R, Julia, SQL, Octave and others: Personal notes on data analysis, computation, data access most especially for querying voter history, Census, PDC, and other election data. Reader is advised to just paste the code text into Notepad++.
Friday, March 13, 2015
Code to look at Maplight 2014 Cycle
## Code below without output
#download.file("http://data.maplight.org/US/2014/records/cand.zip","cand.zip")
setwd("C:/Politics")
# with data.frame
#cand <- read.csv("C:/Politics/MapLight/2014_cand.csv",stringsAsFactors = FALSE)
#dirty47 <- read.csv("C:/Politics/dirty47n.csv",stringsAsFactors = FALSE)
# with data.table and dplyr
library(dplyr)
library(data.table)
cand <- fread("C:/Politics/MapLight/2014_cand.csv", header=T, sep=",", stringsAsFactors = FALSE)
dirty47 <- fread("C:/Politics/dirty47n.csv",header=T, sep=",",stringsAsFactors = FALSE)
ag1 <- aggregate(as.numeric(noquote(TransactionAmount)) ~RecipientCandidateNameNormalized, data=cand,sum)
colnames(ag1) <- c("Candidate","SUM")
ag2 <- arrange(ag1,desc(SUM))
head(ag2,20)
tail(ag2,20)
MM.1 <- subset(cand,RecipientCandidateNameNormalized == "Mitch Mcconnell",select=c(DonorNameNormalized,TransactionAmount))
MM.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=MM.1,sum)
setnames(MM.2,names(MM.2),c("Donor","SUM"))
#head(arrange(MM.2,desc(SUM)),150)
MM.3 <- subset(MM.2, SUM >= 10000)
DP.1 <- subset(cand,RecipientCandidateNameNormalized == "David Perdue",select=c(DonorNameNormalized,TransactionAmount))
DP.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=DP.1,sum)
setnames(DP.2,names(DP.2),c("Donor","SUM"))
#head(arrange(DP.2,desc(SUM)),150)
DP.3 <- subset(DP.2, SUM >= 10000)
TC.1 <- subset(cand,RecipientCandidateNameNormalized == "Thomas Cotton",select=c(DonorNameNormalized,TransactionAmount))
TC.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=TC.1,sum)
setnames(TC.2,names(TC.2),c("Donor","SUM"))
#head(arrange(TC.2,desc(SUM)),150)
TC.3 <- subset(TC.2, SUM >= 10000)
JC.1 <- subset(cand,RecipientCandidateNameNormalized == "John Cornyn",select=c(DonorNameNormalized,TransactionAmount))
JC.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=JC.1,sum)
setnames(JC.2,names(JC.2),c("Donor","SUM"))
#head(arrange(JC.2,desc(SUM)),150)
JC.3 <- subset(JC.2, SUM >= 10000)
WC.1 <- subset(cand,RecipientCandidateNameNormalized == "William Cassidy",select=c(DonorNameNormalized,TransactionAmount))
WC.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=WC.1,sum)
setnames(WC.2,names(WC.2),c("Donor","SUM"))
#head(arrange(WC.2,desc(SUM)),150)
WC.3 <- subset(WC.2, SUM >= 10000)
CG.1 <- subset(cand,RecipientCandidateNameNormalized == "Cory Gardner",select=c(DonorNameNormalized,TransactionAmount))
CG.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=CG.1,sum)
setnames(CG.2,names(CG.2),c("Donor","SUM"))
#head(arrange(CG.2,desc(SUM)),150)
CG.3 <- subset(CG.2, SUM >= 10000)
AZ.1 <- rbind(MM.3,DP.3,TC.3,JC.3,WC.3,CG.3)
AZ.2 <- cbind(lapply(list(MM.3$SUM,DP.3$SUM,TC.3$SUM,JC.3$SUM,WC.3$SUM,CG.3$SUM),sum))
AZ.3 <- rbind("MM","DP","TC","JC","WC","CG")
AZ.4 <- as.data.frame(cbind(AZ.3,AZ.2))
setnames(AZ.4,names(AZ.4),c("Candidate","SUM"))
Total10Kplus <- aggregate(SUM ~Donor, data=AZ.1,sum)
arrange(Total10Kplus,desc(SUM))
# With output
download.file("http://data.maplight.org/US/2014/records/cand.zip","cand.zip")
setwd("C:/Politics")
# Names must match:
cat('
cbind(dirty47$Name,as.matrix(dirty47$Name %in% cand$RecipientCandidateNameNormalized))
[,1] [,2]
[1,] "Richard Shelby" "TRUE"
[2,] "Jefferson Sessions" "TRUE"
[3,] "Dan Sullivan" "TRUE"
[4,] "John Mccain" "TRUE"
[5,] "John Boozman" "TRUE"
[6,] "Thomas Cotton" "TRUE"
[7,] "Cory Gardner" "TRUE"
[8,] "Marco Rubio" "TRUE"
[9,] "John Isakson" "TRUE"
[10,] "David Perdue" "TRUE"
[11,] "Michael Crapo" "TRUE"
[12,] "Mr James E Risch" "TRUE"
[13,] "Mark Kirk" "TRUE"
[14,] "Charles Grassley" "TRUE"
[15,] "Joni K Ernst" "TRUE"
[16,] "Pat Roberts" "TRUE"
[17,] "Jerry Moran" "TRUE"
[18,] "Mitch Mcconnell" "TRUE"
[19,] "Rand Paul" "TRUE"
[20,] "David Vitter" "TRUE"
[21,] "William Cassidy" "TRUE"
[22,] "Roger Wicker" "TRUE"
[23,] "Roy Blunt" "TRUE"
[24,] "Steven Daines" "TRUE"
[25,] "Debra S Fischer" "TRUE"
[26,] "Benjamin E Sasse" "TRUE"
[27,] "Dean Heller" "TRUE"
[28,] "Kelly A Ayotte" "TRUE"
[29,] "Richard Burr" "TRUE"
[30,] "Thom R Tillis" "TRUE"
[31,] "John Hoeven" "TRUE"
[32,] "Rob Portman" "TRUE"
[33,] "James Inhofe" "TRUE"
[34,] "James Paul Lankford" "TRUE"
[35,] "Patrick Joseph Toomey" "TRUE"
[36,] "Lindsey Graham" "TRUE"
[37,] "Timothy Scott" "TRUE"
[38,] "John Thune" "TRUE"
[39,] "Marion Michael Rounds" "TRUE"
[40,] "John Cornyn" "TRUE"
[41,] "Rafael Edward Ted Cruz" "TRUE"
[42,] "Orrin Hatch" "TRUE"
[43,] "Mike Lee" "TRUE"
[44,] "Shelley Capito" "TRUE"
[45,] "Ronald Harold Johnson" "TRUE"
[46,] "Michael Enzi" "TRUE"
[47,] "John Barrasso" "TRUE"
')
# with data.table and dplyr
library(dplyr)
library(data.table)
cand <- fread("C:/Politics/MapLight/2014_cand.csv", header=T, sep=",", stringsAsFactors = FALSE)
dirty47 <- fread("C:/Politics/dirty47n.csv",header=T, sep=",",stringsAsFactors = FALSE)
ag1 <- aggregate(as.numeric(noquote(TransactionAmount)) ~RecipientCandidateNameNormalized, data=cand,sum)
colnames(ag1) <- c("Candidate","SUM")
ag2 <- arrange(ag1,desc(SUM))
head(ag2,20)
tail(ag2,20)
cat('
> head(ag2,20)
Candidate SUM
1 Mitch Mcconnell 18452643
2 John Boehner 16796850
3 Cory A Booker 15589245
4 Edward Markey 14440663
5 Mark Udall 13861082
6 Mary Landrieu 12546479
7 David Perdue 11764232
8 Mary Michelle Nunn 11649996
9 Mark Robert Warner 11180342
10 John Cornyn 10784641
11 Thomas Cotton 10755701
12 William Cassidy 10649056
13 Cory Gardner 10362255
14 Kay R Hagan 9872290
15 Thom R Tillis 9288168
16 Mark Pryor 9120899
17 Joni K Ernst 8860090
18 Alison Lundergan Grimes 8310673
19 Gary Peters 7844568
20 Jeanne Shaheen 7611033
> tail(ag2,20)
Candidate SUM
2115 Kirk David Adams -12500
2116 Kelda Helen Roys -13900
2117 Jim Demint -14500
2118 Daniel Inouye -16500
2119 Terrill Scott Robinson -17967
2120 Carl Levin -19500
2121 Tim Johnson -23760
2122 Alan Khazei -30000
2123 Richard A Berg -32500
2124 George Allen -33721
2125 Ben Quayle -38000
2126 Herman Cain -42776
2127 Frank Lautenberg -55266
2128 Michael O Johanns -59604
2129 Richard J. Santorum -132720
2130 John Rockefeller -185875
2131 Saxby Chambliss -292170
2132 John Kerry -413250
2133 David H Dewhurst -982892
2134 Barack Obama -1204917
')
subset(ag2,Candidate %in% dirty47$Name)
cat('
Candidate SUM
1 Mitch Mcconnell 18452643
7 David Perdue 11764232
10 John Cornyn 10784641
11 Thomas Cotton 10755701
12 William Cassidy 10649056
13 Cory Gardner 10362255
15 Thom R Tillis 9288168
17 Joni K Ernst 8860090
21 Lindsey Graham 7495090
23 Dan Sullivan 7195182
27 Pat Roberts 6448584
29 Steven Daines 6327540
30 Shelley Capito 6324502
35 Timothy Scott 6073722
47 Benjamin E Sasse 5064755
49 Patrick Joseph Toomey 4663505
52 Rob Portman 4476460
60 James Paul Lankford 3865133
65 Marion Michael Rounds 3643623
98 Marco Rubio 2865882
99 Michael Enzi 2865849
100 James Inhofe 2851081
127 Rafael Edward Ted Cruz 2412529
163 Mark Kirk 2042927
174 Kelly A Ayotte 1926407
194 John Thune 1828869
207 Roy Blunt 1750276
228 Mr James E Risch 1640827
269 Ronald Harold Johnson 1394376
286 Jefferson Sessions 1340691
313 John Isakson 1250799
341 Jerry Moran 1192924
346 John Mccain 1187842
393 Rand Paul 1059962
422 Mike Lee 1003245
452 David Vitter 944522
501 Michael Crapo 843899
531 John Barrasso 774810
566 Dean Heller 696088
624 John Hoeven 567397
644 Debra S Fischer 532244
645 Orrin Hatch 531937
651 Charles Grassley 515488
703 Richard Shelby 423303
774 John Boozman 299015
784 Richard Burr 285399
972 Roger Wicker 100403
')
arrange(subset(ag2,Candidate %in% dirty47$Name),desc(SUM))
cat('
Candidate SUM
1 Mitch Mcconnell 18452643
2 David Perdue 11764232
3 John Cornyn 10784641
4 Thomas Cotton 10755701
5 William Cassidy 10649056
6 Cory Gardner 10362255
7 Thom R Tillis 9288168
8 Joni K Ernst 8860090
9 Lindsey Graham 7495090
10 Dan Sullivan 7195182
11 Pat Roberts 6448584
12 Steven Daines 6327540
13 Shelley Capito 6324502
14 Timothy Scott 6073722
15 Benjamin E Sasse 5064755
16 Patrick Joseph Toomey 4663505
17 Rob Portman 4476460
18 James Paul Lankford 3865133
19 Marion Michael Rounds 3643623
20 Marco Rubio 2865882
21 Michael Enzi 2865849
22 James Inhofe 2851081
23 Rafael Edward Ted Cruz 2412529
24 Mark Kirk 2042927
25 Kelly A Ayotte 1926407
26 John Thune 1828869
27 Roy Blunt 1750276
28 Mr James E Risch 1640827
29 Ronald Harold Johnson 1394376
30 Jefferson Sessions 1340691
31 John Isakson 1250799
32 Jerry Moran 1192924
33 John Mccain 1187842
34 Rand Paul 1059962
35 Mike Lee 1003245
36 David Vitter 944522
37 Michael Crapo 843899
38 John Barrasso 774810
39 Dean Heller 696088
40 John Hoeven 567397
41 Debra S Fischer 532244
42 Orrin Hatch 531937
43 Charles Grassley 515488
44 Richard Shelby 423303
45 John Boozman 299015
46 Richard Burr 285399
47 Roger Wicker 100403
')
cat('
1 Mitch Mcconnell 18452643
7 David Perdue 11764232
10 John Cornyn 10784641
11 Thomas Cotton 10755701
12 William Cassidy 10649056
13 Cory Gardner 10362255
')
# Take the top six (e.g. who each have over 10M SUM in TransactionAmount) of the 'dirty 47' and aggregate donors who gave Transaction Amounts over $10K.
MM.1 <- subset(cand,RecipientCandidateNameNormalized == "Mitch Mcconnell",select=c(DonorNameNormalized,TransactionAmount))
MM.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=MM.1,sum)
setnames(MM.2,names(MM.2),c("Donor","SUM"))
#head(arrange(MM.2,desc(SUM)),150)
MM.3 <- subset(MM.2, SUM >= 10000)
DP.1 <- subset(cand,RecipientCandidateNameNormalized == "David Perdue",select=c(DonorNameNormalized,TransactionAmount))
DP.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=DP.1,sum)
setnames(DP.2,names(DP.2),c("Donor","SUM"))
#head(arrange(DP.2,desc(SUM)),150)
DP.3 <- subset(DP.2, SUM >= 10000)
TC.1 <- subset(cand,RecipientCandidateNameNormalized == "Thomas Cotton",select=c(DonorNameNormalized,TransactionAmount))
TC.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=TC.1,sum)
setnames(TC.2,names(TC.2),c("Donor","SUM"))
#head(arrange(TC.2,desc(SUM)),150)
TC.3 <- subset(TC.2, SUM >= 10000)
JC.1 <- subset(cand,RecipientCandidateNameNormalized == "John Cornyn",select=c(DonorNameNormalized,TransactionAmount))
JC.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=JC.1,sum)
setnames(JC.2,names(JC.2),c("Donor","SUM"))
#head(arrange(JC.2,desc(SUM)),150)
JC.3 <- subset(JC.2, SUM >= 10000)
WC.1 <- subset(cand,RecipientCandidateNameNormalized == "William Cassidy",select=c(DonorNameNormalized,TransactionAmount))
WC.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=WC.1,sum)
setnames(WC.2,names(WC.2),c("Donor","SUM"))
#head(arrange(WC.2,desc(SUM)),150)
WC.3 <- subset(WC.2, SUM >= 10000)
CG.1 <- subset(cand,RecipientCandidateNameNormalized == "Cory Gardner",select=c(DonorNameNormalized,TransactionAmount))
CG.2 <- aggregate(as.numeric(noquote(TransactionAmount)) ~DonorNameNormalized, data=CG.1,sum)
setnames(CG.2,names(CG.2),c("Donor","SUM"))
#head(arrange(CG.2,desc(SUM)),150)
CG.3 <- subset(CG.2, SUM >= 10000)
AZ.1 <- rbind(MM.3,DP.3,TC.3,JC.3,WC.3,CG.3)
AZ.2 <- cbind(lapply(list(MM.3$SUM,DP.3$SUM,TC.3$SUM,JC.3$SUM,WC.3$SUM,CG.3$SUM),sum))
AZ.3 <- rbind("MM","DP","TC","JC","WC","CG")
AZ.4 <- as.data.frame(cbind(AZ.3,AZ.2))
setnames(AZ.4,names(AZ.4),c("Candidate","SUM"))
cat('
Candidate SUM
1 MM 2618844
2 DP 3005930
3 TC 709495
4 JC 890000
5 WC 1186412
6 CG 922607
')
Total10Kplus <- aggregate(SUM ~Donor, data=AZ.1,sum)
arrange(Total10Kplus,desc(SUM))
cat('
Donor SUM
1 Perdue, David A Mr 2404930
2 Mcconnell, Mitch Sen 1550000
3 NATIONAL REPUBLICAN SENATORIAL COMMITTEE 136200
4 NEXT CENTURY FUND 70000
5 ORRINPAC 70000
6 RELY ON YOUR BELIEFS FUND 70000
7 THE HAWKEYE PAC 68000
8 CITIZENS FOR PROSPERITY IN AMERICA TODAY PAC 66123
9 ASSOCIATED BUILDERS AND CONTRACTORS POLITICAL ACTION COMMITTEE (ABC PAC) 65000
10 COMMON VALUES PAC 65000
11 DEFEND AMERICA PAC 65000
12 HEARTLAND VALUES PAC 65000
13 BLUEGRASS COMMITTEE 60000
14 FREE STATE PAC 60000
15 ALAMO PAC 55000
16 ROCK CITY PAC 55000
17 AUTOMOTIVE FREE INTERNATIONAL TRADE PAC 50000
18 DENALI LEADERSHIP PAC 50000
19 HELLERHIGHWATER PAC 50000
20 AMERICAN DENTAL ASSOCIATION POLITICAL ACTION COMMITTEE 47000
21 DEALERS ELECTION ACTION COMMITTEE OF THE NATIONAL AUTOMOTIVE DEALERS ASSOCIATION 45000
22 DELOITTE POLITICAL ACTION COMMITTEE 45000
23 FUND FOR A CONSERVATIVE FUTURE 45000
24 PROMOTING OUR REPUBLICAN TEAM PAC 45000
25 REPUBLICAN MAJORITY FUND 45000
26 TENN POLITICAL ACTION COMMITTEE INC (TENN PAC) 45000
27 ASSOCIATED GENERAL CONTRACTORS OF AMERICA POLITICAL ACTION COMMITTEE 44000
28 DALLAS ENTREPRENEURIAL POLITICAL ACTION COMMITTEE (DALENPAC) 40000
29 EXXON MOBIL CORPORATION POLITICAL ACTION COMMITTEE (EXXONMOBIL PAC) 40000
30 AMERICAN COLLEGE OF RADIOLOGY ASSOCIATION POLITICAL ACTION COMMITTEE 37500
31 FREEDOM PROJECT; THE 35000
32 INTERNATIONAL FOODSERVICE DISTRIBUTORS ASSOCIATION POLITICAL ACTION COMMITTEE 35000
33 RESPONSIBILITY AND FREEDOM WORK PAC (RFWPAC) 35000
34 OSI RESTAURANT PARTNERS, LLC POLITICAL ACTION COMMITTEE 34500
35 AMERICAN ASSOCIATION OF ORTHODONTISTS POLITICAL ACTION COMMITTEE 30000
36 AMERICAN COLLEGE OF SURGEONS PROFESSIONAL ASSOCIATION PAC 30000
37 BUILD POLITICAL ACTION COMMITTEE OF THE NATIONAL ASSOCIATION OF HOME BUILDERS (BUILDPAC) 30000
38 COMERICA INC. PAC 30000
39 CONSERVATIVES ORGANIZED TO ADVANCE TOMORROW'S SOLUTIONS (COATS PAC) 30000
40 FREEDOM FUND 30000
41 KELLY PAC 30000
42 MAKING BUSINESS EXCEL POLITICAL ACTION COMMITTEE 30000
43 NATIONAL CABLE AND TELECOMMUNICATIONS ASSOCIATION POLITICAL ACTION COMMITTEE (NCTA PAC) 30000
44 REYNOLDS AMERICAN INC. POLITICAL ACTION COMMITTEE; RAI PAC 30000
45 STRATEGY PAC 30000
46 THE GOLDMAN SACHS GROUP, INC. POLITICAL ACTION COMMITTEE 30000
47 THE SENATE VICTORY FUND PAC 30000
48 VERIZON COMMUNICATIONS INC./VERIZON WIRELESS GOOD GOVERNMENT CLUB (VERIZON/VERIZON WIRELES 30000
49 POLITICAL ACTION COMMITTEE OF THE AMERICAN ASSOCIATION OF ORTHOPAEDIC SURGEONS 29000
50 AMERICAN SOCIETY OF ANESTHESIOLOGISTS POLITICAL ACTION COMMITTEE 27500
51 BOLTON FOR AMERICA PAC 25000
52 EXPRESS SCRIPTS INC. POLITICAL FUND (A/K/A EXPRESS SCRIPTS PAC) 25000
53 KOCH INDUSTRIES INC POLITICAL ACTION COMMITTEE (KOCHPAC) 25000
54 KPMG PARTNERS/PRINCIPALS & EMPLOYEES PAC 25000
55 MURRAY ENERGY CORPORATION POLITICAL ACTION COMMITTEE 25000
56 NATIONAL CATTLEMEN'S BEEF ASSOCIATION POLITICAL ACTION COMMITTEE (NCBA-PAC) 25000
57 PROSPERITY PAC 25000
58 STEPHENS INC. FEDERAL POLITICAL ACTION COMMITTEE 25000
59 UNITED SERVICES AUTOMOBILE ASSOCIATION EMPLOYEE PAC - USAA EMPLOYEE PAC 25000
60 Dunn, Timothy M Mr 23400
61 COUNTRY FIRST POLITICAL ACTION COMMITTEE INC. (COUNTRY FIRST PAC) 21712
62 UNITED PARCEL SERVICE INC. PAC 20221
63 19TH STAR PAC INC; THE 20000
64 21ST CENTURY MAJORITY FUND 20000
65 ACCENTURE INC. POLITICAL ACTION COMMITTEE 20000
66 AETNA INC. POLITICAL ACTION COMMITTEE 20000
67 ALTRIA GROUP, INC. POLITICAL ACTION COMMITTEE (ALTRIAPAC) 20000
68 AMERICAN ACADEMY OF DERMATOLOGY ASSOCIATION POLITICAL ACTION COMMITTEE (SKINPAC) 20000
69 AMERICAN ACADEMY OF OPHTHALMOLOGY INC POLITICAL COMMITTEE (OPHTHPAC) 20000
70 AMERICAN BANKERS ASSOCIATION PAC (BANKPAC) 20000
71 AMERICAN INSTITUTE OF CERTIFIED PUBLIC ACCOUNTANTS POLITICAL ACTION COMMITTEE 20000
72 ANHEUSER-BUSCH COMPANIES INC. POLITICAL ACTION COMMITTEE 20000
73 AT&T INC. FEDERAL POLITICAL ACTION COMMITTEE (AT&T FEDERAL PAC) 20000
74 CAPITAL GROUP COMPANIES INC POLITICAL ACTION COMMITTEE; THE 20000
75 CHAMBER OF COMMERCE OF THE UNITED STATES OF AMERICA PAC (US CHAMBER PAC) 20000
76 CHESAPEAKE ENERGY CORPORATION FED-PAC 20000
77 CHEVRON EMPLOYEES POLITICAL ACTION COMMITTEE - CHEVRON CORPORATION 20000
78 COMCAST CORPORATION POLITICAL ACTION COMMITTEE- FEDERAL 20000
79 DEERE & COMPANY PAC (AKA JOHN DEERE PAC) 20000
80 DEVON ENERGY CORPORATION POLITICAL ACTION COMMITTEE (DEC PAC) 20000
81 ERNST & YOUNG POLITICAL ACTION COMMITTEE 20000
82 FUND FOR AMERICAS FUTURE 20000
83 GENERAL ELECTRIC COMPANY POLITICAL ACTION COMMITTEE (GEPAC) 20000
84 HALLIBURTON COMPANY PAC 20000
85 HEWLETT PACKARD COMPANY PAC 20000
86 HUMANA INC. POLITICAL ACTION COMMITTEE 20000
87 I.P.H.F.H.A. INC. POLITICAL ACTION COMMITTEE INC. 20000
88 IPAA WILDCATTERS FUND 20000
89 MONSANTO COMPANY CITIZENSHIP FUND AKA MONSANTO CITIZENSHIP FUND 20000
90 NATIONAL BEER WHOLESALERS ASSOCIATION POLITICAL ACTION COMMITTEE 20000
91 NATIONAL COMMUNITY PHARMACISTS ASSOCIATION - PAC 20000
92 NATIONAL RESTAURANT ASSOCIATION PAC 20000
93 OFFICE OF THE COMMISSIONER OF MAJOR LEAGUE BASEBALL POLITICAL ACTION COMMITTEE 20000
94 PHILLIPS 66 PAC 20000
95 PRESERVING AMERICA'S TRADITIONS (PATPAC) 20000
96 PUBLIX SUPER MARKETS, INC. ASSOCIATES POLITICAL ACTION COMMITTEE 20000
97 REPUBLICAN JEWISH COALITION-POLITICAL ACTION COMMITTEE (RJC-PAC) 20000
98 SELECT MEDICAL CORPORATION PAC 20000
99 TEXAS AND SOUTHWESTERN CATTLE RAISERS ASSOCIATION PAC 20000
100 THE COUNCIL OF INSURANCE AGENTS & BROKERS POLITICAL ACTION COMMITTEE 20000
101 THE HOME DEPOT INC. POLITICAL ACTION COMMITTEE 20000
102 TIME WARNER CABLE INC. FEDERAL POLITICAL ACTION COMMITTEE 20000
103 TRUST PAC TEAM REPUBLICANS FOR UTILIZING SENSIBLE TACTICS 20000
104 VALERO ENERGY CORPORATION POLITICAL ACTION COMMITTEE 20000
105 WELLS FARGO AND COMPANY EMPLOYEE PAC (AKA WELLS FARGO EMPLOYEE PAC) 20000
106 WHOLESALER-DISTRIBUTOR PAC OF THE NATIONAL ASSOCIATION OF WHOLESALE-DISTRIBUTORS 20000
107 DEFENDERS OF FREEDOM 18200
108 DOMINION POLITICAL ACTION COMMITTEE 15500
109 AFLAC PAC 15000
110 AMERICAN ACADEMY OF NEUROLOGY PROFESSIONAL ASSOCIATION BRAINPAC 15000
111 AMERICAN CHEMISTRY COUNCIL PAC 15000
112 AMERICAN GASTROENTEROLOGICAL ASSOCIATION INC. PAC 15000
113 AMERICAN SOCIETY OF INTERVENTIONAL PAIN PHYSICIAN PAC 15000
114 EVERY REPUBLICAN IS CRUCIAL (ERICPAC) 15000
115 GREGGPAC 15000
116 INTERNATIONAL FRANCHISE ASSOCIATION FRANCHISING POLITICAL ACTION COMMITTEE INC 15000
117 NATIONAL EMERGENCY MEDICINE POLITICAL ACTION COMMITTEE 15000
118 SUNTRUST BANK GOOD GOVERNMENT GROUP - GEORGIA 15000
119 TACO POLITICAL ACTION COMMITTEE 15000
120 TOTAL SYSTEM SERVICES, INC. PAC (TSYS PAC) 15000
121 IKARIA POLITICAL ACTION COMMITTEE -AKA- IKAREPAC 14000
122 Pope, G Richard Mr 12900
123 NATIONAL FEDERATION OF INDEPENDENT BUSINESS/ SAVE AMERICAS FREE ENTERPRISE TRUST 12552
124 AMERICAN SOCIETY OF PLASTIC SURGEONS PLASTYPAC 12500
125 GULF STATES TOYOTA INC FEDERAL POLITICAL ACTION COMMITTEE 12500
126 MARSH & MCLENNAN COMPANIES, INC. PAC (MMCPAC) 12500
127 Jepson, Robert S Mr Jr 11600
128 Weiss, Richard T 11200
129 HONEYWELL INTERNATIONAL POLITICAL ACTION COMMITTEE 11055
130 ANESTHESIA SERVICE MEDICAL GROUP INC GOOD GOVERNMENT FUND 11000
131 BLESSEY MARINE SERVICE, INC. POLITICAL ACTION COMMITTEE 11000
132 OXBOW CARBON & MINERALS HOLDINGS, INC. POLITICAL ACTION COMMITTEE 11000
133 Boich, Wayne M 10400
134 Devos, Richard 10400
135 Edenfield, James Michael 10400
136 Geary, John W Mr Iii 10400
137 Gross, Patrick Mr 10400
138 Moran, Frank Scott 10400
139 Rollins, Arthur Mr 10400
140 Saunders, Thomas A 10400
141 Snodgrass, John Mr 10400
142 Strange, J Terry 10400
143 Williams, Lacy H 10400
144 Winchester, Gayle C 10400
145 Moncla, Charles 10300
146 Ralston, Edward M Mr 10300
147 Lafrance, Stephen 10200
148 RECLAIM AMERICA PAC 10095
149 ABBOTT LABORATORIES EMPLOYEE POLITICAL ACTION COMMITTEE 10000
150 ABBVIE POLITICAL ACTION COMMITTEE 10000
151 ACTION COMMITTEE FOR RURAL ELECTRIFICATION. (ACRE) NATIONAL RURAL ELECTRIC COOPERATIVE 10000
152 AEGON USA, LLC/TRANSAMERICA CORPORATION PAC 10000
153 AIRLINES FOR AMERICA (A4A) POLITICAL ACTION COMMITTEE 10000
154 AKSM UROLOGY POLITICAL ACTION COMMITTEE 'AKSM UROLOGY PAC' 10000
155 ALLIANCE COAL, LLC PAC 10000
156 ALPHA NATURAL RESOURCES, INC. POLITICAL ACTION COMMITTEE 10000
157 ALSTON & BIRD PAC 10000
158 AMERICAN ACADEMY OF OTOLARYNGOLOGY-HEAD AND NECK SURGERY ENT PAC 10000
159 AMERICAN ASSOCIATION OF CLINICAL UROLOGISTS - AMERICAN UROLOGICAL ASSOCIATION PAC (UROPAC) 10000
160 AMERICAN ASSOCIATION OF CROP INSURERS POLITICAL ACTION COMMITTEE (AACI PAC) 10000
161 AMERICAN COLLEGE OF CARDIOLOGY POLITICAL ACTION COMMITTEE 10000
162 AMERICAN COLLEGE OF PHYSICIAN SERVICES INC PAC; AKA ACP SERVICES PAC 10000
163 AMERICAN CRYSTAL SUGAR COMPANY POLITICAL ACTION COMMITTEE 10000
164 AMERICAN FINANCIAL SERVICES ASSOCIATION PAC 10000
165 AMERICAN HEALTH CARE ASSOCIATION POLITICAL ACTION COMMITTEE 10000
166 AMERICAN HOSPITAL ASSOCIATION PAC 10000
167 AMERICAN LEGACY POLITICAL ACTION COMMITTEE 10000
168 AMERICAN OPTOMETRIC ASSOCIATION POLITICAL ACTION COMMITTEE 10000
169 AMERICAN SUGAR CANE LEAGUE OF USA INC POLITICAL ACTION COMMITTEE 10000
170 AMERICAN WATERWAYS OPERATORS-PAC 10000
171 AMGEN INC. POLITICAL ACTION COMMITTEE 10000
172 ANADARKO PETROLEUM CORPORATION POLITICAL ACTION COMMITTEE 10000
173 ARKANSAS FOR LEADERSHIP POLITICAL ACTION COMMITTEE (ARKPAC) 10000
174 ARVEST BANK GROUP INC PAC INC 10000
175 ASPLUNDH TREE EXPERT CO POLITICAL ACTION COMMITTEE (ATE PAC) 10000
176 BAE SYSTEMS INC. POLITICAL ACTION COMMITTEE (BAE SYSTEMS USA PAC) 10000
177 BAKER BOTTS BLUEBONNET FUND 10000
178 BALL CORPORATION POLITICAL ACTION COMMITTEE 10000
179 BANCORP SOUTH BANK PAC FKA BANK OF MISSISSIPPI OFFICERS VOLUNTARY POLITICAL COMMITTEE 10000
180 BANK OF AMERICA CORPORATION FEDERAL PAC 10000
181 BASF CORPORATION EMPLOYEES POLITICAL ACTION COMMITTEE 10000
182 BRANCH BANK & TRUST POLITICAL ACTION COMMITTEE 10000
183 BRIDGEPOINT EDUCATION INC. PAC 10000
184 BRINKER INTERNATIONAL INC. POLITICAL ACTION COMMITTEE 10000
185 BROWN-FORMAN CORPORATION NON-PARTISAN COMMITTEE FOR RESPONSIBLE GOVERNMENT 10000
186 BURGER KING FRANCHISEE PAC 10000
187 CALIFORNIA DAIRIES FEDERAL POLITICAL ACTION COMMITTEE 10000
188 CAPITAL ONE FINANCIAL CORP. ASSOC. POLITICAL FUND 10000
189 CASE NEW HOLLAND INC EXCELLENCE IN GOVERNMENT COMMITTEE 10000
190 CAVPAC 10000
191 CELANESE CORPORATION POLITICAL ACTION COMMITTEE 10000
192 CENTURYLINK INC. EMPLOYEES' POLITICAL ACTION COMMITTEE 10000
193 CHICAGO BOARD OPTIONS EXCHANGE PAC 10000
194 CITIZENS ORGANIZED POLITICAL ACTION COMMITTEE 10000
195 CITIZENS UNITED POLITICAL VICTORY FUND 10000
196 COALPAC, A POLITICAL ACTION COMMITTEE OF THE NATIONAL MINING ASSOCIATION 10000
197 COMMITTEE FOR/ADV OF SE COTTON (CASC) SOUTHERN COTTONGROWERS INC/SE COTTON GINNERS ASSN 10000
198 COMPASS BANCSHARES, INC PAC 10000
199 CONOCOPHILLIPS SPIRIT PAC 10000
200 CONSERVATIVE OPPORTUNITIES FOR A NEW AMERICA PAC 10000
201 CONTINUING A MAJORITY PARTY ACTION COMMITTEE (CAMPAC) 10000
202 CSX CORPORATION GOOD GOVERNMENT FUND 10000
203 DAY & ZIMMERMANN INC FEDERAL PAC (AKA 'DAYPAC - FEDERAL') 10000
204 DEAN FOODS COMPANY POLITICAL ACTION COMMITTEE 10000
205 DEPOSITORY TRUST AND CLEARING CORPORATION PAC - DTCC PAC; THE 10000
206 DEUTSCHE BANK AMERICAS CORP./TAUNUS CORPORATION POLITICAL ACTION COMMITTEE 10000
207 DIGITALGLOBE PAC INC. (DG-PAC) 10000
208 DIRECTV GROUP, INC. FUND - FEDERAL (DIRECTV PAC) 10000
209 DRS TECHNOLOGIES INC. GOOD GOVERNMENT FUND 10000
210 ELECT - THE PAC OF THE ALABAMA FARMERS FEDERATION 10000
211 EMERSON ELECTRIC CO. RESPONSIBLE GOVERNMENT FUND 10000
212 EMPLOYEES OF NORTHROP GRUMMAN CORPORATION PAC 10000
213 ENERGY TRANSFER PARTNERS PAC 10000
214 ENTERPRISE HOLDINGS, INC. POLITICAL ACTION COMMITTEE 10000
215 FARM CREDIT COUNCIL POLITICAL ACTION COMMITTEE 10000
216 FIRST COMMAND FINANCIAL PLANNING, INC. PAC 10000
217 FIRSTENERGY CORP. POLITICAL ACTION COMMITTEE 10000
218 FMR LLC POLITICAL ACTION COMMITTEE - FEDERAL (FIDELITY PAC) 10000
219 FREEPORT-MCMORAN COPPER & GOLD INC. CITIZENSHIP COMMITTEE 10000
220 FRESENIUS MEDICAL CARE NORTH AMERICA PAC 10000
221 GENERAL MOTORS COMPANY POLITICAL ACTION COMMITTEE (GM PAC) 10000
222 GEORGIA POWER COMPANY FEDERAL PAC INC 10000
223 GILEAD SCIENCES INC HEALTHCARE POLICY PAC 10000
224 GODADDY.COM LLC POLITICAL ACTION COMMITTEE 10000
225 GRIDIRON-PAC 10000
226 HDR, INC. POLITICAL ACTION COMMITTEE (HDR PAC) 10000
227 HEARTLAND PAC 10000
228 HSBC NORTH AMERICA POLITICAL ACTION COMMITTEE 10000
229 HUCK PAC 10000
230 INDEPENDENT COMMUNITY BANKERS OF AMERICA POLITICAL ACTION COMMITTEE 10000
231 INDEPENDENT INSURANCE AGENTS & BROKERS OF AMERICA, INC. POLITICAL ACTION COMMITTEE (INSURP 10000
232 INTEL CORPORATION POLITICAL ACTION COMMITTEE 10000
233 INTERNATIONAL COUNCIL OF SHOPPING CENTERS INC POLITICAL ACTION COMMITTEE (ICSC PAC) 10000
234 INVESTMENT COMPANY INSTITUTE POLITICAL ACTION COMMITTEE 10000
235 JBS USA LLC PAC 10000
236 JM FAMILY ENTERPRISES, INC. PAC 10000
237 KINDRED HEALTHCARE, INC. PAC 10000
238 LOUISIANA REFORM PAC 10000
239 MARATHON OIL COMPANY EMPLOYEES POLITICAL ACTION COMMITTEE (MEPAC) 10000
240 MARATHON PETROLEUM CORPORATION EMPLOYEES POLITICAL ACTION COMMITTEE (MPAC) 10000
241 MCGRAW-HILL COMPANIES INC POLITICAL ACTION COMMITTEE; THE 10000
242 MEDNAX, INC. FEDERAL POLITICAL ACTION COMMITTEE 10000
243 MERCK & CO., INC., EMPLOYEES POLITICAL ACTION COMMITTEE (MERCK PAC) 10000
244 MICROSOFT CORPORATION POLITICAL ACTION COMMITTEE 10000
245 MILLERCOORS LLC PAC 10000
246 MORTGAGE BANKERS ASSOCIATION POLITICAL ACTION COMMITTEE 10000
247 NATIONAL ACTION COMMITTEE (NACPAC) 10000
248 NATIONAL ASSOCIATION OF BROADCASTERS POLITICAL ACTION COMMITTEE (NABPAC) 10000
249 NATIONAL ASSOCIATION OF CHEMICAL DISTRIBUTORS RESPONSIBLE DISTRIBUTION POLITICAL ACTION CO 10000
250 NATIONAL ASSOCIATION OF CONVENIENCE STORES POLITICAL ACTION COMMITTEE 10000
251 NATIONAL ASSOCIATION OF INSURANCE AND FINANCIAL ADVISORS POLITICAL ACTION COMM 10000
252 NATIONAL ASSOCIATION OF REAL ESTATE INVESTMENT TRUSTS, INC. POLITICAL ACTION COMMITTEE 10000
253 NATIONAL COTTON COUNCIL COMMITTEE FOR THE ADVANCEMENT OF COTTON 10000
254 NATIONAL HEALTH CORPORATION POLITICAL ACTION COMMITTEE 10000
255 NATIONAL MULTI HOUSING COUNCIL POLITICAL ACTION COMMITTEE 10000
256 NATIONAL OCEAN INDUSTRIES ASSOCIATION (NOIA) POLITICAL ACTIO 10000
257 NEW ASURION CORP. EMPLOYEES FEDERAL POLITICAL ACTION COMMITTEE 10000
258 NEW YORK LIFE INSURANCE COMPANY POLITICAL ACTION COMMITTEE 10000
259 NORFOLK SOUTHERN CORPORATION GOOD GOVERNMENT FUND 10000
260 OLD DOMINION FREIGHT LINE INC POLITICAL ACTION COMMITTEE (OLD DOMINION PAC) 10000
261 PICTSWEET COMPANY GOOD GOVERNMENT COMMITTEE; THE 10000
262 PIONEER POLITICAL ACTION COMMITTEE 10000
263 PORKBUSTER POLITICAL ACTION COMMITTEE 10000
264 PRICEWATERHOUSECOOPERS POLITICAL ACTION COMMITTEE I 10000
265 QEP RESOURCES INC POLITICAL ACTION COMMITTEE 10000
266 REPUBLICAN PARTY OF ARKANSAS 10000
267 SABRE HOLDINGS CORP. POLITICAL ACTION COMMITTEE 10000
268 SAFARI CLUB INTERNATIONAL PAC (SCI-PAC) 10000
269 SIERRA NEVADA CORPORATION PAC 10000
270 STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY FEDERAL POLITICAL ACTION COMMITTEE 10000
271 TALLATCHEE CREEK INC. PAC 10000
272 TCF FINANCIAL CORPORATION PAC 10000
273 Tea Party Leadership Fund 10000
274 TESORO PETROLEUM CORPORATION POLITICAL ACTION COMMITTEE 10000
275 TEXAS INSTRUMENTS INCORPORATED POLITICAL ACTION COMMITTEE (TI PAC) 10000
276 THE BOEING COMPANY POLITICAL ACTION COMMITTEE 10000
277 THE CATERPILLAR INC. EMPLOYEE POLITICAL ACTION COMMITTEE 10000
278 THE COMMITTEE FOR THE PRESERVATION OF CAPITALISM 10000
279 THE CONSERVATIVE STRIKEFORCE 10000
280 THE GEO GROUP, INC. POLITICAL ACTION COMMITTEE 10000
281 THE LINCOLN CLUB OF ORANGE COUNTY FEDERAL PAC 10000
282 THE PROCTER & GAMBLE COMPANY GOOD GOVERNMENT FUND (P&G GGF) 10000
283 THE WENDY'S COMPANY POLITICAL ACTION COMMITTEE 10000
284 THOMPSON & KNIGHT FEDERAL PAC 10000
285 TOMORROW IS MEANINGFUL PAC-TIM PAC 10000
286 TOYOTA MOTOR NORTH AMERICA INC POLITICAL ACTION COMMITTEE (TOYOTA/LEXUS PAC) 10000
287 TRIUMPH GROUP INC PAC 10000
288 TRUTH ACCOUNTABILITY AND COURAGE POLITICAL ACTION COMMITTEE (TACPAC) 10000
289 UNION PACIFIC CORP. FUND FOR EFFECTIVE GOVERNMENT 10000
290 UNITED EGG ASSOCIATION EGGPAC 10000
291 UNITED TECHNOLOGIES CORPORATION POLITICAL ACTION COMMITTEE 10000
292 WAL-MART STORES INC. PAC FOR RESPONSIBLE GOVERNMENT 10000
293 WELLPOINT, INC. WELLPAC 10000
294 WESTERN ENERGY ALLIANCE PAC 10000
295 WINE AND SPIRITS WHOLESALERS OF AMERICA, INC. POLITICAL ACTION COMMITTEE 10000
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