From 765639836d4db2e84c7bfca1978f38693d334e45 Mon Sep 17 00:00:00 2001 From: knaaptime Date: Thu, 21 Nov 2024 20:30:01 -0800 Subject: [PATCH] update --- .devcontainer/devcontainer.json | 8 +- .gitignore | 3 +- notebooks/demo_py.ipynb | 14 +- notebooks/demo_r.ipynb | 495 +++----------------- output/_fig_sdmap.png | Bin 81478 -> 0 bytes output/index.html | 781 -------------------------------- output/rypyr.pdf | Bin 105278 -> 0 bytes paper/_dft_results.qmd | 33 +- paper/_fig_ggmap.png | Bin 0 -> 351397 bytes paper/_fig_sdmap.html | 191 ++++++++ paper/_quarto.yml | 5 +- paper/_table_rtable.md | 0 paper/_table_sd_table.html | 11 - paper/_table_sd_table.md | 2 + pixi.toml | 1 + 15 files changed, 297 insertions(+), 1247 deletions(-) delete mode 100644 output/_fig_sdmap.png delete mode 100644 output/index.html delete mode 100644 output/rypyr.pdf create mode 100644 paper/_fig_ggmap.png create mode 100644 paper/_fig_sdmap.html create mode 100644 paper/_table_rtable.md diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json index 3cbfa87..f808720 100644 --- a/.devcontainer/devcontainer.json +++ b/.devcontainer/devcontainer.json @@ -22,7 +22,13 @@ "charliermarsh.ruff", "GitHub.copilot", "njpwerner.autodocstring", - "streetsidesoftware.code-spell-checker" + "streetsidesoftware.code-spell-checker", + "reditorsupport.r", + "mathematic.vscode-pdf", + "quarto.quarto", + "shd101wyy.markdown-preview-enhanced", + "notzaki.pandocciter" + ] } }, diff --git a/.gitignore b/.gitignore index 74e1507..f1d5491 100644 --- a/.gitignore +++ b/.gitignore @@ -4,6 +4,5 @@ paper/.quarto paper/site_libs paper/index_files notebooks/.ipynb_checkpoints -output/_tex/ -output/site_libs +output/* pixi.lock diff --git a/notebooks/demo_py.ipynb b/notebooks/demo_py.ipynb index 963fec7..495ebe2 100644 --- a/notebooks/demo_py.ipynb +++ b/notebooks/demo_py.ipynb @@ -698,12 +698,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 37, "id": "5fbc2087-d677-4a8b-bec6-cfdbde8561c6", "metadata": {}, "outputs": [], "source": [ - "m.save(\"../data/sdmap.html\")" + "m.save(\"../data/_fig_sdmap.html\")" ] }, { @@ -769,7 +769,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 40, "id": "30f329a7-3a4f-4e59-99e8-4083b4cd6232", "metadata": {}, "outputs": [], @@ -777,13 +777,13 @@ "table = sd[['n_total_pop', 'median_household_income']].head(10)\n", "table.columns = table.columns.str.replace(\"_\",\"-\")\n", "\n", - "table.to_html(\"../paper/_table_sd_table.html\")\n", - "table.to_latex(\"../paper/_table_sd_table.md\", longtable=True)" + "table.to_html(\"../paper/_table_sd_table.html\", index=False)\n", + "table.to_latex(\"../paper/_table_sd_table.md\", longtable=True, caption='Blockgroups in San Diego')" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 39, "id": "ec7637c1-8512-4d35-837f-9742cdd9be95", "metadata": {}, "outputs": [ @@ -881,7 +881,7 @@ "9 1151.0 79725.0" ] }, - "execution_count": 24, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } diff --git a/notebooks/demo_r.ipynb b/notebooks/demo_r.ipynb index 4db8254..1abd123 100644 --- a/notebooks/demo_r.ipynb +++ b/notebooks/demo_r.ipynb @@ -79,10 +79,17 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 21, "id": "9e6f95b4-f7ef-41e9-927a-a455e6f28dec", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[1m\u001b[22mSaving 7 x 7 in image\n" + ] + }, { "data": { "image/png": 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WSF5486uZd+0z8UZARecEFQzr755ht7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\nY8eOoHU7K/3dt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@@ -101,7 +108,9 @@ ], "source": [ "ggplot(ca_counties) + \n", - " geom_sf()" + " geom_sf()\n", + "ggsave(\n", + " \"../paper/_fig_ggmap.png\")" ] }, { @@ -137,429 +146,33 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "50562d9a-8174-486b-a292-5092ecf9633b", + "execution_count": 12, + "id": "34da5aa0-a733-4ca5-bfc7-7297a320b40c", + "metadata": {}, + "outputs": [], + "source": [ + "library(knitr)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "3221801e-9815-455d-addb-bd9a39b9b55d", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "ERROR while rich displaying an object: Error in loadNamespace(x): there is no package called ‘geojsonio’\n", - "\n", - "Traceback:\n", - "1. sapply(x, f, simplify = simplify)\n", - "2. lapply(X = X, FUN = FUN, ...)\n", - "3. FUN(X[[i]], ...)\n", - "4. tryCatch(withCallingHandlers({\n", - " . if (!mime %in% names(repr::mime2repr)) \n", - " . stop(\"No repr_* for mimetype \", mime, \" in repr::mime2repr\")\n", - " . rpr <- repr::mime2repr[[mime]](obj)\n", - " . if (is.null(rpr)) \n", - " . return(NULL)\n", - " . prepare_content(is.raw(rpr), rpr)\n", - " . }, error = error_handler), error = outer_handler)\n", - "5. tryCatchList(expr, classes, parentenv, handlers)\n", - "6. tryCatchOne(expr, names, parentenv, handlers[[1L]])\n", - "7. doTryCatch(return(expr), name, parentenv, handler)\n", - "8. withCallingHandlers({\n", - " . if (!mime %in% names(repr::mime2repr)) \n", - " . stop(\"No repr_* for mimetype \", mime, \" in repr::mime2repr\")\n", - " . rpr <- repr::mime2repr[[mime]](obj)\n", - " . if (is.null(rpr)) \n", - " . return(NULL)\n", - " . prepare_content(is.raw(rpr), rpr)\n", - " . }, error = error_handler)\n", - "9. repr::mime2repr[[mime]](obj)\n", - "10. repr_geojson.sf(obj)\n", - "11. repr_geojson(geojsonio::geojson_list(obj), ...)\n", - "12. loadNamespace(x)\n", - "13. withRestarts(stop(cond), retry_loadNamespace = function() NULL)\n", - "14. withOneRestart(expr, restarts[[1L]])\n", - "15. doWithOneRestart(return(expr), restart)\n" - ] - }, { "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "
A sf: 58 × 18
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710060350169332406035Lassen Lassen County 06H1G4020NANANAA11762091407 462950203+40.7152866-120.6212225MULTIPOLYGON (((-120.8825 4...
742060550027729206055Napa Napa County 06H1G4020NANANAA 1947606240 104444864+38.5070999-122.3259045MULTIPOLYGON (((-122.1036 3...
778060890168261006089Shasta Shasta County 06H1G4020NANANAA 9778892920 185816636+40.7605142-122.0435558MULTIPOLYGON (((-121.3229 4...
802060530027729106053Monterey Monterey County 06H1G4020NANANAA 84996096971267806850+36.2401044-121.3155781MULTIPOLYGON (((-122.0519 3...
953061050027731706105Trinity Trinity County 06H1G4020NANANAA 8234265080 73407950+40.6478582-123.1146660MULTIPOLYGON (((-122.9982 4...
964060450027728706045Mendocino Mendocino County 06H1G4020NANANAA 9082586851 961786019+39.4323876-123.4428811MULTIPOLYGON (((-123.239 38...
980060270180463706027Inyo Inyo County 06H1G4020NANANAA26410783053 77280938+36.5621604-117.4042092MULTIPOLYGON (((-118.79 37....
1051060510027729006051Mono Mono County 06H1G4020NANANAA 7896625263 214695142+37.9158363-118.8751668MULTIPOLYGON (((-119.6514 3...
1052061090027731906109Tuolumne Tuolumne County 06H1G4020NANANAA 5752133238 138668837+38.0214344-119.9647335MULTIPOLYGON (((-120.5002 3...
1057060950027731206095Solano Solano County 06H1G4020NANANAA 2128287124 218615209+38.2672255-121.9395940MULTIPOLYGON (((-121.8616 3...
1109060710027730006071San Bernardino San Bernardino County 06H1G4020NANANAA51976311092 96418406+34.8566615-116.1815707MULTIPOLYGON (((-114.8295 3...
1128060130167590306013Contra Costa Contra Costa County 06H1G4020NANANAA 1856752855 225364427+37.9194790-121.9515431MULTIPOLYGON (((-121.6973 3...
1313060030167584006003Alpine Alpine County 06H1G4020NANANAA 1912292607 12557304+38.6217831-119.7983522MULTIPOLYGON (((-120.0733 3...
1369060170027727306017El Dorado El Dorado County 06H1G4020NANANAA 4423288012 203364019+38.7856116-120.5342245MULTIPOLYGON (((-120.1844 3...
1412061130027732106113Yolo Yolo County 06H1G4020NANANAA 2623627933 22888380+38.6796091-121.9027500MULTIPOLYGON (((-121.6619 3...
1469061150027732206115Yuba Yuba County 06H1G4020NANANAA 1636887866 31084093+39.2701300-121.3442587MULTIPOLYGON (((-121.4879 3...
1483060690027729906069San Benito San Benito County 06H1G4020NANANAA 3596591085 4719300+36.6116507-121.0858108MULTIPOLYGON (((-121.644 36...
1613060230168190806023Humboldt Humboldt County 06H1G4020NANANAA 92411412201254150035+40.7066554-123.9261757MULTIPOLYGON (((-124.482 40...
1626060650027729706065Riverside Riverside County 06H1G4020NANANAA18671846195 242807981+33.7298275-116.0022389MULTIPOLYGON (((-114.7665 3...
1635060290205417606029Kern Kern County 06H1G4020NANANAA21068705437 78332288+35.3466288-118.7295064MULTIPOLYGON (((-118.8817 3...
1695060110167590206011Colusa Colusa County 06H1G4020NANANAA 2980245446 14696164+39.1777385-122.2375629MULTIPOLYGON (((-121.9151 3...
1758060150168207406015Del Norte Del Norte County 06H1G4020NANANAA 2606049835 578810831+41.7499033-123.9809983MULTIPOLYGON (((-124.3161 4...
1810060490027728906049Modoc Modoc County 06H1G4020NANANAA10225877725 660503268+41.5929185-120.7183704MULTIPOLYGON (((-120.2089 4...
1828060190027727406019Fresno Fresno County 06H1G4020NANANAA15432139293 136609893+36.7610058-119.6550193MULTIPOLYGON (((-119.5732 3...
1939060390027728406039Madera Madera County 06H1G4020NANANAA 5534591551 42271836+37.2098213-119.7498023MULTIPOLYGON (((-120.1687 3...
1948060850027730706085Santa Clara Santa Clara County 06H1G4020NANANAA 3343892723 33595850+37.2216142-121.6895401MULTIPOLYGON (((-122.2026 3...
1956061030169276706103Tehama Tehama County 06H1G4020NANANAA 7638229338 33767224+40.1261573-122.2322737MULTIPOLYGON (((-122.1992 4...
2052060770027730306077San Joaquin San Joaquin County 06H1G4020NANANAA 3605878834 89000661+37.9349815-121.2722440MULTIPOLYGON (((-121.1784 3...
2099060010167583906001Alameda Alameda County 06H1G4020NANANAA 1910010507 216909647+37.6471385-121.9124880MULTIPOLYGON (((-122.3731 3...
2176060570168292706057Nevada Nevada County 06H1G4020NANANAA 2480587300 41531993+39.2975082-120.7713429MULTIPOLYGON (((-120.7171 3...
2237060070167584206007Butte Butte County 06H1G4020NANANAA 4238488704 105260548+39.6653362-121.6032086MULTIPOLYGON (((-122.0694 3...
2312060470027728806047Merced Merced County 06H1G4020NANANAA 5019407132 105277636+37.1948063-120.7228019MULTIPOLYGON (((-120.5417 3...
2364061070027731806107Tulare Tulare County 06H1G4020NANANAA12493840855 37260863+36.2288339-118.7810551MULTIPOLYGON (((-119.1748 3...
2435060990027731406099Stanislaus Stanislaus County 06H1G4020NANANAA 3875010966 46378767+37.5623162-121.0028311MULTIPOLYGON (((-120.5991 3...
2553060590027729406059Orange Orange County 06H1G4020NANANAA 2053491982 406263283+33.6756872-117.7772068MULTIPOLYGON (((-118.0971 3...
2562060250027727706025Imperial Imperial County 06H1G4020NANANAA10814595263 790216760+33.0408143-115.3554001MULTIPOLYGON (((-114.7265 3...
2605061010027731506101Sutter Sutter County 06H1G4020NANANAA 1560975504 14811541+39.0361898-121.7039397MULTIPOLYGON (((-121.6102 3...
2724060050167584106005Amador Amador County 06H1G4020NANANAA 1539967071 29437120+38.4435493-120.6538580MULTIPOLYGON (((-121.0277 3...
2811060330027728106033Lake Lake County 06H1G4020NANANAA 3250647503 189100323+39.1080094-122.7452171MULTIPOLYGON (((-122.4159 3...
2825060630027729606063Plumas Plumas County 06H1G4020NANANAA 6612400772 156387638+39.9922953-120.8243709MULTIPOLYGON (((-120.7705 3...
2882060810027730506081San Mateo San Mateo County 06H1G4020NANANAA 1161882953 757162988+37.4146725-122.3715457MULTIPOLYGON (((-122.5868 3...
2980060930027731106093Siskiyou Siskiyou County 06H1G4020NANANAA16261933230 179149815+41.5879861-122.5332868MULTIPOLYGON (((-122.4788 4...
3027060870027730806087Santa Cruz Santa Cruz County 06H1G4020NANANAA 1152818088 419720203+37.0123466-122.0077889MULTIPOLYGON (((-122.0519 3...
3142060210027727506021Glenn Glenn County 06H1G4020NANANAA 3403160299 33693344+39.6025462-122.4016998MULTIPOLYGON (((-122.9382 3...
3182060790027730406079San Luis ObispoSan Luis Obispo County06H1G4020NANANAA 8549160509 815630594+35.3881891-120.4488974MULTIPOLYGON (((-120.719 35...
\n" - ], - "text/latex": [ - "A sf: 58 × 18\n", - "\\begin{tabular}{r|llllllllllllllllll}\n", - " & STATEFP & COUNTYFP & COUNTYNS & GEOID & NAME & NAMELSAD & LSAD & CLASSFP & MTFCC & CSAFP & CBSAFP & METDIVFP & FUNCSTAT & ALAND & AWATER & INTPTLAT & INTPTLON & geometry\\\\\n", - " & & & & & & & & & & & & & & & & & & \\\\\n", - "\\hline\n", - "\t9 & 06 & 091 & 00277310 & 06091 & Sierra & Sierra County & 06 & H1 & G4020 & NA & NA & NA & A & 2468694582 & 23299110 & +39.5769252 & -120.5219926 & MULTIPOLYGON (((-120.5559 3...\\\\\n", - "\t325 & 06 & 067 & 00277298 & 06067 & Sacramento & Sacramento County & 06 & H1 & G4020 & NA & NA & NA & A & 2500063008 & 75323438 & +38.4501363 & -121.3443291 & MULTIPOLYGON (((-121.4399 3...\\\\\n", - "\t329 & 06 & 083 & 00277306 & 06083 & Santa Barbara & Santa Barbara County & 06 & H1 & G4020 & NA & NA & NA & A & 7080858282 & 2729215451 & +34.5366774 & -120.0383645 & MULTIPOLYGON (((-120.5823 3...\\\\\n", - "\t346 & 06 & 009 & 01675885 & 06009 & Calaveras & Calaveras County & 06 & H1 & G4020 & NA & NA & NA & A & 2641837360 & 43789489 & +38.1910682 & -120.5541065 & MULTIPOLYGON (((-120.6318 3...\\\\\n", - "\t394 & 06 & 111 & 00277320 & 06111 & Ventura & Ventura County & 06 & H1 & G4020 & NA & NA & NA & A & 4767585001 & 947376202 & +34.3587477 & -119.1331453 & MULTIPOLYGON (((-119.6361 3...\\\\\n", - "\t397 & 06 & 037 & 00277283 & 06037 & Los Angeles & Los Angeles County & 06 & H1 & G4020 & NA & NA & NA & A & 10515988166 & 1785003207 & +34.1963983 & -118.2618616 & MULTIPOLYGON (((-118.6782 3...\\\\\n", - "\t455 & 06 & 097 & 01657246 & 06097 & Sonoma & Sonoma County & 06 & H1 & G4020 & NA & NA & NA & A & 4080091725 & 497303747 & +38.5251824 & -122.9261095 & MULTIPOLYGON (((-122.6351 3...\\\\\n", - "\t538 & 06 & 031 & 00277280 & 06031 & Kings & Kings County & 06 & H1 & G4020 & NA & NA & NA & A & 3602601926 & 3164290 & +36.0724780 & -119.8155301 & MULTIPOLYGON (((-119.5363 3...\\\\\n", - "\t539 & 06 & 073 & 00277301 & 06073 & San Diego & San Diego County & 06 & H1 & G4020 & NA & NA & NA & A & 10904539456 & 817287145 & +33.0236041 & -116.7761174 & MULTIPOLYGON (((-116.7573 3...\\\\\n", - "\t552 & 06 & 061 & 00277295 & 06061 & Placer & Placer County & 06 & H1 & G4020 & NA & NA & NA & A & 3644336873 & 246435971 & +39.0620323 & -120.7227181 & MULTIPOLYGON (((-120.0064 3...\\\\\n", - "\t636 & 06 & 075 & 00277302 & 06075 & San Francisco & San Francisco County & 06 & H6 & G4020 & NA & NA & NA & C & 121045788 & 479608103 & +37.7272391 & -123.0322294 & MULTIPOLYGON (((-122.4054 3...\\\\\n", - "\t674 & 06 & 041 & 00277285 & 06041 & Marin & Marin County & 06 & H1 & G4020 & NA & NA & NA & A & 1347890152 & 797077336 & +38.0513667 & -122.7463958 & MULTIPOLYGON (((-122.4728 3...\\\\\n", - "\t685 & 06 & 043 & 00277286 & 06043 & Mariposa & Mariposa County & 06 & H1 & G4020 & NA & NA & NA & A & 3752476985 & 36220865 & +37.5743432 & -119.9117215 & MULTIPOLYGON (((-120.3953 3...\\\\\n", - "\t710 & 06 & 035 & 01693324 & 06035 & Lassen & Lassen County & 06 & H1 & G4020 & NA & NA & NA & A & 11762091407 & 462950203 & +40.7152866 & -120.6212225 & MULTIPOLYGON (((-120.8825 4...\\\\\n", - "\t742 & 06 & 055 & 00277292 & 06055 & Napa & Napa County & 06 & H1 & G4020 & NA & NA & NA & A & 1947606240 & 104444864 & +38.5070999 & -122.3259045 & MULTIPOLYGON (((-122.1036 3...\\\\\n", - "\t778 & 06 & 089 & 01682610 & 06089 & Shasta & Shasta County & 06 & H1 & G4020 & NA & NA & NA & A & 9778892920 & 185816636 & +40.7605142 & -122.0435558 & MULTIPOLYGON (((-121.3229 4...\\\\\n", - "\t802 & 06 & 053 & 00277291 & 06053 & Monterey & Monterey County & 06 & H1 & G4020 & NA & NA & NA & A & 8499609697 & 1267806850 & +36.2401044 & -121.3155781 & MULTIPOLYGON (((-122.0519 3...\\\\\n", - "\t953 & 06 & 105 & 00277317 & 06105 & Trinity & Trinity County & 06 & H1 & G4020 & NA & NA & NA & A & 8234265080 & 73407950 & +40.6478582 & -123.1146660 & MULTIPOLYGON (((-122.9982 4...\\\\\n", - "\t964 & 06 & 045 & 00277287 & 06045 & Mendocino & Mendocino County & 06 & H1 & G4020 & NA & NA & NA & A & 9082586851 & 961786019 & +39.4323876 & -123.4428811 & MULTIPOLYGON (((-123.239 38...\\\\\n", - "\t980 & 06 & 027 & 01804637 & 06027 & Inyo & Inyo County & 06 & H1 & G4020 & NA & NA & NA & A & 26410783053 & 77280938 & +36.5621604 & -117.4042092 & MULTIPOLYGON (((-118.79 37....\\\\\n", - "\t1051 & 06 & 051 & 00277290 & 06051 & Mono & Mono County & 06 & H1 & G4020 & NA & NA & NA & A & 7896625263 & 214695142 & +37.9158363 & -118.8751668 & MULTIPOLYGON (((-119.6514 3...\\\\\n", - "\t1052 & 06 & 109 & 00277319 & 06109 & Tuolumne & Tuolumne County & 06 & H1 & G4020 & NA & NA & NA & A & 5752133238 & 138668837 & +38.0214344 & -119.9647335 & MULTIPOLYGON (((-120.5002 3...\\\\\n", - "\t1057 & 06 & 095 & 00277312 & 06095 & Solano & Solano County & 06 & H1 & G4020 & NA & NA & NA & A & 2128287124 & 218615209 & +38.2672255 & -121.9395940 & MULTIPOLYGON (((-121.8616 3...\\\\\n", - "\t1109 & 06 & 071 & 00277300 & 06071 & San Bernardino & San Bernardino County & 06 & H1 & G4020 & NA & NA & NA & A & 51976311092 & 96418406 & +34.8566615 & -116.1815707 & MULTIPOLYGON (((-114.8295 3...\\\\\n", - "\t1128 & 06 & 013 & 01675903 & 06013 & Contra Costa & Contra Costa County & 06 & H1 & G4020 & NA & NA & NA & A & 1856752855 & 225364427 & +37.9194790 & -121.9515431 & MULTIPOLYGON (((-121.6973 3...\\\\\n", - "\t1313 & 06 & 003 & 01675840 & 06003 & Alpine & Alpine County & 06 & H1 & G4020 & NA & NA & NA & A & 1912292607 & 12557304 & +38.6217831 & -119.7983522 & MULTIPOLYGON (((-120.0733 3...\\\\\n", - "\t1369 & 06 & 017 & 00277273 & 06017 & El Dorado & El Dorado County & 06 & H1 & G4020 & NA & NA & NA & A & 4423288012 & 203364019 & +38.7856116 & -120.5342245 & MULTIPOLYGON (((-120.1844 3...\\\\\n", - "\t1412 & 06 & 113 & 00277321 & 06113 & Yolo & Yolo County & 06 & H1 & G4020 & NA & NA & NA & A & 2623627933 & 22888380 & +38.6796091 & -121.9027500 & MULTIPOLYGON (((-121.6619 3...\\\\\n", - "\t1469 & 06 & 115 & 00277322 & 06115 & Yuba & Yuba County & 06 & H1 & G4020 & NA & NA & NA & A & 1636887866 & 31084093 & +39.2701300 & -121.3442587 & MULTIPOLYGON (((-121.4879 3...\\\\\n", - "\t1483 & 06 & 069 & 00277299 & 06069 & San Benito & San Benito County & 06 & H1 & G4020 & NA & NA & NA & A & 3596591085 & 4719300 & +36.6116507 & -121.0858108 & MULTIPOLYGON (((-121.644 36...\\\\\n", - "\t1613 & 06 & 023 & 01681908 & 06023 & Humboldt & Humboldt County & 06 & H1 & G4020 & NA & NA & NA & A & 9241141220 & 1254150035 & +40.7066554 & -123.9261757 & MULTIPOLYGON (((-124.482 40...\\\\\n", - "\t1626 & 06 & 065 & 00277297 & 06065 & Riverside & Riverside County & 06 & H1 & G4020 & NA & NA & NA & A & 18671846195 & 242807981 & +33.7298275 & -116.0022389 & MULTIPOLYGON (((-114.7665 3...\\\\\n", - "\t1635 & 06 & 029 & 02054176 & 06029 & Kern & Kern County & 06 & H1 & G4020 & NA & NA & NA & A & 21068705437 & 78332288 & +35.3466288 & -118.7295064 & MULTIPOLYGON (((-118.8817 3...\\\\\n", - "\t1695 & 06 & 011 & 01675902 & 06011 & Colusa & Colusa County & 06 & H1 & G4020 & NA & NA & NA & A & 2980245446 & 14696164 & +39.1777385 & -122.2375629 & MULTIPOLYGON (((-121.9151 3...\\\\\n", - "\t1758 & 06 & 015 & 01682074 & 06015 & Del Norte & Del Norte County & 06 & H1 & G4020 & NA & NA & NA & A & 2606049835 & 578810831 & +41.7499033 & -123.9809983 & MULTIPOLYGON (((-124.3161 4...\\\\\n", - "\t1810 & 06 & 049 & 00277289 & 06049 & Modoc & Modoc County & 06 & H1 & G4020 & NA & NA & NA & A & 10225877725 & 660503268 & +41.5929185 & -120.7183704 & MULTIPOLYGON (((-120.2089 4...\\\\\n", - "\t1828 & 06 & 019 & 00277274 & 06019 & Fresno & Fresno County & 06 & H1 & G4020 & NA & NA & NA & A & 15432139293 & 136609893 & +36.7610058 & -119.6550193 & MULTIPOLYGON (((-119.5732 3...\\\\\n", - "\t1939 & 06 & 039 & 00277284 & 06039 & Madera & Madera County & 06 & H1 & G4020 & NA & NA & NA & A & 5534591551 & 42271836 & +37.2098213 & -119.7498023 & MULTIPOLYGON (((-120.1687 3...\\\\\n", - "\t1948 & 06 & 085 & 00277307 & 06085 & Santa Clara & Santa Clara County & 06 & H1 & G4020 & NA & NA & NA & A & 3343892723 & 33595850 & +37.2216142 & -121.6895401 & MULTIPOLYGON (((-122.2026 3...\\\\\n", - "\t1956 & 06 & 103 & 01692767 & 06103 & Tehama & Tehama County & 06 & H1 & G4020 & NA & NA & NA & A & 7638229338 & 33767224 & +40.1261573 & -122.2322737 & MULTIPOLYGON (((-122.1992 4...\\\\\n", - "\t2052 & 06 & 077 & 00277303 & 06077 & San Joaquin & San Joaquin County & 06 & H1 & G4020 & NA & NA & NA & A & 3605878834 & 89000661 & +37.9349815 & -121.2722440 & MULTIPOLYGON (((-121.1784 3...\\\\\n", - "\t2099 & 06 & 001 & 01675839 & 06001 & Alameda & Alameda County & 06 & H1 & G4020 & NA & NA & NA & A & 1910010507 & 216909647 & +37.6471385 & -121.9124880 & MULTIPOLYGON (((-122.3731 3...\\\\\n", - "\t2176 & 06 & 057 & 01682927 & 06057 & Nevada & Nevada County & 06 & H1 & G4020 & NA & NA & NA & A & 2480587300 & 41531993 & +39.2975082 & -120.7713429 & MULTIPOLYGON (((-120.7171 3...\\\\\n", - "\t2237 & 06 & 007 & 01675842 & 06007 & Butte & Butte County & 06 & H1 & G4020 & NA & NA & NA & A & 4238488704 & 105260548 & +39.6653362 & -121.6032086 & MULTIPOLYGON (((-122.0694 3...\\\\\n", - "\t2312 & 06 & 047 & 00277288 & 06047 & Merced & Merced County & 06 & H1 & G4020 & NA & NA & NA & A & 5019407132 & 105277636 & +37.1948063 & -120.7228019 & MULTIPOLYGON (((-120.5417 3...\\\\\n", - "\t2364 & 06 & 107 & 00277318 & 06107 & Tulare & Tulare County & 06 & H1 & G4020 & NA & NA & NA & A & 12493840855 & 37260863 & +36.2288339 & -118.7810551 & MULTIPOLYGON (((-119.1748 3...\\\\\n", - "\t2435 & 06 & 099 & 00277314 & 06099 & Stanislaus & Stanislaus County & 06 & H1 & G4020 & NA & NA & NA & A & 3875010966 & 46378767 & +37.5623162 & -121.0028311 & MULTIPOLYGON (((-120.5991 3...\\\\\n", - "\t2553 & 06 & 059 & 00277294 & 06059 & Orange & Orange County & 06 & H1 & G4020 & NA & NA & NA & A & 2053491982 & 406263283 & +33.6756872 & -117.7772068 & MULTIPOLYGON (((-118.0971 3...\\\\\n", - "\t2562 & 06 & 025 & 00277277 & 06025 & Imperial & Imperial County & 06 & H1 & G4020 & NA & NA & NA & A & 10814595263 & 790216760 & +33.0408143 & -115.3554001 & MULTIPOLYGON (((-114.7265 3...\\\\\n", - "\t2605 & 06 & 101 & 00277315 & 06101 & Sutter & Sutter County & 06 & H1 & G4020 & NA & NA & NA & A & 1560975504 & 14811541 & +39.0361898 & -121.7039397 & MULTIPOLYGON (((-121.6102 3...\\\\\n", - "\t2724 & 06 & 005 & 01675841 & 06005 & Amador & Amador County & 06 & H1 & G4020 & NA & NA & NA & A & 1539967071 & 29437120 & +38.4435493 & -120.6538580 & MULTIPOLYGON (((-121.0277 3...\\\\\n", - "\t2811 & 06 & 033 & 00277281 & 06033 & Lake & Lake County & 06 & H1 & G4020 & NA & NA & NA & A & 3250647503 & 189100323 & +39.1080094 & -122.7452171 & MULTIPOLYGON (((-122.4159 3...\\\\\n", - "\t2825 & 06 & 063 & 00277296 & 06063 & Plumas & Plumas County & 06 & H1 & G4020 & NA & NA & NA & A & 6612400772 & 156387638 & +39.9922953 & -120.8243709 & MULTIPOLYGON (((-120.7705 3...\\\\\n", - "\t2882 & 06 & 081 & 00277305 & 06081 & San Mateo & San Mateo County & 06 & H1 & G4020 & NA & NA & NA & A & 1161882953 & 757162988 & +37.4146725 & -122.3715457 & MULTIPOLYGON (((-122.5868 3...\\\\\n", - "\t2980 & 06 & 093 & 00277311 & 06093 & Siskiyou & Siskiyou County & 06 & H1 & G4020 & NA & NA & NA & A & 16261933230 & 179149815 & +41.5879861 & -122.5332868 & MULTIPOLYGON (((-122.4788 4...\\\\\n", - "\t3027 & 06 & 087 & 00277308 & 06087 & Santa Cruz & Santa Cruz County & 06 & H1 & G4020 & NA & NA & NA & A & 1152818088 & 419720203 & +37.0123466 & -122.0077889 & MULTIPOLYGON (((-122.0519 3...\\\\\n", - "\t3142 & 06 & 021 & 00277275 & 06021 & Glenn & Glenn County & 06 & H1 & G4020 & NA & NA & NA & A & 3403160299 & 33693344 & +39.6025462 & -122.4016998 & MULTIPOLYGON (((-122.9382 3...\\\\\n", - "\t3182 & 06 & 079 & 00277304 & 06079 & San Luis Obispo & San Luis Obispo County & 06 & H1 & G4020 & NA & NA & NA & A & 8549160509 & 815630594 & +35.3881891 & -120.4488974 & MULTIPOLYGON (((-120.719 35...\\\\\n", - "\\end{tabular}\n" - ], - "text/markdown": [ + "text/plain": [ "\n", - "A sf: 58 × 18\n", "\n", - "| | STATEFP <chr> | COUNTYFP <chr> | COUNTYNS <chr> | GEOID <chr> | NAME <chr> | NAMELSAD <chr> | LSAD <chr> | CLASSFP <chr> | MTFCC <chr> | CSAFP <chr> | CBSAFP <chr> | METDIVFP <chr> | FUNCSTAT <chr> | ALAND <dbl> | AWATER <dbl> | INTPTLAT <chr> | INTPTLON <chr> | geometry <MULTIPOLYGON [°]> |\n", - "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", - "| 9 | 06 | 091 | 00277310 | 06091 | Sierra | Sierra County | 06 | H1 | G4020 | NA | NA | NA | A | 2468694582 | 23299110 | +39.5769252 | -120.5219926 | MULTIPOLYGON (((-120.5559 3... |\n", - "| 325 | 06 | 067 | 00277298 | 06067 | Sacramento | Sacramento County | 06 | H1 | G4020 | NA | NA | NA | A | 2500063008 | 75323438 | +38.4501363 | -121.3443291 | MULTIPOLYGON (((-121.4399 3... |\n", - "| 329 | 06 | 083 | 00277306 | 06083 | Santa Barbara | Santa Barbara County | 06 | H1 | G4020 | NA | NA | NA | A | 7080858282 | 2729215451 | +34.5366774 | -120.0383645 | MULTIPOLYGON (((-120.5823 3... |\n", - "| 346 | 06 | 009 | 01675885 | 06009 | Calaveras | Calaveras County | 06 | H1 | G4020 | NA | NA | NA | A | 2641837360 | 43789489 | +38.1910682 | -120.5541065 | MULTIPOLYGON (((-120.6318 3... |\n", - "| 394 | 06 | 111 | 00277320 | 06111 | Ventura | Ventura County | 06 | H1 | G4020 | NA | NA | NA | A | 4767585001 | 947376202 | +34.3587477 | -119.1331453 | MULTIPOLYGON (((-119.6361 3... |\n", - "| 397 | 06 | 037 | 00277283 | 06037 | Los Angeles | Los Angeles County | 06 | H1 | G4020 | NA | NA | NA | A | 10515988166 | 1785003207 | +34.1963983 | -118.2618616 | MULTIPOLYGON (((-118.6782 3... |\n", - "| 455 | 06 | 097 | 01657246 | 06097 | Sonoma | Sonoma County | 06 | H1 | G4020 | NA | NA | NA | A | 4080091725 | 497303747 | +38.5251824 | -122.9261095 | MULTIPOLYGON (((-122.6351 3... |\n", - "| 538 | 06 | 031 | 00277280 | 06031 | Kings | Kings County | 06 | H1 | G4020 | NA | NA | NA | A | 3602601926 | 3164290 | +36.0724780 | -119.8155301 | MULTIPOLYGON (((-119.5363 3... |\n", - "| 539 | 06 | 073 | 00277301 | 06073 | San Diego | San Diego County | 06 | H1 | G4020 | NA | NA | NA | A | 10904539456 | 817287145 | +33.0236041 | -116.7761174 | MULTIPOLYGON (((-116.7573 3... |\n", - "| 552 | 06 | 061 | 00277295 | 06061 | Placer | Placer County | 06 | H1 | G4020 | NA | NA | NA | A | 3644336873 | 246435971 | +39.0620323 | -120.7227181 | MULTIPOLYGON (((-120.0064 3... |\n", - "| 636 | 06 | 075 | 00277302 | 06075 | San Francisco | San Francisco County | 06 | H6 | G4020 | NA | NA | NA | C | 121045788 | 479608103 | +37.7272391 | -123.0322294 | MULTIPOLYGON (((-122.4054 3... |\n", - "| 674 | 06 | 041 | 00277285 | 06041 | Marin | Marin County | 06 | H1 | G4020 | NA | NA | NA | A | 1347890152 | 797077336 | +38.0513667 | -122.7463958 | MULTIPOLYGON (((-122.4728 3... |\n", - "| 685 | 06 | 043 | 00277286 | 06043 | Mariposa | Mariposa County | 06 | H1 | G4020 | NA | NA | NA | A | 3752476985 | 36220865 | +37.5743432 | -119.9117215 | MULTIPOLYGON (((-120.3953 3... |\n", - "| 710 | 06 | 035 | 01693324 | 06035 | Lassen | Lassen County | 06 | H1 | G4020 | NA | NA | NA | A | 11762091407 | 462950203 | +40.7152866 | -120.6212225 | MULTIPOLYGON (((-120.8825 4... |\n", - "| 742 | 06 | 055 | 00277292 | 06055 | Napa | Napa County | 06 | H1 | G4020 | NA | NA | NA | A | 1947606240 | 104444864 | +38.5070999 | -122.3259045 | MULTIPOLYGON (((-122.1036 3... |\n", - "| 778 | 06 | 089 | 01682610 | 06089 | Shasta | Shasta County | 06 | H1 | G4020 | NA | NA | NA | A | 9778892920 | 185816636 | +40.7605142 | -122.0435558 | MULTIPOLYGON (((-121.3229 4... |\n", - "| 802 | 06 | 053 | 00277291 | 06053 | Monterey | Monterey County | 06 | H1 | G4020 | NA | NA | NA | A | 8499609697 | 1267806850 | +36.2401044 | -121.3155781 | MULTIPOLYGON (((-122.0519 3... |\n", - "| 953 | 06 | 105 | 00277317 | 06105 | Trinity | Trinity County | 06 | H1 | G4020 | NA | NA | NA | A | 8234265080 | 73407950 | +40.6478582 | -123.1146660 | MULTIPOLYGON (((-122.9982 4... |\n", - "| 964 | 06 | 045 | 00277287 | 06045 | Mendocino | Mendocino County | 06 | H1 | G4020 | NA | NA | NA | A | 9082586851 | 961786019 | +39.4323876 | -123.4428811 | MULTIPOLYGON (((-123.239 38... |\n", - "| 980 | 06 | 027 | 01804637 | 06027 | Inyo | Inyo County | 06 | H1 | G4020 | NA | NA | NA | A | 26410783053 | 77280938 | +36.5621604 | -117.4042092 | MULTIPOLYGON (((-118.79 37.... |\n", - "| 1051 | 06 | 051 | 00277290 | 06051 | Mono | Mono County | 06 | H1 | G4020 | NA | NA | NA | A | 7896625263 | 214695142 | +37.9158363 | -118.8751668 | MULTIPOLYGON (((-119.6514 3... |\n", - "| 1052 | 06 | 109 | 00277319 | 06109 | Tuolumne | Tuolumne County | 06 | H1 | G4020 | NA | NA | NA | A | 5752133238 | 138668837 | +38.0214344 | -119.9647335 | MULTIPOLYGON (((-120.5002 3... |\n", - "| 1057 | 06 | 095 | 00277312 | 06095 | Solano | Solano County | 06 | H1 | G4020 | NA | NA | NA | A | 2128287124 | 218615209 | +38.2672255 | -121.9395940 | MULTIPOLYGON (((-121.8616 3... |\n", - "| 1109 | 06 | 071 | 00277300 | 06071 | San Bernardino | San Bernardino County | 06 | H1 | G4020 | NA | NA | NA | A | 51976311092 | 96418406 | +34.8566615 | -116.1815707 | MULTIPOLYGON (((-114.8295 3... |\n", - "| 1128 | 06 | 013 | 01675903 | 06013 | Contra Costa | Contra Costa County | 06 | H1 | G4020 | NA | NA | NA | A | 1856752855 | 225364427 | +37.9194790 | -121.9515431 | MULTIPOLYGON (((-121.6973 3... |\n", - "| 1313 | 06 | 003 | 01675840 | 06003 | Alpine | Alpine County | 06 | H1 | G4020 | NA | NA | NA | A | 1912292607 | 12557304 | +38.6217831 | -119.7983522 | MULTIPOLYGON (((-120.0733 3... |\n", - "| 1369 | 06 | 017 | 00277273 | 06017 | El Dorado | El Dorado County | 06 | H1 | G4020 | NA | NA | NA | A | 4423288012 | 203364019 | +38.7856116 | -120.5342245 | MULTIPOLYGON (((-120.1844 3... |\n", - "| 1412 | 06 | 113 | 00277321 | 06113 | Yolo | Yolo County | 06 | H1 | G4020 | NA | NA | NA | A | 2623627933 | 22888380 | +38.6796091 | -121.9027500 | MULTIPOLYGON (((-121.6619 3... |\n", - "| 1469 | 06 | 115 | 00277322 | 06115 | Yuba | Yuba County | 06 | H1 | G4020 | NA | NA | NA | A | 1636887866 | 31084093 | +39.2701300 | -121.3442587 | MULTIPOLYGON (((-121.4879 3... |\n", - "| 1483 | 06 | 069 | 00277299 | 06069 | San Benito | San Benito County | 06 | H1 | G4020 | NA | NA | NA | A | 3596591085 | 4719300 | +36.6116507 | -121.0858108 | MULTIPOLYGON (((-121.644 36... |\n", - "| 1613 | 06 | 023 | 01681908 | 06023 | Humboldt | Humboldt County | 06 | H1 | G4020 | NA | NA | NA | A | 9241141220 | 1254150035 | +40.7066554 | -123.9261757 | MULTIPOLYGON (((-124.482 40... |\n", - "| 1626 | 06 | 065 | 00277297 | 06065 | Riverside | Riverside County | 06 | H1 | G4020 | NA | NA | NA | A | 18671846195 | 242807981 | +33.7298275 | -116.0022389 | MULTIPOLYGON (((-114.7665 3... |\n", - "| 1635 | 06 | 029 | 02054176 | 06029 | Kern | Kern County | 06 | H1 | G4020 | NA | NA | NA | A | 21068705437 | 78332288 | +35.3466288 | -118.7295064 | MULTIPOLYGON (((-118.8817 3... |\n", - "| 1695 | 06 | 011 | 01675902 | 06011 | Colusa | Colusa County | 06 | H1 | G4020 | NA | NA | NA | A | 2980245446 | 14696164 | +39.1777385 | -122.2375629 | MULTIPOLYGON (((-121.9151 3... |\n", - "| 1758 | 06 | 015 | 01682074 | 06015 | Del Norte | Del Norte County | 06 | H1 | G4020 | NA | NA | NA | A | 2606049835 | 578810831 | +41.7499033 | -123.9809983 | MULTIPOLYGON (((-124.3161 4... |\n", - "| 1810 | 06 | 049 | 00277289 | 06049 | Modoc | Modoc County | 06 | H1 | G4020 | NA | NA | NA | A | 10225877725 | 660503268 | +41.5929185 | -120.7183704 | MULTIPOLYGON (((-120.2089 4... |\n", - "| 1828 | 06 | 019 | 00277274 | 06019 | Fresno | Fresno County | 06 | H1 | G4020 | NA | NA | NA | A | 15432139293 | 136609893 | +36.7610058 | -119.6550193 | MULTIPOLYGON (((-119.5732 3... |\n", - "| 1939 | 06 | 039 | 00277284 | 06039 | Madera | Madera County | 06 | H1 | G4020 | NA | NA | NA | A | 5534591551 | 42271836 | +37.2098213 | -119.7498023 | MULTIPOLYGON (((-120.1687 3... |\n", - "| 1948 | 06 | 085 | 00277307 | 06085 | Santa Clara | Santa Clara County | 06 | H1 | G4020 | NA | NA | NA | A | 3343892723 | 33595850 | +37.2216142 | -121.6895401 | MULTIPOLYGON (((-122.2026 3... |\n", - "| 1956 | 06 | 103 | 01692767 | 06103 | Tehama | Tehama County | 06 | H1 | G4020 | NA | NA | NA | A | 7638229338 | 33767224 | +40.1261573 | -122.2322737 | MULTIPOLYGON (((-122.1992 4... |\n", - "| 2052 | 06 | 077 | 00277303 | 06077 | San Joaquin | San Joaquin County | 06 | H1 | G4020 | NA | NA | NA | A | 3605878834 | 89000661 | +37.9349815 | -121.2722440 | MULTIPOLYGON (((-121.1784 3... |\n", - "| 2099 | 06 | 001 | 01675839 | 06001 | Alameda | Alameda County | 06 | H1 | G4020 | NA | NA | NA | A | 1910010507 | 216909647 | +37.6471385 | -121.9124880 | MULTIPOLYGON (((-122.3731 3... |\n", - "| 2176 | 06 | 057 | 01682927 | 06057 | Nevada | Nevada County | 06 | H1 | G4020 | NA | NA | NA | A | 2480587300 | 41531993 | +39.2975082 | -120.7713429 | MULTIPOLYGON (((-120.7171 3... |\n", - "| 2237 | 06 | 007 | 01675842 | 06007 | Butte | Butte County | 06 | H1 | G4020 | NA | NA | NA | A | 4238488704 | 105260548 | +39.6653362 | -121.6032086 | MULTIPOLYGON (((-122.0694 3... |\n", - "| 2312 | 06 | 047 | 00277288 | 06047 | Merced | Merced County | 06 | H1 | G4020 | NA | NA | NA | A | 5019407132 | 105277636 | +37.1948063 | -120.7228019 | MULTIPOLYGON (((-120.5417 3... |\n", - "| 2364 | 06 | 107 | 00277318 | 06107 | Tulare | Tulare County | 06 | H1 | G4020 | NA | NA | NA | A | 12493840855 | 37260863 | +36.2288339 | -118.7810551 | MULTIPOLYGON (((-119.1748 3... |\n", - "| 2435 | 06 | 099 | 00277314 | 06099 | Stanislaus | Stanislaus County | 06 | H1 | G4020 | NA | NA | NA | A | 3875010966 | 46378767 | +37.5623162 | -121.0028311 | MULTIPOLYGON (((-120.5991 3... |\n", - "| 2553 | 06 | 059 | 00277294 | 06059 | Orange | Orange County | 06 | H1 | G4020 | NA | NA | NA | A | 2053491982 | 406263283 | +33.6756872 | -117.7772068 | MULTIPOLYGON (((-118.0971 3... |\n", - "| 2562 | 06 | 025 | 00277277 | 06025 | Imperial | Imperial County | 06 | H1 | G4020 | NA | NA | NA | A | 10814595263 | 790216760 | +33.0408143 | -115.3554001 | MULTIPOLYGON (((-114.7265 3... |\n", - "| 2605 | 06 | 101 | 00277315 | 06101 | Sutter | Sutter County | 06 | H1 | G4020 | NA | NA | NA | A | 1560975504 | 14811541 | +39.0361898 | -121.7039397 | MULTIPOLYGON (((-121.6102 3... |\n", - "| 2724 | 06 | 005 | 01675841 | 06005 | Amador | Amador County | 06 | H1 | G4020 | NA | NA | NA | A | 1539967071 | 29437120 | +38.4435493 | -120.6538580 | MULTIPOLYGON (((-121.0277 3... |\n", - "| 2811 | 06 | 033 | 00277281 | 06033 | Lake | Lake County | 06 | H1 | G4020 | NA | NA | NA | A | 3250647503 | 189100323 | +39.1080094 | -122.7452171 | MULTIPOLYGON (((-122.4159 3... |\n", - "| 2825 | 06 | 063 | 00277296 | 06063 | Plumas | Plumas County | 06 | H1 | G4020 | NA | NA | NA | A | 6612400772 | 156387638 | +39.9922953 | -120.8243709 | MULTIPOLYGON (((-120.7705 3... |\n", - "| 2882 | 06 | 081 | 00277305 | 06081 | San Mateo | San Mateo County | 06 | H1 | G4020 | NA | NA | NA | A | 1161882953 | 757162988 | +37.4146725 | -122.3715457 | MULTIPOLYGON (((-122.5868 3... |\n", - "| 2980 | 06 | 093 | 00277311 | 06093 | Siskiyou | Siskiyou County | 06 | H1 | G4020 | NA | NA | NA | A | 16261933230 | 179149815 | +41.5879861 | -122.5332868 | MULTIPOLYGON (((-122.4788 4... |\n", - "| 3027 | 06 | 087 | 00277308 | 06087 | Santa Cruz | Santa Cruz County | 06 | H1 | G4020 | NA | NA | NA | A | 1152818088 | 419720203 | +37.0123466 | -122.0077889 | MULTIPOLYGON (((-122.0519 3... |\n", - "| 3142 | 06 | 021 | 00277275 | 06021 | Glenn | Glenn County | 06 | H1 | G4020 | NA | NA | NA | A | 3403160299 | 33693344 | +39.6025462 | -122.4016998 | MULTIPOLYGON (((-122.9382 3... |\n", - "| 3182 | 06 | 079 | 00277304 | 06079 | San Luis Obispo | San Luis Obispo County | 06 | H1 | G4020 | NA | NA | NA | A | 8549160509 | 815630594 | +35.3881891 | -120.4488974 | MULTIPOLYGON (((-120.719 35... |\n", - "\n" - ], - "text/plain": [ - " STATEFP COUNTYFP COUNTYNS GEOID NAME NAMELSAD \n", - "9 06 091 00277310 06091 Sierra Sierra County \n", - "325 06 067 00277298 06067 Sacramento Sacramento County \n", - "329 06 083 00277306 06083 Santa Barbara Santa Barbara County \n", - "346 06 009 01675885 06009 Calaveras Calaveras County \n", - "394 06 111 00277320 06111 Ventura Ventura County \n", - "397 06 037 00277283 06037 Los Angeles Los Angeles County \n", - "455 06 097 01657246 06097 Sonoma Sonoma County \n", - "538 06 031 00277280 06031 Kings Kings County \n", - "539 06 073 00277301 06073 San Diego San Diego County \n", - "552 06 061 00277295 06061 Placer Placer County \n", - "636 06 075 00277302 06075 San Francisco San Francisco County \n", - "674 06 041 00277285 06041 Marin Marin County \n", - "685 06 043 00277286 06043 Mariposa Mariposa County \n", - "710 06 035 01693324 06035 Lassen Lassen County \n", - "742 06 055 00277292 06055 Napa Napa County \n", - "778 06 089 01682610 06089 Shasta Shasta County \n", - "802 06 053 00277291 06053 Monterey Monterey County \n", - "953 06 105 00277317 06105 Trinity Trinity County \n", - "964 06 045 00277287 06045 Mendocino Mendocino County \n", - "980 06 027 01804637 06027 Inyo Inyo County \n", - "1051 06 051 00277290 06051 Mono Mono County \n", - "1052 06 109 00277319 06109 Tuolumne Tuolumne County \n", - "1057 06 095 00277312 06095 Solano Solano County \n", - "1109 06 071 00277300 06071 San Bernardino San Bernardino County \n", - "1128 06 013 01675903 06013 Contra Costa Contra Costa County \n", - "1313 06 003 01675840 06003 Alpine Alpine County \n", - "1369 06 017 00277273 06017 El Dorado El Dorado County \n", - "1412 06 113 00277321 06113 Yolo Yolo County \n", - "1469 06 115 00277322 06115 Yuba Yuba County \n", - "1483 06 069 00277299 06069 San Benito San Benito County \n", - "1613 06 023 01681908 06023 Humboldt Humboldt County \n", - "1626 06 065 00277297 06065 Riverside Riverside County \n", - "1635 06 029 02054176 06029 Kern Kern County \n", - "1695 06 011 01675902 06011 Colusa Colusa County \n", - "1758 06 015 01682074 06015 Del Norte Del Norte County \n", - "1810 06 049 00277289 06049 Modoc Modoc County \n", - "1828 06 019 00277274 06019 Fresno Fresno County \n", - "1939 06 039 00277284 06039 Madera Madera County \n", - "1948 06 085 00277307 06085 Santa Clara Santa Clara County \n", - "1956 06 103 01692767 06103 Tehama Tehama County \n", - "2052 06 077 00277303 06077 San Joaquin San Joaquin County \n", - "2099 06 001 01675839 06001 Alameda Alameda County \n", - "2176 06 057 01682927 06057 Nevada Nevada County \n", - "2237 06 007 01675842 06007 Butte Butte County \n", - "2312 06 047 00277288 06047 Merced Merced County \n", - "2364 06 107 00277318 06107 Tulare Tulare County \n", - "2435 06 099 00277314 06099 Stanislaus Stanislaus County \n", - "2553 06 059 00277294 06059 Orange Orange County \n", - "2562 06 025 00277277 06025 Imperial Imperial County \n", - "2605 06 101 00277315 06101 Sutter Sutter County \n", - "2724 06 005 01675841 06005 Amador Amador County \n", - "2811 06 033 00277281 06033 Lake Lake County \n", - "2825 06 063 00277296 06063 Plumas Plumas County \n", - "2882 06 081 00277305 06081 San Mateo San Mateo County \n", - "2980 06 093 00277311 06093 Siskiyou Siskiyou County \n", - "3027 06 087 00277308 06087 Santa Cruz Santa Cruz County \n", - "3142 06 021 00277275 06021 Glenn Glenn County \n", - "3182 06 079 00277304 06079 San Luis Obispo San Luis Obispo County\n", - " LSAD CLASSFP MTFCC CSAFP CBSAFP METDIVFP FUNCSTAT ALAND AWATER \n", - "9 06 H1 G4020 NA NA NA A 2468694582 23299110\n", - "325 06 H1 G4020 NA NA NA A 2500063008 75323438\n", - "329 06 H1 G4020 NA NA NA A 7080858282 2729215451\n", - "346 06 H1 G4020 NA NA NA A 2641837360 43789489\n", - "394 06 H1 G4020 NA NA NA A 4767585001 947376202\n", - "397 06 H1 G4020 NA NA NA A 10515988166 1785003207\n", - "455 06 H1 G4020 NA NA NA A 4080091725 497303747\n", - "538 06 H1 G4020 NA NA NA A 3602601926 3164290\n", - "539 06 H1 G4020 NA NA NA A 10904539456 817287145\n", - "552 06 H1 G4020 NA NA NA A 3644336873 246435971\n", - "636 06 H6 G4020 NA NA NA C 121045788 479608103\n", - "674 06 H1 G4020 NA NA NA A 1347890152 797077336\n", - "685 06 H1 G4020 NA NA NA A 3752476985 36220865\n", - "710 06 H1 G4020 NA NA NA A 11762091407 462950203\n", - "742 06 H1 G4020 NA NA NA A 1947606240 104444864\n", - "778 06 H1 G4020 NA NA NA A 9778892920 185816636\n", - "802 06 H1 G4020 NA NA NA A 8499609697 1267806850\n", - "953 06 H1 G4020 NA NA NA A 8234265080 73407950\n", - "964 06 H1 G4020 NA NA NA A 9082586851 961786019\n", - "980 06 H1 G4020 NA NA NA A 26410783053 77280938\n", - "1051 06 H1 G4020 NA NA NA A 7896625263 214695142\n", - "1052 06 H1 G4020 NA NA NA A 5752133238 138668837\n", - "1057 06 H1 G4020 NA NA NA A 2128287124 218615209\n", - "1109 06 H1 G4020 NA NA NA A 51976311092 96418406\n", - "1128 06 H1 G4020 NA NA NA A 1856752855 225364427\n", - "1313 06 H1 G4020 NA NA NA A 1912292607 12557304\n", - "1369 06 H1 G4020 NA NA NA A 4423288012 203364019\n", - "1412 06 H1 G4020 NA NA NA A 2623627933 22888380\n", - "1469 06 H1 G4020 NA NA NA A 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(((-118.79 37....\n", - "1051 +37.9158363 -118.8751668 MULTIPOLYGON (((-119.6514 3...\n", - "1052 +38.0214344 -119.9647335 MULTIPOLYGON (((-120.5002 3...\n", - "1057 +38.2672255 -121.9395940 MULTIPOLYGON (((-121.8616 3...\n", - "1109 +34.8566615 -116.1815707 MULTIPOLYGON (((-114.8295 3...\n", - "1128 +37.9194790 -121.9515431 MULTIPOLYGON (((-121.6973 3...\n", - "1313 +38.6217831 -119.7983522 MULTIPOLYGON (((-120.0733 3...\n", - "1369 +38.7856116 -120.5342245 MULTIPOLYGON (((-120.1844 3...\n", - "1412 +38.6796091 -121.9027500 MULTIPOLYGON (((-121.6619 3...\n", - "1469 +39.2701300 -121.3442587 MULTIPOLYGON (((-121.4879 3...\n", - "1483 +36.6116507 -121.0858108 MULTIPOLYGON (((-121.644 36...\n", - "1613 +40.7066554 -123.9261757 MULTIPOLYGON (((-124.482 40...\n", - "1626 +33.7298275 -116.0022389 MULTIPOLYGON (((-114.7665 3...\n", - "1635 +35.3466288 -118.7295064 MULTIPOLYGON (((-118.8817 3...\n", - "1695 +39.1777385 -122.2375629 MULTIPOLYGON (((-121.9151 3...\n", - "1758 +41.7499033 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- "2605 +39.0361898 -121.7039397 MULTIPOLYGON (((-121.6102 3...\n", - "2724 +38.4435493 -120.6538580 MULTIPOLYGON (((-121.0277 3...\n", - "2811 +39.1080094 -122.7452171 MULTIPOLYGON (((-122.4159 3...\n", - "2825 +39.9922953 -120.8243709 MULTIPOLYGON (((-120.7705 3...\n", - "2882 +37.4146725 -122.3715457 MULTIPOLYGON (((-122.5868 3...\n", - "2980 +41.5879861 -122.5332868 MULTIPOLYGON (((-122.4788 4...\n", - "3027 +37.0123466 -122.0077889 MULTIPOLYGON (((-122.0519 3...\n", - "3142 +39.6025462 -122.4016998 MULTIPOLYGON (((-122.9382 3...\n", - "3182 +35.3881891 -120.4488974 MULTIPOLYGON (((-120.719 35..." + "| |NAME |geometry |\n", + "|:---|:-------------|:------------------------------|\n", + "|9 |Sierra |MULTIPOLYGON (((-120.5559 3... |\n", + "|325 |Sacramento |MULTIPOLYGON (((-121.4399 3... |\n", + "|329 |Santa Barbara |MULTIPOLYGON (((-120.5823 3... |\n", + "|346 |Calaveras |MULTIPOLYGON (((-120.6318 3... |\n", + "|394 |Ventura |MULTIPOLYGON (((-119.6361 3... |\n", + "|397 |Los Angeles |MULTIPOLYGON (((-118.6782 3... |" ] }, "metadata": {}, @@ -567,23 +180,13 @@ } ], "source": [ - "ca_counties" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "34da5aa0-a733-4ca5-bfc7-7297a320b40c", - "metadata": {}, - "outputs": [], - "source": [ - "library(knitr)" + "kable(head(ca_counties['NAME']))" ] }, { "cell_type": "code", - "execution_count": 18, - "id": "3221801e-9815-455d-addb-bd9a39b9b55d", + "execution_count": 27, + "id": "c2b5b98f-cfe4-4480-b859-35f6b883f32f", "metadata": {}, "outputs": [ { @@ -606,13 +209,37 @@ } ], "source": [ - "kable(head(ca_counties['NAME']))" + "# I guess you direct to a file like this in R ?\n", + "\n", + "sink(file=\"../paper/_table_rtable.md\")\n", + "kable(head(ca_counties['NAME']))\n", + "sink(file=NULL)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "ede5ce52-f617-40fb-993f-7fa1955484f3", + "metadata": {}, + "outputs": [ + { + "ename": "ERROR", + "evalue": "Error: object 'kableExtra' not found\n", + "output_type": "error", + "traceback": [ + "Error: object 'kableExtra' not found\nTraceback:\n", + "1. .handleSimpleError(function (cnd) \n . {\n . watcher$capture_plot_and_output()\n . cnd <- sanitize_call(cnd)\n . watcher$push(cnd)\n . switch(on_error, continue = invokeRestart(\"eval_continue\"), \n . stop = invokeRestart(\"eval_stop\"), error = invokeRestart(\"eval_error\", \n . cnd))\n . }, \"object 'kableExtra' not found\", base::quote(eval(expr, envir)))" + ] + } + ], + "source": [ + "install.packages(kableExtra)" ] }, { "cell_type": "code", "execution_count": null, - "id": "c2b5b98f-cfe4-4480-b859-35f6b883f32f", + "id": "efb4c93c-2938-4991-baff-7d97c37fe762", "metadata": {}, "outputs": [], "source": [] diff --git a/output/_fig_sdmap.png b/output/_fig_sdmap.png deleted file mode 100644 index db0028ce389bb7a14af07aa45a58a50858c6b7d0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 81478 zcmeFZRa}(c8}SCF5AM>xk8*1=!A 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A Reproducible Paper

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Using pixi and quarto and codespaces to handle environments and execution

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Authors
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Affiliation
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- San Diego State University -

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Another Person

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- San Diego State University -

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Published
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November 21, 2024

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Abstract
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This project shows how to generate a reproducible environment and execute an entire analysis (including building the paper) via github codespaces.

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Keywords
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reproducibility, open science

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Introduction

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Literature Review

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Methods

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Two classic models in spatial analysis are the Spatial Lag Model, defined as

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\[y = \rho Wy + \beta X + \epsilon\]

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and the Spatial Error Model defined as

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\[ -\begin{split} -y & = \beta X + u\\ -u & = \lambda W u + \epsilon -\end{split} -\]

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Results

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This section uses quarto’s conditional formatting to include an iframe map and html table when the output is a website

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-Table 1 -
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- -n-total-pop - -median-household-income -
-0 - -1577.0 - -150688.0 -
-1 - -1673.0 - -127292.0 -
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-4 - -695.0 - -NaN -
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-7 - -808.0 - -64787.0 -
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-9 - -1151.0 - -79725.0 -
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or a static image and latex table when the output is a pdf

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Discussion

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Conclusion

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References

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The problem here is `pandas` can write nice latex +tables, but those don't convert to html. Instead you can just write both formats +out to file and select the correct one on-demand. ::: {.content-visible when-format="html" #tbl-sdtable} - - {{< include _table_sd_table.html >}} +Blockgroups in San Diego +::: +{{< include _table_sd_table.md >}} -::: +You can also do the same thing with figures, e.g. to swap in an interactive map +in the html output and use a static map in the pdf. -or a static image and latex table when the output is a pdf + -::: {.content-visible when-format="pdf" #tbl-sdtable} -![SD Map](_fig_sdmap.png) +![California Counties](_fig_ggmap.png){#fig-counties width=60%} -{{< include _table_sd_table.md >}} +Everyone from the `R` world will recognize this figure as coming from `ggplot`. It shows up either way. But the blockgroups in San Diego show up differently depending on the output. + +::: {.content-visible when-format="pdf"} +![SD Map](_fig_sdmap.png){#fig-sdmap} +::: +::: {.content-visible when-format="html" #fig-sdmap} + ::: + +::: {.callout-note} +This is kinda hacky because it relies on an iFrame that requires the embedded +map to be available the relative URL set above (you cant download this html file +and expect it to work). 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    + + + + \ No newline at end of file diff --git a/paper/_quarto.yml b/paper/_quarto.yml index 7fdf350..82c3882 100644 --- a/paper/_quarto.yml +++ b/paper/_quarto.yml @@ -11,9 +11,8 @@ manuscript: format: pdf: output-file: rypyr - html: - embed-resources: true - + html: default execute: echo: true + cache: true jupyter: python3 \ No newline at end of file diff --git a/paper/_table_rtable.md b/paper/_table_rtable.md new file mode 100644 index 0000000..e69de29 diff --git a/paper/_table_sd_table.html b/paper/_table_sd_table.html index 9d754c6..39c88d8 100644 --- a/paper/_table_sd_table.html +++ b/paper/_table_sd_table.html @@ -1,59 +1,48 @@ - - - - - - - - - - - diff --git a/paper/_table_sd_table.md b/paper/_table_sd_table.md index 91f2837..cb799cd 100644 --- a/paper/_table_sd_table.md +++ b/paper/_table_sd_table.md @@ -1,8 +1,10 @@ \begin{longtable}{lrr} +\caption{Blockgroups in San Diego} \\ \toprule & n-total-pop & median-household-income \\ \midrule \endfirsthead +\caption[]{Blockgroups in San Diego} \\ \toprule & n-total-pop & median-household-income \\ \midrule diff --git a/pixi.toml b/pixi.toml index f2f7a86..7303eb6 100644 --- a/pixi.toml +++ b/pixi.toml @@ -40,3 +40,4 @@ r-tidycensus = "*" r-tigris = "*" r-reticulate = "*" r-mapview = "*" +r-languageserver = "*"
    n-total-pop median-household-income
    0 1577.0 150688.0
    1 1673.0 127292.0
    2 1915.0 90673.0
    3 1271.0 65219.0
    4 695.0 NaN
    5 2617.0 81250.0
    6 500.0 64631.0
    7 808.0 64787.0
    8 1682.0 59010.0
    9 1151.0 79725.0