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\n\n\n\nData Collection
\nAmber Thomas
\nApril 26, 2018
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\nBackground
\nThis project exists to explore the use of various types of contraceptives by women and people with female-assigned reproductive systems in the United States.
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\nQuestions
\nHere are a few of the questions that I may try to answer while investigating this dataset:
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- What are the most commonly used types of contraception? \n
- How often do users switch from one type to another? \n
- If users switch, what do they switch from/to? \n
- What types of side effects did people experience? \n
- Does sex ed/cost of contraception affect what types people are using? \n
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\nData Source(s)
\nAll data from this project is collected by the Centers for Disease Control and Prevention (CDC) through the National Survey of Family Growth (NSFG). Surveys of this nature have been conducted since 1973 and originally only involved female respondents. After 2002, this survey consists of both a “Male” and “Female” survey, but for the purposes of this topic, I will only focus on the “Female” survey.
\nMore information on the survey methods are available here.
\nSince I am primarily interested on the questions pertaining to contraceptive use, I will reduce each of the large data files to only the questions I am interested in.
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\nLoading Necessary Packages
\n## For folder structure\nlibrary(here)\nlibrary(ezknitr)\n\n## For data import/cleaning\nlibrary(tidyverse)\nlibrary(SAScii)\nlibrary(purrr)\nlibrary(rlang)\nlibrary(forcats)\n\n## For graphing\nlibrary(igraph)\nlibrary(RColorBrewer)\nlibrary(viridis)\n
\nImporting data
\nWhile I can download the original data sources to my machine, they appear to be quite large, so I will instead access them directly from the CDC website. These files are in .dat format, and have SAS script that describes how to import the data. Luckily, the SAScii package exists to combine SAS scripts and .dat files and import them into an R environment.
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\n2013 - 2015
\ndata_1315 <- read.SAScii(\n fn = "ftp://ftp.cdc.gov/pub/Health_Statistics/NCHS/Datasets/NSFG/2013_2015_FemRespData.dat",\n sas_ri = "ftp://ftp.cdc.gov/pub/Health_Statistics/NCHS/Datasets/NSFG/sas/2013_2015_FemRespSetup.sas"\n)Looks like the data has 5699 observations (rows), each one representing a single respondent and 3207 variables (columns), each one representing a single question. I don’t need all of that data, so I can now reduce the data to include only the columns of interest. The codebook for questions can be found here. The codebook for responses can be found here.
\nHere are the ones I’ll be keeping:
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- CASEID: Respondent ID Number \n
- AGE_R: Respondent’s age at interview \n
- MARSTAT: Respondent’s marital status \n
- PREGNOWQ: Whether respondent is currently pregnant \n
- RHADSEX: Whether respondent has ever had sex (heterosexual vaginal intercourse) \n
- SEDBC: Formal Sex Ed Before 18: Methods of Birth Control \n
- SEDSTD: Formal Sex Ed Before 18: STD \n
- SEDABST: Formal Sex Ed Before 18: Waiting Until Marriage Not available in 0610 data \n
- LIFEPRTS: Number of Male Sexual Partners in Lifetime \n
- HYST: Respondent is surgically sterile at interview due to hysterectomy \n
- OVAREM: Respondent is surgically sterile at interview due to ovary removal Not available in 0610 data \n
- OTHR: Respondent is surgically sterile at interview due to other female operation \n
- VASECT: Respondent’s husband/partner is currently sterile from vasectomy \n
- POSIBLPG: Physically possible for Respondent to have a baby \n
- POSIBLMN: Physically possible for Respondents current husband/partner to father a baby \n
- PILL: EA-1 Respondent ever used birth contorl pills? \n
- CONDOM: EA-2 Respondent ever used condoms? \n
- VASECTMY: EA-3 Respondent ever used partner’s vasectomy? \n
- DEPOPROV: EA-4 Respondent ever used Depo-Provera, injectables? \n
- WIDRAWAL: EA-5 Respondent ever used withdrawal? \n
- RHYTHM: EA-7 Respondent ever used calendar rhythm method? \n
- SDAYCBDS: EA-7b Respondent ever used Standard Days or CycleBeads method? Not available in 0610 or 1113 data \n
- TEMPSAFE: EA-8 Respondent ever used symptothermal method? \n
- PATCH: EA-9 Respondent ever used contraceptive patch? \n
- RING: EA-10 Respondent ever used vaginal contraceptive ring or “NuvaRing”? \n
- MORNPILL: EA-11 Respondent ever used emergency contraception? \n
- ECTIMESX: EA-12 Number of times Respondent used emergency contraception \n
- EVERUSED: Respondent ever used any type of contraception? (computed) \n
- EVIUDTYP1: EA-15a Types of IUD ever used - 1st mention \n
- EVIUDTYP2: EA-15a Types of IUD ever used - 2nd mention \n
- METHSTOP01 - METHSTOP10: EA-17 Method stopped using due to dissatisfaction - 1st through 10th method \n
- STOPPILL1 - STOPPILL6: Computed open-ended response to reason(s) for discontinuation of the pill - 1st through 6th mention \n
- STOPCOND1 - STOPCOND2: Computed open-ended response to reason(s) for discontinuation of the condom - 1st and 2nd mention \n
- STOPDEPO1 - STOPDEPO2: Computed open-ended response to reason(s) for discontinuation of Depo Provera - 1st and 2nd mention \n
- TYPEIUD_1 - TYPEIUD_2: Type of IUD that was continued due to dissatisfaction - 1st and 2nd mention \n
- STOPIUD1 - STOPIUD5: Computed open-ended response to reason(s) for discontinuation of IUD - 1st through 5th mention \n
- REASPILL01 - REASPILL06: Reason not satisfied with the pill - 1st through 6th mention \n
- REASCOND01 - REASCOND07: Reason not satisfied with the condom - 1st through 7th mention \n
- REASDEPO01 - REASDEPO08: Reason not satisfied with Depo-Provera - 1st through 8th mention \n
- REASIUD01 - REASIUD05: Reason not satisfied with IUD - 1st through 5th mention \n
- WHYNOUSING1 - WHYNOUSING5: Reason not using birth control (at risk of unintended pregnancy) - 1st through 5th mention \n
- FIRSMETH1 - FIRSMETH4: First method ever used - 1st through 4th mention \n
- YUSEPILL1 - YUSEPILL7: Reasons for recent pill use - 1st through 7th mention \n
- JINTEND: Respondent and husband/partner intend to have a/another baby some time? \n
- JSUREINT: How sure respondent and husband/partner will/will not have another baby? \n
- INTEND: Respondent intends to have a/another baby some time? \n
- SUREINT: How sure Respondent will/will not have a/another baby? \n
- REACTSLF: How respondent would feel if she got pregnant now \n
- LESSPLSR: Chance respondent would feel less physical pleasure if partner used a condom \n
- EMBARRAS: Chance condom discussion would embarrass respondent & partner \n
- ORIENT: Respondent’s sexual orientation Not available in 0610 data \n
- CONFCONC: Not go for sexual or reproductive health care because your parents might find out Not available in 0610 or 1113 data \n
- BTHCON12: Recieved method birth control/prescription in the last 12 months \n
- MEDTST12: Received checkup for birth control last 12 months \n
- BC12PAYX7 - BC12PAYX9: Way bill was paid - method birth control/prescription - 1st through 4th methods \n
- BC12PAYX10 - BC12PAYX16: Way bill was paid - check up for birth control - 1st through 4th methods \n
- BC12PAYX19 - BC12PAYX22: Way bill was paid - counseling about birth control - 1st through 4th methods \n
- STRLOPER: Type of sterlization operation “in effect” at time of interview \n
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\nCleaning Data
\nI’ll create a character vector of all of the column names that don’t have repeats so that I can trim to just the columns that I need. Any of the column names that have numeric repeats (e.g., METHSTOP01, METHSTOP02) can be specified using the num_range() function inside of select() from dplyr.
general_ques <- c("CASEID", "AGE_R", "MARSTAT", "PREGNOWQ", "RHADSEX", "SEDBC", "SEDSTD", "SEDABST", "LIFEPRTS", "HYST", "OVAREM", "OTHR", "VASECT", "POSIBLPG", "POSIBLMN", "PILL", "CONDOM", "VASECTMY", "DEPOPROV", "WIDRAWAL", "RHYTHM", "SDAYCBDS", "TEMPSAFE", "PATCH", "RING", "MORNPILL", "ECTIMESX", "EVERUSED", "JINTEND", "JSUREINT", "INTEND", "JSUREINT", "INTEND", "SUREINT", "REACTSLF", "LESSPLSR", "EMBARRAS", "ORIENT", "CONFCONC", "BTHCON12", "MEDTST12", "WNFSTUSE_Y", "STRLOPER")general_data_1315 <- data_1315 %>% \n select(one_of(general_ques), \n num_range("EVIUDTYP", 1:2), \n num_range("METHSTOP", 1:10), \n num_range("STOPPILL", 1:6), \n num_range("STOPCOND", 1:2), \n num_range("STOPDEPO", 1:2),\n num_range("TYPEIUD_", 1:2),\n num_range("STOPIUD", 1:5),\n num_range("WHYNOUSING", 1:5),\n num_range("YUSEPILL", 1:7),\n num_range("BC12PAYX", 7:22),\n num_range("FIRSMETH", 1:4), \n num_range("REASPILL0", 1:6),\n num_range("REASCOND0", 1:7),\n num_range("REASDEPO0", 1:8),\n num_range("REASIUD0", 1:5),\n )\n
I also want a secondary data frame that just looks at the methods used monthly over the course of four years.
\nThese are all labeled as METHX1 through METHX192.
\nThis one doesn’t need a character vector.
\nswitch_data_1315 <- data_1315 %>% \n select(num_range("METHX", 1:192), c("CASEID", "EVERUSED"))\n\nstartMonth <- seq(from = 1, to = 192, by = 4)\nendMonth <- seq(from = 4, to = 192, by = 4)\nmonths <- as.data.frame(cbind(startMonth, endMonth))\n\nswitch_sub <- head(switch_data_1315, n = 15)\n\ntest <- switch_sub %>% \n unite(jan4, sort(as.numeric(months$startMonth[1]:months$endMonth[1])), sep = ",") %>% \n select(jan4) %>% \n mutate(jan4 = str_replace_all(jan4, ",NA", ""))condenseUsage <- function(monthNum){\n monthName <- paste0("month_", monthNum)\n \n df <- switch_data_1315 %>% \n unite(!!monthName, sort(as.numeric(months$startMonth[monthNum]:months$endMonth[monthNum])), sep = ",") %>% \n select(c(!!monthName)) #%>% \n # mutate(!!monthName := str_replace_all(!!monthName, "_NA", ""))\n}monthNumbers <- c(1:48)\n\nsub <- switch_data_1315 %>% \n select(c("CASEID", "EVERUSED"))\n\nusageMap <- map_dfc(monthNumbers, condenseUsage) %>% \n mutate_all(funs(str_replace_all(., ",NA", ""))) %>% \n cbind(sub) %>% \n select(c("CASEID", "EVERUSED"), month_1:month_48) %>% \n gather(month, value = "method", month_1:month_48) %>% \n mutate(month = gsub("month_", "", month)) %>% \n group_by(CASEID, method) %>% \n summarise(count = n()) %>% \n mutate(prev = lag(method))\n
\nAdding more data
\nSo far, so good. Looks like we’ve got some pretty workable methods for cleaning the data we’ll need, but I want to look at more than just 2013 - 2015. The CDC has data going back to the 70’s, but for now, let’s just go back to 2006
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\nFinding links for all data sources
\ndataURL_0610 <- "ftp://ftp.cdc.gov/pub/Health_Statistics/NCHS/Datasets/NSFG/2006_2010_FemResp.dat"\ncodeURL_0610 <- here("raw_data", "2006_2010_FemRespSetup.sas.txt")\ndataURL_1113 <- "ftp://ftp.cdc.gov/pub/Health_Statistics/NCHS/Datasets/NSFG/2011_2013_FemRespData.dat"\ncodeURL_1113 <- "ftp://ftp.cdc.gov/pub/Health_Statistics/NCHS/Datasets/NSFG/sas/2011_2013_FemRespSetup.sas"\ndataURL_1315 <- "ftp://ftp.cdc.gov/pub/Health_Statistics/NCHS/Datasets/NSFG/2013_2015_FemRespData.dat"\ncodeURL_1315 <- "ftp://ftp.cdc.gov/pub/Health_Statistics/NCHS/Datasets/NSFG/sas/2013_2015_FemRespSetup.sas"\n\ndata_0610 <- read.SAScii(\n fn = dataURL_0610,\n sas_ri = codeURL_0610\n)\n\ndata_1113 <- read.SAScii(\n fn = dataURL_1113,\n sas_ri = codeURL_1113\n)We’ll create a small function based on our experience of cleaning the 2013 - 2015 data that loops through all of these.
\ncleanData<- function(data, years){\n\n filteredData <- data %>%\n select(one_of(general_ques),\n num_range("EVIUDTYP", 1:2), \n num_range("METHSTOP", 1:10), \n num_range("STOPPILL", 1:6), \n num_range("STOPCOND", 1:2), \n num_range("STOPDEPO", 1:2),\n num_range("TYPEIUD_", 1:2),\n num_range("STOPIUD", 1:5),\n num_range("WHYNOUSING", 1:5),\n num_range("YUSEPILL", 1:7),\n num_range("BC12PAYX", 7:22),\n num_range("FIRSMETH", 1:4), \n num_range("REASPILL0", 1:6),\n num_range("REASCOND0", 1:7),\n num_range("REASDEPO0", 1:8),\n num_range("REASIUD0", 1:5), \n num_range("METHX", 1:192),\n num_range("SIMSEQX", 1:48),\n num_range("LSTMTHP", 1:4),\n num_range("CONSTAT", 1:4)\n ) %>%\n mutate(yearRange = years)\n}general_ques <- c("CASEID", "AGE_R", "MARSTAT", "PREGNOWQ", "RHADSEX", "SEDBC", "SEDSTD", "SEDABST", "LIFEPRTS", "HYST", "OVAREM", "OTHR", "VASECT", "POSIBLPG", "POSIBLMN", "PILL", "CONDOM", "VASECTMY", "DEPOPROV", "WIDRAWAL", "RHYTHM", "SDAYCBDS", "TEMPSAFE", "PATCH", "RING", "MORNPILL", "ECTIMESX", "EVERUSED", "JINTEND", "JSUREINT", "INTEND", "JSUREINT", "INTEND", "SUREINT", "REACTSLF", "LESSPLSR", "EMBARRAS", "ORIENT", "CONFCONC", "BTHCON12", "MEDTST12", "WNFSTUSE_Y", "STRLOPER")\n\nclean_0610 <- cleanData(data_0610, "0610")\nclean_1113 <- cleanData(data_1113, "1113")\nclean_1315 <- cleanData(data_1315, "1315")\n\nallData <- bind_rows(clean_0610, clean_1113, clean_1315)Alright, so we’ve got 23,579 responses with 278 variables. There are a few variables missing for early years, but we’ll see what we can do.
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\nExploring Data
\nLet’s start trying to answer some simple questions.
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\nFirst Time
\nWhat was the respondent’s primary contraceptive method during their first time?
\nfirstTime <- allData %>% \n filter(EVERUSED == 1) %>% \n select(FIRSMETH1) %>% \n group_by(FIRSMETH1) %>% \n summarise(count = n())Mostly condoms and birth control pills. Has this changed based on the year that the respondent first started using that method?
\nfirstTimeYear <- allData %>% \n filter(EVERUSED == 1) %>% \n select(c("FIRSMETH1", "WNFSTUSE_Y")) %>% \n mutate(decade = case_when(\n WNFSTUSE_Y < 1980 ~ "70's",\n between(WNFSTUSE_Y, 1980, 1989) ~ "80's",\n between(WNFSTUSE_Y, 1990, 1999) ~ "90's",\n between(WNFSTUSE_Y, 2000, 2009) ~ "00's",\n WNFSTUSE_Y >= 2010 ~ "10's"\n )) %>% \n group_by(decade) %>% \n mutate(total = n()) %>% \n group_by(FIRSMETH1, decade, total) %>% \n summarise(count = n()) %>% \n mutate(percent = (count / total) * 100) %>% \n na.omit() %>% \n mutate(percent = round(percent, 1)) %>% \n rename(method = FIRSMETH1) %>% \n select(method, decade, percent) %>% \n ungroup() %>% \n group_by(method) %>% \n mutate(decade = factor(decade, levels = c("70's", "80's", "90's", "00's", "10's")), decade) %>% \n arrange(decade) %>% \n ungroup()\n\n## Export data to csv for graphing\nwrite.csv(firstTimeYear, "../../src/assets/data/firstTime.csv", row.names = FALSE)\n\nfirstTimeYearPlot <- ggplot(firstTimeYear, aes(x = decade, y = percent, group = as.factor(method), color = as.factor(method))) +\n geom_line()\n\nfirstTimeYearPlotggsave(here("plots", "firstTimeYear.svg"), firstTimeYearPlot, device = "svg", width = 10, height = 5)\n
\nTypes of Contraception
\nFirst let’s look at the breakdown of the types of birth control that respondents have ever used.
\n# Find percentage of respondents that have ever used contraceptives\nallData %>% \n group_by(EVERUSED) %>% \n summarise(count = n(),\n percent = count / nrow(allData)) %>% \n mutate(EVERUSED = ifelse(EVERUSED == 1, "Yes", \n ifelse(EVERUSED == 5, "No", NA)))\n\n
\nAlright, so 88% of respondents have used some form of contraception. Let’s limit our sample to just those 20,759 people.
\npossibleTypes <- c("CONDOM", "VASECTMY", "DEPOPROV", "WIDRAWAL", "RHYTHM", "SDAYCBDS", "TEMPSAFE", "PATCH", "PILL", "RING", "MORNPILL", "EVIUDTYP1", "EVIUDTYP2", "STRLOPER")\n\nIUDTypes <- c(1, 2, 3, 9)\nIUDMethods <- c("EVIUDTYP1", "EVIUDTYP2")\ntubalMethods <- "STRLOPER"\n\n`%not_in%` <- negate(`%in%`)\n\ntypeUsed <- allData %>% \n filter(EVERUSED == 1) %>% \n select(one_of(possibleTypes)) %>% \n gather(method, usage) %>% \n mutate(usage = case_when(\n method %in% IUDMethods & (usage %in% IUDTypes) ~ "Yes",\n method %in% IUDMethods & usage %not_in% IUDTypes ~ "No",\n method %in% tubalMethods & usage == 1 ~ "Yes",\n method %in% tubalMethods & usage > 1 ~ "No",\n method %not_in% IUDMethods & method %not_in% tubalMethods & usage == 1 ~ "Yes",\n method %not_in% IUDMethods & method %not_in% tubalMethods & usage == 5 ~ "No",\n method %not_in% IUDMethods & method %not_in% tubalMethods & usage != 1 & usage != 5 ~ "NA"\n )) %>% \n # mutate(usage = ifelse(usage == 1, "Yes", \n # ifelse(usage == 5, "No", NA))) %>% \n filter(!usage == "NA") %>% \n mutate(cleanMethod = ifelse(method == "EVIUDTYP1" | method == "EVIUDTYP2", "IUD", method)) %>% \n group_by(cleanMethod, usage) %>% \n summarise(count = n(),\n percent = (count / 20759) * 100) \n\n# Looking at only the positive responses\nonlyPos <- typeUsed %>% \n filter(usage == "Yes") %>% \n mutate(percent = round(percent, 0))\n\n# Export the positive responses to csv for use in JS\nwrite.csv(onlyPos, "../../src/assets/data/everused.csv", row.names = FALSE)\n\ntypeUsed\n\n
\nSo, 92% of respondents have used condoms, 79% have used the pill, 27% have used Depo-Provera (Injectable), 3% have used an IUD, 16% have used the morning-after pill (emergency contraception), 12% have used the patch, 16% have used their biological rhythm, 8.5% have used a contraceptive ring (Nuva Ring), 3% (of the people surveyed in 2013 - 2015) have used the calendar method, 3% have used their body temperature, 10% have used their partner’s vasectomy, and 60% have used withdrawal.
\nDoes the contraception type change with age?
\ntypeAge <- allData %>% \n filter(EVERUSED == 1) %>% \n select(one_of(possibleTypes), AGE_R) %>% \n gather(method, usage, -AGE_R) %>% \n mutate(usage = case_when(\n method %in% IUDMethods & (usage %in% IUDTypes) ~ "Yes",\n method %in% IUDMethods & usage %not_in% IUDTypes ~ "No",\n method %not_in% IUDMethods & usage == 1 ~ "Yes",\n method %not_in% IUDMethods & usage == 5 ~ "No",\n method %not_in% IUDMethods & usage != 1 & usage != 5 ~ "NA"\n )) %>% \n filter(usage == "Yes" & method != "EVIUDTYP2") %>% \n group_by(AGE_R) %>% \n mutate(total = n()) %>% \n group_by(AGE_R, method, total) %>% \n summarise(count = n()) %>% \n mutate(percent = (count / total) * 100)\n\nageUseGraph <- ggplot(typeAge, aes(x = AGE_R, y = percent, group = method, color = method)) + geom_line()\n\nggsave(here("plots", "ageUse.svg"), ageUseGraph, device = "svg", width = 10, height = 7)How many different types of contraceptive have respondents used?
\nnot_one_of <- negate(one_of)\n\nspecialRecode <- c("CONDOM", "VASECTMY", "DEPOPROV", "WIDRAWAL", "RHYTHM", "SDAYCBDS", "TEMPSAFE", "PATCH", "PILL", "RING", "MORNPILL")\n\nrecodeVal <- function(x){\n if(x != 1) 0\n}\n\ntypeCount <- allData %>% \n filter(EVERUSED == 1) %>% \n select(CASEID, AGE_R, one_of(possibleTypes)) %>% \n mutate_at(.vars = vars(one_of(specialRecode)), \n funs(ifelse(. != 1, 0, .))) %>% \n mutate_at(.vars = vars(one_of(IUDMethods)),\n funs(ifelse(is.na(.), 0, 1))) %>% \n mutate(total = rowSums(.[3:15], na.rm = TRUE))\n\ntypeCount %>% summarise(mean(total))\n\n
\nOn average, respondents have used 3.3 different types of birth control.
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\nSwitching Methods
\nHow long are particular types of birth control used (on average) and how often do users switch between them?
\nTo get at this, we need to access the METHX columns of our dataset.
monthNumbers <- c(1:48)\n\nstartMonth <- seq(from = 1, to = 192, by = 4)\nendMonth <- seq(from = 4, to = 192, by = 4)\nmonths <- as.data.frame(cbind(startMonth, endMonth))\n\nfullSwitch <- allData %>% \n select(num_range("METHX", 1:192), c("EVERUSED", "CASEID")) %>% \n filter(EVERUSED == 1) %>% \n select(-EVERUSED)\n \nidsOnly <- fullSwitch %>% \n select("CASEID")\n\nmethodsOnly <- fullSwitch %>% \n select(-CASEID)\n\ncondenseAll <- function(monthNum){\n monthName <- paste0("month_", monthNum)\n \n df <- methodsOnly %>% \n unite(!!monthName, sort(as.numeric(months$startMonth[monthNum]:months$endMonth[monthNum])), sep = ",") %>% \n select(c(!!monthName)) \n}\n\npartUsage <- map_dfc(monthNumbers, condenseAll) %>% \n mutate_all(funs(str_replace_all(., ",NA", ""))) %>% \n cbind(idsOnly) %>% \n select("CASEID", month_1:month_48) %>% \n gather(month, value = "method", month_1:month_48) %>% \n mutate(month = gsub("month_", "", month))\n\n# Keep only months where the respondent used multiple methods at the same time\nsameTime <- allData %>% \n select(num_range("SIMSEQX", 1:48), CASEID) %>% \n gather(month, value = "time", SIMSEQX1:SIMSEQX48) %>% \n mutate(month = gsub("SIMSEQX", "", month))\n\nusageTime <- partUsage %>%\n left_join(sameTime, by = c("CASEID", "month")) %>% \n filter(time == 1)\n\nusageMap <- usageTime %>% \n group_by(CASEID, method) %>% \n summarise(count = n()) %>% \n mutate(prev = lag(method))How many different combinations are there?
\nlevels(as.factor(usageMap$method))## [1] "1" "10,11" "10,11,4" "10,17" "10,18" \n## [6] "10,20" "10,21" "10,25" "10,26" "10,3" \n## [11] "10,4" "10,4,20" "10,4,7" "10,6" "10,7" \n## [16] "10,7,20" "10,7,4" "11,19" "11,3" "11,4" \n## [21] "11,7" "11,8" "11,9" "12,15" "12,4" \n## [26] "12,7,10,4" "13,3" "13,4" "13,4,10" "13,4,6" \n## [31] "13,9" "14,15,11" "14,17" "14,21" "14,4" \n## [36] "14,4,7,10" "15,12" "15,21" "15,4" "17,14" \n## [41] "17,4" "17,7" "18,4" "18,7" "19,10" \n## [46] "19,11" "19,15" "19,3" "19,4" "19,4,3" \n## [51] "19,4,7" "19,5" "19,5,4" "19,7" "19,7,5" \n## [56] "19,8" "20,25" "20,26" "20,26,10" "20,3" \n## [61] "20,4" "20,7" "20,7,3" "21,26" "21,4" \n## [66] "22,3" "22,4" "22,5" "23,3" "23,4,7" \n## [71] "25,10" "25,14" "25,20" "25,3" "25,4" \n## [76] "25,4,20" "25,5" "25,7" "25,7,4" "25,7,5" \n## [81] "25,8" "26,10" "26,11" "26,20" "26,21" \n## [86] "26,3" "26,4" "26,4,7" "26,5" "26,7" \n## [91] "3,10" "3,10,20" "3,10,20,7" "3,10,4" "3,10,7" \n## [96] "3,10,7,15" "3,11" "3,12" "3,13" "3,14" \n## [101] "3,14,20" "3,15" "3,17" "3,18" "3,19" \n## [106] "3,19,5" "3,20" "3,20,10" "3,20,13" "3,20,19" \n## [111] "3,20,7" "3,21" "3,22" "3,24" "3,25" \n## [116] "3,26,4" "3,4" "3,4,10" "3,4,10,11" "3,4,10,20" \n## [121] "3,4,15" "3,4,17" "3,4,20" "3,4,20,7" "3,4,5" \n## [126] "3,4,6" "3,4,7" "3,4,7,10" "3,4,7,20" "3,4,7,8" \n## [131] "3,4,8" "3,4,9" "3,5" "3,5,6" "3,6" \n## [136] "3,7" "3,7,10" "3,7,10,20" "3,7,15" "3,7,20" \n## [141] "3,7,4" "3,7,5" "3,8" "3,9" "4,10" \n## [146] "4,10,11" "4,10,19" "4,10,20" "4,10,20,26" "4,10,26" \n## [151] "4,10,3" "4,10,7" "4,10,7,11" "4,11" "4,11,13" \n## [156] "4,12" "4,13" "4,13,11" "4,13,20" "4,14" \n## [161] "4,15" "4,17" "4,18" "4,19" "4,19,10" \n## [166] "4,19,26" "4,19,7" "4,20" "4,20,3" "4,21" \n## [171] "4,22" "4,25" "4,25,14" "4,25,7" "4,26" \n## [176] "4,26,10" "4,26,10,20" "4,26,20" "4,26,7" "4,3" \n## [181] "4,3,10" "4,3,20" "4,3,25" "4,3,7" "4,5" \n## [186] "4,5,19" "4,5,6" "4,5,7" "4,5,8" "4,6" \n## [191] "4,6,15" "4,6,5" "4,6,7" "4,7" "4,7,10" \n## [196] "4,7,10,11" "4,7,10,12" "4,7,13" "4,7,15" "4,7,17" \n## [201] "4,7,19" "4,7,19,10" "4,7,20" "4,7,25" "4,7,25,3" \n## [206] "4,7,26" "4,7,3" "4,7,3,10" "4,7,5" "4,7,6" \n## [211] "4,7,8" "4,7,9" "4,8" "4,8,19" "4,8,7" \n## [216] "4,9" "5,10" "5,18" "5,19" "5,20" \n## [221] "5,22" "5,25" "5,26" "5,3" "5,4" \n## [226] "5,4,12" "5,6" "5,6,4" "5,6,4,7" "5,6,7" \n## [231] "5,7" "5,7,8" "5,8" "5,9" "6,13" \n## [236] "6,13,4" "6,19" "6,21" "6,22" "6,23" \n## [241] "6,25" "6,26" "6,3" "6,3,7" "6,4" \n## [246] "6,4,5" "6,5" "6,5,3" "6,5,4" "6,5,7,4" \n## [251] "6,7" "6,8" "6,8,3" "7,1" "7,10" \n## [256] "7,10,11" "7,10,20" "7,11" "7,15" "7,17" \n## [261] "7,17,10" "7,19" "7,19,10" "7,20" "7,20,19" \n## [266] "7,20,4" "7,21" "7,25" "7,26" "7,3" \n## [271] "7,3,10" "7,3,20" "7,3,4" "7,4" "7,4,10" \n## [276] "7,4,8" "7,5" "7,5,6" "7,6" "7,8" \n## [281] "7,8,10" "7,8,20" "7,8,4" "7,9" "8,10" \n## [286] "8,10,11" "8,13,4" "8,19" "8,20" "8,25" \n## [291] "8,3" "8,4" "8,4,20" "8,4,3,7" "8,4,5" \n## [296] "8,4,7" "8,5" "8,6" "8,7" "9,10,4,7" \n## [301] "9,15" "9,25" "9,3" "9,3,7" "9,4" \n## [306] "9,4,7" "9,4,7,10" "9,5" "9,7" "9,7,4"Alright, so there are just over 300 combinations.
\nNow, which methods are commonly used together?
\nTo figure this out, we’ll split the data back out with each method in a separate column.
\nnetworkData <- usageMap %>% \n separate(method, c("method_1", "method_2", "method_3", "method_4"), sep = ",")## Warning: Expected 4 pieces. Missing pieces filled with `NA` in 6725\n## rows [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19,\n## 20, ...].# Keep respondents that used 4 types of birth control\nnetworkData_4Types <- networkData %>% filter(!is.na(method_4))\nnetworkData_4Types12 <- networkData_4Types %>% select(-c(method_3, method_4)) %>% rename(m_a = method_1, m_b = method_2)\nnetworkData_4Types34 <- networkData_4Types %>% select(-c(method_1, method_2)) %>% rename(m_a = method_3, m_b = method_4)\nnetworkData_4Types13 <- networkData_4Types %>% select(-c(method_2, method_4)) %>% rename(m_a = method_1, m_b = method_3)\nnetworkData_4Types14 <- networkData_4Types %>% select(-c(method_2, method_3)) %>% rename(m_a = method_1, m_b = method_4)\nnetworkData_4Types23 <- networkData_4Types %>% select(-c(method_1, method_4)) %>% rename(m_a = method_2, m_b = method_3)\nnetworkData_4Types24 <- networkData_4Types %>% select(-c(method_1, method_3)) %>% rename(m_a = method_2, m_b = method_4)\n\nnetworkData_4All <- bind_rows(networkData_4Types12, networkData_4Types34, networkData_4Types13, networkData_4Types14, networkData_4Types23, networkData_4Types24)\n\n# Limit to people that have used 3 types\nnetworkData_3Types <- networkData %>% filter(!is.na(method_3) & is.na(method_4))\nnetworkData_3Types12 <- networkData_3Types %>% select(-c(method_3, method_4)) %>% rename(m_a = method_1, m_b = method_2)\nnetworkData_3Types13 <- networkData_3Types %>% select(-c(method_2, method_4)) %>% rename(m_a = method_1, m_b = method_3)\nnetworkData_3Types23 <- networkData_3Types %>% select(-c(method_1, method_4)) %>% rename(m_a = method_2, m_b = method_3)\n\nnetworkData_3All <- bind_rows(networkData_3Types12, networkData_3Types13, networkData_4Types23)\n\n# Limit to people that have used 2 types\nnetworkData_2Types <- networkData %>% filter(!is.na(method_2) & is.na(method_3) & is.na(method_4))\nnetworkData_2Types12 <- networkData_2Types %>% select(-c(method_3, method_4)) %>% rename(m_a = method_1, m_b = method_2)\n\n# Limit to people that have used 1 type\nnetworkData_1Type <- networkData %>% filter(is.na(method_2) & is.na(method_3) & is.na(method_4)) %>% select(-c(method_3, method_4)) %>% rename(m_a = method_1, m_b = method_2)\n\nallNetworkData <- bind_rows(networkData_4All, networkData_3All, networkData_2Types12)\n\nnodeData <- allNetworkData %>% gather(method, type, c(m_a, m_b))Using the igraph package we can start getting an idea of the connection between these different contraceptive methods.
nodes <- nodeData %>%\n group_by(type) %>% \n summarise(sum = sum(count)) %>% \n mutate(methodWords = case_when(\n type == 1 ~ "No method",\n type == 3 ~ "Birth control pills",\n type == 4 ~ "Condom",\n type == 5 ~ "Partner's Vasectomy",\n type == 6 ~ "Female Sterlization",\n type == 7 ~ "Withdrawal", \n type == 8 ~ "Depo-Provera", \n type == 9 ~ "Hormonal Implant", \n type == 10 ~ "Calendar Rhythm", \n type == 11 ~ "Temperature Test", \n type == 12 ~ "Diaphragm", \n type == 13 ~ "Female Condom", \n type == 14 ~ "Foam", \n type == 15 ~ "Jelly or Cream", \n type == 16 ~ "Cervical Cap", \n type == 17 ~ "Suppository", \n type == 18 ~ "Today sponge", \n type == 19 ~ "IUD", \n type == 20 ~ "Emergency contraception",\n type == 21 ~ "Other", \n type == 22 ~ "Sterile", \n type == 23 ~ "Partner Sterile",\n type == 25 ~ "Patch", \n type == 26 ~ "Ring", \n type == 55 ~ "Empty", \n type == 98 ~ "Refused", \n type == 99 ~ "Don't know"\n )) %>% \n filter(!is.na(type), type != "NA") %>% \n ungroup()\n\nedges <- allNetworkData %>% \n na.omit() %>% \n group_by(m_a, m_b) %>% \n summarise(sum = sum(count)) %>% \n ungroup()\n\n# Make graph object\nnet <- graph.data.frame(edges, nodes, directed = FALSE)\n\n# Set graph attributes\nV(net)$size <- V(net)$sum\nE(net)$width <- E(net)$sum/10000\nE(net)$edge.color <- "gray80"\n\nlayout <- layout_nicely(net)\n\n plot(net, vertex.size = 5 + nodes$sum/6000, edge.width = 0.25 + edges$sum/5000, vertex.label=nodes$methodWords, edge.color="gray", layout = layout)Hmm, that’s not super helpful. Maybe try a heatmap?
\nhm.palette <- colorRampPalette(rev(brewer.pal(9, 'YlOrRd')), space='Lab')\n\nggplot(edges, aes(m_a, m_b)) +\n geom_tile(aes(fill = log(sum)), color = "white") +\n scale_fill_gradientn(colours = hm.palette(100)) +\n ylab("Method A") +\n xlab("Method B") +\n theme(legend.title = element_text(size = 10),\n legend.text = element_text(size = 12),\n plot.title = element_text(size=16),\n axis.title=element_text(size=14,face="bold"),\n axis.text.x = element_text(angle = 90, hjust = 1)) +\n labs(fill = "Combinations")How many people use multiple methods simultaneously?
\nmultipleMethods <- usageMap %>% \n mutate(mult = ifelse(str_detect(method, ","), TRUE, FALSE)) %>% \n group_by(mult) %>% \n summarise(unique = n_distinct(CASEID))What are the most common combinations (based on CASEID)
\ncommonCombo <- allNetworkData %>% \n group_by(m_a, m_b) %>% \n summarise(uniqueR = n_distinct(CASEID)) %>% \n arrange(desc(uniqueR)) %>% \n ungroup() %>% \n mutate(row = row_number())\n\ncombo2 <- allNetworkData %>% \n group_by(m1 = pmin(m_a, m_b), m2 = pmax(m_a, m_b)) %>% \n summarise(uniqueR = n_distinct(CASEID)) %>% \n arrange(desc(uniqueR)) %>% \n ungroup() %>% \n mutate(row = row_number()) %>% \n filter(row <= 15) %>% \n select(-row)\n\nwrite.csv(combo2, "../../src/assets/data/multipleMethods.csv", row.names = FALSE)\n\n\nggplot(commonCombo, aes(x = row, y = uniqueR)) + geom_bar(stat = "identity") + coord_flip()ggplot(commonCombo, aes(m_a, m_b)) +\n geom_tile(aes(fill = log(uniqueR)), color = "white") +\n scale_fill_viridis(option = "plasma") +\n ylab("Method A") +\n xlab("Method B") +\n theme(legend.title = element_text(size = 10),\n legend.text = element_text(size = 12),\n plot.title = element_text(size=16),\n axis.title=element_text(size=14,face="bold"),\n axis.text.x = element_text(angle = 90, hjust = 1)) +\n labs(fill = "Combinations")\n
\nWhy switch methods?
\nAt this point, I’m going to combine their primary/secondary/tertiary etc. reasons. I want to see all of the reasons that people stop using a particular type of contraception. Reasons are specified here.
\n**TODO: Decide on primary vs. all reasons combined. How to display if all reasons. Is percent calculated as total that experienced a thing / number of experiences or users*
\n# Import lookup table for values\nstop_reasons <- read.csv(here("raw_data", "stop_reasons.csv")) %>% \n mutate(method = toupper(method))\n\nwhyStop <- allData %>% \n select(contains("STOP")) %>% \n gather(stopMethod, reason) %>% \n na.omit() %>% \n # Remove last character from method names (the number) \n mutate(stopMethod = str_sub(stopMethod, 1, str_length(stopMethod)-1)) %>% \n group_by(stopMethod) %>% \n mutate(total = n()) %>% \n group_by(stopMethod, reason, total) %>% \n summarise(count = n()) %>% \n mutate(percent = (count / total) * 100) %>% \n arrange(desc(count)) %>% \n group_by(stopMethod, reason) %>% \n mutate(rank = row_number()) %>% \n filter(rank <= 5) %>% \n left_join(stop_reasons, by = c("stopMethod" = "method", "reason" = "value")) %>% \n filter(stopMethod != "METHSTOP1" | stopMethod != "METHSTOP2") %>% \n filter(reason < 25)\n\nggplot(whyStop, aes(x = reason, y = percent)) + \n geom_bar(stat = "identity") + \n facet_wrap(~stopMethod) +\n theme(axis.text.x = element_text(angle = 90, hjust = 1))So most people stopped taking a certain type of contraceptive because of (primarily) weight gain, pain, mood swings, nausea, or bleeding problems. The top “non-medical” cause is because they couldn’t remember to take their pills regularly.
\nLooks like the question above is a spin-off of another question: why were users dissatisfied enough to stop using a particular method (if they answered other, or they had side effects, then the answered the question explored above).
\n## Calculating percent of complaints out of total number of complaints\nwhyDis <- allData %>% \n select(CASEID, contains("REAS")) %>% \n gather(stopMethod, reason, -CASEID) %>% \n na.omit() %>% \n # Remove last 2 characters from method names (the numbers) \n mutate(stopMethod = str_sub(stopMethod, 1, str_length(stopMethod)-2)) %>% \n group_by(stopMethod) %>% \n mutate(total = n()) %>% \n group_by(stopMethod, reason, total) %>% \n summarise(count = n()) %>% \n mutate(percent = (count / total) * 100) %>% \n arrange(desc(count)) %>% \n group_by(stopMethod, reason) %>% \n mutate(rank = row_number()) %>% \n filter(rank <= 5) %>% \n mutate(label = case_when(\n reason == 1 ~ "too expensive",\n reason == 2 ~ "insurance didn't cover it",\n reason == 3 ~ "too difficult to use",\n reason == 4 ~ "too messy",\n reason == 5 ~ "partner did not like it",\n reason == 6 ~ "you had side effects",\n reason == 7 ~ "you were worried you might have side effects",\n reason == 8 ~ "worried the method would not work",\n reason == 9 ~ "method failed and you became pregnant",\n reason == 10 ~ "the method did not protect against disease",\n reason == 11 ~ "Doctor told you that you should not use method again",\n reason == 12 ~ "method decreased sexual pleasure",\n reason == 13 ~ "too difficult to obtain",\n reason == 14 ~ "did not like changes to menstrual cycle",\n reason == 15 ~ "other",\n reason == 99 ~ "do not know"\n )) %>% \n filter(reason < 25)\n\nggplot(whyDis, aes(x = reason, y = percent)) + \n geom_bar(stat = "identity") + \n facet_wrap(~stopMethod) +\n theme(axis.text.x = element_text(angle = 90, hjust = 1))## Calculating percent of complaints out of total users that discontinued use\nwhyDisUsers <- allData %>% \n select(CASEID, contains("REAS")) %>% \n gather(stopMethod, reason, -CASEID) %>% \n na.omit() %>% \n # Remove last 2 characters from method names (the numbers) \n mutate(stopMethod = str_sub(stopMethod, 1, str_length(stopMethod)-2)) %>% \n group_by(stopMethod) %>% \n mutate(total = n_distinct(CASEID)) %>% \n group_by(stopMethod, reason, total) %>% \n summarise(count = n()) %>% \n mutate(percent = (count / total) * 100) %>% \n arrange(desc(count)) %>% \n group_by(stopMethod, reason) %>% \n mutate(rank = row_number()) %>% \n filter(rank <= 5) %>% \n mutate(label = case_when(\n reason == 1 ~ "too expensive",\n reason == 2 ~ "insurance didn't cover it",\n reason == 3 ~ "too difficult to use",\n reason == 4 ~ "too messy",\n reason == 5 ~ "partner did not like it",\n reason == 6 ~ "you had side effects",\n reason == 7 ~ "you were worried you might have side effects",\n reason == 8 ~ "worried the method would not work",\n reason == 9 ~ "method failed and you became pregnant",\n reason == 10 ~ "the method did not protect against disease",\n reason == 11 ~ "Doctor told you that you should not use method again",\n reason == 12 ~ "method decreased sexual pleasure",\n reason == 13 ~ "too difficult to obtain",\n reason == 14 ~ "did not like changes to menstrual cycle",\n reason == 15 ~ "other",\n reason == 99 ~ "do not know"\n )) %>% \n filter(reason < 25) %>% \n group_by(stopMethod) %>% \n arrange(desc(percent)) %>% \n mutate(rank = row_number()) %>% \n filter(rank <= 5) %>% \n select(stopMethod, reason, total, percent) %>%\n mutate(percent = round(percent, 1)) %>% \n mutate(type = "general")\n\nggplot(whyDis, aes(x = reason, y = percent)) + \n geom_bar(stat = "identity") + \n facet_wrap(~stopMethod) +\n theme(axis.text.x = element_text(angle = 90, hjust = 1))# Import lookup table for values\nstop_reasons <- read.csv(here("raw_data", "stop_reasons.csv")) %>% \n mutate(method = toupper(method))\n\nwhyStopUsers <- allData %>% \n select(CASEID, contains("STOP")) %>% \n gather(stopMethod, reason, -CASEID) %>% \n na.omit() %>% \n # Remove last character from method names (the number) \n mutate(stopMethod = str_sub(stopMethod, 1, str_length(stopMethod)-1)) %>% \n group_by(stopMethod) %>% \n mutate(total = n_distinct(CASEID)) %>% \n group_by(stopMethod, reason, total) %>% \n summarise(count = n()) %>% \n mutate(percent = (count / total) * 100) %>% \n arrange(desc(count)) %>% \n group_by(stopMethod, reason) %>% \n mutate(rank = row_number()) %>% \n filter(rank <= 5) %>% \n left_join(stop_reasons, by = c("stopMethod" = "method", "reason" = "value")) %>% \n filter(stopMethod != "METHSTOP1",\n stopMethod != "METHSTOP2") %>% \n filter(reason < 25) %>% \n group_by(stopMethod) %>% \n arrange(desc(percent)) %>% \n mutate(rank = row_number()) %>% \n filter(rank <= 5) %>% \n select(stopMethod, reason, total, percent) %>%\n mutate(percent = round(percent, 1)) %>%\n mutate(type = "specific")\n\nuserSideEffects <- bind_rows(whyDisUsers, whyStopUsers) %>% \n ungroup() %>% \n mutate(stopMethod = gsub("STOPPILL|REASPILL", "The Pill", stopMethod),\n stopMethod = gsub("STOPIUD|REASIUD", "IUD", stopMethod),\n stopMethod = gsub("STOPCOND|REASCOND", "Condom", stopMethod),\n stopMethod = gsub("STOPDEPO|REASDEPO", "Depo-Provera", stopMethod))\n\nwrite.csv(userSideEffects, "../../src/assets/data/sideEffects.csv", row.names = FALSE)\n\nggplot(whyStop, aes(x = reason, y = percent)) + \n geom_bar(stat = "identity") + \n facet_wrap(~stopMethod) +\n theme(axis.text.x = element_text(angle = 90, hjust = 1))\n
\nchanges with age
\nDoes birth control usage change with age?
\nmonthNumbers <- c(1:48)\n\nageVar <- c("EVERUSED", "CASEID", "AGE_R")\n\nstartMonth <- seq(from = 1, to = 192, by = 4)\nendMonth <- seq(from = 4, to = 192, by = 4)\nmonths <- as.data.frame(cbind(startMonth, endMonth))\n\nageSwitch <- allData %>% \n select(num_range("METHX", 1:192), one_of(ageVar)) %>% \n filter(EVERUSED == 1) %>% \n select(-EVERUSED)\n \nidsAgeOnly <- ageSwitch %>% \n select(c("CASEID", "AGE_R"))\n\nmethodsAgeOnly <- ageSwitch %>% \n select(contains("METHX"))\n\ncondenseAllAge <- function(monthNum){\n monthName <- paste0("month_", monthNum)\n \n df <- methodsAgeOnly %>% \n unite(!!monthName, sort(as.numeric(months$startMonth[monthNum]:months$endMonth[monthNum])), sep = ",") %>% \n select(c(!!monthName)) \n}\n\nusageAgeMap <- map_dfc(monthNumbers, condenseAllAge) %>% \n mutate_all(funs(str_replace_all(., ",NA", ""))) %>% \n cbind(idsAgeOnly) %>% \n select("CASEID", "AGE_R", month_1:month_48) %>% \n gather(month, value = "method", month_1:month_48) %>% \n mutate(month = gsub("month_", "", month)) %>% \n separate(method, c("method_1", "method_2", "method_3", "method_4"), sep = ",") %>% \n gather(num, method, c("method_1":"method_4")) %>% \n filter(!is.na(method)) %>% \n mutate(month = as.numeric(month)) %>% \n mutate(calcAge = case_when(\n month < 12 ~ AGE_R - 3,\n between(month, 13, 24) ~ AGE_R - 2,\n between(month, 25, 36) ~ AGE_R - 1,\n month > 36 ~ AGE_R\n ))## Warning: Expected 4 pieces. Missing pieces filled with `NA` in 995686\n## rows [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19,\n## 20, ...].totalAges <- usageAgeMap %>% \n group_by(calcAge) %>% \n summarise(totalR = n_distinct(CASEID)) \n\nmethodAge <- usageAgeMap %>% \n filter(!method == "NA") %>% \n group_by(method, calcAge) %>% \n summarise(methodR = n_distinct(CASEID))\n\ntotalAges2 <- methodAge %>% \n filter(!method == "NA") %>% \n group_by(calcAge) %>% \n summarise(total = sum(methodR))\n\ntoRemove <- c(1, 98, 99, 21, 22, 23, 14, 15, 17, 13, 18, 24, 55)\n\nfullAge <- methodAge %>% \n left_join(totalAges2, by = "calcAge") %>% \n mutate(percent = (methodR / total) * 100) %>% \n filter(total > 1000) %>% \n # Filter out no method, refused, and don't know\n filter(!method %in% toRemove) %>% \n filter(!is.na(calcAge))\n\n#write.csv(fullAge, "../../src/assets/data/overTime.csv", row.names = FALSE)\n \n\nfacetAge <- ggplot(fullAge, aes(x = calcAge, y = percent, group = method, color = method)) + geom_line() + geom_area() + facet_wrap(~method)\n\nfacetAgeggsave(here("plots", "facetAge.svg"), facetAge, device = "svg", width = 10, height = 7)Based on the way the METHX variable was reported, this method of calculation may lead to over-weighting long acting reversible methods (IUD, implants, etc.) which can continue to be used when the user is not sexually active and underweighting coital-dependent methods (like condoms). Let’s try this calculation again using the CONSTAT variable (reporting the methods that the user is using at the time of surveying).
\nageCurrent <- allData %>% \n select(num_range("CONSTAT", 1:4), one_of(ageVar)) %>% \n filter(EVERUSED == 1) %>% \n select(-EVERUSED) %>% \n gather(variable, method, c("CONSTAT1":"CONSTAT4")) %>% \n filter(method != 88) %>% \n group_by(method, AGE_R) %>% \n summarise(methodR = n_distinct(CASEID))\n\nfullAgeCurrent <- allData %>% \n select(one_of(ageVar)) %>% \n filter(EVERUSED == 1) %>% \n select(-EVERUSED) %>% \n group_by(AGE_R) %>% \n summarise(total = n())\n\ncurrentRemove <- c(4, 13, 14, 16, 17, 18, 22, 30, 31, 32, 33, 34, 35, 36, 38, 40, 41, 42)\n\ntotalAgeCurrent <- ageCurrent %>% \n left_join(fullAgeCurrent, by = "AGE_R") %>% \n mutate(percent = (methodR / total) * 100) %>% \n #filter(total > 1000) %>% \n filter(!method %in% currentRemove) %>% \n mutate(calcAge = AGE_R) %>% \n select(-AGE_R) %>% \n filter(total >= 100)\n\nggplot(totalAgeCurrent, aes(x = calcAge, y = percent, group = method, color = method)) + geom_line() + geom_area() + facet_wrap(~method)write.csv(totalAgeCurrent, "../../src/assets/data/overTime.csv", row.names = FALSE)\n
\n\n\n\nMethod used at last sex
\nTo better understand the combinations of methods, we can also look at methods used at the same time during the last sexual experience.
\nlastSex <- allData %>% \n select(num_range("LSTMTHP", 1:4), CASEID)\n\n\n# Keep respondents that used 4 types of birth control\nlastSexNet_4Types <- lastSex %>% filter(!is.na(LSTMTHP4))\nlastSexNet_4Types12 <- lastSexNet_4Types %>% select(-c(LSTMTHP3, LSTMTHP4)) %>% rename(m_a = LSTMTHP1, m_b = LSTMTHP2)\nlastSexNet_4Types34 <- lastSexNet_4Types %>% select(-c(LSTMTHP1, LSTMTHP2)) %>% rename(m_a = LSTMTHP3, m_b = LSTMTHP4)\nlastSexNet_4Types13 <- lastSexNet_4Types %>% select(-c(LSTMTHP2, LSTMTHP4)) %>% rename(m_a = LSTMTHP1, m_b = LSTMTHP3)\nlastSexNet_4Types14 <- lastSexNet_4Types %>% select(-c(LSTMTHP2, LSTMTHP3)) %>% rename(m_a = LSTMTHP1, m_b = LSTMTHP4)\nlastSexNet_4Types23 <- lastSexNet_4Types %>% select(-c(LSTMTHP1, LSTMTHP4)) %>% rename(m_a = LSTMTHP2, m_b = LSTMTHP3)\nlastSexNet_4Types24 <- lastSexNet_4Types %>% select(-c(LSTMTHP1, LSTMTHP3)) %>% rename(m_a = LSTMTHP2, m_b = LSTMTHP4)\n\nlastSexNet_4All <- bind_rows(lastSexNet_4Types12, lastSexNet_4Types34, lastSexNet_4Types13, lastSexNet_4Types14, lastSexNet_4Types23, lastSexNet_4Types24)\n\n# Limit to people that have used 3 types\nlastSexNet_3Types <- lastSex %>% filter(!is.na(LSTMTHP3) & is.na(LSTMTHP4))\nlastSexNet_3Types12 <- lastSexNet_3Types %>% select(-c(LSTMTHP3, LSTMTHP4)) %>% rename(m_a = LSTMTHP1, m_b = LSTMTHP2)\nlastSexNet_3Types13 <- lastSexNet_3Types %>% select(-c(LSTMTHP2, LSTMTHP4)) %>% rename(m_a = LSTMTHP1, m_b = LSTMTHP3)\nlastSexNet_3Types23 <- lastSexNet_3Types %>% select(-c(LSTMTHP1, LSTMTHP4)) %>% rename(m_a = LSTMTHP2, m_b = LSTMTHP3)\n\nlastSexNet_3All <- bind_rows(lastSexNet_3Types12, lastSexNet_3Types13, lastSexNet_4Types23)\n\n# Limit to people that have used 2 types\nlastSexNet_2Types <- lastSex %>% filter(!is.na(LSTMTHP2) & is.na(LSTMTHP3) & is.na(LSTMTHP4))\nlastSexNet_2Types12 <- lastSexNet_2Types %>% select(-c(LSTMTHP3, LSTMTHP4)) %>% rename(m_a = LSTMTHP1, m_b = LSTMTHP2)\n\n# Limit to people that have used 1 type\nlastSexNet_1Type <- lastSex %>% filter(is.na(LSTMTHP2) & is.na(LSTMTHP3) & is.na(LSTMTHP4)) %>% select(-c(LSTMTHP3, LSTMTHP4)) %>% rename(m_a = LSTMTHP1, m_b = LSTMTHP2)\n\nalllastSexNet <- bind_rows(lastSexNet_4All, lastSexNet_3All, lastSexNet_2Types12)\n\nlastSexCombo <- alllastSexNet %>% \n group_by(m_a, m_b) %>% \n summarise(uniqueR = n_distinct(CASEID)) %>% \n arrange(desc(uniqueR)) %>% \n ungroup() %>% \n mutate(row = row_number())\n\nlastSexCombo2 <- alllastSexNet %>% \n group_by(m1 = pmin(m_a, m_b), m2 = pmax(m_a, m_b)) %>% \n summarise(uniqueR = n_distinct(CASEID)) %>% \n arrange(desc(uniqueR)) %>% \n ungroup() %>% \n mutate(row = row_number()) %>% \n filter(row <= 15) %>% \n select(-row)\n\n#write.csv(lastSexCombo2, "../../src/assets/data/multipleMethods.csv", row.names = FALSE)The following contains all of my session info for this code:
\ndevtools::session_info()## Session info -------------------------------------------------------------## setting value \n## version R version 3.4.4 (2018-03-15)\n## system x86_64, darwin15.6.0 \n## ui X11 \n## language (EN) \n## collate en_US.UTF-8 \n## tz America/Los_Angeles \n## date 2018-07-12## Packages -----------------------------------------------------------------## package * version date source \n## assertthat 0.2.0 2017-04-11 CRAN (R 3.4.0)\n## backports 1.1.2 2017-12-13 CRAN (R 3.4.3)\n## base * 3.4.4 2018-03-15 local \n## bindr 0.1.1 2018-03-13 CRAN (R 3.4.4)\n## bindrcpp * 0.2.2 2018-03-29 CRAN (R 3.4.4)\n## broom 0.4.4 2018-03-29 CRAN (R 3.4.4)\n## cellranger 1.1.0 2016-07-27 CRAN (R 3.4.0)\n## cli 1.0.0 2017-11-05 CRAN (R 3.4.2)\n## colorspace 1.3-2 2016-12-14 CRAN (R 3.4.0)\n## compiler 3.4.4 2018-03-15 local \n## crayon 1.3.4 2017-09-16 CRAN (R 3.4.1)\n## datasets * 3.4.4 2018-03-15 local \n## devtools 1.13.6 2018-06-27 CRAN (R 3.4.4)\n## digest 0.6.15 2018-01-28 CRAN (R 3.4.3)\n## dplyr * 0.7.4 2017-09-28 CRAN (R 3.4.2)\n## evaluate 0.10.1 2017-06-24 CRAN (R 3.4.1)\n## ezknitr * 0.6 2016-09-16 CRAN (R 3.4.0)\n## forcats * 0.3.0 2018-02-19 CRAN (R 3.4.3)\n## foreign 0.8-69 2017-06-22 CRAN (R 3.4.4)\n## gdtools * 0.1.7 2018-02-27 CRAN (R 3.4.3)\n## ggplot2 * 2.2.1 2016-12-30 CRAN (R 3.4.0)\n## glue 1.2.0 2017-10-29 CRAN (R 3.4.2)\n## graphics * 3.4.4 2018-03-15 local \n## grDevices * 3.4.4 2018-03-15 local \n## grid 3.4.4 2018-03-15 local \n## gridExtra 2.3 2017-09-09 CRAN (R 3.4.1)\n## gtable 0.2.0 2016-02-26 CRAN (R 3.4.0)\n## haven 1.1.1 2018-01-18 CRAN (R 3.4.3)\n## here * 0.1 2017-05-28 CRAN (R 3.4.0)\n## hms 0.4.2 2018-03-10 CRAN (R 3.4.4)\n## htmltools 0.3.6 2017-04-28 CRAN (R 3.4.0)\n## httr 1.3.1 2017-08-20 CRAN (R 3.4.1)\n## igraph * 1.2.1 2018-03-10 CRAN (R 3.4.4)\n## jsonlite 1.5 2017-06-01 CRAN (R 3.4.0)\n## knitr 1.20 2018-02-20 CRAN (R 3.4.3)\n## labeling 0.3 2014-08-23 CRAN (R 3.4.0)\n## lattice 0.20-35 2017-03-25 CRAN (R 3.4.4)\n## lazyeval 0.2.1 2017-10-29 CRAN (R 3.4.2)\n## lubridate 1.7.4 2018-04-11 CRAN (R 3.4.4)\n## magrittr 1.5 2014-11-22 CRAN (R 3.4.0)\n## memoise 1.1.0 2017-04-21 CRAN (R 3.4.0)\n## methods * 3.4.4 2018-03-15 local \n## mnormt 1.5-5 2016-10-15 CRAN (R 3.4.0)\n## modelr 0.1.1 2017-07-24 CRAN (R 3.4.1)\n## munsell 0.4.3 2016-02-13 CRAN (R 3.4.0)\n## nlme 3.1-131.1 2018-02-16 CRAN (R 3.4.4)\n## parallel 3.4.4 2018-03-15 local \n## pillar 1.2.2 2018-04-26 CRAN (R 3.4.4)\n## pkgconfig 2.0.1 2017-03-21 CRAN (R 3.4.0)\n## plyr 1.8.4 2016-06-08 CRAN (R 3.4.0)\n## psych 1.8.3.3 2018-03-30 CRAN (R 3.4.4)\n## purrr * 0.2.4 2017-10-18 CRAN (R 3.4.2)\n## R6 2.2.2 2017-06-17 CRAN (R 3.4.0)\n## RColorBrewer * 1.1-2 2014-12-07 CRAN (R 3.4.0)\n## Rcpp 0.12.16 2018-03-13 CRAN (R 3.4.4)\n## readr * 1.1.1 2017-05-16 CRAN (R 3.4.0)\n## readxl 1.1.0 2018-04-20 CRAN (R 3.4.4)\n## reshape2 1.4.3 2017-12-11 CRAN (R 3.4.3)\n## rlang * 0.2.1 2018-05-30 CRAN (R 3.4.4)\n## rmarkdown 1.9 2018-03-01 CRAN (R 3.4.3)\n## rprojroot 1.3-2 2018-01-03 CRAN (R 3.4.3)\n## rstudioapi 0.7 2017-09-07 CRAN (R 3.4.1)\n## rvest 0.3.2 2016-06-17 CRAN (R 3.4.0)\n## SAScii * 1.0 2012-08-17 CRAN (R 3.4.0)\n## scales 0.5.0 2017-08-24 CRAN (R 3.4.1)\n## stats * 3.4.4 2018-03-15 local \n## stringi 1.1.7 2018-03-12 CRAN (R 3.4.4)\n## stringr * 1.3.1 2018-05-10 CRAN (R 3.4.4)\n## svglite 1.2.1 2017-09-11 CRAN (R 3.4.1)\n## tibble * 1.4.2 2018-01-22 CRAN (R 3.4.3)\n## tidyr * 0.8.0 2018-01-29 CRAN (R 3.4.3)\n## tidyselect 0.2.4 2018-02-26 CRAN (R 3.4.3)\n## tidyverse * 1.2.1 2017-11-14 CRAN (R 3.4.2)\n## tools 3.4.4 2018-03-15 local \n## utils * 3.4.4 2018-03-15 local \n## viridis * 0.5.1 2018-03-29 CRAN (R 3.4.4)\n## viridisLite * 0.3.0 2018-02-01 CRAN (R 3.4.3)\n## withr 2.1.2 2018-03-15 CRAN (R 3.4.4)\n## xml2 1.2.0 2018-01-24 CRAN (R 3.4.3)\n## yaml 2.1.18 2018-03-08 CRAN (R 3.4.4)
\n- **Other Notes**:\n\n - For each brand mentioned in this study, 4 pairs of jeans were measured: a skinny and straight style in both men’s and women’s clothing. “Skinny” style is referred to as “slim” in some brands and if a standard “straight” style was unavailable, a “boot-cut” style was used instead. Although we did come across some pockets that were completely sewn shut, we were able to find another version of that same style from that brand that did include a true pocket. Wherever possible, we used “standard” or “mid-rise” jeans, though on occasion, none were available and either high- or low-rise jeans were used as a substitute. All jeans measured had a 32 inch waistband as designated by the sizing guides on each brand’s website. Although this is smaller than the median waist size for women in the US, it was determined to be a size that was regularly available in both men’s and women’s cuts.\n\n - To measure the pockets, jeans were unbuttoned and unzipped (and occasionally flipped completely inside-out). Pockets were measured from the inside of the jeans. While the overall height and width of the pockets was measured, the curvature of the pocket displayed in this article was computer generated.\n\n## measurementRectangles.json\n- \t**What is this?**: This file contains all of the same measurements as `measurements.csv` but also includes the sizes of the largest rectangles that could theoretically fit in each front pocket.\n- **Source(s)**: All data was collected from manual measurements by Jan Diehm and Amber Thomas at brick and mortar stores in Nashville, New York, and Seattle. All measurements of front pockets were taken of the right-hand-side front pocket of empty jeans. The largest rectangles were calculated using the [largestRect()](https://d3plus.org/docs/#largestRect) function from the [d3plus](https://d3plus.org/docs/#largestRect) library. The full code used to generate this calculation can be found [here](https://github.com/the-pudding/pockets/blob/master/src/js/pudding-chart/rect-calc-template.js).\n- **Last Modified**: August 13, 2018\n- **Contact Information**: [Amber Thomas](mailto:amber@polygraph.cool)\n- **Spatial Applicability**: United States\n- **Temporal Applicability**: All measurements were collected between June 29 and August 6, 2018\n- **Observations (Rows)**: Each row represents data from a single pair of jeans.\n- **Variables (Columns)**: This file contains all of the same measurements listed in `measurements.csv` with the following additions:\n\n| Header | Description | Data Type |\n|---|---|---|\n| `updatedStyle` | The binary style for each pair of jeans • `skinny` = skinny or slim style•`straight` = straight or boot-cut | text |\n| `group` | The combination of either men or women and skinny or straight (e.g. `women - skinny`) | text |\n| `priceGroup` | Which of four price groups does this pair of jeans fall into? The options are `<$50`, `$50 - $99`, `$100 - $149`, `$150+` | text |\n| `pocketArea` | The area of the polygon generated from a pocket's measurements. This was calculated using the `d3.polygonArea()` function in d3.v4 | number|\n| `rectanglePhone` | The largest rectangle that could fit inside of the pocket-shaped polygons with a 0.5 width : height ratio. *There are values nested here, see more info on rectangle measurements below.* | nested values|\n| `rectanglePen` | The largest rectangle that could fit inside of the pocket-shaped polygons with a 0.1 width : height ratio. *There are values nested here, see more info on rectangle measurements below.* | nested values|\n| `rectangleWallet` | The largest rectangle that could fit inside of the pocket-shaped polygons with a 0.8 width : height ratio. *There are values nested here, see more info on rectangle measurements below.* | nested values|\n| `rectangleHand` | The largest rectangle that could fit inside of the pocket-shaped polygons with a 0.57 width : height ratio. *There are values nested here, see more info on rectangle measurements below.* | nested values|\n\nThe nested values listed above were all generated from the [largestRect()](https://d3plus.org/docs/#largestRect) function from the [d3plus](https://d3plus.org/docs/#largestRect) library. The nested values are as follows:\n\n| Header | Description | Data Type |\n|---|---|---|\n| `angle` | The angle that the rectangle would be oriented in (according to the d3plus [documentation](https://d3plus.org/docs/#largestRect), an angle of 0 means that the \"longer side of the polygon - the width - will be aligned with the x axis\"). | number |\n| `area` | The area of the largest rectangle generated. | number |\n| `cx` | The x coordinate of the center of the largest rectangle generated. | number |\n| `cy` | The y coordinate of the center of the largest rectangle generated. | number |\n| `height` | The height (in pixels) of the largest rectangle generated.| number |\n| `heightCM` | The height (in cm) of the largest rectangle generated. | number|\n| `width` | The width (in pixels) of the largest rectangle generated. | number |\n| `widthCM` | The width (in cm) of the largest rectangle generated. | number |\n| `points` | An array of 5 x, y coordinates, denoting where the corners of the largest rectangle would be drawn (assuming it were on a canvas that is 225px wide by 175px tall). | nested values |\n"
},
{
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},
{
"path": "pockets/measurements.csv",
"content": "brand,style,menWomen,name,fabric,price,maxHeightFront,minHeightFront,rivetHeightFront,maxWidthFront,minWidthFront,maxHeightBack,minHeightBack,maxWidthBack,minWidthBack,cutout\r\nArizona,skinny,women,Fave Super Skinny,\"78% cotton, 20% polyester, 2% spandex\",42,14.5,15,6.5,16.5,13,15,12.2,13.7,12,FALSE\r\nArizona,straight,women,Perfect Boot,\"78% cotton, 20% polyester, 2% spandex\",42,14.5,14,6.5,16,12.5,15.5,12.2,13,11.2,FALSE\r\nRalph Lauren,skinny,women,Modern Skinny Slimming Fit,\"92% cotton, 7% poly, 1% elastane\",89.5,13,13.5,6.5,14.5,12,15.5,13,13.5,12.5,FALSE\r\nRalph Lauren,straight,women,Premier Straight Slimming Fit,\"92% cotton, 7% poly, 1% elastane\",89.5,13,13.5,6.5,14.5,12,14.5,13,13,12.2,FALSE\r\nUniqlo,skinny,women,Skinny Fit,\"87% cotton, 9% polyester, 4% spandex\",39.9,13,13,5.5,14,11.5,14,12,14.2,11.7,FALSE\r\nUniqlo,straight,women,High-Rise Straight,\"98% cotton, 2% spandex\",39.9,15.5,12,6.5,16.5,12.5,14.5,12.5,12.5,11.5,TRUE\r\nCalvin Klein,skinny,women,Midrise Skinny,\"98% cotton, 2% elastane\",79.5,12,12,6.5,14.5,12,16.5,13.7,13,12,FALSE\r\nCalvin Klein,straight,women,Straight,\"85% cotton, 13% poly, 2% elastane\",69.5,14,11.2,6.5,15.5,12,15,12,14,12.5,FALSE\r\nLucky,skinny,women,Ava Mid Rise Skinny,\"69% cotton, 21% polyester, 8% modal, 2% elastane\",99,13,14.5,6,13.5,12.7,16,12.7,14.5,12.5,FALSE\r\nLucky,straight,women,Sweet Boot,\"96% cotton, 3% other fiber, 1% elastane\",79.5,15,16.5,5.5,15.5,12.2,14.5,12.7,13,11,FALSE\r\nLevi's,skinny,women,711 Skinny,\"60% cotton, 23% viscose, 16% polyester, 1% elastane\",54.5,12.5,14,6.5,15,12,14.5,11.5,12,10.5,FALSE\r\nLevi's,straight,women,Classic Bootcut,\"79% cotton, 19% polyester, 2% elastane\",54.5,12.2,14.5,7,17,12.7,15.5,12.5,12.5,11.5,FALSE\r\nLee,skinny,women,Riders Midrise Skinny,\"55% cotton, 24% rayon, 19% polyester, 2% spandex\",19.94,13.7,13,6,18.5,14.5,14.5,12.5,14,12.5,FALSE\r\nLee,straight,women,Riders Midrise Straight,\"81% cotton, 17% polyester, 2% spandex\",19.94,13.5,13,6.2,17,14,15,12.5,14.5,12.5,FALSE\r\n7 for All Mankind,skinny,women,The Ankle Skinny,\"89% cottton, 9% polyester, 2% spandex\",199,13,13.5,6,15,12.5,16.5,13.7,12.5,11.5,FALSE\r\n7 for All Mankind,straight,women,Bootcut,\"45% rayon, 30% cotton, 25% polyester\",159,14,13.5,7,15,11.5,15.5,14,12.5,12,FALSE\r\nTrue Religion,skinny,women,Stella,\"55% cotton, 31% polyester, 13% lyocell, 1% elastane\",179,14,11,6.2,15,12,13,10.5,11.5,9.7,TRUE\r\nTrue Religion,straight,women,Slim Straight,\"62% cotton, 21% rayon, 15% polyester, 2% elastane\",249,14.5,11.7,5.7,14,11.7,14.7,12.5,13,9.5,TRUE\r\nGuess,skinny,women,Power Stretch Skinny,\"56% cotton, 28% modal, 14% spandex, 2% elastane\",98,11.5,11.5,6,14.5,12.5,14.7,11.5,12.5,12,FALSE\r\nGuess,straight,women,Tailored Mini Boot,\"51% cotton, 36% rayon, 12% polyester, 1% spandex\",89,12.5,12,7.5,14,11.5,14.5,11.5,13.5,13,FALSE\r\nTommy Hilfiger,skinny,women,Greenwich Skinny,\"90% cotton, 8% polyester, 2% elastane\",69.5,12.5,12.5,6.5,16,12,14,11.7,13,11.5,FALSE\r\nTommy Hilfiger,straight,women,Tribeca Straight,\"99% cotton, 1% elastane\",69.5,15,15.5,7.5,16.7,13,15.5,13,15,12.5,FALSE\r\nExpress,skinny,women,Skinny Midrise,\"75% cotton, 24% polyester, 1% spandex\",79.9,15.7,12,6.5,16,13,16.5,12.5,14,13,FALSE\r\nExpress,straight,women,Barely Boot Midrise,\"75% cotton, 24% polyester, 1% spandex\",79.9,15.5,14.2,7,15.2,12.5,15.5,12.2,15,13,FALSE\r\nH&M,straight,women,Vintage Fit High Waist,\"71% cotton, 19% polyester, 9% viscose, 1% elastane\",49.99,14.5,13,6.5,14,12,16,13.5,13,12,FALSE\r\nH&M,skinny,women,Skinny Ankle High Waist,\"78% cotton, 19% polyester, 3% elastane\",9.99,19,13.5,6.5,14.5,12,15,13,12.5,12,FALSE\r\nOld Navy,boot-cut,women,Original Boot Cut,\"86% cotton, 13% polyester, 1% spandex\",29.99,12,12.5,5.5,14.5,11.5,15,12,13.5,11,FALSE\r\nOld Navy,skinny,women,Original Skinny,\"86% cotton, 13% polyester, 1% spandex\",29.99,14.5,12.5,6,14,12,16.5,13.5,13,12,FALSE\r\nJ. Crew,straight,women,Vintage Straight,\"90% cotton, 8% polyester, 2% elastane\",125,14,14.5,6,15.5,12.5,15,13,14.5,13,FALSE\r\nJ. Crew,skinny,women,\"8\"\" Tooth Pick\",\"88% cotton, 8% polyester, 4% elastane\",110,11.5,12,5.5,15,12,14.5,12,13.5,12,FALSE\r\nGap,boot-cut,women,Perfect Boot,\"87% cotton, 12% polyester, 1% spandex\",69.95,14,9.5,4.5,12,11,15,12,13.5,11,FALSE\r\nGap,skinny,women,True Skinny Mid-Rise,\"87% cotton, 12% polyester, 1% spandex\",69.95,13,12,5,12.5,11.5,15.5,12.5,13,10.5,FALSE\r\nAmerican Eagle,skinny,women,Ne(x)t Level Stretch Skinny,\"71% cotton, 21% viscose, 7% polyester, 1% spandex\",39.95,19,17,6.5,14,11,15,13,12.5,10.5,FALSE\r\nAmerican Eagle,boot-cut,women,Super Stretch Kick Boot,\"94% cotton, 5% polyester, 1% elastane\",39.95,16,15,5.5,13.5,11,15,12.5,13,11,FALSE\r\nAbercrombie,skinny,women,Simone High Rise Slim,\"99% cotton, 1% elastane\",88,21.5,17,5.5,15.5,12.5,16,13.5,12.5,12,FALSE\r\nAbercrombie,straight,women,Simone High Rise Ankle Straight,\"99% cotton, 1% elastane\",78,18,12,6,18.5,12.5,16,14,14,12,FALSE\r\nWrangler,skinny,women,Born Ready Skinny Jean,\"78% cotton, 18% modal, 3% poly\",99,14,11.5,6.5,17,13.5,15,11.7,14.5,11.7,FALSE\r\nWrangler,straight,women,Acid Wash Fringe Hem Crop,\"98% cotton, 2% spandex\",99,15,12.5,7.5,15,11,16,13.5,13.2,12.5,FALSE\r\nArizona,skinny,men,Skinny Fit,\"72% cotton, 19% polyester, 8% rayon, 1% spandex\",50,26,20.5,7.5,17,14,17,14.7,14,13,FALSE\r\nArizona,boot-cut,men,Original Bootcut,100% cotton,50,24.5,21.5,8.75,18,13.5,16,13.5,15.2,13.5,FALSE\r\nRalph Lauren,slim,men,Varick Slim Straight,100% cotton,89.5,23,23,7.5,15.5,14.5,16,14.2,15,13.5,FALSE\r\nRalph Lauren,straight,men,Hampton Straight,100% cotton,89.5,24,24,8,17.5,14.5,17,15,15,12.5,FALSE\r\nGuess ,skinny,men,Skinny,\"98% cotton, 2% spandex\",98,22.5,16.5,7,14,12,17,14.5,14.5,12,TRUE\r\nGuess,straight,men,Regular Straight,\"91% cotton, 7% polyester, 2% elastane\",98,25.5,17,8.7,17.5,13,16,14.5,14,11.5,TRUE\r\nCalvin Klein,skinny,men,Skinny,\"98% cotton, 2% spandex\",89.5,22,14.5,6,15,13.5,16.5,13.5,14.2,11.5,FALSE\r\nCalvin Klein,straight,men,Straight,\"98% cotton, 2% elastane\",69.5,21.5,20.5,6,18,13.5,17,14.5,15.5,12.5,FALSE\r\nLevi's,skinny,men,510 Skinny,\"99% cotton, 1% elastane \",69.5,25.5,19,7.5,14.5,13,16.5,15,13,11.5,FALSE\r\nLevi's,straight,men,569 Loose Straight,100% Cotton,59.5,26,17.5,9,16.5,11.5,15,12.5,13.2,11.7,FALSE\r\nUniqlo,skinny,men,Skinny Ultra Stretch,\"90% cotton, 8% polyester, 2% spandex\",49.9,22.5,22.5,7,15.5,13,14.5,12,13,10.5,FALSE\r\nUniqlo,regular,men,Regular,100% cotton,49.9,21.5,21.5,7.5,16,13,15,12.5,14,11.5,FALSE\r\nExpress,skinny,men,Super Skinny Stretch,\"75% cotton, 24% polyester, 1% spandex\",88,20.5,17,7,15.5,12.5,16,12.5,14,12,FALSE\r\nExpress,boot-cut,men,Classic Boot Stretch,\"98% cotton, 2% spandex\",79.9,21.5,16,7.5,16,13,16.2,13.5,13.5,12.7,FALSE\r\nLucky,slim,men,121 Slim,\"98% cotton, 2% elastane\",99,21,16.5,6,16.7,14.5,15.2,13,14.5,12,FALSE\r\nLucky,straight,men,363 New Vintage Straight,\"98% cotton, 2% elastane\",129,22.5,18,6.5,17,13.5,16.2,14.7,13,12,FALSE\r\n7 for all Mankind,skinny,men,Paxtyn,\"92% cotton, 6% polyester, 2% spandex\",209,21,23,7.5,16.5,13.5,15.5,14,14.5,13,FALSE\r\n7 for all Mankind,straight,men,The Straight,\"98% cotton, 2% spandex\",179,21.5,23,7,16.5,12.5,16,13,14,12.5,FALSE\r\nTrue Religion,slim,men,Geno Slim,\"98% cotton, 2% elastane\",159,26.2,13.5,7.7,15.2,13.5,15,12.5,13,11,TRUE\r\nTrue Religion,straight,men,Ricky Relaxed Straight,\"98% cotton, 2% elastane\",179,21,14,7,16.5,13,16,13,13.5,11,TRUE\r\nJ. Crew,skinny,men,484 Slim,\"83% cotton, 14% polyester, 3% elastane\",98,25,16,6,17,13,15,12,12.5,11.5,TRUE\r\nJ. Crew,straight,men,770 Straight,\"83% cotton, 14% polyester, 3% elastane\",98,22.5,14,6,14.5,13,15.5,13,13.5,12,TRUE\r\nOld Navy,skinny,men,Skinny,\"99% cotton, 1% spandex\",39.99,24.5,16.5,6,15.5,14,15.5,13,13,11,FALSE\r\nOld Navy,boot-cut,men,boot-cut,\"99% cotton, 1% spandex\",39.99,24.5,21.5,6,17,14.5,14,12,12,11,FALSE\r\nGap,boot-cut,men,Original Boot,100% cotton,59.95,23,16.7,7.2,17.5,14,15.5,13.5,14,12.5,FALSE\r\nGap,skinny,men,Skinny,\"90% cotton, 8% elasterell-p, 2% spandex\",69.95,22,16.5,6.5,17.5,14,15.5,13.5,13.5,11.5,FALSE\r\nH&M,skinny,men,Skinny,\"99% cotton, 1% elastane\",39.99,20,16,7,14.5,12,16.5,13.5,13.5,12.5,FALSE\r\nH&M,straight,men,Straight,100% cotton,49.99,21.5,17,7,16.5,14,16,14.5,14.5,13,FALSE\r\nAmerican Eagle,skinny,men,NE(X)T Level Flex Skinny,\"65% cotton, 23% viscose, 10% polyester, 2% elastane\",49.95,21,15,6,14.5,12,15,12,11.5,11,FALSE\r\nAmerican Eagle,straight,men,Straight,\"85% cotton, 13% polyester, 2% elastane\",49.95,22,18,6.5,16.5,12,17,14,13.5,12.5,FALSE\r\nAbercrombie,straight,men,Kennan Straight,\"95% cotton, 4% polyester, 1% elastane\",78,22.5,15,5,16,12,16,14,13,11,FALSE\r\nAbercrombie,slim,men,Langdon Slim,\"95% cotton, 4% polyester, 1% elastane\",78,22,15,4.5,17,12.5,17.5,14,14,12,FALSE\r\nTommy Hilfiger,slim,men,Slim,\"99% cotton, 1% elastane\",59.5,25,16.5,7,17,15,15,12,12.5,11.5,FALSE\r\nTommy Hilfiger,boot-cut,men,Bootcut,100% cotton,59.5,22.5,22.5,6.7,18.2,14.5,17,14,13,13,FALSE\r\nLee,slim,men,Modern Series Slim Tapered Leg,\"98% cotton, 2% spandex\",48,25.5,25,7,16.5,14,16.5,13.7,14,12.5,FALSE\r\nLee,straight,men,Modern Series Straight Leg,\"98% cotton, 2% spandex\",48,24.5,15.5,7.5,16.2,13.5,17.5,14,15,14,FALSE\r\nWrangler,slim,men,Slim Fit,\"98% cotton, 2% spandex\",58,27.5,19,9.2,17.5,13,17,14,13,12.5,FALSE\r\nWrangler,boot-cut,men,Regular Fit,\"99% cotton, 1% spandex\",48,28,15.5,9,13,12,16.7,13.5,14.5,14,FALSE\r\nBuckle Black,boot-cut,women,Fit No. 76 Bootcut Mid-Rise Curvy,\"92% cotton, 6% polyester, 2% spandex\",89.95,15,14,7,16,13.5,14.5,13,13.5,11,FALSE\r\nBuckle Black,skinny,women,Fit No. 53 Straight Mid-Rise Slim,\"98% cotton, 2% elastane\",92.95,14.5,13.5,6,16,13,14,12.5,14,11.5,FALSE\r\nBuckle Black,boot-cut,men,Fit No. 9 Bootleg,\"92% cotton, 6% polyester, 2% elastane\",94.95,21,18.5,8.5,18.5,14.5,16,14,13,12.5,FALSE\r\nBuckle Black,slim,men,Fit No. 3 Straight Leg Slim Fit,\"53% cotton, 22% polyester, 23% rayan, 2% spandex\",94.95,21,14.5,7,19,16,16,12,14,13.5,FALSE"
},
{
"path": "queues/README.md",
"content": "# The story behind \"Tired of waiting in line?\"\n###### _by Mureji Fatunde_\n\n[Watch the video](https://youtu.be/2r3gElTiLik)\n\nQueues are guaranteed to form when the demand rate exceeds the supply capacity, or the number of customers who can be served per unit of time. However, even when average capacity exceeds the average demand rate, queues can still form when there’s sufficient variability in either arrival times or the time required for service.\n\nThis video highlights a few different situations where queues might arise, all in the familiar context of an airport.\n\nSee a summary of core takeaways below, and scroll further down for additional details.\n\n| **Scene** | **Description** | **Setting** | **Core takeaway** |\n| :--- | :----: | :----: | :--- |\n| 1 | Pooled vs. parallel | Ticket counter | Pooled queues (where a single line leads to multiple agents) can be much faster than parallel queues (where each line leads to one agent) because they create economies of scale and allow for flexible reallocation of capacity in response to variability (e.g., if one customer takes an unusually long time to serve). Pooling can achieve lower wait times for a given capacity level or lower capacity utilization for a given service level. |\n| 2 | Priority queues and fairness | Café | Moving “quick” customers to the front of the queue ahead of “slow” customers can significantly decrease average wait times, but it comes at the cost of longer waits for the “slow” customers. More generally, queue designers have to trade off different considerations, including optimal system performance versus fairness. |\n| 3 | Alternative queueing disciplines | Concert tickets | When a good has limited supply and service — specifically, the service of allowing customers to purchase the good — is provided on a first-come-first-serve (aka first-in-first-out, or FIFO) basis, customers can end up joining the queue earlier and earlier in order to secure an opportunity for service. Think pre-announced drops of the latest iPhone or shoe model, sports tickets, concert tickets, etc. This can spiral out of control until the entire benefit gained from the good is eaten up by the cost of queuing. As such, people who value the product the most may be disadvantaged in a FIFO system with limited supply. Queue designers can use solutions such as lotteries to mitigate this issue. |\n| 4 | Boundless queues | Short- and long-term immigration | If system capacity (represented by the processing time, or service rate) exceeds the rate of new arrivals, queues may either a) never arise (if there is no variability) or b) arise temporarily due to variability in arrivals or processing, but eventually be resolved. However, if the service rate is _slower_ than the arrival rate, queue length and wait time can increase indefinitely. |\n\n\n# Scene \\# 1: Pooled vs. parallel (Ticket counter)\n***\n![](\"figures/assumptions_box_sc1.png\")
\n\nIn the first scene, we explore the concept of pooling. Pre-assigning customers to a server can lead to a situation where passengers in one queue are waiting despite some of the other servers being available. Pooling allows the system to eliminate such inefficient imbalances* by flexibly redeploying capacity.\n\nFor our first example, we assume that customers arrive every 45 seconds, and that it takes 90 seconds to serve each one. We calculated how long it would take an average newly-arriving customer to get through each line using the following formulas [1]: \n\nAverage wait time for customers in the single server setup:\n\n$$W_{parallel} = s \\left( \\frac{U}{1-U} \\right) \\left(\\frac{(CV_a + CV_s)^2}{2} \\right)$$\n\nAverage wait time for customers in the multiple-server setup:\n\n$$W_{pooled} = \\frac{s}{m} \\left( \\frac{U^{\\sqrt{2(m+1)}-1}}{1-U} \\right) \\left(\\frac{(CV_a + CV_s)^2}{2} \\right)$$\n\n\nwhere $$s$$ is the processing time for a single server, $$m$$ is the number of servers, $$U$$ is utilization, and $$CV_a$$ and $$CV_s$$ represent the coefficient of variation** for arrival time and service time, respectively.\n\nComparing these two wait times allowed us to calculate the reduction in waiting time that was achieved through pooling. The reduction for this simple example with zero variation was 76.2\\%.\n\n\nTo create a basic simulation, we slightly perturbed the interarrival time (using a normal distribution centered at 45 seconds and with a standard deviation of 1), as well as the service time ($$\\mu = 90, \\sigma = 1$$). In reality, there would likely be greater variation in arrival times - we'll explore this in a moment. Variability in service times may depend on how standardized processes are; for simplicity, we limit their variability for now.\n\nVarying arrival time and service time has the effect of also varying the utilization between 61.5\\% and 73.1\\%. Importantly, utilization is always below 100\\%, which means that we have a stable queue. Over these 1,000 reps, we then calculated the resulting waiting times for the parallel and pooled scenarios using the same formulas as above.\n\nThe result was an average pooling reduction of 76.2\\%, with all 1,000 reps achieving a reduction of at least 74%.\n\nNext, we increase the variability of interarrival times to SD = 4 seconds in order to more accurately represent periods of the day/week that are slightly more or less busy. This means that the time between passenger arrivals is still centered at 45 seconds, but now ranges between 34 seconds and 58 second across the 1,000 reps. With service times still distributed tightly around 90 seconds, this causes server utilization to vary between 52 and 88\\%). Even with this increased variability, pooling would still result in a reduction of 70\\% or more for all 1,000 reps.\n\nIn general, wait time depends on system capacity, server utilization, and variability in arrival or processing times. It's worth noting that wait times - and also, the difference in wait times between a parallel and pooled setup - are [sensitive](https://nickarnosti.com/blog/longwaits) to server utilization level (i.e., how busy a server is), which is why planners often opt to build in slack in server availability. The number of servers changes how high this sensitivity is [2].\n\n*Note: this may backfire in settings such as healthcare, where the relationship between customer and server (or the server’s sense of [“customer ownership”](https://knowledge.insead.edu/operations/when-several-queues-are-better-one)) can impact processing time, or in settings where customers are [delay-sensitive](https://pubsonline.informs.org/doi/10.1287/mnsc.2020.3663) and decide whether or not to join based on queue length.\n\n**This is a normalized measure of variability that's used commonly in the context of queueing. It's defined as the ratio of the standard deviation to the mean.\n\n# Scene \\# 2: Priority queues and fairness (Café)\n***\n![](\"figures/assumptions_box_sc2.png\")
\n\nIn our second example, we consider a situation where we have more than one type of customer. These are formally known as “multiclass” models, where customer groups may differ in terms of arrival rates and service rates (and possibly other characteristics).\n\nIn this setting*, waiting time for a newly-arriving customer includes the following components: \n- Remaining service time for those already in service when you arrive\n- Service time for those still waiting for service when you arrive\n- Service time for those who arrive after you, but must be served first (this is zero unless you’re using a preemptive priority policy)\n- Your own service time\n\nWe consider three possible priority policies [3]:\n- Equal priority (all customers served in order of arrival)\n- Preemptive priority (Newly-arriving coffee drinkers interrupt sandwich service)\n- Non-preemptive priority (Newly-arriving coffee drinkers skip to front of queue, but don’t interrupt sandwich service that's already begun)\n\nThe focal customer's expected wait time (upon arrival) is determined by the number and ordering of customers of each class who are already waiting. We set the ratio of coffee to sandwich arrivals exogenously, but the exact order of arrival is subject to randomness.\n\nIn a general M/M/1 setup (i.e, exponentially distributed interarrival and service times), you can think of the wait time under each policy for an average arriving customer in each class as follows [4]. Note that each term in the equations below corresponds to one of the components described above. Can you identify which is which?\n\n__Equal Priority__ \\\nCoffee: $$W_c = Q_c s_c + Q_s s_s + s_c$$ \\\nSandwich: $$W_s = Q_s s_s + Q_c s_c + s_s$$ \n\n__Non-preemptive priority for coffee-drinkers__ \\\nCoffee: $$W_c = Q_c S_c + U_s s_s + s_c$$ \\\nSandwich: $$W_s = Q_s S_s + Q_c s_c + \\lambda_c (W_s - s_s) s_c + s_s$$\n\n__Preemptive priority for coffee-drinkers__ \\\nCoffee: $$W_c = Q_c S_c + s_c$$ \\\nSandwich: $$W_s = Q_s S_s + Q_c s_c + \\lambda_c W_s s_c + s_s$$\n\nwhere:\n\n$$W_c =$$ total waiting time for coffee customer\n\n$$W_s =$$ total waiting time for sandwich customer\n\n$$𝑄_c =$$ avg \\# coffee customers in queue\n\n$$𝑠_𝑐 =$$ service time for coffee customers\n\n$$𝑄_𝑠 =$$ avg \\# sandwich customers in queue\n\n$$𝑠_𝑠 =$$ service time for sandwich customers\n\nTo study our multiclass system empirically, we generated a sequence of coffee and sandwich customers arriving according to the parameters stated above. For our first example, we generated 21 arrivals (16 coffee/5 sandwich) during a 30-minute window. Note that in this case, we treat service times as deterministic, rather than random (i.e., our system is M/D/1, rather than M/M/1).\n\nWe then explicitly calculated the exact wait time (from arrival to service completion) for each arriving customer under each of the three priority policies.\n\nWe repeated this 1,000 times, generating a slightly different number of arrivals each time (but using the same average ratio of 3 coffee: 1 sandwich).\n\nThe figure below demonstrates the distribution of wait times under each policy. As you may have expected, the non-preemptive priority policy provides a compromise between a fully preemptive policy and treating all customers equally (though sandwich customers may not see it that way!).\n\n![\"Wait](\"figures/priority_plot_reordered.png\")
![](\"figures/assumptions_box_sc3.png\")
\n\nIn this scenario, you're queueing for a scarce good (concert tickets). There are many ways to allocate scarce goods: ticket prices often vary widely even within a single section, and are used to differentially target customers with different levels of willingness to pay. That said, even for tickets at the same price, there is limited supply, and not everyone who wants one will get one - especially for sought-after artists. In other words, service is not guaranteed even if you complete the wait.\n\nYou place a certain amount of value on seeing Beyoncé (e.g., $1,000). Because there is a chance of not securing a ticket, some people may calculate an “expected value” which incorporates their beliefs about the likelihood of securing a ticket. In this case, each person’s value is private (and perhaps not even consciously known to the individuals themselves). In other cases, value is known to each individual, and can be elicited using auctions or other methods.\n\nYou also incur a certain cost while waiting. Most people aren’t explicitly tallying these costs, but you can imagine that each person has a subconscious “willingness to wait”, perhaps captured by the length of time beyond which even the guarantee of a ticket would no longer be worth enduring the wait. This is connected to the fact that each person has an opportunity cost of waiting – for example, perhaps the amount they might have earned at work that day if they hadn’t taken time off to wait. If we could determine this figure for each person, we could calculate the point at which we’d expect them to abandon the queue. \n\nA typical default queue policy is first in, first out (FIFO) – but this can cause issues for highly competitive goods. Because of a mismatch between the cost of waiting and value placed on the good, FIFO may fail to allocate a good or service to those who value it most, and may instead advantage those who have a lower cost of waiting.\n\nFIFO policies have other issues: they may also incentivize scalpers to hoard tickets and sell them at a premium. Allowing fans to pay for priority access to the queue is one option that has been used in many settings, but imposing additional financial burden for a good that is already so costly may be undesirable. Other alternatives, such as releasing tickets in stages, offering scheduled viewing or buying windows, or even unusual policies such as [serving the last person to arrive first](https://www.sciencenordic.com/culture-denmark-environment/queues-move-faster-if-the-last-person-is-served-first/1420582), may incentivize users to change their behavior in a way that reduces average waiting time. Queue designers have a lot to consider when allocating complex resources like this.\n\nHow might we measure or compare how well two different queueing disciplines perform in this system? Standard metrics such as waiting time or average queue length may not capture the full picture. Other things that could be useful to measure include the following:\n- Percentage of customers who waited but did not get a ticket (even better if we can show the distribution of how long customers waited before going home empty-handed)\n- Waiting cost incurred per customer (even better if we can compare to value placed on ticket)\n- Percentage of customers who had to abandon the queue\n- Comparison of the distribution of ticket holders to the distribution of \"fan dedication\". In other words, can we quantify how effective a particular mechanism was at allocating this product to those who valued or needed it most?\n- Can you think of any others?\n\n\nMore on:\n\n- Lotteries ( [link](https://operationsroom.wordpress.com/2012/12/11/apple-replaces-queues-with-a-lottery/) )\n\n\n# Scene \\# 4: Boundless queues (Immigration)\n***\n![](\"figures/assumptions_box_sc4.png\")
\n\nIn the final scene, we explore the idea that a queue can, for all practical purposes, become infinitely long under the right (well, wrong) circumstances.\n\nTwo queue properties (which we also referenced briefly earlier in the video) are relevant here: the service rate refers to how quickly each person gets through the line (in other words, it's connected to the system’s capacity), and the arrival rate is how quickly new people are arriving - this represents demand.\n\nQueues at the airport fluctuate in length over the course of the day, and disappear completely when the balance between capacity and demand rate becomes more favorable - for example, due to a slowdown in flight arrivals or the addition of more immigration officers. Airports can take proactive measures to prevent these queues from getting too long by controlling arrival rate, service rate, or both. For example, an airport may limit the number of international flights that can arrive in a given hour, and tools such as pre-approval programs (e.g., Global Entry) can help reduce the time required to serve some customers.\n\nJust as service capacity can be increased through staffing levels, it can be decreased for some or all customers. For example, when different numbers of staff are assigned to serve customers from particular groups, those groups experience different service rates. At the airport, one example could be queues for foreign versus domestic passengers. Policies such as quotas may also limit service rates directly or indirectly. In the long-term immigration context shared in the video, quotas are often nationality - based.\n\nOnce the wait time becomes effectively infinite, customers have no choice but to opt out of service. A system's consistent inability to process customers faster than they arrive is therefore a serious problem.\n\nMore on:\n\n- Green card allocation by nationality ([link](https://www.uscis.gov/green-card/green-card-processes-and-procedures/visa-availability-and-priority-dates))\n- Sample visa bulletin (with priority dates) for October 2024 ([link](https://travel.state.gov/content/travel/en/legal/visa-law0/visa-bulletin/2025/visa-bulletin-for-october-2024.html))\n- Wait time for Indian green card candidates (September 2023, Boundless Immigration) ([link](https://www.boundless.com/blog/indians-face-134-year-wait-employment-based-green-card/))\n- CBP data on airport wait times ([link](https://awt.cbp.gov))\n- Airport border delays at major airports (May 2012, WSJ) ([link](https://www.wsj.com/articles/SB10001424052702304743704577382250767742434))\n\n## References\n***\n[1] Gerard Cachon and Christian Terwiesch. 2018. Matching Supply with Demand: An Introduction to Operations Management (4th ed.). McGraw-Hill.\n\n[2] Gerard Cachon and Christian Terwiesch. 2022. Operations Management (3rd ed.). McGraw-Hill.\n\n[3] Richard Larson and Amedeo Odoni. 1981. Urban Operations Research. Prentice-Hall.\n\n[4] Lecture notes and course materials on queueing theory and simulation/stochastic modeling by Daniel S. Myers\n\n### Acknowledgements\n***\nMany thanks to Professor Daniel S. Myers, Dr. Shraddha Rana, Dr. Angela Acocella, and Professor Abhishek Deshmane for their feedback and suggestions during the development of this story.\n"
},
{
"path": "rain/README.md",
"content": "This folder contains all of the data used in The Pudding essay [Where will you need your umbrella?](https://pudding.cool/2020/02/rain/) published in February 2020.\n\nThis file was last updated: February 24, 2020\n\n## annual_precipitation.csv & annual_precipitation.R\n\n- **What is this?**: The R scripts and resulting data documenting\n average annual rainfall and total rainfall for 2019 for 640 weather\n stations across the US.\n- **Source(s) & Methods**: All of the data used in this story came\n from the Global Historical Climatology Network (GHCN)-Daily\n [database](https://www.ncdc.noaa.gov/ghcn-daily-description) and was\n acquired from the National Oceanic and Atmospheric Administration’s\n (NOAA) [open data\n server](ftp://ftp.ncdc.noaa.gov/pub/data/ghcn/daily/by_year/). While\n this database contains data from thousands of weather stations\n worldwide, we filtered the data down to only include weather\n stations with consistent daily precipitation recordings from January\n 1, 2010 - December 31, 2019. Further, some of these stations were\n located in mountain ranges or other areas away from cities. To make\n the comparison to cities like Seattle more relevant, we used\n [Geocod.io](https://geocod.io/) to find the nearest city or town to\n the latitude and longitude of each weather station. If no city or\n town could be located with an Accuracy Score of 0.8 that weather\n station was excluded. Ultimately, 640 weather stations remained in\n our analysis and the data for those weather stations is included\n here, along with the R script to download and filter all of the\n data.\n- **Last Modified**: February 23, 2020\n- **Contact Information**: [Amber Thomas](mailto:amber@pudding.cool)\n- **Spatial Applicability**: These data represent weather stations\n within the US.\n- **Temporal Applicability**: January 1, 2010 - December 31, 2019.\n- **Observations (Rows)**: There are 640 rows in this dataset. Each\n row represents an individual weather station.\n- **Variables (Columns)**: There are 10 columns in this dataset. They\n are described\n below:\n\n| Header | Description | Data Type |\n| :-------- | :--------------------------------------------------------------------------------------------------------------------------------------- | :-------- |\n| id | The GHCN ID for each weather station | character |\n| city | The closest city to the weather station (as determined by [Geocod.io](https://geocod.io), based on the station’s latitude and longitude) | character |\n| station | The name of each weather station | character |\n| average | The mean annual rainfall (in inches) per year at each weather station from 2010 - 2019 | numeric |\n| latitude | The latitude of the weather station | numeric |\n| longitude | The longitude of the weather station | numeric |\n| state | The state that the weather station is located in | character |\n| total19 | Total annual rainfall (in inches) for each weather station in 2019 only | numeric |\n\n## daily_precipitation.csv & daily_precipitation.R\n\n- **What is this?**: The R scripts and resulting data documenting\n total daily precipitation in 2019 for 640 weather stations across\n the US.\n- **Source(s) & Methods**: All of the data used in this story came\n from the Global Historical Climatology Network (GHCN)-Daily\n [database](https://www.ncdc.noaa.gov/ghcn-daily-description) and was\n acquired from the National Oceanic and Atmospheric Administration’s\n (NOAA) [open data\n server](ftp://ftp.ncdc.noaa.gov/pub/data/ghcn/daily/by_year/). While\n this database contains data from thousands of weather stations\n worldwide, we filtered the data down to only include weather\n stations with consistent daily precipitation recordings from January\n 1, 2010 - December 31, 2019. Further, some of these stations were\n located in mountain ranges or other areas away from cities. To make\n the comparison to cities like Seattle more relevant, we used\n [Geocod.io](https://geocod.io/) to find the nearest city or town to\n the latitude and longitude of each weather station. If no city or\n town could be located with an Accuracy Score of 0.8 that weather\n station was excluded. Ultimately, 640 weather stations remained in\n our analysis and the data for those weather stations is included\n here, along with the R script to download and filter all of the\n data.\n- **Last Modified**: February 23, 2020\n- **Contact Information**: [Amber\n Thomas](mailto:YOUR-EMAIL@pudding.cool)\n- **Spatial Applicability**: These data represent weather stations\n within the US.\n- **Temporal Applicability**: January 1, 2019 - December 31, 2019\n- **Observations (Rows)**: There are 233,600 rows in this dataset.\n Each row represents a single day for a single weather station.\n- **Variables (Columns)**: There are 10 columns in this dataset. They\n are described\n below:\n\n| Header | Description | Data Type |\n| :-------- | :--------------------------------------------------------------------------------------------------------------------------------------- | :-------- |\n| id | The GHCN ID for each weather station | character |\n| city | The closest city to the weather station (as determined by [Geocod.io](https://geocod.io), based on the station’s latitude and longitude) | character |\n| station | The name of each weather station | character |\n| date | Date of data collection (in mm/dd/yyyy format) | Date |\n| value | Amount of precipitation (in inches) | numeric |\n| latitude | The latitude of the weather station | numeric |\n| longitude | The longitude of the weather station | numeric |\n| state | The state that the weather station is located in | character |\n\n## Session Info\n\n ## ─ Session info ────────────────────────────────────────────────────────────────────────────────────────\n ## setting value\n ## version R version 3.6.2 (2019-12-12)\n ## os macOS Mojave 10.14.6\n ## system x86_64, darwin15.6.0\n ## ui RStudio\n ## language (EN)\n ## collate en_US.UTF-8\n ## ctype en_US.UTF-8\n ## tz America/Los_Angeles\n ## date 2020-02-24\n ##\n ## ─ Packages ────────────────────────────────────────────────────────────────────────────────────────────\n ## package * version date lib source\n ## assertthat 0.2.1 2019-03-21 [1] CRAN (R 3.6.0)\n ## backports 1.1.5 2019-10-02 [1] CRAN (R 3.6.0)\n ## broom 0.5.3 2019-12-14 [1] CRAN (R 3.6.0)\n ## callr 3.4.0 2019-12-09 [1] CRAN (R 3.6.0)\n ## cellranger 1.1.0 2016-07-27 [1] CRAN (R 3.6.0)\n ## cli 2.0.1 2020-01-08 [1] CRAN (R 3.6.0)\n ## colorspace 1.4-1 2019-03-18 [1] CRAN (R 3.6.0)\n ## crayon 1.3.4 2017-09-16 [1] CRAN (R 3.6.0)\n ## curl 4.3 2019-12-02 [1] CRAN (R 3.6.0)\n ## DBI 1.1.0 2019-12-15 [1] CRAN (R 3.6.0)\n ## dbplyr 1.4.2 2019-06-17 [1] CRAN (R 3.6.0)\n ## desc 1.2.0 2018-05-01 [1] CRAN (R 3.6.0)\n ## devtools 2.2.1 2019-09-24 [1] CRAN (R 3.6.0)\n ## digest 0.6.23 2019-11-23 [1] CRAN (R 3.6.0)\n ## dplyr * 0.8.3 2019-07-04 [1] CRAN (R 3.6.0)\n ## ellipsis 0.3.0 2019-09-20 [1] CRAN (R 3.6.0)\n ## evaluate 0.14 2019-05-28 [1] CRAN (R 3.6.0)\n ## fansi 0.4.1 2020-01-08 [1] CRAN (R 3.6.0)\n ## forcats * 0.4.0 2019-02-17 [1] CRAN (R 3.6.0)\n ## fs 1.3.1 2019-05-06 [1] CRAN (R 3.6.0)\n ## generics 0.0.2 2018-11-29 [1] CRAN (R 3.6.0)\n ## ggplot2 * 3.2.1 2019-08-10 [1] CRAN (R 3.6.0)\n ## glue 1.3.1 2019-03-12 [1] CRAN (R 3.6.0)\n ## gtable 0.3.0 2019-03-25 [1] CRAN (R 3.6.0)\n ## haven 2.2.0 2019-11-08 [1] CRAN (R 3.6.0)\n ## here * 0.1 2017-05-28 [1] CRAN (R 3.6.0)\n ## highr 0.8 2019-03-20 [1] CRAN (R 3.6.0)\n ## hms 0.5.3 2020-01-08 [1] CRAN (R 3.6.0)\n ## htmltools 0.4.0 2019-10-04 [1] CRAN (R 3.6.0)\n ## httr 1.4.1 2019-08-05 [1] CRAN (R 3.6.0)\n ## jsonlite 1.6 2018-12-07 [1] CRAN (R 3.6.0)\n ## knitr 1.26 2019-11-12 [1] CRAN (R 3.6.0)\n ## lattice 0.20-38 2018-11-04 [1] CRAN (R 3.6.2)\n ## lazyeval 0.2.2 2019-03-15 [1] CRAN (R 3.6.0)\n ## lifecycle 0.1.0 2019-08-01 [1] CRAN (R 3.6.0)\n ## lubridate * 1.7.4 2018-04-11 [1] CRAN (R 3.6.0)\n ## magrittr 1.5 2014-11-22 [1] CRAN (R 3.6.0)\n ## memoise 1.1.0 2017-04-21 [1] CRAN (R 3.6.0)\n ## modelr 0.1.5 2019-08-08 [1] CRAN (R 3.6.0)\n ## munsell 0.5.0 2018-06-12 [1] CRAN (R 3.6.0)\n ## nlme 3.1-143 2019-12-10 [1] CRAN (R 3.6.0)\n ## packrat 0.5.0 2018-11-14 [1] CRAN (R 3.6.0)\n ## pillar 1.4.3 2019-12-20 [1] CRAN (R 3.6.0)\n ## pkgbuild 1.0.6 2019-10-09 [1] CRAN (R 3.6.0)\n ## pkgconfig 2.0.3 2019-09-22 [1] CRAN (R 3.6.0)\n ## pkgload 1.0.2 2018-10-29 [1] CRAN (R 3.6.0)\n ## prettyunits 1.1.0 2020-01-09 [1] CRAN (R 3.6.0)\n ## processx 3.4.1 2019-07-18 [1] CRAN (R 3.6.0)\n ## ps 1.3.0 2018-12-21 [1] CRAN (R 3.6.0)\n ## puddingR * 0.0.0.9000 2020-01-12 [1] Github (the-pudding/puddingR@3e26a08)\n ## purrr * 0.3.3 2019-10-18 [1] CRAN (R 3.6.0)\n ## R6 2.4.1 2019-11-12 [1] CRAN (R 3.6.0)\n ## Rcpp 1.0.3 2019-11-08 [1] CRAN (R 3.6.0)\n ## readr * 1.3.1 2018-12-21 [1] CRAN (R 3.6.0)\n ## readxl 1.3.1 2019-03-13 [1] CRAN (R 3.6.0)\n ## remotes 2.1.0 2019-06-24 [1] CRAN (R 3.6.0)\n ## reprex 0.3.0 2019-05-16 [1] CRAN (R 3.6.0)\n ## rlang 0.4.2 2019-11-23 [1] CRAN (R 3.6.0)\n ## rmarkdown 2.0 2019-12-12 [1] CRAN (R 3.6.0)\n ## rprojroot 1.3-2 2018-01-03 [1] CRAN (R 3.6.0)\n ## rstudioapi 0.10 2019-03-19 [1] CRAN (R 3.6.0)\n ## rvest 0.3.5 2019-11-08 [1] CRAN (R 3.6.0)\n ## scales 1.1.0 2019-11-18 [1] CRAN (R 3.6.0)\n ## sessioninfo 1.1.1 2018-11-05 [1] CRAN (R 3.6.0)\n ## stringi 1.4.5 2020-01-11 [1] CRAN (R 3.6.2)\n ## stringr * 1.4.0 2019-02-10 [1] CRAN (R 3.6.0)\n ## testthat 2.3.1 2019-12-01 [1] CRAN (R 3.6.0)\n ## tibble * 2.1.3 2019-06-06 [1] CRAN (R 3.6.0)\n ## tidyr * 1.0.0 2019-09-11 [1] CRAN (R 3.6.0)\n ## tidyselect 0.2.5 2018-10-11 [1] CRAN (R 3.6.0)\n ## tidyverse * 1.3.0 2019-11-21 [1] CRAN (R 3.6.0)\n ## usethis 1.5.1 2019-07-04 [1] CRAN (R 3.6.0)\n ## vctrs 0.2.1 2019-12-17 [1] CRAN (R 3.6.0)\n ## withr 2.1.2 2018-03-15 [1] CRAN (R 3.6.0)\n ## xfun 0.11 2019-11-12 [1] CRAN (R 3.6.0)\n ## xml2 1.2.2 2019-08-09 [1] CRAN (R 3.6.0)\n ## yaml 2.2.0 2018-07-25 [1] CRAN (R 3.6.0)\n ## zeallot 0.1.0 2018-01-28 [1] CRAN (R 3.6.0)\n ##\n ## [1] /Library/Frameworks/R.framework/Versions/3.6/Resources/library\n"
},
{
"path": "rain/annual_precipitation.R",
"content": "# For general data cleaning and analysis\nlibrary(tidyverse)\nlibrary(readr)\nlibrary(lubridate)\n\n# For keeping your files in relative directories\nlibrary(here)\n# load stations from fixed width format\nstationStarts <- c(1, 13, 22, 32, 39, 42, 73, 77, 81)\nstationEnds <- c(11, 20, 30, 37, 40, 71, 75, 79, 85)\nstationNames <- c(\"id\", \"latitude\", \"longitude\", \"elevation\", \"state\", \"name\", \"gsn\", \"hcn\", \"wmo\")\nstations <- readr::read_fwf(here::here(\"assets\", \"data\", \"raw_data\", \"ghcnd-stations.txt\"),\n fwf_positions(stationStarts, stationEnds, stationNames),\n cols(\"id\" = col_character(),\n \"latitude\" = col_number(),\n \"longitude\" = col_number(),\n \"elevation\" = col_number(),\n \"state\" = col_character(),\n \"name\" = col_character(),\n \"gsn\" = col_character(),\n \"hcn\" = col_character(),\n \"wmo\" = col_character()\n ))\n# a function to filter precipitation data from full dataset\nfilterPrecip <- function(fileYear, .pb = NULL){\n # progress bar\n if ((!is.null(.pb)) && inherits(.pb, \"Progress\") && (.pb$i < .pb$n)) .pb$tick()$print()\n Sys.sleep(0.001)\n \n # find file, download, import, filter to US & Canada precipitation data, export new file\n fileURL <- glue::glue(\"ftp://ftp.ncdc.noaa.gov/pub/data/ghcn/daily/by_year/{fileYear}.csv.gz\")\n df <- read_csv(fileURL,col_names = c(\"id\", \"date\", \"element\", \"value\", \"mflag\", \"qflag\", \"sflag\", \"obstime\"),\n col_types = c(\"cdcncccc\")) %>% \n filter(element == \"PRCP\") \n \n # find the unique station id's with at least 365 days' worth of data for the year\n unique <- df %>% \n group_by(id) %>% \n summarise(count = n()) %>% \n filter(count >= 365) \n \n # keep only the station ids with data for the full year that are also in the US or Canada\n nonMissing <- df %>%\n filter(id %in% unique$id) %>% \n # combine with station information to keep US & Canada stations\n left_join(stations) %>% \n # remove any not in the US or Canada\n filter(!is.na(state))\n \n # define the location and filename for the new file\n fileName = here::here(\"assets\", \"data\", \"raw_data\", \"precip_full_unique.csv\")\n\n # export the data to a csv\n\twrite.table(nonMissing, file = fileName, row.names = FALSE, append = TRUE, sep = \",\", col.names = !file.exists(fileName))\n}\nyears <- seq(2010, 2019, by = 1)\npb <- progress_estimated(length(years))\nmap_df(years, filterPrecip, .pb = pb)\n# import data from location where it had been exported\nallPrecip <- read_csv(here::here(\"assets\", \"data\", \"raw_data\", \"precip_full_unique.csv\"),\n col_types = c(\"cdcncccc\"))\n\n# find station ids that have data for all 10 years\nall10Unique <- allPrecip %>% \n group_by(id) %>% \n summarise(count = n()) %>% \n # keep stations with daily records over 10 years (including leap years)\n filter(count == 3652)\n\n# Combine with the station data\nall10Stations <- all10Unique %>% \n left_join(stations)\n\n# keep only the stations that have 10 years of data\nall10 <- allPrecip %>% \n filter(id %in% all10Unique$id) %>% \n left_join(stations)\n# Calculate total annual rainfall for each station\ntenYearTotals <- all10 %>% \n # remove any with missing date field\n filter(!is.na(date)) %>% \n # convert to a date object and create a new column for the year\n mutate(date = lubridate::ymd(date),\n year = year(date)) %>% \n # find the total amount of rain per station per year\n group_by(id, year) %>% \n summarise(total = sum(value))\n\n# Find the average annual rainfall per station\ntenYearAvg <- tenYearTotals %>% \n # calculate the mean annual rainfall per station\n group_by(id) %>% \n summarise(average = mean(total)) %>% \n # sort in descending order\n arrange(desc(average)) %>% \n # add a column ranking the stations by average annual rainfall\n mutate(rank = row_number()) %>% \n # combine with the station data\n left_join(stations)\n\n# Find annual rainfall data for only 2019\nlastYearOnly <- all10 %>% \n filter(!is.na(date)) %>% \n # convert to a date object and create a separate column for the year\n mutate(date = lubridate::ymd(date),\n year = year(date)) %>% \n # keep only data from 2019\n filter(year == 2019) %>% \n # calculate the total amount of rainfall per station in 2019\n group_by(id) %>% \n summarise(total = sum(value))\n\n# Prepare data for export\nexportAnnual <- tenYearAvg %>% \n # combine average annual rainfall and 2019's total rainfall in the same data frame\n left_join(lastYearOnly) %>% \n # rename the column with 2019's data to 'total19'\n rename(total19 = total) %>% \n # remove unnecessary columns\n select(-c(\"gsn\", \"hcn\", \"wmo\")) %>% \n # convert from tenths of a mm to 1 mm\n mutate(total19 = total19 / 10,\n average = average / 10) %>% \n # convert to inches\n mutate(total19 = round(total19 / 25.4, 1),\n average = round(average / 25.4, 1))\n\n# write the dataframe to a csv file\nwrite.csv(exportAnnual, here::here(\"assets\", \"data\", \"processed_data\", \"annual_precip.csv\"), row.names = FALSE, na = \"\")\ngeocodedIDs <- read_csv('https://github.com/the-pudding/data/blob/master/rain/locations.csv')\nannualGeo <- geocodedIDs %>% \n select(-c(\"latitude\", \"longitude\", \"state\")) %>% \n left_join(exportAnnual, by = \"id\") %>% \n select(-rank)\n"
},
{
"path": "rain/annual_precipitation.csv",
"content": "id,city,station,average,latitude,longitude,state,total19\r\nUSW00021504,Hilo,HILO INTL AP,112.9,19.7192,-155.0531,HI,100.8\r\nUSW00094240,Forks,QUILLAYUTE STATE AP,105.4,47.9375,-124.555,WA,81\r\nUSS0021B01S,Skykomish,Stevens Pass,92.9,47.75,-121.09,WA,65.6\r\nUSS0022E07S,Foster,Jump Off Joe,87,44.39,-122.17,OR,65.7\r\nUSC00455840,Rockport,NEWHALEM,80.9,48.6758,-121.2419,WA,56.9\r\nUSC00084461,North Palm Beach,JUNO BEACH,78,26.86,-80.0553,FL,89.5\r\nUSC00352973,Florence,FLORENCE #2,75.7,44.0039,-124.0947,OR,64.8\r\nUSC00353705,Yamhill,HASKINS DAM,75.1,45.3128,-123.35,OR,50.9\r\nUSW00094224,Warrenton,ASTORIA RGNL AP,73.3,46.1569,-123.8825,OR,51.5\r\nUSW00025501,Kodiak,KODIAK AP,73.2,57.7511,-152.4856,AK,73.8\r\nUSC00451679,Concrete,CONCRETE PPL FISH STN,72.8,48.5397,-121.7422,WA,52.4\r\nUSC00355221,Idanha,MARION FORKS FISH HATCHERY,72.5,44.6125,-121.9486,OR,54.9\r\nUSC00097827,Sautee Nacoochee,SAUTEE 3W,72,34.6647,-83.7342,GA,81\r\nUSW00013899,Pensacola,PENSACOLA RGNL AP,71.1,30.4781,-87.1869,FL,52.6\r\nUSC00160558,Baton Rouge,BATON ROUGE SHERWOOD,70.9,30.4494,-91.0478,LA,75.9\r\nUSC00406162,Monteagle,MONTEAGLE,70.7,35.2242,-85.8414,TN,81.9\r\nUSW00094225,Hoquiam,HOQUIAM BOWERMAN AP,69.9,46.9728,-123.9303,WA,45.2\r\nUSW00012839,Miami,MIAMI INTL AP,69,25.7906,-80.3164,FL,67.2\r\nUSW00013894,Mobile,MOBILE,67.7,30.6794,-88.2397,AL,64.7\r\nUS1FLOK0029,Mary Esther,MARY ESTHER 0.6 E,67.1,30.4109,-86.6475,FL,54.6\r\nUSW00013970,Baton Rouge,BATON ROUGE RYAN AP,66.5,30.5372,-91.1469,LA,64.1\r\nRQW00011641,Carolina,SAN JUAN L M MARIN AP,66.3,18.4325,-66.0108,PR,47\r\nUSW00025309,Juneau,JUNEAU INTL AP,66.2,58.3567,-134.5639,AK,60.5\r\nUSC00164700,Jennings,JENNINGS,65.5,30.2003,-92.6642,LA,69\r\nUS1FLMD0022,Miami,HAMMOCKS 0.5 SSE,65.4,25.665,-80.4395,FL,63\r\nUSC00400284,Athens,ATHENS,64.8,35.4322,-84.5833,TN,75.7\r\nUSW00093874,Gulfport,GULFPORT - BILOXI AP,64.2,30.4119,-89.0808,MS,49.2\r\nUSW00012916,Kenner,NEW ORLEANS INTL AP,63.7,29.9933,-90.2511,LA,62.6\r\nUSC00462211,Davis,DAVIS 3SE,63.2,39.0981,-79.4322,WV,63.8\r\nUS1FLHB0004,Valrico,VALRICO 2.2 SE,62.7,27.9125,-82.2261,FL,68.1\r\nUSW00013748,Wilmington,WILMINGTON INTL AP,62.3,34.2675,-77.8997,NC,49.1\r\nUSC00226527,Olive Branch,OLIVE BRANCH,62.3,34.9536,-89.8297,MS,85.2\r\nUSW00013833,Hattiesburg,HATTIESBURG CHAIN MUNI AP,61.6,31.2819,-89.2531,MS,66.6\r\nUSW00003937,Lake Charles,LAKE CHARLES,61.6,30.125,-93.2158,LA,66\r\nUSC00177238,Robbinston,ROBBINSTON,61.3,45.0853,-67.1206,ME,70\r\nUSW00003940,Flowood,JACKSON INTL AP,61.1,32.3206,-90.0778,MS,64.2\r\nUSC00449272,Woolwine,WOOLWINE 1 SE,61,36.7736,-80.2622,VA,56.6\r\nUS1TNHT0001,Tennessee Ridge,TENNESSEE RIDGE 1.4 SW,60.4,36.3087,-87.7842,TN,61.6\r\nUS1MSLD0008,Collinsville,COLLINSVILLE 4.0 NNE,60.4,32.5498,-88.8206,MS,67.6\r\nUSC00405956,Memphis,MEMPHIS WFO,60.3,35.1297,-89.8036,TN,76.7\r\nUSC00220656,Golden,BELMONT 2 SSE,60.1,34.4772,-88.1994,MS,76.8\r\nUS1FLBV0001,Palm Bay,PALM BAY 2.6 SSE,59.6,27.9512,-80.642,FL,67.8\r\nUSW00003847,Crossville,CROSSVILLE MEM AP,59.6,35.9508,-85.0814,TN,68\r\nUSC00030130,Paron,ALUM FK,59.3,34.7961,-92.8417,AR,73.9\r\nUSC00407184,Pikeville,PIKEVILLE,58.6,35.5983,-85.1939,TN,70.2\r\nUSC00408868,Tazewell,TAZEWELL,58.6,36.465,-83.5603,TN,71.7\r\nUSC00408160,Selmer,SELMER,58.4,35.1647,-88.5994,TN,71.8\r\nUS1MSWN0002,Noxapater,NOXAPATER 3.3 WSW,58.3,32.9751,-89.117,MS,75.6\r\nUSC00303851,Constableville,HIGHMARKET,58.3,43.5753,-75.5208,NY,65.4\r\nUSW00093805,Tallahassee,TALLAHASSEE,57.6,30.3975,-84.3289,FL,39.1\r\nUSW00013865,Meridian,MERIDIAN KEY FLD,57.6,32.3347,-88.7442,MS,60.6\r\nUSS0019K07S,Reno,Mt Rose Ski Area,57.6,39.32,-119.89,NV,80.7\r\nUSW00093862,Tupelo,TUPELO RGNL AP,57.3,34.2622,-88.7714,MS,77\r\nUS1TNMY0008,Columbia,COLUMBIA 1.2 SSW,57.3,35.6072,-87.0592,TN,64.7\r\nUSC00157215,Scottsville,SCOTTSVILLE,57.3,36.7461,-86.2258,KY,69.5\r\nUS1TNRD0001,Murfreesboro,MURFREESBORO 5.5 NNW,57.2,35.9247,-86.4367,TN,69\r\nUS1INDB0001,Huntingburg,HUNTINGBURG 0.4 SSW,56.9,38.2929,-86.9611,IN,68.2\r\nUSC00365344,Mahanoy City,MAHANOY CITY 2 N,56.7,40.8344,-76.1353,PA,56.7\r\nUSC00155097,Park City,MAMMOTH CAVE,56.6,37.1317,-86.1481,KY,64.9\r\nUS1KYTD0002,Guthrie,GUTHRIE 0.8 WNW,56.5,36.6534,-87.184,KY,61.2\r\nUS1GACW0002,Sharpsburg,SHARPSBURG 6.0 N,56.5,33.4273,-84.6607,GA,55\r\nUSW00013893,Memphis,MEMPHIS INTL AP,56.4,35.0564,-89.9864,TN,73.7\r\nUSC00154958,Louisville,LOUISVILLE WFO,56.2,38.115,-85.6444,KY,59.2\r\nUSW00013882,Chattanooga,CHATTANOOGA LOVELL AP,56.2,35.0311,-85.2014,TN,63.2\r\nUSW00003811,Jackson,JACKSON MCKELLAR AP,56.1,35.5931,-88.9167,TN,66.2\r\nUSC00414325,Sugar Land,HOUSTON-WESTBURY,56.1,29.66,-95.6275,TX,55.2\r\nUS1GACW0009,Newnan,NEWNAN 2.6 W,55.8,33.384,-84.8338,GA,56.9\r\nUSW00013876,Birmingham,BIRMINGHAM AP,55.7,33.5656,-86.745,AL,52.6\r\nUSC00178792,Topsfield,TOPSFIELD 2,55.7,45.4353,-67.7214,ME,61\r\nUSW00013942,Monroe,MONROE RGNL AP,55.7,32.5156,-92.0406,LA,61.7\r\nUSW00003952,North Little Rock,LITTLE ROCK,55.6,34.8364,-92.2619,AR,66.2\r\nUSW00003889,Jackson,JACKSON,55.6,37.5908,-83.3131,KY,57.6\r\nUSW00003856,Madison,HUNTSVILLE INTL AP,55.4,34.6439,-86.7861,AL,61.6\r\nUS1GAFT0019,Atlanta,EAST POINT 6.3 WNW,54.8,33.7014,-84.5722,GA,55.2\r\nUS1PABR0002,Reading,READING 3.5 SW,54.7,40.3162,-75.9887,PA,66.6\r\nUSC00301625,Colden,COLDEN 1W,54.6,42.6472,-78.7111,NY,54.9\r\nUSC00085359,Marco Island,MARCO IS,54.5,25.9492,-81.7139,FL,57.1\r\nUSW00013880,Charleston Afb,CHARLESTON INTL AP,54.4,32.8986,-80.0403,SC,49.5\r\nUSW00012842,Tampa,TAMPA INTL AP,54.3,27.9619,-82.5403,FL,60.8\r\nUSW00093820,Lexington,LEXINGTON BLUEGRASS AP,54.3,38.0408,-84.6058,KY,56.1\r\nUSW00013891,Alcoa,KNOXVILLE MCGHEE TYSON AP,54.2,35.8181,-83.9858,TN,64.3\r\nUS1INOW0009,Spencer,SPENCER 7.0 S,54.1,39.1858,-86.7782,IN,65.1\r\nUSC00166584,Natchitoches,NATCHITOCHES #2,54,31.8142,-93.0856,LA,60.8\r\nUSC00450482,Battle Ground,BATTLE GROUND,53.9,45.7717,-122.5286,WA,40.6\r\nUSW00003816,West Paducah,PADUCAH,53.8,37.0683,-88.7719,KY,70.3\r\nUS1INWK0005,Boonville,BOONVILLE 2.4 N,53.8,38.0805,-87.2758,IN,66.5\r\nUSC00382735,Edisto Island,EDISTO IS MIDDLETON PLANTATION,53.8,32.6072,-80.3258,SC,58.1\r\nUSW00013963,Little Rock,LITTLE ROCK AP ADAMS FLD,53.7,34.7272,-92.2389,AR,60.5\r\nUSW00003812,Fletcher,ASHEVILLE RGNL AP,53.6,35.4319,-82.5375,NC,57.2\r\nUSC00065445,Norfolk,NORFOLK 2 SW,53.5,41.9725,-73.2208,CT,53.3\r\nUSC00190736,Milton,BLUE HILL,53.4,42.2122,-71.1136,MA,57.2\r\nUSW00013897,Nashville,NASHVILLE INTL AP,53.2,36.1189,-86.6892,TN,64.3\r\nUSW00093808,Bowling Green,BOWLING GREEN WARREN CO AP,53.1,36.9647,-86.4239,KY,62.1\r\nUSW00012918,Houston,HOUSTON HOBBY AP,52.9,29.6381,-95.2819,TX,55.1\r\nUSC00195984,Norton,NORTON W,52.8,41.9928,-71.1667,MA,58.8\r\nUSW00093821,Louisville,LOUISVILLE INTL AP,52.2,38.1811,-85.7392,KY,53.3\r\nUSC00171131,Cape Neddick,CAPE NEDDICK,52.2,43.2242,-70.6389,ME,57.8\r\nUSC00443375,Buena Vista,GLASGOW 1 SE,52.1,37.6183,-79.4358,VA,48.7\r\nUSW00024227,Olympia,OLYMPIA AP,52.1,46.9733,-122.9033,WA,37.1\r\nUS1NCWK0013,Raleigh,RALEIGH 5.9 ENE,52.1,35.8624,-78.5665,NC,50.2\r\nUSC00185934,Manchester,MILLERS 4 NE,52,39.7194,-76.8028,MD,48.2\r\nUSC00193624,Hingham,HINGHAM,52,42.2269,-70.9125,MA,62.3\r\nUS1NCNS0002,Nashville,NASHVILLE 3.2 W,51.6,35.9713,-78.0134,NC,48\r\nUSC00448192,Suffolk,SUFFOLK LAKE KILBY,51.5,36.7297,-76.6014,VA,49.8\r\nUSW00003870,Greer,GREER,51.5,34.8831,-82.2203,SC,51.9\r\nUSC00173862,Hollis Center,HOLLIS,51.3,43.6475,-70.675,ME,53.5\r\nUSW00013874,Atlanta,ATLANTA HARTSFIELD INTL AP,51.2,33.63,-84.4417,GA,43.8\r\nUS1DENC0002,Newark,NEWARK 3.9 SSW,51.1,39.6249,-75.7861,DE,51.6\r\nUSW00012960,Houston,HOUSTON INTERCONT AP,51.1,29.98,-95.36,TX,52\r\nUSC00360868,Bradford,BRADFORD 4SW RSCH 5,51,41.8981,-78.7144,PA,54.4\r\nUSW00014737,Catasauqua,ALLENTOWN INTL AP,50.9,40.6508,-75.4492,PA,60.7\r\nUSW00094728,New York,NEW YORK CNTRL PK TWR,50.8,40.7789,-73.9692,NY,53.1\r\nUSW00013895,Montgomery,MONTGOMERY AP,50.6,32.2997,-86.4075,AL,47.7\r\nUSC00368361,Springboro,SPRINGBORO 3 WNW,50.6,41.8161,-80.425,PA,51\r\nUSW00094746,Worcester,WORCESTER RGNL AP,50.6,42.2706,-71.8731,MA,54.8\r\nUSW00012834,Daytona Beach,DAYTONA BEACH INTL AP,50.4,29.1828,-81.0483,FL,59\r\nUSS0022F18S,Chemult,Diamond Lake,50.3,43.19,-122.14,OR,44.9\r\nUSC00091500,Camilla,CAMILLA 3SE,50.2,31.1903,-84.2036,GA,43\r\nUSW00013873,Athens,ATHENS BEN EPPS AP,50.1,33.9481,-83.3275,GA,46.3\r\nUSC00175736,New Sharon,NEW SHARON,50,44.6353,-70.0003,ME,51.5\r\nUS1DENC0010,Wilmington,NEWPORT 2.4 WNW,49.9,39.7256,-75.6488,DE,48.4\r\nUSS0015B02S,Mullan,Lookout,49.9,47.46,-115.71,ID,37.8\r\nUSW00093718,North Myrtle Beach,N MYRTLE BCH AP,49.9,33.8117,-78.7239,SC,56\r\nUSW00012816,Gainesville,GAINESVILLE RGNL AP,49.9,29.6919,-82.2756,FL,49.7\r\nUSC00178817,Turner,TURNER,49.8,44.2822,-70.2561,ME,51.4\r\nUSC00361810,Coudersport,COUDERSPORT 7SE,49.8,41.7392,-77.9711,PA,55.4\r\nUSC00387687,Pendleton,SANDY SPRINGS 2 NE,49.7,34.6111,-82.7269,SC,41.8\r\nUSW00012815,Orlando,ORLANDO INTL AP,49.7,28.4339,-81.325,FL,48\r\nUS1FLLK0003,Groveland,GROVELAND 1.7 E,49.7,28.565,-81.824,FL,48.6\r\nUS1NHMR0006,Danbury,DANBURY 2.2 ESE,49.7,43.52,-71.819,NH,49.9\r\nUS1INDV0001,Washington,WASHINGTON 1.5 NW,49.6,38.6754,-87.19,IN,62\r\nUSC00170409,Bath,BATH,49.6,43.9317,-69.8564,ME,54.4\r\nUSW00013889,Jacksonville,JACKSONVILLE,49.5,30.4844,-81.7019,FL,46.4\r\nUSC00172048,Durham,DURHAM,49.4,43.9997,-70.0964,ME,52.7\r\nUSC00300321,Auburn,AUBURN,49.4,42.9328,-76.5447,NY,50.5\r\nUSW00014764,Portland,PORTLAND INTL JETPORT,49.3,43.6497,-70.3003,ME,52.2\r\nUSW00093814,Hebron,CINCINNATI NORTHERN KY AP,49.3,39.0431,-84.6717,KY,52.8\r\nUSC00317845,Shelby,SHELBY 2 NW,49.2,35.3111,-81.5708,NC,52.6\r\nUSW00093842,Columbus,COLUMBUS METRO AP,49.2,32.5161,-84.9422,GA,49\r\nUSW00012838,Melbourne,MELBOURNE INTL AP,49.1,28.1011,-80.6439,FL,55.7\r\nUSW00003860,Huntington,HUNTINGTON TRI STATE AP,49.1,38.365,-82.555,WV,49.4\r\nUSW00014765,Warwick,PROVIDENCE T F GREEN AP,48.9,41.7219,-71.4325,RI,52\r\nUSC00353971,Sweet Home,HOLLEY,48.9,44.3525,-122.7842,OR,43.1\r\nUSW00014711,Middletown,MIDDLETOWN HARRISBURG INTL AP,48.7,40.1936,-76.7633,PA,47.9\r\nUSC00367732,Brogue,SAFE HARBOR DAM,48.7,39.8958,-76.3947,PA,49.1\r\nUSC00317202,Reidsville,REIDSVILLE 2 NW,48.6,36.3797,-79.6944,NC,49.7\r\nUSW00014734,Elizabeth,NEWARK INTL AP,48.5,40.6825,-74.1694,NJ,58.6\r\nUSW00013722,Morrisville,RALEIGH DURHAM INTL AP,48.5,35.8922,-78.7819,NC,43\r\nUSW00053860,Jacksonville,JACKSONVILLE CRAIG MUNI AP,48.3,30.3361,-81.5147,FL,47.6\r\nUSW00014740,Windsor Locks,HARTFORD BRADLEY INTL AP,48.3,41.9381,-72.6825,CT,52.5\r\nUSC00319675,Yadkinville,YADKINVILLE 6 E,48.2,36.1306,-80.5481,NC,47\r\nUSC00235027,Lockwood,LOCKWOOD,48.2,37.3908,-93.9492,MO,60.5\r\nUSW00013866,Charleston,CHARLESTON YEAGER AP,48.2,38.3794,-81.59,WV,46.9\r\nUS1INHN0011,Fortville,MCCORDSVILLE 2.6 NE,48.2,39.937,-85.9,IN,50.5\r\nUSC00314996,Lincolnton,LINCOLNTON 4 W,48.2,35.4606,-81.3297,NC,53.9\r\nUSC00406534,Newport,NEWPORT 1 NW,48.2,35.9833,-83.2008,TN,57.6\r\nUSW00013957,Shreveport,SHREVEPORT,48,32.4506,-93.8411,LA,42.9\r\nUSW00013964,Fort Smith,FT SMITH RGNL AP,48,35.3331,-94.3625,AR,67.5\r\nUSC00446475,Painter,PAINTER 2 W,48,37.5844,-75.8217,VA,46.4\r\nUSW00003962,Bismarck,HOT SPRINGS ASOS,47.9,34.29,-93.06,AR,52.4\r\nUSS0021C28S,Naches,White Pass E.S.,47.7,46.64,-121.38,WA,33.8\r\nUSW00093987,Diboll,LUFKIN ANGELINA CO AP,47.7,31.2361,-94.7544,TX,41.7\r\nUS1NCGL0008,Greensboro,GREENSBORO 5.3 NNE,47.6,36.1515,-79.7968,NC,51.8\r\nUSW00013786,Elizabeth City,ELIZABETH CITY CGAS,47.6,36.2606,-76.175,NC,55\r\nUSW00013781,New Castle,WILMINGTON NEW CASTLE CO AP,47.5,39.6728,-75.6008,DE,48\r\nUSW00012923,Galveston,GALVESTON SCHOLES FLD,47.4,29.2733,-94.8592,TX,59.3\r\nUSW00093721,Hanover,BALTIMORE WASH INTL AP,47.3,39.1667,-76.6833,MD,38.2\r\nUS1ILSC0003,Belleville,BELLEVILLE 2.2 SE,47.3,38.5096,-89.9711,IL,54.8\r\nUSC00193276,Groveland,GROVELAND,47.3,42.7467,-71.0425,MA,50.2\r\nUSS0013A27S,Cut Bank,Many Glacier,47.1,48.8,-113.67,MT,40.9\r\nUSW00093720,Salisbury,SALISBURY WICOMICO RGNL AP,46.9,38.3406,-75.5103,MD,36.9\r\nUSC00272302,Milford,E MILFORD,46.9,42.8267,-71.6261,NH,45.7\r\nUSW00003822,Savannah,SAVANNAH INTL AP,46.7,32.13,-81.21,GA,51.4\r\nUSW00004781,Ronkonkoma,ISLIP LI MACARTHUR AP,46.7,40.7939,-73.1017,NY,48.8\r\nUSC00190120,Amherst,AMHERST,46.6,42.3861,-72.5375,MA,45\r\nUSC00351897,Cottage Grove,COTTAGE GROVE 2E,46.5,43.7917,-123.0275,OR,42.2\r\nUS1MOFSA065,Salem,SALEM 1.8 NW,46.5,37.6605,-91.5535,MO,53.9\r\nUSC00237263,Rolla,ROLLA MISSOURI S&T,46.3,37.9567,-91.7761,MO,50.5\r\nUSC00313555,Graham,GRAHAM 2 ENE,46.3,36.0503,-79.3728,NC,52.4\r\nUS1ILWL0051,Plainfield,PLAINFIELD 2.4 SSE,46.2,41.5819,-88.1937,IL,63.7\r\nUSW00013877,Blountville,BRISTOL TRI CITY AP,46.1,36.4731,-82.4044,TN,56\r\nUSW00014732,East Elmhurst,NEW YORK LAGUARDIA AP,46.1,40.7794,-73.8803,NY,50.9\r\nUSW00014778,Montoursville,WILLIAMSPORT,46,41.2433,-76.9217,PA,48.7\r\nUSW00013741,Roanoke,ROANOKE RGNL AP,45.8,37.3169,-79.9742,VA,42.6\r\nUSW00013971,Harrison,HARRISON BOONE CO AP,45.8,36.2667,-93.1567,AR,57\r\nUSC00274234,Hudson,HUDSON 1 SSE,45.7,42.7831,-71.4147,NH,52.6\r\nUSW00003813,Macon,MACON MIDDLE GA RGNL AP,45.7,32.6847,-83.6528,GA,44.6\r\nUSW00013723,Greensboro,PIEDMONT TRIAD INTL AP,45.7,36.0969,-79.9433,NC,52\r\nUSC00368469,Austin,STEVENSON DAM,45.6,41.4039,-78.0183,PA,54.7\r\nUSW00004725,Johnson City,BINGHAMTON,45.6,42.1997,-75.985,NY,44\r\nUSC00307705,Sherburne,SHERBURNE,45.6,42.6772,-75.5067,NY,44\r\nUSW00013740,Richmond,RICHMOND INTL AP,45.6,37.505,-77.3203,VA,42.9\r\nUSW00014860,Erie,ERIE INTL AP,45.6,42.08,-80.1825,PA,40.4\r\nUSC00128784,Tipton,TIPTON 5 SW,45.5,40.2233,-86.1086,IN,40.4\r\nUSS0005J37S,Bellvue,Joe Wright,45.5,40.53,-105.89,CO,44.7\r\nUSW00013883,West Columbia,COLUMBIA,45.5,33.9486,-81.1186,SC,42.3\r\nUSW00094702,Stratford,BRIDGEPORT SIKORSKY MEM AP,45.5,41.1583,-73.1289,CT,51.1\r\nUSC00441955,Concord,CONCORD 4 SSW,45.5,37.2819,-78.9592,VA,45.9\r\nUSS0015C05S,Pierce,Pierce R.S.,45.4,46.49,-115.8,ID,41.4\r\nUS1OHMD0002,Brunswick,BRUNSWICK 0.5 NE,45.4,41.2498,-81.8133,OH,43.6\r\nUSW00013736,Morgantown,MORGANTOWN HART FLD,45.2,39.6428,-79.9164,WV,45.1\r\nUSC00444148,Huddleston,HUDDLESTON 4 SW,45.2,37.1258,-79.525,VA,47.9\r\nUSW00094789,Springfield Gardens,NEW YORK JFK INTL AP,45.1,40.6386,-73.7622,NY,52\r\nUSW00013995,Springfield,SPRINGFIELD,45.1,37.2353,-93.4003,MO,54.5\r\nUSW00013881,Charlotte,CHARLOTTE DOUGLAS AP,45.1,35.2236,-80.9553,NC,54.1\r\nUSW00003872,Beaver,BECKLEY RALEIGH CO AP,45.1,37.7836,-81.1231,WV,44.1\r\nUSW00093739,Horntown,WALLOPS ISLAND FLIGHT FAC,45.1,37.9406,-75.4631,VA,46.7\r\nUSW00014852,Vienna,YOUNGSTOWN RGNL AP,45,41.2544,-80.6739,OH,49.8\r\nUSW00093846,Anderson,ANDERSON CO AP,44.9,34.4978,-82.7097,SC,39.4\r\nUSC00125407,Martinsville,MARTINSVILLE 2 SW,44.8,39.4039,-86.453,IN,52.5\r\nUS1OHFR0003,Columbus,GRANDVIEW HEIGHTS 0.1 N,44.6,39.981,-83.0401,OH,42.2\r\nUSC00369408,Wellsboro,WELLSBORO 4 SW,44.5,41.7003,-77.3872,PA,47.8\r\nUSC00330279,Athens,ATHENS OU,44.5,39.3225,-82.0994,OH,52.1\r\nUSC00367409,Renovo,RENOVO,44.5,41.33,-77.7381,PA,47.4\r\nUSW00003901,Longview,LONGVIEW E TX RGNL AP,44.5,32.3847,-94.7117,TX,48.3\r\nUSW00014895,Canton,AKRON CANTON RGNL AP,44.4,40.9167,-81.4333,OH,44.3\r\nUSW00014820,Cleveland,CLEVELAND,44.3,41.4131,-81.86,OH,40\r\nUSW00093819,Indianapolis,INDIANAPOLIS,44.2,39.7075,-86.2803,IN,47.2\r\nUSC00117457,Romeoville,ROMEOVILLE WFO,44.2,41.6042,-88.085,IL,56.8\r\nUSW00013994,Bridgeton,ST LOUIS LAMBERT INTL AP,44.1,38.7525,-90.3736,MO,54\r\nUSW00014607,Caribou,CARIBOU MUNI AP,44,46.8706,-68.0172,ME,41.6\r\nUSC00360132,Duncansville,ALTOONA 7 SW,44,40.4189,-78.4197,PA,44.8\r\nUS1OHPT0012,Mogadore,MOGADORE 4.7 SE,43.9,41.0085,-81.329,OH,51.9\r\nUSC00440766,Blacksburg,BLACKSBURG NWSO,43.9,37.2039,-80.4144,VA,42.7\r\nUSC00368449,State College,STATE COLLEGE,43.8,40.7933,-77.8672,PA,41.5\r\nUSC00441159,Buena Vista,BUENA VISTA,43.7,37.7267,-79.3628,VA,43.2\r\nUSW00014821,Columbus,COLUMBUS PORT COLUMBUS INTL AP,43.7,39.9914,-82.8808,OH,44\r\nUSC00231801,Columbia,COLUMBIA U OF M,43.6,38.9425,-92.3206,MO,46.5\r\nUSW00014891,Mansfield,MANSFIELD LAHM MUNI AP,43.5,40.8203,-82.5178,OH,47.9\r\nUSW00004751,Lewis Run,BRADFORD RGNL AP,43.5,41.8031,-78.6403,PA,44.8\r\nUS1MDAL0002,Cumberland,CRESAPTOWN-BEL AIR 0.9 SSE,43.5,39.5768,-78.8498,MD,43\r\nUSW00014745,Concord,CONCORD MUNI AP,43.4,43.1953,-71.5011,NH,45.2\r\nUS1ILGY0001,Morris,CARBON HILL 3.1 N,43.4,41.3414,-88.2981,IL,60.3\r\nUSW00013878,Saint Simons Island,BRUNSWICK MALCOLM MCKINNON AP,43.1,31.1522,-81.3908,GA,44.4\r\nUSW00013733,Lynchburg,LYNCHBURG RGNL AP,43.1,37.3208,-79.2067,VA,39.1\r\nUSC00211198,Caledonia,CALEDONIA,42.8,43.6308,-91.5028,MN,47.9\r\nUSC00315356,Marshall,MARSHALL,42.7,35.8033,-82.6658,NC,47.3\r\nUS1ILWD0005,Morrison,MORRISON 3.2 E,42.6,41.816,-89.904,IL,56.1\r\nUSW00014606,Bangor,BANGOR INTL AP,42.6,44.7978,-68.8186,ME,52\r\nUSW00003820,Augusta,AUGUSTA BUSH FLD AP,42.5,33.3644,-81.9633,GA,50.9\r\nUSW00094823,Coraopolis,PITTSBURGH INTL AP,42.5,40.4847,-80.2144,PA,52.5\r\nUSW00013743,Arlington,WASHINGTON REAGAN AP,42.4,38.8483,-77.0342,VA,42.4\r\nUSC00437054,Saint Johnsbury,SAINT JOHNSBURY,42.4,44.42,-72.0194,VT,47.5\r\nUSC00369823,Bedford,WOLFSBURG,42.4,40.0394,-78.5239,PA,47\r\nUS1ILCN0003,Assumption,PANA 6.2 NNE,42.2,39.4736,-89.0462,IL,51.5\r\nUSC00442044,Covington,COVINGTON FLTR PLT,42.1,37.8111,-79.9883,VA,38.2\r\nUSC00474790,Lodi,LODI,42.1,43.3217,-89.5311,WI,52.8\r\nUSW00024233,Seattle,SEATTLE TACOMA INTL AP,42.1,47.4444,-122.3139,WA,33.9\r\nUSC00464840,Keyser,KEYSER 2 SSW,42,39.4214,-79.005,WV,39.5\r\nUSS0020L02S,Tahoma,Rubicon #2,41.9,39,-120.13,CA,52.6\r\nUSW00014733,Buffalo,BUFFALO,41.6,42.9486,-78.7369,NY,47.8\r\nUSW00094860,Grand Rapids,GRAND RAPIDS,41.6,42.8939,-85.5447,MI,51.4\r\nUSW00093815,Vandalia,DAYTON INTL AP,41.5,39.9061,-84.2186,OH,43\r\nUSW00094908,Dubuque,DUBUQUE RGNL AP,41.5,42.3978,-90.7036,IA,54.9\r\nUSC00304996,Malone,MALONE,41.4,44.8419,-74.3081,NY,41.4\r\nUSW00094846,Elk Grove Village,CHICAGO OHARE INTL AP,41.4,41.995,-87.9336,IL,49.6\r\nUSC00115961,Mundelein,MUNDELEIN 4 WSW,41.2,42.2553,-88.0775,IL,54.2\r\nUSW00003904,College Station,COLLEGE STN,41.2,30.5892,-96.3647,TX,36.3\r\nUS1OHSN0003,Tiffin,TIFFIN 5.2 SE,41.1,41.0589,-83.1127,OH,45.8\r\nUSW00024213,Eureka,EUREKA WFO WOODLEY ISLAND,41.1,40.8097,-124.1603,CA,44\r\nUSW00003947,Kansas City,KANSAS CITY INTL AP,41.1,39.2972,-94.7306,MO,53.2\r\nUSW00014827,Fort Wayne,FT WAYNE INTL AP,41.1,40.9706,-85.2064,IN,39.1\r\nUSW00014842,Peoria,PEORIA GTR PEORIA AP,41.1,40.6675,-89.6839,IL,50.8\r\nUS1IASR0002,Ames,AMES 1.5 NNE,41.1,42.0448,-93.6174,IA,40.1\r\nUS1MIIN0001,Saranac,SARANAC 2.6 NE,41,42.9576,-85.1738,MI,49.9\r\nUSC00476827,Prairie Du Chien,PRAIRIE DU CHIEN,40.9,43.0514,-91.135,WI,52.3\r\nUSS0020K27S,Tahoe City,Tahoe City Cross,40.9,39.17,-120.15,CA,53.9\r\nUSW00014605,Augusta,AUGUSTA STATE AP,40.9,44.3206,-69.7972,ME,42.9\r\nUSC00474937,Eastman,LYNXVILLE DAM 9,40.8,43.2117,-91.0986,WI,54.8\r\nUSC00476718,Portage,PORTAGE,40.7,43.5278,-89.4342,WI,47.3\r\nUS1VASH0002,Strasburg,STRASBURG 3.7 N,40.7,39.0422,-78.3506,VA,40.5\r\nUSW00024232,Salem,SALEM MCNARY FLD,40.7,44.905,-123.0011,OR,30.9\r\nUSC00114710,Kewanee,KEWANEE 1 E,40.6,41.2428,-89.8997,IL,50.9\r\nUSW00093822,Springfield,SPRINGFIELD CAPITAL AP,40.5,39.8447,-89.6839,IL,49.4\r\nUSC00478540,Beaver Dam,TOWN OF WESTFORD,40.5,43.4719,-88.8825,WI,48.3\r\nUSW00013972,Tyler,TYLER POUNDS FLD,40.4,32.3542,-95.4025,TX,42.6\r\nUS1OHDR0001,Bradford,BRADFORD 2.3 NW,40.4,40.1526,-84.4613,OH,42.2\r\nUSC00436995,Rutland,RUTLAND,40.4,43.6253,-72.9781,VT,45.7\r\nUSC00208774,Wellston,WELLSTON 1N,40.3,44.2294,-85.9572,MI,51.8\r\nUS1OHSM0005,Cuyahoga Falls,CUYAHOGA FALLS 1.1 ESE,40.3,41.1623,-81.5037,OH,44.8\r\nUSC00231580,Chillicothe,CHILLICOTHE 2S,40.2,39.775,-93.5358,MO,55.4\r\nUSC00336405,Pandora,PANDORA,40.2,40.9461,-83.9614,OH,44.3\r\nUSS0007M33S,Silverton,Red Mountain Pass,40.2,37.89,-107.71,CO,46.7\r\nUSW00013870,Alma,ALMA BACON CO AP,39.9,31.5358,-82.5067,GA,34.2\r\nUSS0007K06S,Cedaredge,Park Reservoir,39.9,39.05,-107.87,CO,48.3\r\nUSW00094290,Seattle,SEATTLE SAND PT WSFO,39.8,47.6872,-122.2553,WA,31.3\r\nUS1INEL0008,Goshen,WAKARUSA 2.4 NNE,39.8,41.5655,-85.9933,IN,42.9\r\nUSW00014923,Moline,MOLINE QUAD CITY INTL AP,39.8,41.4653,-90.5233,IL,49.6\r\nUSW00014742,South Burlington,BURLINGTON INTL AP,39.8,44.4683,-73.15,VT,43.5\r\nUSW00012836,Key West,KEY WEST INTL AP,39.7,24.555,-81.7522,FL,35.4\r\nUSC00470124,Alma,ALMA DAM 4,39.7,44.3272,-91.9194,WI,52.8\r\nUSW00014837,Madison,MADISON DANE RGNL AP,39.6,43.1406,-89.3453,WI,46.4\r\nUSC00471078,Brodhead,BRODHEAD,39.6,42.6333,-89.3867,WI,50.1\r\nUSC00200230,Ann Arbor,ANN ARBOR U OF MICH,39.6,42.2981,-83.6639,MI,45.5\r\nUS1IAWB0005,Badger,BADGER 3.1 NW,39.5,42.6426,-94.1879,IA,40.2\r\nUSW00094822,Rockford,ROCKFORD GTR ROCKFORD AP,39.3,42.1928,-89.0931,IL,49.4\r\nUSC00472973,Friendship,FRIENDSHIP,39.3,43.975,-89.8308,WI,50.1\r\nUSC00200758,Frankfort,BEULAH 7SSW,39.2,44.5317,-86.1311,MI,42.7\r\nUSC00200228,Ann Arbor,ANN ARBOR SE,39,42.2417,-83.6933,MI,44.9\r\nUSW00014933,Des Moines,DES MOINES INTL AP,39,41.5339,-93.6531,IA,49.4\r\nUSC00115079,Lincoln,LINCOLN,39,40.1519,-89.3386,IL,45.7\r\nUSW00014840,Muskegon,MUSKEGON CO AP,39,43.1711,-86.2367,MI,48\r\nUSC00475581,Montello,MONTELLO,38.9,43.7806,-89.3169,WI,48.4\r\nUSC00470045,Janesville,AFTON,38.9,42.6475,-89.0644,WI,49.9\r\nUSC00203096,Gaylord,GAYLORD,38.8,45.0333,-84.7114,MI,47.3\r\nUSW00024152,Meacham,MEACHAM,38.8,45.5114,-118.4247,OR,35.5\r\nUSW00012935,Palacios,PALACIOS MUNI AP,38.8,28.7247,-96.2536,TX,37.7\r\nUSW00013968,Tulsa,TULSA INTL AP,38.8,36.1994,-95.8872,OK,59.6\r\nUSC00118684,Tuscola,TUSCOLA,38.8,39.7947,-88.2911,IL,44.1\r\nUSC00476200,Oconomowoc,OCONOMOWOC,38.7,43.1003,-88.5036,WI,41.9\r\nUSC00470265,Appleton,APPLETON,38.7,44.2769,-88.4378,WI,49\r\nUSC00043578,Sebastopol,GRATON,38.6,38.4306,-122.8647,CA,45\r\nUSW00013960,Dallas,DALLAS LOVE FLD,38.5,32.8519,-96.8556,TX,39.6\r\nUSW00014920,La Crosse,LA CROSSE MUNI AP,38.5,43.8789,-91.2528,WI,44.7\r\nUSW00024229,Portland,PORTLAND INTL AP,38.4,45.5908,-122.6003,OR,26.7\r\nUSC00331042,Bryan,BRYAN 2 SE,38.4,41.4619,-84.5272,OH,47.3\r\nUS1IAGT0001,Jamaica,JAMAICA 3.2 S,38.4,41.7991,-94.3093,IA,37.2\r\nUSW00014897,Wausau,WAUSAU DWTN AP,38.2,44.9258,-89.6256,WI,48.1\r\nUSC00368868,Tioga,TIOGA HAMMOND DAM,38.1,41.8975,-77.1419,PA,39.3\r\nUSC00142401,El Dorado,EL DORADO,38,37.8183,-96.8444,KS,53.1\r\nUSW00094910,Waterloo,WATERLOO MUNI AP,38,42.5544,-92.4011,IA,41.9\r\nUSW00013967,Oklahoma City,OKLAHOMA CITY WILL ROGERS AP,38,35.3889,-97.6006,OK,45.4\r\nUSS0020K13S,Truckee,Truckee #2,38,39.3,-120.18,CA,51.5\r\nUS1TXCRL003,Kempner,KEMPNER 6.7 ENE,37.7,31.0916,-97.89,TX,38.2\r\nUS1OKCV0032,Norman,NORMAN 2.1 SE,37.7,35.1979,-97.4182,OK,40.5\r\nUSC00361838,Lawrenceville,COWANESQUE DAM,37.6,41.9903,-77.1567,PA,42.3\r\nUSS0007J05S,Meeker,Ripple Creek,37.6,40.11,-107.29,CO,47.4\r\nUSW00014847,Sault Sainte Marie,SAULT STE MARIE SANDERSON FLD,37.6,46.4794,-84.3572,MI,46.2\r\nUSS0005J10S,Grand Lake,Lake Irene,37.5,40.41,-105.82,CO,36.1\r\nUSW00094830,Swanton,TOLEDO EXPRESS AP,37.5,41.5886,-83.8014,OH,44.6\r\nUSW00014925,Rochester,ROCHESTER INTL AP,37.5,43.9042,-92.4917,MN,55.2\r\nUSC00346386,Norman,NORMAN 3SSE,37.4,35.1808,-97.4378,OK,41\r\nUSC00413285,Fort Worth,FT WORTH WSFO,37.3,32.8339,-97.2975,TX,36.6\r\nUSW00014750,Queensbury,GLENS FALLS AP,37.3,43.35,-73.6167,NY,44.1\r\nUSW00013958,Austin,AUSTIN-CAMP MABRY,37.3,30.3208,-97.7603,TX,31.9\r\nUSC00130200,Boone,AMES 8 WSW,37.2,42.0208,-93.7742,IA,36.1\r\nUSC00132171,Denison,DENISON,37.2,42.0364,-95.3289,IA,35.8\r\nUSS0006H24S,Laramie,Cinnabar Park,37.1,41.24,-106.23,WY,38.7\r\nUSW00024221,Eugene,EUGENE MAHLON SWEET AP,37.1,44.1278,-123.2206,OR,36.3\r\nUSC00475364,Merrill,MERRILL,37,45.1786,-89.6617,WI,43\r\nUSS0006H13S,Centennial,Brooklyn Lake,36.9,41.36,-106.23,WY,38.3\r\nUS1KSSG0002,Wichita,MAIZE 5.7 S,36.9,37.6916,-97.4797,KS,44.8\r\nUSW00013996,Topeka,TOPEKA MUNI AP,36.8,39.0725,-95.6261,KS,48.8\r\nUSS0020L10S,South Lake Tahoe,Fallen Leaf,36.8,38.93,-120.05,CA,42\r\nUSW00014991,Eau Claire,EAU CLAIRE RGNL AP,36.7,44.8664,-91.4878,WI,44.1\r\nUSC00410433,Austin,AUSTIN GREAT HILLS,36.7,30.4144,-97.7664,TX,28.9\r\nUSW00013904,Austin,AUSTIN BERGSTROM AP,36.6,30.1831,-97.68,TX,29.1\r\nUSW00094847,Romulus,DETROIT METRO AP,36.6,42.2314,-83.3308,MI,36.4\r\nUSW00003927,Irving,DALLAS FT WORTH AP,36.5,32.8978,-97.0189,TX,34.5\r\nUSW00014768,Rochester,ROCHESTER GTR INTL AP,36.5,43.1167,-77.6767,NY,34.5\r\nUSC00471064,Brillion,BRILLION,36.4,44.1614,-88.0803,WI,43.7\r\nUS1KSSG0020,Wichita,WICHITA 7.9 W,36.4,37.6925,-97.4877,KS,44\r\nUSC00257545,Salem,SALEM 5SW,36.2,40.0225,-95.7883,NE,49.1\r\nUSW00013959,Waco,WACO RGNL AP,36.2,31.6189,-97.2283,TX,33\r\nUSS0006J01S,Steamboat Springs,Dry Lake,36.2,40.53,-106.78,CO,40.4\r\nUSC00201468,Charlevoix,CHARLEVOIX,36.1,45.3172,-85.2672,MI,40.7\r\nUSW00014898,Green Bay,GREEN BAY,36.1,44.4983,-88.1111,WI,48.6\r\nUSC00412585,Austin,DRIPPING SPRINGS 6 E,35.9,30.2194,-97.9878,TX,34.5\r\nUSC00418862,Taylor,TAYLOR 1NW,35.8,30.5844,-97.4156,TX,34.1\r\nUSC00144972,Manhattan,MANHATTAN,35.8,39.1972,-96.5814,KS,52.8\r\nUSC00253467,Omaha,GRETNA 4NE,35.8,41.1586,-96.1922,NE,43.3\r\nUSS0006M22S,Antonito,Cumbres Trestle,35.8,37.02,-106.45,CO,47.4\r\nUSW00014839,Milwaukee,MILWAUKEE MITCHELL AP,35.8,42.955,-87.9044,WI,46\r\nUSS0005J39S,Estes Park,Bear Lake,35.7,40.31,-105.64,CO,35.2\r\nUS1KSSG0003,Wichita,MAIZE 3.4 SSW,35.7,37.7248,-97.4786,KS,41.2\r\nUSC00204161,Lake Linden,JACOBSVILLE,35.2,47.0083,-88.4317,MI,39\r\nUS1SDMH0020,Sioux Falls,SIOUX FALLS 3.4 ESE,35.1,43.5267,-96.6658,SD,44.8\r\nUSW00013961,Fort Worth,FT WORTH MEACHAM FLD,35,32.8192,-97.3614,TX,31.8\r\nUSC00257800,Verdon,SHUBERT 2SW,34.8,40.2039,-95.7064,NE,50.6\r\nUSC00473930,Jackson,JACKSON,34.7,43.3194,-88.1681,WI,48.7\r\nUSC00145132,Mc Farland,MC FARLAND,34.6,39.0542,-96.2367,KS,48.7\r\nUSW00003928,Wichita,WICHITA,34.5,37.6544,-97.4425,KS,42.1\r\nUSC00258395,Syracuse,SYRACUSE,34.4,40.6661,-96.1892,NE,38.6\r\nUSW00014922,Minneapolis,MINNEAPOLIS/ST PAUL AP,34.3,44.8831,-93.2289,MN,43.2\r\nUSC00472055,Denmark,DENMARK WWTP,34.3,44.3514,-87.812,WI,44.7\r\nRQC00663532,Ensenada,ENSENADA 1 W,34.2,17.9728,-66.9458,PR,20.8\r\nUSS0005K05S,Silverthorne,Loveland Basin,34.1,39.67,-105.9,CO,32.2\r\nUSW00023213,Windsor,SANTA ROSA SONOMA CO AP,34.1,38.5039,-122.8103,CA,52\r\nUSC00253050,Fremont,FREMONT,33.8,41.43,-96.4669,NE,40.4\r\nUSW00014942,Omaha,OMAHA EPPLEY AIRFIELD,33.7,41.3103,-95.8992,NE,40\r\nUSW00014826,Flint,FLINT BISHOP INTL AP,33.5,42.9667,-83.7494,MI,37.4\r\nUSW00012921,San Antonio,SAN ANTONIO INTL AP,33.3,29.5442,-98.4839,TX,22.1\r\nUSC00204090,Kingsford,IRON MTN-KINGSFORD WWTP,32.8,45.7858,-88.0842,MI,39.3\r\nUSS0018E05S,Portland,Bourne,32.8,44.83,-118.19,OR,31.3\r\nUSS0005J06S,Red Feather Lakes,Deadman Hill,32.7,40.81,-105.77,CO,32.8\r\nUSC00250435,Brownville,AUBURN 5 ESE,32.7,40.3706,-95.7469,NE,38\r\nUSW00094725,Massena,MASSENA INTL AP,32.6,44.9358,-74.8458,NY,34.3\r\nUSC00141467,Cheney,CHENEY 5N,32.6,37.7206,-97.7936,KS,41.4\r\nUSC00415429,Luling,LULING,32.5,29.6756,-97.6578,TX,26.6\r\nUSW00014845,Freeland,SAGINAW MBS INTL AP,32.5,43.5331,-84.0797,MI,34.4\r\nUSC00258465,Tecumseh,TECUMSEH 1S,32.5,40.3544,-96.1939,NE,42.7\r\nUSS0008M06S,Dolores,El Diente Peak,32.5,37.79,-108.02,CO,39.3\r\nUSW00014939,Lincoln,LINCOLN MUNI AP,32.3,40.8508,-96.7475,NE,36.1\r\nUSW00014913,Duluth,DULUTH,32.3,46.8369,-92.2097,MN,34.3\r\nUSC00259200,West Point,W PT,32.3,41.845,-96.7142,NE,31.5\r\nUSW00094849,Alpena,ALPENA CO RGNL AP,32.1,45.0717,-83.5644,MI,36.6\r\nUSC00340215,Ames,AMES,32,36.2483,-98.1883,OK,41.7\r\nUS1TXWO0010,Adkins,ELMENDORF 5.6 ENE,32,29.2829,-98.2456,TX,23.6\r\nUSW00014926,Saint Cloud,ST CLOUD RGNL AP,32,45.5433,-94.0514,MN,41.9\r\nUSW00024257,Redding,REDDING MUNI AP,31.9,40.5175,-122.2986,CA,43.1\r\nUSS0005J41S,Nederland,Lake Eldora,31.9,39.94,-105.59,CO,28.4\r\nUSW00094814,Houghton Lake,HOUGHTON LK ROSCOMMON AP,31.9,44.3592,-84.6739,MI,38.1\r\nUSC00259513,Benedict,YORK 3N,31.9,40.9153,-97.5997,NE,39.6\r\nUSW00014943,Sioux City,SIOUX CITY GATEWAY AP,31.7,42.3914,-96.3792,IA,33.9\r\nUSS0005J42S,Nederland,Niwot,31.7,40.04,-105.54,CO,30.1\r\nUSS0007K02S,Meeker,Burro Mountain,31.3,39.88,-107.6,CO,33.7\r\nUSS0011H07S,Garden City,Garden City Summit,31.2,41.92,-111.47,UT,31\r\nUSS0007M27S,Ironton,Idarado,31.1,37.93,-107.68,CO,34.7\r\nUSS0006K01S,Alma,Hoosier Pass,31,39.36,-106.06,CO,35.1\r\nUSS0014F12S,Ketchum,Galena Summit,30.9,43.87,-114.71,ID,31.6\r\nUSC00148950,Windom,WINDOM 7S,30.8,38.2936,-97.9114,KS,36.8\r\nUSW00094911,Yankton,YANKTON 2 E,30.7,42.8783,-97.3633,SD,34.9\r\nUSC00344019,Helena,HELENA 1 SSE,30.6,36.5381,-98.2661,OK,40.8\r\nUS1KSJW0001,Webber,WEBBER 2.6 ENE,30.5,39.9421,-97.9872,KS,39.3\r\nUSW00014944,Sioux Falls,SIOUX FALLS,30.4,43.5878,-96.7289,SD,39.6\r\nUSW00013980,Anthony,ANTHONY,30.4,37.155,-98.0283,KS,42.4\r\nUSS0007M05S,Durango,Cascade,30.3,37.65,-107.81,CO,39.9\r\nUSW00012924,Corpus Christi,CORPUS CHRISTI,30.3,27.7839,-97.5108,TX,25.6\r\nUSC00252037,Crofton,CROFTON,30.1,42.7364,-97.4969,NE,33.2\r\nUSS0006J15S,Clark,Elk River,30,40.85,-106.97,CO,30.9\r\nUSC00253065,Friend,FRIEND 3E,30,40.6558,-97.2208,NE,41.9\r\nUSC00417327,Putnam,PUTNAM,29.8,32.3664,-99.1925,TX,31.9\r\nUSC00412011,Corpus Christi,CORPUS CHRISTI NWS,29.6,27.7792,-97.5056,TX,24.6\r\nUS1MTPK0007,Livingston,LIVINGSTON 6.6 ESE,29.3,45.6357,-110.4331,MT,33.7\r\nUSS0005J18S,Allenspark,Copeland Lake,29.2,40.21,-105.57,CO,29.1\r\nUSS0006K16S,Alma,Buckskin Joe,28.9,39.3,-106.11,CO,31.9\r\nUSC00141179,Burr Oak,BURR OAK 1N,28.9,39.8775,-98.3036,KS,38.8\r\nUSC00253175,Geneva,GENEVA,28.7,40.5314,-97.5964,NE,38.9\r\nUSC00253660,Hastings,HASTINGS 4N,28.5,40.6472,-98.3836,NE,35.5\r\nUSS0006K24S,Frisco,Copper Mountain,28.4,39.49,-106.17,CO,28.9\r\nUSW00013966,Sheppard Afb,WICHITA FALLS MUNI AP,28.1,33.9786,-98.4928,TX,27.5\r\nUSC00420819,Bountiful,BOUNTIFUL BENCH,28.1,40.8911,-111.8503,UT,32.3\r\nUSC00045915,Walnut Creek,MT DIABLO JUNCTION,28.1,37.8792,-121.9303,CA,32.7\r\nUSS0006K44S,Avon,Mccoy Park,28,39.6,-106.54,CO,32.3\r\nUSS0007K13S,Meeker,Trapper Lake,27.9,40,-107.24,CO,28.7\r\nUSS0007M35S,Durango,Cascade #2,27.9,37.66,-107.8,CO,38.1\r\nUSW00003957,Medicine Lodge,MEDICINE LODGE,27.8,37.2839,-98.5528,KS,32.5\r\nUSC00395481,Menno,MENNO,27.7,43.2358,-97.5714,SD,36.5\r\nUSW00094949,Hastings,HASTINGS MUNI AP,27.7,40.6044,-98.4272,NE,35.2\r\nUSC00411920,Comfort,COMFORT 2,27.6,29.9614,-98.8944,TX,21.3\r\nUS1WASJ0003,Orcas,ORCAS 0.7 NNW,27.3,48.6079,-122.9466,WA,24.2\r\nUSW00014935,Grand Island,GRAND ISLAND AP,27.3,40.9611,-98.3136,NE,39.7\r\nUSW00012919,Brownsville,BROWNSVILLE,27.2,25.9156,-97.4186,TX,22.9\r\nUSS0011R05S,Happy Jack,Happy Jack,27,34.75,-111.41,AZ,33.3\r\nUSS0010D07S,Livingston,Northeast Entrance,26.9,45.01,-110.01,MT,28.9\r\nUSC00342944,Erick,ERICK,26.9,35.2164,-99.8628,OK,33.4\r\nUS1COBO0202,Ward,WARD 4.6 NE,26.8,40.1103,-105.4391,CO,27.2\r\nUS1SDMN0001,Fulton,FULTON 9.4 N,26.8,43.8624,-97.7907,SD,42.1\r\nUSW00014941,Norfolk,NORFOLK KARL STEFAN AP,26.7,41.9856,-97.4353,NE,27.1\r\nUS1TXTY0005,Merkel,MERKEL 5.8 SW,26.6,32.4096,-100.0846,TX,26.8\r\nUSC00147542,Smith Center,SMITH CTR,26.6,39.7772,-98.7783,KS,26.3\r\nUSC00413508,George West,GEORGE WEST 2 SSW,26.6,28.3064,-98.1222,TX,18.6\r\nUSS0005K27S,Idaho Springs,Echo Lake,26.6,39.66,-105.59,CO,24.6\r\nUSC00417873,Uvalde,SABINAL,26.6,29.3283,-99.4653,TX,22.8\r\nUSW00013962,Abilene,ABILENE RGNL AP,26.2,32.4106,-99.6822,TX,23.2\r\nUSC00480140,Alta,ALTA 1 NNW,26.2,43.7728,-111.0339,WY,27.4\r\nUSS0003E05S,Lead,North Rapid Creek,26.1,44.21,-103.79,SD,25.3\r\nUSS0005J11S,Bellvue,Hourglass Lake,26.1,40.58,-105.63,CO,25.7\r\nUSS0006K45S,Avon,Beaver Ck Village,26,39.6,-106.51,CO,29.2\r\nUSS0006K12S,Parshall,Middle Fork Camp,25.9,39.8,-106.03,CO,26.4\r\nUSS0013D10S,Dillon,Bloody Dick,25.7,45.17,-113.5,MT,20.6\r\nUSC00250050,Ainsworth,AINSWORTH,25.5,42.5522,-99.8556,NE,37.3\r\nUSC00252560,Arapahoe,EDISON,25.3,40.2764,-99.7836,NE,28.7\r\nUSS0008G03S,Lander,South Pass,25.2,42.57,-108.84,WY,23.1\r\nUSS0006G01S,Casper,Casper Mtn.,25.1,42.73,-106.32,WY,27\r\nUSC00057317,Rye,RYE 1SW,25,37.9136,-104.9483,CO,25\r\nUSC00143527,Hays,HAYS 1 S,24.6,38.8586,-99.3358,KS,31\r\nUSS0006K30S,Meredith,Kiln,24.3,39.32,-106.61,CO,26.7\r\nUS1SDPN0002,Rapid City,RAPID CITY 3.4 WNW,24.3,44.0886,-103.2997,SD,39.1\r\nUSS0006H19S,Saratoga,South Brush Creek,24.2,41.33,-106.5,WY,21.5\r\nUSS0012P02S,Williams,White Horse Lake,23.9,35.14,-112.15,AZ,30.2\r\nUSS0006K14S,Silverthorne,Summit Ranch,23.8,39.72,-106.16,CO,25.5\r\nUSW00014936,Huron,HURON RGNL AP,23.8,44.3981,-98.2231,SD,37.4\r\nUSS0005N04S,Vadito,Tres Ritos,23.6,36.13,-105.53,NM,23.4\r\nUSC00410394,Aspermont,ASPERMONT,23.4,33.1525,-100.2333,TX,29.8\r\nUSW00014914,Fargo,FARGO HECTOR INTL AP,23.4,46.9253,-96.8111,ND,31.3\r\nUSS0014F19S,Rexburg,Chocolate Gulch,22.9,43.77,-114.42,ID,25.6\r\nUSC00056205,Ouray,OURAY #2,22.9,38.0264,-107.6725,CO,24.5\r\nUSW00003103,Flagstaff,FLAGSTAFF PULLIAM AP,22.8,35.1442,-111.6664,AZ,26.1\r\nUSW00023007,Childress,CHILDRESS MUNI AP,22.7,34.4272,-100.2831,TX,22.4\r\nUSC00146637,Quinter,QUINTER,22.7,39.0667,-100.2389,KS,26.7\r\nUSW00013985,Dodge City,DODGE CITY,22.6,37.7608,-99.9683,KS,22.9\r\nUSC00140365,Ashland,ASHLAND,22.6,37.1942,-99.7633,KS,28.4\r\nUSW00024023,North Platte,NORTH PLATTE RGNL AP,22.4,41.1214,-100.6694,NE,28.9\r\nUSC00412121,Crosbyton,CROSBYTON,22.4,33.6517,-101.245,TX,20.1\r\nUSW00014916,Grand Forks,GRAND FORKS INTL AP,22.2,47.9428,-97.1839,ND,28.1\r\nUSC00418818,Tahoka,TAHOKA,22.2,33.1714,-101.7981,TX,18.3\r\nUSW00023034,San Angelo,SAN ANGELO,22.1,31.3711,-100.4922,TX,17.7\r\nUS1CACC0001,Martinez,MARTINEZ 0.8 SSE,21.7,37.9898,-122.1085,CA,26.3\r\nUSW00024020,Hayes Center,HAYES CENTER 1NW,21.7,40.5233,-101.0344,NE,27.8\r\nUSC00394516,Kennebec,KENNEBEC,21.7,43.9025,-99.8583,SD,35.8\r\nUSC00417944,San Angelo,SAN ANGELO WFO,21.6,31.3708,-100.4944,TX,19.7\r\nUSC00415821,Memphis,MEMPHIS,21.4,34.7261,-100.5372,TX,22.5\r\nUSC00020678,,BELLEMONT WFO,21.2,35.2303,-111.8222,AZ,24.1\r\nUSW00022010,Del Rio,DEL RIO INTL AP,21.1,29.3783,-100.9269,TX,14.8\r\nUSW00014929,Aberdeen,ABERDEEN,21,45.4558,-98.4131,SD,30.4\r\nUSW00024025,Pierre,PIERRE RGNL AP,21,44.3814,-100.2856,SD,31\r\nUSC00397277,Roscoe,ROSCOE,21,45.4528,-99.3358,SD,29.5\r\nUS1COBO0072,Boulder,BOULDER 1.3 NW,21,40.0242,-105.2689,CO,20.7\r\nUSS0010F17S,Bondurant,East Rim Divide,20.9,43.13,-110.2,WY,21.1\r\nUSC00325638,Max,MAX,20.7,47.8214,-101.2922,ND,24.2\r\nUSC00254455,Ogallala,KINGSLEY DAM,20.6,41.2097,-101.6706,NE,24.4\r\nUSW00024011,Bismarck,BISMARCK,20.5,46.7708,-100.7603,ND,29.6\r\nUSS0009S06S,Morenci,Beaver Head,20.5,33.69,-109.22,AZ,25.9\r\nUSS0006K06S,Meredith,Nast Lake,20.1,39.3,-106.61,CO,23.7\r\nUSS0012P01S,Williams,Chalender,20.1,35.26,-112.06,AZ,29.4\r\nUSC00325002,Lansford,LANSFORD,20,48.6272,-101.3764,ND,23.5\r\nUSW00026615,Bethel Airport,BETHEL AP,20,60.785,-161.8292,AK,24.2\r\nUSW00023047,Amarillo,AMARILLO,19.8,35.2333,-101.7089,TX,25.9\r\nUS1COEP0055,Monument,MONUMENT 2.9 N,19.8,39.1125,-104.859,CO,21.8\r\nUSC00100803,Bern,BERN,19.7,42.3353,-111.385,ID,22.2\r\nUS1MTDL0001,Anaconda,ANACONDA 7.4 NW,19.7,46.1661,-113.0853,MT,18.5\r\nUSC00048587,Elk Creek,STONY GORGE RSVR,19.7,39.5861,-122.5342,CA,32\r\nUSC00418232,Shallowater,SHALLOWATER,19.4,33.6878,-101.9853,TX,20.6\r\nUSC00047851,San Luis Obispo,SAN LUIS OBISPO POLY,19.4,35.3056,-120.6619,CA,29.1\r\nUSC00058793,Walsh,WALSH 1 W,19.3,37.3822,-102.2986,CO,20\r\nUSS0011P02S,Flagstaff,Fort Valley,19.2,35.27,-111.74,AZ,20\r\nUS1TXLK0007,Lubbock,LUBBOCK 6.7 SW,19.1,33.5172,-101.9681,TX,22.8\r\nUSW00023065,Goodland,GOODLAND,19,39.3669,-101.7,KS,22.8\r\nUSC00417079,Plainview,PLAINVIEW,18.8,34.1892,-101.7022,TX,18.1\r\nUSC00148287,Ulysses,ULYSSES 3NE,18.8,37.5983,-101.2908,KS,16.1\r\nUSC00417081,Plainview,PLAINVIEW WTR PRODUCTN,18.8,34.1981,-101.7461,TX,16.8\r\nUSC00414967,Justiceburg,LAKE ALAN HENRY,18.8,33.0642,-101.0489,TX,21.4\r\nUSC00411000,Boys Ranch,BOYS RCH,18.7,35.5303,-102.2564,TX,27.5\r\nUSC00053652,Canon City,GUFFEY 9SE,18.7,38.6867,-105.3925,CO,18.8\r\nUSW00023232,Sacramento,SACRAMENTO EXECUTIVE AP,18.6,38.5069,-121.495,CA,24.9\r\nUSC00142980,Garden City,GARDEN CITY EXP STN,18.5,37.9931,-100.8122,KS,17.5\r\nUSW00024225,Central Point,MEDFORD ROGUE VLY AP,18.4,42.3811,-122.8722,OR,20.4\r\nUSW00023042,Lubbock,LUBBOCK,18.4,33.6542,-101.8136,TX,24.4\r\nUSC00411128,Brownfield,BROWNFIELD #2,18.3,33.1908,-102.2681,TX,17\r\nUSC00252645,Ellsworth,ELLSWORTH 2W,18.2,42.0628,-102.3172,NE,19.7\r\nUSW00026451,Anchorage,ANCHORAGE INTL AP,18.2,61.1689,-150.0278,AK,14.6\r\nUS1COLR0259,Fort Collins,FCL 2.5 W,17.9,40.5857,-105.1317,CO,18.5\r\nUSC00413972,Hart,HART,17.9,34.3697,-102.1175,TX,17.6\r\nUSC00415183,Levelland,LEVELLAND,17.7,33.55,-102.3758,TX,13.1\r\nUSC00291963,Clovis,CLOVIS 13 N,17.7,34.5989,-103.2161,NM,24.8\r\nUSC00416074,Morton,MORTON,17.6,33.7186,-102.7586,TX,17.3\r\nUSC00244715,Ekalaka,KNOBS 4 SW,17.5,45.8728,-104.1583,MT,21.4\r\nUSC00244558,Kalispell,KALISPELL GLACIER AP,17.5,48.3042,-114.2636,MT,16.5\r\nUS1WYSH0014,Sheridan,SHERIDAN 1.7 NW,17.5,44.8122,-106.9763,WY,19.6\r\nUS1COLR0509,Loveland,LOV 4.0 W,17.2,40.3926,-105.1587,CO,18.2\r\nUS1WYLM0036,Cheyenne,CHEYENNE 2.0 E,17.2,41.1449,-104.7547,WY,18.6\r\nUS1CASM0006,San Mateo,FOSTER CITY 1.3 SW,17.1,37.5488,-122.2587,CA,20.6\r\nUSW00022521,Honolulu,HONOLULU INTL AP,17,21.3239,-157.9294,HI,16.7\r\nUSC00481676,Cheyenne,CHEYENNE WFO,16.9,41.1517,-104.8061,WY,18.4\r\nUSW00024157,Spokane,SPOKANE INTL AP,16.9,47.6217,-117.5281,WA,15.5\r\nUSW00024028,Scottsbluff,SCOTTSBLUFF HEILIG AP,16.8,41.8706,-103.5931,NE,19.6\r\nUS1TXMDL006,Midland,MIDLAND 3.0 WSW,16.7,32.0063,-102.1463,TX,17.8\r\nUSW00023051,Clayton,CLAYTON MUNI AIR PK,16.7,36.4486,-103.1539,NM,13.5\r\nUSC00459376,Winthrop,WINTHROP 1 WSW,16.5,48.4742,-120.1886,WA,12.2\r\nUSC00241938,Columbus,COLUMBUS,16.5,45.6444,-109.2675,MT,22.6\r\nUSC00058781,Walsenburg,WALSENBURG 1 NW,16.4,37.6303,-104.7956,CO,16.2\r\nUSC00418964,Texline,TEXLINE,16.4,36.3786,-103.0244,TX,17.5\r\nUSC00054546,Kim,KIM 10SSE,16.3,37.115,-103.2986,CO,16\r\nUSW00024029,Sheridan,SHERIDAN CO AP,16.3,44.7694,-106.9689,WY,18.1\r\nUSW00024018,Cheyenne,CHEYENNE,16.2,41.1519,-104.8061,WY,18.1\r\nUSC00055236,Loveland,LOVELAND 2N,16.2,40.435,-105.085,CO,15.1\r\nUSW00024033,Billings,BILLINGS LOGAN INTL AP,16,45.8069,-108.5422,MT,19.1\r\nUSW00023254,Concord,CONCORD BUCHANAN FLD,16,37.9917,-122.055,CA,20.2\r\nUSW00094055,Baker,BAKER MUNI AP,15.7,46.3583,-104.25,MT,21.4\r\nUSW00024127,Salt Lake City,SALT LAKE CITY INTL AP,15.7,40.7781,-111.9694,UT,20.1\r\nUSW00093037,Colorado Springs,COLORADO SPRINGS MUNI AP,15.5,38.81,-104.6883,CO,11.8\r\nUSW00023062,Denver,DENVER-STAPLETON,15.5,39.7633,-104.8694,CO,12.7\r\nUSW00094008,Glasgow,GLASGOW INTL AP,15.5,48.2138,-106.6213,MT,17.8\r\nUS1AZCH0017,Sierra Vista,SIERRA VISTA 1.3 E,15.5,31.549,-110.2776,AZ,16.7\r\nUS1CASD0012,Poway,POWAY 3.2NE,15.3,32.9956,-117.0044,CA,25.5\r\nUSS0009S04S,McNary,Nutrioso,15.3,33.9,-109.16,AZ,16.6\r\nUSW00023190,Goleta,SANTA BARBARA MUNI AP,15,34.4258,-119.8425,CA,24.1\r\nUSC00040029,Adin,ADIN RS,14.9,41.1936,-120.9447,CA,18.9\r\nUS1COLR0662,Loveland,LOVELAND 2.0 SSE,14.8,40.3922,-105.0539,CO,12.7\r\nUSC00051743,Collbran,COLLBRAN 1WSW,14.6,39.2367,-107.9797,CO,14.1\r\nUSW00003017,Denver,DENVER INTL AP,14.3,39.8328,-104.6575,CO,15.5\r\nUSW00024153,Missoula,MISSOULA INTL AP,14.2,46.9208,-114.0925,MT,15.2\r\nUS1IDBV0006,Idaho Falls,IDAHO FALLS 11.7 NE,14.2,43.6176,-111.884,ID,14.7\r\nUS1UTML0001,Oak City,OAK CITY 0.3 SSE,14.1,39.3723,-112.3339,UT,17.4\r\nUSC00044997,Livermore,LIVERMORE,14,37.6922,-121.7692,CA,17.6\r\nUSW00023023,Midland,MIDLAND ODESSA,13.8,31.9433,-102.1889,TX,14.3\r\nUS1NMGR0027,Cliff,CLIFF 5.7 NE,13.8,33.023,-108.5441,NM,14.5\r\nUS1COBO0143,Longmont,LONGMONT 2.1 N,13.7,40.2001,-105.1087,CO,16.4\r\nUSW00023237,Stockton,STOCKTON METRO AP,13.5,37.8892,-121.2258,CA,17.1\r\nUS1CALA0001,Glendale,GLENDALE 2.4 WSW,13.5,34.1689,-118.2947,CA,25.3\r\nUSW00026411,Fairbanks,FAIRBANKS INTL AP,13.4,64.8039,-147.8761,AK,16.4\r\nUSW00024149,Lewiston,LEWISTON NEZ PERCE CO AP,13.3,46.3747,-117.0156,ID,13.4\r\nUSW00094012,Havre,HAVRE CITY CO AP,13.3,48.5428,-109.7633,MT,12.4\r\nUS1CARV0008,Corona,CORONA 12.8 SE,13.2,33.7307,-117.4276,CA,22.5\r\nUSW00024089,Casper,CASPER NATRONA CO AP,13.2,42.8975,-106.4636,WY,14.5\r\nUS1AZPM0111,Tucson,TUCSON 10.5 ESE,13.2,32.139,-110.7674,AZ,16.6\r\nUSC00051294,Canon City,CANON CITY,13.1,38.46,-105.2256,CO,12.7\r\nUSW00024155,Pendleton,PENDLETON,13.1,45.6906,-118.8528,OR,12.4\r\nUSC00054254,Ignacio,IGNACIO 6ESE,13,37.0856,-107.5333,CO,14.4\r\nUSW00093026,McNeal,DOUGLAS BISBEE INL AP,12.8,31.4583,-109.6061,AZ,16.3\r\nUSW00023293,San Jose,SAN JOSE,12.7,37.3592,-121.9239,CA,16.1\r\nUSC00057033,Rifle,RIFLE 3ENE,12.6,39.5572,-107.7261,CO,14.4\r\nUSC00051964,Crestone,CRESTONE 2 SE,12.4,37.9806,-105.6897,CO,12.1\r\nUSW00024131,Boise,BOISE AIR TERMINAL,12.3,43.5667,-116.2406,ID,14.6\r\nUSW00023233,Salinas,SALINAS MUNICIPAL AP,12.1,36.6636,-121.6081,CA,14.3\r\nUSW00093134,Los Angeles,LOS ANGELES DWTN USC CAMPUS,12,34.0511,-118.2353,CA,21.6\r\nUSC00422592,Escalante,ESCALANTE,12,37.7686,-111.5978,UT,12.9\r\nUSW00024156,Pocatello,POCATELLO RGNL AP,12,42.9203,-112.5711,ID,12.4\r\nUSW00023273,Santa Maria,SANTA MARIA PUBLIC AP,11.8,34.8994,-120.4486,CA,17.1\r\nUSW00023009,Roswell,ROSWELL IND AIR PK,11.5,33.3075,-104.5083,NM,11.3\r\nUSW00023129,Long Beach,LONG BEACH DAUGHERTY FLD,11.4,33.8117,-118.1464,CA,21.5\r\nUSW00023160,Tucson,TUCSON INTL AP,11.3,32.1314,-110.9553,AZ,13.6\r\nUSW00093058,Pueblo,PUEBLO MEM AP,11.3,38.29,-104.4983,CO,13.1\r\nUSC00262570,Elko,ELKO NWS OFFICE,11.2,40.8603,-115.7425,NV,15.8\r\nUSW00093209,Paso Robles,PASO ROBLES MUNI AP,11.1,35.6697,-120.6283,CA,17.3\r\nUSC00042805,Lake Elsinore,ELSINORE,11,33.6861,-117.3458,CA,19\r\nUSC00487105,Casper,PATHFINDER DAM,11,42.4717,-106.8528,WY,13.2\r\nUS1NVWH0011,Reno,RENO 2.4 SSW,10.8,39.5084,-119.8442,NV,14.5\r\nUSW00094185,Burns,BURNS MUNI AP,10.6,43.595,-118.9564,OR,14.7\r\nUS1NVWH0002,Reno,RENO 1.4 NNE,10.6,39.5573,-119.8144,NV,14.4\r\nUSW00023174,Los Angeles,LOS ANGELES INTL AP,10.6,33.9381,-118.3889,CA,18.7\r\nUSW00024121,Elko,ELKO RGNL AP,10.6,40.8289,-115.7886,NV,14.8\r\nUSW00093193,Fresno,FRESNO YOSEMITE INTL AP,10.5,36.78,-119.7194,CA,12.4\r\nUSC00487760,Riverton,RIVERTON,10.5,43.0306,-108.3744,WY,11.2\r\nUS1NMBR0034,Albuquerque,ALBUQUERQUE 4.6 E,10,35.1278,-106.5437,NM,11.9\r\nUSW00003170,Eureka,EUREKA AIRPORT,9.9,39.6014,-116.0056,NV,13.7\r\nUSW00023188,San Diego,SAN DIEGO LINDBERGH FLD,9.6,32.7336,-117.1831,CA,15.3\r\nUSW00024138,Dillon,DILLON AP,9.6,45.2575,-112.5545,MT,8.8\r\nUSC00029464,Wittmann,WITTMANN 1SE,9.6,33.7775,-112.5231,AZ,14.7\r\nUS1NMBR0148,Albuquerque,ALBUQUERQUE 1.7 SSE,9.6,35.0944,-106.6123,NM,11\r\nUSC00290231,Albuquerque,ALBUQUERQUE VALLEY,9.3,35.0217,-106.6939,NM,8.5\r\nUSC00297477,Rio Rancho,RIO RANCHO #1,9.2,35.2836,-106.6194,NM,10.2\r\nUSW00023066,Grand Junction,GRAND JUNCTION WALKER FLD,9.2,39.1342,-108.54,CO,8.6\r\nUSW00024128,Winnemucca,WINNEMUCCA MUNI AP,9,40.9017,-117.8081,NV,10.2\r\nUS1NMDA0116,Las Cruces,MESILLA 2.3 E,9,32.2718,-106.7668,NM,8.4\r\nUSC00052184,Monte Vista,DEL NORTE 3ENE,8.8,37.6911,-106.3078,CO,12.2\r\nUSW00023044,El Paso,EL PASO INTL AP,8.4,31.8111,-106.3758,TX,8.1\r\nUSW00024243,Yakima,YAKIMA AIR TERMINAL,8.3,46.5683,-120.5428,WA,8.6\r\nUSC00483396,Kemmerer,FONTENELLE DAM,8.2,41.9861,-110.0611,WY,8.5\r\nUSC00483031,Greybull,EMBLEM,8.1,44.4972,-108.3906,WY,11.4\r\nUSW00023185,Reno,RENO TAHOE INTL AP,8.1,39.4839,-119.7711,NV,11.2\r\nUSW00023050,Albuquerque,ALBUQUERQUE INTL AP,8.1,35.0419,-106.6156,NM,8.8\r\nUSC00027187,Eloy,ROBSON RCH,8,32.8117,-111.6314,AZ,11.3\r\nUSC00297481,Rio Rancho,RIO RANCHO #2,7.9,35.2522,-106.6347,NM,8.3\r\nUSW00023194,Winslow,WINSLOW MUNI AP,7.5,35.0281,-110.7208,AZ,7\r\nUSW00023183,Phoenix,PHOENIX SKY HARBOR INTL AP,6.9,33.4278,-112.0039,AZ,5.9\r\nUSW00023155,Bakersfield,BAKERSFIELD AP,6,35.4344,-119.0542,CA,9.1\r\nUSW00023179,Needles,NEEDLES AP,4.6,34.7675,-114.6189,CA,8.5\r\nUSW00023169,Las Vegas,LAS VEGAS MCCARRAN AP,4,36.0719,-115.1633,NV,6.9"
},
{
"path": "rain/daily_precipitation.R",
"content": "# For general data cleaning and analysis\nlibrary(tidyverse)\nlibrary(readr)\nlibrary(lubridate)\n\n# For keeping your files in relative directories\nlibrary(here)\n# load stations from fixed width format\nstationStarts <- c(1, 13, 22, 32, 39, 42, 73, 77, 81)\nstationEnds <- c(11, 20, 30, 37, 40, 71, 75, 79, 85)\nstationNames <- c(\"id\", \"latitude\", \"longitude\", \"elevation\", \"state\", \"name\", \"gsn\", \"hcn\", \"wmo\")\nstations <- readr::read_fwf(here::here(\"assets\", \"data\", \"raw_data\", \"ghcnd-stations.txt\"),\n fwf_positions(stationStarts, stationEnds, stationNames),\n cols(\"id\" = col_character(),\n \"latitude\" = col_number(),\n \"longitude\" = col_number(),\n \"elevation\" = col_number(),\n \"state\" = col_character(),\n \"name\" = col_character(),\n \"gsn\" = col_character(),\n \"hcn\" = col_character(),\n \"wmo\" = col_character()\n ))\n# a function to filter precipitation data from full dataset\nfilterPrecip <- function(fileYear, .pb = NULL){\n # progress bar\n if ((!is.null(.pb)) && inherits(.pb, \"Progress\") && (.pb$i < .pb$n)) .pb$tick()$print()\n Sys.sleep(0.001)\n \n # find file, download, import, filter to US & Canada precipitation data, export new file\n fileURL <- glue::glue(\"ftp://ftp.ncdc.noaa.gov/pub/data/ghcn/daily/by_year/{fileYear}.csv.gz\")\n df <- read_csv(fileURL,col_names = c(\"id\", \"date\", \"element\", \"value\", \"mflag\", \"qflag\", \"sflag\", \"obstime\"),\n col_types = c(\"cdcncccc\")) %>% \n filter(element == \"PRCP\") \n \n # find the unique station id's with at least 365 days' worth of data for the year\n unique <- df %>% \n group_by(id) %>% \n summarise(count = n()) %>% \n filter(count >= 365) \n \n # keep only the station ids with data for the full year that are also in the US or Canada\n nonMissing <- df %>%\n filter(id %in% unique$id) %>% \n # combine with station information to keep US & Canada stations\n left_join(stations) %>% \n # remove any not in the US or Canada\n filter(!is.na(state))\n \n # define the location and filename for the new file\n fileName = here::here(\"assets\", \"data\", \"raw_data\", \"precip_full_unique.csv\")\n\n # export the data to a csv\n\twrite.table(nonMissing, file = fileName, row.names = FALSE, append = TRUE, sep = \",\", col.names = !file.exists(fileName))\n}\nyears <- seq(2010, 2019, by = 1)\npb <- progress_estimated(length(years))\nmap_df(years, filterPrecip, .pb = pb)\n# import data from location where it had been exported\nallPrecip <- read_csv(here::here(\"assets\", \"data\", \"raw_data\", \"precip_full_unique.csv\"),\n col_types = c(\"cdcncccc\"))\n\n# find station ids that have data for all 10 years\nall10Unique <- allPrecip %>% \n group_by(id) %>% \n summarise(count = n()) %>% \n # keep stations with daily records over 10 years (including leap years)\n filter(count == 3652)\n\n# Combine with the station data\nall10Stations <- all10Unique %>% \n left_join(stations)\n\n# keep only the stations that have 10 years of data\nall10 <- allPrecip %>% \n filter(id %in% all10Unique$id) %>% \n left_join(stations)\n# find daily rain totals for stations in 2019\ndailyTotals <- all10 %>% \n filter(!is.na(date)) %>% \n mutate(date = lubridate::ymd(date),\n year = year(date)) %>% \n filter(year == 2019) %>% \n select(-contains(\"flag\"), -c(\"obstime\", \"gsn\", \"hcn\", \"wmo\", \"year\")) %>% \n # convert to mm from tenths of mm\n mutate(value = ifelse(value > 0, value / 10, 0)) %>% \n # convert to inches\n mutate(value = ifelse(value > 0, round(value / 25.4, 1), 0))\n\nwrite.csv(dailyTotals, here::here(\"assets\", \"data\", \"processed_data\", \"daily_precip.csv\"), row.names = FALSE, na = \"\")\n\n#write.csv(dailyTotals, \"../../web/src/assets/data/daily_precip.csv\", row.names = FALSE, na = \"\")\ngeocodedIDs <- read_csv('https://github.com/the-pudding/data/blob/master/rain/locations.csv')\ndailyGeo <- geocodedIDs %>%\n select(-c(\"latitude\", \"longitude\", \"state\")) %>% \n left_join(dailyTotals, by = \"id\") %>% \n select(-name)\n"
},
{
"path": "random/README.md",
"content": "This folder contains the raw data for the story We think this cool study we found is flawed. Help us reproduce it. Published in April 2022.\n\nThe data will never be updated.\n\nBelow you'll find the metadata for each file.\n\n## trials.csv\n\n- **What is this?**: Data for each individual's responses to the three experiments.\n- **Source(s) & Methodology**: Live internet experiment at the URL.\n- **Last Modified**: May 2022.\n- **Contact Information**: [Russell Samora](mailto:russell@pudding.cool)\n- **Spatial Applicability**: N/A\n- **Temporal Applicability**: N/A\n- **Observations (Rows)**: Each row represents one person and their responses.\n- **Variables (Columns)**:\n\n| Header | Description | Data Type |\n| -------------------- | ------------------------------------------------------------------------------- | --------- |\n| `id` \t | unique participant id | number |\n| `age`. | age submitted by participant | number |\n| `toss` | random sequence selected for coin toss | text |\n| `roll` | random sequence selected for die rolls | text |\n| `spot` | random sequence selected for spot selection | text |\n\n## Method\n\nVisit the story URL for the details.\n"
},
{
"path": "random/trials.csv",
"content": 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},
{
"path": "skate-music/README.md",
"content": "\nThis folder contains all of the data used in The Pudding essay [The Good, the Rad, and the Gnarly](https://pudding.cool/2018/06/skate-music/) published in June 2018.\n\nBelow you'll find metadata for each file.\n\n## time_series.tsv\n\n- **What is this?**: This is the data set for the first chart (the 'joy plot') in the skateboard-music article. It represents the ingredient lists from 211 chocolate chip cookie recipes, all scaled to yield 48 servings and with the units standardized.\n- **Source(s) & Methodology**: Skate videos uploaded to