diff --git a/modules/Data_Input/Data_Input.Rmd b/modules/Data_Input/Data_Input.Rmd index 7694be3b..361f001d 100644 --- a/modules/Data_Input/Data_Input.Rmd +++ b/modules/Data_Input/Data_Input.Rmd @@ -351,9 +351,9 @@ Don't forget to use `<-` to assign your data to an object! 💻 [Data Input Lab](https://daseh.org/modules/Data_Input/lab/Data_Input_Lab.Rmd) -❓ [Posit's Data Import Cheatsheet](https://rstudio.github.io/cheatsheets/data-import.pdf) +📃 [Posit's Data Import Cheatsheet](https://rstudio.github.io/cheatsheets/data-import.pdf) -❓ [Day 2 Cheatsheet](https://daseh.org/modules/cheatsheets/Day-2.pdf) +📃 [Day 2 Cheatsheet](https://daseh.org/modules/cheatsheets/Day-2.pdf) ```{r, fig.alt="The End", out.width = "50%", echo = FALSE, fig.align='center'} knitr::include_graphics(here::here("images/the-end-g23b994289_1280.jpg")) diff --git a/modules/Data_Output/Data_Output.Rmd b/modules/Data_Output/Data_Output.Rmd index 5baab262..2f1c65ac 100644 --- a/modules/Data_Output/Data_Output.Rmd +++ b/modules/Data_Output/Data_Output.Rmd @@ -63,6 +63,17 @@ write_delim(dat, file = "CO_ER_heat_newNames.csv", delim = ",") ``` +## GUT CHECK! + +What does `write_csv()` do? Saves data to.. + +A. R's memory + +B. A file on your hard drive + +C. A ggplot + + ## R binary file `.rds` is an extension for R native file format. @@ -110,6 +121,21 @@ knitr::include_graphics(here::here("images/subset_objects_in_environment.png")) knitr::include_graphics(here::here("images/save_environment.png")) ``` + +## REMINDER: Saving a ggplot to file + +A few options: + +- RStudio \> Plots \> Export \> Save as image / Save as PDF +- RStudio \> Plots \> Zoom \> [right mouse click on the plot] \> Save image as +- In the code + +```{r, eval = FALSE} +ggsave(filename = "saved_plot.png", # will save in working directory + plot = rp_fac_plot, + width = 6, height = 3.5) # by default in inches +``` + ## Summary {.small} - Use `write_csv()` and `write_delim()` from the `readr` package to write your (modified) data @@ -120,7 +146,11 @@ knitr::include_graphics(here::here("images/save_environment.png")) 💻 [Data Output Lab](https://daseh.org/modules/Data_Output/lab/Data_Output_Lab.Rmd) -```{r, fig.alt="The End", out.width = "50%", echo = FALSE, fig.align='center'} +📃 [Posit's Data Import Cheatsheet](https://rstudio.github.io/cheatsheets/data-import.pdf) + +📃 [Day 8 Cheatsheet](https://daseh.org/modules/cheatsheets/Day-2.pdf) + +```{r, fig.alt="The End", out.width = "30%", echo = FALSE, fig.align='center'} knitr::include_graphics(here::here("images/the-end-g23b994289_1280.jpg")) ``` diff --git a/modules/Data_Output/lab/Data_Output_Lab.Rmd b/modules/Data_Output/lab/Data_Output_Lab.Rmd index 3dbe3138..9e80ed52 100644 --- a/modules/Data_Output/lab/Data_Output_Lab.Rmd +++ b/modules/Data_Output/lab/Data_Output_Lab.Rmd @@ -12,10 +12,9 @@ Remember anything you type here can be "sent" to the console with Cmd-Enter (OS- # Part 1 ### 1.1 - -Read in the SARS-CoV-2 wastewater data from URL -https://daseh.org/data/SARS-CoV-2_Wastewater_Data.csv -and assign it to an object named `covid`. +Load the tidyverse package. Then read in the CalEnviroScreen dataset from +https://daseh.org/data/CalEnviroScreen_data.csv +and assign it to an object named `ces. ``` # General format @@ -29,7 +28,7 @@ library(readr) ### 1.2 -Filter the dataset so that the "reporting_jurisdiction" column is equal to "Maryland". Store the modified dataset as `covid_filtered`. +Filter the dataset so that the `CaliforniaCounty` column is equal to "Yuba". Store the modified dataset as `ces_Yuba`. ``` # General format @@ -42,7 +41,7 @@ NEW_OBJECT <- OBJECT %>% filter(COLUMNNAME == CRITERIA) ### 1.3 -Write out the `covid_filtered` object as a CSV file calling it "covid_filtered.csv", using `write_csv()`: +Write out the `ces_Yuba` object as a CSV file calling it "ces_Yuba.csv", using `write_csv()`: ```{r 1.3response} @@ -60,7 +59,6 @@ Copy your code from problem 1.3 and modify it to write to the data directory ins ``` ### P.2 - Write one of the objects in your Environment to your working directory in `rds` format. Call the file `my_variable.rds`. ```{r P.2response} diff --git a/modules/Data_Output/lab/Data_Output_Lab_Key.Rmd b/modules/Data_Output/lab/Data_Output_Lab_Key.Rmd index 2dbb328e..83170d92 100644 --- a/modules/Data_Output/lab/Data_Output_Lab_Key.Rmd +++ b/modules/Data_Output/lab/Data_Output_Lab_Key.Rmd @@ -12,25 +12,24 @@ Remember anything you type here can be "sent" to the console with Cmd-Enter (OS- # Part 1 ### 1.1 - -Read in the SARS-CoV-2 wastewater data from URL -https://daseh.org/data/SARS-CoV-2_Wastewater_Data.csv -and assign it to an object named `covid`. +Load the tidyverse package. Then read in the CalEnviroScreen dataset from +https://daseh.org/data/CalEnviroScreen_data.csv +and assign it to an object named `ces`. ``` # General format -library(readr) -# OBJECT <- read_csv(FILE) +library(tidyverse) +OBJECT <- read_csv(FILE) ``` ```{r 1.1response} library(tidyverse) -covid <- read_csv(file = "https://daseh.org/data/SARS-CoV-2_Wastewater_Data.csv") +ces <- read_csv(file = "https://daseh.org/data/CalEnviroScreen_data.csv") ``` ### 1.2 -Filter the dataset so that the "reporting_jurisdiction" column is equal to "Maryland". Store the modified dataset as `covid_filtered`. +Filter the dataset so that the `CaliforniaCounty` column is equal to "Yuba". Store the modified dataset as `ces_Yuba`. ``` # General format @@ -38,15 +37,15 @@ NEW_OBJECT <- OBJECT %>% filter(COLUMNNAME == CRITERIA) ``` ```{r 1.2response} -covid_filtered <- covid %>% filter(reporting_jurisdiction == "Maryland") +ces_Yuba <- ces %>% filter(CaliforniaCounty == "Yuba") ``` ### 1.3 -Write out the `covid_filtered` object as a CSV file calling it "covid_filtered.csv", using `write_csv()`: +Write out the `ces_Yuba` object as a CSV file calling it "ces_Yuba.csv", using `write_csv()`: ```{r 1.3response} -write_csv(covid_filtered, file = "covid_filtered.csv") +write_csv(ces_Yuba, file = "ces_Yuba.csv") ``` @@ -57,9 +56,8 @@ write_csv(covid_filtered, file = "covid_filtered.csv") Copy your code from problem 1.3 and modify it to write to the data directory inside your R Project. *Note: you may need to make a new folder named "data" if it doesn't already exist.* ```{r eval = FALSE, label = 'P.1response'} -getwd() -dir.create("data") -write_csv(covid_filtered, file = "data/covid_filtered.csv") +getwd() # Check -- are you in the project directory? +write_csv(ces_Yuba, file = "data/ces_Yuba.csv") ``` ### P.2 @@ -73,7 +71,7 @@ write_rds(y, file = "my_variable.rds") ### P.3 -Read the RDS file from your working directory back into your Environment. Call the file `z`. +Read the RDS file you just created from your working directory back into your Environment. Call the file `z`. ```{r P.3response} z <- read_rds(file = "my_variable.rds") diff --git a/modules/Data_Output/lab/covid_filtered.csv b/modules/Data_Output/lab/covid_filtered.csv deleted file mode 100644 index f26c004a..00000000 --- a/modules/Data_Output/lab/covid_filtered.csv +++ /dev/null @@ -1 +0,0 @@ -reporting_jurisdiction,sample_location,key_plot_id,county_names,population_served,date_start,date_end,rna_pct_change_15d,pos_PCR_prop_15d,percentile,sampling_prior,first_sample_date diff --git a/modules/Data_Output/lab/vacc_filtered.csv b/modules/Data_Output/lab/vacc_filtered.csv deleted file mode 100644 index 996b24bb..00000000 --- a/modules/Data_Output/lab/vacc_filtered.csv +++ /dev/null @@ -1,580 +0,0 @@ -Date,MMWR_week,Location,Distributed,Distributed_Janssen,Distributed_Moderna,Distributed_Pfizer,Distributed_Novavax,Distributed_Unk_Manuf,Dist_Per_100K,Distributed_Per_100k_5Plus,Distributed_Per_100k_12Plus,Distributed_Per_100k_18Plus,Distributed_Per_100k_65Plus,Administered,Administered_5Plus,Administered_12Plus,Administered_18Plus,Administered_65Plus,Administered_Janssen,Administered_Moderna,Administered_Pfizer,Administered_Novavax,Administered_Unk_Manuf,Admin_Per_100K,Admin_Per_100k_5Plus,Admin_Per_100k_12Plus,Admin_Per_100k_18Plus,Admin_Per_100k_65Plus,Recip_Administered,Administered_Dose1_Recip,Administered_Dose1_Pop_Pct,Administered_Dose1_Recip_5Plus,Administered_Dose1_Recip_5PlusPop_Pct,Administered_Dose1_Recip_12Plus,Administered_Dose1_Recip_12PlusPop_Pct,Administered_Dose1_Recip_18Plus,Administered_Dose1_Recip_18PlusPop_Pct,Administered_Dose1_Recip_65Plus,Administered_Dose1_Recip_65PlusPop_Pct,Series_Complete_Yes,Series_Complete_Pop_Pct,Series_Complete_5Plus,Series_Complete_5PlusPop_Pct,Series_Complete_12Plus,Series_Complete_12PlusPop_Pct,Series_Complete_18Plus,Series_Complete_18PlusPop_Pct,Series_Complete_65Plus,Series_Complete_65PlusPop_Pct,Series_Complete_Janssen,Series_Complete_Moderna,Series_Complete_Pfizer,Series_Complete_Novavax,Series_Complete_Unk_Manuf,Series_Complete_Janssen_5Plus,Series_Complete_Moderna_5Plus,Series_Complete_Pfizer_5Plus,Series_Complete_Unk_Manuf_5Plus,Series_Complete_Janssen_12Plus,Series_Complete_Moderna_12Plus,Series_Complete_Pfizer_12Plus,Series_Complete_Unk_Manuf_12Plus,Series_Complete_Janssen_18Plus,Series_Complete_Moderna_18Plus,Series_Complete_Pfizer_18Plus,Series_Complete_Unk_Manuf_18Plus,Series_Complete_Janssen_65Plus,Series_Complete_Moderna_65Plus,Series_Complete_Pfizer_65Plus,Series_Complete_Unk_Manuf_65Plus,Additional_Doses,Additional_Doses_Vax_Pct,Additional_Doses_5Plus,Additional_Doses_5Plus_Vax_Pct,Additional_Doses_12Plus,Additional_Doses_12Plus_Vax_Pct,Additional_Doses_18Plus,Additional_Doses_18Plus_Vax_Pct,Additional_Doses_50Plus,Additional_Doses_50Plus_Vax_Pct,Additional_Doses_65Plus,Additional_Doses_65Plus_Vax_Pct,Additional_Doses_Moderna,Additional_Doses_Pfizer,Additional_Doses_Janssen,Additional_Doses_Unk_Manuf,Second_Booster_50Plus,Second_Booster_50Plus_Vax_Pct,Second_Booster_65Plus,Second_Booster_65Plus_Vax_Pct,Second_Booster_Janssen,Second_Booster_Moderna,Second_Booster_Pfizer,Second_Booster_Unk_Manuf,Bivalent_Booster_5Plus,Bivalent_Booster_5Plus_Pop_Pct,Bivalent_Booster_12Plus,Bivalent_Booster_12Plus_Pop_Pct,Bivalent_Booster_18Plus,Bivalent_Booster_18Plus_Pop_Pct,Bivalent_Booster_65Plus,Bivalent_Booster_65Plus_Pop_Pct 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b/modules/Data_Summarization/Data_Summarization.Rmd @@ -348,9 +348,9 @@ er_year %>% unique() %>% length() # similar to n_distinct() 💻 [Lab](https://daseh.org/modules/Data_Summarization/lab/Data_Summarization_Lab.Rmd) -📃[Day 4 Cheatsheet](https://daseh.org/modules/cheatsheets/Day-4.pdf) +📃 [Day 4 Cheatsheet](https://daseh.org/modules/cheatsheets/Day-4.pdf) -📃[Posit's data transformation Cheatsheet](https://rstudio.github.io/cheatsheets/data-transformation.pdf) +📃 [Posit's data transformation Cheatsheet](https://rstudio.github.io/cheatsheets/data-transformation.pdf) **For more advanced learning:** diff --git a/resources/dictionary.txt b/resources/dictionary.txt index 33a0a9c8..709627a6 100644 --- a/resources/dictionary.txt +++ b/resources/dictionary.txt @@ -616,3 +616,4 @@ XLSX youtube yts YTS +Yuba