""" San Francisco livability scoring — hand-encoded geographic primitives. PROVENANCE TAGS (surfaced in the UI as confidence badges): MEASURED — pulled from an authoritative source this session DERIVED — computed from MEASURED data (chiefly USGS 1m elevation) ENCODED — hand-encoded by Claude from documented public sources; screening quality only Companion MEASURED files in this directory: elevations.csv USGS 3DEP 1m DEM, 889 grid cells parks.csv DataSF gtr9-ntp6, Rec & Parks properties (252) schools.csv DataSF 7e7j-59qk, public schools (126) libraries.csv DataSF nc68-ngbr, SFPL branches (28) businesses.csv DataSF g8m3-pdis, active businesses by self-reported NAICS (4289) """ # --------------------------------------------------------------------------- # CITY BOUNDARY (ENCODED) # Water-facing segments are flagged so distance-to-shore ignores the southern # county line with San Mateo, which is a land border, not a shoreline. # --------------------------------------------------------------------------- SF_BOUNDARY = [ (-122.5115, 37.7790), (-122.5093, 37.7860), (-122.5060, 37.7900), (-122.4990, 37.7905), (-122.4880, 37.7975), (-122.4790, 37.8055), (-122.4720, 37.8100), (-122.4650, 37.8110), (-122.4560, 37.8065), (-122.4480, 37.8055), (-122.4400, 37.8085), (-122.4310, 37.8085), (-122.4240, 37.8070), (-122.4160, 37.8085), (-122.4060, 37.8080), (-122.4000, 37.8055), (-122.3935, 37.7975), (-122.3880, 37.7930), (-122.3830, 37.7860), (-122.3865, 37.7800), (-122.3860, 37.7730), (-122.3890, 37.7680), (-122.3860, 37.7600), (-122.3785, 37.7550), (-122.3760, 37.7480), (-122.3660, 37.7395), (-122.3555, 37.7240), (-122.3760, 37.7130), (-122.3830, 37.7080), (-122.3960, 37.7080), (-122.4080, 37.7085), (-122.4240, 37.7090), (-122.4400, 37.7080), (-122.4560, 37.7085), (-122.4680, 37.7060), (-122.4790, 37.7080), (-122.4880, 37.7130), (-122.4930, 37.7180), (-122.5040, 37.7250), (-122.5090, 37.7400), (-122.5105, 37.7600), (-122.5115, 37.7790), ] # Vertex index range (inclusive) forming the inland San Mateo county line. COUNTY_LINE_RANGE = (28, 35) TREASURE_ISLAND = [ (-122.3760, 37.8010), (-122.3630, 37.8010), (-122.3610, 37.8280), (-122.3730, 37.8290), (-122.3760, 37.8010), ] # Reference destinations POWELL_ST = (37.7844, -122.4079) # Powell St BART/Muni SFO = (37.6213, -122.3790) # --------------------------------------------------------------------------- # NEIGHBOURHOODS (centroids ENCODED; crime + 311 counts MEASURED, DataSF) # violent / property: SFPD incident reports wg3w-h783, calendar 2024+2025 # cases311: 311 street-condition cases vw6y-z8j6, trailing 12 months # Counts are normalised to per-unit-area in build.py using the grid itself, # so raw magnitudes here are never compared across unequal-sized neighbourhoods. # --------------------------------------------------------------------------- NEIGHBORHOODS = [ # name, lat, lon, violent, property, cases311 ("Bayview Hunters Point", 37.7300, -122.3900, 1534, 4670, 20914), ("Bernal Heights", 37.7400, -122.4160, 505, 2206, 9721), ("Castro/Upper Market", 37.7620, -122.4350, 460, 2570, 19596), ("Chinatown", 37.7950, -122.4075, 385, 1541, 7706), ("Excelsior", 37.7240, -122.4270, 464, 1631, 7360), ("Financial District/South Beach", 37.7920, -122.3990, 1110, 5385, 13327), ("Glen Park", 37.7340, -122.4340, 61, 531, 2600), ("Golden Gate Park", 37.7690, -122.4830, 130, 853, 2643), ("Haight Ashbury", 37.7700, -122.4460, 241, 1403, 17792), ("Hayes Valley", 37.7760, -122.4260, 373, 2494, 24155), ("Inner Richmond", 37.7830, -122.4650, 138, 924, 7374), ("Inner Sunset", 37.7600, -122.4700, 151, 1147, 7534), ("Japantown", 37.7850, -122.4300, 102, 587, 2704), ("Lakeshore", 37.7250, -122.4850, 229, 1607, 1321), ("Lincoln Park", 37.7830, -122.4980, 2, 101, 124), ("Lone Mountain/USF", 37.7790, -122.4500, 172, 1176, 7960), ("Marina", 37.8020, -122.4360, 341, 2423, 8682), ("McLaren Park", 37.7190, -122.4180, 43, 73, 470), ("Mission", 37.7600, -122.4150, 3172, 7593, 95692), ("Mission Bay", 37.7700, -122.3930, 433, 1404, 5996), ("Nob Hill", 37.7930, -122.4160, 591, 2674, 23184), ("Noe Valley", 37.7500, -122.4320, 107, 1810, 5291), ("North Beach", 37.8020, -122.4100, 408, 2018, 6683), ("Oceanview/Merced/Ingleside", 37.7180, -122.4570, 166, 965, 5480), ("Outer Mission", 37.7230, -122.4440, 338, 1175, 6803), ("Outer Richmond", 37.7780, -122.4890, 251, 1740, 11652), ("Pacific Heights", 37.7930, -122.4340, 141, 2078, 7056), ("Portola", 37.7270, -122.4060, 286, 1047, 7725), ("Potrero Hill", 37.7580, -122.4000, 183, 1401, 6226), ("Presidio", 37.7980, -122.4660, 13, 61, 328), ("Presidio Heights", 37.7880, -122.4530, 65, 735, 2987), ("Russian Hill", 37.8010, -122.4190, 193, 1646, 7187), ("Seacliff", 37.7870, -122.4890, 5, 134, 274), ("South of Market", 37.7780, -122.4080, 2537, 6762, 34968), ("Sunset/Parkside", 37.7480, -122.4950, 423, 2879, 12649), ("Tenderloin", 37.7840, -122.4130, 2954, 5423, 34130), ("Treasure Island", 37.8230, -122.3700, 103, 294, 113), ("Twin Peaks", 37.7510, -122.4470, 31, 411, 1413), ("Visitacion Valley", 37.7140, -122.4070, 259, 739, 3078), ("West of Twin Peaks", 37.7350, -122.4600, 281, 1861, 7427), ("Western Addition", 37.7800, -122.4340, 688, 3056, 13983), ] # --------------------------------------------------------------------------- # FULL-SIZE SUPERMARKETS (ENCODED list; coordinates snapped in build.py to the # nearest MEASURED `grocery` business point within 350 m, which corrects drift) # The MEASURED grocery layer (432 pts) counts every self-reported grocer including # small markets, so this curated list answers "proper supermarket" specifically. # --------------------------------------------------------------------------- SUPERMARKETS = [ ("Safeway Market St", 37.7688, -122.4287), ("Safeway Mission/30th", 37.7434, -122.4222), ("Safeway Potrero Center", 37.7660, -122.4088), ("Safeway Marina", 37.8060, -122.4320), ("Safeway Cathedral Hill", 37.7830, -122.4310), ("Safeway Noriega", 37.7538, -122.4855), ("Safeway Lakeshore Plaza", 37.7350, -122.4930), ("Safeway La Playa", 37.7730, -122.5095), ("Safeway Diamond Heights", 37.7430, -122.4400), ("Trader Joe's Masonic", 37.7834, -122.4463), ("Trader Joe's SoMa", 37.7715, -122.4090), ("Trader Joe's North Beach", 37.8055, -122.4120), ("Trader Joe's Stonestown", 37.7280, -122.4750), ("Whole Foods Haight", 37.7690, -122.4530), ("Whole Foods Noe Valley", 37.7513, -122.4320), ("Whole Foods Potrero", 37.7645, -122.4030), ("Whole Foods SoMa", 37.7810, -122.4005), ("Whole Foods California St", 37.7895, -122.4245), ("Whole Foods Ocean Ave", 37.7245, -122.4530), ("Rainbow Grocery", 37.7686, -122.4152), ("Bi-Rite Divisadero", 37.7752, -122.4375), ("Gus's Market Mission", 37.7635, -122.4130), ("Gus's Market Noriega", 37.7535, -122.4990), ("Cal-Mart", 37.7860, -122.4560), ("Mollie Stone's California St", 37.7885, -122.4340), ("Mollie Stone's Portola", 37.7440, -122.4560), ("Andronico's Irving", 37.7635, -122.4740), ("Lucky Ocean Ave", 37.7245, -122.4560), ("Foods Co Folsom", 37.7690, -122.4150), ("Foods Co Bayview", 37.7305, -122.3990), ("Grocery Outlet Potrero", 37.7655, -122.4045), ("Canyon Market Glen Park", 37.7335, -122.4335), ("Real Food Polk", 37.7955, -122.4225), ("Bryan's Fillmore", 37.7860, -122.4540), ("Village Market", 37.7845, -122.4700), ("New May Wah Clement", 37.7830, -122.4680), ("Sunset Super Irving", 37.7635, -122.4830), ("22nd & Irving Market", 37.7635, -122.4805), ("Duc Loi Mission", 37.7615, -122.4190), ("Manila Oriental Market", 37.7335, -122.4235), ("Lien Hing Chinatown", 37.7965, -122.4085), ("Other Avenues Co-op", 37.7600, -122.5030), ("Costco 10th St", 37.7715, -122.4130), ("Target Metreon", 37.7855, -122.4045), ] # --------------------------------------------------------------------------- # COMMERCIAL CORRIDORS (ENCODED) # (name, intensity 0-1, polyline) # Intensity reflects the liveliness of the corridor: shops open late, foot # traffic, restaurant/bar mix. Used for the food & nightlife factor and as the # proximity term for corner-store convenience. # --------------------------------------------------------------------------- COMMERCIAL = [ ("Valencia St", 1.00, [(37.7649, -122.4218), (37.7513, -122.4207)]), ("Mission St (Inner)", 0.95, [(37.7663, -122.4194), (37.7510, -122.4184)]), ("Castro St", 0.90, [(37.7638, -122.4348), (37.7590, -122.4348)]), ("Columbus Ave", 0.90, [(37.7975, -122.4073), (37.8055, -122.4160)]), ("Haight St", 0.85, [(37.7699, -122.4530), (37.7702, -122.4380)]), ("Hayes St", 0.85, [(37.7763, -122.4300), (37.7763, -122.4200)]), ("Divisadero St", 0.85, [(37.7715, -122.4375), (37.7830, -122.4380)]), ("Chestnut St", 0.85, [(37.8005, -122.4430), (37.8005, -122.4300)]), ("Polk St", 0.85, [(37.7900, -122.4210), (37.7985, -122.4225)]), ("Grant/Stockton", 0.85, [(37.7930, -122.4065), (37.8000, -122.4085)]), ("Union Square", 0.85, [(37.7875, -122.4075), (37.7885, -122.4045)]), ("Market St Downtown", 0.80, [(37.7770, -122.4165), (37.7935, -122.3955)]), ("18th St", 0.80, [(37.7610, -122.4370), (37.7615, -122.4150)]), ("Union St", 0.80, [(37.7975, -122.4360), (37.7975, -122.4225)]), ("Fillmore St", 0.80, [(37.7780, -122.4335), (37.7930, -122.4340)]), ("Clement St", 0.80, [(37.7828, -122.4700), (37.7828, -122.4600)]), ("24th St (Calle 24)", 0.80, [(37.7523, -122.4230), (37.7523, -122.4090)]), ("Irving St", 0.75, [(37.7636, -122.4740), (37.7636, -122.4600)]), ("24th St Noe Valley", 0.75, [(37.7513, -122.4370), (37.7513, -122.4270)]), ("SoMa Folsom/11th", 0.75, [(37.7715, -122.4145), (37.7810, -122.4040)]), ("Mid-Market", 0.70, [(37.7790, -122.4145), (37.7830, -122.4090)]), ("Cortland Ave", 0.70, [(37.7390, -122.4200), (37.7390, -122.4120)]), ("Japantown", 0.70, [(37.7855, -122.4310), (37.7855, -122.4285)]), ("Embarcadero/Ferry", 0.70, [(37.7955, -122.3935), (37.8025, -122.4030)]), ("9th Ave Inner Sunset", 0.70, [(37.7635, -122.4665), (37.7665, -122.4665)]), ("Geary Blvd Richmond",0.65, [(37.7810, -122.4900), (37.7825, -122.4530)]), ("West Portal Ave", 0.65, [(37.7405, -122.4665), (37.7420, -122.4700)]), ("Fisherman's Wharf", 0.60, [(37.8080, -122.4180), (37.8085, -122.4100)]), ("Cole Valley", 0.60, [(37.7665, -122.4500), (37.7665, -122.4480)]), ("Church St / Duboce", 0.60, [(37.7690, -122.4290), (37.7620, -122.4285)]), ("Potrero 18th/20th", 0.60, [(37.7615, -122.4010), (37.7590, -122.4010)]), ("Dogpatch 3rd/22nd", 0.60, [(37.7580, -122.3885), (37.7545, -122.3880)]), ("Excelsior Mission", 0.60, [(37.7280, -122.4320), (37.7200, -122.4380)]), ("Taraval St", 0.55, [(37.7425, -122.5030), (37.7425, -122.4670)]), ("San Bruno Ave", 0.55, [(37.7300, -122.4045), (37.7215, -122.4030)]), ("Ocean Ave", 0.55, [(37.7245, -122.4600), (37.7250, -122.4460)]), ("Noriega St", 0.50, [(37.7537, -122.5030), (37.7537, -122.4720)]), ("Balboa St", 0.50, [(37.7770, -122.4900), (37.7770, -122.4650)]), ("Sacramento St", 0.50, [(37.7880, -122.4570), (37.7880, -122.4430)]), ("Laurel Village", 0.50, [(37.7865, -122.4595), (37.7865, -122.4560)]), ("3rd St Bayview", 0.45, [(37.7370, -122.3905), (37.7255, -122.3925)]), ("Judah St", 0.45, [(37.7615, -122.5060), (37.7615, -122.4700)]), ("Visitacion Leland", 0.40, [(37.7125, -122.4090), (37.7125, -122.4030)]), ] # --------------------------------------------------------------------------- # ARTERIALS (ENCODED geometry; `hin` column MEASURED) # (name, traffic weight 0-1, hin_miles, polyline) # hin_miles = corridor mileage on SFMTA's 2024 Vision Zero High Injury Network # (DataSF enwt-3u8m). 0.0 means the street does not appear on the HIN. # --------------------------------------------------------------------------- ARTERIALS = [ ("19th Ave / Park Presidio", 1.00, 1.17, [(37.7120, -122.4700), (37.7280, -122.4755), (37.7600, -122.4757), (37.7900, -122.4735), (37.8055, -122.4715)]), ("Van Ness Ave", 0.92, 1.22, [(37.7725, -122.4195), (37.7870, -122.4215), (37.8005, -122.4230)]), ("Geary Blvd / Geary St", 0.90, 8.06, [(37.7800, -122.5085), (37.7815, -122.4900), (37.7825, -122.4600), (37.7845, -122.4400), (37.7865, -122.4200), (37.7870, -122.4075)]), ("Mission St", 0.88,16.07, [(37.7080, -122.4400), (37.7220, -122.4370), (37.7420, -122.4230), (37.7600, -122.4190), (37.7760, -122.4170), (37.7885, -122.4040)]), ("Lombard St (US-101)", 0.86, 0.56, [(37.7995, -122.4440), (37.7998, -122.4300), (37.8010, -122.4230)]), ("Fell St / Oak St", 0.85, 8.06, [(37.7730, -122.4530), (37.7735, -122.4380), (37.7745, -122.4230), (37.7755, -122.4190)]), ("Franklin St / Gough St", 0.85,13.58, [(37.7720, -122.4235), (37.7860, -122.4245), (37.8000, -122.4255)]), ("Cesar Chavez St", 0.85, 4.41, [(37.7485, -122.4350), (37.7485, -122.4150), (37.7500, -122.3960)]), ("Bayshore Blvd", 0.82, 3.86, [(37.7085, -122.4030), (37.7250, -122.4045), (37.7420, -122.4055)]), ("Harrison St / Bryant St", 0.82, 8.34, [(37.7700, -122.4130), (37.7800, -122.4000), (37.7860, -122.3930)]), ("Potrero Ave", 0.80, 1.24, [(37.7480, -122.4065), (37.7600, -122.4070), (37.7700, -122.4075)]), ("Sloat Blvd", 0.80, 0.00, [(37.7350, -122.5050), (37.7345, -122.4850), (37.7330, -122.4660)]), ("Alemany Blvd", 0.80, 0.66, [(37.7270, -122.4600), (37.7275, -122.4400), (37.7300, -122.4130), (37.7350, -122.4050)]), ("South Van Ness Ave", 0.80, 1.22, [(37.7520, -122.4165), (37.7650, -122.4170), (37.7740, -122.4175)]), ("Folsom St / Howard St", 0.78,21.05, [(37.7690, -122.4145), (37.7800, -122.4010), (37.7870, -122.3935)]), ("Junipero Serra Blvd", 0.78, 0.00, [(37.7085, -122.4700), (37.7200, -122.4690), (37.7300, -122.4665)]), ("3rd St", 0.76, 1.35, [(37.7120, -122.3945), (37.7300, -122.3900), (37.7550, -122.3880), (37.7780, -122.3925)]), ("Market St", 0.76, 0.00, [(37.7620, -122.4350), (37.7735, -122.4225), (37.7830, -122.4090), (37.7935, -122.3955)]), ("Bush St / Pine St", 0.76,12.06, [(37.7890, -122.4330), (37.7900, -122.4150), (37.7910, -122.4020)]), ("San Jose Ave", 0.75, 1.19, [(37.7200, -122.4460), (37.7330, -122.4340), (37.7440, -122.4245)]), ("7th St / 8th St SoMa", 0.75, 4.06, [(37.7700, -122.4110), (37.7790, -122.4060), (37.7840, -122.4030)]), ("Columbus Ave", 0.72, 5.90, [(37.7955, -122.4045), (37.8010, -122.4110), (37.8060, -122.4165)]), ("Divisadero St / Castro", 0.72, 2.40, [(37.7615, -122.4348), (37.7715, -122.4375), (37.7860, -122.4385), (37.7990, -122.4395)]), ("Masonic Ave", 0.72, 2.61, [(37.7660, -122.4460), (37.7790, -122.4465), (37.7880, -122.4460)]), ("Broadway", 0.72, 3.14, [(37.7975, -122.4230), (37.7980, -122.4090), (37.7985, -122.4000)]), ("Guerrero St", 0.70, 0.00, [(37.7500, -122.4235), (37.7640, -122.4235), (37.7700, -122.4240)]), ("Ocean Ave", 0.70, 1.28, [(37.7245, -122.4680), (37.7250, -122.4460), (37.7280, -122.4340)]), ("Geneva Ave", 0.70, 0.00, [(37.7120, -122.4560), (37.7175, -122.4400), (37.7215, -122.4200), (37.7250, -122.4050)]), ("Portola Dr / O'Shaughnessy",0.70,0.79, [(37.7420, -122.4600), (37.7440, -122.4480), (37.7370, -122.4400)]), ("Sunset Blvd", 0.70, 0.00, [(37.7270, -122.4945), (37.7450, -122.4945), (37.7620, -122.4945)]), ("16th St", 0.70, 4.97, [(37.7655, -122.4350), (37.7655, -122.4180), (37.7660, -122.3960)]), ("9th St / 10th St SoMa", 0.70, 3.99, [(37.7700, -122.4160), (37.7770, -122.4120), (37.7820, -122.4090)]), ("Fulton St", 0.68,13.47, [(37.7715, -122.5090), (37.7730, -122.4830), (37.7745, -122.4530), (37.7770, -122.4300), (37.7800, -122.4155)]), ("Silver Ave", 0.66, 1.98, [(37.7290, -122.4260), (37.7320, -122.4100), (37.7350, -122.4000)]), ("California St", 0.65, 5.36, [(37.7855, -122.4920), (37.7860, -122.4600), (37.7885, -122.4340), (37.7920, -122.4020)]), ("Lincoln Way", 0.65, 0.00, [(37.7655, -122.5090), (37.7655, -122.4830), (37.7655, -122.4560)]), ("Great Highway", 0.62, 0.00, [(37.7270, -122.5065), (37.7500, -122.5095), (37.7720, -122.5105)]), ("Oakdale Ave / Evans Ave", 0.62, 5.61, [(37.7380, -122.4030), (37.7360, -122.3900), (37.7430, -122.3830)]), ("Stockton St / Powell St", 0.62, 3.78, [(37.7855, -122.4075), (37.7955, -122.4080), (37.8020, -122.4110)]), ("Embarcadero", 0.60, 0.00, [(37.7900, -122.3900), (37.7990, -122.3970), (37.8070, -122.4110)]), ("Clement St", 0.52, 0.00, [(37.7828, -122.5060), (37.7828, -122.4800), (37.7828, -122.4600)]), ("Taraval St", 0.50, 1.06, [(37.7425, -122.5060), (37.7425, -122.4850), (37.7425, -122.4670)]), ("Irving St", 0.50, 0.00, [(37.7636, -122.5060), (37.7636, -122.4830), (37.7636, -122.4600)]), ("Noriega St", 0.46, 1.06, [(37.7537, -122.5060), (37.7537, -122.4850), (37.7537, -122.4700)]), ("Judah St", 0.44, 0.94, [(37.7615, -122.5060), (37.7615, -122.4830), (37.7615, -122.4620)]), ("Marina Blvd", 0.72, 0.00, [(37.8055, -122.4480), (37.8060, -122.4330), (37.8065, -122.4230)]), ("Bay St / North Point", 0.70, 3.50, [(37.8035, -122.4360), (37.8045, -122.4200), (37.8060, -122.4110)]), ("Ingalls St / Gilman Ave", 0.66, 6.26, [(37.7250, -122.3900), (37.7180, -122.3890), (37.7130, -122.3930)]), ("Persia Ave / Excelsior", 0.58, 0.00, [(37.7240, -122.4330), (37.7250, -122.4200), (37.7265, -122.4100)]), ("Skyline Blvd", 0.60, 0.00, [(37.7080, -122.4950), (37.7220, -122.5030), (37.7340, -122.5060)]), ("Brotherhood Way", 0.58, 0.00, [(37.7095, -122.4700), (37.7100, -122.4600), (37.7115, -122.4530)]), ("Laguna Honda Blvd", 0.55, 0.00, [(37.7450, -122.4690), (37.7530, -122.4640), (37.7580, -122.4580)]), ("Arguello Blvd", 0.52, 0.00, [(37.7780, -122.4595), (37.7860, -122.4595), (37.7940, -122.4585)]), ] # --------------------------------------------------------------------------- # FREEWAYS (ENCODED) # Weight drives both the near-road air pollution surface and the noise surface. # The near-road literature puts the steep decay inside ~150 m, levelling by # ~300-500 m; build.py applies that decay curve. # --------------------------------------------------------------------------- FREEWAYS = [ ("US-101 (Bayshore/Central)", 1.00, [ (37.7080, -122.4020), (37.7180, -122.4040), (37.7320, -122.4050), (37.7450, -122.4060), (37.7550, -122.4075), (37.7690, -122.4110), (37.7725, -122.4155), (37.7735, -122.4220)]), ("I-280", 0.95, [ (37.7100, -122.4550), (37.7180, -122.4480), (37.7270, -122.4290), (37.7350, -122.4060), (37.7450, -122.4000), (37.7580, -122.3950), (37.7700, -122.3945), (37.7745, -122.3985)]), ("I-80 / Bay Bridge approach", 1.00, [ (37.7720, -122.4055), (37.7780, -122.3985), (37.7845, -122.3905), (37.7900, -122.3835)]), ] # Freeway on-ramps with typical off-peak driving minutes to SFO (ENCODED) SFO_RAMPS = [ ("101 @ Alemany/Bayshore", 37.7275, -122.4045, 14), ("280 @ Geneva", 37.7150, -122.4530, 15), ("280 @ Alemany", 37.7270, -122.4290, 16), ("101 @ Cesar Chavez", 37.7485, -122.4055, 17), ("280 @ Cesar Chavez", 37.7500, -122.3960, 18), ("101 @ Vermont/Mariposa", 37.7645, -122.4045, 19), ("280 @ 6th/Brannan", 37.7745, -122.3985, 21), ("101 @ Octavia/Market", 37.7735, -122.4225, 22), ("Junipero Serra @ 19th Ave", 37.7150, -122.4700, 20), ("Sloat/Skyline to 280", 37.7350, -122.4990, 25), ("Bay Bridge / I-80 westbound", 37.7845, -122.3905, 24), ] # --------------------------------------------------------------------------- # RAIL (ENCODED) # Each line is a list of (lat, lon, minutes_in_vehicle_to_Powell_St). # BART stations additionally carry minutes to SFO on the SFO/Millbrae line. # --------------------------------------------------------------------------- RAIL_LINES = [ ("BART Market St", "bart", [ (37.7929, -122.3968, 4), (37.7894, -122.4014, 2), (37.7844, -122.4079, 0), (37.7797, -122.4137, 2)]), ("BART Mission", "bart", [ (37.7650, -122.4197, 6), (37.7522, -122.4185, 8), (37.7330, -122.4340, 12), (37.7215, -122.4475, 15)]), ("Muni N Judah", "metro", [ (37.7601, -122.5090, 35), (37.7607, -122.4940, 31), (37.7612, -122.4790, 27), (37.7622, -122.4665, 23), (37.7630, -122.4530, 20), (37.7690, -122.4330, 14), (37.7710, -122.4290, 12), (37.7752, -122.4192, 4)]), ("Muni L Taraval", "metro", [ (37.7425, -122.5060, 38), (37.7425, -122.4900, 33), (37.7425, -122.4760, 28), (37.7402, -122.4664, 17), (37.7466, -122.4593, 14), (37.7626, -122.4350, 9)]), ("Muni M Ocean View", "metro", [ (37.7215, -122.4475, 30), (37.7250, -122.4560, 28), (37.7280, -122.4750, 25), (37.7330, -122.4740, 23), (37.7402, -122.4664, 17), (37.7466, -122.4593, 14)]), ("Muni K Ingleside", "metro", [ (37.7215, -122.4475, 27), (37.7248, -122.4560, 25), (37.7275, -122.4650, 22), (37.7340, -122.4680, 20), (37.7402, -122.4664, 17)]), ("Muni T Third / Central Subway", "metro", [ (37.7125, -122.4045, 40), (37.7255, -122.3925, 34), (37.7370, -122.3905, 29), (37.7500, -122.3880, 24), (37.7580, -122.3880, 21), (37.7700, -122.3900, 17), (37.7760, -122.3960, 12), (37.7820, -122.4040, 5), (37.7865, -122.4065, 2)]), ("Muni J Church", "metro", [ (37.7420, -122.4235, 22), (37.7513, -122.4270, 19), (37.7600, -122.4285, 15), (37.7673, -122.4290, 7), (37.7752, -122.4192, 4)]), ] # BART stations that serve SFO directly: (lat, lon, minutes to SFO) BART_TO_SFO = [ (37.7929, -122.3968, 34), (37.7894, -122.4014, 32), (37.7844, -122.4079, 30), (37.7797, -122.4137, 28), (37.7650, -122.4197, 24), (37.7522, -122.4185, 22), (37.7330, -122.4340, 18), (37.7215, -122.4475, 15), ] # --------------------------------------------------------------------------- # RAPID BUS CORRIDORS (ENCODED) # (name, service quality 0-1, polyline of (lat, lon, minutes_to_Powell)) # Quality reflects frequency and reliability; it discounts the effective # attractiveness of a bus-only trip relative to rail. # --------------------------------------------------------------------------- BUS_CORRIDORS = [ ("38 Geary Rapid", 0.90, [(37.7800, -122.5085, 42), (37.7815, -122.4900, 36), (37.7825, -122.4600, 28), (37.7845, -122.4400, 21), (37.7865, -122.4200, 9), (37.7870, -122.4075, 2)]), ("14 Mission Rapid", 0.88, [(37.7080, -122.4400, 45), (37.7220, -122.4370, 38), (37.7420, -122.4230, 28), (37.7600, -122.4190, 18), (37.7760, -122.4170, 8), (37.7885, -122.4040, 3)]), ("5 Fulton Rapid", 0.85, [(37.7715, -122.5090, 42), (37.7730, -122.4830, 35), (37.7745, -122.4530, 26), (37.7770, -122.4300, 15), (37.7800, -122.4155, 5)]), ("1 California", 0.85, [(37.7855, -122.4920, 38), (37.7860, -122.4600, 29), (37.7885, -122.4340, 18), (37.7920, -122.4020, 4)]), ("30 Stockton", 0.80, [(37.8005, -122.4430, 24), (37.8005, -122.4300, 19), (37.7990, -122.4160, 11), (37.7880, -122.4055, 3)]), ("49 Van Ness", 0.80, [(37.8005, -122.4230, 17), (37.7870, -122.4215, 11), (37.7735, -122.4200, 6), (37.7600, -122.4185, 14)]), ("22 Fillmore", 0.75, [(37.7990, -122.4380, 26), (37.7860, -122.4385, 21), (37.7715, -122.4375, 18), (37.7655, -122.4180, 20)]), ("45 Union/Stockton",0.72, [(37.7975, -122.4360, 22), (37.7975, -122.4225, 16), (37.7900, -122.4090, 6)]), ("9 San Bruno", 0.70, [(37.7215, -122.4030, 32), (37.7300, -122.4045, 28), (37.7450, -122.4060, 21), (37.7700, -122.4110, 10)]), ("8 Bayshore", 0.70, [(37.7125, -122.4090, 38), (37.7300, -122.3960, 30), (37.7500, -122.3960, 24), (37.7930, -122.4080, 4)]), ("28 19th Ave", 0.68, [(37.7215, -122.4750, 40), (37.7450, -122.4757, 36), (37.7650, -122.4757, 33), (37.7900, -122.4735, 30)]), ("24 Divisadero", 0.65, [(37.7390, -122.4200, 30), (37.7550, -122.4350, 26), (37.7715, -122.4375, 20), (37.7860, -122.4385, 22)]), ("29 Sunset", 0.55, [(37.7210, -122.4570, 45), (37.7420, -122.4890, 47), (37.7650, -122.4830, 42), (37.7830, -122.4720, 38)]), ("43 Masonic", 0.62, [(37.7280, -122.4550, 38), (37.7480, -122.4520, 33), (37.7660, -122.4460, 28), (37.7880, -122.4460, 26)]), ("44 O'Shaughnessy", 0.60, [(37.7340, -122.4340, 30), (37.7440, -122.4480, 32), (37.7620, -122.4580, 34), (37.7790, -122.4680, 36)]), ("48 Quintara", 0.52, [(37.7480, -122.5030, 46), (37.7460, -122.4750, 42), (37.7430, -122.4400, 34), (37.7500, -122.3960, 30)]), ("54 Felton", 0.50, [(37.7180, -122.4570, 44), (37.7280, -122.4340, 38), (37.7340, -122.4030, 36)]), ] # --------------------------------------------------------------------------- # HOSPITALS WITH EMERGENCY DEPARTMENTS (ENCODED) # --------------------------------------------------------------------------- HOSPITALS = [ ("Zuckerberg SF General", 37.7560, -122.4050), ("UCSF Parnassus", 37.7630, -122.4580), ("UCSF Mission Bay", 37.7680, -122.3915), ("CPMC Van Ness", 37.7855, -122.4225), ("CPMC Davies", 37.7690, -122.4370), ("St. Mary's Medical Center", 37.7745, -122.4485), ("Saint Francis Memorial", 37.7885, -122.4155), ("Kaiser SF Geary", 37.7825, -122.4425), ("Chinese Hospital", 37.7960, -122.4085), ("SF VA Medical Center", 37.7815, -122.5035), ] # --------------------------------------------------------------------------- # LIQUEFACTION SUSCEPTIBILITY ZONES (ENCODED) # Approximated from the California Geological Survey / SF seismic hazard maps. # (name, severity 0-1, polygon). Severity 1.0 = engineered bay fill. # SCREENING QUALITY ONLY — a real purchase decision needs a parcel-level report. # --------------------------------------------------------------------------- LIQUEFACTION = [ ("Marina / Cow Hollow fill", 1.00, [ (-122.4470, 37.8065), (-122.4300, 37.8070), (-122.4255, 37.8020), (-122.4340, 37.7990), (-122.4460, 37.8000)]), ("Northern waterfront fill", 1.00, [ (-122.4230, 37.8085), (-122.4030, 37.8080), (-122.3960, 37.8030), (-122.4050, 37.7995), (-122.4200, 37.8020)]), ("Financial District / Embarcadero fill", 1.00, [ (-122.4030, 37.8030), (-122.3900, 37.7960), (-122.3855, 37.7870), (-122.3930, 37.7830), (-122.4010, 37.7900), (-122.4060, 37.7970)]), ("South Beach / SoMa east fill", 0.95, [ (-122.3930, 37.7845), (-122.3860, 37.7790), (-122.3890, 37.7715), (-122.4010, 37.7745), (-122.4030, 37.7810)]), ("Mission Bay / Mission Creek fill", 1.00, [ (-122.4010, 37.7770), (-122.3880, 37.7720), (-122.3890, 37.7640), (-122.4020, 37.7655), (-122.4060, 37.7720)]), ("SoMa west / old marsh", 0.75, [ (-122.4180, 37.7810), (-122.4030, 37.7830), (-122.4010, 37.7735), (-122.4160, 37.7715)]), ("Mission District creek bed", 0.70, [ (-122.4260, 37.7730), (-122.4110, 37.7700), (-122.4120, 37.7570), (-122.4250, 37.7600)]), ("Islais Creek / Bayview flats", 0.95, [ (-122.4020, 37.7520), (-122.3850, 37.7480), (-122.3830, 37.7370), (-122.4010, 37.7400)]), ("Hunters Point / Candlestick fill", 1.00, [ (-122.3900, 37.7360), (-122.3700, 37.7300), (-122.3730, 37.7130), (-122.3930, 37.7180)]), ("Treasure Island fill", 1.00, [ (-122.3760, 37.8010), (-122.3630, 37.8010), (-122.3610, 37.8280), (-122.3730, 37.8290)]), ("Visitacion / Sunnydale creek", 0.65, [ (-122.4160, 37.7205), (-122.4020, 37.7175), (-122.4040, 37.7095), (-122.4170, 37.7120)]), ("Lake Merced margins", 0.60, [ (-122.4980, 37.7300), (-122.4820, 37.7270), (-122.4830, 37.7145), (-122.4990, 37.7175)]), ("Ocean Beach dune sand", 0.55, [ (-122.5120, 37.7760), (-122.5020, 37.7755), (-122.5030, 37.7270), (-122.5125, 37.7280)]), ("Crissy Field / Presidio shore", 0.90, [ (-122.4720, 37.8085), (-122.4520, 37.8065), (-122.4540, 37.7995), (-122.4700, 37.8010)]), ] # --------------------------------------------------------------------------- # KNOWN PLUVIAL FLOOD HOTSPOTS (ENCODED) # SF's combined sewer backs up in the old creek beds and topographic bowls. # build.py combines these with a DERIVED topographic-depression term. # (name, severity 0-1, lat, lon, radius_m) # --------------------------------------------------------------------------- FLOOD_HOTSPOTS = [ ("Folsom/17th–Mission bowl", 1.00, 37.7645, -122.4160, 550), ("Cayuga / Alemany bowl", 0.90, 37.7245, -122.4360, 500), ("West Portal / Sloat bowl", 0.85, 37.7395, -122.4665, 450), ("15th & Wawona / Laguna Honda", 0.70, 37.7440, -122.4680, 350), ("Islais Creek / Alemany", 0.80, 37.7370, -122.4090, 500), ("Lower Haight / Duboce", 0.65, 37.7690, -122.4300, 350), ("Yosemite / Bayview flats", 0.75, 37.7325, -122.3970, 450), ("Sunnydale / Visitacion", 0.70, 37.7130, -122.4110, 400), ("Cesar Chavez / Bryant", 0.70, 37.7495, -122.4110, 400), ("Ocean/Phelan (CCSF)", 0.60, 37.7255, -122.4520, 350), ] # --------------------------------------------------------------------------- # MICROCLIMATE / FOG MODEL (ENCODED) # SF's fog gradient is the single largest daily-quality-of-life differentiator # and runs mostly west-to-east, sharply modulated by the Twin Peaks ridge, # which shelters the Mission/Bernal "banana belt", and by the Golden Gate gap, # which funnels marine air inland across the northern waterfront. # --------------------------------------------------------------------------- FOG = { "west_edge_lon": -122.5130, # Pacific shore reference "decay_deg": 0.0400, # e-folding scale of fog influence eastward "ridge_lon": -122.4470, # Twin Peaks / Mt Sutro / Mt Davidson spine "lee_bonus": 0.16, # extra sun east of the ridge in its lee "lee_lat_range": (37.7330, 37.7790), "gate_penalty": 0.13, # marine funnel across the northern edge "gate_lat": 37.7960, "coast_penalty": 0.10, # direct exposure within ~1 km of open ocean "coast_lon": -122.4960, } # --------------------------------------------------------------------------- # ROAD TRAFFIC VOLUME — vehicles per day # # Emission and noise strength scale with volume, so exposure weight is derived # as AADT/100,000 rather than from the hand-set 0-1 weights above (which are # retained only for basemap line thickness). # # "caltrans" values are MEASURED: Caltrans 2023 Traffic Volumes AADT, San # Francisco County, via the CHhighway/Traffic_AADT feature service. Where a # route varies along its length the through-volume at the heaviest count # location in the city is used. # # NOTE — a real correction from this data: 19th Ave is commonly cited at # 90-110k vehicles/day, but Caltrans puts 19th Ave proper (Winston Dr to Lake # St) at 61-69k. The 85-94k readings are on Junipero Serra south of it. The # earlier hand-set weight of 1.00 for 19th Ave, equal to the Bay Bridge, was # roughly 3.5x too high. # # "est" values are ESTIMATED: Caltrans has no jurisdiction over city arterials # and DataSF publishes no vehicle counts, so these are banded by road role # (major arterial / arterial / collector / commercial street) and are not # precise figures. They are deliberately given round numbers to signal that. # --------------------------------------------------------------------------- ROAD_AADT = { # --- freeways: MEASURED, Caltrans 2023 --- "I-80 / Bay Bridge approach": (236000, "caltrans"), "US-101 (Bayshore/Central)": (225000, "caltrans"), "I-280": (168000, "caltrans"), # --- state routes: MEASURED, Caltrans 2023 --- "19th Ave / Park Presidio": (69000, "caltrans"), "Junipero Serra Blvd": (94000, "caltrans"), "Skyline Blvd": (33500, "caltrans"), "Brotherhood Way": (89000, "caltrans"), "Van Ness Ave": (45000, "caltrans"), "Lombard St (US-101)": (50000, "caltrans"), "Bayshore Blvd": (28000, "caltrans"), # --- city arterials: ESTIMATED, banded by role --- "Geary Blvd / Geary St": (45000, "est"), "Mission St": (30000, "est"), "Market St": (25000, "est"), "Fell St / Oak St": (40000, "est"), "Franklin St / Gough St": (40000, "est"), "Cesar Chavez St": (32000, "est"), "Harrison St / Bryant St": (35000, "est"), "Potrero Ave": (30000, "est"), "Sloat Blvd": (30000, "est"), "Alemany Blvd": (32000, "est"), "South Van Ness Ave": (28000, "est"), "Folsom St / Howard St": (28000, "est"), "3rd St": (25000, "est"), "Bush St / Pine St": (25000, "est"), "San Jose Ave": (25000, "est"), "7th St / 8th St SoMa": (25000, "est"), "9th St / 10th St SoMa": (25000, "est"), "Columbus Ave": (20000, "est"), "Divisadero St / Castro": (22000, "est"), "Masonic Ave": (22000, "est"), "Broadway": (20000, "est"), "Guerrero St": (20000, "est"), "Ocean Ave": (20000, "est"), "Geneva Ave": (20000, "est"), "Portola Dr / O'Shaughnessy": (22000, "est"), "Sunset Blvd": (22000, "est"), "16th St": (20000, "est"), "Fulton St": (18000, "est"), "Silver Ave": (16000, "est"), "California St": (16000, "est"), "Lincoln Way": (16000, "est"), "Great Highway": (14000, "est"), "Oakdale Ave / Evans Ave": (15000, "est"), "Stockton St / Powell St": (15000, "est"), "Embarcadero": (15000, "est"), "Marina Blvd": (18000, "est"), "Bay St / North Point": (16000, "est"), "Ingalls St / Gilman Ave": (12000, "est"), "Persia Ave / Excelsior": (11000, "est"), "Laguna Honda Blvd": (13000, "est"), "Arguello Blvd": (12000, "est"), "Clement St": (11000, "est"), "Taraval St": (9000, "est"), "Irving St": (9000, "est"), "Noriega St": (8000, "est"), "Judah St": (8000, "est"), } # --------------------------------------------------------------------------- # FACTOR REGISTRY # Drives the UI: label, group, provenance badge, default weight, and whether a # high raw value is good (+1) or bad (-1). Defaults lean toward the user's # stated priorities; every weight is adjustable live in the map. # --------------------------------------------------------------------------- FACTORS = [ # key, label, group, provenance, default weight, native resolution, source note ("air", "Air quality", "Environment", "DERIVED", 9, "corridor", "Near-road decay from real road geometry; emission strength from Caltrans 2023 AADT on state routes, banded estimates on city arterials."), ("noise", "Quiet (low noise)", "Environment", "DERIVED", 8, "corridor", "Same road model as air quality, plus a term for commercial-corridor activity."), ("microclimate", "Sun vs. fog", "Environment", "ENCODED", 6, "model", "Analytic fog model: west-to-east gradient, Twin Peaks lee bonus, Golden Gate marine funnel. No measured fog raster was obtainable."), ("slope", "Flat terrain", "Environment", "MEASURED", 4, "1 m DEM", "Gradient computed from the USGS 3DEP 1-metre elevation model."), ("liquefaction", "Liquefaction safety", "Hazards", "MEASURED", 7, "regulatory zone", "California Geological Survey regulatory Seismic Hazard Zone for liquefaction — the statutory Zone of Required Investigation. Binary in/out, not graded susceptibility."), ("tsunami", "Tsunami safety", "Hazards", "MEASURED", 4, "inundation model", "CGS / Cal OES Tsunami Hazard Area, maximum-considered tsunami, roughly 975-year return period."), ("slr", "Sea level rise safety", "Hazards", "DERIVED", 6, "1 m DEM", "Elevation and distance-to-shore from the 1 m DEM. The published BCDC 66-inch layer could not be retrieved; this is the same method those layers use."), ("flood", "Flood safety", "Hazards", "DERIVED", 4, "1 m DEM + hotspots", "Topographic sink detection on the 1 m DEM, plus encoded known combined-sewer flood hotspots."), ("landslide", "Landslide safety", "Hazards", "DERIVED", 3, "1 m DEM", "Slope-threshold model on the 1 m DEM. Soil and colluvium are not factored in."), ("transit_dt", "Transit to downtown", "Access", "ENCODED", 9, "corridor", "Walk time to the nearest rail stop or rapid bus corridor plus encoded in-vehicle minutes to Powell St. No routing engine or GTFS feed was reachable, so treat as plus or minus 5 minutes."), ("transit_sfo", "Transit to SFO", "Access", "ENCODED", 4, "corridor", "Best of walking to a BART station on the SFO line, or riding to the Market St corridor and transferring."), ("drive_sfo", "Drive to SFO", "Access", "ENCODED", 3, "corridor", "Surface-street time to the nearest freeway ramp plus encoded ramp-to-airport minutes."), ("walkability", "Walkability", "Access", "MEASURED", 8, "point", "Distance-weighted density of 4,289 active businesses by NAICS code. Computed the way Walk Score works rather than copied from it."), ("bikeability", "Bikeability", "Access", "DERIVED", 5, "1 m DEM + point", "Real slope against errand density, penalised by proximity to the high-injury network."), ("transit_score", "Transit stop access", "Access", "MEASURED", 6, "point", "3,260 real SFMTA stop locations plus the 8 SF BART stations. The dataset carries no route or mode field, so all Muni stops are weighted equally."), ("street_calm", "Quiet streets", "Streets", "DERIVED", 7, "corridor", "Traffic-volume-weighted road proximity. Fronting one big arterial is penalised separately from being ringed by several."), ("ped_safety", "Pedestrian safety", "Streets", "MEASURED", 6, "corridor", "Proximity to SFMTA's 2024 Vision Zero High Injury Network, weighted by each corridor's injury mileage."), ("supermarket_walk", "Supermarket — walkable", "Daily life", "ENCODED", 7, "point", "Distance to a full-size supermarket on a walking decay: strong inside 500 m, gone past roughly 1.2 km."), ("supermarket_drive", "Supermarket — 5 min drive", "Daily life", "ENCODED", 5, "point", "Whether a full-size supermarket is inside an estimated 5-minute drive, modelled at city surface-street speeds. Estimated: no routing engine was available."), ("corner_store", "Corner store within 2 blocks", "Daily life", "MEASURED", 5, "point", "Density of convenience stores and small grocers within about 250 m, roughly two SF blocks."), ("parks", "Park proximity", "Daily life", "MEASURED", 8, "polygon", "242 parks: 219 city Rec & Parks properties plus 23 federal and state units from the California Protected Areas Database. Measured to the park boundary, not its centroid. 65% distance to the nearest park, 35% weighted parkland abundance."), ("food_nightlife", "Food & nightlife", "Daily life", "MEASURED", 7, "point", "3,347 restaurants and 396 bars, distance-weighted. Counted as a positive."), ("crime_violent", "Low violent crime", "Safety", "MEASURED", 7, "neighbourhood", "Two years of SFPD incident reports, area-normalised and smoothed between neighbourhood centroids. Native resolution is 41 areas, not 200 m."), ("crime_property", "Low property crime", "Safety", "MEASURED", 5, "neighbourhood", "Same source and the same 41-area resolution caveat."), ("street_cond", "Street cleanliness (311)", "Safety", "MEASURED", 5, "neighbourhood", "One year of 311 street-condition cases — encampments, cleaning, graffiti, illegal postings. 41-area resolution."), ("schools", "School proximity", "Family", "MEASURED", 3, "point", "126 public schools. Weighted low on purpose: SFUSD still runs citywide choice with an attendance-area tiebreaker."), ("playgrounds", "Playground proximity", "Family", "MEASURED", 4, "polygon", "Playgrounds and neighbourhood parks, separated from regional open space."), ("library", "Library proximity", "Family", "MEASURED", 2, "point", "28 SFPL branches."), ("hospital", "Hospital / ER proximity", "Family", "ENCODED", 2, "point", "10 hospitals with emergency departments, hand-encoded."), ]