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akelleh/committess.ipynb

Last active August 29, 2015 14:27
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committess.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/Users/adamkelleher/Downloads\n"
]
}
],
"source": [
"cd ~/Downloads/"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"from collections import Counter"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"X = pd.read_csv('itcont.txt', delimiter='|')"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CMTE_ID</th>\n",
" <th>AMNDT_IND</th>\n",
" <th>RPT_TP</th>\n",
" <th>TRANSACTION_PGI</th>\n",
" <th>IMAGE_NUM</th>\n",
" <th>TRANSACTION_TP</th>\n",
" <th>ENTITY_TP</th>\n",
" <th>NAME</th>\n",
" <th>CITY</th>\n",
" <th>STATE</th>\n",
" <th>...</th>\n",
" <th>EMPLOYER</th>\n",
" <th>OCCUPATION</th>\n",
" <th>TRANSACTION_DT</th>\n",
" <th>TRANSACTION_AMT</th>\n",
" <th>OTHER_ID</th>\n",
" <th>TRAN_ID</th>\n",
" <th>FILE_NUM</th>\n",
" <th>MEMO_CD</th>\n",
" <th>MEMO_TEXT</th>\n",
" <th>SUB_ID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>C00004606</td>\n",
" <td>N</td>\n",
" <td>M4</td>\n",
" <td>P</td>\n",
" <td>15951124869</td>\n",
" <td>15</td>\n",
" <td>IND</td>\n",
" <td>ARNOLD, ROBERT</td>\n",
" <td>MCPHERSON</td>\n",
" <td>KS</td>\n",
" <td>...</td>\n",
" <td>SELF</td>\n",
" <td>OPTOMETRIST</td>\n",
" <td>3102015</td>\n",
" <td>1000</td>\n",
" <td>NaN</td>\n",
" <td>SA11AI.20747</td>\n",
" <td>1002259</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>4041320151241796098</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>C00004606</td>\n",
" <td>N</td>\n",
" <td>M4</td>\n",
" <td>P</td>\n",
" <td>15951124869</td>\n",
" <td>15</td>\n",
" <td>IND</td>\n",
" <td>BICKLE, DON</td>\n",
" <td>HAYS</td>\n",
" <td>KS</td>\n",
" <td>...</td>\n",
" <td>RETIRED</td>\n",
" <td>RETIRED</td>\n",
" <td>3302015</td>\n",
" <td>1000</td>\n",
" <td>NaN</td>\n",
" <td>SA11AI.20772</td>\n",
" <td>1002259</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>4041320151241796099</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>C00004606</td>\n",
" <td>N</td>\n",
" <td>M4</td>\n",
" <td>P</td>\n",
" <td>15951124869</td>\n",
" <td>15</td>\n",
" <td>IND</td>\n",
" <td>ROSSMAN, RICHARD</td>\n",
" <td>OLATHE</td>\n",
" <td>KS</td>\n",
" <td>...</td>\n",
" <td>CRAWFORD SALES COMPANY</td>\n",
" <td>BUSINESSMAN</td>\n",
" <td>3302015</td>\n",
" <td>250</td>\n",
" <td>NaN</td>\n",
" <td>SA11AI.20759</td>\n",
" <td>1002259</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>4041320151241796100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>C00452383</td>\n",
" <td>N</td>\n",
" <td>M4</td>\n",
" <td>P</td>\n",
" <td>15951124897</td>\n",
" <td>15</td>\n",
" <td>IND</td>\n",
" <td>LLEWELLYN, CHARLES</td>\n",
" <td>FREDERICK</td>\n",
" <td>MD</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>3112015</td>\n",
" <td>500</td>\n",
" <td>NaN</td>\n",
" <td>SA11AI.25088</td>\n",
" <td>1002261</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>4041320151241796102</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>C00452383</td>\n",
" <td>N</td>\n",
" <td>M4</td>\n",
" <td>P</td>\n",
" <td>15951124897</td>\n",
" <td>15</td>\n",
" <td>IND</td>\n",
" <td>TYNES, TIMOTHY MR.</td>\n",
" <td>VERO BEACH</td>\n",
" <td>FL</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>3022015</td>\n",
" <td>250</td>\n",
" <td>NaN</td>\n",
" <td>SA11AI.25074</td>\n",
" <td>1002261</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>4041320151241796103</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" CMTE_ID AMNDT_IND RPT_TP TRANSACTION_PGI IMAGE_NUM TRANSACTION_TP \\\n",
"0 C00004606 N M4 P 15951124869 15 \n",
"1 C00004606 N M4 P 15951124869 15 \n",
"2 C00004606 N M4 P 15951124869 15 \n",
"3 C00452383 N M4 P 15951124897 15 \n",
"4 C00452383 N M4 P 15951124897 15 \n",
"\n",
" ENTITY_TP NAME CITY STATE ... \\\n",
"0 IND ARNOLD, ROBERT MCPHERSON KS ... \n",
"1 IND BICKLE, DON HAYS KS ... \n",
"2 IND ROSSMAN, RICHARD OLATHE KS ... \n",
"3 IND LLEWELLYN, CHARLES FREDERICK MD ... \n",
"4 IND TYNES, TIMOTHY MR. VERO BEACH FL ... \n",
"\n",
" EMPLOYER OCCUPATION TRANSACTION_DT TRANSACTION_AMT \\\n",
"0 SELF OPTOMETRIST 3102015 1000 \n",
"1 RETIRED RETIRED 3302015 1000 \n",
"2 CRAWFORD SALES COMPANY BUSINESSMAN 3302015 250 \n",
"3 NaN NaN 3112015 500 \n",
"4 NaN NaN 3022015 250 \n",
"\n",
" OTHER_ID TRAN_ID FILE_NUM MEMO_CD MEMO_TEXT SUB_ID \n",
"0 NaN SA11AI.20747 1002259 NaN NaN 4041320151241796098 \n",
"1 NaN SA11AI.20772 1002259 NaN NaN 4041320151241796099 \n",
"2 NaN SA11AI.20759 1002259 NaN NaN 4041320151241796100 \n",
"3 NaN SA11AI.25088 1002261 NaN NaN 4041320151241796102 \n",
"4 NaN SA11AI.25074 1002261 NaN NaN 4041320151241796103 \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.head()"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"committee_count = Counter()\n",
"for committee in X['CMTE_ID']:\n",
" committee_count[committee] += 1"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"committees = set([ k if v > 1 else None for k, v in committee_count.items()])\n",
"committees.remove(None)\n",
"committee_indexing = { committee : index for index, committee in enumerate(committees)}"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"individual_count = Counter()\n",
"for ind in X['NAME']:\n",
" individual_count[ind] += 1"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 10)"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SO039Ir1u3brDGn/Eh6GSvC/JGa39T4FrgK3AY8Cq1m0V8GhrPwasTPLeJBcCy4DNVbUb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\nJHUZFpKkLsNCktT1/wCA46WEtrfHkQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1dab06d10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as pp\n",
"pp.hist(individual_count.values(), bins=2000); pp.xlim(0,10)"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "KeyError",
"evalue": "None",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-80-bb3d1c5e89f1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mindividuals\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mv\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mNone\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mindividual_count\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mindividuals\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mremove\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mindividual_indexing\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m \u001b[0mindividual\u001b[0m \u001b[0;34m:\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindividual\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindividuals\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyError\u001b[0m: None"
]
}
],
"source": [
"individuals = set([ k if (v > 1) else None for k, v in individual_count.items()])\n",
"individuals.remove(None)\n",
"individual_indexing = { individual : index for index, individual in enumerate(individuals)}"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[(0, 'a'), (1, 'b'), (2, 'c'), (3, 'd')]"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[ i for i in enumerate( ['a','b','c','d'])]"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"edges = []\n",
"weights = []\n",
"for name, committee, weight in zip(X.NAME, X.CMTE_ID, X.TRANSACTION_AMT):\n",
" if name in individual_indexing and committee in committee_indexing:\n",
" edges.append((individual_indexing[name], committee_indexing[committee]))\n",
" weights.append(1.)#weights.append(weight)"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[(9323, 2446),\n",
" (59049, 2446),\n",
" (68215, 2531),\n",
" (38823, 2531),\n",
" (68981, 2531),\n",
" (46209, 1616),\n",
" (50975, 1616),\n",
" (65572, 1616),\n",
" (53636, 1616),\n",
" (38432, 1616)]"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"edges[:10]"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"weights[:10]"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(258213, 258213)"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(edges), len(weights)"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(303203, 3481)"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(individuals), len(committees)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import scipy.sparse"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"A = scipy.sparse.coo_matrix((weights, zip(*edges)))"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"B = A.transpose() * A"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<3481x3481 sparse matrix of type '<type 'numpy.float64'>'\n",
"\twith 104872 stored elements in Compressed Sparse Row format>"
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"B"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import igraph"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"g = igraph.Graph(edges=zip(*B.nonzero()))"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"'IGRAPH U--- 3481 104872 -- '"
]
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"g.summary()"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"clustering = g.community_leading_eigenvector()"
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(0.011012469178738363, C00401224 ACTBLUE\n",
"Name: CMTE_ID, dtype: object), (0.010494482703916288, C00575795 HILLARY FOR AMERICA\n",
"Name: CMTE_ID, dtype: object), (0.006259882827461002, C00000935 DEMOCRATIC CONGRESSIONAL CAMPAIGN COMMITTEE\n",
"Name: CMTE_ID, dtype: object), (0.004491493673102602, C00577130 BERNIE 2016\n",
"Name: CMTE_ID, dtype: object), (0.004251244376075936, C00010603 DNC SERVICES CORPORATION/DEMOCRATIC NATIONAL C...\n",
"Name: CMTE_ID, dtype: object), (0.0028837261534258246, C00162818 INTERNATIONAL BROTHERHOOD OF ELECTRICAL WORKER...\n",
"Name: CMTE_ID, dtype: object), (0.0019320399874044481, C00540997 READY PAC\n",
"Name: CMTE_ID, dtype: object), (0.0019141006788299293, C00578013 RUSS FOR WISCONSIN\n",
"Name: CMTE_ID, dtype: object), (0.0016725045719798554, C00578658 O'MALLEY FOR PRESIDENT\n",
"Name: CMTE_ID, dtype: object), (0.001326979508317988, C00484535 VOTESANE PAC\n",
"Name: CMTE_ID, dtype: object)]\n",
"711\n",
"[(0.003255312240959469, C00075820 NRCC\n",
"Name: CMTE_ID, dtype: object), (0.003101337931889365, C00464297 FRIENDS OF KELLY AYOTTE INC\n",
"Name: CMTE_ID, dtype: object), (0.0029444926392243696, C00385526 RICHARD BURR COMMITTEE; THE\n",
"Name: CMTE_ID, dtype: object), (0.0027082808873878325, C00540302 TIM SCOTT FOR SENATE\n",
"Name: CMTE_ID, dtype: object), (0.0026360934665787174, C00458315 MORAN FOR KANSAS\n",
"Name: CMTE_ID, dtype: object), (0.0025003859382449634, C00482984 RON JOHNSON FOR SENATE INC\n",
"Name: CMTE_ID, dtype: object), (0.0024585155718974384, C00230482 GRASSLEY COMMITTEE INC\n",
"Name: CMTE_ID, dtype: object), (0.002287947063810157, C00330894 RYAN FOR CONGRESS, INC.\n",
"Name: CMTE_ID, dtype: object), (0.001937918668598557, C00568162 SCALISE LEADERSHIP FUND\n",
"Name: CMTE_ID, dtype: object), (0.0016160380592575273, C00027466 NRSC\n",
"Name: CMTE_ID, dtype: object)]\n",
"631\n",
"[(0.005970726923835132, C00042366 DSCC\n",
"Name: CMTE_ID, dtype: object), (0.0034963006268617504, C00458398 BENNET FOR COLORADO\n",
"Name: CMTE_ID, dtype: object), (0.003203225306398474, C00571919 KAMALA HARRIS FOR SENATE\n",
"Name: CMTE_ID, dtype: object), (0.0031958891025776455, C00308676 WYDEN FOR SENATE\n",
"Name: CMTE_ID, dtype: object), (0.0031411661129409547, C00257642 PEOPLE FOR PATTY MURRAY\n",
"Name: CMTE_ID, dtype: object), (0.002461807071520028, C00346312 FRIENDS OF SCHUMER\n",
"Name: CMTE_ID, dtype: object), (0.002385587136782019, C00492991 BLUMENTHAL FOR CONNECTICUT\n",
"Name: CMTE_ID, dtype: object), (0.002249682393721062, C00493825 FRIENDS OF PATRICK MURPHY\n",
"Name: CMTE_ID, dtype: object), (0.0021576317143687414, C00573758 VAN HOLLEN FOR SENATE\n",
"Name: CMTE_ID, dtype: object), (0.0021049784717242785, C00572925 MISSOURIANS FOR KANDER\n",
"Name: CMTE_ID, dtype: object)]\n",
"493\n",
"[(0.0046841438589132174, C00574624 CRUZ FOR PRESIDENT\n",
"Name: CMTE_ID, dtype: object), (0.004076082766469204, C00458844 MARCO RUBIO FOR PRESIDENT\n",
"Name: CMTE_ID, dtype: object), (0.0038890752227959957, C00461046 FRIENDS OF PAT TOOMEY\n",
"Name: CMTE_ID, dtype: object), (0.003693270749468119, C00458463 PORTMAN FOR SENATE COMMITTEE\n",
"Name: CMTE_ID, dtype: object), (0.0031460314111439584, C00573519 CARSON AMERICA\n",
"Name: CMTE_ID, dtype: object), (0.002968524815219572, C00579458 JEB 2016, INC.\n",
"Name: CMTE_ID, dtype: object), (0.0029167679382599535, C00107235 PRICEWATERHOUSECOOPERS POLITICAL ACTION COMMIT...\n",
"Name: CMTE_ID, dtype: object), (0.0027611802890772376, C00575449 RAND PAUL FOR PRESIDENT, INC.\n",
"Name: CMTE_ID, dtype: object), (0.0024764477023987105, C00003418 REPUBLICAN NATIONAL COMMITTEE\n",
"Name: CMTE_ID, dtype: object), (0.002161112877371624, C00578757 LINDSEY GRAHAM 2016\n",
"Name: CMTE_ID, dtype: object)]\n",
"829\n"
]
}
],
"source": [
"for community in clustering:\n",
" if len(community) > 5:\n",
" print sorted([ (pageranks[node],Y[Y.index == reverse_committee_indexing[node]]['CMTE_ID']) for node in community], reverse=True, key=lambda x : x[0] )[:10]\n",
" print len(community)"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.2416439748707124"
]
},
"execution_count": 145,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clustering.modularity"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"Y = pd.read_csv('cm.txt',delimiter='|')"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CMTE_ID</th>\n",
" <th>CMTE_NM</th>\n",
" <th>TRES_NM</th>\n",
" <th>CMTE_ST1</th>\n",
" <th>CMTE_ST2</th>\n",
" <th>CMTE_CITY</th>\n",
" <th>CMTE_ST</th>\n",
" <th>CMTE_ZIP</th>\n",
" <th>CMTE_DSGN</th>\n",
" <th>CMTE_TP</th>\n",
" <th>CMTE_PTY_AFFILIATION</th>\n",
" <th>CMTE_FILING_FREQ\tORG_TP</th>\n",
" <th>CONNECTED_ORG_NM</th>\n",
" <th>CAND_ID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>C00000059</th>\n",
" <td>HALLMARK CARDS PAC</td>\n",
" <td>DEAN RODENBOUGH</td>\n",
" <td>2501 MCGEE</td>\n",
" <td>MD#288</td>\n",
" <td>KANSAS CITY</td>\n",
" <td>MO</td>\n",
" <td>64108</td>\n",
" <td>U</td>\n",
" <td>Q</td>\n",
" <td>UNK</td>\n",
" <td>M</td>\n",
" <td>C</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>C00000422</th>\n",
" <td>AMERICAN MEDICAL ASSOCIATION POLITICAL ACTION ...</td>\n",
" <td>WALKER, KEVIN</td>\n",
" <td>25 MASSACHUSETTS AVE, NW</td>\n",
" <td>SUITE 600</td>\n",
" <td>WASHINGTON</td>\n",
" <td>DC</td>\n",
" <td>20001</td>\n",
" <td>B</td>\n",
" <td>Q</td>\n",
" <td>NaN</td>\n",
" <td>M</td>\n",
" <td>M</td>\n",
" <td>AMERICAN MEDICAL ASSOCIATION</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>C00000489</th>\n",
" <td>D R I V E POLITICAL FUND CHAPTER 886</td>\n",
" <td>TOM RITTER</td>\n",
" <td>3528 W RENO</td>\n",
" <td>NaN</td>\n",
" <td>OKLAHOMA CITY</td>\n",
" <td>OK</td>\n",
" <td>73107</td>\n",
" <td>U</td>\n",
" <td>N</td>\n",
" <td>NaN</td>\n",
" <td>Q</td>\n",
" <td>L</td>\n",
" <td>TEAMSTERS LOCAL UNION 886</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>C00000547</th>\n",
" <td>KANSAS MEDICAL SOCIETY POLITICAL ACTION COMMITTEE</td>\n",
" <td>C. RICHARD BONEBRAKE, M.D.</td>\n",
" <td>623 SW 10TH AVE</td>\n",
" <td>NaN</td>\n",
" <td>TOPEKA</td>\n",
" <td>KS</td>\n",
" <td>66612</td>\n",
" <td>U</td>\n",
" <td>Q</td>\n",
" <td>UNK</td>\n",
" <td>Q</td>\n",
" <td>T</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>C00000638</th>\n",
" <td>INDIANA STATE MEDICAL ASSOCIATION POLITICAL AC...</td>\n",
" <td>VIDYA KORA, M.D.</td>\n",
" <td>322 CANAL WALK, CANAL LEVEL</td>\n",
" <td>NaN</td>\n",
" <td>INDIANAPOLIS</td>\n",
" <td>IN</td>\n",
" <td>46202</td>\n",
" <td>U</td>\n",
" <td>Q</td>\n",
" <td>NaN</td>\n",
" <td>Q</td>\n",
" <td>M</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CMTE_ID \\\n",
"C00000059 HALLMARK CARDS PAC \n",
"C00000422 AMERICAN MEDICAL ASSOCIATION POLITICAL ACTION ... \n",
"C00000489 D R I V E POLITICAL FUND CHAPTER 886 \n",
"C00000547 KANSAS MEDICAL SOCIETY POLITICAL ACTION COMMITTEE \n",
"C00000638 INDIANA STATE MEDICAL ASSOCIATION POLITICAL AC... \n",
"\n",
" CMTE_NM TRES_NM CMTE_ST1 \\\n",
"C00000059 DEAN RODENBOUGH 2501 MCGEE MD#288 \n",
"C00000422 WALKER, KEVIN 25 MASSACHUSETTS AVE, NW SUITE 600 \n",
"C00000489 TOM RITTER 3528 W RENO NaN \n",
"C00000547 C. RICHARD BONEBRAKE, M.D. 623 SW 10TH AVE NaN \n",
"C00000638 VIDYA KORA, M.D. 322 CANAL WALK, CANAL LEVEL NaN \n",
"\n",
" CMTE_ST2 CMTE_CITY CMTE_ST CMTE_ZIP CMTE_DSGN CMTE_TP \\\n",
"C00000059 KANSAS CITY MO 64108 U Q UNK \n",
"C00000422 WASHINGTON DC 20001 B Q NaN \n",
"C00000489 OKLAHOMA CITY OK 73107 U N NaN \n",
"C00000547 TOPEKA KS 66612 U Q UNK \n",
"C00000638 INDIANAPOLIS IN 46202 U Q NaN \n",
"\n",
" CMTE_PTY_AFFILIATION CMTE_FILING_FREQ\\tORG_TP \\\n",
"C00000059 M C \n",
"C00000422 M M \n",
"C00000489 Q L \n",
"C00000547 Q T \n",
"C00000638 Q M \n",
"\n",
" CONNECTED_ORG_NM CAND_ID \n",
"C00000059 NaN NaN \n",
"C00000422 AMERICAN MEDICAL ASSOCIATION NaN \n",
"C00000489 TEAMSTERS LOCAL UNION 886 NaN \n",
"C00000547 NaN NaN \n",
"C00000638 NaN NaN "
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Y.head()"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"reverse_committee_indexing = { index : committee for committee, index in committee_indexing.items() }"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"[C00212308 DUCHOSSOIS GROUP PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00426874 FEDERATION OF EXCHANGE ACCOMODATORS 1031 PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00160937 SOUTH DAKOTA DEMOCRATIC PARTY - FEDERAL\n",
" Name: CMTE_ID, dtype: object,\n",
" C00558320 DONALD NORCROSS FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00252056 PLUMBERS LOCAL UNION NO. 24 POLITICAL ACTION C...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00264564 MENENDEZ FOR SENATE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00263731 FERTITTA ENTERTAINMENT PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00437293 KIRKPATRICK FOR ARIZONA\n",
" Name: CMTE_ID, dtype: object,\n",
" C00325332 AMERICAN SENIORS HOUSING ASSOCIATION (SENIORS ...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00009845 MONTGOMERY COUNTY DEMOCRATIC CENTRAL COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00484402 COUNTRY ROADS PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00062836 KENTUCKY BANKERS POLITICAL ACTION COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00543918 ERIN MCCLELLAND FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00349506 FRIENDS OF MARIA\n",
" Name: CMTE_ID, dtype: object,\n",
" C00576017 JOE KENNEDY VICTORY FUND 2016\n",
" Name: CMTE_ID, dtype: object,\n",
" C00132282 EQUIPMENT LEASING AND FINANCE ASSN PAC (LEASEPAC)\n",
" Name: CMTE_ID, dtype: object,\n",
" C00523258 ENYART FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00484535 VOTESANE PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00397851 CENTENE CORPORATION POLITICAL ACTION COMMITTEE...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00397505 MOORE FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00048165 ZACHRY CORPORATION POLITICAL ACTION COMMITTEE ...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00031054 MICHIGAN DEMOCRATIC STATE CENTRAL COMMITEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00574616 PHIL PAVLOV FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00312017 KIND FOR CONGRESS COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00432401 BEN NELSON 2012\n",
" Name: CMTE_ID, dtype: object,\n",
" C00578518 INGRID TURNER FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00313510 PASCRELL FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00375618 TIM BISHOP FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00279828 TEXTILE RENTAL SERVICES ASSOCIATION OF AMERICA...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00236596 WORLD ALLIANCE FOR ISRAEL POLITICAL ACTION COM...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00354548 AMERICAN WATER WORKS COMPANY, INC. FEDERAL PAC...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00517052 RBC USA HOLDCO CORPORATION FEDERAL POLITICAL A...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00000935 DEMOCRATIC CONGRESSIONAL CAMPAIGN COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00575472 NOLAND FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00403592 NARRAGANSETT BAY PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00508416 FRIENDS OF JOHN DELANEY\n",
" Name: CMTE_ID, dtype: object,\n",
" C00254185 GENE GREEN CONGRESSIONAL CAMPAIGN\n",
" Name: CMTE_ID, dtype: object,\n",
" C00233056 AUTOZONE INC COMMITTEE FOR BETTER GOVERNMENT\n",
" Name: CMTE_ID, dtype: object,\n",
" C00571562 MONICA VERNON FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00363317 JERRY'S POLITICAL ACTION COMMITTEE (JERRY'S PAC)\n",
" Name: CMTE_ID, dtype: object,\n",
" C00233353 AD ALLIANCE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00547349 NEXTGEN CLIMATE ACTION COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00195628 PRICE FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00578609 OHIO GRASSROOTS VICTORY FUND\n",
" Name: CMTE_ID, dtype: object,\n",
" C00297630 TEAMSTERS LOCAL 1150 FEDERAL PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00364935 BILL SHUSTER FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00575274 KROEGER FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00578351 FRANK-DUCK FUND\n",
" Name: CMTE_ID, dtype: object,\n",
" C00572057 KIEHNE FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00187799 NORTHWESTERN ENERGY EMPLOYEES PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00343871 SCHIFF FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00161810 DEMOCRATIC PARTY OF NEW MEXICO\n",
" Name: CMTE_ID, dtype: object,\n",
" C00019331 DEMOCRATIC PARTY OF WISCONSIN\n",
" Name: CMTE_ID, dtype: object,\n",
" C00557165 INTELLECTUAL VENTURES DCP, INC. PAC (INTELLECT...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00458125 JUDY CHU FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00540955 FEARLESS PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00296657 OHIO NATIONAL FINANCIAL SERVICES POLITICAL ACT...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00001198 AMERICAN HOTEL AND LODGING ASSOCIATION POLITIC...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00184028 VOYA FINANCIAL, INC., POLITICAL ACTION COMMITT...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00513531 FILEMON VELA FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00460055 FREDERICA S. WILSON FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00578971 BARRINGER FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00113019 AMERICANS UNITED IN SUPPORT OF DEMOCRACY\n",
" Name: CMTE_ID, dtype: object,\n",
" C00333666 JEWELERS OF AMERICA, INC. POLITICAL ACTION COM...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00577916 WILLIE WILSON 2016\n",
" Name: CMTE_ID, dtype: object,\n",
" C00541359 ELECT APRIL FREEMAN\n",
" Name: CMTE_ID, dtype: object,\n",
" C00413179 WELCH FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00542555 NATIONAL MOBILITY EQUIPMENT DEALERS ASSOCIATIO...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00362624 CALIFORNIA RICE INDUSTRY ASSOCIATION FUND (CAL...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00105668 CALIFORNIA DEMOCRATIC PARTY\n",
" Name: CMTE_ID, dtype: object,\n",
" C00409409 TIM WALZ FOR US CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00110262 BRUNSWICK CORPORATION GOOD GOVERNMENT FUND\n",
" Name: CMTE_ID, dtype: object,\n",
" C00290825 NADLER FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00034157 AFLAC POLITICAL ACTION COMMITTEE (AFLAC PAC)\n",
" Name: CMTE_ID, dtype: object,\n",
" C00577080 CALONE FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00024521 AMERICAN ASSOCIATION FOR JUSTICE POLITICAL ACT...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00304709 ADAM SMITH FOR CONGRESS COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00279505 RAIN AND HAIL INSURANCE SOCIETY POLITICAL ACTI...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00345546 CITIZENS TO ELECT RICK LARSEN\n",
" Name: CMTE_ID, dtype: object,\n",
" C00544817 STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00326389 SNAKE RIVER SUGAR COMPANY POLITICAL ACTION COM...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00327395 SEARCHLIGHT LEADERSHIP FUND\n",
" Name: CMTE_ID, dtype: object,\n",
" C00558627 GALLEGO FOR ARIZONA\n",
" Name: CMTE_ID, dtype: object,\n",
" C00577460 BILL OTTO FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00252338 AMERICAN CHEMISTRY COUNCIL PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00161786 COLORADO DEMOCRATIC PARTY\n",
" Name: CMTE_ID, dtype: object,\n",
" C00419630 YARMUTH FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00156216 PERSONAL COMMUNICATIONS INDUSTRY ASSOCIATION PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00570549 HELP ELECT WOMEN\n",
" Name: CMTE_ID, dtype: object,\n",
" C00359539 AMERICAN ACADEMY OF DERMATOLOGY ASSOCIATION PO...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00500421 BONAMICI FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00381517 DEMOCRATIC ADVANCEMENT PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00003764 NATIONAL RESTAURANT ASSOCIATION PAC (RESTAURAN...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00137729 HOLLAND & HART LLP FEDERAL PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00285171 RE-ELECT MCGOVERN COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00485102 WOLF PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00416495 LOEWS CORPORATION PUBLIC AFFAIRS COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
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" Name: CMTE_ID, dtype: object,\n",
" C00250753 AUTO CARE ASSOCIATION POLITICAL ACTION COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00072751 STATE STREET BANK AND TRUST COMPANY VOLUNTARY ...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00422964 DONNA EDWARDS FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00338020 ASSISTED LIVING FEDERATION OF AMERICA\n",
" Name: CMTE_ID, dtype: object,\n",
" C00330233 ALLIANCE COAL, LLC PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00566562 BACKPAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00230342 21ST CENTURY DEMOCRATS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00435636 COMITE PIERLUISI, INC.\n",
" Name: CMTE_ID, dtype: object,\n",
" C00539601 PINEAPPLE PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00392928 SAN FRANCISCO DEMOCRATIC COUNTY CENTRAL COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00497131 CORY PAC, INC.\n",
" Name: CMTE_ID, dtype: object,\n",
" C00471169 ALEXION PHARMACEUTICALS INC PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00457226 INTERNATIONAL BOTTLED WATER ASSOCIATION POLITI...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00163048 COMMUNITY ACTION PROGRAM - POLITICAL ACTION CO...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00458000 PROGRESSIVE CHANGE CAMPAIGN COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00547216 COHNREZNICK LLP POLITICAL ACTION COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00546358 ALMA ADAMS FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00492140 AMERICAN BRIDGE 21ST CENTURY\n",
" Name: CMTE_ID, dtype: object,\n",
" C00312777 COZEN O'CONNOR POLITICAL ACTION COMMITTEE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00401224 ACTBLUE\n",
" Name: CMTE_ID, dtype: object,\n",
" C00382028 IRANIAN AMERICAN POLITICAL ACTION COMMITTEE - ...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00331769 BARBARA LEE FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00431981 HOMECARE & HOSPICE PAC\n",
" Name: CMTE_ID, dtype: object,\n",
" C00154625 KAPTUR FOR CONGRESS\n",
" Name: CMTE_ID, dtype: object,\n",
" C00363879 ENTERGY CORPORATION POLITICAL ACTION COMMITTEE...\n",
" Name: CMTE_ID, dtype: object,\n",
" C00142158 COVANTA ENERGY LLC POLITICAL ACTION COMMITTEE ...\n",
" Name: CMTE_ID, dtype: object]"
]
},
"execution_count": 121,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[ Y[Y.index == reverse_committee_indexing[node]]['CMTE_ID'] for node in community]"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"pageranks = { node : pr for node, pr in enumerate(g.pagerank(weights=None))}"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "ValueError",
"evalue": "The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-112-00a87c7ebb92>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msorted\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mpageranks\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mY\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mY\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mreverse_committee_indexing\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'CMTE_ID'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mnode\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcommunity\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreverse\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/Users/adamkelleher/.virtualenv/data/lib/python2.7/site-packages/pandas/core/generic.pyc\u001b[0m in \u001b[0;36m__nonzero__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 712\u001b[0m raise ValueError(\"The truth value of a {0} is ambiguous. \"\n\u001b[1;32m 713\u001b[0m \u001b[0;34m\"Use a.empty, a.bool(), a.item(), a.any() or a.all().\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 714\u001b[0;31m .format(self.__class__.__name__))\n\u001b[0m\u001b[1;32m 715\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 716\u001b[0m \u001b[0m__bool__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m__nonzero__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all()."
]
}
],
"source": [
"sorted([ (pageranks[node],Y[Y.index == reverse_committee_indexing[node]]['CMTE_ID']) for node in community], reverse=True)[:10]"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-91-e75654eca147>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcloseness\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
"source": [
"g."
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"weights = []\n",
"for edge in g.es:\n",
" w = g.vs[edge.source].degree()"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" <th>CMTE_ID</th>\n",
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" <th>TRES_NM</th>\n",
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" <th>CMTE_ST2</th>\n",
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" <th>CMTE_ST</th>\n",
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" <th>CMTE_DSGN</th>\n",
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" <th>CONNECTED_ORG_NM</th>\n",
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" </thead>\n",
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" <th>C00000059</th>\n",
" <td>HALLMARK CARDS PAC</td>\n",
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" <td>KANSAS CITY</td>\n",
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" <td>25 MASSACHUSETTS AVE, NW</td>\n",
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" <td>B</td>\n",
" <td>Q</td>\n",
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" <td>TEAMSTERS LOCAL UNION 886</td>\n",
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" <td>C. RICHARD BONEBRAKE, M.D.</td>\n",
" <td>623 SW 10TH AVE</td>\n",
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" <td>TOPEKA</td>\n",
" <td>KS</td>\n",
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" <td>U</td>\n",
" <td>Q</td>\n",
" <td>NaN</td>\n",
" <td>Q</td>\n",
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" <td>NaN</td>\n",
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],
"text/plain": [
" CMTE_ID \\\n",
"C00000059 HALLMARK CARDS PAC \n",
"C00000422 AMERICAN MEDICAL ASSOCIATION POLITICAL ACTION ... \n",
"C00000489 D R I V E POLITICAL FUND CHAPTER 886 \n",
"C00000547 KANSAS MEDICAL SOCIETY POLITICAL ACTION COMMITTEE \n",
"C00000638 INDIANA STATE MEDICAL ASSOCIATION POLITICAL AC... \n",
"\n",
" CMTE_NM TRES_NM CMTE_ST1 \\\n",
"C00000059 DEAN RODENBOUGH 2501 MCGEE MD#288 \n",
"C00000422 WALKER, KEVIN 25 MASSACHUSETTS AVE, NW SUITE 600 \n",
"C00000489 TOM RITTER 3528 W RENO NaN \n",
"C00000547 C. RICHARD BONEBRAKE, M.D. 623 SW 10TH AVE NaN \n",
"C00000638 VIDYA KORA, M.D. 322 CANAL WALK, CANAL LEVEL NaN \n",
"\n",
" CMTE_ST2 CMTE_CITY CMTE_ST CMTE_ZIP CMTE_DSGN CMTE_TP \\\n",
"C00000059 KANSAS CITY MO 64108 U Q UNK \n",
"C00000422 WASHINGTON DC 20001 B Q NaN \n",
"C00000489 OKLAHOMA CITY OK 73107 U N NaN \n",
"C00000547 TOPEKA KS 66612 U Q UNK \n",
"C00000638 INDIANAPOLIS IN 46202 U Q NaN \n",
"\n",
" CMTE_PTY_AFFILIATION CMTE_FILING_FREQ\\tORG_TP \\\n",
"C00000059 M C \n",
"C00000422 M M \n",
"C00000489 Q L \n",
"C00000547 Q T \n",
"C00000638 Q M \n",
"\n",
" CONNECTED_ORG_NM CAND_ID \n",
"C00000059 NaN NaN \n",
"C00000422 AMERICAN MEDICAL ASSOCIATION NaN \n",
"C00000489 TEAMSTERS LOCAL UNION 886 NaN \n",
"C00000547 NaN NaN \n",
"C00000638 NaN NaN "
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Y.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
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