Introduction to Data Science HW 4
Copyright Jeffrey Stanton, Jeffrey Saltz, and Jasmina Tacheva
# Enter your name here: Robin Nightingale Attribution statement: (choose only one and delete the rest)
# 1. I did this homework by myself, with help from the book and the professor.Reminders of things to practice from previous weeks:
Descriptive
statistics: mean( ) max( ) min( )
Coerce to numeric: as.numeric(
)
Part 1: Use the Starter Code
Below, I have provided a starter file to help you.
Each of these lines of code must be commented (the comment must that explains what is going on, so that I know you understand the code and results).
#install.packages('jsonlite')
library(jsonlite)
# Now we can use the jsonlite library
dataset <- url("https://intro-datascience.s3.us-east-2.amazonaws.com/role.json")
readlines <- jsonlite::fromJSON(dataset)
# Convert from JSON to R object list
df <- readlines$objects$person- Explore the df dataframe (e.g., using head() or whatever you think is best).
head(df)## bioguideid birthday cspanid firstname gender gender_label lastname
## 1 C000880 1951-05-20 26440 Michael male Male Crapo
## 2 G000386 1933-09-17 1167 Charles male Male Grassley
## 3 L000174 1940-03-31 1552 Patrick male Male Leahy
## 4 M001153 1957-05-22 1004138 Lisa female Female Murkowski
## 5 M001111 1950-10-11 25277 Patty female Female Murray
## 6 S000148 1950-11-23 5929 Charles male Male Schumer
## link middlename
## 1 https://www.govtrack.us/congress/members/michael_crapo/300030 D.
## 2 https://www.govtrack.us/congress/members/charles_grassley/300048 E.
## 3 https://www.govtrack.us/congress/members/patrick_leahy/300065 J.
## 4 https://www.govtrack.us/congress/members/lisa_murkowski/300075 A.
## 5 https://www.govtrack.us/congress/members/patty_murray/300076
## 6 https://www.govtrack.us/congress/members/charles_schumer/300087 E.
## name namemod nickname osid pvsid
## 1 Sen. Michael “Mike” Crapo [R-ID] Mike N00006267 26830
## 2 Sen. Charles “Chuck” Grassley [R-IA] Chuck N00001758 53293
## 3 Sen. Patrick Leahy [D-VT] N00009918 53353
## 4 Sen. Lisa Murkowski [R-AK] N00026050 15841
## 5 Sen. Patty Murray [D-WA] N00007876 53358
## 6 Sen. Charles “Chuck” Schumer [D-NY] Chuck N00001093 26976
## sortname twitterid youtubeid
## 1 Crapo, Michael “Mike” (Sen.) [R-ID] MikeCrapo senatorcrapo
## 2 Grassley, Charles “Chuck” (Sen.) [R-IA] ChuckGrassley senchuckgrassley
## 3 Leahy, Patrick (Sen.) [D-VT] SenatorLeahy SenatorPatrickLeahy
## 4 Murkowski, Lisa (Sen.) [R-AK] LisaMurkowski senatormurkowski
## 5 Murray, Patty (Sen.) [D-WA] PattyMurray SenatorPattyMurray
## 6 Schumer, Charles “Chuck” (Sen.) [D-NY] SenSchumer SenatorSchumer- Explain the dataset
o What is the dataset about?
o How many rows are there and what does a row represent?
o How many columns and what does each column represent?
#the dataset showcases different senators information
#there are 100 rows, and each row represents 1 senator
#there are 17 columns, each representing a value and a data type associated with that rowC. What does running this line of code do? Explain in a comment:
vals <- substr(df$birthday,1,4)
#for each row in the dataframe, the birthday field is extracted and is substringed based on indexes 1-4 which always contain the year in the birth date. D. Create a new attribute ‘age’ - how old the person is Hint: You may need to convert it to numeric first.
ages <- c()
for(val in vals)
{
year <- as.integer(val)
age <- 2024-year
ages <- append(ages, age)
}
ages## [1] 73 91 84 67 74 74 90 75 74 74 69 70 69 63 65 63 60 52 56 59 78 53 61 67 53
## [26] 69 52 56 73 66 60 66 77 91 74 62 72 72 81 70 83 73 51 77 58 64 68 64 69 72
## [51] 53 77 48 75 80 63 73 54 66 67 72 70 45 77 60 72 72 80 69 90 82 68 75 81 77
## [76] 70 61 71 67 52 78 66 47 62 55 60 54 64 70 52 64 66 65 70 70 72 65 51 37 55E. Create a function that reads in the role json dataset, and adds the age attribute to the dataframe, and returns that dataframe
df## bioguideid birthday cspanid firstname gender gender_label lastname
## 1 C000880 1951-05-20 26440 Michael male Male Crapo
## 2 G000386 1933-09-17 1167 Charles male Male Grassley
## 3 L000174 1940-03-31 1552 Patrick male Male Leahy
## 4 M001153 1957-05-22 1004138 Lisa female Female Murkowski
## 5 M001111 1950-10-11 25277 Patty female Female Murray
## 6 S000148 1950-11-23 5929 Charles male Male Schumer
## 7 S000320 1934-05-06 1859 Richard male Male Shelby
## 8 W000779 1949-05-03 1962 Ron male Male Wyden
## 9 B000575 1950-01-10 45465 Roy male Male Blunt
## 10 B001236 1950-12-10 92069 John male Male Boozman
## 11 B001135 1955-11-30 31054 Richard male Male Burr
## 12 M000934 1954-05-29 45469 Jerry male Male Moran
## 13 P000449 1955-12-19 31819 Robert male Male Portman
## 14 T000461 1961-11-17 7958 Patrick male Male Toomey
## 15 V000128 1959-01-10 20756 Chris male Male Van Hollen
## 16 T000250 1961-01-07 45552 John male Male Thune
## 17 B001267 1964-11-28 1031622 Michael male Male Bennet
## 18 Y000064 1972-08-24 1033743 Todd male Male Young
## 19 L000575 1968-03-04 1033847 James male Male Lankford
## 20 S001184 1965-09-19 623506 Tim male Male Scott
## 21 B001277 1946-02-13 21799 Richard male Male Blumenthal
## 22 R000595 1971-05-28 87599 Marco male Male Rubio
## 23 P000603 1963-01-07 9265241 Rand male Male Paul
## 24 H001061 1957-03-13 85233 John male Male Hoeven
## 25 L000577 1971-06-04 9267977 Mike male Male Lee
## 26 J000293 1955-04-08 62835 Ron male Male Johnson
## 27 S001194 1972-10-20 87784 Brian male Male Schatz
## 28 D000622 1968-03-12 94484 Tammy female Female Duckworth
## 29 K000393 1951-11-21 1011723 John male Male Kennedy
## 30 H001076 1958-02-27 67481 Margaret female Female Hassan
## 31 C001113 1964-03-29 105698 Catherine female Female Cortez Masto
## 32 C000127 1958-10-13 26137 Maria female Female Cantwell
## 33 C000174 1947-01-23 663 Thomas male Male Carper
## 34 F000062 1933-06-22 13061 Dianne female Female Feinstein
## 35 S000770 1950-04-29 45451 Debbie female Female Stabenow
## 36 B001230 1962-02-11 57884 Tammy female Female Baldwin
## 37 B001243 1952-06-06 31226 Marsha female Female Blackburn
## 38 B000944 1952-11-09 5051 Sherrod male Male Brown
## 39 C000141 1943-10-05 4004 Benjamin male Male Cardin
## 40 M000639 1954-01-01 29608 Robert male Male Menendez
## 41 S000033 1941-09-08 994 Bernard male Male Sanders
## 42 W000437 1951-07-05 18203 Roger male Male Wicker
## 43 M001169 1973-08-03 1021270 Christopher male Male Murphy
## 44 H001042 1947-11-03 91216 Mazie female Female Hirono
## 45 G000555 1966-12-09 1022862 Kirsten female Female Gillibrand
## 46 K000367 1960-05-25 83701 Amy female Female Klobuchar
## 47 T000464 1956-08-21 1020176 Jon male Male Tester
## 48 C001070 1960-04-13 47036 Robert male Male Casey
## 49 W000802 1955-10-20 92235 Sheldon male Male Whitehouse
## 50 B001261 1952-07-21 1024777 John male Male Barrasso
## 51 H001046 1971-10-17 1030686 Martin male Male Heinrich
## 52 M001183 1947-08-24 62864 Joe male Male Manchin
## 53 S001191 1976-07-12 68489 Kyrsten female Female Sinema
## 54 W000817 1949-06-22 1023023 Elizabeth female Female Warren
## 55 K000383 1944-03-31 37413 Angus male Male King
## 56 C001096 1961-01-21 7600 Kevin male Male Cramer
## 57 F000463 1951-03-01 1034067 Deb female Female Fischer
## 58 C001098 1970-12-22 1019953 Ted male Male Cruz
## 59 K000384 1958-02-26 49219 Timothy male Male Kaine
## 60 R000608 1957-08-02 104738 Jacky female Female Rosen
## 61 S001217 1952-12-01 NA Rick male Male Scott
## 62 B001310 1954-03-24 NA Mike male Male Braun
## 63 H001089 1979-12-31 NA Joshua male Male Hawley
## 64 R000615 1947-03-12 NA Mitt male Male Romney
## 65 K000377 1964-02-21 NA Mark male Male Kelly
## 66 C001035 1952-12-07 45738 Susan female Female Collins
## 67 C001056 1952-02-02 93131 John male Male Cornyn
## 68 D000563 1944-11-21 6741 Richard male Male Durbin
## 69 G000359 1955-07-09 36782 Lindsey male Male Graham
## 70 I000024 1934-11-17 5619 James male Male Inhofe
## 71 M000355 1942-02-20 2351 Mitch male Male McConnell
## 72 M001176 1956-10-24 1029842 Jeff male Male Merkley
## 73 R000122 1949-11-12 24239 John male Male Reed
## 74 R000584 1943-05-03 1020034 James male Male Risch
## 75 S001181 1947-01-28 22850 Jeanne female Female Shaheen
## 76 W000805 1954-12-15 7630 Mark male Male Warner
## 77 C001088 1963-09-09 9269028 Christopher male Male Coons
## 78 C001047 1953-11-26 83737 Shelley female Female Capito
## 79 C001075 1957-09-28 1030546 Bill male Male Cassidy
## 80 L000570 1972-06-07 1031351 Ben male Male Luján
## 81 M000133 1946-07-11 260 Edward male Male Markey
## 82 P000595 1958-12-01 50199 Gary male Male Peters
## 83 C001095 1977-05-13 63928 Tom male Male Cotton
## 84 D000618 1962-08-20 1034037 Steve male Male Daines
## 85 B001288 1969-04-27 84679 Cory male Male Booker
## 86 S001198 1964-11-13 1023262 Dan male Male Sullivan
## 87 E000295 1970-07-01 75342 Joni female Female Ernst
## 88 T000476 1960-08-30 77055 Thom male Male Tillis
## 89 R000605 1954-10-24 78317 Mike male Male Rounds
## 90 S001197 1972-02-22 77429 Benjamin male Male Sasse
## 91 M001198 1960-08-09 103425 Roger male Male Marshall
## 92 S001203 1958-03-04 111313 Tina female Female Smith
## 93 H001079 1959-05-10 113208 Cindy female Female Hyde-Smith
## 94 L000571 1954-09-10 1031365 Cynthia female Female Lummis
## 95 T000278 1954-09-18 NA Tommy male Male Tuberville
## 96 H000273 1952-02-07 NA John male Male Hickenlooper
## 97 H000601 1959-08-14 NA Bill male Male Hagerty
## 98 P000145 1973-03-22 NA Alejandro male Male Padilla
## 99 O000174 1987-02-16 NA Jon male Male Ossoff
## 100 W000790 1969-07-23 NA Raphael male Male Warnock
## link
## 1 https://www.govtrack.us/congress/members/michael_crapo/300030
## 2 https://www.govtrack.us/congress/members/charles_grassley/300048
## 3 https://www.govtrack.us/congress/members/patrick_leahy/300065
## 4 https://www.govtrack.us/congress/members/lisa_murkowski/300075
## 5 https://www.govtrack.us/congress/members/patty_murray/300076
## 6 https://www.govtrack.us/congress/members/charles_schumer/300087
## 7 https://www.govtrack.us/congress/members/richard_shelby/300089
## 8 https://www.govtrack.us/congress/members/ron_wyden/300100
## 9 https://www.govtrack.us/congress/members/roy_blunt/400034
## 10 https://www.govtrack.us/congress/members/john_boozman/400040
## 11 https://www.govtrack.us/congress/members/richard_burr/400054
## 12 https://www.govtrack.us/congress/members/jerry_moran/400284
## 13 https://www.govtrack.us/congress/members/robert_portman/400325
## 14 https://www.govtrack.us/congress/members/patrick_toomey/400408
## 15 https://www.govtrack.us/congress/members/chris_van_hollen/400415
## 16 https://www.govtrack.us/congress/members/john_thune/400546
## 17 https://www.govtrack.us/congress/members/michael_bennet/412330
## 18 https://www.govtrack.us/congress/members/todd_young/412428
## 19 https://www.govtrack.us/congress/members/james_lankford/412464
## 20 https://www.govtrack.us/congress/members/tim_scott/412471
## 21 https://www.govtrack.us/congress/members/richard_blumenthal/412490
## 22 https://www.govtrack.us/congress/members/marco_rubio/412491
## 23 https://www.govtrack.us/congress/members/rand_paul/412492
## 24 https://www.govtrack.us/congress/members/john_hoeven/412494
## 25 https://www.govtrack.us/congress/members/mike_lee/412495
## 26 https://www.govtrack.us/congress/members/ron_johnson/412496
## 27 https://www.govtrack.us/congress/members/brian_schatz/412507
## 28 https://www.govtrack.us/congress/members/tammy_duckworth/412533
## 29 https://www.govtrack.us/congress/members/john_kennedy/412679
## 30 https://www.govtrack.us/congress/members/margaret_hassan/412680
## 31 https://www.govtrack.us/congress/members/catherine_cortez_masto/412681
## 32 https://www.govtrack.us/congress/members/maria_cantwell/300018
## 33 https://www.govtrack.us/congress/members/thomas_carper/300019
## 34 https://www.govtrack.us/congress/members/dianne_feinstein/300043
## 35 https://www.govtrack.us/congress/members/debbie_stabenow/300093
## 36 https://www.govtrack.us/congress/members/tammy_baldwin/400013
## 37 https://www.govtrack.us/congress/members/marsha_blackburn/400032
## 38 https://www.govtrack.us/congress/members/sherrod_brown/400050
## 39 https://www.govtrack.us/congress/members/benjamin_cardin/400064
## 40 https://www.govtrack.us/congress/members/robert_menendez/400272
## 41 https://www.govtrack.us/congress/members/bernard_sanders/400357
## 42 https://www.govtrack.us/congress/members/roger_wicker/400432
## 43 https://www.govtrack.us/congress/members/christopher_murphy/412194
## 44 https://www.govtrack.us/congress/members/mazie_hirono/412200
## 45 https://www.govtrack.us/congress/members/kirsten_gillibrand/412223
## 46 https://www.govtrack.us/congress/members/amy_klobuchar/412242
## 47 https://www.govtrack.us/congress/members/jon_tester/412244
## 48 https://www.govtrack.us/congress/members/robert_casey/412246
## 49 https://www.govtrack.us/congress/members/sheldon_whitehouse/412247
## 50 https://www.govtrack.us/congress/members/john_barrasso/412251
## 51 https://www.govtrack.us/congress/members/martin_heinrich/412281
## 52 https://www.govtrack.us/congress/members/joe_manchin/412391
## 53 https://www.govtrack.us/congress/members/kyrsten_sinema/412509
## 54 https://www.govtrack.us/congress/members/elizabeth_warren/412542
## 55 https://www.govtrack.us/congress/members/angus_king/412545
## 56 https://www.govtrack.us/congress/members/kevin_cramer/412555
## 57 https://www.govtrack.us/congress/members/deb_fischer/412556
## 58 https://www.govtrack.us/congress/members/ted_cruz/412573
## 59 https://www.govtrack.us/congress/members/timothy_kaine/412582
## 60 https://www.govtrack.us/congress/members/jacky_rosen/412715
## 61 https://www.govtrack.us/congress/members/rick_scott/412838
## 62 https://www.govtrack.us/congress/members/mike_braun/412839
## 63 https://www.govtrack.us/congress/members/joshua_hawley/412840
## 64 https://www.govtrack.us/congress/members/mitt_romney/412841
## 65 https://www.govtrack.us/congress/members/mark_kelly/456794
## 66 https://www.govtrack.us/congress/members/susan_collins/300025
## 67 https://www.govtrack.us/congress/members/john_cornyn/300027
## 68 https://www.govtrack.us/congress/members/richard_durbin/300038
## 69 https://www.govtrack.us/congress/members/lindsey_graham/300047
## 70 https://www.govtrack.us/congress/members/james_inhofe/300055
## 71 https://www.govtrack.us/congress/members/mitch_mcconnell/300072
## 72 https://www.govtrack.us/congress/members/jeff_merkley/412325
## 73 https://www.govtrack.us/congress/members/john_reed/300081
## 74 https://www.govtrack.us/congress/members/james_risch/412322
## 75 https://www.govtrack.us/congress/members/jeanne_shaheen/412323
## 76 https://www.govtrack.us/congress/members/mark_warner/412321
## 77 https://www.govtrack.us/congress/members/christopher_coons/412390
## 78 https://www.govtrack.us/congress/members/shelley_capito/400061
## 79 https://www.govtrack.us/congress/members/bill_cassidy/412269
## 80 https://www.govtrack.us/congress/members/ben_lujan/412293
## 81 https://www.govtrack.us/congress/members/edward_markey/400253
## 82 https://www.govtrack.us/congress/members/gary_peters/412305
## 83 https://www.govtrack.us/congress/members/tom_cotton/412508
## 84 https://www.govtrack.us/congress/members/steve_daines/412549
## 85 https://www.govtrack.us/congress/members/cory_booker/412598
## 86 https://www.govtrack.us/congress/members/dan_sullivan/412665
## 87 https://www.govtrack.us/congress/members/joni_ernst/412667
## 88 https://www.govtrack.us/congress/members/thom_tillis/412668
## 89 https://www.govtrack.us/congress/members/mike_rounds/412669
## 90 https://www.govtrack.us/congress/members/benjamin_sasse/412671
## 91 https://www.govtrack.us/congress/members/roger_marshall/412704
## 92 https://www.govtrack.us/congress/members/tina_smith/412742
## 93 https://www.govtrack.us/congress/members/cindy_hyde_smith/412743
## 94 https://www.govtrack.us/congress/members/cynthia_lummis/412294
## 95 https://www.govtrack.us/congress/members/tommy_tuberville/456796
## 96 https://www.govtrack.us/congress/members/john_hickenlooper/456797
## 97 https://www.govtrack.us/congress/members/bill_hagerty/456798
## 98 https://www.govtrack.us/congress/members/alejandro_padilla/456856
## 99 https://www.govtrack.us/congress/members/jon_ossoff/456857
## 100 https://www.govtrack.us/congress/members/raphael_warnock/456858
## middlename name namemod nickname osid
## 1 D. Sen. Michael “Mike” Crapo [R-ID] Mike N00006267
## 2 E. Sen. Charles “Chuck” Grassley [R-IA] Chuck N00001758
## 3 J. Sen. Patrick Leahy [D-VT] N00009918
## 4 A. Sen. Lisa Murkowski [R-AK] N00026050
## 5 Sen. Patty Murray [D-WA] N00007876
## 6 E. Sen. Charles “Chuck” Schumer [D-NY] Chuck N00001093
## 7 C. Sen. Richard Shelby [R-AL] N00009920
## 8 Sen. Ron Wyden [D-OR] N00007724
## 9 Sen. Roy Blunt [R-MO] N00005195
## 10 Sen. John Boozman [R-AR] N00013873
## 11 M. Sen. Richard Burr [R-NC] N00002221
## 12 Sen. Jerry Moran [R-KS] N00005282
## 13 J. Sen. Robert “Rob” Portman [R-OH] Rob N00003682
## 14 J. Sen. Patrick “Pat” Toomey [R-PA] Pat N00001489
## 15 Sen. Chris Van Hollen [D-MD] N00013820
## 16 Sen. John Thune [R-SD] N00004572
## 17 F. Sen. Michael Bennet [D-CO] N00030608
## 18 C. Sen. Todd Young [R-IN] N00030670
## 19 Sen. James Lankford [R-OK] N00031129
## 20 Sen. Tim Scott [R-SC] N00031782
## 21 Sen. Richard Blumenthal [D-CT] N00031685
## 22 Sen. Marco Rubio [R-FL] N00030612
## 23 Sen. Rand Paul [R-KY] N00030836
## 24 Sen. John Hoeven [R-ND] N00031688
## 25 Sen. Mike Lee [R-UT] N00031696
## 26 Sen. Ron Johnson [R-WI] N00032546
## 27 Emanuel Sen. Brian Schatz [D-HI] N00028138
## 28 Sen. Tammy Duckworth [D-IL] N00027860
## 29 Neely Sen. John Kennedy [R-LA] N00026823
## 30 Wood Sen. Margaret “Maggie” Hassan [D-NH] Maggie N00038397
## 31 Sen. Catherine Cortez Masto [D-NV] N00037161
## 32 Sen. Maria Cantwell [D-WA] N00007836
## 33 Richard Sen. Thomas Carper [D-DE] N00012508
## 34 Sen. Dianne Feinstein [D-CA] N00007364
## 35 Ann Sen. Debbie Stabenow [D-MI] N00004118
## 36 Sen. Tammy Baldwin [D-WI] N00004367
## 37 W. Sen. Marsha Blackburn [R-TN] N00003105
## 38 Sen. Sherrod Brown [D-OH] N00003535
## 39 L. Sen. Benjamin Cardin [D-MD] N00001955
## 40 Sen. Robert “Bob” Menendez [D-NJ] Bob N00000699
## 41 Sen. Bernard “Bernie” Sanders [I-VT] Bernie N00000528
## 42 F. Sen. Roger Wicker [R-MS] N00003280
## 43 S. Sen. Christopher Murphy [D-CT] N00027566
## 44 K. Sen. Mazie Hirono [D-HI] N00028139
## 45 E. Sen. Kirsten Gillibrand [D-NY] N00027658
## 46 Jean Sen. Amy Klobuchar [D-MN] N00027500
## 47 Sen. Jon Tester [D-MT] N00027605
## 48 P. Sen. Robert “Bob” Casey [D-PA] Jr. Bob N00027503
## 49 Sen. Sheldon Whitehouse [D-RI] N00027533
## 50 A. Sen. John Barrasso [R-WY] N00006236
## 51 Sen. Martin Heinrich [D-NM] N00029835
## 52 Sen. Joe Manchin [D-WV] III N00032838
## 53 Sen. Kyrsten Sinema [D-AZ] N00033983
## 54 Sen. Elizabeth Warren [D-MA] N00033492
## 55 S. Sen. Angus King [I-ME] Jr. N00034580
## 56 Sen. Kevin Cramer [R-ND] N00004614
## 57 Sen. Deb Fischer [R-NE] N00033443
## 58 Sen. Ted Cruz [R-TX] N00033085
## 59 Sen. Timothy “Tim” Kaine [D-VA] Tim N00033177
## 60 Sen. Jacky Rosen [D-NV] N00038734
## 61 Sen. Rick Scott [R-FL] N00043290
## 62 Sen. Mike Braun [R-IN] N00041731
## 63 Sen. Joshua “Josh” Hawley [R-MO] Josh N00041620
## 64 Sen. Mitt Romney [R-UT] N00000286
## 65 Sen. Mark Kelly [D-AZ] N00044223
## 66 M. Sen. Susan Collins [R-ME] N00000491
## 67 Sen. John Cornyn [R-TX] N00024852
## 68 J. Sen. Richard Durbin [D-IL] N00004981
## 69 O. Sen. Lindsey Graham [R-SC] N00009975
## 70 M. Sen. James “Jim” Inhofe [R-OK] Jim N00005582
## 71 Sen. Mitch McConnell [R-KY] N00003389
## 72 Sen. Jeff Merkley [D-OR] N00029303
## 73 F. Sen. John “Jack” Reed [D-RI] Jack N00000362
## 74 E. Sen. James Risch [R-ID] N00029441
## 75 Sen. Jeanne Shaheen [D-NH] N00024790
## 76 R. Sen. Mark Warner [D-VA] N00002097
## 77 Andrew Sen. Christopher Coons [D-DE] N00031820
## 78 Moore Sen. Shelley Capito [R-WV] N00009771
## 79 Sen. Bill Cassidy [R-LA] N00030245
## 80 Ray Sen. Ben Luján [D-NM] N00029562
## 81 J. Sen. Edward “Ed” Markey [D-MA] Ed N00000270
## 82 C. Sen. Gary Peters [D-MI] N00029277
## 83 Sen. Tom Cotton [R-AR] N00033363
## 84 Sen. Steve Daines [R-MT] N00033054
## 85 Anthony Sen. Cory Booker [D-NJ] N00035267
## 86 Sen. Dan Sullivan [R-AK] N00035774
## 87 Sen. Joni Ernst [R-IA] N00035483
## 88 Sen. Thom Tillis [R-NC] N00035492
## 89 Sen. Mike Rounds [R-SD] N00035187
## 90 Eric Sen. Benjamin “Ben” Sasse [R-NE] Ben N00035544
## 91 Sen. Roger Marshall [R-KS] N00037034
## 92 Flint Sen. Tina Smith [D-MN] N00042353
## 93 Sen. Cindy Hyde-Smith [R-MS] N00043298
## 94 M. Sen. Cynthia Lummis [R-WY] N00029788
## 95 Hawley Sen. Tommy Tuberville [R-AL] <NA>
## 96 Wright Sen. John Hickenlooper [D-CO] <NA>
## 97 Francis Sen. Bill Hagerty [R-TN] <NA>
## 98 Sen. Alejandro “Alex” Padilla [D-CA] Alex <NA>
## 99 Sen. Jon Ossoff [D-GA] <NA>
## 100 Gamaliel Sen. Raphael Warnock [D-GA] <NA>
## pvsid sortname twitterid
## 1 26830 Crapo, Michael “Mike” (Sen.) [R-ID] MikeCrapo
## 2 53293 Grassley, Charles “Chuck” (Sen.) [R-IA] ChuckGrassley
## 3 53353 Leahy, Patrick (Sen.) [D-VT] SenatorLeahy
## 4 15841 Murkowski, Lisa (Sen.) [R-AK] LisaMurkowski
## 5 53358 Murray, Patty (Sen.) [D-WA] PattyMurray
## 6 26976 Schumer, Charles “Chuck” (Sen.) [D-NY] SenSchumer
## 7 53266 Shelby, Richard (Sen.) [R-AL] SenShelby
## 8 27036 Wyden, Ron (Sen.) [D-OR] RonWyden
## 9 418 Blunt, Roy (Sen.) [R-MO] RoyBlunt
## 10 27958 Boozman, John (Sen.) [R-AR] JohnBoozman
## 11 21787 Burr, Richard (Sen.) [R-NC] SenatorBurr
## 12 542 Moran, Jerry (Sen.) [R-KS] JerryMoran
## 13 27008 Portman, Robert “Rob” (Sen.) [R-OH] SenRobPortman
## 14 24096 Toomey, Patrick “Pat” (Sen.) [R-PA] SenToomey
## 15 6098 Van Hollen, Chris (Sen.) [D-MD] ChrisVanHollen
## 16 398 Thune, John (Sen.) [R-SD] SenJohnThune
## 17 110942 Bennet, Michael (Sen.) [D-CO] SenatorBennet
## 18 120345 Young, Todd (Sen.) [R-IN] SenToddYoung
## 19 124938 Lankford, James (Sen.) [R-OK] SenatorLankford
## 20 11940 Scott, Tim (Sen.) [R-SC] SenatorTimScott
## 21 1568 Blumenthal, Richard (Sen.) [D-CT] SenBlumenthal
## 22 1601 Rubio, Marco (Sen.) [R-FL] SenRubioPress
## 23 117285 Paul, Rand (Sen.) [R-KY] RandPaul
## 24 41788 Hoeven, John (Sen.) [R-ND] SenJohnHoeven
## 25 66395 Lee, Mike (Sen.) [R-UT] SenMikeLee
## 26 126217 Johnson, Ron (Sen.) [R-WI] SenRonJohnson
## 27 17852 Schatz, Brian (Sen.) [D-HI] SenBrianSchatz
## 28 57442 Duckworth, Tammy (Sen.) [D-IL] SenDuckworth
## 29 35496 Kennedy, John (Sen.) [R-LA] SenJohnKennedy
## 30 42552 Hassan, Margaret “Maggie” (Sen.) [D-NH] Senatorhassan
## 31 69579 Cortez Masto, Catherine (Sen.) [D-NV] sencortezmasto
## 32 27122 Cantwell, Maria (Sen.) [D-WA] SenatorCantwell
## 33 22421 Carper, Thomas (Sen.) [D-DE] SenatorCarper
## 34 53273 Feinstein, Dianne (Sen.) [D-CA] SenFeinstein
## 35 515 Stabenow, Debbie (Sen.) [D-MI] SenStabenow
## 36 3470 Baldwin, Tammy (Sen.) [D-WI] SenatorBaldwin
## 37 25186 Blackburn, Marsha (Sen.) [R-TN] MarshaBlackburn
## 38 27018 Brown, Sherrod (Sen.) [D-OH] SenSherrodBrown
## 39 26888 Cardin, Benjamin (Sen.) [D-MD] SenatorCardin
## 40 26961 Menendez, Robert “Bob” (Sen.) [D-NJ] SenatorMenendez
## 41 27110 Sanders, Bernard “Bernie” (Sen.) [I-VT] SenSanders
## 42 21926 Wicker, Roger (Sen.) [R-MS] SenatorWicker
## 43 17189 Murphy, Christopher (Sen.) [D-CT] senmurphyoffice
## 44 1677 Hirono, Mazie (Sen.) [D-HI] MazieHirono
## 45 65147 Gillibrand, Kirsten (Sen.) [D-NY] GillibrandNY
## 46 65092 Klobuchar, Amy (Sen.) [D-MN] SenAmyKlobuchar
## 47 20928 Tester, Jon (Sen.) [D-MT] SenatorTester
## 48 2541 Casey, Robert “Bob” (Sen.) [D-PA] SenBobCasey
## 49 2572 Whitehouse, Sheldon (Sen.) [D-RI] SenWhitehouse
## 50 52662 Barrasso, John (Sen.) [R-WY] SenJohnBarrasso
## 51 74517 Heinrich, Martin (Sen.) [D-NM] MartinHeinrich
## 52 7547 Manchin, Joe (Sen.) [D-WV] Sen_JoeManchin
## 53 28338 Sinema, Kyrsten (Sen.) [D-AZ] SenatorSinema
## 54 141272 Warren, Elizabeth (Sen.) [D-MA] SenWarren
## 55 22381 King, Angus (Sen.) [I-ME] SenAngusKing
## 56 444 Cramer, Kevin (Sen.) [R-ND] SenKevinCramer
## 57 41963 Fischer, Deb (Sen.) [R-NE] SenatorFischer
## 58 135705 Cruz, Ted (Sen.) [R-TX] SenTedCruz
## 59 50772 Kaine, Timothy “Tim” (Sen.) [D-VA] <NA>
## 60 169471 Rosen, Jacky (Sen.) [D-NV] SenJackyRosen
## 61 124204 Scott, Rick (Sen.) [R-FL] SenRickScott
## 62 148564 Braun, Mike (Sen.) [R-IN] SenatorBraun
## 63 169716 Hawley, Joshua “Josh” (Sen.) [R-MO] SenHawleyPress
## 64 21942 Romney, Mitt (Sen.) [R-UT] SenatorRomney
## 65 <NA> Kelly, Mark (Sen.) [D-AZ] SenMarkKelly
## 66 379 Collins, Susan (Sen.) [R-ME] SenatorCollins
## 67 15375 Cornyn, John (Sen.) [R-TX] JohnCornyn
## 68 26847 Durbin, Richard (Sen.) [D-IL] SenatorDurbin
## 69 21992 Graham, Lindsey (Sen.) [R-SC] GrahamBlog
## 70 27027 Inhofe, James “Jim” (Sen.) [R-OK] InhofePress
## 71 53298 McConnell, Mitch (Sen.) [R-KY] McConnellPress
## 72 23644 Merkley, Jeff (Sen.) [D-OR] SenJeffMerkley
## 73 27060 Reed, John “Jack” (Sen.) [D-RI] SenJackReed
## 74 2919 Risch, James (Sen.) [R-ID] SenatorRisch
## 75 1663 Shaheen, Jeanne (Sen.) [D-NH] SenatorShaheen
## 76 535 Warner, Mark (Sen.) [D-VA] MarkWarner
## 77 122834 Coons, Christopher (Sen.) [D-DE] ChrisCoons
## 78 11701 Capito, Shelley (Sen.) [R-WV] SenCapito
## 79 69494 Cassidy, Bill (Sen.) [R-LA] SenBillCassidy
## 80 102842 Luján, Ben (Sen.) [D-NM] SenatorLujan
## 81 26900 Markey, Edward “Ed” (Sen.) [D-MA] SenMarkey
## 82 8749 Peters, Gary (Sen.) [D-MI] SenGaryPeters
## 83 135651 Cotton, Tom (Sen.) [R-AR] SenTomCotton
## 84 135720 Daines, Steve (Sen.) [R-MT] SteveDaines
## 85 76151 Booker, Cory (Sen.) [D-NJ] SenBooker
## 86 114964 Sullivan, Dan (Sen.) [R-AK] SenDanSullivan
## 87 128583 Ernst, Joni (Sen.) [R-IA] SenJoniErnst
## 88 57717 Tillis, Thom (Sen.) [R-NC] senthomtillis
## 89 7455 Rounds, Mike (Sen.) [R-SD] SenatorRounds
## 90 150182 Sasse, Benjamin “Ben” (Sen.) [R-NE] SenSasse
## 91 172080 Marshall, Roger (Sen.) [R-KS] SenatorMarshall
## 92 152968 Smith, Tina (Sen.) [D-MN] SenTinaSmith
## 93 20784 Hyde-Smith, Cindy (Sen.) [R-MS] SenHydeSmith
## 94 15546 Lummis, Cynthia (Sen.) [R-WY] SenLummis
## 95 188306 Tuberville, Tommy (Sen.) [R-AL] SenTuberville
## 96 <NA> Hickenlooper, John (Sen.) [D-CO] <NA>
## 97 128466 Hagerty, Bill (Sen.) [R-TN] SenatorHagerty
## 98 <NA> Padilla, Alejandro “Alex” (Sen.) [D-CA] SenAlexPadilla
## 99 <NA> Ossoff, Jon (Sen.) [D-GA] <NA>
## 100 <NA> Warnock, Raphael (Sen.) [D-GA] SenatorWarnock
## youtubeid
## 1 senatorcrapo
## 2 senchuckgrassley
## 3 SenatorPatrickLeahy
## 4 senatormurkowski
## 5 SenatorPattyMurray
## 6 SenatorSchumer
## 7 SenatorRichardShelby
## 8 senronwyden
## 9 SenatorBlunt
## 10 BoozmanPressOffice
## 11 SenatorRichardBurr
## 12 senatorjerrymoran
## 13 SenRobPortman
## 14 sentoomey
## 15 RepChrisVanHollen
## 16 johnthune
## 17 SenatorBennet
## 18 RepToddYoung
## 19 SenatorLankford
## 20 SenatorTimScott
## 21 SenatorBlumenthal
## 22 SenatorMarcoRubio
## 23 SenatorRandPaul
## 24 senatorjohnhoevennd
## 25 senatormikelee
## 26 SenatorRonJohnson
## 27 senbrianschatz
## 28 repduckworth
## 29 <NA>
## 30 <NA>
## 31 <NA>
## 32 SenatorCantwell
## 33 senatorcarper
## 34 SenatorFeinstein
## 35 senatorstabenow
## 36 witammybaldwin
## 37 RepMarshaBlackburn
## 38 SherrodBrownOhio
## 39 senatorcardin
## 40 SenatorMenendezNJ
## 41 senatorsanders
## 42 SenatorWicker
## 43 senchrismurphy
## 44 CongresswomanHirono
## 45 KirstenEGillibrand
## 46 senatorklobuchar
## 47 senatorjontester
## 48 SenatorBobCasey
## 49 SenatorWhitehouse
## 50 barrassowyo
## 51 SenMartinHeinrich
## 52 SenatorJoeManchin
## 53 repsinema
## 54 senelizabethwarren
## 55 SenatorAngusKing
## 56 kevincramer
## 57 senatordebfischer
## 58 sentedcruz
## 59 SenatorTimKaine
## 60 <NA>
## 61 <NA>
## 62 <NA>
## 63 <NA>
## 64 <NA>
## 65 <NA>
## 66 SenatorSusanCollins
## 67 senjohncornyn
## 68 SenatorDurbin
## 69 USSenLindseyGraham
## 70 jiminhofepressoffice
## 71 <NA>
## 72 SenatorJeffMerkley
## 73 SenatorReed
## 74 SenatorJamesRisch
## 75 senatorshaheen
## 76 SenatorMarkWarner
## 77 senatorchriscoons
## 78 <NA>
## 79 SenatorBillCassidy
## 80 <NA>
## 81 RepMarkey
## 82 RepGaryPeters
## 83 RepTomCotton
## 84 SteveDainesMT
## 85 SenCoryBooker
## 86 <NA>
## 87 <NA>
## 88 <NA>
## 89 <NA>
## 90 <NA>
## 91 <NA>
## 92 <NA>
## 93 <NA>
## 94 <NA>
## 95 <NA>
## 96 <NA>
## 97 <NA>
## 98 <NA>
## 99 <NA>
## 100 <NA>add_age <- function(data, ages) {
data$age = ages
return (data)
}F. Use (call, invoke) the function, and store the results in df
df <- add_age(df, ages)
df## bioguideid birthday cspanid firstname gender gender_label lastname
## 1 C000880 1951-05-20 26440 Michael male Male Crapo
## 2 G000386 1933-09-17 1167 Charles male Male Grassley
## 3 L000174 1940-03-31 1552 Patrick male Male Leahy
## 4 M001153 1957-05-22 1004138 Lisa female Female Murkowski
## 5 M001111 1950-10-11 25277 Patty female Female Murray
## 6 S000148 1950-11-23 5929 Charles male Male Schumer
## 7 S000320 1934-05-06 1859 Richard male Male Shelby
## 8 W000779 1949-05-03 1962 Ron male Male Wyden
## 9 B000575 1950-01-10 45465 Roy male Male Blunt
## 10 B001236 1950-12-10 92069 John male Male Boozman
## 11 B001135 1955-11-30 31054 Richard male Male Burr
## 12 M000934 1954-05-29 45469 Jerry male Male Moran
## 13 P000449 1955-12-19 31819 Robert male Male Portman
## 14 T000461 1961-11-17 7958 Patrick male Male Toomey
## 15 V000128 1959-01-10 20756 Chris male Male Van Hollen
## 16 T000250 1961-01-07 45552 John male Male Thune
## 17 B001267 1964-11-28 1031622 Michael male Male Bennet
## 18 Y000064 1972-08-24 1033743 Todd male Male Young
## 19 L000575 1968-03-04 1033847 James male Male Lankford
## 20 S001184 1965-09-19 623506 Tim male Male Scott
## 21 B001277 1946-02-13 21799 Richard male Male Blumenthal
## 22 R000595 1971-05-28 87599 Marco male Male Rubio
## 23 P000603 1963-01-07 9265241 Rand male Male Paul
## 24 H001061 1957-03-13 85233 John male Male Hoeven
## 25 L000577 1971-06-04 9267977 Mike male Male Lee
## 26 J000293 1955-04-08 62835 Ron male Male Johnson
## 27 S001194 1972-10-20 87784 Brian male Male Schatz
## 28 D000622 1968-03-12 94484 Tammy female Female Duckworth
## 29 K000393 1951-11-21 1011723 John male Male Kennedy
## 30 H001076 1958-02-27 67481 Margaret female Female Hassan
## 31 C001113 1964-03-29 105698 Catherine female Female Cortez Masto
## 32 C000127 1958-10-13 26137 Maria female Female Cantwell
## 33 C000174 1947-01-23 663 Thomas male Male Carper
## 34 F000062 1933-06-22 13061 Dianne female Female Feinstein
## 35 S000770 1950-04-29 45451 Debbie female Female Stabenow
## 36 B001230 1962-02-11 57884 Tammy female Female Baldwin
## 37 B001243 1952-06-06 31226 Marsha female Female Blackburn
## 38 B000944 1952-11-09 5051 Sherrod male Male Brown
## 39 C000141 1943-10-05 4004 Benjamin male Male Cardin
## 40 M000639 1954-01-01 29608 Robert male Male Menendez
## 41 S000033 1941-09-08 994 Bernard male Male Sanders
## 42 W000437 1951-07-05 18203 Roger male Male Wicker
## 43 M001169 1973-08-03 1021270 Christopher male Male Murphy
## 44 H001042 1947-11-03 91216 Mazie female Female Hirono
## 45 G000555 1966-12-09 1022862 Kirsten female Female Gillibrand
## 46 K000367 1960-05-25 83701 Amy female Female Klobuchar
## 47 T000464 1956-08-21 1020176 Jon male Male Tester
## 48 C001070 1960-04-13 47036 Robert male Male Casey
## 49 W000802 1955-10-20 92235 Sheldon male Male Whitehouse
## 50 B001261 1952-07-21 1024777 John male Male Barrasso
## 51 H001046 1971-10-17 1030686 Martin male Male Heinrich
## 52 M001183 1947-08-24 62864 Joe male Male Manchin
## 53 S001191 1976-07-12 68489 Kyrsten female Female Sinema
## 54 W000817 1949-06-22 1023023 Elizabeth female Female Warren
## 55 K000383 1944-03-31 37413 Angus male Male King
## 56 C001096 1961-01-21 7600 Kevin male Male Cramer
## 57 F000463 1951-03-01 1034067 Deb female Female Fischer
## 58 C001098 1970-12-22 1019953 Ted male Male Cruz
## 59 K000384 1958-02-26 49219 Timothy male Male Kaine
## 60 R000608 1957-08-02 104738 Jacky female Female Rosen
## 61 S001217 1952-12-01 NA Rick male Male Scott
## 62 B001310 1954-03-24 NA Mike male Male Braun
## 63 H001089 1979-12-31 NA Joshua male Male Hawley
## 64 R000615 1947-03-12 NA Mitt male Male Romney
## 65 K000377 1964-02-21 NA Mark male Male Kelly
## 66 C001035 1952-12-07 45738 Susan female Female Collins
## 67 C001056 1952-02-02 93131 John male Male Cornyn
## 68 D000563 1944-11-21 6741 Richard male Male Durbin
## 69 G000359 1955-07-09 36782 Lindsey male Male Graham
## 70 I000024 1934-11-17 5619 James male Male Inhofe
## 71 M000355 1942-02-20 2351 Mitch male Male McConnell
## 72 M001176 1956-10-24 1029842 Jeff male Male Merkley
## 73 R000122 1949-11-12 24239 John male Male Reed
## 74 R000584 1943-05-03 1020034 James male Male Risch
## 75 S001181 1947-01-28 22850 Jeanne female Female Shaheen
## 76 W000805 1954-12-15 7630 Mark male Male Warner
## 77 C001088 1963-09-09 9269028 Christopher male Male Coons
## 78 C001047 1953-11-26 83737 Shelley female Female Capito
## 79 C001075 1957-09-28 1030546 Bill male Male Cassidy
## 80 L000570 1972-06-07 1031351 Ben male Male Luján
## 81 M000133 1946-07-11 260 Edward male Male Markey
## 82 P000595 1958-12-01 50199 Gary male Male Peters
## 83 C001095 1977-05-13 63928 Tom male Male Cotton
## 84 D000618 1962-08-20 1034037 Steve male Male Daines
## 85 B001288 1969-04-27 84679 Cory male Male Booker
## 86 S001198 1964-11-13 1023262 Dan male Male Sullivan
## 87 E000295 1970-07-01 75342 Joni female Female Ernst
## 88 T000476 1960-08-30 77055 Thom male Male Tillis
## 89 R000605 1954-10-24 78317 Mike male Male Rounds
## 90 S001197 1972-02-22 77429 Benjamin male Male Sasse
## 91 M001198 1960-08-09 103425 Roger male Male Marshall
## 92 S001203 1958-03-04 111313 Tina female Female Smith
## 93 H001079 1959-05-10 113208 Cindy female Female Hyde-Smith
## 94 L000571 1954-09-10 1031365 Cynthia female Female Lummis
## 95 T000278 1954-09-18 NA Tommy male Male Tuberville
## 96 H000273 1952-02-07 NA John male Male Hickenlooper
## 97 H000601 1959-08-14 NA Bill male Male Hagerty
## 98 P000145 1973-03-22 NA Alejandro male Male Padilla
## 99 O000174 1987-02-16 NA Jon male Male Ossoff
## 100 W000790 1969-07-23 NA Raphael male Male Warnock
## link
## 1 https://www.govtrack.us/congress/members/michael_crapo/300030
## 2 https://www.govtrack.us/congress/members/charles_grassley/300048
## 3 https://www.govtrack.us/congress/members/patrick_leahy/300065
## 4 https://www.govtrack.us/congress/members/lisa_murkowski/300075
## 5 https://www.govtrack.us/congress/members/patty_murray/300076
## 6 https://www.govtrack.us/congress/members/charles_schumer/300087
## 7 https://www.govtrack.us/congress/members/richard_shelby/300089
## 8 https://www.govtrack.us/congress/members/ron_wyden/300100
## 9 https://www.govtrack.us/congress/members/roy_blunt/400034
## 10 https://www.govtrack.us/congress/members/john_boozman/400040
## 11 https://www.govtrack.us/congress/members/richard_burr/400054
## 12 https://www.govtrack.us/congress/members/jerry_moran/400284
## 13 https://www.govtrack.us/congress/members/robert_portman/400325
## 14 https://www.govtrack.us/congress/members/patrick_toomey/400408
## 15 https://www.govtrack.us/congress/members/chris_van_hollen/400415
## 16 https://www.govtrack.us/congress/members/john_thune/400546
## 17 https://www.govtrack.us/congress/members/michael_bennet/412330
## 18 https://www.govtrack.us/congress/members/todd_young/412428
## 19 https://www.govtrack.us/congress/members/james_lankford/412464
## 20 https://www.govtrack.us/congress/members/tim_scott/412471
## 21 https://www.govtrack.us/congress/members/richard_blumenthal/412490
## 22 https://www.govtrack.us/congress/members/marco_rubio/412491
## 23 https://www.govtrack.us/congress/members/rand_paul/412492
## 24 https://www.govtrack.us/congress/members/john_hoeven/412494
## 25 https://www.govtrack.us/congress/members/mike_lee/412495
## 26 https://www.govtrack.us/congress/members/ron_johnson/412496
## 27 https://www.govtrack.us/congress/members/brian_schatz/412507
## 28 https://www.govtrack.us/congress/members/tammy_duckworth/412533
## 29 https://www.govtrack.us/congress/members/john_kennedy/412679
## 30 https://www.govtrack.us/congress/members/margaret_hassan/412680
## 31 https://www.govtrack.us/congress/members/catherine_cortez_masto/412681
## 32 https://www.govtrack.us/congress/members/maria_cantwell/300018
## 33 https://www.govtrack.us/congress/members/thomas_carper/300019
## 34 https://www.govtrack.us/congress/members/dianne_feinstein/300043
## 35 https://www.govtrack.us/congress/members/debbie_stabenow/300093
## 36 https://www.govtrack.us/congress/members/tammy_baldwin/400013
## 37 https://www.govtrack.us/congress/members/marsha_blackburn/400032
## 38 https://www.govtrack.us/congress/members/sherrod_brown/400050
## 39 https://www.govtrack.us/congress/members/benjamin_cardin/400064
## 40 https://www.govtrack.us/congress/members/robert_menendez/400272
## 41 https://www.govtrack.us/congress/members/bernard_sanders/400357
## 42 https://www.govtrack.us/congress/members/roger_wicker/400432
## 43 https://www.govtrack.us/congress/members/christopher_murphy/412194
## 44 https://www.govtrack.us/congress/members/mazie_hirono/412200
## 45 https://www.govtrack.us/congress/members/kirsten_gillibrand/412223
## 46 https://www.govtrack.us/congress/members/amy_klobuchar/412242
## 47 https://www.govtrack.us/congress/members/jon_tester/412244
## 48 https://www.govtrack.us/congress/members/robert_casey/412246
## 49 https://www.govtrack.us/congress/members/sheldon_whitehouse/412247
## 50 https://www.govtrack.us/congress/members/john_barrasso/412251
## 51 https://www.govtrack.us/congress/members/martin_heinrich/412281
## 52 https://www.govtrack.us/congress/members/joe_manchin/412391
## 53 https://www.govtrack.us/congress/members/kyrsten_sinema/412509
## 54 https://www.govtrack.us/congress/members/elizabeth_warren/412542
## 55 https://www.govtrack.us/congress/members/angus_king/412545
## 56 https://www.govtrack.us/congress/members/kevin_cramer/412555
## 57 https://www.govtrack.us/congress/members/deb_fischer/412556
## 58 https://www.govtrack.us/congress/members/ted_cruz/412573
## 59 https://www.govtrack.us/congress/members/timothy_kaine/412582
## 60 https://www.govtrack.us/congress/members/jacky_rosen/412715
## 61 https://www.govtrack.us/congress/members/rick_scott/412838
## 62 https://www.govtrack.us/congress/members/mike_braun/412839
## 63 https://www.govtrack.us/congress/members/joshua_hawley/412840
## 64 https://www.govtrack.us/congress/members/mitt_romney/412841
## 65 https://www.govtrack.us/congress/members/mark_kelly/456794
## 66 https://www.govtrack.us/congress/members/susan_collins/300025
## 67 https://www.govtrack.us/congress/members/john_cornyn/300027
## 68 https://www.govtrack.us/congress/members/richard_durbin/300038
## 69 https://www.govtrack.us/congress/members/lindsey_graham/300047
## 70 https://www.govtrack.us/congress/members/james_inhofe/300055
## 71 https://www.govtrack.us/congress/members/mitch_mcconnell/300072
## 72 https://www.govtrack.us/congress/members/jeff_merkley/412325
## 73 https://www.govtrack.us/congress/members/john_reed/300081
## 74 https://www.govtrack.us/congress/members/james_risch/412322
## 75 https://www.govtrack.us/congress/members/jeanne_shaheen/412323
## 76 https://www.govtrack.us/congress/members/mark_warner/412321
## 77 https://www.govtrack.us/congress/members/christopher_coons/412390
## 78 https://www.govtrack.us/congress/members/shelley_capito/400061
## 79 https://www.govtrack.us/congress/members/bill_cassidy/412269
## 80 https://www.govtrack.us/congress/members/ben_lujan/412293
## 81 https://www.govtrack.us/congress/members/edward_markey/400253
## 82 https://www.govtrack.us/congress/members/gary_peters/412305
## 83 https://www.govtrack.us/congress/members/tom_cotton/412508
## 84 https://www.govtrack.us/congress/members/steve_daines/412549
## 85 https://www.govtrack.us/congress/members/cory_booker/412598
## 86 https://www.govtrack.us/congress/members/dan_sullivan/412665
## 87 https://www.govtrack.us/congress/members/joni_ernst/412667
## 88 https://www.govtrack.us/congress/members/thom_tillis/412668
## 89 https://www.govtrack.us/congress/members/mike_rounds/412669
## 90 https://www.govtrack.us/congress/members/benjamin_sasse/412671
## 91 https://www.govtrack.us/congress/members/roger_marshall/412704
## 92 https://www.govtrack.us/congress/members/tina_smith/412742
## 93 https://www.govtrack.us/congress/members/cindy_hyde_smith/412743
## 94 https://www.govtrack.us/congress/members/cynthia_lummis/412294
## 95 https://www.govtrack.us/congress/members/tommy_tuberville/456796
## 96 https://www.govtrack.us/congress/members/john_hickenlooper/456797
## 97 https://www.govtrack.us/congress/members/bill_hagerty/456798
## 98 https://www.govtrack.us/congress/members/alejandro_padilla/456856
## 99 https://www.govtrack.us/congress/members/jon_ossoff/456857
## 100 https://www.govtrack.us/congress/members/raphael_warnock/456858
## middlename name namemod nickname osid
## 1 D. Sen. Michael “Mike” Crapo [R-ID] Mike N00006267
## 2 E. Sen. Charles “Chuck” Grassley [R-IA] Chuck N00001758
## 3 J. Sen. Patrick Leahy [D-VT] N00009918
## 4 A. Sen. Lisa Murkowski [R-AK] N00026050
## 5 Sen. Patty Murray [D-WA] N00007876
## 6 E. Sen. Charles “Chuck” Schumer [D-NY] Chuck N00001093
## 7 C. Sen. Richard Shelby [R-AL] N00009920
## 8 Sen. Ron Wyden [D-OR] N00007724
## 9 Sen. Roy Blunt [R-MO] N00005195
## 10 Sen. John Boozman [R-AR] N00013873
## 11 M. Sen. Richard Burr [R-NC] N00002221
## 12 Sen. Jerry Moran [R-KS] N00005282
## 13 J. Sen. Robert “Rob” Portman [R-OH] Rob N00003682
## 14 J. Sen. Patrick “Pat” Toomey [R-PA] Pat N00001489
## 15 Sen. Chris Van Hollen [D-MD] N00013820
## 16 Sen. John Thune [R-SD] N00004572
## 17 F. Sen. Michael Bennet [D-CO] N00030608
## 18 C. Sen. Todd Young [R-IN] N00030670
## 19 Sen. James Lankford [R-OK] N00031129
## 20 Sen. Tim Scott [R-SC] N00031782
## 21 Sen. Richard Blumenthal [D-CT] N00031685
## 22 Sen. Marco Rubio [R-FL] N00030612
## 23 Sen. Rand Paul [R-KY] N00030836
## 24 Sen. John Hoeven [R-ND] N00031688
## 25 Sen. Mike Lee [R-UT] N00031696
## 26 Sen. Ron Johnson [R-WI] N00032546
## 27 Emanuel Sen. Brian Schatz [D-HI] N00028138
## 28 Sen. Tammy Duckworth [D-IL] N00027860
## 29 Neely Sen. John Kennedy [R-LA] N00026823
## 30 Wood Sen. Margaret “Maggie” Hassan [D-NH] Maggie N00038397
## 31 Sen. Catherine Cortez Masto [D-NV] N00037161
## 32 Sen. Maria Cantwell [D-WA] N00007836
## 33 Richard Sen. Thomas Carper [D-DE] N00012508
## 34 Sen. Dianne Feinstein [D-CA] N00007364
## 35 Ann Sen. Debbie Stabenow [D-MI] N00004118
## 36 Sen. Tammy Baldwin [D-WI] N00004367
## 37 W. Sen. Marsha Blackburn [R-TN] N00003105
## 38 Sen. Sherrod Brown [D-OH] N00003535
## 39 L. Sen. Benjamin Cardin [D-MD] N00001955
## 40 Sen. Robert “Bob” Menendez [D-NJ] Bob N00000699
## 41 Sen. Bernard “Bernie” Sanders [I-VT] Bernie N00000528
## 42 F. Sen. Roger Wicker [R-MS] N00003280
## 43 S. Sen. Christopher Murphy [D-CT] N00027566
## 44 K. Sen. Mazie Hirono [D-HI] N00028139
## 45 E. Sen. Kirsten Gillibrand [D-NY] N00027658
## 46 Jean Sen. Amy Klobuchar [D-MN] N00027500
## 47 Sen. Jon Tester [D-MT] N00027605
## 48 P. Sen. Robert “Bob” Casey [D-PA] Jr. Bob N00027503
## 49 Sen. Sheldon Whitehouse [D-RI] N00027533
## 50 A. Sen. John Barrasso [R-WY] N00006236
## 51 Sen. Martin Heinrich [D-NM] N00029835
## 52 Sen. Joe Manchin [D-WV] III N00032838
## 53 Sen. Kyrsten Sinema [D-AZ] N00033983
## 54 Sen. Elizabeth Warren [D-MA] N00033492
## 55 S. Sen. Angus King [I-ME] Jr. N00034580
## 56 Sen. Kevin Cramer [R-ND] N00004614
## 57 Sen. Deb Fischer [R-NE] N00033443
## 58 Sen. Ted Cruz [R-TX] N00033085
## 59 Sen. Timothy “Tim” Kaine [D-VA] Tim N00033177
## 60 Sen. Jacky Rosen [D-NV] N00038734
## 61 Sen. Rick Scott [R-FL] N00043290
## 62 Sen. Mike Braun [R-IN] N00041731
## 63 Sen. Joshua “Josh” Hawley [R-MO] Josh N00041620
## 64 Sen. Mitt Romney [R-UT] N00000286
## 65 Sen. Mark Kelly [D-AZ] N00044223
## 66 M. Sen. Susan Collins [R-ME] N00000491
## 67 Sen. John Cornyn [R-TX] N00024852
## 68 J. Sen. Richard Durbin [D-IL] N00004981
## 69 O. Sen. Lindsey Graham [R-SC] N00009975
## 70 M. Sen. James “Jim” Inhofe [R-OK] Jim N00005582
## 71 Sen. Mitch McConnell [R-KY] N00003389
## 72 Sen. Jeff Merkley [D-OR] N00029303
## 73 F. Sen. John “Jack” Reed [D-RI] Jack N00000362
## 74 E. Sen. James Risch [R-ID] N00029441
## 75 Sen. Jeanne Shaheen [D-NH] N00024790
## 76 R. Sen. Mark Warner [D-VA] N00002097
## 77 Andrew Sen. Christopher Coons [D-DE] N00031820
## 78 Moore Sen. Shelley Capito [R-WV] N00009771
## 79 Sen. Bill Cassidy [R-LA] N00030245
## 80 Ray Sen. Ben Luján [D-NM] N00029562
## 81 J. Sen. Edward “Ed” Markey [D-MA] Ed N00000270
## 82 C. Sen. Gary Peters [D-MI] N00029277
## 83 Sen. Tom Cotton [R-AR] N00033363
## 84 Sen. Steve Daines [R-MT] N00033054
## 85 Anthony Sen. Cory Booker [D-NJ] N00035267
## 86 Sen. Dan Sullivan [R-AK] N00035774
## 87 Sen. Joni Ernst [R-IA] N00035483
## 88 Sen. Thom Tillis [R-NC] N00035492
## 89 Sen. Mike Rounds [R-SD] N00035187
## 90 Eric Sen. Benjamin “Ben” Sasse [R-NE] Ben N00035544
## 91 Sen. Roger Marshall [R-KS] N00037034
## 92 Flint Sen. Tina Smith [D-MN] N00042353
## 93 Sen. Cindy Hyde-Smith [R-MS] N00043298
## 94 M. Sen. Cynthia Lummis [R-WY] N00029788
## 95 Hawley Sen. Tommy Tuberville [R-AL] <NA>
## 96 Wright Sen. John Hickenlooper [D-CO] <NA>
## 97 Francis Sen. Bill Hagerty [R-TN] <NA>
## 98 Sen. Alejandro “Alex” Padilla [D-CA] Alex <NA>
## 99 Sen. Jon Ossoff [D-GA] <NA>
## 100 Gamaliel Sen. Raphael Warnock [D-GA] <NA>
## pvsid sortname twitterid
## 1 26830 Crapo, Michael “Mike” (Sen.) [R-ID] MikeCrapo
## 2 53293 Grassley, Charles “Chuck” (Sen.) [R-IA] ChuckGrassley
## 3 53353 Leahy, Patrick (Sen.) [D-VT] SenatorLeahy
## 4 15841 Murkowski, Lisa (Sen.) [R-AK] LisaMurkowski
## 5 53358 Murray, Patty (Sen.) [D-WA] PattyMurray
## 6 26976 Schumer, Charles “Chuck” (Sen.) [D-NY] SenSchumer
## 7 53266 Shelby, Richard (Sen.) [R-AL] SenShelby
## 8 27036 Wyden, Ron (Sen.) [D-OR] RonWyden
## 9 418 Blunt, Roy (Sen.) [R-MO] RoyBlunt
## 10 27958 Boozman, John (Sen.) [R-AR] JohnBoozman
## 11 21787 Burr, Richard (Sen.) [R-NC] SenatorBurr
## 12 542 Moran, Jerry (Sen.) [R-KS] JerryMoran
## 13 27008 Portman, Robert “Rob” (Sen.) [R-OH] SenRobPortman
## 14 24096 Toomey, Patrick “Pat” (Sen.) [R-PA] SenToomey
## 15 6098 Van Hollen, Chris (Sen.) [D-MD] ChrisVanHollen
## 16 398 Thune, John (Sen.) [R-SD] SenJohnThune
## 17 110942 Bennet, Michael (Sen.) [D-CO] SenatorBennet
## 18 120345 Young, Todd (Sen.) [R-IN] SenToddYoung
## 19 124938 Lankford, James (Sen.) [R-OK] SenatorLankford
## 20 11940 Scott, Tim (Sen.) [R-SC] SenatorTimScott
## 21 1568 Blumenthal, Richard (Sen.) [D-CT] SenBlumenthal
## 22 1601 Rubio, Marco (Sen.) [R-FL] SenRubioPress
## 23 117285 Paul, Rand (Sen.) [R-KY] RandPaul
## 24 41788 Hoeven, John (Sen.) [R-ND] SenJohnHoeven
## 25 66395 Lee, Mike (Sen.) [R-UT] SenMikeLee
## 26 126217 Johnson, Ron (Sen.) [R-WI] SenRonJohnson
## 27 17852 Schatz, Brian (Sen.) [D-HI] SenBrianSchatz
## 28 57442 Duckworth, Tammy (Sen.) [D-IL] SenDuckworth
## 29 35496 Kennedy, John (Sen.) [R-LA] SenJohnKennedy
## 30 42552 Hassan, Margaret “Maggie” (Sen.) [D-NH] Senatorhassan
## 31 69579 Cortez Masto, Catherine (Sen.) [D-NV] sencortezmasto
## 32 27122 Cantwell, Maria (Sen.) [D-WA] SenatorCantwell
## 33 22421 Carper, Thomas (Sen.) [D-DE] SenatorCarper
## 34 53273 Feinstein, Dianne (Sen.) [D-CA] SenFeinstein
## 35 515 Stabenow, Debbie (Sen.) [D-MI] SenStabenow
## 36 3470 Baldwin, Tammy (Sen.) [D-WI] SenatorBaldwin
## 37 25186 Blackburn, Marsha (Sen.) [R-TN] MarshaBlackburn
## 38 27018 Brown, Sherrod (Sen.) [D-OH] SenSherrodBrown
## 39 26888 Cardin, Benjamin (Sen.) [D-MD] SenatorCardin
## 40 26961 Menendez, Robert “Bob” (Sen.) [D-NJ] SenatorMenendez
## 41 27110 Sanders, Bernard “Bernie” (Sen.) [I-VT] SenSanders
## 42 21926 Wicker, Roger (Sen.) [R-MS] SenatorWicker
## 43 17189 Murphy, Christopher (Sen.) [D-CT] senmurphyoffice
## 44 1677 Hirono, Mazie (Sen.) [D-HI] MazieHirono
## 45 65147 Gillibrand, Kirsten (Sen.) [D-NY] GillibrandNY
## 46 65092 Klobuchar, Amy (Sen.) [D-MN] SenAmyKlobuchar
## 47 20928 Tester, Jon (Sen.) [D-MT] SenatorTester
## 48 2541 Casey, Robert “Bob” (Sen.) [D-PA] SenBobCasey
## 49 2572 Whitehouse, Sheldon (Sen.) [D-RI] SenWhitehouse
## 50 52662 Barrasso, John (Sen.) [R-WY] SenJohnBarrasso
## 51 74517 Heinrich, Martin (Sen.) [D-NM] MartinHeinrich
## 52 7547 Manchin, Joe (Sen.) [D-WV] Sen_JoeManchin
## 53 28338 Sinema, Kyrsten (Sen.) [D-AZ] SenatorSinema
## 54 141272 Warren, Elizabeth (Sen.) [D-MA] SenWarren
## 55 22381 King, Angus (Sen.) [I-ME] SenAngusKing
## 56 444 Cramer, Kevin (Sen.) [R-ND] SenKevinCramer
## 57 41963 Fischer, Deb (Sen.) [R-NE] SenatorFischer
## 58 135705 Cruz, Ted (Sen.) [R-TX] SenTedCruz
## 59 50772 Kaine, Timothy “Tim” (Sen.) [D-VA] <NA>
## 60 169471 Rosen, Jacky (Sen.) [D-NV] SenJackyRosen
## 61 124204 Scott, Rick (Sen.) [R-FL] SenRickScott
## 62 148564 Braun, Mike (Sen.) [R-IN] SenatorBraun
## 63 169716 Hawley, Joshua “Josh” (Sen.) [R-MO] SenHawleyPress
## 64 21942 Romney, Mitt (Sen.) [R-UT] SenatorRomney
## 65 <NA> Kelly, Mark (Sen.) [D-AZ] SenMarkKelly
## 66 379 Collins, Susan (Sen.) [R-ME] SenatorCollins
## 67 15375 Cornyn, John (Sen.) [R-TX] JohnCornyn
## 68 26847 Durbin, Richard (Sen.) [D-IL] SenatorDurbin
## 69 21992 Graham, Lindsey (Sen.) [R-SC] GrahamBlog
## 70 27027 Inhofe, James “Jim” (Sen.) [R-OK] InhofePress
## 71 53298 McConnell, Mitch (Sen.) [R-KY] McConnellPress
## 72 23644 Merkley, Jeff (Sen.) [D-OR] SenJeffMerkley
## 73 27060 Reed, John “Jack” (Sen.) [D-RI] SenJackReed
## 74 2919 Risch, James (Sen.) [R-ID] SenatorRisch
## 75 1663 Shaheen, Jeanne (Sen.) [D-NH] SenatorShaheen
## 76 535 Warner, Mark (Sen.) [D-VA] MarkWarner
## 77 122834 Coons, Christopher (Sen.) [D-DE] ChrisCoons
## 78 11701 Capito, Shelley (Sen.) [R-WV] SenCapito
## 79 69494 Cassidy, Bill (Sen.) [R-LA] SenBillCassidy
## 80 102842 Luján, Ben (Sen.) [D-NM] SenatorLujan
## 81 26900 Markey, Edward “Ed” (Sen.) [D-MA] SenMarkey
## 82 8749 Peters, Gary (Sen.) [D-MI] SenGaryPeters
## 83 135651 Cotton, Tom (Sen.) [R-AR] SenTomCotton
## 84 135720 Daines, Steve (Sen.) [R-MT] SteveDaines
## 85 76151 Booker, Cory (Sen.) [D-NJ] SenBooker
## 86 114964 Sullivan, Dan (Sen.) [R-AK] SenDanSullivan
## 87 128583 Ernst, Joni (Sen.) [R-IA] SenJoniErnst
## 88 57717 Tillis, Thom (Sen.) [R-NC] senthomtillis
## 89 7455 Rounds, Mike (Sen.) [R-SD] SenatorRounds
## 90 150182 Sasse, Benjamin “Ben” (Sen.) [R-NE] SenSasse
## 91 172080 Marshall, Roger (Sen.) [R-KS] SenatorMarshall
## 92 152968 Smith, Tina (Sen.) [D-MN] SenTinaSmith
## 93 20784 Hyde-Smith, Cindy (Sen.) [R-MS] SenHydeSmith
## 94 15546 Lummis, Cynthia (Sen.) [R-WY] SenLummis
## 95 188306 Tuberville, Tommy (Sen.) [R-AL] SenTuberville
## 96 <NA> Hickenlooper, John (Sen.) [D-CO] <NA>
## 97 128466 Hagerty, Bill (Sen.) [R-TN] SenatorHagerty
## 98 <NA> Padilla, Alejandro “Alex” (Sen.) [D-CA] SenAlexPadilla
## 99 <NA> Ossoff, Jon (Sen.) [D-GA] <NA>
## 100 <NA> Warnock, Raphael (Sen.) [D-GA] SenatorWarnock
## youtubeid age
## 1 senatorcrapo 73
## 2 senchuckgrassley 91
## 3 SenatorPatrickLeahy 84
## 4 senatormurkowski 67
## 5 SenatorPattyMurray 74
## 6 SenatorSchumer 74
## 7 SenatorRichardShelby 90
## 8 senronwyden 75
## 9 SenatorBlunt 74
## 10 BoozmanPressOffice 74
## 11 SenatorRichardBurr 69
## 12 senatorjerrymoran 70
## 13 SenRobPortman 69
## 14 sentoomey 63
## 15 RepChrisVanHollen 65
## 16 johnthune 63
## 17 SenatorBennet 60
## 18 RepToddYoung 52
## 19 SenatorLankford 56
## 20 SenatorTimScott 59
## 21 SenatorBlumenthal 78
## 22 SenatorMarcoRubio 53
## 23 SenatorRandPaul 61
## 24 senatorjohnhoevennd 67
## 25 senatormikelee 53
## 26 SenatorRonJohnson 69
## 27 senbrianschatz 52
## 28 repduckworth 56
## 29 <NA> 73
## 30 <NA> 66
## 31 <NA> 60
## 32 SenatorCantwell 66
## 33 senatorcarper 77
## 34 SenatorFeinstein 91
## 35 senatorstabenow 74
## 36 witammybaldwin 62
## 37 RepMarshaBlackburn 72
## 38 SherrodBrownOhio 72
## 39 senatorcardin 81
## 40 SenatorMenendezNJ 70
## 41 senatorsanders 83
## 42 SenatorWicker 73
## 43 senchrismurphy 51
## 44 CongresswomanHirono 77
## 45 KirstenEGillibrand 58
## 46 senatorklobuchar 64
## 47 senatorjontester 68
## 48 SenatorBobCasey 64
## 49 SenatorWhitehouse 69
## 50 barrassowyo 72
## 51 SenMartinHeinrich 53
## 52 SenatorJoeManchin 77
## 53 repsinema 48
## 54 senelizabethwarren 75
## 55 SenatorAngusKing 80
## 56 kevincramer 63
## 57 senatordebfischer 73
## 58 sentedcruz 54
## 59 SenatorTimKaine 66
## 60 <NA> 67
## 61 <NA> 72
## 62 <NA> 70
## 63 <NA> 45
## 64 <NA> 77
## 65 <NA> 60
## 66 SenatorSusanCollins 72
## 67 senjohncornyn 72
## 68 SenatorDurbin 80
## 69 USSenLindseyGraham 69
## 70 jiminhofepressoffice 90
## 71 <NA> 82
## 72 SenatorJeffMerkley 68
## 73 SenatorReed 75
## 74 SenatorJamesRisch 81
## 75 senatorshaheen 77
## 76 SenatorMarkWarner 70
## 77 senatorchriscoons 61
## 78 <NA> 71
## 79 SenatorBillCassidy 67
## 80 <NA> 52
## 81 RepMarkey 78
## 82 RepGaryPeters 66
## 83 RepTomCotton 47
## 84 SteveDainesMT 62
## 85 SenCoryBooker 55
## 86 <NA> 60
## 87 <NA> 54
## 88 <NA> 64
## 89 <NA> 70
## 90 <NA> 52
## 91 <NA> 64
## 92 <NA> 66
## 93 <NA> 65
## 94 <NA> 70
## 95 <NA> 70
## 96 <NA> 72
## 97 <NA> 65
## 98 <NA> 51
## 99 <NA> 37
## 100 <NA> 55Part 2: Investigate the resulting dataframe ‘df’
- How many senators are women?
a2 <- subset(df, df$gender == "female")
a2## bioguideid birthday cspanid firstname gender gender_label lastname
## 4 M001153 1957-05-22 1004138 Lisa female Female Murkowski
## 5 M001111 1950-10-11 25277 Patty female Female Murray
## 28 D000622 1968-03-12 94484 Tammy female Female Duckworth
## 30 H001076 1958-02-27 67481 Margaret female Female Hassan
## 31 C001113 1964-03-29 105698 Catherine female Female Cortez Masto
## 32 C000127 1958-10-13 26137 Maria female Female Cantwell
## 34 F000062 1933-06-22 13061 Dianne female Female Feinstein
## 35 S000770 1950-04-29 45451 Debbie female Female Stabenow
## 36 B001230 1962-02-11 57884 Tammy female Female Baldwin
## 37 B001243 1952-06-06 31226 Marsha female Female Blackburn
## 44 H001042 1947-11-03 91216 Mazie female Female Hirono
## 45 G000555 1966-12-09 1022862 Kirsten female Female Gillibrand
## 46 K000367 1960-05-25 83701 Amy female Female Klobuchar
## 53 S001191 1976-07-12 68489 Kyrsten female Female Sinema
## 54 W000817 1949-06-22 1023023 Elizabeth female Female Warren
## 57 F000463 1951-03-01 1034067 Deb female Female Fischer
## 60 R000608 1957-08-02 104738 Jacky female Female Rosen
## 66 C001035 1952-12-07 45738 Susan female Female Collins
## 75 S001181 1947-01-28 22850 Jeanne female Female Shaheen
## 78 C001047 1953-11-26 83737 Shelley female Female Capito
## 87 E000295 1970-07-01 75342 Joni female Female Ernst
## 92 S001203 1958-03-04 111313 Tina female Female Smith
## 93 H001079 1959-05-10 113208 Cindy female Female Hyde-Smith
## 94 L000571 1954-09-10 1031365 Cynthia female Female Lummis
## link
## 4 https://www.govtrack.us/congress/members/lisa_murkowski/300075
## 5 https://www.govtrack.us/congress/members/patty_murray/300076
## 28 https://www.govtrack.us/congress/members/tammy_duckworth/412533
## 30 https://www.govtrack.us/congress/members/margaret_hassan/412680
## 31 https://www.govtrack.us/congress/members/catherine_cortez_masto/412681
## 32 https://www.govtrack.us/congress/members/maria_cantwell/300018
## 34 https://www.govtrack.us/congress/members/dianne_feinstein/300043
## 35 https://www.govtrack.us/congress/members/debbie_stabenow/300093
## 36 https://www.govtrack.us/congress/members/tammy_baldwin/400013
## 37 https://www.govtrack.us/congress/members/marsha_blackburn/400032
## 44 https://www.govtrack.us/congress/members/mazie_hirono/412200
## 45 https://www.govtrack.us/congress/members/kirsten_gillibrand/412223
## 46 https://www.govtrack.us/congress/members/amy_klobuchar/412242
## 53 https://www.govtrack.us/congress/members/kyrsten_sinema/412509
## 54 https://www.govtrack.us/congress/members/elizabeth_warren/412542
## 57 https://www.govtrack.us/congress/members/deb_fischer/412556
## 60 https://www.govtrack.us/congress/members/jacky_rosen/412715
## 66 https://www.govtrack.us/congress/members/susan_collins/300025
## 75 https://www.govtrack.us/congress/members/jeanne_shaheen/412323
## 78 https://www.govtrack.us/congress/members/shelley_capito/400061
## 87 https://www.govtrack.us/congress/members/joni_ernst/412667
## 92 https://www.govtrack.us/congress/members/tina_smith/412742
## 93 https://www.govtrack.us/congress/members/cindy_hyde_smith/412743
## 94 https://www.govtrack.us/congress/members/cynthia_lummis/412294
## middlename name namemod nickname osid
## 4 A. Sen. Lisa Murkowski [R-AK] N00026050
## 5 Sen. Patty Murray [D-WA] N00007876
## 28 Sen. Tammy Duckworth [D-IL] N00027860
## 30 Wood Sen. Margaret “Maggie” Hassan [D-NH] Maggie N00038397
## 31 Sen. Catherine Cortez Masto [D-NV] N00037161
## 32 Sen. Maria Cantwell [D-WA] N00007836
## 34 Sen. Dianne Feinstein [D-CA] N00007364
## 35 Ann Sen. Debbie Stabenow [D-MI] N00004118
## 36 Sen. Tammy Baldwin [D-WI] N00004367
## 37 W. Sen. Marsha Blackburn [R-TN] N00003105
## 44 K. Sen. Mazie Hirono [D-HI] N00028139
## 45 E. Sen. Kirsten Gillibrand [D-NY] N00027658
## 46 Jean Sen. Amy Klobuchar [D-MN] N00027500
## 53 Sen. Kyrsten Sinema [D-AZ] N00033983
## 54 Sen. Elizabeth Warren [D-MA] N00033492
## 57 Sen. Deb Fischer [R-NE] N00033443
## 60 Sen. Jacky Rosen [D-NV] N00038734
## 66 M. Sen. Susan Collins [R-ME] N00000491
## 75 Sen. Jeanne Shaheen [D-NH] N00024790
## 78 Moore Sen. Shelley Capito [R-WV] N00009771
## 87 Sen. Joni Ernst [R-IA] N00035483
## 92 Flint Sen. Tina Smith [D-MN] N00042353
## 93 Sen. Cindy Hyde-Smith [R-MS] N00043298
## 94 M. Sen. Cynthia Lummis [R-WY] N00029788
## pvsid sortname twitterid
## 4 15841 Murkowski, Lisa (Sen.) [R-AK] LisaMurkowski
## 5 53358 Murray, Patty (Sen.) [D-WA] PattyMurray
## 28 57442 Duckworth, Tammy (Sen.) [D-IL] SenDuckworth
## 30 42552 Hassan, Margaret “Maggie” (Sen.) [D-NH] Senatorhassan
## 31 69579 Cortez Masto, Catherine (Sen.) [D-NV] sencortezmasto
## 32 27122 Cantwell, Maria (Sen.) [D-WA] SenatorCantwell
## 34 53273 Feinstein, Dianne (Sen.) [D-CA] SenFeinstein
## 35 515 Stabenow, Debbie (Sen.) [D-MI] SenStabenow
## 36 3470 Baldwin, Tammy (Sen.) [D-WI] SenatorBaldwin
## 37 25186 Blackburn, Marsha (Sen.) [R-TN] MarshaBlackburn
## 44 1677 Hirono, Mazie (Sen.) [D-HI] MazieHirono
## 45 65147 Gillibrand, Kirsten (Sen.) [D-NY] GillibrandNY
## 46 65092 Klobuchar, Amy (Sen.) [D-MN] SenAmyKlobuchar
## 53 28338 Sinema, Kyrsten (Sen.) [D-AZ] SenatorSinema
## 54 141272 Warren, Elizabeth (Sen.) [D-MA] SenWarren
## 57 41963 Fischer, Deb (Sen.) [R-NE] SenatorFischer
## 60 169471 Rosen, Jacky (Sen.) [D-NV] SenJackyRosen
## 66 379 Collins, Susan (Sen.) [R-ME] SenatorCollins
## 75 1663 Shaheen, Jeanne (Sen.) [D-NH] SenatorShaheen
## 78 11701 Capito, Shelley (Sen.) [R-WV] SenCapito
## 87 128583 Ernst, Joni (Sen.) [R-IA] SenJoniErnst
## 92 152968 Smith, Tina (Sen.) [D-MN] SenTinaSmith
## 93 20784 Hyde-Smith, Cindy (Sen.) [R-MS] SenHydeSmith
## 94 15546 Lummis, Cynthia (Sen.) [R-WY] SenLummis
## youtubeid age
## 4 senatormurkowski 67
## 5 SenatorPattyMurray 74
## 28 repduckworth 56
## 30 <NA> 66
## 31 <NA> 60
## 32 SenatorCantwell 66
## 34 SenatorFeinstein 91
## 35 senatorstabenow 74
## 36 witammybaldwin 62
## 37 RepMarshaBlackburn 72
## 44 CongresswomanHirono 77
## 45 KirstenEGillibrand 58
## 46 senatorklobuchar 64
## 53 repsinema 48
## 54 senelizabethwarren 75
## 57 senatordebfischer 73
## 60 <NA> 67
## 66 SenatorSusanCollins 72
## 75 senatorshaheen 77
## 78 <NA> 71
## 87 <NA> 54
## 92 <NA> 66
## 93 <NA> 65
## 94 <NA> 70#24 senators are women- How many senators have a YouTube account?
a1 <- subset(df, complete.cases(df$youtubeid))
a1## bioguideid birthday cspanid firstname gender gender_label lastname
## 1 C000880 1951-05-20 26440 Michael male Male Crapo
## 2 G000386 1933-09-17 1167 Charles male Male Grassley
## 3 L000174 1940-03-31 1552 Patrick male Male Leahy
## 4 M001153 1957-05-22 1004138 Lisa female Female Murkowski
## 5 M001111 1950-10-11 25277 Patty female Female Murray
## 6 S000148 1950-11-23 5929 Charles male Male Schumer
## 7 S000320 1934-05-06 1859 Richard male Male Shelby
## 8 W000779 1949-05-03 1962 Ron male Male Wyden
## 9 B000575 1950-01-10 45465 Roy male Male Blunt
## 10 B001236 1950-12-10 92069 John male Male Boozman
## 11 B001135 1955-11-30 31054 Richard male Male Burr
## 12 M000934 1954-05-29 45469 Jerry male Male Moran
## 13 P000449 1955-12-19 31819 Robert male Male Portman
## 14 T000461 1961-11-17 7958 Patrick male Male Toomey
## 15 V000128 1959-01-10 20756 Chris male Male Van Hollen
## 16 T000250 1961-01-07 45552 John male Male Thune
## 17 B001267 1964-11-28 1031622 Michael male Male Bennet
## 18 Y000064 1972-08-24 1033743 Todd male Male Young
## 19 L000575 1968-03-04 1033847 James male Male Lankford
## 20 S001184 1965-09-19 623506 Tim male Male Scott
## 21 B001277 1946-02-13 21799 Richard male Male Blumenthal
## 22 R000595 1971-05-28 87599 Marco male Male Rubio
## 23 P000603 1963-01-07 9265241 Rand male Male Paul
## 24 H001061 1957-03-13 85233 John male Male Hoeven
## 25 L000577 1971-06-04 9267977 Mike male Male Lee
## 26 J000293 1955-04-08 62835 Ron male Male Johnson
## 27 S001194 1972-10-20 87784 Brian male Male Schatz
## 28 D000622 1968-03-12 94484 Tammy female Female Duckworth
## 32 C000127 1958-10-13 26137 Maria female Female Cantwell
## 33 C000174 1947-01-23 663 Thomas male Male Carper
## 34 F000062 1933-06-22 13061 Dianne female Female Feinstein
## 35 S000770 1950-04-29 45451 Debbie female Female Stabenow
## 36 B001230 1962-02-11 57884 Tammy female Female Baldwin
## 37 B001243 1952-06-06 31226 Marsha female Female Blackburn
## 38 B000944 1952-11-09 5051 Sherrod male Male Brown
## 39 C000141 1943-10-05 4004 Benjamin male Male Cardin
## 40 M000639 1954-01-01 29608 Robert male Male Menendez
## 41 S000033 1941-09-08 994 Bernard male Male Sanders
## 42 W000437 1951-07-05 18203 Roger male Male Wicker
## 43 M001169 1973-08-03 1021270 Christopher male Male Murphy
## 44 H001042 1947-11-03 91216 Mazie female Female Hirono
## 45 G000555 1966-12-09 1022862 Kirsten female Female Gillibrand
## 46 K000367 1960-05-25 83701 Amy female Female Klobuchar
## 47 T000464 1956-08-21 1020176 Jon male Male Tester
## 48 C001070 1960-04-13 47036 Robert male Male Casey
## 49 W000802 1955-10-20 92235 Sheldon male Male Whitehouse
## 50 B001261 1952-07-21 1024777 John male Male Barrasso
## 51 H001046 1971-10-17 1030686 Martin male Male Heinrich
## 52 M001183 1947-08-24 62864 Joe male Male Manchin
## 53 S001191 1976-07-12 68489 Kyrsten female Female Sinema
## 54 W000817 1949-06-22 1023023 Elizabeth female Female Warren
## 55 K000383 1944-03-31 37413 Angus male Male King
## 56 C001096 1961-01-21 7600 Kevin male Male Cramer
## 57 F000463 1951-03-01 1034067 Deb female Female Fischer
## 58 C001098 1970-12-22 1019953 Ted male Male Cruz
## 59 K000384 1958-02-26 49219 Timothy male Male Kaine
## 66 C001035 1952-12-07 45738 Susan female Female Collins
## 67 C001056 1952-02-02 93131 John male Male Cornyn
## 68 D000563 1944-11-21 6741 Richard male Male Durbin
## 69 G000359 1955-07-09 36782 Lindsey male Male Graham
## 70 I000024 1934-11-17 5619 James male Male Inhofe
## 72 M001176 1956-10-24 1029842 Jeff male Male Merkley
## 73 R000122 1949-11-12 24239 John male Male Reed
## 74 R000584 1943-05-03 1020034 James male Male Risch
## 75 S001181 1947-01-28 22850 Jeanne female Female Shaheen
## 76 W000805 1954-12-15 7630 Mark male Male Warner
## 77 C001088 1963-09-09 9269028 Christopher male Male Coons
## 79 C001075 1957-09-28 1030546 Bill male Male Cassidy
## 81 M000133 1946-07-11 260 Edward male Male Markey
## 82 P000595 1958-12-01 50199 Gary male Male Peters
## 83 C001095 1977-05-13 63928 Tom male Male Cotton
## 84 D000618 1962-08-20 1034037 Steve male Male Daines
## 85 B001288 1969-04-27 84679 Cory male Male Booker
## link
## 1 https://www.govtrack.us/congress/members/michael_crapo/300030
## 2 https://www.govtrack.us/congress/members/charles_grassley/300048
## 3 https://www.govtrack.us/congress/members/patrick_leahy/300065
## 4 https://www.govtrack.us/congress/members/lisa_murkowski/300075
## 5 https://www.govtrack.us/congress/members/patty_murray/300076
## 6 https://www.govtrack.us/congress/members/charles_schumer/300087
## 7 https://www.govtrack.us/congress/members/richard_shelby/300089
## 8 https://www.govtrack.us/congress/members/ron_wyden/300100
## 9 https://www.govtrack.us/congress/members/roy_blunt/400034
## 10 https://www.govtrack.us/congress/members/john_boozman/400040
## 11 https://www.govtrack.us/congress/members/richard_burr/400054
## 12 https://www.govtrack.us/congress/members/jerry_moran/400284
## 13 https://www.govtrack.us/congress/members/robert_portman/400325
## 14 https://www.govtrack.us/congress/members/patrick_toomey/400408
## 15 https://www.govtrack.us/congress/members/chris_van_hollen/400415
## 16 https://www.govtrack.us/congress/members/john_thune/400546
## 17 https://www.govtrack.us/congress/members/michael_bennet/412330
## 18 https://www.govtrack.us/congress/members/todd_young/412428
## 19 https://www.govtrack.us/congress/members/james_lankford/412464
## 20 https://www.govtrack.us/congress/members/tim_scott/412471
## 21 https://www.govtrack.us/congress/members/richard_blumenthal/412490
## 22 https://www.govtrack.us/congress/members/marco_rubio/412491
## 23 https://www.govtrack.us/congress/members/rand_paul/412492
## 24 https://www.govtrack.us/congress/members/john_hoeven/412494
## 25 https://www.govtrack.us/congress/members/mike_lee/412495
## 26 https://www.govtrack.us/congress/members/ron_johnson/412496
## 27 https://www.govtrack.us/congress/members/brian_schatz/412507
## 28 https://www.govtrack.us/congress/members/tammy_duckworth/412533
## 32 https://www.govtrack.us/congress/members/maria_cantwell/300018
## 33 https://www.govtrack.us/congress/members/thomas_carper/300019
## 34 https://www.govtrack.us/congress/members/dianne_feinstein/300043
## 35 https://www.govtrack.us/congress/members/debbie_stabenow/300093
## 36 https://www.govtrack.us/congress/members/tammy_baldwin/400013
## 37 https://www.govtrack.us/congress/members/marsha_blackburn/400032
## 38 https://www.govtrack.us/congress/members/sherrod_brown/400050
## 39 https://www.govtrack.us/congress/members/benjamin_cardin/400064
## 40 https://www.govtrack.us/congress/members/robert_menendez/400272
## 41 https://www.govtrack.us/congress/members/bernard_sanders/400357
## 42 https://www.govtrack.us/congress/members/roger_wicker/400432
## 43 https://www.govtrack.us/congress/members/christopher_murphy/412194
## 44 https://www.govtrack.us/congress/members/mazie_hirono/412200
## 45 https://www.govtrack.us/congress/members/kirsten_gillibrand/412223
## 46 https://www.govtrack.us/congress/members/amy_klobuchar/412242
## 47 https://www.govtrack.us/congress/members/jon_tester/412244
## 48 https://www.govtrack.us/congress/members/robert_casey/412246
## 49 https://www.govtrack.us/congress/members/sheldon_whitehouse/412247
## 50 https://www.govtrack.us/congress/members/john_barrasso/412251
## 51 https://www.govtrack.us/congress/members/martin_heinrich/412281
## 52 https://www.govtrack.us/congress/members/joe_manchin/412391
## 53 https://www.govtrack.us/congress/members/kyrsten_sinema/412509
## 54 https://www.govtrack.us/congress/members/elizabeth_warren/412542
## 55 https://www.govtrack.us/congress/members/angus_king/412545
## 56 https://www.govtrack.us/congress/members/kevin_cramer/412555
## 57 https://www.govtrack.us/congress/members/deb_fischer/412556
## 58 https://www.govtrack.us/congress/members/ted_cruz/412573
## 59 https://www.govtrack.us/congress/members/timothy_kaine/412582
## 66 https://www.govtrack.us/congress/members/susan_collins/300025
## 67 https://www.govtrack.us/congress/members/john_cornyn/300027
## 68 https://www.govtrack.us/congress/members/richard_durbin/300038
## 69 https://www.govtrack.us/congress/members/lindsey_graham/300047
## 70 https://www.govtrack.us/congress/members/james_inhofe/300055
## 72 https://www.govtrack.us/congress/members/jeff_merkley/412325
## 73 https://www.govtrack.us/congress/members/john_reed/300081
## 74 https://www.govtrack.us/congress/members/james_risch/412322
## 75 https://www.govtrack.us/congress/members/jeanne_shaheen/412323
## 76 https://www.govtrack.us/congress/members/mark_warner/412321
## 77 https://www.govtrack.us/congress/members/christopher_coons/412390
## 79 https://www.govtrack.us/congress/members/bill_cassidy/412269
## 81 https://www.govtrack.us/congress/members/edward_markey/400253
## 82 https://www.govtrack.us/congress/members/gary_peters/412305
## 83 https://www.govtrack.us/congress/members/tom_cotton/412508
## 84 https://www.govtrack.us/congress/members/steve_daines/412549
## 85 https://www.govtrack.us/congress/members/cory_booker/412598
## middlename name namemod nickname osid
## 1 D. Sen. Michael “Mike” Crapo [R-ID] Mike N00006267
## 2 E. Sen. Charles “Chuck” Grassley [R-IA] Chuck N00001758
## 3 J. Sen. Patrick Leahy [D-VT] N00009918
## 4 A. Sen. Lisa Murkowski [R-AK] N00026050
## 5 Sen. Patty Murray [D-WA] N00007876
## 6 E. Sen. Charles “Chuck” Schumer [D-NY] Chuck N00001093
## 7 C. Sen. Richard Shelby [R-AL] N00009920
## 8 Sen. Ron Wyden [D-OR] N00007724
## 9 Sen. Roy Blunt [R-MO] N00005195
## 10 Sen. John Boozman [R-AR] N00013873
## 11 M. Sen. Richard Burr [R-NC] N00002221
## 12 Sen. Jerry Moran [R-KS] N00005282
## 13 J. Sen. Robert “Rob” Portman [R-OH] Rob N00003682
## 14 J. Sen. Patrick “Pat” Toomey [R-PA] Pat N00001489
## 15 Sen. Chris Van Hollen [D-MD] N00013820
## 16 Sen. John Thune [R-SD] N00004572
## 17 F. Sen. Michael Bennet [D-CO] N00030608
## 18 C. Sen. Todd Young [R-IN] N00030670
## 19 Sen. James Lankford [R-OK] N00031129
## 20 Sen. Tim Scott [R-SC] N00031782
## 21 Sen. Richard Blumenthal [D-CT] N00031685
## 22 Sen. Marco Rubio [R-FL] N00030612
## 23 Sen. Rand Paul [R-KY] N00030836
## 24 Sen. John Hoeven [R-ND] N00031688
## 25 Sen. Mike Lee [R-UT] N00031696
## 26 Sen. Ron Johnson [R-WI] N00032546
## 27 Emanuel Sen. Brian Schatz [D-HI] N00028138
## 28 Sen. Tammy Duckworth [D-IL] N00027860
## 32 Sen. Maria Cantwell [D-WA] N00007836
## 33 Richard Sen. Thomas Carper [D-DE] N00012508
## 34 Sen. Dianne Feinstein [D-CA] N00007364
## 35 Ann Sen. Debbie Stabenow [D-MI] N00004118
## 36 Sen. Tammy Baldwin [D-WI] N00004367
## 37 W. Sen. Marsha Blackburn [R-TN] N00003105
## 38 Sen. Sherrod Brown [D-OH] N00003535
## 39 L. Sen. Benjamin Cardin [D-MD] N00001955
## 40 Sen. Robert “Bob” Menendez [D-NJ] Bob N00000699
## 41 Sen. Bernard “Bernie” Sanders [I-VT] Bernie N00000528
## 42 F. Sen. Roger Wicker [R-MS] N00003280
## 43 S. Sen. Christopher Murphy [D-CT] N00027566
## 44 K. Sen. Mazie Hirono [D-HI] N00028139
## 45 E. Sen. Kirsten Gillibrand [D-NY] N00027658
## 46 Jean Sen. Amy Klobuchar [D-MN] N00027500
## 47 Sen. Jon Tester [D-MT] N00027605
## 48 P. Sen. Robert “Bob” Casey [D-PA] Jr. Bob N00027503
## 49 Sen. Sheldon Whitehouse [D-RI] N00027533
## 50 A. Sen. John Barrasso [R-WY] N00006236
## 51 Sen. Martin Heinrich [D-NM] N00029835
## 52 Sen. Joe Manchin [D-WV] III N00032838
## 53 Sen. Kyrsten Sinema [D-AZ] N00033983
## 54 Sen. Elizabeth Warren [D-MA] N00033492
## 55 S. Sen. Angus King [I-ME] Jr. N00034580
## 56 Sen. Kevin Cramer [R-ND] N00004614
## 57 Sen. Deb Fischer [R-NE] N00033443
## 58 Sen. Ted Cruz [R-TX] N00033085
## 59 Sen. Timothy “Tim” Kaine [D-VA] Tim N00033177
## 66 M. Sen. Susan Collins [R-ME] N00000491
## 67 Sen. John Cornyn [R-TX] N00024852
## 68 J. Sen. Richard Durbin [D-IL] N00004981
## 69 O. Sen. Lindsey Graham [R-SC] N00009975
## 70 M. Sen. James “Jim” Inhofe [R-OK] Jim N00005582
## 72 Sen. Jeff Merkley [D-OR] N00029303
## 73 F. Sen. John “Jack” Reed [D-RI] Jack N00000362
## 74 E. Sen. James Risch [R-ID] N00029441
## 75 Sen. Jeanne Shaheen [D-NH] N00024790
## 76 R. Sen. Mark Warner [D-VA] N00002097
## 77 Andrew Sen. Christopher Coons [D-DE] N00031820
## 79 Sen. Bill Cassidy [R-LA] N00030245
## 81 J. Sen. Edward “Ed” Markey [D-MA] Ed N00000270
## 82 C. Sen. Gary Peters [D-MI] N00029277
## 83 Sen. Tom Cotton [R-AR] N00033363
## 84 Sen. Steve Daines [R-MT] N00033054
## 85 Anthony Sen. Cory Booker [D-NJ] N00035267
## pvsid sortname twitterid
## 1 26830 Crapo, Michael “Mike” (Sen.) [R-ID] MikeCrapo
## 2 53293 Grassley, Charles “Chuck” (Sen.) [R-IA] ChuckGrassley
## 3 53353 Leahy, Patrick (Sen.) [D-VT] SenatorLeahy
## 4 15841 Murkowski, Lisa (Sen.) [R-AK] LisaMurkowski
## 5 53358 Murray, Patty (Sen.) [D-WA] PattyMurray
## 6 26976 Schumer, Charles “Chuck” (Sen.) [D-NY] SenSchumer
## 7 53266 Shelby, Richard (Sen.) [R-AL] SenShelby
## 8 27036 Wyden, Ron (Sen.) [D-OR] RonWyden
## 9 418 Blunt, Roy (Sen.) [R-MO] RoyBlunt
## 10 27958 Boozman, John (Sen.) [R-AR] JohnBoozman
## 11 21787 Burr, Richard (Sen.) [R-NC] SenatorBurr
## 12 542 Moran, Jerry (Sen.) [R-KS] JerryMoran
## 13 27008 Portman, Robert “Rob” (Sen.) [R-OH] SenRobPortman
## 14 24096 Toomey, Patrick “Pat” (Sen.) [R-PA] SenToomey
## 15 6098 Van Hollen, Chris (Sen.) [D-MD] ChrisVanHollen
## 16 398 Thune, John (Sen.) [R-SD] SenJohnThune
## 17 110942 Bennet, Michael (Sen.) [D-CO] SenatorBennet
## 18 120345 Young, Todd (Sen.) [R-IN] SenToddYoung
## 19 124938 Lankford, James (Sen.) [R-OK] SenatorLankford
## 20 11940 Scott, Tim (Sen.) [R-SC] SenatorTimScott
## 21 1568 Blumenthal, Richard (Sen.) [D-CT] SenBlumenthal
## 22 1601 Rubio, Marco (Sen.) [R-FL] SenRubioPress
## 23 117285 Paul, Rand (Sen.) [R-KY] RandPaul
## 24 41788 Hoeven, John (Sen.) [R-ND] SenJohnHoeven
## 25 66395 Lee, Mike (Sen.) [R-UT] SenMikeLee
## 26 126217 Johnson, Ron (Sen.) [R-WI] SenRonJohnson
## 27 17852 Schatz, Brian (Sen.) [D-HI] SenBrianSchatz
## 28 57442 Duckworth, Tammy (Sen.) [D-IL] SenDuckworth
## 32 27122 Cantwell, Maria (Sen.) [D-WA] SenatorCantwell
## 33 22421 Carper, Thomas (Sen.) [D-DE] SenatorCarper
## 34 53273 Feinstein, Dianne (Sen.) [D-CA] SenFeinstein
## 35 515 Stabenow, Debbie (Sen.) [D-MI] SenStabenow
## 36 3470 Baldwin, Tammy (Sen.) [D-WI] SenatorBaldwin
## 37 25186 Blackburn, Marsha (Sen.) [R-TN] MarshaBlackburn
## 38 27018 Brown, Sherrod (Sen.) [D-OH] SenSherrodBrown
## 39 26888 Cardin, Benjamin (Sen.) [D-MD] SenatorCardin
## 40 26961 Menendez, Robert “Bob” (Sen.) [D-NJ] SenatorMenendez
## 41 27110 Sanders, Bernard “Bernie” (Sen.) [I-VT] SenSanders
## 42 21926 Wicker, Roger (Sen.) [R-MS] SenatorWicker
## 43 17189 Murphy, Christopher (Sen.) [D-CT] senmurphyoffice
## 44 1677 Hirono, Mazie (Sen.) [D-HI] MazieHirono
## 45 65147 Gillibrand, Kirsten (Sen.) [D-NY] GillibrandNY
## 46 65092 Klobuchar, Amy (Sen.) [D-MN] SenAmyKlobuchar
## 47 20928 Tester, Jon (Sen.) [D-MT] SenatorTester
## 48 2541 Casey, Robert “Bob” (Sen.) [D-PA] SenBobCasey
## 49 2572 Whitehouse, Sheldon (Sen.) [D-RI] SenWhitehouse
## 50 52662 Barrasso, John (Sen.) [R-WY] SenJohnBarrasso
## 51 74517 Heinrich, Martin (Sen.) [D-NM] MartinHeinrich
## 52 7547 Manchin, Joe (Sen.) [D-WV] Sen_JoeManchin
## 53 28338 Sinema, Kyrsten (Sen.) [D-AZ] SenatorSinema
## 54 141272 Warren, Elizabeth (Sen.) [D-MA] SenWarren
## 55 22381 King, Angus (Sen.) [I-ME] SenAngusKing
## 56 444 Cramer, Kevin (Sen.) [R-ND] SenKevinCramer
## 57 41963 Fischer, Deb (Sen.) [R-NE] SenatorFischer
## 58 135705 Cruz, Ted (Sen.) [R-TX] SenTedCruz
## 59 50772 Kaine, Timothy “Tim” (Sen.) [D-VA] <NA>
## 66 379 Collins, Susan (Sen.) [R-ME] SenatorCollins
## 67 15375 Cornyn, John (Sen.) [R-TX] JohnCornyn
## 68 26847 Durbin, Richard (Sen.) [D-IL] SenatorDurbin
## 69 21992 Graham, Lindsey (Sen.) [R-SC] GrahamBlog
## 70 27027 Inhofe, James “Jim” (Sen.) [R-OK] InhofePress
## 72 23644 Merkley, Jeff (Sen.) [D-OR] SenJeffMerkley
## 73 27060 Reed, John “Jack” (Sen.) [D-RI] SenJackReed
## 74 2919 Risch, James (Sen.) [R-ID] SenatorRisch
## 75 1663 Shaheen, Jeanne (Sen.) [D-NH] SenatorShaheen
## 76 535 Warner, Mark (Sen.) [D-VA] MarkWarner
## 77 122834 Coons, Christopher (Sen.) [D-DE] ChrisCoons
## 79 69494 Cassidy, Bill (Sen.) [R-LA] SenBillCassidy
## 81 26900 Markey, Edward “Ed” (Sen.) [D-MA] SenMarkey
## 82 8749 Peters, Gary (Sen.) [D-MI] SenGaryPeters
## 83 135651 Cotton, Tom (Sen.) [R-AR] SenTomCotton
## 84 135720 Daines, Steve (Sen.) [R-MT] SteveDaines
## 85 76151 Booker, Cory (Sen.) [D-NJ] SenBooker
## youtubeid age
## 1 senatorcrapo 73
## 2 senchuckgrassley 91
## 3 SenatorPatrickLeahy 84
## 4 senatormurkowski 67
## 5 SenatorPattyMurray 74
## 6 SenatorSchumer 74
## 7 SenatorRichardShelby 90
## 8 senronwyden 75
## 9 SenatorBlunt 74
## 10 BoozmanPressOffice 74
## 11 SenatorRichardBurr 69
## 12 senatorjerrymoran 70
## 13 SenRobPortman 69
## 14 sentoomey 63
## 15 RepChrisVanHollen 65
## 16 johnthune 63
## 17 SenatorBennet 60
## 18 RepToddYoung 52
## 19 SenatorLankford 56
## 20 SenatorTimScott 59
## 21 SenatorBlumenthal 78
## 22 SenatorMarcoRubio 53
## 23 SenatorRandPaul 61
## 24 senatorjohnhoevennd 67
## 25 senatormikelee 53
## 26 SenatorRonJohnson 69
## 27 senbrianschatz 52
## 28 repduckworth 56
## 32 SenatorCantwell 66
## 33 senatorcarper 77
## 34 SenatorFeinstein 91
## 35 senatorstabenow 74
## 36 witammybaldwin 62
## 37 RepMarshaBlackburn 72
## 38 SherrodBrownOhio 72
## 39 senatorcardin 81
## 40 SenatorMenendezNJ 70
## 41 senatorsanders 83
## 42 SenatorWicker 73
## 43 senchrismurphy 51
## 44 CongresswomanHirono 77
## 45 KirstenEGillibrand 58
## 46 senatorklobuchar 64
## 47 senatorjontester 68
## 48 SenatorBobCasey 64
## 49 SenatorWhitehouse 69
## 50 barrassowyo 72
## 51 SenMartinHeinrich 53
## 52 SenatorJoeManchin 77
## 53 repsinema 48
## 54 senelizabethwarren 75
## 55 SenatorAngusKing 80
## 56 kevincramer 63
## 57 senatordebfischer 73
## 58 sentedcruz 54
## 59 SenatorTimKaine 66
## 66 SenatorSusanCollins 72
## 67 senjohncornyn 72
## 68 SenatorDurbin 80
## 69 USSenLindseyGraham 69
## 70 jiminhofepressoffice 90
## 72 SenatorJeffMerkley 68
## 73 SenatorReed 75
## 74 SenatorJamesRisch 81
## 75 senatorshaheen 77
## 76 SenatorMarkWarner 70
## 77 senatorchriscoons 61
## 79 SenatorBillCassidy 67
## 81 RepMarkey 78
## 82 RepGaryPeters 66
## 83 RepTomCotton 47
## 84 SteveDainesMT 62
## 85 SenCoryBooker 55#73- How many women senators have a YouTube account?
a3 <- subset(df, complete.cases(df$youtubeid) & df$gender == "female")
a3## bioguideid birthday cspanid firstname gender gender_label lastname
## 4 M001153 1957-05-22 1004138 Lisa female Female Murkowski
## 5 M001111 1950-10-11 25277 Patty female Female Murray
## 28 D000622 1968-03-12 94484 Tammy female Female Duckworth
## 32 C000127 1958-10-13 26137 Maria female Female Cantwell
## 34 F000062 1933-06-22 13061 Dianne female Female Feinstein
## 35 S000770 1950-04-29 45451 Debbie female Female Stabenow
## 36 B001230 1962-02-11 57884 Tammy female Female Baldwin
## 37 B001243 1952-06-06 31226 Marsha female Female Blackburn
## 44 H001042 1947-11-03 91216 Mazie female Female Hirono
## 45 G000555 1966-12-09 1022862 Kirsten female Female Gillibrand
## 46 K000367 1960-05-25 83701 Amy female Female Klobuchar
## 53 S001191 1976-07-12 68489 Kyrsten female Female Sinema
## 54 W000817 1949-06-22 1023023 Elizabeth female Female Warren
## 57 F000463 1951-03-01 1034067 Deb female Female Fischer
## 66 C001035 1952-12-07 45738 Susan female Female Collins
## 75 S001181 1947-01-28 22850 Jeanne female Female Shaheen
## link
## 4 https://www.govtrack.us/congress/members/lisa_murkowski/300075
## 5 https://www.govtrack.us/congress/members/patty_murray/300076
## 28 https://www.govtrack.us/congress/members/tammy_duckworth/412533
## 32 https://www.govtrack.us/congress/members/maria_cantwell/300018
## 34 https://www.govtrack.us/congress/members/dianne_feinstein/300043
## 35 https://www.govtrack.us/congress/members/debbie_stabenow/300093
## 36 https://www.govtrack.us/congress/members/tammy_baldwin/400013
## 37 https://www.govtrack.us/congress/members/marsha_blackburn/400032
## 44 https://www.govtrack.us/congress/members/mazie_hirono/412200
## 45 https://www.govtrack.us/congress/members/kirsten_gillibrand/412223
## 46 https://www.govtrack.us/congress/members/amy_klobuchar/412242
## 53 https://www.govtrack.us/congress/members/kyrsten_sinema/412509
## 54 https://www.govtrack.us/congress/members/elizabeth_warren/412542
## 57 https://www.govtrack.us/congress/members/deb_fischer/412556
## 66 https://www.govtrack.us/congress/members/susan_collins/300025
## 75 https://www.govtrack.us/congress/members/jeanne_shaheen/412323
## middlename name namemod nickname osid pvsid
## 4 A. Sen. Lisa Murkowski [R-AK] N00026050 15841
## 5 Sen. Patty Murray [D-WA] N00007876 53358
## 28 Sen. Tammy Duckworth [D-IL] N00027860 57442
## 32 Sen. Maria Cantwell [D-WA] N00007836 27122
## 34 Sen. Dianne Feinstein [D-CA] N00007364 53273
## 35 Ann Sen. Debbie Stabenow [D-MI] N00004118 515
## 36 Sen. Tammy Baldwin [D-WI] N00004367 3470
## 37 W. Sen. Marsha Blackburn [R-TN] N00003105 25186
## 44 K. Sen. Mazie Hirono [D-HI] N00028139 1677
## 45 E. Sen. Kirsten Gillibrand [D-NY] N00027658 65147
## 46 Jean Sen. Amy Klobuchar [D-MN] N00027500 65092
## 53 Sen. Kyrsten Sinema [D-AZ] N00033983 28338
## 54 Sen. Elizabeth Warren [D-MA] N00033492 141272
## 57 Sen. Deb Fischer [R-NE] N00033443 41963
## 66 M. Sen. Susan Collins [R-ME] N00000491 379
## 75 Sen. Jeanne Shaheen [D-NH] N00024790 1663
## sortname twitterid youtubeid age
## 4 Murkowski, Lisa (Sen.) [R-AK] LisaMurkowski senatormurkowski 67
## 5 Murray, Patty (Sen.) [D-WA] PattyMurray SenatorPattyMurray 74
## 28 Duckworth, Tammy (Sen.) [D-IL] SenDuckworth repduckworth 56
## 32 Cantwell, Maria (Sen.) [D-WA] SenatorCantwell SenatorCantwell 66
## 34 Feinstein, Dianne (Sen.) [D-CA] SenFeinstein SenatorFeinstein 91
## 35 Stabenow, Debbie (Sen.) [D-MI] SenStabenow senatorstabenow 74
## 36 Baldwin, Tammy (Sen.) [D-WI] SenatorBaldwin witammybaldwin 62
## 37 Blackburn, Marsha (Sen.) [R-TN] MarshaBlackburn RepMarshaBlackburn 72
## 44 Hirono, Mazie (Sen.) [D-HI] MazieHirono CongresswomanHirono 77
## 45 Gillibrand, Kirsten (Sen.) [D-NY] GillibrandNY KirstenEGillibrand 58
## 46 Klobuchar, Amy (Sen.) [D-MN] SenAmyKlobuchar senatorklobuchar 64
## 53 Sinema, Kyrsten (Sen.) [D-AZ] SenatorSinema repsinema 48
## 54 Warren, Elizabeth (Sen.) [D-MA] SenWarren senelizabethwarren 75
## 57 Fischer, Deb (Sen.) [R-NE] SenatorFischer senatordebfischer 73
## 66 Collins, Susan (Sen.) [R-ME] SenatorCollins SenatorSusanCollins 72
## 75 Shaheen, Jeanne (Sen.) [D-NH] SenatorShaheen senatorshaheen 77#16- Create a new dataframe called youtubeWomen that only includes women senators who have a YouTube account.
youtubeWomen <- a3
youtubeWomen## bioguideid birthday cspanid firstname gender gender_label lastname
## 4 M001153 1957-05-22 1004138 Lisa female Female Murkowski
## 5 M001111 1950-10-11 25277 Patty female Female Murray
## 28 D000622 1968-03-12 94484 Tammy female Female Duckworth
## 32 C000127 1958-10-13 26137 Maria female Female Cantwell
## 34 F000062 1933-06-22 13061 Dianne female Female Feinstein
## 35 S000770 1950-04-29 45451 Debbie female Female Stabenow
## 36 B001230 1962-02-11 57884 Tammy female Female Baldwin
## 37 B001243 1952-06-06 31226 Marsha female Female Blackburn
## 44 H001042 1947-11-03 91216 Mazie female Female Hirono
## 45 G000555 1966-12-09 1022862 Kirsten female Female Gillibrand
## 46 K000367 1960-05-25 83701 Amy female Female Klobuchar
## 53 S001191 1976-07-12 68489 Kyrsten female Female Sinema
## 54 W000817 1949-06-22 1023023 Elizabeth female Female Warren
## 57 F000463 1951-03-01 1034067 Deb female Female Fischer
## 66 C001035 1952-12-07 45738 Susan female Female Collins
## 75 S001181 1947-01-28 22850 Jeanne female Female Shaheen
## link
## 4 https://www.govtrack.us/congress/members/lisa_murkowski/300075
## 5 https://www.govtrack.us/congress/members/patty_murray/300076
## 28 https://www.govtrack.us/congress/members/tammy_duckworth/412533
## 32 https://www.govtrack.us/congress/members/maria_cantwell/300018
## 34 https://www.govtrack.us/congress/members/dianne_feinstein/300043
## 35 https://www.govtrack.us/congress/members/debbie_stabenow/300093
## 36 https://www.govtrack.us/congress/members/tammy_baldwin/400013
## 37 https://www.govtrack.us/congress/members/marsha_blackburn/400032
## 44 https://www.govtrack.us/congress/members/mazie_hirono/412200
## 45 https://www.govtrack.us/congress/members/kirsten_gillibrand/412223
## 46 https://www.govtrack.us/congress/members/amy_klobuchar/412242
## 53 https://www.govtrack.us/congress/members/kyrsten_sinema/412509
## 54 https://www.govtrack.us/congress/members/elizabeth_warren/412542
## 57 https://www.govtrack.us/congress/members/deb_fischer/412556
## 66 https://www.govtrack.us/congress/members/susan_collins/300025
## 75 https://www.govtrack.us/congress/members/jeanne_shaheen/412323
## middlename name namemod nickname osid pvsid
## 4 A. Sen. Lisa Murkowski [R-AK] N00026050 15841
## 5 Sen. Patty Murray [D-WA] N00007876 53358
## 28 Sen. Tammy Duckworth [D-IL] N00027860 57442
## 32 Sen. Maria Cantwell [D-WA] N00007836 27122
## 34 Sen. Dianne Feinstein [D-CA] N00007364 53273
## 35 Ann Sen. Debbie Stabenow [D-MI] N00004118 515
## 36 Sen. Tammy Baldwin [D-WI] N00004367 3470
## 37 W. Sen. Marsha Blackburn [R-TN] N00003105 25186
## 44 K. Sen. Mazie Hirono [D-HI] N00028139 1677
## 45 E. Sen. Kirsten Gillibrand [D-NY] N00027658 65147
## 46 Jean Sen. Amy Klobuchar [D-MN] N00027500 65092
## 53 Sen. Kyrsten Sinema [D-AZ] N00033983 28338
## 54 Sen. Elizabeth Warren [D-MA] N00033492 141272
## 57 Sen. Deb Fischer [R-NE] N00033443 41963
## 66 M. Sen. Susan Collins [R-ME] N00000491 379
## 75 Sen. Jeanne Shaheen [D-NH] N00024790 1663
## sortname twitterid youtubeid age
## 4 Murkowski, Lisa (Sen.) [R-AK] LisaMurkowski senatormurkowski 67
## 5 Murray, Patty (Sen.) [D-WA] PattyMurray SenatorPattyMurray 74
## 28 Duckworth, Tammy (Sen.) [D-IL] SenDuckworth repduckworth 56
## 32 Cantwell, Maria (Sen.) [D-WA] SenatorCantwell SenatorCantwell 66
## 34 Feinstein, Dianne (Sen.) [D-CA] SenFeinstein SenatorFeinstein 91
## 35 Stabenow, Debbie (Sen.) [D-MI] SenStabenow senatorstabenow 74
## 36 Baldwin, Tammy (Sen.) [D-WI] SenatorBaldwin witammybaldwin 62
## 37 Blackburn, Marsha (Sen.) [R-TN] MarshaBlackburn RepMarshaBlackburn 72
## 44 Hirono, Mazie (Sen.) [D-HI] MazieHirono CongresswomanHirono 77
## 45 Gillibrand, Kirsten (Sen.) [D-NY] GillibrandNY KirstenEGillibrand 58
## 46 Klobuchar, Amy (Sen.) [D-MN] SenAmyKlobuchar senatorklobuchar 64
## 53 Sinema, Kyrsten (Sen.) [D-AZ] SenatorSinema repsinema 48
## 54 Warren, Elizabeth (Sen.) [D-MA] SenWarren senelizabethwarren 75
## 57 Fischer, Deb (Sen.) [R-NE] SenatorFischer senatordebfischer 73
## 66 Collins, Susan (Sen.) [R-ME] SenatorCollins SenatorSusanCollins 72
## 75 Shaheen, Jeanne (Sen.) [D-NH] SenatorShaheen senatorshaheen 77- Make a histogram of the age of senators in youtubeWomen, and then another for the senetors in df. Add a comment describing the shape of the distributions.
hist(youtubeWomen$age)
hist(df$age)
#Most male Senators average 70 years old in almost a triangle shape. Most of the female senators are under 80.