library(readr)
library(stringr)## Warning: package 'stringr' was built under R version 4.4.2bike_sharing_data_2_ <- read_csv("bike_sharing_data (2).csv")## Warning: One or more parsing issues, call `problems()` on your data frame for details,
## e.g.:
## dat <- vroom(...)
## problems(dat)## Rows: 17379 Columns: 13
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (2): datetime, sources
## dbl (11): season, holiday, workingday, weather, temp, atemp, humidity, winds...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.bike_complete <- read.csv("bike_sharing_data (2).csv")bad_data <- str_subset(bike_complete$humidity, "[a-z A-Z]")
bike_complete$humidity <- str_replace_all(bike_complete$humidity,bad_data,"61")bike_complete$weather <- factor(bike_complete$weather, levels = c(1,2,3,4), labels = c("Clear","Mist","Light Snow/Rain", "Heavy Snow/Rain"))library(readr)
raw_cast <- read_csv("raw_cast.csv")## New names:
## Rows: 1298 Columns: 3
## ── Column specification
## ──────────────────────────────────────────────────────── Delimiter: "," chr
## (2): Name 1, Name 2 dbl (1): ...1
## ℹ Use `spec()` to retrieve the full column specification for this data. ℹ
## Specify the column types or set `show_col_types = FALSE` to quiet this message.
## • `` -> `...1`cast <- read.csv("raw_cast.csv", stringsAsFactors = FALSE)
cast <- read.csv("raw_cast.csv", stringsAsFactors = FALSE)
summary(cast) ## X Name.1 Name.2
## Min. : 1.0 Length:1298 Length:1298
## 1st Qu.: 325.2 Class :character Class :character
## Median : 649.5 Mode :character Mode :character
## Mean : 649.5
## 3rd Qu.: 973.8
## Max. :1298.0sapply(cast, function(x) sum(is.na(x)))## X Name.1 Name.2
## 0 0 0cast <- read.csv("raw_cast.csv", stringsAsFactors = FALSE)
cast_split <- str_split_fixed(cast$Name.2, " / ", 2)
cast$Name2 <- cast_split[, 1]
cast$Episode <- cast_split[, 2]
head(cast)str_trim(cast$Episode, side="both")## [1] ""
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