{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"MDA_methods.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"CUXvX7GBu1pU","colab_type":"text"},"source":["# 주성분 분석"]},{"cell_type":"markdown","metadata":{"id":"TIH6nMRbJ_9v","colab_type":"text"},"source":["**[데이터 준비]**"]},{"cell_type":"markdown","metadata":{"id":"Yy92Iq0Wu8Zt","colab_type":"text"},"source":["> 1) 2008 미국 LPGA 선수 경기력, 상금, 출전 회수 데이터"]},{"cell_type":"code","metadata":{"id":"pKmgyHJ6uuFd","colab_type":"code","outputId":"298ba67e-72fa-46ea-df42-82428ff9cfaa","executionInfo":{"status":"ok","timestamp":1570326373595,"user_tz":-540,"elapsed":865,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":269}},"source":["import pandas as pd\n","lpga=pd.read_csv('http://wolfpack.hnu.ac.kr/Stat_Notes/example_data/lpga2008.csv')\n","lpga.columns=['golfer','drive','fairway','green','putting','sand_no','sand_save','money','play_no'] \n","lpga.info()"],"execution_count":113,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 157 entries, 0 to 156\n","Data columns (total 9 columns):\n","golfer       157 non-null object\n","drive        157 non-null float64\n","fairway      157 non-null float64\n","green        157 non-null float64\n","putting      157 non-null float64\n","sand_no      157 non-null float64\n","sand_save    157 non-null float64\n","money        157 non-null int64\n","play_no      157 non-null int64\n","dtypes: float64(6), int64(2), object(1)\n","memory usage: 11.1+ KB\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e2SZwDXr1CQh","colab_type":"text"},"source":["> 2) 데이터 조작\n","\n",">> 골퍼 선수 이름 행 인덱스 만들기\n","\n",">> inplace=True : 행인덱스를 바로 적용하라는 의미\n","\n"]},{"cell_type":"code","metadata":{"id":"aiePNK0W1I30","colab_type":"code","outputId":"49e862e6-5cbe-408e-9d59-23fdf7aae2d3","executionInfo":{"status":"ok","timestamp":1570326376681,"user_tz":-540,"elapsed":700,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":171}},"source":["lpga['Name']=lpga['golfer'].str.split(',',n=1, expand=True)[0]\n","lpga.set_index('Name',inplace=True)\n","lpga.head(3)"],"execution_count":114,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>golfer</th>\n","      <th>drive</th>\n","      <th>fairway</th>\n","      <th>green</th>\n","      <th>putting</th>\n","      <th>sand_no</th>\n","      <th>sand_save</th>\n","      <th>money</th>\n","      <th>play_no</th>\n","    </tr>\n","    <tr>\n","      <th>Name</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Ahn</th>\n","      <td>Ahn, Shi Hyun</td>\n","      <td>249.4</td>\n","      <td>64.6</td>\n","      <td>61.2</td>\n","      <td>27.44</td>\n","      <td>1.10</td>\n","      <td>34.5</td>\n","      <td>6063</td>\n","      <td>50</td>\n","    </tr>\n","    <tr>\n","      <th>Alfredsson</th>\n","      <td>Alfredsson, Helen</td>\n","      <td>253.8</td>\n","      <td>62.7</td>\n","      <td>68.2</td>\n","      <td>29.36</td>\n","      <td>0.66</td>\n","      <td>38.8</td>\n","      <td>19343</td>\n","      <td>74</td>\n","    </tr>\n","    <tr>\n","      <th>Ammaccapane</th>\n","      <td>Ammaccapane, Dina</td>\n","      <td>246.3</td>\n","      <td>70.2</td>\n","      <td>64.6</td>\n","      <td>30.20</td>\n","      <td>0.74</td>\n","      <td>40.5</td>\n","      <td>1873</td>\n","      <td>50</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                        golfer  drive  fairway  ...  sand_save  money  play_no\n","Name                                            ...                           \n","Ahn              Ahn, Shi Hyun  249.4     64.6  ...       34.5   6063       50\n","Alfredsson   Alfredsson, Helen  253.8     62.7  ...       38.8  19343       74\n","Ammaccapane  Ammaccapane, Dina  246.3     70.2  ...       40.5   1873       50\n","\n","[3 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":114}]},{"cell_type":"markdown","metadata":{"id":"NAhEXUC6xqYV","colab_type":"text"},"source":["**[경기력 변수 설정 (6개) 상관분석]**\n","\n",">비거리-장타력(힘)측정변수(+)\n","\n",">페어웨이안착율-드라이버정확도(+) \n","\n",">그린적중률-아이언실정확도(+)\n","\n",">샌드회수-부정확도측정(-)\n","\n",">샌드세이브-위기탈출능력(+)\n","\n",">퍼팅개수-퍼팅능력(-)\n","\n",">> 변수 명 옆에 부호는 선수의 경기력과의 상관계수 부호임"]},{"cell_type":"code","metadata":{"id":"6NogDijU02qM","colab_type":"code","outputId":"f7e1ec07-15d9-4a1c-ed02-333fdfb4f7e4","executionInfo":{"status":"ok","timestamp":1570326399751,"user_tz":-540,"elapsed":617,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":171}},"source":["lpga_ds=lpga.iloc[:,1:7]\n","lpga_ds.head(3)"],"execution_count":116,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>drive</th>\n","      <th>fairway</th>\n","      <th>green</th>\n","      <th>putting</th>\n","      <th>sand_no</th>\n","      <th>sand_save</th>\n","    </tr>\n","    <tr>\n","      <th>Name</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Ahn</th>\n","      <td>249.4</td>\n","      <td>64.6</td>\n","      <td>61.2</td>\n","      <td>27.44</td>\n","      <td>1.10</td>\n","      <td>34.5</td>\n","    </tr>\n","    <tr>\n","      <th>Alfredsson</th>\n","      <td>253.8</td>\n","      <td>62.7</td>\n","      <td>68.2</td>\n","      <td>29.36</td>\n","      <td>0.66</td>\n","      <td>38.8</td>\n","    </tr>\n","    <tr>\n","      <th>Ammaccapane</th>\n","      <td>246.3</td>\n","      <td>70.2</td>\n","      <td>64.6</td>\n","      <td>30.20</td>\n","      <td>0.74</td>\n","      <td>40.5</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["             drive  fairway  green  putting  sand_no  sand_save\n","Name                                                           \n","Ahn          249.4     64.6   61.2    27.44     1.10       34.5\n","Alfredsson   253.8     62.7   68.2    29.36     0.66       38.8\n","Ammaccapane  246.3     70.2   64.6    30.20     0.74       40.5"]},"metadata":{"tags":[]},"execution_count":116}]},{"cell_type":"markdown","metadata":{"id":"sfucQaXyzLDi","colab_type":"text"},"source":["**[상관분석]**\n","> 상관계수 행렬 출력"]},{"cell_type":"code","metadata":{"id":"NL0cqjXVxpGs","colab_type":"code","outputId":"67cce556-9c96-4ef6-ead8-a80a90e7a4b5","executionInfo":{"status":"ok","timestamp":1570325245486,"user_tz":-540,"elapsed":629,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":233}},"source":["lpga_cor=lpga_ds.corr()\n","lpga_cor"],"execution_count":86,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>drive</th>\n","      <th>fairway</th>\n","      <th>green</th>\n","      <th>putting</th>\n","      <th>sand_no</th>\n","      <th>sand_save</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>drive</th>\n","      <td>1.000000</td>\n","      <td>-0.420938</td>\n","      <td>0.491466</td>\n","      <td>-0.187990</td>\n","      <td>-0.135211</td>\n","      <td>-0.054246</td>\n","    </tr>\n","    <tr>\n","      <th>fairway</th>\n","      <td>-0.420938</td>\n","      <td>1.000000</td>\n","      <td>0.309193</td>\n","      <td>0.169564</td>\n","      <td>-0.272891</td>\n","      <td>0.100932</td>\n","    </tr>\n","    <tr>\n","      <th>green</th>\n","      <td>0.491466</td>\n","      <td>0.309193</td>\n","      <td>1.000000</td>\n","      <td>0.018413</td>\n","      <td>-0.568446</td>\n","      <td>0.016672</td>\n","    </tr>\n","    <tr>\n","      <th>putting</th>\n","      <td>-0.187990</td>\n","      <td>0.169564</td>\n","      <td>0.018413</td>\n","      <td>1.000000</td>\n","      <td>0.168191</td>\n","      <td>-0.180729</td>\n","    </tr>\n","    <tr>\n","      <th>sand_no</th>\n","      <td>-0.135211</td>\n","      <td>-0.272891</td>\n","      <td>-0.568446</td>\n","      <td>0.168191</td>\n","      <td>1.000000</td>\n","      <td>0.064363</td>\n","    </tr>\n","    <tr>\n","      <th>sand_save</th>\n","      <td>-0.054246</td>\n","      <td>0.100932</td>\n","      <td>0.016672</td>\n","      <td>-0.180729</td>\n","      <td>0.064363</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["              drive   fairway     green   putting   sand_no  sand_save\n","drive      1.000000 -0.420938  0.491466 -0.187990 -0.135211  -0.054246\n","fairway   -0.420938  1.000000  0.309193  0.169564 -0.272891   0.100932\n","green      0.491466  0.309193  1.000000  0.018413 -0.568446   0.016672\n","putting   -0.187990  0.169564  0.018413  1.000000  0.168191  -0.180729\n","sand_no   -0.135211 -0.272891 -0.568446  0.168191  1.000000   0.064363\n","sand_save -0.054246  0.100932  0.016672 -0.180729  0.064363   1.000000"]},"metadata":{"tags":[]},"execution_count":86}]},{"cell_type":"code","metadata":{"id":"4x-XCkAjyLMM","colab_type":"code","outputId":"c69532d8-cbc0-4f77-b1c8-52db229a1c6c","executionInfo":{"status":"ok","timestamp":1570325252375,"user_tz":-540,"elapsed":735,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":164}},"source":["lpga_cor.style.background_gradient(cmap='coolwarm').set_precision(3)"],"execution_count":87,"outputs":[{"output_type":"execute_result","data":{"text/html":["<style  type=\"text/css\" >\n","    #T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row0_col0 {\n","            background-color:  #b40426;\n","            color:  #f1f1f1;\n","        }    #T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row0_col1 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background-color:  #b40426;\n","            color:  #f1f1f1;\n","        }</style><table id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >drive</th>        <th class=\"col_heading level0 col1\" >fairway</th>        <th class=\"col_heading level0 col2\" >green</th>        <th class=\"col_heading level0 col3\" >putting</th>        <th class=\"col_heading level0 col4\" >sand_no</th>        <th class=\"col_heading level0 col5\" >sand_save</th>    </tr></thead><tbody>\n","                <tr>\n","                        <th id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >drive</th>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row0_col0\" class=\"data row0 col0\" >1</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row0_col1\" class=\"data row0 col1\" >-0.421</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row0_col2\" class=\"data row0 col2\" >0.491</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row0_col3\" class=\"data row0 col3\" >-0.188</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row0_col4\" class=\"data row0 col4\" >-0.135</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row0_col5\" class=\"data row0 col5\" >-0.0542</td>\n","            </tr>\n","            <tr>\n","                        <th id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >fairway</th>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row1_col0\" class=\"data row1 col0\" >-0.421</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row1_col1\" class=\"data row1 col1\" >1</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row1_col2\" class=\"data row1 col2\" >0.309</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row1_col3\" class=\"data row1 col3\" >0.17</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row1_col4\" class=\"data row1 col4\" >-0.273</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0.101</td>\n","            </tr>\n","            <tr>\n","                        <th id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >green</th>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row2_col0\" class=\"data row2 col0\" >0.491</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row2_col1\" class=\"data row2 col1\" >0.309</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row2_col2\" class=\"data row2 col2\" >1</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row2_col3\" class=\"data row2 col3\" >0.0184</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row2_col4\" class=\"data row2 col4\" >-0.568</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0.0167</td>\n","            </tr>\n","            <tr>\n","                        <th id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >putting</th>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row3_col0\" class=\"data row3 col0\" >-0.188</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row3_col1\" class=\"data row3 col1\" >0.17</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row3_col2\" class=\"data row3 col2\" >0.0184</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row3_col3\" class=\"data row3 col3\" >1</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row3_col4\" class=\"data row3 col4\" >0.168</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row3_col5\" class=\"data row3 col5\" >-0.181</td>\n","            </tr>\n","            <tr>\n","                        <th id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >sand_no</th>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row4_col0\" class=\"data row4 col0\" >-0.135</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row4_col1\" class=\"data row4 col1\" >-0.273</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row4_col2\" class=\"data row4 col2\" >-0.568</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row4_col3\" class=\"data row4 col3\" >0.168</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row4_col4\" class=\"data row4 col4\" >1</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row4_col5\" class=\"data row4 col5\" >0.0644</td>\n","            </tr>\n","            <tr>\n","                        <th id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >sand_save</th>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row5_col0\" class=\"data row5 col0\" >-0.0542</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row5_col1\" class=\"data row5 col1\" >0.101</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row5_col2\" class=\"data row5 col2\" >0.0167</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row5_col3\" class=\"data row5 col3\" >-0.181</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row5_col4\" class=\"data row5 col4\" >0.0644</td>\n","                        <td id=\"T_77da4788_e7d8_11e9_8ce2_0242ac1c0002row5_col5\" class=\"data row5 col5\" >1</td>\n","            </tr>\n","    </tbody></table>"],"text/plain":["<pandas.io.formats.style.Styler at 0x7feafcd86d68>"]},"metadata":{"tags":[]},"execution_count":87}]},{"cell_type":"code","metadata":{"id":"biw2YNfzAHl3","colab_type":"code","outputId":"7b7b1af2-e6bb-4087-d948-939ab1e80bc9","executionInfo":{"status":"ok","timestamp":1570325256464,"user_tz":-540,"elapsed":1020,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":400}},"source":["import seaborn as sns\n","import numpy as np\n","import matplotlib.pyplot as plt\n","f, ax = plt.subplots(figsize=(10,6))\n","sns.heatmap(lpga_cor, mask=np.zeros_like(lpga_cor, dtype=np.bool),cmap=sns.diverging_palette(220, 10, as_cmap=True),\n","            square=True, ax=ax)"],"execution_count":88,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 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7l5XpNnWs9tWs9rmvWT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\nAElFTkSuQmCC\n","text/plain":["<Figure size 720x432 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"rYKBd-LzDRSm","colab_type":"code","outputId":"0894cbc2-d2d8-4491-c8de-169f8046fccd","executionInfo":{"status":"ok","timestamp":1570325260212,"user_tz":-540,"elapsed":946,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":342}},"source":["mask = np.zeros_like(lpga_cor)\n","mask[np.triu_indices_from(mask)] = True\n","sns.heatmap(lpga_cor, cmap='Spectral_r', mask=mask, square=True, vmin=-.4, vmax=.4)\n","plt.title('Correlation matrix')"],"execution_count":89,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Correlation matrix')"]},"metadata":{"tags":[]},"execution_count":89},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWQAAAEzCAYAAAAGkHlvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVhJ+qGdmVhIuIRdH0pA0kLSZGcgJecBIOgE4AHiO7A2wk4BdgcnAtsCv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7VIzZEn7bEnH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\nVhJOyGZmJfH/eCkI0SZBCBUAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"LTzI3H1EPNZN","colab_type":"text"},"source":["> 산점도 행렬"]},{"cell_type":"code","metadata":{"id":"6UF7mbgdB0WE","colab_type":"code","outputId":"55185e84-05e4-4d3e-d60a-9e344b0f9877","executionInfo":{"status":"ok","timestamp":1570325275334,"user_tz":-540,"elapsed":12327,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["import seaborn as sns\n","sns.pairplot(lpga_ds,kind='reg')"],"execution_count":90,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<seaborn.axisgrid.PairGrid at 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Q9Ch+aOB/ZxbLy4rJI9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ce7uquqq6qqd7NMv9wahnqqtu3a4+99znOed3fr+UgSEEtusxuVBj22CaTELnxGKN3/z89/i1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HNqtoala2Qsnamqw+a+NOu7U4yVbE7O1tk+mOVTt18VrVvPVVLOxY4LbZ5dyjeoWQnZn01w\nulBD+mq+s4O48a6UBagWE8vQcAJ1RcpU8+BgPtl2DxTG9B4cK0ePheRdvWSja0phKVH30ZrjqX1X\nm3t/OOodT/Kxd7ymRcXx3JnigmtOE5AyBflUIlAi+as2N14KUkpmqg5nCjVGCzbTlQab+9P8zPU/\nvHHwciou3g7sl1KOBd+PCSHWSCnPCCHWAOPtXiSlvA+4D+C66647f/raZWKxC+bGrf38r28d4cR0\nleF8kvdc19rDOd8foytlRtE6hq7x3JkiDU/SWMSEqxntPozmgS5QlQ3T0PB9H03T8KUkqWvkkkaU\nFrJUVFuMleFCG7MxYiwH8bhdOVrvB7WWRKnQfC5sy4PFzegWQ6nmohFWKBUEqhpt6QJPqj5WU9fI\nWAbrezLLOq4QIlJQWIb690rypriQx2w7A7nJcp179hxhfU+qdSN1204+fttOPvngQQ6NqwXxlr40\n3z85S9n2cNutepvg+bCxV6kfJss2rq+KFX0Zi1zSiOTOpqE8AExtjghwfTVuPn7bTj7x9ecXra4P\n51X7ymCTirQZDdcnnzZ4045+Do6WeHGszO/804GO4z5haNy8fSAgKrJcOpAl8SpO+YDVjVlT1xjK\nz7XvOp6P60mVOuOpApjjnRtSQxOCazb2cM3GHsq2y/u/sF+1FbU57PbBLBXb5eRMjUbwvkYwYUkW\nKjbUxtHAlyzqC9CTUuqJ+ca14+UGVtO1lU9ZVBsu3WmrZd26EhPHGJ1xIc6zi/kGzY+grgURp0Dk\nYTFbc0knHHRNsG0wF0WddzJQhjkibLRQa/OuChrQnbaQqD3eaKFOtYN5MEDa1Pn4bTsBuPO+vUyU\nbCZLNmYw1qPABKA3bbK+J8Md1284K3PjdpBSUqy5nCkqYmK0WGe0UG/5Oj9t87pNPRcNcXEnc20i\nAA8Avwh8Ivj61ZfjpM4Gi7nNNz/ecJWEJ0woOVOstTWuKtYdfv0t2/mTbx7i9Gx9WRK75UDXBBNl\nm/fvuoTd+09h6qKtrGqpqLZ2WGmGcowYMWK8GtHc7zpdtvE0ol77WpBMFXpeLNX+1wnzFXivv6SP\n//a2HRw8U4pUfEtFSwohsAwNU1Nfk6ZSVMQtH+cH7QzkCkHcaLuN1E1bexmZrCi/CUNjtuZwz54j\nmLrA7iC2idQVKOmzKoIIHE9y+zXreHxkmpMzVTKWjqVrnAgW0FL6kUJHSuWHcfnaPEnLoD8Tmti1\nvtcv3bSJf/f6zdH3rudzeFx5Urw4VuLgaImjk5WO/i26ptpWMgkdgWq//dBbtp/1gjuGIjJMHVIs\nJHtCUsPx1VfXD4gN11+xCXA2YfD+Wy7lYw88i+8tlLAfOFNq+T4IsyMZzDO+lMzU5gaxrgkMXeMX\nbtzEZ4IkmnaYqTkU6nOpe4bWGrFQrDmBSlj5whSqrZ4oyzFxjPHqw3wFW7HuomuCnrTJbM1BC4IQ\nmlviw/1LuK+599ERgLZE2GKtmI6vDIyFUPM9tBYymqEJ+LOfuwYgipHuz1qqTSV4big2606ZmIYe\nkRQrmTfLdTciIs6EhEShzshkmYmSveyCSj5psK4nxY7h3LLf+1zgZSEuhBAZ4MeA9zY9/Angy0KI\nXwFeAt7zcpzb+URYwepKm7iez8aABUyYejT5hsZVn/zGQYo1B0NbuZy402JYF0qa+eUnjpNLWYxM\nVgBVyQllSUCLgiSbMDA1yUe/+iy5B5VJaLnhsSHoFXx8ZJoXx4qUbY/ejElfJhHL72LEiHHRY0NP\nmjOFWiRr9+atBs4FIZ0wNHzps29kijs+uxcnWNEbQVVxU28mWthoAVGRMnVSVkxS/LAx30CuVHeo\nOkqmPDJRpj+bIJ8ySZk6h8aK7D8+gy+VF4TrSdUr7cmOpAUQjDWJ60kmSjaVhkfG0nnLZQM8PjLN\nofES1YbHyRmPhKlh6UrC7waR6QlDI2epKl7FdjlTqGEZWtu2gJ60xf89MMoLYyqK9PBEZUElLsRA\nNsGOYZXwsT0w0Tx4pnTOqoQxlsZipIYbqDIano/j+nzrhQn+Zu9LnC50Tny5YWsvGUulh4QbNz2I\nSp2/kQtVFq6UpBMGni8p1t2IDHN9FS/5+b0vkTC0jhVpXyqSQxcy6vlPGhogsD2VDDEnt/eoNjzu\nfuhFPvDW7cDSJo4xXllYbsF0vjJeAuu6k+RTVqB8W9gSf/dDL3LPniO4vk9C1/B8f0Fr30TJZjif\nWPI8JYq40wX05ywmyw2QMgg/kC3eF7/3z89xYqaK46n5uDdjMZRXHom+JzE0pZIr1F029Fht36/m\neBEZcaZQZ6yovoaKifJiN5EmCGC4K8nWgQzD+STDXcno65quJGnLIJswGMz/cEMbXhbiQkpZAfrm\nPTaFShm5KGDoGu+/5VJ+64EDuJ5PwtCpOm5kXFWxXTRNqErdErLQ+dDFwoochBeP5GTB5hLLYNtg\nlprjUZ3HjIQVw+Z+QF0QSVbXdSc5Ollm37FpBnMWdUcx9lNlh4Shk0uakVlSrMKIESPGxYj33ryV\n/cdngsSFlUeQ6Sztyu8EJnieBDeYxzVUNj3Av3/9Jm65fChK+ojx8qG56tfsFK8J9fc6HciNDV3Q\nCCripq4hEOpv3KayPR8C1R+t68phfqOpM1WxeeD7o+STOuW6F3kNOI6PDAzjwsSR/myiRaGzJp/i\nwOlZFeWO8swIpcp/9PChtuegCWXuaARS/l970yW8pU2izUqrhDHOHwxdw9DV323PwXH++OFDmLqg\nP2NRqDf4028e5sPmDq7b0oPjzbWd9KYtSvUqpiYi88HFqs+2Kzk5U1MVZxTx6nk+bqD0qdQdutJW\nR+JCE6rd2UVJ1gxNsHUgy4npCnbNXXB9COCePUe4cn03uy4bXNLEMcbLh1rDo+54aEIggtQtTahx\nFX4VCDShyKtvvTCxIr+SZgV8GFsOtG2J33NwnHv2HMGXElPX8CRMlR2yCb+ltW+yZHNqtt5xz9UM\nLSD1ijWXvozJdMVhbXcS1/UZDUxv8ymTo5MVvIDkcH3JeNFmMJ9gU2+ayZJN0jLQg8+gWHf4/a8/\nz9UbuhFCcKZYZ6xQZ7a2eDJPiKShMRSQEIfHyri+T8o0MHURxbX3ZRL87juvWPbf8YeBlztV5KJG\nMwt4aLxEw1Uu81NlL+g/VdUwcxFjo/nQ6XwBub4fMXvL6fFr7gccmVA9hUglewJ1IRaDrGJdCCQw\nUbLJJZWi5NhUlc196dgEKUaMGBcddl02yPt3XRJUbdTEu5LWEE0XbWXYzfBZeEAJGEJQczy+9ORJ\n3nXN+hWfe4xzj+b7/f7jMxi6oDdtMltzQYCQMFaqM5hLYhkarqcWzKEoZr5ipx3sgBwzgucLIYJE\nMsls1cVsMmn1UeOEgLSwXZ/etMXbrxjG9nw+9+0RyrbbpPhc+P7ZhMGOoSw7hnN858gUtuuRtYxI\nyVNzPP75B6NtiYsYFybm+0BkExpV4fKlJ0/wrmvWAartueH56MF4Es3ZzksgHEV+cJzwey1Y53al\nLIq1BlVHRscO1619GVUhP12oIQJjxWrDpeb4baX3Puo5n/j689HGdTETxxgvH+qO1xKlvBQ+8/Ah\nQGLqOq4vsXQNz/e455uHuXZzT/Q8Q1PhCJpQ7ZGaWF4KiecrtVtIHPsoU0pdm7s2hruSnJypoWli\n8agdlOIdJLbrszaZxHYlPakEB84U0DVFNE9X5n5/TyqyWgBjxTqWoVN3PAp1d8E4/9avzftcAAAg\nAElEQVShybbvaeqCobwiJpqVEuFjXUF0K8Cdn91LTyZBsx1zUtMYLXb273i5EBMXLzPCCfO3HjhA\nV0r1pB4eLyOReJ5Uaocg0s6XqhoDkEsYFGvOApJCtJu9A4QPJ+Y5zHfq8WvuB2x4fhQ3FponaYKo\nl9D1JEKb+9lY0Y5NkGLEiHFR4wNv3c6V67ujzaoQau6eqjSW7CN1l1Fh7wQtiE+Le7cvLDT7n+hC\nFQE8KZGBjMEUgo/ftpN7Hx3h2FSZqbKDTxClR+Bh0fkWH/1cSsmpmRpDeR/b9aLXI+bIM3UIieer\nNYCpaxyfqfKJb7zQ8fyVi72KwB3MJfnTn706Wvg+fHCcfNJoXfiaF+bCN0ZnLMcHImx7rjk+63tS\nTJYbNDxfKS9QaSKd0EzeNj+rESxmj09X6ElbiKqDEIKq4wXzps5QPhmNt7FSHSEFg7kkhZoT+Md5\nC8hhARyaKLPn4Hh0/cVr0Fc+TheUR6DfNBmauohaOBbDxr407991iWpVK9QY7krxszds5JLBLKdm\naxydKmPqQhEHWsjJqfux8rRQ+5ykqTOUTzBRsslYgkqj87jXgn2cqWvUGh5r8il+8fWb+O0HDmBo\ngulKg1obXwCJikx3O6iQQrXTWy8fUq0cTSRFb8aK/LWWwpp8iqmKHYVFgLIumB9xfSEgJi4uAMxn\nuIe7kpyYrqr4sqbm0t6Mycfe8Rr+6vGXmCrb9GdVb5Xt+kyUbKpBJNliMHVBb9aiVHeYKNmRWmJL\n/5zrfNg3NlGymSzbDOWSaMH7yMAR39QEvlSyvTBeCF89Xm24OL7P+u7WAT//5hcbesaIEePVjnat\nd1L6TFYW7zMNZ3I9ICGWC0mQBa8R925foMhaOocnKuhCYGoCKQWelGzpS7cUM/qyytAtVFLkk4pg\nmKwslAJHhIRUxIahScZLNp4/N5ZcV7ZUsMN1crHeOhYtQ+PSgQw7hvMYmuCbL4yTNDRSlh4Zvv7i\nTZtbPFKaF75l22Wm2qDh+iRNnX0j03FbyCsEG3rSHJ0sU6q7UWGqOXVu/nPHS3W2DmQjY8ww8aad\nuswKWpjGi/WO3m11x2e0YLOpN8Vf/NINAOwbmeYzjxyiUHPwfJ+pSgPHk1w6kOVXfnQzn3vsKMem\nKlQb3oL31DVVdY+LZq8urHajff2WXq7f0su+kWnuf+IEn/qXF1jzXeXnMpxL4bo+szUH4YdkcZiO\nIxiZKEfknCFgY1+Gz/3idfzE3d+m6vgLiDMJkf+P50tOztaBOh/68jPL/n2v2djNqZkajqd8EE1d\nYGiCuqvaOT78th3LPlY73HH9Bj7zyCFqjreksffLjZi4uAAwn+HOJU3W96Q4PVuPFgbbBjP85tsv\nZ9dlg3SlTD72wAFs18MyVKRpV9rkfddt5ZlTBR4+2DZJlqSp8Uuv38zfP3mCiVJDSadQfVQTZZs9\nwes+svsZSnXVh+tJOBEYHkWSvqD3ypfQnzXIJQ36XIuZqkM6YTCYS7Ztb2k2QYrztGPEiHEx4aZL\nVfLHX/7rUY5PV4Nsd+jgZwhAd0qZX50M/BCWi9AM76Z4s7gAtuvRcP0FxqRh374vW+Xp4Y0v1L8I\nVA82gPTV4+FjMrhRSpThWugrNaeWUD4RnlQ+AVLMvYWUyiRzrFjnsjV5fv0t2/izPYeZKjfQhaA/\nZ1Kuu5Tt9v3L4ekaQb+126aPqF1rEcDariTXbOphx5Ay0NzUl8YI7euBazf2LGmkGS58pyt21GMt\ngLSl8ZlHDvFBtsXkxSsAN23tZd+xadWTH6hqJ8oNfvaGhX+7UHI/UaozFcjcdSFIWxplW1WImwkM\nz1eGhFsHckxX6lRsD9vxW7x8wrXm8dk6//OB5xgr1pmpNchYBpV6g4mKg6EJhvMJao7Hxx44wK07\nhzg+XSWf0inU5o6mfBI0hvKJWH32KsO52GiHhJihCfJJg6mKzWceOcStrxlirFSnOwWVhrpfaJpg\na1+SkalWBZkb7JH+4xeeWkBawEJ10Xyj41zSoBwQx+3KE4aAXMrkUz99VXS+Qij1/bkkF27Y2ssH\n2faKMEyOiYsLAO2cjg1d47rNvXzxrhuBOXXCR7/6LBt60rzn2vV87QdnomSQDT1pBvNJ/sfr1vL0\niRmqDa9FdqQHpkbvunod33h2lJLtBjFrOv3ZBIYuuPfREWarjaiPyzQ0NF9GZkvKvRm8wOl8IJdg\nfU+akzNVetIW3SmTciBn+vHXrmH3/lNMlOqU6i62q1pN3nnVWiDO044RI8arF67nBw79Etv1qDke\nni95zdo8n/rpq7jzs3vRBcxUnahC2YxwsV9teGwfyvOe6zbwN3tfolR3qbut83onVbaU8LnHjkbG\ndDEUqvbKeqnPB4p1l6F8gpmqg+P5aEHv9chkhfd+/imu3tDFtw5NcmyqgqELMpbOTM2J5PTh+DBU\niEjUMipYstUaCCvfSd511Vp+4nVrefr4LPc/cYInjk23TZFYjpFmuPD93X9+Dl8SOeJnLIOa43H/\nEycuyEVwjFY8PqJM10P/MkvXyKcMHh+Z5gPznht6Rnzg/u/hS0nS0BnIJcglTV4YLeL6UvkLoMao\nJmCqbGN1ayRMg4/925389gMHKNYWxu16vuRbhyYApRSeLCv1kKlBfzZBNqHWjjXH43vHC3zgzWrT\n9eyp2ehYSVONQQlK6VGqkzBUopKpa1H7c4xXHs7FRvv+J05gaCJSbYR+F3tenMD1vEjZZmiCoVyC\no1Pt294cX/LCWLnj+6zvSXHpQDZq5Qh9Jobzys/op/7Xd6g1XOptDAqFgLLt8l++9Ax3XL+BD765\n8+8cqkfOFDunAS2GV4phckxc/BCwVEvEUkYxew6O8+Hdz1AOyIbJss2zp2ZJmjobetOkTJ1qw+VP\nvnmYD2qXsqEnw1TFRheCqWqDUhA7Vay7/MJf7qNYc6IuVMf1OFNQLs8nZ2r4vgyYdiVPbpYou0Ge\n/HAuSTZhUKg5fPGuG9uqJ3bvP8W1G7v42rNjUZxQV9pk9/5TXLm+e4HKJJQZHpuqcud9e+O2kRgx\nYryi4Hg+1YanzOI69KOCWlwUag71RXKuJXOkhK4JrlzfzR/errwyHh+ZQqAe79QaGM7v1YbXomSL\n2/MuDIQy5w09aSoNl9FCPdpsPXtqlmdOzmJowRhwJTPuwrYi5Trf+li70aALZaKZS5okTMF0xWFT\nb4YzxRr/emSKasPlwefGVAqIgOdGC/z3/zPL5r4Md928lddf0o+mBTGUmkAXIuqb1gLTO1BKlbe/\ndg13P3KIDb0p5XUR/Cyj6YyX6nQF93wh1HGay/GhokUGipfQSE8P0tXCVIEQodmeQMm42/3unbal\nvmxV0MT71zmcmKnSl0nQn1URh6W6w3ixzneLU1z5O9/A1AXbh/LR3PH9k7OU6m5EtL40NRdJqgm4\nbDgPzK3x6q7PYC4ZrW9L9YWkxXw0J5U4PowW6wwFBEnooxJuupqr6GEl3vEk77l2g1IsMXctaUKN\naUMXGJqmrgFdYAaGjqYu4sjoCxjL2Wh32sxXGy7HZyokDI2ZqtpzOZ6P7foL7qtu1N6xOLpTBhKV\nkKLMPcHQdfozCZ4fLTJbdXjd+m6u39x6zpt61Z7NlypFRCKjud3xoTc9pwb54Ju38Uc/c1X0e336\n4RdZ80SKqzd08eBzY7ieR6nuMlGyOXCmwM/fsJF/9/rNK/lYL3jExMV5xnJaIpZyOv7E159ntuqg\nBzd76UPZ8bBdn+Eu1c+VSZhUG3V+75+fx9QFpbpLPmkwnE+QsXQKNQfb9RkrzpnWaEAoUNIATVfM\noaEBvrqImy9fL8j5Pj1bpy9rsrlP9Tx2Uk88fHCC9T2pFiVJqKpoVpkUa04UBZfQRdw2EiNGjAse\nrudTd/0oxm05caf7Rqb544dfpLEIaRHCk2AJOTcf3raTL951I1f+zjeoOV4UedoWQauDqiwqNR0Q\nt+ddIGiWOY8X50iLsM0D1ILV0NtH4oatQO0w31tA0wTVhkc2aVCsuVRsl5mqTXfKZLbW4PN7XyI0\nxfelSibTNTg1U+XP9hxhOJ9c0fjY1JcJ7u1zvefVhsumvgx9gS/XuYa23EiLGEuieW1Wqjucnq3j\nSeVvVnM8ag4cnSzzWw8c4NqnT/LA90ej184fkr4kMj/Mp0wMXZlphkriWz/9rUVb5UyNtl4YvoTR\noo3t+qqY1uRrsJJKvC8lvidxPOgUPh0SdqFCw9Q0TENg6VpLO1WMCwu24/EvB8b4/x4/ptozBLww\nVuRjDzyLqWlUnaXCxpcPy1DjIpc0Wzw3Zqo2szWX6apNV9JkpmrzJ988zG8kdvDGbQMRAXzXzVv4\n/a8dxNQ1ulJGi4eRLqBUd8kkDCxd8OWnTmAagrsfOYShC7qSJtNVmy/sO07K1Kg1fBUVrAt8X/KF\nfcfZMZx/RSgplotVERdCiP8MfEFKOXOOzudVh+W2RCzmdHx0qhplAEPQf+vNOTcXaw6jhRp28P2m\n3hSWoTFVbuBLyca+LL/+lu2s60nxwfufZjqQyTbfD3ygP5dgrFAPbiQd3G09iaHDdMXhD35SMead\nXKgrDY+NTRdx+PjJmSq/+84rIpXJZFmRKQLBYD4Zt43EiBHjgoLvS+qBN0LD87Edf1lERYh9I9N8\ncd9xnj1TYAUvQ9O0BfPhr75hC5955PCiiSNSqg1sfzYRzblxe96Fg+bN1YkZRdrrMM9cA9xlrq1D\nskKg5PGO5+MHpnIiUBdMlmwk0JuxyKcsQJnZhYRFCA9V1PAhIr0WGx/zVTw3be1l9/5THRWkMS5s\nNCuAx4t1JBLfnzO59H1Jqe4y3GXwwPdHo7XpfE+zEFOVBkP5ZFsl8aGJzvJ6CBU26rg6LPDCmK6q\nDV7KMviX58Z447Z+kqZ+TiXvofK40YZh0YRSa5i6UmsYmqbUG4FqQ4ulPOcNDddnvFRntFBntGgz\nWqhxplBnrFjnTKHOTLW9FxCA47VOrIYmsAwNIVQr4fKtsBUylsG7rlrLg8+NUXc90qZO3fUp1Fx6\n0yZdwXybCNTxX9x3gttety56/Y9fuZa0Zaj0sUI9mMNlkBii0kimKw229GeYKNnsfuoUKUuP7uUJ\nU+fkTI1S3cPU5xRxIvAj/IfvneTHr1qzwF+DIADCj3yXiBIsPW/Oi+lCw2oVF0PAE0KI/cBfAt+Q\nF+Jv+TJiOdFSi2HPwXEaXpDm4XvoQmDoWjSdh2qFsPomgDMFm7XdSTb0phnMJfnCr/4IhZrDvxwY\npVjv3NvruJKBnMWZ4sLn6EGcWpgkkjK1aDHTzqOj5nhkLLVomf/4+p50i8rk2FSVhK5Ii1zSXPFn\nFCNGjBjnCn6gLLNdv4moOPvqzN985xh/892XFq0sdoLt+hw4XQDg6GSFO+/by01be1mTTywqXRXA\nQNYinzKpNlzW96RXfS+KcW4gpWSsaFNzPS5bk+OZk7NKQQGdc04XgSFA1zU8z8eVaswkdMFAdxIk\njJVsHFciUWrKhDFXJZ4s2y2kR/j/jg+akLiev+j46NQmevs163h8ZLqtgjTGhY35a7OkoeH5XqQu\nEIFhZ8rUlRzeEGiahuO3zpGmpkaT48Oh8TK+LzENjf/690+zfSjPyZkqbex9WtCs+Q2PHpJqoIxA\nPSkZmazwB18/yGce1tm1Y4BNPWm+c2SK0VL9rHr9lwtfShpue1IDWomNUK2hB2kQscfG4vB8yUTJ\n5kyhFpATrQTFVLmxIoIhjIoGxQ2/7+atvOU1QxwaLfGlJ09G6pxircHI1PLviaaA3//J1/Lmywd5\n047BFuX8ZLlO2faYHi0qMkFKfFRbfhjPG6I5Krs7ZXJ0soLryaBtTl1zNccjmzDYf3wGz/dJNHnK\nJA2NqqNMRMOWOimDSOpCnXzS7PAbLA05j9QIzad9KZcdt3ousSriQkr5USHEx4B/A/wS8KdCiC8D\nfyGlPHIuTvCVjk6b+uXE1EWLAk3Q8GQUj9p8gzgxU10gDZWoC35Lf4aTM1V0TfD9E7P84TcOLrp4\nHi/b6AL6Mha1hjLU9ANDJVNX6SUEzFyh5kb9jmGONtBSYfnVN2xZtPISXqh33rf3rD+jGDFixFgN\nbNej7vjYrrdiJcVS2HNwnL/e+9LZ7EcjNL/2B6dmeXxkatHnC2C4K0FfJqGiqYM5995HR+J59mXA\nVNnm4GiJF8dKvDBa4oWxcnS/XAy6gL6sxXhpcSNRV4LwlcQmbeoYmqBcdzkZKDlCz4iUoeFLODVb\nBwT5lKni0DUiFVDzMPWlWmBvG1wYgxmiWcUTRqzXXY/PPXaUu++4OiYrXqGYvzYbLdRx/bkoXUvX\nqDkeuibUurQNA2HoGnYgGZJS4vgSp+Fhux7PnykwW1s8DjphaPSkzSBiVT1maoAQCF8G7VISXYOk\noWJ6qw2Pr/1Ata4YmqArZTBeqr9sqTbLITbMoJ0vbD0J//9i8tb41osT7D0yxdHJCqPFGqMFm/FS\nfVn3TU0o49XQ8HJNV5LhrhQz5Qaf33ssCikwNIGmKfWCQJnQburL8KUnT7b4X7wwWmTk8ZeWfF+B\nMjnOpUze/to1QKty/u6HXmTvyFTTnBoohwTouujYphnuGfuzCdVCHyRX6UJQrDmKZA58CF1fcnq2\nztpu6Eqb1Ap25J0V+mD1JM1V3+NF4DF0obTkrdrjQkophRCjwCjKMqEH2C2E+Bcp5X9b7fFf6VjK\neLMdQunl/uMzCAHdKZPJSmPBRaxMqRa+3vUkUvrRonTPwXE+cP/3FmS1zz9W2Dc7VWmQNnUyCQNT\ng0LdxfV9PD94nq94cKfuRsZYhqZhaoJCzWmpsFy5vrujd8dqPqMYMWLEOBs0XJ+661FvzKV9nGt4\nvuQfnznNPXuOrIq0mP/SMGKwEzQB77xqDaPFRts5N55nzy8KVYcXxkq8MFbixVH1dbLcnnhIGhpD\n+SQz1UbLvdnSBaYmGOpKUW24JAyB3cZtvhmOrxbjulCS/vmxp1ISeFapxe6ZQo1c0lAGrx4M5izG\nS3bLMcOEkqNTVd7wyUfamrmemKmiCzg0VqLu+iqmTyw0hY3xykS4NsunDCZLDXyhBlUuaeJ4ktuu\nHOb/PH2mbeW74XoEfFrU1gyKJCssQVqoTSFs6c/yiXdfyYd3P0PVDoppfqsRqwbUHeXhcvO2AR56\nflx5APmSqYoDKDP6P3roRT7/yzdgGReOL4UvJbbj0S7hOFJp6BoDufPjDXOh4B+eOskDz5xu+zMB\n9GYt1uSTc6kc+SRDQTrHYC65QLmyb2Sav/7OsUD1rTbyji8xgujq/pzFS9OVtlGoKVOnK2lQaLNf\nClUbSnUAtidxqw4fun8/Dx+coNJQSvO3XDbA154dQ9PA9xcSwsNd6pzbteGF15ypC9Z2JRkr2bge\nXDKQiQjAjGVwulBDXY6S0UKdXNKI7hXh+/lBm9Or7R6/Wo+LDwK/AEwCnwM+IqV0hBAacAi46ImL\npYw356NZeun5KiZtpuaoVg05dwFYQbuIPa86GP7cC2JMb9raGyxWF1/wSsDU1WRZbfjKuMYhkrQJ\noIGPoNUsSQIzVZfhvEVPJsGDH7pxwe+/1MJlpZ9RjBgxYiwHtqtMjG0njCf1lXLsPOKpl2a455uH\nObYCuem5QMbSySUNRouNyPyuGfE8e25Rtl0OjSkFxQuBouJMoX37jqkLtvZn2T6c5bKhHDuGc4wV\nbP50z2G6UibZhM5kuYHrS9Z3p7jr5kui6nAYnXu6YLc9NijCShcwmE8yWqhjBJXFZtLMlZAwVImi\n4UlGCzU296aZqjTIJg3GSu2Pb7t+RzPXXMLg0HgZLyBOkOAE77Mcf4wYFzaa5wzHK9FwfSxdsKU/\nG80dT770CCdnatHaM1IAC4GGbEvcLjYDJ3RBT8bCMvToPbYN5jg2VWaq7Ch1R8sBVCpMzfE4MV0j\nnzLIJjT13Kb3Gy/ZvPvPvsPbrhjm7VcMc+kiSqILAY7n43iKaH+1ExeXr8lzdLJCf9aK4kKHA6Ji\nMJdcMdkUxpzmMgkKdTdKpfF8WNudQBOChuuSTRhzUaiWju14nJypsm0wS0/DY7RQx3ZVoVYDEAuL\nxZ4v+crTZzB1gaGpcfiVp8+gCbVP84M2jxCaJsglTaSUbdvw5t+nr97QE10HYRuJsBRRM1m2aXiK\nqOjLqNZQ15PB4z66JujLWK+6OXi1iote4N1SyhZdjZTSF0L821Ue+1WD5WzeQzRLLxOGruR5Ehq+\nJBFEO4XkYmMeaWFqKh5NogiHj9+2MzpewtBw25AXofQvYQg29WaoNFw8344qPK4vcX1Jb8ZCcz2c\nDm5hs1WHY1MVinWHjGWsuHdvJZ9RjBgxYjTDC1KQGl7gSxH8O98kRTNOzdb48z1H+NcjqpVDAD0Z\nC6TPdHXxCuN8hLPncs9eAFsHsh0XQyHiefbsUHM8joyXlZpiVP0LTTXnQxOwuT/DjoCguGw4x+a+\nDE8fn+X+J06w7+g0a/IpinUHQxPBwlknmzCpOR75lMUNW3vRhCCd0KOovIzl4nrKf0XOe78NPSlO\nztZJmToNz8fQBEIoqX640JYS7KDqYOmCbUP5KM783kdHODJRQaDWDqHMPzR5FUK0NXMNLc0WjFMp\nY/+UVwmWmjMksHNtvqW1QUpJoeZwcrb9NdIMbd5m0NA1pioNdCH45IMH2XXZIO+9eSvv/cJTUW99\nMyJTUB9emq6wqTfDc2cKyksCdWwvUGlUHY+vfO8UX/neKdZ0JdEQNDyPdd3p8+aDEWNp/Mddl3DH\n9RuYqS7eFrdcnCnWyCfV9nYgm2C8VI8U6mGLhamruFwtiFsu1x2mKg0anuTIRIXhriTbhnKASkUa\nzCUXbdM0NEWuaEKZf/qqs17FOftzhedkQMIs1qbZ6Zprth7Ip8zIw2owl4w8rISl2gBh7jp8tWG1\nHhe/DSCEGASSTY8fl1I+v8pzuyjRbKA2kEtwerZOuCyIqhqwIKoUwEeQtjRySYMt/Vl2XTbIR7/6\nLN0pk4ylUj7mI7wJSF9VYIrzpMhpS8d2faYrnSeUUAo4lEsyWbKZxI4cbzOWHkdGxYgR45zBaSYn\ngoQPdymXt/OIasPlb797nN1PnYwqO69d18V/uuUSZiqOkqMKlyXU/i1YKd1i6erOEHtWrB4N12dk\nsswLo3NKimNTlbaVYwFs6E2zYzjHjqEs24dyXDqYJTkvTWvfyPQCWfKp2RrD+QRBngigjNTGS3WG\n8knSlo4Qgl/bdQm/9cABckmDqUobQ7rAtyJhKN8BS9ciUzddE/hNMv3w/1xPcmi8BMwtkm/99Lc4\nPFFBEwLZpNYIxxbMmbmGZMehiQo6Mtp8hsoPn3gsXixYzMftTKG26LynkjgE9SYPiKrjKeUOkudH\nS7z9jx+lZLt4vo+uaQhkx/mxbLtcvaGL75+aRQ90/arXX1WkKw2P3kyC49PVFnVU2Xb55DcO8uEf\n28FNl/at7gOJ8bIjYxm8NFXFlxJT18gnTcoNF01CXzbBL960ib/bd5ypsk3S1CjWHM4U1XiwNFWw\nPTlTY123xNC1SL2+GHHh+TIq2IaqIx8JvjKRdYLNVn/WotpwKdYcTE10bMNrh8Xa6i8mD6vVtor8\nBPBHwFpgHNgEPA/sXP2pXZxovgnkkiZru1HST10xhd1pnZmm6l3osKwJxeQNdyVb+pbD41UaXosb\nc4jQYMbx5QLSAiBtamzuzbBtOMs/ff9Mx35wXRPccf2G6Ptaw6PW8JgCLENF+qUtnYRxcZkOxYgR\n4+wgpVTJHi+jimIx+FLyL8+N8dlvH42I3cFcgrtu3sotOwaiee6DbOO+b49wbKrS0u63GjQbMisz\nzmSLEWeM5cHzJccmK3NKirESIxMV3A73uTVdyUhJsT0gKjKJpZdRoXQ5kiWbOoYumCw3yCZMhBDo\nmqDuuGzqy7Qcs1k6XLFnInIshEovl/SmDBxPRgSH7y8cbIpYECBYYBj4m2+/nA98cT/lxpxKQwBr\nulPRc0JX+7CdNWloNDwfLTy2pkgPTRPxWLxIsNhmaqZi8+JYGUnrULQCFbAT9OC3qC7mjdkjE2W2\nD+WYLNm4vqQ/azFTddpeo64n+fJTJxnIWszUHJVkomv0pBPommBNV5r/9z1X8r6/2c/pQo2ao8Z6\nzfGpOT6//Y8H+Klr1nHrFcNs6sucr48sxnnEvpFpZqqNaFy5nk/B9elOm/zBT17Jj+0cQghBT9qK\nxu1kWbXJCQRre1JICWMllWJyzcaeiBhYDK7vo2tqftcC8rYvY1Gqu9iuUnh0JQ1Gi3awj5IYuqAv\nk2jbhtcOS7V7XiweVqttFfk94EbgISnl1UKIW4CfX/1pXbyYfxPQNRUT+vHbFBd076MjfPfoHOuX\nMnUylk7Zdqm7PoO5ZMtADo9Xc7wFpAWohcZwV4rj03OSznBRrAuoNDymqzYffMvV/OwNG/mdBw7w\n/Gip5RhCwM9cuz6S2e0bmeb+J060OPXesLWX2aoiX9KWTjqh1BgxiREjRgyYIyrqjjLNrDv+BZkh\nDvDc6SJ/8s3DvBDMhQlD447rN/Az129YUG2/YWsvP7qtnxfOFHn/F7+HvcJcVDPIou7PWbieJKEL\nxsoNXE8tzCxDo2K7bBvKx54VS+DoZIV/PTTJ/uMzHBwtcXii3NHxvz9rBUqKkKjI0ZU6u0i5Zuly\ndPyMxWjRxvV90pYRGArSdqHZnPKw79gUeiB3Di8P09AQmha1h7pekYYnsQyN2aqjKo+aFrWG+sgW\nJUUIy9Sxgs2kShBTPjFZqc6vWHMo24ogSxgaaUunUfMDx3m1dnClZGtvht98++XxWLwIsNRm6sO7\nn6Fsu1FFOpsw+NTtV0HTazKWzsGxMrCQ2HU8iRCC4a4kJ6arTFUabdlfI0hrqDkeCUMjYxlkEwbJ\noMXa9SV3XL8BIQRF22FtdxIpldqiUHMjQ88vPXmSLz15ktesyfG2ncPcctkg2cmLWGAAACAASURB\nVGWQkzEuDNz/xAlySYOMZTBdsXGCtpCBbIJ/c8Vw9Lz5sb8JXe21ckFsaC5pUKg5kV/UR7/6LANZ\nk4ly+9YLlfqokhgRgnddOdxikn3T1l527z9FV9pitFCn7niMFmwmSg0ShkY+ZSzLE6hTG8nF5GG1\n2qvRkVJOCSE0IYQmpfymEOKPz8mZXaRYavB1ig/NBX1O803ZwuP9yuefjPpCmqt1ri/Jp0w0TURq\nCiHA1DS0oCqzpktVXAZyCe75uWt46MAY9z02Erml+xL+8QejpBIG67tT/PmjIwucesMoKl9KyrZL\n2XaDvlldtZWYcUtJjBgXExquP2eeGagpLlSiIsREyeaz3x7hoefHo8du2THAe2/eymA+2fY1lqEx\nnE+yoTfNNRt72BvITdv9piL4T/gxGJoipy1DY3NfNtrUhhXvsLJSqDnMVht89KvPsuHRV++CZbX4\nvX96jocPji94vDtlsn04Fxln7hjO0Zuxztn7rsmnmKqoFkotUFekpMH2QZOeTGLZC80TM1USuoYn\nFVkGivBzfcn6nnTbRe2d9+3l6GSZUt2l4flYukYuabKlv9Wc8N5HR+hKmdH9HmCiVKdiexiaQzZh\nICHy0HA9yWzNoTtlUm141F2fGzb1BJLq6XgsXkRYbDP1qduvUm1FY8UoXeTeR0d4781bW9arl/73\nf45ieYVon5gH6nFTn4t2MFVPSBR1mTI1ejIWhoBM0uT0bI3hpgIaNF2Ppk4+aZJPmpTqjsqcEHCm\nUOe5MyWeO1Pinj1HuHlbP7fuHOZ1G7vR4mLbBQkh1P1wvFynJ2WiaWocQGevh2ZC+OhkmYmSauFT\nc6TRMkeG6vWZitPS/mQIyCYNSrYinjOWzq++YQsfeOv2lve68769kX9h3fXxZJgMqebvyVIDx2st\nCq8UF4uH1WqJi1khRBZ4FPhbIcQ4UFn9aV3cWGrwrTQ+dNdlg/SkTabLDXwWLpiLNYekoVF3PXxf\nJYsIoWS0hq7xgTdfSk/aYrbmIKXkrTuHeOvOIabKNvc/cYJ//P4ZCjWHz377aMCo6wxkEgjmFtb3\nP3FigfGRlJKK7VKxVetLwlQERjqhkzB0YsSI8eqA482RE7brYTsXTsvHcmA7Hn//1En+7rvHo37s\nbYNZ/tMtl/La9V0dX5eydIZySbSg9/W9N2/lu0enlhWRKgR87heub7sRDRdAoOTRs1WHct3l0sHs\nsmWnFyNeu76Lfcem2T6YjVQUO4ZzDOYS51X993M/spHPPHwI15tTVzie5GPveM2K/kYbetJ4vh8k\nJigfC0+qSnan+3+4XhjuMhZdLzT7a4XozyYo1By+/Rtv5s779tLwfGoNVZnWAj10teFF7v/NUX6d\nkkhiXFxolrF3BWRru3GxbTDHofEyuqbIA9v1A+N4RdBNlGw0TZDUNbYOZCnVHU7O1AJlEZEZ4kAu\nQcrUKdQcvvFffpRqw2Wq3MBpMrO/4/oNfOaRQ9QcL1JkIAS//uZtXLelh++fLPDgs6N868UJbNfn\noefHeej5cYbyCd72mmHedsVQC8EX4+WBromoDT1l6miaChlQhd25QuhSXg83be1l37FpNKHaPBqe\nz0S5wc/eMLdnCee2gXyCyVIjctDuCxJw/vhndi5JOnc3mWYCUZFCEwJfyI7qvxitWC1x8U6gBnwI\n+DmgC/j4ak8qxuI4m4jVhuu3tIo0qy5OzFQJPGTIJnR8X2J7Poam8f5dl3DL5UMApIPINttRXhh9\n2QTvv+VS7rxhI1964gQPPHMa2/Up1FxKdZeetEV3yiRpaowWl3aXVnnWHjNV5dCbalJjhAv/GDFi\nXNjwfBmRE3ZAVHTyxrnQIaXk24cn+fM9I4wG5l09aZNfecMWbr1ieNHqWzZhMDBvQ7zrskG2D2YZ\nmaxE1ceW94v+A++6ak3bOX3+BnOybKMFG9hO6Q8xFN73pkv4hRs3MftDcFoXQpCxdPIpk63XZxnI\nJVru2Tdt7eXeR0eUMmGF5mx9WShUnZb79PzXhgaaJ2aq5BJGVHXstF5YzGQR5sZdaBruI0FIbFe2\nGMQ1k2rxWIwBLGtc/Matl/GR3c9Qqru4no8hwAN6Mio6suaolBvP9xiZKNOfTdCTNpgoO9iuRBOS\n/oxFLqmSFsJxm7YMUj06s1UnKr7dsLWXD7KN+584wWhxoSLjdRu6ed2Gbv7zmy9lzwsTPHhglAOn\ni4wVbT6/9yU+v/clXrehi1t3DvPG7QORd02M8w9T18gkFFkxvy0TVl7YBXh8ZJrBnEWxNqdKy6cM\nHh+Z5gPBc5YTDQyt827zvL6hJx0p35qTngQoPyJo274XYyFWS1zcATwqpTwE/PU5OJ8Y89DpIliu\nJGjPwXF+64EDZBI6xbpSNiiX5bmcd18qE86EqVG2laOzoWls6Utz5fru6FgJQ2ddt4pxmy43oopp\nb8biP+66hO2DWT75jRdwfXXcqUqDmWqDbMJgU+/KjI5c36dU9ynVHYQQ9KYtutJn118cI0aM8wPf\nl61KCtdvqWy9knFkvMw9ew7z9IkCoBzw333NOn7+xk1L9jx3pUz6sokFj+85OI4QYoHBYjMsTfCf\n3nzpAqlpiPkbzIbnqzldCEYmyjQ8H1MTr8oYtNUiaerU2qRrnUsYmpIZ55JGS/tj8z07vC+vVJnQ\nUrTQOhct5h8/XLz/7juvgOD18wmTpRb84bgLTcMnSjZ11ydjGdx+zTrufXSEfcemSRoa/dlEFMl3\nLmJRO62DYpx/nIvPvp2aZ/642HXZIH8YtJU0k3uPj0zz7KnZFsNY2/E4MVONzOWlVD+YqTlomsAy\n9JaNqhCCnoxFNmnwT0+f5q8ffynyYPv1t2zvGIOaSRi848o1vOPKNRyfrvKNA6P83+fGmCo3ePpE\ngadPFLj7kcPs2jHArTuHF8TCxjg3SJq68sazDCxj8Zbys/F6ODFTpS+ToD871+7ZLlp8qX1X87xr\nOy7fPTrF4yNTWJogaak92PzRIQQYumjbvhejPVZLXGwE7hVCbAGeRLWMfFtK+fSqzyxGx8XN7Sdn\neXxkmhMzVbKBwWXJdtveVEKmuyuVZKbiKPkdqq/K0jW84OvWgSzjxTqOpy6stKExW3PaLqbySZO0\nqdQX1YYiQ/aNTPOX3zlGT9pguuxELSm+hGLd5dBEic8/fox3X7N+xUZHUkqclzHuMEaMGHPmmXZT\nu8erhaRoRqHq8JffOco/f/9MtFi+cWsvv7brkmVFi/WkLZ45Mduy2B/OWzx4YIyao0iGZk+h+RCa\naCGM56OdgbPj+vgiMFXWVEpUqe6y5+B4vMH7ISFp6nSlzCjGtBnzN3+z1caylAmLFS4WQ6cK9ycf\nPEil4XUkTBZb8N+0tZd79hzB85UxZy5p0GckuP2adezefwpTFyR0QcPzOV1QCst8QJqsJpLvbEme\nGKvHaj775rFbrDm4ns9Abm5j2G5ctBvbVx4c571feApdA88PTBCbfr6hO0Wt4TFRtvEljBZt1ne3\n9xv610OTfPrhQ+gadCXNBR5si2Fjb5r/8Mat/PKPbuHJl6b5+rOjfOfwFNWGx9d+MMrXfjDKhp4U\nb9s5zI+9ZoiB3ELiOsbyYRkauYRJJrFy/7uVej20U5tNlm2qDW9FcaXhvFuqOS0mng1f0mhDWuga\nJA2d4a4kxZrDTMVueb/wmDFh24pVERdSyt8GEEKkgP8AfAT4Y5qDyWOcNdotPibLde7Zc4T1PSl0\nAYcnKkgpMTTBmUKN/cdneP+uS6JqXTPTPZRPcrpQiwxhHN9HE4L+bIJS3WG8pCKBJKpveqrSoC9j\ntZV5GrqKXi3bLtPlRhT3lksksAyd6UqDuqNMvIQQ1B2fv/rOS9z/xAm6Uxae9FnXlW6R58WIEePC\nhOP5HJuqXvDmmauB6/l89ZnT/PV3XqIc+O5s7E3za7su4YYtS89RQgj6shb7j820LPZfGC3y+Mjc\nIkbCAtJCNPXuub6/qLR+/gZzc2+aI5MVPF/ie0rtJoCulB5L9H8IyCQMulJmW9kytN/8HZuqLthc\nza9At3vdR3Y/Q1/GYqJs4wSpIdsGcwsWtJ0q3IfGy6zvSXUkTDot+PccHGf3/lP0ZkwKVYe66+FW\nJe/ftZHHR6ajdcpgPsnp2ToSyWTZxtBXH4sat5+8fDibz37PwXE++eBBXhwvY+qCoVyCTEJnvKTM\n3PuziRVFNX7ywYNRElO48Qtnz1BZP1VptPgGjRZtPrz7GT51+1VtC3lpS7VO6bqgYrttPdg6QdcE\nP7Kljx/Z0keh5vDw8+M8eGCUw+NlTszU+NxjR/nLfz3KdZt7uXXnMK+/pG9JlUAMhUSQkphJGJg/\nRLP++cWAybLNRLnBYM5aEWH34liRuuNT6aDqk6h52PeVP5EmoB4oVmeqDaarDWW+7Pt8ePczCBT5\nGxO2rVgVcSGE+Cjwo0AW+B7wYeDb5+C8YtB+8VGoOni+JG0ZjEyo+ChPKsl2wtDwfMk9e45w5fru\nqK8qZBJD6eZYqY6QIoozy6dMRibKLaadjq9ifcZLNq7nd6z8ZBMGaVNnrFQnm1ALt4yloogkqur3\nv37uWr705An+9/5T1B2fUaeOJsB2fD798It8iM5SvRgxYrz8UMZnr17S4olj0/zZN4/wUhALnU0Y\n/OLrN/HOq9Yuq9ojhGAwlyCTMBYs9pflpxB+tAKEhL1Hp7jkv3+to0P5/A3mFb/9dSq2JFBMo2uC\nSsPj0FhxOb9+jBVCE4J8yiSXXHqB3W7zZ+qCsaJNPjWXXBJWoMN77f7jMwgBQ7kkwlIKnZmqSo8h\nUHTUGh4vjBZ57xeeIpvQ2R5E4nbyqwAW9OMvp5WjWbkZyqmrDTdSfobrlLCNZLxYbxvPfjZYTptB\njPODlX72Idk2XqyjC5A+nC7UWduVIp/UmSg3mCg3onltOaqNF8fVOre5Wm0GqjJT15go2Xi+XJCW\nN11p8ImvP9+R0BNCYAhBLmEwXqojhFjxPa4rZfLua9bx7mvWcWS8zNcPjPLQc2MU6y77jk6z7+g0\n+aTBmy8b5NYrhtk2mI1bSTqgO23SI85dktNKML8YUG14DOasaK5bLmFXtr1lmY6HpsrretJYusbI\nZEWNR03gSZgqO4BEE4LhwAR2qXO4mNrpVktpvRvoAx4C/jfwVSnlmVWfVQxAyZfC7PSRiTIHR4tU\nHT9imRueH03YSBAIdKEWOPc+OgIoJtHxJNWGq5QZumAwl+Ten7+Wu++4GsvQqTZcbNdruTGE7LUv\n1cL7I7ufYbxUb2H+9gSxcpom2NyXwfVly6Rcd3yG8ym60iZ33byV7YNZckkjiroq1l3GizaffuhF\ninE/dowYMX7IODlT5X985Vl+4x9+wEvTVTQBP3HVGj7/y9fzU9esXzZpMZRXpAWoxXG4OSzVnWUl\niMjwnwQ3cMc3NLXZ/Mwjh7n7oRcXfb0mNIzAsT9p6tFmup0BaIyzh6Fp9GUSbOxN05uxllUVbB4P\nIYZyCRzfj+7L1YaL40lu2tqrNn6lOp7v4/uS04UaxZqjUhUEuD5oCAxNQwIzVQdfSuqOH92bb9ra\n23LfD4+/pS8dERghlmrl2HNwnP3HZzg+XWVkohzdq8MNbLhOCZFLmqzpTnHD5l6+eNeNq148zz/+\ncs45xrnBSj/7kODypEqd0TSBhmC0UFP+aUguH84xkEuwe/+paA3ZCfc+OhKtd2XTP0VaCHJJg7rr\nRY83w5dwaKLc8h7tfp+667OpL8O67hQp6+zF4pcEKVN//76b+J3bXsONW3vRhFrn/p+nT/O+L+zn\nrr95it1PnVTkY4wWvNyEzq7LBvniXTfy7d94M/mUSV+mtdVnKbL0kw8eVG3tS9xzlbegSoJyPImU\nEs+X6EIgEGhCpeo4nsSd1yLf6RwiwrDDHu3VhlURF1LKa4C3AvuAHwN+IIR47FycWAxFOhRqDqdm\naziBARsoNrlYc7B0ba5QF07uQXxUOLh3XTbIx2/byWAuSaHmMJhL8vHbdkYVu/BnuqYFedhzx1Pp\n2Kq6VKq7pC0jcq03dRGRI+G5ej44nocm1M3N9SV3XL8hes5ExWY4n2BrX4betIkW9GSPlWx+9nPf\n5S8eOxobysWIEeO8o2y7/Pm3jvDLf/Ukj49MAfC6DV3c+/PX8qG3bqc7vbzKjxCC4XyypbIdLo5L\ndYfTs/Vln1NCF9Ecb+maIiM0DU3A5x47uuhrLUNTyVBSIlELIySxRPkcQAhBJmEwlE+yoVcR8StJ\nuWq3WTJ0jW0D2QX35ea2i4ShvDI0BJNlm0aTn0x4v1d/b2XM2giiVk1d8PjIdNv7/m++/fK2hEYn\nyX64IA7XAq43R6SEG9j5xZGljrlSnO/jx+iMlX72IUln6RpR4qOYI1CTwZhut4ZshxfHirgdmN//\nfMul/OHtV5GxWoXj0dpVgKlpC9apnX4fy9BY05ViMJ/E0M5+3jR1jZu3DfD7P/lavvzem7jr5q1s\n6lVEz5GJCn+25wjvuXcvv/XVA3znyOQrNnHr1YyVEnadlEHz0ZU0ECi1xebeNB+/bSflhkfCmLte\nQI1dCQvGYadzaFb1reT6eqVita0iVwBvBN4EXAecIG4VOWfYddkgA9kE5bobmWj2pA2mKg3GSnWG\ncgkq0zU1wIXA9yU+klzSbBnci/WthtKirf0ZJso2M0GvYBjTM5hLMFG2kVJycLSIpSvH8FzSWOAI\n3Sy1WtOV4qevXc+1m3ui56zJp5iq2KRMPYiyUr26Zdul2vD42+8e53/vP8VPXr2Wn75uA12pOEUk\nRowY5w6eL/nGgVH+4rGjzFQVSTqcT/K+N23ljdv6V1T1UTLOJElTb5lLs5ZOseZQqruARBeqnW8+\nTF2wtiuF7XpUGx5dKZMTMzVMTbV6zL0PHXtmQ/RnLIo1J8qBt3RBf85ic1/sUn62SFk62YRqe1xN\nHHentI6PveM1C+7LH/3qs5GUPYwdBUnDUxU511e+FlISKRdBVY01AcWaE92b29339xwcJ2PpjExW\nANjSl257HiHCBfFwl/KuCFuZxkr1ljaQlbr4rwTn+/gxOmOln33YotQcmSsDcg1Ji2Gl6/nsPz6z\nqPmh46nKtC7VZi/c3CVNLWqfu/uOq/nI7meYKAcqBkm0Jh7KJxasU28/OcvnHjtKpeG1bVlR13xr\nfOrZojdjccf1G/iZ69ZzcLTE158d5ZsHx6k0PB47PMljhyfpSZv8m9cMcesVw2zqW1n6Xozzg8US\nltq1ZITzpPRhofZHQddUe+H8a2jDo2lcz2eq0gB/ro3E0CCXNJYV6zq/patUdxgvKi+lO+/b+6qb\nL1ebKvIJVJLI3cATUsq4XH6OUbJdLp3XF5c0NUaLykF5fXeSsZKtpMVBpM78KKh2aBeXJlCRp7bn\nkTR0BnIJpJxbHOlCRBWXPtdqie5pdzG/acfAXE8ucMf1G/jMI4eoOR5JU6NYb1BzPLIJnZRpMBtU\ncf5u3wm+8r3TvOvqtbzn2g1xDGqMGDFWjWdPFfiTRw5zKKiMJA2NO39kI++5dj2JDsaKnWBoGkNd\nCRKG3nYulajFB6i0CUNTyU/hXNqdMlgfVHUqDcm67hQl241iqpvhS8g0SZjnz7U3be2NzOlC1Zwn\niavSZwFTV2kZ2YSxYif7TljJ5q/ZmyL0ixgt1JHAlqC44Ho+hZqLnMdlaUK0vTeH2HNwnA/vfoay\n7UZS5cnK4pL1cEEshIgiUG3XR0gRKTfD3/F8LozP9/FjdMZKPvtww2fqgjVdCcaKNo4v0YLN2ERo\nAC/h1GwdQ1s8rcQyNMp1FymIyDohidrywvP7w9uv4tf+bj/VgOBNGso8XtdUa3SI0GR2IJdgY7AZ\n3L3/VOQJFyKMT80lVaGwEpg1ny2EEFy+Js/la/L82q5LeOzwJA8+O8r+47PMVB2+9ORJvvTkSS5f\nk+PWncPcEvjHxXh50GnOBvjI7mco1V1c32eyZPOR3c/gS8lQLsGp2foC2mJzXzoah1+868YF7xVe\nM30Zi1LdxXZ9dE3w/lsu5cr13Su+b4RKT4kkaWivSlPPs74yhBA6UJRS/j/n8HxizEM7ky1D17hm\nY090EYQL2ZVUI9oZhgH0ZSyqjo8Z9EsfniijCzXxSkBogK/6aj8RXMgdI7OChU3aUi69N2zt5YNs\n4/4nTvDSdIWy7dKVNOjJWNQdn+60yRVru9h7dIqK7fHFfSf4yvdO8a7XreNX3rCF/mwcLxUjRoyV\nYbxY575vH+WRpn7Pt14+yH9449aziqwzdY01XcloY9tpLm24PgO5RMvcXW24WLpGd9ri5EyVjKUj\nUH5F3SmTiu0wU3VpuB6GLlT0n4RffcMWoP1ce8+eI/RmTNb3pJgoqZYCQxMMZBOvmoXK+YQQgoyl\nk00aLX+rc4nlbv7aRd0O5ufaO+9+6EXu2XNkwet0TRUuQgPPT7QhrD7x9eeZrTroQnlhSR9mq84C\nA8NmzCdSckmTasNlMJeMx1aMBZi/4QvJNkMTTFUaNDyfUzO1qNVpuCsZSdv/f/buPDqy6r4X/Xef\noU5VqUrz1CPdgjZNwMGMBht32sNNwH4BJ+E54MR2PFz6Jfjim/ucZV4W5t7gZF1YmQwrTgJO7Guc\nxEP62oFc29gxuN1xArGbyTRG0LR6UrfUpbnmqjPs98epc1RVKkklqaQa9P14yU1rKB2pf2fvfX57\n79+uVHiwty2AmVR+fhl9IXnR2xZY8H3/8v1X+m3jYjPUKz0lRVMVDLQHkcpZmE7la3L8d1BX8a5L\nBvCuSwYwHs/iey+P47svn8fYXBavjCXwylgCnzt0HG+7qBc3XTaIKy/oWv5FqeYqtdk3ffYwZtIm\nVEVAK2yHmkm72/YDmlNxdU7OsqGri08mL5fYXmm/EYu7SQvAPcGnFU9hWnUvLaW0hRA7hBABKSUr\nzayTpZYseaoZFJXP0r12Po4thWq1npCuYi5j4jO3XObfRFIC27tCEEL4g2JdEQgbmv89l+sMgrqK\nbZ0hzKZNvPnCHlw71I3/9rUX/W0j3vcGgKlkHl/52HX4xvOjOPjsWSQLR1X90wtn8aG37MKnfmnv\nmpbtEtHmkDVtfP3IGXzlx2f84/QuHozi42+/EJdu7VjVawZ1FQPtwZKtHItV3g8UjoJcuEVgr992\n3vTZw0hkLcwWahZ5iZR41oblYMGpIpXaWtuRmEubuLA/iGjQvQ4pJesFLcPQVUSD7lYQtUH6lOUG\nsU+PTGN7VwiWLXF6Ou2fIiOluw2qvG8udmLKLT7r9Z9CANKRODG1eMG5asYfRMWKx6O3P/KMX3vF\n0NwJrJzlwLIldnaHEA3qSGTNwkoeG6MzGRwajvlfL4SAEAIB1S1Y6MV5pS191axsWu0JNW2GhnCN\nto8UG2wP4oPX78JvXncBfjo6hyeOjuPwaxPIWg6eHI7hyeEYBtoN/Po1O/GB6y5YVaJ9M9ioEzVG\nJlNuGyqK2lAhYdoOplMmFEVAFwKW7cAuJNlSORsP3fbzS17PWleUFcf+yak0gpq7pd87SbLVTmFa\n6/TCCQD/JoR4HEDKe6eU8s+W+iIhRCeAvwFwGdwNQR8B8CqArwHYBeAkgPdJKWfWeH1Nrxb7O71Z\nGstx/DOCkzkbk8kc+oqW0XmFX8o7nuIZFwD+jIunms7AW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1dVhD+rrSnuCXqxRA5nplO4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2g7kU8zW3q3LjXeuKfGj7CB951xpu3Dq8uh8wQYIElzyiznHKEDi+LmLbYyaXQtS5Hino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qqq5drgN1DePBjC1qEw/CuSANg2EsZ4NFS4TvjxfXYhjVw+aeEqIGRoCOhaW58CERGV86+ju0Yj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\ngL7zORJhO/aS7XFiuMRdjzxX4zyO5oXryRrdez5X5r/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eBvw5cBfwzDIv+zzwp8AjXR6/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H7uf/tWXvr9O/n8L9/EQEHJ2w1NoKHkeF57dGSXwmf4HF0IpARD09gyXFw0dndsG6aUMcin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\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rbuaaN42j/Wnef9NubrxokGLNpVT3eOjQXCy+WAv1E6KChkSN576UFW96c0mTmy4e4qaL\nhwCYKtbZP55n39EFHjuaJ191mSk3+PbTU3z76SkAdg2kuGZnH9eO9nHVSM+azhBdbAxLRTfnKg0+\nd/9BPigu4nWXDJGyDNKWzu6hDAMZe8VWzIl8ldoKljR/++hEnEyLGEjtxuKffPc5Pr/nEF4QYOsa\nfhDEsWVze2eEUt3DCwJKdQ8N1QIeSEmx5rG1x1imrbHe9qouuujixcdGXUV+crNO5GzERia9Zuro\nRaH7QXUl37EmLE1g/M7Xn2Jkb6oly918PlGlJ2Hosde18BUFX9OWU+E//vWnmGlT2fclmKE9pURZ\n90WIOkJ8KUOxuOUCYtHjKWvxfQ0vbCtxfarO5ipen02wTY2//uHRZY8PZ23FmghbO6I2j4j+fSZA\nE4KUrZNLmG0pkNH4myuvHUiM9KU4PFtete1F0lp19gKlXg/r6/2Ozq0ddbod2lG9uxWccxMRJT5l\n6zFj6I5/ehbX9ylUXU4Uai00/PUiY+k8P1MOe55li9tI8/wqZWSVKdoqSEXvi+ZfT4JtaEipLDU/\nc9+BNcemmpNVO0q54VEOA/8uNhedtnw0o12McCxfoz9tkrIMxmbK6JpQ1spN73MDiaGr8WPrGhXH\np88PmMgrzSNNyJiR4fo+v/pX++IxFLV9NmsKLJvzwoJEX8riI3/3xLL4QgZg6IKRvhQSuaqV9pZc\ngje+fBtvfPk2pJSMzVbYHyYxHp9YoO4GHJmrcmSuyj/sn0QT8LJtOa4d7eOanb28bFvutOgxvZSx\nVHQzZRk0PJ9/fGySt1832vLa1dbMkb4Ux/I1YNFuNxIgnizU2ZK1mSo4cbucqQs+fe+z8fH2HJjm\n83sOEUjVduRLmCu7DGTU2t32mnJ8EFBxfGWJLgW6LnD8YFl8sGJShO6a3kUXZzI2nLoWQtwKXA7E\nUthSyjs2etwzHRvdyGxELbzdZ3/4nicQqIpG8/lUGi7bepIMZW2OL9QJkBihN7sfyBa7qBt29/NH\n350D1ELTnEeI74aRdbN8RXS/WWyok2qSbaiNASEjo+4GVB2PquOfcY4lpxO5hMlt1+7ANjRG+pIx\ngyJpnZm9kFGyIm0ZpKzVPd+jSqMTtScRVpLbBBI37O7n4SPza36+XHJ/KKuoxKv1fndyrax27Z5O\ndf8uXnzYpk7GVuN56Ubozr1juL7PXNlFCMXC8ANFw79yR++6vv89B6aZqzh4voxb55rHsxtOptGc\naq6iQbM0iaccLYWau4WMmXydwDI0+g2L/rRFzfEp1V0qjt9t79skrNQWulr7Wbs5xw8kharLYCaB\n4wexPeRSuL6PJjR60iaFmsfkQj0eU1Iq5xpTF0wVGgQovRVQDI6IrbPWnKdpghPFOr1JEynVdaH0\nLIjX77obxEKea0EIwQVDGS4YyvDz1+7A9QOeOVHksXHVVvLMiSKBhKePF3n6eJEvPzROwtS4akdv\nyMjo5fzBdFcfY4NQopsmeihar4Wik5MLtXUd5/037ebBsbnFB8LxZ2iq4BDZ6EZwfMlz02X2HJjm\n5kuHuXPvmLJG10Q8rwWo8X9Mq/Kpt1zRck3NltVY1gWIMEYNpEQisQ29JT5YKynSXdO76OLMxUbt\nUP8cSAE/CXwBuA14eBPO64zHRjcyG6GOtvvsyYWa8q0OrVWj83F91aKRTZic16vaEuoBpEydnQOp\nFruoO/eOtQTCLUExahHQharUAPhhZS7y2I42kLB+McNmK9MBFBuj2vCpuj4N99ynMf/Bz1/F+Fzl\njBY0TVo62YRJeo1kRTOiqkjkzx4lxCxdWzZGHhybZzhrcaLQWPF4S8ckQMY2VtShWM+1stq1u5Hr\ntYszE51qVkzkqxSqKmmhheNeF2rDuN4g9869Y+SSJmnb4Oj84tgR4fm4oZCdEItJi0DKtuN+KTZr\nvxbNw34gKdc9inX3JZVIPh04FZvydnOObWjUPbUeWrpGNVwbtXBsek2Jr6Gsianr9CfhZMlZNob8\nsL1EALqmxr+QiiERsdHWmvOaq95bcgkm8zUC1GZQaR7IFYU814Kpq6TEVTt6+eUbd1F1PJ48VmDf\neJ5943mOzFWpuwE/PDzPDw+rhHdfyuTqUZXEeOPLt8X6XV10hqSls7M/zWy5TsJc/O5PRZz65kuH\n2dGr3JMi9lgkBq4JuWgH3czGkIuJg4l8NdRkk/FrhICGH7CjL7Xsmqo6Pv0pk3LDR2gyHt9+ALmk\n0RIfrJUU6aKLLs5cbJRx8Rop5ZVCiCellJ8UQvwh8KK7jLwQ2OhG5lSoo0s/u1R3mSk1Yp/opcW5\npKljGUpYc7Zcp1B1qXsBUoJuKjHOZnGu3/n6Uyogl61siwi6gP6shedLbF0wU1FaDNt7bRqeEkqM\ntCw2KmYYsTH6UAFWxVGK+DW3WwV8IRH5qD92NM8XH1i7x38ly79swmCu4hCEbh25tNnW+m8gbWPp\nOkfnq203as2P6UJVipc64TSfx8NH5rF1wXAuEbfY+IGqdjdfP6YmVtUW2cj12sWZA0PTSNvKDaQT\ndfc9B6Yp1lyqboAm1Pv10BrSNrSO5/vm8ZgwlJicrgl0qRIgEtW6ZyLwJXzw9Rfyzz86wcGZMjor\nJy2UjoAKzjVASrUhCCRcOLixsalrgp6USU/KpO765KtOVwtjA+jU4ShCuzknmzDwqjIWER6fD6n4\nEBcUQH3/8xWX8wdMZhou23sTnCzUaUS0/JB1qe4vBg5SKg2sh4/Mk7Z0/CBgMKPItKW6GztYRXa9\nzUySjG0wmLWYr7ikTI0tuQQ/f+0OXnV+q6jjqSJlGVy/e4DrdyuHqblyIxb53D++wEy5Qb7qcv+B\nae4/MM3vf+c5fvtNL+M/dUWVV0Wk45OxDQxd49duvmBVdtB6Wi9/960v58P3PEG54eEHMhbudrwg\n1rwC4glOE8Rz6khfCs8PlFBxsMjUlMDB6VI8BiNBz0g7qNzwmCk1aHhKyFsI2DWQWaa/sVpSZDPQ\n1c/ooovTg40mLurhbVUIcR4wD2zb4DHPWDRPRMWa27Kow/o2MqdCHY0w0pfiyFyZubJLIAPCvSC+\nhKlCjS1hJbnm+lw0nOWG3f18fs8hVc2TaoJWvaOtAokZS18xQH7Z1izlhrdipahZNLSTatJ6oGuC\nXMIklzBbkhh196Wri3G60Sy0ufe5Ge741rNrtkWtZfnn+UWc0FVkaSABi4F6JLo1W25QDTdKw1k7\npoJKqQKcvrTFH7QRIGw+j4ShBGiPL9TpSylLyEhX4Fi+FlqUKZeHharDG/94b4szTnTsjVyvXby4\niFqbsra5rvaraBylLJ1S3SOQKnA2pKrQZRNmx1bUkeCxmr986gs1jHDDqGuKVeEHitF2wVCa22+5\nmNtvuTjuw14pdaELuHg4y7F8FTeQ8eag1zb52Btf1vHfuhYSps62niQ1x2eh1k1gbBZW29y0m3Ms\nQ+cDN4/GFqopS6fh+vhhRdvQFOtCAFtzNm4gKTd8TF3j4q05ijWX2XIjLDSEtPpQLcXx/NjNSUpV\nCJkuKb0rS9dip6XtvYkWvYs73nx5vPbvGsjwez+3+DcEgaRYdynU3E1nEw5kbH76si389GVbkFIy\nka+xfzyvNDIm8lQaPlfu6NnUzzxXYOoaKat9Anc1dlC7Nf4j9zyBBHratF6Ccokp1T00IdjVn+Jj\nb3wZd+4dY9/4PK4vW4pkgVQMSlgc/wNpi1Ldo+b4BEB/ymRrLrEsDonih2zCjIsUVUcxipe6lbRL\nivihqO1mrOldTawuujh92Gji4ptCiF7g94H9qOjqLzZ8Vmcglk5EyupLLeoDaXvdG5n1UEfbVbH3\nH83jBQFLY4HpskPS0jF0Ldat+MIDh+OgQRdgGnpbgUQhBEIIDKEC6ejYI31J7v31m9b8e16ICbk5\nifFS1sU4XUjbBrlE6wav07aoU7X8i9AcqGcTBoauWBACyCQMEqbGVLGBGwRcNJSJN2ZLnT6az2Mw\nY3O8UMMPAqZKDUxdoInQjSEM8DWhBO4ESmm/xRmHxbF927EFvvDAYSqOT9rSee9rz+8GIWcodE19\n/2lbJ2l23trUjGgc9SQTBIFkpuzErg3DGRvL0Dua7z9z3wHyVRddE1i6wPFlON4ior6aY6M5O7L7\nA9U+taMvyfhsJbZMbYYv4Y1XbOXKHb2nLXHcDNVGksTzg5YKfxfrx1qbm9VihCvDmKDqqA2dril7\n+EboBKY3WZ33p03mKy5p24jnVdeX3HbNdr780DgLVRfPC1osqDUhqDg+WVun0vCZ91wMXbAlmyAX\nMk1nSnVuv/sxckmTkb4Un3rLFcvGnKYJelMWPUmTYk052JwO8VchBKP9yv77rVdvxw8k+arDK0b6\nNv2zzlZoQiUFsom1E7grxXNtWy/zNRCwran1cqZU51f/al/IZtTYmrMxdC0WoH//Tbv58D0l8hVn\nybiDmXIj1rm4A/j0vc+Sr7pIAZYmyCXNtiLw6ykuLE2KRIzhD9x8wabMm11NrC5OB3Z97J/WfM2R\nT9/6ApzJi4uNJi4OAL6U8u+FEJcB1wD/uPHTOvOwdCIayiqmRaXhY2jLqeqdoJPNfhTcLFW0b24L\niSjMIHF8yclig2tG+2KafmyF6im1euEHbZWWSw2P7b0JZsuOek7XGMxYy5IjZwqW6mJ4fkDdU3ar\ntW4io2PomiCbMMkljLb2wp22RW20fapdoP7xWy/jySUJg197rXJzWCnwjwRpgTjIngjPwdI1Bnts\nJvJVZJi8SFkaCA0p5YrOOHsOTHPP/kmGsjajYVB0z/7JdYszdnF6kbLU5mwt0dhO0Dyet/QkSdkG\n00VFtz9/cDljaCWMzVZiDQKEwEKq9r4ALt2ixARnyg0cz8XUBXfuHQOI+7yj9r2V8Pk9h7jzF6/t\nKDm4WTB0bePK3i9xdLK5aRcjNM9723qS5CsuQQAui20gzVbnA2kb15cMZxPLEyA7evn0vc/y49BW\nNbpiokJHzQ0YztpIUBa+4TVVrLmq9U9KRvtTa1aUhVBtR7mkQanhUaieXt0UXRNcuaN3Ve2alxqG\nc4m1X7QG2q3xjqfaNw6cLGKFTI6FmovrSyxdpWdPFBqc15uI57e/ed/1/MFtV/Grf7WPepjMsAyN\nrbkERviaaBxV3YAdfclYE+j4Qp3zehXjrTm+WE8x8FQ0Zzb6/9TVxOqii83BRmOPj0sp///23j1O\nsrK613/W3nXp6q7qnp6Z7hkYZhyGgOMlgEg8EBEnHJN4O2oSkkhuen4aiPGE6IkeyYkhanJOnGhO\normoHHPRaEAz0Ug0YjQ4AXNAhUEQdAQcRmBgpufa9+q6rd8f797Vu7uruqu6697r4dNM1a7bu/de\n+33fvd61vusfROQK4Crg/cCHgP+05pZ1GJU6os3pJOOzee58x1UVP9OIHLdqiva5ouLh8lNdWbMS\nCC6fP5Pk5msv45qb7l5YqkxcFEVRFU9liUBiGGoXFbQKQ+26gZjvkQ4E98Apm8/knBPDtDGWkoz7\nDAa5rcvd5NWq71CPDkS1a2PxRH05h0G1if9MrlguN5nwnZ6AJ0JfTMq2nZryy0KIu0bSHDw6gVC9\nMo6toHQuochmporjbbUstudMoLRfKfR4MVH7dhV1IFzj9D0hpi5aYipXJJMMneFJUnF/wU3g9uF+\n7nvidFVxTsHdZJoddh+13NxU6vxVBV8AACAASURBVCcX90WphE+uWCr3XYWSlgWQYT5ltJLNhv3t\nFXtv53jglBOAQER5rlAinYyxoT+x4Fo4MTVXdm5879gkiUAnYSU7FJmPmJyecxEY2XUgvt0rLO4T\nJ2bz5VK8vgiFonJiKldeWHOlTp2d/ODUDDuGUwscDZvSyQUOMXBpSpXG3VDgG3Ei85m++JL5RT2R\nv82MEjZNLMNoHmt1XIQjziuA/6uqXxCRP1jjd3Yk9XZEjcpxe2RskpNBiHJZHC6o7FHCOSHKoszB\nCnI6GWP/wTEOPH6aYqlEzHPODk+knAKSK5QoiMvzf/VFZwNry+PvRCGiuO8xlPIYCsqtzuaLzORc\ntZJmhKt2AyJOHGswFXOlaGugVruo9X21Xhv7D45x/S33MTXnRLxCfRZVuP6W+wAXZZMPHBQjmaQT\nlyuU8MSlhOSLpaCMmzLUnyh/90gmyZOnZ4n5TlDW99ykq1plHFtB6SxEhIGgyk2zygavtj9cbN9P\nn5mlUIJCqViuwFRUtzK+IRXn0bEp8sUSk8FNQML3iPvC9bfcRyLmkc2XnPBmhd/ygrS+bxw+VRar\na3e/a9RGdE4RCgVnC0UGEm78BlaMKAPK6XDZQpFzNqTKWhRb067U+fhsnoTvccXe28kkY6gqU7ni\ngnE6k4zxZHG+PK+EFR9wN5JLroVAbyDmSfmG1ZX5nah5/weCij7ZfJHx2TzTc4WVP2S0lcV2cGwy\nW55/ZgtOwDjUW1uMqptvXrAlU94WXgPFkpaFsn0Rzt08ACwcd0M7l8ChVq2SGLR/PmqaWIbRPNa6\nPHVERD4C/DzwLyKSbMB3diTXXbmLfNGpeavqsp0mLPQUh6Hn0TDgWth/cIzJbKGcCR2Kw2ULJeIx\nb95hwfyktqgu9/TGWx8ql+8LX3OlnxyeOFX8jQNx9h04Mp9T+KrnMJrpY3w2z2imj/e86jk1p7OM\nTWYXTLDCyVcnEJ6DzekkOzb1c/aGFIOpeJBi0/vEfY9NA0mesbGfkUyyZqcFULNd1Pq+Wq6N0Kam\n5gpBPXYCfQH370S2wES2wFzR5aYWSspTZ7I8Pe5Kr54znCLueyjO7s8aShH3/fL163vCcH+czf1x\nHhmbolAsOVXxQrHi9b19uJ/ZRSuDtoLSelIJn80ZZ8ejg31Nc1pA7fa8mKh9T80VFq4mQllIceNA\nksdOTJMN9AVyRSfOOZcvcma2wPRcga2DfSR8oZqbNbxB6It5HdnvGtUJ5xQnprI8cWqG6VyRYglm\ncwXevu9+9t52kLjv9HceOzHN46dmGJvIMpsvLeiLBlNxNg0kGEjEKCmcP5rmh0YGKKmLyBQoR/08\nMjbFo8en8YWyvXzwKw9zfGphCepwzrA5HWc6V1xyLYgnTlfD9xARvGCJPVfpjnUF+uI+Wwb7OGe4\nn0xffM0pXkbziNrB0fFZ5vKlBQ7VldKKi8qCyNfrrtzFxGyeJ0/Pki+WENxiwyNjk1z6B18OUpKc\nbQ6m4pw9lMLzBN/zqvbHnTAfXe3YYRjGyqw14uLngJcC71fVMyJyFvD25T4gIn3AHUAy+P19qvp7\nInIucAuwCbgX+GVVza2xfQ2j3py41a7QLq5ckoo7wa3F40E+EBPa1B/jxFS+HJEhwInpPFt9jy2Z\nvrKHOgzdS8Q8hvvjZY0OYEHI+2rC59YSRt8uz3hf3Hdq2mkXfdKr9CdcdEU0UqgWKp2XWnLoa7Gf\nWq6N0KaWQ4BSCdRJB1BCyReVZ2x0pU9VXUhzrlhibHKON+85r6zGf85wP6++6Gz2HTjCOcMxUnGf\nE1NznJp2ubnnj2asqkiHsLhcXytZTX8Yte+j49kFIpahMKwCxybniN6jhY65UuS5iHO6HTkziyeV\nbwxFhM3ppKUvdRnhnOLX//6Ac2YJxAQ8z+P0TJ5T0zlinrj0DXFOiJIquXyJiaB0c7TayHt/+kJg\nYVnK09NzDKbi9CdiHDo+hR8siYfCnTO5Ah/92mOMZJJMzubn7asshJgop4pGr4VL/+DLjM/kKamW\no+BQ1qQpkYi5qLmNAwkmZvNMZBtficRYO6EN3HjrQ5ycdnYYnqUwdXm50zYdqUi0Z/eoE8gMyqW6\nhTb378xcgcFUfIEIfsx3EaMjaadTFdUDCql1PtrsuWerBOsNY72xJseFqs4An4k8fxp4eoWPzQFX\nqeqUiMSBr4nIF4H/DvyJqt4iIh8G3oDTy+gY6umIVpPjtiTEeHzWhbzDkhU3zxPivsdktkgi5jnh\nN1z5sWKxxGS2wMiIm3C4mzdFgXTSZ3M6ueC71hryvhYnTSeUjOo1Aa9QbDPTFyO+ihu9Zp+XWq6N\n0KbC9KZqiEAsEJpN+B5oiZjvMTGb56nxWbyg2J8A+w4cWbDqEWrARAV3B5KxihoGzRbzMhYS8zwG\nkj7pvtpTmjqFaPhztlAqR7kJzskQ1v8TWJL/Ea0UFfbpTmBWefz0bBCaD4gwF3x3TOZFaC19qbvY\ns3s00OJxq8ghBXVROMVQc0IhX3SRYomYx6aBBMMDyQV9ESxNLTl8cppzNri0klwQnRY+Bmcv07ki\nO+I+W4dS5T4TUQolreqcPX80w+GTU0zMFsp97+BAnJ2b0kveWy++JwwPJNjQH2+JkKdRP6FzwPek\n7FxSoKBKrMKYHdXoWTwHnsoV+aGRNCLCoeNToB7iQb6kS0TwBxJ+OYKo2tykVu2YTph7GoZRPy2/\nY1PHVPA0HvwpTtxzX7D9Y8BrWt22RlJvagksDaHvCybsCiSCMo7gVu22beijP+GRL5VQVVSVUkkp\noSQ8ymXRBlNxdo2k2bGxn0t2DHPBlsGGh7yvNoy+Eek0xjzJuO9ELDf2s3EgsSqnBTT/vNRybYQ2\nlVzGqaS4CcmukTS7tw6ydaiP80YGyBd1Pvc2+N/Wob4l+/DE6RlSi2rYL3fjt2f3KDdfexl3vuMq\nbr72MpvgNBgRId0XY+tQHzs29bMpXV9KU6cQ2vfRcac1EE3VK0WWIqMpfiGlIDrO91hg+zHfI+F7\n7N6a4YKtg1ywJcNAwie+KI3E0pd6g+iKtUb+iiVlSybJdK64pC+q2G97HscmXah9wvdQZYlw50DC\nRW2EofgxXyiWYCARqxreft2Vu4j7PluH+njmlkzQv9ZWHrhWQiHP7UFaWDLefX1BrxKOncmYR8yX\n+cgxhc2ZBKm4h78omgwg5rHERqLzx1yQshm10c3pJEOpOHe+4yqGB5LlCKJqc5Na5qM29zSM7qUt\nS80i4ovIt4Ax4MvA94EzqhqqMz0JbGtH2xrFanLcFt9IjWSSoNEwPCfatnkgwdPjWU7O5CmW3EpM\nvqTEfOHsoRSbMkl8TyreGK7GobISq/3Oem8cjaWEN3vbhlNs25BqSI5ws8/LctfG/oNjXHPT3Tx8\nbIInT88u67gAGEzFFtjcDS97Fu951XNQdaKFMU84e0PfgtJp4W8cn5zj0bEpJrP58vfZjV/rSSWc\nw+0ZG/sZzfTVndbUaYT2rbjVY8FN2H1fIn25ixYKo4HAOSucGCIUS85xoeo0EJ48PUuxpAvsdSST\npKTuNxrVlxut59xN/S5FqDS/AKG4CmHJ4KYwFHV1EWauis41N93NFXtv55qb7mb/wbGK/faWwWR5\nbN6cTlAsuZLPm9OJsr288Ypzy1obxyezZAtFfE944xXnVp2vtDqHP52MsW1DirOGUl3fP/QCoXNg\nJJNEcNG/CV9Ixj3ivs+bXnwewwMJEovSPbdmkku+Kzp/9ETIFkrMFUoUS8pkNr9EJHuluUkt81Gb\nexpG99KWEUBVi8DFIrIB+Cywu9bPisi1wLUAO3bsaE4DG0S9OW6Vyu9tzhQZny0wVygR92FDMsbJ\n6RxFJQgZDgTagslIzBcUnzfv2bEgnz8Ma99/cIyBhM+hE9OAmzT97iueXbGdteYArjaMfr2UjGqG\nzYZ5/2GJxkayfbifx05MMZmdDwPO9MU4d/Paw4BDotdGaGdv23c/k9kCw/1xzhpKcWJqjtMzefqD\nFUEiVUUSMY+XP3cLRydyFW3ukh3DFW0rnYyVQ0S3DiY5csbdFG7boMR8z278IjSzr/U9CUqYxnsu\nVQucfYc2GFXMh0CbJag36XsE6VAEJavdBDruC9O5Io+fmmGuUGK4P04y5i2x1+F+J8x4dHyWXFFJ\nxLyKed/rhW6aH4Tc8LJn8bZ99zMV5Pn7nhBH2JhOkIz5PHUmG/R7iucJE7NO02pxuHwmGWM2X1zQ\n58V8jwtG02zoT/Dk6RnOH02jqkznioxm+hb0mX+x//sUS0pfzCfTFyuXnV7OebGWecNqNAZSCd+V\nfy2UODObY3qu+8ucd6PNhppPcV84ayjJsYk5Cqrs2jjADS97Fnt2j3LhORvYe9tBHh6bIu4LmaTP\niZk8b/j4PVwwmuYdL91dtqH3AHtvO1jWG4t5buHhydOz9Me9clWcidk8xVKJzel5jbZKJVFXmo+u\nl7lns+gWm915wxfa3QSjCUi7O30RuRGYBd4BbFXVgohcDrxLVX9yuc9eeumles8997SimS1h/8Ex\n3h7cvBWCMqaZvhjvu/oiwHXEBx4/Tb7oyk7FfecxzhdcabK473HJjuFlJwrhYBMVGFxOmbmW965l\nf5v9G3XQEinz5Wz2ByenVxQjW63YZj188CsP84HbH8WTeTHBksJvXvVDXP+SCxr6W1EbePrMLPlg\n/88eclVfZnKF8gS7HsdYNdvqj3vkS1q+mQxDSn0RLt25sdt0K1omv19vXzs2kS2XsY2SCkqYDiT8\nnq8esNgGT07PcXR8bkl6iAB9cVe2ebFo8vHJOUYyyfL1PjGb59hkFlXKfT3QSf3oSnSszbaT8CY+\n7N8u37WRfQeOEPeFQrHEsYk58qUS548453G+pAvGgJlcgbgnzORLq7KDa266e8mNXNj31iLKHLb/\n4WMTTM0V2TgQZ9NAsmobGjX2F4olV2FqNr9EV+HsDSknwL12zGYrsNhmK42doV0VilrWTwnFN0cH\n+5ZoToXvDUW1wxroOzb2lwW0j0/lGOpzZXTnim6e/OY959U1N+mwuWezaPuctt2sR8fF4fe+ot1N\nWAs12WzLIy5EZATIB1VIUsCPA3uBrwJX4yqLvA74XKvb1gkogAQibjKfJhJ6pq/YeztHx2cXqOvH\nfI+iKqOZ5LKTjHqqf6ylUkg91Br9sZ4JV6cHU/FV61bUw12HTjGaSSwUXkvFuOvQKa5v8G9F7Swf\nrDZqyQnKDqbm0ztCmwhX6FZaVa626vLOzz2IL/D0uKvokIh5TtBW6TanRdcQOmAzfa2vCtJOFtvg\n+GwBwV3PpYjy/jnDKRQqCsqFwokhgyknunt0fBaAd37uQSZm8wwkfYZSzulh1UW6j0rRCxees6Fs\nO8+LLEhcsff2irYyPpvn91/93FUJCK9WYBsW3gRm8yVKqhyfzHF6Ok9RXYnfvbcdXFXlh5WI+R4b\nBxJsSMWZzBYYn81TKJmQZyuop4LYY+PTeLiyuaFWS6gpsVhUUxJSFhs+dHyKbGE+imgk08dUNs+p\nGZcu5yLUvBWjgyq13cS2DaM7aUeqyFnAx0TEx2lsfFpVPy8i3wFuEZE/AO4D/qoNbWsrH7njEEMp\nFyYfsngw3z7cz4nJudARDTintO/JimFutU5O9h8c48DjpympkvA9NqeTC24iG0F0snP+aJrZfJGZ\nvE04oiTjPoNBGchWrk4/cXqGTQPJBeGYqtqU/M+oTSZ8j0LJldcLw+rD8M1aVMBrKeG6/Y5+7nv8\nNCLzVRsEiPvYjV4jERhIOmfFes5Jj07un/nOLxJbVD2iWHKlequlNoXCidFVSMGFUY9NZtmQinN0\nPMtsrkgy5qJZwPK1e4FqN4bLhbmvpgTj/oNjTMzmOTqeJRmbH+9rDZ2POiHcKrlLeyqWlGTcOYYf\nHpti/8Gxuio/1IPnCUP9cQZTMSayBc7M5Fb1PUZjCW01VyzhB+NtKLy5+HxXsuu5QolkxNk9mc0z\nlXNzgzAadHzWRfbVO35buVLD6E5aPqNU1QeA51XYfgh4Qavb0ynU6iy47spdvH3f/ZyeyaPiluyK\nJUUUvn3kNBe+60skYh7nj2ZWldcX3iCGonFhiB+4spONygFsVURHtyEiDCR9BvvijQpzrZtW5n9G\nf2skk+SpM1lXGcf3ODGV5dR0njMzOa6/5b5lV5UrOTbevu9+Ng0kmMoVy46M667cxRs+/s2y6G1J\nnZ1vTsXtRq+BjKSTPZ8K0kiuu3IXb9t3P0fOzJZ1DtLJGG+84lw+fvcPODOTd+KMQK6o+AKTs3mO\nnJ6lEIRuPH5qhh0b+8n01X7TaXQfob7ATK6wIMw9TBuqRzsi7DcHkj6zuSK5YomnxmeZKxRJxGqr\nEhI6IZz+wHwkkQISlKNe7BiudS5SrwaGiDCUipNJxpakZBmtZf/BMU5Pz3H45LSrZiOK77nKNiOZ\nJCen55ieK3LF3tvZHkmPitq1HzikwDktHj81P0ZH7Wx8tsAjxybasJeGYbSa9RO328FUcxZMzOYr\nCg+97+qLOH/U1b1WXORFOhljrqDM5ouMz+Q5fHKKG299iP0Hx8qfrUVtOXQobB3qc60JJsvHJrMN\nFS40VeelbEgl2BFUVmiX0wJWXyVmrb+VTsbYlI7jiSv9e2o6XxbqnMkVOTGZW1ABJGovi8ubFUvK\n6Zk8h0/NLIjQADgrk6So804L3xNOzxQYSFi5vUZhToulVKoeUVK3HYLkTnXRTQS2eeE5GxhJJ4kF\nIdZx3yPmuUoTx6dyZAvzUWolhSdOzXBiqrF9tdFZrFSV6cZbHypH44T9XnQeECXsNzen+9g2nCLh\ne5RUmckVa8733z7cz4mpuUDDYCH5YokSroRrPZUf6t2PxXieNFy02qid8PzlS8o5G1L4AoWS69vO\nGkoyVygyNpmjP+GXz+++A0e4+pJtC+z6zXvOI+77nJjKcuT0LIslwMI5sxOrNVeVYawH1m8MbwcR\ndRY8dSbrnAXqnAWhMGGUaIhbKGh0dDxbLgFZUjg2MceWweSCVY5a8vrKeYYinL0Bjk/OMVcoISoN\nFS4yVeelhCsL7aaV+Z+Lf2vnpjR/+FNOiDNqH8mYR65Y4vjkXDkcPppGcuDx0xRLJZIxV1rz+OQc\nngTRSEGd9jBCI5NKEJvMuVKVEpafVLvZNppKpeoRG5JxbnjZs/jIHYcYTMUZSMbKFUgmswX23naQ\nybkCPxQ4qsHlfU/nnKisBP8LdQmLCtNzRT742gvXdeRar1OpKtNq9E6iKRuZvjiZvjiqyvhsvmb7\nue7KXVz3iXsBiMU8CvmoM03ZvqGfmC+MRoRnVxpjLCKze6gUGbP4/A2mEhyfzDKTK1IK+qiRdKIs\nRhye37sOnVqS3nnhORu4/pb7UObTQ0JcVI+jF6tTGYaxFHNcdAD1OguiA8XxyTkG+/zyRDakpHBi\nMke+OLlg+0p5fVGHQjiRCdXFGzlhWCnc1Wgvrcz/rPRb7/zcgwtyoDenkzw1Pku24MrfhfZy+a6N\nLlop0KwolJQnTs1QClJBPHGVGKJpVzO5Ar4n5dJrCV/YtqGvYhUMw2gUe3aP8v6rL6p4s7ZYNNb3\npKwNcEGgAdSfiDGZzS+oPKTl/zkEZ892c9e7RMf/TDLG8ak5hlLxVemdLLeAUE859ExfjJm5AvmS\nkvSFooY3mUrMl4pj+3JjTKM1MIzKrCYdZ/Hnb7z1IXKFIpPZAkfHsxx4/DQJX3jGpoEF792cTjI+\nm+fOd1xVVWC20vnds3uUwVScHRv7mcwWePzUzJI0oI39cc4fzdTcbsMwuhdzXKyCtXb2i6nHWbAk\nl38iy/GpfOUvFso3Z7XSKoeCqTq3hkbbaqtYPKEeTMWZKxSZyRUZn82X7SVc2dmS6eOp8VlKxRLR\niFFPZIFGy0DCZ2xyjpIqyZjLty2hzBVKnLs53Y5dNRbRrTZbC8sJLlYTjVVV8kXlxFSWE5O5ZQuG\nKTA5V1wghGj0DovH/0fHpiiUlIFEDEnIspFplag23ocO4bgv+AL3PX6aN3z8m5w/kuaGlz1riW2d\nP5pZ0F+HZXtFpRw1Wo89WkRm86lF8HolPnLHIXKFIienc3gIMU8oqjI1V+LE1NyC8s7R81fv+Q3f\nP5iKszmd4MRUrhxtsXUoSdyvTY9lLfTyuGQY3YTFVtXJWnMvK1GPpkA0BG9qrlAWZltMOXzOry/8\nfbn82UazZ/coN197GXe+4ypuvvYyGwQaTDNstdrvXHPT3Vyx93auuenuhnx/pWsiEfP54Guft8Be\nQq2UwVScs4dShG46AWJBnnNUo0VE2DgQRwj0YYIe8PRM3qJ9OoBW2WwrqOe6uO7KXeRLJVQj+heB\nNsB0oDcwPVdEcYr8o+kEsUgOf/go5jn7DssFG73FEi0fVTxx5aPBrWoD5ci0lfSJqo33dx06RdwX\nprIFHj81S7ZQolSCQyemK16Pi/vrMDXkI7/0/FWN7a3UWVqvLLal/kSsXKK0Vp44PcNktlAudSri\nxlxP3Jha7fzVe36j798y2MeWwSTJmMemdIKdm9JVI5MbNS/ppXHJMLodi7iok2bkXtYTfRCGUE5m\n8zxZQawoyqaBxKpWka1MVG/QijzhRqzaVKLWayK6cjOYiuOPCzGciGGodRFNu3rn5x5k00CSZMwv\nawnEPaE/Gaupvbbq0lx6Jbe93utiz+5Rzh9J8/3jU8wFIUOJmFeOBIqGS4daF/3JGIdPzodW98U8\ntg71kU7GLKS+R1mcQpHwPfLFUrl8dLXItOWunWqper7A2KRziIRaQLmiki8WF1RziqathPoYa42g\ntIjM5tOIdJztw/0cHc8ucKKqOk2q/mSM0UxfxfNX7/ld/P5zN6d5bw3Vcir1vwTfU88Y3ivjkmH0\nAua4qJNm5V7W6iwIb9SOjmcrRlu48GLn/a61nJnRm7QiT7iZA3ot18TiUGffEwpFZSSTrJh2tf0O\nd/2ErwHl11eiWU4aY55eyW1fzXXx8h8+iw/c/igxf14f4PhUjl94wUZgaXh1pi9OX9wDhfO3zOd3\nz+QKFlLfoyy2gZFMkidPzxLzpaz9k4j5vPen1ybOGqYuRcUPwTkwxmfyPOnNLOkPwzST33/1cxvS\nH9oCSnNpRDrOdVfucsLY6ko0q7q/oYE4OzellwhtRqn3/Nbz/mr9797bDjKdK9Y9hvfKuGQYvYCl\nitTJ9uF+ZvMLhTBbmXsZhsxlq2hXhGWhNvfHm5biYXQHrbDVdpe1jYY6Hx2fRXA3fEfHs0zM5tYc\nohqlEaG1xvK0u39tFPVeF/sPjvHRrz0GqhRLSrEUpIRkEtx16BRQ2XbTyZgTRrSQ+nXBYhvwPWG4\nP87Ojf0LUj2ANYXJh6lLYanJsGpNTGCuWOKc4X7rD7ucRqTj7Nk9ypv3nIcnQr5YwhfYlI6XNSea\nkUZaC9X630Mnpldls70yLhlGL2COizppd+5leKMWVm6sVKp8QyqG5/tLXzDWFa2w1WYP6LVMfPbs\nHuW6K3fRn4xz9oYU24dTIPDkmSwJ31vgwFuLhku7nTTrgXb3r41i8XUxMZvn0eNTjE3OLbHjcOV6\nJlck5gtx38MTYSSTZNNAsmxflWz3/VdfxPuuvqglmkRG+6lkA++7+iJue+uLy9o/wJrz8cPUpbgf\nEYr1ABFinsd1V+4q94cTs3kOHZ/i4NEJjo5neeTYRBP23Gg0jdIzu/4lF/CRX3o+L9i5iU3pZFlz\nAtZuh1HqcYJUm5cAqxrDe2VcMoxewFJF6qQTci/37B7lmaNpHj0+Daosjr2YzhXpixct/26d0wpb\nbWYVmnpSMyrVjZ/JFdjQn1jy3tWGIJvSffPphP61EUSvi0KxxJEzWQC2behbYseh7SZjHoWi4nlC\nCeX45By+Jwvsq5rtdtvxMVbPSv1Xo9L3bnjZsxaUupwrlPBFePOe88ppd4+dmCpXlPBFyBVLFEpq\nVW26hEal41T6nmtuurthaaT1pmlWm5ecu6m/XFo6pJYxvFfGJcPoBcxxsQoanXu5GsG/G172LN62\n735OTecWbE/4HgJMZgs1rQSb2GBv06w84WaJskUJJ+DFkvLYiWlyRTdx3nvbwSXf34oc1FaVCl7v\ndEtu+3J9Z3Sie+Dx08Q8YetQ3wJdlXACH9puf8J3Zf6KTksgV8Dsy6hKNftrVF+40s3adVfu4rpP\n3EuppBRRSuoiM4b7Y7Zo0kOsdo7YyDG5Fmfc4nZefck27jp0aoHtAqsew7tlXDKMXsccF21mtYJ/\ne3aP8v6rL+K6T9zrqiYIxD0P33MiXXOF0opeZBMbNFZDs0XZQp44PYMv8PT4HCLge0KppDw8NrVk\nRa8V0RC26mKE1NJ3hhPdK/bezoZUvFwNBBZO4LcPu5XrM7N5fM856jS4Cbz6km1mX8YSlrO/RvaF\ny92s7dk9SjKofAMubdX3hMlsgUfGJle1X0ZnsZY5YiPtcCUnSKV27jtwpGLqi43hhtHdmMZFm1mL\nwNWe3aNcsmOYs4aSxD3PlSxDncKzJyt6kU1cy1gNrbKb7cP9HJtwTgtPhPC/Sr/VqhzUPbtHufna\ny8r55DbhWZ/Ucw2spANz3ZW7OD2TByDmC4mYR8L32DqULAtzGkaU5eyv1fn4cV9IxX2SMZ+Y54FA\nrop4uNFdrGWsb6QdrtSH1tNOG8MNo7uxiIs2s5pwumhIXDrhUygqm9JxxmfyzBVLxDyvnIfa6N82\njFbZzeW7NnLXoZOAW332PUEEzg5qw0exaAijldRzDayUYrRn96irDDJXIF9SEr7HSCZJOhlb8n2W\n2mcAPDI2WdVeWtkXxn1hNg+lkrqFk6D6SMKvoBpudB219nPV+qVG2eFKfajNZQ1j/WCOizZTbzhd\npTB9BTakEsQ8r67BwcQGjdXQCrvZf3CMfQeOEPegUHIl+YolZSSdIOZ7jGb6lnzGclCNVlHPNVDL\nBP780cyS75vJFRZ8n6X2cS4EfgAAGxFJREFUGeDsYDJboBREVhZKylNnsmxKx9m5KQ20ri+8YMsg\nj52YYjJbIFcskfA9Mn1xzt2cbvpvG82nln5upX6pUeKfy/WhNpc1DMfOG76w7OuH3/uKFrWkeZjj\nos3UK/hXSaQIYEN/gi++5cq6fvvyXRv5i/3fp1AqkfQ9hvrn628bRjWaXUkkFDR0Qm8JTs/m8RAU\nZSJboC8RMxs12kq918BKE/ha+uJGVYswupuP3HGI4f44J6dzaMkJuZZQTk3n+cOfak2/GPbTDx+b\nYGquyMaBOJsGkiZY3GPU0s81sl9aSfC42veZcLZhrB9M46LN1FtLO6ydHmU1IXHhivZwf5y+mE+u\n6CY+JgZnrESj6r8vJly5GZvMUlKlpMqZ2QLDqTgxX1Bc5EUjfssw1kIjr4Fa++JG9f1Gd/PE6Rk2\np5OcPZQi5gtFdekimaTfkn4x2k+fNZRiuD/Oqek8RyeyDRsLjM6gln6ukXPS0K6ikRv7D441pJ2G\nYfQGFnHRAdQTTteokLjQSz6U6mMk47bN5ArcdegU19f1TcZ6pBmhyNGVm4TvUSi60grTuSK7RtLM\n5AqMZvpsMmJ0BI26Bmrtiy0c2oB5OxhMxRlMzZfXrZQ+1wwWr7CPZPoYSMYYzfRx87WXtaQNRutY\nqZ9r9Jx0tZEblipqGOsDc1x0GY0KiTMxI6PTiNrk5nSSp8ZnEYW5QqnpyviG0S5q7YstHNqA9tuB\nzR2MKDYnNdrBSloORu9ijosuo1FKzbWKLpmCvdEqojYZriQem8wiKoxm+uqyP7Ndo1uodcUy2vc/\ncmyCXFFJxLxyyT+z7/VBuysorUZQ3Pri3qWRc9KlQq8xE3o1DGMB5rjoQlYTErd48nD5ro3sO3Ck\nqpfcFOyNRlDPpHXxyk3Ml1XlqprtGt3C/oNjnJnJcfjkDHFf2JJJEvO9qiuWof3eeOtDDPlCKu6b\nfa9jtA2/Wc8Ku/XF64O1pGmEc4QHj5xhcq6ILxDzhVyxxPGpHL/wgo0Nbq1hGN2MiXOuAyqJHu07\ncISrL9lWVcwomm8o4v6N+1Je3TOMlahXbKtRAltmu0Y3EF4fuWKJczb0gcKTZ2aJe7Ks3Zt9r2/W\nImLYCOrpp81WjeVYKMgNvgclhWIJEr7HaCbBXYdOtbuZhmF0EBZxsQ6oJnp016FTVcW0LN/QWCur\nEdtqhMCW2a7RDSy+PgZTCWZyBYYHksteA2bf65tOKItbaz9ttmosR9SWc8UScc9DPYh5wq6RNKpq\ntmIYxgLMcbEOWDx5mJjNc2JqjsMnZ7jmprsrhu+bgr2xVpo9aa2WhmK2a3QDq70+ovYd9uVzhRL9\nCZ/9B8csBL/HqcVuOkVXwvri7qRV9hO15bCSmHiQK5YAsxXDMJbS8lQREdkuIl8Vke+IyEMi8pvB\n9o0i8mUReST4d7jVbetVtg/3M5svAs5p8dT4LLliiaQvVcNMr7tyF/miMpMroKpW1cGom6jdhTRq\nIrJcuLTZrtENrPb6CO37+GS23JcLMJD0W5oyYLSHleym3akkUawv7j5aaT9RW96cTlJCKZaUuCdm\nK4ZhVKQdGhcF4LdU9dnAZcCbReTZwA3Av6nq+cC/Bc+NBhCdPJyYmgNAEEYH+6rmnDZKb8BYvzRz\n0rpc7rTZrtENrPb6CO17JlekpErC99g2nGJzus/0A9YBK9lNJ+lKWF/cfbTSfqK2nOmLsWkggSdC\nfzJmtmIYRkVaniqiqk8DTwePJ0Xku8A24NXAnuBtHwP2A+9odft6kWi5qsMnZ0j6zmmR6XMhetXC\nkxuhN2CsX5pZtm+lcGmzXaPTWcv1sWf3KIOpODs29iMi5e2mH9D7rGQ3naYrYX1xd9FK+1lsy+du\nTvNeK5drGMYytFXjQkR2As8Dvg5sCZwaAEeBLVU+cy1wLcCOHTua38geIZw8XHPT3ZZz2mLWs802\na9JqudPNZz3bbatYy/Vh18BS1ovNLmc3ZhfdRafZbKvtxxxb3Uen2ayxvmhbOVQRSQP/CLxFVSei\nr6mqUqVEuarepKqXquqlIyMjLWhpa9l/cIxrbrqbK/bezjU33d3wvELLOW09vW6z7aBRdtzs662b\nMbttPfXYo/XlSzGb7Ry7sL61NjrNZjvFfqKYLXUWnWazxvqiLY4LEYnjnBafVNXPBJuPichZwetn\nAeuuZ2qFKJLlnBq9QCPsuJNE7AyjXnu0vtyoRCfYhfWt3Usn2E8UsyXDMKK0PFVEXELuXwHfVdX/\nE3npVuB1wHuDfz/X6ra1m1bVZ7fQPKMXWKsdt+p6M4xaWI09Wl9uVKLddmF9a3fTbvuJYrZkGEaU\ndkRcvBD4ZeAqEflW8PdynMPix0XkEeAlwfN1xROnZ0jF/QXbTGzNMJqDXW9GJ2H2aPQKZstGozBb\nMgwjSjuqinwNkCov/+dWtqXTMFEtw2gddr0ZnYTZo9ErmC0bjcJsyTAax84bvrDiew6/9xUtaMnq\naZs4p7GUThRFMoxexa43o5MwezR6BbNlo1GYLRmGEcUcFx1Ep4kiGUYvY9eb0UmYPRq9gtmy0SjM\nlgzDiNLyVBFjeTpJFMkweh273oxOwuzR6BXMlo1GYbZkGEaIRVwYhmEYhmEYhmEYhtGxmOPCMAzD\nMAzDMAzDMIyOxRwXhmEYhmEYhmEYhmF0LOa4MAzDMAzDMAzDMAyjYzHHhWEYhmEYhmEYhmEYHYuo\narvbsGpE5DjwgwZ/7WbgRIO/s1FY21ZHLW07oaovbXZDKthsJx+3RmH72BxaYrPQtL42ynqwEVg/\n+wmV97WXbHYtdJsddFN7G93WXrPZbjqXYO1dLe2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oWG25WFV/WFV/omUtNdYDvw98Nej8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\nEF3A+MoxAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 1080x1080 with 42 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"LCYl162_JuQK","colab_type":"text"},"source":["**[주성분 구하기]**\n","> 변수의 단위는 공분산 행렬(고유치 구하는 대상)에 영향을 미치므로 단위의 표준화가 필요함\n","\n","> 표준화 결과는 데이터프레임이 아닌 numpy array이다. 행렬 계산 가능\n","\n","> lpga_s는 행은 선수의 수이고, 열은 원 변수의 표준화 결과로 각 변수의 평균은 0이고 표준편차는 1이다."]},{"cell_type":"markdown","metadata":{"id":"jlHr15UUd4EH","colab_type":"text"},"source":[">>[*] 고유치, 고유벡터 계산 : 상관계수 행렬 이용"]},{"cell_type":"code","metadata":{"id":"EUIQM5NWaSg5","colab_type":"code","outputId":"f8f9794c-d110-4ea5-c1b9-e69f287b215f","executionInfo":{"status":"ok","timestamp":1570326425310,"user_tz":-540,"elapsed":2060,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":161}},"source":["import numpy as np\n","from scipy import linalg as LA\n","R=np.array(lpga_cor)    # convert data frame into np array\n","evals,evecs = LA.eig(R) #calculate eigen values & vectors\n","print(evals,'\\n eigen vectors',evecs)"],"execution_count":117,"outputs":[{"output_type":"stream","text":["[1.87795135+0.j 0.15370758+0.j 1.53519219+0.j 0.43463014+0.j\n"," 0.83616231+0.j 1.16235643+0.j] \n"," eigen vectors [[ 0.39975916 -0.57669906  0.5793062  -0.2121922   0.32099987 -0.15475365]\n"," [ 0.19523174 -0.42096839 -0.70654334 -0.52026017 -0.00979766  0.12124377]\n"," [ 0.66578713  0.64891553 -0.07056682 -0.20821986  0.2775736  -0.10126124]\n"," [-0.14477905 -0.11316769 -0.35862226  0.37376702  0.58261661 -0.59873055]\n"," [-0.5812382   0.23363429  0.16982566 -0.65343314  0.38792043 -0.03576712]\n"," [-0.0024199  -0.04147932 -0.05263538  0.27252827  0.57436191  0.76898625]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ZxiyAaZsJtx4","colab_type":"code","outputId":"15165ac6-b8ee-4ce5-b828-bdb3fccad9b6","executionInfo":{"status":"ok","timestamp":1570326431826,"user_tz":-540,"elapsed":742,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["# Standardizing the features\n","from sklearn.preprocessing import StandardScaler\n","lpga_s=StandardScaler().fit_transform(lpga_ds) \n","print(type(lpga_s),lpga_s.shape)"],"execution_count":118,"outputs":[{"output_type":"stream","text":["<class 'numpy.ndarray'> (157, 6)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"-6h5dgH3NbVy","colab_type":"code","outputId":"4ce82777-a620-4f0c-cace-50e8232e567b","executionInfo":{"status":"ok","timestamp":1570326435133,"user_tz":-540,"elapsed":611,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":71}},"source":["from sklearn.decomposition import PCA\n","pca=PCA(n_components=4) #80% rule pca=PCA(0.8)\n","lpga_pca=pca.fit_transform(lpga_s) #PC variables\n","lpga_pca[:3]"],"execution_count":119,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[ 0.45181825,  1.31677005, -0.60221069,  0.97600909],\n","       [-2.01474762,  0.58154419,  0.3075384 , -0.09412126],\n","       [-0.96582636, -0.96322842,  0.27668786, -0.34161888]])"]},"metadata":{"tags":[]},"execution_count":119}]},{"cell_type":"code","metadata":{"id":"w0kEGri5RtL8","colab_type":"code","outputId":"cc6316f4-db20-40d9-d480-109f474b212e","executionInfo":{"status":"ok","timestamp":1570326440871,"user_tz":-540,"elapsed":663,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["pca.explained_variance_ratio_  #explained ratio"],"execution_count":120,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.31299189, 0.25586536, 0.19372607, 0.13936039])"]},"metadata":{"tags":[]},"execution_count":120}]},{"cell_type":"code","metadata":{"id":"HOVoTaM4nJ3i","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"outputId":"33aed337-922e-4947-bd29-7141d3fcb039","executionInfo":{"status":"ok","timestamp":1570325318007,"user_tz":-540,"elapsed":694,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}}},"source":["sum(pca.explained_variance_ratio_ ) #cumulative of expalined ratio "],"execution_count":95,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9019437133221455"]},"metadata":{"tags":[]},"execution_count":95}]},{"cell_type":"code","metadata":{"id":"DOg_qrDgTJy_","colab_type":"code","outputId":"42fc9a98-ac56-4469-a9e3-c90f88bca049","executionInfo":{"status":"ok","timestamp":1570326447417,"user_tz":-540,"elapsed":743,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}},"colab":{"base_uri":"https://localhost:8080/","height":233}},"source":["lpga_loading=pd.DataFrame(pca.components_.T,columns=['파온(-)','장타(+)','위기관리(-)','PC4'])  #loading values\n","lpga_loading.set_index(lpga_cor.index,inplace=True)\n","lpga_loading"],"execution_count":121,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>파온(-)</th>\n","      <th>장타(+)</th>\n","      <th>위기관리(-)</th>\n","      <th>PC4</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>drive</th>\n","      <td>-0.399759</td>\n","      <td>0.579306</td>\n","      <td>0.154754</td>\n","      <td>-0.321000</td>\n","    </tr>\n","    <tr>\n","      <th>fairway</th>\n","      <td>-0.195232</td>\n","      <td>-0.706543</td>\n","      <td>-0.121244</td>\n","      <td>0.009798</td>\n","    </tr>\n","    <tr>\n","      <th>green</th>\n","      <td>-0.665787</td>\n","      <td>-0.070567</td>\n","      <td>0.101261</td>\n","      <td>-0.277574</td>\n","    </tr>\n","    <tr>\n","      <th>putting</th>\n","      <td>0.144779</td>\n","      <td>-0.358622</td>\n","      <td>0.598731</td>\n","      <td>-0.582617</td>\n","    </tr>\n","    <tr>\n","      <th>sand_no</th>\n","      <td>0.581238</td>\n","      <td>0.169826</td>\n","      <td>0.035767</td>\n","      <td>-0.387920</td>\n","    </tr>\n","    <tr>\n","      <th>sand_save</th>\n","      <td>0.002420</td>\n","      <td>-0.052635</td>\n","      <td>-0.768986</td>\n","      <td>-0.574362</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["              파온(-)     장타(+)   위기관리(-)       PC4\n","drive     -0.399759  0.579306  0.154754 -0.321000\n","fairway   -0.195232 -0.706543 -0.121244  0.009798\n","green     -0.665787 -0.070567  0.101261 -0.277574\n","putting    0.144779 -0.358622  0.598731 -0.582617\n","sand_no    0.581238  0.169826  0.035767 -0.387920\n","sand_save  0.002420 -0.052635 -0.768986 -0.574362"]},"metadata":{"tags":[]},"execution_count":121}]},{"cell_type":"markdown","metadata":{"id":"UKNlFCckg_pO","colab_type":"text"},"source":[""]},{"cell_type":"markdown","metadata":{"id":"yhfB_fzxs8Wo","colab_type":"text"},"source":["**[주성분 산점도 그리기]**"]},{"cell_type":"markdown","metadata":{"id":"0yKlw0m20J3h","colab_type":"text"},"source":[">> 주성분 변수 이름 부여, 골퍼 이름을 행 인덱스로 만들었다가 컬럼 변수로 만들어 산점도 그리기 준비"]},{"cell_type":"code","metadata":{"id":"x58YbVOOtCiA","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":141},"outputId":"8351d4cd-3ceb-40c6-9de6-28d0729e7d5b","executionInfo":{"status":"ok","timestamp":1570329175140,"user_tz":-540,"elapsed":647,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}}},"source":["lpga_pca_df=pd.DataFrame(lpga_pca,columns=['파온(-)','장타(+)','위기관리(-)','PC4'])\n","lpga_pca_df.set_index(lpga_ds.index,inplace=True)\n","lpga_pca_plt=lpga_pca_df.reset_index()\n","lpga_pca_plt.head(3)"],"execution_count":159,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Name</th>\n","      <th>파온(-)</th>\n","      <th>장타(+)</th>\n","      <th>위기관리(-)</th>\n","      <th>PC4</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Ahn</td>\n","      <td>0.451818</td>\n","      <td>1.316770</td>\n","      <td>-0.602211</td>\n","      <td>0.976009</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Alfredsson</td>\n","      <td>-2.014748</td>\n","      <td>0.581544</td>\n","      <td>0.307538</td>\n","      <td>-0.094121</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Ammaccapane</td>\n","      <td>-0.965826</td>\n","      <td>-0.963228</td>\n","      <td>0.276688</td>\n","      <td>-0.341619</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["          Name     파온(-)     장타(+)   위기관리(-)       PC4\n","0          Ahn  0.451818  1.316770 -0.602211  0.976009\n","1   Alfredsson -2.014748  0.581544  0.307538 -0.094121\n","2  Ammaccapane -0.965826 -0.963228  0.276688 -0.341619"]},"metadata":{"tags":[]},"execution_count":159}]},{"cell_type":"code","metadata":{"id":"MwC9lAqVyS64","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":817},"outputId":"d5c7c934-2d3f-4d1f-eb1d-5f78646b91b2","executionInfo":{"status":"ok","timestamp":1570329192430,"user_tz":-540,"elapsed":1348,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}}},"source":["import plotly.express as px\n","fig = px.scatter(lpga_pca_plt,x=\"파온(-)\",y=\"장타(+)\",text=\"Name\")\n","fig.update_traces(textposition='top center')\n","fig.update_layout(\n","  height=800,\n","  title_text='GDP and Life Expectancy (Americas, 2007)'\n",")\n","fig.show()"],"execution_count":160,"outputs":[{"output_type":"display_data","data":{"text/html":["<html>\n","<head><meta charset=\"utf-8\" /></head>\n","<body>\n","    <div>\n","            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n","                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n","        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n","            <div id=\"f7364ad5-f2f5-4b4c-aef4-df3503380d01\" class=\"plotly-graph-div\" style=\"height:800px; width:100%;\"></div>\n","            <script type=\"text/javascript\">\n","                \n","                    window.PLOTLYENV=window.PLOTLYENV || {};\n","                    \n","                if 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출력"]},{"cell_type":"markdown","metadata":{"id":"KljjvaSUa0Vm","colab_type":"text"},"source":[">"]},{"cell_type":"code","metadata":{"id":"acr0X7nc3I5i","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":357},"outputId":"5d571d4a-57fe-4848-aed9-b03c72aa0a9e","executionInfo":{"status":"ok","timestamp":1570337927637,"user_tz":-540,"elapsed":824,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}}},"source":["lpga_pca_all.sort_values(by='파온(-)').head(5)"],"execution_count":166,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>golfer</th>\n","      <th>drive</th>\n","      <th>fairway</th>\n","      <th>green</th>\n","      <th>putting</th>\n","      <th>sand_no</th>\n","      <th>sand_save</th>\n","      <th>money</th>\n","      <th>play_no</th>\n","      <th>파온(-)</th>\n","      <th>장타(+)</th>\n","      <th>위기관리(-)</th>\n","      <th>PC4</th>\n","    </tr>\n","    <tr>\n","      <th>Name</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Creamer</th>\n","      <td>Creamer, Paula</td>\n","      <td>246.3</td>\n","      <td>73.6</td>\n","      <td>70.5</td>\n","      <td>28.38</td>\n","      <td>0.58</td>\n","      <td>47.1</td>\n","      <td>20727</td>\n","      <td>88</td>\n","      <td>-2.848630</td>\n","      <td>-1.049189</td>\n","      <td>-1.354845</td>\n","      <td>0.161178</td>\n","    </tr>\n","    <tr>\n","      <th>Ochoa</th>\n","      <td>Ochoa, Lorena</td>\n","      <td>269.3</td>\n","      <td>66.4</td>\n","      <td>71.6</td>\n","      <td>28.31</td>\n","      <td>0.94</td>\n","      <td>50.0</td>\n","      <td>40635</td>\n","      <td>68</td>\n","      <td>-2.598664</td>\n","      <td>1.580993</td>\n","      <td>-1.038730</td>\n","      <td>-1.663548</td>\n","    </tr>\n","    <tr>\n","      <th>Choi</th>\n","      <td>Choi, Na Yeon</td>\n","      <td>257.4</td>\n","      <td>68.5</td>\n","      <td>68.5</td>\n","      <td>28.43</td>\n","      <td>0.74</td>\n","      <td>45.5</td>\n","      <td>14808</td>\n","      <td>74</td>\n","      <td>-2.281733</td>\n","      <td>0.441918</td>\n","      <td>-0.903611</td>\n","      <td>-0.350642</td>\n","    </tr>\n","    <tr>\n","      <th>Tseng</th>\n","      <td>Tseng, Yani</td>\n","      <td>266.1</td>\n","      <td>62.3</td>\n","      <td>68.3</td>\n","      <td>28.51</td>\n","      <td>0.79</td>\n","      <td>37.3</td>\n","      <td>20613</td>\n","      <td>85</td>\n","      <td>-2.235302</td>\n","      <td>1.815389</td>\n","      <td>0.195912</td>\n","      <td>-0.219849</td>\n","    </tr>\n","    <tr>\n","      <th>Yoo</th>\n","      <td>Yoo, Sun Young</td>\n","      <td>254.3</td>\n","      <td>67.2</td>\n","      <td>66.6</td>\n","      <td>28.44</td>\n","      <td>0.62</td>\n","      <td>34.0</td>\n","      <td>8106</td>\n","      <td>85</td>\n","      <td>-2.181009</td>\n","      <td>0.400680</td>\n","      <td>0.092011</td>\n","      <td>0.953432</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                 golfer  drive  fairway  ...     장타(+)   위기관리(-)       PC4\n","Name                                     ...                              \n","Creamer  Creamer, Paula  246.3     73.6  ... -1.049189 -1.354845  0.161178\n","Ochoa     Ochoa, Lorena  269.3     66.4  ...  1.580993 -1.038730 -1.663548\n","Choi      Choi, Na Yeon  257.4     68.5  ...  0.441918 -0.903611 -0.350642\n","Tseng       Tseng, Yani  266.1     62.3  ...  1.815389  0.195912 -0.219849\n","Yoo      Yoo, Sun Young  254.3     67.2  ...  0.400680  0.092011  0.953432\n","\n","[5 rows x 13 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<thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>golfer</th>\n","      <th>drive</th>\n","      <th>fairway</th>\n","      <th>green</th>\n","      <th>putting</th>\n","      <th>sand_no</th>\n","      <th>sand_save</th>\n","      <th>money</th>\n","      <th>play_no</th>\n","      <th>파온(-)</th>\n","      <th>장타(+)</th>\n","      <th>위기관리(-)</th>\n","      <th>PC4</th>\n","    </tr>\n","    <tr>\n","      <th>Name</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Davies</th>\n","      <td>Davies, Laura</td>\n","      <td>252.8</td>\n","      <td>50.2</td>\n","      <td>57.0</td>\n","      <td>27.19</td>\n","      <td>1.21</td>\n","      <td>45.3</td>\n","      <td>2130</td>\n","      <td>53</td>\n","      <td>1.829193</td>\n","      <td>3.490813</td>\n","      <td>-1.493059</td>\n","      <td>0.268819</td>\n","    </tr>\n","    <tr>\n","      <th>Lincicome</th>\n","      <td>Lincicome, Brittany</td>\n","      <td>268.5</td>\n","      <td>54.1</td>\n","      <td>60.8</td>\n","      <td>28.88</td>\n","      <td>1.27</td>\n","      <td>30.3</td>\n","      <td>2211</td>\n","      <td>52</td>\n","      <td>0.819893</td>\n","      <td>3.478670</td>\n","      <td>1.188690</td>\n","      <td>-0.552631</td>\n","    </tr>\n","    <tr>\n","      <th>Gustafson</th>\n","      <td>Gustafson, Sophie</td>\n","      <td>268.8</td>\n","      <td>59.3</td>\n","      <td>63.8</td>\n","      <td>28.02</td>\n","      <td>1.10</td>\n","      <td>38.8</td>\n","      <td>10595</td>\n","      <td>61</td>\n","      <td>-0.547059</td>\n","      <td>2.886654</td>\n","      <td>-0.174833</td>\n","      <td>-0.507671</td>\n","    </tr>\n","    <tr>\n","      <th>McKay</th>\n","      <td>McKay, Mhairi</td>\n","      <td>246.9</td>\n","      <td>52.2</td>\n","      <td>55.1</td>\n","      <td>27.56</td>\n","      <td>1.09</td>\n","      <td>37.5</td>\n","      <td>1228</td>\n","      <td>66</td>\n","      <td>1.988533</td>\n","      <td>2.723089</td>\n","      <td>-0.753762</td>\n","      <td>1.209962</td>\n","    </tr>\n","    <tr>\n","      <th>Park</th>\n","      <td>Park, Grace</td>\n","      <td>258.1</td>\n","      <td>58.1</td>\n","      <td>55.6</td>\n","      <td>27.90</td>\n","      <td>1.13</td>\n","      <td>40.9</td>\n","      <td>1409</td>\n","      <td>39</td>\n","      <td>1.407866</td>\n","      <td>2.577784</td>\n","      <td>-0.796979</td>\n","      <td>0.283864</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                        golfer  drive  fairway  ...     장타(+)   위기관리(-)       PC4\n","Name                                            ...                              \n","Davies           Davies, Laura  252.8     50.2  ...  3.490813 -1.493059  0.268819\n","Lincicome  Lincicome, Brittany  268.5     54.1  ...  3.478670  1.188690 -0.552631\n","Gustafson    Gustafson, Sophie  268.8     59.3  ...  2.886654 -0.174833 -0.507671\n","McKay            McKay, Mhairi  246.9     52.2  ...  2.723089 -0.753762  1.209962\n","Park               Park, Grace  258.1     58.1  ...  2.577784 -0.796979  0.283864\n","\n","[5 rows x 13 columns]"]},"metadata":{"tags":[]},"execution_count":168}]},{"cell_type":"markdown","metadata":{"id":"-SSHGuB5cJPh","colab_type":"text"},"source":["> 회귀분석"]},{"cell_type":"code","metadata":{"id":"z7Y0vqatdlMt","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":575},"outputId":"69a3b38d-d555-4062-b7fd-c09ab63a75a6","executionInfo":{"status":"ok","timestamp":1570339068760,"user_tz":-540,"elapsed":708,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}}},"source":["import statsmodels.api as sm\n","y=lpga_pca_all['money']\n","X=sm.add_constant(lpga_pca_all[['파온(-)','장타(+)','위기관리(-)','PC4']])\n","model=sm.OLS(y, X).fit()\n","model.summary()"],"execution_count":181,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/numpy/core/fromnumeric.py:2389: FutureWarning:\n","\n","Method .ptp is deprecated and will be removed in a future version. Use numpy.ptp instead.\n","\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/html":["<table class=\"simpletable\">\n","<caption>OLS Regression Results</caption>\n","<tr>\n","  <th>Dep. Variable:</th>          <td>money</td>      <th>  R-squared:         </th> <td>   0.469</td>\n","</tr>\n","<tr>\n","  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.455</td>\n","</tr>\n","<tr>\n","  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   33.61</td>\n","</tr>\n","<tr>\n","  <th>Date:</th>             <td>Sun, 06 Oct 2019</td> <th>  Prob (F-statistic):</th> <td>4.48e-20</td>\n","</tr>\n","<tr>\n","  <th>Time:</th>                 <td>05:17:48</td>     <th>  Log-Likelihood:    </th> <td> -1524.4</td>\n","</tr>\n","<tr>\n","  <th>No. Observations:</th>      <td>   157</td>      <th>  AIC:               </th> <td>   3059.</td>\n","</tr>\n","<tr>\n","  <th>Df Residuals:</th>          <td>   152</td>      <th>  BIC:               </th> <td>   3074.</td>\n","</tr>\n","<tr>\n","  <th>Df Model:</th>              <td>     4</td>      <th>                     </th>     <td> </td>   \n","</tr>\n","<tr>\n","  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n","</tr>\n","</table>\n","<table class=\"simpletable\">\n","<tr>\n","     <td></td>        <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n","</tr>\n","<tr>\n","  <th>const</th>   <td> 4863.8854</td> <td>  323.265</td> <td>   15.046</td> <td> 0.000</td> <td> 4225.213</td> <td> 5502.557</td>\n","</tr>\n","<tr>\n","  <th>파온(-)</th>   <td>-2233.2254</td> <td>  235.894</td> <td>   -9.467</td> <td> 0.000</td> <td>-2699.279</td> <td>-1767.172</td>\n","</tr>\n","<tr>\n","  <th>장타(+)</th>   <td>  959.8501</td> <td>  260.902</td> <td>    3.679</td> <td> 0.000</td> <td>  444.388</td> <td> 1475.312</td>\n","</tr>\n","<tr>\n","  <th>위기관리(-)</th> <td>-1672.3524</td> <td>  299.839</td> <td>   -5.577</td> <td> 0.000</td> <td>-2264.743</td> <td>-1079.962</td>\n","</tr>\n","<tr>\n","  <th>PC4</th>     <td> -142.2827</td> <td>  353.519</td> <td>   -0.402</td> <td> 0.688</td> <td> -840.728</td> <td>  556.163</td>\n","</tr>\n","</table>\n","<table class=\"simpletable\">\n","<tr>\n","  <th>Omnibus:</th>       <td>110.976</td> <th>  Durbin-Watson:     </th> <td>   2.044</td> \n","</tr>\n","<tr>\n","  <th>Prob(Omnibus):</th> <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>1071.075</td> \n","</tr>\n","<tr>\n","  <th>Skew:</th>          <td> 2.458</td>  <th>  Prob(JB):          </th> <td>2.62e-233</td>\n","</tr>\n","<tr>\n","  <th>Kurtosis:</th>      <td>14.814</td>  <th>  Cond. No.          </th> <td>    1.50</td> \n","</tr>\n","</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."],"text/plain":["<class 'statsmodels.iolib.summary.Summary'>\n","\"\"\"\n","                            OLS Regression Results                            \n","==============================================================================\n","Dep. Variable:                  money   R-squared:                       0.469\n","Model:                            OLS   Adj. R-squared:                  0.455\n","Method:                 Least Squares   F-statistic:                     33.61\n","Date:                Sun, 06 Oct 2019   Prob (F-statistic):           4.48e-20\n","Time:                        05:17:48   Log-Likelihood:                -1524.4\n","No. Observations:                 157   AIC:                             3059.\n","Df Residuals:                     152   BIC:                             3074.\n","Df Model:                           4                                         \n","Covariance Type:            nonrobust                                         \n","==============================================================================\n","                 coef    std err          t      P>|t|      [0.025      0.975]\n","------------------------------------------------------------------------------\n","const       4863.8854    323.265     15.046      0.000    4225.213    5502.557\n","파온(-)      -2233.2254    235.894     -9.467      0.000   -2699.279   -1767.172\n","장타(+)        959.8501    260.902      3.679      0.000     444.388    1475.312\n","위기관리(-)    -1672.3524    299.839     -5.577      0.000   -2264.743   -1079.962\n","PC4         -142.2827    353.519     -0.402      0.688    -840.728     556.163\n","==============================================================================\n","Omnibus:                      110.976   Durbin-Watson:                   2.044\n","Prob(Omnibus):                  0.000   Jarque-Bera (JB):             1071.075\n","Skew:                           2.458   Prob(JB):                    2.62e-233\n","Kurtosis:                      14.814   Cond. No.                         1.50\n","==============================================================================\n","\n","Warnings:\n","[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n","\"\"\""]},"metadata":{"tags":[]},"execution_count":181}]},{"cell_type":"code","metadata":{"id":"Kapb9N9NgZCA","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"61e05fe5-2135-4f14-f5ef-5c57b36521a9","executionInfo":{"status":"ok","timestamp":1570339141776,"user_tz":-540,"elapsed":817,"user":{"displayName":"권세혁","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mBDJrvVo3kD2u2I8AlH2bwO5N24l4GQjZ7PQPJyzQ=s64","userId":"11810331430251719772"}}},"source":["model.predict(X) #prediction"],"execution_count":182,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Name\n","Ahn               5987.014409\n","Alfredsson        9420.545325\n","Ammaccapane       5682.125306\n","Bader             3292.898744\n","Bae               5714.380064\n","Baena             2518.100105\n","Bastel           -1459.552360\n","Blasberg          5258.894983\n","Blomqvist         7537.203928\n","Bowie Young       6359.088301\n","Bunch             3334.498265\n","Burks             1448.824775\n","Burton            2585.141196\n","Castrale          5830.030396\n","Cavalleri          575.288911\n","Cho               5713.997976\n","Choi              5471.372751\n","Choi             11944.731384\n","Chung             4049.754463\n","Coutu             4405.027497\n","Creamer          12461.299013\n","Dahllof           1254.731170\n","D'Alessio         3698.483253\n","Daly-Donofrio     5997.638959\n","Davies            6588.214515\n","Delasin           3498.933314\n","Diaz              9681.631112\n","Doolan            6732.763959\n","Downey            4706.752449\n","Duncan            5841.006831\n","                     ...     \n","Rankin            6314.692846\n","Rawson            3780.287538\n","Redman            5788.735850\n","Retamoza        -10564.135702\n","Rosales           2452.688549\n","Scranton           570.463774\n","Sergas            6204.875633\n","Sharp             3766.724257\n","Simon             -978.421633\n","Sjodin            5406.433788\n","Smith             4178.227029\n","Sorenstam        11166.404895\n","Stanford          9304.620887\n","Steinhauer        2283.725860\n","Strom             4380.291578\n","Stupples          8415.709032\n","Tamulis           4659.617020\n","Tseng            11301.967965\n","Turner            1890.223702\n","Ueda              8983.077132\n","Walker-Cooper    -2306.146497\n","Ward              6518.712229\n","Webb              8510.156941\n","Wessberg          4146.041039\n","Wood              1721.049050\n","Wright            5648.085237\n","Yang              3294.758214\n","Yi                4579.511702\n","Yim              -3446.952991\n","Yoo               9829.631645\n","Length: 157, dtype: float64"]},"metadata":{"tags":[]},"execution_count":182}]}]}