Briefing hub for the UN System Data Commons hackathon project
The UN graph is national-level: a city can only ever be placed against countries. For 130 of the 442 usable SDG indicators the United States reports nothing at all — and on those, NYC vs the US is not a weaker comparison than NYC vs the world. It is the only one available, and the US is not in it.
Of those, 67 are judged city-scoped by the embedding classifier in probe/scope.py — and 28 of them are not, because their subject is a country rather than a place that can hold a value. 39 survive and are listed below.
38 have a peer group of 15+ reporting countries, which is the column that decides whether a placement means anything. The rest are listed too, with their true count.
This is a worksheet, not a crosswalk. Under comparability spec v0.1 a grade is a human judgment, so every row here is
graded: false. The NYC candidates are proposals from an embedding matcher whose precision on hand-read lists is roughly half.
The scope classifier reads an indicator’s topic — health, water, education — and judges it municipal. It cannot see that “extent to which countries have laws and regulations that guarantee…” is not a quantity a city can have. 28 rows were removed on a lexical rule, which is stated here so it can be argued with:
| Count | Indicator family |
|---|---|
| 18 | Extent to which countries have laws and regulations |
| 3 | Extent to which global citizenship education and edu |
| 1 | Amount of tracked re-imported Environmentally Sound |
| 1 | Total inbound official flows for infrastructure |
| 1 | International financial flows to developing countrie |
| 1 | Degree of implementation of international instrument |
| 1 | Countries with users/communities participating in pl |
| 1 | Countries with procedures in law or policy for parti |
| 1 | Monetary amount committed to public-private partners |
Eighteen are one family — the SDG 5.6.2 legal provisions — and the matcher paired every one of them with NYC’s Local Law 37/2011 Temporary Housing Assistance, on the token “Law”. A worksheet that shipped them would have wasted a reviewer’s afternoon before they reached anything real.
Every row below was re-checked against the country observations: none of them has a single United States datapoint. The screening proxy and the data agree.
| Indicator | SDG series | Countries | Years | Unit | Best NYC candidate |
|---|---|---|---|---|---|
| Proportion of population living below the national poverty lin | SI_POV_NAHC |
156 | 2000–2024 | Percent |
Census Demographics at the Neighborhoo (0.563) |
| Number of missing persons due to disaster | VC_DSR_MISS |
152 | 2005–2025 | COUNT |
DHS Daily Report (Historical) (0.423, below floor) |
| Number of new HIV infections per 1,000 uninfected population | SH_HIV_INCD |
146 | 2000–2024 | RATIO_COUNT_PER_1000_C |
HIV/AIDS Diagnoses by Neighborhood, Se (0.597) |
| Employed persons in the tourism industries (number) | ST_EMP_TRSMN |
144 | 2008–2024 | COUNT |
NYC Business Acceleration Business (0.437, below floor) |
| Prevalence rate of bribery | IU_COR_BRIB |
140 | 2004–2024 | Percent |
DOHMH HIV/AIDS Annual Report (0.404, below floor) |
| Number of undernourished people | SN_ITK_DEFCN |
138 | 2001–2023 | COUNT |
2017-18 Financial Services for NYC (0.273, below floor) |
| Municipal waste collected | EN_MWT_COLLV |
133 | 2000–2023 | WEIGHT_TN |
Recycling Diversion and Capture Rates (0.633) |
| Number of people whose livelihoods were disrupted or destroyed | VC_DSR_PDLN |
122 | 2005–2025 | COUNT |
TLC Vehicles Involved in Crashes ( (0.34, below floor) |
| Proportion of land that is degraded over total land area | AG_LND_DGRD |
121 | 2015–2019 | Percent |
Primary Land Use Tax Lot Output (PLUTO (0.518) |
| Proportion of population with basic handwashing facilities on | SH_SAN_HNDWSH |
120 | 2000–2024 | Percent |
Radiation Producing Equipment (0.426, below floor) |
| [World Bank] Proportion of population covered by social insura | SI_COV_SOCINS |
119 | 1999–2024 | Percent |
Directory Of Unsheltered Street Ho (0.444, below floor) |
| Direct economic loss to cultural heritage damaged or destroyed | VC_DSR_CHLN |
117 | 2005–2024 | CR_USD |
Recoupment for Damaged City-owned (0.394, below floor) |
| Number of destroyed or damaged health facilities attributed to | VC_DSR_HFDN |
116 | 2005–2025 | COUNT |
TLC Vehicles Involved in Crashes ( (0.416, below floor) |
| Malaria incidence per 1,000 population at risk | SH_STA_MALR |
109 | 2000–2024 | RATIO_COUNT_PER_1000_C |
Projected Population 2010-2040 - Summa (0.477) |
| Hazardous waste generated per unit of GDP | EN_HAZ_GENGDP |
107 | 2000–2024 | RATIO_WEIGHT_KG_PER_CR |
Wastewater Co-digestion and Biogas-to- (0.531) |
| Percentage of bloodstream infection due to methicillin-resista | SH_BLD_MRSA |
98 | 2016–2022 | Percent |
DOHMH Covid-19 Milestone Data: Per (0.438, below floor) |
| Hazardous waste exported | EN_HAZ_EXP |
97 | 2000–2024 | WEIGHT_TN |
DSNY Disposal Sites Used by Facilities (0.521) |
| Total waste generation | EN_TWT_GENV |
97 | 2000–2023 | WEIGHT_TN |
DSNY Waste Characterization - Comparat (0.515) |
| Percentage of bloodstream infection due to Escherichia coli re | SH_BLD_ECOLI |
97 | 2016–2022 | Percent |
Drinking Water Quality Distribution Mo (0.48) |
| Proportion of results indicators which will be monitored using | SG_PLN_RECRIMON |
96 | 2016–2026 | Percent |
Evaluation and Monitoring Reports for (0.597) |
| Total wastewater treated | EN_WWT_TREAT |
94 | 2022 only | RATIO_VOL_M3_PER_TIME_ |
Watershed Water Quality - Wastewater (0.542) |
| Hazardous waste treated or disposed | EN_HAZ_TRTDISV |
93 | 2000–2024 | WEIGHT_TN |
Dewatered Solids and Biosolids Allocat (0.51) |
| Labour share of GDP | SL_EMP_GTOTL |
93 | 2004–2025 | Percent |
Personal Income By AGI Range (0.409, below floor) |
| Proportion of hazardous waste that is treated or disposed | EN_HAZ_TRTDISR |
88 | 2000–2024 | Percent |
Dewatered Solids and Biosolids Allocat (0.506) |
| Hazardous waste imported | EN_HAZ_IMP |
85 | 2000–2024 | WEIGHT_TN |
DSNY Disposal Sites Used by Facilities (0.492) |
| Proportion of groundwater bodies with good ambient water quali | EN_H2O_GRAMBQ |
84 | 2017–2023 | Percent |
Watershed Water Quality - Limnology (0.516) |
| Total wastewater generated | EN_WWT_GEN |
84 | 2022 only | RATIO_VOL_M3_PER_TIME_ |
Wastewater Co-digestion and Biogas-to- (0.586) |
| Proportion of population who believe decision-making is inclus | IU_DMK_INCL |
83 | 2015–2025 | Percent |
2015-2016 Demographic Data - Diversity (0.48) |
| Total public expenditure per capita on cultural and natural he | GB_XPD_CULNAT_PB |
77 | 2017–2024 | CR_USD_PPP |
City of New York Municipal Solar-R (0.418, below floor) |
| Proportion of population living in multidimensional poverty | SD_MDP_MUHC |
76 | 2010–2024 | Percent |
Census Demographics at the Neighborhoo (0.518) |
| [World Bank] Proportion of population covered by labour market | SI_COV_LMKT |
76 | 2002–2024 | Percent |
New York City Population By Community (0.479) |
| Proportion of wastewater treated | EN_WWT_TREATR |
72 | 2022 only | Percent |
Dewatered Solids and Biosolids Allocat (0.519) |
| Extent of human made wetlands | EN_WBE_HMWTL |
55 | 2021–2025 | AREA_KM2 |
NYC Wetlands (0.497) |
| Average income of small-scale food producers, at purchasing-po | SI_AGR_SSFP |
51 | 2001–2024 | CR_USD_PPP |
Income By Type Of Income And AGI Range (0.524) |
| Average income of large-scale food producers, at purchasing-po | SI_AGR_LSFP |
50 | 2001–2024 | CR_USD_PPP |
Income By Type Of Income And AGI Range (0.534) |
| Proportion of population who say that overall they are satisfi | SP_PSR_OSATIS_GOV |
46 | 2015–2025 | Percent |
2013 - 2014 School Survey Data (0.513) |
| Proportion of population who say that overall they are satisfi | SP_PSR_OSATIS_SEC |
44 | 2015–2025 | Percent |
2013 - 2014 School Survey Data (0.565) |
| Proportion of population subjected to physical violence in the | VC_VOV_PHYL |
23 | 2011–2024 | Percent |
New York City Population by Borough, 1 (0.451) |
| Proportion of population subjected to psychological violence i | VC_VOV_PSYCHL |
13 ⚠ | 2013–2024 | Percent |
Youth Risk Behavior Survey (Middle Sch (0.459) |
⚠ = fewer than 15 reporting countries; a placement among them says little. A single year supports a level comparison and not a trend — 3 of these have one year only, which is the finding that removed road safety as our headline demo. A candidate in italics scores below 0.45, the floor under which a proposal is noise.
undata/sdg/SI_POV_NAHC · 156 countries · 2000–2024 · 1,038 observations · unit Percent · screened GREEN
Candidate NYC datasets (proposals, ungraded):
rnsn-acs2, score 0.563, z 4.63x56h-7iwp, score 0.497, z 3.84xi7c-iiu2, score 0.497, z 3.84undata/sdg/VC_DSR_MISS · 152 countries · 2005–2025 · 1,489 observations · unit COUNT · screened GREEN
Candidate NYC datasets (proposals, ungraded):
dwrg-kzni, score 0.423, z 3.89k46n-sa2m, score 0.417, z 3.8x3bb-kg5j, score 0.417, z 3.8undata/sdg/SH_HIV_INCD · 146 countries · 2000–2024 · 3,565 observations · unit RATIO_COUNT_PER_1000_COUNT_POP_UNINFECTED · screened GREEN
Candidate NYC datasets (proposals, ungraded):
ykvb-493p, score 0.597, z 5.55dxnu-p2qd, score 0.59, z 5.46fju2-rdad, score 0.519, z 4.53undata/sdg/ST_EMP_TRSMN · 144 countries · 2008–2024 · 1,115 observations · unit COUNT · screened GREEN
Candidate NYC datasets (proposals, ungraded):
9b9u-8989, score 0.437, z 3.6423i-ukqr, score 0.435, z 3.58h65x-gk9r, score 0.425, z 3.43undata/sdg/IU_COR_BRIB · 140 countries · 2004–2024 · 279 observations · unit Percent · screened AMBER
Candidate NYC datasets (proposals, ungraded):
fju2-rdad, score 0.404, z 3.42jstn-jaut, score 0.371, z 2.972wuc-x56b, score 0.371, z 2.96undata/sdg/SN_ITK_DEFCN · 138 countries · 2001–2023 · 2,710 observations · unit COUNT · screened GREEN
Candidate NYC datasets (proposals, ungraded):
g4tm-nibn, score 0.273, z 3.57fkec-mjr6, score 0.272, z 3.56n7ta-pz8k, score 0.261, z 3.35undata/sdg/EN_MWT_COLLV · 133 countries · 2000–2023 · 1,909 observations · unit WEIGHT_TN · screened GREEN
Candidate NYC datasets (proposals, ungraded):
gaq9-z3hz, score 0.633, z 6.31ufxk-pq9j, score 0.564, z 5.35bpea-2i5q, score 0.559, z 5.28undata/sdg/VC_DSR_PDLN · 122 countries · 2005–2025 · 1,051 observations · unit COUNT · screened GREEN
Candidate NYC datasets (proposals, ungraded):
5esv-8c3f, score 0.34, z 4.795xsi-dfpx, score 0.33, z 4.62qx6a-vcwx, score 0.306, z 4.25undata/sdg/AG_LND_DGRD · 121 countries · 2015–2019 · 240 observations · unit Percent · screened AMBER
Candidate NYC datasets (proposals, ungraded):
64uk-42ks, score 0.518, z 4.17rnsn-acs2, score 0.5, z 3.964e2n-s75z, score 0.457, z 3.47undata/sdg/SH_SAN_HNDWSH · 120 countries · 2000–2024 · 1,792 observations · unit Percent · screened GREEN
Candidate NYC datasets (proposals, ungraded):
i595-2byq, score 0.426, z 3.763kfa-rvez, score 0.42, z 3.67pwts-g83w, score 0.376, z 3.05undata/sdg/SI_COV_SOCINS · 119 countries · 1999–2024 · 557 observations · unit Percent · screened GREEN
Candidate NYC datasets (proposals, ungraded):
x56h-7iwp, score 0.444, z 3.26gfej-by6h, score 0.441, z 3.22rnsn-acs2, score 0.436, z 3.16undata/sdg/VC_DSR_CHLN · 117 countries · 2005–2024 · 793 observations · unit CR_USD · screened GREEN
Candidate NYC datasets (proposals, ungraded):
68k5-hdzw, score 0.394, z 6.025esv-8c3f, score 0.318, z 4.615xsi-dfpx, score 0.301, z 4.3undata/sdg/VC_DSR_HFDN · 116 countries · 2005–2025 · 628 observations · unit COUNT · screened AMBER
Candidate NYC datasets (proposals, ungraded):
5esv-8c3f, score 0.416, z 5.027hi3-kaps, score 0.396, z 4.7bf97-mjsy, score 0.375, z 4.36undata/sdg/SH_STA_MALR · 109 countries · 2000–2024 · 2,725 observations · unit RATIO_COUNT_PER_1000_COUNT_POP · screened GREEN
Candidate NYC datasets (proposals, ungraded):
ph5g-sr3v, score 0.477, z 4.31msid-end4, score 0.473, z 4.26f7dc-2q9f, score 0.463, z 4.12undata/sdg/EN_HAZ_GENGDP · 107 countries · 2000–2024 · 1,140 observations · unit RATIO_WEIGHT_KG_PER_CR_USD_K · screened GREEN
Candidate NYC datasets (proposals, ungraded):
b3mq-yvvr, score 0.531, z 4.6nbun-wekj, score 0.512, z 4.3577q4-nkfh, score 0.487, z 4.01undata/sdg/SH_BLD_MRSA · 98 countries · 2016–2022 · 404 observations · unit Percent · screened GREEN
Candidate NYC datasets (proposals, ungraded):
7434-7ua6, score 0.438, z 5.5sj3k-gzyx, score 0.39, z 4.82x98t-3bbk, score 0.347, z 4.22undata/sdg/EN_HAZ_EXP · 97 countries · 2000–2024 · 1,148 observations · unit WEIGHT_TN · screened GREEN
Candidate NYC datasets (proposals, ungraded):
99xv-he3n, score 0.521, z 6.678ev8-jjxq, score 0.437, z 5.43b3mq-yvvr, score 0.426, z 5.26undata/sdg/EN_TWT_GENV · 97 countries · 2000–2023 · 1,043 observations · unit WEIGHT_TN · screened GREEN
Candidate NYC datasets (proposals, ungraded):
bibp-6ff7, score 0.515, z 5.18gaq9-z3hz, score 0.508, z 5.07bpea-2i5q, score 0.496, z 4.92undata/sdg/SH_BLD_ECOLI · 97 countries · 2016–2022 · 413 observations · unit Percent · screened GREEN
Candidate NYC datasets (proposals, ungraded):
bkwf-xfky, score 0.48, z 5.775uug-f49n, score 0.405, z 4.67434-7ua6, score 0.392, z 4.4undata/sdg/SG_PLN_RECRIMON · 96 countries · 2016–2026 · 203 observations · unit Percent · screened AMBER
Candidate NYC datasets (proposals, ungraded):
9f5n-qdib, score 0.597, z 4.29i8ua-bnkj, score 0.583, z 4.12f34v-uffx, score 0.561, z 3.87python3 probe/us_silent.py
Reads probe/cache/screened.json and the cached corpus sweep in probe/cache/smell-raw.json; no network calls.