A collection of 5-10 random samples of data (with replacement) from at least 6 columns of data
Sample 1: 3500 random values from the dataframe “energy1.”
#load energy data from working folder
library(ggplot2)
library(readr)
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, unionenergy <- read_delim("./590_FinalData1.csv", delim = ",")## Rows: 6993 Columns: 14## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (12): Country Name, Country Code, rural_electricity_access, total_popula...
## dbl (1): Year
## lgl (1): full_pop_electricity_access
##
## 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.#adjust blank values to NA
energy1 <- energy
energy1[energy1 == '..'] <- NA
energy1## # A tibble: 6,993 × 14
## Year `Country Name` `Country Code` rural_electricity_access
## <dbl> <chr> <chr> <chr>
## 1 1990 Afghanistan AFG <NA>
## 2 1990 Albania ALB 100
## 3 1990 Algeria DZA 96.39231475
## 4 1990 American Samoa ASM <NA>
## 5 1990 Andorra AND 100
## 6 1990 Angola AGO 7.518615066
## 7 1990 Anguilla AIA <NA>
## 8 1990 Antigua and Barbuda ATG 76.96147746
## 9 1990 Argentina ARG 90.64082336
## 10 1990 Armenia ARM 95.78970448
## # ℹ 6,983 more rows
## # ℹ 10 more variables: total_population_electricity_access <chr>,
## # full_pop_electricity_access <lgl>, urban_electricity_access <chr>,
## # `Energy intensity level of primary energy (MJ/2011 USD PPP) [6.1_PRIMARY.ENERGY.INTENSITY]` <chr>,
## # `Renewable electricity output (GWh)` <chr>,
## # `Renewable electricity share of total electricity output (%) ` <chr>,
## # `Renewable energy consumption (TJ)` <chr>, …sample1 <- sample_n(energy1, 3500, replace = TRUE)
sample1## # A tibble: 3,500 × 14
## Year `Country Name` `Country Code` rural_electricity_access
## <dbl> <chr> <chr> <chr>
## 1 2007 Ukraine UKR 99.6
## 2 2002 Maldives MDV 83.15610656
## 3 1990 Bahrain BHR <NA>
## 4 1997 Brazil BRA 68.817801
## 5 2012 Lesotho LSO 11.93853025
## 6 2013 Thailand THA 99.99692231
## 7 1998 Malta MLT 100
## 8 1997 Angola AGO 12.59309499
## 9 2007 Nauru NRU <NA>
## 10 2011 Niger NER 4.8
## # ℹ 3,490 more rows
## # ℹ 10 more variables: total_population_electricity_access <chr>,
## # full_pop_electricity_access <lgl>, urban_electricity_access <chr>,
## # `Energy intensity level of primary energy (MJ/2011 USD PPP) [6.1_PRIMARY.ENERGY.INTENSITY]` <chr>,
## # `Renewable electricity output (GWh)` <chr>,
## # `Renewable electricity share of total electricity output (%) ` <chr>,
## # `Renewable energy consumption (TJ)` <chr>, …Sample 2: Urban electricity access, random sample value. This resulted in a value, not a subset dataframe.
sample2 <- sample_n(energy1, 3500, replace = TRUE, fac = "urban_electricity_access")$urban_electricity_access
sample2## [1] NA "99.606906" NA "100" "100"
## [6] NA "93.99600983" "35.60611343" "100" "100"
## [11] "100" "99.78236389" "75.44366455" "52.2531929" "85.08927917"
## [16] "100" "69.1823349" "88.63742065" "100" NA
## [21] "98.5951767" "85.1993866" "100" "23.13218498" "100"
## [26] NA NA NA NA "100"
## [31] NA NA "51.15000534" "100" "100"
## [36] "99.94750977" NA "83.95034" "100" "38.45258331"
## [41] "100" "96.71076965" "100" "28.38660622" "42.08487"
## [46] NA "100" "94.80578613" "100" NA
## [51] NA "100" NA "100" "82.09989166"
## [56] "99.02132416" NA "100" "100" "99.87671661"
## [61] NA "100" "99.23513031" "39.3" "96.25788879"
## [66] "98.98034668" "100" "100" "100" "100"
## [71] "81.12697601" "56.90587616" "99.82263184" NA "89.60775757"
## [76] "51.9" "100" "100" "100" "100"
## [81] "100" "100" "99.708742" "79.27657318" "88.93860626"
## [86] "100" NA NA "79.94909668" "100"
## [91] "30.14381599" "100" "21.65551758" "100" "100"
## [96] "82.2" "100" "100" NA "5.05685091"
## [101] "96.92147064" "84.26802826" "94.76097107" "24.21349907" "99.634816"
## [106] "99.99711609" "76.7653656" "100" "19.95582581" "91.70967102"
## [111] NA "96.39797974" "100" "32.41962814" "100"
## [116] "42.9" "95.3792038" "81.09268188" "87.62574768" "96.13420868"
## [121] "100" "100" "99.87278748" NA "81.30991364"
## [126] "81.2" "93.60109711" "97" "99.3" "82.8"
## [131] "100" "99.98902893" NA "76.03858185" NA
## [136] "48.11933899" "52.6782074" "35.63887405" "100" "84.59"
## [141] NA "95.89529419" "100" "96.53118134" "99.809718"
## [146] NA "99.43017578" "100" "97.908304" "96.9249115"
## [151] "100" "100" "100" "20.85348892" "58.16155624"
## [156] "99.9" NA "96.52263641" NA NA
## [161] "100" "100" "63.0769577" "55.79309464" "100"
## [166] NA "99.33749" "87.67914581" "84.25140381" "99.18553925"
## [171] "36.6" NA NA "100" NA
## [176] "99.35" NA "88.31" "48.00404358" "15.6"
## [181] "53.89854431" "57.9729805" "99.6" "96.58505249" "100"
## [186] "99.73202515" "99.99221802" "100" NA "100"
## [191] NA "99.70294952" NA NA "99.70235443"
## [196] "97.539377" "97.03842163" "81.67119598" "26" "99.3540802"
## [201] NA "100" "100" "99.25655365" "100"
## [206] "88.9" "100" "100" NA NA
## [211] "84.12796021" "78.47886658" "0.01" "100" "100"
## [216] "20.9318428" "100" "99.91111755" "100" "90.71126556"
## [221] "99.56397247" NA "92.5" NA "100"
## [226] "50.70642471" NA NA "100" NA
## [231] "84.41965485" "71.11695862" NA "100" "88.5917511"
## [236] "99.2594986" "94.68486023" "97.00063324" "100" "91.06832886"
## [241] "76.11860657" "100" "100" "100" "100"
## [246] "25.36307144" NA "100" "98.9460907" "100"
## [251] NA "99.310103" NA NA "94.389301"
## [256] "96.98783112" "100" NA "100" "81.46099091"
## [261] NA "99.58393097" NA "100" "100"
## [266] "100" "25.03270149" "93.71234131" "98.49424744" "91.57287598"
## [271] "77.63573456" "100" "100" "99.81656184" "100"
## [276] "79.67195129" NA "98.5951767" "26.14058495" NA
## [281] "85.51906586" "100" "99.54566956" "100" "100"
## [286] NA "100" NA "100" "98.77964783"
## [291] "95.160342" NA "99.78236389" "98.34342957" "28.985672"
## [296] "100" NA "80.4" "100" "37"
## [301] "100" "98.42536926" "83.54588318" "99.7720108" "66.25855255"
## [306] "77.9207077" "87.79562378" "61.2" "99.97400665" "100"
## [311] "98.4405365" "99.87953186" NA "0.01" "95.41615295"
## [316] "100" NA "99.71386719" "100" NA
## [321] NA "90.9" "99.48316193" "54.0389328" "7.139918327"
## [326] "100" "88.5917511" "100" "100" NA
## [331] "100" "99.99710846" "100" NA "100"
## [336] "99.8312149" "100" "99.99906921" "53.17733383" "88.56"
## [341] "99.9" "100" "98.195281" NA "69.04252625"
## [346] "100" "98.01211548" "55.16986465" "85.35310364" "100"
## [351] "100" "99.82588196" "66.16093445" "100" "100"
## [356] "100" "100" "75.2" NA "75.04180908"
## [361] "50.8" "100" "98.47621155" NA "99.99916077"
## [366] "100" "100" "99.83702087" NA "86.39206696"
## [371] "56.06768036" "100" "91.886024" NA "99.86778259"
## [376] "98.9499054" NA "100" "100" NA
## [381] "90.81594849" "100" NA "93" "100"
## [386] NA "35.5" "100" "98.43489838" "100"
## [391] "96.59156799" "99.23229218" "90.4" "99.23640442" "99.6763382"
## [396] "95.66995239" "97.76669312" "100" NA "97.35762024"
## [401] "95.31345367" "63.05806351" "23.92225075" "58.06059522" NA
## [406] "59.36778259" "98.68839264" "1.792626619" "98.23477173" "99.9854126"
## [411] "99.80177307" "100" "100" "100" NA
## [416] "99.62145996" "99.64588165" "99.65668488" "100" NA
## [421] NA NA "99.49908447" "100" "100"
## [426] "92.94291687" "97.23195648" "95.01063538" "100" "49.42026138"
## [431] "58.98318481" "100" "96.76782227" NA NA
## [436] "100" NA "63" "99.99965668" "100"
## [441] "100" NA NA "99.4323349" "66.95489502"
## [446] "100" "100" "100" "100" NA
## [451] "99.99855804" "77.05088043" "76.30626678" "100" "99.49908447"
## [456] "100" "100" "100" "100" "96.856154"
## [461] "100" "49.45682526" "100" "41.05216599" "100"
## [466] "100" "83.85105896" "75.29434204" NA "57.093853"
## [471] "89.05443573" "100" "100" "94.60477448" NA
## [476] "98.4" "94" "99.89383698" "99.31569672" NA
## [481] "99.14722443" "64.3838501" "85.9" "89.0989151" "0.01"
## [486] NA "100" "91.72367096" "100" "100"
## [491] "99.63980103" "96.58522034" NA "33.71127319" "74.01166534"
## [496] NA "50.28515244" "100" "99.94694519" NA
## [501] "99.99513245" "99.9" "99.27939606" "3.697406769" NA
## [506] "99.48987579" "0.01" "51.69156647" "33.50935745" "65.89337921"
## [511] "100" "100" "100" "100" "89.83992004"
## [516] "100" "47.20288849" "89.57085419" "100" "99.44171143"
## [521] "100" "100" "36.47948074" "97.3841629" NA
## [526] "100" NA "100" "93.55029297" "65.35157013"
## [531] NA "17.04862022" "95.01220703" "100" NA
## [536] NA NA "99.9854126" "100" "20"
## [541] "99.83702087" "100" "99.90237427" "98.37705994" NA
## [546] "95.55770111" "93.762531" "99.9526825" "100" NA
## [551] "99.472839" "100" "99.88359" "100" NA
## [556] "100" "100" "99.81822205" "96.11358643" "83.82826233"
## [561] "100" NA "70.43714142" "100" "33.67039108"
## [566] "100" "100" "99.9964447" "96.5858078" "100"
## [571] "100" "100" NA "100" NA
## [576] "79" "100" "97.86529541" "91.52003479" "97.95943451"
## [581] "99.14080811" "98.90171814" "100" NA "100"
## [586] "100" "100" "49.33167267" "100" NA
## [591] "94.39476013" "83.93362427" "100" "96.21073151" "76.09536743"
## [596] NA "76.11860657" "91.54924011" "100" NA
## [601] "92.49555206" "86.98058319" NA "100" "71.37117767"
## [606] "8" "89.99789429" "100" "96.68231964" "57.35417938"
## [611] "98.96502686" "100" "99.9992981" "88" "81.5"
## [616] "59.07918167" "83.3806839" "99.725953" "99.945554" NA
## [621] "100" "47.23043442" "99.02345276" "100" NA
## [626] "96.13420868" "100" NA "99.64588165" NA
## [631] NA "90.4" NA "13.32302284" "100"
## [636] "100" "100" "34.34035477" "99.6" "100"
## [641] "100" "84.90382385" "100" "74.5231781" NA
## [646] "100" NA "86.34854126" "99.16548157" "100"
## [651] "98.2518692" "100" "100" "0.01" "95.01063538"
## [656] NA "94.13188143" "100" "100" "20.44732285"
## [661] "100" "85.56446075" "41.8620224" "99.80177307" "100"
## [666] "100" "100" "57.25168228" NA "72.18171692"
## [671] "99.09955597" "99.9" "60.01483154" "100" "13.03578091"
## [676] "61.76576614" "85.88274384" "98.7649765" "99.25655365" "100"
## [681] "99.43043518" "65.67305756" "100" "97.62353516" "99.89576721"
## [686] "100" "100" "90.2" NA "100"
## [691] "90.86194122" "0.01" "99.586687" "100" "100"
## [696] "100" "79.9624176" NA "97.114157" "99.93"
## [701] NA "61.5" "74.54393005" "99.15028381" "99.3157959"
## [706] "100" "100" NA "20.85348892" NA
## [711] "100" "100" "100" "100" NA
## [716] "100" "60.2" NA "59.93590164" "100"
## [721] "43.87431335" "100" "100" "89.8" "90.27845764"
## [726] "100" "98.7" "85.35450745" "98.96417999" NA
## [731] NA "99.58107758" "27.3" "100" "66.64141846"
## [736] "100" "52.47055435" "100" "70.7351532" "85.75837708"
## [741] "100" "99.07116699" "11.5699091" "100" "100"
## [746] "81.56082916" "99.23906151" "100" "43.01437378" "0.01"
## [751] NA "83.54588318" "100" "100" "100"
## [756] "99.23229218" "100" "94.89883423" "99.98558807" "100"
## [761] "31.40497589" NA NA "84.55792236" "100"
## [766] NA "100" "57.49500656" "100" "99.45935059"
## [771] "100" "3.029135942" "83.85342407" "67.04270935" "81.09268188"
## [776] NA "100" NA "90.9" "46.4"
## [781] "99.97625732" NA "100" "100" "99.98516083"
## [786] NA NA "100" "95.00369263" "96.50634003"
## [791] "97.16577911" "92.63854218" NA "90.46715546" NA
## [796] "94.61792755" "100" "99.84562683" "97.83661652" NA
## [801] "30.20695114" "96.34022522" "87.84252167" "100" "99.09857178"
## [806] "57.62049484" "100" "74.82835388" NA "97.50782776"
## [811] NA NA "100" "100" "99.98327637"
## [816] "100" "100" "99.7720108" NA "97.566108"
## [821] "15.87985325" "97.00267029" "90.6488266" "51.94732285" "99.96312714"
## [826] "93.140655" NA "99.917154" "100" "100"
## [831] NA "97.53775024" "92.5" "99.99971008" NA
## [836] "100" "100" NA "49.7163353" "98.73"
## [841] "100" "68.32249451" "99.97625732" "98.59397888" "99.69831848"
## [846] "100" "100" "89.54511559" "99.89535522" "83.83468628"
## [851] "100" "44.20552063" "100" "100" "67.69953156"
## [856] "75.18654633" "30.84397507" "100" "98.70079041" "100"
## [861] NA "99.20122528" "70.36633232" "99.9992981" NA
## [866] NA "94.15437317" NA "48" "98.55394745"
## [871] "100" "99.25589" NA NA "99.20371246"
## [876] "100" "95.50810242" "99.9964447" "100" NA
## [881] "96.27935791" "97.27459717" "99.83727264" "89.69669342" NA
## [886] "100" "100" "99.99859619" "99.9817276" "99.821747"
## [891] "100" NA "100" "96.94481659" "96.10722351"
## [896] NA "100" NA NA NA
## [901] NA "95.815075" "96.27315521" "98.64508057" "99.0203476"
## [906] "99.31944275" "40.56483459" "100" "12.61608028" NA
## [911] "97.64207458" "100" "45.34704971" "100" NA
## [916] "100" "17.04862022" "86.50735474" "89.94464874" "99.03048706"
## [921] "100" NA "20.26367188" "100" "99.53002167"
## [926] "86.25128174" "68.07671356" "74.82835388" "100" "99.27560425"
## [931] "100" "100" "48.85490799" "100" "100"
## [936] "99.924095" NA NA "95.04689026" "0.01"
## [941] "100" "100" NA "28.38660622" "49.45682526"
## [946] NA "42.65420914" "98.06287384" "100" "100"
## [951] "92.13657379" "100" "100" NA "100"
## [956] "99.89823914" NA "96.99964251" "98.81420135" NA
## [961] "94.13188143" "100" "46.9" NA "97.87541962"
## [966] "74.2" "100" NA "75.91505432" NA
## [971] "100" "99.30741882" "99.63859558" NA "94.00653839"
## [976] "100" "100" NA "100" "100"
## [981] "68.85048676" "99.44974518" "89.17055511" "95.3" NA
## [986] "43.87431335" NA "100" "54.49383545" "99.99949646"
## [991] "77.24850464" NA "95.58533478" "99.9526825" "95.3792038"
## [996] "57.35417938" "100" "87.7" "99.67388916" "100"
## [1001] "99.18980408" "99.46435" "92.63854218" "76.55976105" "91.32958984"
## [1006] "97.32290926" "99.79173342" "99.21968842" "99.99919128" NA
## [1011] "89.94464874" NA "100" "96.36444855" "100"
## [1016] "99.390082" "99.86701965" "99.62406" "100" NA
## [1021] NA "30.96832657" "62.62219238" "98.7" "24.6551857"
## [1026] NA "99.859908" "5.532559872" NA NA
## [1031] "99.54100037" "100" NA "99.94694519" "99.94"
## [1036] "94.389301" NA "85.23522949" "99.87065125" "100"
## [1041] "99.86004639" "100" "100" NA "96.50871277"
## [1046] "52.30888367" "99.89535522" "100" "76.30626678" "62.44522476"
## [1051] "95.59688568" "100" "100" "94.92378235" "99.06946564"
## [1056] "99.56691742" "100" "93.25983429" "96.76782227" "91.28205109"
## [1061] "100" "77.01398468" "99.07318115" "94.6" "88.27033234"
## [1066] "93.16139984" "99.39419556" NA "95.21511841" "99.75572205"
## [1071] "100" "99.44060516" "47.23043442" NA "100"
## [1076] NA "99.30852509" "97.17811584" "100" "100"
## [1081] "100" "99.56137848" "100" NA "100"
## [1086] "100" "29.77269554" "91.32958984" "75.06134033" "98.75416565"
## [1091] "100" "100" "97.3086319" "33.99626541" "47.4"
## [1096] "99.74169159" "26.14058495" "100" "100" "100"
## [1101] "100" "95.70608521" "96.77638276" "68.32249451" "100"
## [1106] "20.85892677" "99.9" NA "100" "40.2"
## [1111] "99.97883606" NA "92.7073288" "99.44512939" "70.19223022"
## [1116] "0.11761862" "99.99815369" NA NA "100"
## [1121] "100" "100" NA "100" "89.09596252"
## [1126] "99.74" "93.52574921" NA "37" "100"
## [1131] "92.45922852" "65.66824341" "55.1" "45.82547379" "81.67119598"
## [1136] NA "100" "85.53911591" "100" "100"
## [1141] "100" "100" "65.89337921" "100" NA
## [1146] "99.10453796" "100" "100" "83.45192719" "100"
## [1151] "100" "25.80539322" "100" "5.494939804" "100"
## [1156] "96.31336406" NA "100" "99.85847473" "99.71386719"
## [1161] NA "99.980896" "95.17733765" "99.33039856" NA
## [1166] NA "100" "71.11695862" "33.47127914" "98.57225545"
## [1171] "45.82547379" "64.70586395" "86.98058319" "36.28368378" "100"
## [1176] NA "35.63887405" "99.21985626" "100" NA
## [1181] "100" "90.8" "74.54393005" "98.833535" "99.84062195"
## [1186] "68.6" "40.1" "99.16160583" NA "7.139918327"
## [1191] "100" "95.27159119" "99.54072571" "99.96874349" "99.67972565"
## [1196] NA "99.21616364" "90.2" "96.98783112" "94.84715271"
## [1201] "100" NA "100" "99.27560425" "96.04118347"
## [1206] "72.94281769" "87.84252167" "80.39654541" "96.97593689" "84.4486618"
## [1211] "96.030896" "38.76944351" "100" NA "100"
## [1216] NA "53.75774384" NA "99.02345276" "50.69166946"
## [1221] NA "88.60571289" "100" "99.48878479" "53.08646393"
## [1226] "100" NA "100" "69.14216614" "5.532559872"
## [1231] "100" "88.34655762" "100" "36.0243721" "99.17964172"
## [1236] "12.61608028" NA "63.36473083" "6.722173214" "98.3"
## [1241] "100" "99.859908" "5.05685091" "100" "99.91366577"
## [1246] "100" "100" "99.59661865" "99.86212158" "99.3996582"
## [1251] "69.76754761" "100" "97.79272461" "99.80177307" "98.67868042"
## [1256] "87.35279083" "99.52500916" "100" NA NA
## [1261] "94.64712524" "25.08731461" "100" "51.87737656" "51.68291092"
## [1266] "55.33601379" "100" "26.14058495" "100" "95.65416718"
## [1271] "43.43280792" "100" "100" NA NA
## [1276] "86.50735474" NA NA "100" "100"
## [1281] NA "99.495933" "100" "83.82504272" "54.96121216"
## [1286] "100" NA NA "11.82326889" "96.50640869"
## [1291] "100" NA "100" "87.6" "100"
## [1296] "99.6" "100" "7.139918327" "100" "100"
## [1301] NA "100" NA "99.09857178" "100"
## [1306] "35.60611343" NA "99.3459549" "90.91780853" "100"
## [1311] "84.9" "70.79333496" "94.389301" "99.70574951" "99.186252"
## [1316] NA "96.77210236" "99.668752" "100" NA
## [1321] "92.37030792" "99.4" "96.9" NA "100"
## [1326] "100" "100" "45.37399292" "100" "96.7"
## [1331] "100" "100" "99.8493042" "96.20896912" "20.9318428"
## [1336] "99.9" "84.71802521" "98.96502686" "100" "97.73995972"
## [1341] "100" "20.01170158" "100" "49.33167267" "97.041166"
## [1346] "93.33054352" NA NA "98.56244659" NA
## [1351] "100" "100" "32.41905594" "100" "99.90237427"
## [1356] "100" "96.97593689" "56.4028244" "88.45661926" "27.54929161"
## [1361] "99.88308716" "59.36778259" "64.24775696" "45.64467239" "99.23246765"
## [1366] "77.63573456" "94.35696411" NA "71.4454422" "99.02257538"
## [1371] NA "35.63887405" "100" "100" NA
## [1376] "100" "100" "100" "88.10977936" "100"
## [1381] "100" "85.48576355" "100" NA NA
## [1386] NA "99.705865" "97.7" "93.15148163" "99.69831848"
## [1391] "30.11733818" NA "100" NA "100"
## [1396] "99.81822205" "98.09947205" "99.856911" NA "100"
## [1401] "99.61459351" "99.71820068" NA "98.406807" NA
## [1406] "100" "84.3" "100" NA NA
## [1411] "94.07923889" NA "85.23522949" "100" "25.36307144"
## [1416] NA "99.8921814" "17.76363945" "99.87138367" NA
## [1421] "100" "100" NA "96.27205658" NA
## [1426] "96.51800537" "100" "70.18696594" "93.87350464" "92.92123413"
## [1431] "100" NA "76.54199982" "99.009049" "100"
## [1436] "100" "100" "65.19735718" NA "99.51089478"
## [1441] "99.61303711" "99.26" "99.715049" NA "99.71617889"
## [1446] NA "99.7" NA "4.26358366" "97.29044342"
## [1451] NA "100" "90.93241119" NA "100"
## [1456] "99.956197" "100" "99.9526825" "100" "100"
## [1461] "99.77131653" "97.03038025" NA "100" "95.93956757"
## [1466] NA NA "99.82867545" "95.65416718" "73.40319824"
## [1471] NA "65.68525696" "92.7073288" "100" NA
## [1476] "97.62281036" "91.54924011" NA "100" "99.44807434"
## [1481] "100" "62.01537323" "100" "27.80943298" "99.69080353"
## [1486] "99.52868652" NA "99.62145996" "92.082517" "100"
## [1491] "81.77005768" "60.06035995" "90.9" "32.84719467" "96.71076965"
## [1496] "80.73364258" "95.40647888" "100" "100" NA
## [1501] "100" "55.58252335" "99.547373" "95.80947113" "100"
## [1506] "98.0671414" "100" "74.15059662" "94.00653839" "89.95050812"
## [1511] "90.50184631" NA "97.00267029" "95.66995239" "100"
## [1516] "93.81544495" "100" "99.99965668" "98.53440094" "22.2"
## [1521] "17.03360558" "100" "100" "86.30150604" "61.92512894"
## [1526] "99.47101593" "16.4" "98.7" "87.35279083" "95.93956757"
## [1531] NA "100" "100" "76.94746399" "66.73690033"
## [1536] "28.92006683" NA "98.87409973" "100" "98.04333496"
## [1541] NA "95.09608459" "99.6" "40.02490616" "100"
## [1546] "24.03959465" "23.92225075" "100" "97.27459717" "99.96323395"
## [1551] "99.5056839" "97.43094456" "98.09606171" "97.55973816" "100"
## [1556] "98.22451782" "100" "100" "58.79676056" NA
## [1561] "98.96417999" NA "94.68486023" "95.92823792" "71.33789825"
## [1566] "96.02139282" "26.28017616" "97.13404083" "93" "100"
## [1571] "88.69127655" "100" "99.9" "100" "80.6"
## [1576] "97.9666214" "85.3" "99.70596313" "79.94909668" NA
## [1581] "91.57287598" NA NA NA "90.87677765"
## [1586] "0" "100" "99.99922943" "96.79486847" "99.60533142"
## [1591] "100" "89.71450806" "56.9" "94.83665466" "100"
## [1596] "40.8" "48.16879272" "100" NA "100"
## [1601] "99.99319458" "100" NA "100" "100"
## [1606] NA NA "97.60731506" "100" NA
## [1611] "99.628858" "100" "98.6027832" "70.18696594" "100"
## [1616] "100" "100" "57.57668304" "99.39794159" NA
## [1621] "54.5" "0.01" "99.52915192" "99.72915649" NA
## [1626] "96.23005676" "67.70567322" "100" "100" "99.232931"
## [1631] NA "100" "91.56213379" "100" "100"
## [1636] NA NA NA NA "98.42409515"
## [1641] "79.28784943" "53.90589142" NA NA NA
## [1646] "96.2995224" "100" "96.27205658" "66.8" NA
## [1651] "99.74072266" "66.04066467" NA "100" "1.462585092"
## [1656] "37.14606" "100" "91.84061432" "94.38640594" "97.05047607"
## [1661] "100" NA "100" "100" "100"
## [1666] "72.08286285" NA "100" "89.88211823" "99.69512195"
## [1671] "99.4985733" "99.45388031" "34.4004065" "65.80410767" "100"
## [1676] "43.5" "100" NA "63.07569885" "15.35142517"
## [1681] "21.65551758" "94.45668793" NA "85.95281982" NA
## [1686] "64.3838501" "53.19028091" "97.4162674" "90.27845764" "42.58943176"
## [1691] "100" "97.960649" "100" "100" "100"
## [1696] "100" NA "97.16577911" "82.4" "39.92621994"
## [1701] "99.9526825" "94.305688" "85.74073029" "95.66995239" "100"
## [1706] "93.1" "100" NA "25.03270149" NA
## [1711] "0.01" "67.22685242" "38.1155303" "100" "97.71"
## [1716] "53.19028091" NA "99.44720459" "99.56373596" "100"
## [1721] "28.1276989" "100" "47.2" "96.07942974" NA
## [1726] "99.707507" "100" "100" "93.618226" NA
## [1731] "100" "85.88274384" "97.21283722" "100" "99.77748109"
## [1736] "100" NA "100" "100" "82.41149902"
## [1741] NA "95.57377625" "100" NA "100"
## [1746] "65.98805237" "98.00453949" NA "99.29486084" "99"
## [1751] "100" "100" "83.95034" NA "99.93688202"
## [1756] "97.18175507" "100" "55.14950562" "44.1" "99.99935913"
## [1761] "61.73841095" "100" "100" "99.076735" "100"
## [1766] "100" "0.01" "100" "23.13218498" "100"
## [1771] "99.09955597" NA "32.41905594" "84.81846619" NA
## [1776] "92.95454407" "97.95456696" "99.79496002" "98.8553009" "59.54536819"
## [1781] "100" "98.1364975" "57.82754898" "100" "100"
## [1786] NA "93.14" "58.98418427" "98.00453949" "100"
## [1791] "99.89672852" "69.46530914" NA NA "99.98728943"
## [1796] NA "100" "99.34851074" "28.54052544" "100"
## [1801] "99.856911" "98.44631195" "25.02899742" "41.2" NA
## [1806] NA "100" "100" NA "97.23461151"
## [1811] "100" "100" NA "18.17221451" NA
## [1816] "100" "99.18652344" "96.32455444" "99.7146933" "90.12090302"
## [1821] "99.52587128" "99.30632019" NA "100" "100"
## [1826] "100" "99.746437" "51.94732285" "94.70697784" "100"
## [1831] "41.53401184" NA "100" NA "96.25788879"
## [1836] "93.6705246" "100" "51.49610901" NA "100"
## [1841] "100" "86.56777915" "100" "100" "58.37428284"
## [1846] NA "99.18734741" "100" "65.12715149" "86.65188599"
## [1851] "28.66136169" "100" "85.2" "98.29018402" "100"
## [1856] NA "100" "100" "100" "95.79304504"
## [1861] "99.55614471" "100" "100" "93.50839233" "86.96790314"
## [1866] "98.64508057" "100" "83.95034" "98.66841888" "55.5987587"
## [1871] "55.8" NA "100" "69.1823349" "94.84715271"
## [1876] "99.75331483" "82.4" "100" "93.7" "99.638662"
## [1881] "100" "70.57600403" "95.81668091" "100" "99.36761475"
## [1886] "66.64141846" "100" "24.21349907" NA NA
## [1891] "99.19316864" "22.43693161" "94.305688" "100" "42.13307953"
## [1896] "81.73100281" NA "52.79062653" "99.23906151" "99.41619873"
## [1901] "88.9" "97.8" NA "96.88725281" "96.042962"
## [1906] "25.1" "100" "100" "99.3422699" "51.49610901"
## [1911] NA "100" NA "37.33704376" "96.49455261"
## [1916] "100" "98.32958221" "98.01211548" "96.58505249" "91.90583801"
## [1921] NA "100" "0.262542069" NA NA
## [1926] "100" NA "99.03048706" "100" "99.58708191"
## [1931] "99.09955597" "100" "95.27700043" "80.72065379" "99.67411041"
## [1936] "36.8471489" "73.40319824" "99.89576721" "99.472839" "89.15505219"
## [1941] "100" "97.7457962" "100" "98.47621155" "99.69805145"
## [1946] "100" NA NA "99.98521423" "100"
## [1951] "98.00550842" "100" NA "100" "100"
## [1956] "100" "94.15539127" "100" "52.91757202" NA
## [1961] NA "99.17964172" "98.56272888" "100" "44.16259766"
## [1966] NA NA "100" "100" "100"
## [1971] "99.5903244" "48.68732452" "100" "96.27315521" "100"
## [1976] "72.94281769" "99.43017578" "48.69430161" "100" "100"
## [1981] "34.77064133" "99.94250488" "55.35211182" "99.77352905" NA
## [1986] "100" "100" NA "97.47068024" "98.5"
## [1991] "98.54946899" "41.53401184" "100" "94.11764706" "36.74628067"
## [1996] "99.75331483" "65.41666667" NA "100" "100"
## [2001] "99.67" NA "99.84062195" NA "99.869036"
## [2006] "89.1986618" "100" "71.42443085" "92.10074615" "100"
## [2011] "27.25244522" "6.722173214" NA NA "86.65188599"
## [2016] NA "97.98543549" "100" "77.20458984" "88.45661926"
## [2021] "100" "98.56272888" "98.96502686" "100" "51.9"
## [2026] "92.9" "55.8" "51.9" "99.25531006" "99.56521606"
## [2031] "100" NA NA NA "100"
## [2036] "100" "97.49038696" "89.6571579" "100" "99.70755005"
## [2041] "95.51493835" "100" "86.67" "47.247715" "100"
## [2046] "99.929925" "100" "99.9" "100" "100"
## [2051] "99.74072266" "75.91505432" "100" "89.73246765" "93.877733"
## [2056] "35.90447235" "99.97400665" NA "99.869408" "41.47786331"
## [2061] "99.79496002" "20.1" "100" "98.6931839" "100"
## [2066] "100" NA "100" "87.14664459" "100"
## [2071] "100" "99" "99.91111755" "25.36423364" NA
## [2076] "76.77559662" NA NA "100" "94.60477448"
## [2081] NA "100" "100" "34" "100"
## [2086] "100" NA "100" "98.70670319" "84.90382385"
## [2091] "99.81230164" "100" NA "99.98560333" "100"
## [2096] "97.27459717" "100" "100" "66" NA
## [2101] "90.71126556" "100" NA NA "98.388943"
## [2106] "98.0872345" "99.44720459" NA "100" NA
## [2111] "95.01063538" "100" "96.75304413" NA "100"
## [2116] "96.50634003" "99.29728699" "100" "100" "78.95037079"
## [2121] NA "100" "100" "36.6" "100"
## [2126] "100" NA "77.6" "99.935013" "97.63713074"
## [2131] "100" NA "100" "84.78421021" "97.0584259"
## [2136] NA NA "95.815075" NA NA
## [2141] "73.09996796" "100" "99.6" "97.74596405" "53.46485901"
## [2146] NA "99.9" "100" "100" "100"
## [2151] "68" "76.74532318" "53.15645218" "99.964484" "99.50669098"
## [2156] "30.08393288" "99.9998703" NA "78.17843628" "91.22701236"
## [2161] "52.03697586" NA "100" "98.98034668" "100"
## [2166] "100" "42.62905121" "100" NA "100"
## [2171] "100" "97.47959137" "98.88520813" NA "100"
## [2176] "96.37878418" "99.9854126" "26.10539818" "5.931197643" "96.69766235"
## [2181] "100" "98.4" NA NA "97.05703735"
## [2186] "38.76944351" "100" "100" "96.674673" "100"
## [2191] "89.15065002" "67.14421082" "100" "100" "34.77064133"
## [2196] "97.4285202" "71.33789825" "100" "99.18553162" "100"
## [2201] "26.10539818" "43.46281815" "100" "85.39573669" "100"
## [2206] NA "96.50218964" "12.76555824" "31.1" "55.1"
## [2211] "100" NA "96.949494" "99.07116699" NA
## [2216] "99.80428314" NA "100" "100" "99.23895264"
## [2221] "97.14150238" NA "100" "100" "100"
## [2226] "100" "99.24215698" "94.77018738" "100" "94.43679047"
## [2231] "96.64625549" "99.47402191" "100" "99.48586273" "100"
## [2236] "100" "33.47127914" "99.91989899" NA "48.33346558"
## [2241] "95.89529419" "100" NA "51.33671188" "100"
## [2246] "93.49187469" "95.13453674" "100" "100" "96.83"
## [2251] NA "99.99859619" "98.759449" "99.32408142" NA
## [2256] "100" "100" "98.00453949" "100" "24.21349907"
## [2261] "94.571038" "100" "99.74545288" "86.6378479" NA
## [2266] "96.95232391" NA "91.70967102" "100" "84.59"
## [2271] "91.3" "77.19263458" "97.4162674" "12.61608028" "98.72033691"
## [2276] "100" "100" "88.5917511" "76.65567017" NA
## [2281] NA "93.47421265" "99.46979523" "39.83414459" "99.79496002"
## [2286] "100" "81.9" "100" "95.65416718" "99.29551697"
## [2291] NA NA NA "91.4" "99.78376007"
## [2296] "67.14421082" NA "98.23758698" "95.51493835" "99.17005157"
## [2301] NA "100" NA "97.54472351" "0.01"
## [2306] "98.98742676" "99.67791748" "71.89954376" "100" "99.83164"
## [2311] "91.3" "100" "99.99965668" NA "100"
## [2316] "47.8" "95.71069336" "76.30626678" "100" "7.139918327"
## [2321] "100" "100" "100" NA NA
## [2326] "100" "100" "100" "100" NA
## [2331] "94.15437317" NA NA "100" "0.01"
## [2336] "100" "97.476145" NA "49.33167267" "72.36196899"
## [2341] "20.01170158" "100" "100" "100" "99.48987579"
## [2346] "99.95478058" "100" "88.38274384" "100" NA
## [2351] "98.8145752" "100" "100" "99.39739227" "99.48987579"
## [2356] "94.6" "100" "8.382105827" NA "99.940829"
## [2361] "93.01072693" "91.38320923" NA "100" NA
## [2366] "50.34215927" "100" "100" NA "100"
## [2371] NA NA "61.3" NA NA
## [2376] "100" "97.07382202" "99.94250488" "98.49097512" NA
## [2381] "95.82118988" "53.90589142" "100" "73.40319824" "100"
## [2386] "100" "99.315544" "100" "100" NA
## [2391] "100" "100" "67.69953156" NA "51.87737656"
## [2396] "40.70106506" "60.67686462" "95.14572906" "100" NA
## [2401] "98.82325745" "100" "100" "98.3" "10.39156532"
## [2406] NA "47.0141449" "23.99621773" "96.20250702" "22.68237495"
## [2411] "51.9" "100" NA "100" NA
## [2416] NA "94.89356232" "100" "95" "74.27735901"
## [2421] "20.16341782" "86.0710144" "100" "100" "99.32350159"
## [2426] "99.20371246" NA "66.4" "99.87065125" NA
## [2431] "50.70642471" "100" NA "97.45687103" "100"
## [2436] "98.2" "100" "99.607048" "99.21968842" "86.96790314"
## [2441] "100" "97.95456696" "100" "25.02899742" "100"
## [2446] "97.62136841" "100" "99.713281" "100" "100"
## [2451] "100" "97.54472351" "55.98" "99.0203476" "31.78738785"
## [2456] NA "88.32349396" "99.65254211" "99.70755005" "97.33985901"
## [2461] NA NA "48.91034698" "100" "100"
## [2466] "41.53401184" NA NA "100" "97.837216"
## [2471] "100" "35.60611343" "100" "88.10977936" "100"
## [2476] NA "100" "100" NA "100"
## [2481] NA "100" "86.02697754" "13.13191319" "99.86485291"
## [2486] "42.44097519" "100" "88.49866" "95" "99.17507"
## [2491] "77.65350342" "89" "87.4" "73.6" NA
## [2496] "98.49853516" "100" "73.69351959" NA "70.53499603"
## [2501] NA "99.137016" "81.6" "98.79302979" "100"
## [2506] "100" "100" "82.10480499" "97.2111969" "88.97174835"
## [2511] "99.310103" "0.555086613" "56.40910721" "100" "100"
## [2516] NA "100" NA "42.08487" "100"
## [2521] "90.51625824" "100" NA "93.38175964" "99.30632019"
## [2526] NA "100" "91.59" "100" "94.466186"
## [2531] NA "100" "28.36169243" "64.70586395" "22.14637566"
## [2536] "99.23229218" "59.88284683" "96.76717377" "56.6" NA
## [2541] "100" "100" "97.38087463" NA "99.79384613"
## [2546] "33.1" NA "65.63890839" "100" "98.5"
## [2551] "67.63930511" NA "97.8" "100" "98.94364929"
## [2556] "99.07116699" "99.76104736" "84.81846619" "97.90630341" "98.8553009"
## [2561] "0.028545072" "98.70079041" "98.0872345" "99.99356079" "92.92123413"
## [2566] NA "99.9854126" "68.43156433" "40.8" "100"
## [2571] "99.91589571" "2.979457378" "79.67649078" NA "100"
## [2576] "100" "95.81024933" "78.59416199" "95.86845398" "99.14722443"
## [2581] "89.15065002" NA "98.38089752" "100" "83.38211823"
## [2586] "100" NA "100" "99.32350159" "84.25140381"
## [2591] "6.917630196" "100" "100" "92.34436798" "43.83985519"
## [2596] "99.42447662" "98.01211548" "100" "99.13337708" "58.39651489"
## [2601] "34.77064133" NA "100" "100" "99"
## [2606] NA "100" "99.96874349" "53.90589142" NA
## [2611] "93.1" "53.17733383" "97.937148" "49.6" "100"
## [2616] "95.56" "87.4" NA "60.45376968" "56.45054626"
## [2621] "100" NA "99.67492676" "99.20594025" NA
## [2626] "100" "99.22073364" "72.95230103" "54.2795372" "99.99971008"
## [2631] "100" "100" "61.31343842" "98.7" "100"
## [2636] NA "97.7922287" NA "100" "100"
## [2641] "100" "99.0748291" "95.56" "100" "95.233394"
## [2646] "100" "100" "95.731315" "75.54265594" "83.83468628"
## [2651] NA "11.51978779" "91.1" "86.80323029" "98.04333496"
## [2656] "99.59138489" NA "100" NA "90.07213593"
## [2661] "66.48334503" "99.80536652" "100" "24.07794571" "99.426994"
## [2666] NA NA "100" "99.87568665" "100"
## [2671] "100" "100" NA "100" NA
## [2676] "100" "96.54580688" "19.98314285" "58.2" "94.11764706"
## [2681] "96.76465607" "100" "100" NA NA
## [2686] "98.66430664" "100" NA "99.97493744" "99.76764679"
## [2691] "99.337214" "84.9" "100" "99.69080353" "99.6625061"
## [2696] "99.940829" "95.01461792" "100" NA "99.704804"
## [2701] NA NA "99.99742889" "100" "92.356928"
## [2706] "66.1" NA "99.82305145" "61.31343842" "89.15505219"
## [2711] "79" NA "98.98713684" "99.23906151" NA
## [2716] "100" "100" "82.32429504" "100" "92.62380981"
## [2721] NA "100" "100" "35.92963409" "97.7718277"
## [2726] "97.60016632" NA "66.67652893" "100" "98.9773407"
## [2731] "100" "100" "100" "100" "100"
## [2736] "99.55096436" "42.23087311" "100" NA "100"
## [2741] NA "74.83933258" "100" "67.04270935" "100"
## [2746] "100" "99.82263184" "100" "100" "100"
## [2751] "100" "100" NA "97.3968277" "100"
## [2756] "25" "100" "33.3687706" "100" NA
## [2761] "100" "100" "99.84687805" "100" NA
## [2766] NA "94.52909851" NA "100" "87.79562378"
## [2771] NA "45.73075485" NA NA NA
## [2776] "100" "100" "100" NA "91.3631897"
## [2781] "26.28017616" "60.91790771" "100" "87.14372253" "99.88150024"
## [2786] "53.17733383" "100" NA "100" "100"
## [2791] "99.57972717" "100" "98.14953613" "31.55763817" NA
## [2796] "34.5254631" "99.42447662" "100" "99.66005707" "100"
## [2801] NA "75.47956848" "100" "100" "85.39573669"
## [2806] NA "100" "99.99919128" "58.47270966" "9.4"
## [2811] "97.08483124" "90.76467133" "100" "100" "99"
## [2816] "99.9960556" "98.72549438" "98.45448303" "58.47270966" "100"
## [2821] "99.84562683" "100" "44.16259766" "100" NA
## [2826] "99.67" "99.53119659" "100" "99.02257538" "99.39794159"
## [2831] "100" "64.3838501" "8.241519928" "46.89290619" "41.56079483"
## [2836] "91.25099945" "100" "100" NA NA
## [2841] "100" "98.59392548" "97.47350311" NA "47.57223129"
## [2846] "100" NA "68.09931946" "99.57711029" "10.02691936"
## [2851] NA "100" "99.53124237" "100" "23.92029762"
## [2856] "99.53002167" "79.27657318" "40.70658493" "99.4" "82.21479034"
## [2861] NA "93.91067505" "96.22502899" "99.4030838" NA
## [2866] "69.13" "100" "86.12415314" "100" "57.1"
## [2871] "89.17585754" "82.10480499" "99.69831848" "100" "100"
## [2876] NA "100" "100" "100" NA
## [2881] NA "94.92378235" "99.69080353" NA "97.79272461"
## [2886] "24.6551857" "43.9" "100" NA "100"
## [2891] "99.945554" "79.33953857" NA NA "91.59"
## [2896] "68.11695862" "99.99965668" "99.99464417" "23.17919731" "76.60171509"
## [2901] "99.78376007" "100" "39.3" "70.57600403" "100"
## [2906] "100" "100" "94.99110413" "68.43156433" "100"
## [2911] "98.43313599" "99.70755005" "99.935013" "64.24775696" "61.92512894"
## [2916] "100" "100" "100" NA "23.87228966"
## [2921] NA "96.71591949" "100" NA "100"
## [2926] "96.75073242" NA "89.920884" "96.50634003" NA
## [2931] NA "99.30277252" "97.7" "98.874896" "87.35010529"
## [2936] NA "99.98842621" "99.29786682" "18.29492378" "100"
## [2941] NA "14.68028831" "100" "99.18566132" "100"
## [2946] NA "97.62672424" "11.82326889" "100" "99.929925"
## [2951] "100" "100" "100" "100" "100"
## [2956] "61.2" "98.0671414" "100" "96.84752655" "99.48323059"
## [2961] "99.99525452" NA "19.25458336" "100" "100"
## [2966] "100" "35.85185185" "89.8" "90.46715546" "99.41722107"
## [2971] "100" "97.62281036" "99.99266052" "0.01" "88.97174835"
## [2976] "44.68963623" NA "92.13657379" "100" "39.08016205"
## [2981] "100" NA "99.20809174" "100" "100"
## [2986] NA "100" "86.6378479" "96.36271667" "99.89682007"
## [2991] "53.82503891" "100" "33.96730042" "100" "51"
## [2996] "100" "95.14572906" "100" "99.87138367" "99.23246765"
## [3001] "99.22889709" "100" "100" "98.70670319" NA
## [3006] "100" NA "99.98558807" "48.91034698" "99.99949646"
## [3011] "100" "77.6" NA "85.23770142" "100"
## [3016] "99.91533661" "100" "99.76456739" "100" "100"
## [3021] "100" "100" NA "100" "83.40100861"
## [3026] "56.21597672" "66.66077423" "85" "99.91366577" "17.55018425"
## [3031] "100" NA "97.084368" "35.90447235" "60.7"
## [3036] "99.68640137" NA "90.33459473" "71.74162292" "100"
## [3041] "98.82" "33.99626541" "81.35081482" "100" NA
## [3046] "83.40100861" "100" "100" NA "99.859908"
## [3051] "72.10607147" "99.82350922" NA "99.84687805" "100"
## [3056] "99.874108" "100" "99.84578705" "81.2" "95.73094177"
## [3061] "99.626074" "100" "96.47" "100" "91.70967102"
## [3066] "97.539377" "37.00046158" "100" "100" "100"
## [3071] "96.34022522" "86.50722504" NA "55.35211182" "71.30587006"
## [3076] "100" "97.86529541" "100" "97.73995972" "100"
## [3081] "100" NA "41.63011932" NA "100"
## [3086] "99.9" NA "67.54698181" "100" NA
## [3091] "97" "86.42272949" "99.61721039" "99.89672852" "100"
## [3096] "42.25018692" "97.9842453" NA "64.92424774" NA
## [3101] "72.18171692" NA NA "88.8361969" "100"
## [3106] "79.73568726" "100" "100" "99.17214203" "100"
## [3111] "93.92238617" "75.18654633" NA "97.73" "87.58582306"
## [3116] "100" NA "100" "100" "48.7677536"
## [3121] "93.61418915" "51.94732285" "100" "100" "99.51576233"
## [3126] "100" "100" "100" "99.97400665" "95.524705"
## [3131] NA "100" "100" "100" "87.7931366"
## [3136] "94.99110413" "98.90868378" "75.06134033" "96.01456451" "100"
## [3141] "99.66005707" "98.9499054" "97.0584259" "85.3" "100"
## [3146] "99.96312714" "100" NA "100" "57.49500656"
## [3151] "70.79333496" "99.83702087" "85.3" "100" NA
## [3156] "92.63005829" "100" "99.96376801" NA "100"
## [3161] "95.6891098" "97.12200928" "98.98326874" "97.197733" "99.52500916"
## [3166] NA "100" "100" "77.79913503" "100"
## [3171] NA "7.2" "82.51274872" "98.4563446" "97.9"
## [3176] "99.5456543" NA "100" "100" "99.85168"
## [3181] "100" "100" "100" "100" "100"
## [3186] "99.9" "98.76339722" "73.22893524" "35.60611343" "96.87126923"
## [3191] "100" "100" "97.51020813" "99.17214203" "100"
## [3196] "100" "99.99946594" "58" NA "100"
## [3201] "83.8690567" "77.56385803" NA NA "75.29547119"
## [3206] "98.42486572" "23.64587402" "96.10722351" "92.85223389" "42.28320694"
## [3211] "100" "91.90341949" "98.833535" "100" "100"
## [3216] "100" NA "30.58361435" "99.87765503" "87.7931366"
## [3221] "100" NA "99.94076538" "100" "69.06302643"
## [3226] "100" "65.3" "66.32300568" "48.11933899" "42.25018692"
## [3231] "43.87431335" "83.84001923" "99.8312149" "49.81178284" "91.21725464"
## [3236] "96.20250702" "99.87460327" "100" "62.4" NA
## [3241] "99.3026886" "95" "98.14122009" "100" "18.76092911"
## [3246] "100" "49.7" "53.75774384" NA "99.68587494"
## [3251] "28.02671051" "85.04" "100" "98.833535" "24.99391365"
## [3256] NA NA "56.4028244" "99.86701965" NA
## [3261] "89.17585754" "100" "87.29773712" "100" "96.02139282"
## [3266] "100" "100" "0.01" "69.5578537" "91.37228394"
## [3271] "96.5993576" "92.10074615" "99.9" "99.13023376" "99.96888733"
## [3276] "0.01" "100" "100" "97.05703735" "100"
## [3281] "100" NA "28.92006683" "100" "100"
## [3286] NA "99.7755127" "100" "85.43575287" NA
## [3291] "88.63742065" "99.23476686" "100" NA "37.66667175"
## [3296] "99.51" "99.60533142" "99.96081543" "100" "100"
## [3301] "52.09375381" "95.76325226" "99.98327637" "65.3" "69.11270905"
## [3306] "100" "0.262542069" "99.708742" "98.90171814" "100"
## [3311] "92" NA "91.60601807" NA "86.8216629"
## [3316] "100" "99.99513245" "100" "99.21985626" NA
## [3321] "98.59387207" "100" "99.783081" "100" "95.397837"
## [3326] NA "99.638662" "99" "59.91154099" "95.83224487"
## [3331] "100" NA NA "60.6267128" "83.83468628"
## [3336] "100" "100" "54.56399918" "97.12149048" "52.25234985"
## [3341] NA "96.49842834" "99.96516418" "92.92123413" "99.9964447"
## [3346] "60.6" "100" "33.36021042" "41.498806" "15.44016838"
## [3351] NA "98.12095642" "83.82826233" "97.95935822" "28.02671051"
## [3356] "100" "85.39573669" "100" "100" "80.08942413"
## [3361] "99.39322662" NA "100" "13.51959324" "100"
## [3366] "98.1" "85.29649353" "57.01751709" "58.6" "100"
## [3371] "97.10676575" "98.5" "81.35081482" "54.5" "100"
## [3376] NA "67.04270935" "99.929925" "72.36196899" "99.98327637"
## [3381] "100" "100" NA "100" "94.65380859"
## [3386] "99.8" "99.29724121" "66.05822754" "100" "20.82225418"
## [3391] "36.6" "100" "100" "3.5" "100"
## [3396] "100" "99.96499634" NA NA "58.45567322"
## [3401] "100" "100" "100" "46.44255829" NA
## [3406] "63.07569885" "100" "97.9" "100" "99.67316508"
## [3411] "99.79474548" "96.27935791" "100" "100" "100"
## [3416] "100" NA "61.5" "21.65551758" NA
## [3421] "99.847066" NA "100" "99.586687" NA
## [3426] NA "100" "100" "89.10011292" "100"
## [3431] "32.15271759" NA "100" "90.4618454" "100"
## [3436] "96.76782227" "100" "100" "99.90237427" NA
## [3441] "52.51839828" NA "100" "100" NA
## [3446] "100" "99.2" "34.4" NA "100"
## [3451] "66.73690033" "99.310844" "98.897656" "98.4" "100"
## [3456] "76.9" "29.4" "100" "99.46979523" "64.45496368"
## [3461] "88" "100" NA "100" "99.7"
## [3466] "97.19" "0.204946309" "48.84362793" "100" "61.18462372"
## [3471] NA NA "95.14402771" "70.43714142" "100"
## [3476] "51.4" "34.7" NA "97.01198578" "100"
## [3481] NA NA "96.1" "99.31944275" "94.14756012"
## [3486] "100" "51.68291092" NA "96.85771179" "99.53124237"
## [3491] "97.10676575" NA "98.1364975" NA "99.44796753"
## [3496] "49.7163353" "99.77456665" NA "99.36761475" "99.4274292"Sample 3: Larger subset of random samples from “energy1”
sample3 <- sample_n(energy1, 5000, replace = TRUE)
sample3## # A tibble: 5,000 × 14
## Year `Country Name` `Country Code` rural_electricity_access
## <dbl> <chr> <chr> <chr>
## 1 2011 Papua New Guinea PNG 11.73267268
## 2 1991 Belize BLZ 79.22228675
## 3 2013 Lao PDR LAO 68.11110536
## 4 1995 Caucasus and Central Asia GCA <NA>
## 5 2009 Congo, Rep. COG 9.4
## 6 2001 Tonga TON 82.84475094
## 7 2006 Not classified LNX <NA>
## 8 1997 Kyrgyz Republic KGZ 99.6
## 9 2006 Mauritania MRT <NA>
## 10 2009 Zimbabwe ZWE 17.45283019
## # ℹ 4,990 more rows
## # ℹ 10 more variables: total_population_electricity_access <chr>,
## # full_pop_electricity_access <lgl>, urban_electricity_access <chr>,
## # `Energy intensity level of primary energy (MJ/2011 USD PPP) [6.1_PRIMARY.ENERGY.INTENSITY]` <chr>,
## # `Renewable electricity output (GWh)` <chr>,
## # `Renewable electricity share of total electricity output (%) ` <chr>,
## # `Renewable energy consumption (TJ)` <chr>, …Sample 4: Extra sample for comparison
sample4 <- sample_n(energy1, 3500, replace = TRUE)
sample4## # A tibble: 3,500 × 14
## Year `Country Name` `Country Code` rural_electricity_access
## <dbl> <chr> <chr> <chr>
## 1 2007 Morocco MAR 69.69025171
## 2 1991 Chile CHL 69.49582387
## 3 2004 Thailand THA 86.62295896
## 4 2002 Trinidad and Tobago TTO 92.2966984
## 5 1994 Cuba CUB 80.96523785
## 6 2010 Equatorial Guinea GNQ 47.9272731
## 7 1992 Falkland Islands FLK <NA>
## 8 2008 Yemen, Rep. YEM 45.41685643
## 9 2010 Mongolia MNG 16.80071492
## 10 1996 San Marino SMR 100
## # ℹ 3,490 more rows
## # ℹ 10 more variables: total_population_electricity_access <chr>,
## # full_pop_electricity_access <lgl>, urban_electricity_access <chr>,
## # `Energy intensity level of primary energy (MJ/2011 USD PPP) [6.1_PRIMARY.ENERGY.INTENSITY]` <chr>,
## # `Renewable electricity output (GWh)` <chr>,
## # `Renewable electricity share of total electricity output (%) ` <chr>,
## # `Renewable energy consumption (TJ)` <chr>, …sample4 %>% count(Year)## # A tibble: 27 × 2
## Year n
## <dbl> <int>
## 1 1990 116
## 2 1991 128
## 3 1992 117
## 4 1993 137
## 5 1994 135
## 6 1995 132
## 7 1996 140
## 8 1997 143
## 9 1998 114
## 10 1999 135
## # ℹ 17 more rowsSample 5: Extra sample for comparison
sample5 <- sample_n(energy1, 3500, replace = T)
sample5## # A tibble: 3,500 × 14
## Year `Country Name` `Country Code` rural_electricity_access
## <dbl> <chr> <chr> <chr>
## 1 2015 India IND 83.2
## 2 2014 Guatemala GTM 74.816634
## 3 2005 St. Lucia LCA 90.65231836
## 4 1996 Low income LIC <NA>
## 5 2000 Liechtenstein LIE 100
## 6 2015 Norway NOR 100
## 7 1999 Jordan JOR 95.53693816
## 8 1994 Croatia HRV 100
## 9 1996 Poland POL 100
## 10 2002 Slovak Republic SVK 100
## # ℹ 3,490 more rows
## # ℹ 10 more variables: total_population_electricity_access <chr>,
## # full_pop_electricity_access <lgl>, urban_electricity_access <chr>,
## # `Energy intensity level of primary energy (MJ/2011 USD PPP) [6.1_PRIMARY.ENERGY.INTENSITY]` <chr>,
## # `Renewable electricity output (GWh)` <chr>,
## # `Renewable electricity share of total electricity output (%) ` <chr>,
## # `Renewable energy consumption (TJ)` <chr>, …sample5 %>% count(full_pop_electricity_access)## # A tibble: 2 × 2
## full_pop_electricity_access n
## <lgl> <int>
## 1 FALSE 2568
## 2 TRUE 932How different are they?
They vary in years selected, some samples have more data from earlier years or later years. All samples are have different probabilities within each column.
What would you have called an anomaly in one sub-sample that you wouldn’t in another?
The amount of renewable energy used and produced from 1st world countries compared to other countries with less access
Are there aspects of the data that are consistent among all sub-samples?
Most samples have the same ballpark number of years sampled
For future consideration
I should have an idea of what to expect in each sample because I know how computers randomly select. I can compute statistics and probabilities on each sample, or probabilities amongst the avgs of the samples.