"Classroom data are like teddy bears and real data are like a grizzley bear with salmon blood dripping out its mouth."
Jenny Bryan                  Â
"Up to 80% of data analysis is spent on the process of cleaning and preparing data."
cf. Wickham, 2014 and Dasu & Johnson, 2003 Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â
"Cannot emphasize enough how much time you save by putting analysis efforts into tidying data first."
Hilary Parker                  Â
1. One variable per column
2. One observation per row
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## 2 1192601 14 2 1999 11 female 6 0
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## [ reached getOption("max.print") -- omitted 92337 rows ]
Is this data tidy?
## religion <$10k $10-20k $20-30k $30-40k $40-50k $50-75k ## 1 Agnostic 27 34 60 81 76 137 ## 2 Atheist 12 27 37 52 35 70 ## 3 Buddhist 27 21 30 34 33 58 ## 4 Catholic 418 617 732 670 638 1116 ## 5 Don’t know/refused 15 14 15 11 10 35 ## 6 Evangelical Prot 575 869 1064 982 881 1486 ## 7 Hindu 1 9 7 9 11 34 ## 8 Historically Black Prot 228 244 236 238 197 223 ## 9 Jehovah's Witness 20 27 24 24 21 30 ## 10 Jewish 19 19 25 25 30 95 ## 11 Mainline Prot 289 495 619 655 651 1107 ## 12 Mormon 29 40 48 51 56 112 ## 13 Muslim 6 7 9 10 9 23 ## 14 Orthodox 13 17 23 32 32 47 ## 15 Other Christian 9 7 11 13 13 14 ## 16 Other Faiths 20 33 40 46 49 63 ## 17 Other World Religions 5 2 3 4 2 7 ## 18 Unaffiliated 217 299 374 365 341 528 ## $75-100k $100-150k >150k Don't know/refused ## 1 122 109 84 96 ## 2 73 59 74 76 ## 3 62 39 53 54 ## 4 949 792 633 1489 ## 5 21 17 18 116 ## 6 949 723 414 1529 ## 7 47 48 54 37 ## 8 131 81 78 339 ## 9 15 11 6 37 ## 10 69 87 151 162 ## 11 939 753 634 1328 ## 12 85 49 42 69 ## 13 16 8 6 22 ## 14 38 42 46 73 ## 15 18 14 12 18 ## 16 46 40 41 71 ## 17 3 4 4 8 ## 18 407 321 258 597
Is this data tidy?
## iso2 year new_sp new_sp_m04 new_sp_m514 new_sp_m014 new_sp_m1524 ## 1 AD 1989 NA NA NA NA NA ## 2 AD 1990 NA NA NA NA NA ## 3 AD 1991 NA NA NA NA NA ## 4 AD 1992 NA NA NA NA NA ## 5 AD 1993 15 NA NA NA NA ## 6 AD 1994 24 NA NA NA NA ## 7 AD 1996 8 NA NA 0 0 ## 8 AD 1997 17 NA NA 0 0 ## 9 AD 1998 1 NA NA 0 0 ## 10 AD 1999 4 NA NA 0 0 ## new_sp_m2534 new_sp_m3544 new_sp_m4554 ## 1 NA NA NA ## 2 NA NA NA ## 3 NA NA NA ## 4 NA NA NA ## 5 NA NA NA ## 6 NA NA NA ## 7 0 4 1 ## 8 1 2 2 ## 9 0 1 0 ## 10 0 1 1
Is this data tidy?
## state division ## 1 Connecticut (CT) 1 ## 2 Maine (ME) 1 ## 3 Massachusetts (MA) 1 ## 4 New Hampshire (NH) 1 ## 5 Rhode Island (RI) 1 ## 6 Vermont (VT) 1 ## 7 New Jersey (NJ) 2 ## 8 New York (NY) 2 ## 9 Pennsylvania (PA) 2 ## 10 Illinois (IL) 3 ## 11 Indiana (IN) 3 ## 12 Michigan (MI) 3 ## 13 Ohio (OH) 3 ## 14 Wisconsin (WI) 3 ## 15 Iowa (IA) 4 ## 16 Kansas (KS) 4 ## 17 Minnesota (MN) 4 ## 18 Missouri (MO) 4 ## 19 Nebraska (NE) 4 ## 20 North Dakota (ND) 4 ## 21 South Dakota (SD) 4 ## 22 Delaware (DE) 5 ## 23 District of Columbia (DC) 5 ## 24 Florida (FL) 5 ## 25 Georgia (GA) 5 ## 26 Maryland (MD) 5 ## 27 North Carolina (NC) 5 ## 28 South Carolina (SC) 5 ## 29 Virginia (VA) 5 ## 30 West Virginia (WV) 5 ## 31 Alabama (AL) 6 ## 32 Kentucky (KY) 6 ## 33 Mississippi (MS) 6 ## 34 Tennessee (TN) 6 ## 35 Arkansas (AR) 7 ## 36 Louisiana (LA) 7 ## 37 Oklahoma (OK) 7 ## 38 Texas (TX) 7 ## 39 Arizona (AZ) 8 ## 40 Colorado (CO) 8 ## 41 Idaho (ID) 8 ## 42 Montana (MT) 8 ## 43 Nevada (NV) 8 ## 44 New Mexico (NM) 8 ## 45 Utah (UT) 8 ## 46 Wyoming (WY) 8 ## 47 Alaska (AK) 9 ## 48 California (CA) 9 ## 49 Hawaii (HI) 9 ## 50 Oregon (OR) 9 ## 51 Washington (WA) 9
tidyr is a package that reshapes the layout of data frames:
gather(): transforms data from wide to long
spread(): transforms data from long to wide
separate(): splits a single column into multiple columns
unite(): combines multiple columns into a single column
arrange(
summarize(
filter(data, variable == "numeric_value"),
Total = sum(variable)
),
desc(Total)
)
a <- filter(data, variable == "numeric_value") b <- summarise(a, Total = sum(variable)) c <- arrange(b, desc(Total))
data %>%
filter(variable == "value") %>%
summarise(Total = sum(variable)) %>%
arrange(desc(Total))
Code alternatives:
These all produce the same results:
cases %>% gather(Year, n, `2011`:`2013`)
cases %>% gather(Year, n, `2011`, `2012`, `2013`)
cases %>% gather(Year, n, 2:4)
cases %>% gather(Year, n, -Country)
Also note that if you do not supply arguments for na.rm or convert values then the defaults are used
Import the expenditures.csv file in the data folder
# Import the `expenditures.csv` file in the data folder
expenditures <- read.csv("../data/expenditures.csv")
# Reshape this data from wide to long
expenditures %>% gather(Year, Costs, 2:15)
## State Year Costs
## 1 Alabama FY.1980 1146713
## 2 Alaska FY.1980 377947
## 3 Arizona FY.1980 949753
## 4 Arkansas FY.1980 666949
## 5 California FY.1980 9172158
## 6 Colorado FY.1980 1243049
## 7 Connecticut FY.1980 1227892
## 8 Delaware FY.1980 269108
## 9 Florida FY.1980 2766468
## 10 Georgia FY.1980 1608028
## 11 Hawaii FY.1980 351889
## 12 Idaho FY.1980 313927
## 13 Illinois FY.1980 4579355
## 14 Indiana FY.1980 1851292
## 15 Iowa FY.1980 1186659
## 16 Kansas FY.1980 830133
## 17 Kentucky FY.1980 1054459
## 18 Louisiana FY.1980 1303902
## 19 Maine FY.1980 385492
## 20 Maryland FY.1980 1783056
## 21 Massachusetts FY.1980 2638734
## 22 Michigan FY.1980 4642847
## 23 Minnesota FY.1980 1786768
## 24 Mississippi FY.1980 756018
## 25 Missouri FY.1980 1504988
## 26 Montana FY.1980 358118
## 27 Nebraska FY.1980 581615
## 28 Nevada FY.1980 281901
## 29 New Hampshire FY.1980 295400
## 30 New Jersey FY.1980 3638533
## 31 New Mexico FY.1980 515451
## 32 New York FY.1980 8760500
## 33 North Carolina FY.1980 1880862
## 34 North Dakota FY.1980 228483
## 35 Ohio FY.1980 3836576
## 36 Oklahoma FY.1980 1055844
## 37 Oregon FY.1980 1126812
## 38 Pennsylvania FY.1980 4584320
## 39 Rhode Island FY.1980 362046
## 40 South Carolina FY.1980 997984
## 41 South Dakota FY.1980 238332
## 42 Tennessee FY.1980 1319303
## 43 Texas FY.1980 4997689
## 44 Utah FY.1980 518251
## 45 Vermont FY.1980 189811
## 46 Virginia FY.1980 1881519
## 47 Washington FY.1980 1825782
## 48 West Virginia FY.1980 678386
## 49 Wisconsin FY.1980 1908523
## 50 Wyoming FY.1980 226067
## 51 Alabama FY.1990 2275233
## 52 Alaska FY.1990 828051
## 53 Arizona FY.1990 2258660
## 54 Arkansas FY.1990 1404545
## 55 California FY.1990 21485782
## 56 Colorado FY.1990 2451833
## 57 Connecticut FY.1990 3444520
## 58 Delaware FY.1990 520953
## 59 Florida FY.1990 8228531
## 60 Georgia FY.1990 4505962
## 61 Hawaii FY.1990 700012
## 62 Idaho FY.1990 627794
## 63 Illinois FY.1990 8125493
## 64 Indiana FY.1990 4074578
## 65 Iowa FY.1990 2004742
## 66 Kansas FY.1990 1848302
## 67 Kentucky FY.1990 2134011
## 68 Louisiana FY.1990 2838283
## 69 Maine FY.1990 1048195
## 70 Maryland FY.1990 3894644
## 71 Massachusetts FY.1990 4760390
## 72 Michigan FY.1990 8025621
## 73 Minnesota FY.1990 3474398
## 74 Mississippi FY.1990 1472710
## 75 Missouri FY.1990 3288738
## 76 Montana FY.1990 641345
## 77 Nebraska FY.1990 1233431
## 78 Nevada FY.1990 712898
## 79 New Hampshire FY.1990 821671
## 80 New Jersey FY.1990 8119336
## 81 New Mexico FY.1990 1020148
## 82 New York FY.1990 18090978
## 83 North Carolina FY.1990 4342826
## 84 North Dakota FY.1990 459391
## 85 Ohio FY.1990 7994379
## 86 Oklahoma FY.1990 1905332
## 87 Oregon FY.1990 2297944
## 88 Pennsylvania FY.1990 9496788
## 89 Rhode Island FY.1990 801908
## 90 South Carolina FY.1990 2322618
## 91 South Dakota FY.1990 447074
## 92 Tennessee FY.1990 2790808
## 93 Texas FY.1990 12763954
## 94 Utah FY.1990 1130135
## 95 Vermont FY.1990 546901
## 96 Virginia FY.1990 4621071
## 97 Washington FY.1990 3550819
## 98 West Virginia FY.1990 1316637
## 99 Wisconsin FY.1990 3929920
## 100 Wyoming FY.1990 509084
## 101 Alabama FY.2000 4176082
## 102 Alaska FY.2000 1183499
## 103 Arizona FY.2000 4288739
## 104 Arkansas FY.2000 2380331
## 105 California FY.2000 38129479
## 106 Colorado FY.2000 4401010
## 107 Connecticut FY.2000 5402836
## 108 Delaware FY.2000 937630
## 109 Florida FY.2000 13885988
## 110 Georgia FY.2000 9158624
## 111 Hawaii FY.2000 1213695
## 112 Idaho FY.2000 1302817
## 113 Illinois FY.2000 14462773
## 114 Indiana FY.2000 7110930
## 115 Iowa FY.2000 3264336
## 116 Kansas FY.2000 2971814
## 117 Kentucky FY.2000 3837794
## 118 Louisiana FY.2000 4391189
## 119 Maine FY.2000 1604438
## 120 Maryland FY.2000 6545135
## 121 Massachusetts FY.2000 8564039
## 122 Michigan FY.2000 13994294
## 123 Minnesota FY.2000 6140442
## 124 Mississippi FY.2000 2510376
## 125 Missouri FY.2000 5655531
## 126 Montana FY.2000 994770
## 127 Nebraska FY.2000 1926500
## 128 Nevada FY.2000 1875467
## 129 New Hampshire FY.2000 1418503
## 130 New Jersey FY.2000 13327645
## 131 New Mexico FY.2000 1890274
## 132 New York FY.2000 28433240
## 133 North Carolina FY.2000 7713293
## 134 North Dakota FY.2000 638946
## 135 Ohio FY.2000 12974575
## 136 Oklahoma FY.2000 3382581
## 137 Oregon FY.2000 3896287
## 138 Pennsylvania FY.2000 14120112
## 139 Rhode Island FY.2000 1393143
## 140 South Carolina FY.2000 4087355
## 141 South Dakota FY.2000 737998
## 142 Tennessee FY.2000 4931734
## 143 Texas FY.2000 25098703
## 144 Utah FY.2000 2102655
## 145 Vermont FY.2000 870198
## 146 Virginia FY.2000 7757598
## 147 Washington FY.2000 6399885
## 148 West Virginia FY.2000 2086937
## 149 Wisconsin FY.2000 6852178
## 150 Wyoming FY.2000 683918
## 151 Alabama FY.2001 4354794
## 152 Alaska FY.2001 1229036
## 153 Arizona FY.2001 4846105
## 154 Arkansas FY.2001 2505179
## 155 California FY.2001 42908787
## 156 Colorado FY.2001 4758173
## 157 Connecticut FY.2001 5693207
## 158 Delaware FY.2001 1027224
## 159 Florida FY.2001 15023514
## 160 Georgia FY.2001 10011343
## 161 Hawaii FY.2001 1215968
## 162 Idaho FY.2001 1403190
## 163 Illinois FY.2001 15634490
## 164 Indiana FY.2001 7548487
## 165 Iowa FY.2001 3430885
## 166 Kansas FY.2001 3264698
## 167 Kentucky FY.2001 4047392
## 168 Louisiana FY.2001 4485878
## 169 Maine FY.2001 1704422
## 170 Maryland FY.2001 7044881
## 171 Massachusetts FY.2001 9272387
## 172 Michigan FY.2001 14243597
## 173 Minnesota FY.2001 6531198
## 174 Mississippi FY.2001 2576457
## 175 Missouri FY.2001 6076169
## 176 Montana FY.2001 1041760
## 177 Nebraska FY.2001 2067290
## 178 Nevada FY.2001 1978480
## 179 New Hampshire FY.2001 1518792
## 180 New Jersey FY.2001 14773650
## 181 New Mexico FY.2001 2022093
## 182 New York FY.2001 30884292
## 183 North Carolina FY.2001 8201901
## 184 North Dakota FY.2001 668814
## 185 Ohio FY.2001 13893495
## 186 Oklahoma FY.2001 3750542
## 187 Oregon FY.2001 4112069
## 188 Pennsylvania FY.2001 14895316
## 189 Rhode Island FY.2001 1465703
## 190 South Carolina FY.2001 4492161
## 191 South Dakota FY.2001 796133
## 192 Tennessee FY.2001 5170379
## 193 Texas FY.2001 26546557
## 194 Utah FY.2001 2250339
## 195 Vermont FY.2001 934031
## 196 Virginia FY.2001 8335805
## 197 Washington FY.2001 6782136
## 198 West Virginia FY.2001 2157568
## 199 Wisconsin FY.2001 7249081
## 200 Wyoming FY.2001 704695
## 201 Alabama FY.2002 4444390
## 202 Alaska FY.2002 1284854
## 203 Arizona FY.2002 5395814
## 204 Arkansas FY.2002 2822877
## 205 California FY.2002 46265544
## 206 Colorado FY.2002 5151003
## 207 Connecticut FY.2002 6031062
## 208 Delaware FY.2002 1072875
## 209 Florida FY.2002 15535864
## 210 Georgia FY.2002 10853496
## 211 Hawaii FY.2002 1348381
## 212 Idaho FY.2002 1481803
## 213 Illinois FY.2002 16480787
## 214 Indiana FY.2002 7704547
## 215 Iowa FY.2002 3565796
## 216 Kansas FY.2002 3450923
## 217 Kentucky FY.2002 4268608
## 218 Louisiana FY.2002 4802565
## 219 Maine FY.2002 1812798
## 220 Maryland FY.2002 7480723
## 221 Massachusetts FY.2002 9957292
## 222 Michigan FY.2002 14975150
## 223 Minnesota FY.2002 6586559
## 224 Mississippi FY.2002 2642116
## 225 Missouri FY.2002 6491885
## 226 Montana FY.2002 1073005
## 227 Nebraska FY.2002 2206946
## 228 Nevada FY.2002 2169000
## 229 New Hampshire FY.2002 1641378
## 230 New Jersey FY.2002 15822609
## 231 New Mexico FY.2002 2204165
## 232 New York FY.2002 32218975
## 233 North Carolina FY.2002 8543290
## 234 North Dakota FY.2002 711437
## 235 Ohio FY.2002 14774065
## 236 Oklahoma FY.2002 3875547
## 237 Oregon FY.2002 4214512
## 238 Pennsylvania FY.2002 15550975
## 239 Rhode Island FY.2002 1533455
## 240 South Carolina FY.2002 4744809
## 241 South Dakota FY.2002 819296
## 242 Tennessee FY.2002 5501029
## 243 Texas FY.2002 28191128
## 244 Utah FY.2002 2374702
## 245 Vermont FY.2002 992149
## 246 Virginia FY.2002 8718554
## 247 Washington FY.2002 7103817
## 248 West Virginia FY.2002 2219013
## 249 Wisconsin FY.2002 7592176
## 250 Wyoming FY.2002 761830
## 251 Alabama FY.2003 4657643
## 252 Alaska FY.2003 1326226
## 253 Arizona FY.2003 5892227
## 254 Arkansas FY.2003 2923401
## 255 California FY.2003 47983402
## 256 Colorado FY.2003 5551506
## 257 Connecticut FY.2003 6302988
## 258 Delaware FY.2003 1127745
## 259 Florida FY.2003 16355123
## 260 Georgia FY.2003 11630576
## 261 Hawaii FY.2003 1489092
## 262 Idaho FY.2003 1511862
## 263 Illinois FY.2003 17271301
## 264 Indiana FY.2003 8088684
## 265 Iowa FY.2003 3652022
## 266 Kansas FY.2003 3510675
## 267 Kentucky FY.2003 4401627
## 268 Louisiana FY.2003 5056583
## 269 Maine FY.2003 1909268
## 270 Maryland FY.2003 7933055
## 271 Massachusetts FY.2003 10281820
## 272 Michigan FY.2003 15674698
## 273 Minnesota FY.2003 6867403
## 274 Mississippi FY.2003 2853531
## 275 Missouri FY.2003 6793957
## 276 Montana FY.2003 1124291
## 277 Nebraska FY.2003 2304223
## 278 Nevada FY.2003 2251044
## 279 New Hampshire FY.2003 1781594
## 280 New Jersey FY.2003 17185966
## 281 New Mexico FY.2003 2281608
## 282 New York FY.2003 34546965
## 283 North Carolina FY.2003 8766968
## 284 North Dakota FY.2003 716007
## 285 Ohio FY.2003 15868494
## 286 Oklahoma FY.2003 3804570
## 287 Oregon FY.2003 4150747
## 288 Pennsylvania FY.2003 16344439
## 289 Rhode Island FY.2003 1647587
## 290 South Carolina FY.2003 4888250
## 291 South Dakota FY.2003 851429
## 292 Tennessee FY.2003 5674773
## 293 Texas FY.2003 30399603
## 294 Utah FY.2003 2366897
## 295 Vermont FY.2003 1045213
## 296 Virginia FY.2003 9208329
## 297 Washington FY.2003 7359566
## 298 West Virginia FY.2003 2349833
## 299 Wisconsin FY.2003 7934755
## 300 Wyoming FY.2003 791732
## 301 Alabama FY.2004 4812479
## 302 Alaska FY.2004 1354846
## 303 Arizona FY.2004 6071785
## 304 Arkansas FY.2004 3109644
## 305 California FY.2004 49215866
## 306 Colorado FY.2004 5666191
## 307 Connecticut FY.2004 6600767
## 308 Delaware FY.2004 1201631
## 309 Florida FY.2004 17578884
## 310 Georgia FY.2004 11788616
## 311 Hawaii FY.2004 1566792
## 312 Idaho FY.2004 1555006
## 313 Illinois FY.2004 18081827
## 314 Indiana FY.2004 8524980
## 315 Iowa FY.2004 3669797
## 316 Kansas FY.2004 3658421
## 317 Kentucky FY.2004 4553382
## 318 Louisiana FY.2004 5290964
## 319 Maine FY.2004 1969497
## 320 Maryland FY.2004 8198454
## 321 Massachusetts FY.2004 10799765
## 322 Michigan FY.2004 15983044
## 323 Minnesota FY.2004 7084005
## 324 Mississippi FY.2004 3059569
## 325 Missouri FY.2004 6832454
## 326 Montana FY.2004 1160838
## 327 Nebraska FY.2004 2413404
## 328 Nevada FY.2004 2470581
## 329 New Hampshire FY.2004 1900240
## 330 New Jersey FY.2004 18416695
## 331 New Mexico FY.2004 2446115
## 332 New York FY.2004 36205111
## 333 North Carolina FY.2004 8994620
## 334 North Dakota FY.2004 749697
## 335 Ohio FY.2004 16662985
## 336 Oklahoma FY.2004 3853308
## 337 Oregon FY.2004 4199485
## 338 Pennsylvania FY.2004 17680332
## 339 Rhode Island FY.2004 1765585
## 340 South Carolina FY.2004 5017833
## 341 South Dakota FY.2004 887328
## 342 Tennessee FY.2004 6056657
## 343 Texas FY.2004 30974890
## 344 Utah FY.2004 2475550
## 345 Vermont FY.2004 1111029
## 346 Virginia FY.2004 9798239
## 347 Washington FY.2004 7549235
## 348 West Virginia FY.2004 2415043
## 349 Wisconsin FY.2004 8131276
## 350 Wyoming FY.2004 814092
## 351 Alabama FY.2005 5164406
## 352 Alaska FY.2005 1442269
## 353 Arizona FY.2005 6579957
## 354 Arkansas FY.2005 3546999
## 355 California FY.2005 50918654
## 356 Colorado FY.2005 5994440
## 357 Connecticut FY.2005 7080396
## 358 Delaware FY.2005 1299349
## 359 Florida FY.2005 19042877
## 360 Georgia FY.2005 12528856
## 361 Hawaii FY.2005 1648086
## 362 Idaho FY.2005 1618215
## 363 Illinois FY.2005 18658428
## 364 Indiana FY.2005 9108931
## 365 Iowa FY.2005 3808200
## 366 Kansas FY.2005 3718153
## 367 Kentucky FY.2005 4812591
## 368 Louisiana FY.2005 5554766
## 369 Maine FY.2005 2056266
## 370 Maryland FY.2005 8682586
## 371 Massachusetts FY.2005 11357857
## 372 Michigan FY.2005 16353921
## 373 Minnesota FY.2005 7310284
## 374 Mississippi FY.2005 3243888
## 375 Missouri FY.2005 7115207
## 376 Montana FY.2005 1193182
## 377 Nebraska FY.2005 2512914
## 378 Nevada FY.2005 2722264
## 379 New Hampshire FY.2005 2021144
## 380 New Jersey FY.2005 19669576
## 381 New Mexico FY.2005 2554638
## 382 New York FY.2005 38866853
## 383 North Carolina FY.2005 9835550
## 384 North Dakota FY.2005 832157
## 385 Ohio FY.2005 17167866
## 386 Oklahoma FY.2005 4161024
## 387 Oregon FY.2005 4458028
## 388 Pennsylvania FY.2005 18711100
## 389 Rhode Island FY.2005 1825900
## 390 South Carolina FY.2005 5312739
## 391 South Dakota FY.2005 916563
## 392 Tennessee FY.2005 6446691
## 393 Texas FY.2005 31919107
## 394 Utah FY.2005 2627022
## 395 Vermont FY.2005 1177478
## 396 Virginia FY.2005 10705162
## 397 Washington FY.2005 7870979
## 398 West Virginia FY.2005 2527767
## 399 Wisconsin FY.2005 8435359
## 400 Wyoming FY.2005 863423
## 401 Alabama FY.2006 5699076
## 402 Alaska FY.2006 1529645
## 403 Arizona FY.2006 7130341
## 404 Arkansas FY.2006 3808011
## 405 California FY.2006 53436103
## 406 Colorado FY.2006 6368289
## 407 Connecticut FY.2006 7517025
## 408 Delaware FY.2006 1405465
## 409 Florida FY.2006 20897327
## 410 Georgia FY.2006 13739263
## 411 Hawaii FY.2006 1805521
## 412 Idaho FY.2006 1694827
## 413 Illinois FY.2006 19244908
## 414 Indiana FY.2006 9241986
## 415 Iowa FY.2006 4039389
## 416 Kansas FY.2006 4039417
## 417 Kentucky FY.2006 5213620
## 418 Louisiana FY.2006 5554278
## 419 Maine FY.2006 2119408
## 420 Maryland FY.2006 9381613
## 421 Massachusetts FY.2006 11747010
## 422 Michigan FY.2006 16681981
## 423 Minnesota FY.2006 7686638
## 424 Mississippi FY.2006 3550261
## 425 Missouri FY.2006 7592485
## 426 Montana FY.2006 1254360
## 427 Nebraska FY.2006 2672629
## 428 Nevada FY.2006 2959728
## 429 New Hampshire FY.2006 2139113
## 430 New Jersey FY.2006 20869993
## 431 New Mexico FY.2006 2729707
## 432 New York FY.2006 41149457
## 433 North Carolina FY.2006 10476056
## 434 North Dakota FY.2006 857774
## 435 Ohio FY.2006 17829599
## 436 Oklahoma FY.2006 4406002
## 437 Oregon FY.2006 4773751
## 438 Pennsylvania FY.2006 19631006
## 439 Rhode Island FY.2006 1934429
## 440 South Carolina FY.2006 5696629
## 441 South Dakota FY.2006 948671
## 442 Tennessee FY.2006 6681445
## 443 Texas FY.2006 33851773
## 444 Utah FY.2006 2778236
## 445 Vermont FY.2006 1237442
## 446 Virginia FY.2006 11470735
## 447 Washington FY.2006 8239716
## 448 West Virginia FY.2006 2651491
## 449 Wisconsin FY.2006 8745195
## 450 Wyoming FY.2006 965350
## 451 Alabama FY.2007 6245031
## 452 Alaska FY.2007 1634316
## 453 Arizona FY.2007 7815720
## 454 Arkansas FY.2007 3997701
## 455 California FY.2007 57352599
## 456 Colorado FY.2007 6579053
## 457 Connecticut FY.2007 7855459
## 458 Delaware FY.2007 1437707
## 459 Florida FY.2007 22887024
## 460 Georgia FY.2007 14828715
## 461 Hawaii FY.2007 2045198
## 462 Idaho FY.2007 1777491
## 463 Illinois FY.2007 20326591
## 464 Indiana FY.2007 9497077
## 465 Iowa FY.2007 4231932
## 466 Kansas FY.2007 4339477
## 467 Kentucky FY.2007 5424621
## 468 Louisiana FY.2007 6040368
## 469 Maine FY.2007 2258764
## 470 Maryland FY.2007 10210303
## 471 Massachusetts FY.2007 12383447
## 472 Michigan FY.2007 17013259
## 473 Minnesota FY.2007 8060410
## 474 Mississippi FY.2007 3692358
## 475 Missouri FY.2007 7957705
## 476 Montana FY.2007 1320112
## 477 Nebraska FY.2007 2825608
## 478 Nevada FY.2007 3311471
## 479 New Hampshire FY.2007 2246692
## 480 New Jersey FY.2007 22448262
## 481 New Mexico FY.2007 2904474
## 482 New York FY.2007 43679908
## 483 North Carolina FY.2007 11248336
## 484 North Dakota FY.2007 838221
## 485 Ohio FY.2007 18251361
## 486 Oklahoma FY.2007 4750536
## 487 Oregon FY.2007 5039632
## 488 Pennsylvania FY.2007 20404304
## 489 Rhode Island FY.2007 2039633
## 490 South Carolina FY.2007 6023043
## 491 South Dakota FY.2007 977006
## 492 Tennessee FY.2007 6975099
## 493 Texas FY.2007 36105784
## 494 Utah FY.2007 2987810
## 495 Vermont FY.2007 1300149
## 496 Virginia FY.2007 12465858
## 497 Washington FY.2007 8752007
## 498 West Virginia FY.2007 2742344
## 499 Wisconsin FY.2007 9029660
## 500 Wyoming FY.2007 1124564
## 501 Alabama FY.2008 6832439
## 502 Alaska FY.2008 1918375
## 503 Arizona FY.2008 8403221
## 504 Arkansas FY.2008 4156368
## 505 California FY.2008 61570555
## 506 Colorado FY.2008 7338766
## 507 Connecticut FY.2008 8336789
## 508 Delaware FY.2008 1489594
## 509 Florida FY.2008 24224114
## 510 Georgia FY.2008 16030039
## 511 Hawaii FY.2008 2122779
## 512 Idaho FY.2008 1891505
## 513 Illinois FY.2008 21874484
## 514 Indiana FY.2008 9281709
## 515 Iowa FY.2008 4499236
## 516 Kansas FY.2008 4633517
## 517 Kentucky FY.2008 5822550
## 518 Louisiana FY.2008 6814455
## 519 Maine FY.2008 2308071
## 520 Maryland FY.2008 11211176
## 521 Massachusetts FY.2008 13182987
## 522 Michigan FY.2008 17053521
## 523 Minnesota FY.2008 8426264
## 524 Mississippi FY.2008 3898401
## 525 Missouri FY.2008 8526641
## 526 Montana FY.2008 1392449
## 527 Nebraska FY.2008 2970323
## 528 Nevada FY.2008 3515004
## 529 New Hampshire FY.2008 2399330
## 530 New Jersey FY.2008 24357079
## 531 New Mexico FY.2008 3057061
## 532 New York FY.2008 46443426
## 533 North Carolina FY.2008 11482912
## 534 North Dakota FY.2008 886317
## 535 Ohio FY.2008 18892374
## 536 Oklahoma FY.2008 4932913
## 537 Oregon FY.2008 5409630
## 538 Pennsylvania FY.2008 21157430
## 539 Rhode Island FY.2008 2134609
## 540 South Carolina FY.2008 6453817
## 541 South Dakota FY.2008 1037875
## 542 Tennessee FY.2008 7540306
## 543 Texas FY.2008 39033235
## 544 Utah FY.2008 3444936
## 545 Vermont FY.2008 1356165
## 546 Virginia FY.2008 13125666
## 547 Washington FY.2008 9331539
## 548 West Virginia FY.2008 2841962
## 549 Wisconsin FY.2008 9366134
## 550 Wyoming FY.2008 1191736
## 551 Alabama FY.2009 6683843
## 552 Alaska FY.2009 2007319
## 553 Arizona FY.2009 8726755
## 554 Arkansas FY.2009 4240839
## 555 California FY.2009 60080929
## 556 Colorado FY.2009 7187267
## 557 Connecticut FY.2009 8708294
## 558 Delaware FY.2009 1518786
## 559 Florida FY.2009 23328028
## 560 Georgia FY.2009 15976945
## 561 Hawaii FY.2009 2225438
## 562 Idaho FY.2009 1957740
## 563 Illinois FY.2009 23495271
## 564 Indiana FY.2009 9680895
## 565 Iowa FY.2009 4731463
## 566 Kansas FY.2009 4806603
## 567 Kentucky FY.2009 5886890
## 568 Louisiana FY.2009 7276651
## 569 Maine FY.2009 2350447
## 570 Maryland FY.2009 11591965
## 571 Massachusetts FY.2009 13937097
## 572 Michigan FY.2009 17217584
## 573 Minnesota FY.2009 9182281
## 574 Mississippi FY.2009 3967232
## 575 Missouri FY.2009 8827224
## 576 Montana FY.2009 1436062
## 577 Nebraska FY.2009 3053575
## 578 Nevada FY.2009 3606035
## 579 New Hampshire FY.2009 2490623
## 580 New Jersey FY.2009 23446911
## 581 New Mexico FY.2009 3186252
## 582 New York FY.2009 48635363
## 583 North Carolina FY.2009 12598382
## 584 North Dakota FY.2009 928528
## 585 Ohio FY.2009 19387318
## 586 Oklahoma FY.2009 5082062
## 587 Oregon FY.2009 5529831
## 588 Pennsylvania FY.2009 21831816
## 589 Rhode Island FY.2009 2139317
## 590 South Carolina FY.2009 6626763
## 591 South Dakota FY.2009 1080054
## 592 Tennessee FY.2009 7768063
## 593 Texas FY.2009 40688181
## 594 Utah FY.2009 3638775
## 595 Vermont FY.2009 1413329
## 596 Virginia FY.2009 13505290
## 597 Washington FY.2009 9940325
## 598 West Virginia FY.2009 2998657
## 599 Wisconsin FY.2009 9696228
## 600 Wyoming FY.2009 1268407
## 601 Alabama FY.2010 6670517
## 602 Alaska FY.2010 2084019
## 603 Arizona FY.2010 8482552
## 604 Arkansas FY.2010 4459910
## 605 California FY.2010 58248662
## 606 Colorado FY.2010 7429302
## 607 Connecticut FY.2010 8853337
## 608 Delaware FY.2010 1549812
## 609 Florida FY.2010 23349314
## 610 Georgia FY.2010 15730409
## 611 Hawaii FY.2010 2136144
## 612 Idaho FY.2010 1961857
## 613 Illinois FY.2010 24695773
## 614 Indiana FY.2010 9921243
## 615 Iowa FY.2010 4794308
## 616 Kansas FY.2010 4731676
## 617 Kentucky FY.2010 6091814
## 618 Louisiana FY.2010 7393452
## 619 Maine FY.2010 2370085
## 620 Maryland FY.2010 11883677
## 621 Massachusetts FY.2010 13356373
## 622 Michigan FY.2010 17227515
## 623 Minnesota FY.2010 8927288
## 624 Mississippi FY.2010 3990876
## 625 Missouri FY.2010 8923448
## 626 Montana FY.2010 1498252
## 627 Nebraska FY.2010 3213646
## 628 Nevada FY.2010 3592994
## 629 New Hampshire FY.2010 2576956
## 630 New Jersey FY.2010 24261392
## 631 New Mexico FY.2010 3217328
## 632 New York FY.2010 50251461
## 633 North Carolina FY.2010 12200362
## 634 North Dakota FY.2010 1000095
## 635 Ohio FY.2010 19801670
## 636 Oklahoma FY.2010 5192124
## 637 Oregon FY.2010 5401667
## 638 Pennsylvania FY.2010 22733518
## 639 Rhode Island FY.2010 2136582
## 640 South Carolina FY.2010 6566165
## 641 South Dakota FY.2010 1115861
## 642 Tennessee FY.2010 7894661
## 643 Texas FY.2010 42621886
## 644 Utah FY.2010 3635085
## 645 Vermont FY.2010 1432683
## 646 Virginia FY.2010 13193633
## 647 Washington FY.2010 9832913
## 648 West Virginia FY.2010 3328177
## 649 Wisconsin FY.2010 9966244
## 650 Wyoming FY.2010 1334655
## 651 Alabama FY.2011 6592925
## 652 Alaska FY.2011 2201270
## 653 Arizona FY.2011 8340211
## 654 Arkansas FY.2011 4578136
## 655 California FY.2011 57526835
## 656 Colorado FY.2011 7409462
## 657 Connecticut FY.2011 9094036
## 658 Delaware FY.2011 1613304
## 659 Florida FY.2011 23870090
## 660 Georgia FY.2011 15527907
## 661 Hawaii FY.2011 2141561
## 662 Idaho FY.2011 1881746
## 663 Illinois FY.2011 24554467
## 664 Indiana FY.2011 9687949
## 665 Iowa FY.2011 4855871
## 666 Kansas FY.2011 4741372
## 667 Kentucky FY.2011 6211453
## 668 Louisiana FY.2011 7522098
## 669 Maine FY.2011 2377878
## 670 Maryland FY.2011 12035719
## 671 Massachusetts FY.2011 13649965
## 672 Michigan FY.2011 16786444
## 673 Minnesota FY.2011 8944867
## 674 Mississippi FY.2011 3887981
## 675 Missouri FY.2011 8691887
## 676 Montana FY.2011 1518818
## 677 Nebraska FY.2011 3298536
## 678 Nevada FY.2011 3676997
## 679 New Hampshire FY.2011 2637911
## 680 New Jersey FY.2011 23639281
## 681 New Mexico FY.2011 3127463
## 682 New York FY.2011 51509285
## 683 North Carolina FY.2011 12322555
## 684 North Dakota FY.2011 1049772
## 685 Ohio FY.2011 19988921
## 686 Oklahoma FY.2011 5036031
## 687 Oregon FY.2011 5430888
## 688 Pennsylvania FY.2011 23485203
## 689 Rhode Island FY.2011 2149366
## 690 South Carolina FY.2011 6461884
## 691 South Dakota FY.2011 1126503
## 692 Tennessee FY.2011 8377599
## 693 Texas FY.2011 42864291
## 694 Utah FY.2011 3704133
## 695 Vermont FY.2011 1424507
## 696 Virginia FY.2011 12968457
## 697 Washington FY.2011 10040312
## 698 West Virginia FY.2011 3388294
## 699 Wisconsin FY.2011 10333016
## 700 Wyoming FY.2011 1398444
Create the following data frame:
long <- expenditures %>% gather(Year, Costs, 2:15)
# Create the following data frame long <- expenditures %>% gather(Year, Costs, 2:15) # Reshape this data from long to wide long %>% spread(Year, Costs) ## State FY.1980 FY.1990 FY.2000 FY.2001 FY.2002 FY.2003 ## 1 Alabama 1146713 2275233 4176082 4354794 4444390 4657643 ## 2 Alaska 377947 828051 1183499 1229036 1284854 1326226 ## 3 Arizona 949753 2258660 4288739 4846105 5395814 5892227 ## 4 Arkansas 666949 1404545 2380331 2505179 2822877 2923401 ## 5 California 9172158 21485782 38129479 42908787 46265544 47983402 ## 6 Colorado 1243049 2451833 4401010 4758173 5151003 5551506 ## 7 Connecticut 1227892 3444520 5402836 5693207 6031062 6302988 ## 8 Delaware 269108 520953 937630 1027224 1072875 1127745 ## 9 Florida 2766468 8228531 13885988 15023514 15535864 16355123 ## 10 Georgia 1608028 4505962 9158624 10011343 10853496 11630576 ## 11 Hawaii 351889 700012 1213695 1215968 1348381 1489092 ## 12 Idaho 313927 627794 1302817 1403190 1481803 1511862 ## 13 Illinois 4579355 8125493 14462773 15634490 16480787 17271301 ## 14 Indiana 1851292 4074578 7110930 7548487 7704547 8088684 ## 15 Iowa 1186659 2004742 3264336 3430885 3565796 3652022 ## 16 Kansas 830133 1848302 2971814 3264698 3450923 3510675 ## 17 Kentucky 1054459 2134011 3837794 4047392 4268608 4401627 ## 18 Louisiana 1303902 2838283 4391189 4485878 4802565 5056583 ## 19 Maine 385492 1048195 1604438 1704422 1812798 1909268 ## 20 Maryland 1783056 3894644 6545135 7044881 7480723 7933055 ## 21 Massachusetts 2638734 4760390 8564039 9272387 9957292 10281820 ## 22 Michigan 4642847 8025621 13994294 14243597 14975150 15674698 ## 23 Minnesota 1786768 3474398 6140442 6531198 6586559 6867403 ## 24 Mississippi 756018 1472710 2510376 2576457 2642116 2853531 ## 25 Missouri 1504988 3288738 5655531 6076169 6491885 6793957 ## 26 Montana 358118 641345 994770 1041760 1073005 1124291 ## 27 Nebraska 581615 1233431 1926500 2067290 2206946 2304223 ## 28 Nevada 281901 712898 1875467 1978480 2169000 2251044 ## 29 New Hampshire 295400 821671 1418503 1518792 1641378 1781594 ## 30 New Jersey 3638533 8119336 13327645 14773650 15822609 17185966 ## 31 New Mexico 515451 1020148 1890274 2022093 2204165 2281608 ## 32 New York 8760500 18090978 28433240 30884292 32218975 34546965 ## 33 North Carolina 1880862 4342826 7713293 8201901 8543290 8766968 ## 34 North Dakota 228483 459391 638946 668814 711437 716007 ## 35 Ohio 3836576 7994379 12974575 13893495 14774065 15868494 ## 36 Oklahoma 1055844 1905332 3382581 3750542 3875547 3804570 ## 37 Oregon 1126812 2297944 3896287 4112069 4214512 4150747 ## 38 Pennsylvania 4584320 9496788 14120112 14895316 15550975 16344439 ## 39 Rhode Island 362046 801908 1393143 1465703 1533455 1647587 ## 40 South Carolina 997984 2322618 4087355 4492161 4744809 4888250 ## 41 South Dakota 238332 447074 737998 796133 819296 851429 ## 42 Tennessee 1319303 2790808 4931734 5170379 5501029 5674773 ## 43 Texas 4997689 12763954 25098703 26546557 28191128 30399603 ## 44 Utah 518251 1130135 2102655 2250339 2374702 2366897 ## 45 Vermont 189811 546901 870198 934031 992149 1045213 ## 46 Virginia 1881519 4621071 7757598 8335805 8718554 9208329 ## 47 Washington 1825782 3550819 6399885 6782136 7103817 7359566 ## 48 West Virginia 678386 1316637 2086937 2157568 2219013 2349833 ## 49 Wisconsin 1908523 3929920 6852178 7249081 7592176 7934755 ## 50 Wyoming 226067 509084 683918 704695 761830 791732 ## FY.2004 FY.2005 FY.2006 FY.2007 FY.2008 FY.2009 FY.2010 FY.2011 ## 1 4812479 5164406 5699076 6245031 6832439 6683843 6670517 6592925 ## 2 1354846 1442269 1529645 1634316 1918375 2007319 2084019 2201270 ## 3 6071785 6579957 7130341 7815720 8403221 8726755 8482552 8340211 ## 4 3109644 3546999 3808011 3997701 4156368 4240839 4459910 4578136 ## 5 49215866 50918654 53436103 57352599 61570555 60080929 58248662 57526835 ## 6 5666191 5994440 6368289 6579053 7338766 7187267 7429302 7409462 ## 7 6600767 7080396 7517025 7855459 8336789 8708294 8853337 9094036 ## 8 1201631 1299349 1405465 1437707 1489594 1518786 1549812 1613304 ## 9 17578884 19042877 20897327 22887024 24224114 23328028 23349314 23870090 ## 10 11788616 12528856 13739263 14828715 16030039 15976945 15730409 15527907 ## 11 1566792 1648086 1805521 2045198 2122779 2225438 2136144 2141561 ## 12 1555006 1618215 1694827 1777491 1891505 1957740 1961857 1881746 ## 13 18081827 18658428 19244908 20326591 21874484 23495271 24695773 24554467 ## 14 8524980 9108931 9241986 9497077 9281709 9680895 9921243 9687949 ## 15 3669797 3808200 4039389 4231932 4499236 4731463 4794308 4855871 ## 16 3658421 3718153 4039417 4339477 4633517 4806603 4731676 4741372 ## 17 4553382 4812591 5213620 5424621 5822550 5886890 6091814 6211453 ## 18 5290964 5554766 5554278 6040368 6814455 7276651 7393452 7522098 ## 19 1969497 2056266 2119408 2258764 2308071 2350447 2370085 2377878 ## 20 8198454 8682586 9381613 10210303 11211176 11591965 11883677 12035719 ## 21 10799765 11357857 11747010 12383447 13182987 13937097 13356373 13649965 ## 22 15983044 16353921 16681981 17013259 17053521 17217584 17227515 16786444 ## 23 7084005 7310284 7686638 8060410 8426264 9182281 8927288 8944867 ## 24 3059569 3243888 3550261 3692358 3898401 3967232 3990876 3887981 ## 25 6832454 7115207 7592485 7957705 8526641 8827224 8923448 8691887 ## 26 1160838 1193182 1254360 1320112 1392449 1436062 1498252 1518818 ## 27 2413404 2512914 2672629 2825608 2970323 3053575 3213646 3298536 ## 28 2470581 2722264 2959728 3311471 3515004 3606035 3592994 3676997 ## 29 1900240 2021144 2139113 2246692 2399330 2490623 2576956 2637911 ## 30 18416695 19669576 20869993 22448262 24357079 23446911 24261392 23639281 ## 31 2446115 2554638 2729707 2904474 3057061 3186252 3217328 3127463 ## 32 36205111 38866853 41149457 43679908 46443426 48635363 50251461 51509285 ## 33 8994620 9835550 10476056 11248336 11482912 12598382 12200362 12322555 ## 34 749697 832157 857774 838221 886317 928528 1000095 1049772 ## 35 16662985 17167866 17829599 18251361 18892374 19387318 19801670 19988921 ## 36 3853308 4161024 4406002 4750536 4932913 5082062 5192124 5036031 ## 37 4199485 4458028 4773751 5039632 5409630 5529831 5401667 5430888 ## 38 17680332 18711100 19631006 20404304 21157430 21831816 22733518 23485203 ## 39 1765585 1825900 1934429 2039633 2134609 2139317 2136582 2149366 ## 40 5017833 5312739 5696629 6023043 6453817 6626763 6566165 6461884 ## 41 887328 916563 948671 977006 1037875 1080054 1115861 1126503 ## 42 6056657 6446691 6681445 6975099 7540306 7768063 7894661 8377599 ## 43 30974890 31919107 33851773 36105784 39033235 40688181 42621886 42864291 ## 44 2475550 2627022 2778236 2987810 3444936 3638775 3635085 3704133 ## 45 1111029 1177478 1237442 1300149 1356165 1413329 1432683 1424507 ## 46 9798239 10705162 11470735 12465858 13125666 13505290 13193633 12968457 ## 47 7549235 7870979 8239716 8752007 9331539 9940325 9832913 10040312 ## 48 2415043 2527767 2651491 2742344 2841962 2998657 3328177 3388294 ## 49 8131276 8435359 8745195 9029660 9366134 9696228 9966244 10333016 ## 50 814092 863423 965350 1124564 1191736 1268407 1334655 1398444
Code alternatives:
These produce the same results:
storms %>% separate(date, c("year", "month", "day"))
storms %>% separate(date, c("year", "month", "day"), sep = "-")
By default, if no separator is specified, will separate by any regular expression that matches any sequence
of non-alphanumeric values
Import the expenditures.csv file in the data folder
1. Reshape this data from wide to long
2. Separate FY from the Year
HINT: You should end with four variables: 1) State name, 2) A variable of just "FY", 3) Year, 4) Costs
Option 1:
# Import the expenditures.csv file in the data folder
expenditures <- read.csv("../data/expenditures.csv")
# Reshape this data from wide to long
long <- expenditures %>% gather(Year, Costs, 2:15)
# 2. Separate FY from the Year
tidy <- long %>% separate(Year, into = c("Period", "Year"))
Option 2:
tidy <- expenditures %>%
gather(Year, Costs, 2:15) %>%
separate(Year, into = c("Period", "Year"))
tidy
## State Period Year Costs
## 1 Alabama FY 1980 1146713
## 2 Alaska FY 1980 377947
## 3 Arizona FY 1980 949753
## 4 Arkansas FY 1980 666949
## 5 California FY 1980 9172158
## 6 Colorado FY 1980 1243049
## 7 Connecticut FY 1980 1227892
## 8 Delaware FY 1980 269108
## 9 Florida FY 1980 2766468
## 10 Georgia FY 1980 1608028
## 11 Hawaii FY 1980 351889
## 12 Idaho FY 1980 313927
## 13 Illinois FY 1980 4579355
## 14 Indiana FY 1980 1851292
## 15 Iowa FY 1980 1186659
## 16 Kansas FY 1980 830133
## 17 Kentucky FY 1980 1054459
## 18 Louisiana FY 1980 1303902
## 19 Maine FY 1980 385492
## 20 Maryland FY 1980 1783056
## 21 Massachusetts FY 1980 2638734
## 22 Michigan FY 1980 4642847
## 23 Minnesota FY 1980 1786768
## 24 Mississippi FY 1980 756018
## 25 Missouri FY 1980 1504988
## 26 Montana FY 1980 358118
## 27 Nebraska FY 1980 581615
## 28 Nevada FY 1980 281901
## 29 New Hampshire FY 1980 295400
## 30 New Jersey FY 1980 3638533
## 31 New Mexico FY 1980 515451
## 32 New York FY 1980 8760500
## 33 North Carolina FY 1980 1880862
## 34 North Dakota FY 1980 228483
## 35 Ohio FY 1980 3836576
## 36 Oklahoma FY 1980 1055844
## 37 Oregon FY 1980 1126812
## 38 Pennsylvania FY 1980 4584320
## 39 Rhode Island FY 1980 362046
## 40 South Carolina FY 1980 997984
## 41 South Dakota FY 1980 238332
## 42 Tennessee FY 1980 1319303
## 43 Texas FY 1980 4997689
## 44 Utah FY 1980 518251
## 45 Vermont FY 1980 189811
## 46 Virginia FY 1980 1881519
## 47 Washington FY 1980 1825782
## 48 West Virginia FY 1980 678386
## 49 Wisconsin FY 1980 1908523
## 50 Wyoming FY 1980 226067
## 51 Alabama FY 1990 2275233
## 52 Alaska FY 1990 828051
## 53 Arizona FY 1990 2258660
## 54 Arkansas FY 1990 1404545
## 55 California FY 1990 21485782
## 56 Colorado FY 1990 2451833
## 57 Connecticut FY 1990 3444520
## 58 Delaware FY 1990 520953
## 59 Florida FY 1990 8228531
## 60 Georgia FY 1990 4505962
## 61 Hawaii FY 1990 700012
## 62 Idaho FY 1990 627794
## 63 Illinois FY 1990 8125493
## 64 Indiana FY 1990 4074578
## 65 Iowa FY 1990 2004742
## 66 Kansas FY 1990 1848302
## 67 Kentucky FY 1990 2134011
## 68 Louisiana FY 1990 2838283
## 69 Maine FY 1990 1048195
## 70 Maryland FY 1990 3894644
## 71 Massachusetts FY 1990 4760390
## 72 Michigan FY 1990 8025621
## 73 Minnesota FY 1990 3474398
## 74 Mississippi FY 1990 1472710
## 75 Missouri FY 1990 3288738
## 76 Montana FY 1990 641345
## 77 Nebraska FY 1990 1233431
## 78 Nevada FY 1990 712898
## 79 New Hampshire FY 1990 821671
## 80 New Jersey FY 1990 8119336
## 81 New Mexico FY 1990 1020148
## 82 New York FY 1990 18090978
## 83 North Carolina FY 1990 4342826
## 84 North Dakota FY 1990 459391
## 85 Ohio FY 1990 7994379
## 86 Oklahoma FY 1990 1905332
## 87 Oregon FY 1990 2297944
## 88 Pennsylvania FY 1990 9496788
## 89 Rhode Island FY 1990 801908
## 90 South Carolina FY 1990 2322618
## 91 South Dakota FY 1990 447074
## 92 Tennessee FY 1990 2790808
## 93 Texas FY 1990 12763954
## 94 Utah FY 1990 1130135
## 95 Vermont FY 1990 546901
## 96 Virginia FY 1990 4621071
## 97 Washington FY 1990 3550819
## 98 West Virginia FY 1990 1316637
## 99 Wisconsin FY 1990 3929920
## 100 Wyoming FY 1990 509084
## 101 Alabama FY 2000 4176082
## 102 Alaska FY 2000 1183499
## 103 Arizona FY 2000 4288739
## 104 Arkansas FY 2000 2380331
## 105 California FY 2000 38129479
## 106 Colorado FY 2000 4401010
## 107 Connecticut FY 2000 5402836
## 108 Delaware FY 2000 937630
## 109 Florida FY 2000 13885988
## 110 Georgia FY 2000 9158624
## 111 Hawaii FY 2000 1213695
## 112 Idaho FY 2000 1302817
## 113 Illinois FY 2000 14462773
## 114 Indiana FY 2000 7110930
## 115 Iowa FY 2000 3264336
## 116 Kansas FY 2000 2971814
## 117 Kentucky FY 2000 3837794
## 118 Louisiana FY 2000 4391189
## 119 Maine FY 2000 1604438
## 120 Maryland FY 2000 6545135
## 121 Massachusetts FY 2000 8564039
## 122 Michigan FY 2000 13994294
## 123 Minnesota FY 2000 6140442
## 124 Mississippi FY 2000 2510376
## 125 Missouri FY 2000 5655531
## 126 Montana FY 2000 994770
## 127 Nebraska FY 2000 1926500
## 128 Nevada FY 2000 1875467
## 129 New Hampshire FY 2000 1418503
## 130 New Jersey FY 2000 13327645
## 131 New Mexico FY 2000 1890274
## 132 New York FY 2000 28433240
## 133 North Carolina FY 2000 7713293
## 134 North Dakota FY 2000 638946
## 135 Ohio FY 2000 12974575
## 136 Oklahoma FY 2000 3382581
## 137 Oregon FY 2000 3896287
## 138 Pennsylvania FY 2000 14120112
## 139 Rhode Island FY 2000 1393143
## 140 South Carolina FY 2000 4087355
## 141 South Dakota FY 2000 737998
## 142 Tennessee FY 2000 4931734
## 143 Texas FY 2000 25098703
## 144 Utah FY 2000 2102655
## 145 Vermont FY 2000 870198
## 146 Virginia FY 2000 7757598
## 147 Washington FY 2000 6399885
## 148 West Virginia FY 2000 2086937
## 149 Wisconsin FY 2000 6852178
## 150 Wyoming FY 2000 683918
## 151 Alabama FY 2001 4354794
## 152 Alaska FY 2001 1229036
## 153 Arizona FY 2001 4846105
## 154 Arkansas FY 2001 2505179
## 155 California FY 2001 42908787
## 156 Colorado FY 2001 4758173
## 157 Connecticut FY 2001 5693207
## 158 Delaware FY 2001 1027224
## 159 Florida FY 2001 15023514
## 160 Georgia FY 2001 10011343
## 161 Hawaii FY 2001 1215968
## 162 Idaho FY 2001 1403190
## 163 Illinois FY 2001 15634490
## 164 Indiana FY 2001 7548487
## 165 Iowa FY 2001 3430885
## 166 Kansas FY 2001 3264698
## 167 Kentucky FY 2001 4047392
## 168 Louisiana FY 2001 4485878
## 169 Maine FY 2001 1704422
## 170 Maryland FY 2001 7044881
## 171 Massachusetts FY 2001 9272387
## 172 Michigan FY 2001 14243597
## 173 Minnesota FY 2001 6531198
## 174 Mississippi FY 2001 2576457
## 175 Missouri FY 2001 6076169
## 176 Montana FY 2001 1041760
## 177 Nebraska FY 2001 2067290
## 178 Nevada FY 2001 1978480
## 179 New Hampshire FY 2001 1518792
## 180 New Jersey FY 2001 14773650
## 181 New Mexico FY 2001 2022093
## 182 New York FY 2001 30884292
## 183 North Carolina FY 2001 8201901
## 184 North Dakota FY 2001 668814
## 185 Ohio FY 2001 13893495
## 186 Oklahoma FY 2001 3750542
## 187 Oregon FY 2001 4112069
## 188 Pennsylvania FY 2001 14895316
## 189 Rhode Island FY 2001 1465703
## 190 South Carolina FY 2001 4492161
## 191 South Dakota FY 2001 796133
## 192 Tennessee FY 2001 5170379
## 193 Texas FY 2001 26546557
## 194 Utah FY 2001 2250339
## 195 Vermont FY 2001 934031
## 196 Virginia FY 2001 8335805
## 197 Washington FY 2001 6782136
## 198 West Virginia FY 2001 2157568
## 199 Wisconsin FY 2001 7249081
## 200 Wyoming FY 2001 704695
## 201 Alabama FY 2002 4444390
## 202 Alaska FY 2002 1284854
## 203 Arizona FY 2002 5395814
## 204 Arkansas FY 2002 2822877
## 205 California FY 2002 46265544
## 206 Colorado FY 2002 5151003
## 207 Connecticut FY 2002 6031062
## 208 Delaware FY 2002 1072875
## 209 Florida FY 2002 15535864
## 210 Georgia FY 2002 10853496
## 211 Hawaii FY 2002 1348381
## 212 Idaho FY 2002 1481803
## 213 Illinois FY 2002 16480787
## 214 Indiana FY 2002 7704547
## 215 Iowa FY 2002 3565796
## 216 Kansas FY 2002 3450923
## 217 Kentucky FY 2002 4268608
## 218 Louisiana FY 2002 4802565
## 219 Maine FY 2002 1812798
## 220 Maryland FY 2002 7480723
## 221 Massachusetts FY 2002 9957292
## 222 Michigan FY 2002 14975150
## 223 Minnesota FY 2002 6586559
## 224 Mississippi FY 2002 2642116
## 225 Missouri FY 2002 6491885
## 226 Montana FY 2002 1073005
## 227 Nebraska FY 2002 2206946
## 228 Nevada FY 2002 2169000
## 229 New Hampshire FY 2002 1641378
## 230 New Jersey FY 2002 15822609
## 231 New Mexico FY 2002 2204165
## 232 New York FY 2002 32218975
## 233 North Carolina FY 2002 8543290
## 234 North Dakota FY 2002 711437
## 235 Ohio FY 2002 14774065
## 236 Oklahoma FY 2002 3875547
## 237 Oregon FY 2002 4214512
## 238 Pennsylvania FY 2002 15550975
## 239 Rhode Island FY 2002 1533455
## 240 South Carolina FY 2002 4744809
## 241 South Dakota FY 2002 819296
## 242 Tennessee FY 2002 5501029
## 243 Texas FY 2002 28191128
## 244 Utah FY 2002 2374702
## 245 Vermont FY 2002 992149
## 246 Virginia FY 2002 8718554
## 247 Washington FY 2002 7103817
## 248 West Virginia FY 2002 2219013
## 249 Wisconsin FY 2002 7592176
## 250 Wyoming FY 2002 761830
## 251 Alabama FY 2003 4657643
## 252 Alaska FY 2003 1326226
## 253 Arizona FY 2003 5892227
## 254 Arkansas FY 2003 2923401
## 255 California FY 2003 47983402
## 256 Colorado FY 2003 5551506
## 257 Connecticut FY 2003 6302988
## 258 Delaware FY 2003 1127745
## 259 Florida FY 2003 16355123
## 260 Georgia FY 2003 11630576
## 261 Hawaii FY 2003 1489092
## 262 Idaho FY 2003 1511862
## 263 Illinois FY 2003 17271301
## 264 Indiana FY 2003 8088684
## 265 Iowa FY 2003 3652022
## 266 Kansas FY 2003 3510675
## 267 Kentucky FY 2003 4401627
## 268 Louisiana FY 2003 5056583
## 269 Maine FY 2003 1909268
## 270 Maryland FY 2003 7933055
## 271 Massachusetts FY 2003 10281820
## 272 Michigan FY 2003 15674698
## 273 Minnesota FY 2003 6867403
## 274 Mississippi FY 2003 2853531
## 275 Missouri FY 2003 6793957
## 276 Montana FY 2003 1124291
## 277 Nebraska FY 2003 2304223
## 278 Nevada FY 2003 2251044
## 279 New Hampshire FY 2003 1781594
## 280 New Jersey FY 2003 17185966
## 281 New Mexico FY 2003 2281608
## 282 New York FY 2003 34546965
## 283 North Carolina FY 2003 8766968
## 284 North Dakota FY 2003 716007
## 285 Ohio FY 2003 15868494
## 286 Oklahoma FY 2003 3804570
## 287 Oregon FY 2003 4150747
## 288 Pennsylvania FY 2003 16344439
## 289 Rhode Island FY 2003 1647587
## 290 South Carolina FY 2003 4888250
## 291 South Dakota FY 2003 851429
## 292 Tennessee FY 2003 5674773
## 293 Texas FY 2003 30399603
## 294 Utah FY 2003 2366897
## 295 Vermont FY 2003 1045213
## 296 Virginia FY 2003 9208329
## 297 Washington FY 2003 7359566
## 298 West Virginia FY 2003 2349833
## 299 Wisconsin FY 2003 7934755
## 300 Wyoming FY 2003 791732
## 301 Alabama FY 2004 4812479
## 302 Alaska FY 2004 1354846
## 303 Arizona FY 2004 6071785
## 304 Arkansas FY 2004 3109644
## 305 California FY 2004 49215866
## 306 Colorado FY 2004 5666191
## 307 Connecticut FY 2004 6600767
## 308 Delaware FY 2004 1201631
## 309 Florida FY 2004 17578884
## 310 Georgia FY 2004 11788616
## 311 Hawaii FY 2004 1566792
## 312 Idaho FY 2004 1555006
## 313 Illinois FY 2004 18081827
## 314 Indiana FY 2004 8524980
## 315 Iowa FY 2004 3669797
## 316 Kansas FY 2004 3658421
## 317 Kentucky FY 2004 4553382
## 318 Louisiana FY 2004 5290964
## 319 Maine FY 2004 1969497
## 320 Maryland FY 2004 8198454
## 321 Massachusetts FY 2004 10799765
## 322 Michigan FY 2004 15983044
## 323 Minnesota FY 2004 7084005
## 324 Mississippi FY 2004 3059569
## 325 Missouri FY 2004 6832454
## 326 Montana FY 2004 1160838
## 327 Nebraska FY 2004 2413404
## 328 Nevada FY 2004 2470581
## 329 New Hampshire FY 2004 1900240
## 330 New Jersey FY 2004 18416695
## 331 New Mexico FY 2004 2446115
## 332 New York FY 2004 36205111
## 333 North Carolina FY 2004 8994620
## 334 North Dakota FY 2004 749697
## 335 Ohio FY 2004 16662985
## 336 Oklahoma FY 2004 3853308
## 337 Oregon FY 2004 4199485
## 338 Pennsylvania FY 2004 17680332
## 339 Rhode Island FY 2004 1765585
## 340 South Carolina FY 2004 5017833
## 341 South Dakota FY 2004 887328
## 342 Tennessee FY 2004 6056657
## 343 Texas FY 2004 30974890
## 344 Utah FY 2004 2475550
## 345 Vermont FY 2004 1111029
## 346 Virginia FY 2004 9798239
## 347 Washington FY 2004 7549235
## 348 West Virginia FY 2004 2415043
## 349 Wisconsin FY 2004 8131276
## 350 Wyoming FY 2004 814092
## 351 Alabama FY 2005 5164406
## 352 Alaska FY 2005 1442269
## 353 Arizona FY 2005 6579957
## 354 Arkansas FY 2005 3546999
## 355 California FY 2005 50918654
## 356 Colorado FY 2005 5994440
## 357 Connecticut FY 2005 7080396
## 358 Delaware FY 2005 1299349
## 359 Florida FY 2005 19042877
## 360 Georgia FY 2005 12528856
## 361 Hawaii FY 2005 1648086
## 362 Idaho FY 2005 1618215
## 363 Illinois FY 2005 18658428
## 364 Indiana FY 2005 9108931
## 365 Iowa FY 2005 3808200
## 366 Kansas FY 2005 3718153
## 367 Kentucky FY 2005 4812591
## 368 Louisiana FY 2005 5554766
## 369 Maine FY 2005 2056266
## 370 Maryland FY 2005 8682586
## 371 Massachusetts FY 2005 11357857
## 372 Michigan FY 2005 16353921
## 373 Minnesota FY 2005 7310284
## 374 Mississippi FY 2005 3243888
## 375 Missouri FY 2005 7115207
## 376 Montana FY 2005 1193182
## 377 Nebraska FY 2005 2512914
## 378 Nevada FY 2005 2722264
## 379 New Hampshire FY 2005 2021144
## 380 New Jersey FY 2005 19669576
## 381 New Mexico FY 2005 2554638
## 382 New York FY 2005 38866853
## 383 North Carolina FY 2005 9835550
## 384 North Dakota FY 2005 832157
## 385 Ohio FY 2005 17167866
## 386 Oklahoma FY 2005 4161024
## 387 Oregon FY 2005 4458028
## 388 Pennsylvania FY 2005 18711100
## 389 Rhode Island FY 2005 1825900
## 390 South Carolina FY 2005 5312739
## 391 South Dakota FY 2005 916563
## 392 Tennessee FY 2005 6446691
## 393 Texas FY 2005 31919107
## 394 Utah FY 2005 2627022
## 395 Vermont FY 2005 1177478
## 396 Virginia FY 2005 10705162
## 397 Washington FY 2005 7870979
## 398 West Virginia FY 2005 2527767
## 399 Wisconsin FY 2005 8435359
## 400 Wyoming FY 2005 863423
## 401 Alabama FY 2006 5699076
## 402 Alaska FY 2006 1529645
## 403 Arizona FY 2006 7130341
## 404 Arkansas FY 2006 3808011
## 405 California FY 2006 53436103
## 406 Colorado FY 2006 6368289
## 407 Connecticut FY 2006 7517025
## 408 Delaware FY 2006 1405465
## 409 Florida FY 2006 20897327
## 410 Georgia FY 2006 13739263
## 411 Hawaii FY 2006 1805521
## 412 Idaho FY 2006 1694827
## 413 Illinois FY 2006 19244908
## 414 Indiana FY 2006 9241986
## 415 Iowa FY 2006 4039389
## 416 Kansas FY 2006 4039417
## 417 Kentucky FY 2006 5213620
## 418 Louisiana FY 2006 5554278
## 419 Maine FY 2006 2119408
## 420 Maryland FY 2006 9381613
## 421 Massachusetts FY 2006 11747010
## 422 Michigan FY 2006 16681981
## 423 Minnesota FY 2006 7686638
## 424 Mississippi FY 2006 3550261
## 425 Missouri FY 2006 7592485
## 426 Montana FY 2006 1254360
## 427 Nebraska FY 2006 2672629
## 428 Nevada FY 2006 2959728
## 429 New Hampshire FY 2006 2139113
## 430 New Jersey FY 2006 20869993
## 431 New Mexico FY 2006 2729707
## 432 New York FY 2006 41149457
## 433 North Carolina FY 2006 10476056
## 434 North Dakota FY 2006 857774
## 435 Ohio FY 2006 17829599
## 436 Oklahoma FY 2006 4406002
## 437 Oregon FY 2006 4773751
## 438 Pennsylvania FY 2006 19631006
## 439 Rhode Island FY 2006 1934429
## 440 South Carolina FY 2006 5696629
## 441 South Dakota FY 2006 948671
## 442 Tennessee FY 2006 6681445
## 443 Texas FY 2006 33851773
## 444 Utah FY 2006 2778236
## 445 Vermont FY 2006 1237442
## 446 Virginia FY 2006 11470735
## 447 Washington FY 2006 8239716
## 448 West Virginia FY 2006 2651491
## 449 Wisconsin FY 2006 8745195
## 450 Wyoming FY 2006 965350
## 451 Alabama FY 2007 6245031
## 452 Alaska FY 2007 1634316
## 453 Arizona FY 2007 7815720
## 454 Arkansas FY 2007 3997701
## 455 California FY 2007 57352599
## 456 Colorado FY 2007 6579053
## 457 Connecticut FY 2007 7855459
## 458 Delaware FY 2007 1437707
## 459 Florida FY 2007 22887024
## 460 Georgia FY 2007 14828715
## 461 Hawaii FY 2007 2045198
## 462 Idaho FY 2007 1777491
## 463 Illinois FY 2007 20326591
## 464 Indiana FY 2007 9497077
## 465 Iowa FY 2007 4231932
## 466 Kansas FY 2007 4339477
## 467 Kentucky FY 2007 5424621
## 468 Louisiana FY 2007 6040368
## 469 Maine FY 2007 2258764
## 470 Maryland FY 2007 10210303
## 471 Massachusetts FY 2007 12383447
## 472 Michigan FY 2007 17013259
## 473 Minnesota FY 2007 8060410
## 474 Mississippi FY 2007 3692358
## 475 Missouri FY 2007 7957705
## 476 Montana FY 2007 1320112
## 477 Nebraska FY 2007 2825608
## 478 Nevada FY 2007 3311471
## 479 New Hampshire FY 2007 2246692
## 480 New Jersey FY 2007 22448262
## 481 New Mexico FY 2007 2904474
## 482 New York FY 2007 43679908
## 483 North Carolina FY 2007 11248336
## 484 North Dakota FY 2007 838221
## 485 Ohio FY 2007 18251361
## 486 Oklahoma FY 2007 4750536
## 487 Oregon FY 2007 5039632
## 488 Pennsylvania FY 2007 20404304
## 489 Rhode Island FY 2007 2039633
## 490 South Carolina FY 2007 6023043
## 491 South Dakota FY 2007 977006
## 492 Tennessee FY 2007 6975099
## 493 Texas FY 2007 36105784
## 494 Utah FY 2007 2987810
## 495 Vermont FY 2007 1300149
## 496 Virginia FY 2007 12465858
## 497 Washington FY 2007 8752007
## 498 West Virginia FY 2007 2742344
## 499 Wisconsin FY 2007 9029660
## 500 Wyoming FY 2007 1124564
## 501 Alabama FY 2008 6832439
## 502 Alaska FY 2008 1918375
## 503 Arizona FY 2008 8403221
## 504 Arkansas FY 2008 4156368
## 505 California FY 2008 61570555
## 506 Colorado FY 2008 7338766
## 507 Connecticut FY 2008 8336789
## 508 Delaware FY 2008 1489594
## 509 Florida FY 2008 24224114
## 510 Georgia FY 2008 16030039
## 511 Hawaii FY 2008 2122779
## 512 Idaho FY 2008 1891505
## 513 Illinois FY 2008 21874484
## 514 Indiana FY 2008 9281709
## 515 Iowa FY 2008 4499236
## 516 Kansas FY 2008 4633517
## 517 Kentucky FY 2008 5822550
## 518 Louisiana FY 2008 6814455
## 519 Maine FY 2008 2308071
## 520 Maryland FY 2008 11211176
## 521 Massachusetts FY 2008 13182987
## 522 Michigan FY 2008 17053521
## 523 Minnesota FY 2008 8426264
## 524 Mississippi FY 2008 3898401
## 525 Missouri FY 2008 8526641
## 526 Montana FY 2008 1392449
## 527 Nebraska FY 2008 2970323
## 528 Nevada FY 2008 3515004
## 529 New Hampshire FY 2008 2399330
## 530 New Jersey FY 2008 24357079
## 531 New Mexico FY 2008 3057061
## 532 New York FY 2008 46443426
## 533 North Carolina FY 2008 11482912
## 534 North Dakota FY 2008 886317
## 535 Ohio FY 2008 18892374
## 536 Oklahoma FY 2008 4932913
## 537 Oregon FY 2008 5409630
## 538 Pennsylvania FY 2008 21157430
## 539 Rhode Island FY 2008 2134609
## 540 South Carolina FY 2008 6453817
## 541 South Dakota FY 2008 1037875
## 542 Tennessee FY 2008 7540306
## 543 Texas FY 2008 39033235
## 544 Utah FY 2008 3444936
## 545 Vermont FY 2008 1356165
## 546 Virginia FY 2008 13125666
## 547 Washington FY 2008 9331539
## 548 West Virginia FY 2008 2841962
## 549 Wisconsin FY 2008 9366134
## 550 Wyoming FY 2008 1191736
## 551 Alabama FY 2009 6683843
## 552 Alaska FY 2009 2007319
## 553 Arizona FY 2009 8726755
## 554 Arkansas FY 2009 4240839
## 555 California FY 2009 60080929
## 556 Colorado FY 2009 7187267
## 557 Connecticut FY 2009 8708294
## 558 Delaware FY 2009 1518786
## 559 Florida FY 2009 23328028
## 560 Georgia FY 2009 15976945
## 561 Hawaii FY 2009 2225438
## 562 Idaho FY 2009 1957740
## 563 Illinois FY 2009 23495271
## 564 Indiana FY 2009 9680895
## 565 Iowa FY 2009 4731463
## 566 Kansas FY 2009 4806603
## 567 Kentucky FY 2009 5886890
## 568 Louisiana FY 2009 7276651
## 569 Maine FY 2009 2350447
## 570 Maryland FY 2009 11591965
## 571 Massachusetts FY 2009 13937097
## 572 Michigan FY 2009 17217584
## 573 Minnesota FY 2009 9182281
## 574 Mississippi FY 2009 3967232
## 575 Missouri FY 2009 8827224
## 576 Montana FY 2009 1436062
## 577 Nebraska FY 2009 3053575
## 578 Nevada FY 2009 3606035
## 579 New Hampshire FY 2009 2490623
## 580 New Jersey FY 2009 23446911
## 581 New Mexico FY 2009 3186252
## 582 New York FY 2009 48635363
## 583 North Carolina FY 2009 12598382
## 584 North Dakota FY 2009 928528
## 585 Ohio FY 2009 19387318
## 586 Oklahoma FY 2009 5082062
## 587 Oregon FY 2009 5529831
## 588 Pennsylvania FY 2009 21831816
## 589 Rhode Island FY 2009 2139317
## 590 South Carolina FY 2009 6626763
## 591 South Dakota FY 2009 1080054
## 592 Tennessee FY 2009 7768063
## 593 Texas FY 2009 40688181
## 594 Utah FY 2009 3638775
## 595 Vermont FY 2009 1413329
## 596 Virginia FY 2009 13505290
## 597 Washington FY 2009 9940325
## 598 West Virginia FY 2009 2998657
## 599 Wisconsin FY 2009 9696228
## 600 Wyoming FY 2009 1268407
## 601 Alabama FY 2010 6670517
## 602 Alaska FY 2010 2084019
## 603 Arizona FY 2010 8482552
## 604 Arkansas FY 2010 4459910
## 605 California FY 2010 58248662
## 606 Colorado FY 2010 7429302
## 607 Connecticut FY 2010 8853337
## 608 Delaware FY 2010 1549812
## 609 Florida FY 2010 23349314
## 610 Georgia FY 2010 15730409
## 611 Hawaii FY 2010 2136144
## 612 Idaho FY 2010 1961857
## 613 Illinois FY 2010 24695773
## 614 Indiana FY 2010 9921243
## 615 Iowa FY 2010 4794308
## 616 Kansas FY 2010 4731676
## 617 Kentucky FY 2010 6091814
## 618 Louisiana FY 2010 7393452
## 619 Maine FY 2010 2370085
## 620 Maryland FY 2010 11883677
## 621 Massachusetts FY 2010 13356373
## 622 Michigan FY 2010 17227515
## 623 Minnesota FY 2010 8927288
## 624 Mississippi FY 2010 3990876
## 625 Missouri FY 2010 8923448
## 626 Montana FY 2010 1498252
## 627 Nebraska FY 2010 3213646
## 628 Nevada FY 2010 3592994
## 629 New Hampshire FY 2010 2576956
## 630 New Jersey FY 2010 24261392
## 631 New Mexico FY 2010 3217328
## 632 New York FY 2010 50251461
## 633 North Carolina FY 2010 12200362
## 634 North Dakota FY 2010 1000095
## 635 Ohio FY 2010 19801670
## 636 Oklahoma FY 2010 5192124
## 637 Oregon FY 2010 5401667
## 638 Pennsylvania FY 2010 22733518
## 639 Rhode Island FY 2010 2136582
## 640 South Carolina FY 2010 6566165
## 641 South Dakota FY 2010 1115861
## 642 Tennessee FY 2010 7894661
## 643 Texas FY 2010 42621886
## 644 Utah FY 2010 3635085
## 645 Vermont FY 2010 1432683
## 646 Virginia FY 2010 13193633
## 647 Washington FY 2010 9832913
## 648 West Virginia FY 2010 3328177
## 649 Wisconsin FY 2010 9966244
## 650 Wyoming FY 2010 1334655
## 651 Alabama FY 2011 6592925
## 652 Alaska FY 2011 2201270
## 653 Arizona FY 2011 8340211
## 654 Arkansas FY 2011 4578136
## 655 California FY 2011 57526835
## 656 Colorado FY 2011 7409462
## 657 Connecticut FY 2011 9094036
## 658 Delaware FY 2011 1613304
## 659 Florida FY 2011 23870090
## 660 Georgia FY 2011 15527907
## 661 Hawaii FY 2011 2141561
## 662 Idaho FY 2011 1881746
## 663 Illinois FY 2011 24554467
## 664 Indiana FY 2011 9687949
## 665 Iowa FY 2011 4855871
## 666 Kansas FY 2011 4741372
## 667 Kentucky FY 2011 6211453
## 668 Louisiana FY 2011 7522098
## 669 Maine FY 2011 2377878
## 670 Maryland FY 2011 12035719
## 671 Massachusetts FY 2011 13649965
## 672 Michigan FY 2011 16786444
## 673 Minnesota FY 2011 8944867
## 674 Mississippi FY 2011 3887981
## 675 Missouri FY 2011 8691887
## 676 Montana FY 2011 1518818
## 677 Nebraska FY 2011 3298536
## 678 Nevada FY 2011 3676997
## 679 New Hampshire FY 2011 2637911
## 680 New Jersey FY 2011 23639281
## 681 New Mexico FY 2011 3127463
## 682 New York FY 2011 51509285
## 683 North Carolina FY 2011 12322555
## 684 North Dakota FY 2011 1049772
## 685 Ohio FY 2011 19988921
## 686 Oklahoma FY 2011 5036031
## 687 Oregon FY 2011 5430888
## 688 Pennsylvania FY 2011 23485203
## 689 Rhode Island FY 2011 2149366
## 690 South Carolina FY 2011 6461884
## 691 South Dakota FY 2011 1126503
## 692 Tennessee FY 2011 8377599
## 693 Texas FY 2011 42864291
## 694 Utah FY 2011 3704133
## 695 Vermont FY 2011 1424507
## 696 Virginia FY 2011 12968457
## 697 Washington FY 2011 10040312
## 698 West Virginia FY 2011 3388294
## 699 Wisconsin FY 2011 10333016
## 700 Wyoming FY 2011 1398444
Code alternatives:
These produce the same results:
storms %>% unite(date, year, month, day, sep = "_")
storms %>% unite(date, year, month, day)
If no separator is identified, "_" will automatically be used
Import the facebook.tsv file
dob_year, dob_month & dob_day variables
# Import the facebook.tsv file in the data folder
facebook <- read.delim("../data/facebook.tsv")
# Combine the `Period` and `Year` variables
facebook <- facebook %>% unite(dob, dob_year, dob_month, dob_day, sep = "-")
facebook
## userid age dob gender tenure friend_count
## 1 2094382 14 1999-11-19 male 266 0
## 2 1192601 14 1999-11-2 female 6 0
## 3 2083884 14 1999-11-16 male 13 0
## 4 1203168 14 1999-12-25 female 93 0
## 5 1733186 14 1999-12-4 male 82 0
## 6 1524765 14 1999-12-1 male 15 0
## 7 1136133 13 2000-1-14 male 12 0
## 8 1680361 13 2000-1-4 female 0 0
## 9 1365174 13 2000-1-1 male 81 0
## 10 1712567 13 2000-2-2 male 171 0
## 11 1612453 13 2000-2-22 male 98 0
## 12 2104073 13 2000-2-1 male 55 0
## 13 1918584 13 2000-3-5 male 106 0
## 14 1704433 13 2000-3-21 male 61 0
## 15 1932519 13 2000-3-28 female 0 0
## 16 1751722 13 2000-4-7 female 16 0
## 17 1470850 13 2000-5-30 female 34 0
## 18 1001768 13 2000-5-23 female 25 0
## 19 1537661 13 2000-5-16 female 4 0
## 20 1020296 13 2000-8-13 male 9 0
## 21 1472643 13 2000-9-13 female 9 0
## 22 2041297 13 2000-9-22 female 10 0
## 23 1514978 13 2000-9-2 male 0 0
## 24 1708962 15 1998-11-17 male 98 0
## 25 1098955 15 1998-11-3 male 100 0
## 26 1001243 15 1998-11-11 male 28 0
## 27 2113084 15 1998-11-24 male 52 0
## 28 2163454 15 1998-11-15 male 0 0
## 29 1670750 15 1998-12-28 male 24 0
## 30 1041376 15 1998-12-11 male 41 0
## 31 1762274 15 1998-12-10 male 17 0
## 32 1903650 14 1999-1-16 male 165 0
## 33 2087235 14 1999-1-14 male 15 0
## 34 1871735 14 1999-1-1 female 578 0
## 35 1459785 14 1999-1-1 male 478 0
## 36 1215208 14 1999-1-1 male 170 0
## 37 1255528 14 1999-2-20 male 266 0
## 38 1390333 14 1999-2-19 male 227 0
## 39 1570689 14 1999-2-17 male 13 0
## 40 1197377 14 1999-2-1 male 111 0
## 41 1472999 14 1999-3-22 female 201 0
## 42 1549614 14 1999-3-16 male 271 0
## 43 2056802 14 1999-3-11 female 145 0
## 44 2091823 14 1999-3-21 male 23 0
## 45 1302193 14 1999-3-16 female 21 0
## 46 1784528 14 1999-3-8 male 0 0
## 47 1842851 14 1999-4-22 male 258 0
## 48 1002019 14 1999-4-30 female 250 0
## 49 2188166 14 1999-4-29 female 22 0
## 50 1443541 14 1999-4-21 male 30 0
## 51 1927282 14 1999-5-7 male 242 0
## 52 1929885 14 1999-5-14 female 11 0
## 53 2188851 14 1999-5-20 male 0 0
## 54 1562606 14 1999-6-8 female 67 0
## 55 1599485 14 1999-6-3 male 0 0
## 56 2157419 14 1999-7-19 male 93 0
## 57 1264260 14 1999-7-11 male 18 0
## 58 1123633 14 1999-7-28 male 12 0
## 59 2045259 14 1999-7-14 male 6 0
## 60 1712642 14 1999-9-9 male 178 0
## 61 1304645 14 1999-9-6 male 24 0
## 62 1287843 14 1999-9-14 male 14 0
## 63 1094094 14 1999-10-31 male 214 0
## 64 1201176 14 1999-10-17 male 84 0
## 65 1717785 14 1999-10-11 female 27 0
## 66 1764393 14 1999-10-2 female 7 0
## 67 1483573 14 1999-10-10 female 4 0
## 68 2163813 16 1997-11-20 male 20 0
## 69 1435172 16 1997-12-2 female 256 0
## 70 1732320 16 1997-12-17 male 34 0
## 71 1866176 16 1997-12-12 female 22 0
## 72 1402504 16 1997-12-16 male 30 0
## 73 1469691 16 1997-12-9 male 17 0
## 74 1820036 15 1998-1-25 male 340 0
## 75 1922550 15 1998-1-3 male 338 0
## 76 1450870 15 1998-1-20 male 279 0
## 77 2044883 15 1998-1-27 male 179 0
## 78 2055501 15 1998-1-11 male 25 0
## 79 1574525 15 1998-1-14 male 10 0
## 80 1460963 15 1998-1-23 male 6 0
## 81 1648391 15 1998-2-2 male 503 0
## 82 2162779 15 1998-2-19 male 316 0
## 83 1105499 15 1998-2-3 male 90 0
## 84 1654852 15 1998-2-18 male 221 0
## 85 1665635 15 1998-2-25 female 3 0
## 86 2113685 15 1998-3-7 male 282 0
## 87 1772186 15 1998-3-2 female 193 0
## 88 1962161 15 1998-3-2 male 45 0
## 89 1605442 15 1998-3-19 male 24 0
## 90 2166096 15 1998-3-12 male 9 0
## 91 1777296 15 1998-4-25 female 547 0
## 92 1232281 15 1998-4-21 male 23 0
## 93 1328833 15 1998-4-25 male 7 0
## 94 1288621 15 1998-4-15 male 3 0
## 95 1129704 15 1998-5-2 male 347 0
## 96 1126847 15 1998-5-5 male 89 0
## 97 1056469 15 1998-5-19 female 56 0
## 98 2190921 15 1998-5-17 male 21 0
## 99 1496299 15 1998-6-30 male 63 0
## 100 1297545 15 1998-6-14 female 27 0
## 101 1314465 15 1998-6-4 male 14 0
## 102 1832374 15 1998-7-20 male 73 0
## 103 2164634 15 1998-7-8 female 20 0
## 104 1012962 15 1998-7-6 male 4 0
## 105 1294086 15 1998-8-17 male 661 0
## 106 1160530 15 1998-8-22 female 242 0
## 107 1859444 15 1998-8-30 male 223 0
## 108 1757068 15 1998-8-22 male 22 0
## 109 1998492 15 1998-8-18 female 11 0
## 110 1536686 15 1998-9-18 male 37 0
## 111 2070224 15 1998-10-12 male 18 0
## 112 1608131 15 1998-10-1 male 27 0
## 113 1483131 17 1996-11-2 male 21 0
## 114 1677748 17 1996-11-10 female 26 0
## 115 1703844 17 1996-11-27 male 12 0
## 116 1695626 17 1996-12-20 male 764 0
## 117 1054620 17 1996-12-31 male 22 0
## 118 1885663 16 1997-1-16 female 332 0
## 119 1174983 16 1997-1-2 male 290 0
## 120 1300831 16 1997-1-26 male 29 0
## 121 1106680 16 1997-1-24 female 71 0
## 122 1712570 16 1997-1-17 male 0 0
## 123 1505398 16 1997-1-1 male 108 0
## 124 2071007 16 1997-1-1 male 29 0
## 125 1387870 16 1997-2-16 male 264 0
## 126 1997182 16 1997-3-4 male 363 0
## 127 1409046 16 1997-3-3 male 152 0
## 128 1020864 16 1997-4-15 male 312 0
## 129 1662734 16 1997-4-28 female 66 0
## 130 1917166 16 1997-4-3 female 31 0
## 131 1689737 16 1997-4-23 male 21 0
## 132 1011372 16 1997-5-16 female 374 0
## 133 2191252 16 1997-5-12 male 223 0
## 134 2064115 16 1997-5-17 male 2 0
## 135 1449467 16 1997-6-2 male 163 0
## 136 1505097 16 1997-6-12 male 142 0
## 137 1306187 16 1997-6-4 male 9 0
## 138 1430230 16 1997-7-22 male 147 0
## 139 2126242 16 1997-7-25 female 52 0
## 140 1096123 16 1997-7-17 male 5 0
## 141 1733413 16 1997-8-29 male 589 0
## 142 2153790 16 1997-8-24 male 465 0
## 143 1639871 16 1997-8-11 female 390 0
## 144 1542192 16 1997-8-15 female 150 0
## 145 1664129 16 1997-8-23 female 192 0
## 146 1972405 16 1997-8-5 male 53 0
## 147 1063625 16 1997-8-5 male 5 0
## 148 1637546 16 1997-9-9 male 245 0
## 149 1941254 16 1997-9-27 female 145 0
## 150 1683116 16 1997-10-15 female 498 0
## 151 1930035 16 1997-10-8 male 81 0
## 152 2183422 16 1997-10-7 female 24 0
## 153 1935024 16 1997-10-10 male 3 0
## 154 1590837 18 1995-11-30 male 587 0
## 155 1124403 18 1995-11-13 male 577 0
## 156 1364002 18 1995-11-27 male 80 0
## 157 2113653 18 1995-11-4 female 15 0
## 158 1331161 18 1995-12-27 male 715 0
## 159 1806987 18 1995-12-5 male 64 0
## 160 2038590 18 1995-12-17 female 235 0
## 161 2167676 18 1995-12-6 male 201 0
## 162 2115759 18 1995-12-13 male 25 0
## 163 1392458 18 1995-12-18 female 19 0
## 164 2130453 18 1995-12-16 female 0 0
## 165 1787586 18 1995-12-1 male 0 0
## 166 1857274 17 1996-1-2 female 531 0
## 167 1217755 17 1996-1-1 male 465 0
## 168 1236697 17 1996-1-1 male 2 0
## 169 1305639 17 1996-3-2 male 146 0
## 170 1169785 17 1996-3-11 male 81 0
## 171 1338620 17 1996-3-14 male 13 0
## 172 1283356 17 1996-4-8 male 410 0
## 173 1189040 17 1996-4-15 male 364 0
## 174 2126886 17 1996-4-17 male 331 0
## 175 1418034 17 1996-4-9 female 14 0
## 176 2011449 17 1996-4-18 male 12 0
## 177 1765562 17 1996-4-5 male 0 0
## 178 1132306 17 1996-4-1 male 36 0
## 179 1829874 17 1996-5-12 male 175 0
## 180 1992636 17 1996-6-13 male 379 0
## 181 1745834 17 1996-6-20 female 172 0
## 182 2014775 17 1996-6-11 male 14 0
## 183 1258751 17 1996-7-5 male 671 0
## 184 1433135 17 1996-7-16 male 545 0
## 185 1608002 17 1996-7-4 male 388 0
## 186 1406080 17 1996-7-19 male 112 0
## 187 1436760 17 1996-8-9 male 166 0
## 188 1371735 17 1996-8-11 male 14 0
## 189 1134075 17 1996-8-1 female 14 0
## 190 1805783 17 1996-9-8 male 14 0
## 191 1863042 17 1996-9-24 male 29 0
## 192 1144392 17 1996-10-9 female 374 0
## 193 1397700 17 1996-10-10 male 51 0
## 194 1195181 17 1996-10-14 male 7 0
## 195 1195657 19 1994-11-11 male 152 0
## 196 1837868 19 1994-11-11 male 116 0
## 197 1499423 19 1994-11-28 male 33 0
## 198 1926687 19 1994-11-12 female 20 0
## 199 1684975 19 1994-11-15 female 39 0
## 200 1427988 19 1994-11-19 male 1 0
## 201 1466108 19 1994-12-17 male 304 0
## 202 1865261 19 1994-12-6 male 243 0
## 203 1997609 19 1994-12-9 male 223 0
## 204 1809067 19 1994-12-21 male 18 0
## 205 1771745 19 1994-12-4 female 10 0
## 206 1419434 18 1995-1-10 male 184 0
## 207 1217995 18 1995-1-26 male 23 0
## 208 1797921 18 1995-1-10 male 13 0
## 209 1926902 18 1995-1-19 male 5 0
## 210 1055143 18 1995-1-16 male 13 0
## 211 2135230 18 1995-1-1 male 532 0
## 212 2152684 18 1995-1-1 male 288 0
## 213 1829876 18 1995-1-1 male 112 0
## 214 2124960 18 1995-1-1 female 13 0
## 215 1233567 18 1995-1-1 male 6 0
## 216 1473866 18 1995-1-1 female 0 0
## 217 2137248 18 1995-2-10 female 368 0
## 218 1345501 18 1995-2-2 male 6 0
## 219 1391733 18 1995-2-19 female 10 0
## 220 1566554 18 1995-3-4 male 213 0
## 221 1355491 18 1995-3-20 male 218 0
## 222 1315805 18 1995-3-9 male 119 0
## 223 1279723 18 1995-3-21 male 20 0
## 224 1657516 18 1995-3-16 male 23 0
## 225 1483400 18 1995-4-23 male 969 0
## 226 1597450 18 1995-4-16 male 185 0
## 227 1873685 18 1995-4-17 female 105 0
## 228 1697288 18 1995-4-25 female 27 0
## 229 1066015 18 1995-5-30 male 290 0
## 230 2014766 18 1995-5-18 female 244 0
## 231 1299611 18 1995-5-16 male 187 0
## 232 1671638 18 1995-5-4 male 38 0
## 233 2095653 18 1995-5-2 female 21 0
## 234 2156614 18 1995-5-5 male 7 0
## 235 1113350 18 1995-6-8 male 582 0
## 236 1925696 18 1995-6-3 male 380 0
## 237 1953166 18 1995-6-23 male 18 0
## 238 1447319 18 1995-6-6 male 14 0
## 239 1213224 18 1995-6-12 male 16 0
## 240 1620718 18 1995-6-1 male 1 0
## 241 1740994 18 1995-7-3 female 336 0
## 242 1738708 18 1995-7-14 male 612 0
## 243 1602191 18 1995-7-15 male 100 0
## 244 1804128 18 1995-7-18 male 15 0
## 245 1826582 18 1995-7-25 male 24 0
## 246 1847360 18 1995-7-12 female 26 0
## 247 2072899 18 1995-7-5 male 22 0
## 248 1807988 18 1995-7-20 male 11 0
## 249 1044397 18 1995-7-2 male 13 0
## 250 1892920 18 1995-8-25 male 184 0
## 251 1161951 18 1995-8-11 male 80 0
## 252 2187313 18 1995-8-28 female 22 0
## 253 1080891 18 1995-8-17 male 6 0
## 254 1593499 18 1995-8-1 female 19 0
## 255 1879279 18 1995-9-16 male 1 0
## 256 2035530 18 1995-10-9 female 510 0
## 257 1383408 18 1995-10-6 male 445 0
## 258 1981734 18 1995-10-31 male 7 0
## 259 2099593 20 1993-11-14 male 294 0
## 260 1209993 20 1993-11-26 male 159 0
## 261 1202760 20 1993-11-22 male 24 0
## 262 1138174 20 1993-12-4 female 96 0
## 263 1395517 19 1994-1-1 male 341 0
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## 265 1606305 19 1994-2-10 male 252 0
## 266 1235916 19 1994-2-7 male 212 0
## 267 1440680 19 1994-3-21 male 723 0
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## 270 1919950 19 1994-3-22 female 17 0
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## 273 1301349 19 1994-4-17 female 280 0
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## 326 1083587 20 1993-5-4 male 723 0
## 327 1397431 20 1993-5-21 female 353 0
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## [ reached getOption("max.print") -- omitted 91311 rows ]
tidyr is a package that reshapes the layout of data frames:
gather(): transforms data from wide to long
spread(): transforms data from long to wide
separate(): splits a single column into multiple columns
unite(): combines multiple columns into a single column
5 minutes!