From c9752a0faf07d0a6a98b53be7754f435dd5a44f7 Mon Sep 17 00:00:00 2001
From: Avery Schoen <33437601+averyschoen@users.noreply.github.com>
Date: Tue, 5 Mar 2024 12:06:54 -0600
Subject: [PATCH] Delete notebooks/Test.ipynb

---
 notebooks/Test.ipynb | 11495 -----------------------------------------
 1 file changed, 11495 deletions(-)
 delete mode 100644 notebooks/Test.ipynb

diff --git a/notebooks/Test.ipynb b/notebooks/Test.ipynb
deleted file mode 100644
index b9ac176..0000000
--- a/notebooks/Test.ipynb
+++ /dev/null
@@ -1,11495 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "import networkx as nx\n",
-    "import matplotlib.pyplot as plt\n",
-    "import plotly.express as px\n",
-    "import plotly.graph_objects as go\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "orgs_df = pd.read_csv(\"../data/classified_data/classified_organizations_v1\").sample(10000)\n",
-    "inds_df = pd.read_csv(\"../data/classified_data/classified_individuals_v1\", low_memory=False).sample(10000)\n",
-    "transactions = pd.read_csv(\"../data/classified_data/transactions_v1\", low_memory=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "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>id</th>\n",
-       "      <th>name</th>\n",
-       "      <th>state</th>\n",
-       "      <th>entity_type</th>\n",
-       "      <th>classification</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>63128</th>\n",
-       "      <td>422065cd-0262-4ac9-a2a4-74136ddb99e2</td>\n",
-       "      <td>floyd workman</td>\n",
-       "      <td>MI</td>\n",
-       "      <td>corporation</td>\n",
-       "      <td>neutral</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>98258</th>\n",
-       "      <td>dfd160b5-9389-44ef-a632-c08dc1a1d201</td>\n",
-       "      <td>front 43</td>\n",
-       "      <td>MI</td>\n",
-       "      <td>corporation</td>\n",
-       "      <td>neutral</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1712</th>\n",
-       "      <td>858415ce-d53f-4843-aee0-85560117bdc6</td>\n",
-       "      <td>arizona federation of democratic women</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>vendor</td>\n",
-       "      <td>neutral</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                         id  \\\n",
-       "63128  422065cd-0262-4ac9-a2a4-74136ddb99e2   \n",
-       "98258  dfd160b5-9389-44ef-a632-c08dc1a1d201   \n",
-       "1712   858415ce-d53f-4843-aee0-85560117bdc6   \n",
-       "\n",
-       "                                         name state  entity_type  \\\n",
-       "63128    floyd workman                           MI  corporation   \n",
-       "98258    front 43                                MI  corporation   \n",
-       "1712   arizona federation of democratic women   NaN       vendor   \n",
-       "\n",
-       "      classification  \n",
-       "63128        neutral  \n",
-       "98258        neutral  \n",
-       "1712         neutral  "
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "orgs_df.head(3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['neutral'], dtype=object)"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "orgs_df.classification.unique()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "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>id</th>\n",
-       "      <th>name</th>\n",
-       "      <th>state</th>\n",
-       "      <th>entity_type</th>\n",
-       "      <th>classification</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Empty DataFrame\n",
-       "Columns: [id, name, state, entity_type, classification]\n",
-       "Index: []"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "orgs_df.loc[orgs_df.classification == 'f']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "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>transaction_id</th>\n",
-       "      <th>donor_id</th>\n",
-       "      <th>year</th>\n",
-       "      <th>amount</th>\n",
-       "      <th>recipient_id</th>\n",
-       "      <th>office_sought</th>\n",
-       "      <th>purpose</th>\n",
-       "      <th>transaction_type</th>\n",
-       "      <th>donor_type</th>\n",
-       "      <th>recipient_type</th>\n",
-       "      <th>donor_office</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>7773a71e-9f67-438e-8313-80b1b75deeb4</td>\n",
-       "      <td>4544b60d-da6b-4dd5-9efe-334152ccf1f1</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>981a0414-b738-4e20-91b8-a29ee2cc7edf</td>\n",
-       "      <td>none</td>\n",
-       "      <td>bob worsley for state senate</td>\n",
-       "      <td>contribute to a candidate committee</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>95f74915-a945-491f-8751-8c970a76fc24</td>\n",
-       "      <td>946d7561-42a3-4a4b-b410-3a10271c9f18</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>981a0414-b738-4e20-91b8-a29ee2cc7edf</td>\n",
-       "      <td>none</td>\n",
-       "      <td>drew john for state house</td>\n",
-       "      <td>contribute to a candidate committee</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         transaction_id                              donor_id  \\\n",
-       "0  7773a71e-9f67-438e-8313-80b1b75deeb4  4544b60d-da6b-4dd5-9efe-334152ccf1f1   \n",
-       "1  95f74915-a945-491f-8751-8c970a76fc24  946d7561-42a3-4a4b-b410-3a10271c9f18   \n",
-       "\n",
-       "   year  amount                          recipient_id office_sought  \\\n",
-       "0  2018  1000.0  981a0414-b738-4e20-91b8-a29ee2cc7edf          none   \n",
-       "1  2018  1000.0  981a0414-b738-4e20-91b8-a29ee2cc7edf          none   \n",
-       "\n",
-       "                        purpose                     transaction_type  \\\n",
-       "0  bob worsley for state senate  contribute to a candidate committee   \n",
-       "1     drew john for state house  contribute to a candidate committee   \n",
-       "\n",
-       "  donor_type recipient_type donor_office  \n",
-       "0        NaN            NaN          NaN  \n",
-       "1        NaN            NaN          NaN  "
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "transactions.head(2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['neutral', 'f'], dtype=object)"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "inds_df.classification.unique()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(9926, 9919, 10000, 10000)"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "inds_ids = set(inds_df.id.tolist())\n",
-    "orgs_ids = set(orgs_df.id.tolist())\n",
-    "trans_donorids = set(transactions.donor_id.tolist())\n",
-    "trans_recepids = set(transactions.recipient_id.tolist())\n",
-    "ind_id_there, org_id_there = [], []\n",
-    "for ind_id in inds_ids:\n",
-    "    if ind_id in trans_donorids:\n",
-    "        ind_id_there.append(ind_id)\n",
-    "    elif ind_id in trans_recepids:\n",
-    "        ind_id_there.append(ind_id)\n",
-    "\n",
-    "for org_id in orgs_ids:\n",
-    "    if org_id in trans_donorids:\n",
-    "        org_id_there.append(org_id)\n",
-    "    elif org_id in trans_recepids:\n",
-    "        org_id_there.append(org_id)\n",
-    "\n",
-    "len(inds_ids), len(ind_id_there), len(orgs_ids), len(org_id_there)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['242d019c-e0ab-405e-8e77-abae7418b87f',\n",
-       " '8b2ad550-64a1-4975-8b77-5eb1f24a8871',\n",
-       " 'aee69307-194f-4c40-af3d-a55a34e1068e',\n",
-       " '55e5e946-6261-4f19-9752-fb58219b2e99',\n",
-       " '4faf251a-73d9-46ef-9e17-d3cf0a3052ae',\n",
-       " '3b5c0a9e-c6f2-44e9-ad05-fde071447564',\n",
-       " '3936bdf5-9a7a-462c-9e8c-9124f2bd7f57',\n",
-       " '13882059-3c74-4d9e-825d-a03a72b43b08',\n",
-       " '50c78f1a-3e9b-4996-a319-eef4fe01ccfb',\n",
-       " 'ae96f38f-68c8-47e3-95b3-c6f096d3c22e',\n",
-       " '74ba8a8a-7256-4eb3-b0f8-995f7a6319fb',\n",
-       " '12823a76-78e2-4b09-b606-859efaa5c8ef',\n",
-       " '9de9bf03-8c4a-4d2f-9a95-283b230ddfad',\n",
-       " '588593b9-9bba-4597-94d9-1b3a7fd5b402',\n",
-       " '5277b642-6bf0-4423-9350-3602ae51c6ac',\n",
-       " 'd98985b4-f55d-4ada-b279-0497e3176512',\n",
-       " 'c8586d36-f188-4684-aa99-193407d4d068',\n",
-       " '3798fda1-83cd-4e48-974a-e1a390060198',\n",
-       " 'a536b509-f052-4984-a35d-10397308daec',\n",
-       " '80996477-ce99-4f34-b5fc-bab4d676fc77',\n",
-       " 'cd1a740c-b1d7-4334-b335-925bd5708753',\n",
-       " '46af8908-f4e4-4041-9d1e-5b442d051921',\n",
-       " '2969075a-86d2-4b04-a991-a81832e096a0',\n",
-       " 'd0337f72-b701-4524-891b-c48ef6f771ec',\n",
-       " '591aa72b-511b-4dbb-a161-80458f257471']"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "a = []\n",
-    "for ind_id in inds_ids:\n",
-    "    if ((ind_id in trans_donorids) and (ind_id in trans_recepids)):\n",
-    "        a.append(ind_id)\n",
-    "a"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data = {'id':['50c7d9a1-b448-46a5-8e2d-cd15b3097360','50c7d9a1-b448-46a5-8e2d-cd15b3097360','50c7d9a1-b448-46a5-8e2d-cd15b3097360',\n",
-    "              '62ea1e9c-ac12-400c-b3dc-519389c0f7d3','62ea1e9c-ac12-400c-b3dc-519389c0f7d3','62ea1e9c-ac12-400c-b3dc-519389c0f7d3',\n",
-    "              'd31df1ca-714e-4a82-9e88-1892c0451a71','d31df1ca-714e-4a82-9e88-1892c0451a71','62ea1e9c-ac12-400c-b3dc-519389c0f7d3',\n",
-    "              '4db76e6e-f0d5-40eb-82de-6dbcdb562dd7','f71341d7-d27e-47eb-9b66-903af39d6cb5','c875d7de-94be-42f1-b994-dd89b114d51e',\n",
-    "              '910c4d36-b036-469e-aa2a-ea4ff8855a6c','60d454d1-3773-4d88-80e9-132c161da0f0','1d2b5bc0-9385-4cd7-ac48-df43b3eca6fd',\n",
-    "              '1d2b5bc0-9385-4cd7-ac48-df43b3eca6fd','1d2b5bc0-9385-4cd7-ac48-df43b3eca6fe','1d2b5bc0-9385-4cd7-ac48-df43b3eca6ff',\n",
-    "              '1d2b5bc0-9385-4cd7-ac48-df43b3eca6fd'],\n",
-    "        'name':['REPUBLICAN STATE LEADERSHIP COMMITTEE MICHIGAN PAC','REPUBLICAN STATE LEADERSHIP COMMITTEE MICHIGAN PAC',\n",
-    "                'REPUBLICAN STATE LEADERSHIP COMMITTEE MICHIGAN PAC','UNITED FOOD AND COMMERCIAL WORKERS ACTIVE BALLOT CLUB',\n",
-    "                'UNITED FOOD AND COMMERCIAL WORKERS ACTIVE BALLOT CLUB','UNITED FOOD AND COMMERCIAL WORKERS ACTIVE BALLOT CLUB',\n",
-    "                'COMMITTEE TO ELECT DR PATRICIA BERNARD','COMMITTEE TO ELECT DR PATRICIA BERNARD','UNITED FOOD AND COMMERCIAL WORKERS ACTIVE BALLOT CLUB',\n",
-    "                'Ugi Utilities Inc/Ugi Energy Services Llc Pac','Pabar Pac (Pa Bar Assn)','Pa Fraternal Order Of Police Pac','Citizens For Kail',\n",
-    "                'Paa Pac','MICHIGAN ASSOCIATION OF NURSE ANESTHETISTS PAC','MICHIGAN ASSOCIATION OF NURSE ANESTHETISTS PAC',\n",
-    "                'MICHIGAN ASSOCIATION OF NURSE ANESTHETISTS PAC','MICHIGAN ASSOCIATION OF NURSE ANESTHETISTS PAC','Paa Pac'],\n",
-    "        'state':['MI','MI','MI','MI','MI','MI','MI','MI','MI','PA','PA','PA','PA','PA','MI','MI','MI','MI','PA'],\n",
-    "        'entity_type':['committee','committee','committee','committee','committee','committee','committee','committee','committee',\n",
-    "                       'Organization','Organization','Organization','Organization','Organization','committee','committee','committee','committee','Organization']}\n",
-    "\n",
-    "sample_df = pd.DataFrame(data)\n",
-    "sample_df['donations'] = np.random.randint(100, 6000, sample_df.shape[0])\n",
-    "sample_df['donations_to'] = np.random.choice(sample_df.name.tolist(), size=len(sample_df))\n",
-    "sample_df['received'] = np.random.randint(0, 6000, sample_df.shape[0])\n",
-    "sample_df['donations_from'] = np.random.choice(sample_df.name.tolist(), size=len(sample_df))\n",
-    "sample_df.head(5)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Some Considerations to Remember Moving Forward:\n",
-    "1. The 'get_likely_name' function takes in 3 string inputs. The data is not clean and when there are NaN entries, the function is somehow inputing null values as strings, so a column that has \"Tim\", \"Walz\" and Nan in the first, last, and full name columns, is being combined as \"Tim Walz Nan\". When calling this function account for this possibility"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Playing Around with Graphs\n",
-    "\n",
-    "**Some considerations**\n",
-    "1. What attributes do we want each Node to Have?\n",
-    "- UUID, Name, Entity Type, Address, {from transactions table: money_donated and money_given}, affilition?\n",
-    "- Should transaction info also be included? If so, how would we show transaction info to multiple recipients / from multiple donors?"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Notes for Graphs\n",
-    "**Generating Graphs**\n",
-    "* nx.Graph() → the most simple undirected graph (edges going both ways)\n",
-    "* nx.DiGraph() → a graph with directed edges\n",
-    "* nx.MultiGraph() → multiple edges between nodes\n",
-    "* nx.MultiDiGraph() → the MultiGraph equivalent for directed graphs\n",
-    "\n",
-    "**Finding Centrality**\n",
-    "There are 4 main ways to find the centrality of a node (how important or frequent is a node / how influential are some donors potentially)\n",
-    "* nx.degree_centrality : based on the assumption that important nodes have many connections\n",
-    "* nx.closeness_centrality : based on the assumption that important nodes are close to other nodes. It is calculated as the sum of the path lengths from the given node to all other nodes. \n",
-    "* nx.eigenvector_centrality : assumes that important nodes connect other nodes. Considers the number of shortest paths between 2 nodes .For Graphs with a large number of nodes, the value of betweenness centrality is very high\n",
-    "* nx.betweeness_centrality : a measure of centrality in a graph based on shortest paths. For every pair of vertices in a connected graph, there exists at least one shortest path between the vertices such that either the number of edges that the path passes through (for unweighted graphs) or the sum of the weights of the edges (for weighted graphs) is minimized. The betweenness centrality for each vertex is the number of these shortest paths that pass through the vertex\n",
-    "* nx.pagerank : Page Rank Algorithm (developed by Google founders to measure the importance of webpages) assigns a score of importance to each node. Important nodes are those with many inlinks from important pages. It mainly works for Directed Networks\n",
-    "\n",
-    "**Finding Connections**\n",
-    "* nx.find_cliques (undirected graphs): finds the maximum subgraphs based on the number of interconnected nodes\n",
-    "* nx.k_core : A k-core is a maximal subgraph that contains nodes of degree k or more. Groups clusters meeting the threshold k (can be used as a toggle)\n",
-    "\n",
-    "**Sources**\n",
-    "* https://www.youtube.com/watch?v=VetBkjcm9Go\n",
-    "* https://www.activestate.com/blog/graph-theory-using-python-introduction-and-implementation/ \n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Things to think about\n",
-    "* Apply the deduplicated_uuids.csv info to the transactions table\n",
-    "* After doing a left join on the inds/orgs dataset with the transactions data, the recipient_id column needs to have a recipient_name column so that a new node can be created\n",
-    "* for ppl who have multiple donations {and so have various attributes like office_sought, purpose, transaction_type}, should this information be saved?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>transaction_id</th>\n",
-       "      <th>donor_id</th>\n",
-       "      <th>year</th>\n",
-       "      <th>amount</th>\n",
-       "      <th>recipient_id</th>\n",
-       "      <th>office_sought</th>\n",
-       "      <th>purpose</th>\n",
-       "      <th>transaction_type</th>\n",
-       "      <th>donor_type</th>\n",
-       "      <th>recipient_type</th>\n",
-       "      <th>donor_office</th>\n",
-       "      <th>recipient_name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>7773a71e-9f67-438e-8313-80b1b75deeb4</td>\n",
-       "      <td>4544b60d-da6b-4dd5-9efe-334152ccf1f1</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>981a0414-b738-4e20-91b8-a29ee2cc7edf</td>\n",
-       "      <td>none</td>\n",
-       "      <td>bob worsley for state senate</td>\n",
-       "      <td>contribute to a candidate committee</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>#1022 arizona committee of automotive retailers</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>95f74915-a945-491f-8751-8c970a76fc24</td>\n",
-       "      <td>946d7561-42a3-4a4b-b410-3a10271c9f18</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>981a0414-b738-4e20-91b8-a29ee2cc7edf</td>\n",
-       "      <td>none</td>\n",
-       "      <td>drew john for state house</td>\n",
-       "      <td>contribute to a candidate committee</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>#1022 arizona committee of automotive retailers</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>d05f1763-132d-4717-addc-8ff6239ad4d9</td>\n",
-       "      <td>c8f98436-9562-48ed-b51f-45b2b217aad1</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>981a0414-b738-4e20-91b8-a29ee2cc7edf</td>\n",
-       "      <td>none</td>\n",
-       "      <td>elect karen fann ld1</td>\n",
-       "      <td>contribute to a candidate committee</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>#1022 arizona committee of automotive retailers</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3dc3da30-6562-4755-bfad-6a26f1baec15</td>\n",
-       "      <td>b9965bc2-c94d-4f69-98d1-bc4f5ad701c5</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>981a0414-b738-4e20-91b8-a29ee2cc7edf</td>\n",
-       "      <td>none</td>\n",
-       "      <td>elect noel campbell for house</td>\n",
-       "      <td>contribute to a candidate committee</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>#1022 arizona committee of automotive retailers</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>a4340a2c-7b8a-4eeb-8290-746f0f436c83</td>\n",
-       "      <td>946d7561-42a3-4a4b-b410-3a10271c9f18</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>981a0414-b738-4e20-91b8-a29ee2cc7edf</td>\n",
-       "      <td>none</td>\n",
-       "      <td>closed to new donations</td>\n",
-       "      <td>refund from contrib to a cand committee</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>#1022 arizona committee of automotive retailers</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         transaction_id                              donor_id  \\\n",
-       "0  7773a71e-9f67-438e-8313-80b1b75deeb4  4544b60d-da6b-4dd5-9efe-334152ccf1f1   \n",
-       "1  95f74915-a945-491f-8751-8c970a76fc24  946d7561-42a3-4a4b-b410-3a10271c9f18   \n",
-       "2  d05f1763-132d-4717-addc-8ff6239ad4d9  c8f98436-9562-48ed-b51f-45b2b217aad1   \n",
-       "3  3dc3da30-6562-4755-bfad-6a26f1baec15  b9965bc2-c94d-4f69-98d1-bc4f5ad701c5   \n",
-       "4  a4340a2c-7b8a-4eeb-8290-746f0f436c83  946d7561-42a3-4a4b-b410-3a10271c9f18   \n",
-       "\n",
-       "   year  amount                          recipient_id office_sought  \\\n",
-       "0  2018  1000.0  981a0414-b738-4e20-91b8-a29ee2cc7edf          none   \n",
-       "1  2018  1000.0  981a0414-b738-4e20-91b8-a29ee2cc7edf          none   \n",
-       "2  2018  1000.0  981a0414-b738-4e20-91b8-a29ee2cc7edf          none   \n",
-       "3  2018  1000.0  981a0414-b738-4e20-91b8-a29ee2cc7edf          none   \n",
-       "4  2018  1000.0  981a0414-b738-4e20-91b8-a29ee2cc7edf          none   \n",
-       "\n",
-       "                         purpose                         transaction_type  \\\n",
-       "0   bob worsley for state senate      contribute to a candidate committee   \n",
-       "1      drew john for state house      contribute to a candidate committee   \n",
-       "2           elect karen fann ld1      contribute to a candidate committee   \n",
-       "3  elect noel campbell for house      contribute to a candidate committee   \n",
-       "4        closed to new donations  refund from contrib to a cand committee   \n",
-       "\n",
-       "  donor_type recipient_type donor_office  \\\n",
-       "0        NaN            NaN          NaN   \n",
-       "1        NaN            NaN          NaN   \n",
-       "2        NaN            NaN          NaN   \n",
-       "3        NaN            NaN          NaN   \n",
-       "4        NaN            NaN          NaN   \n",
-       "\n",
-       "                                    recipient_name  \n",
-       "0  #1022 arizona committee of automotive retailers  \n",
-       "1  #1022 arizona committee of automotive retailers  \n",
-       "2  #1022 arizona committee of automotive retailers  \n",
-       "3  #1022 arizona committee of automotive retailers  \n",
-       "4  #1022 arizona committee of automotive retailers  "
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from utils.network import name_identifier\n",
-    "from utils.linkage import deduplicate_perfect_matches\n",
-    "transactions = transactions.loc[(transactions.recipient_id.isin(inds_df.id)) | \n",
-    "                                (transactions.recipient_id.isin(orgs_df.id)) |\n",
-    "                                (transactions.donor_id.isin(inds_df.id)) |\n",
-    "                                (transactions.donor_id.isin(inds_df.id))]\n",
-    "inds = deduplicate_perfect_matches(inds_df) \n",
-    "orgs = deduplicate_perfect_matches(orgs_df)\n",
-    "transactions[\"recipient_name\"] = transactions[\"recipient_id\"].apply(name_identifier, args=([orgs, inds],))\n",
-    "\n",
-    "transactions.head(5)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "87"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x = transactions.loc[transactions.donor_id.isin(inds_df.id)]\n",
-    "len(x.recipient_name.unique())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
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-       "      <th>last_name</th>\n",
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-       "      <th>entity_type</th>\n",
-       "      <th>state</th>\n",
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-       "      <th>occupation</th>\n",
-       "      <th>address</th>\n",
-       "      <th>...</th>\n",
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-       "      <th>55243</th>\n",
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-       "      <td>m.                   tang                     ...</td>\n",
-       "      <td>Individual</td>\n",
-       "      <td>MD</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>6614 23RD PLACE</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>95.0</td>\n",
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-       "      <td>direct</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
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-       "      <td>0e24b503-b209-48b5-8edb-cca0cdaca78c</td>\n",
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-       "      <td>TANG</td>\n",
-       "      <td>m.                   tang                     ...</td>\n",
-       "      <td>Individual</td>\n",
-       "      <td>MD</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>6614 23RD PLACE</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>49a2d46f-5e75-433c-94fa-f910e66d1a1e</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>55246</th>\n",
-       "      <td>a23037f6-741c-43a5-8a6d-0f1db4371e1d</td>\n",
-       "      <td>OLIVIA N</td>\n",
-       "      <td>DALMASSO</td>\n",
-       "      <td>olivia n             dalmasso                 ...</td>\n",
-       "      <td>Individual</td>\n",
-       "      <td>IL</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>PO BOX 574</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>12.6</td>\n",
-       "      <td>6b33721f-3f6a-47c0-bce2-284fc58e0d2a</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>55247</th>\n",
-       "      <td>a23037f6-741c-43a5-8a6d-0f1db4371e1d</td>\n",
-       "      <td>OLIVIA N</td>\n",
-       "      <td>DALMASSO</td>\n",
-       "      <td>olivia n             dalmasso                 ...</td>\n",
-       "      <td>Individual</td>\n",
-       "      <td>IL</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>PO BOX 574</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>4.2</td>\n",
-       "      <td>6b33721f-3f6a-47c0-bce2-284fc58e0d2a</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 25 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                         id            first_name  \\\n",
-       "55243  0e24b503-b209-48b5-8edb-cca0cdaca78c  M.                     \n",
-       "55244  0e24b503-b209-48b5-8edb-cca0cdaca78c  M.                     \n",
-       "55245  0e24b503-b209-48b5-8edb-cca0cdaca78c  M.                     \n",
-       "55246  a23037f6-741c-43a5-8a6d-0f1db4371e1d  OLIVIA N               \n",
-       "55247  a23037f6-741c-43a5-8a6d-0f1db4371e1d  OLIVIA N               \n",
-       "\n",
-       "                                  last_name  \\\n",
-       "55243  TANG                                   \n",
-       "55244  TANG                                   \n",
-       "55245  TANG                                   \n",
-       "55246  DALMASSO                               \n",
-       "55247  DALMASSO                               \n",
-       "\n",
-       "                                               full_name entity_type state  \\\n",
-       "55243  m.                   tang                     ...  Individual    MD   \n",
-       "55244  m.                   tang                     ...  Individual    MD   \n",
-       "55245  m.                   tang                     ...  Individual    MD   \n",
-       "55246  olivia n             dalmasso                 ...  Individual    IL   \n",
-       "55247  olivia n             dalmasso                 ...  Individual    IL   \n",
-       "\n",
-       "      party company occupation          address  ...    year amount  \\\n",
-       "55243   NaN     NaN        NaN  6614 23RD PLACE  ...  2022.0    2.0   \n",
-       "55244   NaN     NaN        NaN  6614 23RD PLACE  ...  2022.0   95.0   \n",
-       "55245   NaN     NaN        NaN  6614 23RD PLACE  ...  2022.0   10.0   \n",
-       "55246   NaN     NaN        NaN       PO BOX 574  ...  2022.0   12.6   \n",
-       "55247   NaN     NaN        NaN       PO BOX 574  ...  2022.0    4.2   \n",
-       "\n",
-       "                               recipient_id office_sought purpose  \\\n",
-       "55243  49a2d46f-5e75-433c-94fa-f910e66d1a1e           NaN     NaN   \n",
-       "55244  49a2d46f-5e75-433c-94fa-f910e66d1a1e           NaN     NaN   \n",
-       "55245  49a2d46f-5e75-433c-94fa-f910e66d1a1e           NaN     NaN   \n",
-       "55246  6b33721f-3f6a-47c0-bce2-284fc58e0d2a           NaN     NaN   \n",
-       "55247  6b33721f-3f6a-47c0-bce2-284fc58e0d2a           NaN     NaN   \n",
-       "\n",
-       "                     transaction_type  donor_type recipient_type donor_office  \\\n",
-       "55243  direct                                 NaN            NaN          NaN   \n",
-       "55244  direct                                 NaN            NaN          NaN   \n",
-       "55245  direct                                 NaN            NaN          NaN   \n",
-       "55246  direct                                 NaN            NaN          NaN   \n",
-       "55247  direct                                 NaN            NaN          NaN   \n",
-       "\n",
-       "      recipient_name  \n",
-       "55243           None  \n",
-       "55244           None  \n",
-       "55245           None  \n",
-       "55246           None  \n",
-       "55247           None  \n",
-       "\n",
-       "[5 rows x 25 columns]"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# left merge according to ind_id and transaction donor_id. This was entities that only received money will still be there, no info from ind_dataset\n",
-    "# is lost\n",
-    "merged_inds_sample = pd.merge(inds_df,transactions,how='left',left_on='id',right_on='donor_id')\n",
-    "merged_inds_sample.dropna(subset = ['amount'], inplace=True)\n",
-    "merged_inds_sample.tail(5)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['id', 'first_name', 'last_name', 'full_name', 'entity_type', 'state',\n",
-       "       'party', 'company', 'occupation', 'address', 'zip', 'city',\n",
-       "       'classification', 'transaction_id', 'donor_id', 'year', 'amount',\n",
-       "       'recipient_id', 'office_sought', 'purpose', 'transaction_type',\n",
-       "       'donor_type', 'recipient_type', 'donor_office', 'recipient_name'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "merged_inds_sample.columns"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>donor_id</th>\n",
-       "      <th>recipient_id</th>\n",
-       "      <th>full_name</th>\n",
-       "      <th>recipient_name</th>\n",
-       "      <th>address</th>\n",
-       "      <th>amount</th>\n",
-       "      <th>city</th>\n",
-       "      <th>classification</th>\n",
-       "      <th>company</th>\n",
-       "      <th>donor_office</th>\n",
-       "      <th>...</th>\n",
-       "      <th>occupation</th>\n",
-       "      <th>office_sought</th>\n",
-       "      <th>party</th>\n",
-       "      <th>purpose</th>\n",
-       "      <th>recipient_type</th>\n",
-       "      <th>state</th>\n",
-       "      <th>transaction_id</th>\n",
-       "      <th>transaction_type</th>\n",
-       "      <th>year</th>\n",
-       "      <th>zip</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0007b184-4e1d-401a-ba51-99733d2e13e7</td>\n",
-       "      <td>d461f2bd-9074-44b3-8948-e659bead3e58</td>\n",
-       "      <td>graham               filler                   ...</td>\n",
-       "      <td>saginaw county republican committee</td>\n",
-       "      <td>12705 WARM CREEK</td>\n",
-       "      <td>500.00</td>\n",
-       "      <td>DEWITT</td>\n",
-       "      <td>neutral</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MI</td>\n",
-       "      <td>None</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>48820-0000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>00523627-46c7-4f76-ab42-fb2c1fbac1b1</td>\n",
-       "      <td>6126e78b-4e80-4361-a019-9d99aa1623ed</td>\n",
-       "      <td>daniel               millstone                ...</td>\n",
-       "      <td>rooted in community leadership pac</td>\n",
-       "      <td>10518 ROUNTREE RD</td>\n",
-       "      <td>0.77</td>\n",
-       "      <td>LOS ANGELES</td>\n",
-       "      <td>neutral</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>CA</td>\n",
-       "      <td>None</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>90064-0000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>00934782-86e5-4941-94cf-0a700100a2c0</td>\n",
-       "      <td>2d1a0919-218e-4692-98ec-c4a73a126482</td>\n",
-       "      <td>josie                petersheim               ...</td>\n",
-       "      <td>mi greenstone pac</td>\n",
-       "      <td>7196 W. BRIGGS RD.</td>\n",
-       "      <td>25.00</td>\n",
-       "      <td>STANTON</td>\n",
-       "      <td>neutral</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MI</td>\n",
-       "      <td>None</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>48888-0000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>00f22bdd-96bf-4074-9620-4737e8444958</td>\n",
-       "      <td>af8417ee-5bca-49f5-91e9-d2de65d73631</td>\n",
-       "      <td>robert               doerfler                 ...</td>\n",
-       "      <td>michigan senate democratic fund</td>\n",
-       "      <td>1534 NE 5TH AVE</td>\n",
-       "      <td>50.00</td>\n",
-       "      <td>FORT LAUDERDALE</td>\n",
-       "      <td>neutral</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FL</td>\n",
-       "      <td>None</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>33304-1006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0138403b-b5b9-453a-a1d2-b6ed9fa5fe58</td>\n",
-       "      <td>6126e78b-4e80-4361-a019-9d99aa1623ed</td>\n",
-       "      <td>joseph               martinez                 ...</td>\n",
-       "      <td>rooted in community leadership pac</td>\n",
-       "      <td>139 HURON AVE</td>\n",
-       "      <td>1.65</td>\n",
-       "      <td>MOUNT CLEMENS</td>\n",
-       "      <td>neutral</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MI</td>\n",
-       "      <td>None</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>48043-0000</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",
-       "      <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>1120</th>\n",
-       "      <td>fdccce6b-e55f-4f1d-bd95-1714f2a667ed</td>\n",
-       "      <td>a3fe20e2-8019-448e-9b54-bfdce4d87f2f</td>\n",
-       "      <td>michael              olthoff                  ...</td>\n",
-       "      <td>bumstead leadership fund</td>\n",
-       "      <td>1499 MIDDLEBROOK DR</td>\n",
-       "      <td>1000.00</td>\n",
-       "      <td>NORTON SHORES</td>\n",
-       "      <td>neutral</td>\n",
-       "      <td>nichols</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>ceo</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MI</td>\n",
-       "      <td>None</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>49441-0000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1121</th>\n",
-       "      <td>fe969829-b8a4-4d38-88e2-8314b340d567</td>\n",
-       "      <td>6126e78b-4e80-4361-a019-9d99aa1623ed</td>\n",
-       "      <td>joanna               simon                    ...</td>\n",
-       "      <td>rooted in community leadership pac</td>\n",
-       "      <td>1546 POPLAR GROVE DR</td>\n",
-       "      <td>3.82</td>\n",
-       "      <td>RESTON</td>\n",
-       "      <td>neutral</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>VA</td>\n",
-       "      <td>None</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>20194-1731</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1122</th>\n",
-       "      <td>ff1423ba-ff5e-4bc1-b864-303a9dcc9b32</td>\n",
-       "      <td>6126e78b-4e80-4361-a019-9d99aa1623ed</td>\n",
-       "      <td>adriana              p{on ce                  ...</td>\n",
-       "      <td>rooted in community leadership pac</td>\n",
-       "      <td>9 BIRCH CT</td>\n",
-       "      <td>3.82</td>\n",
-       "      <td>NORMAL</td>\n",
-       "      <td>neutral</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>IL</td>\n",
-       "      <td>None</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>61761-3900</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1123</th>\n",
-       "      <td>ff24644e-d64a-4a8a-a87f-cdb53b86dd63</td>\n",
-       "      <td>6126e78b-4e80-4361-a019-9d99aa1623ed</td>\n",
-       "      <td>david                friedman                 ...</td>\n",
-       "      <td>rooted in community leadership pac</td>\n",
-       "      <td>8823 MOUNTAIN PATH CIR</td>\n",
-       "      <td>0.15</td>\n",
-       "      <td>AUSTIN</td>\n",
-       "      <td>neutral</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>TX</td>\n",
-       "      <td>None</td>\n",
-       "      <td>direct</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>78759-0000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1124</th>\n",
-       "      <td>ffb25947-c03f-43b2-abb4-23531cdb7324</td>\n",
-       "      <td>7f272fe4-d592-453c-9ca1-315ea3fdcff1</td>\n",
-       "      <td>dennis               starner                  ...</td>\n",
-       "      <td>bill g schuette for state representative</td>\n",
-       "      <td>4612 CONGRESS DRIVE</td>\n",
-       "      <td>525.00</td>\n",
-       "      <td>MIDLAND</td>\n",
-       "      <td>neutral</td>\n",
-       "      <td>retired</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>retired</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MI</td>\n",
-       "      <td>None</td>\n",
-       "      <td>direct/fund raiser</td>\n",
-       "      <td>2022.0</td>\n",
-       "      <td>48642-0000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1125 rows × 25 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                  donor_id  \\\n",
-       "0     0007b184-4e1d-401a-ba51-99733d2e13e7   \n",
-       "1     00523627-46c7-4f76-ab42-fb2c1fbac1b1   \n",
-       "2     00934782-86e5-4941-94cf-0a700100a2c0   \n",
-       "3     00f22bdd-96bf-4074-9620-4737e8444958   \n",
-       "4     0138403b-b5b9-453a-a1d2-b6ed9fa5fe58   \n",
-       "...                                    ...   \n",
-       "1120  fdccce6b-e55f-4f1d-bd95-1714f2a667ed   \n",
-       "1121  fe969829-b8a4-4d38-88e2-8314b340d567   \n",
-       "1122  ff1423ba-ff5e-4bc1-b864-303a9dcc9b32   \n",
-       "1123  ff24644e-d64a-4a8a-a87f-cdb53b86dd63   \n",
-       "1124  ffb25947-c03f-43b2-abb4-23531cdb7324   \n",
-       "\n",
-       "                              recipient_id  \\\n",
-       "0     d461f2bd-9074-44b3-8948-e659bead3e58   \n",
-       "1     6126e78b-4e80-4361-a019-9d99aa1623ed   \n",
-       "2     2d1a0919-218e-4692-98ec-c4a73a126482   \n",
-       "3     af8417ee-5bca-49f5-91e9-d2de65d73631   \n",
-       "4     6126e78b-4e80-4361-a019-9d99aa1623ed   \n",
-       "...                                    ...   \n",
-       "1120  a3fe20e2-8019-448e-9b54-bfdce4d87f2f   \n",
-       "1121  6126e78b-4e80-4361-a019-9d99aa1623ed   \n",
-       "1122  6126e78b-4e80-4361-a019-9d99aa1623ed   \n",
-       "1123  6126e78b-4e80-4361-a019-9d99aa1623ed   \n",
-       "1124  7f272fe4-d592-453c-9ca1-315ea3fdcff1   \n",
-       "\n",
-       "                                              full_name  \\\n",
-       "0     graham               filler                   ...   \n",
-       "1     daniel               millstone                ...   \n",
-       "2     josie                petersheim               ...   \n",
-       "3     robert               doerfler                 ...   \n",
-       "4     joseph               martinez                 ...   \n",
-       "...                                                 ...   \n",
-       "1120  michael              olthoff                  ...   \n",
-       "1121  joanna               simon                    ...   \n",
-       "1122  adriana              p{on ce                  ...   \n",
-       "1123  david                friedman                 ...   \n",
-       "1124  dennis               starner                  ...   \n",
-       "\n",
-       "                                recipient_name                 address  \\\n",
-       "0          saginaw county republican committee        12705 WARM CREEK   \n",
-       "1           rooted in community leadership pac       10518 ROUNTREE RD   \n",
-       "2                            mi greenstone pac      7196 W. BRIGGS RD.   \n",
-       "3              michigan senate democratic fund         1534 NE 5TH AVE   \n",
-       "4           rooted in community leadership pac           139 HURON AVE   \n",
-       "...                                        ...                     ...   \n",
-       "1120                  bumstead leadership fund     1499 MIDDLEBROOK DR   \n",
-       "1121        rooted in community leadership pac    1546 POPLAR GROVE DR   \n",
-       "1122        rooted in community leadership pac              9 BIRCH CT   \n",
-       "1123        rooted in community leadership pac  8823 MOUNTAIN PATH CIR   \n",
-       "1124  bill g schuette for state representative     4612 CONGRESS DRIVE   \n",
-       "\n",
-       "       amount                  city classification  company donor_office  ...  \\\n",
-       "0      500.00  DEWITT                      neutral     None         None  ...   \n",
-       "1        0.77  LOS ANGELES                 neutral     None         None  ...   \n",
-       "2       25.00  STANTON                     neutral     None         None  ...   \n",
-       "3       50.00  FORT LAUDERDALE             neutral     None         None  ...   \n",
-       "4        1.65  MOUNT CLEMENS               neutral     None         None  ...   \n",
-       "...       ...                   ...            ...      ...          ...  ...   \n",
-       "1120  1000.00  NORTON SHORES               neutral  nichols         None  ...   \n",
-       "1121     3.82  RESTON                      neutral     None         None  ...   \n",
-       "1122     3.82  NORMAL                      neutral     None         None  ...   \n",
-       "1123     0.15  AUSTIN                      neutral     None         None  ...   \n",
-       "1124   525.00  MIDLAND                     neutral  retired         None  ...   \n",
-       "\n",
-       "     occupation office_sought party purpose recipient_type state  \\\n",
-       "0          None          None  None    None           None    MI   \n",
-       "1          None          None  None    None           None    CA   \n",
-       "2          None          None  None    None           None    MI   \n",
-       "3          None          None  None    None           None    FL   \n",
-       "4          None          None  None    None           None    MI   \n",
-       "...         ...           ...   ...     ...            ...   ...   \n",
-       "1120        ceo          None  None    None           None    MI   \n",
-       "1121       None          None  None    None           None    VA   \n",
-       "1122       None          None  None    None           None    IL   \n",
-       "1123       None          None  None    None           None    TX   \n",
-       "1124    retired          None  None    None           None    MI   \n",
-       "\n",
-       "     transaction_id                transaction_type    year         zip  \n",
-       "0              None  direct                          2022.0  48820-0000  \n",
-       "1              None  direct                          2022.0  90064-0000  \n",
-       "2              None  direct                          2022.0  48888-0000  \n",
-       "3              None  direct                          2022.0  33304-1006  \n",
-       "4              None  direct                          2022.0  48043-0000  \n",
-       "...             ...                             ...     ...         ...  \n",
-       "1120           None  direct                          2022.0  49441-0000  \n",
-       "1121           None  direct                          2022.0  20194-1731  \n",
-       "1122           None  direct                          2022.0  61761-3900  \n",
-       "1123           None  direct                          2022.0  78759-0000  \n",
-       "1124           None  direct/fund raiser              2022.0  48642-0000  \n",
-       "\n",
-       "[1125 rows x 25 columns]"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "attribute_cols = merged_inds_sample.columns.difference(['donor_id','recipient_id','full_name','recipient_name'])\n",
-    "agg_functions = {col: 'sum' if col == 'amount' else 'first' for col in attribute_cols}\n",
-    "grouped_sample = merged_inds_sample.groupby(['donor_id','recipient_id','full_name','recipient_name']).agg(agg_functions).reset_index()\n",
-    "grouped_sample"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def create_network_nodes(df: pd.DataFrame) -> nx.MultiDiGraph:\n",
-    "    G = nx.MultiDiGraph()\n",
-    "    # first check if df is individuals or organizations dataset\n",
-    "    if \"name\" in df.columns:\n",
-    "        node_name = \"name\"\n",
-    "    else:\n",
-    "        node_name = \"full_name\"\n",
-    "    \n",
-    "    transact_info = ['office_sought', 'purpose', 'transaction_type', 'year','transaction_id','donor_office','amount']\n",
-    "    for _, row in df.iterrows():  \n",
-    "        # add node attributes based on the columns relevant to the entity\n",
-    "        G.add_node(row[node_name])\n",
-    "        for column in df.columns.difference(transact_info):\n",
-    "            if not pd.isnull(row[column]):\n",
-    "                G.nodes[row[node_name]][column] = row[column]\n",
-    "        \n",
-    "        # link the donor node to the recipient node. add the attributes of the\n",
-    "        # edge based on relevant nodes \n",
-    "        edge_dictionary = {}\n",
-    "        for column in transact_info:\n",
-    "            if not pd.isnull(row[column]):\n",
-    "                edge_dictionary[column] = row[column]\n",
-    "        G.add_edge(row[node_name], row['recipient_name'], **edge_dictionary)\n",
-    "\n",
-    "        # the added 'recipient_name' node has no attributes at this moment\n",
-    "        # for the final code this line won't be necessary, as each recipient\n",
-    "        # should ideally be referenced later on. For now, all added nodes for\n",
-    "        # the recipient will only have one default attribute: classification\n",
-    "        G.nodes[row['recipient_name']]['classification'] = 'neutral'    \n",
-    "            \n",
-    "    edge_labels = {(u,v):d['amount'] for u,v,d in G.edges(data=True)}\n",
-    "    entity_colors = {'neutral': 'green', 'c':'blue', 'f':'red'}\n",
-    "    node_colors = [entity_colors[G.nodes[node]['classification']] for node in G.nodes()]\n",
-    "\n",
-    "    nx.draw_planar(G, with_labels=False,node_color=node_colors)\n",
-    "    plt.figure(3,figsize=(12,12)) \n",
-    "    nx.draw_networkx_edge_labels(G, pos=nx.planar_layout(G),edge_labels=edge_labels, label_pos=0.5)\n",
-    "\n",
-    "    #nx.draw_planar(G, with_labels=False)\n",
-    "    plt.show()\n",
-    "    return G"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 122,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{}"
-      ]
-     },
-     "execution_count": 122,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#for u,v in G.nodes(data=True):\n",
-    "    #print(u)#['classification'])\n",
-    "    \n",
-    "G.nodes['michigan association of health plans political action committee']#['classification'])#['nancy                davis                               ']['classification']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['neutral', 'f'], dtype=object)"
-      ]
-     },
-     "execution_count": 66,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "grouped_sample.classification.unique()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x1200 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'address': '3836 BRISTOL CT', 'city': 'CLARKSTON           ', 'classification': 'neutral', 'donor_id': 'c7f7a9e5-2e9e-47d1-92f6-2238c7ce301a', 'entity_type': 'Individual', 'first_name': 'THERESA             ', 'full_name': 'theresa              fougnie                             ', 'id': 'c7f7a9e5-2e9e-47d1-92f6-2238c7ce301a', 'last_name': 'FOUGNIE                             ', 'recipient_id': '520c9ce3-c702-4926-8688-750984ee6c0d', 'recipient_name': 'friends of sarah may seward', 'state': 'MI', 'zip': '48348-3610'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '330 BROAD ST APT 1', 'city': 'SPRING CITY         ', 'classification': 'neutral', 'donor_id': '318b9b37-369b-45ba-9802-27177198e694', 'entity_type': 'Individual', 'first_name': 'ERIC                ', 'full_name': 'eric                 oconnor                             ', 'id': '318b9b37-369b-45ba-9802-27177198e694', 'last_name': 'OCONNOR                             ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'PA', 'zip': '19475-1763'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '15 W260 FILLMORE ST', 'city': 'ELMHURST            ', 'classification': 'neutral', 'donor_id': '283c7a56-1298-4003-b4b3-e4519b6077b0', 'entity_type': 'Individual', 'first_name': 'EVELYN              ', 'full_name': 'evelyn               pape                                ', 'id': '283c7a56-1298-4003-b4b3-e4519b6077b0', 'last_name': 'PAPE                                ', 'recipient_id': 'af8417ee-5bca-49f5-91e9-d2de65d73631', 'recipient_name': 'michigan senate democratic fund', 'state': 'IL', 'zip': '60126-5349'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '16190 DOBBINS DR', 'city': 'ALBION              ', 'classification': 'neutral', 'donor_id': '306d7309-ccc7-457e-a263-394b1143dacb', 'entity_type': 'Individual', 'first_name': 'STEPHANIE           ', 'full_name': 'stephanie            dobbins                             ', 'id': '306d7309-ccc7-457e-a263-394b1143dacb', 'last_name': 'DOBBINS                             ', 'recipient_id': 'af8417ee-5bca-49f5-91e9-d2de65d73631', 'recipient_name': 'michigan senate democratic fund', 'state': 'MI', 'zip': '49224-9689'}\n",
-      "{'address': '3685 CREEKSIDE DRIVE', 'city': 'DORR                ', 'classification': 'neutral', 'donor_id': '57069727-fd76-4630-9d36-b786d0992b4a', 'entity_type': 'Individual', 'first_name': 'ANNETTE             ', 'full_name': 'annette              magyar                              ', 'id': '57069727-fd76-4630-9d36-b786d0992b4a', 'last_name': 'MAGYAR                              ', 'recipient_id': '097002ca-1bbd-417a-bad9-9fd54887ebab', 'recipient_name': 'movement voter pac mi', 'state': 'MI', 'zip': '49323-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '13330 CAMINITO MAR VILLA', 'city': 'DEL MAR             ', 'classification': 'neutral', 'donor_id': 'a4a903b8-a178-4fcc-ae7b-cd6852b447a0', 'entity_type': 'Individual', 'first_name': 'MICHAEL             ', 'full_name': 'michael              finley                              ', 'id': 'a4a903b8-a178-4fcc-ae7b-cd6852b447a0', 'last_name': 'FINLEY                              ', 'recipient_id': 'af8417ee-5bca-49f5-91e9-d2de65d73631', 'recipient_name': 'michigan senate democratic fund', 'state': 'CA', 'zip': '92014-3614'}\n",
-      "{'address': '52 PINE HILL RD', 'city': 'ASHLAND             ', 'classification': 'neutral', 'donor_id': 'fd303393-0697-48f6-b704-bce3a6b36e04', 'entity_type': 'Individual', 'first_name': 'JANE                ', 'full_name': 'jane                 malick-nugent                       ', 'id': 'fd303393-0697-48f6-b704-bce3a6b36e04', 'last_name': 'MALICK-NUGENT                       ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'MA', 'zip': '01721-1169'}\n",
-      "{'address': '3708 OMAHA', 'city': 'GRANDVILLE          ', 'classification': 'neutral', 'donor_id': '2ac954cd-d5a2-4d94-b087-adb400d05d25', 'entity_type': 'Individual', 'first_name': 'MARY                ', 'full_name': 'mary                 bristol                             ', 'id': '2ac954cd-d5a2-4d94-b087-adb400d05d25', 'last_name': 'BRISTOL                             ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'MI', 'zip': '49418-0000'}\n",
-      "{'address': '817 VERDALE DR', 'city': 'SPEARFISH           ', 'classification': 'neutral', 'donor_id': '243d42aa-2d89-4df0-81c8-30b0eb2bb514', 'entity_type': 'Individual', 'first_name': 'TIARA               ', 'full_name': 'tiara                heckenlaible                        ', 'id': '243d42aa-2d89-4df0-81c8-30b0eb2bb514', 'last_name': 'HECKENLAIBLE                        ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'SD', 'zip': '57783-1636'}\n",
-      "{'address': '2954 BAY VILLAGE CIR APT 1074', 'city': 'SANTA ROSA          ', 'classification': 'neutral', 'donor_id': '5fce81ac-a80a-4153-9893-a4f117312808', 'entity_type': 'Individual', 'first_name': 'JENNIFER            ', 'full_name': 'jennifer             ellis                               ', 'id': '5fce81ac-a80a-4153-9893-a4f117312808', 'last_name': 'ELLIS                               ', 'recipient_id': 'af8417ee-5bca-49f5-91e9-d2de65d73631', 'recipient_name': 'michigan senate democratic fund', 'state': 'CA', 'zip': '95403-2288'}\n",
-      "{'address': '12606 CEDAR CROSSINGS DR', 'city': 'CHARLOTTE           ', 'classification': 'neutral', 'donor_id': '0b7ab244-7d09-40f6-9da9-04492dca4c59', 'entity_type': 'Individual', 'first_name': 'MARGARET            ', 'full_name': 'margaret             johnson                             ', 'id': '0b7ab244-7d09-40f6-9da9-04492dca4c59', 'last_name': 'JOHNSON                             ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'NC', 'zip': '28273-8868'}\n",
-      "{'address': '7730 BOHM RD', 'city': 'IMLAY CITY          ', 'classification': 'neutral', 'donor_id': '519dfef0-05c0-4759-851a-8caa7f56ff1d', 'entity_type': 'Individual', 'first_name': 'BETTY               ', 'full_name': 'betty                burton                              ', 'id': '519dfef0-05c0-4759-851a-8caa7f56ff1d', 'last_name': 'BURTON                              ', 'recipient_id': '7e56adfa-c5e4-459d-b280-92a2c67e8602', 'recipient_name': 'lapeer county democratic party', 'state': 'MI', 'zip': '48444-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '107 MEYERS AVE', 'city': 'JACKSON             ', 'classification': 'neutral', 'donor_id': '67ef676e-27a0-40d5-8f5c-9bfae6f80a88', 'entity_type': 'Individual', 'first_name': 'TERRY               ', 'full_name': 'terry                applegate                           ', 'id': '67ef676e-27a0-40d5-8f5c-9bfae6f80a88', 'last_name': 'APPLEGATE                           ', 'recipient_id': 'a9c205c4-6e86-465d-b9f8-55400317be37', 'recipient_name': 'sheet metal workers local 7 pac', 'state': 'MI', 'zip': '49203-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '4890 GARDENER RD.', 'city': 'METAMORIA           ', 'classification': 'neutral', 'company': 'retired', 'donor_id': '31c2546b-6967-4625-8266-2ca498d7b0e1', 'entity_type': 'Individual', 'first_name': 'DIANE               ', 'full_name': 'diane                scott                               ', 'id': '31c2546b-6967-4625-8266-2ca498d7b0e1', 'last_name': 'SCOTT                               ', 'occupation': 'homemaker', 'recipient_id': '4a4659c5-77ec-4e8e-a171-48d9266cd78f', 'recipient_name': 'teamsters 406 political action committee', 'state': 'MI', 'zip': '48455-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '1033 N. PAULINA ST UNIT 1R', 'city': 'CHICAGO             ', 'classification': 'neutral', 'company': 'capital area housing pship', 'donor_id': 'f2afa0d1-b1f9-4278-9df4-c5bf2c01c65b', 'entity_type': 'Individual', 'first_name': 'CURTIS              ', 'full_name': 'curtis               audette                             ', 'id': 'f2afa0d1-b1f9-4278-9df4-c5bf2c01c65b', 'last_name': 'AUDETTE                             ', 'occupation': 'marketing director', 'recipient_id': '9187a1f9-7b89-47cc-b136-04b272161da1', 'recipient_name': 'will snyder majority fund', 'state': 'IL', 'zip': '60622-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '1490 7TH ST NW APT 210', 'city': 'WASHINGTON          ', 'classification': 'neutral', 'donor_id': '7ca75427-170a-4b3b-8e26-1fdd95e7590f', 'entity_type': 'Individual', 'first_name': 'RITA                ', 'full_name': 'rita                 collins                             ', 'id': '7ca75427-170a-4b3b-8e26-1fdd95e7590f', 'last_name': 'COLLINS                             ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'DC', 'zip': '20001-3389'}\n",
-      "{'address': '4358 FOXPOINTE DRIVE', 'city': 'WEST BLOOMFILED     ', 'classification': 'neutral', 'donor_id': 'c2269438-d978-4732-a2c1-f2621514a1f1', 'entity_type': 'Individual', 'first_name': 'LAURA               ', 'full_name': 'laura                noveck                              ', 'id': 'c2269438-d978-4732-a2c1-f2621514a1f1', 'last_name': 'NOVECK                              ', 'recipient_id': 'af8417ee-5bca-49f5-91e9-d2de65d73631', 'recipient_name': 'michigan senate democratic fund', 'state': 'MI', 'zip': '48323-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '83 ANCHOR DR', 'city': 'INDIAN HARBOUR BEACH', 'classification': 'neutral', 'donor_id': '2800af86-a826-4ee1-a2b3-3b8d454b229d', 'entity_type': 'Individual', 'first_name': 'JAMES               ', 'full_name': 'james                bangerter                           ', 'id': '2800af86-a826-4ee1-a2b3-3b8d454b229d', 'last_name': 'BANGERTER                           ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'FL', 'zip': '32937-3563'}\n",
-      "{'address': '1978 EDGEWOOD BLVD', 'city': 'BERKLEY             ', 'classification': 'neutral', 'donor_id': 'b61a2f45-5a13-401a-b0c2-470368e45a95', 'entity_type': 'Individual', 'first_name': 'LISA                ', 'full_name': 'lisa                 turner                              ', 'id': 'b61a2f45-5a13-401a-b0c2-470368e45a95', 'last_name': 'TURNER                              ', 'recipient_id': '116b2364-8dc9-4ec5-83ad-0f43db55c764', 'recipient_name': 'committee to elect natalie price', 'state': 'MI', 'zip': '48072-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '1791 WALLACE ST', 'city': 'SIMI VALLEY         ', 'classification': 'neutral', 'company': 'county of ventura', 'donor_id': '05fbf8f2-14e5-468f-ac3c-6d38cb79aea2', 'entity_type': 'Individual', 'first_name': 'REBECCA             ', 'full_name': 'rebecca              albarran                            ', 'id': '05fbf8f2-14e5-468f-ac3c-6d38cb79aea2', 'last_name': 'ALBARRAN                            ', 'occupation': 'hs client benefit spec iv', 'recipient_id': '0cf71bd1-086d-433d-bebc-02a1976da5fc', 'recipient_name': 'michigan corrections organization political action committee', 'state': 'CA', 'zip': '93065-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '4375 ELMWOOD DR', 'city': 'OKEMOS              ', 'classification': 'neutral', 'donor_id': '2a66be20-50a9-4c95-a836-7dcdf6f85c53', 'entity_type': 'Individual', 'first_name': 'MARY                ', 'full_name': 'mary                 hardy                               ', 'id': '2a66be20-50a9-4c95-a836-7dcdf6f85c53', 'last_name': 'HARDY                               ', 'recipient_id': '3933a18f-92b6-4fb9-8ed9-a289ae65c09d', 'recipient_name': 'emily busch for state representative', 'state': 'MI', 'zip': '48864-0000'}\n",
-      "{'address': '9732 NW HENRY CT', 'city': 'PORTLAND            ', 'classification': 'neutral', 'donor_id': '135321c7-d5f3-4496-8593-e3d92dc01b4f', 'entity_type': 'Individual', 'first_name': 'DAVID               ', 'full_name': 'david                evans                               ', 'id': '135321c7-d5f3-4496-8593-e3d92dc01b4f', 'last_name': 'EVANS                               ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'OR', 'zip': '97229-8060'}\n",
-      "{'address': '6516 FOREST RIDGE DR', 'city': 'DURHAM              ', 'classification': 'neutral', 'donor_id': '82f6e2a5-d1f6-40b1-ab48-b0ddd0d8b2ef', 'entity_type': 'Individual', 'first_name': 'VICTORIA            ', 'full_name': 'victoria             mathews                             ', 'id': '82f6e2a5-d1f6-40b1-ab48-b0ddd0d8b2ef', 'last_name': 'MATHEWS                             ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'NC', 'zip': '27713-6743'}\n",
-      "{'address': '434 FRANKLIN ST APT 2', 'city': 'CAMBRIDGE           ', 'classification': 'neutral', 'donor_id': '983946cd-bd5f-49de-8d7d-5c7e5fc187df', 'entity_type': 'Individual', 'first_name': 'ALISON              ', 'full_name': 'alison               gassett                             ', 'id': '983946cd-bd5f-49de-8d7d-5c7e5fc187df', 'last_name': 'GASSETT                             ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'MA', 'zip': '02139-3261'}\n",
-      "{'address': '401 S LAKESHORE BLVD 314', 'city': 'MARQUETTE           ', 'classification': 'neutral', 'donor_id': '59835b92-ae12-4c63-bcf5-bc4c15f49a1a', 'entity_type': 'Individual', 'first_name': 'LISA                ', 'full_name': 'lisa                 stasiuk                             ', 'id': '59835b92-ae12-4c63-bcf5-bc4c15f49a1a', 'last_name': 'STASIUK                             ', 'recipient_id': 'af8417ee-5bca-49f5-91e9-d2de65d73631', 'recipient_name': 'michigan senate democratic fund', 'state': 'MI', 'zip': '49855-0000'}\n",
-      "{'address': '1398 PARKVIEW DR', 'city': 'NEW RICHMOND        ', 'classification': 'neutral', 'donor_id': 'a20e56d4-b16a-48d9-a572-dd5c20afb4ed', 'entity_type': 'Individual', 'first_name': 'STEPHEN             ', 'full_name': 'stephen              tornio                              ', 'id': 'a20e56d4-b16a-48d9-a572-dd5c20afb4ed', 'last_name': 'TORNIO                              ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'WI', 'zip': '54017-2339'}\n",
-      "{'address': '17367 NORTHWOOD HWY', 'city': 'ARCADIA             ', 'classification': 'neutral', 'donor_id': 'd228df64-4788-45fa-8fad-495f05058201', 'entity_type': 'Individual', 'first_name': 'MARY                ', 'full_name': 'mary                 williams                            ', 'id': 'd228df64-4788-45fa-8fad-495f05058201', 'last_name': 'WILLIAMS                            ', 'recipient_id': '097002ca-1bbd-417a-bad9-9fd54887ebab', 'recipient_name': 'movement voter pac mi', 'state': 'MI', 'zip': '49613-0000'}\n",
-      "{'address': '2175 W 25TH ST', 'city': 'LOS ANGELES         ', 'classification': 'neutral', 'donor_id': '16817b6c-6455-49e3-aec7-ae3a1100a96a', 'entity_type': 'Individual', 'first_name': 'JAMES               ', 'full_name': 'james                haley                               ', 'id': '16817b6c-6455-49e3-aec7-ae3a1100a96a', 'last_name': 'HALEY                               ', 'recipient_id': '0cf71bd1-086d-433d-bebc-02a1976da5fc', 'recipient_name': 'michigan corrections organization political action committee', 'state': 'CA', 'zip': '90018-0000'}\n",
-      "{'address': 'PO BOX 410', 'city': 'MENDOCINO           ', 'classification': 'neutral', 'donor_id': 'f1e3260d-301f-4ea5-b503-e0455e3f0f10', 'entity_type': 'Individual', 'first_name': 'SUSAN               ', 'full_name': 'susan                keller                              ', 'id': 'f1e3260d-301f-4ea5-b503-e0455e3f0f10', 'last_name': 'KELLER                              ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'CA', 'zip': '95460-0410'}\n",
-      "{'address': '1460 E POND DR APT 14', 'city': 'OKEMOS              ', 'classification': 'neutral', 'donor_id': 'a7d035e5-12cf-4e5a-8dc2-0d9552bc59d8', 'entity_type': 'Individual', 'first_name': 'RUSS                ', 'full_name': 'russ                 kirkpatrick                         ', 'id': 'a7d035e5-12cf-4e5a-8dc2-0d9552bc59d8', 'last_name': 'KIRKPATRICK                         ', 'recipient_id': '520c9ce3-c702-4926-8688-750984ee6c0d', 'recipient_name': 'friends of sarah may seward', 'state': 'MI', 'zip': '48864-0000'}\n",
-      "{'address': '207 N. 5TH AVE. UNIT A', 'city': 'BARSTOW             ', 'classification': 'neutral', 'donor_id': '7f16dd46-24ca-475c-9ee2-e5e49fe90048', 'entity_type': 'Individual', 'first_name': 'BRIDGET             ', 'full_name': 'bridget              breese                              ', 'id': '7f16dd46-24ca-475c-9ee2-e5e49fe90048', 'last_name': 'BREESE                              ', 'recipient_id': '0cf71bd1-086d-433d-bebc-02a1976da5fc', 'recipient_name': 'michigan corrections organization political action committee', 'state': 'CA', 'zip': '92311-0000'}\n",
-      "{'address': '1127 RANFIELD LANE', 'city': 'FLINT               ', 'classification': 'neutral', 'donor_id': '4a2985a0-1033-49d7-bd6e-ff09983ed3b9', 'entity_type': 'Individual', 'first_name': 'DALE                ', 'full_name': 'dale                 weighill                            ', 'id': '4a2985a0-1033-49d7-bd6e-ff09983ed3b9', 'last_name': 'WEIGHILL                            ', 'recipient_id': '7dbf96d7-7405-4f4e-8089-da6ecdf2197f', 'recipient_name': 'michigan community college association political action comm', 'state': 'MI', 'zip': '48532-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '2885 SLEEPING MEADOW LANE', 'city': 'MASON               ', 'classification': 'neutral', 'company': 'consumers energy', 'donor_id': 'b8df5c77-6655-44d5-8efa-5a1cb02e0b7f', 'entity_type': 'Individual', 'first_name': 'BRIAN               ', 'full_name': 'brian                bushey                              ', 'id': 'b8df5c77-6655-44d5-8efa-5a1cb02e0b7f', 'last_name': 'BUSHEY                              ', 'occupation': 'dir egi analytics', 'recipient_id': '642c45b3-2610-4afe-a3b8-a611eaeb9e94', 'recipient_name': 'cms energy corp employees for better government', 'state': 'MI', 'zip': '48854-8709'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '1217 WHISPERING KNOLL LN', 'city': 'ROCHESTER HILLS     ', 'classification': 'neutral', 'company': 'blue cross blue shield of mich', 'donor_id': 'c818757b-5305-45c8-b024-30244cc46d21', 'entity_type': 'Individual', 'first_name': 'KATHRYN             ', 'full_name': 'kathryn              antoski ^                           ', 'id': 'c818757b-5305-45c8-b024-30244cc46d21', 'last_name': 'ANTOSKI ^                           ', 'occupation': 'analyst - senior', 'recipient_id': '5a56136a-8ea1-4027-918f-be7d7a66c373', 'recipient_name': 'blue cross blue shield of michigan political action committee', 'state': 'MI', 'zip': '48306-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '4608 OAKRIDGE DR', 'city': 'MIDLAND             ', 'classification': 'neutral', 'donor_id': '4c1803dc-2633-4432-9d19-005d82aedf68', 'entity_type': 'Individual', 'first_name': 'JAMES               ', 'full_name': 'james                allen                               ', 'id': '4c1803dc-2633-4432-9d19-005d82aedf68', 'last_name': 'ALLEN                               ', 'recipient_id': 'af8417ee-5bca-49f5-91e9-d2de65d73631', 'recipient_name': 'michigan senate democratic fund', 'state': 'MI', 'zip': '48640-1914'}\n",
-      "{'address': '1919 CURTIS ST', 'city': 'BERKELEY            ', 'classification': 'neutral', 'donor_id': '514931c3-da83-44dd-bc30-4fece766d85e', 'entity_type': 'Individual', 'first_name': 'JOAQUIN             ', 'full_name': 'joaquin              carbonell                           ', 'id': '514931c3-da83-44dd-bc30-4fece766d85e', 'last_name': 'CARBONELL                           ', 'recipient_id': 'af8417ee-5bca-49f5-91e9-d2de65d73631', 'recipient_name': 'michigan senate democratic fund', 'state': 'CA', 'zip': '94702-1648'}\n",
-      "{'address': '39842 GOLFVIEW DR.', 'city': 'NORTHVILLE          ', 'classification': 'neutral', 'donor_id': '739bc866-c9cc-4360-ae52-9b15c22ca6b6', 'entity_type': 'Individual', 'first_name': 'DONALD              ', 'full_name': 'donald               gates                               ', 'id': '739bc866-c9cc-4360-ae52-9b15c22ca6b6', 'last_name': 'GATES                               ', 'recipient_id': 'e9e8bf7f-2d34-42c9-b155-b95481ca238f', 'recipient_name': 'committee to elect dave staudt', 'state': 'MI', 'zip': '48167-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '7300 KRAENZLEIN ROAD', 'city': 'BAY CITY            ', 'classification': 'neutral', 'donor_id': '4ae0900b-eac4-4e41-b4a2-6727561db273', 'entity_type': 'Individual', 'first_name': 'JOAN                ', 'full_name': 'joan                 wilson                              ', 'id': '4ae0900b-eac4-4e41-b4a2-6727561db273', 'last_name': 'WILSON                              ', 'recipient_id': 'c5bc157e-1eff-4db0-b26a-eea376cc3fd0', 'recipient_name': 'tamara d carlone for state board of education', 'state': 'MI', 'zip': '48706-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '753 PATRICIA PLACE DR', 'city': 'WESTLAND            ', 'classification': 'neutral', 'company': 'blue cross blue shield of mich', 'donor_id': '184e5f13-aba5-44da-be09-572ac083b3e9', 'entity_type': 'Individual', 'first_name': 'SHUNDA              ', 'full_name': 'shunda               jones ^                             ', 'id': '184e5f13-aba5-44da-be09-572ac083b3e9', 'last_name': 'JONES ^                             ', 'occupation': 'manager - administrative', 'recipient_id': '5a56136a-8ea1-4027-918f-be7d7a66c373', 'recipient_name': 'blue cross blue shield of michigan political action committee', 'state': 'MI', 'zip': '48185-0000'}\n",
-      "{'address': '3830 33RD AVE SW UNIT A', 'city': 'SEATTLE             ', 'classification': 'neutral', 'donor_id': '9a5a86bb-a480-42ad-913a-17f80efbfb86', 'entity_type': 'Individual', 'first_name': 'JAMES               ', 'full_name': 'james                sims                                ', 'id': '9a5a86bb-a480-42ad-913a-17f80efbfb86', 'last_name': 'SIMS                                ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'WA', 'zip': '98126-2514'}\n",
-      "{'address': '204 HURON ST', 'city': 'BAY CITY            ', 'classification': 'neutral', 'donor_id': '298c73fa-495f-4df0-a348-16a62d6464ee', 'entity_type': 'Individual', 'first_name': 'MATHEWS             ', 'full_name': 'mathews              gavin                               ', 'id': '298c73fa-495f-4df0-a348-16a62d6464ee', 'last_name': 'GAVIN                               ', 'recipient_id': 'a9c205c4-6e86-465d-b9f8-55400317be37', 'recipient_name': 'sheet metal workers local 7 pac', 'state': 'MI', 'zip': '48706-4931'}\n",
-      "{'address': '740 HEWITT LN', 'city': 'NEW WINDSOR         ', 'classification': 'neutral', 'donor_id': 'a41724c3-f42d-42a0-bc7d-8973c2e3a0c8', 'entity_type': 'Individual', 'first_name': 'MARY                ', 'full_name': 'mary                 washburn                            ', 'id': 'a41724c3-f42d-42a0-bc7d-8973c2e3a0c8', 'last_name': 'WASHBURN                            ', 'recipient_id': 'af8417ee-5bca-49f5-91e9-d2de65d73631', 'recipient_name': 'michigan senate democratic fund', 'state': 'NY', 'zip': '12553-5462'}\n",
-      "{'address': '100 ROCKVIEW ST', 'city': 'JAMAICA PLAIN       ', 'classification': 'neutral', 'donor_id': '1755fe5d-6210-4ecd-8075-de785b4a8a73', 'entity_type': 'Individual', 'first_name': 'TIMOTHY             ', 'full_name': 'timothy              havel                               ', 'id': '1755fe5d-6210-4ecd-8075-de785b4a8a73', 'last_name': 'HAVEL                               ', 'recipient_id': '097002ca-1bbd-417a-bad9-9fd54887ebab', 'recipient_name': 'movement voter pac mi', 'state': 'MA', 'zip': '02130-4660'}\n",
-      "{'address': '2260 POLISH LINE RD.', 'city': 'CHEBOYGAN           ', 'classification': 'neutral', 'donor_id': '46b3649a-e403-4bd0-8ee2-d65a34d191f9', 'entity_type': 'Individual', 'first_name': 'STEVE               ', 'full_name': 'steve                downing                             ', 'id': '46b3649a-e403-4bd0-8ee2-d65a34d191f9', 'last_name': 'DOWNING                             ', 'recipient_id': 'b92fe9af-a5f5-4f15-8f35-d5536eb946eb', 'recipient_name': 'friends of marie fielder', 'state': 'MI', 'zip': '49721-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '10698 BEAR LAKE TRL', 'city': 'PORTAGE             ', 'classification': 'neutral', 'donor_id': 'b0dafcd3-4ba2-4aa1-ac43-2298edc705e4', 'entity_type': 'Individual', 'first_name': 'MICHAEL             ', 'full_name': 'michael              anderson                            ', 'id': 'b0dafcd3-4ba2-4aa1-ac43-2298edc705e4', 'last_name': 'ANDERSON                            ', 'recipient_id': 'af8417ee-5bca-49f5-91e9-d2de65d73631', 'recipient_name': 'michigan senate democratic fund', 'state': 'MI', 'zip': '49024-6206'}\n",
-      "{'address': '150 MARINE AVE', 'city': 'BROOKLYN            ', 'classification': 'neutral', 'donor_id': '58988e4c-4376-4fd7-8c13-10bc9fc65335', 'entity_type': 'Individual', 'first_name': 'PAMELA L            ', 'full_name': 'pamela l             landberg                            ', 'id': '58988e4c-4376-4fd7-8c13-10bc9fc65335', 'last_name': 'LANDBERG                            ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'NY', 'zip': '11209-7744'}\n",
-      "{'address': '1701 PORTER SW  SUITE 6', 'city': 'WYOMING             ', 'classification': 'neutral', 'company': 'self emp;oyed', 'donor_id': '3dfd0b64-eb59-4475-9abc-8be958bd8182', 'entity_type': 'Individual', 'first_name': 'DANIEL              ', 'full_name': 'daniel               hibma                               ', 'id': '3dfd0b64-eb59-4475-9abc-8be958bd8182', 'last_name': 'HIBMA                               ', 'occupation': 'property management', 'recipient_id': 'b4b49f06-2c4d-42e4-83e8-fc63c95fad04', 'recipient_name': 'committee to protect voters rights', 'state': 'MI', 'zip': '49519-0000'}\n",
-      "{'classification': 'neutral'}\n",
-      "{'address': '1501 BRIDGEWATER DR', 'city': 'MELBOURNE           ', 'classification': 'neutral', 'donor_id': 'd71d895c-b18c-45ed-9a13-ec025564fedb', 'entity_type': 'Individual', 'first_name': 'JUDITH              ', 'full_name': 'judith               behrendt                            ', 'id': 'd71d895c-b18c-45ed-9a13-ec025564fedb', 'last_name': 'BEHRENDT                            ', 'recipient_id': '6126e78b-4e80-4361-a019-9d99aa1623ed', 'recipient_name': 'rooted in community leadership pac', 'state': 'FL', 'zip': '32934-3215'}\n"
-     ]
-    }
-   ],
-   "source": [
-    "matplot_G = create_network_nodes(grouped_sample.sample(50))\n",
-    "for v,d in matplot_G.nodes(data=True):\n",
-    "    #print(u)\n",
-    "    #print(v)\n",
-    "    print(d)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 118,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'red',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green',\n",
-       " 'green']"
-      ]
-     },
-     "execution_count": 118,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#for a,b in G.nodes(data=True):\n",
-    "    #print(G[node])#['classification'])\n",
-    "#    print(b)#['classification'])\n",
-    "entity_colors = {'neutral': 'green', 'c':'blue', 'f':'red'}\n",
-    "node_colors = [entity_colors.get(G.nodes[node].get('classification', 'neutral'), 'green') for node in G.nodes()]\n",
-    "node_colors"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "('William Stoner', 'KALAMAZOO ANESTHESIOLOGY PC', {'amount': 10.0, 'year': 2017})\n",
-      "('KALAMAZOO ANESTHESIOLOGY PC', 'Bob Kushman', {'amount': 1530})\n",
-      "('Bob Kushman', 'KALAMAZOO ANESTHESIOLOGY PC', {'amount': 530})\n",
-      "('James Engelson', 'Bob Kushman', {'amount': 90.0, 'year': 2019})\n",
-      "('Allen Wolf', 'William Stoner', {'amount': 111.5, 'year': 2018})\n",
-      "('Allen Wolf', 'William Stoner', {'amount': 11100.5, 'year': 2018})\n"
-     ]
-    }
-   ],
-   "source": [
-    "G = nx.MultiDiGraph()\n",
-    "  \n",
-    "G.add_node(\"William Stoner\", Age=10, Weight=110)\n",
-    "G.add_edge(\"William Stoner\",\"KALAMAZOO ANESTHESIOLOGY PC\",amount=10.00, year=2017)\n",
-    "G.add_node(\"KALAMAZOO ANESTHESIOLOGY PC\", Age=50, Weight=180)\n",
-    "G.add_edge(\"KALAMAZOO ANESTHESIOLOGY PC\",\"Bob Kushman\",amount=1530)\n",
-    "G.add_node(\"Bob Kushman\", Age=90, Weight=111)\n",
-    "G.add_edge(\"Bob Kushman\",\"KALAMAZOO ANESTHESIOLOGY PC\",amount=530)\n",
-    "G.add_node(\"James Engelson\", Age=40, Weight=10)\n",
-    "G.add_edge(\"James Engelson\",\"Bob Kushman\",amount=90.00, year=2019,)\n",
-    "G.add_node(\"Allen Wolf\", Age=30, Weight=1710)\n",
-    "G.add_edge(\"Allen Wolf\",\"William Stoner\",amount=111.50,year=2018)\n",
-    "G.add_edge(\"Allen Wolf\",\"William Stoner\",amount=11100.50,year=2018)\n",
-    "\n",
-    "\n",
-    "\n",
-    "edge_labels = {(u,v):d['amount'] for u,v,d in G.edges(data=True)}\n",
-    "nx.draw(G, with_labels=True,node_color='red')\n",
-    "pos = nx.planar_layout(G)\n",
-    "for edge, label in edge_labels.items():\n",
-    "    nx.draw_networkx_edge_labels(G, pos=pos, edge_labels={edge: label}, label_pos=0.5, verticalalignment='center', horizontalalignment='center')\n",
-    "plt.show()\n",
-    "for edge in G.edges(data=True):\n",
-    "    print(edge)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.plotly.v1+json": {
-       "config": {
-        "plotlyServerURL": "https://plot.ly"
-       },
-       "data": [
-        {
-         "hoverinfo": "text",
-         "hovertext": [
-          "Amount: 10.00, Weight: 10.00",
-          "Amount: 1530.00, Weight: 1530.00",
-          "Amount: 530.00, Weight: 530.00",
-          "Amount: 90.00, Weight: 90.00",
-          "Amount: 111.50, Weight: 111.50"
-         ],
-         "line": {
-          "color": "#888"
-         },
-         "mode": "lines",
-         "type": "scatter",
-         "x": [
-          10,
-          50,
-          null,
-          50,
-          90,
-          null,
-          90,
-          50,
-          null,
-          40,
-          90,
-          null,
-          30,
-          10,
-          null
-         ],
-         "y": [
-          110,
-          180,
-          null,
-          180,
-          111,
-          null,
-          111,
-          180,
-          null,
-          10,
-          111,
-          null,
-          1710,
-          110,
-          null
-         ]
-        },
-        {
-         "hoverinfo": "text",
-         "marker": {
-          "colorscale": [
-           [
-            0,
-            "rgb(255,255,217)"
-           ],
-           [
-            0.125,
-            "rgb(237,248,177)"
-           ],
-           [
-            0.25,
-            "rgb(199,233,180)"
-           ],
-           [
-            0.375,
-            "rgb(127,205,187)"
-           ],
-           [
-            0.5,
-            "rgb(65,182,196)"
-           ],
-           [
-            0.625,
-            "rgb(29,145,192)"
-           ],
-           [
-            0.75,
-            "rgb(34,94,168)"
-           ],
-           [
-            0.875,
-            "rgb(37,52,148)"
-           ],
-           [
-            1,
-            "rgb(8,29,88)"
-           ]
-          ],
-          "showscale": true,
-          "size": 10
-         },
-         "mode": "markers",
-         "text": [
-          "William Stoner<br>Age: 10<br>Weight: 110",
-          "KALAMAZOO ANESTHESIOLOGY PC<br>Age: 50<br>Weight: 180",
-          "Bob Kushman<br>Age: 90<br>Weight: 111",
-          "James Engelson<br>Age: 40<br>Weight: 10",
-          "Allen Wolf<br>Age: 30<br>Weight: 1710"
-         ],
-         "type": "scatter",
-         "x": [
-          10,
-          50,
-          90,
-          40,
-          30
-         ],
-         "y": [
-          110,
-          180,
-          111,
-          10,
-          1710
-         ]
-        }
-       ],
-       "layout": {
-        "hovermode": "closest",
-        "margin": {
-         "b": 20,
-         "l": 5,
-         "r": 5,
-         "t": 40
-        },
-        "showlegend": false,
-        "template": {
-         "data": {
-          "bar": [
-           {
-            "error_x": {
-             "color": "#2a3f5f"
-            },
-            "error_y": {
-             "color": "#2a3f5f"
-            },
-            "marker": {
-             "line": {
-              "color": "#E5ECF6",
-              "width": 0.5
-             },
-             "pattern": {
-              "fillmode": "overlay",
-              "size": 10,
-              "solidity": 0.2
-             }
-            },
-            "type": "bar"
-           }
-          ],
-          "barpolar": [
-           {
-            "marker": {
-             "line": {
-              "color": "#E5ECF6",
-              "width": 0.5
-             },
-             "pattern": {
-              "fillmode": "overlay",
-              "size": 10,
-              "solidity": 0.2
-             }
-            },
-            "type": "barpolar"
-           }
-          ],
-          "carpet": [
-           {
-            "aaxis": {
-             "endlinecolor": "#2a3f5f",
-             "gridcolor": "white",
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-   "source": [
-    "G = nx.MultiDiGraph()\n",
-    "\n",
-    "G.add_node(\"William Stoner\", Age=10, Weight=110)\n",
-    "G.add_node(\"KALAMAZOO ANESTHESIOLOGY PC\", Age=50, Weight=180)\n",
-    "G.add_node(\"Bob Kushman\", Age=90, Weight=111)\n",
-    "G.add_node(\"James Engelson\", Age=40, Weight=10)\n",
-    "G.add_node(\"Allen Wolf\", Age=30, Weight=1710)\n",
-    "\n",
-    "G.add_edge(\"William Stoner\", \"KALAMAZOO ANESTHESIOLOGY PC\", weight=10.00, amount=10.00, year=2017)\n",
-    "G.add_edge(\"KALAMAZOO ANESTHESIOLOGY PC\", \"Bob Kushman\", weight=1530, amount=1530, year=2017)\n",
-    "G.add_edge(\"Bob Kushman\", \"KALAMAZOO ANESTHESIOLOGY PC\", weight=530, amount=530, year=2017)\n",
-    "G.add_edge(\"James Engelson\", \"Bob Kushman\", weight=90.00, amount=90.00, year=2017)\n",
-    "G.add_edge(\"Allen Wolf\", \"William Stoner\", weight=111.50, amount=111.50, year=2017)\n",
-    "\n",
-    "# Create Plotly graph\n",
-    "edge_trace = go.Scatter(x=[], y=[], line=dict(color='#888'), hoverinfo='text', mode='lines')\n",
-    "hovertext = []\n",
-    "\n",
-    "for edge in G.edges(data=True):\n",
-    "    x0, y0 = G.nodes[edge[0]]['Age'], G.nodes[edge[0]]['Weight']\n",
-    "    x1, y1 = G.nodes[edge[1]]['Age'], G.nodes[edge[1]]['Weight']\n",
-    "    edge_trace['x'] += tuple([x0, x1, None])\n",
-    "    edge_trace['y'] += tuple([y0, y1, None])\n",
-    "    hovertext.append(f\"Amount: {edge[2]['amount']:.2f}, Weight: {edge[2]['weight']:.2f}\")\n",
-    "\n",
-    "edge_trace['hovertext'] = hovertext\n",
-    "\n",
-    "node_trace = go.Scatter(x=[], y=[], text=[], mode='markers', hoverinfo='text', marker=dict(showscale=True, colorscale='YlGnBu', size=10))\n",
-    "\n",
-    "for node in G.nodes():\n",
-    "    x, y = G.nodes[node]['Age'], G.nodes[node]['Weight']\n",
-    "    node_trace['x'] += tuple([x])\n",
-    "    node_trace['y'] += tuple([y])\n",
-    "    node_info = node + '<br>' + 'Age: ' + str(G.nodes[node]['Age']) + '<br>' + 'Weight: ' + str(G.nodes[node]['Weight'])\n",
-    "    node_trace['text'] += tuple([node_info])\n",
-    "\n",
-    "fig = go.Figure(data=[edge_trace, node_trace],\n",
-    "             layout=go.Layout(\n",
-    "                title='<br>Network graph made with Plotly',\n",
-    "                titlefont=dict(size=16),\n",
-    "                showlegend=False,\n",
-    "                hovermode='closest',\n",
-    "                margin=dict(b=20,l=5,r=5,t=40),\n",
-    "                xaxis=dict(showgrid=False, zeroline=False, showticklabels=False),\n",
-    "                yaxis=dict(showgrid=False, zeroline=False, showticklabels=False)))\n",
-    "\n",
-    "fig.show()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-          "Name: rachel               puthuff                             <br>donor_id: 639646bf-5176-474c-b800-1afb34c55b53<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: rachel               puthuff                             <br>recipient_name: reproductive freedom for all<br>address: 3717 WHITAKER<br>city: SCHERTZ             <br>classification: neutral<br>entity_type: Individual<br>first_name: RACHEL              <br>id: 639646bf-5176-474c-b800-1afb34c55b53<br>last_name: PUTHUFF                             <br>state: TX<br>zip: 78154-0000<br>",
-          "Name: reproductive freedom for all<br>classification: neutral<br>",
-          "Name: james                bennett                             <br>donor_id: 447b61fb-39cc-41a9-8dfc-2dbb4e2f3774<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: james                bennett                             <br>recipient_name: reproductive freedom for all<br>address: 533 W OAK ST<br>city: MASON               <br>classification: neutral<br>entity_type: Individual<br>first_name: JAMES               <br>id: 447b61fb-39cc-41a9-8dfc-2dbb4e2f3774<br>last_name: BENNETT                             <br>state: MI<br>zip: 48854-0000<br>",
-          "Name: sonny                mandouh mr.^                        <br>donor_id: 34d28c8d-c0fe-463d-9afe-73269a47389b<br>recipient_id: f4360141-0f69-41dc-bb51-facbf40ae4a4<br>full_name: sonny                mandouh mr.^                        <br>recipient_name: realtors political action committee of michigan<br>address: 23760 HOLLANDER ST<br>city: DEARBORN            <br>classification: neutral<br>entity_type: Individual<br>first_name: SONNY               <br>id: 34d28c8d-c0fe-463d-9afe-73269a47389b<br>last_name: MANDOUH MR.^                        <br>state: MI<br>zip: 48128-0000<br>",
-          "Name: realtors political action committee of michigan<br>classification: neutral<br>",
-          "Name: charles              crider                              <br>donor_id: e765ba37-66d2-4b65-9f42-3902dca518b6<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: charles              crider                              <br>recipient_name: reproductive freedom for all<br>address: 1403 WEST HIGHLAND BLVD.<br>city: BATTLE CREEK        <br>classification: neutral<br>entity_type: Individual<br>first_name: CHARLES             <br>id: e765ba37-66d2-4b65-9f42-3902dca518b6<br>last_name: CRIDER                              <br>state: MI<br>zip: 49015-0000<br>",
-          "Name: michelle             zukowski-serlin                     <br>donor_id: 5c0fe744-23e3-4346-b112-0730c6d4b60c<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: michelle             zukowski-serlin                     <br>recipient_name: reproductive freedom for all<br>address: 4853 LANDING WAY<br>city: KALAMAZOO           <br>classification: neutral<br>company: choices for change counseling<br>entity_type: Individual<br>first_name: MICHELLE            <br>id: 5c0fe744-23e3-4346-b112-0730c6d4b60c<br>last_name: ZUKOWSKI-SERLIN                     <br>occupation: business owners and clinical s<br>state: MI<br>zip: 49048-6153<br>",
-          "Name: diana                gibson-lee                          <br>donor_id: df25775c-dad2-4f56-8fcd-b31171a7dcb0<br>recipient_id: 6b7da911-9835-4789-9635-f6ad2a71dd86<br>full_name: diana                gibson-lee                          <br>recipient_name: veronica klinefelt for state senate<br>address: 7450 W DYER RD<br>city: TWINING             <br>classification: neutral<br>entity_type: Individual<br>first_name: DIANA               <br>id: df25775c-dad2-4f56-8fcd-b31171a7dcb0<br>last_name: GIBSON-LEE                          <br>state: MI<br>zip: 48766-9773<br>",
-          "Name: veronica klinefelt for state senate<br>classification: neutral<br>",
-          "Name: edward               kazala                              <br>donor_id: 74b522f4-6214-42cd-9d68-7abfe3e18a07<br>recipient_id: 707305ca-e572-4109-8429-00600edf3fb8<br>full_name: edward               kazala                              <br>recipient_name: elect padma kuppa<br>address: 70 REVERE CT<br>city: LAFAYETTE           <br>classification: neutral<br>entity_type: Individual<br>first_name: EDWARD              <br>id: 74b522f4-6214-42cd-9d68-7abfe3e18a07<br>last_name: KAZALA                              <br>state: CA<br>zip: 94549-0000<br>",
-          "Name: andrea               kovalsky                            <br>donor_id: 3dc1360d-e9e8-4e55-ac2e-f608f489ab94<br>recipient_id: 6b7da911-9835-4789-9635-f6ad2a71dd86<br>full_name: andrea               kovalsky                            <br>recipient_name: veronica klinefelt for state senate<br>address: 497 SAINT MARKS AVE APT 5P<br>city: BROOKLYN            <br>classification: neutral<br>entity_type: Individual<br>first_name: ANDREA              <br>id: 3dc1360d-e9e8-4e55-ac2e-f608f489ab94<br>last_name: KOVALSKY                            <br>state: NY<br>zip: 11238-5792<br>",
-          "Name: colin                palmer                              <br>donor_id: ad440dcd-79ad-4323-8f19-c7a491f897f7<br>recipient_id: 6b7da911-9835-4789-9635-f6ad2a71dd86<br>full_name: colin                palmer                              <br>recipient_name: veronica klinefelt for state senate<br>address: 531 E 20TH ST APT 10D<br>city: NEW YORK            <br>classification: neutral<br>company: not employed<br>entity_type: Individual<br>first_name: COLIN               <br>id: ad440dcd-79ad-4323-8f19-c7a491f897f7<br>last_name: PALMER                              <br>occupation: not employed<br>state: NY<br>zip: 10010-7604<br>",
-          "Name: julie                svinicki ms.^                       <br>donor_id: 4cb88517-6bc4-45a1-ae2f-be0b76688898<br>recipient_id: f4360141-0f69-41dc-bb51-facbf40ae4a4<br>full_name: julie                svinicki ms.^                       <br>recipient_name: realtors political action committee of michigan<br>address: 1608 KIRTLAND DRIVE<br>city: ANN ARBOR           <br>classification: neutral<br>entity_type: Individual<br>first_name: JULIE               <br>id: 4cb88517-6bc4-45a1-ae2f-be0b76688898<br>last_name: SVINICKI MS.^                       <br>state: MI<br>zip: 48103-0000<br>",
-          "Name: audrey               lance                               <br>donor_id: e8ef0925-3f10-4ebf-b025-dea32e506a50<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: audrey               lance                               <br>recipient_name: reproductive freedom for all<br>address: 3945 FORBES AVE  APT 444<br>city: PITTSBURGH          <br>classification: neutral<br>entity_type: Individual<br>first_name: AUDREY              <br>id: e8ef0925-3f10-4ebf-b025-dea32e506a50<br>last_name: LANCE                               <br>occupation: physician<br>state: PA<br>zip: 15213-0000<br>",
-          "Name: walker c             evans                               <br>donor_id: 9853cee2-ff37-41bd-a469-0e338a4fefc9<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: walker c             evans                               <br>recipient_name: reproductive freedom for all<br>address: 2810 NORTHVILLE DR NE<br>city: GRAND RAPIDS        <br>classification: neutral<br>entity_type: Individual<br>first_name: WALKER C            <br>id: 9853cee2-ff37-41bd-a469-0e338a4fefc9<br>last_name: EVANS                               <br>state: MI<br>zip: 49525-0000<br>",
-          "Name: lori                 henderson                           <br>donor_id: 3042129c-b91e-4d6a-b723-74cd7ec55e75<br>recipient_id: 6b51e739-dd22-4556-8555-6e11264ef4ce<br>full_name: lori                 henderson                           <br>recipient_name: planned parenthood advocates of mi<br>address: 2401 HARDWOOD AVE<br>city: ROYAK OAK           <br>classification: neutral<br>entity_type: Individual<br>first_name: LORI                <br>id: 3042129c-b91e-4d6a-b723-74cd7ec55e75<br>last_name: HENDERSON                           <br>state: MI<br>zip: 48067-0000<br>",
-          "Name: planned parenthood advocates of mi<br>classification: neutral<br>",
-          "Name: brett                lundie                              <br>donor_id: 932450e5-f8fc-4cb2-baac-acfad686561f<br>recipient_id: 2f221dfb-d552-4234-83f8-cd05d10f1266<br>full_name: brett                lundie                              <br>recipient_name: citizens to support mi women and children<br>address: 7779 CIRCLE DR<br>city: LAINGSBURG          <br>classification: neutral<br>entity_type: Individual<br>first_name: BRETT               <br>id: 932450e5-f8fc-4cb2-baac-acfad686561f<br>last_name: LUNDIE                              <br>state: MI<br>zip: 48848-0000<br>",
-          "Name: citizens to support mi women and children<br>classification: neutral<br>",
-          "Name: ian                  robinson                            <br>donor_id: 757923ec-02e3-424e-81b9-4152f6dd165b<br>recipient_id: 06ebbb03-574c-445b-9416-7d2134a06d1f<br>full_name: ian                  robinson                            <br>recipient_name: committee to elect james e johnson jr<br>address: 3435 BRENTWOOD CT<br>city: ANN ARBOR           <br>classification: neutral<br>company: university of michigan<br>entity_type: Individual<br>first_name: IAN                 <br>id: 757923ec-02e3-424e-81b9-4152f6dd165b<br>last_name: ROBINSON                            <br>occupation: faculty<br>state: MI<br>zip: 48108-1757<br>",
-          "Name: committee to elect james e johnson jr<br>classification: neutral<br>",
-          "Name: kelly                bean                                <br>donor_id: 8521781f-6ca7-43dc-90a6-c1af13da9e2a<br>recipient_id: 00a76143-0f24-4683-9963-09f10803e957<br>full_name: kelly                bean                                <br>recipient_name: friends of jerry neyer<br>address: 1405 E BATTLE RD<br>city: ROSEBUSH            <br>classification: neutral<br>entity_type: Individual<br>first_name: KELLY               <br>id: 8521781f-6ca7-43dc-90a6-c1af13da9e2a<br>last_name: BEAN                                <br>state: MI<br>zip: 48878-9732<br>",
-          "Name: friends of jerry neyer<br>classification: neutral<br>",
-          "Name: sandra               johnson                             <br>donor_id: 49bcd93b-241b-4343-8bbf-bcf70d828c8e<br>recipient_id: 7ee2db24-b832-4f1b-af2e-e9c8eaf706bd<br>full_name: sandra               johnson                             <br>recipient_name: committee to elect charise anderson<br>address: 424 N 21ST ST 0<br>city: MONTEBELLO          <br>classification: neutral<br>entity_type: Individual<br>first_name: SANDRA              <br>id: 49bcd93b-241b-4343-8bbf-bcf70d828c8e<br>last_name: JOHNSON                             <br>occupation: eligibility worker<br>state: CA<br>zip: 90640-0000<br>",
-          "Name: committee to elect charise anderson<br>classification: neutral<br>",
-          "Name: christopher          mishler                             <br>donor_id: 7b8ee884-4471-493d-bf17-386d57bf3f6d<br>recipient_id: 2f221dfb-d552-4234-83f8-cd05d10f1266<br>full_name: christopher          mishler                             <br>recipient_name: citizens to support mi women and children<br>address: 3690 VORHIES ROAD<br>city: ANN ARBOR           <br>classification: neutral<br>entity_type: Individual<br>first_name: CHRISTOPHER         <br>id: 7b8ee884-4471-493d-bf17-386d57bf3f6d<br>last_name: MISHLER                             <br>state: MI<br>zip: 48105-0000<br>",
-          "Name: stacy leroy          daniels                             <br>donor_id: 5a40e7db-bb2a-47f4-ac92-5584988c8a5e<br>recipient_id: 7f272fe4-d592-453c-9ca1-315ea3fdcff1<br>full_name: stacy leroy          daniels                             <br>recipient_name: bill g schuette for state representative<br>address: 3901 ORCHARD DRIVE<br>city: MIDLAND             <br>classification: neutral<br>entity_type: Individual<br>first_name: STACY LEROY         <br>id: 5a40e7db-bb2a-47f4-ac92-5584988c8a5e<br>last_name: DANIELS                             <br>state: MI<br>zip: 48640-0000<br>",
-          "Name: bill g schuette for state representative<br>classification: neutral<br>",
-          "Name: suzanne r            weinheimer                          <br>donor_id: 029a23eb-d90f-405b-995c-c8dc266e255f<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: suzanne r            weinheimer                          <br>recipient_name: reproductive freedom for all<br>address: 11045 8TH AVENUE NE APT 826<br>city: SEATTLE             <br>classification: neutral<br>entity_type: Individual<br>first_name: SUZANNE R           <br>id: 029a23eb-d90f-405b-995c-c8dc266e255f<br>last_name: WEINHEIMER                          <br>state: WA<br>zip: 98125-0000<br>",
-          "Name: dustin               shaeffer mr.^                       <br>donor_id: fc041110-7c11-47af-b1bf-5daca974e4ee<br>recipient_id: f4360141-0f69-41dc-bb51-facbf40ae4a4<br>full_name: dustin               shaeffer mr.^                       <br>recipient_name: realtors political action committee of michigan<br>address: 60451 MOJAVE LANE<br>city: WASHINGTON          <br>classification: neutral<br>entity_type: Individual<br>first_name: DUSTIN              <br>id: fc041110-7c11-47af-b1bf-5daca974e4ee<br>last_name: SHAEFFER MR.^                       <br>state: MI<br>zip: 48094-0000<br>",
-          "Name: debra                byl                                 <br>donor_id: b8e9c951-5c8c-42d3-91e1-d6457b28f2ae<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: debra                byl                                 <br>recipient_name: reproductive freedom for all<br>address: 987 BRADFORD GREENS<br>city: GRAND RAPIDS        <br>classification: neutral<br>entity_type: Individual<br>first_name: DEBRA               <br>id: b8e9c951-5c8c-42d3-91e1-d6457b28f2ae<br>last_name: BYL                                 <br>state: MI<br>zip: 49525-0000<br>",
-          "Name: pamela               wimp                                <br>donor_id: 88ccb4d4-c756-4039-bac2-77a610d69bb0<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: pamela               wimp                                <br>recipient_name: reproductive freedom for all<br>address: 8030 MERCER CT NE<br>city: LACEY               <br>classification: neutral<br>entity_type: Individual<br>first_name: PAMELA              <br>id: 88ccb4d4-c756-4039-bac2-77a610d69bb0<br>last_name: WIMP                                <br>state: WA<br>zip: 98516-6336<br>",
-          "Name: lori                 wortz                               <br>donor_id: 821a27dc-aa00-436e-80e2-655ce26bc830<br>recipient_id: 7f272fe4-d592-453c-9ca1-315ea3fdcff1<br>full_name: lori                 wortz                               <br>recipient_name: bill g schuette for state representative<br>address: 4144 MERIDIAN RD<br>city: OKEMOS              <br>classification: neutral<br>company: braenaru consulting<br>entity_type: Individual<br>first_name: LORI                <br>id: 821a27dc-aa00-436e-80e2-655ce26bc830<br>last_name: WORTZ                               <br>occupation: consultant<br>state: MI<br>zip: 48864-0000<br>",
-          "Name: janet                reid                                <br>donor_id: 25f2cb86-6d01-4fc2-9aaf-d276ce634a47<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: janet                reid                                <br>recipient_name: reproductive freedom for all<br>address: 2378 EATON GATE RD<br>city: LAKE ORION          <br>classification: neutral<br>entity_type: Individual<br>first_name: JANET               <br>id: 25f2cb86-6d01-4fc2-9aaf-d276ce634a47<br>last_name: REID                                <br>state: MI<br>zip: 48360-1869<br>",
-          "Name: gary                 henderson                           <br>donor_id: 05a6c5c3-4a3f-41e0-a9d5-e54f33703d2d<br>recipient_id: 7f272fe4-d592-453c-9ca1-315ea3fdcff1<br>full_name: gary                 henderson                           <br>recipient_name: bill g schuette for state representative<br>address: 1601 KINGSWOOD DRIVE<br>city: LANSING             <br>classification: neutral<br>company: aircraft precision prod. inc.<br>entity_type: Individual<br>first_name: GARY                <br>id: 05a6c5c3-4a3f-41e0-a9d5-e54f33703d2d<br>last_name: HENDERSON                           <br>occupation: sales purchasing manager<br>state: MI<br>zip: 48912-0000<br>",
-          "Name: claudette            levesque                            <br>donor_id: 26d5e377-57c4-4f33-95ce-4209bff4242b<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: claudette            levesque                            <br>recipient_name: reproductive freedom for all<br>address: 41 CATERPILLAR HILL RD<br>city: SARGENTVILLE        <br>classification: neutral<br>entity_type: Individual<br>first_name: CLAUDETTE           <br>id: 26d5e377-57c4-4f33-95ce-4209bff4242b<br>last_name: LEVESQUE                            <br>state: ME<br>zip: 04673-2464<br>",
-          "Name: graham               chapman                             <br>donor_id: 8045638c-db65-4a13-9016-05e73766b5b1<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: graham               chapman                             <br>recipient_name: reproductive freedom for all<br>address: 1914 CLINTON ST<br>city: LOS ANGELES         <br>classification: neutral<br>entity_type: Individual<br>first_name: GRAHAM              <br>id: 8045638c-db65-4a13-9016-05e73766b5b1<br>last_name: CHAPMAN                             <br>state: CA<br>zip: 90026-4137<br>",
-          "Name: john                 olson                               <br>donor_id: 1ff268c7-fbff-4f94-8810-48f31bb53681<br>recipient_id: 00a76143-0f24-4683-9963-09f10803e957<br>full_name: john                 olson                               <br>recipient_name: friends of jerry neyer<br>address: 6025 VERDE TRL S APT K217<br>city: BOCA RATON          <br>classification: neutral<br>entity_type: Individual<br>first_name: JOHN                <br>id: 1ff268c7-fbff-4f94-8810-48f31bb53681<br>last_name: OLSON                               <br>state: FL<br>zip: 33433-4442<br>",
-          "Name: christina            ridalls ms.^                        <br>donor_id: 9bea8116-83a3-486a-a457-50c0f80af060<br>recipient_id: f4360141-0f69-41dc-bb51-facbf40ae4a4<br>full_name: christina            ridalls ms.^                        <br>recipient_name: realtors political action committee of michigan<br>address: 3083 BEATTIE RD<br>city: HOWELL              <br>classification: neutral<br>entity_type: Individual<br>first_name: CHRISTINA           <br>id: 9bea8116-83a3-486a-a457-50c0f80af060<br>last_name: RIDALLS MS.^                        <br>state: MI<br>zip: 48843-0000<br>",
-          "Name: dylynn               mclean                              <br>donor_id: a1943974-4abe-4093-be0b-edcc56a97ffe<br>recipient_id: bbe89315-1939-46e3-a5c0-2d6e5b28bc95<br>full_name: dylynn               mclean                              <br>recipient_name: 1st congressional dist rep comm<br>address: 1531 W 20 MILE RD<br>city: SAULT STE MARIE     <br>classification: neutral<br>entity_type: Individual<br>first_name: DYLYNN              <br>id: a1943974-4abe-4093-be0b-edcc56a97ffe<br>last_name: MCLEAN                              <br>state: MI<br>zip: 49783-0000<br>",
-          "Name: 1st congressional dist rep comm<br>classification: neutral<br>",
-          "Name: andrew               morris                              <br>donor_id: 767c512a-9c5a-4230-90ab-3fd40d731f60<br>recipient_id: 707305ca-e572-4109-8429-00600edf3fb8<br>full_name: andrew               morris                              <br>recipient_name: elect padma kuppa<br>address: 1118 MORNINGSIDE AVE<br>city: SCHENECTADY         <br>classification: neutral<br>entity_type: Individual<br>first_name: ANDREW              <br>id: 767c512a-9c5a-4230-90ab-3fd40d731f60<br>last_name: MORRIS                              <br>state: NY<br>zip: 12309-5630<br>",
-          "Name: elect padma kuppa<br>classification: neutral<br>",
-          "Name: martha               scoppa                              <br>donor_id: 78fcc760-825f-404a-b058-a88a99992d98<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: martha               scoppa                              <br>recipient_name: reproductive freedom for all<br>address: 32 COLD SPRING RD<br>city: LIBERTY             <br>classification: neutral<br>entity_type: Individual<br>first_name: MARTHA              <br>id: 78fcc760-825f-404a-b058-a88a99992d98<br>last_name: SCOPPA                              <br>state: NY<br>zip: 12754-0000<br>",
-          "Name: carol                woodard                             <br>donor_id: d4ba0589-99d6-4455-a978-315395322208<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: carol                woodard                             <br>recipient_name: reproductive freedom for all<br>address: 5143 SPRING MEADOWS<br>city: TROY                <br>classification: neutral<br>entity_type: Individual<br>first_name: CAROL               <br>id: d4ba0589-99d6-4455-a978-315395322208<br>last_name: WOODARD                             <br>state: MI<br>zip: 48098-0000<br>",
-          "Name: rochelle             albright                            <br>donor_id: 87b3feed-01a5-4cc8-82cd-cf9c78977534<br>recipient_id: e3294ecb-f6df-48a0-b3b4-7048a9c650a7<br>full_name: rochelle             albright                            <br>recipient_name: michael detmer for state senate<br>address: 1840 GRAY RD<br>city: HOWELL              <br>classification: neutral<br>entity_type: Individual<br>first_name: ROCHELLE            <br>id: 87b3feed-01a5-4cc8-82cd-cf9c78977534<br>last_name: ALBRIGHT                            <br>state: MI<br>zip: 48843-0000<br>",
-          "Name: michael detmer for state senate<br>classification: neutral<br>",
-          "Name: richard              mayfield                            <br>donor_id: 80ec6920-a933-4c3e-9487-74cbfe6716f7<br>recipient_id: 6b7da911-9835-4789-9635-f6ad2a71dd86<br>full_name: richard              mayfield                            <br>recipient_name: veronica klinefelt for state senate<br>address: 3221 GRISCHY LN<br>city: CINCINNATI          <br>classification: neutral<br>entity_type: Individual<br>first_name: RICHARD             <br>id: 80ec6920-a933-4c3e-9487-74cbfe6716f7<br>last_name: MAYFIELD                            <br>state: OH<br>zip: 45208-3109<br>",
-          "Name: charles              risch                               <br>donor_id: 6b4b51e8-f105-4cc1-96f7-cec2d931e58f<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: charles              risch                               <br>recipient_name: reproductive freedom for all<br>address: 300 S WACKER DR<br>city: CHICAGO             <br>classification: neutral<br>entity_type: Individual<br>first_name: CHARLES             <br>id: 6b4b51e8-f105-4cc1-96f7-cec2d931e58f<br>last_name: RISCH                               <br>state: IL<br>zip: 60606-6680<br>",
-          "Name: barbara              miller                              <br>donor_id: 47043446-3b77-4a34-9d0d-a21786400d9b<br>recipient_id: 6b7da911-9835-4789-9635-f6ad2a71dd86<br>full_name: barbara              miller                              <br>recipient_name: veronica klinefelt for state senate<br>address: 820 W END AVE APT 6A<br>city: NEW YORK            <br>classification: neutral<br>entity_type: Individual<br>first_name: BARBARA             <br>id: 47043446-3b77-4a34-9d0d-a21786400d9b<br>last_name: MILLER                              <br>state: NY<br>zip: 10025-5330<br>",
-          "Name: kevin                korpi                               <br>donor_id: 10f51417-a0e9-4a2c-8bdb-e5d045fcab08<br>recipient_id: 5f7c53e3-d1be-47a9-acc4-70828a8c7a69<br>full_name: kevin                korpi                               <br>recipient_name: committee to elect ed mcbroom<br>address: 220 MAC AVE APT 418<br>city: EAST LANSING        <br>classification: neutral<br>company: acuitas<br>entity_type: Individual<br>first_name: KEVIN               <br>id: 10f51417-a0e9-4a2c-8bdb-e5d045fcab08<br>last_name: KORPI                               <br>occupation: lobbyist<br>state: MI<br>zip: 48823-0000<br>",
-          "Name: committee to elect ed mcbroom<br>classification: neutral<br>",
-          "Name: wayne                miller                              <br>donor_id: 14208b99-1ecb-4b33-becf-c30882e9b302<br>recipient_id: f88fdd05-e3e4-4d51-8511-1ffd35965c8e<br>full_name: wayne                miller                              <br>recipient_name: committee to elect jack richert<br>address: 27301 SCENIC HWY<br>city: FRANKLIN            <br>classification: neutral<br>company: miller & tischler pc<br>entity_type: Individual<br>first_name: WAYNE               <br>id: 14208b99-1ecb-4b33-becf-c30882e9b302<br>last_name: MILLER                              <br>occupation: attorney<br>state: MI<br>zip: 48025-0000<br>",
-          "Name: committee to elect jack richert<br>classification: neutral<br>",
-          "Name: mary                 soens                               <br>donor_id: 664b4540-8b50-44d3-8570-cb797a4859fe<br>recipient_id: 707305ca-e572-4109-8429-00600edf3fb8<br>full_name: mary                 soens                               <br>recipient_name: elect padma kuppa<br>address: 55 N HANCOCK ST<br>city: LEXINGTON           <br>classification: neutral<br>entity_type: Individual<br>first_name: MARY                <br>id: 664b4540-8b50-44d3-8570-cb797a4859fe<br>last_name: SOENS                               <br>state: MA<br>zip: 02420-0000<br>",
-          "Name: rebecca              baskin                              <br>donor_id: 9eb92629-9f8e-4bb5-8dc3-373b56a7db3a<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: rebecca              baskin                              <br>recipient_name: reproductive freedom for all<br>address: 680 BERKSHIRE DR<br>city: SALINE              <br>classification: neutral<br>entity_type: Individual<br>first_name: REBECCA             <br>id: 9eb92629-9f8e-4bb5-8dc3-373b56a7db3a<br>last_name: BASKIN                              <br>state: MI<br>zip: 48176-1087<br>",
-          "Name: edward               kaminski                            <br>donor_id: 5b4130f6-d8dd-4739-aa68-2fe81dd4532b<br>recipient_id: 76a600c1-7ead-437a-85ad-0cca7573393b<br>full_name: edward               kaminski                            <br>recipient_name: friends of brian hosticka<br>address: 8765 LEHMAN RD<br>city: MONTAGUE            <br>classification: neutral<br>entity_type: Individual<br>first_name: EDWARD              <br>id: 5b4130f6-d8dd-4739-aa68-2fe81dd4532b<br>last_name: KAMINSKI                            <br>state: MI<br>zip: 49437-9326<br>",
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-          "Name: robert               brown                               <br>donor_id: 766a34f7-1c8b-4635-a69c-0bff1bf155be<br>recipient_id: 2e8c9124-2258-45e3-a198-e8c1798c49f2<br>full_name: robert               brown                               <br>recipient_name: monroe plumbers and pipe fitters local 671 pac fund<br>address: 1207 SANDHURST DR<br>city: TALLAHASSEE         <br>classification: neutral<br>entity_type: Individual<br>first_name: ROBERT              <br>id: 766a34f7-1c8b-4635-a69c-0bff1bf155be<br>last_name: BROWN                               <br>state: FL<br>zip: 32312-2527<br>",
-          "Name: monroe plumbers and pipe fitters local 671 pac fund<br>classification: neutral<br>",
-          "Name: sandra               braddock                            <br>donor_id: e42e7230-02f0-4b28-ba39-7b68e796d510<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: sandra               braddock                            <br>recipient_name: reproductive freedom for all<br>address: 20087 EDGEWATER DRIVE<br>city: CANYON COUNTRY      <br>classification: neutral<br>entity_type: Individual<br>first_name: SANDRA              <br>id: e42e7230-02f0-4b28-ba39-7b68e796d510<br>last_name: BRADDOCK                            <br>state: CA<br>zip: 91351-0000<br>",
-          "Name: dana                 fortier                             <br>donor_id: 74b93106-3c9f-4f36-b52e-36143e97e7ce<br>recipient_id: 159692de-135a-45bd-8889-1ab1882ed54c<br>full_name: dana                 fortier                             <br>recipient_name: committee to elect vicki barnett to state senate<br>address: 23861 W LEBOST<br>city: NOVI                <br>classification: neutral<br>entity_type: Individual<br>first_name: DANA                <br>id: 74b93106-3c9f-4f36-b52e-36143e97e7ce<br>last_name: FORTIER                             <br>state: MI<br>zip: 48375-0000<br>",
-          "Name: committee to elect vicki barnett to state senate<br>classification: neutral<br>",
-          "Name: rachel               geiersbach                          <br>donor_id: 40d2d39f-f21b-4130-8d7b-47ca810c9aa9<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: rachel               geiersbach                          <br>recipient_name: reproductive freedom for all<br>address: 3412 OLD KAWKAWLIN RD<br>city: BAY CITY            <br>classification: neutral<br>entity_type: Individual<br>first_name: RACHEL              <br>id: 40d2d39f-f21b-4130-8d7b-47ca810c9aa9<br>last_name: GEIERSBACH                          <br>state: MI<br>zip: 48706-0000<br>",
-          "Name: matthew              burgess                             <br>donor_id: de98dec5-b8d3-4701-a9dd-a254aca2c4cf<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: matthew              burgess                             <br>recipient_name: reproductive freedom for all<br>address: 8823 SPECTRUM CENTER BLVD 2313<br>city: SAN DIEGO           <br>classification: neutral<br>entity_type: Individual<br>first_name: MATTHEW             <br>id: de98dec5-b8d3-4701-a9dd-a254aca2c4cf<br>last_name: BURGESS                             <br>state: CA<br>zip: 92123-0000<br>",
-          "Name: teresa               robertson                           <br>donor_id: dcf2b3a5-ddf4-4027-8a75-4477893854ff<br>recipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998<br>full_name: teresa               robertson                           <br>recipient_name: reproductive freedom for all<br>address: 7101 RIVER GLEN DR SE<br>city: CALEDONIA           <br>classification: neutral<br>entity_type: Individual<br>first_name: TERESA              <br>id: dcf2b3a5-ddf4-4027-8a75-4477893854ff<br>last_name: ROBERTSON                           <br>state: MI<br>zip: 49316-8136<br>"
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neyer\\u003cbr\\u003eclassification: neutral\\u003cbr\\u003e\",\"Name: sandra               johnson                             \\u003cbr\\u003edonor_id: 49bcd93b-241b-4343-8bbf-bcf70d828c8e\\u003cbr\\u003erecipient_id: 7ee2db24-b832-4f1b-af2e-e9c8eaf706bd\\u003cbr\\u003efull_name: sandra               johnson                             \\u003cbr\\u003erecipient_name: committee to elect charise anderson\\u003cbr\\u003eaddress: 424 N 21ST ST 0\\u003cbr\\u003ecity: MONTEBELLO          \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: SANDRA              \\u003cbr\\u003eid: 49bcd93b-241b-4343-8bbf-bcf70d828c8e\\u003cbr\\u003elast_name: JOHNSON                             \\u003cbr\\u003eoccupation: eligibility worker\\u003cbr\\u003estate: CA\\u003cbr\\u003ezip: 90640-0000\\u003cbr\\u003e\",\"Name: committee to elect charise anderson\\u003cbr\\u003eclassification: neutral\\u003cbr\\u003e\",\"Name: christopher          mishler                             \\u003cbr\\u003edonor_id: 7b8ee884-4471-493d-bf17-386d57bf3f6d\\u003cbr\\u003erecipient_id: 2f221dfb-d552-4234-83f8-cd05d10f1266\\u003cbr\\u003efull_name: christopher          mishler                             \\u003cbr\\u003erecipient_name: citizens to support mi women and children\\u003cbr\\u003eaddress: 3690 VORHIES ROAD\\u003cbr\\u003ecity: ANN ARBOR           \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: CHRISTOPHER         \\u003cbr\\u003eid: 7b8ee884-4471-493d-bf17-386d57bf3f6d\\u003cbr\\u003elast_name: MISHLER                             \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48105-0000\\u003cbr\\u003e\",\"Name: stacy leroy          daniels                             \\u003cbr\\u003edonor_id: 5a40e7db-bb2a-47f4-ac92-5584988c8a5e\\u003cbr\\u003erecipient_id: 7f272fe4-d592-453c-9ca1-315ea3fdcff1\\u003cbr\\u003efull_name: stacy leroy          daniels                             \\u003cbr\\u003erecipient_name: bill g schuette for state representative\\u003cbr\\u003eaddress: 3901 ORCHARD DRIVE\\u003cbr\\u003ecity: MIDLAND             \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: STACY LEROY         \\u003cbr\\u003eid: 5a40e7db-bb2a-47f4-ac92-5584988c8a5e\\u003cbr\\u003elast_name: DANIELS                             \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48640-0000\\u003cbr\\u003e\",\"Name: bill g schuette for state representative\\u003cbr\\u003eclassification: neutral\\u003cbr\\u003e\",\"Name: suzanne r            weinheimer                          \\u003cbr\\u003edonor_id: 029a23eb-d90f-405b-995c-c8dc266e255f\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: suzanne r            weinheimer                          \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 11045 8TH AVENUE NE APT 826\\u003cbr\\u003ecity: SEATTLE             \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: SUZANNE R           \\u003cbr\\u003eid: 029a23eb-d90f-405b-995c-c8dc266e255f\\u003cbr\\u003elast_name: WEINHEIMER                          \\u003cbr\\u003estate: WA\\u003cbr\\u003ezip: 98125-0000\\u003cbr\\u003e\",\"Name: dustin               shaeffer mr.^                       \\u003cbr\\u003edonor_id: fc041110-7c11-47af-b1bf-5daca974e4ee\\u003cbr\\u003erecipient_id: f4360141-0f69-41dc-bb51-facbf40ae4a4\\u003cbr\\u003efull_name: dustin               shaeffer mr.^                       \\u003cbr\\u003erecipient_name: realtors political action committee of michigan\\u003cbr\\u003eaddress: 60451 MOJAVE LANE\\u003cbr\\u003ecity: WASHINGTON          \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: DUSTIN              \\u003cbr\\u003eid: fc041110-7c11-47af-b1bf-5daca974e4ee\\u003cbr\\u003elast_name: SHAEFFER MR.^                       \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48094-0000\\u003cbr\\u003e\",\"Name: debra                byl                                 \\u003cbr\\u003edonor_id: b8e9c951-5c8c-42d3-91e1-d6457b28f2ae\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: debra                byl                                 \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 987 BRADFORD GREENS\\u003cbr\\u003ecity: GRAND RAPIDS        \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: DEBRA               \\u003cbr\\u003eid: b8e9c951-5c8c-42d3-91e1-d6457b28f2ae\\u003cbr\\u003elast_name: BYL                                 \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 49525-0000\\u003cbr\\u003e\",\"Name: pamela               wimp                                \\u003cbr\\u003edonor_id: 88ccb4d4-c756-4039-bac2-77a610d69bb0\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: pamela               wimp                                \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 8030 MERCER CT NE\\u003cbr\\u003ecity: LACEY               \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: PAMELA              \\u003cbr\\u003eid: 88ccb4d4-c756-4039-bac2-77a610d69bb0\\u003cbr\\u003elast_name: WIMP                                \\u003cbr\\u003estate: WA\\u003cbr\\u003ezip: 98516-6336\\u003cbr\\u003e\",\"Name: lori                 wortz                               \\u003cbr\\u003edonor_id: 821a27dc-aa00-436e-80e2-655ce26bc830\\u003cbr\\u003erecipient_id: 7f272fe4-d592-453c-9ca1-315ea3fdcff1\\u003cbr\\u003efull_name: lori                 wortz                               \\u003cbr\\u003erecipient_name: bill g schuette for state representative\\u003cbr\\u003eaddress: 4144 MERIDIAN RD\\u003cbr\\u003ecity: OKEMOS              \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003ecompany: braenaru consulting\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: LORI                \\u003cbr\\u003eid: 821a27dc-aa00-436e-80e2-655ce26bc830\\u003cbr\\u003elast_name: WORTZ                               \\u003cbr\\u003eoccupation: consultant\\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48864-0000\\u003cbr\\u003e\",\"Name: janet                reid                                \\u003cbr\\u003edonor_id: 25f2cb86-6d01-4fc2-9aaf-d276ce634a47\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: janet                reid                                \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 2378 EATON GATE RD\\u003cbr\\u003ecity: LAKE ORION          \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: JANET               \\u003cbr\\u003eid: 25f2cb86-6d01-4fc2-9aaf-d276ce634a47\\u003cbr\\u003elast_name: REID                                \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48360-1869\\u003cbr\\u003e\",\"Name: gary                 henderson                           \\u003cbr\\u003edonor_id: 05a6c5c3-4a3f-41e0-a9d5-e54f33703d2d\\u003cbr\\u003erecipient_id: 7f272fe4-d592-453c-9ca1-315ea3fdcff1\\u003cbr\\u003efull_name: gary                 henderson                           \\u003cbr\\u003erecipient_name: bill g schuette for state representative\\u003cbr\\u003eaddress: 1601 KINGSWOOD DRIVE\\u003cbr\\u003ecity: LANSING             \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003ecompany: aircraft precision prod. inc.\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: GARY                \\u003cbr\\u003eid: 05a6c5c3-4a3f-41e0-a9d5-e54f33703d2d\\u003cbr\\u003elast_name: HENDERSON                           \\u003cbr\\u003eoccupation: sales purchasing manager\\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48912-0000\\u003cbr\\u003e\",\"Name: claudette            levesque                            \\u003cbr\\u003edonor_id: 26d5e377-57c4-4f33-95ce-4209bff4242b\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: claudette            levesque                            \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 41 CATERPILLAR HILL RD\\u003cbr\\u003ecity: SARGENTVILLE        \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: CLAUDETTE           \\u003cbr\\u003eid: 26d5e377-57c4-4f33-95ce-4209bff4242b\\u003cbr\\u003elast_name: LEVESQUE                            \\u003cbr\\u003estate: ME\\u003cbr\\u003ezip: 04673-2464\\u003cbr\\u003e\",\"Name: graham               chapman                             \\u003cbr\\u003edonor_id: 8045638c-db65-4a13-9016-05e73766b5b1\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: graham               chapman                             \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 1914 CLINTON ST\\u003cbr\\u003ecity: LOS ANGELES         \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: GRAHAM              \\u003cbr\\u003eid: 8045638c-db65-4a13-9016-05e73766b5b1\\u003cbr\\u003elast_name: CHAPMAN                             \\u003cbr\\u003estate: CA\\u003cbr\\u003ezip: 90026-4137\\u003cbr\\u003e\",\"Name: john                 olson                               \\u003cbr\\u003edonor_id: 1ff268c7-fbff-4f94-8810-48f31bb53681\\u003cbr\\u003erecipient_id: 00a76143-0f24-4683-9963-09f10803e957\\u003cbr\\u003efull_name: john                 olson                               \\u003cbr\\u003erecipient_name: friends of jerry neyer\\u003cbr\\u003eaddress: 6025 VERDE TRL S APT K217\\u003cbr\\u003ecity: BOCA RATON          \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: JOHN                \\u003cbr\\u003eid: 1ff268c7-fbff-4f94-8810-48f31bb53681\\u003cbr\\u003elast_name: OLSON                               \\u003cbr\\u003estate: FL\\u003cbr\\u003ezip: 33433-4442\\u003cbr\\u003e\",\"Name: christina            ridalls ms.^                        \\u003cbr\\u003edonor_id: 9bea8116-83a3-486a-a457-50c0f80af060\\u003cbr\\u003erecipient_id: f4360141-0f69-41dc-bb51-facbf40ae4a4\\u003cbr\\u003efull_name: christina            ridalls ms.^                        \\u003cbr\\u003erecipient_name: realtors political action committee of michigan\\u003cbr\\u003eaddress: 3083 BEATTIE RD\\u003cbr\\u003ecity: HOWELL              \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: CHRISTINA           \\u003cbr\\u003eid: 9bea8116-83a3-486a-a457-50c0f80af060\\u003cbr\\u003elast_name: RIDALLS MS.^                        \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48843-0000\\u003cbr\\u003e\",\"Name: dylynn               mclean                              \\u003cbr\\u003edonor_id: a1943974-4abe-4093-be0b-edcc56a97ffe\\u003cbr\\u003erecipient_id: bbe89315-1939-46e3-a5c0-2d6e5b28bc95\\u003cbr\\u003efull_name: dylynn               mclean                              \\u003cbr\\u003erecipient_name: 1st congressional dist rep comm\\u003cbr\\u003eaddress: 1531 W 20 MILE RD\\u003cbr\\u003ecity: SAULT STE MARIE     \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: DYLYNN              \\u003cbr\\u003eid: a1943974-4abe-4093-be0b-edcc56a97ffe\\u003cbr\\u003elast_name: MCLEAN                              \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 49783-0000\\u003cbr\\u003e\",\"Name: 1st congressional dist rep comm\\u003cbr\\u003eclassification: neutral\\u003cbr\\u003e\",\"Name: andrew               morris                              \\u003cbr\\u003edonor_id: 767c512a-9c5a-4230-90ab-3fd40d731f60\\u003cbr\\u003erecipient_id: 707305ca-e572-4109-8429-00600edf3fb8\\u003cbr\\u003efull_name: andrew               morris                              \\u003cbr\\u003erecipient_name: elect padma kuppa\\u003cbr\\u003eaddress: 1118 MORNINGSIDE AVE\\u003cbr\\u003ecity: SCHENECTADY         \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: ANDREW              \\u003cbr\\u003eid: 767c512a-9c5a-4230-90ab-3fd40d731f60\\u003cbr\\u003elast_name: MORRIS                              \\u003cbr\\u003estate: NY\\u003cbr\\u003ezip: 12309-5630\\u003cbr\\u003e\",\"Name: elect padma kuppa\\u003cbr\\u003eclassification: neutral\\u003cbr\\u003e\",\"Name: martha               scoppa                              \\u003cbr\\u003edonor_id: 78fcc760-825f-404a-b058-a88a99992d98\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: martha               scoppa                              \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 32 COLD SPRING RD\\u003cbr\\u003ecity: LIBERTY             \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: MARTHA              \\u003cbr\\u003eid: 78fcc760-825f-404a-b058-a88a99992d98\\u003cbr\\u003elast_name: SCOPPA                              \\u003cbr\\u003estate: NY\\u003cbr\\u003ezip: 12754-0000\\u003cbr\\u003e\",\"Name: carol                woodard                             \\u003cbr\\u003edonor_id: d4ba0589-99d6-4455-a978-315395322208\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: carol                woodard                             \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 5143 SPRING MEADOWS\\u003cbr\\u003ecity: TROY                \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: CAROL               \\u003cbr\\u003eid: d4ba0589-99d6-4455-a978-315395322208\\u003cbr\\u003elast_name: WOODARD                             \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48098-0000\\u003cbr\\u003e\",\"Name: rochelle             albright                            \\u003cbr\\u003edonor_id: 87b3feed-01a5-4cc8-82cd-cf9c78977534\\u003cbr\\u003erecipient_id: e3294ecb-f6df-48a0-b3b4-7048a9c650a7\\u003cbr\\u003efull_name: rochelle             albright                            \\u003cbr\\u003erecipient_name: michael detmer for state senate\\u003cbr\\u003eaddress: 1840 GRAY RD\\u003cbr\\u003ecity: HOWELL              \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: ROCHELLE            \\u003cbr\\u003eid: 87b3feed-01a5-4cc8-82cd-cf9c78977534\\u003cbr\\u003elast_name: ALBRIGHT                            \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48843-0000\\u003cbr\\u003e\",\"Name: michael detmer for state senate\\u003cbr\\u003eclassification: neutral\\u003cbr\\u003e\",\"Name: richard              mayfield                            \\u003cbr\\u003edonor_id: 80ec6920-a933-4c3e-9487-74cbfe6716f7\\u003cbr\\u003erecipient_id: 6b7da911-9835-4789-9635-f6ad2a71dd86\\u003cbr\\u003efull_name: richard              mayfield                            \\u003cbr\\u003erecipient_name: veronica klinefelt for state senate\\u003cbr\\u003eaddress: 3221 GRISCHY LN\\u003cbr\\u003ecity: CINCINNATI          \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: RICHARD             \\u003cbr\\u003eid: 80ec6920-a933-4c3e-9487-74cbfe6716f7\\u003cbr\\u003elast_name: MAYFIELD                            \\u003cbr\\u003estate: OH\\u003cbr\\u003ezip: 45208-3109\\u003cbr\\u003e\",\"Name: charles              risch                               \\u003cbr\\u003edonor_id: 6b4b51e8-f105-4cc1-96f7-cec2d931e58f\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: charles              risch                               \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 300 S WACKER DR\\u003cbr\\u003ecity: CHICAGO             \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: CHARLES             \\u003cbr\\u003eid: 6b4b51e8-f105-4cc1-96f7-cec2d931e58f\\u003cbr\\u003elast_name: RISCH                               \\u003cbr\\u003estate: IL\\u003cbr\\u003ezip: 60606-6680\\u003cbr\\u003e\",\"Name: barbara              miller                              \\u003cbr\\u003edonor_id: 47043446-3b77-4a34-9d0d-a21786400d9b\\u003cbr\\u003erecipient_id: 6b7da911-9835-4789-9635-f6ad2a71dd86\\u003cbr\\u003efull_name: barbara              miller                              \\u003cbr\\u003erecipient_name: veronica klinefelt for state senate\\u003cbr\\u003eaddress: 820 W END AVE APT 6A\\u003cbr\\u003ecity: NEW YORK            \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: BARBARA             \\u003cbr\\u003eid: 47043446-3b77-4a34-9d0d-a21786400d9b\\u003cbr\\u003elast_name: MILLER                              \\u003cbr\\u003estate: NY\\u003cbr\\u003ezip: 10025-5330\\u003cbr\\u003e\",\"Name: kevin                korpi                               \\u003cbr\\u003edonor_id: 10f51417-a0e9-4a2c-8bdb-e5d045fcab08\\u003cbr\\u003erecipient_id: 5f7c53e3-d1be-47a9-acc4-70828a8c7a69\\u003cbr\\u003efull_name: kevin                korpi                               \\u003cbr\\u003erecipient_name: committee to elect ed mcbroom\\u003cbr\\u003eaddress: 220 MAC AVE APT 418\\u003cbr\\u003ecity: EAST LANSING        \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003ecompany: acuitas\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: KEVIN               \\u003cbr\\u003eid: 10f51417-a0e9-4a2c-8bdb-e5d045fcab08\\u003cbr\\u003elast_name: KORPI                               \\u003cbr\\u003eoccupation: lobbyist\\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48823-0000\\u003cbr\\u003e\",\"Name: committee to elect ed mcbroom\\u003cbr\\u003eclassification: neutral\\u003cbr\\u003e\",\"Name: wayne                miller                              \\u003cbr\\u003edonor_id: 14208b99-1ecb-4b33-becf-c30882e9b302\\u003cbr\\u003erecipient_id: f88fdd05-e3e4-4d51-8511-1ffd35965c8e\\u003cbr\\u003efull_name: wayne                miller                              \\u003cbr\\u003erecipient_name: committee to elect jack richert\\u003cbr\\u003eaddress: 27301 SCENIC HWY\\u003cbr\\u003ecity: FRANKLIN            \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003ecompany: miller & tischler pc\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: WAYNE               \\u003cbr\\u003eid: 14208b99-1ecb-4b33-becf-c30882e9b302\\u003cbr\\u003elast_name: MILLER                              \\u003cbr\\u003eoccupation: attorney\\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48025-0000\\u003cbr\\u003e\",\"Name: committee to elect jack richert\\u003cbr\\u003eclassification: neutral\\u003cbr\\u003e\",\"Name: mary                 soens                               \\u003cbr\\u003edonor_id: 664b4540-8b50-44d3-8570-cb797a4859fe\\u003cbr\\u003erecipient_id: 707305ca-e572-4109-8429-00600edf3fb8\\u003cbr\\u003efull_name: mary                 soens                               \\u003cbr\\u003erecipient_name: elect padma kuppa\\u003cbr\\u003eaddress: 55 N HANCOCK ST\\u003cbr\\u003ecity: LEXINGTON           \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: MARY                \\u003cbr\\u003eid: 664b4540-8b50-44d3-8570-cb797a4859fe\\u003cbr\\u003elast_name: SOENS                               \\u003cbr\\u003estate: MA\\u003cbr\\u003ezip: 02420-0000\\u003cbr\\u003e\",\"Name: rebecca              baskin                              \\u003cbr\\u003edonor_id: 9eb92629-9f8e-4bb5-8dc3-373b56a7db3a\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: rebecca              baskin                              \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 680 BERKSHIRE DR\\u003cbr\\u003ecity: SALINE              \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: REBECCA             \\u003cbr\\u003eid: 9eb92629-9f8e-4bb5-8dc3-373b56a7db3a\\u003cbr\\u003elast_name: BASKIN                              \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48176-1087\\u003cbr\\u003e\",\"Name: edward               kaminski                            \\u003cbr\\u003edonor_id: 5b4130f6-d8dd-4739-aa68-2fe81dd4532b\\u003cbr\\u003erecipient_id: 76a600c1-7ead-437a-85ad-0cca7573393b\\u003cbr\\u003efull_name: edward               kaminski                            \\u003cbr\\u003erecipient_name: friends of brian hosticka\\u003cbr\\u003eaddress: 8765 LEHMAN RD\\u003cbr\\u003ecity: MONTAGUE            \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: EDWARD              \\u003cbr\\u003eid: 5b4130f6-d8dd-4739-aa68-2fe81dd4532b\\u003cbr\\u003elast_name: KAMINSKI                            \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 49437-9326\\u003cbr\\u003e\",\"Name: friends of brian hosticka\\u003cbr\\u003eclassification: neutral\\u003cbr\\u003e\",\"Name: robert               brown                               \\u003cbr\\u003edonor_id: 766a34f7-1c8b-4635-a69c-0bff1bf155be\\u003cbr\\u003erecipient_id: 2e8c9124-2258-45e3-a198-e8c1798c49f2\\u003cbr\\u003efull_name: robert               brown                               \\u003cbr\\u003erecipient_name: monroe plumbers and pipe fitters local 671 pac fund\\u003cbr\\u003eaddress: 1207 SANDHURST DR\\u003cbr\\u003ecity: TALLAHASSEE         \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: ROBERT              \\u003cbr\\u003eid: 766a34f7-1c8b-4635-a69c-0bff1bf155be\\u003cbr\\u003elast_name: BROWN                               \\u003cbr\\u003estate: FL\\u003cbr\\u003ezip: 32312-2527\\u003cbr\\u003e\",\"Name: monroe plumbers and pipe fitters local 671 pac fund\\u003cbr\\u003eclassification: neutral\\u003cbr\\u003e\",\"Name: sandra               braddock                            \\u003cbr\\u003edonor_id: e42e7230-02f0-4b28-ba39-7b68e796d510\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: sandra               braddock                            \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 20087 EDGEWATER DRIVE\\u003cbr\\u003ecity: CANYON COUNTRY      \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: SANDRA              \\u003cbr\\u003eid: e42e7230-02f0-4b28-ba39-7b68e796d510\\u003cbr\\u003elast_name: BRADDOCK                            \\u003cbr\\u003estate: CA\\u003cbr\\u003ezip: 91351-0000\\u003cbr\\u003e\",\"Name: dana                 fortier                             \\u003cbr\\u003edonor_id: 74b93106-3c9f-4f36-b52e-36143e97e7ce\\u003cbr\\u003erecipient_id: 159692de-135a-45bd-8889-1ab1882ed54c\\u003cbr\\u003efull_name: dana                 fortier                             \\u003cbr\\u003erecipient_name: committee to elect vicki barnett to state senate\\u003cbr\\u003eaddress: 23861 W LEBOST\\u003cbr\\u003ecity: NOVI                \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: DANA                \\u003cbr\\u003eid: 74b93106-3c9f-4f36-b52e-36143e97e7ce\\u003cbr\\u003elast_name: FORTIER                             \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48375-0000\\u003cbr\\u003e\",\"Name: committee to elect vicki barnett to state senate\\u003cbr\\u003eclassification: neutral\\u003cbr\\u003e\",\"Name: rachel               geiersbach                          \\u003cbr\\u003edonor_id: 40d2d39f-f21b-4130-8d7b-47ca810c9aa9\\u003cbr\\u003erecipient_id: 4844870e-39f8-41d7-8a41-a824d5dd9998\\u003cbr\\u003efull_name: rachel               geiersbach                          \\u003cbr\\u003erecipient_name: reproductive freedom for all\\u003cbr\\u003eaddress: 3412 OLD KAWKAWLIN RD\\u003cbr\\u003ecity: BAY CITY            \\u003cbr\\u003eclassification: neutral\\u003cbr\\u003eentity_type: Individual\\u003cbr\\u003efirst_name: RACHEL              \\u003cbr\\u003eid: 40d2d39f-f21b-4130-8d7b-47ca810c9aa9\\u003cbr\\u003elast_name: GEIERSBACH                          \\u003cbr\\u003estate: MI\\u003cbr\\u003ezip: 48706-0000\\u003cbr\\u003e\",\"Name: matthew              burgess                             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-   "source": [
-    "def create_network_nodes(df: pd.DataFrame) -> nx.MultiDiGraph:\n",
-    "    G = nx.MultiDiGraph()\n",
-    "    \n",
-    "    # Define columns for edge attributes\n",
-    "    edge_columns = ['amount', 'donor_office', 'office_sought', 'party', 'purpose', 'transaction_id', 'transaction_type', 'year']\n",
-    "    # Define columns for node attributes\n",
-    "    node_columns = ['donor_id', 'recipient_id', 'full_name', 'recipient_name', 'address', 'city', 'classification', 'company', 'donor_type', 'entity_type', 'first_name', 'id', 'last_name', 'occupation', 'recipient_type', 'state', 'zip']\n",
-    "    \n",
-    "    for _, row in df.iterrows():  \n",
-    "        # Add nodes\n",
-    "        G.add_node(row['full_name'], **row[node_columns].dropna().to_dict())\n",
-    "        G.add_node(row['recipient_name'], classification='neutral')  # Adding recipient nodes with default classification\n",
-    "\n",
-    "        # Add edges\n",
-    "        edge_attributes = row[edge_columns].dropna().to_dict()\n",
-    "        G.add_edge(row['full_name'], row['recipient_name'], **edge_attributes)\n",
-    "            \n",
-    "    return G\n",
-    "\n",
-    "def plot_network_graph(G: nx.MultiDiGraph):\n",
-    "    edge_trace = go.Scatter(x=[], y=[], line=dict(color='#888'), hoverinfo='text', mode='lines')\n",
-    "    hovertext = []\n",
-    "\n",
-    "    for edge in G.edges(data=True):\n",
-    "        source = edge[0]\n",
-    "        target = edge[1]\n",
-    "        hovertext.append(f\"Amount: {edge[2]['amount']:.2f}\")\n",
-    "\n",
-    "    edge_trace['hovertext'] = hovertext\n",
-    "\n",
-    "    node_trace = go.Scatter(x=[], y=[], text=[], mode='markers', hoverinfo='text', marker=dict(showscale=True, colorscale='YlGnBu', size=10))\n",
-    "    node_trace['marker']['color'] = []\n",
-    "\n",
-    "    for node in G.nodes():\n",
-    "        node_info = f\"Name: {node}<br>\"\n",
-    "        for key, value in G.nodes[node].items():\n",
-    "            node_info += f\"{key}: {value}<br>\"\n",
-    "        node_trace['text'] += tuple([node_info])\n",
-    "        # Get the classification value for the node\n",
-    "        classification = G.nodes[node].get('classification', 'neutral')\n",
-    "        # Assign a color based on the classification value\n",
-    "        if classification == 'c':\n",
-    "            color = 'blue'\n",
-    "        elif classification == 'f':\n",
-    "            color = 'red'\n",
-    "        else:\n",
-    "            color = 'green'  # Default color for unknown classification\n",
-    "        node_trace['marker']['color'] += tuple([color])\n",
-    "\n",
-    "    # Define layout settings\n",
-    "    layout = go.Layout(\n",
-    "        title='Network Graph Indicating Campaign Contributions from 2018-2022',\n",
-    "        titlefont=dict(size=16),\n",
-    "        showlegend=True,\n",
-    "        hovermode='closest',\n",
-    "        margin=dict(b=20, l=5, r=5, t=40),\n",
-    "        xaxis=dict(showgrid=True, zeroline=True, showticklabels=False),\n",
-    "        yaxis=dict(showgrid=True, zeroline=True, showticklabels=False)\n",
-    "    )\n",
-    "\n",
-    "    fig = go.Figure(data=[edge_trace, node_trace], layout=layout)\n",
-    "\n",
-    "    # Log information about the figure\n",
-    "\n",
-    "    fig.show()\n",
-    "\n",
-    "sample = grouped_sample.sample(50)\n",
-    "plot_network_graph(create_network_nodes(sample))\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
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-    "    x0, y0 = G.nodes[edge[0]]['pos']\n",
-    "    x1, y1 = G.nodes[edge[1]]['pos']\n",
-    "    edge_x.append(x0)\n",
-    "    edge_x.append(x1)\n",
-    "    edge_x.append(None)\n",
-    "    edge_y.append(y0)\n",
-    "    edge_y.append(y1)\n",
-    "    edge_y.append(None)\n",
-    "\n",
-    "edge_trace = go.Scatter(\n",
-    "    x=edge_x, y=edge_y,\n",
-    "    line=dict(width=0.5, color='#888'),\n",
-    "    hoverinfo='none',\n",
-    "    mode='lines')\n",
-    "\n",
-    "node_x = []\n",
-    "node_y = []\n",
-    "for node in G.nodes():\n",
-    "    x, y = G.nodes[node]['pos']\n",
-    "    node_x.append(x)\n",
-    "    node_y.append(y)\n",
-    "\n",
-    "node_trace = go.Scatter(\n",
-    "    x=node_x, y=node_y,\n",
-    "    mode='markers',\n",
-    "    hoverinfo='text',\n",
-    "    marker=dict(\n",
-    "        showscale=True,\n",
-    "        # colorscale options\n",
-    "        #'Greys' | 'YlGnBu' | 'Greens' | 'YlOrRd' | 'Bluered' | 'RdBu' |\n",
-    "        #'Reds' | 'Blues' | 'Picnic' | 'Rainbow' | 'Portland' | 'Jet' |\n",
-    "        #'Hot' | 'Blackbody' | 'Earth' | 'Electric' | 'Viridis' |\n",
-    "        colorscale='YlGnBu',\n",
-    "        reversescale=True,\n",
-    "        color=[],\n",
-    "        size=10,\n",
-    "        colorbar=dict(\n",
-    "            thickness=15,\n",
-    "            title='Node Connections',\n",
-    "            xanchor='left',\n",
-    "            titleside='right'\n",
-    "        ),\n",
-    "        line_width=2))\n",
-    "\n",
-    "node_adjacencies = []\n",
-    "node_text = []\n",
-    "for node, adjacencies in enumerate(G.adjacency()):\n",
-    "    node_adjacencies.append(len(adjacencies[1]))\n",
-    "    node_text.append('# of connections: '+str(len(adjacencies[1])))\n",
-    "\n",
-    "node_trace.marker.color = node_adjacencies\n",
-    "node_trace.text = node_text\n",
-    "\n",
-    "\n",
-    "fig = go.Figure(data=[edge_trace, node_trace],\n",
-    "             layout=go.Layout(\n",
-    "                title='Network graph made with Python',\n",
-    "                titlefont_size=16,\n",
-    "                showlegend=False,\n",
-    "                hovermode='closest',\n",
-    "                margin=dict(b=20,l=5,r=5,t=40),\n",
-    "                annotations=[ dict(\n",
-    "                    text=\"graphs\",\n",
-    "                    showarrow=True,\n",
-    "                    xref=\"paper\", yref=\"paper\",\n",
-    "                    x=0.005, y=-0.002 ) ],\n",
-    "                xaxis=dict(showgrid=False, zeroline=False, showticklabels=False),\n",
-    "                yaxis=dict(showgrid=False, zeroline=False, showticklabels=False))\n",
-    "                )\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "G = nx.Graph()\n",
-    "G.add_node(0)\n",
-    "nx.set_node_attributes(G, \"red\", name=\"color\")\n",
-    "nx.set_node_attributes(G, 2, name=\"size\")\n",
-    "G.add_node(1)\n",
-    "nx.set_node_attributes(G, np.nan, name='color')\n",
-    "G.nodes[0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NetworkXError",
-     "evalue": "Invalid edge_attr argument: ['donations', 'received']",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "File \u001b[0;32m~/miniconda3/envs/climate_cabinet/lib/python3.11/site-packages/pandas/core/indexes/base.py:3653\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3652\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3653\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3654\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
-      "File \u001b[0;32m~/miniconda3/envs/climate_cabinet/lib/python3.11/site-packages/pandas/_libs/index.pyx:147\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m~/miniconda3/envs/climate_cabinet/lib/python3.11/site-packages/pandas/_libs/index.pyx:176\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:7080\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:7088\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;31mKeyError\u001b[0m: 'donations'",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "File \u001b[0;32m~/miniconda3/envs/climate_cabinet/lib/python3.11/site-packages/networkx/convert_matrix.py:455\u001b[0m, in \u001b[0;36mfrom_pandas_edgelist\u001b[0;34m(df, source, target, edge_attr, create_using, edge_key)\u001b[0m\n\u001b[1;32m    454\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 455\u001b[0m     attribute_data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mzip\u001b[39m(\u001b[38;5;241m*\u001b[39m\u001b[43m[\u001b[49m\u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[43mcol\u001b[49m\u001b[43m]\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcol\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mattr_col_headings\u001b[49m\u001b[43m]\u001b[49m)\n\u001b[1;32m    456\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mKeyError\u001b[39;00m, \u001b[38;5;167;01mTypeError\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m err:\n",
-      "File \u001b[0;32m~/miniconda3/envs/climate_cabinet/lib/python3.11/site-packages/networkx/convert_matrix.py:455\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    454\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 455\u001b[0m     attribute_data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mzip\u001b[39m(\u001b[38;5;241m*\u001b[39m[\u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[43mcol\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m col \u001b[38;5;129;01min\u001b[39;00m attr_col_headings])\n\u001b[1;32m    456\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mKeyError\u001b[39;00m, \u001b[38;5;167;01mTypeError\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m err:\n",
-      "File \u001b[0;32m~/miniconda3/envs/climate_cabinet/lib/python3.11/site-packages/pandas/core/frame.py:3761\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3760\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3761\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3762\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n",
-      "File \u001b[0;32m~/miniconda3/envs/climate_cabinet/lib/python3.11/site-packages/pandas/core/indexes/base.py:3655\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3654\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m-> 3655\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m   3656\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m   3657\u001b[0m     \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m   3658\u001b[0m     \u001b[38;5;66;03m#  InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m   3659\u001b[0m     \u001b[38;5;66;03m#  the TypeError.\u001b[39;00m\n",
-      "\u001b[0;31mKeyError\u001b[0m: 'donations'",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001b[0;31mNetworkXError\u001b[0m                             Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[16], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m G \u001b[38;5;241m=\u001b[39m \u001b[43mnx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrom_pandas_edgelist\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_df\u001b[49m\u001b[43m,\u001b[49m\u001b[43msource\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mname\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mtarget\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdonations_to\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43medge_attr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdonations\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mreceived\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      2\u001b[0m G\u001b[38;5;241m.\u001b[39mnodes()\n\u001b[1;32m      3\u001b[0m pos\u001b[38;5;241m=\u001b[39mnx\u001b[38;5;241m.\u001b[39mspring_layout(G)\n",
-      "File \u001b[0;32m~/miniconda3/envs/climate_cabinet/lib/python3.11/site-packages/networkx/utils/backends.py:412\u001b[0m, in \u001b[0;36m_dispatch.__call__\u001b[0;34m(self, backend, *args, **kwargs)\u001b[0m\n\u001b[1;32m    409\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m/\u001b[39m, \u001b[38;5;241m*\u001b[39margs, backend\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    410\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m backends:\n\u001b[1;32m    411\u001b[0m         \u001b[38;5;66;03m# Fast path if no backends are installed\u001b[39;00m\n\u001b[0;32m--> 412\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43morig_func\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    414\u001b[0m     \u001b[38;5;66;03m# Use `backend_name` in this function instead of `backend`\u001b[39;00m\n\u001b[1;32m    415\u001b[0m     backend_name \u001b[38;5;241m=\u001b[39m backend\n",
-      "File \u001b[0;32m~/miniconda3/envs/climate_cabinet/lib/python3.11/site-packages/networkx/convert_matrix.py:458\u001b[0m, in \u001b[0;36mfrom_pandas_edgelist\u001b[0;34m(df, source, target, edge_attr, create_using, edge_key)\u001b[0m\n\u001b[1;32m    456\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mKeyError\u001b[39;00m, \u001b[38;5;167;01mTypeError\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m    457\u001b[0m     msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInvalid edge_attr argument: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00medge_attr\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 458\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m nx\u001b[38;5;241m.\u001b[39mNetworkXError(msg) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m    460\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m g\u001b[38;5;241m.\u001b[39mis_multigraph():\n\u001b[1;32m    461\u001b[0m     \u001b[38;5;66;03m# => append the edge keys from the df to the bundled data\u001b[39;00m\n\u001b[1;32m    462\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m edge_key \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
-      "\u001b[0;31mNetworkXError\u001b[0m: Invalid edge_attr argument: ['donations', 'received']"
-     ]
-    }
-   ],
-   "source": [
-    "G = nx.from_pandas_edgelist(sample_df,source='name',target='donations_to',edge_attr=['donations','received'])\n",
-    "G.nodes()\n",
-    "pos=nx.spring_layout(G)\n",
-    "weights = list(nx.get_edge_attributes(G,'donations').values())\n",
-    "weights = [i/5000 for i in weights]\n",
-    "node_color = [G.degree(v) for v in G] \n",
-    "#node_size = [0.0005 * nx.get_node_attributes(G, 'donations')[v] for v in G] \n",
-    "nx.draw_networkx_nodes(G, pos, node_color=node_color)#, node_size=node_size) \n",
-    "nx.draw_networkx_edges(G, pos, width=weights)\n",
-    "nx.draw_networkx_labels(G, pos)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n",
-    "# fixing the size of the figure \n",
-    "plt.figure(figsize =(10, 7)) \n",
-    "\n",
-    "node_color = [G.degree(v) for v in G] \n",
-    "# node colour is a list of degrees of nodes \n",
-    "\n",
-    "node_size = [0.0005 * nx.get_node_attributes(G, 'population')[v] for v in G] \n",
-    "# size of node is a list of population of cities \n",
-    "\n",
-    "edge_width = [0.0015 * G[u][v]['weight'] for u, v in G.edges()] \n",
-    "# width of edge is a list of weight of edges \n",
-    "\n",
-    "nx.draw_networkx(G, node_size = node_size, \n",
-    "\t\t\t\tnode_color = node_color, alpha = 0.7, \n",
-    "\t\t\t\twith_labels = True, width = edge_width, \n",
-    "\t\t\t\tedge_color ='.4', cmap = plt.cm.Blues) \n",
-    "\n",
-    "plt.axis('off') \n",
-    "plt.tight_layout(); "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "G = nx.MultiDiGraph()\n",
-    "G.add_node(0)\n",
-    "nx.set_node_attributes(G, \"red\", name=\"color\")\n",
-    "nx.set_node_attributes(G, 4, name = 'size')\n",
-    "G.add_node(2)\n",
-    "nx.set_node_attributes(G, \"white\", name='color')\n",
-    "G.nodes[2]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "G.add_node(2)\n",
-    "nx.set_node_attributes(G, 4, name='age')\n",
-    "G.nodes[2]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "climate_cabinet",
-   "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": "3.11.7"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}