##Introducción

El presente informe tiene como fin potenciar el uso del lenguaje de programación “R” en los estudiantes de geología de cuarto semestre de la universidad del Norte, con el fin de desarrollar habilidades como la representación de datos en gráficos estadísticos y el estudio y análisis de ellos desde un punto de vista geológico

##Tabla_datos_de_la-NASA

library(readr)
library(knitr)  
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
df <- read_csv("https://raw.githubusercontent.com/lihkir/AnalisisEstadisticoUN/main/Data/catalog.csv")
## Rows: 1693 Columns: 23
## -- Column specification --------------------------------------------------------
## Delimiter: ","
## chr (16): date, time, continent_code, country_name, country_code, state/prov...
## dbl  (7): id, population, distance, latitude, longitude, injuries, fatalities
## 
## i Use `spec()` to retrieve the full column specification for this data.
## i Specify the column types or set `show_col_types = FALSE` to quiet this message.
colnames(df) <- gsub("state/province", "state_province", colnames(df))

df <- df [, c ("country_name","date","state_province","distance","population")]

df %>% arrange(country_name)
## # A tibble: 1,693 x 5
##    country_name date     state_province distance population
##    <chr>        <chr>    <chr>             <dbl>      <dbl>
##  1 Barbados     10/22/08 Saint Joseph      2.87        1765
##  2 Belize       11/24/15 Cayo              9.72       13381
##  3 Bermuda      9/1/11   Hamilton city     1.55         902
##  4 Bermuda      2/15/14  Hamilton city     0.898        902
##  5 Brazil       5/6/09   Pará              1.02       70888
##  6 Brazil       5/6/09   Maranhão         61.8        48901
##  7 Brazil       3/28/13  Amapá             0.170      83927
##  8 Brazil       1/4/14   Pará              1.04       78050
##  9 Canada       4/14/07  Quebec            2.99       42786
## 10 Canada       7/8/07   Ontario           1.75      812129
## # ... with 1,683 more rows

##Grafico_circular_distance

library(ggplot2)
library(dplyr)

ggplot(df, aes(x = "", y =distance , fill=country_name))+geom_bar(stat = "identity", width = 1) +coord_polar("y", start = 0)
## Warning: Removed 1 rows containing missing values (position_stack).

##Grafico_circular_population

library(ggplot2)
library(dplyr)

ggplot(df, aes(x = "", y =population , fill=country_name))+geom_bar(stat = "identity", width = 1) +coord_polar("y", start = 0)

##Tabla_UnitedStates

library(dplyr)
df_us <- filter(df, country_name == "United States")

knitr::kable((df_us))
country_name date state_province distance population
United States 3/2/07 Virginia 3.40765 16000
United States 3/22/07 Ohio 3.33522 17288
United States 4/6/07 Pennsylvania 2.91977 15930
United States 4/15/07 Kentucky 5.66542 6903
United States 4/20/07 Kentucky 0.23715 6903
United States 4/24/07 South Dakota 2.48033 2540
United States 7/1/07 Texas 0.03668 42409
United States 7/24/07 Texas 5.66936 175396
United States 8/14/07 Colorado 10.87949 2475
United States 8/18/07 Minnesota 22.31062 2868
United States 8/18/07 Wyoming 64.74594 9520
United States 8/18/07 Minnesota 0.99990 106769
United States 8/19/07 Wisconsin 13.62525 51320
United States 8/19/07 Wisconsin 12.91337 51320
United States 8/20/07 West Virginia 3.49200 1526
United States 9/3/07 New Mexico 12.89915 1788
United States 9/5/07 Wyoming 9.42463 1176
United States 9/5/07 Idaho 4.51471 2689
United States 9/6/07 Colorado 2.63588 12088
United States 9/17/07 Colorado 4.25758 4518
United States 11/30/07 California 6.48824 3117
United States 12/8/07 Indiana 2.66572 5042
United States 12/16/07 Pennsylvania 0.27058 3174
United States 1/1/08 Pennsylvania 0.03251 4020
United States 1/6/08 California 8.13382 42808
United States 1/7/08 California 3.23702 59518
United States 1/28/08 California 1.15586 42808
United States 2/5/08 Pennsylvania 1.09139 1728
United States 2/9/08 Pennsylvania 1.23232 3451
United States 3/4/08 Pennsylvania 2.97055 3165
United States 3/9/08 New York 4.36125 2620
United States 3/10/08 Pennsylvania 0.36435 3294
United States 3/14/08 Ohio 1.02992 5091
United States 3/16/08 Ohio 1.17753 4741
United States 3/24/08 Ohio 7.05134 3541
United States 3/28/08 Kentucky 2.26622 4407
United States 4/1/08 Illinois 18.72748 8465
United States 4/8/08 Pennsylvania 3.60364 13470
United States 4/11/08 Wisconsin 0.62955 2200
United States 4/13/08 Colorado 3.03321 6447
United States 4/25/08 Minnesota 1.72940 27592
United States 4/29/08 New Hampshire 0.08548 1813
United States 4/29/08 New Hampshire 8.19938 1142
United States 5/9/08 Virginia 8.27691 1698
United States 5/12/08 West Virginia 7.85746 1638
United States 5/20/08 Kentucky 0.90111 5723
United States 5/28/08 Colorado 20.14967 6658
United States 6/7/08 Indiana 0.63962 11828
United States 6/16/08 New York 4.46079 1031
United States 6/20/08 Arkansas 30.98796 466
United States 6/29/08 New Jersey 3.31974 34457
United States 7/5/08 New Mexico 15.17455 13753
United States 7/9/08 West Virginia 2.20331 3191
United States 7/9/08 West Virginia 3.05313 51400
United States 7/9/08 Iowa 2.88694 1919
United States 7/13/08 Colorado 2.94432 16887
United States 7/16/08 Wisconsin 6.28666 1887
United States 7/22/08 Colorado 10.78549 2826
United States 7/22/08 Idaho 29.97781 2991
United States 7/22/08 Idaho 25.30277 3112
United States 7/28/08 Colorado 32.15868 3068
United States 8/4/08 New Mexico 12.68493 1788
United States 8/6/08 Colorado 41.47439 3068
United States 8/6/08 New Hampshire 5.61303 1126
United States 8/7/08 California 3.32897 20292
United States 8/7/08 Colorado 22.50782 6427
United States 8/7/08 Utah 5.66291 7979
United States 8/8/08 Utah 67.58127 1270
United States 8/23/08 Colorado 8.16325 5236
United States 8/24/08 Colorado 17.16659 1646
United States 8/26/08 North Carolina 0.85349 1192
United States 8/28/08 North Carolina 5.17876 1192
United States 9/6/08 Massachusetts 2.84100 39880
United States 9/20/08 Idaho 1.58679 1406
United States 11/26/08 California 14.43770 9277
United States 12/17/08 California 8.33509 3148
United States 12/22/08 California 1.91206 3841
United States 12/22/08 Tennessee 2.61361 5934
United States 1/7/09 North Carolina 2.71542 1150
United States 3/10/09 Pennsylvania 2.84144 5951
United States 4/8/09 Tennessee 11.51020 2845
United States 4/11/09 Utah 3.35726 112488
United States 4/13/09 Virginia 10.60458 1463
United States 4/14/09 Utah 1.90486 33433
United States 4/15/09 Utah 1.68712 20816
United States 4/15/09 Utah 8.13917 10062
United States 4/20/09 Virginia 13.41471 1463
United States 4/20/09 Colorado 15.14802 97385
United States 5/4/09 Missouri 1.93676 17916
United States 5/8/09 Kentucky 15.41975 777
United States 5/8/09 Kentucky 9.34774 2231
United States 5/11/09 Kentucky 11.07489 6903
United States 5/17/09 North Carolina 9.72793 18228
United States 5/30/09 West Virginia 11.50494 1142
United States 6/18/09 Utah 0.79003 42274
United States 6/19/09 North Carolina 10.33560 3776
United States 6/21/09 Idaho 1.27144 2689
United States 7/31/09 Kentucky 2.30977 5338
United States 8/19/09 Kentucky 15.49105 31577
United States 8/20/09 Wisconsin 3.41664 5911
United States 9/11/09 Texas 1.34835 4529
United States 9/20/09 Georgia 15.92157 3410
United States 9/21/09 Alabama 26.97874 3485
United States 9/21/09 Georgia 2.07317 5802
United States 9/21/09 Georgia 0.80279 1602
United States 9/21/09 North Carolina 3.61918 7609
United States 9/26/09 Georgia 1.12077 2301
United States 9/26/09 Tennessee 4.11813 3944
United States 10/12/09 Texas 6.20618 45028
United States 10/17/09 Kentucky 10.07650 365
United States 11/11/09 Tennessee 2.60684 20979
United States 11/17/09 Illinois 1.54044 27865
United States 12/9/09 Tennessee 5.97545 167674
United States 12/9/09 Tennessee 2.05274 7554
United States 12/9/09 Tennessee 2.47169 7554
United States 12/12/09 Missouri 7.60154 3364
United States 12/13/09 California 8.91845 4862
United States 12/18/09 Mississippi 17.40130 2175
United States 1/21/10 California 5.71250 9277
United States 1/21/10 Arizona 16.48124 1424
United States 1/21/10 California 1.35292 3552
United States 1/21/10 California 12.95887 1128
United States 1/22/10 Arizona 12.98377 2633
United States 1/24/10 North Carolina 7.54867 2937
United States 1/24/10 Tennessee 8.55137 4577
United States 1/24/10 Tennessee 2.56584 7554
United States 1/25/10 Tennessee 3.20504 12714
United States 1/25/10 Pennsylvania 1.49656 305704
United States 1/25/10 Connecticut 10.75115 1212
United States 1/25/10 North Carolina 2.39331 2441
United States 1/26/10 Kentucky 5.79962 1255
United States 2/4/10 South Carolina 4.34093 13905
United States 2/5/10 North Carolina 0.91282 1150
United States 2/6/10 Kentucky 5.29680 5245
United States 2/6/10 Kentucky 19.17000 2203
United States 2/8/10 Tennessee 14.90347 4058
United States 2/25/10 California 2.18534 29603
United States 2/27/10 California 1.18379 209924
United States 3/11/10 Pennsylvania 1.29986 305704
United States 3/11/10 Pennsylvania 2.37904 5951
United States 3/11/10 Wisconsin 3.90084 2133
United States 3/12/10 West Virginia 0.02907 1260
United States 3/13/10 West Virginia 7.04356 6432
United States 3/13/10 New Jersey 4.41013 9916
United States 3/13/10 West Virginia 6.25122 3572
United States 3/14/10 Ohio 13.05284 6397
United States 3/14/10 Massachusetts 1.03712 2717
United States 3/14/10 New Jersey 0.77081 2410
United States 3/14/10 North Carolina 23.26062 620
United States 3/15/10 Massachusetts 1.25138 7389
United States 3/15/10 Massachusetts 2.73316 5918
United States 3/16/10 Pennsylvania 6.71244 2528
United States 3/18/10 Tennessee 11.83863 3944
United States 3/21/10 Ohio 10.58008 1311
United States 3/25/10 Alabama 22.45613 2264
United States 3/26/10 New York 7.59235 1113
United States 3/29/10 Tennessee 14.56419 3944
United States 3/30/10 Connecticut 1.40994 47648
United States 3/30/10 New York 0.94386 7612
United States 3/30/10 New York 3.28687 195976
United States 3/30/10 Iowa 2.69877 11051
United States 3/30/10 Iowa 2.69877 11051
United States 3/30/10 Maine 0.76489 7794
United States 3/31/10 New Hampshire 0.29408 1108
United States 4/7/10 Iowa 3.37828 25663
United States 4/25/10 Tennessee 10.07129 2694
United States 5/2/10 Kentucky 10.11538 6845
United States 5/2/10 Kentucky 9.51647 1883
United States 5/2/10 Tennessee 4.06928 2912
United States 5/2/10 Tennessee 5.92638 4812
United States 5/2/10 Tennessee 11.67837 7720
United States 5/2/10 Tennessee 6.61569 31279
United States 5/2/10 Tennessee 15.51031 34681
United States 5/3/10 Kentucky 7.91631 777
United States 5/3/10 Kentucky 0.00435 365
United States 5/3/10 Kentucky 18.27072 2237
United States 5/3/10 Kentucky 5.84944 1732
United States 5/3/10 Kentucky 13.47073 3459
United States 5/3/10 Kentucky 7.32052 717
United States 5/3/10 West Virginia 15.29574 3191
United States 5/3/10 Kentucky 9.90252 717
United States 5/3/10 Kentucky 12.34170 4456
United States 5/3/10 Kentucky 10.50499 777
United States 5/3/10 Kentucky 21.31051 777
United States 5/3/10 Kentucky 1.09107 2237
United States 5/3/10 Kentucky 16.31604 2237
United States 5/3/10 West Virginia 18.71035 1090
United States 5/3/10 Virginia 21.45604 1414
United States 5/3/10 Kentucky 10.20803 2203
United States 5/3/10 Kentucky 8.90602 6903
United States 5/3/10 Ohio 17.02627 11129
United States 5/3/10 Ohio 6.42411 11129
United States 5/3/10 Ohio 18.88870 2165
United States 5/9/10 Tennessee 0.01307 2912
United States 5/10/10 Ohio 10.40449 11129
United States 5/14/10 Missouri 5.24463 4208
United States 5/16/10 Kentucky 7.52656 1883
United States 5/17/10 West Virginia 1.68022 51400
United States 5/23/10 North Carolina 16.47911 872
United States 5/24/10 Utah 0.75491 10062
United States 6/5/10 Pennsylvania 1.93338 305704
United States 6/5/10 Pennsylvania 1.46465 4432
United States 6/7/10 North Carolina 5.80525 7609
United States 6/7/10 Nevada 16.13996 12361
United States 6/13/10 West Virginia 5.45758 1654
United States 6/21/10 Indiana 6.08613 67140
United States 6/23/10 Minnesota 18.20633 2868
United States 6/23/10 Wisconsin 16.88781 5184
United States 6/28/10 Colorado 13.11084 2617
United States 6/28/10 New York 8.27871 10545
United States 7/13/10 New York 14.77042 1041
United States 7/13/10 West Virginia 0.76491 1860
United States 7/16/10 Georgia 7.58207 9432
United States 7/20/10 Arizona 11.50738 65870
United States 7/21/10 West Virginia 2.97869 49138
United States 7/23/10 Colorado 4.89100 16887
United States 7/23/10 New Mexico 25.68212 9051
United States 7/26/10 Colorado 17.96218 1320
United States 7/27/10 Colorado 27.47506 1320
United States 7/27/10 Kentucky 0.99029 5955
United States 7/31/10 Colorado 23.83031 6427
United States 8/1/10 Colorado 20.97634 2602
United States 8/1/10 Utah 13.47828 1344
United States 8/9/10 Iowa 0.92861 25023
United States 8/18/10 Tennessee 1.77572 1497
United States 8/19/10 Utah 3.22031 42274
United States 8/19/10 Colorado 24.13440 6427
United States 8/19/10 Colorado 22.55763 6427
United States 8/19/10 Colorado 23.56048 6427
United States 8/19/10 Colorado 21.37674 6427
United States 8/19/10 Colorado 4.60739 2826
United States 8/19/10 Colorado 3.84400 2826
United States 8/19/10 Colorado 4.51715 6427
United States 8/19/10 Colorado 3.60875 9614
United States 8/19/10 Utah 38.50248 5046
United States 8/25/10 California 11.06641 51367
United States 9/3/10 Pennsylvania 6.19784 1655
United States 9/11/10 Tennessee 5.00430 178874
United States 9/19/10 Virginia 1.20498 11285
United States 9/22/10 Arizona 1.86032 1424
United States 9/23/10 Wisconsin 2.43595 6448
United States 9/28/10 Pennsylvania 2.03608 3403
United States 9/29/10 Pennsylvania 1.22035 1244
United States 9/30/10 New York 6.65468 1053
United States 10/1/10 New Hampshire 5.48538 1126
United States 10/1/10 Maryland 2.52659 10519
United States 10/19/10 California 7.04978 7715
United States 11/17/10 Pennsylvania 5.03527 2763
United States 11/30/10 New York 2.73513 4946
United States 12/1/10 Tennessee 4.92279 178874
United States 12/1/10 North Carolina 5.16572 3114
United States 12/19/10 California 7.63522 4862
United States 12/20/10 Nevada 19.35795 24085
United States 12/21/10 California 4.45005 59518
United States 12/21/10 California 4.51520 10644
United States 12/22/10 California 3.31222 59518
United States 12/22/10 California 1.85916 53104
United States 12/22/10 California 2.92944 44199
United States 12/22/10 California 6.40077 4862
United States 12/22/10 California 1.95744 53104
United States 12/22/10 California 3.35384 4862
United States 12/22/10 California 5.86771 105328
United States 12/22/10 California 3.23578 23261
United States 12/22/10 California 2.01316 42808
United States 12/22/10 California 2.24058 42808
United States 12/22/10 California 0.87634 23261
United States 12/28/10 California 6.02579 57065
United States 12/28/10 California 9.07891 193365
United States 1/2/11 Ohio 2.81727 3454
United States 1/16/11 Idaho 34.46887 485
United States 1/16/11 Idaho 14.32586 145987
United States 1/16/11 Idaho 14.99911 145987
United States 1/18/11 Idaho 38.27504 485
United States 1/30/11 West Virginia 6.15192 1554
United States 2/5/11 North Carolina 1.20337 1150
United States 2/18/11 California 9.82301 1423
United States 3/2/11 Pennsylvania 8.31157 1873
United States 3/6/11 North Carolina 13.11943 1241
United States 3/6/11 Connecticut 2.63291 9549
United States 3/7/11 Connecticut NA 28142
United States 3/7/11 Massachusetts 0.81961 19753
United States 3/8/11 Pennsylvania 1.54687 1244
United States 3/8/11 Missouri 2.41198 35517
United States 3/8/11 Kentucky 0.70654 4456
United States 3/9/11 New York 3.95434 2701
United States 3/9/11 West Virginia 2.52454 1036
United States 3/9/11 West Virginia 1.92763 1036
United States 3/10/11 Pennsylvania 13.66120 1836
United States 3/10/11 Virginia 3.23558 207627
United States 3/10/11 Virginia 13.60254 2681
United States 3/11/11 Ohio 3.66747 4278
United States 3/11/11 Ohio 4.85999 1482
United States 3/11/11 Pennsylvania 4.84701 1836
United States 3/12/11 Ohio 0.79841 3541
United States 3/13/11 Ohio 4.85999 1482
United States 3/15/11 Alabama 1.79927 12548
United States 3/15/11 Pennsylvania 4.62567 1171
United States 3/16/11 Ohio 1.01208 1592
United States 3/16/11 Ohio 3.09494 3541
United States 3/18/11 New York 6.60211 1009
United States 3/21/11 Utah 5.09388 7775
United States 3/26/11 California 5.13929 9277
United States 4/5/11 Tennessee 2.43605 14807
United States 4/5/11 West Virginia 1.94038 2499
United States 4/6/11 Pennsylvania 2.47173 5677
United States 4/8/11 Ohio 1.57593 20213
United States 4/9/11 West Virginia 25.09618 1554
United States 4/10/11 Pennsylvania 2.94131 3744
United States 4/12/11 Kentucky 1.26817 5955
United States 4/13/11 Pennsylvania 1.29731 305704
United States 4/14/11 Pennsylvania 1.91993 1929
United States 4/14/11 Pennsylvania 2.06885 1171
United States 4/16/11 New Jersey 0.84845 50005
United States 4/16/11 Ohio 3.77028 1372
United States 4/16/11 West Virginia 15.03444 823
United States 4/16/11 Ohio 1.76001 1482
United States 4/16/11 Pennsylvania 3.74706 9299
United States 4/17/11 Maryland 3.50924 6170
United States 4/21/11 Kentucky 2.19418 24757
United States 4/21/11 Kentucky 1.22389 5912
United States 4/21/11 Kentucky 12.53751 3925
United States 4/21/11 Kentucky 2.03469 7489
United States 4/21/11 Ohio 3.45556 5259
United States 4/21/11 Kentucky 1.24385 3035
United States 4/21/11 Kentucky 4.61879 8477
United States 4/24/11 West Virginia 3.90856 4028
United States 4/24/11 Ohio 6.43139 3149
United States 4/24/11 Ohio 12.99718 4582
United States 4/25/11 Missouri 8.78605 4426
United States 4/25/11 Ohio 4.50908 3234
United States 4/25/11 Kentucky 1.26285 4407
United States 4/25/11 Kentucky 1.42927 5955
United States 4/25/11 Kentucky 7.88518 2554
United States 4/25/11 Ohio 2.59168 296943
United States 4/25/11 Kentucky 1.73096 15273
United States 4/25/11 Ohio 2.68376 296943
United States 4/25/11 Ohio 7.12905 1239
United States 4/25/11 Arkansas 6.74198 1084
United States 4/25/11 Ohio 2.92400 2782
United States 4/25/11 West Virginia 1.60330 1302
United States 4/26/11 Ohio 4.45788 4801
United States 4/26/11 Tennessee 9.34376 5417
United States 4/27/11 Tennessee 8.14549 14538
United States 4/27/11 Kentucky 2.08830 4407
United States 4/27/11 Tennessee 12.81745 1750
United States 4/28/11 Kentucky 8.74503 2764
United States 4/29/11 Kentucky 15.76570 1745
United States 4/30/11 Missouri 13.48426 2184
United States 5/1/11 Kentucky 8.68702 2237
United States 5/3/11 Ohio 2.88328 5099
United States 5/3/11 Ohio 4.26162 14407
United States 5/3/11 Ohio 2.95385 11585
United States 5/3/11 Ohio 1.81969 5069
United States 5/3/11 Kentucky 1.27755 4407
United States 5/3/11 Kentucky 8.35471 1190
United States 5/3/11 Kentucky 2.05395 25527
United States 5/3/11 Kentucky 3.61757 25527
United States 5/3/11 Kentucky 3.19663 25527
United States 5/3/11 Kentucky 2.33611 9011
United States 5/3/11 Ohio 5.88319 1638
United States 5/4/11 Vermont 5.80477 2386
United States 5/4/11 Vermont 5.93705 2386
United States 5/5/11 Vermont 6.58098 9052
United States 5/8/11 Idaho 14.40898 1928
United States 5/10/11 West Virginia 6.02220 51400
United States 5/11/11 Ohio 4.35442 2676
United States 5/11/11 Ohio 19.76853 11129
United States 5/11/11 Ohio 9.74624 2165
United States 5/11/11 Ohio 20.40835 11129
United States 5/12/11 Ohio 0.81717 1543
United States 5/13/11 Pennsylvania 5.82547 3450
United States 5/13/11 Pennsylvania 18.14779 13663
United States 5/13/11 Pennsylvania 1.49457 7635
United States 5/15/11 New York 16.90533 2614
United States 5/17/11 Pennsylvania 2.01507 1064
United States 5/18/11 West Virginia 1.71788 49138
United States 5/18/11 West Virginia 2.13503 49138
United States 5/18/11 West Virginia 2.94557 49138
United States 5/18/11 West Virginia 2.76021 49138
United States 5/18/11 West Virginia 0.01392 49138
United States 5/18/11 West Virginia 11.01130 1542
United States 5/18/11 Pennsylvania 2.45126 5677
United States 5/18/11 Pennsylvania 4.06157 1440
United States 5/19/11 Pennsylvania 1.09370 27126
United States 5/19/11 Pennsylvania 3.51907 3050
United States 5/19/11 Utah 8.65312 1336
United States 5/19/11 Pennsylvania 0.71260 3330
United States 5/20/11 Pennsylvania 0.26199 305704
United States 5/21/11 Utah 7.91495 9128
United States 5/21/11 Pennsylvania 1.11499 1218
United States 5/21/11 Pennsylvania 1.11499 1218
United States 5/22/11 Utah 3.12368 18275
United States 5/22/11 Utah 14.71664 3112
United States 5/22/11 Utah 30.28399 8893
United States 5/22/11 Utah 4.54095 15335
United States 5/23/11 Pennsylvania 3.02440 5157
United States 5/25/11 Iowa 4.38210 82684
United States 5/25/11 Michigan 1.89658 113934
United States 5/27/11 New York 11.70793 2521
United States 5/28/11 Illinois 1.71596 27865
United States 5/29/11 Vermont 0.65528 9052
United States 5/30/11 Utah 8.65312 1336
United States 5/30/11 Wyoming 7.07507 1182
United States 5/30/11 Vermont 1.15359 9052
United States 6/5/11 Colorado 5.82093 1079
United States 6/11/11 Kentucky 1.06742 5338
United States 6/11/11 Iowa 2.92601 10780
United States 6/12/11 Pennsylvania 7.93844 1319
United States 6/18/11 Wisconsin 4.98787 65883
United States 6/20/11 Indiana 2.61312 1712
United States 6/20/11 Tennessee 3.07236 4389
United States 6/22/11 Kentucky 5.95618 2733
United States 6/27/11 Colorado 11.46832 1034
United States 7/3/11 Kentucky 3.77076 15926
United States 7/3/11 Ohio 1.91217 1509
United States 7/3/11 Kentucky 1.90865 15273
United States 7/4/11 Pennsylvania 2.97852 3165
United States 7/4/11 Colorado 0.21641 6658
United States 7/5/11 Pennsylvania 7.45648 27126
United States 7/5/11 Utah 9.18061 15523
United States 7/7/11 Colorado 2.66276 3887
United States 7/7/11 Wyoming 6.32702 17444
United States 7/9/11 Wyoming 0.00178 17444
United States 7/10/11 Arizona 12.28777 43888
United States 7/11/11 Arizona 9.92245 43888
United States 7/12/11 Colorado 7.50275 1451
United States 7/12/11 Colorado 0.01994 1451
United States 7/12/11 Arizona 52.11489 4885
United States 7/13/11 Colorado 9.47622 97385
United States 7/14/11 Colorado 10.42230 97385
United States 7/15/11 Arizona 12.52763 14797
United States 7/18/11 Colorado 1.82803 1320
United States 7/18/11 Colorado 5.78301 9614
United States 7/18/11 Pennsylvania 2.96418 3165
United States 7/18/11 Ohio 5.63505 1411
United States 7/19/11 Kentucky 12.29943 441
United States 7/19/11 Colorado 2.35855 6447
United States 7/21/11 Florida 3.75018 2768
United States 7/21/11 Kentucky 8.30475 4456
United States 7/25/11 Colorado 25.38161 629
United States 7/27/11 New Mexico 17.95414 1297
United States 7/30/11 Colorado 4.90954 3801
United States 7/30/11 Colorado 10.57117 9614
United States 7/30/11 Colorado 1.11647 9172
United States 8/1/11 Pennsylvania 0.17013 3263
United States 8/3/11 Colorado 0.01766 637
United States 8/5/11 Tennessee 1.01331 3944
United States 8/8/11 Tennessee 0.72461 34681
United States 8/11/11 Pennsylvania 7.26376 2541
United States 8/15/11 New Jersey 5.27337 4933
United States 9/1/11 New York 1.91324 10082
United States 9/8/11 New Jersey 0.07578 2681
United States 9/8/11 New Jersey 3.64818 15311
United States 10/8/11 Utah 7.52240 28857
United States 11/22/11 Pennsylvania 0.74333 5012
United States 11/30/11 Alabama 0.64281 14770
United States 12/23/11 Pennsylvania 0.79265 2449
United States 12/23/11 Kentucky 1.43697 5338
United States 1/9/12 Kentucky 1.52592 5338
United States 1/11/12 Pennsylvania 1.87265 305704
United States 1/27/12 Kentucky 1.31411 4407
United States 1/27/12 Pennsylvania 2.19916 3165
United States 3/2/12 West Virginia 13.52866 1256
United States 3/8/12 Kentucky 9.87331 31364
United States 3/9/12 Tennessee 13.15700 2020
United States 3/15/12 Ohio 4.21790 8375
United States 3/15/12 Kentucky 10.22349 1461
United States 3/22/12 Kansas 2.32126 6731
United States 3/30/12 New York 9.95180 2072
United States 5/1/12 Kentucky 2.40444 5338
United States 5/5/12 West Virginia 8.06254 2892
United States 5/6/12 Kentucky 1.30932 5955
United States 5/6/12 Ohio 2.51579 66982
United States 5/24/12 Minnesota 0.13052 9552
United States 7/6/12 Colorado 15.65712 2450
United States 7/9/12 Colorado 13.02782 1794
United States 7/9/12 Colorado 5.78163 1655
United States 8/12/12 Wyoming 72.64680 9520
United States 8/14/12 Arkansas 5.06464 466
United States 8/17/12 California 12.93443 51367
United States 8/23/12 Arizona 3.36522 1445632
United States 9/1/12 Utah 2.02291 17781
United States 9/2/12 Utah 21.80213 1247
United States 9/2/12 Utah 22.92807 1247
United States 9/2/12 Utah 23.82853 1247
United States 9/2/12 Utah 24.64059 3260
United States 9/18/12 Tennessee 1.24635 20979
United States 9/27/12 Colorado 18.34452 2450
United States 9/27/12 Colorado 37.11379 5858
United States 10/30/12 New Hampshire 14.34429 1213
United States 10/30/12 Pennsylvania 0.14473 20313
United States 11/1/12 Pennsylvania 2.08818 3260
United States 11/2/12 Pennsylvania 3.07837 305704
United States 11/14/12 North Carolina 4.23278 1192
United States 12/2/12 Idaho 41.54001 2991
United States 12/21/12 Pennsylvania 1.33115 305704
United States 1/13/13 Kentucky 1.23577 2583
United States 1/14/13 Kentucky 2.41140 225366
United States 1/15/13 North Carolina 0.04550 1869
United States 1/15/13 North Carolina 5.63904 1150
United States 1/15/13 Tennessee 5.53703 178874
United States 1/16/13 North Carolina 13.86023 2138
United States 1/16/13 New Jersey 0.09035 3279
United States 1/16/13 North Carolina 4.29814 6123
United States 1/16/13 Tennessee 13.77073 2355
United States 1/17/13 North Carolina 20.45203 620
United States 1/17/13 Pennsylvania 2.64611 305704
United States 1/18/13 North Carolina 1.07913 1150
United States 1/30/13 Kentucky 1.63625 777
United States 2/20/13 Arizona 31.61210 1443
United States 3/12/13 Pennsylvania 1.78114 1257
United States 3/18/13 Kentucky 11.48269 28015
United States 4/10/13 Utah 9.55190 21785
United States 4/15/13 Pennsylvania 4.82123 20079
United States 4/17/13 Kentucky 3.38725 6903
United States 4/17/13 Iowa 1.40658 67862
United States 4/17/13 Kentucky 1.40599 1461
United States 4/17/13 Kentucky 0.94084 1745
United States 4/18/13 Illinois 2.12940 1427
United States 4/18/13 Illinois 2.39991 23402
United States 4/25/13 North Carolina 6.68251 872
United States 4/29/13 Ohio 2.06907 1791
United States 4/29/13 North Carolina 2.06558 1171
United States 4/30/13 Florida 0.39179 28742
United States 5/6/13 North Carolina 0.17766 7848
United States 5/6/13 North Carolina 12.88531 18228
United States 5/6/13 North Carolina 4.10329 4227
United States 5/6/13 North Carolina 5.76576 2031
United States 5/7/13 Kentucky 4.02153 4407
United States 5/7/13 Kentucky 12.36833 1732
United States 5/7/13 North Carolina 4.10329 4227
United States 5/7/13 North Carolina 0.23032 1192
United States 5/8/13 North Carolina 6.61994 1424
United States 5/13/13 Tennessee 15.98301 2355
United States 5/15/13 North Carolina 7.32191 7848
United States 5/19/13 Georgia 12.44051 2536
United States 5/22/13 South Carolina 7.92482 1312
United States 5/22/13 Minnesota 1.89742 19540
United States 5/27/13 Missouri 1.97078 17916
United States 5/29/13 Illinois 2.38934 40633
United States 5/29/13 New York 2.54860 1213
United States 6/1/13 South Dakota 1.39751 3124
United States 6/6/13 New York 2.54860 1213
United States 6/7/13 Connecticut 0.78631 3554
United States 6/10/13 Pennsylvania 1.27824 1526006
United States 6/13/13 Kentucky 2.36880 1461
United States 6/16/13 New York 1.41843 1500
United States 6/17/13 New York 2.54860 1213
United States 6/18/13 Vermont 8.90467 1162
United States 6/23/13 Iowa 23.47684 3897
United States 6/23/13 New York 17.52573 2598
United States 6/24/13 Wisconsin 2.89624 3231
United States 6/24/13 Wisconsin 12.86889 5911
United States 6/25/13 Minnesota 24.86266 2868
United States 6/26/13 New York 2.54860 1213
United States 6/26/13 Wisconsin 2.68314 1418
United States 6/27/13 Pennsylvania 0.10261 14324
United States 6/27/13 New York 2.11425 47376
United States 6/28/13 Colorado 25.57232 2450
United States 6/29/13 Pennsylvania 0.89493 5565
United States 7/1/13 Colorado 0.40970 4992
United States 7/1/13 Kentucky 1.11204 5338
United States 7/1/13 North Carolina 11.16865 1655
United States 7/1/13 North Carolina 4.59472 2588
United States 7/1/13 Pennsylvania 1.51482 11372
United States 7/3/13 Virginia 5.42545 24922
United States 7/4/13 North Carolina 2.03173 83393
United States 7/4/13 Wyoming 1.13439 9520
United States 7/4/13 North Carolina 5.02716 6123
United States 7/4/13 North Carolina 4.34897 83393
United States 7/4/13 North Carolina 5.14161 6123
United States 7/4/13 North Carolina 1.27543 83393
United States 7/4/13 North Carolina 4.03738 6123
United States 7/4/13 North Carolina 11.48809 1241
United States 7/4/13 North Carolina 18.50736 7609
United States 7/5/13 Utah 9.12556 1932
United States 7/5/13 Utah 10.78115 1932
United States 7/6/13 Utah 2.64441 9796
United States 7/6/13 Utah 5.32884 15523
United States 7/6/13 Utah 7.08894 9796
United States 7/6/13 New York 0.85072 8053
United States 7/7/13 Kentucky 7.39282 2231
United States 7/7/13 North Carolina 1.05589 1241
United States 7/8/13 New Mexico 21.76837 1770
United States 7/8/13 New York 5.55677 2199
United States 7/8/13 Kentucky 7.44703 2231
United States 7/10/13 Colorado 13.17259 2193
United States 7/10/13 Colorado 2.43897 4992
United States 7/10/13 Colorado 0.40970 4992
United States 7/11/13 West Virginia 7.51462 1779
United States 7/12/13 Colorado 14.72352 2450
United States 7/12/13 Colorado 20.26585 2450
United States 7/12/13 Nevada 30.37462 24085
United States 7/12/13 Colorado 4.00974 2450
United States 7/12/13 West Virginia 5.79774 51400
United States 7/14/13 North Carolina 9.34488 4051
United States 7/15/13 North Carolina 1.41898 698
United States 7/16/13 Colorado 10.80667 1320
United States 7/16/13 Colorado 15.04331 1320
United States 7/16/13 Utah 1.82493 9555
United States 7/16/13 Utah 1.75260 47407
United States 7/16/13 Utah 5.27973 15523
United States 7/16/13 Utah 21.43097 1626
United States 7/16/13 Utah 3.86093 15523
United States 7/17/13 Colorado 27.54476 2826
United States 7/17/13 Montana 51.55941 1271
United States 7/18/13 Arizona 28.51122 7247
United States 7/18/13 Colorado 13.74294 5858
United States 7/18/13 Colorado 0.73594 2692
United States 7/18/13 Colorado 3.19723 1027
United States 7/18/13 Colorado 27.05169 2826
United States 7/18/13 Colorado 24.70278 6427
United States 7/19/13 Arizona 39.22402 4885
United States 7/20/13 New Mexico 4.75219 1770
United States 7/22/13 California 7.79933 3583
United States 7/23/13 Pennsylvania 1.19691 28386
United States 7/23/13 Pennsylvania 1.67287 28386
United States 7/23/13 Pennsylvania 1.50672 7862
United States 7/23/13 Pennsylvania 1.80010 7862
United States 7/24/13 Ohio 21.79988 1592
United States 7/24/13 West Virginia 5.91065 1779
United States 7/25/13 Ohio 7.63247 1592
United States 7/25/13 West Virginia 7.84336 1554
United States 7/25/13 Colorado 13.16549 2450
United States 7/27/13 North Carolina 0.97570 40010
United States 7/27/13 North Carolina 17.74135 2112
United States 7/28/13 Colorado 19.55437 2450
United States 7/28/13 Colorado 12.14412 2450
United States 7/28/13 Colorado 2.33014 1451
United States 7/31/13 Georgia 5.05140 3684
United States 7/31/13 Georgia 4.33442 3684
United States 8/1/13 Alabama 0.73828 15326
United States 8/1/13 Utah 26.06760 3260
United States 8/1/13 Utah 25.75090 3260
United States 8/9/13 Colorado 1.60621 4992
United States 8/13/13 Kentucky 10.79203 1706
United States 8/13/13 West Virginia 24.21776 5366
United States 8/17/13 Alabama 1.69766 9015
United States 8/18/13 Nevada 23.60286 24085
United States 8/18/13 Nevada 31.00660 36441
United States 8/22/13 Utah 1.96154 9555
United States 8/23/13 Pennsylvania 3.06650 1048
United States 8/23/13 Idaho 0.57038 54255
United States 8/23/13 Utah 22.93764 2129
United States 8/24/13 Tennessee 5.71688 12714
United States 8/25/13 California 1.82682 3552
United States 8/28/13 Colorado 9.89859 2325
United States 8/29/13 Idaho 26.56626 3112
United States 8/30/13 California 9.26566 29603
United States 8/30/13 Nevada 18.54588 36441
United States 9/2/13 Utah 33.45684 7979
United States 9/2/13 Utah 34.35735 7979
United States 9/2/13 Utah 34.82356 7979
United States 9/2/13 Utah 13.94274 2129
United States 9/2/13 Utah 1.65946 3276
United States 9/2/13 Idaho 2.19542 7960
United States 9/5/13 Idaho 38.48521 485
United States 9/6/13 California 10.67044 1502
United States 9/7/13 Utah 2.37130 9796
United States 9/7/13 Utah 5.49158 15523
United States 9/7/13 Utah 3.06220 15523
United States 9/7/13 Utah 2.97871 112488
United States 9/8/13 Idaho 19.50083 5204
United States 9/10/13 Arizona 7.39122 65870
United States 9/11/13 Utah 24.76989 3260
United States 9/11/13 Utah 5.23498 33433
United States 9/11/13 Utah 12.95090 1470
United States 9/12/13 Colorado 15.39663 97385
United States 9/12/13 Utah 7.44914 1690
United States 9/12/13 Colorado 5.13887 13813
United States 9/12/13 Idaho 22.84271 14206
United States 9/12/13 Wyoming 30.39279 1094
United States 9/12/13 Wyoming 41.69882 1094
United States 9/12/13 Colorado 2.37394 97385
United States 9/12/13 Colorado 3.76200 2400
United States 9/12/13 Colorado 6.81843 2400
United States 9/12/13 Idaho 28.84649 14206
United States 9/12/13 Idaho 27.81611 14206
United States 9/12/13 Idaho 30.71907 14206
United States 9/12/13 Idaho 31.78115 14206
United States 9/12/13 Idaho 27.87603 14206
United States 9/12/13 Idaho 32.71570 14206
United States 9/12/13 Colorado 9.54612 97385
United States 9/12/13 Idaho 13.92607 485
United States 9/12/13 Idaho 13.92607 485
United States 9/12/13 Idaho 39.14705 14206
United States 9/12/13 Idaho 40.70609 14206
United States 9/12/13 Idaho 32.66456 14206
United States 9/13/13 Utah 10.80925 21785
United States 9/14/13 New Mexico 2.54139 545852
United States 9/14/13 Idaho 8.21552 19908
United States 9/15/13 Colorado 9.31567 5858
United States 9/18/13 Utah 9.55190 21785
United States 9/19/13 Colorado 7.53236 16887
United States 9/19/13 Colorado 5.78799 16887
United States 9/19/13 Colorado 8.65408 16887
United States 9/29/13 Idaho 39.35619 485
United States 9/29/13 Idaho 44.26251 485
United States 9/30/13 Colorado 16.21071 2617
United States 9/30/13 Massachusetts 2.82925 19030
United States 10/5/13 Minnesota 4.83306 27592
United States 10/5/13 Wisconsin 5.10967 1529
United States 10/8/13 Wyoming 70.82902 9577
United States 11/20/13 West Virginia 13.31637 1638
United States 11/27/13 New Jersey 0.90146 50005
United States 12/6/13 West Virginia 8.76650 1779
United States 12/6/13 West Virginia 2.09924 1749
United States 12/7/13 West Virginia 8.76650 1779
United States 12/7/13 West Virginia 14.11991 1090
United States 12/10/13 West Virginia 9.11798 1779
United States 12/12/13 Utah 19.18959 2726
United States 12/19/13 California 3.30093 20292
United States 12/21/13 Pennsylvania 1.60422 1746
United States 12/21/13 Pennsylvania 3.06925 11761
United States 12/22/13 Kentucky 9.94567 777
United States 12/27/13 West Virginia 22.89616 1394
United States 12/28/13 New Hampshire 17.23167 1600
United States 12/30/13 West Virginia 12.79020 2406
United States 1/2/14 Ohio 7.31418 3822
United States 1/2/14 North Carolina 13.70206 1424
United States 1/14/14 Pennsylvania 1.31322 305704
United States 1/14/14 Pennsylvania 1.87113 9643
United States 2/5/14 Kentucky 10.34977 6845
United States 2/5/14 Kentucky 13.34216 3255
United States 2/11/14 Oregon 22.16606 1081
United States 2/21/14 Kentucky 1.22118 4407
United States 2/22/14 Kentucky 11.74439 3255
United States 2/23/14 Kentucky 1.39322 15273
United States 2/27/14 Utah 0.87758 6051
United States 3/3/14 Kentucky 7.48881 6903
United States 3/4/14 Kentucky 22.52336 81
United States 3/12/14 Pennsylvania 1.01041 2801
United States 3/12/14 Kentucky 1.35697 2970
United States 3/13/14 Ohio 3.98882 4368
United States 3/14/14 Pennsylvania 1.72576 3239
United States 3/15/14 Pennsylvania 3.52327 3403
United States 3/17/14 Pennsylvania 1.91563 305704
United States 3/20/14 Connecticut 0.76857 51384
United States 3/26/14 Kentucky 0.84033 16325
United States 3/29/14 New York 7.01558 2244
United States 4/4/14 Kentucky 5.24704 3938
United States 4/6/14 Kentucky 5.11169 3938
United States 4/7/14 Alabama 0.90573 34033
United States 4/8/14 Pennsylvania 1.55600 305704
United States 4/9/14 Ohio 2.22788 5785
United States 4/12/14 New York 2.17558 3103
United States 4/12/14 West Virginia 8.50992 1413
United States 5/1/14 New York 0.69230 4995
United States 4/30/14 Maryland 5.94285 620961
United States 4/30/14 Kentucky 13.32465 3255
United States 5/1/14 Maryland 4.24402 1116
United States 4/30/14 New Jersey 1.62138 1849
United States 5/13/14 Pennsylvania 1.27111 305704
United States 5/15/14 New York 26.62969 1183
United States 5/16/14 Virginia 20.62473 7042
United States 5/25/14 Colorado 16.89741 2253
United States 5/27/14 Colorado 8.62122 1079
United States 6/1/14 Minnesota 1.73479 11071
United States 6/1/14 Minnesota 0.15271 60797
United States 6/5/14 Georgia 9.42335 22958
United States 6/10/14 Minnesota 1.93378 11071
United States 6/15/14 Maine 9.00019 1097
United States 6/18/14 Minnesota 5.90746 13394
United States 6/18/14 Minnesota 1.73178 39309
United States 6/18/14 Minnesota 6.99107 4058
United States 6/19/14 Minnesota 3.37657 6661
United States 6/19/14 Minnesota 0.25471 382578
United States 6/19/14 Minnesota 2.31638 285068
United States 6/19/14 Minnesota 2.50336 382578
United States 6/20/14 Minnesota 7.07406 4058
United States 6/20/14 Minnesota 2.99793 285068
United States 6/20/14 Minnesota 7.97257 6661
United States 6/23/14 Minnesota 7.02197 6661
United States 6/25/14 Pennsylvania 2.14720 3722
United States 6/27/14 Minnesota 14.33305 1325
United States 6/29/14 Iowa 4.98458 126326
United States 7/7/14 Arizona 5.43356 10031
United States 7/12/14 Colorado 3.60998 416427
United States 7/15/14 Wyoming 66.07162 9520
United States 7/15/14 Colorado 7.69870 5236
United States 7/19/14 Colorado 1.37598 1655
United States 7/20/14 California 20.08692 3429
United States 7/28/14 Utah 5.80331 5389
United States 8/3/14 California 8.96214 6362
United States 9/24/14 Iowa 5.71009 1459
United States 4/17/14 Wyoming 1.70313 9577
United States 10/14/14 Tennessee 0.58260 1832
United States 6/1/07 Colorado 5.53226 1864
United States 5/15/14 Pennsylvania 1.57546 1515
United States 8/5/14 Utah 2.55023 16322
United States 5/15/14 Maryland 2.15609 23717
United States 6/11/09 Utah 1.79637 48174
United States 9/16/14 Utah 1.34549 18761
United States 9/7/14 California 7.42146 14578
United States 1/15/14 Pennsylvania 0.35963 2190
United States 11/4/14 Massachusetts 3.45417 11547
United States 9/3/14 Georgia 6.88634 189885
United States 8/4/14 Idaho 26.67215 485
United States 8/23/14 Wyoming 59.36537 9520
United States 11/9/14 Ohio 3.37218 49138
United States 11/17/14 Alabama 3.51822 81619
United States 11/21/14 California 4.90583 44199
United States 4/18/13 Illinois 2.36449 23402
United States 4/18/13 Illinois 2.33139 23402
United States 12/4/14 California 5.53682 143911
United States 12/4/14 California 5.62939 44199
United States 12/3/14 California 2.75389 2593
United States 8/3/14 California 13.02571 51367
United States 8/1/14 Colorado 14.50415 5236
United States 12/9/14 Massachusetts 1.82352 2717
United States 8/10/14 New Mexico 0.35759 8329
United States 8/10/14 Colorado 3.89595 5236
United States 8/10/14 Colorado 7.04118 5236
United States 8/11/14 Colorado 25.29753 629
United States 12/6/14 Ohio 7.32387 49138
United States 8/13/14 Idaho 9.77449 485
United States 8/14/14 Nevada 2.66000 15023
United States 8/14/14 Wyoming 17.26708 1176
United States 8/12/14 Colorado 0.63448 2325
United States 8/18/14 Kentucky 1.90244 777
United States 8/21/14 New York 10.30458 2229
United States 8/22/14 Kentucky 10.17779 1706
United States 1/16/14 Pennsylvania 2.22576 4176
United States 5/11/08 Maryland 1.87540 19096
United States 12/27/14 Colorado 4.47152 1027
United States 1/3/15 Idaho 0.36084 1081
United States 5/21/14 Illinois 2.92584 5405
United States 1/21/15 Idaho 44.08725 1081
United States 2/1/15 California 1.38372 14236
United States 2/21/15 Pennsylvania 7.52989 8987
United States 2/21/15 Virginia 2.30910 3884
United States 2/21/15 Kentucky 5.08152 3255
United States 2/23/15 Kentucky 6.35327 1416
United States 3/2/15 Kentucky 16.40897 1706
United States 3/4/15 Kentucky 1.53883 7622
United States 3/4/15 West Virginia 5.06344 1090
United States 3/4/15 West Virginia 9.35294 1090
United States 3/5/15 West Virginia 8.93549 4028
United States 3/4/15 West Virginia 12.32235 717
United States 3/4/15 West Virginia 16.94705 3191
United States 3/4/15 Kentucky 12.77232 1745
United States 3/4/15 West Virginia 5.77112 1631
United States 3/4/15 West Virginia 6.40459 51400
United States 3/4/15 West Virginia 3.66745 1638
United States 3/4/15 West Virginia 2.59792 1779
United States 3/3/15 West Virginia 18.30387 2406
United States 3/6/15 Kentucky 7.52192 2237
United States 3/5/15 West Virginia 9.26151 3191
United States 3/4/15 West Virginia 7.28713 1090
United States 3/5/15 Kentucky 1.49011 2139
United States 3/4/15 Kentucky 11.13295 4456
United States 3/5/15 West Virginia 2.71773 1344
United States 3/5/15 West Virginia 16.23811 9318
United States 3/5/15 Virginia 2.94501 3286
United States 3/9/15 Kentucky 5.64478 3435
United States 3/9/15 Kentucky 9.63545 777
United States 3/7/15 Virginia 4.51597 5614
United States 3/4/15 Virginia 17.52647 1021
United States 3/10/15 West Virginia 2.82396 1747
United States 3/9/15 Kentucky 3.14055 2672
United States 3/10/15 New York 1.05895 195976
United States 3/10/15 Ohio 1.19499 5955
United States 3/10/15 Georgia 3.71673 3846
United States 3/12/15 West Virginia 3.35071 51400
United States 3/11/15 West Virginia 0.84799 3191
United States 3/11/15 West Virginia 0.51702 3191
United States 3/12/15 Ohio 1.20691 66982
United States 3/15/15 Pennsylvania 0.87791 2801
United States 3/17/15 Kentucky 0.29989 6903
United States 3/17/15 Kentucky 0.78550 16325
United States 3/18/15 Ohio 7.93943 3924
United States 3/6/15 Kentucky 7.14177 717
United States 3/20/15 Arkansas 10.15474 12943
United States 3/14/15 Ohio 2.40349 2620
United States 6/19/15 Colorado 6.75748 6900
United States 6/21/15 Maryland 4.05258 2953
United States 6/18/15 Oklahoma 19.40495 2739
United States 6/18/15 Pennsylvania 2.15077 1432
United States 6/18/15 Oklahoma 7.00621 2683
United States 6/16/15 Wyoming 74.46097 9520
United States 6/16/15 Arkansas 25.20737 3684
United States 6/16/15 Pennsylvania 0.59899 20978
United States 6/15/15 Pennsylvania 6.74021 1233
United States 6/10/15 Alabama 7.27361 23330
United States 6/23/15 Pennsylvania 2.35897 1569
United States 6/5/15 Arizona 3.58700 7247
United States 4/29/15 Colorado 0.83297 12088
United States 6/27/15 New Mexico 10.23698 1021
United States 6/27/15 Pennsylvania 0.98504 1320
United States 6/2/15 New Jersey 0.67691 146199
United States 5/30/15 Utah 2.90388 112488
United States 5/31/15 Pennsylvania 1.00035 6025
United States 5/29/15 Oklahoma 12.21464 39223
United States 6/24/15 Wyoming 16.58878 3009
United States NA Kansas 14.54524 857
United States 5/23/15 Oklahoma 33.62663 1114
United States 5/11/15 Colorado 2.66154 18867
United States 5/21/15 Colorado 2.19300 416427
United States 5/20/15 Wyoming 48.56269 1271
United States 5/19/15 Colorado 15.35824 3546
United States 5/19/15 Colorado 15.46134 3582
United States 5/19/15 Colorado 15.49683 3582
United States 5/20/15 Kentucky 2.84945 2139
United States 5/13/15 Colorado 8.38116 6680
United States 5/10/15 Arkansas 7.09417 1012
United States 5/9/15 Pennsylvania 2.96684 3744
United States 7/2/15 Colorado 15.55972 2617
United States NA Ohio 0.71363 4113
United States 7/3/15 Colorado 3.25081 637
United States 6/30/15 Kentucky 1.04697 2304
United States 7/8/15 Colorado 7.43165 1293
United States 7/7/15 West Virginia 2.92655 2676
United States 4/27/15 Kentucky 2.49307 4456
United States 4/23/15 Kentucky 0.05520 2139
United States 4/20/15 New York 2.22929 8195
United States 4/20/15 Kentucky 11.00729 3255
United States 4/20/15 Mississippi 0.98037 9486
United States 4/19/15 Pennsylvania 6.55886 2633
United States 4/17/15 Maryland 3.89837 5439
United States 4/18/15 West Virginia 3.94457 13450
United States 4/17/15 Pennsylvania 0.91573 1746
United States 7/7/15 Colorado 9.99621 2325
United States 4/14/15 Kentucky 8.67856 6903
United States 4/14/15 Kentucky 9.99553 3255
United States 4/14/15 Kentucky 11.13705 31364
United States 4/14/15 Kentucky 9.77108 5245
United States 4/14/15 Kentucky 14.80972 486
United States 4/14/15 Kentucky 12.65382 3255
United States 4/14/15 Kentucky 4.39348 4456
United States 4/11/15 West Virginia 7.15698 1860
United States 4/10/15 Ohio 3.55282 1526
United States 4/10/15 West Virginia 4.71099 1482
United States 4/10/15 West Virginia 3.37673 13175
United States 7/12/15 Pennsylvania 1.28701 6303
United States 7/8/15 New Mexico 14.70736 1770
United States NA Indiana 8.43158 2085
United States 4/3/15 Kentucky 6.27087 6903
United States 4/3/15 West Virginia 0.02568 1358
United States 4/3/15 Kentucky 3.12273 3255
United States 4/2/15 Ohio 4.27554 565
United States 7/13/15 West Virginia 18.39748 994
United States 7/12/15 West Virginia 1.55911 1036
United States 7/14/15 Ohio 10.37446 1551
United States 7/14/15 Tennessee 7.88881 6097
United States 7/14/15 West Virginia 0.17162 1227
United States 7/13/15 West Virginia 9.96486 1009
United States 7/13/15 West Virginia 0.16161 1009
United States 7/11/15 Missouri 2.42844 17916
United States 7/14/15 Kentucky 10.52676 6903
United States 7/19/15 California 4.97056 57065
United States 7/19/15 California 4.85697 20292
United States 7/19/15 California 4.69959 1502
United States 7/19/15 California 7.62002 10109
United States 7/19/15 California 3.13754 20292
United States 7/19/15 California 53.76298 1006
United States 7/18/15 Ohio 1.56996 5338
United States 7/10/15 Missouri 16.39489 12790
United States 7/18/15 California 10.37615 51367
United States 7/21/15 West Virginia 1.33142 1638
United States 7/27/15 Massachusetts 3.49144 1318
United States 7/27/15 Massachusetts 6.53153 1222
United States 8/13/15 Utah 0.75074 1344
United States 8/15/15 Colorado 3.81487 416427
United States 10/2/15 North Carolina 7.96582 7848
United States 7/19/15 California 5.33395 193365
United States 8/9/15 Arizona 43.57781 1443
United States 4/13/07 Pennsylvania 3.74490 3165
United States 8/2/15 Utah 21.52246 7979
United States 2/24/16 Virginia 8.58443 1371
United States 2/24/16 Pennsylvania 1.45894 5951
United States 2/15/16 Colorado 13.85194 9614
United States 2/24/16 Virginia 3.21144 1128
United States 2/21/16 West Virginia 6.43349 51400
United States 1/28/16 North Carolina 4.20387 1241
United States 2/24/16 Ohio 6.83465 1560
United States 2/27/16 Idaho 22.78728 939
United States 2/27/16 Idaho 24.16064 485
United States 2/14/16 Colorado 22.57467 16887
United States 2/26/16 Tennessee 8.43321 2020
United States 2/27/16 West Virginia 5.07093 2184
United States 11/29/15 North Carolina 7.69666 1646
United States 12/7/15 North Carolina 7.80866 1646
United States 2/22/16 West Virginia 6.84721 51400
United States 2/23/16 West Virginia 14.19735 2406
United States 2/26/16 West Virginia 12.00678 1048
United States 3/2/16 Vermont 1.78429 2066

##Grafico_de_barras_UnitedStates_distance

p <- ggplot(data=df, aes(x=state_province, y=distance)) + geom_bar(stat="identity", fill="steelblue") + theme_minimal()
p
## Warning: Removed 1 rows containing missing values (position_stack).

##Grafico_de_barras_UnitedStates_population

library(ggplot2)
p <- ggplot(data=df, aes(x=state_province, y=population)) + geom_bar(stat="identity", fill="steelblue") + theme_minimal()
p

##Diagrama_de_tallo_y_hojas_unitedStates_distance

stem(df_us$distance)
## 
##   The decimal point is 1 digit(s) to the right of the |
## 
##   0 | 00000000000000000000000000000000000000111111111111111111111111111111+379
##   0 | 55555555555555555555555555555555555555555555555555555556666666666666+153
##   1 | 00000000000000000000000000000000001111111111111111111111122222222222+43
##   1 | 55555555555555555555566666666666666777777777788888888888999999999
##   2 | 000000001111112222222333333333334444444
##   2 | 555555555666677777788899
##   3 | 0000111222333444
##   3 | 57889999
##   4 | 1122444
##   4 | 9
##   5 | 224
##   5 | 9
##   6 | 
##   6 | 568
##   7 | 134
head(ChickWeight)
##   weight Time Chick Diet
## 1     42    0     1    1
## 2     51    2     1    1
## 3     59    4     1    1
## 4     64    6     1    1
## 5     76    8     1    1
## 6     93   10     1    1
knitr::kable(head(ChickWeight))
weight Time Chick Diet
42 0 1 1
51 2 1 1
59 4 1 1
64 6 1 1
76 8 1 1
93 10 1 1

##Diagrama_de_tallo_y_hojas_unitedStates_population

stem(df_us$population)
## 
##   The decimal point is 5 digit(s) to the right of the |
## 
##    0 | 00000000000000000000000000000000000000000000000000000000000000000000+850
##    1 | 0000001111113455578888999
##    2 | 0011399
##    3 | 00111111111111188
##    4 | 222
##    5 | 5
##    6 | 2
##    7 | 
##    8 | 
##    9 | 
##   10 | 
##   11 | 
##   12 | 
##   13 | 
##   14 | 5
##   15 | 3
head(ChickWeight)
##   weight Time Chick Diet
## 1     42    0     1    1
## 2     51    2     1    1
## 3     59    4     1    1
## 4     64    6     1    1
## 5     76    8     1    1
## 6     93   10     1    1
knitr::kable(head(ChickWeight))
weight Time Chick Diet
42 0 1 1
51 2 1 1
59 4 1 1
64 6 1 1
76 8 1 1
93 10 1 1

##Grafico_de_series_temporales_unitedStates_distance

library(ggplot2)
library(dplyr)

ggplot(df, aes(x = date, y = distance)) +
  geom_line(color="#69b3a2", size = 1) +
  xlab("Year")
## Warning: Removed 1 row(s) containing missing values (geom_path).

##Estadisticos_UnitedStates_distance

summary(df_us$distance)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
##  0.00178  2.11425  5.08152  8.46190 10.87949 74.46097        1
library(pastecs)
## 
## Attaching package: 'pastecs'
## The following objects are masked from 'package:dplyr':
## 
##     first, last
stat.desc(df_us)
##          country_name date state_province     distance   population
## nbr.val            NA   NA             NA  985.0000000 9.860000e+02
## nbr.null           NA   NA             NA    0.0000000 0.000000e+00
## nbr.na             NA   NA             NA    1.0000000 0.000000e+00
## min                NA   NA             NA    0.0017800 8.100000e+01
## max                NA   NA             NA   74.4609700 1.526006e+06
## range              NA   NA             NA   74.4591900 1.525925e+06
## sum                NA   NA             NA 8334.9682600 2.474413e+07
## median             NA   NA             NA    5.0815200 4.144500e+03
## mean               NA   NA             NA    8.4618967 2.509547e+04
## SE.mean            NA   NA             NA    0.3178238 2.840471e+03
## CI.mean            NA   NA             NA    0.6236904 5.574069e+03
## var                NA   NA             NA   99.4968078 7.955317e+09
## std.dev            NA   NA             NA    9.9748087 8.919258e+04
## coef.var           NA   NA             NA    1.1787911 3.554131e+00

##Estadisticos_UnitedStates_population

summary(df_us$population)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##      81    1779    4144   25096   13615 1526006
library(pastecs)
stat.desc(df_us)
##          country_name date state_province     distance   population
## nbr.val            NA   NA             NA  985.0000000 9.860000e+02
## nbr.null           NA   NA             NA    0.0000000 0.000000e+00
## nbr.na             NA   NA             NA    1.0000000 0.000000e+00
## min                NA   NA             NA    0.0017800 8.100000e+01
## max                NA   NA             NA   74.4609700 1.526006e+06
## range              NA   NA             NA   74.4591900 1.525925e+06
## sum                NA   NA             NA 8334.9682600 2.474413e+07
## median             NA   NA             NA    5.0815200 4.144500e+03
## mean               NA   NA             NA    8.4618967 2.509547e+04
## SE.mean            NA   NA             NA    0.3178238 2.840471e+03
## CI.mean            NA   NA             NA    0.6236904 5.574069e+03
## var                NA   NA             NA   99.4968078 7.955317e+09
## std.dev            NA   NA             NA    9.9748087 8.919258e+04
## coef.var           NA   NA             NA    1.1787911 3.554131e+00

##Caja_y_extensión_UnitedStates_distance

library(tidyverse)
## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --
## v tibble  3.1.6     v stringr 1.4.0
## v tidyr   1.2.0     v forcats 0.5.1
## v purrr   0.3.4
## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x tidyr::extract() masks pastecs::extract()
## x dplyr::filter()  masks stats::filter()
## x pastecs::first() masks dplyr::first()
## x dplyr::lag()     masks stats::lag()
## x pastecs::last()  masks dplyr::last()
library(hrbrthemes)
## NOTE: Either Arial Narrow or Roboto Condensed fonts are required to use these themes.
##       Please use hrbrthemes::import_roboto_condensed() to install Roboto Condensed and
##       if Arial Narrow is not on your system, please see https://bit.ly/arialnarrow
library(viridis)
## Loading required package: viridisLite
df_us %>% ggplot(aes(x = "", y = distance)) +
  geom_boxplot(color="red", fill="blue", alpha=0.5) +
  theme_ipsum() +
  theme(legend.position="none", plot.title = element_text(size=11)) +
  ggtitle("Caja y extensión de la distancia en Estados Unidos") +
  coord_flip() +
  xlab("") +
  ylab("")
## Warning: Removed 1 rows containing non-finite values (stat_boxplot).
## Warning in grid.Call(C_stringMetric, as.graphicsAnnot(x$label)): font family not
## found in Windows font database

## Warning in grid.Call(C_stringMetric, as.graphicsAnnot(x$label)): font family not
## found in Windows font database

## Warning in grid.Call(C_stringMetric, as.graphicsAnnot(x$label)): font family not
## found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

##Caja_y_extensión_UnitedStates_population

library(tidyverse)
library(hrbrthemes)
library(viridis)

df_us <- data.frame(population)
df_us %>% ggplot(aes(x = "", y = population)) +
  geom_boxplot(color="red", fill="blue", alpha=0.5) +
  theme_ipsum() +
  theme(legend.position="none", plot.title = element_text(size=11)) +
  ggtitle("Caja y extensión de la población en Estados Unidos") +
  coord_flip() +
  xlab("") +
  ylab("")
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

##Conclusión

En medio de la realización de la actividad, presentamos algunos inconvenientes debido a la poca familiarización con el programa R, sin embargo, después de una busqueda exhaustiva, pudimos comprender más a fondo y desenvolvernos en la actividad.Los gráficos presentados, nos demuestran que Estados Unidos tiene mayores indices en cuanto a población y distancia, notadose las diferencias entre el tamaño de los datos, donde se presentan datos con mayores magnitudes que se salen del promedio dando valores extremos muy por encima de él.