CP2_04_Analyze_Features.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"CP2_04_Analyze_Features.ipynb","provenance":[{"file_id":"1t9YTFMUahjeBWsyCculou_Pynkh2InG6","timestamp":1604618262093},{"file_id":"12PjhOUiDi-N0FXtlN7AFXyyGAiYi7AWj","timestamp":1601078329171},{"file_id":"1U1u9m5zkvqaI5GElpVlY4tU7zTNShmq9","timestamp":1599859230341},{"file_id":"1JbxiYiHD6fO2SZ9yLDoyqe9IkvHwJxp8","timestamp":1599777923777}],"machine_shape":"hm","authorship_tag":"ABX9TyPFlaLALdCDxG4nMymT3QSd"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"vldA80BR2gik","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1623009824281,"user_tz":360,"elapsed":22879,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"ee46c2e0-7074-4c74-e160-2b66c8bcc54a"},"source":["from google.colab import drive \n","drive.mount('/content/drive')"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"BMCdDFsXr5rR"},"source":["# PseudoCode and Task List"]},{"cell_type":"markdown","metadata":{"id":"kxaQxoftDTp3"},"source":["1. Load the pickled pandas dataframe from 03 notebook \n","2. Examine contents to assure everything transferred properly - no issues found\n","3. Analyze length of body (both characters and words) against other features and id any correlations\n","4. Analyze number of question marks against other features and id any correlations\n","5. Analyze text bolding against other features and id any correlations\n","6. Analyze # of paragraphs against other features and id any correlations\n","7. Analyze # of code examples and length of those examples and id any correlations\n","8. Analyze NER results against tags for correlations\n","9. Remove unnecessary columns and empty rows and export - next step is count vectorization\n"]},{"cell_type":"markdown","metadata":{"id":"gJ3VoPrnsIkz"},"source":["# Tasks 1 and 2 Load file and examine contents"]},{"cell_type":"code","metadata":{"id":"vt8U0qUv28dY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1623009829749,"user_tz":360,"elapsed":771,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"823a585c-2893-4842-c5f7-2623033b9055"},"source":["'''\n","Import all modules that are needed\n","'''\n","import pandas as pd\n","import pickle\n","import numpy as np\n","import matplotlib.pyplot as plt\n","print(np.__version__)\n","import seaborn as sns\n","import collections\n","from collections import defaultdict \n","import re"],"execution_count":2,"outputs":[{"output_type":"stream","text":["1.19.5\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"LIOI0tDD3Ke7","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1623009872996,"user_tz":360,"elapsed":9250,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"dd7133f3-611b-42ec-a413-96e7e37b02f2"},"source":["'''\n","<class 'pandas.core.frame.DataFrame'>\n","Int64Index: 24353 entries, 0 to 24352\n","Data columns (total 63 columns):\n"," #   Column                Non-Null Count  Dtype          \n","---  ------                --------------  -----          \n"," 0   Id                    24353 non-null  int64          \n"," 1   PostTypeId            24353 non-null  int64          \n"," 2   CreationDate          24353 non-null  datetime64[ns] \n"," 3   Score                 24353 non-null  int64          \n"," 4   ViewCount             24353 non-null  int64          \n"," 5   Body                  24353 non-null  object         \n"," 6   OwnerUserId           24238 non-null  object         \n"," 7   LastActivityDate      24353 non-null  datetime64[ns] \n"," 8   Title                 24353 non-null  object         \n"," 9   Tags                  24353 non-null  object         \n"," 10  AnswerCount           24353 non-null  int64          \n"," 11  CommentCount          24353 non-null  int64          \n"," 12  FavoriteCount         6708 non-null   object         \n"," 13  ClosedDate            1416 non-null   datetime64[ns] \n"," 14  ContentLicense        24353 non-null  object         \n"," 15  Tags_SpaceDelimited   24353 non-null  object         \n"," 16  Tags_Clean            24353 non-null  object         \n"," 17  TagCount              24353 non-null  int64          \n"," 18  Tag1                  24353 non-null  object         \n"," 19  Tag2                  21064 non-null  object         \n"," 20  Tag3                  15037 non-null  object         \n"," 21  Tag4                  8302 non-null   object         \n"," 22  Tag5                  3687 non-null   object         \n"," 23  Tag1_Freq             24353 non-null  int64          \n"," 24  Tag2_Freq             21064 non-null  float64        \n"," 25  Tag3_Freq             15037 non-null  float64        \n"," 26  Tag4_Freq             8302 non-null   float64        \n"," 27  Tag5_Freq             3687 non-null   float64        \n"," 28  Total_Tag_Freqency    24353 non-null  float64        \n"," 29  Tag1_Renamed          24353 non-null  object         \n"," 30  Tag2_Renamed          24353 non-null  object         \n"," 31  Tag3_Renamed          24353 non-null  object         \n"," 32  Tag4_Renamed          24353 non-null  object         \n"," 33  Tag5_Renamed          24353 non-null  object         \n"," 34  TopTag                24353 non-null  category       \n"," 35  Elapsed_Time          24353 non-null  timedelta64[ns]\n"," 36  Elapsed_Time_Int      24353 non-null  int16          \n"," 37  rank                  24353 non-null  int64          \n"," 38  Tag1_Renamed2         24353 non-null  object         \n"," 39  TopTag_Revised        24353 non-null  int64          \n"," 40  NumQuestions          24353 non-null  int64          \n"," 41  BodyBoldCount         24353 non-null  int64          \n"," 42  ParagraphCount        24353 non-null  int64          \n"," 43  CodeCount             24353 non-null  int64          \n"," 44  Soup                  24353 non-null  object         \n"," 45  NoCode                24353 non-null  object         \n"," 46  NoCodeString          24353 non-null  object         \n"," 47  BodyText              24353 non-null  object         \n"," 48  bodytext_expanded     24353 non-null  object         \n"," 49  lang                  24353 non-null  object         \n"," 50  punct_only            24353 non-null  object         \n"," 51  bodytext_noaccents    24353 non-null  object         \n"," 52  bodytext_nospch       24353 non-null  object         \n"," 53  temp                  24353 non-null  object         \n"," 54  temp2                 24353 non-null  object         \n"," 55  temp3                 24353 non-null  object         \n"," 56  BodyText_Lemma        24353 non-null  object         \n"," 57  NER                   24353 non-null  object         \n"," 58  NER_text              24353 non-null  object         \n"," 59  NER_label             24353 non-null  object         \n"," 60  bodytext_nouns        24353 non-null  object         \n"," 61  bodytext_lc           24353 non-null  object         \n"," 62  BodyText_NoStopwords  24353 non-null  object         \n","dtypes: category(1), datetime64[ns](3), float64(5), int16(1), int64(14), object(38), timedelta64[ns](1)\n","memory usage: 11.6+ MB \n","'''\n","\n","questions_df = pd.read_pickle('/content/drive/My Drive/Capstone2/Data/questions_df_ner_results_10282020.pickle')\n","\n","questions_df.info()"],"execution_count":3,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","Int64Index: 24353 entries, 0 to 24352\n","Data columns (total 63 columns):\n"," #   Column                Non-Null Count  Dtype          \n","---  ------                --------------  -----          \n"," 0   Id                    24353 non-null  int64          \n"," 1   PostTypeId            24353 non-null  int64          \n"," 2   CreationDate          24353 non-null  datetime64[ns] \n"," 3   Score                 24353 non-null  int64          \n"," 4   ViewCount             24353 non-null  int64          \n"," 5   Body                  24353 non-null  object         \n"," 6   OwnerUserId           24238 non-null  object         \n"," 7   LastActivityDate      24353 non-null  datetime64[ns] \n"," 8   Title                 24353 non-null  object         \n"," 9   Tags                  24353 non-null  object         \n"," 10  AnswerCount           24353 non-null  int64          \n"," 11  CommentCount          24353 non-null  int64          \n"," 12  FavoriteCount         6708 non-null   object         \n"," 13  ClosedDate            1416 non-null   datetime64[ns] \n"," 14  ContentLicense        24353 non-null  object         \n"," 15  Tags_SpaceDelimited   24353 non-null  object         \n"," 16  Tags_Clean            24353 non-null  object         \n"," 17  TagCount              24353 non-null  int64          \n"," 18  Tag1                  24353 non-null  object         \n"," 19  Tag2                  21064 non-null  object         \n"," 20  Tag3                  15037 non-null  object         \n"," 21  Tag4                  8302 non-null   object         \n"," 22  Tag5                  3687 non-null   object         \n"," 23  Tag1_Freq             24353 non-null  int64          \n"," 24  Tag2_Freq             21064 non-null  float64        \n"," 25  Tag3_Freq             15037 non-null  float64        \n"," 26  Tag4_Freq             8302 non-null   float64        \n"," 27  Tag5_Freq             3687 non-null   float64        \n"," 28  Total_Tag_Freqency    24353 non-null  float64        \n"," 29  Tag1_Renamed          24353 non-null  object         \n"," 30  Tag2_Renamed          24353 non-null  object         \n"," 31  Tag3_Renamed          24353 non-null  object         \n"," 32  Tag4_Renamed          24353 non-null  object         \n"," 33  Tag5_Renamed          24353 non-null  object         \n"," 34  TopTag                24353 non-null  category       \n"," 35  Elapsed_Time          24353 non-null  timedelta64[ns]\n"," 36  Elapsed_Time_Int      24353 non-null  int16          \n"," 37  rank                  24353 non-null  int64          \n"," 38  Tag1_Renamed2         24353 non-null  object         \n"," 39  TopTag_Revised        24353 non-null  int64          \n"," 40  NumQuestions          24353 non-null  int64          \n"," 41  BodyBoldCount         24353 non-null  int64          \n"," 42  ParagraphCount        24353 non-null  int64          \n"," 43  CodeCount             24353 non-null  int64          \n"," 44  Soup                  24353 non-null  object         \n"," 45  NoCode                24353 non-null  object         \n"," 46  NoCodeString          24353 non-null  object         \n"," 47  BodyText              24353 non-null  object         \n"," 48  bodytext_expanded     24353 non-null  object         \n"," 49  lang                  24353 non-null  object         \n"," 50  punct_only            24353 non-null  object         \n"," 51  bodytext_noaccents    24353 non-null  object         \n"," 52  bodytext_nospch       24353 non-null  object         \n"," 53  temp                  24353 non-null  object         \n"," 54  temp2                 24353 non-null  object         \n"," 55  temp3                 24353 non-null  object         \n"," 56  BodyText_Lemma        24353 non-null  object         \n"," 57  NER                   24353 non-null  object         \n"," 58  NER_text              24353 non-null  object         \n"," 59  NER_label             24353 non-null  object         \n"," 60  bodytext_nouns        24353 non-null  object         \n"," 61  bodytext_lc           24353 non-null  object         \n"," 62  BodyText_NoStopwords  24353 non-null  object         \n","dtypes: category(1), datetime64[ns](3), float64(5), int16(1), int64(14), object(38), timedelta64[ns](1)\n","memory usage: 11.6+ MB\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"rYJBGuegELBW","colab":{"base_uri":"https://localhost:8080/","height":657},"executionInfo":{"status":"ok","timestamp":1623009878517,"user_tz":360,"elapsed":183,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"43b32d54-a213-4ef0-c59a-ff484fbe25b0"},"source":["'''\n","2. Examine contents\n","'''\n","questions_df.head()"],"execution_count":4,"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>Id</th>\n","      <th>PostTypeId</th>\n","      <th>CreationDate</th>\n","      <th>Score</th>\n","      <th>ViewCount</th>\n","      <th>Body</th>\n","      <th>OwnerUserId</th>\n","      <th>LastActivityDate</th>\n","      <th>Title</th>\n","      <th>Tags</th>\n","      <th>AnswerCount</th>\n","      <th>CommentCount</th>\n","      <th>FavoriteCount</th>\n","      <th>ClosedDate</th>\n","      <th>ContentLicense</th>\n","      <th>Tags_SpaceDelimited</th>\n","      <th>Tags_Clean</th>\n","      <th>TagCount</th>\n","      <th>Tag1</th>\n","      <th>Tag2</th>\n","      <th>Tag3</th>\n","      <th>Tag4</th>\n","      <th>Tag5</th>\n","      <th>Tag1_Freq</th>\n","      <th>Tag2_Freq</th>\n","      <th>Tag3_Freq</th>\n","      <th>Tag4_Freq</th>\n","      <th>Tag5_Freq</th>\n","      <th>Total_Tag_Freqency</th>\n","      <th>Tag1_Renamed</th>\n","      <th>Tag2_Renamed</th>\n","      <th>Tag3_Renamed</th>\n","      <th>Tag4_Renamed</th>\n","      <th>Tag5_Renamed</th>\n","      <th>TopTag</th>\n","      <th>Elapsed_Time</th>\n","      <th>Elapsed_Time_Int</th>\n","      <th>rank</th>\n","      <th>Tag1_Renamed2</th>\n","      <th>TopTag_Revised</th>\n","      <th>NumQuestions</th>\n","      <th>BodyBoldCount</th>\n","      <th>ParagraphCount</th>\n","      <th>CodeCount</th>\n","      <th>Soup</th>\n","      <th>NoCode</th>\n","      <th>NoCodeString</th>\n","      <th>BodyText</th>\n","      <th>bodytext_expanded</th>\n","      <th>lang</th>\n","      <th>punct_only</th>\n","      <th>bodytext_noaccents</th>\n","      <th>bodytext_nospch</th>\n","      <th>temp</th>\n","      <th>temp2</th>\n","      <th>temp3</th>\n","      <th>BodyText_Lemma</th>\n","      <th>NER</th>\n","      <th>NER_text</th>\n","      <th>NER_label</th>\n","      <th>bodytext_nouns</th>\n","      <th>bodytext_lc</th>\n","      <th>BodyText_NoStopwords</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>5</td>\n","      <td>1</td>\n","      <td>2014-05-13 23:58:30.457</td>\n","      <td>9</td>\n","      <td>708</td>\n","      <td>&lt;p&gt;I've always been interested in machine lear...</td>\n","      <td>5</td>\n","      <td>2014-05-14 00:36:31.077</td>\n","      <td>How can I do simple machine learning without h...</td>\n","      <td>&lt;machine-learning&gt;</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2014-05-14 14:40:25.950</td>\n","      <td>CC BY-SA 3.0</td>\n","      <td>machine-learning</td>\n","      <td>[machine-learning]</td>\n","      <td>1</td>\n","      <td>machine-learning</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>7766</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>7766.0</td>\n","      <td>machine-learning</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>0 days 00:38:00.620000</td>\n","      <td>0</td>\n","      <td>21642</td>\n","      <td>machine-learning</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>3</td>\n","      <td>0</td>\n","      <td>[[[&lt;p&gt;I've always been interested in machine l...</td>\n","      <td>[[[&lt;p&gt;I've always been interested in machine l...</td>\n","      <td>&lt;html&gt;&lt;body&gt;&lt;p&gt;I've always been interested in ...</td>\n","      <td>I've always been interested in machine learnin...</td>\n","      <td>I have always been interested in machine learn...</td>\n","      <td>en</td>\n","      <td>, \" \" - - ? , \" \" , , , , , , . , , ?</td>\n","      <td>I have always been interested in machine learn...</td>\n","      <td>I have always been interested in machine learn...</td>\n","      <td>I have always be interest in machine learn but...</td>\n","      <td>I have always be interest in machine learn but...</td>\n","      <td>I have always be interest in machine learn but...</td>\n","      <td>I have always be interest in machine learn but...</td>\n","      <td>[[one, CARDINAL], [Hello World, ORG]]</td>\n","      <td>[[one], [Hello World]]</td>\n","      <td>[[CARDINAL], [ORG]]</td>\n","      <td>[interest, machine, learn, thing, start, Hello...</td>\n","      <td>i have always be interest in machine learn but...</td>\n","      <td>always interest machine learn figure one thing...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>7</td>\n","      <td>1</td>\n","      <td>2014-05-14 00:11:06.457</td>\n","      <td>4</td>\n","      <td>441</td>\n","      <td>&lt;p&gt;As a researcher and instructor, I'm looking...</td>\n","      <td>36</td>\n","      <td>2014-05-16 13:45:00.237</td>\n","      <td>What open-source books (or other materials) pr...</td>\n","      <td>&lt;education&gt;&lt;open-source&gt;</td>\n","      <td>3</td>\n","      <td>4</td>\n","      <td>1</td>\n","      <td>2014-05-14 08:40:54.950</td>\n","      <td>CC BY-SA 3.0</td>\n","      <td>education open-source</td>\n","      <td>[education, open-source]</td>\n","      <td>2</td>\n","      <td>education</td>\n","      <td>open-source</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>33</td>\n","      <td>16.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>49.0</td>\n","      <td>Other</td>\n","      <td>Other</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0</td>\n","      <td>2 days 13:33:53.780000</td>\n","      <td>2</td>\n","      <td>16792</td>\n","      <td>Other</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>[[[&lt;p&gt;As a researcher and instructor, I'm look...</td>\n","      <td>[[[&lt;p&gt;As a researcher and instructor, I'm look...</td>\n","      <td>&lt;html&gt;&lt;body&gt;&lt;p&gt;As a researcher and instructor,...</td>\n","      <td>As a researcher and instructor, I'm looking fo...</td>\n","      <td>As a researcher and instructor, I am looking f...</td>\n","      <td>en</td>\n","      <td>, - ( ) . , - , .</td>\n","      <td>As a researcher and instructor, I am looking f...</td>\n","      <td>As a researcher and instructor I am looking fo...</td>\n","      <td>As a researcher and instructor I be look for o...</td>\n","      <td>As a researcher and instructor I be look for o...</td>\n","      <td>As a researcher and instructor I be look for o...</td>\n","      <td>As a researcher and instructor I be look for o...</td>\n","      <td>[]</td>\n","      <td>[]</td>\n","      <td>[]</td>\n","      <td>[researcher, instructor, opensource, book, mat...</td>\n","      <td>as a researcher and instructor i be look for o...</td>\n","      <td>researcher instructor look opensource book sim...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>14</td>\n","      <td>1</td>\n","      <td>2014-05-14 01:25:59.677</td>\n","      <td>22</td>\n","      <td>1717</td>\n","      <td>&lt;p&gt;I am sure data science as will be discussed...</td>\n","      <td>66</td>\n","      <td>2014-06-20 17:36:05.023</td>\n","      <td>Is Data Science the Same as Data Mining?</td>\n","      <td>&lt;data-mining&gt;&lt;definitions&gt;</td>\n","      <td>4</td>\n","      <td>1</td>\n","      <td>6</td>\n","      <td>NaT</td>\n","      <td>CC BY-SA 3.0</td>\n","      <td>data-mining definitions</td>\n","      <td>[data-mining, definitions]</td>\n","      <td>2</td>\n","      <td>data-mining</td>\n","      <td>definitions</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1005</td>\n","      <td>31.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1036.0</td>\n","      <td>data-mining</td>\n","      <td>Other</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>37 days 16:10:05.346000</td>\n","      <td>37</td>\n","      <td>15799</td>\n","      <td>data-mining</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>[[[&lt;p&gt;I am sure data science as will be discus...</td>\n","      <td>[[[&lt;p&gt;I am sure data science as will be discus...</td>\n","      <td>&lt;html&gt;&lt;body&gt;&lt;p&gt;I am sure data science as will ...</td>\n","      <td>I am sure data science as will be discussed in...</td>\n","      <td>I am sure data science as will be discussed in...</td>\n","      <td>en</td>\n","      <td>. . . ?</td>\n","      <td>I am sure data science as will be discussed in...</td>\n","      <td>I am sure data science as will be discussed in...</td>\n","      <td>I be sure data science as will be discuss in t...</td>\n","      <td>I be sure data science a will be discus in thi...</td>\n","      <td>I be sure data science a will be discus in thi...</td>\n","      <td>I be sure data science a will be discus in thi...</td>\n","      <td>[[Data Mining, ORG], [a few year, DATE], [Data...</td>\n","      <td>[[Data Mining], [a few year], [Data Science], ...</td>\n","      <td>[[ORG], [DATE], [PERSON], [PERSON]]</td>\n","      <td>[data, science, forum, synonym, field, data, M...</td>\n","      <td>i be sure data science a will be discus in thi...</td>\n","      <td>sure data science discus forum several synonym...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>15</td>\n","      <td>1</td>\n","      <td>2014-05-14 01:41:23.110</td>\n","      <td>2</td>\n","      <td>643</td>\n","      <td>&lt;p&gt;In which situations would one system be pre...</td>\n","      <td>64</td>\n","      <td>2014-05-14 01:41:23.110</td>\n","      <td>What are the advantages and disadvantages of S...</td>\n","      <td>&lt;databases&gt;</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>2014-05-14 07:41:49.437</td>\n","      <td>CC BY-SA 3.0</td>\n","      <td>databases</td>\n","      <td>[databases]</td>\n","      <td>1</td>\n","      <td>databases</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>89</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>89.0</td>\n","      <td>Other</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0</td>\n","      <td>0 days 00:00:00</td>\n","      <td>0</td>\n","      <td>21681</td>\n","      <td>Other</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>[[[&lt;p&gt;In which situations would one system be ...</td>\n","      <td>[[[&lt;p&gt;In which situations would one system be ...</td>\n","      <td>&lt;html&gt;&lt;body&gt;&lt;p&gt;In which situations would one s...</td>\n","      <td>In which situations would one system be prefer...</td>\n","      <td>In which situations would one system be prefer...</td>\n","      <td>en</td>\n","      <td>? - ?</td>\n","      <td>In which situations would one system be prefer...</td>\n","      <td>In which situations would one system be prefer...</td>\n","      <td>In which situations would one system be prefer...</td>\n","      <td>In which situation would one system be prefer ...</td>\n","      <td>In which situation would one system be prefer ...</td>\n","      <td>In which situation would one system be prefer ...</td>\n","      <td>[[one, CARDINAL]]</td>\n","      <td>[[one]]</td>\n","      <td>[[CARDINAL]]</td>\n","      <td>[situation, system, advantage, disadvantage, d...</td>\n","      <td>in which situation would one system be prefer ...</td>\n","      <td>situation would one system prefer relative adv...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>16</td>\n","      <td>1</td>\n","      <td>2014-05-14 01:57:56.880</td>\n","      <td>17</td>\n","      <td>382</td>\n","      <td>&lt;p&gt;I use &lt;a href=\"http://www.csie.ntu.edu.tw/~...</td>\n","      <td>63</td>\n","      <td>2014-05-17 16:24:14.523</td>\n","      <td>Use liblinear on big data for semantic analysis</td>\n","      <td>&lt;machine-learning&gt;&lt;bigdata&gt;&lt;libsvm&gt;</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaT</td>\n","      <td>CC BY-SA 3.0</td>\n","      <td>machine-learning bigdata libsvm</td>\n","      <td>[machine-learning, bigdata, libsvm]</td>\n","      <td>3</td>\n","      <td>machine-learning</td>\n","      <td>bigdata</td>\n","      <td>libsvm</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>7766</td>\n","      <td>433.0</td>\n","      <td>14.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>8213.0</td>\n","      <td>machine-learning</td>\n","      <td>Other</td>\n","      <td>Other</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>3 days 14:26:17.643000</td>\n","      <td>3</td>\n","      <td>10411</td>\n","      <td>machine-learning</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>6</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>[[[&lt;p&gt;I use &lt;a href=\"http://www.csie.ntu.edu.t...</td>\n","      <td>[[[&lt;p&gt;I use &lt;a href=\"http://www.csie.ntu.edu.t...</td>\n","      <td>&lt;html&gt;&lt;body&gt;&lt;p&gt;I use &lt;a href=\"http://www.csie....</td>\n","      <td>I use Libsvm to train data and predict classif...</td>\n","      <td>I use Libsvm to train data and predict classif...</td>\n","      <td>en</td>\n","      <td>. - , - . , , . . ? ?</td>\n","      <td>I use Libsvm to train data and predict classif...</td>\n","      <td>I use Libsvm to train data and predict classif...</td>\n","      <td>I use Libsvm to train data and predict classif...</td>\n","      <td>I use Libsvm to train data and predict classif...</td>\n","      <td>I use Libsvm to train data and predict classif...</td>\n","      <td>I use Libsvm to train data and predict classif...</td>\n","      <td>[[Libsvm, GPE], [Last year, DATE], [Liblinear,...</td>\n","      <td>[[Libsvm], [Last year], [Liblinear], [MapReduce]]</td>\n","      <td>[[GPE], [DATE], [EVENT], [PERSON]]</td>\n","      <td>[data, classification, analysis, problem, perf...</td>\n","      <td>i use libsvm to train data and predict classif...</td>\n","      <td>use libsvm train data predict classification s...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   Id  ...                               BodyText_NoStopwords\n","0   5  ...  always interest machine learn figure one thing...\n","1   7  ...  researcher instructor look opensource book sim...\n","2  14  ...  sure data science discus forum several synonym...\n","3  15  ...  situation would one system prefer relative adv...\n","4  16  ...  use libsvm train data predict classification s...\n","\n","[5 rows x 63 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"2xDBbNOou7zF"},"source":["# Tasks 3-7 - Feature Analysis\n","3. Analyze length of body (both characters and words) against other features and id any correlations\n","4. Analyze number of question marks against other features and id any correlations\n","5. Analyze text bolding against other features and id any correlations\n","6. Analyze # of paragraphs against other features and id any correlations\n","7. Analyze # of code examples and length of those examples and id any correlations"]},{"cell_type":"code","metadata":{"id":"0mV0GLCn5xvh","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1623009891262,"user_tz":360,"elapsed":1031,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"06693948-5dac-43c8-9605-7d27da922efd"},"source":["'''\n","3. Analyze number of characters, number of words, and number of unique words in each question versus tagcount, viewcount, score\n","3a.  First get the counts and look at summary stats\n","Average Unique Word Count per question is 43 with a minimum of 1 and max of 490\n","Average Word count per question is 62 with a minimum of 1 and max of 1116\n","Average character count per question is 365 with a min of 0 and max of 16419\n","Whats up with the minimums - let's have a look at those - there are 26 and in these cases the text normalization has decreased\n","the significant words used to just blanks or to one word\n","'''\n","# Getting the # of characters of each question:\n","questions_df['BodyText_ChCount'] = questions_df['BodyText_NoStopwords'].str.len() - questions_df['BodyText_NoStopwords'].str.count(\" \")\n","#questions_df.head()\n","\n","# Getting the # of words of each question:\n","questions_df['BodyText_WordCount'] = questions_df['BodyText_NoStopwords'].str.split(\" \").str.len()\n","#questions_df.head()\n","\n","# Getting the # of unique words of each question:\n","\n","def uniqueword_count(x):\n","  d = defaultdict(int) \n","  for word in x: \n","\t  d[word] += 1\n","  return len(d)\n","questions_df['BodyText_UnWordCount'] = questions_df['BodyText_NoStopwords'].str.split(\" \").apply(uniqueword_count)    \n","\n","# Summary statistics of the these features\n","print(questions_df[['BodyText_ChCount','BodyText_WordCount','BodyText_UnWordCount']].describe())\n","\n","#Viewing minimum\n","#questions_df.loc[questions_df['BodyText_WordCount']==1].head(26)\n","print(questions_df['BodyText_UnWordCount'].median())\n","print(questions_df['BodyText_WordCount'].median())\n","print(questions_df['BodyText_ChCount'].median())"],"execution_count":5,"outputs":[{"output_type":"stream","text":["       BodyText_ChCount  BodyText_WordCount  BodyText_UnWordCount\n","count      24353.000000        24353.000000          24353.000000\n","mean         365.520306           61.521455             43.613764\n","std          303.665229           48.089093             27.918232\n","min            0.000000            1.000000              1.000000\n","25%          179.000000           30.000000             24.000000\n","50%          293.000000           50.000000             37.000000\n","75%          463.000000           78.000000             56.000000\n","max        16419.000000         1166.000000            490.000000\n","37.0\n","50.0\n","293.0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"jUJHR4HJHF_Y","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1623009904747,"user_tz":360,"elapsed":1099,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"3007844f-d159-4f16-bdf1-f8234e750f99"},"source":["'''\n","3b. Visualizations of the distributions of these 3 new features\n","\n","All have skewed (poisson) distributions as would be expected from counts statistics\n","Median is a better parameter for average - 37, 50 and 293 respectively\n","'''\n","questions_df['BodyText_UnWordCount'].plot.hist(bins=50, figsize=(20,10), edgecolor='white',range=[0,500])\n","plt.axvline(questions_df['BodyText_UnWordCount'].median(), color = 'r', linestyle = 'dashed', linewidth = 4)\n","plt.xlabel('Number of Unique Words Per Question', fontsize=17)\n","plt.ylabel('frequency', fontsize=17)\n","plt.tick_params(labelsize=15)\n","plt.title('Unique Word Count Distribution', fontsize=17)\n","plt.show()\n","\n","questions_df['BodyText_WordCount'].plot.hist(bins=50, figsize=(20,10), edgecolor='white',range=[0,500])\n","plt.axvline(questions_df['BodyText_WordCount'].median(), color = 'r', linestyle = 'dashed', linewidth = 4)\n","plt.xlabel('Number of Words Per Question', fontsize=17)\n","plt.ylabel('frequency', fontsize=17)\n","plt.tick_params(labelsize=15)\n","plt.title('Word Count Distribution', fontsize=17)\n","plt.show()\n","\n","questions_df['BodyText_ChCount'].plot.hist(bins=50, figsize=(20,10), edgecolor='white',range=[0,3000])\n","plt.axvline(questions_df['BodyText_ChCount'].median(), color = 'r', linestyle = 'dashed', linewidth = 4)\n","plt.xlabel('Number of Characters Per Question', fontsize=17)\n","plt.ylabel('frequency', fontsize=17)\n","plt.tick_params(labelsize=15)\n","plt.title('Character Count Distribution', fontsize=17)\n","plt.show()"],"execution_count":6,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x720 with 1 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 1440x720 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"JcAVq6RX_yIL","colab":{"base_uri":"https://localhost:8080/","height":974},"executionInfo":{"status":"ok","timestamp":1623009924096,"user_tz":360,"elapsed":9302,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"8d6a8b85-aa74-4b3f-eb8f-362e469e15ee"},"source":["'''\n","3c. Analyze number of characters and number of words and unique words in each question versus viewcount, tagcount, and score\n","with both Scatter and Violin plots using seaborn library\n","Looks like both viewcounts and score are inversely correlated to both character and word counts; no relationship observed\n","between these and tag counts\n","'''\n","# Unique Word Count, Word Count and Char Count  vs ViewCount\n","fig, (ax0, ax1, ax2) = plt.subplots(ncols=3, sharey=True, sharex = True, figsize=(10,5))\n","\n","sns.regplot(x = 'BodyText_UnWordCount', y = 'ViewCount', data=questions_df, ax=ax0)\n","sns.regplot(x = 'BodyText_WordCount', y = 'ViewCount', data=questions_df, ax=ax1)\n","sns.regplot(x = 'BodyText_ChCount', y = 'ViewCount', data=questions_df, ax=ax2)\n","plt.ylabel('ViewCount')\n","plt.xlim(0,5000)\n","plt.ylim(0,100000)\n","plt.show()\n","\n","# Unique Word Count, Word Count and Char Count  vs Score\n","fig, (ax0, ax1, ax2) = plt.subplots(ncols=3, sharey=True, sharex = True, figsize=(10,5))\n","\n","sns.regplot(x = 'BodyText_UnWordCount', y = 'Score', data=questions_df, ax=ax0)\n","sns.regplot(x = 'BodyText_WordCount', y = 'Score', data=questions_df, ax=ax1)\n","sns.regplot(x = 'BodyText_ChCount', y = 'Score', data=questions_df, ax=ax2)\n","plt.ylabel('Score')\n","plt.xlim(0,5000)\n","plt.ylim(-10,220)\n","plt.show()\n","\n","# TagCount vs Unique Word Count, Word Count and Character Count\n","fig, (ax0, ax1, ax2) = plt.subplots(ncols=3, sharey=True, sharex = True, figsize=(10,5))\n","\n","sns.violinplot(x = 'TagCount', y = 'BodyText_UnWordCount', data=questions_df, ax=ax0)\n","sns.violinplot(x = 'TagCount', y = 'BodyText_WordCount', data=questions_df, ax=ax1)\n","sns.violinplot(x = 'TagCount', y = 'BodyText_ChCount', data=questions_df, ax=ax2)\n","plt.xlabel('TagCount')\n","plt.xlim(-1,5)\n","plt.show()\n"],"execution_count":7,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAoMAAAFCCAYAAACKMtcCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzde3Sc933f+ff3eWYGM7gR4AWiJNK2aNOmLceuL3WkjZbLtd1YTrey23V7rG1qt+tE7Ilb95Y0To9Ld5nm1Nr01I1a1yXX8cZOunZz1PSIp/WldhSW9amYWJLrRLRgk4YUkZKo4QUEB5gZzMzzfPeP5wE4uA9AgDPAfF7HMAa/eWbwI4++fL7zu3x/5u6IiIiISHcK2t0BEREREWkfJYMiIiIiXUzJoIiIiEgXUzIoIiIi0sWUDIqIiIh0MSWDIiIiIl1sw5JBM/uimRXN7Jmmtu1m9i0zO5t+H07bzcweMbNzZvbHZvb2ptd8NL3+rJl9tKn9HWb2J+lrHjEzW+53iIiIiMhCGzky+FvA/fPaPgn8vrvvB34//Rng/cD+9Osh4POQJHbAp4GfBN4FfLopufs88PNNr7t/hd8hIiIiIvNsWDLo7qeAq/OaPwB8KX38JeCDTe1f9sRpYMjMbgfeB3zL3a+6+zjwLeD+9LlBdz/tSdXsL897r8V+h4iIiIjMc6vXDN7m7i+njy8Ct6WP7wTON113IW1brv3CIu3L/Q4RERERmSfTrl/s7m5mG3oW3kq/w8weIpmWJsjl3zFw26uJ3XGHO4YKDOTb9tcjXe6pp5667O67bvXvVUxIp+qEmOjr63vHgQMHAChVG7x0rYIZBGaKE7nl1jMmbvV/sa+Y2e3u/nI61VtM218E9jZdtydtexE4NK/9ZNq+Z5Hrl/sdC7j7ceA4wPZXv9Hv/oXPsWe4l8MH93HowMha/4wiN83M/rQdv1cxIZ2qE2Line98pz/55JOzz50cLXLs1BgXxsuKE7nl1jMmbvU08QlgZkfwR4HHmto/ku4qvgeYSKd6vwn8tJkNpxtHfhr4ZvrcdTO7J91F/JF577XY71jRhg5TimxCigmRxc0kgueVCMoWsJGlZb4CPAG8wcwumNnHgM8Af87MzgLvTX8G+BowBpwD/h/gFwDc/Srwq8B306+jaRvpNV9IX/Nj4Otp+1K/Y1mNOGaokKVYqnLkxBlOji45oCjSFRQTIos7OVrkyIkzFEtVxYhsCRs2TezuDy7x1HsWudaBjy/xPl8EvrhI+5PAmxdpv7LY71hJYIaZ0ZvLUK41OHZqTJ/ypKspJkQWd+zUGNkwiQ1AMSKbnk4gWUQhG3JhvNzuboh0DMWEyA3nx8sUsuGcNsWIbGZKBhdRqUfsGe5tdzdEOoZiQuSGvcO9VOrRnDbFiGxm2v+eqtYjnn15gkwQMJDP8I///Jva3SWRtmrEMT8ulpiOYjJBwAfeeke7uyTSEQ4f3MeRE2co1xoUsiGVekQ9cg4f3Dd7TfMGk73aYCIdTslgyoFGDLHHVOd94hPpRvXIKddjAoNCNuDRp1/kLXuGdEOTrnfowAhHYU5ZmXv3befYqTE+9dgzDPRkuDQ5zbZCds4Gk6Ppa0U6jZLBlAH5TIA7VOoxn/n6swpa6WrNMTFVi8hnIy2QF0kdOjAyGwszu4uzoTFUyHKuOEkjdvpyGSynTVjS+ZQMphyYbsSYJTfB565oIbB0t+aYCEhOXNACeZG5To4W+cRXv0e5FtGTCdjZ30PkTmBweXKawUIW0AYT6WxKBps44GmVXYvjtvZFpBPMxEQMxLWIPXu0QF5kxsyI4FStQSYwGpHz0kSFgCR2atGN+4g2mEgn027iJjOjggC5TLjstSLdwEjiAsCNOQvkRbrdTL3BfCYEjCAwApL6nLFDGBjuTrnWWLDBRKSTKBlsMjMqGBr05pQMSnebSQRn4mKgJ6P1TiJNZuoN7hroSUbQ3cGcRuwM92Z5zfZeJip1RgbyHH3gbsWPdCxNE6cCM7KhkQsDBgsZXrOjv91dEmkrMyMMjIJiQmRRe4d7KZaqDOSz3DEEl0rTVBsxfbkMv/6htyr5k01DI4OpbGi84bYBdm/Lkw1DDedL11NMiCzv8MF9SQmmWoP+ngy7t+W5c6iXRz78NiWCsqloZDDViJxnL5boy4X83H13KZCl6xlwtjgJwL6dfe3tjEgHWqze4ExxaRWdls1EyWAqExpv3D1ApR6puK4IEDvsGS7MnrCgorkiCzXXG5wxv+6gik5Lp9M0cSqwZAdYby5DNjSOnRprd5dE2soMenMZxYXIKs3sMlb8yGahZHARKg4qknxAaqa4EGnNzC7jZoof6WRKBheh4qAiaZmMJooLkdbsHe6lMu+Me8WPdDIlg6nYXcVBRZq4Q7nWUFyIrFLzLmPFj2wG2kCSygQBE5X6nN1gIt3sjqECIwP5BbskRWR5y+0yFulESgZTtShWwIo0efFahbcDv/qBNysmRJq0UjZmsV3GIp1KyWDKgO+9MM7Hvvxd9u/q55Pvf6MCWbpaJjCevzLJ4d95iv6ekNffNqgPS9L1Vls2RvUGZTPQmsFUPYpxIDTj+atljpw4w8nRYru7JdI2UexcmawTu1Otx7M3PcWFdLPVlI2ZSRyLpeqcxFExJJ1GyWCTwIzAjCh21YSSrteIHbPkA1ItilUrTYTVlY1RvUHZLJQMzkhLqrlDLgxUE0q6nnuSDM7EBKhWmshqysao3qBsFkoGZzjEsRPj7OzvUU0o6XpmyVTxTEyAaqWJrKZsjOoNymahZDDlgAVwx7Y8mdBUE0q63syyiR19OQbyGdVKEyEtG/PA3YwM5Jmo1BkZyHP0gbsX3RSieoOyWWg3ceo1O/p4295hLoyXGRnIa8eXdL033j7IP//Zd6hWmsg8rZaNUb1B2SyUDKYG8hm+8tA97e6GSEdRrTSRm6MYks1A08QiIiIiXUzJoIiIiEgXUzIoIiIi0sWUDIqIiIh0MSWDIiIiIl1MyaCIiIhIF1NpmdTYpSnue/hx9qoOlAigmBBZzsnRIsdOjXF+vKwYkU1PI4OpRhwzVMhSLFU5cuIMJ0eL7e6SSFspJkQWd3K0yJETZyiWqooR2RKUDKbqkfPDV0pcnKhSjyKOnRprd5dE2sodnrs8xQtXyxSvV3n4G6Pt7pJIRzh2aoxsaPTmMpgl37OhLbhvnBwt8uDx09z38OM8ePy0kkXpWJomTsXu1COnEUdUahH1yNvdJZG2qkUx5XqEOzRwRi+WODla1FSYdL3z42WGCtk5bYVsyIXx8uz08dliiVK1wXBvlp39PbOjh0dBMSQdRyOD87hDDExNN9rdFZG28/Qzkadfn/n6s+3sjkhH2DvcS6UezWmr1CP6ciFHTpzh+SuTXJmsMd2IeeX6NK9cry45eijSCZQMLqHWiNvdBZGO8+NLU+3ugkjbHT64j+uVOmdfKfHsyxOcfaXE9UodM6MeRVyZrOOAkXyIujxZ43qlPjt6KNJpNE28hFizxCILNBQYIkCS5GFgZmDJz5cmpylPNzCDwOaOrF+enCYTGnuGe9vXaZElKBkUkZZlQmt3F0Ta7tipMbYVsty+rTDbVq41uFSaZjqKyYYBmSCgHiUzTGYw3YipR87hg/va1W2RJWmaeAmh/mZEFnjtzr52d0Gk7c6PlylkwzlthWxILjQyQUAUO4FBGBgG4NCbCzn6wN3aPCIdSSOD81j69bpd/e3uikjHMJIPSJ98/xvb3RWRthvoyXCuOEnkTi4M2DXQQxgY+28b5N592/ncyR/TiJ2eTMBAPkMuo0RQOpvGv+aZWQfyMz9xe7u7ItJR/sJbbtfNTLreydEilyanacSOAfUo5sJ4heuVOocP7uMte4a4a0cvYWA0Yme4N6dEUDqeksF5DAgNHn36RRUIFSGJiUwAT70woZiQrjezXvDOoQLZMMBJ1tLu6MsBcOTEGeqxs3+knz3DBaZq0fJvKNIBlAymjGTNR08mADPVg5Kup5gQWWhmveBgIcu+Xf0c2D3I63b1M1WLWj6ZRKTTtCUZNLO/Z2ZnzOwZM/uKmeXN7C4z+0MzO2dm/97Mcum1PenP59LnX9P0Pr+Stv/QzN7X1H5/2nbOzD7Zar+mGxHVRkwUO40oVj0o6W4GUexMN2IakfPytQpni6V290qkrZYqOL1nuHfRjSWNKObpF8Z1JJ10tFueDJrZncAngHe6+5uBEPgw8DDwWXd/HTAOfCx9yceA8bT9s+l1mNmb0tfdDdwP/BszC80sBD4HvB94E/Bgeu2ynBu1BQODF69V6e/R/hrpYp4cSeck08T12ClVG7qZSVc7fHAf9cgp1xq4J99nSsbMTxRL1TovXqtiBkOF7OyRdIoh6TTtmibOAAUzywC9wMvAu4FH0+e/BHwwffyB9GfS599jZpa2f9Xdp939OeAc8K7065y7j7l7Dfhqeu2KDMgGEFry1+KuArvSvWZOUMgGEKQxMdyb1ZSXdLVDB0Y4+sDdjAzkmajUGRnIz24QmZ8oXpyoAnDbQF7TxtLRbvnQl7u/aGb/HHgBqAD/BXgKuObuMwcCXwDuTB/fCZxPX9swswlgR9p+uumtm19zfl77Ty7WFzN7CHgIoGdohN5cSC2KyYTG7v4eLfyVrtMcE7ltc2NiZ3+egXxGyyekqzTHxKte9SogSQgX2x186MAIR0k2mVwYL+PAnUN5BgvZ2Wt0JJ10onZMEw+TjNTdBdwB9JFM895y7n7c3d/p7u+kMEgtismFATv7e8iEgY4Nkq7THBP5gSGieaPjM2ujRLpFc0zs2rWr9dcBPZmA6Xnn3CuGpBO1Y5r4vcBz7n7J3evA7wE/BQyl08YAe4AX08cvAnsB0ue3AVea2+e9Zqn2ZblDPXKmGxEvXqswkdaMEulW1UZMtR4Tx049ihUX0vXGLk0tuxHk5GiRIyfOUCxVGSpk6esJuTRZ41KpumB9oUgnaUcy+AJwj5n1pmv/3gP8APgD4EPpNR8FHksfn0h/Jn3+cU8W850APpzuNr4L2A/8EfBdYH+6OzlHssnkxEqdmjl5pBEnG0h29feoSKh0NQOyoRF7srkqE5jiQrpaI46X3Qgyv7TMzv48IwM5yrVowfpCkU7SjjWDf2hmjwJPAw3ge8Bx4D8DXzWzf5q2/Wb6kt8EftvMzgFXSZI73P2Mmf0uSSLZAD7u7hGAmf0t4JskO5W/6O5nVuqXmZHPhsTuhAaT042VXiKy5WWCgMCcTGDctbOPiUq93V0SaZvAbHYjSLnW4NipsTmJ3fnxMkNN6wMBdvT1kAnq/Ldffvet7q5Iy9pSO8XdPw18el7zGMlO4PnXVoG/vMT7/Brwa4u0fw342lr6ZgbTUTy7puPkaJFjp8Y4P15m73Avhw/u06c66SpmSYmZpdY6KUakGy22EWTvcC/FUpXe3I1bq9YILqR/MzqPTiBJuTvuThQ7mSDg8MF9C9Z/qEaUdJs4duLYCc0WXeukGJFutViSt1wNQkno34zOpGQwZZYcKh6Y8fFDr+XQgREdLSRdLRsGWACRw107+xZd66QYkW4Sp4MGSyV5y9UglIT+zehMOmIjlQmMP/ua7XOGqxdb/6EaUdJN3rZ3eNkpHMWIdJNMEDBRqbNnmanNpWoQSkL/ZnQmJYOpN+we4CsP3TOnTes/pJstFhPzKUakm+zb1aeNIDdJ/2Z0Jk0TpxarH6X1H9LNVqqpBooR6W4nR4s8ePz0inEiN+jfjM6kZDC1WP0orf+QbrZSTTXQGinpXtoIsTb6N6MzaZo45Q7PXZ6iFsWEgfGZrz87u/ZD/5FKN1oqJuZTjEg3at4IASyoPajyKUvTvxmdRyODqXoU04iSEhpx7Jy9NKlPeNLVFBMiSzs/XqaQDee0zWyE0KihbDZKBlNOUli3FsU4kA0CbXWXrqaYEFna3uFeKvWIUrXO2KVJRi9e51xxkv6ejMqnyKajZHAed6hHzmA+o63uIigmRBZz+OA+rlfqXBivUI/i9Gx759LkNGeLpSVHDUU6kdYMNvH0uwHXKnXeMTLQzu6ItJ03Pb40WePAbsWECCTr3nb05ShNN4hiJxcG7OzvIRMal0rTVOrRouVTtJZQOpGSwUUk02PO7sFcu7si0jEcOFss8ci3f8Qn3vv6dndHpO0maxGv29WPmc22uTu50GbLpxSyIZV6RD1y7t23nSMnzpANbc5awg9duMYTY1eVIErbaJp4GV975hUt+JWuZenXnDYzPnfyx4oLEW6sG2xWqUfsv21w0fIpT4xdXbCWsNaI+NzJH2uzibSVksF5Zm6AudBoxLEW/Ep3sxvfcmFAGCguRGYsV0D50IERvvLQPfy3X343X3noHg4dGFl0B3Kp2qARx9psIm2lZHAeM8iGAWZGTxhowa90rcAM9yQRzKaJoDuKC5HUagsoLzaSON2I6Qnn3oq12URuNa0ZnCd2aEQxmTBgW19W5yVK1wqCZFjQSWoOxg6BKS5Ems0kfjObQj7z9Wd5+BujlKYbC9b/HT64jyMnzsxZSxgGxrbe7Jz31Fm9cqtpZHARMZALIRuGOi9RulYjignTaWIHGjH09QSKC5EmzQWmQ4Nzl6Y4W5wkNBas/1tsJPHjh15LNgx1Vq+0lUYGm8wslneg0nCdlyhdzdOvTGBE7rhDFKO4EIHZEjFPvzCOAbu35bk8WSM0A4PLkzX27eqfc0QdLH4U21v2DHHs1BgXxsvs0W5iaQMlg4vIBsnooIJRup07RO5kQyN2Z1shq7iQrjczGjgTFwa8dK2axEqQJIO1KAZaW/+ns3ql3TRN3CwdGqzH0JcLl79WpBvMxETkZIJA65hEYM5xc7kwwDDMkhqD7smHqFy6KUTr/2QzUDLYxP3GiQs/d99dbe2LSCeYiQkHBvIZrWMSgTklYnb29xDjeBoskTtR7Ozsz2n9n2wamiaeJzC4Y7BHJyxI15upuelAbzbk1z/0Vk1liZCUiCmWqvTmMgwWkp3Ar5SqZM24a0cvZsbkdIORgbzW/8mmoGQwVciGvHZXH/Uo2Tgi0u3y2ZB9TTGhG5pIYn6JmExoK9YYFOlkSgZTUez6FCfSRDEhsrhDB0Y4CtoBLFuGksFUPYp5+oVxHv7GKKCdxCJR7PzR81c589IEP3ffXVo6IbIIb3o8U27m/Hh5QcFpkU6mDSRN3J2zxUl+6dHv65Bw6XqxO5kg2Q35G4+f45Fv/6jdXRLpCM2FpocKWYqlKr/46Pf5pUe/P6etueC0SCdTMpgyM8IgOX+1VG3okHDpemZGYAGZICAw+MJ3nmt3l0Q6QnNpGbPk++R0g1K1MactG5ruJbIpKBmcxwwacaxDwkWaBAZTtajd3RDpCM2lZWZEsdOI4zltrRScFukEWjOYit2p1CMMyASoSKh0vZmYgKTETD6rz44iAP25kHOXJoliJxcG7OzvIQwMPKnSfr1S5/LkNNONmN5cyMnRotYOSkfTv+7zONCI4d5929vdFZGO4UAuE2j9k3S9v/fVp/nhK5NU6zH1yCnXIl68ViEbGAP5DJdKVV6aqFCLYgzo6wm1dlA6npLBRZjBE2NX290NkY4RWHLSgtY/STcrXq/yH//Hy3N2EDsQx86e4V5+/UNvpVyLiD0ZMbxzuMDO/rzWDkrH0zTxImJH6zxEmsSu9U8ilydrjJAMGMxwBwwmpxscOjDCYCHLq7Ynp5DMUOxIp9PI4BK0ZlBkrko9UlxIV4vcMZhbXJDkw9JMbOwd7p1daztDsSOdTsngIgx0sLhIEwPqkSsupKuFZgQzd82mhNDsxj3j8MF96VrCBu7Jd8WOdDolg4v44J+5XTu/RJrsGS7o3FXpejv7c8CNhNDThPCDb71xzzh0YISjD9zNyECeiUpdZxbLpqA1g00G8xkduyXSRDEhcsPIYJ6PvPt1fOE7zzFVi+jLhYvGx6EDI0r+ZFNRMpj6iTu38eQ/eV+7uyHSMRQTIgt94r2v14cj2XI0TSwiIiLSxTQymBq7NMV9Dz/O3uFeDh/cpyF+6XqKCZHFnRwtcuzUGOfHy4oP2RI0MphqxDFDhSzFUlXV4kVQTIgs5uRokSMnzlAsVRUfsmUoGUwFZpgZvbmMqsWLoJgQWcyxU2NkwyQuFB+yVWiaOBXFztilSWpRTDYwJir1dndJpO1K1TqXStNMNyIujFc4OVrUdJh0tfPjZYYK2TltK50womll6XQaGUzVo5hG7ISBUY+dUrWhYX/palHsvHStSiP2dJQQTYdJ11vtCSOaVpbNQMlgEwM8Th4P92Y17C9drR7FgM/8j9sG8poOk6632hNGNK0sm4GSwZQD1UZMPY4ZLmTZ2d+jg8WlqzlQi5zpKKY3GzJYyK44HSay1R06MMKH3n4nl0rTPHuxxMsTVeIo4lOPPcODx08vGPE7P16mkA3ntCmOpNO0JRk0syEze9TMRs3sWTO718y2m9m3zOxs+n04vdbM7BEzO2dmf2xmb296n4+m1581s482tb/DzP4kfc0jZmYt9YvkwPGr5TpXpqZ1sLgISVxMVBsUr1eXnQ4T6QYnR4s8+vSL7BroYc9Qnloj5mKpRmgsOgW82mllkXZo18jgbwDfcPcDwFuBZ4FPAr/v7vuB309/Bng/sD/9egj4PICZbQc+Dfwk8C7g0zMJZHrNzze97v5WOjVz7ngjdq5O1XWwuAg34qJYml52OkykGxw7NUY9irg4UeWFqxWi9IDiy5O1RaeAVzutLNIOtzwZNLNtwEHgNwHcvebu14APAF9KL/sS8MH08QeAL3viNDBkZrcD7wO+5e5X3X0c+BZwf/rcoLufdncHvtz0Xi0b6Am120ukiQNHH7hbcSFd7WyxxOVSjUbsyQclTwYQqo1kwfn8KeBDB0Y4+sDdjAzkmajUGRnIK46k47SjtMxdwCXg/zWztwJPAX8HuM3dX06vuQjclj6+Ezjf9PoLadty7RcWaW9ZYLD/tsHVvERkyxvMZ3QDk65Xa8RE7kRRMiI4M3Lu6QjhYlPAhw6MKHako7VjmjgDvB34vLu/DZjixpQwAOmIni/y2nVlZg+Z2ZNm9mRUnphtjx0N4UtXWiomAN5zYFebeiXSPs0xcenSJWKPiT25TzSLHU0By6bVjmTwAnDB3f8w/flRkuTwlXSKl/T7zArcF4G9Ta/fk7Yt175nkfYF3P24u7/T3d8Z9m6bbe/NaYpYutNSMREGcPF6rY09E2mP5pjYtWsXgQWElswgGckXgBmaApZNa8Vk0Mx6WmlrlbtfBM6b2RvSpvcAPwBOADM7gj8KPJY+PgF8JN1VfA8wkU4nfxP4aTMbTjeO/DTwzfS562Z2T7qL+CNN77XMnxN6MgHZwOjNhStdLrKprCWOZ2IiFwbsGSqoFIZsKWu9t+UyAYEZ2TCgJxuQS+8bO/pyfOWhe5QIyqbUyprBJ0hG7lZqW42/Dfw7M8sBY8DfIElMf9fMPgb8KfBX0mu/BvwMcA4op9fi7lfN7FeB76bXHXX3q+njXwB+CygAX0+/luUO000LgEW2mFXHcXNMvDxR5bW7+jeudyK33qpjolRt0NOIiZvWDEIyOlhrxLMlZXT0nGw2SyaDZrabZONFwczexo3R8EHgpgokufv/AN65yFPvWeRaBz6+xPt8EfjiIu1PAm9ea//Oj1d45Ns/4hPvff1a30KkI6xXHNci50+vTOlsYtn0biYmXrpW4e5cSKUeJQlhTDJlnM4o/eKj38eAwUKWoUKW569Mcvh3nqK/J+T1tw0qMZSOtdzI4PuAv06y5u5fNLWXgH+0gX3qCP/21JiSQdkK1i2Oy/WYh78xqpuZbHZrjgkz2DWQpycTcj5dNuHAHdsKDBaynC2WwGH3tgKlap0rk3Ucp1qPZwtSHwXFkHScJZNBd/8S8CUz+9/d/T/cwj51hHItWvkikQ633nE8dnlqHXol0j43ExOBGdcrdS5PThN7khxCMhIIEMWOu3O9Uuf8eJnYk40mlTiiN5ehXGtw7NSYkkHpOK2sGfxPZvZ/AK9pvt7dj25Up0Rk3a1LHEdxvM7dEmmbVcdEI4p5aaJCgGEk62oBrlfqDBayhIERRc6Fa5XZ0jNx0zUD+Yw2YklHaiUZfAyYICkOPb2x3ekcmaCl44xFNot1ieOwtWO+RTaDVcdEI83sLIAMRj1KTiF54Wo53XlvTDWYPaKu2cXrVTJhQWcSS0dqJRnc4+4tne27lWx4xWuRW2td4rgWuTaRyFax6pgIAyMbGPXYCc2IzIk9vV8Y5LIhU/X4xpBhk+lGvGhB6pOjRe0+lrZrpej0fzezn9jwnnSYeH55eZHNbd3i+MiJM7MlNEQ2sVXHRE8m5PahAgd2DyaJYRjQEwb05UJuG8gzOd0gih0DcmFSo3Nmksls4dneJ0eLHDlxhmKpylAhO7vJRPElt1oryeB9wFNm9kMz+2Mz+xMz++ON7li7KRWULWZd4jg0yIbGsVNjG9BFkVtq1TGxa6CHeuSUaw0q9YhaI2Y6ipmuR8k6wfjGecW1KMbdyQYBmcB4w0j/ghG/Y6fGyIZGby6DWfJd8SXt0Mo08fs3vBcistHWJY7DMKCQDbUIXraCVcfEQD7D0Qfu5uFvjCa7iYFsAI0Y3B0LjHwmoB4l5xc3Yqcnawz1ZPnk+9+44P3Oj5cZSnciz1B8STu0MjLoS3yJyOaxLnEcu1OpR1oEL1vBmmJiZnQvFxoONPzGi6LY2b0tz97tvRSyAUFg3LWjj519OT712DM8ePz0nCngvcO9VOpzy5gpvqQdWhkZ/M8k/60bkAfuAn4I3L2B/eoIWigvW8i6xLHBoovgRTahNcXEydEiPypOElqSENabjqULA2Mgn519nAsDpmoR2dDmrAmcKTx9+OA+jpw4Q7nWoJBNTjZRfEk7rDgy6O4/4e5vSb/vB95Fcn7jlqd1G7JVrFcch4EtWAQvshmtNSZm1vkZRhgE5LMhmfROmgkM92RNYT1KClAvtybw0IERjj5wNyMDeSYqdUYG8oovaYtWRgbncPenzewnN6IznSQArduQLWstcbyrP0s+m9GNSrakVmKiVG3w9Avj1BsxMWDRjaFFgLt29jFRqbMnLVdI6CcAACAASURBVBHzqceeWXFN4KEDI4opabsVk0Ez+/tNPwbA24GXNqxHHSIGrduQLWM94vjKZJ3X39azrv0SaZe1xMRL1yrsjpNEEG6sFZz5XixVef1tg7PTvNcrdV66Vpl9fSEbMpDPcNfO/vX4I4ism1ZGBgeaHjdI1ll0xVnFuwdz7e6CyHq56TiOSU5a0Fpa2SJWHRPuTpwcRLfguQAYL9f57vNX+e7zV+jryZAJjOaStZV6RKUekQmM+x5+XEWmpWOsmAy6+/8FYGb96c+TG92pTvHNH6jwp2wN6xXHlXrMw98Y1c1LNr21xETkkDEjWiQZjAE82VQy3XAmKg3ymYBsaESxzyaFBlyeqvG6Xf0LNpSItMuKG0jM7M1m9j3gDHDGzJ4yszdvfNfar1yLVr5IZBNYrzh2YOzy1Lr3T+RWW0tMuDuxx0s+HxiY2WyqON2ICQOjJxOSzwS4J5uwothVZFo6Sit1Bo8Df9/dX+3urwb+Qdq25ZmtfI3IJrEucayQkC1kTTHRWDoXJExvGmY3YmXmmOLm44pz4Y1br4pMSydoZc1gn7v/wcwP7n7SzPo2sE8d485BLZaXLWNd4tiAu3ZoY5VsCauOiZGBnjkTxPNXD4ahEbsnoyyWjALGsRNbclUmgNhhZ/+Ne4uKTEsnaCUZHDOzfwz8dvrzzwJdMab9T//iW9rdBZH1si5xvL0/t+ixWiKb0KpjYmQwz67dAzx3eYooTfpid+rpaGG1HpMLYGQwOcO4kA25OFGlETuhwe3bCskGkjCpR6gi09IpWpkm/j+BXcDvkey02pm2bWkHbuvTgl7ZStYljj9yz6sVF7JVrDomRi+WAOjPZ9jRl6Me30gEg3ReuOGwLZ/lI/e8GjPjVTt6ufv2QV69ow8z4yP3vFpFpqXjLDkyaGZ5YMDdLwGfaGofASpLvW6rOHtJazhk81vPOA4Mnhi7euNNRDahm4mJTGDUoqS4zPVKg9iTqeJsGCRTwu4YMNzXwxNjV2dPHwHozWUo1xo8MXaVrzx0z4b9+UTWYrmRwUeA/3mR9p8CPrsx3ekcUexzDhQX2aTWLY5jh6dfGFdcyGZ3UzHRm8swWMgSuROmw4H1KGa6EeHuNOKYC+Nlzo+XKWTDOa9dzWaRk6NFHjx+mvsefpwHj59W3MmGWi4ZfIe7/978Rnf/j8DBjetS5zhy4owCUDa7dY1jQ3Ehm95Nx0QhGxK7E8eebCCx5MNSLXIaMUxU6vTnQir1ueXJWt0scnK0yJETZyiWqgwVsrP1CBV3slGWSwaX+y+2lbWGm57qP8kWsK5xvHtbXnEhm91Nx8TMKSLzy8fM/oJcyJWpGhOVOuVaA3enXGu0vFnk2Kmx2Slm1SOUW2G53cRFM3uXu/9Rc6OZ/Vng0sZ2qzO8fK3CRKXe7m6I3Ix1jeNLpWmmGxEXxis6lk42q5uKiZmkrjcXMjLQw8WJKtNRkg0aSY3BXQN5yrUGuTBgqDfHhfEye1Zx9Nz58TJDheyctqWmmE+OFjl2aozz42Udbydrtlwy+EvA75rZbwFPpW3vBD4CfHiD+9URyvWYelzXTU82s3WN46lahAGBuY7Rks1qzTERxc7IQJ57923nC995jhevVQmbK7FbMrQ4dmmSWhQTmHHsZw+sOkb2Dvfy/JVJrlca1KKYXBgwWMjwmh39c66bmU7OhjZnOllxKau15JB4+qnpXSQfdv56+mXAT7r7H96KznWCKHIe/sZou7shsiYbEcdOclOsR5GmrWTTuZmYeMPuAQ4f3Mdvn/5TpmoNGrHPjgom752UlpmuJx+a1rrG9t592ymWamlCCbUopliqce++7XOu03SyrJdli067e9HMTgGfcfctX05mvmxgmOksVtnc1juOs4ERBMZEuc6FQCWYZPO5mZh4+BujXJ2qEfnS1zQcwti5Y3uBMEiSs9WM1D0xdpVd/TlK1RsjgwP5zILSTquZThZZTisnkHwE+LyZXQX+G3AK+I67j29ozzpAJgyI4mUOohTZPNYtjjNhgONMR7GO0ZLNbNUxUao2uPJKacGGkcWYGe5rS87Oj5fZ2d/DroH8bJu7L3ifvcO9FEvV2VqGoOPtZG1W3Dnl7h9199cDfwk4D3yOLtlAEsdO7DqLVTa/9YxjdyeKnUwQ6Bgt2bTWEhMvXau0lggCoRmXJ6fXlJztHe5tqSzN4YP7qEe+ph3LIs1WHBk0s58lKdD5E8Bl4F+TfIra8iyAoZ6szmKVTW8947gRJ8V2P37otVqkLpvWWmLCDPKZgGpj+RkjB2KPmW7YmpKzwwf3ceTEGcq1BoVsuOQZxocOjHCUZO3gancsizRrZZr4XwI/Bv4t8Afu/vyG9qiDvG3vsAJLtop1ieOeTMDbX6W4kC1h1TERmLF7W54XrpaJlxghNJJksB6D4fTlwsUvXMZqkrxDB0YUi3LTVkwG3X2nmd1NUpn918xsP/BDd/9rG967NhroCXR+pGwZ6xXHHz/0Wj7x3tdvSB9FbqW1xETszkA+y67+Hi5NTi9ICDOWjB7W04HDV20vUIviNZV7UZInt9KKawbNbBB4FfBq4DXANmDL76pYYRZAZFNZjzgOLdnlKLIVrCUm3OHyZJWrUzXCwMiGRjaATGDs6s/Rkw1n7x35TMBgIadyL7IptDJN/J2mr3/t7hc2tkudobHUHIDI5nTTcRwEppIVspWsOibuGCowNR3hQE8YsLO/h2o94pXSNJcna+QyAc13jlK1zkA+q3Iv0vFamSZ+C4CZ9bp71/zXHCsZlC1kPeK4Hq1t/ZNIJ1pLTAzkM+QLWV61vRczo1StM16ukwmS2aTpdFgwIFk3+NK1KncMQRiYyr1IR2tlmvheM/sBMJr+/FYz+zcb3rM2UyooW8l6xbGZrXyRyCaw1phoLvtyqTSNGYQWEFiywSoTWHL/SP/v4kRV5V6k462YDJLsuHofcAXA3b9PsuB2S4udVR8hJNLB1iWOf1Sc5MHjpxUbshWsKSaaa/tNNyLcnTgdPjBL1g8GgZEJk6SwEcf05UI+9dgzK8bOydEiDx4/zX0PP644k1uqlWQQdz8/ryla9MIt5hcf/b6CUbaM9YjjjEGxVF3TeasinWYtMXHowAhHH7ibXBgQxVCLnADIhQHuySaTbJCMoDciJ4rhWqXGUCG7bOycHC1y5MQZiqXqiteKrLdWksHzZvY/AW5mWTP7ReDZDe5XR7heqWsHmGwV6xLHMWh3pGwVq46JUrXBg8dP84mvfo/RV0qzy4mmI6faiJluxNTjmFojphal6wcNrkzWmZxuLBs7x06NkQ2N3lwGM1OcyS3VSjL4N4GPA3cCLwJ/Jv15y6tHC8+CFNmk1iWOG1Fy+9PuSNkCVh0TL12r8PyVSa5XG0seSxd78qEpFwYEgZENA8yS9YWwdOycHy9TyM7doKU4k1ulld3El4G/egv60nEctANMtoT1juO1nLcq0knWEhNmcL3SaOnaaiPG3WnEkAltdqRwqdjZO9xLsVSlN3fjtqw4k1tlyWTQzP6hu//fZvavWGRzrbt/YkN71gEyAdoBJpvaesdxAJRrDe2OlE3rZmIiMKNca22pbRw7oSU1a92dnkywbOy0eh6xyEZYbmTwb5rZfweevFWd6TSfePd+HQckm926xnEQGiMDeZ1NLJvZmmOiEcUtlx1zIJMJiBtxsta2J7Ns7KzmPGKR9bZcMvgI8OvA7cDvAl9x9+/dkl51CJ3BKlvAusbx7sG8zuyWzW7NMbGak6kCgyh28pmA3p4MT37qz634Gp1HLO2y5AYSd/+X7n4v8L+Q1GH6opmNmtmR9EDvm2JmoZl9z8z+U/rzXWb2h2Z2zsz+vZnl0vae9Odz6fOvaXqPX0nbf2hm72tqvz9tO2dmn1xL//YM5W/uDyjSAdY7jrV+STa7m4mJYJVF1wOSBHJmF7LKxEinWnE3sbv/qbs/7O5vAx4E/iJpxfab9HeYu43/YeCz7v46YBz4WNr+MWA8bf9seh1m9ibgw8DdwP3Av0kTzBD4HPB+4E3Ag+m1q7PUVjGRTWi94nj3YG7d+ybSDmuJididMAAj+Vr+2qTkTC1ytuUzqhsoHa2V4+gyZvYXzOzfAV8Hfgj8pZv5pWa2B/jzwBfSnw14N/BoesmXgA+mjz+Q/kz6/HvS6z8AfNXdp939OeAc8K7065y7j7l7Dfhqeu2qXJiYXssfTaQjrVccf+2ZV9a9byLtsJaYyARGYEYYtD5CmA2NqVpEFDvF61V+/ref5C3/5Ju841f/i0YLpWMsmQya2Z8zsy8CF4CfB/4z8Fp3/7C7P3aTv/dfAv+QpBwTwA7gmrvP7Nm/QFL7ifT7eYD0+Yn0+tn2ea9Zqn3VHvn2j9byMpGOsd5xPN2IFReyqd1MTGTCgDu2FejJJDUEWxEGxnQj5qVrVRpxTD1yKvWI69UGz12e1GihdITlRgZ/BfjvwBvd/QF3///cfepmf6GZ/W9A0d2futn3Woe+PGRmT5rZk1F5YsHzX/jOc23olci6WlUcrxQToLiQTW/NMVGdvMZgIcuugR7CFtYPGsmKo9gdM4jimfOLAwKMUrWhU0akIyy5m9jd371Bv/OngAfM7GeAPDAI/AYwZGaZdPRvD0lFeNLve4ELZpYBtpEs+p1pn9H8mqXa53D348BxgJ7b9y9YJDjVYj0pkU612jheKSYCFBeyud1MTORv3+8/eHmCKF7hRSSJ4MyOYoAoTsvSOEw3IkIzapHrlBHpCK0cR7eu3P1X3H2Pu7+GZAPI4+7+V4E/AD6UXvZRYGa4/kT6M+nzj7u7p+0fTncb3wXsB/4I+C6wP92dnEt/x4m19LUnc8v/ekQ6mgXQlwtXvlBkC8oERqaFEcGeTMCO/hz7R/rZP9JPaDabQM6MFtZjJzTTKSPSEVY8ju4W+mXgq2b2T4HvAb+Ztv8m8Ntmdg64SpLc4e5nzOx3gR8ADeDj7h4BmNnfAr4JhMAX3f3MWjq0vdBJfz0i7RfF8HP33dXuboi0RSYMyIQB09GN0XHjxjEmhWzA5//qOxbUCrz/s/+Vc5eSmejmWoVRuoZQp4xIu7U123H3k8DJ9PEYyU7g+ddUgb+8xOt/Dfi1Rdq/BnztZvo22BNggUYGRZrlMyrGLt1ruhEvXCbRlA02Yp9d/9ecEE7WIu4cynN5soanZxbPvLg3G/Cpx55h7ymdOCLto6GvJZSmY+4Y0nSYSLNGDCdHi7phSVdydwJLagjeaEu+z0weF0tVfunR77OjL8dkLWLvcC/9uZB67Ozb1T/7ukulKuPlOvXYGSpkZ+sQHgXFl9xyGvpagqOF8iILaeejdLdw3pJBa2rPhQGT1QaXJmv88JVJxqdqPHd5kitTNSYqdcq1Bu5OudZgvFxne1+W3lwGM6M3l9HOYmkbJYPLeHmi0u4uiHSURuza+Shdy8zAjMy8hDA0sMDoy4UUS8mBBQ40IufKVI0wMHb19zAykGeiUmdkIM9APsOOvp4576OdxdIumiZeRqQT6UQW0M5H6VY9mYADuweBZJq3XIso1xrEniR+xcnanOuDwCAmrScY8PW/e3D2uQePn6ZYqtKbu3Eb1s5iaReNDC6jlRICIt1GOx+lW8Xus9O8jdgZzGeI4mQN4WJjB5V6ROzOdCNekOQdPriPeuRzpo61s1jaRcngMl430r/yRSJdJDt/wZRIF8kEAROVOtnAMKBYml40CWxWj53YFyZ5hw6McPSBu8kGxtniJBfGK6rhKW2jZHAZB3YrGRRpVo+cw7/zlM4nlq60a6CHvlzID4uTXJqsUWtxLdFyk0zlesye4QL7R/qpRfGCs4pPjhZ58Php7nv4cR48flrnGMuGUDK4jK8984oCT2Se2J3PnfyxYkO6zoXxMmeLk7PlZFqRS0fTF9slfOzUGNnQltxRfHK0yJETZyiWqnPKzyj2ZL0pGVxGrRFrm7/IfOkaqMO/85RGKqSrRLGvamNhJjDMjJ4wWHSX8PnxMoXs3Knh5h3FKyWL602jkN1LyeAKzr5yvd1dEOko9TiprRbFsUYqpKuspsBEaBAGhjts680uukt473AvlfrcerbNO4pXShbXk0Yhu5uSwWWY0fKaEJFuEgRGTyZUoVyRJUSeJIQ7+rNkw3DRXcLzdxRfKlW5MF7hbLHEg8dPM9CTWTZZXE+3ehRSOovqDC4jVh4osqgodvp7kn8+VChXusVq9tL3ZAJ29PewZ3jpM4cPHRjhKEkidvaV65SmI7b3ZdnR10OxVGWiUp/9nYVsSKUebVj5mfPjZYYK2Tltiu3uoWRwGaqiITLX7NFbgTE53WAEFcqV7rFtXrK0nJ5MwK9+4M0rnjN86MAIhw6MLChCPfM9GxjDfT1cGC8vm1jerL3DvSqC3cWUDC4jCGx2J5iIwK7+HOPpaMV0I1KhXOkq1XpEocVr+3pCjpw4w1FoKXlbamRuolLnG3/vntV3dpUOH9zHkRNnKNcaGz4KKZ1HawaXsaMvx/7bBtvdDZGOMVWLuGNbgSAwwiBgZCDP0Qfu3pCRCpFOM92IW7ouAHb251e15m6lzSQbbaYIdvP5yYrt7qGRwWXkMosv+hXpVtONiExoulFIV2p1GXkuk4yzrGbNXSeMzM1MWUv3UTK4DN3sROaaGQ3cqHVLIltBlFalXs3IXvNmko1eHygyn5LBZSgIReY69rPvUFyIrCAXBmtaT6uROWkXJYNL0LYRkYV0oxJZWWCuEXTZVJQMLkElBkUWOjla1M1NulargwST0zHjU9ML2k+OFjl2aozz42X2ahpYOoh2Ey9Dx/CIzKXjqaTbZVu4azrwo+Ikv/jo92fjRce9SSdTMrgMHcMjMletESkupHtZcsxcK2KHa+U6n/n6s4COe5POpmniZZwtltrdBZGO8sr1acbLdU0XS1dKNwnPThevnBc6z11JSsusdNybppClnTQyuIyJSl1D+CJNHHB3TW9JV8qFAbGncdDC9Y0Y4vSQ++WKSjdPIYcG33thnI99+bvc/9n/qjiTW0LJ4DKiyHn4G6Pt7oZIR6lHTj3SdLF0nzAwghZ3kcxclk0LUB8+uI965JRrDdx9TumZz3z9WYqlKs9fKfPC1QqNOCY04/mrZX3wkltCyeAyzGDs8lS7uyHSURy4Uppu+WQFka3EV1FqIgygN91xstRxbwBnL00Sx04cO04youjuRLFrXaHcElozuIzI9RcksphazC07M1VkM8qFxnBfjrt29s+2LVZU+sHjp8kGQTrt7BjJB656nNQrbESxPnjJhtPI4Ap29WVXvkikC927b3u7uyByywUt3jWnI+fy5PSKcXJ+vMxtgz2zI47NA4+BGS9eq9KXC9fWWZEWKRlcwUAh1+4uiHScTGA8MXa13d0QuaWi2OnJtJ6YNWL43Mkf88i3f7TkNXuHe8mEAXcM5bGm9YhGskYRwExnYsnG0izoCi5NLqwiL9LtAlyll6TrvGH3AFVb3flUsTv/6g/O8bU/eZnJWrSgbMzhg/s4cuIM2TDZnGIkS5QcqEcxO/qyTE43Zt9PJWhkI2hkcAXXyjXt5BKZp+FQqjYUG9J1yrW45WsNwJMd+M9fLS968kjzxhLDiB0yBvlMQDYIGC83ZqeJdYqJbBQlgysITDu5ROZzh+HerGJDusrYpSniVQwMJhtBkhdU6zHPXZ6iES3cIXzowAhfeegeXjfSTxgYYRgkmWQ6OzwzTaxTTGSjKBlcgYN2cok0MSAIjJ39PYoN6Sq1KFr5omVUahEvTVSW3CFcmm5w51CeTGBEsZMJjDuH8rPTxOfHyxSyc9csNp9iIrJWWjO4gjAwldAQaZILAzKhzZ6eINItotZniBcVA1mMV0rTvG3vMDB3DeD1Sp3eXMi+XTfK0ZRrDUYG8kCy2aRYqtKbu3HrVhzKetDI4Ar6ezIcPriv3d0Q6RjTUcxAPjN7eoJIt3B3sjd513R8NnbmrwHs6wl55fo0P7x4ndGL1zlbLDFRqc/G2XKnmIjcDCWDK/jnH3qrdmqJzDNUyHL0gbsVG9JVzKylM4mXE5jx+pF+Dh0YWbAGMBeGBJZsOHFPthQ3F5VZ6hQTxaHcLE0TLyMbmoJMZJ4wgOG+HsWGdB2zpHbgWg0VMgwWcvzy/QeAZA3gUOHGwQaXJ6eT84+BA7sHgWSa+Nipsdl4W+wUE5GbpZHBZQQq9CmyQE8YaMG6dKXVnEu8mMnpxpzTRPYO91Kp39iUUksXJebCG7dmbRCRW0HJ4DIG8ho4FZmvETv9PYoN6T7xTWSD2dAwM8bLtdnagPPXAIZBUmdw10DP7OtmNoicHC3y4PHT3Pfw4zx4/LRqC8q6UjK4DBWcFlko9uRkHsWGyCo4BBilamO2NuD8NYCv2d7LcG+WMLA5G0Tu3bddxaZlQ+nj/bJszloNEYE7hwpkQsWGyGpE6chfLYrnTP3OXwM4U2rmwniZPelxc80bTQB6c5kFawlFboaSwWX0ZLQ2SmS+wUIWd1dsiKxC7Mmaw1wYLFsbcLENIp967Jk5G01AawllfSkZXMZAPqNiniLzlKp1FWMXWYMYZyCfnVMbsLno9N50JHB+Mqhi07LRtGZwGVGsYp4i810Yr3C9qRCuiLRmWz7DXTv7Z2sDzi86vdRaQBWblo2mkcFl7OjLaT2GyDyZ0BQb0pVuptjYvft28JWH7pnT1upawEMHRjiaXt+8llAxKOtFyeAypmo3dyi5yFZTyBiv3dXPRKXe7q6I3HI3U2bwmRev8eDx03OSuPlFp2HptYAqNi0b6ZZPE5vZXjP7AzP7gZmdMbO/k7ZvN7NvmdnZ9Ptw2m5m9oiZnTOzPzaztze910fT68+a2Ueb2t9hZn+SvuYRs7VVj24uDioiUG04lyentVZJZJWmahHPXZ6cMw08v+g0aC2gtEc71gw2gH/g7m8C7gE+bmZvAj4J/L677wd+P/0Z4P3A/vTrIeDzkCSPwKeBnwTeBXx6JoFMr/n5ptfdv5aOamRQZC4HxstaLyiyWrHDlclpiterHP6dp3jw+Gnu3bddawGlI9zyZNDdX3b3p9PHJeBZ4E7gA8CX0su+BHwwffwB4MueOA0MmdntwPuAb7n7VXcfB74F3J8+N+jup93dgS83vdeqXJyoru0PKbKFDeQzmq4SWYN6nJxiErtTLFV59OkX+dDb75wtOj0ykJ/dXCJyK7V1zaCZvQZ4G/CHwG3u/nL61EXgtvTxncD5ppddSNuWa7+wSPuq1WPn5GhRgSnSpNaIue/hx5csgyEiS4s9qWE7s1nkibGrCzaWrFYr5WlEltO20jJm1g/8B+Dvuvv15ufSEb2bPBK8pT48ZGZPmtmTUXli0Wt05I90k1ZiojcX6kgs6RqtxMRqNGKnN12PXqrUOT12hdf+o6/xln/yTR759o9W/X6tlqcRWU5bkkEzy5Ikgv/O3X8vbX4lneIl/T7zX/KLwN6ml+9J25Zr37NI+wLuftzd3+nu7wx7ty3a15kzJEW6QSsxcWWqRqnaoDeXUXzIltdKTKzWtUqdF65MUZysAZAJko0jv/H4uQUJ4cnRIg8eP819Dz/Og8dPL0jymsvTmJniUtakHbuJDfhN4Fl3/xdNT50AZnYEfxR4rKn9I+mu4nuAiXQ6+ZvAT5vZcLpx5KeBb6bPXTeze9Lf9ZGm91q1RhTryB+RJvXIeWkiKTytI7FEVscsqVc4UW3MttUaThQ77s4XvvPcbHsro37nx8sUsiHXK3XGLk0yevE6FyeqnH1lzoSbyLLasWbwp4C/BvyJmf2PtO0fAZ8BftfMPgb8KfBX0ue+BvwMcA4oA38DwN2vmtmvAt9Nrzvq7lfTx78A/BZQAL6efq3JyxNV3vHq7Wt9uciWFEVJiZlMmBxLpzVLIq1xh1p0YxWUN7UDlJqSxFaKUu8d7uW5y5NcmaoRYIRm1KKYxjqueVd8b323PBl09++wdCH39yxyvQMfX+K9vgh8cZH2J4E330Q3Z9Ui5959SgZFmsXAdCOmnsbHkRNnyIY2Z/TiKOiGIXITzhZLlKcb1GMnFwbsGuihvyczZzT+8MF9HP6dpwCwIEkqDWN7X3bBSSZrMTM6qfje2nQ2cQueGLu68kUiXSYXBhx94G6eGLuqNUsi68RJErCTo0VK1SQRDAOjETsvXatyZWpu0fdDB0YYyGfIBkYUO5nAuGMoz46+nnVZwqE1id1Bx9G1QGuiRBZ61fYChw6M8KnHnmn5SC0RWdlMojXcm+XKVA2Pk7WGMc7VqTr/7C/OLUq9f2SAYqk6O50MUK411uUkk9UcmSebl0YGW6CjgUQWmjmhR0dqiayvC+Nlzo+X2dnfwx3bCmRCI/JkqnigJ1wwPXv44L4NO8lE8d0dlAyuIBuajgYSmSeXbhyBjb0RiWwlSy2WbzYTWzNJ2GAhy75d/RzYPcjubXn23za44DWHDoxw9IG7N+QkE8V3d9A08Qr+9v/6Oi2SFZlnWyE7ezM4dGCEoyRTWxfGy+zRbkORNWuOrSMnzlCuNShkQyr1aNkk7NCBkQ2JOcV3d1AyuIJPvPf17e6CSEcJDH79Q2+dczPYqBuRyFbSyrFaO/pyQGclYYrvrU/J4Aoe+faPlBCKNIkd/vjCNd0cRNaoNxtQqccLkkMjOZ2kuXSL4kxuBa0ZXEFzNXgRSSguRNYuGwaLjhIGlhSdVukWudWUDK5gcrqx8kUiXUZxIbJ2zUfRNYscalGs0i1yyykZFBER6RDurtItcsspGVxB3MqKX5Euo7gQ2RiNGCYqdZVukVtKG0hasF6HfYtsJfc9/LgOrRfZAIXswsLS6+3kaJFjp8Y4P15WHIuSwVboUG6RhUJDh9aLbIAL4xXu+2ff5tJUHYB9O/v45fsPzImxm0nmTo4WOXLiDNnQGCpkFceiaeJWaGeXyEIvXqsSxa74EFlnDlyYmMbdcXfO7vQqtwAAG4xJREFUFif5pUe/z8nRInAjmSuWqnOSuZnnV3Ls1BjZ0OjNZTBLviuOu5tGBlugnV0iC0XuXCpNc9fOPsWHyAYIg2S8xty5Vq7xia9+j8FCluuVOr25kG2FPAC9uQzlWoNjp8ZaGtk7P15mqJCd06b7XHfTyGALtLNLZCFPy2AoPkQ2RiOKmW5ETDdi6nFSg3CokGWq1uDKVI3rlfrstatJ5mbOPW6mOO5uSgZbcF07u0QWFZrp0HqRDVKPfc7OfQfOvlIijqEeORevV2efW00yd/jgPuqRU641cE++K467m5LBFuzoy2lRrcgi7trZx9EH7lZ8iNwitShZpwsw3Yi5XqmtOpk7dGCEow/czchAnolKnZGBvOK4y2nNYAsuT9Xa3QWRjvT1v3uw3V0Q2XK29YRMTEeLPpcMFBqZAGJ3Ll6f5u2vGl51aRideyzNlAy2oNaI290FkY5j7e6AyBa0qz/H7m0Fxi5NMlWLMINsEFCLbtyH6lFMJjT2DhWIHb7y0D1t7LFsBZombkEu1G1PZD6HlktZiEhrrlfqjF68TiNdLOgOwSK3oDu2FahFMROVOvc9/DgPHj+teJQ1UzLYgl0D+XZ3QaTj5EL7/9s79yi7qjrPf7731jtVkGdBEEaIglFGQaBFGKVpHEa0e7DHprthqSCtS1rbEdeM00I3y0FmzQKkXY20TBubZhSbVkRFHVtQecQgRN4hJBBIqETCK5VXvVKPe+85v/lj71u5VanHrUrl3qpbv89ap2qffc7Z+3fv3b9zfmfv396/Ka1t5jjO5AwlFt60SiaODBZSMgoP7LA+YJZcktDZm6OlITuttQYdpxQ3BsvAzAOxOs5oFjbX+0K1jnMIyKdGwfYPC2cVeghToJAYGRn7hhKWtTawrK3JF452Dho3BstgV99QtUVwnFlH90DeF6p1nENE0UVQQGr7Owrrs2LRgibqs2Jpa+OIa1wfnenixmAZ7B0oeNe744xiKDG2dPbR2Tvk/kqOc4gwgs9gQzZDRmFpmc6eQQbyaUUWjl69qZOLvvlb90uscdwYLIMkNffFcJwxyBVSjjys0f2VHOcQksRoP8UFqAcLKf25hJ09g/TnCvQM5Njc2cu23f109edmTA8PNgayM3dwY7AMBOQKiftiOM5oFP64v5LjVJ6eoYRtu/bxuz0DJEnK0QubyCXpjBlsq9Z0xAkrde6XWOP4OoNlYISYkO6L4TgjSS0EvT+GFtqa6lxHHKfCJLG30BDFF7P+XIFVazrGXVR69aZOVq3pCLq7qGXcBau37+1nYXP9iDz3S6xN3BgsEw/i7ThjUzQI29saOW5pa7XFcZx5h4BCauzoGeSw5vphg20sow/gSz/dSH1WLGyuZ+uuPi77lydoa6rj+Pa2EYbhMYta6OwdpKVhv6ngz8LaxIeJyyQ1PIi344xDamHWveuI41SPoRgtayCf0NpYN6a/33V3Pzc89Ns7WGD3vhypGf1DhQN8Ai87awX5xOjPFTCzKcdAduYObgyWSUZ4HEfHmYBCCutf7qq2GI4zrxgdnKRosJnZmP5+W3f301yfBcILXAaRzYh8aiN8Aou9iv25Ajt7h3i9e4D6jFjQkOWqn2zwmcU1hhuDZZKah95ynMn42v1buOneF6othuPMG+oywZgDyGagva2Ja84/kb5cMmz0FSk1Aouxj/NpSiFJachm6B3M81rXAI9s3c1l//IE23b3ceRhTSxra0QSu/blyCWpzyyuQdwYLBOBz6BynAkQoQf9lt9srbYojjNvSIG6rFja2sDnzjkegKt+soGegfwBARMG8iFqyc6+YNQVF7QupMGofLVrkHxcvyY1Y3dfnr6hwvCQcjHtM4trDzcGy8SAJ1/a629BjjMOBmDGvlwy2amO48wQSRrmEb/3zUv4wZOvDPsILmjMsrMvx87ewRH+fm1N9bS3NdCQzZDNCBF6FHuHClhJQOSshAQ7e4NBWUhTknT/8WIv4qPb9viQcQ3gxmCZCJDwbnHHGQcB+RQa6/y24jiVJEmNn2/YQT5JhnvulrY20d7WQH8uoXsgPzx83DtUYMmCRlYsa+Wtyw/jjUtaaMxmSC1EOTnq8Gaa67OYhWdeLsbFq8tkhoejewfzw72ITXUZHzKuAfyuXSYSHNHW5N3ijjMOxT6Dxc3TW7HKw145zvTIJUY+Senuzw/n9Q7m6e7Psy8XloIpLhlzzKKWEWHs2prqObylnmxGDBVSdvUN0dKQJcVIUqM+I/pzBdqa6mhtrGNn7yAv7eknl6QUEqOlIetDxjWAG4Nl0pjViPWbHMcZiQTLWutRZuq3FQ975TgHR2phaZnewTybd4TQdP35lDQ1Ht0WJoTcdO8LBywXs6tvkB09Q2BGITX6cwm79+VY0JAlI9HSWEd7WxM3XHASF7/7jeztz5MacXhZdA3k6RnI+7NxjuPGYJkMFIyegbwvuOk449CQEYc1N0xLPzzsleMcPInBtt39DMb1BiH02KdpMBT//r7NrH+5i2vOP5H2tia6B/J09xfAwjBwfRwGLhqWqz56Ko9fdS7f/dS7OXtlO2s79nD0omYWNGRpqMtQn82QQezqG/Jn4xzHjcEpsKN30BfcdJxxCENV09OP7Xv7x1wGw3saHOfgKbpwmMHNq18cXg/UgIFCggSZjKjLBgNPwEA+HV5vsEhRT5e1NWIWZhwjY6iQ+rNxjuPG4BQYzKcsaMhOfqLjzEMMpr0g7Wg/JvCwV45zKBgqpNx0/+Zhlwyz0KM4mE8YyCfkknTYeCwdXob9etrWVM9RC5uoy4hCGvwGrzn/xKoGZnCf44PDjcEpUJcJM6vcl8lxxubFnX1kxZR9/jzsleNUjkIKL+/pZ0fP4HAEExvjvPpshtSMm1e/yOpNnSP0tLWxjiMPb2JRSwNvWNhc1agk7nN88LgxOAUKKRQSc18mxxmHXGK82j04ZT05e2X7CD+m4jIYHgLScQ4NucTY2Zcb0wgsIkRWIkmNVWs6DtDT+rhOYbWjkrjP8cEzvTUg5jGv9wxyfHur+zI5zjgUEpuWnpy9st2NP8epEBMZgUUGo+tGQ1bDulzU0VVrOnjypb0IWNBYR99QiGE8WEj43Pee4qYL31kxfd6+t5+FzfUj8tzneGq4MThFhgopL+/t563LD6+2KI4zKzEYXq/suKWt1RbHcZxpUjQYhxLj1a4B3nH1LzAzcomxqKWe1AwzY9vuYHSJ4E7Vn0v40k83cg3BeFy9qZNVazrYvrefY0rWPJwpjlnUQmfvIC0N+02aueZzfKi/o8nwYeJp0DVQ4IwVi6sthuPManbvy7nPn+PUCIlBz2CB3qGEoULK6z1D5BOjZBUbjBCFKDXjla5+Pn37E7z3+vv5xG2P89T2vdPyJy6Hue5zPBt8Hmu2Z1DSecDXgCxwi5ldN5Pl33jvZtZ27OGMFYtZ27Gnata848xW8olx3d3PAft7B66/ZxMdu/YBcNySFq74wFvH7DlwvXKcuUtqUKewPM32vQNACJn3uz0D1GfFkgUNXHf3c6xa08Hmzl5yhZTUUjLK0FCX4fj2tinp/Nkr27kGuO7u59jc2QfAiqULxj3/YHrhxroWOKhevVKfR4CWhjr6c4VhP81KILNyPAfmFpKywAvAucDLwGPARWb27HjXNC4/3pZfcuOU6mnMQsHEstYGlrY2MpBPyCfmju/OQSPpCTM7rZoyTEcnxuO/nLyc32zZzd7+PHFdW1KDhS31XPzuN/KDJ1+hPiua67Ps3jdEZ2/uAL264JQ3uIE4j6k1nXAYcyazgIxCT2R9Rry5vZUP/PsjWduxZ9hwNDMkUZ8VJxxxGJedtYL1L3dx8+oXKaQpjdkMjfUZegcLSCIjsWLpAr543soR52UBJBKDE9pb+eJ5Kye8pxR78Ir3qoF8iPssGI5QNh074D3X38/C5nokDeeZGd0DeR784jnjf38zqBO1Okz8LmCLmXWYWQ74HvChma5kKAk/WLHB+Qwmxxmbu9a9RvdAnmxGZDOZsEn0DRW45TdbR8wE7BkokBEj9CpXSLh59Yu+dITj1BDGgRNZjGAIAuRTY9Prvfz9vZt57rVuuvbl6BsKQ9W9gwW6B/J07Ozlv9+5jpvu30ySptTFGMt7+wsU0jBCkaYpmzv7uPyOp7jp/s2kZmSAXBpmVQtj6659k95Txpq13DdUoHewcFAzmWfDOqu1agy+Adhesv9yzJtxjDCtvojPYHKcscklRsmLL1IYOtqXS0ZEH8klKRmN1KvewQKFNPWlIxxnnlE0GLsGCpjCiEIxH4PugTw9g3kKKWQkQMPnFMlkMkjQPRAMRMEIX8ckhUKaIiwsyN0zSGfvIDt7h9jVN8TuviH27svxu937aMhmSFIb3gpJSj4JMaBTC1tjXYbte/ZRiPmTjcDOBp/HWh0mvgA4z8w+Gfc/BpxuZp8ddd6ngE8BkK07tWHZsdOr0NLUksJgLDVjaZIv7Hn5hWmUtBTYNT0hZoRq1+8y7OctZtZW6UpnTCfGIty9SzsDBJiZGWmSB0sBlK1rCqaiWaFvbyHb3FZQtr4ZzPbrWbGETF1+57ZnZk7IA5gNbcFlCNSeTkyDpL+bbEv1VrOoaP3G/rFkALMUKTMsg1m6/4xwzwAMKTOijHhvGc4vjjOPuBPF5/gE95S6xUefoEy2HixNBnrr4r2pCcCSfMm9aep2QKax9bDMgoVHKlvXaElhKN3X9Xo61NczyWUzphO1agyeAVxtZu+P+1cCmNm1E1zzeLX9UaotQ7XrdxlchtkmQ7XrdxlchtkmQ7XrdxkOjQy1Okz8GHC8pOMkNQAXAj+tskyO4ziO4zizjppcWsbMCpI+C/yCsLTMrWa2scpiOY7jOI7jzDpq0hgEMLOfAz+fwiXfPFSyTIFqy1Dt+sFlKOIyBKotQ7XrB5ehiMsQqLYM1a4fXIYiMyZDTfoMOo7jOI7jOOVRqz6DjuM4juM4ThnMe2NQ0nmSnpe0RdIVM1z2rZI6JW0oyVss6VeSNsf/i2K+JN0U5Vgv6ZSSay6J52+WdMkUZThG0gOSnpW0UdLllZZDUpOkRyU9HWX4csw/TtIjsa474mQfJDXG/S3x+LElZV0Z85+X9P4pfhdZSU9J+lmV6t8m6RlJ6yQ9HvMq2h7KlNN14hDKMVv0IV7vOlGenK4TrhO1rRNmNm83wuSSF4EVQAPwNPC2GSz/LOAUYENJ3leAK2L6CuD6mP4gcDdhxaN3A4/E/MVAR/y/KKYXTUGG5cApMd1GCNP3tkrKEctqjel64JFY9veBC2P+N4BPx/RngG/E9IXAHTH9tvgbNQLHxd8uO4Xv4r8B/wr8LO5Xuv5twNJReRVtD64T1deJ2aIPrhOuE64TrhPDdcxUg56LG3AG8IuS/SuBK2e4jmNHKfnzwPKYXg48H9OrCPGTR5wHXASsKskfcd405PkJIWZzVeQAWoAngdMJi9jWjf4tCLPAz4jpunieRv8+peeVUe/RwH3AOcDPYnkVqz+eP5aSV7U9uE5UVyeqpQ+uE64TrhOuE6XbfB8mrljYuhKOMLPXYvp14IhJZJkxGWM39jsJb10VlSN2va8DOoFfEd6WusysMEZ5w3XF493AkoOU4Ubgr4FiEKIlFa4fwlr4v5T0hEJUA6hiexgH14kKyDEL9AFcJ8rFdaICcrhODFMVnajZpWXmAmZmkqwSdUlqBX4IfN7MelQSJLYScphZApwsaSFwF7DyUNZXiqQ/AjrN7AlJZ1eq3jF4j5m9Iqkd+JWkTaUHK9keZivzRSeqqQ/gOjGXcJ2oDPNdJ+Z7z+ArwDEl+0fHvEPJDknLAeL/zklkOWgZJdUTFPx2M/tRteQAMLMu4AFCd/tCScUXktLyhuuKxw8Hdh+EDP8BOF/SNuB7hCGAr1WwfgDM7JX4v5Nws3sXVfodJsB1ooJyVEkfwHViKrhOVFAO14kq6cRUxvJrbSP0jHYQnDyLjsEnznAdxzLSF+QGRjqCfiWm/5CRjqCPxvzFwFaCE+iimF48hfoF3AbcOCq/YnIAy4CFMd0MPAj8EXAnIx1zPxPTf8VIx9zvx/SJjHTM7WDqzsFns98xuGL1AwuAtpL0w8B5lW4PrhPV14nZpA+uE64TrhOuE2Y2v43B+KV9kDBz6kXgb2e47O8CrwF5wpj9Jwg+BfcBm4F7iz9Q/DFvjnI8A5xWUs5fAFvidukUZXgPwQdhPbAubh+spBzAO4CnogwbgC/F/BXAo7G8O4HGmN8U97fE4ytKyvrbKNvzwAem8ZuUKnnF6o91PR23jcW2Vun24DpRfZ2YTfrgOuE64TrhOmFmHoHEcRzHcRxnPjPffQYdx3Ecx3HmNW4MOo7jOI7jzGPcGHQcx3Ecx5nHuDHoOI7jOI4zj3Fj0HEcx3EcZx7jxqDjOI7jOM48xo3BCiApkbRO0tOSnpR05hSv/5akCyY4/kgs/yVJO2N6XYwxWW4dn5fUMsk5faP2Py7p65Ncc5ekPy7Zf17SVSX7P5T04XLlnKh+SRdL2iDpGUlPSfrCdMqdpM6/mekynZHUgr5IulzSjSX7qyTdW7L/XyXdVG59o8o+VtKGkv13SVoTdespSbdMpsvTqPPjko6ayTKdg6cWdCWe0xp15EWFmLyrJZ0+uq2Pcd0XJG2KMj0m6eJy5SpT9oWSPjOTZc5W3BisDANmdrKZnQRcCVw7k4Wb2elmdjLwJeCOWNfJZrZtCsV8HpjRB0jkIeBMAElLgH2EMENFziCssj4pkrITHPsA4TP8JzN7O2E19u5pyjwRbgweempBX4bbfeQk4PCSNnwm5bf7cWPISzqCsPDtF83sLWb2TuAeoK2csqfAxwE3BmcftaArALcAe4DjzexU4FJg6UQXSPpL4FzgXVHG9xEWYZ5JFgJuDDqHhMOAvQAK3FDSm/XnJflfj2/69wLtMf8cST8uFiTpXEl3jVWJpDdJuie+ZT0oaaWkuvj2dHY851pJ/1vS5wg3+gckPTCdDxXfMG+S9LCkjpK3zYfZ/1A8E/h/wLL4GY8j3Mxel3RR/A42SLq+pNw+SV+V9DRwhqRLJb0g6VFCLMkiVwJfMLNXAcxsyMz+KZZxsqTfSlqv0FO5KOavlnRaTC9ViElZ7AX5Ufz+Nkv6Ssy/DmiOb6G3T+d7cqbMXNWXdcAJkpolHQ4MxLy3x+NnAg9N0jZvlPQ4cLmkUxV6f54mhMEq8lfAt81sbTHDzH5gZjskLZb041j2byW9I5Z9tUp6zeP3eWzcnpP0T5I2SvpllP8C4DTg9tj2myf70ZyqMCd1RdKbgNOBq8wsBTCzrWb2b/GU7Og2GfP/Bvi0mfXEa3rM7NuxzPcp9JI/I+lWSY0xf5ukpTF9mqTVMX11PG+1wvPrc7GO64A3xXZ/wxR+i7nHTIXU8W3CEDMJ4UGwidBbdWrM/xPgV0AWOAJ4CVgOfLgk/yigC7iA8NazCVgWr/9X4D+X1PNx4OsxfR/hLQuCot0f0ycCzwH/kRD+pyHmbwOWTvI5+kbtl9b3LUIPRQZ4G7Al5jdG+RsIb63nAd+J53wkpo+Kn30ZIQ7o/cAfx+sN+LOYXl5yXgOh96VY/x7g8HHkXg/8fkxfQ4y/Cawmhu8hvIVuK/lcHYTA403A74BjxvoOfHN9meBzPACcBbyf8FD5BKGX4Q3AS2W0zf8zqg2fFdM3EOPYAj8CPjRO/f8A/M+YPgdYF9NXE16ciudtIMTGPRYoACfH/O8DHx2tK77Nnq0WdAU4H7hrnGNjtkmi4TvONU3AduCEuH8b8PnRshBecFbH9NWEjotGwrNgN1DPqJjRtbx5z2BlKHblryQYQ7dJEiEe5HfNLDGzHcCvgd8jPECK+a8SjCMstNrvAB+VtJAwxHr36MoktRJ6Hu6UtA5YRbgRYGYbYxk/A/7CzHIH+dlK4xn+2MxSM3uWcAPCzIYIMRZPIQzdPgKsjfKdSTDofo+glDvNrADcHr8DCDe7H8b06SXn5YA7JhMu9sosNLNfx6xvl5Q9EfeZWbeZDQLPAm8s4xpnZqgVfSn2ip9JaPOl7f7hMtrmHVG+hfG8NTH/O2XW/57iuWZ2P7BE0mGTXLPVzNbF9BOEh6Eze6kVXZmIqbbJt8RrXoj75d7z/83CiNIuoJP4DJsvjOuL4hwazGxt7KZeNs0i/i9hqHUQuDMaT6PJAF0W/CjG4u2EN8L2KdY9IKmhRMkXA7tKjg+VpEt9Nx4iKGObme2V9Fvgs8A7CTeT4yaoc9DMkjJk2wicSry5lUmB/a4STaOOlX6WBNeVqjDH9eUh4C8JbetmYCehR3wn5fkL7ivjnGK7/8kU5Cpt9zCy7Y9u9z4kPEeYw7qyEThJUnace/0BbdLMehRciFaYWccU6vJ7/jh4z2CFkbSS0EW/G3gQ+HNJWUnLCAbTo8CakvzlwB8Ur49vc68CVxGU9wAs+FBslfSnsU5JOimmP0ww4s4C/iG+BQL0MrnT+a8JXfREv40/IwyFTcbDwGXA03F/PaGX8N8RhqgeBX5fwW8vC1wU6xrNI/G8JZLqgT8tOXYtcIOkI6N8DZI+aWbdwF5J743nfayk7G2EBymEoZJyyMe6nQowx/VlLaGdLzOzztj7shP4EPDQJG2zVL4uoEvSe2LWR0oOfx24RNLpJd/ZhxUmljxYPDf6cu2Kn3UboaceSacw8ctYkXI+r1NF5qqumNmLwOPAl2OvZnHG/B9O8pGvBW4u9nYrzEi+GHgeOFbSm+N5493z/2SS8ieVvZaYV5ZvFWmOXeoQeswuMbMkOuieQTCSDPhrC5Mp7iL4+DxL8PVYO6q82wkPmOcmqPMjwD8qLONSD3xP0isE36X3mdl2hWVZvgZcAnwTuEfSq2b2B+OUeTmwKjrXCritZOhqIh4GVhBnuplZQVInsN2Cw/Brkq4gGJYidNcf0NNhZq9JuprwfXQRfGWKx34eH4D3xhuKAbfGw5cA31BY3qCDMFMN4O+A70v6FFB0Vp6MbwLrJT1pZh+Z9GxnOtSEvsRe8J2Eno8iawkTn4ovRuO1zdFcCtwqyYBfltSxQ9KFwN9JagdSwgP/HoIf1K2S1gP9sS4IbhcXS9pIeMF6gcn5VpRzADjDzAbKuMY59NSErgCfBL4KbIltbBfwPyb57P8ItAKPScoDeeCrZjYo6VLCUHYd8BjwjXjNl4F/lvS/CH6wE2JmuyU9pLC8zd1mNplMcxaFl1VnLhEV7Skz++dqy+I4sx3XF8cpD9eV+Ysbg3MMSU8QfInOjZMzHMcZB9cXxykP15X5jRuDzgFIeoQwxb6Uj5nZM9WQx3FmM64vjlMeriuzFzcGHcdxHMdx5jE+m9hxHMdxHGce48ag4ziO4zjOPMaNQcdxHMdxnHmMG4OO4ziO4zjzGDcGHcdxHMdx5jH/HywP7OEiFnI8AAAAAElFTkSuQmCC\n","text/plain":["<Figure size 720x360 with 3 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uwpJqQL/BzL/Dw6emKMi7NVaqHDgCCMODNZYqoUaOGCpNZSE7jAOTc175hb68YslwMqNUcYOTblMzwzeqnVTRJZa8uKPcWEdIFlfx4dPjbKUG+Wrf05apGjGsYx0pv1NUdUUmupCdxxM/thwDezfWb274D/uY7tWhID8lmPrO9RKNc4OVZodZNE1tqyYk8xIV1g2Z9HpyaK1MKIiWJA1veSGDHOTpW1fZak1lITuJ8EDgAV4PeAKeCn1qtRS+WAShARhBGRc1RrUaubJLLWlhV7ignpAsuKiUK5xnQp4M1LJYIowjmw5H/aPkvSbNEyImbmA//NOfeDwD9b/yYtjwNc0nnunD6spHOsNPYUE9KpVhITZydLHMj5TJdrOBfPD804wwyuH8xrFaqk1qI9cM65EIjMbNMGtGfZDPAsvph1zM5gIiuOPcWEdKqVxIQZbB/M0+PHSRtA5BzXb+ol43tahSqptdRCvjPAN83sc8Bs/aBz7qF1adUSGdCT9XAOosiRy+jDSjrOsmJPMSFdYFkx4SVZ287NvZydLAMOB2R80/ZZkmpLTeD+KLm0FTMjjBw532OoP8uerQOtbpLIWltW7CkmpAssKyaiZD7BYD7L9Zvh3FQZB4wM5rV9lqTakhI459xvm1kOuDk59IpzLli/Zi1N1jfeuWNQGxFLx1pu7CkmpNMtNyaci7eV6836+J4xMpTn0L0HlLhJ6i0pgTOzg8BvA28Qj9LsNrOPOueOrV/TFpfxPKZKAbuG+/RNSjrScmNPMSGdbrkxcf3mXkaSxQqKC+kkSx1C/dfAX3bOvQJgZjcDTwJ/br0athR7t/fzpYc/0MomiKy3ZcWeYkK6wLJiYjCf0Wb10pGWOsM5Ww8WAOfcq0B2fZokIg0UeyLNFBMiLD2Be87MPmVmB5PLrwPPXesJZvabZjZmZi83HNtiZp8zs5PJz+HkuJnZJ83sNTP7hpnduvJ/kkhHWXbsiXQ4xYQIS0/g/gHwLeCh5PKt5Ni1/BZw97xjjwBfcM7tA76Q3Aa4B9iXXB4Afm2J7RLpdCuJPZFOppgQYelz4DLAv3XO/RuYq4bdc60nOOeOmdmeeYc/DBxMrv82cBR4ODn+aeecA541s81mttM599YS2yfSqZYdeyIdTjEhwtJ74L4A9Dbc7gU+v4Lz7WhIys4BO5LrNwCnGh53Ojkm0u3WKvZEOoViQoSl98DlnXMz9RvOuRkzW9X+I845Z2Zuuc8zsweIh1np23Iddz7+RXZrabh0rkVjTzEhXWZZMXHjjTfOHT96YozDx0Y5NVFUjEjqLbUHbrZxYYGZ3QaUVnC+82a2M3mNncBYcvwMsLvhcbuSY1dwzj3hnLvNOXeb3zfE5t4sY4Uyjx45ztETYws9RSTNFo09xYR0mWXFxPbt24E4eXv0yHHGCmXFiHSEpSZwPwX8ZzP7kpl9Cfh94B+u4HxHgI8m1z8K/EnD8R9NVqPeDkwtZf6bZ4aZ0ZfLkPWNw8dGV9Akkba2rNhTTEgXWNHn0eFjo2T9ODYUI9IJrjmEamZ/HjjlnPuame0HHgT+JvA08Poiz32SeMHCNjM7DfyfwGPAH5jZx4A3gb+VPPwzwIeA14Ai8GNLaXwYOUbHZ6iGEVnPmCq1fHcvkTWx0thTTEinWs3nEcCpiSKbe5vLxfVmfU5PFOdua4hV0mSxHrjDQDW5fgfws8CvAhPAE9d6onPufufcTudc1jm3yzn3G865i865H3LO7XPOfdA5dyl5rHPOfdw593bn3Pc655ZU06caRhSTPR9LQcRksarucOkUK4o9xYR0sBV/HgHsHu6jFIRNx0pByK7hePrc0RNjfOKpl3jh1ATnp8u8cGqCTzz1kuJH2tZiCZxfT7KAvw084Zz7Q+fcvwDesb5NWxqXLINwyfXHPvvtlrZHZI2sOPYUE9KhVvV59OBdewlCR7Faw7n4ZxA6HrxrLxDHyWQxwEXgm+EimCwGih9pW4smcGZWH2b9IeCLDfctdQXrujLAM8j5Hr5nvH6xuOhzRFJgxbGnmJAOtarPo4P7Rzh07wFGBvNMlQJGBvMcuvfA3BDp6xeLeAaeF88j9TzDMxQ/0rYW+6N/EvgzM7tAvMrnSwBm9g5gap3btigD8ll/7nYYLbsqiUi7WlHsKSakg6368+jg/hHNaZOOcc0Ezjn382b2BWAn8D+SnRIg7rn7yfVu3GIcUK6F8RWLG3XzjoEWt0pk9VYTe0EYETlHPXfbPZxfz6aKbIj1/jzau62fk2MzmHM45wgih3PQl/M4emJMiZ+0nUXLiDjnnnXO/bFzbrbh2KvOuefXt2lL49zluT4OuOd7rmt1k0TWxEpizzOjFsXJmwG+xRO1NRFbOsF6fh49fPd+hvuyOOeohnHy5nswlM+oXpy0paXWgWtLfjJHAeI5P5t6MzwzeunaTxLpYF5DTJjB1v4cm3qzqnUlsoiD+0f4kdvfRpj063kGW/tybB/Mq16ctKW2WIiwUmHkqPehO2CqWOPkWKGVTRJpqSCMmlahXpyt0ptrrnUlIlc6emKMp54/g4scZhA5GJ+Jq5aMDOUVQ9J2Ut0DBw0lExxEwGyl1tL2iLTa3JcaB6GDs5OluVpXIrKww8dGqdbCuSk5EMfS+EyVCzMVxZC0ndQncNZwAaiFWnUn3cu4MiaCiLlaVyKysFMTRQrlGr5nTTHkgIlioBiStpP+BK5hvo+f1PAR6WZZ35uLC4CsZ1pBJ7KI3cN9VGoRGc/mYigpcMBgPqMYkraT6gTOiD+serJeEnDG3m39rW6WSEuZQS7jkct4ZDzjHSMqrSOymAfv2ovvGaFzeF782ZLzPa7b1MO+kcFWN0/kCqlO4Opd3bUwwoDhviwP372/1c0SaRnFhMjKHNw/wscPvh3PjCCM8A22DmTJ+r6GT6UtpXoV6q7hPt534zCnJ4rsGu7jwbv2qptbuppiQmTlHvrgzbxn12YOHxtVDEnbS3UCd26qxPPfnQBgoCfV/xSRNTFeqPDq+WmC0FEKCnO1q/QBJN3u6IkxDh8b5dREkd3XSMzq223VH//P/+Rldh9TIiftJ9VDqOVaRCW5vHq+wE8/9ZKqZUtXK1ZrXJwNmC7XmJit8sbFGVWRl6539MQYn3jqJV44NcH56TIvnJrgE9f4vDh6YoxHjxxnrFBmc2+WsUJZcSRtJ9UJHFxe6h06mCoFqpYtXa1eRKceExOzgarIS9d77LPfZrIY4CLwzXARTBYDHvvstxd8/OFjo2R9oy+XwSz+qTiSdpP6BK6ewRlQDZ2qZYvAXExUahG9We3EIN3t9YtFvKTMlJnNbTn3+sWF4+LURJHerN90THEk7Sb9Cdw8qpYt0qwUhIoLkWXYPdxHKQibjimOpN2kPoFzLrkAWd+03FuEyzHheRCETnEhXW3vtn4iB5FzOByRc4SRwzfjzse/yP1PPNs0v+2OvVs4PVHiW29N8Z2xAhdmyoojaTupT+Aa3XbjZq0SEmnk4L5bb1BcSFd7+O79DPdl52okOudwwFBv5opFCvVN7Yf7suQzPtXQcWk2UBxJ20l97Q3j8nZax98qtLQtIu2gHhOeQcbzeGb0Eg+1ulEiLXRw/wi/eN8tc/XdpkoBfTmf7YN5APpyGYrV2twihaxvbOrNsz3ZgKFYrSmOpO2kOoHzzMgkW59EDqbLNY6eGNO3JOlaBuSTyde1MKRSi/jqG5e4/4lnVcdKulq9vhvAnY9/kc292ab764sUHFz1voUstb6cyFpL9RCqc44gipM3iD+8VKtHJB4mCqJ4HlyPb6pjJdLgWosUlrOAQfXipJXSncDNu72pN6taPdL1qrWQIPlWY8BgPqs6ViINHrxrL0HoKFZrOBf/rC9SWOi+qVLAZLF6xYIH1YuTVkp1AjdfoRxQCyPV6pGulfGNcN43mwszFQrlQHWsRBIH949w6N4DjAzmmSoFjAzmOXTvgblh1sb7sp5RDUJevzh7xS4OqhcnrZTqOXDzhQ7OTpa4bc/WVjdFpCX8+rzQKF5l54jj4q3JEru29KmOlUiicU7cte67+5f/jGIQ4ZtdsYvD7uE+xgpl+nKXP0pVL042Sqp74GzeBSCIUK0e6VqVWoRnkPW9priohE51rERW4Fq7OFxrKFZkvaW6B67ew9Ao65lWAElXq4YOmxcZBnNDRCISW+0K0oP7RzgEc+VJdmkVqmygVCdwcLmHwQG+wTtGBlrZHJG2Uo+Lm3cM6kNFpEF9BWnWt6YVpIegKVb2buvn5NgM5hxm8S4nkYN92/uBaw/FiqynVA+h1tX7GjzPePju/S1ti0grZTzD9+KvNYoLkatb6grS+bs4GDDcl1VMSculOoHL+R59OZ+sb/TnfDblM/omJF0t43vs2tyruBBZxFJXkNZ3cXjfjcPs3NTL+24c5hfvu0UxJS2X6iFU3zP2bo+HTIvVGiPJtigi3SpyjqHeLENJJXnFhcjClrOCVMOk0o5S3QMXOcd0qcrJsQJvXCwyWayqArZ0NeeYWxE3XihzeqLEybFCU/FREbl2Md+VOHpijPufePaKYr8i6yXVPXAGnJ4skfU8dm3OUw0jHj1ynPtOT/LM6CXtTSdd5/rNvYwM5jl5fppCJWRLf5at/T0LTtDWHo7SzdZyBelSF0Skmd4v2k+qEzjf89iztb+pC/zCTJlfPfoddg33dmwgiVzNYD7Dkw/czv1PPNs0PNSXy1Cs1jh8bJSD+0e64gNHZDFrNTTauCACroy3tNP7RXtK9RBqNYyumIQ6VQwII6e96aSrLTZBW3s4iqydTt9SS+8X7SnVPXA536MUhISRY7xQoRpGBKGjJ9Ocl3ZSIIksxe7hPt64OMN0qUY1jMj5HkO9GfZsjRf9nJoosjlZ6FCnOBFZmfqCiMbPIt+Mm7b1t7ppa0LvF+0p1QncQI/Pdy8VCUKHAUn5K4JaRKEcMJiP/+C0N510m+uGcjwzWgHADMIopFyLuP/PbwGWtwJPRJrNnw92x94t/M6zbzJRDPAsnp9dixzjMxWOnhhL/TCj3i/aU6oTuPOFCjvDuFypI66OPdTjUwwizk2VGejJUApC7U0nXeNbZ6e56ZH/hqNhl5Kkou9Q3ueZ0Us8RLwC79EjxylWa/RmfcWJdLyFkq6VLHZbaD7YU8+focc3Mr4RRo6c77FtoIdMMsyY9gRO7xftKdUJ3HyeQejghs15zk1XmCoF2ptOukro3NwODI54Z4as7xFF8Wb29SEP7eEo3WR+0vXKuWmeGb2IB/TmfGpJBYOlTMq/2oKF09MB+0YGMLO5xzrnOmKYUe8X7amjErjQxQsbMr7HrTcO8+QDt7e6SSItVYscWT8eRq3UoqYhDxUnlW7RmHQVygETxSC+w6AWOi7OVtnan1tSb9nV5oNBPKzYqcOMer9oP6lehboQ3zN17Yo0cDhC5/A9U1xIV2pcJTpeqFzupXbxXsEeRqFcW1Jv2e7hPkpB2HSsFITs3da/poWBRRbTcQncni19HLr3gL4piCSCMMIz4+MH3664kK7UmHRVw2huwZs1/JzfQ301V9vB4eG793Po3gOMDOaZKgWMDOb1WSTrqqOGULf2ZXn6H/9Aq5sh0jZ8g/fv2ar5KtLVGifhZz0jcg5cPG96uT3Ui80HU5zJRumoBO6j37+n1U0QaSvD/Tklb9L1GpOu8UKFUi3CiCsXlIMIAN+DB3/36+zd1s/Dd++f27Fkoe2jNB9M2kFHJXD/5vMn+cw33+KRe96l4BIBLsxU+Ynfe54bh3uZqYbaw1C6Vv1v/tEjx+nv8ZkqBlRqcfLmWdxb7Zzj5NgMP/3US/zI7W/jqefPrNv2UdpbVFar4+bAvXGpyKNHjnP0xFirmyLSForVkDcuFZs+hBQf0o0e++y3GSuUuTBTxczIeIYRL2bwPS+5xAsaPvXl19dt+6h6WZOxQllxKSvWcQlcGDnt0SYyTxg57WEoXe3oiTFeHZuhEkTJIoSQShjXTXQNjzODWhQxWw3XbX9T7S0qa6HjEric72mPNpF5cv7lUFd8SDd6/OkTREmm1lBrN77dcN05yHge/Tl/wXIha1HXrbGsSZ3iUparo+bAQVx5vpOKJ4qshf7c5Q8LxYd0o9ELs/gWL1xwrvm+eL/geD5c5GC4Lzs3B+7CTDmeLxdGZDyPD99y/arnr2lvUVkLLemBM7M3zOybZvaimT2XHNtiZp8zs5PJz+GVvPZUucaFmYqKJ91MM8MAACAASURBVIo0uDhbZbpUVXFR6Wq+Z/ieXXE8clANHUHkuG6oh1+87xYe+uDN3HfrDVyaDaiGjnzGZ7gvy+88+yafeOqlVc1fu1otOcWlLEcrh1B/0Dn3XufcbcntR4AvOOf2AV9Ibi+bAdVapNU8IgmPeI7PuemKiotK17ppax+10FGL3FUfc91QD553+WPxmdFL7Bru5V07h9i7fYDtg3kK5Rozldqq5q8d3D+ior+yau00hPph4GBy/beBo8DDy32RXMaohlcPUJFuEwFZzxgZ7NH+wNK1PvS9Ozlx/uQ1HzMxG3DDcGYuGXv+uxOEUURPxmf7YA+D+Sy1KGrasB5WNn9NteRktVrVA+eA/2FmXzezB5JjO5xzbyXXzwE7VvLClVqcvGk5tshltdAxVqhw/xPPKjakK33mm29x5eBps0otojfrc3KswKNHjmMGnhm1yHF2skyhHJBJSo00Wsn8taMnxrj/iWe58/EvKi5lRVqVwN3pnLsVuAf4uJnd1Xinc27+yu45ZvaAmT1nZs+FxakFX3wo76umjnSNpcSEIx4eUr0p6QaNMTE+Pg7Ady7MLvyhMk8pCKnWIrK+sWMwHz8n+b9zU2UG8xkGejKrmr+mOnCyFlqSwDnnziQ/x4A/Bt4PnDeznQDJzwX/kp1zTzjnbnPO3eb3bbrifg/YNdyvmjrSNRaLCYhXZw/15lRvSrpCY0xs374diHuhl2K6FJD1jd6sz1Bvlus39ZLxba5e3C/edwu/dN8tq5q/pjpwshY2fA6cmfUDnnOukFz/y8Ah4AjwUeCx5OefrOT1s37cta2aOiIxD+jJqA6cdDffs2suYID488MB2wd6KAUhfbkMQ71ZhnqzFKs1Rgbza7Jp/amJeGeURopLWa5WLGLYAfxxMgk0A/yec+5pM/sa8Adm9jHgTeBvreTFg8gxXQrI+KaaOiLEixjCJC6GerOqNyVdaVM+w8VisOB9WS/eSit0jplKjXzGw/M8itUavdm4oO9iw6TLqQ2nOnCyFjZ8CNU5N+qcuyW5HHDO/Xxy/KJz7oecc/uccx90zl1ayetHDs5MlpgqBaqpI5IInePsVInxQln1pqTrHD0xxnSldtX7wwjKtXiLrXIQcXqyzJ+7cdOSh0mXO6dNdeBkLbRTGZE141ncBa4l2iKxMHIY8cb2j/3N9yg2pKscPjZK5ByZqwyjRgs857+8+Bb/+IP7eOiDi5feaZzTVigHjBcqlGshD/3+C3zyI++7It4O7h/hUPK80xNFdq1gNweRjkzgnIPxmUqrmyHSNrK+RxQ5chlPHxLSdU5NFMmYUVlGjVAH/Ls/fY337Nq8aMzU57QVygFnJ8uYxQuHitWQR48c5xBXzplTHThZrY7bzB4Ai3djEJGYZ6a4kK61e7hvSSVE5gtCx+NPn1jS65eCkPFCZa52HM7oyXhaXSrrpiMTuCiZU6ACiSKxKBk2yvmmAqLSdR68ay+hc2TmfeL5i1T2NWD0wuySXj8IHeVaCDiiyBHh2DbQ03arSxX/naMjEzgXQcb3VCBRJJHxja39ObYP5lVAVLrOwf0j7Ns+QMaPd1EwIGNxaZHcNbI4z+IvP4slPPW9TftzGcIojrfrN/W23apvFRDuLB2ZwHmeMdiT4fULs3z3UpGxQpnHPvvtVjdLpGWGejPkMj7OuSsKiFaTydb6Ri6d7JF73sXIYJ49W/u4cUsvZlANHaFrrpMIzCV4AA7HWKGMb/DCqQk+9unnuOdXjl0RJwf3j/DJj7yP6zf3ct2mPIP5TNutLm3HAsLqEVy5jkzghvsyTJYCaqHDNyOKHCfHZ/SHIV3r3FSF+269gZlqSG/Wnzs+XQq4OFtltlrTN3LpWEdPjPHYZ7/NW1MlRsdnOT1RwgFb+rJ4xNNuGvvhHFBzELp4Ptt0KeDsVBkXxcOur1+Y5dEjx/nk519tSj4ADt17YFW7NKynUxPFpviH1hYQVo/g6nRkAjdZDPAwPM8wiy9Zz9NEUulaDnjq+TMM5OKipHUXktXa+YzfNt/IRdZSoVzjE0+9xKtjMwShwxEnZrUILhUDas4RJsfnqyd1F2aqOBeP7nieETpHEIb86tHvXJF8ADz5wO186eEP8OQDt7dN8gaXF1s0auUQbzv2CKZJRyZwQRR3ezsckXM4BzuGetpqIqnIRsv68ZeZxgKilVoEDrYP9sw9rt0mXYusxnihwmQx4Gq7aDl3uQ6cEc97A+jxPczALN5eK0xewDnI+R5TxYAwcqlKPtqtgHC79QimTUcmcFnP8MwIo7hw4/Wb82R8r20mkoq0Qm/WZ6ZSaxri6cv5bBvMMZi/vC9jO026Flmtahhdcw/UxqFTs3g3H8+4nLy5+DEO5joEBnoyFIOIMHKMjs9QKMdbdLV78lFfbNEuQ7zt1iOYNh1ZyPe6Tfl42NS3Je9jJ9LpLs5W2LN1oKmAaH0OynL2fBRJk5x/7X6KxtSunudFDmqRI5/x2D7Yw5mJIkEUJ3KbejNcnK0CcaJXixxnJ8tcvzle1druyUc7FRB+8K69ev9ZhY5M4C7MVPgHP/B2nhm9pG1KRBLjhQr/6m+8Z+52ffPtYrVGtRaR8419O4YUK9JRtg/2sJJ9eWqRo88c56bLRBi7NvcwmM8yemGWjG8M92WZLAXgIIwivnupiJmR8z2OnhhreQzV4/vURJHdbfoZqC3FVqcjE7hyEPHU82faavWPSKs1jiLVe96yvnHdUL7pm69iRjpNb8Yo1Rbfi8GzeI4bxD1z05WIfMZjS1+GC7NV3pquYMANm/MM9eboy2U4N1WivkPX24bzVMPoqttnbZTG+G5cYNHKNl1NO/UIpk1HzoEzo+0nk4pstIx3OSa0+ku6xXihwvVLHNb0zch4hjVMjBvMZ5gs1eZKiISR48xkmelSwFBvlowfb5fVn/PnkrrGWGpFnTPFd3foyAQO2n8yqchGCyPHybECoNVf0j2qYXTF3/rVBJEjiNxcb7WRlBCJ3FwJET9Zpnq+UF50JXer6pwpvrtDxyZwWski0szzbG4ze63+km6R870VJS5GvCWW43KZEZfs2nDD5jzOsehK7lb1hCm+u0NnJnAOrWQRWUB938d2qwclsl62D/YwVa4t6zlZ3xgZ7MGSIiORu1xCZPtgDxnf49Ybh/nSwx/gkx95H1nfXzCWWtUTpvjuDh2ZwA3kM1rAINKgJ+OxtT/Hvh1DQPvVgxJZL4P5DAtus3ANtWRVwvWb83NfegzYuakH37O5ZKhxJfd4ocK5qVJTLLWqJ0zx3R06chXq37/zJv2hijQIwoiJYsAP790yd0yrv6QbFMq1y5V4l8gB5wtx8REz6Mv5ZDxjtlJj344h7ti7hcc++21Ojs+Q9Tx2DPWwqTd7xUruxjpntTDi/HSFIIrIerbupUYU352vI3vgPv3sm9oMV6RB5KA36/HU82cUG9JVzk6W5kqDrIQBQS2iv8enryfLHXu38NTzZ3jjUhE/2WbrrakKYeSumN9W7wnL+R6nJ8tgsGtzL0HktGm7rFpHJnAzlZqWS4vMU6qGKiUgXacaRos/6BqcAwymSzWyvvGpL79O1o+3anQu7t2uhnEh3+lSlee/O9FUMuTg/hE29+XYs7WPfSODC5YaEVmJjkzgykGk5dIi81RCRy1UbIgsR30j+3o5ktlqSG/WxzMjSJI4I+7lHp8JcM5dUTJEZT1kPXTkHDhAy6VFFvDmpRJD+UxbbPUjkhZRvJM9L5+dBuDV8wWiZFx2/uisZ4ZZ3EM3Nl3mwd/9Oj0Zj1oYsX0wP/e4tVzMkIZts2TtdWQPHMB1Q7lWN0GkLfX3+Jp/I7JMjcV9q6GjtsDIbNaD0DkK5YCzk2Ui54ico7/HZ3ymynhS/Hcty3q0qliwtF7HJnBfODHe6iaItB0Dtg3kNf9GZIXm97gZ8TZ19WHUnO8xXqhgBka8uf22gTwjgzmK1XDNy3po26zu1bFDqNPlmoaJROZxQKEcMDZd5o2LRe5/4lkNt4isQsaPt9eKnCN0MNSbYbxQwUtWqG4biIdNt/b3kPECvvTwB9b0/KcmimzuzTYd6836nBwrcP8Tz2pYtYN1bA+cZ6gbWWQeA85OlgkiRz7jabhFZJWC0FEOIiIXf6Bu7s3hex6eZ1y/qZehJLlarwK+CxULvjhboVCuaVi1w3VsAre1P6duZJF5HOCSQaBtAz0abhFZQ74Hs9WQjx98OyOD+Xgv1XXeymqhbbMuzQYM92U1rNrhOjaBu25Tr5Zpi8zjWTxHp7FnQHEisjY8zyPrG8+MXtqwrawW2jZroMdn20BP0+MU552nY+fAHT87Rc73uGlbf6ubItI2Bnoy+B5cmKlwdqpEzvcY6s2wZ+tAq5smkmq+xRve1xOlpWxltVblP+af6/4nnmWsUCaMHOOFCtUwwjfT52GH6dgeuMhBtRYxPlPRuL9IYrZaY6JYoxSEeBZXqR8rVLmjYY9UEVm+0MXz4V4bn6E/5y/6+IXKf/z0Uy9x9y//WdNODivx4F17mS4FnJ4oEYQRBtQip8/DDtOxCRyA7xuberMa9xdJREntqqQuKTnfY/tAjmdGL7W0XSKdohxEnDg/wzt+9r9x9y//2VUTpvnlP8LIMVEMeONScdULDw7uH2Frfy6egwdkfY8bNvfq87DDdOwQKkAtdBr3F2ngGq7sv24ovuqcYkRkjYURnDg/w4/91td4544BHrnnXQBzQ6bjhQrXDV2epxaXHom37aovPChW4329VzKsOlMNecf2Acxs7phivbN0dALnWL+l2yJp5oBXz01z3aZeMr4pRkTWWGPB3zcuFfnEUy9hwFBvls29WS7MVDgzWaZUDZlNLgbk/MsJ19U6IOpz506OFajWIrK+cfOOoaY5dLuH+xgrlOnLXf6Y1+dhZ+noIVSAqVKwLku3RdKuEjpOXSoqRkTWkSPuVZup1CiUa3NDpjsG80SRY2ymShBGc4+tOZguBcDCCVd97twbF2eYKgaUgpDpco3XL8w0DbkuVF5kvUqZSGt0dAJnwPaBHlWfFrkaU4yIrDePOImrRZc3UB3qzZLNxB/BDshnPDKe4Vm8SvxqCVd97tx0qYbnGRnPw8MolGtNtd4WKi+yXqVMpDU6fgh19MKsttQSmceAnoxH6OKegbUqZyAiV6o58HBkvOY+kzBy9GU93j4yCFze5q5cixgZzC8Yh/Wts6phhO/Fw62WrCifP+S6lFImq6X3jtbp6AQO4j/sR48c5xDoj0ok4YByLSLnG/05n0ePHCfrW9PqN8WMyNoII0cIRC7ixFtTYPH+qWawqe/yPqaD+SyVWshsJeTURLFpxejjT59g9MJsXPpnugxApRbNTbbLZbwNn+NWH87Ve0drdPQQKkCP72kLEZGrqIaO2WrYVM5A2+6IrI/QQRBd3j81CB1TpdrcPLULM2XGClX6cn5TbbiHnnyek2MzOOfwiOM2CB3O1bfHg6AWbfh81vmlUPTesbE6PoErVGoqJSJyDacnStTCqOmYYkZkYxSrIW9eLHJuusxsJWT7QI7tg/m5hKhQrjFTDfE9w/c8cpmFiwRHwMWZKg/+7te551eObUjB3lMTRXqzze3Re8fG6fgELnJaOi2ymDOTZQrlYO62YkZk49QiRyUIyWU8ejIeo+MznDg3zej4DOVaROTi4dJSEFIKwqbnNlQdiXvjnOPk2Aw//dRL657E7R7uu6I9eu/YOB2fwAFaOi1yDfUPgHNTZZUbEGmRQiVkuhhwZrJMLXT4ZvEct0WErvm273n4Xrwqdb2HMlWqpLU6fhEDoKXTItdQc9DjG7UonkOzSyvJRFqiGsXZWGSOyC3y4Kuo1EIiF680P3l+esVtWcrq0oP7RzhEPBfu9ERR7x0brCsSuMefPgFoVYzI1QS1CM+DgZ5M0+q31cRMOQipBBHlWkh/T4aBnq54uxFZtZUmb43PdcS9eguV0VosOVvO6tKrlSpReZH11xXvqK9fmNXSZpFriABzcay8Y2Rg2eUAnItX1ZWDkHItTtxmKzXeuDjLGxeLnJ8u81cOXMdfeMe2df+3iEisFkU8+Ltf56atfZgZhUqNwZ4M4zMVNiVbei0U642rS4Fl78uq8iIboysSuHItrpvz+NMnOLh/hCCMmCxWOXl+hlvfNkw+u/CqHpFuEjqwJW6kHUaOchDyhW+f5ze+/DqnJooM5LLctK2Pci3ijYuznJ+uND2nN+crgRPZQPHicser52dwxHVR6z10hVLAUG+WYjWkUot46Pdf4JMfeR8H94/MFQtutJzVpatNANuVc/HQ9txP4lIukWv4Cbjo8vXIOaKk3stqelYX0hUJHEAQRpw4V+Dxz3ybM1NlvvzaBS7NVvmNj97GD71rR6ubJ9IWapFjbLrMyFC+6Q27/qXnlXMFTpwr8J3xGV787iSvjs0QJu9Kl2YDvrvAG/xwX5Z9OwZ525b+Df23iAhz8QngGhKISugYn6kCkPFgtlqb6yXbPdzHWKE8l4DBtVeXzh8uPTlW4LqhfNNjNqq8SBQ1J07OkdTLi5Ouy8fmJWNNCRfUwohqLb6Ua3GSG9QigjCu3xeEEdUwuV1zyfEoqdEXXb7UHNXksbX5K05WqWsSuPp/t1+btyrnhe9OKoETaXC+UMEzCKJ465+/86mv8PqFWc5OlrjW249vRsY3Bnsy/G+3v409W/vYs62fLf05tg70aA6cSJuqRfFCpnoR3gfv2sujR45TrMZ1VEtBeNXVpQsNl8b7slbYNnA5iasngFHkmnqnnIuTriCK5ubMVmoR1SCiUounZVRqEZUwjBOqwFGphVSSBCuoxclRpeF6Y5IV1B8XuoaEK7k/arg+l4DFt8O17i5bB135jvrunYP8wM0j/I1bb+DmHYOtbo5I23mrYfjzXLJtT91QPsPbtvbz2liBgZ4M+axPT8Yj63vxxOlywI//wNvxvfgDwcwQkfbmiFeufmesQH8+w9++bRdHXjrLW1Mlhvt6+KF3buPNS0V+/dh3OPFWga+8fonJUkClFpLxjJ6sP9ezBXBuqsJEMcAwQueIIsdMucZf/IU/vSJZCmrRNb8ctrOMZ3MJacYzhvJZBvIZsr5Hzjeyvnf5kjF+Zy3PvYavlQp7t/byib/0Tn79y6/z/37jrFbHiFxFzve4fnOemUqNai1i51CeH7vzJj783uvJ+B4/8qmvMD5TmRtmKZSDuJYc8Pd+62uKK5EUqYaO18ZnAfhf/8MzTfddnA14bXzmqs8NQkcpuLJmXXnesfOFyhWPWQnfjN6cT3/OJ5t8eZxLljIeOd8jVz+eibfTzPk+uYzNHTs3WebFUxNMl2sM9+X4i/u2ceCGoeRx8WN6ksc23c7Gr9+T8Xn2Oxd47OlXyPhGb9anHIQEkeORu/dz183bqX93NWzu+u98bE3+EwBtmMCZ2d3AvwV84FPOucfW8vVPT5b5p3/0jWuuwBERMOKVpJt6s3PDKP/P0e9w3VCeg/tH+PEfePvcMEstjDgzGffU3bA5PxdX952e5JnRSyolINLhfIP+ngyeGWHk6Mv53LJrM8+8fpHIOUqVMO7iAwZ6fDK+x+03beHLJy9QCkLCKLnbYDCfYc/Wfn7k9rdxcP8Iv/nlUZ44NkqY1Kzc3J8j6/srrvFaH/btyfrc2JejFIQcO3mBD75rx7Je7z9+9RQ9WW/uS+yA71Gs1vj0M29yz/fuXHa7lqutEjgz84FfBf4ScBr4mpkdcc59a63OUQ0d06WAnZt6gc5ZHSOy1iohTBar9PdkeP3CLNUwwjebW80N0Jf1eP1ikWotIusbOzf1MpSsXhsvlPnVo99h13CvviyJpETON6rLmGzvEZchily8YKJYi/dt/d+/7yaeGb3EyGAP56bKZDMenhlR5Agj2D6Y4+grF+L3FS9+lSACHEyVarx8dpqf/S8v86Hv2cFnXj4PZuR8I3JwcSZg6wDLKmvSuMhislhdk1Wyq12tu1rttpXW+4HXnHOjzrkq8PvAh9f6JPUkrk6b74osLIjg7GSZWuTwk7ker47N8MnPv8qjR44TRI59IwN4HlfMYSmUa9SiiL5cZq40SX2StIi0p+Ukb8Bcr5oDyrWQnG9s6c/y1PNnePX8NL1Zn2oYXR5ONKiGEb1Zn2IQ4hlxr13DaevzySLn+C8vvkVQi788GhYngS7i/HSFr75xifufePaae77We9vGCuW5L5Kvjs1QC5uHd1eSB7R6L9h2S+BuAE413D6dHFtTBlyYuTwWr813Ra7OkjfY+v+yvvGpL78+9w3WzMhn4lqKjXFVqUX0+M1vMfqyJNJZ6tt2+Qbv3rmJt48Msm0gT9a3ZG5cSM735kqYOBfPry0FIY3rm9y8vNHM8D2Lvxja5ftrYUQtis/b49tcz/7VkrjGmnSNXyTn16lcSR7Q6r1g2y2BW5SZPWBmz5nZc2FxamWvQfzhos13pROsRUws+LrJT+dcXCspckQ4dgz2MFsN6W0ogL19sAdcc1z5nrGpr3l4QV+WZCOsV0x0upWsF4970KAnc+WXtVzGIwgdQ70ZoshRiyIiHIP5DEHouGFTPq7NFrmmZO7ye8/l6xHxe1CYZHIGjAzlF+3ZPzVRbHqvAtgx2EMQRatOvA7uH+HQvQcYGcwzVQoYGcxv6N7rbTUHDjgD7G64vSs5Nsc59wTwBEDPzn3LXnn8ti19VMOQ2UqojbulI6w2Jq5m20COHt+4UAwII0fO99g2kCfjG/25eFFDfQ7JYD7LtsHmuPrwLdfz1PNnllRLSmQtrVdMyJVGBnuYKAYLflnbNzLIg3ft5fCxUYKwQLUWkfONm7YNzL0PfOKpl5ip1OKJdImsb3M14ob7ssxWQ4b7shTKNSrh5fMO5uNzXqtnf6GixBnfY9/2AYb7ezg9UVxVHnC1vWA3QrslcF8D9pnZTcSJ20eAH16rF+/P+WR8w+HzyY+8R0mbyFXs2pzn//7r3wswV6SzMQn7+3fedEVylvWvjKv37NrM4WOjq36TFJH15dnl4dClZrxZL07Gfnjvlqt+WVsswfml+26Ze49wUcT5mSqhc/R4xqb+LFnf5+9+/x6eGb3E6YkivhfQ3+MvWCR4IVcrSvwv/uq7U/9e1FYJnHOuZmb/EPjvxGVEftM5d3y1r+t7kPE8erMeI4N5fYiIXEXWg5/8wD4e+uDNc8cOwYJJ2FKSs1Z+OxXpVnfcNMyDP/COufgsVmpcKgZNiZkRJ225jEfGiwtu5zIe+0YGuWPvFj7zzbd4bXwmXlyQPLE+VLqpL3tFGY+Vflmb/x5RXzE6/3Uearh/qbtE1F//au9haWdu/szBFOnZuc/t/OivXPV+D7hhuLejfmHSvszs686521rZhsViAuI3YajvDxi/Id+0tY9H7nmXYkTWVFpiYq0Z4HnxZvIZD/aNDPLw3fs5uH/kqglK3dETY3PDimGy+nugJ8Mv3XcLAI999tucOD+DEcfuYD5DsRpSDSM8Mw7/nT+3LnG8WLs3Uju1ZbnWMibaqgdurXzvDZsoVmuMDOZ58oHbW90ckbZw3VAP2wcvDzsoRkRWxjMY6MlQCx3VMMT3PPZu6+ee77lubqhvpb3SB/ePNA0rzn+dg/tHuP+JZ6+Y11WP5/VKZNqpN72d2tJKHZnAaWWpSLN/8sF9WlAgsky+xWV03ra1vylurrXS8KEFjy7PYgnKcjabl87VkQmc5rmJNHvogzdrQYHIMngGu4Z7ma3EPVvtFDedPK9Llq7jErh3XTeoISGRBn25uAaShh1Emllymb8Ne873uH5zHt8z9u0YasvPFMWzdFQC15fzefju/a1uhkjbMODHNawiXSzj2RX7e/ZkvLljw31ZejIeZydLBFG8F+jOTT34nmlYUtpaqhO4+mo6I+7q/pcf/h59I5GulvUNS7ad6cv5/Phde5tKgoh0m13Dfdz6ti0LDjU2rma8bc9W7ti7ZW4RgqbiSLtLdRmR2267zT333HOtboYI0B4lExQT0k4UEyLN1jImUp3AmVkBeKXFzdgGXFAbWt6GVp8f4J3OucFWNkAxoTa00flBMVHXDr8LtaH154c1jIlUD6ECr7T6252ZPac2tL4NrT5/vQ2tPH9CMaE2tMX5621o5fkTigm1oS3OX2/DWr2Wt1YvJCIiIiIbQwmciIiISMqkPYF7otUNQG2oa3UbWn1+UBvq1IZYq9vQ6vOD2lCnNsRa3YZWnx/WsA2pXsQgIiIi0o3S3gMnIiIi0nVSm8CZ2d1m9oqZvWZmj6zxa/+mmY2Z2csNx7aY2efM7GTyczg5bmb2yaQd3zCzWxue89Hk8SfN7KPLOP9uM/tTM/uWmR03s3/UgjbkzeyrZvZS0ob/Kzl+k5l9JTnXfzKzXHK8J7n9WnL/nobX+pnk+Ctm9leW2obkub6ZvWBm/7UV50+e/4aZfdPMXqyvINrI38Uy2qmYUEwoJprbuS4x0ep4SJ6rmLj83JbGRMviwTmXugvgA98B9gI54CXg3Wv4+ncBtwIvNxz7BeCR5PojwOPJ9Q8BnyXeEOJ24CvJ8S3AaPJzOLk+vMTz7wRuTa4PAq8C797gNhgwkFzPAl9JXvsPgI8kx/8D8A+S6z8B/Ifk+keA/5Rcf3fy++kBbkp+b/4yfhf/BPg94L8mtzf0/MlrvAFsm3dsw34XignFhGKivWKi1fGgmGivmGhVPKxJoGz0BbgD+O8Nt38G+Jk1PseeecH5CrCzIXBeSa4fBu6f/zjgfuBww/Gmxy2zLX8C/KVWtQHoA54Hvo+4CGJm/u8B+O/AHcn1TPI4m/+7aXzcEs67C/gC8AHgvyavt2Hnb3jOQsHZsr8HxYRiQjHR+phop3hQTLQ2JloVD2kdQr0BONVw+3RybD3tcM69lVw/B+xYpC1r0saki/d9xN9sNrQNSbf0i8AY8DnibyWTzrnaAq83d67kko2bywAAC31JREFU/ilg6yrb8CvAPwWi5PbWDT5/nQP+h5l93cweSI615O/hGhQTiomNOH+dYuJKLfv3KyZaHhMtiYe078TQEs45Z2Zuvc9jZgPAHwI/5ZybNrMNbYNzLgTea2abgT8G9q/n+RqZ2V8DxpxzXzezgxt13qu40zl3xsxGgM+Z2YnGOzfq76GdKSbWn2IiPTby36+YaIuYaEk8pLUH7gywu+H2ruTYejpvZjsBkp9ji7RlVW00syxxUP5H59wftaINdc65SeBPibuiN5tZPfFvfL25cyX3bwIurqINfwG418zeAH6fuHv8327g+ec4584kP8eI36DeT4t+F9egmFBMrPf55ygmFrTh/37FRHvERMviYbnj3O1wIe45HCWebFifnHpgjc+xh+b5Db9I84TEX0iu/1WaJyR+NTm+BXideDLicHJ9yxLPbcCngV+Zd3wj27Ad2Jxc7wW+BPw14D/TPDn0J5LrH6d5cugfJNcP0Dw5dJTlT5g+yOXJqRt6fqAfGGy4/j+Buzfyd6GYUEwoJtovJloZD4qJ9omJVsbDmvwht+JCvJLjVeLx9n+2xq/9JPAWEBCPQ3+MeJz8C8BJ4PP1/7DJL+FXk3Z8E7it4XX+HvBacvmxZZz/TuIx9W8ALyaXD21wG94DvJC04WXg0eT4XuCryev9Z6AnOZ5Pbr+W3L+34bX+WdK2V4B7VvD7aAzMDT1/cr6Xksvx+t/aRv4uFBOKCcVEe8VEq+NBMdE+MdHKeNBODCIiIiIpk9Y5cCIiIiJdSwmciIiISMoogRMRERFJGSVwIiIiIimjBE5EREQkZZTAiYiIiKSMErhrMLPQzF40s5fM7Hkz+/5lPv+3zOy+a9z/leT1v2tm48n1F5N97ZZ6jp8ys75FHjMz7/bfNbN/v8hz/tjM/nrD7VfM7J833P5DM/ubS23ntc5vZj9qZi+b2TfN7AUz+8RKXneRc/7sWr+mNOuEeDGzf2Rmv9Jw+7CZfb7h9k+a2SeXer55r73HzF5uuP1+MzuWxNYLZvapxWJ5Bef8u2Z2/Vq+pqxeJ8RK8piBJEa+Y/E+oEfN7Pvm/60v8LxPmNmJpE1fM7MfXWq7ltj2zWb2E2v5mu1ICdy1lZxz73XO3QL8DPCv1vLFnXPf55x7L/Ao8J+Sc73XOffGMl7mp4A1fdNP/H/A9wOY2VZglniLlLo7iCtOL8rM/Gvcdw/xv+H/b+/cY7csyzj++YqcNhVSfhi2CqWU1QgVjMEMU8LaWtnwlENFypWtpv3ReW5hrWEhWyXmKUlgVGoJrUxmykH24weoBShgZECyME5yyALkcPXHdb36+MJ7+P1C+L0v12d7tvu9n/v4vNd1P/d9Pdfz3Jea2SD8y9Q7O9jmauQE7u2nGfTlDbkPBgO9CjI8gvrlvuJe05JOxz8o+k0zO8fMzgPmACfXU3Y7uAHICVznoxl0BeDnwKvA+81sCDAe6FMtg6SbgNHAh6ONo/CP2x5JegM5gUve4BRgO4CcSQWr0dWF+Cmxon4S6Bvxl0iaXSpI0mhJsw5XiaQBkubEamahpIGSToxVykcjzURJP5B0Mz44z5M0ryOdipXcTyUtkrS2sKpbxJs3shHA74GW6OOZ+AD0L0nXxDV4QdIPC+W+JmmypOXAcEnjJa2RtBTfv67Et4GvmdlGADPba2b3RxnnSlosaYXcIviOiJ8vaWiE+8j3wStZGx6N6/c3ST+K+NuBnrHam9mR65S0m0bVl2XA2ZJ6SuoF7I64QXF+BNBaQzZ/LOlZ4BZJQ+RWluX4Nj4lvgxMM7O2UoSZ/cbMNkk6VdLsKHuxpA9F2RNUsE7H9ewfx2pJ90taKemJaP8VwFBgZsh+z1p/WnJMaEhdkTQAGAbcamYHAcxsnZk9Fkm6lMtkxH8H+JKZ7Yo8u8xsWpQ5Sm6Nfl7SVEndI369pD4RHippfoQnRLr58vvXzVHH7cCAkPtJ7fgvGosjtbVIMx7AAXzwfhG3Cg2J+MuBPwFdgNOBl4F+wJhC/BnADuAKfHXxItAS+X8JfKpQzw3AlAg/ha9mwJVjboQ/CKwGPoZvXdIt4tcDfWr047Wy38X6HsQtAScAHwBeivju0f5u+OrwE8CMSDM2wmdE31vwfQfnAp+J/AZcFeF+hXTdcCtHqf5XgV4V2r0CuCjC3yP2/APmE9uP4Ku99YV+rcU3KO4B/AN49+GuQR6pL1X6MQ8YCXwcvxF8Hl/Nvwt4uQ7Z/FmZDI+M8CRi70zgUeCyCvXfCXw3wpcAyyI8AV/slNK9gO/H2R/YD5wb8Q8D15brSh6d52gGXQE+DcyqcO6wMklMVivk6QFsAM6O39OBr5a3BV+UzI/wBNzY0B2/F2wDulK2T22zHmmBq07JzD0Qn8BMlyR8D7pfmdkBM9sELAAuwAf9UvxGfEKDuaTNAK6V1Bt//Ph4eWWSTsJX+I9IWgbciysvZrYyyvgD8Dkze/3/7FtxD7XZZnbQzFbhgwZmthff1+18/LHmEqAt2jcCn4RdgCvSFjPbD8yMawA+QP02wsMK6V4HHqrVuLB+9DazBRE1rVB2NZ4ys51mtgdYBby3jjzJkaFZ9KVkfR6By3xR7hfVIZsPRft6R7qnI35GnfVfWEprZnOB0ySdUiPPOjNbFuHn8BtY0nlpFl2pRntl8pzIsyZ+1zvmP2b+5GYrsJm4hx0PVPTRSN6KmbWFCbelg0X8An8MuQd4JCY85ZwA7DD3Czgcg/CVV9921r1bUreCYp4KbC2c31sIF30RWnEFOtnMtktaDHwFOA8fAM6sUuceMztQR9tWAkOIAalO9vPm4/8eZeeKfTlAyvgxocH1pRW4CZetu4AtuOV5C/X5v/2njjQluf9dO9pVlHt4q+yXy30+Lm0QGlhXVgKDJXWpMNYfIpNmtkvuXnOWma1tR1055h+GtMDViaSBuPl6G7AQuFpSF0kt+CRnKfB0Ib4fcHEpf6yaNgK34gp3COY+AeskXRl1StLgCI/BJ14jgTtjtQXwb2o7Pi/AzdeEH8JV+GOiWiwCvggsj98rcGvce/DHN0uBi+R+aF2Aa6KucpZEutMkdQWuLJybCEyS9M5oXzdJN5rZTmC7pI9EuusKZa/Hb37gjxHqYV/UnRwFGlxf2nA5bzGzzWHl2AJcBrTWkM1i+3YAOyRdGFFjC6enAOMkDStcszHylxsWltKGb9LW6Ot63CKOpPOpvoAqUU9/k2NIo+qKmf0deBa4LayHpTetP1mjyxOBu0pWZfmbrNcDfwX6S3pfpKs05l9eo/yabW8WjpuZagfpGeZmcMvUODM7EE6iw/GJjQHfMHfon4X7rKzCfRfaysqbid8UVlepcyxwt/yTHV2BX0v6J+6LM8rMNsg/wfETYBxwHzBH0kYzu7hCmbcA94aDp4Dphcc61VgEnEW8IWVm+yVtBjaYO62+Iulb+GRQuCn7EIuCmb0iaQJ+PXbgvh+lc3+Mm9aTMQgYMDVOjwPukb/KvhZ/wwngDuBhSV8ASg6ztbgPWCHpz2Y2tmbqpCM0hb6EtXkLbmEo0Ya/fFNazFSSzXLGA1MlGfBEoY5Nkj4L3CGpL3AQv0nPwf16pkpaAfw36gJ3Sbhe0kp8UbSG2jwY7dwNDDez3XXkSd5+mkJXgBuBycBLIWNbga/X6PvdwEnAM5L2AfuAyWa2R9J4/DHvicAzwD2R5zbgAUnfx/06q2Jm2yS1yj9l8riZ1WpTQyJfXCZHg1COv5jZA8e6LUnS2Ul9SZL6SF05PskJ3FFC0nO4b8zoeEEgSZIKpL4kSX2krhy/5ASuiZC0BH+dush1Zvb8sWhPknRmUl+SpD5SVzonOYFLkiRJkiRpMPIt1CRJkiRJkgYjJ3BJkiRJkiQNRk7gkiRJkiRJGoycwCVJkiRJkjQYOYFLkiRJkiRpMP4HqNbj4DyHQgMAAAAASUVORK5CYII=\n","text/plain":["<Figure size 720x360 with 3 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\n","text/plain":["<Figure size 720x360 with 3 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"aYi5wadxWOGv","colab":{"base_uri":"https://localhost:8080/","height":803},"executionInfo":{"status":"ok","timestamp":1623009932487,"user_tz":360,"elapsed":378,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"d02e1a24-3d14-421f-85d9-b9697721dc11"},"source":["'''\n","3d. Lastly, analyze number of characters and number of words and unique words in each question versus whether they are TopTags or not\n","in other words, do the questions with higher ranked tags have any kind of correlation to their length?\n","Use the TopTag flag created earlier\n","Very weak positive correlation between the number of words, unique words, and the Top Tags\n","'''\n","toptags_unwordcount = questions_df.groupby(\"TopTag_Revised\")['BodyText_UnWordCount'].median()\n","toptags_unwordcount.plot.barh()\n","plt.xlabel(\"TopTag\")\n","plt.ylabel(\"Mean Unique Word Count\")\n","plt.show()\n","\n","toptags_wordcount = questions_df.groupby(\"TopTag_Revised\")[\"BodyText_WordCount\"].median()\n","toptags_wordcount.plot.barh()\n","plt.xlabel(\"TopTag\")\n","plt.ylabel(\"Mean Word Count\")\n","plt.show()\n","\n","toptags_chcount = questions_df.groupby(\"TopTag_Revised\")[\"BodyText_ChCount\"].median()\n","toptags_chcount.plot.barh()\n","plt.xlabel(\"TopTag\")\n","plt.ylabel(\"Mean Character Count\")\n","plt.show()"],"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"cu974GgMXIPO","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1623014125089,"user_tz":360,"elapsed":44014,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"432c39f6-505f-4118-909c-43e71e37a3c9"},"source":["'''\n","4,5,6,7 - looking at features created earlier that may be of significance - Questions Counts, Paragraph Counts, Bold Counts, Code Counts\n","maybe an sns pairplot is in order, but first let's limit the features to plot\n","looks like there are a lot of inverse correlations; for instance when a lot of questions are asked, the bold count, and paragraph counts\n","go down, as well as the body word count; this may speak to different styles of the question askers;\n","some are big questions askers, other are big on code examples, or bolding text for emphasis, but they tend to fit in\n","separate categories or perhaps are related more specifically to tag topics.\n","'''\n","questions_df_pairplot = questions_df.copy()\n","\n","questions_df_pairplot=questions_df_pairplot[[\"rank\",\"Score\",\"ViewCount\",\"TopTag_Revised\",\"NumQuestions\",\"BodyBoldCount\",\"ParagraphCount\",\"CodeCount\",\\\n","                                      \"BodyText_UnWordCount\"]]\n","               \n","questions_df_pairplot[\"TopTag_Temp\"] = questions_df_pairplot['TopTag_Revised'].astype('category')\n","questions_df_pairplot[\"TopTag\"] = questions_df_pairplot[\"TopTag_Temp\"].cat.as_ordered()\n","questions_df_pairplot.drop(axis=1, columns = [\"TopTag_Temp\",\"TopTag_Revised\"], inplace = True)\n","#questions_df_pairplot.describe()\n","sns.pairplot(data=questions_df_pairplot,diag_kind='kde')\n","\n","plt.savefig('/content/drive/My Drive/Capstone2/Data/seabornplot.png')"],"execution_count":30,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x1440 with 72 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"YeSNGY4Iuo-9"},"source":["# Task 8 - Analyze question words by tag - more will be done after count vectorization and tf-idf in next notebook\n",">8a.Visualize question frequency by the 33 tags.\n",">8b.Identify average word count per tag."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":456},"id":"Orj31B5Crd06","executionInfo":{"status":"ok","timestamp":1617491668077,"user_tz":360,"elapsed":2815,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"ac49903b-533d-4f9d-c14f-328331df208e"},"source":["'''\n","8a getting question frequency by 33 tags; you can see dataset does not have equal counts of each tag - with ML, python, neural-network, deep-learning, classification, and r \n","being the top 6 (other category are those not top tags - combined into one grouping)\n","'''\n","questionsfreq_bytag = questions_df[['Tag1_Renamed2',\"BodyText_WordCount\"]].groupby(['Tag1_Renamed2'],as_index=False).count().sort_values([\"BodyText_WordCount\"], ascending=False)\n","#questionsfreq_bytag.head()\n","# Visualizing question frequency by tag\n","fig, ax = plt.subplots(figsize=(10,5))\n","plt.xticks(rotation=90)\n","ax = sns.barplot(x=\"Tag1_Renamed2\", y=\"BodyText_WordCount\", data=questionsfreq_bytag)\n","ax.set(xlabel='Tag Name', ylabel='Question Frequency')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[Text(0, 0.5, 'Question Frequency'), Text(0.5, 0, 'Tag Name')]"]},"metadata":{"tags":[]},"execution_count":16},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x360 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":456},"id":"hMrcfhXVyV4D","executionInfo":{"status":"ok","timestamp":1617491672427,"user_tz":360,"elapsed":1049,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"41071657-96bf-4ee8-9f5d-1b490d092b1f"},"source":["'''\n","8a Visualize average word count by tag; note programming related python and r tags are on lower end of word counts likely because we have removed more core in these questions; \n","text mining and reinforcement learning has the highest mean word count\n","'''\n","avgwordcount_bytag = questions_df[['Tag1_Renamed2',\"BodyText_WordCount\"]].groupby(['Tag1_Renamed2'],as_index=False).median().sort_values([\"BodyText_WordCount\"], ascending=False)\n","avgwordcount_bytag.head()\n","# Visualizing question frequency by tag\n","fig, ax = plt.subplots(figsize=(10,5))\n","plt.xticks(rotation=90)\n","ax = sns.barplot(x=\"Tag1_Renamed2\", y=\"BodyText_WordCount\", data=avgwordcount_bytag)\n","ax.set(xlabel='Tag Name', ylabel='Median Words Per Tag')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[Text(0, 0.5, 'Median Words Per Tag'), Text(0.5, 0, 'Tag Name')]"]},"metadata":{"tags":[]},"execution_count":17},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x360 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"9YnEYvtm4MHO"},"source":["# Task 9 - Analysis of NER results by tag"]},{"cell_type":"code","metadata":{"id":"I2uebwHS4K41","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1610663251245,"user_tz":420,"elapsed":669,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"f830c356-15a9-4dcb-ab91-5c89719d928e"},"source":["'''\n","9a. Let's get a list of all the Named Entities and Their Frequency Counts and save to a new dataframe; really need to filter out\n","numerics and alphanumeric numerals to get a good analysis\n","'''\n","questions_df['NER_txt_str'] = [', '.join(item for sublist in x for item in sublist) for x in questions_df['NER_text']]\n","#questions_df.head(5)\n","def separate_ner_text(text):\n","    return text.split(\",\")\n","\n","questions_df['NER_txt_str2'] = questions_df['NER_txt_str'].apply(lambda y: separate_ner_text(y))\n","#questions_df.head(5)\n","all_ner_text = [item for sublist in questions_df['NER_txt_str2'].values for item in sublist]\n","#print(all_ner_text)\n","\n","my_set = set(all_ner_text)\n","unique_ner_text = list(my_set)\n","\n","ner_name_freq = collections.Counter(all_ner_text)\n","\n","kk=[list(ner_name_freq.keys()),list(ner_name_freq.values())]\n","\n","ner_name_freq_df = pd.DataFrame(np.array(kk).T, columns=['NERText','NERText_Freq'])\n","ner_name_freq_df['NERText_Freq'] = pd.to_numeric(ner_name_freq_df['NERText_Freq'])\n","\n","# Using this code to make the output clear\n","print(\"There are a total of {} named entitites in this dataset. \\n\".format(len(all_ner_text)))\n","\n","print(\"There are {} unique named entities in this dataset. \\n\".format(len(unique_ner_text)))\n","\n","print(\"Here is a list of the top 50 named entities sorted by frequency: \\n\")\n","ner_name_freq_df.sort_values(by='NERText_Freq', ascending = False).head(50)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["There are a total of 117904 named entitites in this dataset. \n","\n","There are 31896 unique named entities in this dataset. \n","\n","Here is a list of the top 50 named entities sorted by frequency: \n","\n"],"name":"stdout"},{"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>NERText</th>\n","      <th>NERText_Freq</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>97</th>\n","      <td>1</td>\n","      <td>4363</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>one</td>\n","      <td>3520</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td></td>\n","      <td>3240</td>\n","    </tr>\n","    <tr>\n","      <th>34</th>\n","      <td>two</td>\n","      <td>2835</td>\n","    </tr>\n","    <tr>\n","      <th>246</th>\n","      <td>2</td>\n","      <td>2821</td>\n","    </tr>\n","    <tr>\n","      <th>38</th>\n","      <td>first</td>\n","      <td>2588</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>3</td>\n","      <td>1852</td>\n","    </tr>\n","    <tr>\n","      <th>36</th>\n","      <td>second</td>\n","      <td>1234</td>\n","    </tr>\n","    <tr>\n","      <th>191</th>\n","      <td>10</td>\n","      <td>1218</td>\n","    </tr>\n","    <tr>\n","      <th>196</th>\n","      <td>0</td>\n","      <td>1201</td>\n","    </tr>\n","    <tr>\n","      <th>25</th>\n","      <td>5</td>\n","      <td>1063</td>\n","    </tr>\n","    <tr>\n","      <th>84</th>\n","      <td>two</td>\n","      <td>1009</td>\n","    </tr>\n","    <tr>\n","      <th>119</th>\n","      <td>4</td>\n","      <td>974</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>algorithm</td>\n","      <td>919</td>\n","    </tr>\n","    <tr>\n","      <th>220</th>\n","      <td>100</td>\n","      <td>877</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>one</td>\n","      <td>836</td>\n","    </tr>\n","    <tr>\n","      <th>78</th>\n","      <td>Python</td>\n","      <td>826</td>\n","    </tr>\n","    <tr>\n","      <th>1461</th>\n","      <td>CNN</td>\n","      <td>746</td>\n","    </tr>\n","    <tr>\n","      <th>2580</th>\n","      <td>Keras</td>\n","      <td>701</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>three</td>\n","      <td>592</td>\n","    </tr>\n","    <tr>\n","      <th>411</th>\n","      <td>zero</td>\n","      <td>544</td>\n","    </tr>\n","    <tr>\n","      <th>134</th>\n","      <td>1</td>\n","      <td>511</td>\n","    </tr>\n","    <tr>\n","      <th>2206</th>\n","      <td>CNN</td>\n","      <td>505</td>\n","    </tr>\n","    <tr>\n","      <th>269</th>\n","      <td>20</td>\n","      <td>498</td>\n","    </tr>\n","    <tr>\n","      <th>438</th>\n","      <td>first</td>\n","      <td>457</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>One</td>\n","      <td>444</td>\n","    </tr>\n","    <tr>\n","      <th>52</th>\n","      <td>50</td>\n","      <td>427</td>\n","    </tr>\n","    <tr>\n","      <th>3380</th>\n","      <td>Keras</td>\n","      <td>410</td>\n","    </tr>\n","    <tr>\n","      <th>334</th>\n","      <td>6</td>\n","      <td>363</td>\n","    </tr>\n","    <tr>\n","      <th>325</th>\n","      <td>2</td>\n","      <td>359</td>\n","    </tr>\n","    <tr>\n","      <th>320</th>\n","      <td>1000</td>\n","      <td>330</td>\n","    </tr>\n","    <tr>\n","      <th>128</th>\n","      <td>Python</td>\n","      <td>309</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      <td>algorithm</td>\n","      <td>300</td>\n","    </tr>\n","    <tr>\n","      <th>1282</th>\n","      <td>30</td>\n","      <td>288</td>\n","    </tr>\n","    <tr>\n","      <th>755</th>\n","      <td>3</td>\n","      <td>275</td>\n","    </tr>\n","    <tr>\n","      <th>123</th>\n","      <td>8</td>\n","      <td>264</td>\n","    </tr>\n","    <tr>\n","      <th>633</th>\n","      <td>15</td>\n","      <td>245</td>\n","    </tr>\n","    <tr>\n","      <th>489</th>\n","      <td>01</td>\n","      <td>236</td>\n","    </tr>\n","    <tr>\n","      <th>421</th>\n","      <td>7</td>\n","      <td>233</td>\n","    </tr>\n","    <tr>\n","      <th>64</th>\n","      <td>200</td>\n","      <td>228</td>\n","    </tr>\n","    <tr>\n","      <th>860</th>\n","      <td>PCA</td>\n","      <td>221</td>\n","    </tr>\n","    <tr>\n","      <th>340</th>\n","      <td>12</td>\n","      <td>217</td>\n","    </tr>\n","    <tr>\n","      <th>312</th>\n","      <td>500</td>\n","      <td>217</td>\n","    </tr>\n","    <tr>\n","      <th>422</th>\n","      <td>NLP</td>\n","      <td>211</td>\n","    </tr>\n","    <tr>\n","      <th>1361</th>\n","      <td>2D</td>\n","      <td>209</td>\n","    </tr>\n","    <tr>\n","      <th>1164</th>\n","      <td>80</td>\n","      <td>205</td>\n","    </tr>\n","    <tr>\n","      <th>241</th>\n","      <td>GPU</td>\n","      <td>203</td>\n","    </tr>\n","    <tr>\n","      <th>273</th>\n","      <td>9</td>\n","      <td>202</td>\n","    </tr>\n","    <tr>\n","      <th>648</th>\n","      <td>First</td>\n","      <td>200</td>\n","    </tr>\n","    <tr>\n","      <th>72</th>\n","      <td>three</td>\n","      <td>199</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         NERText  NERText_Freq\n","97             1          4363\n","16           one          3520\n","2                         3240\n","34           two          2835\n","246            2          2821\n","38         first          2588\n","17             3          1852\n","36        second          1234\n","191           10          1218\n","196            0          1201\n","25             5          1063\n","84           two          1009\n","119            4           974\n","21     algorithm           919\n","220          100           877\n","0            one           836\n","78        Python           826\n","1461         CNN           746\n","2580       Keras           701\n","13         three           592\n","411         zero           544\n","134            1           511\n","2206         CNN           505\n","269           20           498\n","438        first           457\n","18           One           444\n","52            50           427\n","3380       Keras           410\n","334            6           363\n","325            2           359\n","320         1000           330\n","128       Python           309\n","20     algorithm           300\n","1282          30           288\n","755            3           275\n","123            8           264\n","633           15           245\n","489           01           236\n","421            7           233\n","64           200           228\n","860          PCA           221\n","340           12           217\n","312          500           217\n","422          NLP           211\n","1361          2D           209\n","1164          80           205\n","241          GPU           203\n","273            9           202\n","648        First           200\n","72         three           199"]},"metadata":{"tags":[]},"execution_count":70}]},{"cell_type":"markdown","metadata":{"id":"G2MMu60avNre"},"source":["# Task 10 Clean up and Export Results"]},{"cell_type":"code","metadata":{"id":"biVkW5xKhYMf","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1617491713571,"user_tz":360,"elapsed":496,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"9ff8978f-833a-4cd9-f7eb-5b4d59643dae"},"source":["'''\n","10. Filter dataframe to just the columns needed for count vectorization and rename them \n","'''\n","questions_df_clean = questions_df[['Id','Tag1_Renamed2','BodyText_NoStopwords']]\n","questions_df_clean.rename(columns={\"Tag1_Renamed2\": \"Tag\", \"BodyText_NoStopwords\": \"BodyText_Clean\"},inplace='True')\n","questions_df_clean.info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","Int64Index: 24353 entries, 0 to 24352\n","Data columns (total 3 columns):\n"," #   Column          Non-Null Count  Dtype \n","---  ------          --------------  ----- \n"," 0   Id              24353 non-null  int64 \n"," 1   Tag             24353 non-null  object\n"," 2   BodyText_Clean  24353 non-null  object\n","dtypes: int64(1), object(2)\n","memory usage: 1.4+ MB\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/pandas/core/frame.py:4308: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n","  errors=errors,\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rHKc92NV-xq_","executionInfo":{"status":"ok","timestamp":1617491788203,"user_tz":360,"elapsed":1038,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"9decf590-b488-4e89-9b1e-4697c3d7fcad"},"source":["'''\n","10. Remove single numerics\n","'''\n","questions_df_clean['BodyText_Clean'] = questions_df_clean['BodyText_Clean'].apply(lambda x: re.sub(\"^\\d+\\s|\\s\\d+\\s|\\s\\d+$\", \" \", x))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n","  after removing the cwd from sys.path.\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":380},"id":"Ln9gPh8wbsG0","executionInfo":{"status":"ok","timestamp":1617491817734,"user_tz":360,"elapsed":476,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"1920c0ae-2142-45a9-b8ea-5de98ed7b8c7"},"source":["'''\n","10. Locate, count, and removing empty BodyText_Clean rows\n","'''\n","questions_df_clean['BodyText_Ch_Count'] = questions_df_clean['BodyText_Clean'].str.len() - questions_df_clean['BodyText_Clean'].str.count(\" \")\n","#questions_df_clean.loc[questions_df_clean['BodyText_Ch_Count'] == 0]\n","questions_df_clean.drop(questions_df_clean[questions_df_clean['BodyText_Ch_Count'] == 0].index, inplace = True) \n","#questions_df_clean.loc[questions_df_clean['BodyText_Ch_Count'] == 0]\n","questions_df_clean.drop('BodyText_Ch_Count', axis=1, inplace=True)\n","\n","questions_df_clean.head()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n","  after removing the cwd from sys.path.\n","/usr/local/lib/python3.7/dist-packages/pandas/core/frame.py:4174: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n","  errors=errors,\n"],"name":"stderr"},{"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>Id</th>\n","      <th>Tag</th>\n","      <th>BodyText_Clean</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>5</td>\n","      <td>machine-learning</td>\n","      <td>always interest machine learn figure one thing...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>7</td>\n","      <td>Other</td>\n","      <td>researcher instructor look opensource book sim...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>14</td>\n","      <td>data-mining</td>\n","      <td>sure data science discus forum several synonym...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>15</td>\n","      <td>Other</td>\n","      <td>situation would one system prefer relative adv...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>16</td>\n","      <td>machine-learning</td>\n","      <td>use libsvm train data predict classification s...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   Id               Tag                                     BodyText_Clean\n","0   5  machine-learning  always interest machine learn figure one thing...\n","1   7             Other  researcher instructor look opensource book sim...\n","2  14       data-mining  sure data science discus forum several synonym...\n","3  15             Other  situation would one system prefer relative adv...\n","4  16  machine-learning  use libsvm train data predict classification s..."]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"code","metadata":{"id":"8Vk-2Oy9ogA8"},"source":["'''\n","12. We have cleaned up the dataframe in prep for count vectorization.\n","Now write out for safekeeping\n","'''\n","pickle_out = open(\"/content/drive/My Drive/Capstone2/Data/questions_df_clean_11052020.pickle\",\"wb\")\n","pickle.dump(questions_df_clean, pickle_out, protocol=pickle.HIGHEST_PROTOCOL)\n","pickle_out.close()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vfBLGbDWsUvv","executionInfo":{"status":"ok","timestamp":1610663908911,"user_tz":420,"elapsed":453,"user":{"displayName":"Laura Elliott","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiR_lgn2QjRHbMFy-LVQ-MZiwLY0GVJVCQPQcKj=s64","userId":"17671003486597139296"}},"outputId":"f6102df6-adef-43c8-e53c-dccf3863d949"},"source":["# 10. Also export out the full dataframe for archival\n","\n","#import sys\n","#print(sys.getrecursionlimit())\n","#sys.setrecursionlimit(2000)\n","#print(sys.getrecursionlimit())\n","#pickle_out = open(\"/content/drive/My Drive/Capstone2/Data/questions_df_all.pickle\",\"wb\")\n","#pickle.dump(questions_df, pickle_out, protocol=pickle.HIGHEST_PROTOCOL)\n","#pickle_out.close()\n","questions_df.info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","Int64Index: 24353 entries, 0 to 24352\n","Data columns (total 68 columns):\n"," #   Column                Non-Null Count  Dtype          \n","---  ------                --------------  -----          \n"," 0   Id                    24353 non-null  int64          \n"," 1   PostTypeId            24353 non-null  int64          \n"," 2   CreationDate          24353 non-null  datetime64[ns] \n"," 3   Score                 24353 non-null  int64          \n"," 4   ViewCount             24353 non-null  int64          \n"," 5   Body                  24353 non-null  object         \n"," 6   OwnerUserId           24238 non-null  object         \n"," 7   LastActivityDate      24353 non-null  datetime64[ns] \n"," 8   Title                 24353 non-null  object         \n"," 9   Tags                  24353 non-null  object         \n"," 10  AnswerCount           24353 non-null  int64          \n"," 11  CommentCount          24353 non-null  int64          \n"," 12  FavoriteCount         6708 non-null   object         \n"," 13  ClosedDate            1416 non-null   datetime64[ns] \n"," 14  ContentLicense        24353 non-null  object         \n"," 15  Tags_SpaceDelimited   24353 non-null  object         \n"," 16  Tags_Clean            24353 non-null  object         \n"," 17  TagCount              24353 non-null  int64          \n"," 18  Tag1                  24353 non-null  object         \n"," 19  Tag2                  21064 non-null  object         \n"," 20  Tag3                  15037 non-null  object         \n"," 21  Tag4                  8302 non-null   object         \n"," 22  Tag5                  3687 non-null   object         \n"," 23  Tag1_Freq             24353 non-null  int64          \n"," 24  Tag2_Freq             21064 non-null  float64        \n"," 25  Tag3_Freq             15037 non-null  float64        \n"," 26  Tag4_Freq             8302 non-null   float64        \n"," 27  Tag5_Freq             3687 non-null   float64        \n"," 28  Total_Tag_Freqency    24353 non-null  float64        \n"," 29  Tag1_Renamed          24353 non-null  object         \n"," 30  Tag2_Renamed          24353 non-null  object         \n"," 31  Tag3_Renamed          24353 non-null  object         \n"," 32  Tag4_Renamed          24353 non-null  object         \n"," 33  Tag5_Renamed          24353 non-null  object         \n"," 34  TopTag                24353 non-null  category       \n"," 35  Elapsed_Time          24353 non-null  timedelta64[ns]\n"," 36  Elapsed_Time_Int      24353 non-null  int16          \n"," 37  rank                  24353 non-null  int64          \n"," 38  Tag1_Renamed2         24353 non-null  object         \n"," 39  TopTag_Revised        24353 non-null  int64          \n"," 40  NumQuestions          24353 non-null  int64          \n"," 41  BodyBoldCount         24353 non-null  int64          \n"," 42  ParagraphCount        24353 non-null  int64          \n"," 43  CodeCount             24353 non-null  int64          \n"," 44  Soup                  24353 non-null  object         \n"," 45  NoCode                24353 non-null  object         \n"," 46  NoCodeString          24353 non-null  object         \n"," 47  BodyText              24353 non-null  object         \n"," 48  bodytext_expanded     24353 non-null  object         \n"," 49  lang                  24353 non-null  object         \n"," 50  punct_only            24353 non-null  object         \n"," 51  bodytext_noaccents    24353 non-null  object         \n"," 52  bodytext_nospch       24353 non-null  object         \n"," 53  temp                  24353 non-null  object         \n"," 54  temp2                 24353 non-null  object         \n"," 55  temp3                 24353 non-null  object         \n"," 56  BodyText_Lemma        24353 non-null  object         \n"," 57  NER                   24353 non-null  object         \n"," 58  NER_text              24353 non-null  object         \n"," 59  NER_label             24353 non-null  object         \n"," 60  bodytext_nouns        24353 non-null  object         \n"," 61  bodytext_lc           24353 non-null  object         \n"," 62  BodyText_NoStopwords  24353 non-null  object         \n"," 63  BodyText_ChCount      24353 non-null  int64          \n"," 64  BodyText_WordCount    24353 non-null  int64          \n"," 65  BodyText_UnWordCount  24353 non-null  int64          \n"," 66  NER_txt_str           24353 non-null  object         \n"," 67  NER_txt_str2          24353 non-null  object         \n","dtypes: category(1), datetime64[ns](3), float64(5), int16(1), int64(17), object(40), timedelta64[ns](1)\n","memory usage: 13.1+ MB\n"],"name":"stdout"}]}]}