merging.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Purpose: \n",
    "\n",
    "Merge files created from steps 1 & 2: \n",
    "1. [BILL DATA] bill_name_collection\n",
    "2. LOBBYING DATA: scraping_data_collection.ipynb\n",
    "3. Filter on firms that have lobbied on more than 5 bills \n",
    "\n",
    "Final Outputs: \n",
    "- 'complete_bills_info2.csv'\n",
    "- orgs_more_than_six_bills.csv\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'c:\\\\Users\\\\Sanha Tahir\\\\Downloads\\\\GeorgeTown\\\\DS3\\\\Final Project'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loading required packages: \n",
    "\n",
    "import pandas as pd \n",
    "import os \n",
    "import matplotlib.pyplot as plt \n",
    "## repeated printouts and wide-format text:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = 'all'\n",
    "\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "# Fixing fonts:\n",
    "plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "\n",
    "\n",
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ev = pd.read_csv('lobbying_results3_with_text.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "bill = pd.read_csv('bill_extraction_completion.csv')\n",
    "# Define a function that operates on a row\n",
    "def creating_IDs(row):\n",
    "    classif = row[\"classif\"].lower()\n",
    "    nmbr = str(row[\"bill_number\"])\n",
    "    \n",
    "    final = classif + nmbr + \"-118\"\n",
    "    return final\n",
    "\n",
    "# Apply the function to each row along the columns (axis=1)\n",
    "bill['ID'] = bill.apply(creating_IDs, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df = pd.merge(ev, bill, on='ID', how='right')\n",
    "merged_df.to_csv('complete_bills_info2.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting some base characteristics: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Unnamed: 0.2</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
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       "      <th>ID</th>\n",
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       "      <th>Sponsor</th>\n",
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       "      <td>complete</td>\n",
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       "      <td>American Sugar Alliance</td>\n",
       "      <td>2023.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>R</td>\n",
       "      <td>Rep. Cammack, Kat [R-FL-3]</td>\n",
       "      <td>Rep. Kildee, Daniel T. [D-MI-8] Rep. Letlow, J...</td>\n",
       "      <td>complete</td>\n",
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       "      <td>hconres13-118</td>\n",
       "      <td>H.Con.Res.13: Supporting the Local Radio Freed...</td>\n",
       "      <td>Steve Womack (R-AR)</td>\n",
       "      <td>Robert B Aderholt (R-AL), Mark Alford (R-MO),...</td>\n",
       "      <td>iHeartMedia Inc</td>\n",
       "      <td>2023.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>HCONRES</td>\n",
       "      <td>Supporting the Local Radio Freedom Act.</td>\n",
       "      <td>Science, Technology, Communications</td>\n",
       "      <td>R</td>\n",
       "      <td>Rep. Womack, Steve [R-AR-3]</td>\n",
       "      <td>Rep. Castor, Kathy [D-FL-14] Rep. Amodei, Mark...</td>\n",
       "      <td>complete</td>\n",
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       "      <td>Steve Womack (R-AR)</td>\n",
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       "      <td>National Assn of Broadcasters</td>\n",
       "      <td>2023.0</td>\n",
       "      <td>14.0</td>\n",
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       "      <td>R</td>\n",
       "      <td>Rep. Womack, Steve [R-AR-3]</td>\n",
       "      <td>Rep. Castor, Kathy [D-FL-14] Rep. Amodei, Mark...</td>\n",
       "      <td>complete</td>\n",
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       "      <th>4</th>\n",
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       "      <td>5.0</td>\n",
       "      <td>hconres13-118</td>\n",
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       "      <td>Steve Womack (R-AR)</td>\n",
       "      <td>Robert B Aderholt (R-AL), Mark Alford (R-MO),...</td>\n",
       "      <td>Recording Industry Assn of America</td>\n",
       "      <td>2023.0</td>\n",
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       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>13</td>\n",
       "      <td>HCONRES</td>\n",
       "      <td>Supporting the Local Radio Freedom Act.</td>\n",
       "      <td>Science, Technology, Communications</td>\n",
       "      <td>R</td>\n",
       "      <td>Rep. Womack, Steve [R-AR-3]</td>\n",
       "      <td>Rep. Castor, Kathy [D-FL-14] Rep. Amodei, Mark...</td>\n",
       "      <td>complete</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>5 rows × 104 columns</p>\n",
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      "text/plain": [
       "   Unnamed: 0.2  Unnamed: 0.1  Unnamed: 0             ID  \\\n",
       "0             0           0.0         0.0  hconres10-118   \n",
       "1             1           2.0         2.0  hconres12-118   \n",
       "2             2           3.0         3.0  hconres13-118   \n",
       "3             3           4.0         4.0  hconres13-118   \n",
       "4             4           5.0         5.0  hconres13-118   \n",
       "\n",
       "                                          Bill_Title               Sponsor  \\\n",
       "0  H.Con.Res.10: Expressing the sense of Congress...    Tom Tiffany (R-WI)   \n",
       "1  H.Con.Res.12: Expressing the sense of Congress...    Kat Cammack (R-FL)   \n",
       "2  H.Con.Res.13: Supporting the Local Radio Freed...   Steve Womack (R-AR)   \n",
       "3  H.Con.Res.13: Supporting the Local Radio Freed...   Steve Womack (R-AR)   \n",
       "4  H.Con.Res.13: Supporting the Local Radio Freed...   Steve Womack (R-AR)   \n",
       "\n",
       "                                         Co_Sponsors  \\\n",
       "0   Brian Babin (R-TX), Gus Bilirakis (R-FL), Lau...   \n",
       "1   Brad Finstad (R-MN), Michelle Fischbach (R-MN...   \n",
       "2   Robert B Aderholt (R-AL), Mark Alford (R-MO),...   \n",
       "3   Robert B Aderholt (R-AL), Mark Alford (R-MO),...   \n",
       "4   Robert B Aderholt (R-AL), Mark Alford (R-MO),...   \n",
       "\n",
       "                         Organization    Year  Issue_Count  ... Unnamed: 93  \\\n",
       "0                 PharmaEssentia Corp  2023.0          1.0  ...         NaN   \n",
       "1             American Sugar Alliance  2023.0          5.0  ...         NaN   \n",
       "2                     iHeartMedia Inc  2023.0         17.0  ...         NaN   \n",
       "3       National Assn of Broadcasters  2023.0         14.0  ...         NaN   \n",
       "4  Recording Industry Assn of America  2023.0          3.0  ...         NaN   \n",
       "\n",
       "  Unnamed: 94  bill_number  classif  \\\n",
       "0         NaN           10  HCONRES   \n",
       "1         NaN           12  HCONRES   \n",
       "2         NaN           13  HCONRES   \n",
       "3         NaN           13  HCONRES   \n",
       "4         NaN           13  HCONRES   \n",
       "\n",
       "                                               title  \\\n",
       "0  Expressing the sense of Congress that the Unit...   \n",
       "1  Expressing the sense of Congress that all dire...   \n",
       "2            Supporting the Local Radio Freedom Act.   \n",
       "3            Supporting the Local Radio Freedom Act.   \n",
       "4            Supporting the Local Radio Freedom Act.   \n",
       "\n",
       "                               policy_area  main_boi_party  \\\n",
       "0                    International Affairs               R   \n",
       "1  Foreign Trade and International Finance               R   \n",
       "2      Science, Technology, Communications               R   \n",
       "3      Science, Technology, Communications               R   \n",
       "4      Science, Technology, Communications               R   \n",
       "\n",
       "                      main_boi_name  \\\n",
       "0  Rep. Tiffany, Thomas P. [R-WI-7]   \n",
       "1        Rep. Cammack, Kat [R-FL-3]   \n",
       "2       Rep. Womack, Steve [R-AR-3]   \n",
       "3       Rep. Womack, Steve [R-AR-3]   \n",
       "4       Rep. Womack, Steve [R-AR-3]   \n",
       "\n",
       "                               co_sponsor_party_list  extraction_status  \n",
       "0  Rep. Perry, Scott [R-PA-10] Rep. Donalds, Byro...           complete  \n",
       "1  Rep. Kildee, Daniel T. [D-MI-8] Rep. Letlow, J...           complete  \n",
       "2  Rep. Castor, Kathy [D-FL-14] Rep. Amodei, Mark...           complete  \n",
       "3  Rep. Castor, Kathy [D-FL-14] Rep. Amodei, Mark...           complete  \n",
       "4  Rep. Castor, Kathy [D-FL-14] Rep. Amodei, Mark...           complete  \n",
       "\n",
       "[5 rows x 104 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged = pd.read_csv('complete_bills_info2.csv')\n",
    "merged.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bill Structures:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
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       "      <th>300</th>\n",
       "      <td>Amazon.com</td>\n",
       "      <td>HR</td>\n",
       "      <td>10</td>\n",
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       "      <th>401</th>\n",
       "      <td>Amazon.com</td>\n",
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      "text/plain": [
       "    Organization classif   0\n",
       "300   Amazon.com      HR  10\n",
       "401   Amazon.com       S   8"
      ]
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       "      <td>Alphabet Inc</td>\n",
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       "      <td>Alphabet Inc</td>\n",
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       "     Organization classif   0\n",
       "271  Alphabet Inc       S  11\n",
       "430  Alphabet Inc      HR   8"
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       "      <td>Meta</td>\n",
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       "     Organization classif  0\n",
       "388          Meta       S  8\n",
       "1115         Meta      HR  3"
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     "execution_count": 35,
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       "      <td>Microsoft Corp</td>\n",
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       "      <td>17</td>\n",
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       "      <td>Microsoft Corp</td>\n",
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       "       Organization classif   0\n",
       "124  Microsoft Corp       S  17\n",
       "279  Microsoft Corp      HR  10"
      ]
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     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option(\"display.max_rows\", 10)\n",
    "\n",
    "class_firms = merged[[\"Organization\", \"classif\"]].value_counts().reset_index()\n",
    "class_firms[class_firms.Organization == \"Amazon.com\"]\n",
    "class_firms[class_firms.Organization == \"Alphabet Inc\"]\n",
    "class_firms[class_firms.Organization == \"Meta\"]\n",
    "class_firms[class_firms.Organization == \"Microsoft Corp\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "from brokenaxes import brokenaxes\n",
    "import seaborn as sns \n",
    "import numpy as np\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extracting_bill_type(ss): \n",
    "    \n",
    "    pattern = r\"([a-zA-Z]+)(\\d+)-\\d+\"\n",
    "\n",
    "    # Use re.search to find the match\n",
    "    match = re.search(pattern, ss)\n",
    "\n",
    "    # Extract the matched part (prefix followed by a number)\n",
    "    if match:\n",
    "        prefix = match.group(1)\n",
    "    else:\n",
    "        print(\"No match found.\")\n",
    "\n",
    "    return prefix\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique bills:  7128\n",
      "Bill Structure: \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "hr         4291\n",
       "s          1849\n",
       "hres        557\n",
       "sres        255\n",
       "hjres        62\n",
       "hconres      55\n",
       "sjres        42\n",
       "sconres      17\n",
       "Name: bill_type, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of unique bills and overall structure: \n",
    "print(\"Unique bills: \", len(pd.unique(merged.ID)))\n",
    "\n",
    "unique_bills = pd.DataFrame(pd.unique(merged.ID), columns=['Unique_ID'])\n",
    "unique_bills[\"bill_type\"] = [extracting_bill_type(ss) for ss in unique_bills.Unique_ID]\n",
    "print(\"Bill Structure: \")\n",
    "unique_bills[\"bill_type\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Firms:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "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>Organization</th>\n",
       "      <th>Number_of_Bills</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>National Treasury Employees Union</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>US Chamber of Commerce</td>\n",
       "      <td>181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Disabled American Veterans</td>\n",
       "      <td>155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>National Assn of Mutual Insurance Companies</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Paralyzed Veterans of America</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  Organization  Number_of_Bills\n",
       "0            National Treasury Employees Union              281\n",
       "1                       US Chamber of Commerce              181\n",
       "2                   Disabled American Veterans              155\n",
       "3  National Assn of Mutual Insurance Companies              120\n",
       "4                Paralyzed Veterans of America              104"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Assuming 'Organization' is the column containing organization names in the DataFrame 'merged'\n",
    "number_of_bills = pd.DataFrame(merged['Organization'].value_counts().reset_index())\n",
    "\n",
    "# Rename columns for clarity\n",
    "number_of_bills.columns = ['Organization', 'Number_of_Bills']\n",
    "\n",
    "# Sort the DataFrame by descending values of 'Number_of_Bills'\n",
    "number_of_bills_sorted = number_of_bills.sort_values(by='Number_of_Bills', ascending=False)\n",
    "number_of_bills_sorted.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique firms:  2491\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "5.855823293172691"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Unique firms: \", len(pd.unique(merged.Organization)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "\n",
    "# plt.hist(number_of_bills.Number_of_Bills, bins=40)\n",
    "plt.axvline(x= number_of_bills.Number_of_Bills.mean() , color='red', linestyle='dashed', linewidth=1, label='Mean')\n",
    "\n",
    "plt.axvline(x= 1, color='black', linestyle='dashed', linewidth=1, label='Mean')\n",
    "\n",
    "\n",
    "# Label the first bar\n",
    "counts, edges, patches = plt.hist(number_of_bills.Number_of_Bills, bins=30, edgecolor='black')\n",
    "first_bar_value = edges[0]\n",
    "plt.text(first_bar_value, max(counts), f'Label on First Bar: {first_bar_value:.2f}', ha='left', va='center', color='green')\n",
    "\n",
    "\n",
    "plt.ylabel(\"Number of Organizations\")\n",
    "plt.xlabel(\"Number of Bills\")\n",
    "plt.suptitle(\"Distribution of Number of Bills Organizations Lobbied On\", y=0.98, x =0.53, fontsize=16)\n",
    "plt.title(\"Most firms only lobby on one bill, whereas the maximum number of bills a single firm has lobbied on is 281\", loc='left', fontsize=8)\n",
    "\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# # Create a boxplot with no outline and a blue background\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(14, 2)) \n",
    "boxplot = ax.boxplot(number_of_bills.Number_of_Bills, vert=False, patch_artist=True, \n",
    "                        boxprops={'facecolor': 'lightblue', 'edgecolor': 'blue'}, \n",
    "                        medianprops={'color': 'darkblue'},\n",
    "                                            whiskerprops={'color': 'lightblue'}, capprops={'color': 'lightblue'})\n",
    "\n",
    "# Customize the color of the outlier boxes\n",
    "for flier in boxplot['fliers']:\n",
    "    flier.set(marker='o', markersize=5, markeredgecolor='blue', markerfacecolor='lightblue')\n",
    "\n",
    "ax.spines['top'].set_visible(True)\n",
    "ax.spines['top'].set_color('darkgrey')\n",
    "ax.spines['right'].set_visible(True)\n",
    "ax.spines['right'].set_color('darkgrey')\n",
    "ax.spines['left'].set_visible(True)\n",
    "ax.spines['left'].set_color('darkgrey')\n",
    "ax.spines['bottom'].set_visible(True)\n",
    "ax.spines['bottom'].set_color('darkgrey')\n",
    "\n",
    "\n",
    "\n",
    "title_string = 'Distribution of Number of Bills Lobbied on by a Company'\n",
    "subtitle_string = 'On average, firms lobby on 5.6 bills, whereas 34% of the firms lobby only on one bill.'\n",
    "ax.text(0.02, 1.25, title_string, transform=ax.transAxes, fontsize=18)\n",
    "\n",
    "ax.set_title(subtitle_string, x=0.02, y=1.05, ha='left', fontsize= 14, color='darkgrey')\n",
    "\n",
    "ax.text(0.8, -0.25, \"$\\it{Data Source:  Webscraping  from  OpenSecrets.org}$\", transform=ax.transAxes, fontsize=6, color='darkgrey')\n",
    "# ax.text(0.05, 0.62, \"Mean: 5.9\", transform=ax.transAxes, fontsize=8, color='darkgrey')\n",
    "\n",
    "\n",
    "plt.yticks([])\n",
    "plt.grid(True, axis='x', linestyle='--', color='gray', alpha=0.7)\n",
    "plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "\n",
    "plt.xlabel(\"Number of Bills\")\n",
    "plt.show();\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18166"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "2491"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "622"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "0.24969891609795264"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orgs_on_more_than_five_bill = merged['Organization'].value_counts()[merged['Organization'].value_counts() > number_of_bills.Number_of_Bills.mean()].index.tolist()\n",
    "len(merged['Organization'])\n",
    "len(pd.unique( merged['Organization']))\n",
    "len(pd.unique(orgs_on_more_than_five_bill))\n",
    "\n",
    "len(orgs_on_more_than_five_bill)/len(pd.unique( merged['Organization']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10769"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "622"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "18166"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "2491"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered = merged[merged['Organization'].isin(orgs_on_more_than_five_bill)]\n",
    "\n",
    "len(filtered)\n",
    "len(pd.unique(filtered.Organization))\n",
    "\n",
    "len(merged['Organization'])\n",
    "len(pd.unique(merged.Organization))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_removed = filtered.iloc[:, 3:]\n",
    "df_removed.to_csv(\"orgs_more_than_six_bills.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Firms and funds:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "624"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adding funding data: \n",
    "\n",
    "# Adding funds data: \n",
    "\n",
    "funds = pd.read_csv(\"lobbying_and_their_funds.csv\" ,index_col=None)\n",
    "funds[\"funds_int\"] = [int(x.replace(\"$\", \"\").replace(\",\", \"\")) for x in funds[\"Total\"]]\n",
    "funds = funds.groupby(\"Company\").agg({\"funds_int\" : \"sum\"}).reset_index()\n",
    "len(pd.unique(funds.Company))\n",
    "firms_and_funds = pd.merge(merged, funds[['Company', 'funds_int']], right_on ='Company', left_on = \"Organization\", how='left')\n",
    "\n",
    "firms_and_funds = firms_and_funds.groupby(\"Company\").agg({\"funds_int\" : \"sum\",\n",
    "                                        'ID' : 'nunique'}).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Getting regression on funds and \n",
    "def currency_formatter(x, pos):\n",
    "    return f\"${int(x/1000000):,}M\"\n",
    "\n",
    "# Sample data\n",
    "x = firms_and_funds[\"funds_int\"]\n",
    "y = firms_and_funds[\"ID\"]\n",
    "\n",
    "x_subset = firms_and_funds[\"funds_int\"][firms_and_funds[\"Company\"].isin([\"Amazon.com\", \"Alphabet Inc\", \"Microsoft Corp\", \"Meta\"])]\n",
    "y_subset = firms_and_funds[\"ID\"][firms_and_funds[\"Company\"].isin([\"Amazon.com\", \"Alphabet Inc\", \"Microsoft Corp\", \"Meta\"])]\n",
    "\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "\n",
    "# Fit a linear regression model and plot the regression line with a 95% CI\n",
    "sns.regplot(x=x, y=y,  ci=95, color='darkblue', line_kws={'color': 'darkblue'}, scatter_kws={'color': 'lightblue'})\n",
    "plt.scatter(x=x, y=y, s = x/10000000, color='lightblue', marker='o',\n",
    "            edgecolors='black')\n",
    "plt.scatter(x_subset, y_subset, color='red', marker='*', label='Highlighted Firms')\n",
    "\n",
    "plt.xlabel(\"Total Funds Spent on Lobbying (Millions of Dollars)\")\n",
    "plt.gca().xaxis.set_major_formatter(FuncFormatter(currency_formatter))\n",
    "\n",
    "\n",
    "plt.ylabel(\"Number of Bills Lobbied On\")\n",
    "\n",
    "# Add title and subtitle\n",
    "plt.suptitle(\"Linear Regression Analysis:\", y=0.98, fontsize=16)\n",
    "plt.title(\"No linear relationship between a company's funds and the number of bills they lobby on\", fontsize=14, color='gray')\n",
    "\n",
    "\n",
    "# Add caption\n",
    "caption_text = \"Source: Scraped from OpenSecrets.org\"\n",
    "plt.figtext(0.7, 0.001, caption_text, ha=\"left\", va=\"center\", fontsize=8, color='gray')\n",
    "\n",
    "\n",
    "plt.grid(linestyle='--', color='gray', alpha=0.7)\n",
    "plt.show();\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "funds = pd.read_csv(\"lobbying_and_their_funds.csv\" ,index_col=None)\n",
    "funds[\"funds_int\"] = [int(x.replace(\"$\", \"\").replace(\",\", \"\")) for x in funds[\"Total\"]]\n",
    "funds = funds.groupby(\"Company\").agg({\"funds_int\" : \"sum\"}).reset_index()\n",
    "\n",
    "firms_and_funds = pd.merge(merged, funds[['Company', 'funds_int']], right_on ='Company', left_on = \"Organization\", how='left')\n",
    "policy_areas_funds = firms_and_funds.groupby(\"policy_area\").agg({\"funds_int\" : \"sum\", 'ID':'nunique'}).reset_index()\n",
    "\n",
    "categories = policy_areas_funds.policy_area\n",
    "values = policy_areas_funds.funds_int\n",
    "bubble_sizes  = policy_areas_funds.ID/3\n",
    "\n",
    "sorted_data = sorted(zip(categories, values, bubble_sizes), key=lambda x: x[1], reverse=False)\n",
    "categories, values, bubble_sizes = zip(*sorted_data)\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "plt.barh(categories, values, color='skyblue')\n",
    "\n",
    "for i, (category, value, size) in enumerate(zip(categories, values, bubble_sizes)):\n",
    "    plt.scatter(value, i, s=size, color='darkblue', zorder=5)  # zorder ensures bubbles are on top\n",
    "\n",
    "\n",
    "plt.xlabel(\"Total Funds Spent on Lobbying (Millions of Dollars)\")\n",
    "plt.gca().xaxis.set_major_formatter(FuncFormatter(currency_formatter))\n",
    "plt.ylabel('Policy Area')\n",
    "plt.title('Funds Spent Lobbying On Different Policy Areas')\n",
    "\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Sanha Tahir\\AppData\\Local\\Temp\\ipykernel_25588\\1224552402.py:26: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax1.set_xticklabels(categories, rotation=45, ha='right')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Sample data\n",
    "categories = ['Category A', 'Category B', 'Category C']\n",
    "funding_values = [100, 150, 200]\n",
    "num_bills_values = [5, 8, 12]\n",
    "\n",
    "\n",
    "categories = policy_areas_funds.policy_area\n",
    "funding_values = policy_areas_funds.funds_int\n",
    "num_bills_values  = policy_areas_funds.ID\n",
    "\n",
    "\n",
    "# Zip the data and sort by funding values in descending order\n",
    "sorted_data = sorted(zip(categories, funding_values, num_bills_values), key=lambda x: x[1], reverse=True)\n",
    "categories, funding_values, num_bills_values = zip(*sorted_data)\n",
    "\n",
    "# Create figure and left axis for funding (bar chart)\n",
    "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "# Plot the bar chart on the left axis\n",
    "ax1.bar(categories, funding_values, color='skyblue', label='Funding')\n",
    "\n",
    "# Set labels and title for the left axis\n",
    "ax1.set_xlabel('Policy Areas')\n",
    "ax1.set_ylabel('Funding (Millions of Dollars)', color='blue')\n",
    "ax1.tick_params('y', colors='blue')\n",
    "ax1.set_xticklabels(categories, rotation=45, ha='right')\n",
    "ax1.yaxis.set_major_formatter(FuncFormatter(currency_formatter))\n",
    "\n",
    "\n",
    "\n",
    "# Create right axis for number of bills (line chart)\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "# Plot the line chart on the right axis\n",
    "ax2.plot(categories, num_bills_values, color='orange', marker='o', label='Number of Bills')\n",
    "\n",
    "# Set labels and title for the right axis\n",
    "ax2.set_ylabel('Number of Bills', color='orange')\n",
    "ax2.tick_params('y', colors='orange')\n",
    "\n",
    "# Show legend for both charts\n",
    "ax1.legend(loc='upper left')\n",
    "ax2.legend(loc='upper right')\n",
    "\n",
    "# Show the plot\n",
    "ax1.set_title('Exploring Funding and Number of Bills Across Policy Areas')\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "plt.show();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "my-env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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