oyez_preprocssing.ipynb

{"nbformat":4,"nbformat_minor":5,"metadata":{"kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.9"},"colab":{"name":"oyez_preprocssing.ipynb","provenance":[],"collapsed_sections":["f8993439","0ecd86e2","17342c68","f3f7f3f5","fbeec309","smLHfuScfe2T","4LPd1bYyfpun","8hXClUo7cBGc","1af7fe6e","54303c9c","74009061","1d4297c3","02c2d53c","080d0fd6","1498fc6a","97a21e92","41f4afca","619ffd7d"]}},"cells":[{"cell_type":"markdown","metadata":{"id":"f8993439"},"source":["# Filter Dataset from oyez_gather script\n","This script takes in input oyez.json as generated by the oyez_gather script.\n","Here's an already generated dataset:\n","\n","Minimal JSON compact form (216MB):\n","https://www.dropbox.com/s/9kyk0dr2gf3ls23/oyez.json?dl=0\n","\n","Prettified JSON human-readable form (431 MB):\n","https://www.dropbox.com/s/52a58aac8iujupv/oyez_pretty.json?dl=0"],"id":"f8993439"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gnqYomlhXmaQ","executionInfo":{"status":"ok","timestamp":1638009937871,"user_tz":480,"elapsed":17348,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"bbb8f0f7-d90c-48f3-e200-b9adc0f63842"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"id":"gnqYomlhXmaQ","execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"markdown","metadata":{"id":"0ecd86e2"},"source":["## Imports"],"id":"0ecd86e2"},{"cell_type":"code","metadata":{"id":"c4d84fc5","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1638009948896,"user_tz":480,"elapsed":9393,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"a39f0aa6-17ae-4b05-99ad-02dbbed120b3"},"source":["# !pip install json\n","# !pip install pandas\n","# !pip install numpy\n","# !pip install nltk\n","# !pip install bs4\n","# !pip install re\n","!pip install contractions\n","\n","import json\n","import pandas as pd\n","import numpy as np\n","import nltk\n","nltk.download('wordnet')\n","import re\n","from bs4 import BeautifulSoup\n","import contractions\n","\n","# Just for visuals\n","pd.set_option('display.max_colwidth', None)"],"id":"c4d84fc5","execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting contractions\n","  Downloading contractions-0.0.58-py2.py3-none-any.whl (8.0 kB)\n","Collecting textsearch>=0.0.21\n","  Downloading textsearch-0.0.21-py2.py3-none-any.whl (7.5 kB)\n","Collecting anyascii\n","  Downloading anyascii-0.3.0-py3-none-any.whl (284 kB)\n","\u001b[K     |████████████████████████████████| 284 kB 35.0 MB/s \n","\u001b[?25hCollecting pyahocorasick\n","  Downloading pyahocorasick-1.4.2.tar.gz (321 kB)\n","\u001b[K     |████████████████████████████████| 321 kB 53.3 MB/s \n","\u001b[?25hBuilding wheels for collected packages: pyahocorasick\n","  Building wheel for pyahocorasick (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for pyahocorasick: filename=pyahocorasick-1.4.2-cp37-cp37m-linux_x86_64.whl size=85451 sha256=e593258996ce7abfa44d2833329d4be11129386fd1bb31497fffc2fad314da36\n","  Stored in directory: /root/.cache/pip/wheels/25/19/a6/8f363d9939162782bb8439d886469756271abc01f76fbd790f\n","Successfully built pyahocorasick\n","Installing collected packages: pyahocorasick, anyascii, textsearch, contractions\n","Successfully installed anyascii-0.3.0 contractions-0.0.58 pyahocorasick-1.4.2 textsearch-0.0.21\n","[nltk_data] Downloading package wordnet to /root/nltk_data...\n","[nltk_data]   Unzipping corpora/wordnet.zip.\n"]}]},{"cell_type":"code","metadata":{"id":"1cm-Z_6ATdvz","executionInfo":{"status":"ok","timestamp":1638009948897,"user_tz":480,"elapsed":4,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["import matplotlib.pyplot as plt\n","%matplotlib inline\n","import warnings\n","warnings.filterwarnings('ignore')"],"id":"1cm-Z_6ATdvz","execution_count":4,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"17342c68"},"source":["# 1. Dataset Preparation"],"id":"17342c68"},{"cell_type":"markdown","metadata":{"id":"40ff3a44"},"source":["## Load the dataset"],"id":"40ff3a44"},{"cell_type":"code","metadata":{"id":"7cc15010","executionInfo":{"status":"ok","timestamp":1638069990652,"user_tz":480,"elapsed":8502,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["base_path = \"/content/drive/MyDrive/USC master/CSCI 577 Applied Natural Language Processing/project/coding/\"\n","with open(base_path+'oyez.json', 'r') as f:\n","    data = json.load(f)"],"id":"7cc15010","execution_count":139,"outputs":[]},{"cell_type":"code","metadata":{"id":"MnkaE0Q1lxDH","executionInfo":{"status":"ok","timestamp":1638069991429,"user_tz":480,"elapsed":779,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["df_scdb = pd.read_csv(base_path+'SCDB_2021_01_caseCentered_Vote.csv', sep=\",\", encoding='cp1252')"],"id":"MnkaE0Q1lxDH","execution_count":140,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"c5ed3f1a"},"source":["## Filter the dataset to only the columns we need with cases with non-missing values"],"id":"c5ed3f1a"},{"cell_type":"code","metadata":{"id":"c2c9e55a","executionInfo":{"status":"ok","timestamp":1638069991429,"user_tz":480,"elapsed":2,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["# Returns true if the given case's judgment has been decided, false otherwise\n","def is_decided(entry):\n","    for timeline in entry['timeline']:\n","        if timeline['event'] == \"Decided\":\n","            return True\n","    return False\n","\n","# Returns true if the given case has the necessary columns for our analysis, false otherwise\n","# Currently only considers:\n","#    1- case's judgment has been decided\n","#    2- case has a non-empty facts field\n","#    3- case has a non-empty decisions field\n","def is_entry_complete(entry):\n","    try:\n","        if not is_decided(entry):\n","            return False\n","        facts = entry['facts_of_the_case']\n","        if facts == None or len(str(facts)) == 0:\n","            return False\n","        if entry['decisions'] == None or len(entry['decisions']) == 0:\n","            return False\n","        return True\n","    except:\n","        return False\n","\n","def fill_votes(entry, row):\n","  votes = entry['votes']\n","  if votes == None:\n","    return\n","  for idx, vote in enumerate(votes):\n","    try:\n","      row['judege_name_{}'.format(idx+1)] = vote['member']['name']\n","      row['vote_type_{}'.format(idx+1)] = vote['vote']\n","      row['opinion_type_{}'.format(idx+1)] = vote['opinion_type']\n","\n","    except KeyError as k:\n","      if k == 'name':\n","        row['judege_name_{}'.format(idx+1)] = None\n","      if k == 'vote':\n","        row['vote_type_{}'.format(idx+1)] = None\n","      if k == 'opinion_type':\n","        row['opinion_type_{}'.format(idx+1)] = None\n","      \n","\n","# Returns a dict with only the necessary columns we need from a given case\n","# Currently the followings columns are considered:\n","#    1-  case ID (assigned by oyez.org)\n","#    2-  case name\n","#    3-  href URL to the oyez.org case\n","#    4-  docket unique identifier of the case\n","#    5-  term (read: year)\n","#    6-  name of the first party\n","#    7-  name of the second party\n","#    8-  facts of the case\n","#    9-  majority vote count\n","#    10-  minority vote count\n","#    11- name of the winning party\n","#    12- the decision type (see below for more detials)\n","#    13- the disposition type (see below for more details)\n","def filter_entry(entry):\n","    row = {}\n","    row['ID'] = entry['ID']\n","    row['name'] = entry['name']\n","    row['href'] = entry['href']\n","    row['docket'] = entry['docket_number']\n","    row['term'] = entry['term']\n","    row['first_party'] = entry['first_party']\n","    row['second_party'] = entry['second_party']\n","    row['facts'] = entry['facts_of_the_case']\n","    \n","    # As a simplification, only consider the first decision of the case\n","    # Its rare, but there are cases with multiple decisions.\n","    # How should we handle those? At the moment, we ignore subsequent decisions\n","    decision = entry['decisions'][0]\n","    # fill_votes(decision, row)\n","    row['majority_vote'] = decision['majority_vote']\n","    row['minority_vote'] = decision['minority_vote']\n","    row['winning_party'] = decision['winning_party']\n","    row['decision_type'] = decision['decision_type']\n","    row['disposition'] = decision['disposition']\n","    return row\n","\n","# Decision Type can be one the following:\n","#     majority - an opinion in a case that is shared by more than half of the members of a court \n","#     per curiam -  said of a judicial opinion presented as that of the entire court rather than that of any one judge\n","#     plurality opinion - an opinion that received the most votes of any opinion but not enough to be the majority opinion\n","#     equally divided - ?\n","#     dismissal - moot - ?\n","#     dismissal - rule 46 - ?\n","#     dismissal - other - ?\n","#     dismissal - improvidently granted - ?\n","#     memorandum - ?\n","\n","# Disposition can be a combination of the following:\n","#     affirmed - lower court judgment was correct\n","#     reversed - lower court judgment was incorrect\n","#     remanded - send case back to lower court\n","#     vacated - lower court judgment has been cancelled or rendered void"],"id":"c2c9e55a","execution_count":141,"outputs":[]},{"cell_type":"code","metadata":{"id":"e5cd31bd","executionInfo":{"status":"ok","timestamp":1638069991774,"user_tz":480,"elapsed":347,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["filtered_data = []\n","count = 0\n","for entry in data:\n","  if is_entry_complete(entry):\n","    filtered_data.append(filter_entry(entry))"],"id":"e5cd31bd","execution_count":142,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"d815ec89"},"source":["## Prepare Pandas DataFrame for the Dataset "],"id":"d815ec89"},{"cell_type":"code","metadata":{"scrolled":false,"id":"74897779","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1638069991774,"user_tz":480,"elapsed":4,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"69d6af97-362d-427e-ef6e-bc6db0fb44d5"},"source":["df = pd.DataFrame(filtered_data)\n","\n","# Fill empty/None values with an empty string\n","# df['winning_party'] = df['winning_party'].fillna('')\n","# df['disposition'] = df['disposition'].fillna('')\n","\n","# Remove rows with missing values in the listed columns\n","# df.dropna(inplace=True, subset=['first_party', 'second_party', 'facts'])\n","\n","print(f'There are {len(df)} cases.')"],"id":"74897779","execution_count":143,"outputs":[{"output_type":"stream","name":"stdout","text":["There are 3303 cases.\n"]}]},{"cell_type":"code","metadata":{"id":"3059c8c0","colab":{"base_uri":"https://localhost:8080/","height":665},"executionInfo":{"status":"ok","timestamp":1638069991774,"user_tz":480,"elapsed":3,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"1e14424f-d2e1-42a5-c3dc-b59df53a1a0d"},"source":["display(df.head(n=1))"],"id":"3059c8c0","execution_count":144,"outputs":[{"output_type":"display_data","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>ID</th>\n","      <th>name</th>\n","      <th>href</th>\n","      <th>docket</th>\n","      <th>term</th>\n","      <th>first_party</th>\n","      <th>second_party</th>\n","      <th>facts</th>\n","      <th>majority_vote</th>\n","      <th>minority_vote</th>\n","      <th>winning_party</th>\n","      <th>decision_type</th>\n","      <th>disposition</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>50606</td>\n","      <td>Roe v. Wade</td>\n","      <td>https://api.oyez.org/cases/1971/70-18</td>\n","      <td>70-18</td>\n","      <td>1971</td>\n","      <td>Jane Roe</td>\n","      <td>Henry Wade</td>\n","      <td>&lt;p&gt;In 1970, Jane Roe (a fictional name used in court documents to protect the plaintiff’s identity) filed a lawsuit against Henry Wade, the district attorney of Dallas County, Texas, where she resided, challenging a Texas law making abortion illegal except by a doctor’s orders to save a woman’s life. In her lawsuit, Roe alleged that the state laws were unconstitutionally vague and abridged her right of personal privacy, protected by the First, Fourth, Fifth, Ninth, and Fourteenth Amendments.&lt;/p&gt;\\n</td>\n","      <td>7</td>\n","      <td>2</td>\n","      <td>Jane Roe</td>\n","      <td>majority opinion</td>\n","      <td>reversed</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      ID         name  ...     decision_type disposition\n","0  50606  Roe v. Wade  ...  majority opinion    reversed\n","\n","[1 rows x 13 columns]"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"f3f7f3f5"},"source":["# 2. Preprocess Dataset"],"id":"f3f7f3f5"},{"cell_type":"markdown","metadata":{"id":"fbeec309"},"source":["## Statistics before Preprocessing"],"id":"fbeec309"},{"cell_type":"code","metadata":{"scrolled":true,"id":"cbc0fcd9","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1638069991774,"user_tz":480,"elapsed":3,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"49192234-d7f7-45e1-9f5f-309694a95c63"},"source":["avg_before_preprocessing = df['facts'].apply(lambda x: len(str(x))).mean()\n","print(f'Average facts character length (before preprocesesing): {avg_before_preprocessing:.0f}')"],"id":"cbc0fcd9","execution_count":145,"outputs":[{"output_type":"stream","name":"stdout","text":["Average facts character length (before preprocesesing): 1112\n"]}]},{"cell_type":"code","metadata":{"id":"Pk9i51u_b-EN","executionInfo":{"status":"ok","timestamp":1638069991774,"user_tz":480,"elapsed":3,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["df['facts_len'] = df['facts'].str.len()"],"id":"Pk9i51u_b-EN","execution_count":146,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"smLHfuScfe2T"},"source":["## Data Visualization"],"id":"smLHfuScfe2T"},{"cell_type":"code","metadata":{"id":"S_pgUwQTS6SM","executionInfo":{"status":"ok","timestamp":1638069991964,"user_tz":480,"elapsed":1,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["# Investigate the following:\n","# - The distribution of the values of each column\n","# - Missing values of majority and minority votes \n","# - add entity type column; a person or organization goverment\n","# - add issue area\n","\n","# Some suggestions:\n","# - Change column names to something better for modeling e.g winning party -> is_first_party_winner"],"id":"S_pgUwQTS6SM","execution_count":147,"outputs":[]},{"cell_type":"code","metadata":{"id":"FJ7sS--ES7hI","executionInfo":{"status":"ok","timestamp":1638049823401,"user_tz":480,"elapsed":147,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["def plot_multi_group(df, groups):\n","  for group in groups:\n","    fig, ax = plt.subplots()\n","    count = df.groupby(group).size()\n","    percent = df.groupby(group).size()  / 3303 * 100\n","    ax = percent.plot(kind='barh', figsize=(10,10), xticks = range(0,101,10), fontsize=16, rot=0)\n","\n","    for i, v in enumerate(zip(percent, count)):\n","        percent = '{v}%'.format(v = round(v[0],2))\n","        ax.text(v[0] + 5, i , percent, color='black', fontweight='bold', fontsize=14)\n","        ax.text(v[0] + 15, i ,str(v[1]), color='blue', fontweight='bold', fontsize=14)\n","    ax.set_xlabel(\"Percentage\", fontsize=20)\n","    ax.set_ylabel(group, fontsize=20)\n","    \n","# Plot each feature cols with it's data completion\n","def data_distribution_graph(df, cols):\n","    for feature in cols:\n","        fig, ax = plt.subplots()\n","        percent = df.groupby(feature).size() / df[feature].count() * 100\n","        count = df.groupby(feature).size()\n","        \n","        if feature == 'facts_len':\n","          count = pd.cut(df['facts_len'], [1,50,500,1000,1500,3000,7000], include_lowest=True)\n","          percent = df.groupby(count).size() / df[feature].count() * 100\n","          count = df.groupby(count).size()\n","          ax = percent.plot(kind='barh', figsize=(10,10), xticks = range(0,101,5), fontsize=12)\n","        elif feature == 'term':\n","          ax = percent.plot(kind='barh', figsize=(10,20), xticks = range(0,101,5), fontsize=12)\n","        else:\n","          ax = percent.plot(kind='barh', figsize=(10,10), xticks = range(0,101,5), fontsize=12)\n","         \n","        # print count and percentage on grapp\n","        for i, v in enumerate(zip(percent.values, count.values)):\n","            percent = '{v}%'.format(v = round(v[0],2))\n","            ax.text(v[0] + 2, i - .25, percent, color='black', fontweight='bold', fontsize=12)\n","            ax.text(v[0] + 15, i - .25, str(v[1]), color='blue', fontweight='bold', fontsize=12)\n","            \n","        ax.set_title('Data Distribution - {feature}'.format(feature= feature), fontsize=20)\n","        ax.set_xlabel(\"Percentage\", fontsize=20)\n","        ax.set_ylabel(feature, fontsize=20)"],"id":"FJ7sS--ES7hI","execution_count":102,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"2SDQP0jxTgVG","executionInfo":{"status":"ok","timestamp":1637791908235,"user_tz":480,"elapsed":1897,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"37cb287d-0d51-40b4-fdaa-e1cd16f24129"},"source":["# good\n","data_distribution_graph(df, ['term'])"],"id":"2SDQP0jxTgVG","execution_count":334,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x1440 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":638},"id":"5gjFV_OA8ms7","executionInfo":{"status":"ok","timestamp":1637745270941,"user_tz":480,"elapsed":405,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"4c4334bc-75ba-4b30-a5e8-8503b30a9b22"},"source":["data_distribution_graph(df, ['majority_vote'])"],"id":"5gjFV_OA8ms7","execution_count":191,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":638},"id":"-jy2rXyiWl1o","executionInfo":{"status":"ok","timestamp":1638066215910,"user_tz":480,"elapsed":373,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"4276982c-2556-495b-ec00-9d1537daecdf"},"source":["data_distribution_graph(df, ['minority_vote'])"],"id":"-jy2rXyiWl1o","execution_count":118,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":638},"id":"062I4tK-8mqL","executionInfo":{"status":"ok","timestamp":1637745271297,"user_tz":480,"elapsed":358,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"f4482ba8-1121-4545-891a-cc154dae6e6b"},"source":["# what happens when minority = 9? is majority = 0?\n","# what about when minority votes are 8 is the majortiy vote = 1 or maybe 0??\n","data_distribution_graph(df, ['minority_vote'])"],"id":"062I4tK-8mqL","execution_count":192,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":638},"id":"z_HBck0h8moN","executionInfo":{"status":"ok","timestamp":1638049829511,"user_tz":480,"elapsed":728,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"1000e16a-390c-4b02-f5e0-fe79c0a55bf1"},"source":["# in equally-divided who is the winning party, check the votes also?\n","data_distribution_graph(df, ['decision_type'])"],"id":"z_HBck0h8moN","execution_count":103,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":638},"id":"yEI5HOni8mmH","executionInfo":{"status":"ok","timestamp":1637740656452,"user_tz":480,"elapsed":231,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"2cf67b2b-61cc-41b6-e36f-ec66b023b9e1"},"source":["# good\n","data_distribution_graph(df, ['facts_len'])"],"id":"yEI5HOni8mmH","execution_count":109,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":638},"id":"MDd7UUb78mjz","executionInfo":{"status":"ok","timestamp":1637740659180,"user_tz":480,"elapsed":650,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"cbb8dccd-1a60-4e7d-932f-1c3a1b2fff6e"},"source":["# why do we have none, what are the votes of it, what is the decsion of the case?\n","data_distribution_graph(df, ['disposition'])"],"id":"MDd7UUb78mjz","execution_count":110,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":638},"id":"UXeRSDog-Mdc","executionInfo":{"status":"ok","timestamp":1638049874830,"user_tz":480,"elapsed":549,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"5d10cb05-100f-4c60-d908-edd51eee5a36"},"source":["# we can notice that we have 17 cases out of 18 which are equally divided and the votes are = 0 for majority and minority.\n","# What about the 18th ??? I founded it, it's displayed in the top.\n","data_distribution_graph(df_zero, ['decision_type'])"],"id":"UXeRSDog-Mdc","execution_count":106,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"7fMyQbAp_2ZV","executionInfo":{"status":"ok","timestamp":1637792050008,"user_tz":480,"elapsed":159,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"274dfa04-f768-4bf7-f9b3-b60d499ec302"},"source":["# Noticing alot of dismissals though there are votes!\n","# Some cases have 9 votes for majority though it has been dismissed. How come? Maybe an error??\n","df.loc[df['disposition'] == 'none'][['name','docket','majority_vote', 'minority_vote', 'decision_type', 'disposition', 'winning_party']]"],"id":"7fMyQbAp_2ZV","execution_count":346,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>name</th>\n","      <th>docket</th>\n","      <th>majority_vote</th>\n","      <th>minority_vote</th>\n","      <th>decision_type</th>\n","      <th>disposition</th>\n","      <th>winning_party</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>1026</th>\n","      <td>Caterpillar, Inc. v. International Union, United Automobile, Aerospace and Agricultural Implement Workers of America</td>\n","      <td>96-1925</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>per curiam</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>1240</th>\n","      <td>Dempsey v. Martin</td>\n","      <td>99-5283</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>per curiam</td>\n","      <td>none</td>\n","      <td>Martin</td>\n","    </tr>\n","    <tr>\n","      <th>1281</th>\n","      <td>Fiore v. White</td>\n","      <td>98-942</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>majority opinion</td>\n","      <td>none</td>\n","      <td>Fiore</td>\n","    </tr>\n","    <tr>\n","      <th>1486</th>\n","      <td>Medical Board of California v. Hason</td>\n","      <td>02-479</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - moot</td>\n","      <td>none</td>\n","      <td>Hason</td>\n","    </tr>\n","    <tr>\n","      <th>1721</th>\n","      <td>Bank of China v. NBM L.L.C.</td>\n","      <td>03-1559</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - rule 46</td>\n","      <td>none</td>\n","      <td></td>\n","    </tr>\n","    <tr>\n","      <th>1779</th>\n","      <td>BCI Coca-Cola Bottling Company of Los Angeles v. Equal Employment Opportunity Commission</td>\n","      <td>06-341</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - other</td>\n","      <td>none</td>\n","      <td>neither party</td>\n","    </tr>\n","    <tr>\n","      <th>1801</th>\n","      <td>Altadis USA, Inc. v. Sea Star Line, LLC</td>\n","      <td>06-606</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - rule 46</td>\n","      <td>none</td>\n","      <td>neither party</td>\n","    </tr>\n","    <tr>\n","      <th>1840</th>\n","      <td>Ali v. Achim</td>\n","      <td>06-1346</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - rule 46</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>1864</th>\n","      <td>Klein &amp; Co. Futures, Inc. v. Board of Trade of the City of New York</td>\n","      <td>06-1265</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>dismissal - rule 46</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>1918</th>\n","      <td>Al-Marri v. Spagone</td>\n","      <td>08-368</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - moot</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2005</th>\n","      <td>Health Care Service Corp. v. Pollitt</td>\n","      <td>09-38</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - rule 46</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2082</th>\n","      <td>Stok &amp; Associates, P.A. v. Citibank, N.A.</td>\n","      <td>10-514</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - rule 46</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2210</th>\n","      <td>Magner v. Gallagher</td>\n","      <td>10-1032</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - rule 46</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2286</th>\n","      <td>Decker v. Northwest Environmental Defense Center</td>\n","      <td>11-338</td>\n","      <td>8</td>\n","      <td>0</td>\n","      <td>majority opinion</td>\n","      <td>none</td>\n","      <td>Doug Decker</td>\n","    </tr>\n","    <tr>\n","      <th>2346</th>\n","      <td>Madigan v. Levin</td>\n","      <td>12-872</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>per curiam</td>\n","      <td>none</td>\n","      <td>N/A</td>\n","    </tr>\n","    <tr>\n","      <th>2353</th>\n","      <td>Unite Here Local 355 v. Mulhall</td>\n","      <td>12-99</td>\n","      <td>0</td>\n","      <td>3</td>\n","      <td>dismissal - improvidently granted</td>\n","      <td>none</td>\n","      <td>Dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2357</th>\n","      <td>Cline v. Oklahoma Coalition for Reproductive Justice</td>\n","      <td>12-1094</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - improvidently granted</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2358</th>\n","      <td>Mount Holly v. Mt. Holly Gardens Citizens in Action, Inc.</td>\n","      <td>11-1507</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - other</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2382</th>\n","      <td>Chen v. Mayor and City Council of Baltimore</td>\n","      <td>13-10400</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - other</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2414</th>\n","      <td>Public Employees' Retirement System v. IndyMac MBS, Inc.</td>\n","      <td>13-640</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - improvidently granted</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2443</th>\n","      <td>Toca v. Louisiana</td>\n","      <td>14-6381</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - rule 46</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2735</th>\n","      <td>Gunn v. University Comm. to End War in Viet Nam</td>\n","      <td>7</td>\n","      <td>8</td>\n","      <td>0</td>\n","      <td>majority opinion</td>\n","      <td>none</td>\n","      <td></td>\n","    </tr>\n","    <tr>\n","      <th>2778</th>\n","      <td>Moore v. Charlotte-Mecklenburg Board of Education</td>\n","      <td>444</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>per curiam</td>\n","      <td>none</td>\n","      <td>Dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2816</th>\n","      <td>South Carolina v. Baker</td>\n","      <td>94-orig</td>\n","      <td>7</td>\n","      <td>1</td>\n","      <td>plurality opinion</td>\n","      <td>none</td>\n","      <td>Baker</td>\n","    </tr>\n","    <tr>\n","      <th>2837</th>\n","      <td>Kansas v. Colorado</td>\n","      <td>105-orig</td>\n","      <td>8</td>\n","      <td>1</td>\n","      <td>majority opinion</td>\n","      <td>none</td>\n","      <td>Colorado</td>\n","    </tr>\n","    <tr>\n","      <th>2860</th>\n","      <td>Marbury v. Madison</td>\n","      <td>5us137</td>\n","      <td>4</td>\n","      <td>0</td>\n","      <td>majority opinion</td>\n","      <td>none</td>\n","      <td>Marbury</td>\n","    </tr>\n","    <tr>\n","      <th>2913</th>\n","      <td>Brown v. Board of Education of Topeka (1)</td>\n","      <td>1</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>majority opinion</td>\n","      <td>none</td>\n","      <td>Brown et al.</td>\n","    </tr>\n","    <tr>\n","      <th>2919</th>\n","      <td>Wittman v. Personhuballah</td>\n","      <td>14-1504</td>\n","      <td>8</td>\n","      <td>0</td>\n","      <td>dismissal - other</td>\n","      <td>none</td>\n","      <td>Personhuballah</td>\n","    </tr>\n","    <tr>\n","      <th>2920</th>\n","      <td>MHN Government Services, Inc., and Managed Health Network, Inc. v. Zaborowski, et al.</td>\n","      <td>14-1458</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - moot</td>\n","      <td>none</td>\n","      <td>Dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2923</th>\n","      <td>Duncan v. Owens</td>\n","      <td>14-1516</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>per curiam</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2953</th>\n","      <td>Berger v. New York</td>\n","      <td>460</td>\n","      <td>6</td>\n","      <td>3</td>\n","      <td>majority opinion</td>\n","      <td>none</td>\n","      <td>Berger</td>\n","    </tr>\n","    <tr>\n","      <th>2986</th>\n","      <td>UBS Financial Services v. Union de Empleados de Muelles</td>\n","      <td>12-1208</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>dismissal - rule 46</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>2992</th>\n","      <td>Jennings v. Rodriguez</td>\n","      <td>15-1204</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>plurality opinion</td>\n","      <td>none</td>\n","      <td>Jennings</td>\n","    </tr>\n","    <tr>\n","      <th>3069</th>\n","      <td>City of Hays, Kansas v. Vogt</td>\n","      <td>16-1495</td>\n","      <td>8</td>\n","      <td>0</td>\n","      <td>dismissal - improvidently granted</td>\n","      <td>none</td>\n","      <td>Dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>3072</th>\n","      <td>Dalmazzi v. United States</td>\n","      <td>16-961</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>dismissal - improvidently granted</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>3080</th>\n","      <td>Texas v. New Mexico and Colorado</td>\n","      <td>141-orig</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>majority opinion</td>\n","      <td>none</td>\n","      <td></td>\n","    </tr>\n","    <tr>\n","      <th>3106</th>\n","      <td>Montana v. Wyoming</td>\n","      <td>137-orig</td>\n","      <td>8</td>\n","      <td>0</td>\n","      <td>None</td>\n","      <td>none</td>\n","      <td>Montana</td>\n","    </tr>\n","    <tr>\n","      <th>3184</th>\n","      <td>Virginia House of Delegates v. Bethune-Hill</td>\n","      <td>18-281</td>\n","      <td>5</td>\n","      <td>4</td>\n","      <td>dismissal - other</td>\n","      <td>none</td>\n","      <td>dismissal</td>\n","    </tr>\n","    <tr>\n","      <th>3201</th>\n","      <td>Box v. Planned Parenthood of Indiana and Kentucky, Inc.</td>\n","      <td>18-483</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>per curiam</td>\n","      <td>none</td>\n","      <td>Planned Parenthood</td>\n","    </tr>\n","    <tr>\n","      <th>3284</th>\n","      <td>Roman Catholic Diocese of Brooklyn v. Cuomo</td>\n","      <td>20A87</td>\n","      <td>5</td>\n","      <td>4</td>\n","      <td>per curiam</td>\n","      <td>none</td>\n","      <td>Roman Catholic Diocese</td>\n","    </tr>\n","    <tr>\n","      <th>3301</th>\n","      <td>Florida v. Georgia</td>\n","      <td>142-orig</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>majority opinion</td>\n","      <td>none</td>\n","      <td>Georgia</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                                                                                                      name  ...           winning_party\n","1026  Caterpillar, Inc. v. International Union, United Automobile, Aerospace and Agricultural Implement Workers of America  ...               dismissal\n","1240                                                                                                     Dempsey v. Martin  ...                  Martin\n","1281                                                                                                        Fiore v. White  ...                   Fiore\n","1486                                                                                  Medical Board of California v. Hason  ...                   Hason\n","1721                                                                                           Bank of China v. NBM L.L.C.  ...                        \n","1779                              BCI Coca-Cola Bottling Company of Los Angeles v. Equal Employment Opportunity Commission  ...           neither party\n","1801                                                                               Altadis USA, Inc. v. Sea Star Line, LLC  ...           neither party\n","1840                                                                                                          Ali v. Achim  ...               dismissal\n","1864                                                   Klein & Co. Futures, Inc. v. Board of Trade of the City of New York  ...               dismissal\n","1918                                                                                                   Al-Marri v. Spagone  ...               dismissal\n","2005                                                                                  Health Care Service Corp. v. Pollitt  ...               dismissal\n","2082                                                                             Stok & Associates, P.A. v. Citibank, N.A.  ...               dismissal\n","2210                                                                                                   Magner v. Gallagher  ...               dismissal\n","2286                                                                      Decker v. Northwest Environmental Defense Center  ...             Doug Decker\n","2346                                                                                                      Madigan v. Levin  ...                     N/A\n","2353                                                                                       Unite Here Local 355 v. Mulhall  ...               Dismissal\n","2357                                                                  Cline v. Oklahoma Coalition for Reproductive Justice  ...               dismissal\n","2358                                                             Mount Holly v. Mt. Holly Gardens Citizens in Action, Inc.  ...               dismissal\n","2382                                                                           Chen v. Mayor and City Council of Baltimore  ...               dismissal\n","2414                                                              Public Employees' Retirement System v. IndyMac MBS, Inc.  ...               dismissal\n","2443                                                                                                     Toca v. Louisiana  ...               dismissal\n","2735                                                                       Gunn v. University Comm. to End War in Viet Nam  ...                        \n","2778                                                                     Moore v. Charlotte-Mecklenburg Board of Education  ...               Dismissal\n","2816                                                                                               South Carolina v. Baker  ...                   Baker\n","2837                                                                                                    Kansas v. Colorado  ...                Colorado\n","2860                                                                                                    Marbury v. Madison  ...                 Marbury\n","2913                                                                             Brown v. Board of Education of Topeka (1)  ...            Brown et al.\n","2919                                                                                             Wittman v. Personhuballah  ...          Personhuballah\n","2920                                 MHN Government Services, Inc., and Managed Health Network, Inc. v. Zaborowski, et al.  ...               Dismissal\n","2923                                                                                                      Duncan v. Owens   ...               dismissal\n","2953                                                                                                    Berger v. New York  ...                  Berger\n","2986                                                               UBS Financial Services v. Union de Empleados de Muelles  ...               dismissal\n","2992                                                                                                 Jennings v. Rodriguez  ...                Jennings\n","3069                                                                                          City of Hays, Kansas v. Vogt  ...               Dismissal\n","3072                                                                                             Dalmazzi v. United States  ...               dismissal\n","3080                                                                                      Texas v. New Mexico and Colorado  ...                        \n","3106                                                                                                    Montana v. Wyoming  ...                 Montana\n","3184                                                                           Virginia House of Delegates v. Bethune-Hill  ...               dismissal\n","3201                                                               Box v. Planned Parenthood of Indiana and Kentucky, Inc.  ...      Planned Parenthood\n","3284                                                                           Roman Catholic Diocese of Brooklyn v. Cuomo  ...  Roman Catholic Diocese\n","3301                                                                                                    Florida v. Georgia  ...                 Georgia\n","\n","[41 rows x 7 columns]"]},"metadata":{},"execution_count":346}]},{"cell_type":"markdown","metadata":{"id":"j5ly-wxdxnsv"},"source":["### Defining Entity type for each party"],"id":"j5ly-wxdxnsv"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"id":"iOZ5wR0Kro3E","executionInfo":{"status":"ok","timestamp":1637752939449,"user_tz":480,"elapsed":147,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"c78f0a02-57c7-4838-e232-8545072c341d"},"source":["import spacy\n","nlp = spacy.load(\"en_core_web_sm\")"],"id":"iOZ5wR0Kro3E","execution_count":301,"outputs":[{"output_type":"execute_result","data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["'Jane Roe'"]},"metadata":{},"execution_count":301}]},{"cell_type":"code","metadata":{"id":"bRO2X5EMrUQT","executionInfo":{"status":"ok","timestamp":1637753344347,"user_tz":480,"elapsed":48738,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["# add entity or person column for each party:\n","\n","for idx, value in df.iterrows():\n","  first = value['first_party']\n","  second = value['second_party']\n","  doc = nlp(first)\n","  for ent in doc.ents:\n","    df.loc[idx, 'first_party_ner'] = ent.label_\n","  doc = nlp(second)\n","  for ent in doc.ents:\n","    df.loc[idx, 'second_party_ner'] = ent.label_"],"id":"bRO2X5EMrUQT","execution_count":308,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":638},"id":"R73KoQF-trXZ","executionInfo":{"status":"ok","timestamp":1637753478426,"user_tz":480,"elapsed":1492,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"52879ca9-612a-42f2-d755-9ff75dbcb637"},"source":["# gave some weired entity names \"work_of_art\". Try a different way. Look at: http://scdb.wustl.edu/documentation.php?var=petitioner\n","data_distribution_graph(df, ['first_party_ner'])"],"id":"R73KoQF-trXZ","execution_count":309,"outputs":[{"output_type":"display_data","data":{"image/png":"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size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"cU2zljAWt5u9","executionInfo":{"status":"ok","timestamp":1637753792517,"user_tz":480,"elapsed":239,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"b9f73cc7-425e-48f0-8057-95ea1e38bc50"},"source":["df.loc[df['first_party_ner'] == 'WORK_OF_ART']"],"id":"cU2zljAWt5u9","execution_count":314,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>ID</th>\n","      <th>name</th>\n","      <th>href</th>\n","      <th>docket</th>\n","      <th>term</th>\n","      <th>first_party</th>\n","      <th>second_party</th>\n","      <th>facts</th>\n","      <th>judege_name_1</th>\n","      <th>vote_type_1</th>\n","      <th>opinion_type_1</th>\n","      <th>judege_name_2</th>\n","      <th>vote_type_2</th>\n","      <th>opinion_type_2</th>\n","      <th>judege_name_3</th>\n","      <th>vote_type_3</th>\n","      <th>opinion_type_3</th>\n","      <th>judege_name_4</th>\n","      <th>vote_type_4</th>\n","      <th>opinion_type_4</th>\n","      <th>judege_name_5</th>\n","      <th>vote_type_5</th>\n","      <th>opinion_type_5</th>\n","      <th>judege_name_6</th>\n","      <th>vote_type_6</th>\n","      <th>opinion_type_6</th>\n","      <th>judege_name_7</th>\n","      <th>vote_type_7</th>\n","      <th>opinion_type_7</th>\n","      <th>judege_name_8</th>\n","      <th>vote_type_8</th>\n","      <th>opinion_type_8</th>\n","      <th>judege_name_9</th>\n","      <th>vote_type_9</th>\n","      <th>opinion_type_9</th>\n","      <th>majority_vote</th>\n","      <th>minority_vote</th>\n","      <th>winning_party</th>\n","      <th>decision_type</th>\n","      <th>disposition</th>\n","      <th>facts_len</th>\n","      <th>zero_condition</th>\n","      <th>first_party_ner</th>\n","      <th>second_party_ner</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>1549</th>\n","      <td>55152</td>\n","      <td>Jones v. R. R. Donnelley &amp; Sons Company</td>\n","      <td>https://api.oyez.org/cases/2003/02-1205</td>\n","      <td>02-1205</td>\n","      <td>2003</td>\n","      <td>Edith Jones, et al., on Behalf of Herself and a Class of Others Similarly Situated</td>\n","      <td>R. R. Donnelley &amp; Sons Company</td>\n","      <td>&lt;p&gt;In November of 1996, Edith Jones and several other African Americans filed a class action lawsuit in federal district court against R.R. Donnelley and Sons, a commercial printing company. They claimed they had suffered racial discrimination in violation of section 1981 of United States Code (U.S.C.), which had no specified statute of limitations. Donnelley and Sons, however, argued that the section was bound by a two-year statute of limitations established by Illinois for all personal injury claims. The suit fell outside that statute of limitations, and the company argued that it should therefore be dismissed.&lt;/p&gt;\\n&lt;p&gt;Jones, however, argued that a separate section of U.S.C. extended the statute of limitations to four years for any civil suit brought under an act of Congress passed after 1990. Because the 1991 Civil Rights Act had broadened the definition of section 1981, she argued, the four-year statute of limitations should apply to that section and the suit should therefore not be thrown out. Donnelley and Sons countered that the 1991 Civil Rights Act had merely amended the section, not created a new law, and that the four-year statute of limitations therefore did not apply.&lt;/p&gt;\\n&lt;p&gt;A federal district court sided with Jones. A Seventh Circuit Court of Appeals panel unanimously reversed.&lt;/p&gt;\\n</td>\n","      <td>William H. Rehnquist</td>\n","      <td>majority</td>\n","      <td>none</td>\n","      <td>John Paul Stevens</td>\n","      <td>majority</td>\n","      <td>majority</td>\n","      <td>Sandra Day O'Connor</td>\n","      <td>majority</td>\n","      <td>none</td>\n","      <td>Antonin Scalia</td>\n","      <td>majority</td>\n","      <td>none</td>\n","      <td>Anthony M. Kennedy</td>\n","      <td>majority</td>\n","      <td>none</td>\n","      <td>David H. Souter</td>\n","      <td>majority</td>\n","      <td>none</td>\n","      <td>Clarence Thomas</td>\n","      <td>majority</td>\n","      <td>none</td>\n","      <td>Ruth Bader Ginsburg</td>\n","      <td>majority</td>\n","      <td>none</td>\n","      <td>Stephen G. Breyer</td>\n","      <td>majority</td>\n","      <td>none</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>Edith Jones, et al., on Behalf of Herself and a Class of Others Similarly Situated</td>\n","      <td>majority opinion</td>\n","      <td>reversed/remanded</td>\n","      <td>1316</td>\n","      <td>0</td>\n","      <td>WORK_OF_ART</td>\n","      <td>PERSON</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         ID  ... second_party_ner\n","1549  55152  ...           PERSON\n","\n","[1 rows x 44 columns]"]},"metadata":{},"execution_count":314}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":638},"id":"dsrKV1NQtyU9","executionInfo":{"status":"ok","timestamp":1637753501894,"user_tz":480,"elapsed":657,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"9cb9fb76-27b9-4e1e-c239-1ba466173fab"},"source":["data_distribution_graph(df, ['second_party_ner'])"],"id":"dsrKV1NQtyU9","execution_count":310,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x720 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"nRkcnO37r9Fa"},"source":["# plot_multi_group(df_zero, [['vote_type_1', 'opinion_type_1']])\n","# plot_multi_group(df_zero, [['vote_type_2', 'opinion_type_2']])\n","# plot_multi_group(df_zero, [['vote_type_3', 'opinion_type_3']])\n","# plot_multi_group(df_zero, [['vote_type_4', 'opinion_type_4']])\n","# plot_multi_group(df_zero, [['vote_type_5', 'opinion_type_5']])\n","# plot_multi_group(df_zero, [['vote_type_6', 'opinion_type_6']])\n","# plot_multi_group(df_zero, [['vote_type_7', 'opinion_type_7']])\n","# plot_multi_group(df_zero, [['vote_type_8', 'opinion_type_8']])\n","# plot_multi_group(df_zero, [['vote_type_9', 'opinion_type_9']])"],"id":"nRkcnO37r9Fa","execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"4LPd1bYyfpun"},"source":["## Data Issues"],"id":"4LPd1bYyfpun"},{"cell_type":"markdown","metadata":{"id":"lCUK1_GagKOg"},"source":["### Ambigous Winner Name"],"id":"lCUK1_GagKOg"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":78},"id":"3hTqJITm6ikf","executionInfo":{"status":"ok","timestamp":1638049748147,"user_tz":480,"elapsed":264,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"e3b04158-0fe1-497d-d615-27c38e89a672"},"source":["# Boggs vs Boggs who's the winner????\n","df.loc[df['docket'] == '96-79'][['name','first_party','second_party', 'docket', 'term', 'majority_vote', 'minority_vote', 'winning_party', 'first_party_winner']]"],"id":"3hTqJITm6ikf","execution_count":97,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>name</th>\n","      <th>first_party</th>\n","      <th>second_party</th>\n","      <th>docket</th>\n","      <th>term</th>\n","      <th>majority_vote</th>\n","      <th>minority_vote</th>\n","      <th>winning_party</th>\n","      <th>first_party_winner</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>921</th>\n","      <td>Boggs v. Boggs</td>\n","      <td>Boggs</td>\n","      <td>Boggs</td>\n","      <td>96-79</td>\n","      <td>1996</td>\n","      <td>5</td>\n","      <td>4</td>\n","      <td>Boggs</td>\n","      <td>True</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["               name first_party  ... winning_party first_party_winner\n","921  Boggs v. Boggs       Boggs  ...         Boggs               True\n","\n","[1 rows x 9 columns]"]},"metadata":{},"execution_count":97}]},{"cell_type":"markdown","metadata":{"id":"TzpSP3R1gOLq"},"source":["### Votes are swapped"],"id":"TzpSP3R1gOLq"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":78},"id":"4iRu0isJk-bO","executionInfo":{"status":"ok","timestamp":1637751243101,"user_tz":480,"elapsed":147,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"af102ce8-fdc8-4aae-bb15-f82624237ef7"},"source":["# Another error record, the votes are swaped\n","df.loc[df['minority_vote'] == 9][['name','docket','majority_vote', 'minority_vote', 'decision_type']]"],"id":"4iRu0isJk-bO","execution_count":285,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>name</th>\n","      <th>docket</th>\n","      <th>majority_vote</th>\n","      <th>minority_vote</th>\n","      <th>decision_type</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2797</th>\n","      <td>Taylor v. Barkes</td>\n","      <td>14-939</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>per curiam</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                  name  docket  majority_vote  minority_vote decision_type\n","2797  Taylor v. Barkes  14-939              0              9    per curiam"]},"metadata":{},"execution_count":285}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":78},"id":"Fjtt98TclWhs","executionInfo":{"status":"ok","timestamp":1637751354376,"user_tz":480,"elapsed":160,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"11e1ec0f-067d-458a-9bad-13388f77bf0e"},"source":["# the correct votes from another source.\n","df_scdb.loc[df_scdb['docket'] == '14-939'][['caseName','docket','majVotes', 'minVotes', 'decisionType']]"],"id":"Fjtt98TclWhs","execution_count":286,"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>caseName</th>\n","      <th>docket</th>\n","      <th>majVotes</th>\n","      <th>minVotes</th>\n","      <th>decisionType</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>13178</th>\n","      <td>TAYLOR v. BARKES</td>\n","      <td>14-939</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>2</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["               caseName  docket  majVotes  minVotes  decisionType\n","13178  TAYLOR v. BARKES  14-939         9         0             2"]},"metadata":{},"execution_count":286}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":78},"id":"nuWkFPB5f4WP","executionInfo":{"status":"ok","timestamp":1637750319033,"user_tz":480,"elapsed":140,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"77f98d15-4b06-41d2-c758-4af268bdf72d"},"source":["# Error Record\n","df.loc[df['docket'] == '78-1577'][['majority_vote', 'minority_vote', 'decision_type']]"],"id":"nuWkFPB5f4WP","execution_count":268,"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>majority_vote</th>\n","      <th>minority_vote</th>\n","      <th>decision_type</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>290</th>\n","      <td>0</td>\n","      <td>8</td>\n","      <td>equally divided</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["     majority_vote  minority_vote    decision_type\n","290              0              8  equally divided"]},"metadata":{},"execution_count":268}]},{"cell_type":"markdown","metadata":{"id":"f8W8fYc3gRzq"},"source":["### Zero Votes"],"id":"f8W8fYc3gRzq"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":601},"id":"pijf--D8hsD8","executionInfo":{"status":"ok","timestamp":1637750357579,"user_tz":480,"elapsed":146,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"a344d90e-d86c-40b0-8583-d700456c2d64"},"source":["# found it in the equally divided category\n","df.loc[df['decision_type'] == 'equally divided'][['majority_vote', 'minority_vote']]"],"id":"pijf--D8hsD8","execution_count":271,"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>majority_vote</th>\n","      <th>minority_vote</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>290</th>\n","      <td>0</td>\n","      <td>8</td>\n","    </tr>\n","    <tr>\n","      <th>401</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>460</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>869</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1157</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1207</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1462</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1861</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1901</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2121</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2128</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2651</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2791</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2841</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2847</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2859</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2935</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2956</th>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      majority_vote  minority_vote\n","290               0              8\n","401               0              0\n","460               0              0\n","869               0              0\n","1157              0              0\n","1207              0              0\n","1462              0              0\n","1861              0              0\n","1901              0              0\n","2121              0              0\n","2128              0              0\n","2651              0              0\n","2791              0              0\n","2841              0              0\n","2847              0              0\n","2859              0              0\n","2935              0              0\n","2956              0              0"]},"metadata":{},"execution_count":271}]},{"cell_type":"markdown","metadata":{"id":"h7YVZt6ggV1N"},"source":["### Major votes with dismisse decision"],"id":"h7YVZt6ggV1N"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6Ko_KKB3Bsxd","executionInfo":{"status":"ok","timestamp":1638049938925,"user_tz":480,"elapsed":155,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"7e3bfc06-3b5f-4fcf-b486-a0c67c040044"},"source":["# why votes 5 and greater have dismissal? check it up\n","df.groupby(['majority_vote', 'decision_type']).size()"],"id":"6Ko_KKB3Bsxd","execution_count":109,"outputs":[{"output_type":"execute_result","data":{"text/plain":["majority_vote  decision_type                    \n","0              dismissal - improvidently granted      2\n","               dismissal - moot                       4\n","               dismissal - other                      4\n","               dismissal - rule 46                    8\n","               memorandum                             1\n","               per curiam                             6\n","4              equally divided                       17\n","               majority opinion                      11\n","               per curiam                             1\n","               plurality opinion                      5\n","5              dismissal - other                      1\n","               majority opinion                     672\n","               per curiam                            27\n","               plurality opinion                     92\n","6              dismissal - improvidently granted      1\n","               majority opinion                     502\n","               opinion of the court                   1\n","               per curiam                            29\n","               plurality opinion                     33\n","7              dismissal - other                      2\n","               majority opinion                     398\n","               per curiam                            26\n","               plurality opinion                     16\n","8              dismissal - improvidently granted      1\n","               dismissal - moot                       1\n","               dismissal - other                      1\n","               majority opinion                     368\n","               per curiam                            36\n","               plurality opinion                      4\n","9              dismissal - improvidently granted      2\n","               dismissal - rule 46                    1\n","               majority opinion                     878\n","               per curiam                           142\n","               plurality opinion                      3\n","dtype: int64"]},"metadata":{},"execution_count":109}]},{"cell_type":"markdown","metadata":{"id":"efWjtMr-haUH"},"source":["### Equally divided votes with affirmed disposition"],"id":"efWjtMr-haUH"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":48},"id":"vY7PnIAPwt9j","executionInfo":{"status":"ok","timestamp":1638069073908,"user_tz":480,"elapsed":1861,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"a2dbadd2-c26b-4f5a-c118-a7e314eeb138"},"source":["# why all votes are zero and why dispoisiton affirmed, how come there is a winning party?\n","df.loc[df['decision_type'] == 'equally divided'][['decision_type','majority_vote', 'minority_vote', 'first_party_winner', 'disposition']]"],"id":"vY7PnIAPwt9j","execution_count":137,"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>decision_type</th>\n","      <th>majority_vote</th>\n","      <th>minority_vote</th>\n","      <th>first_party_winner</th>\n","      <th>disposition</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["Empty DataFrame\n","Columns: [decision_type, majority_vote, minority_vote, first_party_winner, disposition]\n","Index: []"]},"metadata":{},"execution_count":137}]},{"cell_type":"markdown","metadata":{"id":"fvVIlvF5h2U8"},"source":["## Data Cleansing"],"id":"fvVIlvF5h2U8"},{"cell_type":"markdown","metadata":{"id":"2V_tco_NnY3J"},"source":["### Create First Party Winner Boolean Column"],"id":"2V_tco_NnY3J"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6NEqS0TDEe-L","executionInfo":{"status":"ok","timestamp":1638070003198,"user_tz":480,"elapsed":1985,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"070167a2-75c4-4b97-dc9c-03a5bd627fe8"},"source":["# create first_party_winner column\n","double_match = 0\n","for idx, row in df.iterrows():\n","  # Na value found\n","  if row['winning_party'] == None:\n","    df.loc[idx, 'first_party_winner'] = None\n","    continue\n","  # Empty string found\n","  if not row['winning_party']:\n","    # print('winning party is empty string')\n","    df.loc[idx, 'first_party_winner'] = None\n","    continue\n","  # First party is none or empty string\n","  if row['first_party'] == None or not row['first_party']:\n","    print('first_party is none')\n","    continue\n","  # Check if winning party is substring of first party and second (which is a confusion!!)\n","  match_first_party = row['winning_party'].strip().lower() in row['first_party'].strip().lower()\n","  match_second_party = row['winning_party'].strip().lower() in row['second_party'].strip().lower()\n","  if match_first_party and match_second_party:\n","    double_match += 1\n","    # print(df.loc[idx][['first_party','second_party', 'docket', 'term', 'majority_vote', 'minority_vote', 'winning_party']])\n","    # make the first_party_winner none\n","    df.loc[idx, 'first_party_winner'] = None\n","    continue\n","\n","  if match_first_party:\n","    df.loc[idx, 'first_party_winner'] = True\n","  else:\n","    df.loc[idx, 'first_party_winner'] = False\n","\n","print(\"Warning: in {} cases, the winning name matched in both parties! Made it None\".format(double_match))"],"id":"6NEqS0TDEe-L","execution_count":148,"outputs":[{"output_type":"stream","name":"stdout","text":["Warning: in 6 cases, the winning name matched in both parties! Made it None\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gHG9ustZhZxc","executionInfo":{"status":"ok","timestamp":1638070004024,"user_tz":480,"elapsed":159,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"c878511b-a641-49f9-b1ca-3b45cc49b56d"},"source":["# count of Na \n","df['first_party_winner'].isna().sum()"],"id":"gHG9ustZhZxc","execution_count":149,"outputs":[{"output_type":"execute_result","data":{"text/plain":["894"]},"metadata":{},"execution_count":149}]},{"cell_type":"code","metadata":{"id":"RAr8OppZs939","executionInfo":{"status":"ok","timestamp":1638070005665,"user_tz":480,"elapsed":165,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["# Are all records duplicates of itself\n","def all_duplicates(df):\n","  selected_cols = df[['docket', 'term', 'majVotes', 'minVotes']]\n","  flag = selected_cols.duplicated(keep=False)\n","  return len(selected_cols) == flag.sum()"],"id":"RAr8OppZs939","execution_count":150,"outputs":[]},{"cell_type":"code","metadata":{"id":"eqtcNvpDxp6F","executionInfo":{"status":"ok","timestamp":1638070008893,"user_tz":480,"elapsed":267,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["def find_best_match(case, df):\n","  df = df.copy()\n","  # if term is like '1940-1955' return empty\n","  if len(case['term']) > 4:  \n","    return pd.DataFrame()\n","  best_case = df.loc[df['term'] == int(case['term'])] \n","  \n","  # if there are more than one match with same term\n","  if len(best_case.values) > 1:\n","    if all_duplicates(best_case):\n","      return best_case.head(n=1)\n","\n","    # match with majority and minority votes\n","    matching_majority = best_case['majVotes'] == int(case['majority_vote'])\n","    matching_minority = best_case['minVotes'] == int(case['minority_vote']) \n","    matching_condition = (matching_majority & matching_minority).astype(int)\n","    best_case.loc[: ,'matching_condition'] = matching_condition\n","    df_match = best_case.loc[best_case['matching_condition'] == 1]\n","    return df_match.head(n=1)\n","  else:\n","    return best_case\n","  return pd.DataFrame() #empty (no match)\n","\n","def get_matching_case(case, df):\n","  df = df.copy()\n","  other_case = df.loc[df['docket'] == case['docket']]\n","  if other_case.empty:  # if record not found\n","    return pd.DataFrame()\n","  if len(other_case.values) > 1:   # if there are more than one match, match with term\n","    other_case = find_best_match(case, other_case)\n","  return other_case"],"id":"eqtcNvpDxp6F","execution_count":151,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"SAP74kBNoWrB"},"source":["### Start analysis by finding all zero votes"],"id":"SAP74kBNoWrB"},{"cell_type":"code","metadata":{"id":"qbkY8ljIpQY2","executionInfo":{"status":"ok","timestamp":1638070010305,"user_tz":480,"elapsed":188,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["# find the majority and minority votes == 0\n","zero_condition = ((df['majority_vote'] == 0) & (df['minority_vote'] == 0)).astype(int)\n","df_zero = df.loc[zero_condition == 1]"],"id":"qbkY8ljIpQY2","execution_count":152,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"6Si40UAx_Mgh"},"source":["### Filling the zero votes with scdb.wustl.edu SCOUT database"],"id":"6Si40UAx_Mgh"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_ypo6_NV5hXY","executionInfo":{"status":"ok","timestamp":1638070012411,"user_tz":480,"elapsed":846,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"5ba86ba7-c8ba-42ac-c229-9aa16da68ee5"},"source":["'''\n","source: \n","Values of Descision Type: http://scdb.wustl.edu/documentation.php?var=decisionType\n","1\topinion of the court (orally argued)\n","2\tper curiam (no oral argument)\n","4\tdecrees\n","5\tequally divided vote\n","6\tper curiam (orally argued)\n","7\tjudgment of the Court (orally argued)\n","8\tseriatim\n","'''\n","decision_type = {1: 'opinion of the court', \n","                 2: 'per curiam', \n","                 4: 'decrees', \n","                 5:'equally divided', \n","                 6: 'per curiam',\n","                 7: 'judgment of the Court',\n","                 8: 'seriatim'}\n","\n","unmatch = []  # if the case was not found in the second source register it\n","duplicates = [] # if the case has duplicates in the other souce save the row\n","for idx, zero_case in df_zero.iterrows():\n","  best_match = get_matching_case(zero_case, df_scdb)\n","  if best_match.empty:\n","    unmatch.append(zero_case)\n","    continue\n","  # update the majority vote\n","  df.at[idx, 'majority_vote'] = int(best_match['majVotes'])\n","  # update the minority vote\n","  df.at[idx, 'minority_vote'] = int(best_match['minVotes'])\n","  # update decision type\n","  df.at[idx, 'decision_type'] = decision_type[best_match['decisionType'].values[0]]\n","  # update zero condition to false\n","  df.at[idx, 'zero_condition'] = False\n","  \n","if len(unmatch) == 0:\n","  print(\"hurray all zeros have been filled!\")\n","else:\n","  print(\"still {} missing votes\".format(len(unmatch)))"],"id":"_ypo6_NV5hXY","execution_count":153,"outputs":[{"output_type":"stream","name":"stdout","text":["still 25 missing votes\n"]}]},{"cell_type":"markdown","metadata":{"id":"_Y8qOCEWdGtN"},"source":["### Fill the empty winning party from scdb"],"id":"_Y8qOCEWdGtN"},{"cell_type":"code","metadata":{"id":"7rxX6yZrxODe","executionInfo":{"status":"ok","timestamp":1638070025405,"user_tz":480,"elapsed":11191,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["# fill the Na with the winning party form scdb\n","for idx, row in df.iterrows():\n","  # first party winner is exists\n","  if row['first_party_winner']:\n","    continue\n","  match_case = get_matching_case(row, df_scdb)\n","  # didn't find a match\n","  if match_case.empty:\n","    continue\n","  # according to http://scdb.wustl.edu/\n","  # 0\tno favorable disposition for petitioning party apparent => second party is the winner\n","  # 1\tpetitioning party received a favorable disposition => first party is the winner\n","\n","  if match_case['partyWinning'].values[0] == 1:\n","    df.loc[idx, 'first_party_winner'] = True\n","  if match_case['partyWinning'].values[0] == 0:\n","    df.loc[idx, 'first_party_winner'] = False"],"id":"7rxX6yZrxODe","execution_count":154,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-5iZqG6s6NT6","executionInfo":{"status":"ok","timestamp":1638070025406,"user_tz":480,"elapsed":7,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"cf90fcc5-cfb0-42e9-f890-e4109632c13b"},"source":["df['first_party_winner'].isna().sum()"],"id":"-5iZqG6s6NT6","execution_count":155,"outputs":[{"output_type":"execute_result","data":{"text/plain":["15"]},"metadata":{},"execution_count":155}]},{"cell_type":"markdown","metadata":{"id":"7GodcUPkbsJk"},"source":["### Compare Oyez and SCDB winning parties"],"id":"7GodcUPkbsJk"},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HeWdbCkH8Dew","executionInfo":{"status":"ok","timestamp":1638070050408,"user_tz":480,"elapsed":25006,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"6e2f87a1-c07f-4801-862a-1cec7929882f"},"source":["# compare the (winning party) between oyez and scdb\n","different_winner = []\n","different_votes = []\n","missed_cases = []\n","for idx, oyez_case in df.iterrows():\n","  # empty winning party in oyez then skip\n","  if oyez_case['first_party_winner'] == None:\n","    continue\n","  best_match = get_matching_case(oyez_case, df_scdb)\n","  # if record not found in scdb skip and append case to not found list\n","  if best_match.empty:  \n","    missed_cases.append(oyez_case)\n","    continue\n","  mismatch_majority = oyez_case['majority_vote'] != best_match['majVotes'].values[0]\n","  mismatch_minority = oyez_case['minority_vote'] != best_match['minVotes'].values[0]\n","  if mismatch_majority or mismatch_minority:\n","    different_votes.append(oyez_case)\n","  if oyez_case['first_party_winner'] != best_match['partyWinning'].values[0]:\n","    different_winner.append(oyez_case)\n","\n","print(\"mismatch winners {}\".format(len(different_winner)))\n","print(\"mismatch votes {}\".format(len(different_votes)))\n","print(\"missed cases {}\".format(len(missed_cases)))"],"id":"HeWdbCkH8Dew","execution_count":156,"outputs":[{"output_type":"stream","name":"stdout","text":["mismatch winners 14\n","mismatch votes 85\n","missed cases 122\n"]}]},{"cell_type":"markdown","metadata":{"id":"n7-JqSmXbxsi"},"source":["### Update oyez's different winners and votes with scdb"],"id":"n7-JqSmXbxsi"},{"cell_type":"code","metadata":{"id":"cItN_3c4_Mqe","executionInfo":{"status":"ok","timestamp":1638070076480,"user_tz":480,"elapsed":2719,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["# update votes and winners\n","for result in different_votes:\n","  best_match = get_matching_case(result, df_scdb)\n","  df.loc[df['ID'] == result['ID'], 'majority_vote'] = int(best_match['majVotes'])\n","  df.loc[df['ID'] == result['ID'], 'minority_vote'] = int(best_match['minVotes'])\n","\n","for result in different_winner:\n","  best_match = get_matching_case(result, df_scdb)\n","  if best_match['partyWinning'].values[0] == 1:\n","    df.at[df['ID'] == result['ID'], 'first_party_winner'] = True\n","  if best_match['partyWinning'].values[0] == 0:\n","    df.at[df['ID'] == result['ID'], 'first_party_winner'] = False"],"id":"cItN_3c4_Mqe","execution_count":157,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"c5PqZY94b8FI"},"source":["### Add issue area column"],"id":"c5PqZY94b8FI"},{"cell_type":"code","metadata":{"id":"cHIoTBDKXGLZ","executionInfo":{"status":"ok","timestamp":1638070221896,"user_tz":480,"elapsed":143901,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["# update issue area\n","issue_area = {1:\t'Criminal Procedure',\n","2:\t'Civil Rights',\n","3:\t'First Amendment',\n","4:\t'Due Process',\n","5:\t'Privacy',\n","6:\t'Attorneys',\n","7:\t'Unions',\n","8:\t'Economic Activity',\n","9:\t'Judicial Power',\n","10:\t'Federalism',\n","11:\t'Interstate Relations',\n","12:\t'Federal Taxation',\n","13:\t'Miscellaneous',\n","14:\t'Private Action'}\n","\n","for idx, oyez_case in df.iterrows():\n","  best_match = get_matching_case(oyez_case, df_scdb)\n","  # if record not found in scdb skip and append case to not found list\n","  if best_match.empty:\n","    missed_cases.append(oyez_case)\n","    continue\n","  if best_match['issueArea'].values[0] in issue_area:\n","    df.at[df['ID'] == oyez_case['ID'], 'issue_area'] = issue_area[best_match['issueArea'].values[0]]\n","  else:\n","    df.at[df['ID'] == oyez_case['ID'], 'issue_area'] = None\n"],"id":"cHIoTBDKXGLZ","execution_count":158,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8hXClUo7cBGc"},"source":["### Display different winners and votes "],"id":"8hXClUo7cBGc"},{"cell_type":"code","metadata":{"id":"FeAkx3efz4yk","executionInfo":{"status":"ok","timestamp":1638010963926,"user_tz":480,"elapsed":3,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["for result in different_votes:\n","  display(df.loc[df['ID'] == result['ID']][['name', 'docket', 'term', 'majority_vote', 'minority_vote', 'winning_party', 'first_party_winner', 'disposition']])\n","  best_match = get_matching_case(result, df_scdb)\n","  display(best_match[['caseName', 'docket', 'term', 'majVotes', 'minVotes', 'partyWinning']])\n","  print()\n","  print()"],"id":"FeAkx3efz4yk","execution_count":51,"outputs":[]},{"cell_type":"code","metadata":{"id":"1sMj6sximLVN"},"source":["for result in different_winner:\n","  display(df.loc[df['ID'] == result['ID']][['name', 'docket', 'term', 'majority_vote', 'minority_vote', 'winning_party', 'first_party_winner']])\n","  best_match = get_matching_case(result, df_scdb)\n","  display(best_match[['caseName', 'docket', 'term', 'majVotes', 'minVotes', 'partyWinning']])\n","  print()\n","  print()"],"id":"1sMj6sximLVN","execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"vka9DTGufzWu","executionInfo":{"status":"ok","timestamp":1638065798512,"user_tz":480,"elapsed":259732,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["# update disposition and descion type\n","\n","for idx, oyez_case in df.iterrows():\n","  best_match = get_matching_case(oyez_case, df_scdb)\n","  # if record not found in scdb skip and append case to not found list\n","  if best_match.empty:  \n","    missed_cases.append(oyez_case)\n","    continue\n","  df.at[df['ID'] == oyez_case['ID'], 'decision_type'] = best_match['decisionType'].values[0]\n","  df.at[df['ID'] == oyez_case['ID'], 'dispoisition'] = best_match['caseDisposition'].values[0]"],"id":"vka9DTGufzWu","execution_count":111,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"M_43-DCBV9pe","executionInfo":{"status":"ok","timestamp":1638068271080,"user_tz":480,"elapsed":180,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}},"outputId":"25ebd5ac-3cbf-46fb-a513-ac3b58b4426c"},"source":["df.isna().sum()"],"id":"M_43-DCBV9pe","execution_count":135,"outputs":[{"output_type":"execute_result","data":{"text/plain":["ID                       0\n","name                     0\n","href                     0\n","docket                   0\n","term                     0\n","first_party              0\n","second_party             0\n","facts                    0\n","majority_vote            0\n","minority_vote            0\n","winning_party          884\n","decision_type            3\n","disposition             72\n","facts_len                0\n","first_party_winner      15\n","zero_condition        3242\n","dispoisition           135\n","issue_area             142\n","dtype: int64"]},"metadata":{},"execution_count":135}]},{"cell_type":"markdown","metadata":{"id":"94iJZ-8WiFqt"},"source":["## Save Dataset"],"id":"94iJZ-8WiFqt"},{"cell_type":"code","metadata":{"id":"3AqbOGlOiLGs","executionInfo":{"status":"ok","timestamp":1638070502861,"user_tz":480,"elapsed":452,"user":{"displayName":"Mohammed Alsayed","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiJd9nZQXGKEBE5ndz4I7xXiafcOF0TY-N7T1Lp=s64","userId":"00499459971439694285"}}},"source":["good_cols = ['ID', 'name', 'href', 'docket', 'term',\t'first_party'\t,'second_party', 'facts','facts_len', 'majority_vote',\t'minority_vote','first_party_winner',\t'decision_type',\t'disposition',\t'issue_area']\n","good_df = df[good_cols]\n","good_df.to_csv(base_path + 'clean_cases.csv')"],"id":"3AqbOGlOiLGs","execution_count":161,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"97a21e92"},"source":["## Statistics after Preprocessing"],"id":"97a21e92"},{"cell_type":"code","metadata":{"id":"761f95bd"},"source":["avg_after_preprocessing = df['facts'].apply(lambda x: len(str(x))).mean()\n","print(f'Average facts character length (after preprocesesing): {avg_after_preprocessing:.0f}')"],"id":"761f95bd","execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"b2efc36a"},"source":["display(df.head(n=3))"],"id":"b2efc36a","execution_count":null,"outputs":[]}]}