[like] Sulabh Aryal reacted to your message: ________________________________ From: Charles Purvis &lt;clpurvis(a)att.net&gt; Sent: Thursday, August 14, 2025 1:04:08 AM To: The Census Transportation Products Program Community of Practice/Users discussion and news list &lt;ctpp(a)listserv.transportation.org&gt; Subject: [CTPP News] Sample R scripts to pull 2017-2021 CTPP data I’m extremely grateful to Stacey Bricka of MacroSys and Shichen Feng of the Fresno COG to provide insights and help in curing my logjam/frustrations. I’ve uploaded a 10 example R-script to pull data from the CTPP 2017-2021 data for Parts 1, 2, and 3 at various geographic levels. Here it is: <https://github.com/chuckpurvis/r_scripts/blob/main/ctpp1721_examples_1.R> [r_scripts.png] r_scripts/ctpp1721_examples_1.R at main · chuckpurvis/r_scripts<https://github.com/chuckpurvis/r_scripts/blob/main… github.com<https://github.com/chuckpurvis/r_scripts/blob/main/ctpp1721_e… I recommend having the CTPP Data Portal open in a web browser to help assist in selecting tables and understanding geographic levels associated with any of the tables. Most challenging was my attempt to pull tract-to-tract worker flow for my region. I think there is an upper limit on the number of records that can be pulled in the API, somewhere between 50,000 records and 5,000,000 records. Next steps: 1. renaming variable names to be more mnemonic and memorable. 2. attaching GIS files using either tidycensus or the r package tigris. 3. mapping all of the cool patterns 4. summarizing tract-to-tract worker flows to county-to-county level, to ascertain data loss due to lack of secondary allocation. 5. There probably should NOT be any data loss in any place-to-county or county-to-place summary levels. Check this. Hope this is of interest and use to the community. cheers, Chuck Purvis Hayward, California or contact me directly, at: clpurvis@att.net<mailto:clpurvis@att.net> # # # # #