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counties
counties
 
 
src
src
 
 
.gitignore
.gitignore
 
 
California_Zip_Codes.geojson
California_Zip_Codes.geojson
 
 
README delete me.md
README delete me.md
 
 
README.md
README.md
 
 
count.py
count.py
 
 
extract.py
extract.py
 
 
extract_aws.py
extract_aws.py
 
 
extract_gcp.py
extract_gcp.py
 
 
filter.py
filter.py
 
 
find_intersection_from_server.py
find_intersection_from_server.py
 
 
generate_shapefiles.py
generate_shapefiles.py
 
 
main.py
main.py
 
 
mover.py
mover.py
 
 
requirements.txt
requirements.txt
 
 
schema.json
schema.json
 
 
schema_for_doc_metadata.json
schema_for_doc_metadata.json
 
 
thumbnail.py
thumbnail.py
 
 
update_doc_metadata.py
update_doc_metadata.py
 
 

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Bounty Project for CA Yimby bounty

A project to create shapefiles for all cities belonging to ABAG, SACOG and SCAG. (This project satisfies 2 bounties)

(shapefile path: counties/{county name}/cities/{city name}/output/{document name}/misc)

How this project was created:

  1. I generated a list of incorporated cities along with associated planning agency (SACOG, ABAG, etc), county, and downloaded links to housing element PDFs.
  2. Geojson parcel data from each county website along with cleanup, normalization, and transfer to my database.
  3. Download each PDF, use machine learning to extract the data. Then do a second pass to clean up the (very messy) data. Generate metadata (page count, thumbnail, etc). Transfer all data to my database.
  4. Created endpoints to query database from the UI.
  5. Extra: Created web UI viewer using nextjs and react.

Results

👇 Columns explained 
* city - name of city
* documents - number of documents city has publicly available for download
* tables - number of tables found in the documents
* apns - number of APNs (assessor parcel numbers) found in the tables
* parcels - parcel data found for APNs. Ideally, this number should be very close to the previous column.
* agency - regional planning organization this city is a member of
* county - county the city resides in
* link - link to relevant folder in this repo. There you can find shapefiles and other output.

ABAG

city documents tables apns parcels agency county link
1 Alameda 2 7 50 41 ABAG Alameda link
2 Albany 2 27 1063 914 ABAG Alameda link
3 American Canyon 2 0 0 0 ABAG Napa link
4 Antioch 2 13 638 565 ABAG Contra Costa link
5 Atherton 2 0 0 0 ABAG San Mateo link
6 Belmont 2 2 16 10 ABAG San Mateo link
7 Belvedere 1 3 83 39 ABAG Marin link
8 Benicia 2 42 877 851 ABAG Solano link
9 Berkeley 3 2 576 7 ABAG Alameda link
10 Brentwood 2 11 295 220 ABAG Contra Costa link
11 Brisbane 4 12 1240 1160 ABAG San Mateo link
12 Burlingame 1 3 140 73 ABAG San Mateo link
13 Calistoga 2 5 52 44 ABAG Napa link
14 Campbell 3 11 997 941 ABAG Santa Clara link
15 Clayton 2 4 102 90 ABAG Contra Costa link
16 Cloverdale 2 5 40 40 ABAG Sonoma link
17 Colma 2 2 145 72 ABAG San Mateo link
18 Concord 2 6 1037 500 ABAG Contra Costa link
19 Corte Madera 3 0 0 0 ABAG Marin link
20 Cotati 2 5 69 50 ABAG Sonoma link
21 Cupertino 1 0 0 0 ABAG Santa Clara link
22 Daly City 1 2 171 162 ABAG San Mateo link
23 Danville 2 59 435 401 ABAG Contra Costa link
24 Dixon 2 3 33 15 ABAG Solano link
25 Dublin 2 1 82 2 ABAG Alameda link
26 East Palo Alto 2 16 118 100 ABAG San Mateo link
27 El Cerrito 2 6 160 149 ABAG Contra Costa link
28 Emeryville 2 4 230 14 ABAG Alameda link
29 Fairfax 1 10 432 289 ABAG Marin link
30 Fairfield 2 11 215 115 ABAG Solano link
31 Foster City 2 11 95 89 ABAG San Mateo link
32 Fremont 2 4 574 616 ABAG Alameda link
33 Gilroy 2 33 124 124 ABAG Santa Clara link
34 Hayward 3 0 348 0 ABAG Alameda link
35 Healdsburg 2 3 21 9 ABAG Sonoma link
36 Hercules 3 0 5 0 ABAG Contra Costa link
37 Hillsborough 2 5 109 51 ABAG San Mateo link
38 Lafayette 2 26 708 627 ABAG Contra Costa link
39 Larkspur 1 3 80 37 ABAG Marin link
40 Livermore 3 5 301 170 ABAG Alameda link
41 Los Altos 2 7 589 577 ABAG Santa Clara link
42 Los Altos Hills 3 21 295 260 ABAG Santa Clara link
43 Los Gatos 3 11 551 530 ABAG Santa Clara link
44 Menlo Park 2 211 1088 686 ABAG San Mateo link
45 Mill Valley 1 3 257 244 ABAG Marin link
46 Millbrae 2 14 318 297 ABAG San Mateo link
47 Milpitas 2 0 0 0 ABAG Santa Clara link
48 Monte Sereno 2 2 280 116 ABAG Santa Clara link
49 Moraga 3 6 169 82 ABAG Contra Costa link
50 Morgan Hill 2 3 118 12 ABAG Santa Clara link
51 Mountain View 3 10 688 631 ABAG Santa Clara link
52 Napa 1 0 0 0 ABAG Napa link
53 Newark 1 3 12 13 ABAG Alameda link
54 Novato 1 4 44 37 ABAG Marin link
55 Oakland 2 8 2852 2666 ABAG Alameda link
56 Oakley 4 29 596 559 ABAG Contra Costa link
57 Orinda 3 20 1784 1745 ABAG Contra Costa link
58 Pacifica 1 2 49 45 ABAG San Mateo link
59 Palo Alto 1 13 447 429 ABAG Santa Clara link
60 Petaluma 2 6 130 84 ABAG Sonoma link
61 Piedmont 2 3 289 20 ABAG Alameda link
62 Pinole 2 15 144 138 ABAG Contra Costa link
63 Pittsburg 1 2 124 120 ABAG Contra Costa link
64 Pleasant Hill 1 1 154 32 ABAG Contra Costa link
65 Pleasanton 2 15 777 702 ABAG Alameda link
66 Portola Valley 1 2 27 2 ABAG San Mateo link
67 Redwood City 2 3 176 87 ABAG San Mateo link
68 Richmond 2 5 383 328 ABAG Contra Costa link
69 Rio Vista 2 9 160 157 ABAG Solano link
70 Rohnert Park 2 5 93 71 ABAG Sonoma link
71 Ross 1 3 40 40 ABAG Marin link
81 San Anselmo 1 1 418 217 ABAG Marin link
72 San Bruno 2 4 116 108 ABAG San Mateo link
73 San Carlos 2 4 995 905 ABAG San Mateo link
74 San Francisco 4 1 174 143 ABAG San Francisco link
75 San Jose 1 3 231 129 ABAG Santa Clara link
76 San Leandro 2 0 99 0 ABAG Alameda link
77 San Mateo 2 8 577 571 ABAG San Mateo link
78 San Pablo 1 4 195 193 ABAG Contra Costa link
79 San Rafael 2 3 392 375 ABAG Marin link
80 San Ramon 3 7 195 27 ABAG Contra Costa link
82 Santa Clara 2 6 157 146 ABAG Santa Clara link
83 Santa Rosa 2 10 2748 2714 ABAG Sonoma link
84 Saratoga 2 28 896 691 ABAG Santa Clara link
85 Sausalito 2 9 2477 2409 ABAG Marin link
86 Sebastopol 2 7 154 148 ABAG Sonoma link
87 Sonoma 2 1 20 16 ABAG Sonoma link
88 South San Francisco 2 9 363 334 ABAG San Mateo link
89 Suisun City 2 8 73 72 ABAG Solano link
90 Sunnyvale 1 6 232 198 ABAG Santa Clara link
91 Tiburon 2 4 127 126 ABAG Marin link
92 Union City 2 7 166 207 ABAG Alameda link
93 Vacaville 2 6 804 424 ABAG Solano link
94 Walnut Creek 4 14 2810 2061 ABAG Contra Costa link
95 Windsor 2 8 159 138 ABAG Sonoma link
96 Woodside 2 1 724 3 ABAG San Mateo link
97 Yountville 2 3 21 18 ABAG Napa link

SACOG

city documents tables apns parcels agency county link
1 Auburn 3 4 788 772 SACOG Placer link
2 Citrus Heights 3 8 162 133 SACOG Sacramento link
3 Colfax 2 3 53 51 SACOG Placer link
4 Davis 3 16 262 241 SACOG Yolo link
5 Elk Grove 4 26 693 470 SACOG Sacramento link
6 Folsom 3 23 932 806 SACOG Sacramento link
7 Galt 4 19 933 234 SACOG Sacramento link
8 Isleton 3 2 18 18 SACOG Sacramento link
9 Lincoln 2 3 51 51 SACOG Placer link
10 Live Oak 2 2 679 339 SACOG Sutter link
11 Loomis 2 2 122 116 SACOG Placer link
12 Marysville 3 9 522 522 SACOG Yuba link
13 Placerville 4 5 122 6 SACOG El Dorado link
14 Rancho Cordova 3 6 159 145 SACOG Sacramento link
15 Rocklin 3 6 516 491 SACOG Placer link
16 Roseville 3 3 649 454 SACOG Placer link
17 Sacramento 3 5 5132 4918 SACOG Sacramento link
18 West Sacramento 4 7 642 576 SACOG Yolo link
19 Wheatland 2 2 108 106 SACOG Yuba link
20 Winters 3 7 668 347 SACOG Yolo link
21 Woodland 5 8 849 660 SACOG Yolo link
22 Yuba City 2 10 502 351 SACOG Sutter link

SCAG (Orange County)

city documents tables apns parcels agency county link
1 Aliso Viejo 2 0 0 0 SCAG Orange link
2 Anaheim 3 7 974 794 SCAG Orange link
3 Brea 4 9 335 315 SCAG Orange link
4 Buena Park 3 6 2107 2064 SCAG Orange link
5 Costa Mesa 4 5 70 38 SCAG Orange link
6 Cypress 3 5 828 644 SCAG Orange link
7 Dana Point 5 0 0 0 SCAG Orange link
8 Fountain Valley 3 1 2 2 SCAG Orange link
9 Fullerton 1 1 515 476 SCAG Orange link
10 Garden Grove 3 6 1147 1134 SCAG Orange link
11 Irvine 4 17 24842 9446 SCAG Orange link
12 La Habra 5 3 93 43 SCAG Orange link
13 La Palma 3 3 136 132 SCAG Orange link
14 Laguna Beach 4 6 82 60 SCAG Orange link
15 Laguna Hills 4 0 0 0 SCAG Orange link
16 Laguna Niguel 2 1 4 1 SCAG Orange link
17 Laguna Woods 4 4 154 56 SCAG Orange link
18 Lake Forest 4 9 1618 819 SCAG Orange link
19 Los Alamitos 4 8 434 362 SCAG Orange link
20 Mission Viejo 1 1 23 16 SCAG Orange link
21 Newport Beach 5 5 26 13 SCAG Orange link
22 Orange 4 6 157 56 SCAG Orange link
23 Placentia 2 2 589 566 SCAG Orange link
24 San Clemente 4 6 139 96 SCAG Orange link
25 San Juan Capistrano 3 5 397 360 SCAG Orange link
26 Santa Ana 3 0 0 0 SCAG Orange link
27 Seal Beach 2 3 422 333 SCAG Orange link
28 Stanton 3 13 806 522 SCAG Orange link
29 Tustin 5 9 415 330 SCAG Orange link
30 Villa Park 5 5 13 13 SCAG Orange link
31 Westminster 4 5 5182 2661 SCAG Orange link
32 Yorba Linda 3 5 725 342 SCAG Orange link

SCAG (LA County - A through J)

city documents tables apns parcels agency county link
1 Agoura Hills 3 1 92 89 SCAG Los Angeles link
2 Alhambra 4 2 96 60 SCAG Los Angeles link
3 Arcadia 5 10 3254 3211 SCAG Los Angeles link
4 Artesia 2 2 336 334 SCAG Los Angeles link
5 Avalon 4 0 6 0 SCAG Los Angeles link
6 Azusa 5 10 689 541 SCAG Los Angeles link
7 Bell 4 2 32 5 SCAG Los Angeles link
8 Bell Gardens 3 3 141 135 SCAG Los Angeles link
9 Bellflower 4 0 0 0 SCAG Los Angeles link
10 Beverly Hills 4 8 3288 2984 SCAG Los Angeles link
11 Bradbury 2 3 51 51 SCAG Los Angeles link
12 Burbank 5 12 3145 3098 SCAG Los Angeles link
13 Calabasas 3 4 38 14 SCAG Los Angeles link
14 Carson 3 10 922 751 SCAG Los Angeles link
15 Cerritos 3 4 72 52 SCAG Los Angeles link
16 Claremont 3 3 265 264 SCAG Los Angeles link
17 Covina 2 1 143 121 SCAG Los Angeles link
18 Cudahy 4 4 83 79 SCAG Los Angeles link
19 Culver City 3 1 1666 1652 SCAG Los Angeles link
20 Diamond Bar 3 3 642 623 SCAG Los Angeles link
21 Downey 3 4 2352 2271 SCAG Los Angeles link
22 Duarte 3 7 166 162 SCAG Los Angeles link
23 El Monte 3 5 4722 4282 SCAG Los Angeles link
24 El Segundo 3 5 92 62 SCAG Los Angeles link
25 Gardena 6 16 5683 4523 SCAG Los Angeles link
26 Glendale 4 3 4126 3613 SCAG Los Angeles link
27 Glendora 3 2 339 301 SCAG Los Angeles link
28 Hawaiian Gardens 3 13 189 130 SCAG Los Angeles link
29 Hermosa Beach 2 3 162 44 SCAG Los Angeles link
30 Hidden Hills 3 0 18 0 SCAG Los Angeles link
31 Huntington Park 4 3 248 192 SCAG Los Angeles link
32 Industry 3 0 0 0 SCAG Los Angeles link
33 Inglewood 2 0 0 0 SCAG Los Angeles link
34 Irwindale 1 1 21 21 SCAG Los Angeles link

SCAG (LA County - K through Z)

city documents tables apns parcels agency county link
1 La Habra Heights 2 4 386 320 SCAG Los Angeles link
2 La Mirada 2 0 0 0 SCAG Los Angeles link
3 La Puente 3 2 536 536 SCAG Los Angeles link
4 La Verne 3 5 368 331 SCAG Los Angeles link
5 Lakewood 4 2 586 584 SCAG Los Angeles link
6 Lancaster 4 13 3091 2783 SCAG Los Angeles link
7 Lawndale 2 3 252 252 SCAG Los Angeles link
8 Lomita 3 7 848 500 SCAG Los Angeles link
9 Long Beach 3 1 948 899 SCAG Los Angeles link
10 Lynwood 3 0 8 0 SCAG Los Angeles link
11 Malibu 2 2 64 56 SCAG Los Angeles link
12 Maywood 3 3 210 202 SCAG Los Angeles link
13 Monrovia 4 3 378 287 SCAG Los Angeles link
14 Montebello 3 5 34 22 SCAG Los Angeles link
15 Monterey Park 4 5 3276 771 SCAG Los Angeles link
16 Norwalk 2 1 262 253 SCAG Los Angeles link
17 Palmdale 5 6 592 570 SCAG Los Angeles link
18 Paramount 3 7 62 58 SCAG Los Angeles link
19 Pasadena 4 4 1641 1061 SCAG Los Angeles link
20 Pico Rivera 3 7 80 77 SCAG Los Angeles link
21 Pomona 3 4 161 56 SCAG Los Angeles link
22 Rancho Palos Verdes 2 1 31 28 SCAG Los Angeles link
23 Redondo Beach 4 4 4007 3757 SCAG Los Angeles link
24 Rolling Hills 4 10 169 123 SCAG Los Angeles link
25 Rolling Hills Estates 6 6 96 90 SCAG Los Angeles link
26 Rosemead 3 5 1199 862 SCAG Los Angeles link
27 San Dimas 3 2 73 66 SCAG Los Angeles link
28 San Fernando 2 2 213 213 SCAG Los Angeles link
29 San Gabriel 3 0 0 0 SCAG Los Angeles link
30 San Marino 2 4 24 23 SCAG Los Angeles link
31 Santa Clarita 3 3 289 289 SCAG Los Angeles link
32 Santa Fe Springs 3 10 175 132 SCAG Los Angeles link
33 Santa Monica 4 6 3082 2088 SCAG Los Angeles link
34 Sierra Madre 5 5 369 272 SCAG Los Angeles link
35 Signal Hill 4 4 100 61 SCAG Los Angeles link
36 South El Monte 3 10 144 110 SCAG Los Angeles link
37 South Gate 2 0 0 0 SCAG Los Angeles link
38 South Pasadena 5 78 1713 1507 SCAG Los Angeles link
39 Temple City 4 3 137 131 SCAG Los Angeles link
40 Torrance 3 5 2247 1213 SCAG Los Angeles link
41 Vernon 2 0 0 0 SCAG Los Angeles link
42 Walnut 5 5 196 171 SCAG Los Angeles link
43 West Covina 2 2 1080 1043 SCAG Los Angeles link
44 West Hollywood 3 5 376 218 SCAG Los Angeles link
45 Westlake Village 3 6 57 53 SCAG Los Angeles link
46 Whittier 3 3 442 420 SCAG Los Angeles link

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Housing elements for ABAG and SACOG

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