSO1atUq/fjjj/XqrySdPHlSjz/+uD799FOtX79efn5+Gj16tNt1NdXZt2+frrnmGv3yyy+SKsLL6dcPPP3003r22Wd1//33a/LkyZKkZ599VhMmTNCTTz6pzp07a9OmTdq0aZM++eSTGpezd+9e7dq1S08++aSuuuoq13AfHx899thjeuCBB7R69WplZWXpxhtvrHfdDZGXl6d27dpJkrZs2aKrrrrK7RRZdHS0XnzxxRqnDQgIUGBgoPbt26eSkhJdeumlrvZ+/frp2LFjOnDggKxWa7XzCA4Odgvdvw4C1QkMDFRiYmKN7S+//LLeeecdlZeXy2az6cSJE7JYLK5tr2PHjkpPT69zOVLF0U6pImhW57bbbtOiRYs0depU3XjjjSouLlZqaqqeffZZ+fr61msZ1cnJydGKFSv03Xff1TnuqlWrFB0drW+++UZt27Z1Db/77rs1fvx4rV69WuvXr1efPn0ILy0M4QXnjPbt2+vnn392u4Bvz549ioqKqnGa119/XQcPHnRdU+JwOLRv3z4988wzKi0tVXh4uEaMGFHrcqdMmaKOHTtWOZffrVs3paSkSJJrJyhJL774ovbu3atvvvlGQUFBevTRR93+Yx00aJAuuuiiKsuZP3++Jk2apJUrV+riiy92HXnZuXOnevbsqVdeeaX2H5Aq/lpetmyZUlJSZLVatXnzZlf4qLyepD6ngiodP37crbbZs2frnnvucRvnlltuUd++ffXPf/5T33zzjXr37q0vvvjCdWSmOtdff72uv/76Gttbt26t8ePHn7WLdwsKCpSSkqLk5GRJ0qFDh6qcoggLC6v2VJ/T6dSTTz6pe+65R76+vjp06JDCwsLcjmj4+PgoNDRUBQUFbuGlMvQ4HA7ZbDb16tVLpaWluv7667Vhw4YzruvOO+/ULbfcotatWyswMFAjR47UjBkzFBMTo+XLl+s///mPXn755TNejiQFBARo06ZNev/997Vhwwa1bdtWr776ap0Xz9fm6NGjuv322zV37lxdcMEFtY7btm1bLV68uMb2Vq1aKS4uTnFxcY3uD8yL8IJzxl//+ldNmDBBS5YsUYcOHfTNN9/IarW6jgBUp0ePHmrXrp1atWqlwMBA3X333Vq8eLEiIyN13nnnqV27djX+xet0OjV16lRt3bpVGzZsqHK4PSgoSJdddlm10+7du1eDBg1SWFhYlbYBAwZUO7xHjx5KT0/XiRMndODAAZ08eVJBQUGKiIioNQicbtOmTZozZ46Sk5NrvIbCYrHU+1qC6Ojoai/w/bWePXvq//2//1dtW0xMjNsRn8zMTN1yyy31Wr4kde7cWV999VW9x6/LN998o7i4OLdw5HA4ZBiG23gOh6PKOi8sLNRdd90lh8Oht99+u8Zpq5v+kksu0R//+Ef5+vqqVatWat26tc4//3xFRUXVGuQaIjg42O1I2Xnnnec6mnTq1CmdPHmyXhd915evr69uv/123X777dW213b07df+85//aOzYsRo1apTuvvvuOsevbrssKyuTw+Fw+2Oh0hdffHHWv+mFcwfhBeeMyy67TN99953S09MVHx+vrVu31rkT/vX9WwIDA9W3b18FBga6dlyFhYVVrqn4+uuv9dBDDyk4OFgbNmxwO/pQHzNnztSMGTOqDSmvvPKKYmJiXEdfJk+erGXLltV73o8++qiefPLJatuGDx/uOtz+1Vdfaf78+friiy9kt9vl4+Oj4OBgjRs3Tj/99FO9llXTaZNfqy2Q2O129ezZ0xVgrr766movGo6NjdWdd96pcePG1WuZkvT+++/r8ccfd32eOXNmrTu+N954Q0899ZQWLlzoFu5CQkKqfJ07Ly/PbQe5bds2jRs3TnfffbdmzJjhOjUSEhKi/Px8t2kNw1BBQYHb9B9//HG96zpTn3/+uTZs2KABAwZow4YNVY7qJCYmyul01nkqsz5uueWWGv8AKCoq0urVq92uF/o1wzC0YsUKTZ06Vffff3+dFzpXqm4bmj9/vnbt2lXlFgNoeQgvOKdYLBZ17dpVgYGBruBit9t16tSpWqe79tpr3U67hISEuK6TyczM1PLly11thmHo2WefVVxcnB566KFG/wcfFxengICAKsOLiorcQtULL7ygF154wW2c4uJidenSRceOHWvUsrdv366RI0fqxRdf1OLFi139+OWXXzRjxgyNHDnStcP5/vvvtWHDBjmdTuXl5am0tFR/+ctfdPLkSdlsNtlstjoPvdcUSKSKv3inTJnSqDrqMm7cuHqHnffff18zZ87UZ599psjISLe2/v37KykpyW2HvnnzZg0aNEhSxenJ0aNHa8mSJVWuwenZs6ekim9NVV7DsnXrVoWHh1e5aDkhIUH9+/evts833HBDtacTG6NDhw41HhWUpFtvvVVPP/20R8LLypUra2yrLbRU2rdvn1588UX97W9/q/ZeQ3U577zzdPTo0TO6zgbeh/CCc8LFF1+skydPymKxqLy8XMePH1e3bt1ksVgUEBCg3r17a+7cuTVOX1RUpPLycv3www9q1aqVLBaL6z/3jh07ut34zWKxNOpOsr+2YsWKau/c++trRs6GtLQ0jRw50u3rvFLFN1HmzZundu3aqaCgQBdccIGcTqcKCwtlsVjUunVrJSQkyN/fX8HBwQoMDFSbNm3qPHX0ySefaNSoUTWOd/nll3ustsaaN2+eUlJSqgQXqeL0WKdOnTRnzhw9+eST+vnnn/XKK6+4dsyvvfaabrnllmovHvb399e9996rhIQErVixQg6HQ9OnT9ejjz5aZdzc3FwVFxdX27+aTr00xieffKLnnnuuxnZPnjqKiYlRTk6OAgMDq22v/AZWTbp16+Z2w8mGOn78eLWn7dCyEV5wTsjJyalznF27dtU5TnVHQjp27Fiv6zrMZOTIkXruuee0bNky3Xzzza5rZn755Rf9+c9/1tVXX+26IPKSSy6p9nELDTVw4MAGXePQ1Hbt2lXtKbdt27bpwgsv1MqVK3Xfffdp3rx5at++vVJTU12PaNi1a5c2bNigjz76yG3aBQsWaMyYMUpJSdEDDzygLl26KDAwUPfee2+zPhKhoKBAsbGxrgvKz7b33nuvwY/YOBvuu+8+lZeXN3c3cA4gvMBrDBs2rNa7xf74449uFzueqfqeNqqOr69vrd+iqkvlLdGff/55Pf300yovL5fFYnFd8/Lr01SekJmZWWsIbO4LJv/zn//U2t69e/caw9fppxWr07p1a73xxhv16sdjjz2mp59+utq2iIgIbdu2rV7zqSsoVn5tuiYLFiyo887PUsWRwrqOFt5yyy01XlQ+bty4s34NSm3PPZo9e7buvffes7p8nHssBsfjYBJOp1NHjx6t82ZwnmC321VWVtbgC3nNrLS0VK1atao2kHnC7t27FRIS0iTrD+bSlL/b8A6EFwAAYCo82wgAAJgK4QUAAJgK4QUAAJgK4QUAAJgK4QUAAJgK4QUAAJgK4QUAAJgK4QUAAJgK4QUAAJgK4QUAAJjK/wfKYyVEOBbS5AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from datetime import datetime\n", "\n", "date_time_str = '2020-01-01 00:00:00'\n", "date_time_obj = datetime.strptime(date_time_str, '%Y-%m-%d %H:%M:%S')\n", "\n", "# 가입기간 signup_date 와 기준시점간의 차이가 가입기간\n", "cust_prfl5['tenure'] = (date_time_obj - pd.to_datetime(custmast.signup_date.str.slice(0,10), format = '%Y-%m-%d')).dt.days\n", "cust_prfl5['tenure'].hist()\n", "plt.xlabel('회원가입후 경과일수 - 2020년 1월 1일 기준')\n", "plt.axvline(0, color='red')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 2019년말 기준 최근 1~2년 사이 회원 가입 많았음\n", "- **[주의사항]** 기록 조차 삭제된 이탈고객들은 현재의 데이터에는 나타나지 않을 것" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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tenureamtamt2020
528234346000035000.0
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\n", "
" ], "text/plain": [ " tenure amt amt2020\n", "5282 343 460000 35000.0\n", "2042 1433 60000 0.0\n", "1881 1387 245000 245000.0\n", "2203 261 300000 210000.0\n", "4494 1383 100000 0.0\n", "7329 448 350000 530000.0\n", "6008 1226 105000 100000.0\n", "2587 348 90000 0.0\n", "6405 691 100000 0.0\n", "6216 18 60000 0.0" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cust_prfl5[['tenure', 'amt', 'amt2020']].sample(10)\n", "\n", "# 가입기간이 음의 값이라면 2020년 이후 회원가입한 것\n", "# 이 경우 amt (2019년 구매금액) 값이 존재하면 오류 (회원가입일이 재가입으로 변경된 것?)\n", "\n", "# 고객의 미래행동 분석에서는 가입이전에 구매한 건은 제외 필요\n", "# 해당 고객을 분석에서 제외해야함" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8082, 11)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 가입이후 구매액만 존재하는 고객으로 분석 대상 조정\n", "\n", "cust_prfl5 = cust_prfl5[cust_prfl5.tenure>=0]\n", "cust_prfl5.shape" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 가입기간을 입력변수 (독립변수) 로 추가해 트리 생성\n", "\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn import tree\n", "\n", "dt = DecisionTreeClassifier(max_depth=4, min_samples_leaf=100)\n", "\n", "dtfeatures = ['amt', 'is_seoul','age','is_female','tenure']\n", "dt.fit(cust_prfl5[dtfeatures], cust_prfl5.is_amt_2020)\n", "\n", "\n", "# visualize tree\n", "plt.figure(figsize=(16,8), dpi=160)\n", "tree.plot_tree(dt, feature_names=dtfeatures) # 디폴트 옵션 사용시\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "상관계수 0.005081034335069573\n" ] } ], "source": [ "# 회원가입기간이 영향이 있는가?\n", "# 오랜 단골들은 2020년에도 활발했는가?\n", "\n", "colors1 = np.where(cust_prfl5.is_female==1,'red','steelblue')\n", "plt.scatter(cust_prfl5.tenure, rjitt(cust_prfl5.is_amt_2020),\n", " color=colors1, alpha=0.1)\n", "plt.show()\n", "\n", "# 상관관계 확인\n", "print('상관계수', np.corrcoef(cust_prfl5.tenure, cust_prfl5.is_amt_2020)[0,1])\n", "\n", "# 전체 집단에서 선형적으로는 관계가 나타나지 않음\n", "\n", "# 일부 영역인 여성이며 금액 적고 연령이 많은 집단에서는 3년이상 기존 고객들의 이탈이 적은 패턴 나타남" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 2020년의 변화를 분석하기 위해서는 2020년에 새로 들어온 고객은 포함하지 않아야 함\n", "\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 가입기간과 2019 금액 scatter plot\n", "\n", "colors1 = np.where(cust_prfl5.amt2020>0,'red', 'steelblue')\n", "plt.scatter(rjitt(cust_prfl5.tenure), cust_prfl5.amt, \n", " alpha=0.1, color=colors1)\n", "plt.xlabel('가입기간')\n", "plt.ylabel('2019 금액')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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amtis_seoulageis_femaletenureis_amt_2020
age-0.018754-0.0878661.0000000.0112210.001235-0.016369
tenure0.003128-0.0043170.0012350.0039931.0000000.005081
is_seoul0.0398031.000000-0.0878660.003611-0.0043170.022799
amt1.0000000.039803-0.0187540.1138360.0031280.160133
is_female0.1138360.0036110.0112211.0000000.0039930.278067
is_amt_20200.1601330.022799-0.0163690.2780670.0050811.000000
\n", "
" ], "text/plain": [ " amt is_seoul age is_female tenure is_amt_2020\n", "age -0.018754 -0.087866 1.000000 0.011221 0.001235 -0.016369\n", "tenure 0.003128 -0.004317 0.001235 0.003993 1.000000 0.005081\n", "is_seoul 0.039803 1.000000 -0.087866 0.003611 -0.004317 0.022799\n", "amt 1.000000 0.039803 -0.018754 0.113836 0.003128 0.160133\n", "is_female 0.113836 0.003611 0.011221 1.000000 0.003993 0.278067\n", "is_amt_2020 0.160133 0.022799 -0.016369 0.278067 0.005081 1.000000" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 입력변수간 상관관계 검토 \n", "\n", "cust_prfl5[['amt', 'is_seoul','age','is_female','tenure','is_amt_2020']].corr().sort_values('is_amt_2020')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 여성이 금액이 크고, 서울거주가 많은 관계 나타남\n", "- 서울이 아니고 여성, 2019 금액 클수록 가입기간이 긴 관계 존재\n", "- 가입기간이 길수록 2020 금액 좀 더 많음 (매우 약한 관계)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Classification에서의 프로파일링 - 집단 특성 비교표 작성" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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01
is_amt_20200.0000001.000000
age35.39164735.071856
is_female0.6406620.894544
is_seoul0.3881010.411178
tenure670.997242675.425482
amt174608.747045226516.633400
amt20200.000000191807.385230
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" ], "text/plain": [ " 0 1\n", "is_amt_2020 0.000000 1.000000\n", "age 35.391647 35.071856\n", "is_female 0.640662 0.894544\n", "is_seoul 0.388101 0.411178\n", "tenure 670.997242 675.425482\n", "amt 174608.747045 226516.633400\n", "amt2020 0.000000 191807.385230" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# target인 Y의 각 class별 주요 feature(predictor)와 추가적인 설명용 변수 값 비교\n", "\n", "# 의미의 예: 2020년에 구매할 사람은 그렇지 않은 사람과 어떤 측면에서 차이가 있나?\n", "\n", "cust_prfl5[['is_amt_2020', 'age', 'is_female', 'is_seoul', 'tenure','amt', 'amt2020']].groupby('is_amt_2020').mean().reset_index().T" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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01r0
is_amt_20200.0000001.0000000.000000
age35.39164735.0718561.009118
is_female0.6406620.8945440.716188
is_seoul0.3881010.4111780.943876
tenure670.997242675.4254820.993444
amt174608.747045226516.6334000.770843
amt20200.000000191807.3852300.000000
\n", "
" ], "text/plain": [ " 0 1 r0\n", "is_amt_2020 0.000000 1.000000 0.000000\n", "age 35.391647 35.071856 1.009118\n", "is_female 0.640662 0.894544 0.716188\n", "is_seoul 0.388101 0.411178 0.943876\n", "tenure 670.997242 675.425482 0.993444\n", "amt 174608.747045 226516.633400 0.770843\n", "amt2020 0.000000 191807.385230 0.000000" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cust_prfl5s1 = cust_prfl5[['is_amt_2020', 'age', 'is_female', 'is_seoul', 'tenure','amt', 'amt2020']].groupby('is_amt_2020').mean().reset_index().T\n", "# Y값이 1인 집단에 비해 0인 집단이 각 항목(변수)별로 가진 값의 상대적 크기\n", "cust_prfl5s1['r0'] = cust_prfl5s1[0]/cust_prfl5s1[1]\n", "cust_prfl5s1" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, '2020년 구매고객과 비구매고객의 항목별 차이 정도')" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Rq/WvdevWdh9z0KJFC+3YsSNXsN6xY4datGhR4Fqkq2E8IiIizz6P119WbdmypTIzM+3O+8gjj9j03zpx4oTuueceHTt2zObvt7j0WyxuCFkoMvHx8XrqqacUFRWV6x9Izj9be//gEhISbC7/ZWVlKSwsTHPmzNHMmTNzdZ719PTMcz3Xt3BdewfWreLr62t3fJUqVVS2bNk8H1h4vdTUVJtP2UePHr0l9V0vPT3d7qfaTp06WW/Bz+sBiJMnT7ZOP3jwoMOhqUyZMkpPT891MiwqHh4eeb4O5cqVk5eXl8OvU3R0tM3rdP3l2Fvh0qVLdutxcXHRhx9+KOnq5Vd77/sGDRropZde0tmzZ9W+fXtt2bIlz+3Ur1/f4VZER7Vo0SLXZcjrw05gYKD1vXQtR+6OLYhBgwZp/vz5+c7j7u5eoP5JCxcu1Ndff61Dhw7Jx8dHX331lXr37i0PDw+bRzzkZcCAARo3bpxeeeUV6/+nEydOaOnSpVqxYoXDddjbjxyZmZmaO3euli9froiICF28eFFubm7y9fVVhw4dNHz48DxbK8uVK2dzZ2F8fLykq1cGuOPwxghZKBJnz57VvffeqzZt2uibb77J1Wrj6ekpb29vHT16VJ07d7aONwxDx44dsz6HKCsrS48++qiio6N14MAB1a9fP9e27rjjDruB5OjRo7n6ekhXn1E0ceJEzZ0792Z385bx8vJSuXLlNGTIEJvxN9OqkBdHHnqYV0vW9b7//nu7T9a2pzCPOrjehx9+mOtyaVRUlEOd5m8Ff39/bd682dphP8etPvn06tUr1x2v11u2bJkGDhx4w3UFBAQUukWtsDIyMjRz5kytWLFCERER1rsEK1asqIYNG+rBBx/UqFGj8lx+wIABNwxH0tXnwuV32Wr27Nl5PhVeunqp1pFgJF1t/frwww/1/vvva/PmzfLx8ZEkdenSRUuWLNHjjz+uRx55RF988UW+6xk8eLC+/fZbtW/fXi+++KLS09P1ySefqG/fvg7Xkp+srCx17dpVf/zxh9544w0FBwerZs2aunz5sk6dOqWlS5eqffv2mj9/vsMPKIXjCFkoEkOHDlXLli21ePHiPOcJDQ3V0qVLbR7suHXrVl26dEmhoaGSpGnTpikiIkL79u3L81JDaGioRowYoYSEBOultISEBP3nP//RkiVLcs1/7tw5ff755/mGrK+++srhlo1boXfv3urdu3ehlz9//rzdTrPZ2dk6f/58ng9XdXNzs54srpXzvKP8XN8pe/jw4Tp79qyysrJ05coVZWZm6rXXXlOFChWUnp6u9PR0Xb58WQ888EChOlZPmjQpz0s7jj4s9WYV5iuRchiGYe2bc634+HgZhpHvA3A9PT1zvf8HDBhww3599u4u/OWXX5SQkKCsrCyb1yojI0MZGRlKT09XamqqkpOTNXLkSMd38Bp9+vTRiRMnNH78eP3tb39T1apVVaZMGSUmJuq3337Thx9+qL/97W86fPiw3c7906ZNs9vSda2+ffvesI78Hv4r5b7MmJ8TJ05o+fLl2rRpU65WoB49emjfvn3avn37DT9MlClTRmvXrtXs2bO1efNmubm5afLkyXr66acdriU/27dv19atW3Xs2LFcHz7q1Kmj9u3bq3z58nrnnXdsQlZaWprdx2KkpqZKutpP0N5rVaZMmRs+i/B2QsiC6VJTU7V+/Xp98cUXdj9B+/n5qUyZMhozZoxatWqlESNGaOjQoTp9+rSGDRum119/3dqMvmLFCoWEhOjChQu6cOGCzXpq1qypihUr6oknntCkSZP06KOPWu8WCgsLU8uWLQt9d1xB7uArDgYPHpznHXrXt45d61a2cjRt2lTe3t5ycXFRmTJl1LFjR2u/N3d3d3l4eKhixYqyWCxKTk4u8PpvJoQWB4mJidZHFtiT37S33377ln0d1JdffqmdO3fK1dVVZcqUUdmyZa2vU85rVb58eVWuXNn6KImCMAxD69at0/z583O9ZjVr1lTnzp3l7++vhg0b6vfff7fbD8nLy+uGd0w68nDTZ5991qHLhY5o1KhRvg8pvvPOO+0+usYeNzc3vfjii3rxxRcdmr8wHHkW3rXuueceHTp0KM/peX1tk73nkd3OCFkwXXx8vLKysvJ8hk3O1+M0btxY69ev12uvvaaZM2fKx8dHzz//vMaMGWOd96+//tLMmTM1c+bMXOtZuHChnnrqKbm7u2vTpk166aWXFBwcLA8PD/Xu3VtTpkzJ9x9NTl+DvLi4uNzwK1iKi1WrVjm7hHzD3PVuxR1eJU2VKlUcaiE02818f6QjXFxc1Lt3b7377rsqU6aM3Zasjz76SEFBQdYbYczUv39/TZkyJd95Ll++fMPnvpUUwcHBCgkJ0f33368333xT9913n2rVqmW9XLhs2TJ9+umnucLnzz//nO9XPeWlOHxVVnFCyILp/P39HT6ZdOrUKdczgq4VFRXl0HoCAgK0Zs0ah+bNcaO7xgraIRbAVUuWLNHcuXM1d+5cjRgxQufPn5dhGPL09LT2yRoxYkSRfAPA/Pnzb9iaNXPmTA0bNsz0WoqCq6ur1q9fr7lz52rp0qV66623cnV837Vrl9q0aWOzXFF/7VFpRcjCba9du3ZF0qLQqVOnPO88LKhHH31Ujz76qKSrt05369bN6Z+8mzVrVugno1erVs3h74wrqOrVqxfoMvG4ceMK9awpe9auXWv9+Y477nB6y1XVqlVvurWoU6dO+V7KtMfNzU3Dhg0zNbi88MIL8vf3z3eenOdUFbVb8drfzN952bJl9fzzz+v555+/qRpQcC6Gs//qAQAASiEungIAAJiAkAUAAGACQhYAAIAJCFkAAAAm4O5CJ8rOzlZsbKwqV65c4AfFAQAA5zAMQ8nJyfL19c332WCELCeKjY0t8K3QAACgeMh5mHZeCFlOlPPt8jExMXl+Dx8AAChekpKS5OfnZz2P54WQ5UQ5lwjtfdkrAAAo3m7U1YeO7wAAACYgZAEAAJiAkAUAAGACQhYAAIAJCFkAAAAmIGQBAACYgJAFAABgAkIWAACACQhZAAAAJiBkAQAAmICQBQAAYAJCFgAAgAkIWQAAACZwc3YBKBrh4eHOLgEAgCL19ttvO3X7tGQBAACYgJAFAABgAkIWAACACQhZAAAAJiBkAQAAmICQBQAAYAJCFgAAgAkIWQAAACYgZAEAAJiAkAUAAGACQhYAAIAJCFkAAAAmIGQBAACYgJAFAABgAkIWAACACUp9yIqKilLv3r0VFBQkPz8/Pf/880pLS7NOP3/+vPr06SN/f38FBARoypQp1mmXLl3SiBEjdNddd6lu3bp66KGHdPLkSev07OxshYWFyWKxqE6dOho4cKDNugEAwO2r1IWspk2b6q+//rL+vnz5cg0ePFjHjh3TkSNHFBkZqfDwcOv0p59+WnfffbdOnTql3bt3a8aMGVqzZo0kaefOnfL19dXBgwcVExOjFi1aqF+/ftZlp0yZooMHD+r3339XVFSU4uPj9eabbxbdzgIAgGLLxTAMw9lF3EouLi46c+aMfHx87E7/7rvvNH78eP388886fvy4OnTooDNnzsjNzU2S9Mknn2jHjh1auXJlrmWTkpLk5eWlS5cuqWLFiqpTp47Wr1+vZs2aSZJ++eUXhYSEKC4uTq6uN86vOetLTEyUp6fnTez1jV0bLAEAuB28/fbbpqzX0fN3sWjJWrJkiZo1a6aAgAAFBgZq0aJFkqQBAwYoLCxMffr0ka+vr5o1a6aIiAh9/PHHCgoKkre3t0aNGiVJ2rdvnywWiySpTZs2uueee+xuKy4uTl5eXpKk3bt3629/+5s1YElS27ZtdfDgwTyXdXd3l4eHh06dOqWkpCQ1bdrUOr1Zs2a6dOmSYmJi7C6fnp6upKQkmwEAAJROxSJkSdKGDRt06tQpLVu2TEOHDlViYqIkafHixZo8ebJiY2MVEhKi0NBQHT9+XL///rsOHTqkBQsWaPv27WrdurWio6MlSXv37tXu3btzbeP8+fOaPHmyBg8eLEmKjY2Vt7e3zTy1atXS+fPncy2bnZ2tMWPGaMCAASpTpoxiY2NVq1Ytubi4WOdxdXVVjRo17C4vSZMmTZKXl5d18PPzK9SxAgAAxV+xCFn9+vVTjRo1dOTIEeulu8jISEnSP/7xDwUGBkq62rL1559/asKECXJ1dZWPj4/uvfdeHTp06Ibb+PXXX9W+fXs9/vjjevzxxyVJWVlZuv5qaVZWlk1wkqQLFy6oR48eunTpkj755JM8l81r+RxhYWFKTEy0Dnm1eAEAgJKvWISskSNHqlmzZgoPD9fOnTvl5uamjIwMSbJpaapcubLc3d1VvXp1m3Gpqan5rv/LL79UaGioJk6cqPfee886vlq1aoqPj7eZNy4uzqY/1969e9WiRQu1bNlS69atU/ny5fNc1jAMnT9/Ps/+YO7u7vL09LQZAABA6eR241nMtXXrVq1bt04RERFyc3OTYRiaNWvWLVv/119/rXfffVc//PCDGjRoYDOtVatWCg8PV3Z2trWj+q5du6z9uaKiotS9e3d98cUX6tatm82yDRs2lCQdPnxYd999tyTpp59+Up06dVS7du1bVj8AACiZnN6SlZ6eroyMDKWkpMgwDE2cOPGmnjVVpUoVRUZG6sqVK5Kkjz/+WJMnT84VsKSrndxr166t999/X9nZ2YqKitLMmTP18ssvS5Lmzp2rRx55JFfAkqSyZctq4MCBCgsL0+XLl5WSkqJx48bp1VdfLXTtAACg9HB6yAoNDVWXLl0UFBSkoKAgeXl5ydfXt9Dre+edd9S7d2+FhoZKkk6cOKFXX31VFovFZoiLi5OLi4u+/fZbbdy4Ud7e3urataumTJmiVq1aWZddtmxZrmVznqM1efJk1ahRQ3Xr1lVQUJDatWun4cOH3/xBAQAAJV6pe05WScJzsgAAMA/PyQIAACiFCFkAAAAmIGQBAACYgJAFAABgAkIWAACACQhZAAAAJiBkAQAAmICQBQAAYAJCFgAAgAkIWQAAACYgZAEAAJiAkAUAAGACQhYAAIAJXAzDMJxdxO3K0W/xBgAAxYej529asgAAAExAyAIAADABIQsAAMAEhCwAAAATELIAAABMQMgCAAAwASELAADABIQsAAAAExCyAAAATODm7AJQNMLDw51dAgAARertt9926vZpyQIAADABIQsAAMAEhCwAAAATELIAAABMQMgCAAAwASELAADABIQsAAAAExCyAAAATEDIAgAAMAEhCwAAwASELAAAABMQsgAAAExAyAIAADABIQsAAMAEhCwAAAATFChk9evXT3v27DGrllvu3LlzGjBggBo3bqy6deuqX79+io+Pt05PS0vT0KFDFRAQoLp16+q1115Tdna2JCkzM1PvvvuumjRpIj8/P3Xs2FEHDx60Wf/UqVPVoEED1alTR7169bJZNwAAuL0VKGQtWbJE7dq1M6sWh73wwgv65ptvbjjfunXrdN999+nw4cOKiopSuXLl9NJLL1mnjxo1StnZ2YqMjFRERIS2bdumGTNmSJKOHz+uhIQE7dmzRzExMXrqqafUo0cPZWZmSpKWL1+uBQsW6Oeff9bp06dVu3ZtDR061JwdBgAAJY6LYRiGs4soqODgYA0bNkyPP/54gZb79ddfFRISonPnzunSpUvy9vbW6dOnVb16dUnSypUr9e677+qXX36xu3y1atW0c+dONW7cWO3bt9eYMWP08MMPS5Li4+Pl6+urs2fPqlq1ag7Vk5SUJC8vLyUmJsrT07NA+1JQ4eHhpq4fAIDi5u233zZlvY6evwvUkmWxWLRnzx4dP35cXbp0UWBgoGrXrq0VK1bku9yBAwfUuXNnBQQEyM/PT6+++qp12rx589S1a1e98cYbCgwMVJ06dbRixQpt2rRJLVq0kI+Pj7p3766LFy9Kkho0aKA9e/bo5ZdflsVi0alTpxyuPy4uTl5eXpKk/fv3q169etaAJUlt27bV4cOHdeXKlVzLpqamKjU1VV5eXrpy5Yr27dunDh06WKfXqFFDAQEB+u233/Lcfnp6upKSkmwGAABQOhWq4/uQIUPUt29fRUZGKioq6oaXEJOSkvTRRx/p1KlT+vXXX/Xtt99q48aN1unbt29Xu3btFBkZqVmzZmnIkCGaNGmStm3bptOnTystLU3//Oc/JUknTpxQu3btNH36dEVHRysgIMChmi9fvqxx48Zp8ODBkqTY2Fh5e3vbzFOrVi1duXLFbvh56623FBwcrDp16iguLk5ZWVmqUaNGruXPnz+fZw2TJk2Sl5eXdfDz83OodgAAUPIUKmS5u7vr4MGDSklJUfny5W8YFoKDg9WiRQudPHlS+/fvV+3atRUREWGd3qhRI/Xs2VOS1KNHD7m5uemll16Sl5eXypUrp169eunQoUOFKVWSdOrUKd13332644479Prrr0uSsrKydP2V0qysLEmSi4uLdVxaWpoGDRqk7du3a+HChTbz2Vv+2mWvFxYWpsTEROsQExNT6H0CAADFW6FC1sKFC5WcnKz69etr7NixSktLy3f+RYsWKSgoSMOHD9eaNWuUmZmpjIwM6/TrW5QqV64sX19fm99TU1MLU6r+/e9/q127dnrmmWc0b948ubpe3eVq1arluhswLi5O5cuXt15SjIyMVOvWrVWmTBnt2rVLNWvWlCRVrVpVhmFYL2Feu7yPj0+etbi7u8vT09NmAAAApVOhQpaPj48WLFig3377TYcPH9bIkSPznDctLU1DhgzRpk2btGbNGk2bNk116tQpdMEFsXv3bg0cOFCrV6/Wiy++aDOtZcuWOnbsmE1Q2rVrl9q2bStXV1ddvHhRnTt31ogRI/TZZ5/Jw8PDOl/FihUVFBSkH3/80TruzJkz+uuvv9SsWTPzdwwAABR7hQpZW7ZsUXZ2tmrVqqU2bdooOTk5z3mzsrJ05coVa5jZsmWLvv/++8JV+/9VrVpVkZGRMgzDeunOnunTp+vVV19V27Ztc03z8fGxdri/cuWK4uPjNXHiRI0YMUKStGLFCjVu3FjPPvus3XUPHTpU4eHhSkhIUEZGhsLCwvTss8+qQoUKN7VvAACgdChUyJo1a5Z8fHzUsGFD7d+/Xx988EGe81aqVEkzZsxQ9+7dVa9ePS1dutT62IPCevXVVzVnzhwFBQXpzJkzec534sQJffTRR7JYLDZDziMaPv/8c8XGxqp27dpq3bq1hg4dql69elmX3bVrV65lZ86cKUl65ZVXrP28LBaLypcvr8mTJ9/UfgEAgNKjRD4nq7TgOVkAAJinRD0nKz+jR4/O1epjsVi0devWW7UJu6ZOnWp3uwsWLDB1uwAAAPmhJcuJaMkCAMA8paYlCwAAAP9DyAIAADABIQsAAMAEhCwAAAATELIAAABMQMgCAAAwASELAADABIQsAAAAExCyAAAATEDIAgAAMAFfq+NERfm1OgAA4Nbga3UAAACciJAFAABgAkIWAACACQhZAAAAJiBkAQAAmICQBQAAYAJCFgAAgAkIWQAAACYgZAEAAJjAzdkFoGiEvrfO2SXASTaO6+bsEgDgtkRLFgAAgAkIWQAAACYgZAEAAJiAkAUAAGACQhYAAIAJCFkAAAAmIGQBAACYgJAFAABgAkIWAACACQhZAAAAJiBkAQAAmICQBQAAYAJCFgAAgAkIWQAAACYgZAEAAJiAkAUAAGACp4Wsfv36ac+ePYVadv78+apfv746dOhwi6vK37x589S1a9ci3SYAACiZ3Jy14SVLlhRqudTUVD377LP6/fffFRgYeIurAgAAuDWcFrIK69y5c3J1dS2RASs9PV3p6enW35OSkpxYDQAAMJPTLhdaLBbt2bNHx48fV5cuXRQYGKjatWtrxYoVeS6zZs0a/f3vf1d6erosFovefPNNSdKOHTvUtm1bWSwWtWvXTgcOHLDZzty5c9WxY0dVr15dPXv21Llz5zR48GAFBAQoICDAplXtwIED6ty5swICAuTn56dXX301z3pOnz6tnj17ql69errzzju1ePHifPd50qRJ8vLysg5+fn6OHi4AAFDCOL3j+5AhQ9S3b19FRkYqKipK7dq1y3PeHj16aOfOnXJ3d1d0dLQmTJigo0ePqk+fPpo9e7aio6M1fvx49erVS2lpadblli9frg0bNui///2vLly4oJYtW+r+++/XqVOn9MUXX2jo0KFKSUmRdLV16aOPPtKpU6f066+/6ttvv9XGjRtz1ZKenq6QkBD17t1bJ0+e1H/+8x+NHTtWBw8ezLP+sLAwJSYmWoeYmJjCHzgAAFCsOT1kubu76+DBg0pJSVH58uUL3LozY8YMDRs2TC1atJAkhYSEqFatWjad6l988UVVrFhR5cuX12OPPaZq1arpiSeekCTdf//9KleunCIjIyVJwcHBatGihU6ePKn9+/erdu3aioiIyLXdNWvWqHbt2ho4cKAkyc/PT4899phWrlyZ7756enraDAAAoHRyeshauHChkpOTVb9+fY0dO9amBcoRUVFR+vTTT2WxWKzDqVOndO7cOes83t7e1p8rV64sX19fm3VUrlxZqampkqRFixYpKChIw4cP15o1a5SZmamMjAy72z1w4IDNdhcvXqwLFy4UqH4AAFA6Ob3ju4+PjxYsWKBz585p0KBBGjlypGbOnOnw8r6+vnrzzTc1YsSIm64lLS1NQ4YM0fHjx+Xv7y9J6tmzZ57bvf/++7Vq1aqb3i4AACh9nN6StWXLFmVnZ6tWrVpq06aNkpOTC7R8//79NW3aNB07dkySlJmZqdWrVxeqlqysLF25ckUXL1601vb999/bnbdbt2766aeftHbtWuu4HTt2KD4+vlDbBgAApYvTQ9asWbPk4+Ojhg0bav/+/frggw8KtHzHjh01fvx4PfLIIwoICFCTJk3y7Xyen0qVKmnGjBnq3r276tWrp6VLl+rhhx+2O2/VqlW1du1avf/++6pbt64aNmyozz77TGXLli3UtgEAQOniYhiG4ewibldJSUny8vJSYmKi6Z3gQ99bZ+r6UXxtHNfN2SUAQKni6Pnb6S1Z9owePdqmQ3nOsHXrVmeXBgAA4BCnd3y3Z8qUKZoyZYqzywAAACi0YtmSBQAAUNIRsgAAAExAyAIAADABIQsAAMAEhCwAAAATELIAAABMQMgCAAAwASELAADABIQsAAAAExCyAAAATFAsv1YHtx5fEgwAQNGiJQsAAMAEhCwAAAATELIAAABMQMgCAAAwASELAADABIQsAAAAExCyAAAATEDIAgAAMAEhCwAAwAQ88f02EfreOmeXgDzwNH4AKJ1oyQIAADABIQsAAMAEhCwAAAATELIAAABMQMgCAAAwASELAADABIQsAAAAExCyAAAATEDIAgAAMAEhCwAAwASELAAAABMQsgAAAExAyAIAADABIQsAAMAEhCwAAAATELJukaZNm+qvv/5ydhkAAKCYIGTdIr/99psMw3B2GQAAoJi4rUPWkiVL1KxZMwUEBCgwMFCLFi2SJA0YMEBhYWHq06ePfH191axZM0VEROjjjz9WUFCQvL29NWrUKEnSvn37ZLFYJElt2rTRPffck+f20tPTlZSUZDMAAIDSyc3ZBTjbhg0bVLt2be3bt0/33nuvevToIUlavHixvv/+ewUGBmrUqFEKDQ1V9+7d9fvvv+vcuXNq0qSJevbsqfvuu0/R0dFycXHR3r175ePjk+e2Jk2apPDw8KLaNQAA4ES3dUtWv379VKNGDR05ckRnzpyRm5ubIiMjJUn/+Mc/FBgYKOlqy9aff/6pCRMmyNXVVT4+Prr33nt16NChAm0vLCxMiYmJ1iEmJuaW7xMAACgebuuWrJEjR2rDhg1q0qSJLBaL3NzclJGRIUny9va2zle5cmW5u7urevXqNuNSU1MLtD13d3e5u7vfmuIBAECxdtuGrK1bt2rdunWKiIiQm5ubDMPQrFmznF0WAAAoJW7by4Xp6enKyMhQSkqKDMPQxIkTlZaWVuj1ValSRZGRkbpy5cotrBIAAJRUt23ICg0NVZcuXRQUFKSgoCB5eXnJ19e30Ot755131Lt3b4WGht7CKgEAQEnlYvBwJ6dJSkqSl5eXEhMT5enpaeq2Qt9bZ+r6UXgbx3VzdgkAgAJw9Px927ZkAQAAmImQBQAAYAJCFgAAgAkIWQAAACYgZAEAAJiAkAUAAGACQhYAAIAJCFkAAAAmIGQBAACYgJAFAABgAkIWAACACQhZAAAAJiBkAQAAmMDN2QWgaGwc183ZJQAAcFuhJQsAAMAEhCwAAAATELIAAABMQMgCAAAwASELAADABIQsAAAAExCyAAAATEDIAgAAMAEhCwAAwAQ88f02EfreOtO3wVPlAQD4H1qyAAAATEDIAgAAMAEhCwAAwASELAAAABMQsgAAAExAyAIAADABIQsAAMAEhCwAAAATELIAAABMQMgCAAAwASELAADABIQsAAAAExCyAAAATEDIAgAAMAEhCwAAwATFOmT169dPe/bscXYZDnNxcdHZs2edXQYAACgG3JxdQH6WLFni7BIAAAAKpVi3ZAEAAJRUxTpkWSwW7dmzR8ePH1eXLl0UGBio2rVra8WKFfku99NPP+nvf/+76tWrp7p162rXrl2SpKysLIWHhysoKEj16tXTkCFDlJKSYrNcp06dVL9+fdWrV0/PP/+8kpKSJEnR0dHy8PCw2c7SpUsVHBzs8P6kp6crKSnJZgAAAKVTsQ5ZOYYMGaK+ffsqMjJSUVFRateuXb7z9+nTR2+//bZOnjypiIgINWjQQJL0zjvvaO/evdq/f79OnDihrKwsjRs3TpJ07Ngxde/eXf/3f/+nqKgoHTlyRKmpqRo8ePAt249JkybJy8vLOvj5+d2ydQMAgOKlRIQsd3d3HTx4UCkpKSpfvvwNw4m7u7v27t2rzMxMeXl5ydvbW4ZhaNq0aZo+fboqVaqkMmXKaNSoUfrmm28kSf/61780aNAgderUSZJUvnx5TZ8+Xd9++60SEhJuyX6EhYUpMTHROsTExNyS9QIAgOKnRISshQsXKjk5WfXr19fYsWOVlpaW7/zr1q3TTz/9JIvFog8++EBZWVmKi4tTcnKyOnXqJIvFIovFom7duunSpUuSpMjISDVq1MhmPZ6enqpZs+YtC0Pu7u7y9PS0GQAAQOlUrO8uzOHj46MFCxbo3LlzGjRokEaOHKmZM2fmOf8dd9yh1atX6+TJk3r88cdlGIZee+01ubu765dfflHVqlVzLePn56c//vjDZtylS5d0/vx51atXTxkZGdahXLlykqQLFy7c2h0FAAClRoloydqyZYuys7NVq1YttWnTRsnJyXnOm52drS1btki62nH+rrvuUnJyslxdXfXkk09q9OjR1paw2NhY/fjjj5Kk5557TrNnz9a2bdskSZcvX9bw4cM1cOBAVapUSdWqVZPFYtHq1aslSSkpKfryyy9N3GsAAFCSlYiQNWvWLPn4+Khhw4bav3+/Pvjgg3znHzdunGrVqqWgoCBlZGRozJgxkqSpU6eqbNmyCgoKUmBgoB599FFlZmZKklq0aKHly5dr7Nix8vf3V/PmzVW7dm3985//tK534cKFmjx5sjp37qx+/frpwQcfNG+nAQBAieZiGIbh7CJuV0lJSfLy8lJiYqLp/bNC31tn6volaeO4bqZvAwAAZ3P0/F0iWrLsGT16tLUD+7XD1q1bnV0aAABAyej4bs+UKVM0ZcoUZ5cBAABgV4ltyQIAACjOCFkAAAAmIGQBAACYgJAFAABgAkIWAACACQhZAAAAJiBkAQAAmICQBQAAYAJCFgAAgAkIWQAAACYgZAEAAJigxH53IQpm47huzi4BAIDbCi1ZAAAAJiBkAQAAmICQBQAAYAJCFgAAgAkIWQAAACYgZAEAAJiAkAUAAGACQhYAAIAJCFkAAAAm4Invt4nQ99ZZf+bp7wAAmI+WLAAAABMQsgAAAExAyAIAADABIQsAAMAEhCwAAAATELIAAABMQMgCAAAwASELAADABIQsAAAAExCyAAAATEDIAgAAMAEhCwAAwASELAAAABMQsgAAAExAyAIAADBBiQ5Z8+fP1+uvv+7sMgAAAHIp0SHr5MmTSkpKKvLtGoZR5NsEAAAlS4kNWU899ZSmTp2qxYsXy2KxaNmyZdqxY4fatm0ri8Widu3a6cCBA9b5LRaLFi5cqODgYPn6+qpNmzaKiIiwTndxcdHZs2etv+/Zs0cWi8Vm+c8++0wtWrRQ586dJSnf7dmTnp6upKQkmwEAAJROJTZkLVq0SCNGjNCTTz6p6OhoNWvWTH369NHs2bMVHR2t8ePHq1evXkpLS7MuM2fOHC1fvlyxsbHq2LGjXnzxxQJt8+uvv9aOHTu0ZcsWHT169Ibbu96kSZPk5eVlHfz8/Aq9/wAAoHgrsSHrejNmzNCwYcPUokULSVJISIhq1aqlPXv2WOcZMWKEatWqJUl69tlntW/fvgJtY8CAAapcubJcXV0d2t71wsLClJiYaB1iYmIKupsAAKCEcHN2AbdKVFSUli1bpvnz51vHpaSk6Ny5c9bf69SpY/25atWqSklJKdA2AgICCrS967m7u8vd3b1A2wQAACVTqQlZvr6+evPNNzVixIhCLV+5cmVdunTJ+vuFCxdyzePq+r+Gv5vdHgAAKN1K9OXCqlWrKioqSpLUv39/TZs2TceOHZMkZWZmavXq1Q6vq3Xr1lq5cqUk6cqVK5o1a1a+89/s9gAAQOlWokPW448/rgsXLshisSguLk7jx4/XI488ooCAADVp0kQHDx50eF3/+te/tHLlSgUHB6tnz5669957852/Y8eON7U9AABQurkYPPTJaZKSkuTl5aXExER5enqauq3Q99ZZf944rpup2wIAoDRz9PxdoluyAAAAiitCFgAAgAkIWQAAACYgZAEAAJiAkAUAAGACQhYAAIAJCFkAAAAmIGQBAACYgJAFAABgAkIWAACACQhZAAAAJiBkAQAAmICQBQAAYAI3ZxeAorFxXDdnlwAAwG2FliwAAAATELIAAABMQMgCAAAwASELAADABIQsAAAAExCyAAAATEDIAgAAMAEhCwAAwASELAAAABPwxPdSKvS9dTa/88R3AACKFi1ZAAAAJiBkAQAAmICQBQAAYAJCFgAAgAkIWQAAACYgZAEAAJiAkAUAAGACQhYAAIAJCFkAAAAmIGQBAACYgJAFAABgAkIWAACACQhZAAAAJiBkAQAAmICQBQAAYAJCFgAAgAkIWQAAACYgZElasmSJmjVrpoCAAAUGBmrRokWSpIyMDL3yyivy9vaWv7+/nnvuOYWEhGjevHnWZb/99ls1a9ZMFotFISEhioqKctJeAACA4oSQ9f9t2LBBp06d0rJlyzR06FAlJiYqPDxcv//+u44fP67Tp0/r73//u7Zt22ZdZuvWrRo9erRWrlyp6OhoPfHEE+rbt68Mw7C7jfT0dCUlJdkMAACgdCJkSerXr59q1KihI0eO6MyZM3Jzc1NkZKT+9a9/aerUqfLy8pIkPf3002rVqpV1uY8//ljjxo1T/fr1JUmDBg1SdHS0oqOj7W5n0qRJ8vLysg5+fn6m7xsAAHAOQpakkSNHqlmzZgoPD9fOnTvl5uamlJQUJSUlqVGjRjbzVq1a1fpzVFSU3njjDVksFutgGIbOnj1rdzthYWFKTEy0DjExMabuFwAAcB43ZxfgbFu3btW6desUEREhNzc3GYahWbNmyTAMubq6KjY2VnXr1rXOf/LkSevPvr6+mjhxonr16uXQttzd3eXu7n6rdwEAABRDt31LVnp6ujIyMpSSkiLDMDRx4kSlpaWpXLly6t27t0aNGqXLly/LMAxNnjxZsbGx1mX79++v8ePH688//5Qkpaamav369c7aFQAAUIzc9iErNDRUXbp0UVBQkIKCguTl5SVfX19J0uzZs+Xq6iqLxaJGjRqpbNmyatu2rSpWrChJeuqpp/Tkk08qODhYFotFbdq00enTp525OwAAoJhwMfK6FQ65ZGdny9/fX2vWrFGLFi1uen1JSUny8vJSYmKiPD09b0GF/xP63jqb3zeO63ZL1w8AwO3K0fP3bd+SlZ8dO3YoPj5e0tVnZoWFhcnf31/Nmzd3bmEAAKDYI2Tl48iRI2rXrp38/f3VuHFjxcXFaeXKlXJxcXF2aQAAoJi77e8uzM+wYcM0bNgwZ5cBAABKIFqyAAAATEDIAgAAMAEhCwAAwASELAAAABMQsgAAAExAyAIAADABIQsAAMAEhCwAAAATELIAAABMQMgCAAAwAV+rU0ptHNfN2SUAAHBboyULAADABIQsAAAAExCyAAAATEDIAgAAMAEhCwAAwASELAAAABMQsgAAAExAyAIAADABIQsAAMAEhCwAAAATELIAAABMQMgCAAAwASELAADABIQsAAAAExCyAAAATODm7AJuZ4ZhSJKSkpKcXAkAAHBUznk75zyeF0KWEyUnJ0uS/Pz8nFwJAAAoqOTkZHl5eeU53cW4UQyDabKzsxUbG6vKlSvLxcXFtO0kJSXJz89PMTEx8vT0NG07tzuOs/k4xubjGBcNjrP5zDzGhmEoOTlZvr6+cnXNu+cVLVlO5Orqqrp16xbZ9jw9PfljLgIcZ/NxjM3HMS4aHGfzmXWM82vBykHHdwAAABMQsgAAAExAyLoNuLu76+2335a7u7uzSynVOM7m4xibj2NcNDjO5isOx5iO7wAAACagJQsAAMAEhCwAAAATELIAAABMQMgCAAAwASGrFElLS9PQoUMVEBCgunXr6rXXXlN2dnau+X755Re1a9dOAQEBaty4sf7zn/84odqSyZFjnJmZqXfffVdNmjSRn5+fOnbsqIMHDzqn4BLI0fdxjpSUFNWsWVOTJ08uwipLPkePs2EY+vjjjxUUFCR/f381aNBAmZmZTqi45HH0GK9atUp33XWX/P391bZtW+3cudMJ1ZZchmFowYIFateuXZ7zOOu8R8gqRUaNGqXs7GxFRkYqIiJC27Zt04wZM2zmSU5OVo8ePTR+/HidOnVKs2bNUt++fXX27FknVV2yOHKMjx8/roSEBO3Zs0cxMTF66qmn1KNHD05MDnLkGF9rxowZunjxYhFWWDo4epwnTJig7777Tj/88INOnz6tHTt2qEyZMk6ouORx5BifPHlS/fv316JFi3T69GlNmDBBPXv2VGJiopOqLlk2bNigpk2bKjw8XAkJCXbncep5z0CpkJycbFSoUMGIj4+3jvv222+N5s2b28w3e/Zso1evXjbjevbsaUydOrVI6izJHD3G9lStWtWIiIgws7xSoaDH+M8//zTuuOMO45FHHjEmTZpUVGWWeI4e53PnzhkVK1Y0Tp8+XdQllniOHuPVq1cbrVq1shlXp04dY+/evUVSZ0m3YsUK47vvvjO+//57IygoyO48zjzv0ZJVSuzfv1/16tVT9erVrePatm2rw4cP68qVK9Zxu3fvVocOHWyWbdu2LZezHODoMb5eamqqUlNTHfqeq9tdQY/x8OHD9cYbb6hy5cpFWWaJ5+hxXrt2rTp27Cg/Pz9nlFmiOXqMO3bsqIsXL2rTpk2SpCVLlqhatWpq2rRpkddcEj366KPq0aNHvvM487xHyColYmNj5e3tbTOuVq1aunLlipKSkm443/nz54ukzpLM0WN8vbfeekvBwcGqU6eO2SWWeAU5xnPmzFFCQoKeeeaZoiyxVHD0OP/222/y9/fXc889J4vFoubNm2vBggVFXW6J5Ogxrlq1qj755BOFhoaqUqVK6t+/vz777DOVK1euqEsutZx53iNklRJZWVkyrnt4f1ZWliTJxcXlhvNdOw/sc/QY50hLS9OgQYO0fft2LVy4sEhqLOkcPcaHDx/WO++8o3nz5vHeLQRHj3NycrK+++47/eMf/9DJkyc1b948jR49Wtu2bSvKckskR4/xzz//rFdffVX79u1TcnKy1q9fr0cffVTR0dFFWW6p5szzHiGrlKhWrZri4+NtxsXFxal8+fI2l6nyms/Hx6dI6izJHD3GkhQZGanWrVurTJky2rVrl2rWrFmUpZZYjhzj1NRUPfbYY5o2bZrq1q3rjDJLPEffyzVq1FCXLl30wAMPyMXFRc2bN9fTTz+tNWvWFHXJJY6jx3jatGl66aWX1LJlS7m4uCgkJES9e/fWZ599VtQll1rOPO8RskqJli1b6tixYzZ3We3atUtt27aVq+v/XuZWrVrpxx9/tFl2165duueee4qs1pLK0WN88eJFde7cWSNGjNBnn30mDw8PZ5RbIjlyjLdu3aqoqCg9++yzqlKliqpUqaKvvvpK4eHh6tKli7NKL1EcfS/fddddSk5OtlnWxcWF97QDHD3GGRkZcnNzs1nW1dVVGRkZRVZraefU857pXetRZHr27GkMGzbMyMzMNOLi4owmTZoYK1eutJknJibGqFKlirFlyxbDMAxj3bp1RkBAgHHp0iUnVFzyOHKMZ8+ebXTt2tU5BZYCjhzj6/Xv35+7CwvIkeOcmppq+Pr6Gps2bTIMwzCOHDli1K5d2zh06JATKi55HDnGy5cvNxo2bGicOnXKMAzD2L9/v1G9enVj9+7dTqi45Mrv7kJnnvcIWaVIXFyc0bNnT6NGjRpGQECAMX36dMMwDGPhwoXG8OHDrfNt2LDBCAoKMmrWrGncc889xq+//uqskkscR47xa6+9ZlSuXNkICAiwGT799FNnll5iOPo+vhYhq+AcPc579uwxWrRoYdSpU8do3ry5sX79emeVXOI4eoznzJlj3HnnnYa/v7/RrFkzY9WqVc4qucS6PmQVl/Oei2Fc1xsMAAAAN40+WQAAACYgZAEAAJiAkAUAAGACQhYAAIAJCFkAAAAmIGQBAACYgJAFAABgAkIWAACACQhZAAAAJiBkAQAAmICQBQAAYIL/B8lpr+UsWD83AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 프로파일 테이블의 시각화\n", "\n", "# 차이가 큰 변수 순으로 정렬\n", "cust_prfl5s1 = cust_prfl5s1.sort_values('r0', ascending=False)\n", "\n", "colors1 = np.where(cust_prfl5s1.index.isin(['amt2020', 'is_amt_2020']), 'grey', 'steelblue')\n", "plt.barh(cust_prfl5s1.index, 1-cust_prfl5s1.r0, \n", " color=colors1)\n", "plt.title('2020년 구매고객과 비구매고객의 항목별 차이 정도')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[주의] 각 X 항목과 Y를 1:1로 비교하는 프로파일링은 유용성 제한적 (이해를 돕기위한 보조 수단)\n", "- X의 각 항목들간에 상관관계가 존재할 수 있음 고려 필요\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 추가 연습문제" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **주말**에 구매가 많은 고객들의 특성을 트리 모델을 사용해 분석하라\n", "

\n", "- 2020년 **구매일수**가 많은 고객들의 특성을 기본정보와 2019년 행동 패턴, **점포와 브랜드별** 이용패턴까지 활용해서 분석하라\n", "

\n", "- 2020년 1, 2, 3월 데이터만 사용하여 그 **다음 달인 2020년 4월의 구매일수** 패턴을 고객별로 분석하라 (트리 모델과 프로파일링 모두 활용)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 4 }