Add example, loading a `.parquet` dataset.

parquet.ipynb

@@ -0,0 +1,1162 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "6c4898b7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import json\n",
+    "from pathlib import Path\n",
+    "from datasets import load_dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "e8f4075f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# !ls records/session/118/bill/hr1.*\n",
+    "base = Path(\"records/session/118/bill\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "423587ee",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16971"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bills = sorted(list(base.glob('*')))\n",
+    "len(bills)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "980385c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "p = bills[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "d3f4a030",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['hconres1', '2023-03-17T17-45-06Z']"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "p.parts[-1].split('.')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "0c7c740b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bits = []\n",
+    "for p in bills:\n",
+    "    bits.append([p, *p.parts[-1].split('.')])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "028480f8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "paths = pd.DataFrame(bits, columns=['path', 'key', 'date']).sort_values(['key', 'date'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "4f0f546b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "measures = paths.groupby('key').last()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "84f1767f",
+   "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>actions</th>\n",
+       "      <th>amendments</th>\n",
+       "      <th>committees</th>\n",
+       "      <th>cosponsors</th>\n",
+       "      <th>index</th>\n",
+       "      <th>relatedbills</th>\n",
+       "      <th>subjects</th>\n",
+       "      <th>summaries</th>\n",
+       "      <th>text</th>\n",
+       "      <th>titles</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>{'actions': [{'actionDate': '2023-01-23', 'sou...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [], 'request': {'billNumber': '...</td>\n",
+       "      <td>{'cosponsors': [], 'pagination': {'count': 0, ...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 7, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>{'actions': [{'actionCode': 'H11100', 'actionD...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'P000605', 'dis...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 4, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>{'actions': [{'actionDate': '2023-02-02', 'sou...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [], 'request': {'billNumber': '...</td>\n",
+       "      <td>{'cosponsors': [], 'pagination': {'count': 0, ...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 10, 'url': 'htt...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 3}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 3}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 3}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>{'actions': [{'actionCode': 'H11000', 'actionD...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'K000380', 'dis...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 5, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 6}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>{'actions': [{'actionCode': 'H11100', 'actionD...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'C001066', 'dis...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 3, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6070</th>\n",
+       "      <td>{'actions': [{'actionDate': '2023-03-07', 'com...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'W000817', 'fir...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 2, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6071</th>\n",
+       "      <td>{'actions': [{'actionDate': '2023-03-08', 'com...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'C000141', 'fir...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 2, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6072</th>\n",
+       "      <td>{'actions': [{'actionDate': '2023-03-08', 'com...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'H000601', 'fir...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 2, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6073</th>\n",
+       "      <td>{'actions': [{'actionDate': '2023-03-08', 'com...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'B001267', 'fir...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 2, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 5}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6074</th>\n",
+       "      <td>{'actions': [{'actionDate': '2023-05-10', 'sou...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'C001035', 'fir...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 7, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 11}, 'request': {'bil...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>6075 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                actions   \n",
+       "0     {'actions': [{'actionDate': '2023-01-23', 'sou...  \\\n",
+       "1     {'actions': [{'actionCode': 'H11100', 'actionD...   \n",
+       "2     {'actions': [{'actionDate': '2023-02-02', 'sou...   \n",
+       "3     {'actions': [{'actionCode': 'H11000', 'actionD...   \n",
+       "4     {'actions': [{'actionCode': 'H11100', 'actionD...   \n",
+       "...                                                 ...   \n",
+       "6070  {'actions': [{'actionDate': '2023-03-07', 'com...   \n",
+       "6071  {'actions': [{'actionDate': '2023-03-08', 'com...   \n",
+       "6072  {'actions': [{'actionDate': '2023-03-08', 'com...   \n",
+       "6073  {'actions': [{'actionDate': '2023-03-08', 'com...   \n",
+       "6074  {'actions': [{'actionDate': '2023-05-10', 'sou...   \n",
+       "\n",
+       "                                             amendments   \n",
+       "0     {'amendments': [], 'pagination': {'count': 0},...  \\\n",
+       "1     {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "2     {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "3     {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "4     {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "...                                                 ...   \n",
+       "6070  {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "6071  {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "6072  {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "6073  {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "6074  {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "\n",
+       "                                             committees   \n",
+       "0     {'committees': [], 'request': {'billNumber': '...  \\\n",
+       "1     {'committees': [{'activities': [{'date': '2023...   \n",
+       "2     {'committees': [], 'request': {'billNumber': '...   \n",
+       "3     {'committees': [{'activities': [{'date': '2023...   \n",
+       "4     {'committees': [{'activities': [{'date': '2023...   \n",
+       "...                                                 ...   \n",
+       "6070  {'committees': [{'activities': [{'date': '2023...   \n",
+       "6071  {'committees': [{'activities': [{'date': '2023...   \n",
+       "6072  {'committees': [{'activities': [{'date': '2023...   \n",
+       "6073  {'committees': [{'activities': [{'date': '2023...   \n",
+       "6074  {'committees': [{'activities': [{'date': '2023...   \n",
+       "\n",
+       "                                             cosponsors   \n",
+       "0     {'cosponsors': [], 'pagination': {'count': 0, ...  \\\n",
+       "1     {'cosponsors': [{'bioguideId': 'P000605', 'dis...   \n",
+       "2     {'cosponsors': [], 'pagination': {'count': 0, ...   \n",
+       "3     {'cosponsors': [{'bioguideId': 'K000380', 'dis...   \n",
+       "4     {'cosponsors': [{'bioguideId': 'C001066', 'dis...   \n",
+       "...                                                 ...   \n",
+       "6070  {'cosponsors': [{'bioguideId': 'W000817', 'fir...   \n",
+       "6071  {'cosponsors': [{'bioguideId': 'C000141', 'fir...   \n",
+       "6072  {'cosponsors': [{'bioguideId': 'H000601', 'fir...   \n",
+       "6073  {'cosponsors': [{'bioguideId': 'B001267', 'fir...   \n",
+       "6074  {'cosponsors': [{'bioguideId': 'C001035', 'fir...   \n",
+       "\n",
+       "                                                  index   \n",
+       "0     {'bill': {'actions': {'count': 7, 'url': 'http...  \\\n",
+       "1     {'bill': {'actions': {'count': 4, 'url': 'http...   \n",
+       "2     {'bill': {'actions': {'count': 10, 'url': 'htt...   \n",
+       "3     {'bill': {'actions': {'count': 5, 'url': 'http...   \n",
+       "4     {'bill': {'actions': {'count': 3, 'url': 'http...   \n",
+       "...                                                 ...   \n",
+       "6070  {'bill': {'actions': {'count': 2, 'url': 'http...   \n",
+       "6071  {'bill': {'actions': {'count': 2, 'url': 'http...   \n",
+       "6072  {'bill': {'actions': {'count': 2, 'url': 'http...   \n",
+       "6073  {'bill': {'actions': {'count': 2, 'url': 'http...   \n",
+       "6074  {'bill': {'actions': {'count': 7, 'url': 'http...   \n",
+       "\n",
+       "                                           relatedbills   \n",
+       "0     {'pagination': {'count': 0}, 'relatedBills': [...  \\\n",
+       "1     {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "2     {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "3     {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "4     {'pagination': {'count': 1}, 'relatedBills': [...   \n",
+       "...                                                 ...   \n",
+       "6070  {'pagination': {'count': 1}, 'relatedBills': [...   \n",
+       "6071  {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "6072  {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "6073  {'pagination': {'count': 1}, 'relatedBills': [...   \n",
+       "6074  {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "\n",
+       "                                               subjects   \n",
+       "0     {'pagination': {'count': 2}, 'request': {'bill...  \\\n",
+       "1     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "2     {'pagination': {'count': 3}, 'request': {'bill...   \n",
+       "3     {'pagination': {'count': 6}, 'request': {'bill...   \n",
+       "4     {'pagination': {'count': 2}, 'request': {'bill...   \n",
+       "...                                                 ...   \n",
+       "6070  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6071  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6072  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6073  {'pagination': {'count': 5}, 'request': {'bill...   \n",
+       "6074  {'pagination': {'count': 11}, 'request': {'bil...   \n",
+       "\n",
+       "                                              summaries   \n",
+       "0     {'pagination': {'count': 2}, 'request': {'bill...  \\\n",
+       "1     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "2     {'pagination': {'count': 3}, 'request': {'bill...   \n",
+       "3     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "4     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "...                                                 ...   \n",
+       "6070  {'pagination': {'count': 0}, 'request': {'bill...   \n",
+       "6071  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6072  {'pagination': {'count': 0}, 'request': {'bill...   \n",
+       "6073  {'pagination': {'count': 0}, 'request': {'bill...   \n",
+       "6074  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "\n",
+       "                                                   text   \n",
+       "0     {'pagination': {'count': 1}, 'request': {'bill...  \\\n",
+       "1     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "2     {'pagination': {'count': 3}, 'request': {'bill...   \n",
+       "3     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "4     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "...                                                 ...   \n",
+       "6070  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6071  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6072  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6073  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6074  {'pagination': {'count': 2}, 'request': {'bill...   \n",
+       "\n",
+       "                                                 titles  \n",
+       "0     {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "1     {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "2     {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "3     {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "4     {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "...                                                 ...  \n",
+       "6070  {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "6071  {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "6072  {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "6073  {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "6074  {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "\n",
+       "[6075 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rows = []\n",
+    "for path in measures['path']:\n",
+    "    path = Path(path)\n",
+    "    row = {}\n",
+    "    for file_name in path.glob('*.json'):\n",
+    "        column = file_name.name.split('.')[0]\n",
+    "        # print(column)\n",
+    "        with file_name.open('r') as fp:\n",
+    "            dd = json.load(fp)\n",
+    "        # print(file_name)\n",
+    "        row[column] = dd\n",
+    "        # print()\n",
+    "    rows.append(row)\n",
+    "    # break\n",
+    "records = pd.DataFrame(rows)\n",
+    "records"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "1c164166",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n",
+      "HCONRES\n",
+      "118\n",
+      "1\n",
+      "Rep. Cole, Tom [R-OK-4]\n",
+      "Regarding consent to assemble outside the seat of government.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(records['index'][0]['bill']['number'])\n",
+    "print(records['index'][0]['bill']['type'])\n",
+    "print(records['index'][0]['bill']['congress'])\n",
+    "print(records['index'][0]['bill']['sponsors'][0]['fullName'])\n",
+    "print(records['index'][0]['bill']['title'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "c1fb5bdb",
+   "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>key</th>\n",
+       "      <th>title</th>\n",
+       "      <th>sponsor</th>\n",
+       "      <th>actions</th>\n",
+       "      <th>amendments</th>\n",
+       "      <th>committees</th>\n",
+       "      <th>cosponsors</th>\n",
+       "      <th>index</th>\n",
+       "      <th>relatedbills</th>\n",
+       "      <th>subjects</th>\n",
+       "      <th>summaries</th>\n",
+       "      <th>text</th>\n",
+       "      <th>titles</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>118HCONRES1</td>\n",
+       "      <td>Regarding consent to assemble outside the seat...</td>\n",
+       "      <td>Rep. Cole, Tom [R-OK-4]</td>\n",
+       "      <td>{'actions': [{'actionDate': '2023-01-23', 'sou...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [], 'request': {'billNumber': '...</td>\n",
+       "      <td>{'cosponsors': [], 'pagination': {'count': 0, ...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 7, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>118HCONRES10</td>\n",
+       "      <td>Expressing the sense of Congress that the Unit...</td>\n",
+       "      <td>Rep. Tiffany, Thomas P. [R-WI-7]</td>\n",
+       "      <td>{'actions': [{'actionCode': 'H11100', 'actionD...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'P000605', 'dis...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 4, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>118HCONRES11</td>\n",
+       "      <td>Providing for a joint session of Congress to r...</td>\n",
+       "      <td>Rep. Scalise, Steve [R-LA-1]</td>\n",
+       "      <td>{'actions': [{'actionDate': '2023-02-02', 'sou...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [], 'request': {'billNumber': '...</td>\n",
+       "      <td>{'cosponsors': [], 'pagination': {'count': 0, ...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 10, 'url': 'htt...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 3}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 3}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 3}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>118HCONRES12</td>\n",
+       "      <td>Expressing the sense of Congress that all dire...</td>\n",
+       "      <td>Rep. Cammack, Kat [R-FL-3]</td>\n",
+       "      <td>{'actions': [{'actionCode': 'H11000', 'actionD...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'K000380', 'dis...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 5, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 6}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>118HCONRES13</td>\n",
+       "      <td>Supporting the Local Radio Freedom Act.</td>\n",
+       "      <td>Rep. Womack, Steve [R-AR-3]</td>\n",
+       "      <td>{'actions': [{'actionCode': 'H11100', 'actionD...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'C001066', 'dis...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 3, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6070</th>\n",
+       "      <td>118SRES95</td>\n",
+       "      <td>A resolution honoring the life of Dr. Paul Far...</td>\n",
+       "      <td>Sen. Brown, Sherrod [D-OH]</td>\n",
+       "      <td>{'actions': [{'actionDate': '2023-03-07', 'com...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'W000817', 'fir...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 2, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6071</th>\n",
+       "      <td>118SRES96</td>\n",
+       "      <td>A resolution celebrating the extraordinary acc...</td>\n",
+       "      <td>Sen. Risch, James E. [R-ID]</td>\n",
+       "      <td>{'actions': [{'actionDate': '2023-03-08', 'com...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'C000141', 'fir...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 2, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6072</th>\n",
+       "      <td>118SRES97</td>\n",
+       "      <td>A resolution expressing concern about economic...</td>\n",
+       "      <td>Sen. Risch, James E. [R-ID]</td>\n",
+       "      <td>{'actions': [{'actionDate': '2023-03-08', 'com...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'H000601', 'fir...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 2, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6073</th>\n",
+       "      <td>118SRES98</td>\n",
+       "      <td>A resolution declaring March 8, 2023, as \"Nati...</td>\n",
+       "      <td>Sen. Hickenlooper, John W. [D-CO]</td>\n",
+       "      <td>{'actions': [{'actionDate': '2023-03-08', 'com...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'B001267', 'fir...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 2, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 5}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6074</th>\n",
+       "      <td>118SRES99</td>\n",
+       "      <td>A resolution supporting the goals of Internati...</td>\n",
+       "      <td>Sen. Shaheen, Jeanne [D-NH]</td>\n",
+       "      <td>{'actions': [{'actionDate': '2023-05-10', 'sou...</td>\n",
+       "      <td>{'amendments': [], 'pagination': {'count': 0},...</td>\n",
+       "      <td>{'committees': [{'activities': [{'date': '2023...</td>\n",
+       "      <td>{'cosponsors': [{'bioguideId': 'C001035', 'fir...</td>\n",
+       "      <td>{'bill': {'actions': {'count': 7, 'url': 'http...</td>\n",
+       "      <td>{'pagination': {'count': 0}, 'relatedBills': [...</td>\n",
+       "      <td>{'pagination': {'count': 11}, 'request': {'bil...</td>\n",
+       "      <td>{'pagination': {'count': 1}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "      <td>{'pagination': {'count': 2}, 'request': {'bill...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>6075 rows × 13 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               key                                              title   \n",
+       "0      118HCONRES1  Regarding consent to assemble outside the seat...  \\\n",
+       "1     118HCONRES10  Expressing the sense of Congress that the Unit...   \n",
+       "2     118HCONRES11  Providing for a joint session of Congress to r...   \n",
+       "3     118HCONRES12  Expressing the sense of Congress that all dire...   \n",
+       "4     118HCONRES13            Supporting the Local Radio Freedom Act.   \n",
+       "...            ...                                                ...   \n",
+       "6070     118SRES95  A resolution honoring the life of Dr. Paul Far...   \n",
+       "6071     118SRES96  A resolution celebrating the extraordinary acc...   \n",
+       "6072     118SRES97  A resolution expressing concern about economic...   \n",
+       "6073     118SRES98  A resolution declaring March 8, 2023, as \"Nati...   \n",
+       "6074     118SRES99  A resolution supporting the goals of Internati...   \n",
+       "\n",
+       "                                sponsor   \n",
+       "0               Rep. Cole, Tom [R-OK-4]  \\\n",
+       "1      Rep. Tiffany, Thomas P. [R-WI-7]   \n",
+       "2          Rep. Scalise, Steve [R-LA-1]   \n",
+       "3            Rep. Cammack, Kat [R-FL-3]   \n",
+       "4           Rep. Womack, Steve [R-AR-3]   \n",
+       "...                                 ...   \n",
+       "6070         Sen. Brown, Sherrod [D-OH]   \n",
+       "6071        Sen. Risch, James E. [R-ID]   \n",
+       "6072        Sen. Risch, James E. [R-ID]   \n",
+       "6073  Sen. Hickenlooper, John W. [D-CO]   \n",
+       "6074        Sen. Shaheen, Jeanne [D-NH]   \n",
+       "\n",
+       "                                                actions   \n",
+       "0     {'actions': [{'actionDate': '2023-01-23', 'sou...  \\\n",
+       "1     {'actions': [{'actionCode': 'H11100', 'actionD...   \n",
+       "2     {'actions': [{'actionDate': '2023-02-02', 'sou...   \n",
+       "3     {'actions': [{'actionCode': 'H11000', 'actionD...   \n",
+       "4     {'actions': [{'actionCode': 'H11100', 'actionD...   \n",
+       "...                                                 ...   \n",
+       "6070  {'actions': [{'actionDate': '2023-03-07', 'com...   \n",
+       "6071  {'actions': [{'actionDate': '2023-03-08', 'com...   \n",
+       "6072  {'actions': [{'actionDate': '2023-03-08', 'com...   \n",
+       "6073  {'actions': [{'actionDate': '2023-03-08', 'com...   \n",
+       "6074  {'actions': [{'actionDate': '2023-05-10', 'sou...   \n",
+       "\n",
+       "                                             amendments   \n",
+       "0     {'amendments': [], 'pagination': {'count': 0},...  \\\n",
+       "1     {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "2     {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "3     {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "4     {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "...                                                 ...   \n",
+       "6070  {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "6071  {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "6072  {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "6073  {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "6074  {'amendments': [], 'pagination': {'count': 0},...   \n",
+       "\n",
+       "                                             committees   \n",
+       "0     {'committees': [], 'request': {'billNumber': '...  \\\n",
+       "1     {'committees': [{'activities': [{'date': '2023...   \n",
+       "2     {'committees': [], 'request': {'billNumber': '...   \n",
+       "3     {'committees': [{'activities': [{'date': '2023...   \n",
+       "4     {'committees': [{'activities': [{'date': '2023...   \n",
+       "...                                                 ...   \n",
+       "6070  {'committees': [{'activities': [{'date': '2023...   \n",
+       "6071  {'committees': [{'activities': [{'date': '2023...   \n",
+       "6072  {'committees': [{'activities': [{'date': '2023...   \n",
+       "6073  {'committees': [{'activities': [{'date': '2023...   \n",
+       "6074  {'committees': [{'activities': [{'date': '2023...   \n",
+       "\n",
+       "                                             cosponsors   \n",
+       "0     {'cosponsors': [], 'pagination': {'count': 0, ...  \\\n",
+       "1     {'cosponsors': [{'bioguideId': 'P000605', 'dis...   \n",
+       "2     {'cosponsors': [], 'pagination': {'count': 0, ...   \n",
+       "3     {'cosponsors': [{'bioguideId': 'K000380', 'dis...   \n",
+       "4     {'cosponsors': [{'bioguideId': 'C001066', 'dis...   \n",
+       "...                                                 ...   \n",
+       "6070  {'cosponsors': [{'bioguideId': 'W000817', 'fir...   \n",
+       "6071  {'cosponsors': [{'bioguideId': 'C000141', 'fir...   \n",
+       "6072  {'cosponsors': [{'bioguideId': 'H000601', 'fir...   \n",
+       "6073  {'cosponsors': [{'bioguideId': 'B001267', 'fir...   \n",
+       "6074  {'cosponsors': [{'bioguideId': 'C001035', 'fir...   \n",
+       "\n",
+       "                                                  index   \n",
+       "0     {'bill': {'actions': {'count': 7, 'url': 'http...  \\\n",
+       "1     {'bill': {'actions': {'count': 4, 'url': 'http...   \n",
+       "2     {'bill': {'actions': {'count': 10, 'url': 'htt...   \n",
+       "3     {'bill': {'actions': {'count': 5, 'url': 'http...   \n",
+       "4     {'bill': {'actions': {'count': 3, 'url': 'http...   \n",
+       "...                                                 ...   \n",
+       "6070  {'bill': {'actions': {'count': 2, 'url': 'http...   \n",
+       "6071  {'bill': {'actions': {'count': 2, 'url': 'http...   \n",
+       "6072  {'bill': {'actions': {'count': 2, 'url': 'http...   \n",
+       "6073  {'bill': {'actions': {'count': 2, 'url': 'http...   \n",
+       "6074  {'bill': {'actions': {'count': 7, 'url': 'http...   \n",
+       "\n",
+       "                                           relatedbills   \n",
+       "0     {'pagination': {'count': 0}, 'relatedBills': [...  \\\n",
+       "1     {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "2     {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "3     {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "4     {'pagination': {'count': 1}, 'relatedBills': [...   \n",
+       "...                                                 ...   \n",
+       "6070  {'pagination': {'count': 1}, 'relatedBills': [...   \n",
+       "6071  {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "6072  {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "6073  {'pagination': {'count': 1}, 'relatedBills': [...   \n",
+       "6074  {'pagination': {'count': 0}, 'relatedBills': [...   \n",
+       "\n",
+       "                                               subjects   \n",
+       "0     {'pagination': {'count': 2}, 'request': {'bill...  \\\n",
+       "1     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "2     {'pagination': {'count': 3}, 'request': {'bill...   \n",
+       "3     {'pagination': {'count': 6}, 'request': {'bill...   \n",
+       "4     {'pagination': {'count': 2}, 'request': {'bill...   \n",
+       "...                                                 ...   \n",
+       "6070  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6071  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6072  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6073  {'pagination': {'count': 5}, 'request': {'bill...   \n",
+       "6074  {'pagination': {'count': 11}, 'request': {'bil...   \n",
+       "\n",
+       "                                              summaries   \n",
+       "0     {'pagination': {'count': 2}, 'request': {'bill...  \\\n",
+       "1     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "2     {'pagination': {'count': 3}, 'request': {'bill...   \n",
+       "3     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "4     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "...                                                 ...   \n",
+       "6070  {'pagination': {'count': 0}, 'request': {'bill...   \n",
+       "6071  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6072  {'pagination': {'count': 0}, 'request': {'bill...   \n",
+       "6073  {'pagination': {'count': 0}, 'request': {'bill...   \n",
+       "6074  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "\n",
+       "                                                   text   \n",
+       "0     {'pagination': {'count': 1}, 'request': {'bill...  \\\n",
+       "1     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "2     {'pagination': {'count': 3}, 'request': {'bill...   \n",
+       "3     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "4     {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "...                                                 ...   \n",
+       "6070  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6071  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6072  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6073  {'pagination': {'count': 1}, 'request': {'bill...   \n",
+       "6074  {'pagination': {'count': 2}, 'request': {'bill...   \n",
+       "\n",
+       "                                                 titles  \n",
+       "0     {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "1     {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "2     {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "3     {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "4     {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "...                                                 ...  \n",
+       "6070  {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "6071  {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "6072  {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "6073  {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "6074  {'pagination': {'count': 2}, 'request': {'bill...  \n",
+       "\n",
+       "[6075 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "records['key'] = records.apply(\n",
+    "    lambda x:'%s%s%s' % (x['index']['bill']['congress'], x['index']['bill']['type'], x['index']['bill']['number']),\n",
+    "    axis=1\n",
+    ")\n",
+    "records['sponsor'] = records.apply(\n",
+    "    lambda x: x['index']['bill']['sponsors'][0]['fullName'],\n",
+    "    axis=1\n",
+    ")\n",
+    "records['title'] = records.apply(\n",
+    "    lambda x: x['index']['bill']['title'],\n",
+    "    axis=1\n",
+    ")\n",
+    "\n",
+    "cols = [\n",
+    "  'key',\n",
+    "  'title',\n",
+    "  'sponsor',\n",
+    "  'actions',\n",
+    "  'amendments',\n",
+    "  'committees',\n",
+    "  'cosponsors',\n",
+    "  'index',\n",
+    "  'relatedbills',\n",
+    "  'subjects',\n",
+    "  'summaries',\n",
+    "  'text',\n",
+    "  'titles',\n",
+    "]\n",
+    "\n",
+    "records = records[cols]\n",
+    "records"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "aafc8b27",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "records.to_parquet('records.parquet')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "d67e5da3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading and preparing dataset parquet/default to /home/calliope/.cache/huggingface/datasets/parquet/default-de71cc2901977da2/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec...\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "4722f3b509d944fcb01c7c9788269e7b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Downloading data files:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "05bb1657ff0146fa9e52e43d857a4423",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Extracting data files:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Generating train split: 0 examples [00:00, ? examples/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dataset parquet downloaded and prepared to /home/calliope/.cache/huggingface/datasets/parquet/default-de71cc2901977da2/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec. Subsequent calls will reuse this data.\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e0356c18e6e646c2a7edfbea673434fd",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "  0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "dataset = load_dataset('parquet', data_files={ 'train': 'records.parquet' })"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "1a982cff",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "DatasetDict({\n",
+       "    train: Dataset({\n",
+       "        features: ['key', 'title', 'sponsor', 'actions', 'amendments', 'committees', 'cosponsors', 'index', 'relatedbills', 'subjects', 'summaries', 'text', 'titles'],\n",
+       "        num_rows: 6075\n",
+       "    })\n",
+       "})"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "86830422",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dataset.push_to_hub?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "59f22d90",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'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'"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "with open('.call', 'r') as blob:\n",
+    "    calls = blob.readlines()\n",
+    "    call = dict(line.strip().split(\"=\") for line in calls)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "71d10ec3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Pushing split train to the Hub.\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "9428de1975404479a6aa65dce074f933",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Pushing dataset shards to the dataset hub:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "09160d0897fe4aa791aec75a9314753d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Creating parquet from Arrow format:   0%|          | 0/7 [00:00<?, ?ba/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "4ab3a580970c4d0081a63a024f373bc7",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Deleting unused files from dataset repository:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "976973018c65419782ab1a13bfe49fd1",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Downloading metadata:   0%|          | 0.00/11.8k [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "dataset.push_to_hub('c4lliope/us-congress', token = call['huggingface.key'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9a26f564",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.11.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}