Divorce.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Divorce.ipynb","provenance":[],"collapsed_sections":[],"mount_file_id":"1P4Uj2-3LfsL_7YIROfD4VwVp9SdKMaVB","authorship_tag":"ABX9TyPTZbpGzxJBFQ+xFlRrXzZ5"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"Dy7Id-Gwc3pp"},"source":["#Predicting Divorce"]},{"cell_type":"markdown","metadata":{"id":"BeUdSXjmdj8s"},"source":["##About the Dataset"]},{"cell_type":"markdown","metadata":{"id":"9tEoK_juG2nJ"},"source":[" \n","The [dataset](https://archive.ics.uci.edu/ml/datasets/Divorce+Predictors+data+set#) was downloaded from UCI(University of California, Irvine) archives."]},{"cell_type":"markdown","metadata":{"id":"tGcIBlsUc-Hd"},"source":[" This dataset contains data about 170 couples with their corresponding Divorce Predictors Scale variables (DPS) on the basis of Gottman couples therapy.\n","The couples are from various regions of Turkey wherein the records were acquired from face-to-face interviews from couples who were already divorced or happily married.\n","All responses were collected on a 5 point scale (0=Never, 1=Seldom, 2=Averagely, 3=Frequently, 4=Always)."]},{"cell_type":"markdown","metadata":{"id":"4b-nIiskkOAy"},"source":["\n","Each Columns in the dataset represents the questions below. Corresponding with the columns names Q1 - 1, Q2 - 2 etc; \n","1. If one of us apologizes when our dis\n","cussion deteriorates, the discussion ends.\n","2. I know we can ignore our differences, even if things get hard sometimes.\n","3. When we need it, we can take our discussions with my spouse from the beginning and correct it.\n","4. When I discuss with my spouse, to contact him will eventually work.\n","5. The time I spent with my wife is special for us.\n","6. We don't have time at home as partners.\n","7. We are like two strangers who share the same environment at home rather than family.\n","8. I enjoy our holidays with my wife.\n","9. I enjoy traveling with my wife.\n","10. Most of our goals are common to my spouse.\n","11. I think that one day in the future, when I look back, I see that my spouse and I have been in harmony with each other.\n","12. My spouse and I have similar values in terms of personal freedom.\n","13. My spouse and I have similar sense of entertainment.\n","14. Most of our goals for people (children, friends, etc.) are the same.\n","15. Our dreams with my spouse are similar and harmonious.\n","16. We're compatible with my spouse about what love should be.\n","17. We share the same views about being happy in our life with my spouse\n","18. My spouse and I have similar ideas about how marriage should be\n","19. My spouse and I have similar ideas about how roles should be in marriage\n","20. My spouse and I have similar values in trust.\n","21. I know exactly what my wife likes.\n","22. I know how my spouse wants to be taken care of when she/he sick.\n","23. I know my spouse's favorite food.\n","24. I can tell you what kind of stress my spouse is facing in her/his life.\n","25. I have knowledge of my spouse's inner world.\n","26. I know my spouse's basic anxieties.\n","27. I know what my spouse's current sources of stress are.\n","28. I know my spouse's hopes and wishes.\n","29. I know my spouse very well.\n","30. I know my spouse's friends and their social relationships.\n","31. I feel aggressive when I argue with my spouse.\n","32. When discussing with my spouse, I usually use expressions such as ‘you always’ or ‘you never’ .\n","33. I can use negative statements about my spouse's personality during our discussions.\n","34. I can use offensive expressions during our discussions.\n","35. I can insult my spouse during our discussions.\n","36. I can be humiliating when we discussions.\n","37. My discussion with my spouse is not calm.\n","38. I hate my spouse's way of open a subject.\n","39. Our discussions often occur suddenly.\n","40. We're just starting a discussion before I know what's going on.\n","41. When I talk to my spouse about something, my calm suddenly breaks.\n","42. When I argue with my spouse, ı only go out and I don't say a word.\n","43. I mostly stay silent to calm the environment a little bit.\n","44. Sometimes I think it's good for me to leave home for a while.\n","45. I'd rather stay silent than discuss with my spouse.\n","46. Even if I'm right in the discussion, I stay silent to hurt my spouse.\n","47. When I discuss with my spouse, I stay silent because I am afraid of not being able to control my anger.\n","48. I feel right in our discussions.\n","49. I have nothing to do with what I've been accused of.\n","50. I'm not actually the one who's guilty about what I'm accused of.\n","51. I'm not the one who's wrong about problems at home.\n","52. I wouldn't hesitate to tell my spouse about her/his inadequacy.\n","53. When I discuss, I remind my spouse of her/his inadequacy.\n","54. I'm not afraid to tell my spouse about her/his incompetence."]},{"cell_type":"markdown","metadata":{"id":"ur97U6ukejO5"},"source":["##Import libraries and set options."]},{"cell_type":"code","metadata":{"id":"a6HhG0MPWHP2","executionInfo":{"status":"ok","timestamp":1619290055278,"user_tz":-60,"elapsed":1042,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}}},"source":["import numpy as np\n","import pandas as pd \n","import matplotlib\n","import matplotlib.pyplot as plt\n","import seaborn as sns"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"eHQUWNiaeQGh","executionInfo":{"status":"ok","timestamp":1619290056063,"user_tz":-60,"elapsed":1820,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}}},"source":["%matplotlib inline \n","matplotlib.style.use('ggplot')\n","plt.style.use('seaborn-notebook')\n","plt.rcParams[\"figure.figsize\"] = (20, 3)\n","pd.options.display.float_format = '{:20,.4f}'.format\n","pd.set_option('display.max_columns', None)\n","pd.set_option('display.max_rows', None)\n","sns.set(context=\"paper\", font=\"monospace\")"],"execution_count":2,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"d6Xtv11bfwx6"},"source":["##Data Exploration and Visualisation"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":224},"id":"GfrJqj8oXLao","executionInfo":{"status":"ok","timestamp":1619290056069,"user_tz":-60,"elapsed":1799,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"75e42fa0-da40-408e-8160-d67475b44f30"},"source":["data = pd.read_csv('/content/drive/MyDrive/DIVOCEE/divorce_data.csv', delimiter=';')\n","data.head()"],"execution_count":3,"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>Q1</th>\n","      <th>Q2</th>\n","      <th>Q3</th>\n","      <th>Q4</th>\n","      <th>Q5</th>\n","      <th>Q6</th>\n","      <th>Q7</th>\n","      <th>Q8</th>\n","      <th>Q9</th>\n","      <th>Q10</th>\n","      <th>Q11</th>\n","      <th>Q12</th>\n","      <th>Q13</th>\n","      <th>Q14</th>\n","      <th>Q15</th>\n","      <th>Q16</th>\n","      <th>Q17</th>\n","      <th>Q18</th>\n","      <th>Q19</th>\n","      <th>Q20</th>\n","      <th>Q21</th>\n","      <th>Q22</th>\n","      <th>Q23</th>\n","      <th>Q24</th>\n","      <th>Q25</th>\n","      <th>Q26</th>\n","      <th>Q27</th>\n","      <th>Q28</th>\n","      <th>Q29</th>\n","      <th>Q30</th>\n","      <th>Q31</th>\n","      <th>Q32</th>\n","      <th>Q33</th>\n","      <th>Q34</th>\n","      <th>Q35</th>\n","      <th>Q36</th>\n","      <th>Q37</th>\n","      <th>Q38</th>\n","      <th>Q39</th>\n","      <th>Q40</th>\n","      <th>Q41</th>\n","      <th>Q42</th>\n","      <th>Q43</th>\n","      <th>Q44</th>\n","      <th>Q45</th>\n","      <th>Q46</th>\n","      <th>Q47</th>\n","      <th>Q48</th>\n","      <th>Q49</th>\n","      <th>Q50</th>\n","      <th>Q51</th>\n","      <th>Q52</th>\n","      <th>Q53</th>\n","      <th>Q54</th>\n","      <th>Divorce</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>3</td>\n","      <td>4</td>\n","      <td>0</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>4</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>4</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>4</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>4</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>4</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>4</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>4</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   Q1  Q2  Q3  Q4  Q5  Q6  Q7  Q8  Q9  Q10  Q11  Q12  Q13  Q14  Q15  Q16  Q17  \\\n","0   2   2   4   1   0   0   0   0   0    0    1    0    1    1    0    1    0   \n","1   4   4   4   4   4   0   0   4   4    4    4    3    4    0    4    4    4   \n","2   2   2   2   2   1   3   2   1   1    2    3    4    2    3    3    3    3   \n","3   3   2   3   2   3   3   3   3   3    3    4    3    3    4    3    3    3   \n","4   2   2   1   1   1   1   0   0   0    0    0    1    0    1    1    1    1   \n","\n","   Q18  Q19  Q20  Q21  Q22  Q23  Q24  Q25  Q26  Q27  Q28  Q29  Q30  Q31  Q32  \\\n","0    0    0    1    0    0    0    0    0    0    0    0    0    1    1    2   \n","1    4    3    2    1    1    0    2    2    1    2    0    1    1    0    4   \n","2    3    3    2    1    0    1    2    2    2    2    2    3    2    3    3   \n","3    3    3    4    1    1    1    1    2    1    1    1    1    3    2    3   \n","4    1    2    1    1    0    0    0    0    2    1    2    1    1    1    1   \n","\n","   Q33  Q34  Q35  Q36  Q37  Q38  Q39  Q40  Q41  Q42  Q43  Q44  Q45  Q46  Q47  \\\n","0    1    2    0    1    2    1    3    3    2    1    1    2    3    2    1   \n","1    2    3    0    2    3    4    2    4    2    2    3    4    2    2    2   \n","2    1    1    1    1    2    1    3    3    3    3    2    3    2    3    2   \n","3    2    2    1    1    3    3    4    4    2    2    3    2    3    2    2   \n","4    1    1    0    0    0    0    2    1    0    2    3    0    2    2    1   \n","\n","   Q48  Q49  Q50  Q51  Q52  Q53  Q54  Divorce  \n","0    3    3    3    2    3    2    1        1  \n","1    3    4    4    4    4    2    2        1  \n","2    3    1    1    1    2    2    2        1  \n","3    3    3    3    3    2    2    2        1  \n","4    2    3    2    2    2    1    0        1  "]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YvGhA-HUe4Af","executionInfo":{"status":"ok","timestamp":1619290056076,"user_tz":-60,"elapsed":1793,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"700101a6-c472-446c-ece9-33f63d7a972a"},"source":["data.info()"],"execution_count":4,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 170 entries, 0 to 169\n","Data columns (total 55 columns):\n"," #   Column   Non-Null Count  Dtype\n","---  ------   --------------  -----\n"," 0   Q1       170 non-null    int64\n"," 1   Q2       170 non-null    int64\n"," 2   Q3       170 non-null    int64\n"," 3   Q4       170 non-null    int64\n"," 4   Q5       170 non-null    int64\n"," 5   Q6       170 non-null    int64\n"," 6   Q7       170 non-null    int64\n"," 7   Q8       170 non-null    int64\n"," 8   Q9       170 non-null    int64\n"," 9   Q10      170 non-null    int64\n"," 10  Q11      170 non-null    int64\n"," 11  Q12      170 non-null    int64\n"," 12  Q13      170 non-null    int64\n"," 13  Q14      170 non-null    int64\n"," 14  Q15      170 non-null    int64\n"," 15  Q16      170 non-null    int64\n"," 16  Q17      170 non-null    int64\n"," 17  Q18      170 non-null    int64\n"," 18  Q19      170 non-null    int64\n"," 19  Q20      170 non-null    int64\n"," 20  Q21      170 non-null    int64\n"," 21  Q22      170 non-null    int64\n"," 22  Q23      170 non-null    int64\n"," 23  Q24      170 non-null    int64\n"," 24  Q25      170 non-null    int64\n"," 25  Q26      170 non-null    int64\n"," 26  Q27      170 non-null    int64\n"," 27  Q28      170 non-null    int64\n"," 28  Q29      170 non-null    int64\n"," 29  Q30      170 non-null    int64\n"," 30  Q31      170 non-null    int64\n"," 31  Q32      170 non-null    int64\n"," 32  Q33      170 non-null    int64\n"," 33  Q34      170 non-null    int64\n"," 34  Q35      170 non-null    int64\n"," 35  Q36      170 non-null    int64\n"," 36  Q37      170 non-null    int64\n"," 37  Q38      170 non-null    int64\n"," 38  Q39      170 non-null    int64\n"," 39  Q40      170 non-null    int64\n"," 40  Q41      170 non-null    int64\n"," 41  Q42      170 non-null    int64\n"," 42  Q43      170 non-null    int64\n"," 43  Q44      170 non-null    int64\n"," 44  Q45      170 non-null    int64\n"," 45  Q46      170 non-null    int64\n"," 46  Q47      170 non-null    int64\n"," 47  Q48      170 non-null    int64\n"," 48  Q49      170 non-null    int64\n"," 49  Q50      170 non-null    int64\n"," 50  Q51      170 non-null    int64\n"," 51  Q52      170 non-null    int64\n"," 52  Q53      170 non-null    int64\n"," 53  Q54      170 non-null    int64\n"," 54  Divorce  170 non-null    int64\n","dtypes: int64(55)\n","memory usage: 73.2 KB\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":317},"id":"wGrqyKPJgzM-","executionInfo":{"status":"ok","timestamp":1619290056079,"user_tz":-60,"elapsed":1779,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"a44b4a71-a60e-4188-8f00-704792010b0f"},"source":["data.describe()"],"execution_count":5,"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>Q1</th>\n","      <th>Q2</th>\n","      <th>Q3</th>\n","      <th>Q4</th>\n","      <th>Q5</th>\n","      <th>Q6</th>\n","      <th>Q7</th>\n","      <th>Q8</th>\n","      <th>Q9</th>\n","      <th>Q10</th>\n","      <th>Q11</th>\n","      <th>Q12</th>\n","      <th>Q13</th>\n","      <th>Q14</th>\n","      <th>Q15</th>\n","      <th>Q16</th>\n","      <th>Q17</th>\n","      <th>Q18</th>\n","      <th>Q19</th>\n","      <th>Q20</th>\n","      <th>Q21</th>\n","      <th>Q22</th>\n","      <th>Q23</th>\n","      <th>Q24</th>\n","      <th>Q25</th>\n","      <th>Q26</th>\n","      <th>Q27</th>\n","      <th>Q28</th>\n","      <th>Q29</th>\n","      <th>Q30</th>\n","      <th>Q31</th>\n","      <th>Q32</th>\n","      <th>Q33</th>\n","      <th>Q34</th>\n","      <th>Q35</th>\n","      <th>Q36</th>\n","      <th>Q37</th>\n","      <th>Q38</th>\n","      <th>Q39</th>\n","      <th>Q40</th>\n","      <th>Q41</th>\n","      <th>Q42</th>\n","      <th>Q43</th>\n","      <th>Q44</th>\n","      <th>Q45</th>\n","      <th>Q46</th>\n","      <th>Q47</th>\n","      <th>Q48</th>\n","      <th>Q49</th>\n","      <th>Q50</th>\n","      <th>Q51</th>\n","      <th>Q52</th>\n","      <th>Q53</th>\n","      <th>Q54</th>\n","      <th>Divorce</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","      <td>170.0000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>1.7765</td>\n","      <td>1.6529</td>\n","      <td>1.7647</td>\n","      <td>1.4824</td>\n","      <td>1.5412</td>\n","      <td>0.7471</td>\n","      <td>0.4941</td>\n","      <td>1.4529</td>\n","      <td>1.4588</td>\n","      <td>1.5765</td>\n","      <td>1.6882</td>\n","      <td>1.6529</td>\n","      <td>1.8353</td>\n","      <td>1.5706</td>\n","      <td>1.5706</td>\n","      <td>1.4765</td>\n","      <td>1.6529</td>\n","      <td>1.5176</td>\n","      <td>1.6412</td>\n","      <td>1.4588</td>\n","      <td>1.3882</td>\n","      <td>1.2471</td>\n","      <td>1.4118</td>\n","      <td>1.5118</td>\n","      <td>1.6294</td>\n","      <td>1.4882</td>\n","      <td>1.4000</td>\n","      <td>1.3059</td>\n","      <td>1.4941</td>\n","      <td>1.4941</td>\n","      <td>2.1235</td>\n","      <td>2.0588</td>\n","      <td>1.8059</td>\n","      <td>1.9000</td>\n","      <td>1.6706</td>\n","      <td>1.6059</td>\n","      <td>2.0882</td>\n","      <td>1.8588</td>\n","      <td>2.0882</td>\n","      <td>1.8706</td>\n","      <td>1.9941</td>\n","      <td>2.1588</td>\n","      <td>2.7059</td>\n","      <td>1.9412</td>\n","      <td>2.4588</td>\n","      <td>2.5529</td>\n","      <td>2.2706</td>\n","      <td>2.7412</td>\n","      <td>2.3824</td>\n","      <td>2.4294</td>\n","      <td>2.4765</td>\n","      <td>2.5176</td>\n","      <td>2.2412</td>\n","      <td>2.0118</td>\n","      <td>0.4941</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>1.6273</td>\n","      <td>1.4687</td>\n","      <td>1.4154</td>\n","      <td>1.5043</td>\n","      <td>1.6322</td>\n","      <td>0.9040</td>\n","      <td>0.8987</td>\n","      <td>1.5464</td>\n","      <td>1.5580</td>\n","      <td>1.4215</td>\n","      <td>1.6471</td>\n","      <td>1.4687</td>\n","      <td>1.4784</td>\n","      <td>1.5028</td>\n","      <td>1.5067</td>\n","      <td>1.5042</td>\n","      <td>1.6145</td>\n","      <td>1.5660</td>\n","      <td>1.6410</td>\n","      <td>1.5542</td>\n","      <td>1.4521</td>\n","      <td>1.4465</td>\n","      <td>1.6120</td>\n","      <td>1.5044</td>\n","      <td>1.5301</td>\n","      <td>1.5004</td>\n","      <td>1.4571</td>\n","      <td>1.4678</td>\n","      <td>1.5923</td>\n","      <td>1.5044</td>\n","      <td>1.6470</td>\n","      <td>1.6234</td>\n","      <td>1.7852</td>\n","      <td>1.6305</td>\n","      <td>1.8422</td>\n","      <td>1.7984</td>\n","      <td>1.7161</td>\n","      <td>1.7348</td>\n","      <td>1.7195</td>\n","      <td>1.7960</td>\n","      <td>1.7218</td>\n","      <td>1.5740</td>\n","      <td>1.3484</td>\n","      <td>1.6843</td>\n","      <td>1.4999</td>\n","      <td>1.3718</td>\n","      <td>1.5868</td>\n","      <td>1.1373</td>\n","      <td>1.5116</td>\n","      <td>1.4051</td>\n","      <td>1.2602</td>\n","      <td>1.4765</td>\n","      <td>1.5056</td>\n","      <td>1.6676</td>\n","      <td>0.5014</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>2.0000</td>\n","      <td>0.0000</td>\n","      <td>1.0000</td>\n","      <td>2.0000</td>\n","      <td>1.0000</td>\n","      <td>2.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>2.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>2.0000</td>\n","      <td>2.0000</td>\n","      <td>2.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>2.0000</td>\n","      <td>1.0000</td>\n","      <td>1.5000</td>\n","      <td>2.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>0.0000</td>\n","      <td>0.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>0.5000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>2.0000</td>\n","      <td>2.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>0.5000</td>\n","      <td>0.0000</td>\n","      <td>2.0000</td>\n","      <td>1.0000</td>\n","      <td>2.0000</td>\n","      <td>1.5000</td>\n","      <td>2.0000</td>\n","      <td>2.0000</td>\n","      <td>3.0000</td>\n","      <td>2.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>2.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>2.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>2.0000</td>\n","      <td>2.0000</td>\n","      <td>0.0000</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>1.0000</td>\n","      <td>1.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>3.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>1.0000</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>4.0000</td>\n","      <td>1.0000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                        Q1                   Q2                   Q3  \\\n","count             170.0000             170.0000             170.0000   \n","mean                1.7765               1.6529               1.7647   \n","std                 1.6273               1.4687               1.4154   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 2.0000               2.0000               2.0000   \n","75%                 3.0000               3.0000               3.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                        Q4                   Q5                   Q6  \\\n","count             170.0000             170.0000             170.0000   \n","mean                1.4824               1.5412               0.7471   \n","std                 1.5043               1.6322               0.9040   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 1.0000               1.0000               0.0000   \n","75%                 3.0000               3.0000               1.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                        Q7                   Q8                   Q9  \\\n","count             170.0000             170.0000             170.0000   \n","mean                0.4941               1.4529               1.4588   \n","std                 0.8987               1.5464               1.5580   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 0.0000               1.0000               1.0000   \n","75%                 1.0000               3.0000               3.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q10                  Q11                  Q12  \\\n","count             170.0000             170.0000             170.0000   \n","mean                1.5765               1.6882               1.6529   \n","std                 1.4215               1.6471               1.4687   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 2.0000               1.0000               1.5000   \n","75%                 3.0000               3.0000               3.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q13                  Q14                  Q15  \\\n","count             170.0000             170.0000             170.0000   \n","mean                1.8353               1.5706               1.5706   \n","std                 1.4784               1.5028               1.5067   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 2.0000               1.0000               1.0000   \n","75%                 3.0000               3.0000               3.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q16                  Q17                  Q18  \\\n","count             170.0000             170.0000             170.0000   \n","mean                1.4765               1.6529               1.5176   \n","std                 1.5042               1.6145               1.5660   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 1.0000               1.0000               1.0000   \n","75%                 3.0000               3.0000               3.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q19                  Q20                  Q21  \\\n","count             170.0000             170.0000             170.0000   \n","mean                1.6412               1.4588               1.3882   \n","std                 1.6410               1.5542               1.4521   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 1.0000               1.0000               1.0000   \n","75%                 3.0000               3.0000               3.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q22                  Q23                  Q24  \\\n","count             170.0000             170.0000             170.0000   \n","mean                1.2471               1.4118               1.5118   \n","std                 1.4465               1.6120               1.5044   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 0.0000               0.0000               1.0000   \n","75%                 3.0000               3.0000               3.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q25                  Q26                  Q27  \\\n","count             170.0000             170.0000             170.0000   \n","mean                1.6294               1.4882               1.4000   \n","std                 1.5301               1.5004               1.4571   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 1.0000               1.0000               1.0000   \n","75%                 3.0000               3.0000               3.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q28                  Q29                  Q30  \\\n","count             170.0000             170.0000             170.0000   \n","mean                1.3059               1.4941               1.4941   \n","std                 1.4678               1.5923               1.5044   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 0.5000               1.0000               1.0000   \n","75%                 3.0000               3.0000               3.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q31                  Q32                  Q33  \\\n","count             170.0000             170.0000             170.0000   \n","mean                2.1235               2.0588               1.8059   \n","std                 1.6470               1.6234               1.7852   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 2.0000               2.0000               1.0000   \n","75%                 4.0000               4.0000               4.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q34                  Q35                  Q36  \\\n","count             170.0000             170.0000             170.0000   \n","mean                1.9000               1.6706               1.6059   \n","std                 1.6305               1.8422               1.7984   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 1.0000               0.5000               0.0000   \n","75%                 4.0000               4.0000               4.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q37                  Q38                  Q39  \\\n","count             170.0000             170.0000             170.0000   \n","mean                2.0882               1.8588               2.0882   \n","std                 1.7161               1.7348               1.7195   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 2.0000               1.0000               2.0000   \n","75%                 4.0000               4.0000               4.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q40                  Q41                  Q42  \\\n","count             170.0000             170.0000             170.0000   \n","mean                1.8706               1.9941               2.1588   \n","std                 1.7960               1.7218               1.5740   \n","min                 0.0000               0.0000               0.0000   \n","25%                 0.0000               0.0000               0.0000   \n","50%                 1.5000               2.0000               2.0000   \n","75%                 4.0000               4.0000               4.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q43                  Q44                  Q45  \\\n","count             170.0000             170.0000             170.0000   \n","mean                2.7059               1.9412               2.4588   \n","std                 1.3484               1.6843               1.4999   \n","min                 0.0000               0.0000               0.0000   \n","25%                 2.0000               0.0000               1.0000   \n","50%                 3.0000               2.0000               3.0000   \n","75%                 4.0000               4.0000               4.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q46                  Q47                  Q48  \\\n","count             170.0000             170.0000             170.0000   \n","mean                2.5529               2.2706               2.7412   \n","std                 1.3718               1.5868               1.1373   \n","min                 0.0000               0.0000               0.0000   \n","25%                 2.0000               1.0000               2.0000   \n","50%                 3.0000               2.0000               3.0000   \n","75%                 4.0000               4.0000               4.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q49                  Q50                  Q51  \\\n","count             170.0000             170.0000             170.0000   \n","mean                2.3824               2.4294               2.4765   \n","std                 1.5116               1.4051               1.2602   \n","min                 0.0000               0.0000               0.0000   \n","25%                 1.0000               1.0000               2.0000   \n","50%                 3.0000               2.0000               3.0000   \n","75%                 4.0000               4.0000               4.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                       Q52                  Q53                  Q54  \\\n","count             170.0000             170.0000             170.0000   \n","mean                2.5176               2.2412               2.0118   \n","std                 1.4765               1.5056               1.6676   \n","min                 0.0000               0.0000               0.0000   \n","25%                 1.0000               1.0000               0.0000   \n","50%                 3.0000               2.0000               2.0000   \n","75%                 4.0000               4.0000               4.0000   \n","max                 4.0000               4.0000               4.0000   \n","\n","                   Divorce  \n","count             170.0000  \n","mean                0.4941  \n","std                 0.5014  \n","min                 0.0000  \n","25%                 0.0000  \n","50%                 0.0000  \n","75%                 1.0000  \n","max                 1.0000  "]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"Boz2uS3yg-4s","executionInfo":{"status":"ok","timestamp":1619290056098,"user_tz":-60,"elapsed":1788,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}}},"source":["def object_count_plot(df):\n","  for var in df.columns:\n","    if df[var].dtype == 'int64':\n","      print(df[var].value_counts())\n","      plt.figure(figsize=(12,5))\n","      g = sns.countplot(x=var,data=df)\n","      g.set_xticklabels(g.get_xticklabels(), rotation=90, ha=\"right\")\n","      plt.tight_layout()\n","      plt.show()"],"execution_count":6,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"ZjBMXwTZiuHK","executionInfo":{"status":"ok","timestamp":1619290071849,"user_tz":-60,"elapsed":17524,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"f22f0ace-6b79-48b8-9892-73a2cd8798c8"},"source":["object_count_plot(data)"],"execution_count":7,"outputs":[{"output_type":"stream","text":["0    69\n","3    47\n","4    31\n","2    14\n","1     9\n","Name: Q1, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    59\n","3    38\n","2    28\n","1    23\n","4    22\n","Name: Q2, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["3    52\n","0    51\n","2    26\n","1    24\n","4    17\n","Name: Q3, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    75\n","3    32\n","2    30\n","4    21\n","1    12\n","Name: Q4, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    82\n","3    44\n","4    26\n","1    10\n","2     8\n","Name: Q5, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    86\n","1    49\n","2    29\n","3     4\n","4     2\n","Name: Q6, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    114\n","1     42\n","4      5\n","2      5\n","3      4\n","Name: Q7, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1kAAAFhCAYAAACCt2DaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAWtUlEQVR4nO3dfazWdeH/8de5DgIhB69ESkItF6IuK/OGJs6btsz1y5V3EMt0VpDor1LWSHGzG/Cu9AsWS4vAJrOb7ThCUnRO8wfeYEybztk0hW7PpoLAkeNJwHOu3x8uyvmz3/HwPtfHw3k8NrdzXdc+n+v1xzXwyee6rtPSaDQaAQAAoIha1QMAAAD2JCILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFDat6QCkbN26regIAADBEjBvX9paPuZIFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoaVvWAd4Jhw1vT09uoegYVaa215LUdPVXPAABgDyGykvT0NvKNa1ZUPYOK/Gju6VVPAABgD+LtggAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFDRgkfWVr3wlkydPzt13350kWbt2baZNm5bp06fnueeeS5K88MILOe+88/L5z38+d9xxx0BNAQAAaJoBi6xrr70255577q7bCxcuzOLFizN//vwsWLAgSbJ48eLMnDkzy5Yty9KlS7Nz586BmgMAANAUAxZZ48aN2/Vzd3d3arVa6vV6DjnkkHR0dCRJnnjiiXz84x/PiBEjcvDBB+dvf/vbQM0BAABoimHNeJJt27Zl9OjRaW9vz6RJk9Lb25sk2b59e55++uk8/fTTGT16dDo7O/v9HPX6qP7v697e72MZ/Gq1lrTtxusHAAD+U1Miq62tLV1dXZk6dWqSpLW1NUkyYsSIHH744fnIRz6S3//+99lnn336/Rxbt3b3+9iWYb7/Yyjr7W3s1usHAIChZ9y4trd8rCl1MWrUqPT09KSzszPr16/P+PHjk2RXXO3YsSMbNmzIQQcd1Iw5AAAAA2bArmTNnTs369aty6hRo/LnP/85s2fPzsyZM1Or1TJv3rwkyVe/+tXMmTMnixYtype//OXstddeAzUHAACgKVoajUaj6hElbNy4rd/Htgyr5RvXrCi4hsHkR3NPT+O13qpnAAAwiFT+dkEAAIChQmQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABQ1r5pPt3Lkz3/zmN7N58+YMHz48CxcuzB//+McsXLgwtVotV155ZSZOnNjMSQAAAEU19UrWunXrss8+++TWW2/NySefnNtvvz0LFy7M4sWLM3/+/CxYsKCZcwAAAIpr6pWsAw44IK+99lqS5JVXXsmECRNSq9VSr9dTr9fT0dHRzDkAAADFNTWyxo8fn87OznzmM5/JyJEj86Mf/SgrV65Me3t7Jk2alN7e3n6fu14f1e9jt3Vv7/exDH61WkvaduP1AwAA/6mpkbVixYoceuihufHGG9Pe3p6VK1emq6srU6dOTZK0trb2+9xbt3b3+9iWYb7/Yyjr7W3s1usHAIChZ9y4trd8rKl1sWPHjrS1vT6mXq9ny5Yt6enpSWdnZ9avX5/x48c3cw4AAEBxTb2S9dnPfjazZ8/O/fffn97e3lx77bU5+eSTM3PmzNRqtcybN6+ZcwAAAIpramSNGTMmS5cufcN9Bx54YKZMmdLMGQAAAAPGh5EAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEF9iqwLLrjgTfddcsklxccAAAAMdn2KrBdffPENt1977bVs2LBhQAYBAAAMZsP+24NLlizJkiVL0tXVleOOOy5J0mg00trammnTpjVlIAAAwGDyXyNrxowZmTFjRk4//fSsWLGiWZsAAAAGrT69XfDCCy8c6B0AAAB7hP96JetfTj311HR2dmbTpk1pNBq77p84ceKADQMAABiM+hRZ8+fPz/33358JEybsuq+lpSXLli0bsGEAAACDUZ8i68EHH8y9996bWm33f63WPffck5tvvjnDhw/P7Nmz8+qrr2bhwoWp1Wq58sorXR0DAAAGtT5F1oknnpg1a9bk6KOPzrBh/z7kXe9619t6sq6urvz85z/PLbfckhEjRiRJpk2blsWLF2fjxo1ZsGBBbrzxxrd1TgAAgHeSPkXWfffdl/vuu+8N97W0tLzpvv+fJ554Iu973/sya9asjBw5Mt/97ndTq9VSr9dTr9fT0dHxts4HAADwTtOnyPrd735X5Mk2b96cp556KitWrMjq1auzaNGijB49Ou3t7Zk0aVJ6e3v7fe56fVS/j93Wvb3fxzL41WotaduN1w8AAPynPkXWL37xi//n/eecc87berK2trZ8+MMfzsiRI3PkkUfm1ltvzc6dOzN16tQkSWtr69s633/aurW738e2DNv9z5oxePX2Nnbr9QMAwNAzblzbWz7Wp7rYsmXLrv82btyYBx54IGvXrn3bQw4//PBs2LAhvb292bBhQw4++OD09PSks7Mz69evz/jx49/2OQEAAN5J+nQl62tf+9qb7rvsssve9pO9973vzSmnnJIvfOELaW1tzTXXXJN//OMfmTlzZmq1WubNm/e2zwkAAPBO0qfIWr169Rtuv/DCC3nmmWf69YSzZs3KrFmzdt0+6KCDMmXKlH6dCwAA4J2mT5F199137/q5paUl48aNy4IFCwZsFAAAwGDVp8i65pprBnoHAADAHqFPkfX8889n0aJFeeqpp5IkH/rQh/L1r389+++//4COAwAAGGz69O2Cc+bMyVFHHZWlS5dm6dKlOfroozNnzpyB3gYAADDo9Cmytm7dmrPOOitjx47N2LFjc+aZZ6azs3OgtwEAAAw6fXq74GGHHZbLL788J5xwQpLkoYceyqGHHjqgwwAAAAajPkXW1VdfnTvvvDOPPfZYkuSYY47JaaedNqDDAAAABqM+RdbFF1+cuXPn5vTTT0+SdHR05OKLL86Pf/zjAR0HAAAw2PTpM1kdHR058MADd92eMGFCOjo6BmwUAADAYNWnyBo9enSeeOKJXbf/8Ic/ZO+99x6wUQAAAINVn94u+L3vfS/f+ta30t3dnUajkdGjR+cHP/jBQG8DAAAYdPoUWRMnTszy5cvT1dWV5PUrWwAAALxZnyLrX8QVAADAf9enz2QBAADQNyILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUNKzqATDUjR7ZSEvva1XPoCKN2rB0vdpS9QwAoCCRBRVr6X0tT/30W1XPoCIfuuAHSfaqegYAUFAlbxd86KGH8rGPfSxJsnbt2kybNi3Tp0/Pc889V8UcAACAYiqJrNtvvz37779/kmThwoVZvHhx5s+fnwULFlQxBwAAoJimR9bq1atz7LHHprW1Nd3d3anVaqnX6znkkEPS0dHR7DkAAABFNf0zWe3t7Vm4cGFuueWWbNu2LaNHj057e3smTZqU3t7efp+3Xh/V72O3dW/v97EMfrVaS9p24/WzuxqvvlzZc1O9Wq1lt/78AgDeeZoaWffee28mT56cvfZ6/UPebW1t6erqytSpU5Mkra2t/T731q3d/T62ZZhvsh/Kensbu/X62V1twxuVPTfV6+1tZFuFrz8AoH/GjWt7y8eaGlnPPvtsHnnkkaxevTodHR257rrr0tPTk87OzmzatCnjx49v5hwAAIDimhpZF154YS688MIkyWmnnZbvfOc7efjhhzNz5szUarXMmzevmXMAAACKq+z3ZN1xxx1JkilTpmTKlClVzQAAACjKh5EAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgpoaWevXr8+0adPyxS9+Md/4xjeyY8eOrF27NtOmTcv06dPz3HPPNXMOAABAccOa+WTvfve7c/PNN2f06NFZtGhRVq1alV/+8pdZvHhxNm7cmAULFuTGG29s5iQAAICimhpZ++67766fW1pa0mg0UqvVUq/XU6/X09HR0cw5AAAAxTU1sv7lxRdfzIMPPpgf/vCHufPOO9Pe3p5Jkyalt7e33+es10f1+9ht3dv7fSyDX63WkrbdeP3srsarL1f23FSvVmvZrT+/AIB3nqZH1vbt23PZZZdl/vz5aWtrS1dXV6ZOnZokaW1t7fd5t27t7vexLcN8/8dQ1tvb2K3Xz+5qG96o7LmpXm9vI9sqfP0BAP0zblzbWz7W1MhqNBqZO3duzj///BxyyCFJkp6ennR2dmbTpk0ZP358M+cAAAAU19TIWrNmTR588MFs3LgxP/vZz3LGGWdk9uzZmTlzZmq1WubNm9fMOQAAAMU1NbJOOumkrFu37k33T5kypZkzAAAABowPIwEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChpW9QAAqrPXuxrpafRUPYMKtba0Zuc/W6qeAZUYMXxYGo1G1TOoSEtLS7bveG1Azi2yAIawnkZPvnnbd6ueQYX+5+zvxv8OMFQ1Go38+LpVVc+gIv97zv8asHP7UxUAqMzee/UmPa6mDlmtrXllp0+vsOcRWQBAdXp68n9mf7PqFVTk5IX/E18RwJ7IqxoAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAW9IyJryZIlmT59embNmpWurq6q5wAAAPRb5ZH10ksv5f7778+vfvWrnHDCCbntttuqngQAANBvlUfWk08+mWOOOSYtLS057rjj8vjjj1c9CQAAoN9aGo1Go8oBK1euzPPPP58tW7bk7LPPzlVXXZWbb765ykkAAAD9VvmVrDFjxuSVV17JpZdemlqtljFjxlQ9CQAAoN8qj6wjjjgijz76aJJk7dq1OfLIIyteBAAA0H/Dqh6w33775aSTTsr06dNTr9dz/fXXVz0JAACg3yr/TBYAAMCepPK3CwIAAOxJRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAUNq3oAA6u7uzvt7e15/PHH8/LLL2efffbJRz/60Zx99tnZe++9q54HMGB27tyZu+66KyNGjMgnPvGJDB8+PEmyYsWKnH766RWvYyh49dVXs2rVqhx00EGZNGlSli5dmiQ577zzMnbs2IrXMRTNnz8/V1xxRdUzhoSWRqPRqHoEA+eiiy7K8ccfnylTpqTRaKRWq2Xt2rVZs2ZNbrrppqrnMUT99Kc/zQUXXFD1DPZwl1xySSZOnJgkefjhhzN//vx88IMfzHnnnZdly5ZVvI6h4KKLLsoRRxyRbdu25bHHHsvnPve51Ov1LF++fFdwwUA56qijMn78+NRq/37jWkdHRyZMmJDf/va3FS4bGlzJ2sNt3rw555xzTpLkuuuuy5w5c/KBD3wgt99+e8XLGAruueeeN93XaDSyatUqkcWAe+mll3LDDTckSaZNm5a5c+fmS1/6UsWrGEq6urpy0UUXJUnOPPPMXX8f//rXv65yFkPEokWLsnLlyhx77LE544wz0tramhkzZmTJkiVVTxsSRNYe7pRTTsm5556bo48+OvV6PTfccEMee+yxfPKTn6x6GkPAFVdckXPPPfdN93d3d1ewhqFmx44d6e7uzqhRo/Ke97wnN910U+bOnZtnnnmm6mkMEdu3b9/187e//e1dP+/cubOKOQwxxx9/fI4//visXr06s2fPzuTJk9PT01P1rCHD2wWHgM2bN+fJJ5/Myy+/nDFjxuSII47wXnCaYsaMGfn+97//ptfb5ZdfnquvvrqiVQwV69evz9ixY1Ov199w/5o1a3LiiSdWtIqh5C9/+UsOOOCADBv273/T/uc//5lHH300J5xwQoXLGIruu+++PPvss5k1a1bVU4YEkQUAAFCQr3AHAAAoSGQBAAAUJLIAAAAK8u2CAAwZy5YtS3t7e4YPH56rrroqjzzySH7zm98kef0Xx44cOdKvuABgt4ksAIaEv/71r7ntttuyfPnybNiwIXPnzs3y5ctz/vnnJ0luvfXWvPTSS9WOBGCP4O2CAAwJ69aty4knnpi99torhx56aLZt25Zt27btenzVqlU59dRTK1wIwJ5CZAEwJGzatCn77rvvrtv77rtvNm3alCR54YUXsmXLlhx22GFVzQNgDyKyABiyarXX/xq866678qlPfariNQDsKUQWAEPCfvvtl82bN++6vWXLll1Xtu666658+tOfrmoaAHsYkQXAkDB58uQ88MAD2blzZ/70pz9l1KhRaWtrS0dHR7Zu3eqtggAU49sFARgS3v/+9+ess87KGWeckb///e/5yU9+kuT1q1i+8AKAkloajUaj6hEA0EzXX399enp6cumll1Y9BYA9kMgCYEjavHnzG75tEABKEVkAAAAF+eILAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAo6P8CIPyeuey9P6gAAAAASUVORK5CYII=\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    81\n","3    37\n","4    21\n","2    21\n","1    10\n","Name: Q8, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    84\n","3    49\n","4    17\n","2    13\n","1     7\n","Name: Q9, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1kAAAFhCAYAAACCt2DaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAaVUlEQVR4nO3df5BddX3/8de9u0kw2cVbMLbbqG2nSbAFpyCCwzLElJFx2loFITs7tWHKNCk/vvVHxkGNVWs3VizYrIUhlpTYytDKdK0NaaXWQjEpkk6EKkPpaE1Cbd0Za2LIsstifuze7x8d45cvBdfdz9lDdh+PGWbuPTfnfN5/HLL7zLn33Ea73W4HAACAIpp1DwAAADCXiCwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABTUWfcA03HgwGjdIwAAAPPY0qXdz/maK1kAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoKDOugeYbZ0LOzIx2a57DGrU0Wzk+NGJuscAAGCOmneRNTHZzttv2F73GNTo5o2X1j0CAABzmLcLAgAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAU1FnVgY8dO5Z3vetdOXToUBYuXJjBwcH827/9WwYHB9NsNvPhD384y5cvr2p5AACAWlR2JWvPnj158YtfnDvvvDOrV6/O3XffncHBwWzdujWbNm3K5s2bq1oaAACgNpVdyXrZy16W48ePJ0meeuqpLFu2LM1mM61WK61WK8PDw1UtDQAAUJvKIqunpycjIyP5lV/5lZxyyim5+eabs2PHjgwNDWXlypWZnJyc9rFbrcXT3nd0/Mi092VuaDYb6Z7BOQQAAM+nssjavn17zjjjjGzZsiVDQ0PZsWNHxsbGsmbNmiRJR0fHtI99+PD4tPdtdLrXx3w3Odme0TkEAABLl3Y/52uVFcfRo0fT3f0/C7darTzxxBOZmJjIyMhI9u3bl56enqqWBgAAqE1lV7Le9KY3ZcOGDbn//vszOTmZj370o1m9enXWr1+fZrOZgYGBqpYGAACoTWWRdeqpp2bbtm3P2Pbyl788vb29VS0JAABQOx9QAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAACuqs6sBf/OIXs23btiTJwYMHs2rVqqxevTqDg4NpNpv58Ic/nOXLl1e1PAAAQC0qi6zVq1dn9erVSZIPfvCDueSSS3LjjTdm69atOXDgQDZv3pwtW7ZUtTwAAEAtKn+74NGjR/PII4/k53/+59NsNtNqtbJixYoMDw9XvTQAAMCsq+xK1vft2rUrvb29GR0dTVdXV4aGhrJy5cpMTk5O+5it1uJp7zs6fmTa+zI3NJuNdM/gHAIAgOdTeWTt2LEj69evT3d3d8bGxrJmzZokSUdHx7SPefjw+LT3bXS618d8NznZntE5BAAAS5d2P+drlUbW6OhoHn/88bzqVa9KkkxMTGRkZCQHDx5MT09PlUsDAADUotLI+vu///tcfPHFJ55v2LAh69evT7PZzMDAQJVLAwAA1KLSyLriiiue8by3tze9vb1VLgkAAFArH1ACAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKqjSyvvCFL6S/vz9XXnllvvKVr2T37t3p6+tLf39/9u7dW+XSAAAAteis6sBjY2P50z/903zqU5/KokWLkiR9fX3ZunVrDhw4kM2bN2fLli1VLQ8AAFCLyiLrkUceyU/+5E/mmmuuySmnnJIPfehDaTababVaabVaGR4ermppAACA2lQWWYcOHcpjjz2W7du3Z+fOnbnlllvS1dWVoaGhrFy5MpOTk9M+dqu1eNr7jo4fmfa+zA3NZiPdMziHAADg+VQWWd3d3XnVq16VU045JWeffXbuvPPOHDt2LGvWrEmSdHR0TPvYhw+PT3vfRqd7fcx3k5PtGZ1DAACwdGn3c75WWXH83M/9XPbv35/Jycns378/P/MzP5OJiYmMjIxk37596enpqWppAACA2lR2JevHf/zHc8kll+TXfu3X0tHRkRtuuCHf+ta3sn79+jSbzQwMDFS1NAAAQG0a7Xa7XfcQP6oDB0anvW+js5m337C94DScbG7eeGnax6f/mUAAAKjl7YIAAADzkcgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUVFlkfetb38prX/varF27NmvXrs1TTz2V3bt3p6+vL/39/dm7d29VSwMAANSms8qDn3322bnttttOPB8cHMzWrVtz4MCBbN68OVu2bKlyeQAAgFlX6dsF//Vf/zX9/f0ZHBzM+Ph4ms1mWq1WVqxYkeHh4SqXBgAAqEVlV7Je+tKX5h/+4R+yaNGibNiwIffee2+6uroyNDSUlStXZnJyctrHbrUWT3vf0fEj096XuaHZbKR7BucQAAA8n8oia+HChVm4cGGS5OKLL85//ud/ZmxsLGvWrEmSdHR0TPvYhw+PT3vfRqd7fcx3k5PtGZ1DAACwdGn3c75WWXGMjo6eePzoo4/mjDPOyMTEREZGRrJv37709PRUtTQAAEBtKruS9eUvfzk333xzXvSiF2X58uV5/etfnyVLlmT9+vVpNpsZGBioamkAAIDaVBZZF198cS6++OJnbOvt7U1vb29VSwIAJ4klCyaTiYm6x6BOHR156piPcTA3VXoLdwCA/9XERL644V11T0GNVg/+YSq+0TXUxpkNAABQkMgCAAAoSGQBAAAUJLIAAAAKmlJkXX311c/a9s53vrP4MAAAACe7KUXWd77znWc8P378ePbv31/JQAAAACez572F++23357bb789Y2NjueCCC5Ik7XY7HR0d6evrm5UBAQAATibPG1nr1q3LunXrcumll2b79u2zNRMAAMBJa0pvF7z22murngMAAGBOeN4rWd/3hje8ISMjIzl48GDa7faJ7cuXL69sMAAAgJPRlCJr06ZNuf/++7Ns2bIT2xqNRu64447KBgMAADgZTSmyHnjggdx7771pNn2tFgAAwPOZUjWtWrUqu3btyujoaJ5++ukT/wEAAPBMU7qSdd999+W+++57xrZGo/GsbQAAAPPdlCLrH//xH6ueAwAAYE6YUmT9+Z//+f+6/a1vfWvRYQAAAE52U4qsJ5544sTj48eP52tf+1o6OztFFgAAwP9nSpH127/928/a9t73vrf4MAAAACe7KUXWzp07n/H8v//7v/P1r3+9koEAAABOZlOKrM9//vMnHjcajSxdujSbN2+ubCgAAICT1ZQi64Ybbqh6DgAAgDlhSpH17W9/O7fccksee+yxJMmZZ56Zt73tbfmJn/iJSocDAAA42TSn8oeuv/76vPrVr862bduybdu2nHvuubn++uurng0AAOCkM6XIOnz4cC6//PKcfvrpOf300/OWt7wlIyMjVc8GAABw0pnS2wVf+cpX5n3ve18uuuiiJMmXvvSlnHHGGZUOBgAAcDKaUmR95CMfyec+97k8/PDDSZLXvOY1eeMb31jpYAAAACejKb1d8B3veEfOPffcvP/978/73//+nHfeeXnHO94xpQW+9KUv5ZxzzkmS7N69O319fenv78/evXunPzUAAMAL1JQia3h4OC9/+ctPPF+2bFmGh4entMDdd9994i6Eg4OD2bp1azZt2uR7tgAAgDlpSpHV1dWVRx555MTzf/mXf8mSJUt+6H47d+7Meeedl46OjoyPj6fZbKbVamXFihVTjjQAAICTyZQ+k/V7v/d7efe7353x8fG02+10dXXlxhtv/KH7DQ0NZXBwMJ/61KcyOjqarq6uDA0NZeXKlZmcnJz20K3W4mnvOzp+ZNr7Mjc0m410z+AcAmDmjo8+WfcI1KzRaMzodzp4IZtSZC1fvjyf/exnMzY2luR/rmz9MPfee2/OP//8LFiwIEnS3d2dsbGxrFmzJknS0dEx3Zlz+PD4tPdtdE7p4h1z2ORke0bnEAAzt6TZrnsEatZu+3nMyW3p0u7nfG1KkfV9U4mr7/vGN76Rf/7nf87OnTszPDycm266KRMTExkZGcnBgwfT09PzoywNAABwUviRIutHce211+baa69NkrzxjW/M7/7u7+bBBx/M+vXr02w2MzAwUNXSAAAAtakssv5ff/u3f5sk6e3tTW9v72wsCQAAUAsfUAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAqqLLIef/zx9PX1Ze3atbnmmmsyPj6e3bt3p6+vL/39/dm7d29VSwMAANSms6oDL1u2LHfddVeazWZuvfXW3HPPPfnLv/zLbN26NQcOHMjmzZuzZcuWqpYHAACoRWVXshYuXJhm838OPzo6mle84hVpNptptVpZsWJFhoeHq1oaAACgNpVdyUqSr3zlKxkYGEhHR0euuuqqdHV1ZWhoKCtXrszk5OS0j9tqLZ72vqPjR6a9L3NDs9lI9wzOIQBm7vjok3WPQM0ajcaMfqeDF7JKI+ucc87JX//1X+fOO+/Mtm3bMjY2ljVr1iRJOjo6pn3cw4fHp71vo9O9Pua7ycn2jM4hAGZuSbNd9wjUrN3285iT29Kl3c/5WmXFMT7+g/9pWq1WFi1alImJiYyMjGTfvn3p6empamkAAIDaVHYl66GHHsqtt96aBQsWZMGCBbnxxhtzwQUXZP369Wk2mxkYGKhqaQAAgNpUFlmrVq3KqlWrnrFt6dKl6e3trWpJAACA2vmAEgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUFBlkbVv37709fXl13/91/P2t789R48eze7du9PX15f+/v7s3bu3qqUBAABq01nVgX/sx34sn/zkJ9PV1ZVbbrkl99xzT/7iL/4iW7duzYEDB7J58+Zs2bKlquUBAABqUVlknXbaaSceNxqNtNvtNJvNtFqttFqtDA8PV7U0AABAbSqLrO/7zne+kwceeCB/9Ed/lM997nMZGhrKypUrMzk5Oe1jtlqLp73v6PiRae/L3NBsNtI9g3MIgJk7Pvpk3SNQs0ajMaPf6eCFrNLIOnLkSN773vdm06ZN6e7uztjYWNasWZMk6ejomPZxDx8en/a+jU73+pjvJifbMzqHAJi5Jc123SNQs3bbz2NObkuXdj/na5VFVrvdzsaNG/Mbv/EbWbFiRZJkYmIiIyMjOXjwYHp6eqpaGgAAoDaVRdauXbvywAMP5MCBA/mTP/mTXHbZZdmwYUPWr1+fZrOZgYGBqpYGAACoTWWR9brXvS579ux51vbe3t6qlgQAAKidDygBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBlX4ZMQAAvBAtWtiZdtuXYs9njUYjR44er+TYIgsAgHmn3W7n1pvuqXsMavR/rv/lyo7t7YIAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoKDOugcAYHYteFE7E+2JusegZh2Njhx7ulH3GABzksgCmGcm2hN512c+VPcY1OwPr/hQ/BoAUA1vFwQAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEGVRdZv/uZv5vzzz8/nP//5JMnu3bvT19eX/v7+7N27t6plAQAAalXZF2R89KMfzV133XXi+eDgYLZu3ZoDBw5k8+bN2bJlS1VLAwAA1KayyFq6dOmJx+Pj42k2m2m1Wmm1WhkeHq5qWQAAgFrNyle9j46OpqurK0NDQ1m5cmUmJydndLxWa/H0Zxk/MqO1Ofk1m410z+AcgpPd2NHRukfgBaDZbOTUGv8uPD76ZG1r88LQaDRm9DvdTH1v/Ghta/PC0KzwHJyVyOru7s7Y2FjWrFmTJOno6JjR8Q4fHp/2vo1O9/qY7yYn2zM6h+Bk1zylXfcIvADU/XfhkqbzcL5rt+s9BxcumNnvo5z8Jmd4Di5d2v2cr81KZC1evDgTExMZGRnJwYMH09PTMxvLAgAAzLrKImvjxo3Zs2dPFi9enMcffzwbNmzI+vXr02w2MzAwUNWyAAAAtaossm644YZnbevt7a1qOQAAgBcEH1ACAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCZuV7soAf6Dqlncbk8brHoEbtZmfGvteoewwAoCIiC2ZZY/J4Hrvt3XWPQY3OvPrGJAvqHgMAqIi3CwIAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCZj2ybr/99vT39+eaa67J2NjYbC8PAABQqVmNrO9+97u5//778+lPfzoXXXRRPvOZz8zm8gAAAJWb1ch69NFH85rXvCaNRiMXXHBBvvrVr87m8gAAAJVrtNvt9mwttmPHjnz729/OE088kSuuuCK///u/n09+8pOztTwAAEDlZvVK1qmnnpqnnnoq73nPe9JsNnPqqafO5vIAAACVm9XIOuuss/LQQw8lSXbv3p2zzz57NpcHAACoXOdsLvaSl7wkr3vd69Lf359Wq5WPfexjs7k8AABA5Wb1M1kAAABznS8jBgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQUGfdA1DO+Ph4hoaG8tWvfjVPPvlkXvziF+cXfuEXcsUVV2TJkiV1jwcwK44dO5a/+7u/y6JFi/KLv/iLWbhwYZJk+/btufTSS2uejvnge9/7Xu6555684hWvyMqVK7Nt27YkyZVXXpnTTz+95umYrzZt2pQPfOADdY8xbzTa7Xa77iEo47rrrsuFF16Y3t7etNvtNJvN7N69O7t27conPvGJusdjnrvtttty9dVX1z0G88A73/nOLF++PEny4IMPZtOmTfnZn/3ZXHnllbnjjjtqno754LrrrstZZ52V0dHRPPzww3nzm9+cVquVz372syeCC6r06le/Oj09PWk2f/CmteHh4Sxbtix/8zd/U+Nk84crWXPIoUOH8ta3vjVJctNNN+X666/PT//0T+fuu++ueTLmky984QvP2tZut3PPPfeILGbFd7/73Xz84x9PkvT19WXjxo256qqrap6K+WRsbCzXXXddkuQtb3nLiZ/Nd911V51jMY/ccsst2bFjR84777xcdtll6ejoyLp163L77bfXPdq8IbLmkEsuuSRr167Nueeem1arlY9//ON5+OGH8/rXv77u0ZhHPvCBD2Tt2rXP2j4+Pl7DNMxHR48ezfj4eBYvXpyXvvSl+cQnPpGNGzfm61//et2jMU8cOXLkxOMPfvCDJx4fO3asjnGYhy688MJceOGF2blzZzZs2JDzzz8/ExMTdY81r3i74Bxz6NChPProo3nyySdz6qmn5qyzzvL+b2bVunXr8gd/8AfPOu/e97735SMf+UhNUzGf7Nu3L6effnpardYztu/atSurVq2qaSrmk//4j//Iy172snR2/uDfsp9++uk89NBDueiii2qcjPnqvvvuyze+8Y1cc801dY8yb4gsAACAgtzCHQAAoCCRBQAAUJDIAgAAKEhkATDn3XHHHfnVX/3VXH755fna176W0dHR/NZv/Vbe/OY3Z926dRkZGal7RADmEDe+AGBO++Y3v5m3ve1t+au/+qvs378/GzduzC/90i9lbGwsGzZsyKc//ens378/v/M7v1P3qADMEa5kATCn7dmzJ6tWrcqCBQtyxhlnZHR0NPv378+ZZ56ZJDn77LPz5S9/ueYpAZhLRBYAc9rBgwdz2mmnnXh+2mmn5ZWvfGX27NmTJHnwwQdz8ODBusYDYA4SWQDMO6997Wvz5JNP5k1velOefvrpLFy4sO6RAJhDOn/4HwGAk9dLXvKSfPOb3zzx/IknnsiyZcty4403Jkkee+yx7N69u67xAJiDXMkCYE47//zz80//9E85duxY/v3f/z2LFy/OwoUL8/TTTydJ/uzP/ixveMMbap4SgLnElSwA5rSf+qmfyuWXX57LLrss//Vf/5U//uM/zujoaK666qqMj4/nnHPOSX9/f91jAjCHuIU7APPGxz72sUxMTOQ973lP3aMAMIeJLADmlUOHDj3jboMAUJrIAgAAKMiNLwAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoKD/C7UhwvGP/KqJAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    62\n","2    38\n","3    34\n","4    18\n","1    18\n","Name: Q10, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    71\n","3    44\n","4    32\n","1    19\n","2     4\n","Name: Q11, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    58\n","3    42\n","1    27\n","2    22\n","4    21\n","Name: Q12, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    47\n","3    45\n","1    33\n","4    27\n","2    18\n","Name: Q13, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    66\n","3    38\n","1    23\n","4    22\n","2    21\n","Name: Q14, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    69\n","3    51\n","1    20\n","4    17\n","2    13\n","Name: Q15, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1kAAAFhCAYAAACCt2DaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAZSUlEQVR4nO3de2yedd348c993Tvg1uLtRpE6RY1b8QCR45KVMHwW0PgLyGGsaeQQiasMfiosTxBGAmqHoINnRRcGzA0CQQRLkINMxCFuAiM4BEQUZBseaAJ0jJXW4g7t/fvDOB9+CKnt9+q1tq9XQnIfel3fD8m1tu/e133dpWq1Wg0AAACSyIoeAAAAYDQRWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASGhc0QMMRmdnd9EjAAAAY1hdXe3bPueVLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASCi3qwv+8pe/jFWrVkVExJYtW2L27NnxqU99Ktra2iLLsrj00ktj+vTpeS0PAABQiFK1Wq3mvcgll1wSn/vc52LJkiWxYsWK6OzsjLa2tli+fPmg9ucS7gAAQJEKvYT7jh074qmnnoqPf/zjkWVZVCqVmDFjRnR0dOS9NAAAwLDL/cOI161bF42NjdHd3R01NTXR3t4eDQ0N0d/fP+h9ViqTEk4IAACQTu6Rdffdd0dLS0vU1tZGT09PzJs3LyIiyuXyoPe5bVtvqvEAAAD+Y+90umCukdXd3R0vvPBCHHTQQRER0dfXF11dXbFly5aor6/Pc2kAAIBC5BpZP/vZz2LOnDm77y9cuDBaWloiy7JobW3Nc2kAAIBCDMvVBVMbytUFx00oR1//iPtfJqFyVopdO/qKHgMAgBGssNMF90R9/dX46uV3Fj0GBfreohOLHgEAgFEs90u4AwAAjCUiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgoVwj6/7774/m5uY444wz4oknnoj169dHU1NTNDc3x8aNG/NcGgAAoBDj8tpxT09P3HDDDXHjjTfGxIkTIyKiqakpVqxYEZ2dnbF06dJYvnx5XssDAAAUIrfIeuqpp+J973tfLFiwIPbaa6/4xje+EVmWRaVSiUqlEh0dHXktDQAAUJjcImvr1q3xzDPPxJ133hlr166NZcuWRU1NTbS3t0dDQ0P09/cPet+VyqRBb9vdu33Q2zI6ZFkpaodwDAEAwDvJLbJqa2vjoIMOir322isOPvjguPnmm2Pnzp0xb968iIgol8uD3ve2bb2D3rY0zrU+xrr+/uqQjiEAAKirq33b53Irjo997GOxefPm6O/vj82bN8eHP/zh6Ovri66urti0aVPU19fntTQAAEBhcnsl673vfW8ce+yx8fnPfz7K5XJcfvnl8eKLL0ZLS0tkWRatra15LQ0AAFCYUrVarRY9xH+qs7N70NuWxmXx1cvvTDgNI833Fp0Y1V2Df08gAAAUcrogAADAWCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkNK7oAQCAsWfy+P6Ivr6ix6BI5XL8bae/9zM65RZZL774YsydOzcaGhoiIuLaa6+N3/72t9HW1hZZlsWll14a06dPz2t5AGBP1tcXv1z430VPQYE+1fY/4aQqRqtcX8k6+OCD47rrrtt9v62tLVasWBGdnZ2xdOnSWL58eZ7LAwAADLtc/3zwu9/9Lpqbm6OtrS16e3sjy7KoVCoxY8aM6OjoyHNpAACAQuT2Sta+++4bP//5z2PixImxcOHCWLNmTdTU1ER7e3s0NDREf3//oPddqUwa9LbdvdsHvS2jQ5aVonYIxxAAQ7er+/WiR6BgpVJpSL/TwZ4st8iaMGFCTJgwISIi5syZE3/5y1+ip6cn5s2bFxER5XJ50Pvetq130NuWxjn3d6zr768O6RgCYOgmZ9WiR6Bg1aqfx4xsdXW1b/tcbsXR3d29+/bTTz8dBxxwQPT19UVXV1ds2rQp6uvr81oaAACgMLm9kvXrX/86vve978W73vWumD59ehxzzDExefLkaGlpiSzLorW1Na+lAQAACpNbZM2ZMyfmzJnzpscaGxujsbExryUBAAAK5w1KAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCuUfWww8/HIccckhERKxfvz6ampqiubk5Nm7cmPfSAAAAwy73yLrrrrtiv/32i4iItra2WLFiRSxevDiWLl2a99IAAADDLtfIWrt2bRxxxBFRLpejt7c3siyLSqUSM2bMiI6OjjyXBgAAKMS4PHfe3t4ebW1tceONN0Z3d3fU1NREe3t7NDQ0RH9//6D3W6lMGvS23b3bB70to0OWlaJ2CMcQAEO3q/v1okegYKVSaUi/08GeLLfIWrNmTcycOTPGjx8fERG1tbXR09MT8+bNi4iIcrk86H1v29Y76G1L41zrY6zr768O6RgCYOgmZ9WiR6Bg1aqfx4xsdXW1b/tcbpH1/PPPx6OPPhpr166Njo6OuOKKK6Kvry+6urpiy5YtUV9fn9fSAAAAhcktss4+++w4++yzIyLiuOOOi69//evxyCOPREtLS2RZFq2trXktDQAAUJhc35P1Tz/5yU8iIqKxsTEaGxuHY0kAAIBCDOgNSmedddZbHjvvvPOSDwMAADDSDSiyXnnllTfd37VrV2zevDmXgQAAAEaydzxdcOXKlbFy5cro6emJWbNmRcQ/rgRTLpejqalpWAYEAAAYSd4xsubPnx/z58+PE088Me68887hmgkAAGDEGtDpgv+8SiAAAADvbEBXF/zMZz6z+/OtqtV/fXjg9OnTcxsMAABgJBpQZC1evDgefPDBmDZt2u7HSqVS3HTTTbkNBgAAMBINKLIeeuihWLNmTWTZgM4uBAAAGLMGVE2zZ8+OdevWRXd3d7zxxhu7/wMAAODNBvRK1gMPPBAPPPDAmx4rlUpveQwAAGCsG1Bk/eIXv8h7DgAAgFFhQJH1gx/84N8+fuqppyYdBgAAYKQbUGS99tpru2/v2rUrnn322Rg3bpzIAgAA+P8MKLK+/OUvv+WxCy+8MPkwAAAAI92AImvt2rVvuv/yyy/Hc889l8tAAAAAI9mAIuu+++7bfbtUKkVdXV0sXbo0t6EAAABGqgFF1uWXX573HAAAAKPCgCLrpZdeimXLlsUzzzwTERGf+MQn4itf+Urst99+uQ4HAAAw0mQD+aLzzz8/Dj300Fi1alWsWrUqDjvssDj//PPzng0AAGDEGVBkbdu2LebOnRtTp06NqVOnxsknnxxdXV15zwYAADDiDOh0wY9+9KNx0UUXxVFHHRUREQ8//HAccMABuQ4GAAAwEg0osi677LK499574/HHH4+IiMMPPzyOO+64XAcDAAAYiQYUWeeee24sWrQoTjzxxIiI6OjoiHPPPTeuvvrqXIcDAAAYaQb0nqyOjo74wAc+sPv+tGnToqOjI7ehAAAARqoBRVZNTU089dRTu+//5je/icmTJ+c2FAAAwEg1oNMFv/nNb8bXvva16O3tjWq1GjU1NbFkyZK8ZwMAABhxBhRZ06dPjzvuuCN6enoi4h+vbAEAAPBWA4qsfxJXAAAA72xA78kCAABgYEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAklFtkvfDCC9HU1BSnn356LFiwIHp7e2P9+vXR1NQUzc3NsXHjxryWBgAAKMx/9DlZ/4lp06bFrbfeGlmWxdVXXx2rV6+OH/3oR7FixYro7OyMpUuXxvLly/NaHgAAoBC5vZI1YcKEyLJ/7L67uzv233//yLIsKpVKzJgxIzo6OvJaGgAAoDC5vZIVEfHEE09Ea2trlMvlOPPMM6Ompiba29ujoaEh+vv7B73fSmXSoLft7t0+6G0ZHbKsFLVDOIYAGLpd3a8XPQIFK5VKQ/qdDvZkuUbWIYccEj/+8Y/j5ptvjlWrVkVPT0/MmzcvIiLK5fKg97ttW++gty2Nc62Psa6/vzqkYwiAoZucVYsegYJVq34eM7LV1dW+7XO5FUdv77/+0VQqlZg4cWL09fVFV1dXbNq0Kerr6/NaGgAAoDC5vZK1YcOGuPrqq2P8+PExfvz4WLJkScyaNStaWloiy7JobW3Na2kAAIDC5BZZs2fPjtmzZ7/psbq6umhsbMxrSQAAgMJ5gxIAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkFBukbVp06ZoamqK0047Lb761a/Gjh07Yv369dHU1BTNzc2xcePGvJYGAAAozLi8dvye97wnrr/++qipqYlly5bF6tWr45ZbbokVK1ZEZ2dnLF26NJYvX57X8gAAAIXILbKmTJmy+3apVIpqtRpZlkWlUolKpRIdHR15LQ0AAFCY3CLrn1555ZV46KGH4rvf/W7ce++90d7eHg0NDdHf3z/ofVYqkwa9bXfv9kFvy+iQZaWoHcIxNGQ734hq387i1qdwpfL4iPHvKnoMKNSu7teLHoGClUqlIf1OB3uyXCNr+/btceGFF8bixYujtrY2enp6Yt68eRERUS6XB73fbdt6B71taZxrfYx1/f3VIR1DQ1U7YWc8c93XCluf4n3irCXR/bdq0WNAoSZn/g2MddVqsT+PYajq6mrf9rncIqtarcaiRYviC1/4QsyYMSMiIvr6+qKrqyu2bNkS9fX1eS0NAABQmNwia926dfHQQw9FZ2dnfP/734+TTjopFi5cGC0tLZFlWbS2tua1NAAAQGFyi6yjjz46Hnvssbc83tjYmNeSAAAAhfMGJQAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEsrtc7IAAGBPNXHCuKhWq0WPQYFKpVJs37Erl32LLAAAxpxqtRpXX7G66DEo0P89///ktm+nCwIAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQ0LiiBwBgeI1/VzX6qn1Fj0HByqVy7HyjVPQYAKOSyAIYY/qqffHft3+j6DEo2P+c8o3wawBAPpwuCAAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgodwi64tf/GLMnDkz7rvvvoiIWL9+fTQ1NUVzc3Ns3Lgxr2UBAAAKldtHvX/729+OW2+9dff9tra2WLFiRXR2dsbSpUtj+fLleS0NAABQmNwiq66ubvft3t7eyLIsKpVKVCqV6OjoyGtZAACAQuUWWf9bd3d31NTURHt7ezQ0NER/f/+Q9lepTBr8LL3bh7Q2I1+WlaJ2CMfQUFX//npha7NnyLLSkL6PDVXPju7C1mbPkWWl2LvA43BXt++FY12pVOz3wr/37ihsbfYMWY7H4LBEVm1tbfT09MS8efMiIqJcLg9pf9u29Q5629I41/oY6/r7q0M6hoaqdkK1sLXZM/T3V6O7wGMw28sxSPHfCydnjsOxrlot9hicMH5ov48y8vUP8Risq6t92+eGJbImTZoUfX190dXVFVu2bIn6+vrhWBYAAGDY5RZZixYtisceeywmTZoUL7zwQixcuDBaWloiy7JobW3Na1kAAIBC5RZZl19++Vsea2xszGs5AACAPYI3KAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACQ17ZK1cuTKam5tjwYIF0dPTM9zLAwAA5GpYI+vVV1+NBx98MH74wx/GUUcdFbfffvtwLg8AAJC7YY2sp59+Og4//PAolUoxa9asePLJJ4dzeQAAgNyVqtVqdbgWu/vuu+Oll16K1157LU455ZT41re+Fddff/1wLQ8AAJC7YX0la++9946//e1vccEFF0SWZbH33nsP5/IAAAC5G9bIOvDAA2PDhg0REbF+/fo4+OCDh3N5AACA3I0bzsX22WefOProo6O5uTkqlUpceeWVw7k8AABA7ob1PVkAAACjnQ8jBgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQ0LiiByCd3t7eaG9vjyeffDJef/31ePe73x2f/OQn45RTTonJkycXPR7AsNi5c2f89Kc/jYkTJ8Z//dd/xYQJEyIi4s4774wTTzyx4OkYC/7+97/H6tWrY//994+GhoZYtWpVREScccYZMXXq1IKnY6xavHhxXHzxxUWPMWaUqtVqteghSOOcc86JI488MhobG6NarUaWZbF+/fpYt25dXHPNNUWPxxh33XXXxVlnnVX0GIwB5513XkyfPj0iIh555JFYvHhxfOQjH4kzzjgjbrrppoKnYyw455xz4sADD4zu7u54/PHH44QTTohKpRJ33HHH7uCCPB166KFRX18fWfavk9Y6Ojpi2rRpcc899xQ42djhlaxRZOvWrXHqqadGRMQVV1wR559/fnzoQx+Ku+66q+DJGEvuv//+tzxWrVZj9erVIoth8eqrr8ZVV10VERFNTU2xaNGiOPPMMwueirGkp6cnzjnnnIiIOPnkk3f/bL711luLHIsxZNmyZXH33XfHEUccESeddFKUy+WYP39+rFy5sujRxgyRNYoce+yxcfrpp8dhhx0WlUolrrrqqnj88cfjmGOOKXo0xpCLL744Tj/99Lc83tvbW8A0jEU7duyI3t7emDRpUuy7775xzTXXxKJFi+K5554rejTGiO3bt+++fckll+y+vXPnziLGYQw68sgj48gjj4y1a9fGwoULY+bMmdHX11f0WGOK0wVHma1bt8bTTz8dr7/+euy9995x4IEHOv+bYTV//vz4zne+85bj7qKLLorLLrusoKkYSzZt2hRTp06NSqXypsfXrVsXs2fPLmgqxpI//elP8f73vz/GjfvX37LfeOON2LBhQxx11FEFTsZY9cADD8Tzzz8fCxYsKHqUMUNkAQAAJOQS7gAAAAmJLAAAgIREFgAAQEIiC4BR6aabborjjz8+5s6dG88++2z09PTEaaedFgcddFDcfPPNu79u2bJlMXv27DjhhBPihBNOiJ6engKnBmA0cAl3AEadP//5z3H77bfHHXfcEZs3b45FixbFLbfcEuedd16sW7fuLV//pS99KU477bQCJgVgNPJKFgCjzmOPPRazZ8+O8ePHxwEHHBDd3d2xc+fOOPzww2P8+PFFjwfAKCeyABh1tmzZElOmTNl9f8qUKbFly5a3/fobbrghjj/++Fi2bNlwjAfAKCeyABgTsuzf/8g79dRTY82aNXHbbbfFhg0bYs2aNcM8GQCjjcgCYNTZZ599YuvWrbvvv/baa296Zet/mzJlSpRKpZg0aVJ8+tOfjt///vfDNSYAo5TIAmDUmTlzZvzqV7+KnTt3xh//+MeYNGlS1NbW/tuvffnllyMior+/Px599NGYPn36cI4KwCjk6oIAjDof/OAHY+7cuXHSSSfFX//617j22msjIuLYY4+NV199Ncrlctxzzz1x2223xZIlS+IPf/hDlEqlmDVrVnz2s58teHoARrpStVqtFj0EAOTlyiuvjL6+vrjggguKHgWAMUJkATDqbd269W3fkwUAqYksAACAhFz4AgAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEvp/D3hwmEX6VfAAAAAASUVORK5CYII=\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    75\n","3    35\n","2    26\n","4    20\n","1    14\n","Name: Q16, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    73\n","3    50\n","4    26\n","1    15\n","2     6\n","Name: Q17, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    79\n","3    44\n","4    21\n","2    16\n","1    10\n","Name: Q18, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1kAAAFhCAYAAACCt2DaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAan0lEQVR4nO3df3SedX3/8dd9Jy3YJnCvUmdW5tm0pNuEM7YhO4RDYRw5O5vuWJX29OjKmVt7+PF1k86DWs6RuZaBA5YwONTRgZuMbWgYlk6ZczBtZXaHgcBBPDopzGnOcaaUhoRgfyT39w/PuvFF+Mbkc+WiyeNxjufkvu9c1/vNOZckT+4fabTb7XYAAAAooln3AgAAAHOJyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEGddS8wHcPDo3WvAAAAzGNLl3a/5GOeyQIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEGVfYT7oUOH8v73vz/79u3LwoULMzAwkK997WsZGBhIs9nMlVdemeXLl1c1HgAAoBaVPZP1wAMP5Pjjj8/tt9+ec845J3fffXcGBgaybdu2bNmyJf39/VWNBgAAqE1lz2SdeOKJOXz4cJLkueeey7Jly9JsNtNqtdJqtTI0NDTtc7dai0qtCQAAUFRlkdXT05ORkZG85S1vybHHHpsbbrghO3bsyODgYHp7ezM5OTntc+/fP15wUwAAgB/N0qXdL/lYZZG1ffv2rFixIlu3bs3g4GB27NiRsbGxrF69OknS0dFR1WgAAIDaVPaerIMHD6a7+wd112q18swzz2RiYiIjIyPZs2dPenp6qhoNAABQm0a73W5XceJnn302GzduzMGDBzM5OZmPfvSj+fa3v53rr78+zWYzmzdvTm9v77TOPTw8Ou29Ohd2ZGKykn9kjhIdzUYOH5yoew0AAI5iL/dywcoiq0oziaxGZzO/d/X2gttwtLlh06q0D0//PYEAAPBykeWPEQMAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEGdVZ34i1/8Ym699dYkyd69e7Ny5cqcc845GRgYSLPZzJVXXpnly5dXNR4AAKAWlUXWOeeck3POOSdJcsUVV+S8887LNddck23btmV4eDj9/f3ZunVrVeMBAABqUfnLBQ8ePJhHH300P/dzP5dms5lWq5WTTjopQ0NDVY8GAACYdZU9k/Xfdu3alb6+voyOjqarqyuDg4Pp7e3N5OTktM/Zai2a9rGj4wemfSxzQ7PZSPcMriEAAHg5lUfWjh07smHDhnR3d2dsbCyrV69OknR0dEz7nPv3j0/72Eanz/qY7yYn2zO6hgAAYOnS7pd8rNLIGh0dzVNPPZVTTjklSTIxMZGRkZHs3bs3PT09VY4GAACoRaWR9Y//+I8599xzj9zeuHFjNmzYkGazmc2bN1c5GgAAoBaVRtb555//gtt9fX3p6+urciQAAECtvEEJAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKqjSyPv/5z2ft2rW54IIL8vDDD2f37t1Zs2ZN1q5dmyeeeKLK0QAAALXorOrEY2Nj+Yu/+It84hOfyDHHHJMkWbNmTbZt25bh4eH09/dn69atVY0HAACoRWWR9eijj+YnfuInctFFF+XYY4/NRz7ykTSbzbRarbRarQwNDVU1GgAAoDaVRda+ffvy+OOPZ/v27dm5c2duvPHGdHV1ZXBwML29vZmcnJz2uVutRdM+dnT8wLSPZW5oNhvpnsE1BAAAL6eyyOru7s4pp5ySY489Nqeeempuv/32HDp0KKtXr06SdHR0TPvc+/ePT/vYRqfP+pjvJifbM7qGAABg6dLul3yssuL42Z/92Tz55JOZnJzMk08+mZ/+6Z/OxMRERkZGsmfPnvT09FQ1GgAAoDaVPZP14z/+4znvvPPyrne9Kx0dHbn66qvzne98Jxs2bEiz2czmzZurGg0AAFCbRrvdbte9xI9qeHh02sc2Opv5vau3F9yGo80Nm1alfXj67wkEAIBaXi4IAAAwH4ksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQUGWR9Z3vfCe//Mu/nHXr1mXdunV57rnnsnv37qxZsyZr167NE088UdVoAACA2nRWefJTTz01N99885HbAwMD2bZtW4aHh9Pf35+tW7dWOR4AAGDWVfpywa9+9atZu3ZtBgYGMj4+nmazmVarlZNOOilDQ0NVjgYAAKhFZc9kveY1r8k//dM/5ZhjjsnGjRtz7733pqurK4ODg+nt7c3k5OS0z91qLZr2saPjB6Z9LHNDs9lI9wyuIQAAeDmVRdbChQuzcOHCJMm5556b//zP/8zY2FhWr16dJOno6Jj2uffvH5/2sY1On/Ux301Otmd0DQEAwNKl3S/5WGXFMTo6euTrxx57LCtWrMjExERGRkayZ8+e9PT0VDUaAACgNpU9k/Vv//ZvueGGG/KqV70qy5cvz5vf/OYsXrw4GzZsSLPZzObNm6saDQAAUJvKIuvcc8/Nueee+4L7+vr60tfXV9VIAACA2nmDEgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCphRZF1544Yvuu/TSS4svAwAAcLTrnMo3fe9733vB7cOHD+fJJ5+sZCEAYO5bvGAymZioew3q1NGR5w55URVz08tG1i233JJbbrklY2NjOeOMM5Ik7XY7HR0dWbNmzawsCADMQRMT+eLG99e9BTU6Z+BP4p0rzFUvG1nr16/P+vXrs2rVqmzfvn22dgIAADhqTek/H1x88cVV7wEAADAnTOk9Wb/6q7+akZGR7N27N+12+8j9y5cvr2wxAACAo9GUImvLli35whe+kGXLlh25r9Fo5LbbbqtsMQAAgKPRlCLr/vvvz7333ptm05sTAQAAXs6UqmnlypXZtWtXRkdH8/zzzx/5HwAAAC80pWey7rvvvtx3330vuK/RaLzoPgAAgPluSpH1z//8z1XvAQAAMCdMKbL++q//+ofe/+53v7voMgAAAEe7KUXWM888c+Trw4cP5+tf/3o6OztFFgAAwP9jSpH13ve+90X3fehDH5rSgH/5l3/Je9/73jz88MPZvXt3BgYG0mw2c+WVV/o7WwAAwJwzpcjauXPnC27/13/9V77xjW9MacDdd9+d1772tUmSgYGBbNu2LcPDw+nv78/WrVt/xHUBAABe2aYUWZ/73OeOfN1oNLJ06dL09/f/f4/buXNn3vSmN+VrX/taxsfH02w202q10mq1MjQ0NP2tAQAAXqGmFFlXX331tE4+ODiYgYGBfOITn8jo6Gi6uroyODiY3t7eTE5OTuucSdJqLZr2saPjB6Z9LHNDs9lI9wyuIQBm7vDos3WvQM0ajcaMfqeDV7IpRdZ3v/vd3HjjjXn88ceTJG984xvzu7/7u0deBvjD3HvvvTn99NOzYMGCJEl3d3fGxsayevXqJElHR8e0l96/f3zaxzY6p/T3l5nDJifbM7qGAJi5xc123StQs3bbz2OObkuXdr/kY1OKrMsuuyyrVq3K7//+7yf5wcsAL7vssvzVX/3VSx7zzW9+M//6r/+anTt3ZmhoKNdee20mJiYyMjKSvXv3pqen50f8xwAAAHjlm1Jk7d+/P+985zuP3H7HO96Rv/zLv3zZYy6++OJcfPHFSZK3vvWt+YM/+IN8+ctfzoYNG9JsNrN58+bpbw0AAPAKNaXI+pmf+ZlcfvnlOeuss5L84GPZV6xYMeUhn/nMZ5IkfX196evrm8aaAAAAR4cpRdZVV12Vz372s3nooYeSJKeddlre+ta3VroYAADA0WhKkfW+970vmzZtyqpVq5IkQ0NDed/73pebbrqp0uUAAACONlP6qL2hoaH85E/+5JHby5Yt83euAAAAfogpRVZXV1ceffTRI7e/8pWvZPHixZUtBQAAcLSa0ssF//AP/zAf+MAHMj4+nna7na6urlxzzTVV7wYAAHDUmVJkLV++PHfddVfGxsaS/OCZLQAAAF5sSpH138QVAADAy5vSe7IAAACYGpEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABVUWWU899VTWrFmTdevW5aKLLsr4+Hh2796dNWvWZO3atXniiSeqGg0AAFCbzqpOvGzZstxxxx1pNpu56aabcs899+RTn/pUtm3bluHh4fT392fr1q1VjQcAAKhFZc9kLVy4MM3mD04/Ojqa173udWk2m2m1WjnppJMyNDRU1WgAAIDaVPZMVpI8/PDD2bx5czo6OvKe97wnXV1dGRwcTG9vbyYnJ6d93lZr0bSPHR0/MO1jmRuazUa6Z3ANATBzh0efrXsFatZoNGb0Ox28klUaWb/wC7+QT3/607n99ttz6623ZmxsLKtXr06SdHR0TPu8+/ePT/vYRqfP+pjvJifbM7qGAJi5xc123StQs3bbz2OObkuXdr/kY5UVx/j4//yfptVq5ZhjjsnExERGRkayZ8+e9PT0VDUaAACgNpU9k/Xggw/mpptuyoIFC7JgwYJcc801OeOMM7Jhw4Y0m81s3ry5qtEAAAC1qSyyVq5cmZUrV77gvqVLl6avr6+qkQAAALXzBiUAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAACios+4FAABgth2zsDPtdrvuNahRo9HIgYOHKzl3ZZG1Z8+ebNq0KQsXLsySJUty3XXX5aGHHsrAwECazWauvPLKLF++vKrxAADwktrtdm669p6616BG/+eyX6/s3JVF1o/92I/l4x//eLq6unLjjTfmnnvuyd/8zd9k27ZtGR4eTn9/f7Zu3VrVeAAAgFpUFllLliw58nWj0Ui73U6z2Uyr1Uqr1crQ0NC0z91qLZr2saPjB6Z9LHNDs9lI9wyuIQBm7vDos3WvQM0ajcaMfqebqe+PH6xtNq8MzQqvwcrfk/W9730v999/f/70T/80n/3sZzM4OJje3t5MTk5O+5z7949P+9hGp8/6mO8mJ9szuoYAmLnFTe+Fme/a7Xp/Hi9c0FHbbF4ZJmd4DS5d2v2Sj1UaWQcOHMiHPvShbNmyJd3d3RkbG8vq1auTJB0dLmwAAGDuqSyy2u12Nm3alN/6rd/KSSedlCSZmJjIyMhI9u7dm56enqpGAwAA1KayyNq1a1fuv//+DA8P58///M/z9re/PRs3bsyGDRvSbDazefPmqkYDAADUprLIOvvss/PAAw+86P6+vr6qRgIAANTOp0AAAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABTUWfcCAMyuBa9qZ6I9Ufca1Kyj0ZFDzzfqXgNgThJZAPPMRHsi77/zI3WvQc3+5PyPxK8BANXwckEAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQZVF1u/8zu/k9NNPz+c+97kkye7du7NmzZqsXbs2TzzxRFVjAQAAatVZ1Yk/+tGP5o477jhye2BgINu2bcvw8HD6+/uzdevWqkYDAADUprLIWrp06ZGvx8fH02w202q10mq1MjQ0VNVYAACAWlUWWf/b6Ohourq6Mjg4mN7e3kxOTs7ofK3WounvMn5gRrM5+jWbjXTP4BqasUPPpz1xqL751K7RsSBZ8Kra5o8dHK1tNq8czWYjx9X478LDo8/WNptXhkajMaPf6Wbq++MHa5vNK0OzwmtwViKru7s7Y2NjWb16dZKko6NjRufbv3982sc2On3Wx3w3Odme0TU0U90LD+Xxmz9Q23zq98YLr8noc+3a5jePrW82rxx1/7twcdN1ON+12/VegwsXzOz3UY5+kzO8Bpcu7X7Jx2YlshYtWpSJiYmMjIxk79696enpmY2xAAAAs66yyNq0aVMeeOCBLFq0KE899VQ2btyYDRs2pNlsZvPmzVWNBQAAqFVlkXX11Ve/6L6+vr6qxgEAALwieIMSAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUNOuRdcstt2Tt2rW56KKLMjY2NtvjAQAAKjWrkfX000/nC1/4Qv72b/82Z511Vu68887ZHA8AAFC5WY2sxx57LKeddloajUbOOOOMPPLII7M5HgAAoHKNdrvdnq1hO3bsyHe/+90888wzOf/88/NHf/RH+fjHPz5b4wEAACo3q89kHXfccXnuuefywQ9+MM1mM8cdd9xsjgcAAKjcrEbWySefnAcffDBJsnv37px66qmzOR4AAKBynbM57IQTTsjZZ5+dtWvXptVq5brrrpvN8QAAAJWb1fdkAQAAzHX+GDEAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgII6616AcsbHxzM4OJhHHnkkzz77bI4//vj8/M//fM4///wsXry47vUAZsWhQ4fyD//wDznmmGPyK7/yK1m4cGGSZPv27Vm1alXN2zEffP/7388999yT173udent7c2tt96aJLngggvy6le/uubtmK+2bNmSD3/4w3WvMW802u12u+4lKOOSSy7JmWeemb6+vrTb7TSbzezevTu7du3Kxz72sbrXY567+eabc+GFF9a9BvPApZdemuXLlydJvvzlL2fLli15wxvekAsuuCC33XZbzdsxH1xyySU5+eSTMzo6moceeihve9vb0mq1ctdddx0JLqjSL/7iL6anpyfN5v+8aG1oaCjLli3L3//939e42fzhmaw5ZN++fXn3u9+dJLn22mtz2WWX5ad+6qdy991317wZ88nnP//5F93Xbrdzzz33iCxmxdNPP53rr78+SbJmzZps2rQp73nPe2reivlkbGwsl1xySZLkHe94x5GfzXfccUedazGP3HjjjdmxY0fe9KY35e1vf3s6Ojqyfv363HLLLXWvNm+IrDnkvPPOy7p16/JLv/RLabVauf766/PQQw/lzW9+c92rMY98+MMfzrp16150//j4eA3bMB8dPHgw4+PjWbRoUV7zmtfkYx/7WDZt2pRvfOMbda/GPHHgwIEjX19xxRVHvj506FAd6zAPnXnmmTnzzDOzc+fObNy4MaeffnomJibqXmte8XLBOWbfvn157LHH8uyzz+a4447LySef7PXfzKr169fnj//4j1903V1++eW56qqratqK+WTPnj159atfnVar9YL7d+3alZUrV9a0FfPJf/zHf+TEE09MZ+f//Lfs559/Pg8++GDOOuusGjdjvrrvvvvyzW9+MxdddFHdq8wbIgsAAKAgH+EOAABQkMgCAAAoSGQBAAAUJLIAmJNuu+22/MZv/Ebe+c535utf/3rGxsbym7/5mznllFNy++23H/m+oaGhvOtd78rb3va2/PZv/3ZGR0dr3BqAuUBkATDnfOtb38qdd96Zu+66K1dddVUuv/zydHZ25tJLL33R38y69dZbc/755+fuu+/OihUr8ulPf7qmrQGYK0QWAHPOAw88kJUrV2bBggVZsWJFRkdHc+jQoZx22mlZsGDBC7632Wzm+eefT/KDv+d2wgkn1LEyAHOIyAJgztm7d2+WLFly5PaSJUuyd+/eH/q9F154Ye64446cddZZ+da3vpVf+7Vfm601AZijRBYA80Kz+cN/5H3mM5/J+vXr86UvfSlveMMb8slPfnKWNwNgrhFZAMw5J5xwQvbt23fk9jPPPPOCZ7b+t7/7u7/LypUrkyRnn312vvKVr8zKjgDMXSILgDnn9NNPz5e+9KUcOnQo//7v/55Fixalu7v7h37vkiVL8vDDDydJHnnkkZx44omzuSoAc1Cj3W63614CAEq77bbb8qlPfSrf/va382d/9mc544wzct555+Xpp59OR0dHXv/61+eTn/xkvvrVr+aKK67I4cOH89rXvjbXXnttjj/++LrXB+AoJrIAmNOuu+66TExM5IMf/GDdqwAwT4gsAOa8ffv2veR7sgCgNJEFAABQkA++AAAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgv4vGSzuB8qV0jMAAAAASUVORK5CYII=\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    77\n","3    50\n","4    27\n","1    11\n","2     5\n","Name: Q19, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    81\n","3    36\n","4    22\n","2    21\n","1    10\n","Name: Q20, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    78\n","3    47\n","2    17\n","1    17\n","4    11\n","Name: Q21, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    87\n","3    29\n","2    26\n","4    15\n","1    13\n","Name: Q22, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    90\n","3    43\n","4    22\n","2     8\n","1     7\n","Name: Q23, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1kAAAFhCAYAAACCt2DaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAV7klEQVR4nO3de4xcdf3/8dfMbgtCW8aWIqVgvJSiEQNySyhyMYgmP4gWpE0jQjRpw+ULQjVcSoJoK60C3xatgpYWQ4OXuEpKlUoQ5NdyKSEgEIIRoY1GN0Fa2i7dLvayO98/vrHf8OMnWbef2fPd3ccjIZk903M+b5KT7D5nzpypNZvNZgAAACiiXvUAAAAAw4nIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQe1VDzAQmzZtr3oEAABgBJs4cey/fM47WQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgoPaqBxhs7aPb0tvXrHoMKtRWr2XPrt6qxwAAYJgacZHV29fMlxetqnoMKvTdedOrHgEAgGHM5YIAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKCg9lYdePfu3fnqV7+aLVu2ZPTo0VmyZEn+8Ic/ZMmSJanX6/nmN7+ZKVOmtGp5AACASrTsnaynnnoqBx10UO65556cccYZue+++7JkyZIsW7YsCxYsyOLFi1u1NAAAQGVa9k7W4Ycfnj179iRJduzYkcmTJ6der6fRaKTRaKSzs7NVSwMAAFSmZZE1adKkdHV15eyzz87++++f7373u1m9enU6OjoyderU9PX1DfjYjcYBA953e8/OAe/L8FCv1zJ2H84hAAB4Jy2LrFWrVuWoo47K7bffno6OjqxevTrd3d2ZMWNGkqStrW3Ax962rWfA+9ba3etjpOvra+7TOQQAABMnjv2Xz7WsOHbt2pWxY/974Uajka1bt6a3tzddXV3ZsGFDJk2a1KqlAQAAKtOyd7I+85nPZO7cuXnkkUfS19eXb33rWznjjDMyZ86c1Ov1zJ8/v1VLAwAAVKZlkTVu3LisWLHiLduOOOKITJs2rVVLAgAAVM4HlAAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAACmppZD344IOZNWtWLrroojz77LNZv359Zs6cmVmzZuWVV15p5dIAAACVaG/Vgbu7u/OjH/0od999d/bbb78kycyZM7Ns2bJs2rQpixcvzu23396q5QEAACrRssh6/vnnc9hhh+WSSy7J/vvvn69//eup1+tpNBppNBrp7Oxs1dIAAACVaVlkbdmyJS+++GJWrVqVtWvXZunSpRkzZkw6OjoyderU9PX1DfjYjcYBA953e8/OAe/L8FCv1zJ2H84hAAB4Jy2LrLFjx+ajH/1o9t9//xx77LG55557snv37syYMSNJ0tbWNuBjb9vWM+B9a+3u9THS9fU19+kcAgCAiRPH/svnWlYcH/7wh7Nx48b09fVl48aNef/735/e3t50dXVlw4YNmTRpUquWBgAAqEzL3sl6z3vek7POOiuf//zn09bWlkWLFuVvf/tb5syZk3q9nvnz57dqaQAAgMrUms1ms+oh/l2bNm0f8L619nq+vGhVwWkYar47b3qaewb+mUAAAKjkckEAAICRSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAU1K/Iuvjii9+27aqrrio+DAAAwFDXr8h67bXX3vLznj17snHjxpYMBAAAMJS1v9OTy5cvz/Lly9Pd3Z2TTz45SdJsNtPW1paZM2cOyoAAAABDyTtG1uzZszN79uxMnz49q1atGqyZAAAAhqx+XS546aWXtnoOAACAYeEd38n6p09/+tPp6urK5s2b02w2926fMmVKywYDAAAYivoVWQsWLMgjjzySyZMn791Wq9WycuXKlg0GAAAwFPUrsh577LE89NBDqdd9rRYAAMA76Vc1nXbaaVm3bl22b9+eN998c+9/AAAAvFW/3sl6+OGH8/DDD79lW61We9s2AACAka5fkfW73/2u1XMAAAAMC/2KrB//+Mf/3+0XXHBB0WEAAACGun5F1tatW/c+3rNnT/74xz+mvb1dZAEAAPw/+hVZl19++du2XXfddcWHAQAAGOr6FVlr1659y89///vf89JLL7VkIAAAgKGsX5H1wAMP7H1cq9UyceLELF68uGVDAQAADFX9iqxFixa1eg4AAIBhoV+R9eqrr2bp0qV58cUXkyQf+chHcsUVV+TQQw9t6XAAAABDTb0//+jqq6/OcccdlxUrVmTFihU5/vjjc/XVV7d6NgAAgCGnX5G1bdu2fO5zn8uECRMyYcKEnHfeeenq6mr1bAAAAENOvy4X/NCHPpTrr78+p556apLk8ccfz1FHHdXSwQAAAIaifkXWwoULc//99+eZZ55Jkpxwwgk555xzWjoYAADAUNSvyLryyiszb968TJ8+PUnS2dmZK6+8Mt///vdbOhwAAMBQ06/PZHV2duaII47Y+/PkyZPT2dnZsqEAAACGqn5F1pgxY/L888/v/fn3v/99DjzwwJYNBQAAMFT163LBb3zjG7nmmmvS09OTZrOZMWPG5Oabb271bADAMHXgqL6kt7fqMahSW1t27O7X6/0w5PQrsqZMmZJ777033d3dSf77nS0AgAHr7c3/nfvVqqegQmcs+c/086IqGHL6FVn/JK4AAADemZcPAAAAChJZAAAABYksAACAgloeWY8//ng+9rGPJUnWr1+fmTNnZtasWXnllVdavTQAAMCga3lk3XfffTn00EOTJEuWLMmyZcuyYMGCLF68uNVLAwAADLqWRtbatWtz4oknpq2tLT09PanX62k0GjnyyCPT2dnZyqUBAAAq8W/dwv3f1dHRkSVLluTuu+/O9u3bM2bMmHR0dGTq1Knp6+sb8HEbjQMGvO/2np0D3pfhoV6vZew+nEMA7Ls929+oegQqVqvV9ulvOvjfrGWR9dBDD+Wkk07KqFGjkiRjx45Nd3d3ZsyYkSRpa2sb8LG3besZ8L61dvf6GOn6+pr7dA4BsO8OrDerHoGKNZt+HzO0TZw49l8+17LIevnll/Pkk09m7dq16ezszC233JLe3t50dXVl8+bNmTRpUquWBgAAqEzLIuvSSy/NpZdemiQ555xzcuONN+aJJ57InDlzUq/XM3/+/FYtDQAAUJmWfibrn379618nSaZNm5Zp06YNxpIAAACV8AElAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAU1F71AAAAMNj2G92eZrNZ9RhUqFarZeeuPS05tsgCAGDEaTab+f4ta6oegwr9x9X/p2XHdrkgAABAQSILAACgoJZF1oYNGzJz5sx84QtfyJe//OXs2rUr69evz8yZMzNr1qy88sorrVoaAACgMi37TNa73/3u3HXXXRkzZkyWLl2aNWvW5Cc/+UmWLVuWTZs2ZfHixbn99ttbtTwAAEAlWhZZ48eP3/u4Vqul2WymXq+n0Wik0Wiks7OzVUsDAABUpuV3F3zttdfy2GOP5Tvf+U7uv//+dHR0ZOrUqenr6xvwMRuNAwa87/aenQPel+GhXq9l7D6cQwDsuz3b36h6BCpWq9X26W+6ffWPnl2Vrc3/DvUWnoMtjaydO3fmuuuuy4IFCzJ27Nh0d3dnxowZSZK2trYBH3fbtp4B71trd6+Pka6vr7lP5xAA++7Auu8nGumazWp/H48eNfC/RRke+vbxHJw4cey/fK5lkdVsNjNv3rx88YtfzJFHHpkk6e3tTVdXVzZv3pxJkya1amkAAIDKtCyy1q1bl8ceeyybNm3KnXfemXPPPTdz587NnDlzUq/XM3/+/FYtDQAAUJmWRdbpp5+ep5566m3bp02b1qolAQAAKucDSgAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgtqrHgCAwTXqXc30NnurHoOKtdXasvvNWtVjAAxLIgtghOlt9uarv/h61WNQsf88/+vxZwBAa7hcEAAAoCAvYcEgG7N/M7W+PVWPQYWa9fZ0/8NlWgAwXIksGGS1vj158YfXVD0GFfrIxTcnGVX1GABAi7hcEAAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFDQoEfW8uXLM2vWrFxyySXp7u4e7OUBAABaalAj6/XXX88jjzySn/70pzn11FPzi1/8YjCXBwAAaLlBjawXXnghJ5xwQmq1Wk4++eQ899xzg7k8AABAy9WazWZzsBZbvXp1Xn311WzdujXnn39+brrpptx1112DtTwAAEDLDeo7WePGjcuOHTty7bXXpl6vZ9y4cYO5PAAAQMsNamQdffTRefrpp5Mk69evz7HHHjuYywMAALRc+2AudvDBB+f000/PrFmz0mg0cuuttw7m8gAAAC03qJ/JAgAAGO58GTEAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgILaqx6Acnp6etLR0ZHnnnsub7zxRg466KAcc8wxOf/883PggQdWPR7AoNi9e3d+85vfZL/99ssnPvGJjB49OkmyatWqTJ8+veLpGAn+8Y9/ZM2aNXnve9+bqVOnZsWKFUmSiy66KBMmTKh4OkaqBQsW5IYbbqh6jBGj1mw2m1UPQRmXXXZZTjnllEybNi3NZjP1ej3r16/PunXrcscdd1Q9HiPcD3/4w1x88cVVj8EIcNVVV2XKlClJkieeeCILFizIBz/4wVx00UVZuXJlxdMxElx22WU5+uijs3379jzzzDP57Gc/m0ajkXvvvXdvcEErHXfccZk0aVLq9f+5aK2zszOTJ0/Or371qwonGzm8kzWMbNmyJRdccEGS5JZbbsnVV1+d973vfbnvvvsqnoyR5MEHH3zbtmazmTVr1ogsBsXrr7+e2267LUkyc+bMzJs3L1/60pcqnoqRpLu7O5dddlmS5Lzzztv7u/lnP/tZlWMxgixdujSrV6/OiSeemHPPPTdtbW2ZPXt2li9fXvVoI4bIGkbOOuusXHjhhTn++OPTaDRy22235ZlnnsknP/nJqkdjBLnhhhty4YUXvm17T09PBdMwEu3atSs9PT054IADcsghh+SOO+7IvHnz8tJLL1U9GiPEzp079z7+2te+tvfx7t27qxiHEeiUU07JKaeckrVr12bu3Lk56aST0tvbW/VYI4rLBYeZLVu25IUXXsgbb7yRcePG5eijj3b9N4Nq9uzZ+fa3v/228+7666/PwoULK5qKkWTDhg2ZMGFCGo3GW7avW7cup512WkVTMZL8+c9/zuGHH5729v95LfvNN9/M008/nVNPPbXCyRipHn744bz88su55JJLqh5lxBBZAAAABbmFOwAAQEEiCwAAoCCRBQAAUJC7CwIwLK1cuTIdHR0ZPXp0brrppmzZsiWLFi1KrVbLYYcdlptvvjnjxo3LnXfemdWrVydJjjnmmMyfP/8t3y0DAP8uN74AYNj5y1/+kiuuuCK//OUvs3HjxsybNy8LFy7MIYcckvHjx2fZsmXZsWNH5s6dm66urhx00EFJkq985Ss5++yzc+aZZ1b8fwDAUOalOgCGnaeeeiqnnXZaRo0alaOOOirbt2/P5MmTM378+CTJBz7wgWzZsiVJ9gbWnj17smPHjrd8xxEADITIAmDY2bx5896gSpLx48dn8+bNe39+4IEH3vJ9Rd/73vfy8Y9/PPvtt1/OOuusQZ0VgOFHZAEwIvzzc1a//e1v093dnU996lN7n7v88svz6KOPZtSoUXn++eerGhGAYUJkATDsHHzwwXsvB0ySrVu3Zvz48Xn55Zdzxx135Oabb37bPqNGjcqZZ56ZNWvWDOaoAAxDIguAYeekk07Ko48+mt27d+dPf/pTDjjggPT29uaaa67JLbfcknHjxu39ty+99NLex08++WQmTZpUxcgADCPuLgjAsLRy5cr8/Oc/z1//+tf84Ac/yLPPPpu77747hx56aJLkuOOOy4033ph58+bl2WefTVtbW6ZOnZqFCxfmXe96V8XTAzCUiSwAhrVbb701vb29ufbaa6seBYARQmQBMOxt2bLlLXcbBIBWElkAAAAFufEFAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAU9F/32GajeC4pQQAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    72\n","3    35\n","2    26\n","4    21\n","1    16\n","Name: Q24, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    63\n","3    43\n","1    28\n","4    24\n","2    12\n","Name: Q25, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    72\n","3    37\n","2    21\n","4    20\n","1    20\n","Name: Q26, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    77\n","3    46\n","1    18\n","2    17\n","4    12\n","Name: Q27, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    85\n","2    30\n","3    28\n","4    17\n","1    10\n","Name: Q28, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    81\n","3    43\n","4    23\n","1    13\n","2    10\n","Name: Q29, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    72\n","3    35\n","2    23\n","4    21\n","1    19\n","Name: Q30, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    60\n","0    44\n","1    28\n","2    21\n","3    17\n","Name: Q31, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1kAAAFhCAYAAACCt2DaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAYRklEQVR4nO3dfWyddd348c85p+1wa8cRKFCmRuIoGCGCwgwjjJ8GQmJAx8NqI45I3MLAB5h3JowEhU6YMu4OXTZkDpSBSijBgTIJ8nBvAjXIYxDDwzZ8oAnQMba1lLGt5/z+MPb+8eNmd22/V6+1fb0SknOuw3V9P39cOTvvnuucU6hWq9UAAAAgiWLeAwAAAIwlIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAnV5D3AUHR39+Q9AgAAMI41Nja872PeyQIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASCjTyLrvvvuitbU1zj333Hjqqaeis7MzWlpaorW1NTZs2JDl0gAAALmoyerAvb298bOf/SxuvvnmmDBhQkREtLS0xMqVK6O7uzva29tjxYoVWS0PAACQi8wi65lnnolDDjkk5s2bF/vss09cccUVUSwWo1wuR7lcjq6urqyWBgAAyE1mkbVly5Z47rnnYs2aNbFu3bpYtmxZ1NfXR0dHRzQ3N0elUhnyscvliQknBQBgvNm1c3f07x7661FGv1JNMWrrssmhzCKroaEhjjrqqNhnn33i6KOPjltvvTV27doVs2bNioiIUqk05GNv3dqXakwAAMahutpSLF+yNu8xyNHXF3w+3urbOeT9Gxsb3vexzL744uMf/3hs2rQpKpVKbNq0KQ499NDo7++Pbdu2xcaNG6OpqSmrpQEAAHKT2TtZBx10UJxyyinx5S9/OUqlUixevDheeeWVmDt3bhSLxWhra8tqaQAAgNwUqtVqNe8h/l3d3T15jwAAwCjmckG+vuDzsXNX/5D3z+VyQQAAgPFIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABIKLPIeuWVV+Izn/lMzJ49O2bPnh1vvfVWdHZ2RktLS7S2tsaGDRuyWhoAACA3NVke/Oijj44bbrhh4P7SpUtj5cqV0d3dHe3t7bFixYoslwcAABhxmV4u+Oc//zlaW1tj6dKl0dfXF8ViMcrlchx22GHR1dWV5dIAAAC5yOydrAMPPDB+//vfx4QJE2L+/Plx//33R319fXR0dERzc3NUKpUhH7tcnphwUgAAxpsdfTvzHoGcFQuFzLois8iqq6uLurq6iIj43Oc+F3//+9+jt7c3Zs2aFRERpVJpyMfeurUvyYwAAIxPdbVDfy3K2FCpVofVFY2NDe/7WGaXC/b09AzcfvbZZ+Pwww+P/v7+2LZtW2zcuDGampqyWhoAACA3mb2T9ac//Sl+/OMfxwc+8IGYOnVqnHzyyTFp0qSYO3duFIvFaGtry2ppAACA3BSq1Wo17yH+Xd3dPf/7/wQAAO+jrrYUy5eszXsMcvT1BZ+Pnbv6h7x/LpcLAgAAjEciCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIRq8h5gpNXUlaK/Us17DHJUKhZi987+vMcAAGCMGneR1V+pxrcWr8l7DHL044Uz8x4BAIAxzOWCAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACSUeWQ98sgjccwxx0RERGdnZ7S0tERra2ts2LAh66UBAABGXOaRddddd8XBBx8cERFLly6NlStXxqJFi6K9vT3rpQEAAEZcppG1bt26OO6446JUKkVfX18Ui8Uol8tx2GGHRVdXV5ZLAwAA5KImy4N3dHTE0qVL4+abb46enp6or6+Pjo6OaG5ujkqlMuTjlssTh7xvT987Q96XsaFYLETDMM4hAGD029G3M+8RyFmxUBhWV+xJZpF1//33x7Rp06K2tjYiIhoaGqK3tzdmzZoVERGlUmnIx966tW/I+xZqfNfHeFepVId1DgEAo19d7dBfizI2VKrDe03Y2Njwvo9lFlkvvfRS/PGPf4x169ZFV1dXLFmyJPr7+2Pbtm2xefPmaGpqymppAACA3GQWWRdccEFccMEFERFx2mmnxfe+97149NFHY+7cuVEsFqOtrS2rpQEAAHKT6Wey/uW3v/1tRERMnz49pk+fPhJLAgAA5MIHlAAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAkNKrLOP//892y7+OKLkw8DAAAw2g0qsl5//fV33d+9e3ds2rQpk4EAAABGs5o9Pbhq1apYtWpV9Pb2xvHHHx8REdVqNUqlUrS0tIzIgAAAAKPJHiNrzpw5MWfOnJg5c2asWbNmpGYCAAAYtQZ1ueAFF1yQ9RwAAABjwh7fyfqXU089NbZt2xabN2+OarU6sH3q1KmZDQYAADAaDSqyFi1aFA899FBMmTJlYFuhUIjVq1dnNhgAAMBoNKjIevjhh+P++++PYtHPagEAAOzJoKppxowZsX79+ujp6Ym333574D8AAADebVDvZD3wwAPxwAMPvGtboVB4zzYAAIDxblCR9eCDD2Y9BwAAwJgwqMj6xS9+8T9uP+ecc5IOAwAAMNoNKrLefPPNgdu7d++O559/PmpqakQWAADA/2dQkfWNb3zjPdsuvfTS5MMAAACMdoOKrHXr1r3r/muvvRYvvPBCJgMBAACMZoOKrHvvvXfgdqFQiMbGxmhvb9/jPi+//HJccsklMWHChJg0aVK0t7fHM888E0uXLo1isRjf//73Y+rUqcObHgAAYC8zqMhavHjxv33gKVOmxG233RbFYjGWL18ea9eujdtvvz1WrlwZ3d3d0d7eHitWrPi3jwsAALA3G1Rkvfrqq7Fs2bJ47rnnIiLiE5/4RHzzm9+Mgw8++H33qaurG7jd09MTxx13XBSLxSiXy1Eul6Orq2uYowMAAOx9BhVZCxYsiJkzZ8a3v/3tiPjnZ7QWLFgQt9xyyx73e+qpp6KtrS1KpVKcd955UV9fHx0dHdHc3ByVSmXIQ5fLE4e8b0/fO0Pel7GhWCxEwzDOIQBg9NvRtzPvEchZsVAYVlfsyaAia+vWrXHWWWcN3D/zzDPj5z//+f+63zHHHBO//vWv49Zbb40bb7wxent7Y9asWRERUSqVhjZxRGzd2jfkfQs1xSHvy9hQqVSHdQ4BAKNfXe3QX4syNlSqw3tN2NjY8L6PDSqyjjjiiLjsssvixBNPjIiIRx55JA4//PA97tPX1xcTJ/6zDMvlcrz22mvR398f27Zti82bN0dTU9Ng5wcAABg1BhVZV199ddxzzz3xxBNPRETEscceG6eddtoe93n88cdj+fLlUVtbG7W1tXHNNdfE8ccfH3Pnzo1isRhtbW3Dnx4AAGAvM6jIuuiii2LhwoUxc+bMiIjo6uqKiy66KJYvX/6++8yYMSNmzJjxrm2NjY0xffr0YYwLAACwdxvUB5S6urriwx/+8MD9KVOm+HZAAACA/8GgIqu+vj6eeeaZgftPPvlkTJo0KbOhAAAARqtBXS545ZVXxne+853o6+uLarUa9fX1cc0112Q9GwAAwKgzqMiaOnVq3HnnndHb2xsR/3xnCwAAgPcaVGT9i7gCAADYs38rsoDhq9+nGoXK7rzHIEfVYk307ijkPQYAkBGRBSOsUNkdz93wnbzHIEefOP+aiKjNewwAICOD+nZBAAAABkdkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQUE3eAwAwsmo/UI3+an/eY5CzUqEUu94u5D0GwJgksgDGmf5qf/zHHVfkPQY5+8+zrwgvAwCykdnlghs3boyWlpb4yle+Et/61rdi586d0dnZGS0tLdHa2hobNmzIamkAAIDcZPYnrA9+8INx0003RX19fSxbtizWrl0bv/zlL2PlypXR3d0d7e3tsWLFiqyWBwAAyEVmkbXffvsN3C4UClGtVqNYLEa5XI5yuRxdXV1ZLQ0AAJCbzC/Gfv311+Phhx+OH/3oR3HPPfdER0dHNDc3R6VSGfIxy+WJQ963p++dIe/L2FAsFqJhGOfQcFV3bM9tbfYOxWJhWM9jw9W7sye3tdl7FIuFmJzjeQh529G3M+8RyFmxkN2/x5lG1jvvvBOXXnppLFq0KBoaGqK3tzdmzZoVERGlUmnIx926tW/I+xZqfGv9eFepVId1Dg1XQ101t7XZO1Qq1ejJ8Rws7uMcJP/nQshbXe3QX4syNlSqw3sebGxseN/HMousarUaCxcujK9+9atx2GGHRUREf39/bNu2LTZv3hxNTU1ZLQ0AAJCbzCJr/fr18fDDD0d3d3f89Kc/jTPOOCPmz58fc+fOjWKxGG1tbVktDQAAkJvMIuukk06Kxx577D3bp0+fntWSAAAAufMBJQAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQjV5DwAAjD+TaisR/f15j0GeSqV4a5e/9zM2iSwAYOT198d/zf+PvKcgR/9n6X+Gi6oYq5zZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQUGaR9bWvfS2mTZsW9957b0REdHZ2RktLS7S2tsaGDRuyWhYAACBXNVkd+Ac/+EHcdtttA/eXLl0aK1eujO7u7mhvb48VK1ZktTQAAEBuMousxsbGgdt9fX1RLBajXC5HuVyOrq6urJYFAADIVWaR9f/q6emJ+vr66OjoiObm5qhUKsM6Xrk8ceiz9L0zrLUZ/YrFQjQM4xwaruqO7bmtzd6hWCwM63lsuHp39uS2NnuPYrEQk3M8D3f3eC4c7wqFfJ8Ld/TtzG1t9g7FDM/BEYmshoaG6O3tjVmzZkVERKlUGtbxtm7tG/K+hRrf9THeVSrVYZ1Dw9VQV81tbfYOlUo1enI8B4v7OAfJ/7lwUtF5ON5Vq/meg3W1w3s9yuhXGeY52NjY8L6PjUhkTZw4Mfr7+2Pbtm2xefPmaGpqGollAQAARlxmkbVw4cJ47LHHYuLEifHyyy/H/PnzY+7cuVEsFqOtrS2rZQEAAHKVWWQtXrz4PdumT5+e1XIAAAB7BR9QAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhIZAEAACQksgAAABISWQAAAAmJLAAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACYksAACAhEQWAABAQiILAAAgIZEFAACQkMgCAABISGQBAAAkJLIAAAASElkAAAAJiSwAAICERBYAAEBCIgsAACAhkQUAAJCQyAIAAEhoxCNr1apV0draGvPmzYve3t6RXh4AACBTIxpZb7zxRjz00EPxq1/9Kk488cS44447RnJ5AACAzI1oZD377LNx7LHHRqFQiOOPPz6efvrpkVweAAAgc4VqtVodqcXuvvvuePXVV+PNN9+Ms88+O6666qq46aabRmp5AACAzI3oO1mTJ0+Ot956Ky655JIoFosxefLkkVweAAAgcyMaWUceeWQ8/vjjERHR2dkZRx999EguDwAAkLmakVzsgAMOiJNOOilaW1ujXC7HtddeO5LLAwAAZG5EP5MFAAAw1vkxYgAAgIREFgAAQEIiCwAAICGRBQAAkJDIAgAASEhkAQAAJCSyAAAAEhJZAAAACdXkPQDp9PX1RUdHRzz99NOxffv22HfffeOTn/xknH322TFp0qS8xwMYEbt27Yrf/e53MWHChPjsZz8bdXV1ERGxZs2amDlzZs7TMR7s2LEj1q5dGx/5yEeiubk5brzxxoiIOPfcc2P//ffPeTrGq0WLFsXll1+e9xjjRqFarVbzHoI0LrzwwjjhhBNi+vTpUa1Wo1gsRmdnZ6xfvz6uv/76vMdjnLvhhhvi/PPPz3sMxoGLL744pk6dGhERjz76aCxatCg+9rGPxbnnnhurV6/OeTrGgwsvvDCOPPLI6OnpiSeeeCK++MUvRrlcjjvvvHMguCBLn/rUp6KpqSmKxf++aK2rqyumTJkSv/nNb3KcbPzwTtYYsmXLljjnnHMiImLJkiWxYMGC+OhHPxp33XVXzpMxntx3333v2VatVmPt2rUiixHxxhtvxHXXXRcRES0tLbFw4cI477zzcp6K8aS3tzcuvPDCiIg488wzB/5tvu222/Ici3Fk2bJlcffdd8dxxx0XZ5xxRpRKpZgzZ06sWrUq79HGDZE1hpxyyikxe/bs+PSnPx3lcjmuu+66eOKJJ+Lkk0/OezTGkcsvvzxmz579nu19fX05TMN4tHPnzujr64uJEyfGgQceGNdff30sXLgwXnjhhbxHY5x45513Bm5/97vfHbi9a9euPMZhHDrhhBPihBNOiHXr1sX8+fNj2rRp0d/fn/dY44rLBceYLVu2xLPPPhvbt2+PyZMnx5FHHun6b0bUnDlz4oc//OF7zrvLLrssrr766pymYjzZuHFj7L///lEul9+1ff369TFjxoycpmI8+etf/xof+tCHoqbmv/+W/fbbb8fjjz8eJ554Yo6TMV498MAD8dJLL8W8efPyHmXcEFkAAAAJ+Qp3AACAhEQWAABAQiILAAAgIZEFwJi0evXqOP300+Oss86K559/Pjo7O+P000+PmTNnxnnnnRfd3d0REfHUU0/FF77whTjiiCPixRdfzHlqAMYCkQXAmPO3v/0t7rjjjrjzzjvj6quvjssuuyyOOuqoWLNmTaxZsyZOPfXUgd+LOeigg2LJkiVx7LHH5jw1AGOF38kCYMx57LHHYsaMGVFbWxuHH3549PT0RLVajVKpFBER27dvH/gto0MOOSQiIgqFQm7zAjC2iCwAxpzNmzfHfvvtN3B/v/32i82bN8eTTz4ZV155ZUyYMCFuvvnmHCcEYCxzuSAA40KxWIyTTjopHnzwwfjSl74Ud911V94jATBGiSwAxpwDDjggtmzZMnD/zTfffNc7W6effrrIAiAzIguAMWfatGnxhz/8IXbt2hUvvvhiTJw4MV5//fXYtWtXREQ8+uij0dTUlPOUAIxVhWq1Ws17CABIbfXq1XH77bfHP/7xj/jJT34SmzZtiltuuSVqa2ujoaEhrrrqqjj00EPjL3/5S8ybNy+2bNkS++67b5x22mmxcOHCvMcHYBQTWQCMaddee2309/fHJZdckvcoAIwTIguAMW/Lli3v+kwWAGRJZAEAACTkiy8AAAASElkAAAAJiSwAAICERBYAAEBCIgsAACCh/wtX0it+G29sYwAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    50\n","0    46\n","3    32\n","1    30\n","2    12\n","Name: Q32, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    71\n","4    56\n","1    20\n","3    17\n","2     6\n","Name: Q33, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA1kAAAFhCAYAAACCt2DaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAZp0lEQVR4nO3df2xd9X3/8de9105KsOkt1F09tm7TgtlUqtJfTJgRWFo06btOg5Z41tqgVSOC0p/ZREsqteucARv0m7Ay0pGSbkXdhuauBbZmXQdtk1KCGIwixjTWBPajljqShhgbQ37Y9/vH1OybL1+QZ3+OD7EfDwnp3nM55/OOdOTcZ+65x41Op9MJAAAARTTrHgAAAGAxEVkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAACioq+4B5mLv3om6RwAAAJawvr7eF3zNJ1kAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoKCuugdYaF3LWpme6dQ9BjVqNRs5cmi67jEAAFikllxkTc908sFrb697DGr06Q0X1j0CAACLWGWR9c1vfjPbtm1Lkuzbty+rVq3K+eefn82bN6fZbOZ3f/d3s3LlyqqWBwAAqEVlkXX++efn/PPPT5J84hOfyAUXXJDrrrsuW7duzd69e7Np06Zs2bKlquUBAABqUfnlgocOHcrDDz+cq666Ks1mM+12O+12O2NjY3M+Zru9Ys77TkwdnPO+LA7NZiO98ziHAADgxVQeWTt37szg4GAmJibS09OT0dHRDAwMZGZmZs7HPHBgas77NrrcUHGpm5npzOscAgCAvr7eF3yt8si68847s27duvT29mZycjJr1qxJkrRaraqXBgAAWHCVRtbExESeeOKJvO51r0uSTE9PZ3x8PPv27Ut/f3+VSwMAANSi0sj627/926xevfro8/Xr12fdunVpNpsZGRmpcmkAAIBaVBpZF1988THPBwcHMzg4WOWSAAAAtXIXCAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgiqNrK997WsZHh7OJZdckoceeii7du3K0NBQhoeHs3v37iqXBgAAqEVXVQeenJzMH//xH+fzn/98li9fniQZGhrK1q1bs3fv3mzatClbtmypankAAIBaVBZZDz/8cH70R380l19+eV72spflk5/8ZJrNZtrtdtrtdsbGxqpaGgAAoDaVRdb+/fvz6KOP5vbbb8+OHTty4403pqenJ6OjoxkYGMjMzMycj91ur5jzvhNTB+e8L4tDs9lI7zzOIQAAeDGVRVZvb29e97rX5WUve1nOPPPMfOELX8jhw4ezZs2aJEmr1ZrzsQ8cmJrzvo0u9/pY6mZmOvM6hwAAoK+v9wVfq6w4fvZnfzaPP/54ZmZm8vjjj+enfuqnMj09nfHx8ezZsyf9/f1VLQ0AAFCbyj7J+pEf+ZFccMEF+bVf+7W0Wq1ce+21+d73vpd169al2WxmZGSkqqUBAABq0+h0Op26h/if2rt3Ys77Nrqa+eC1txechuPNpzdcmM6RuX8nEAAAarlcEAAAYCkSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgrrqHgAAABba8mVd6XQ6dY9BjRqNRg4eOlLJsUUWAABLTqfTyU3Xb697DGr0viv/V2XHdrkgAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKKiyyPre976Xn/u5n8vatWuzdu3aPPPMM9m1a1eGhoYyPDyc3bt3V7U0AABAbbqqPPiZZ56Zm2+++ejzzZs3Z+vWrdm7d282bdqULVu2VLk8AADAgqv0csF//Md/zPDwcDZv3pypqak0m8202+2cdtppGRsbq3JpAACAWlT2SdarXvWq/N3f/V2WL1+e9evX56677kpPT09GR0czMDCQmZmZOR+73V4x530npg7OeV8Wh2azkd55nEMAwPHvualDdY9AzZqNxry64sVUFlnLli3LsmXLkiSrV6/Ov//7v2dycjJr1qxJkrRarTkf+8CBqTnv2+hyr4+lbmamM69zCAA4/i3rnvt7URaHmc783hP29fW+4GuVFcfExMTRx4888khOP/30TE9PZ3x8PHv27El/f39VSwMAANSmsk+y/v7v/z6f/vSnc8IJJ2TlypV529velhNPPDHr1q1Ls9nMyMhIVUsDAADUprLIWr16dVavXn3MtsHBwQwODla1JAAAQO18QQkAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUFDlkfXtb387b3jDG5Iku3btytDQUIaHh7N79+6qlwYAAFhwlUfWHXfckVe/+tVJks2bN2fr1q3ZuHFjNm3aVPXSAAAAC66ryoPv2LEjb3nLW/JP//RPmZqaSrPZTLvdTrvdztjY2JyP226vmPO+E1MH57wvi0Oz2UjvPM4hAOD499zUobpHoGbNRmNeXfFiZhVZl112WW6++eZjtn34wx/ODTfc8KL7jY6OZvPmzfn85z+fiYmJ9PT0ZHR0NAMDA5mZmZnz0AcOTM1530aXr6EtdTMznXmdQwDA8W9Zd6vuEajZTGd+7wn7+npf8LVZRdaTTz55zPMjR47k8ccff9F97rrrrpx11lnp7u5OkvT29mZycjJr1qxJkrRaTmwAAGDxedHIuuWWW3LLLbdkcnIyZ599dpKk0+mk1WplaGjoRQ/83e9+N/fdd1927NiRsbGxXH/99Zmens74+Hj27duX/v7+cn8KAACAl4gXjaxLL700l156aS688MLcfvvt/6MDv/e978173/veJMnb3/72/PZv/3buvfferFu3Ls1mMyMjI3OfGgAA4CVqVpcL/jCW5uqv//qvkySDg4MZHByc17EAAABeymYVWb/4i7949DK/TqdzdPvKlSsrGwwAAOB4NKvI2rhxY77xjW/k1FNPPbqt0Wjk1ltvrWwwAACA49GsIuuee+7JXXfdlWbT7c8BAABezKyqadWqVdm5c2cmJiby7LPPHv0PAACAY83qk6y77747d9999zHbGo3G87YBAAAsdbOKrK9//etVzwEAALAozCqy/vRP//T/u/1d73pX0WEAAACOd7OKrKeeeuro4yNHjuSf//mf09XVJbIAAAD+H7OKrPe///3P23bVVVcVHwYAAOB4N6vI2rFjxzHP//M//zOPPfZYJQMBAAAcz2YVWV/96lePPm40Gunr68umTZsqGwoAAOB4NavIuvbaa6ueAwAAYFGYVWR9//vfz4033phHH300SfLa1742H/jAB/LqV7+60uEAAACON83Z/E9XXnll3vjGN2bbtm3Ztm1b3vSmN+XKK6+sejYAAIDjzqwi68CBA3nnO9+ZU045Jaecckre8Y53ZHx8vOrZAAAAjjuzulzwZ37mZ/Kxj30s5557bpLk29/+dk4//fRKBwMAADgezSqyrrnmmnzlK1/Jgw8+mCR585vfnLe//e2VDgYAAHA8mlVkfehDH8qGDRty4YUXJknGxsbyoQ99KDfddFOlwwEAABxvZvWdrLGxsfz4j//40eennnpqxsbGKhsKAADgeDWryOrp6cnDDz989Pk//MM/5MQTT6xsKAAAgOPVrC4X/J3f+Z185CMfydTUVDqdTnp6enLddddVPRsAAMBxZ1aRtXLlynzpS1/K5ORkkv/6ZAsAAIDnm1Vk/ZC4AgAAeHGz+k4WAAAAsyOyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKqiyynnjiiQwNDWXt2rW5/PLLMzU1lV27dmVoaCjDw8PZvXt3VUsDAADUpquqA5966qm57bbb0mw2c9NNN2X79u35i7/4i2zdujV79+7Npk2bsmXLlqqWBwAAqEVln2QtW7YszeZ/HX5iYiKvec1r0mw20263c9ppp2VsbKyqpQEAAGpT2SdZSfLQQw9lZGQkrVYr73nPe9LT05PR0dEMDAxkZmZmzsdtt1fMed+JqYNz3pfFodlspHce5xAAcPx7bupQ3SNQs2ajMa+ueDGVRtYb3vCGfPnLX84XvvCFbNu2LZOTk1mzZk2SpNVqzfm4Bw5MzXnfRpd7fSx1MzOdeZ1DAMDxb1n33N+LsjjMdOb3nrCvr/cFX6usOKam/nvgdrud5cuXZ3p6OuPj49mzZ0/6+/urWhoAAKA2lX2S9cADD+Smm25Kd3d3uru7c9111+Xss8/OunXr0mw2MzIyUtXSAAAAtaksslatWpVVq1Yds62vry+Dg4NVLQkAAFA7X1ACAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAACiossjas2dPhoaG8u53vzsf/OAHc+jQoezatStDQ0MZHh7O7t27q1oaAACgNl1VHfgVr3hFPve5z6Wnpyc33nhjtm/fnj/7sz/L1q1bs3fv3mzatClbtmypankAAIBaVBZZJ5988tHHjUYjnU4nzWYz7XY77XY7Y2NjVS0NAABQm8oi64eefPLJ3HPPPfmDP/iDfOUrX8no6GgGBgYyMzMz52O22yvmvO/E1ME578vi0Gw20juPc2jeDj+bzvTh+tando1Wd9J9Qt1jACxpz00dqnsEatZsNObVFS+m0sg6ePBgrrrqqmzcuDG9vb2ZnJzMmjVrkiStVmvOxz1wYGrO+za63OtjqZuZ6czrHJqv3mWH8+jNH6ltfer32suuy8QznbrHAFjSlnXP/b0oi8NMZ37vCfv6el/wtcoiq9PpZMOGDfn1X//1nHbaaUmS6enpjI+PZ9++fenv769qaQAAgNpUFlk7d+7MPffck7179+azn/1sLrrooqxfvz7r1q1Ls9nMyMhIVUsDAADUprLIOu+883L//fc/b/vg4GBVSwIAANTOF5QAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAACiost+TBQDwQk7snkmmp+segzq1WnnmsH/vZ3ESWQDAwpuezjfX/1bdU1Cj8zf/77ioisXKmQ0AAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFBQZZH1G7/xGznrrLPy1a9+NUmya9euDA0NZXh4OLt3765qWQAAgFp1VXXg3/u938ttt9129PnmzZuzdevW7N27N5s2bcqWLVuqWhoAAKA2lUVWX1/f0cdTU1NpNptpt9tpt9sZGxub17Hb7RVz3ndi6uC81ub412w20juPc2i+Os89XdvavDQ0m415/RyDxeDIhJ+FS12jUe/PwuemDtW2Ni8NzQrPwcoi6/82MTGRnp6ejI6OZmBgIDMzM/M63oEDU3Pet9Hla2hL3cxMZ17n0Hz1LuvUtjYvDTMznUzUeA7CS8GJTT8Ll7pOp96/j5d1t2pbm5eGmXmeg319vS/42oJEVm9vbyYnJ7NmzZokSavlpAYAABanBYmsFStWZHp6OuPj49m3b1/6+/sXYlkAAIAFV1lkbdiwIffff39WrFiRJ554IuvXr8+6devSbDYzMjJS1bIAAAC1qiyyrr322udtGxwcrGo5AACAlwR3gQAAAChIZAEAABQksgAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoCCRBQAAUJDIAgAAKEhkAQAAFCSyAAAACuqqewAAFlb3CZ1Md6brHoOatRqtHH62UfcYAIuSyAJYYqY70/mtL36y7jGo2f+++JPxNgCgGi4XBAAAKEhkAQAAFCSyAAAAChJZAAAABYksAACAgkQWAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCRBYAAEBBIgsAAKAgkQUAAFCQyAIAAChIZAEAABQksgAAAAoSWQAAAAUteGTdcsstGR4ezuWXX57JycmFXh4AAKBSCxpZP/jBD/KNb3wjf/7nf55zzz03X/ziFxdyeQAAgMotaGQ98sgjefOb35xGo5Gzzz473/nOdxZyeQAAgMo1Op1OZ6EWu/POO/P9738/Tz31VC6++OJcffXV+dznPrdQywMAAFRuQT/JOumkk/LMM8/kox/9aJrNZk466aSFXB4AAKByCxpZZ5xxRh544IEkya5du3LmmWcu5PIAAACV61rIxV75ylfmvPPOy/DwcNrtdj71qU8t5PIAAACVW9DvZAEAACx2fhkxAABAQSILAACgIJEFAABQkMgCAAAoSGQBAAAUJLIAAAAKElkAAAAFiSwAAICCuuoegHKmpqYyOjqa73znO3n66afz8pe/PK9//etz8cUX58QTT6x7PIAFcfjw4fzN3/xNli9fnl/4hV/IsmXLkiS33357LrzwwpqnYyl47rnnsn379rzmNa/JwMBAtm3bliS55JJLcsopp9Q8HUvVxo0b8/GPf7zuMZaMRqfT6dQ9BGVcccUVOeecczI4OJhOp5Nms5ldu3Zl586d+cxnPlP3eCxxN998cy677LK6x2AJ+PCHP5yVK1cmSe69995s3LgxP/3TP51LLrkkt956a83TsRRcccUVOeOMMzIxMZEHH3wwv/Irv5J2u50vfelLR4MLqvTGN74x/f39aTb/+6K1sbGxnHrqqfmrv/qrGidbOnyStYjs378/73rXu5Ik119/fa688sr85E/+ZO64446aJ2Mp+drXvva8bZ1OJ9u3bxdZLIgf/OAHueGGG5IkQ0ND2bBhQ97znvfUPBVLyeTkZK644ookyTve8Y6jfzffdtttdY7FEnLjjTfmzjvvzFve8pZcdNFFabVaufTSS3PLLbfUPdqSIbIWkQsuuCBr167Nm970prTb7dxwww158MEH87a3va3u0VhCPv7xj2ft2rXP2z41NVXDNCxFhw4dytTUVFasWJFXvepV+cxnPpMNGzbkscceq3s0loiDBw8effyJT3zi6OPDhw/XMQ5L0DnnnJNzzjknO3bsyPr163PWWWdlenq67rGWFJcLLjL79+/PI488kqeffjonnXRSzjjjDNd/s6AuvfTS/P7v//7zzruPfexjueaaa2qaiqVkz549OeWUU9Jut4/ZvnPnzqxataqmqVhK/vVf/zU/9mM/lq6u//637GeffTYPPPBAzj333BonY6m6++67893vfjeXX3553aMsGSILAACgILdwBwAAKEhkAQAAFCSyAAAACnJ3QQAWpVtvvTWjo6NZtmxZrr766jz11FO55ppr0mq18opXvCLXXXdd+vr68tnPfjZ33nlnkuT1r399RkZGjvndMgDwP+XGFwAsOv/2b/+WD3zgA/nLv/zLPP7449mwYUNuvfXWnHDCCWm1WrntttvyxBNPZMOGDRkfH8/LX/7yJMlv/uZv5pd+6Zfy1re+teY/AQDHM/9UB8Cic//992fVqlXp7u7O6aefnomJiXQ6nbRarSTJ008/ffR3Gf0wsI4cOZJnnnnmmN9xBABzIbIAWHT27duXk08++ejzk08+Ofv27cuOHTuyevXqfPnLX84VV1xx9PU//MM/zM///M9n+fLlueCCC+oYGYBFRGQBsCQ0m82cd955+frXv55f/dVfzR133HH0tfe///351re+le7u7jz88MM1TgnAYiCyAFh0XvnKV2b//v1Hnz/11FPHfLL1y7/8y8dEVpJ0d3fnrW99a7Zv375gcwKwOIksABads846K9/61rdy+PDh/Mu//EtWrFiRJ598MocPH06S3Hvvvenv70+SPPbYY0f3u++++45uB4C5cgt3ABadn/iJn8g73/nOXHTRRfmP//iP/NEf/VHuu+++vO9970t3d3d6e3tz9dVXJ0n+5E/+JA899FBarVYGBgby7ne/u+bpATjeuYU7AIvapz71qUxPT+ejH/1o3aMAsESILAAWvf379x/znSwAqJLIAgAAKMiNLwAAAAoSWQAAAAWJLAAAgIJEFgAAQEEiCwAAoKD/A5P2jVc9wEuiAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    50\n","4    47\n","1    37\n","3    26\n","2    10\n","Name: Q34, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    85\n","4    56\n","3    15\n","1    13\n","2     1\n","Name: Q35, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    88\n","4    47\n","3    24\n","1     9\n","2     2\n","Name: Q36, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    64\n","0    49\n","1    31\n","3    16\n","2    10\n","Name: Q37, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    64\n","4    52\n","3    24\n","1    24\n","2     6\n","Name: Q38, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    65\n","0    50\n","1    28\n","2    14\n","3    13\n","Name: Q39, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    72\n","4    56\n","3    23\n","1    13\n","2     6\n","Name: Q40, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    60\n","0    55\n","1    26\n","3    15\n","2    14\n","Name: Q41, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    49\n","0    44\n","3    34\n","2    26\n","1    17\n","Name: Q42, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    69\n","3    33\n","2    33\n","1    19\n","0    16\n","Name: Q43, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    60\n","4    49\n","3    28\n","2    17\n","1    16\n","Name: Q44, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    61\n","3    36\n","0    28\n","1    24\n","2    21\n","Name: Q45, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    54\n","3    48\n","2    28\n","0    22\n","1    18\n","Name: Q46, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    63\n","1    34\n","0    33\n","3    20\n","2    20\n","Name: Q47, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    53\n","3    50\n","2    47\n","1    10\n","0    10\n","Name: Q48, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    61\n","1    28\n","0    28\n","3    27\n","2    26\n","Name: Q49, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    58\n","2    36\n","1    31\n","3    26\n","0    19\n","Name: Q50, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    48\n","2    43\n","3    38\n","1    29\n","0    12\n","Name: Q51, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    66\n","3    30\n","1    28\n","2    23\n","0    23\n","Name: Q52, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    52\n","1    31\n","0    31\n","3    30\n","2    26\n","Name: Q53, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["4    57\n","0    50\n","1    27\n","2    21\n","3    15\n","Name: Q54, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["0    86\n","1    84\n","Name: Divorce, dtype: int64\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":357},"id":"_rpa0062kzAQ","executionInfo":{"status":"error","timestamp":1619290129521,"user_tz":-60,"elapsed":996,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"9203c2cb-ccd5-4017-ca7f-39f366c7e6de"},"source":["sns.heatmap(data.corr())\n","sns.set(rc={'figure.figsize':(12,15)})"],"execution_count":25,"outputs":[{"output_type":"error","ename":"ValueError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)","\u001b[0;32m<ipython-input-25-1ef2196f6d0e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mheatmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcorr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'figure.figsize'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m15\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py\u001b[0m in \u001b[0;36minner_f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     44\u001b[0m             )\n\u001b[1;32m     45\u001b[0m         \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0marg\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 46\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     47\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0minner_f\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/seaborn/matrix.py\u001b[0m in \u001b[0;36mheatmap\u001b[0;34m(data, vmin, vmax, cmap, center, robust, annot, fmt, annot_kws, linewidths, linecolor, cbar, cbar_kws, cbar_ax, square, xticklabels, yticklabels, mask, ax, **kwargs)\u001b[0m\n\u001b[1;32m    535\u001b[0m     plotter = _HeatMapper(data, vmin, vmax, cmap, center, robust, annot, fmt,\n\u001b[1;32m    536\u001b[0m                           \u001b[0mannot_kws\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcbar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcbar_kws\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxticklabels\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 537\u001b[0;31m                           yticklabels, mask)\n\u001b[0m\u001b[1;32m    538\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    539\u001b[0m     \u001b[0;31m# Add the pcolormesh kwargs here\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/seaborn/matrix.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, vmin, vmax, cmap, center, robust, annot, fmt, annot_kws, cbar, cbar_kws, xticklabels, yticklabels, mask)\u001b[0m\n\u001b[1;32m    154\u001b[0m         \u001b[0;31m# Determine good default values for the colormapping\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    155\u001b[0m         self._determine_cmap_params(plot_data, vmin, vmax,\n\u001b[0;32m--> 156\u001b[0;31m                                     cmap, center, robust)\n\u001b[0m\u001b[1;32m    157\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    158\u001b[0m         \u001b[0;31m# Sort out the annotations\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/seaborn/matrix.py\u001b[0m in \u001b[0;36m_determine_cmap_params\u001b[0;34m(self, plot_data, vmin, vmax, cmap, center, robust)\u001b[0m\n\u001b[1;32m    192\u001b[0m                 \u001b[0mvmin\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnanpercentile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcalc_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    193\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 194\u001b[0;31m                 \u001b[0mvmin\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnanmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcalc_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    195\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mvmax\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    196\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mrobust\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m<__array_function__ internals>\u001b[0m in \u001b[0;36mnanmin\u001b[0;34m(*args, **kwargs)\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/numpy/lib/nanfunctions.py\u001b[0m in \u001b[0;36mnanmin\u001b[0;34m(a, axis, out, keepdims)\u001b[0m\n\u001b[1;32m    317\u001b[0m         \u001b[0;31m# Fast, but not safe for subclasses of ndarray, or object arrays,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    318\u001b[0m         \u001b[0;31m# which do not implement isnan (gh-9009), or fmin correctly (gh-8975)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 319\u001b[0;31m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfmin\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreduce\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    320\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misnan\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    321\u001b[0m             warnings.warn(\"All-NaN slice encountered\", RuntimeWarning,\n","\u001b[0;31mValueError\u001b[0m: zero-size array to reduction operation fmin which has no identity"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-YzDbC7y2Qkb","executionInfo":{"status":"ok","timestamp":1619290074553,"user_tz":-60,"elapsed":20174,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"b48419a9-4c8b-4ce4-de4f-6d2a24c66a45"},"source":["data.Divorce.value_counts()"],"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0    86\n","1    84\n","Name: Divorce, dtype: int64"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YohNby5rEOXh","executionInfo":{"status":"ok","timestamp":1619290074555,"user_tz":-60,"elapsed":20166,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"e7b4cb0f-a3f7-494d-dadd-85677f6a0e90"},"source":["data.columns"],"execution_count":10,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['Q1', 'Q2', 'Q3', 'Q4', 'Q5', 'Q6', 'Q7', 'Q8', 'Q9', 'Q10', 'Q11',\n","       'Q12', 'Q13', 'Q14', 'Q15', 'Q16', 'Q17', 'Q18', 'Q19', 'Q20', 'Q21',\n","       'Q22', 'Q23', 'Q24', 'Q25', 'Q26', 'Q27', 'Q28', 'Q29', 'Q30', 'Q31',\n","       'Q32', 'Q33', 'Q34', 'Q35', 'Q36', 'Q37', 'Q38', 'Q39', 'Q40', 'Q41',\n","       'Q42', 'Q43', 'Q44', 'Q45', 'Q46', 'Q47', 'Q48', 'Q49', 'Q50', 'Q51',\n","       'Q52', 'Q53', 'Q54', 'Divorce'],\n","      dtype='object')"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"code","metadata":{"id":"uAKmS_tW7Cx0","executionInfo":{"status":"ok","timestamp":1619290074557,"user_tz":-60,"elapsed":20164,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}}},"source":["data = data.astype('category')"],"execution_count":11,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DAhRtJZQ7OKJ","executionInfo":{"status":"ok","timestamp":1619290074560,"user_tz":-60,"elapsed":20155,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"3e0d266a-fb23-4d74-cd1c-fcfa3a66ce57"},"source":["data.info()"],"execution_count":12,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 170 entries, 0 to 169\n","Data columns (total 55 columns):\n"," #   Column   Non-Null Count  Dtype   \n","---  ------   --------------  -----   \n"," 0   Q1       170 non-null    category\n"," 1   Q2       170 non-null    category\n"," 2   Q3       170 non-null    category\n"," 3   Q4       170 non-null    category\n"," 4   Q5       170 non-null    category\n"," 5   Q6       170 non-null    category\n"," 6   Q7       170 non-null    category\n"," 7   Q8       170 non-null    category\n"," 8   Q9       170 non-null    category\n"," 9   Q10      170 non-null    category\n"," 10  Q11      170 non-null    category\n"," 11  Q12      170 non-null    category\n"," 12  Q13      170 non-null    category\n"," 13  Q14      170 non-null    category\n"," 14  Q15      170 non-null    category\n"," 15  Q16      170 non-null    category\n"," 16  Q17      170 non-null    category\n"," 17  Q18      170 non-null    category\n"," 18  Q19      170 non-null    category\n"," 19  Q20      170 non-null    category\n"," 20  Q21      170 non-null    category\n"," 21  Q22      170 non-null    category\n"," 22  Q23      170 non-null    category\n"," 23  Q24      170 non-null    category\n"," 24  Q25      170 non-null    category\n"," 25  Q26      170 non-null    category\n"," 26  Q27      170 non-null    category\n"," 27  Q28      170 non-null    category\n"," 28  Q29      170 non-null    category\n"," 29  Q30      170 non-null    category\n"," 30  Q31      170 non-null    category\n"," 31  Q32      170 non-null    category\n"," 32  Q33      170 non-null    category\n"," 33  Q34      170 non-null    category\n"," 34  Q35      170 non-null    category\n"," 35  Q36      170 non-null    category\n"," 36  Q37      170 non-null    category\n"," 37  Q38      170 non-null    category\n"," 38  Q39      170 non-null    category\n"," 39  Q40      170 non-null    category\n"," 40  Q41      170 non-null    category\n"," 41  Q42      170 non-null    category\n"," 42  Q43      170 non-null    category\n"," 43  Q44      170 non-null    category\n"," 44  Q45      170 non-null    category\n"," 45  Q46      170 non-null    category\n"," 46  Q47      170 non-null    category\n"," 47  Q48      170 non-null    category\n"," 48  Q49      170 non-null    category\n"," 49  Q50      170 non-null    category\n"," 50  Q51      170 non-null    category\n"," 51  Q52      170 non-null    category\n"," 52  Q53      170 non-null    category\n"," 53  Q54      170 non-null    category\n"," 54  Divorce  170 non-null    category\n","dtypes: category(55)\n","memory usage: 19.9 KB\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"LiImnY7dgOk0"},"source":["##Data Modelling"]},{"cell_type":"markdown","metadata":{"id":"6dO-TNCugWDD"},"source":["For the data modelling, logistic Regression will be used for the modelling.\n","Logistic Regression is one of the basic   supervised learning algorithms for classification problems used to predict the probability of a target variable. The nature of target or dependent variable is dichotomous, which means there would be only two possible classes."]},{"cell_type":"code","metadata":{"id":"FKO4ua2ljVyr","executionInfo":{"status":"ok","timestamp":1619290074562,"user_tz":-60,"elapsed":20152,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}}},"source":["from sklearn.linear_model import LogisticRegression\n","from sklearn.model_selection import train_test_split\n","from sklearn.metrics import accuracy_score, confusion_matrix"],"execution_count":13,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"lbfvXdtAzD3X"},"source":["###Metric explained"]},{"cell_type":"markdown","metadata":{"id":"rfbmYl174sQl"},"source":["confusion matrix : used to evaluate the quality of the output of a classifier.\n","The diagonal elements represent the number of points for which the predicted label is equal to the true label, while off-diagonal elements are those that are mislabeled by the classifier. The higher the diagonal values of the confusion matrix the better, indicating many correct predictions.\n","(from sklearn documentation, slightly modified)\n"," \n","The rows of a confusion matrix correspond to the true (actual) classes and the columns correspond to the predicted classes.\n","So, all together the confusion matrix for a binary classifier consists of 4 values:\n"," \n","TN FP\n","FN TP\n"," \n","TN: True negatives (prediction: not divorced, true: not divorced)\n","FP: False positives (prediction: divorced, true: not divorced)\n","FN: False negatives (prediction: not divorced, true: divorced)\n","TP: True positives (prediction: divorced, true: divorced)"]},{"cell_type":"markdown","metadata":{"id":"s-aSxWdI5B4D"},"source":["accuracy score\n","classification accuracy = correct predictions / total predictions = (TP + TN) / (TP + TN + FP + FN)"]},{"cell_type":"code","metadata":{"id":"slKsKUcPjV10","executionInfo":{"status":"ok","timestamp":1619290074563,"user_tz":-60,"elapsed":20148,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}}},"source":["y = data['Divorce']\n","X = data.drop('Divorce', axis=1)\n"," \n","X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.3, shuffle=True, random_state=1)"],"execution_count":14,"outputs":[]},{"cell_type":"code","metadata":{"id":"fVm8Dr71jV4-","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619290074565,"user_tz":-60,"elapsed":20127,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"c6dd9f29-d874-4069-dbf8-525b6c56d1ce"},"source":["X_train.shape, X_test.shape, y_train.shape, y_test.shape"],"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/plain":["((51, 54), (119, 54), (51,), (119,))"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"tpzdh9uNjV8Z","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619290074566,"user_tz":-60,"elapsed":20120,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"dff72d79-5f18-4b85-c651-b0542dde7b5e"},"source":["model = LogisticRegression()\n","model.fit(X_train, y_train)"],"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/plain":["LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n","                   intercept_scaling=1, l1_ratio=None, max_iter=100,\n","                   multi_class='auto', n_jobs=None, penalty='l2',\n","                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\n","                   warm_start=False)"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AyGvOyV5811D","executionInfo":{"status":"ok","timestamp":1619290074568,"user_tz":-60,"elapsed":20112,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"91c71335-11cf-4f69-e4e8-71c1cf5d52aa"},"source":["print(f\"Test Accuracy:\",(model.score(X_test, y_test) * 100))"],"execution_count":17,"outputs":[{"output_type":"stream","text":["Test Accuracy: 96.63865546218487\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"oNKVcgNeGNS2","executionInfo":{"status":"ok","timestamp":1619290074571,"user_tz":-60,"elapsed":20110,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}}},"source":["prediction = model.predict(X_test)"],"execution_count":18,"outputs":[]},{"cell_type":"code","metadata":{"id":"mD_jEXm2HuXr","executionInfo":{"status":"ok","timestamp":1619290074573,"user_tz":-60,"elapsed":20108,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}}},"source":["metric = confusion_matrix(y_test, prediction)\n","accuracy = accuracy_score(y_test, prediction)"],"execution_count":19,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"D8t-Ybum89Iw","executionInfo":{"status":"ok","timestamp":1619290074575,"user_tz":-60,"elapsed":20100,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"2b9522ee-db0f-474a-e052-792bdf38a0c1"},"source":["print(metric)"],"execution_count":20,"outputs":[{"output_type":"stream","text":["[[64  0]\n"," [ 4 51]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":869},"id":"M_ctS08pBhnE","executionInfo":{"status":"ok","timestamp":1619290075022,"user_tz":-60,"elapsed":20536,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"e94fbd04-8bd6-46df-aa82-93015a803b2f"},"source":["sns.heatmap(metric, annot=True)\n","plt.show()"],"execution_count":21,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x1080 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ShJMY_yc9AiB","executionInfo":{"status":"ok","timestamp":1619290075026,"user_tz":-60,"elapsed":20523,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"c7905df9-c430-467f-c810-564165417cd8"},"source":["print(accuracy)"],"execution_count":22,"outputs":[{"output_type":"stream","text":["0.9663865546218487\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"HiywboEe-7ue","executionInfo":{"status":"ok","timestamp":1619290075543,"user_tz":-60,"elapsed":21023,"user":{"displayName":"Oluwawemimo Vivian Folayan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiKaDHWBHXOSHvsJB24UrPK8sfwmq5bms4ykn41=s64","userId":"04898113565154863797"}},"outputId":"da08b799-f5b3-4221-ce20-59db93d3bdff"},"source":["importance = model.coef_[0]\n","# summarize feature importance\n","for i,v in enumerate(importance):\n"," print('Feature: %0d, Score: %.5f' % (i,v))\n","# plot feature importance\n","plt.bar([x for x in range(len(importance))], importance)\n","plt.show()"],"execution_count":23,"outputs":[{"output_type":"stream","text":["Feature: 0, Score: 0.09473\n","Feature: 1, Score: 0.05051\n","Feature: 2, Score: 0.05627\n","Feature: 3, Score: 0.07713\n","Feature: 4, Score: 0.07105\n","Feature: 5, Score: 0.12450\n","Feature: 6, Score: 0.09147\n","Feature: 7, Score: 0.14306\n","Feature: 8, Score: 0.16611\n","Feature: 9, Score: 0.12831\n","Feature: 10, Score: 0.16484\n","Feature: 11, Score: 0.14486\n","Feature: 12, Score: 0.12310\n","Feature: 13, Score: 0.11455\n","Feature: 14, Score: 0.16166\n","Feature: 15, Score: 0.16131\n","Feature: 16, Score: 0.14163\n","Feature: 17, Score: 0.16380\n","Feature: 18, Score: 0.14320\n","Feature: 19, Score: 0.14663\n","Feature: 20, Score: 0.11130\n","Feature: 21, Score: 0.08122\n","Feature: 22, Score: 0.09712\n","Feature: 23, Score: 0.09798\n","Feature: 24, Score: 0.10431\n","Feature: 25, Score: 0.12446\n","Feature: 26, Score: 0.08758\n","Feature: 27, Score: 0.11993\n","Feature: 28, Score: 0.11888\n","Feature: 29, Score: 0.15399\n","Feature: 30, Score: 0.06723\n","Feature: 31, Score: 0.07463\n","Feature: 32, Score: 0.08237\n","Feature: 33, Score: 0.06781\n","Feature: 34, Score: 0.09797\n","Feature: 35, Score: 0.09632\n","Feature: 36, Score: 0.11251\n","Feature: 37, Score: 0.13927\n","Feature: 38, Score: 0.12284\n","Feature: 39, Score: 0.16088\n","Feature: 40, Score: 0.10931\n","Feature: 41, Score: 0.10590\n","Feature: 42, Score: 0.05039\n","Feature: 43, Score: 0.13886\n","Feature: 44, Score: 0.02499\n","Feature: 45, Score: -0.01153\n","Feature: 46, Score: 0.03741\n","Feature: 47, Score: 0.01435\n","Feature: 48, Score: 0.05591\n","Feature: 49, Score: 0.05897\n","Feature: 50, Score: 0.02248\n","Feature: 51, Score: 0.04696\n","Feature: 52, Score: 0.02840\n","Feature: 53, Score: 0.03539\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x1080 with 1 Axes>"]},"metadata":{"tags":[]}}]}]}