Anaplian.com · urban remote sensing · synthesis

Climate Vulnerability Index for Municipalities

April–May 2026 · 747 units in 30 cities · ivc-l4-v1

v 1 · 23 October 2026

Climate Vulnerability Index for Municipalities

Why this ranking

This report ranks 747 official political subdivisions — boroughs, districts, qisms, thanas, municipi, baladiyat — on the same ivc-l4-v1 metric as the city reports. Venustiano Carranza (Mexico City) leads at 82.6/100. Marsilac (Sao Paulo) is last at 0.0/100.

The justification is operational: heat response, shade and paving are decided at this grain, not at the metropolitan mean. The index is not weighted by population or area. A 4 km² alcaldía can outrank a 400 km² peri-urban district; that is intended.

Why units from 18 cities can share one list

Each z uses a fixed cap (43 °C, NDVI 0.05–0.55, SUHI 15 °C). The list is therefore a comparable surface-exposure ranking, not a league of incomparable local indices. Priority 1–3 only chose which cities to measure; it does not reorder the units.

Four methods

1. Per-pixel maximum LST

Same Landsat composite as the city reports. z_max = urban fraction of the unit with pixel-max LST > 43 °C.

2. Mean LST of observations

z_mean = urban fraction with composite-mean LST > 43 °C.

3. Vegetation (NDVI)

z_NDVI inv inverts mean urban NDVI on a fixed 0.05–0.55 scale.

4. Heat island (SUHI)

SUHI uses that city’s rural T, not a global rural T. z_SUHI clips at 0 and 15 °C. A unit in Ahmedabad is not rewarded for being cooler than a 48 °C rural desert.

Comparable metric ivc-l4-v1. IVC = 100 × mean of the four z scores. Unit median 23.8. Widest intra-city range: Mexico City (11.3–82.6).

Top 25 subdivisions

25 highest IVC units. Source: Landsat 8/9, April–May 2026.
Components of the 15 highest units. Each segment is 25 × z.

Intra-city range

Maximum minus minimum IVC inside each city polygon.
CitynMinMaxRange
Mexico City1611.382.671.3
Paris208.057.749.7
Los Angeles3015.064.249.2
Singapore550.347.247.0
Monterrey130.446.846.4
Karachi2417.059.342.3
Cairo4126.268.141.9
Dhaka414.745.640.9
Tehran2215.853.537.7
Casablanca1619.954.634.7
Barcelona1011.345.233.9
Sao Paulo960.033.333.3
Lagos205.938.532.6
Mumbai1422.951.929.0
Phoenix1543.671.227.6
Dubai732.859.927.0
Johannesburg1351.326.124.9
Wuhan131.825.623.8
Madrid215.028.623.6
Montpellier718.341.122.8
Delhi1133.254.921.8
Santiago de Chile328.126.818.7
Berlin123.119.716.6
Houston117.922.714.7
Riyadh1448.061.913.9
Rome150.012.912.9
Tokyo2315.928.312.4
Lahore231.939.27.3
Ahmedabad757.863.25.5
Baghdad444.949.84.9

Patterns

The head of the list is eastern Mexico City (Venustiano Carranza, Iztacalco, Iztapalapa) plus Phoenix urban villages with almost no shade. Those units combine a saturated peak-LST fraction with a real heat island against a cool or only moderately hot rural reference.

Ahmedabad and Riyadh fill the next tier: almost 100% of the urban area exceeds 43 °C, but z_SUHI is 0 because the rural GHSL is as hot as the city. They rank high on three layers, not four.

Mexico City has the widest intra-city spread (11–83): conservation land versus paved east. Monterrey is next (0–47): San Pedro and the Sierra against San Nicolás. Ahmedabad is almost flat (58–63): every taluka is already a furnace.

Grain matters. Cairo’s 41 qisms and Dhaka’s 41 thanas populate the middle of the list with local contrasts. Lahore’s two tehsils and Baghdad’s four districts compress that contrast into a city mean. Read the unit list next to the city list, not instead of it.

Full ranking

#UnitCityPIVCPeak > 43 °CMean > 43 °CSUHI °CNDVI
1Venustiano CarranzaMexico City182.699%53%+18.30.15
2IztacalcoMexico City180.597%46%+17.20.16
3IztapalapaMexico City176.293%34%+16.40.17
4AzcapotzalcoMexico City174.996%30%+16.30.18
5MaryvalePhoenix271.299%75%+4.40.14
6CuauhtémocMexico City171.285%27%+15.80.19
7Central CityPhoenix271.1100%73%+3.50.11
8Al TibbinCairo168.195%63%+4.00.11
9EstrellaPhoenix264.897%62%+2.80.15
10TláhuacMexico City164.384%20%+15.10.29
11North Hollywood West Neighborhood Council DistrictLos Angeles464.294%9%+12.40.19
12SabarmatiAhmedabad263.299%89%-2.30.22
13Gustavo A. MaderoMexico City162.984%9%+13.00.19
14North Hollywood Northeast Neighborhood Council DistrictLos Angeles462.396%5%+11.50.19
15ViramgamAhmedabad262.2100%94%+0.20.28
16South MountainPhoenix262.199%56%+2.50.17
17ShifaRiyadh361.9100%36%+2.50.07
18Ahwatukee FoothillsPhoenix261.899%52%+2.60.16
19AlhambraPhoenix261.4100%60%+2.50.20
20Detroj-RampuraAhmedabad261.0100%96%+0.60.33
21SanandAhmedabad260.1100%87%-1.50.28
22DaskroiAhmedabad260.1100%88%-2.10.29
23BavlaAhmedabad260.1100%89%-0.60.29
24Jebel Ali North Free ZoneDubai459.999%45%-2.10.07
25Benito JuárezMexico City159.583%1%+13.30.22
26New Karachi TownKarachi159.3100%49%-1.10.11
27Panorama City Neighborhood Council DistrictLos Angeles459.196%2%+10.90.22
28Al AziziyahRiyadh358.8100%28%+1.70.07
29Canoga Park Neighborhood Council DistrictLos Angeles457.894%3%+10.70.24
30DholkaAhmedabad257.8100%85%-2.30.32
319e arrondissementParis457.7100%0%+6.70.12
322e arrondissementParis457.5100%0%+5.80.09
33Gadap TownKarachi157.4100%60%-0.30.20
34Al BathaRiyadh357.4100%24%+1.40.07
35EncantoPhoenix256.996%46%+2.10.20
36CoyoacánMexico City156.875%5%+13.80.27
37Orangi TownKarachi156.4100%36%-1.50.10
38Winnetka Neighborhood Council DistrictLos Angeles456.395%1%+11.40.29
39Baldia TownKarachi156.1100%41%-1.30.13
40Arleta Neighborhood Council DistrictLos Angeles456.192%0%+10.50.24
41Bin Qasim TownKarachi156.090%65%-1.40.20
42North MountainPhoenix255.799%38%+1.40.17
43As SulayRiyadh355.0100%19%+0.70.07
44South WestDelhi154.996%70%-0.40.28
45Roches NoiresCasablanca354.696%0%+7.60.19
46North Hills East Neighborhood Council DistrictLos Angeles454.083%1%+10.00.22
47North WestDelhi153.896%60%-1.40.25
48Van Nuys Neighborhood Council DistrictLos Angeles453.784%1%+10.10.24
49Distrito 21Tehran253.591%1%+5.90.14
50North Hollywood Neighborhood Council DistrictLos Angeles453.386%0%+9.10.22
51Pacoima Neighborhood CouncilLos Angeles452.880%2%+9.90.23
52ShahdaraDelhi152.797%49%-2.30.23
53Site TownKarachi152.5100%25%-2.30.12
5410e arrondissementParis451.992%0%+6.20.18
55KarjatMumbai451.995%49%+3.70.35
56BhiwandiMumbai451.894%37%+2.40.24
573e arrondissementParis451.799%0%+4.20.15
58Malir CantonmentKarachi151.6100%42%-1.90.23
59LaveenPhoenix251.498%30%+0.80.19
6010 Ramadan 2Cairo151.299%3%+1.70.09
61NorthDelhi151.194%57%-1.90.28
62Hay MohammadiCasablanca350.898%0%+4.60.18
63Granada Hills South Neighborhood Council DistrictLos Angeles450.477%1%+10.70.29
64Distrito 9Tehran250.285%0%+4.90.14
65Sidi BernoussiCasablanca350.192%0%+5.20.18
6610 Ramadan 1Cairo150.1100%0%+0.80.08
67NamarRiyadh349.9100%5%+0.00.08
68Al-ThawraBaghdad149.899%1%+1.30.09
69Deer ValleyPhoenix249.8100%20%+0.30.16
70MalirKarachi149.6100%21%-2.80.16
71KhalapurMumbai449.698%39%+2.90.34
72Al MaatharRiyadh349.6100%3%+0.50.09
73North Hills West Neighborhood Council DistrictLos Angeles449.676%4%+10.20.30
74AmbarnathMumbai449.398%37%+2.50.32
75HilwanCairo149.288%12%+1.40.11
76Al NaseemRiyadh349.2100%2%-1.70.07
77Al RawdaRiyadh349.2100%2%-1.50.07
78Hay HassaniCasablanca349.295%0%+6.30.25
79Al-RisafaBaghdad149.094%4%+1.50.11
80Distrito 18Tehran249.080%0%+5.20.14
81Gulberg TownKarachi148.9100%11%-4.80.13
82Al-UrayjaRiyadh348.8100%2%-0.20.08
83Al ShamalRiyadh348.8100%1%-0.50.08
84Milpa AltaMexico City148.770%5%+12.60.37
85Distrito 22Tehran248.691%0%+4.40.18
86IrqahRiyadh348.6100%3%-0.40.09
87OlayaRiyadh348.4100%0%-0.40.08
88Al MalazRiyadh348.399%2%-1.00.09
89North Nazimabad TownKarachi148.1100%10%-3.10.14
90Sidi MoumenCasablanca348.1100%0%+3.90.22
91ShmeisiRiyadh348.0100%3%+0.10.11
92Dubai Production CityDubai447.699%7%-4.40.13
93GamaliyyaCairo147.699%0%+0.50.11
94WestDelhi147.592%42%-2.50.27
95Distrito 19Tehran247.475%0%+5.00.15
96Rio VistaPhoenix247.399%12%-1.70.16
97BedokSingapore447.284%8%+10.30.41
988e arrondissementParis447.279%0%+6.20.21
99Moulay RachidCasablanca347.1100%0%+2.20.18
100Northridge South Neighborhood Council DistrictLos Angeles447.165%3%+10.60.30
101Gulshan E Iqbal TownKarachi147.199%17%-4.00.18
102Al FidaCasablanca346.9100%0%+2.00.18
103North GatewayPhoenix246.8100%12%-1.40.18
104RochorSingapore446.891%0%+6.40.28
105San Nicolás de los GarzaMonterrey246.898%0%+2.40.18
106Liaqatabad TownKarachi146.7100%0%-6.00.12
107Rud Al-FaragCairo146.598%0%-2.30.11
10811e arrondissementParis446.590%0%+4.40.22
109ShubraCairo146.598%0%-2.20.11
110Al-KarkhBaghdad146.496%0%+0.70.13
111BadrCairo146.396%0%-0.40.11
112Korangi TownKarachi146.397%3%-6.90.12
113Minshat NasirCairo146.296%0%-0.00.11
114Dubai International Financial CentreDubai446.2100%1%-4.80.13
115Mission Hills Neighborhood Council DistrictLos Angeles446.267%0%+9.30.27
116Al SharabiyyaCairo146.097%0%-0.20.12
117Greater Valley Glen Neighborhood Council DistrictLos Angeles446.074%0%+8.80.29
118MuskiCairo145.996%0%-1.50.11
119Lyari TownKarachi145.793%0%-5.40.10
120Kamrangir CharDhaka245.678%0%+6.50.25
121Paradise ValleyPhoenix245.698%10%-0.90.18
122Sidi BelyoutCasablanca345.574%0%+3.90.14
123BulaqCairo145.595%0%-1.80.12
124GarcíaMonterrey245.299%0%+1.90.20
125Sant AndreuBarcelona345.282%0%+4.60.21
126Tejgaon Ind. AreaDhaka245.178%0%+8.40.32
127NuzhaCairo145.186%1%+0.60.10
12815 MayuCairo145.088%1%+0.20.10
129BangshalDhaka245.078%0%+5.90.24
130Al-AdhamiyaBaghdad144.994%0%+0.00.13
131ShyampurDhaka244.988%0%+4.80.25
132Mers SultanCasablanca344.895%0%+1.10.16
133Al AzbakiyyaCairo144.890%0%-2.40.10
134Camelback EastPhoenix244.797%16%-0.50.22
135Madinat Nasr-2Cairo144.787%3%+0.60.13
136Jumeirah ParkDubai444.7100%14%-4.70.23
137Faisal CantonmentKarachi144.793%23%-3.10.24
138Jamshed TownKarachi144.694%2%-7.60.14
139Chatsworth Neighborhood Council DistrictLos Angeles444.455%4%+9.70.28
140Sidi OthmaneCasablanca344.398%0%+2.10.22
14118e arrondissementParis444.384%0%+5.00.25
142Business BayDubai444.284%17%-4.70.17
143Ben M'SickCasablanca344.199%0%+1.00.20
144Kiamari TownKarachi144.180%21%-4.60.17
145Shah Faisal TownKarachi144.099%2%-3.60.17
146KalyanMumbai443.995%22%+1.50.31
147Desert ViewPhoenix243.698%7%-1.20.20
148UlhasnagarMumbai443.698%13%+1.10.27
149Zawiyya Al-HamraCairo143.587%2%-0.80.12
150Bab Al-ShariyyaCairo143.586%0%-1.30.11
151Landhi TownKarachi143.594%9%-4.30.20
152Miguel HidalgoMexico City143.443%4%+12.30.33
15317e arrondissementParis443.377%0%+5.30.25
154Downtown CoreSingapore442.980%0%+6.50.31
155PenMumbai442.997%19%+1.50.32
156Karachi CantonmentKarachi142.998%0%-7.70.18
157Singapore RiverSingapore441.983%0%+6.00.33
158Santa CatarinaMonterrey241.987%0%+0.40.16
159Al Darb al-AhmarCairo141.787%0%-1.20.15
160Northridge East Neighborhood Council DistrictLos Angeles441.549%1%+10.20.31
161EastDelhi141.484%29%-3.30.29
162OutramSingapore441.386%0%+7.00.39
163VasaiMumbai441.395%21%+1.00.34
164Prés d'ArènesMontpellier441.177%0%+6.90.34
165Aïn SebaâCasablanca340.979%0%+1.30.17
1661er arrondissementParis440.963%0%+4.10.18
167EixampleBarcelona340.875%0%+3.00.21
168South EastDelhi140.886%33%-3.30.33
169Saddar TownKarachi140.681%1%-7.60.15
170SutrapurDhaka240.566%0%+5.70.26
1716e arrondissementParis440.578%0%+3.00.23
172Nasr CityCairo140.573%0%-0.40.11
173Sants-MontjuïcBarcelona340.468%0%+3.30.19
174SbataCasablanca340.2100%0%-0.20.25
175Lake Balboa Neighborhood Council DistrictLos Angeles439.958%1%+8.30.33
176Al ZahirCairo139.971%0%-1.00.11
1774e arrondissementParis439.858%0%+4.40.19
178Al SahilCairo139.873%0%-2.20.12
179Álvaro ObregónMexico City139.736%1%+11.40.32
180PanvelMumbai439.694%11%+0.30.29
181Sylmar Neighborhood Council DistrictLos Angeles439.645%0%+9.10.29
182AbdinCairo139.471%0%-3.00.12
183Lahore CityLahore239.290%1%+2.20.29
184Al KhalifaCairo139.068%0%-0.90.11
185Al WayliCairo139.072%0%-1.20.13
186AdaborDhaka238.970%0%+3.90.25
187Distrito 16Tehran238.959%0%+2.80.16
188CentralDelhi138.984%20%-3.80.29
189PaltanDhaka238.746%0%+8.00.27
190ShomoluLagos438.552%0%+5.50.22
191Al SalamCairo138.462%1%-0.70.09
192RampuraDhaka238.449%0%+7.60.28
193Sayyida ZainabCairo138.469%0%-2.00.13
194Chak BazarDhaka238.259%0%+5.90.28
195BasatinCairo138.162%2%-0.30.11
196Al MatariyyaCairo138.162%0%-2.40.10
197MirpurDhaka237.857%0%+6.40.29
198CentreMontpellier437.872%0%+6.30.37
199Marine ParadeSingapore437.477%1%+8.00.46
200LalbaghDhaka237.350%0%+6.90.28
201TuraCairo137.352%3%-0.90.08
202MaadiCairo137.265%0%-0.80.13
203MaârifCasablanca337.287%0%-2.30.24
204XochimilcoMexico City137.238%1%+11.70.39
2055e arrondissementParis437.066%0%+3.50.25
206UranMumbai436.788%4%-1.00.28
207Aïn ChockCasablanca336.694%0%-0.50.29
208Clifton CantonmentKarachi136.668%0%-9.10.16
209HazaribaghDhaka236.547%0%+7.30.30
210MushinLagos436.551%0%+3.60.20
211TejgaonDhaka236.354%0%+7.50.34
212Valley Village Neighborhood Council DistrictLos Angeles436.045%0%+7.70.31
213ShroqCairo136.064%0%-1.00.15
214GendariaDhaka235.958%0%+4.70.28
215Northridge West Neighborhood Council DistrictLos Angeles435.934%1%+9.10.31
216Misr Al-QadimaCairo135.861%0%-2.50.14
217TampinesSingapore435.560%7%+7.60.43
21813e arrondissementParis435.564%0%+4.60.31
219Darus SalamDhaka235.360%0%+5.00.31
220New Cairo-3Cairo134.857%0%-1.40.14
22115e arrondissementParis434.766%0%+3.30.30
222The MeadowsDubai434.384%1%-6.80.29
223New DelhiDelhi134.280%24%-3.50.39
224Distrito 13Tehran234.241%0%+3.10.18
225JatrabariDhaka234.258%0%+5.30.33
226ChangiSingapore434.040%5%+9.20.40
227La Magdalena ContrerasMexico City133.924%0%+10.60.35
228GràciaBarcelona333.855%0%+3.30.26
229General EscobedoMonterrey233.682%0%-0.20.29
230North EastDelhi133.568%15%-4.80.29
231KotwaliDhaka233.343%0%+4.90.26
232BrásSao Paulo433.30%0%+8.00.15
233SouthDelhi133.284%20%-4.10.41
234TlalpanMexico City133.232%1%+9.90.38
235SerangoonSingapore433.183%0%+2.00.37
236Hadaiq Al-QubbaCairo133.145%0%-1.80.11
237Lagos IslandLagos432.914%0%+6.60.18
238Jumeirah IslandsDubai432.884%0%-6.80.32
239Al ZaytunCairo132.847%0%-2.00.13
240Korangi Creek CantonmentKarachi132.764%0%-10.90.22
241Sant MartíBarcelona332.744%0%+3.80.24
242MotijheelDhaka232.644%0%+6.60.34
243Lim Chu KangSingapore432.60%0%+4.5-0.15
244KafrulDhaka232.548%0%+6.60.36
245Distrito 20Tehran232.431%0%+3.20.16
246MonterreyMonterrey232.473%0%+0.20.27
247Croix d'ArgentMontpellier432.255%0%+6.70.41
248GeylangSingapore432.263%0%+4.40.37
249Vila MedeirosSao Paulo432.00%0%+8.80.20
250Lahore CanttLahore231.971%1%+1.30.32
251ApodacaMonterrey231.974%0%-0.20.28
252PallabiDhaka231.853%0%+4.80.34
253OrchardSingapore431.767%0%+4.40.40
254Toa PayohSingapore431.789%0%+2.10.43
255Distrito 5Tehran231.747%0%+1.10.19
256Distrito 12Tehran231.638%0%+0.40.12
257Ciutat VellaBarcelona331.544%0%+1.00.18
258KadamtaliDhaka231.247%0%+4.00.29
259Distrito 7Tehran231.127%0%+2.20.13
260KallangSingapore431.163%1%+4.10.38
261ThaneMumbai431.074%5%-2.80.33
262KalabaganDhaka230.916%0%+7.80.27
26320e arrondissementParis430.858%0%+3.70.35
264QueenstownSingapore430.879%2%+2.80.43
265AricanduvaSao Paulo430.80%0%+8.30.21
266IpirangaSao Paulo430.70%0%+9.10.24
2677e arrondissementParis430.650%0%+3.00.29
268Granada Hills North Neighborhood Council DistrictLos Angeles430.625%0%+8.30.34
269Água RasaSao Paulo430.50%0%+8.10.21
270Distrito 2Tehran230.541%0%+1.60.20
271Distrito 14Tehran230.433%0%+1.60.16
272Distrito 11Tehran230.429%0%+0.90.12
273MoocaSao Paulo430.20%0%+8.50.23
27419e arrondissementParis430.145%0%+5.20.35
275São LucasSao Paulo430.10%0%+8.30.22
276Distrito 17Tehran229.932%0%+0.60.13
277CambuciSao Paulo429.90%0%+8.50.24
278Vila GuilhermeSao Paulo429.80%0%+7.60.21
279HougangSingapore429.876%0%+2.60.42
280Vila MariaSao Paulo429.60%0%+8.00.22
281Vila MatildeSao Paulo429.60%0%+8.20.23
282GuadalupeMonterrey229.466%0%-2.30.29
28314e arrondissementParis429.352%0%+3.90.35
284Vila PrudenteSao Paulo429.30%0%+8.70.25
285Ain ShamsCairo129.229%0%-2.40.11
286RamnaDhaka229.124%0%+7.20.33
287Nou BarrisBarcelona329.159%0%+3.20.37
288LimãoSao Paulo428.90%0%+7.40.22
289SacomãSao Paulo428.90%0%+9.00.27
290CarrãoSao Paulo428.80%0%+7.90.24
291Biman BandarDhaka228.857%0%+4.10.40
292MumbaiMumbai428.757%0%-6.60.26
293SapopembaSao Paulo428.70%0%+8.20.25
294PenhaSao Paulo428.70%0%+7.80.24
295Qasr Al-NileCairo128.732%0%-4.20.14
296BarajasMadrid128.658%0%+0.50.29
297UttaraDhaka228.650%0%+2.70.32
298WoodlandsSingapore428.565%1%+3.90.44
299Cidade AdemarSao Paulo428.50%0%+8.00.25
300Les CortsBarcelona328.440%0%+4.30.33
301Casa VerdeSao Paulo428.40%0%+7.70.24
302SuginamiTokyo428.36%0%+6.90.25
303Distrito 6Tehran228.326%0%+1.50.16
304MuseumSingapore428.174%0%+4.90.52
305SéSao Paulo428.00%0%+7.00.22
306Bom RetiroSao Paulo427.90%0%+7.50.24
307RepúblicaSao Paulo427.90%0%+6.70.22
308Greater Toluca Lake Neighborhood Council DistrictLos Angeles427.924%0%+7.90.38
309Distrito 15Tehran227.822%0%+2.10.18
310Ponte RasaSao Paulo427.70%0%+6.80.22
311Capão RedondoSao Paulo427.70%0%+8.90.29
312AlibagMumbai427.671%7%-1.60.39
313PariSao Paulo427.60%0%+6.50.22
314JaguaraSao Paulo427.60%0%+8.70.29
315Vila FormosaSao Paulo427.40%0%+7.50.25
316Ajeromi/IfelodunLagos427.319%0%+4.00.23
317Misr al-GadidaCairo127.229%0%-2.50.15
318SembawangSingapore427.137%2%+6.90.43
319JaguaréSao Paulo427.00%0%+9.60.33
320JabaquaraSao Paulo427.00%0%+8.30.29
321Campo LimpoSao Paulo427.00%0%+9.40.32
322QuilicuraSantiago de Chile426.80%0%+5.00.18
323São MateusSao Paulo426.70%0%+8.00.28
324Santa CecíliaSao Paulo426.70%0%+6.40.23
325Villa de VallecasMadrid126.743%0%+2.20.30
326TatuapéSao Paulo426.60%0%+6.90.25
327MohammadpurDhaka226.628%0%+5.20.33
328New Cairo-1Cairo126.528%0%-2.80.16
329NerimaTokyo426.46%0%+5.80.24
330Distrito 4Tehran226.423%0%+1.60.19
331Bukit MerahSingapore426.462%2%+3.70.47
332SaúdeSao Paulo426.30%0%+7.40.27
333BelémSao Paulo426.30%0%+6.60.24
334New Cairo-2Cairo126.237%0%-2.40.21
335LiberdadeSao Paulo426.20%0%+7.70.28
336Distrito 10Tehran226.216%0%-0.50.11
337116Johannesburg426.10%0%+2.40.11
338MeguroTokyo426.11%0%+5.20.21
339Woodland Hills-Warner Center Neighborhood Council DistrictLos Angeles425.822%1%+6.60.37
340Campo BeloSao Paulo425.70%0%+8.10.30
341SumidaTokyo425.70%0%+3.40.15
342Freguesia do ÓSao Paulo425.60%0%+7.00.27
343QingshanWuhan325.615%0%+6.80.34
344LapaSao Paulo425.40%0%+7.20.28
345Barra FundaSao Paulo425.30%0%+7.20.28
346Vila LeopoldinaSao Paulo425.30%0%+7.90.31
347Distrito 8Tehran225.26%0%+1.70.13
348GulshanDhaka225.222%0%+5.90.35
349NakanoTokyo425.15%0%+3.40.19
350JaçanãSao Paulo425.10%0%+7.00.28
351IkoroduLagos425.039%0%+5.50.43
352Artur AlvimSao Paulo424.90%0%+6.10.26
353ItaqueraSao Paulo424.90%0%+5.80.24
354Sungei KadutSingapore424.959%2%+3.40.48
355BaddaDhaka224.728%0%+6.00.39
356ToshimaTokyo424.51%0%+3.20.17
357079Johannesburg424.40%0%+3.00.16
358Rio PequenoSao Paulo424.40%0%+9.10.37
359Vila CuruçáSao Paulo424.30%0%+5.60.25
360River ValleySingapore424.360%0%+3.60.48
361ShinagawaTokyo424.30%0%+2.80.16
362Bela VistaSao Paulo424.20%0%+6.50.28
363VillaverdeMadrid124.242%0%+0.10.28
364Choa Chu KangSingapore424.265%1%+0.70.42
365OtaTokyo424.11%0%+2.70.16
366Distrito 3Tehran224.122%0%+1.30.22
367VicálvaroMadrid124.129%0%+1.80.27
368Vila MarianaSao Paulo424.00%0%+6.50.29
369BishanSingapore424.071%0%+0.50.44
370SetagayaTokyo424.04%0%+4.80.25
371Vila JacuíSao Paulo424.00%0%+5.70.26
372Port MarianneMontpellier423.946%0%+4.10.44
373TetuánMadrid123.94%0%+3.80.22
374078Johannesburg423.80%0%+2.90.17
375EdogawaTokyo423.70%0%+3.00.18
376SalamancaMadrid123.65%0%+3.50.22
377CerrillosSantiago de Chile423.50%0%+2.70.17
378Porter Ranch Neighborhood Council DistrictLos Angeles423.56%0%+7.00.34
379El BosqueSantiago de Chile423.40%0%+2.10.15
380SantanaSao Paulo423.40%0%+6.50.30
381SocorroSao Paulo423.20%0%+5.90.28
382ArakawaTokyo423.20%0%+2.10.16
383Itaim PaulistaSao Paulo423.20%0%+4.90.25
384Vila SôniaSao Paulo423.10%0%+8.90.39
385Cidade LíderSao Paulo423.10%0%+6.40.30
386TaitoTokyo423.10%0%+1.70.15
387DakshinkhanDhaka223.047%0%+3.10.43
388DhanmondiDhaka222.94%0%+6.80.34
389Mumbai SuburbanMumbai422.946%2%-4.00.33
390RencaSantiago de Chile422.90%0%+2.50.18
391Itaim BibiSao Paulo422.90%0%+6.50.31
392Santo AmaroSao Paulo422.90%0%+8.50.38
393San Pedro Garza GarcíaMonterrey222.859%0%-3.00.39
394HanyangWuhan322.812%1%+5.90.36
395Lo EspejoSantiago de Chile422.70%0%+1.10.13
396CentroMadrid122.711%0%+2.00.22
397District JHouston322.725%0%+4.30.36
398LajeadoSao Paulo422.60%0%+5.20.27
399Horta-GuinardóBarcelona322.641%0%+2.60.39
400São DomingosSao Paulo422.40%0%+6.90.33
401PudahuelSantiago de Chile422.40%0%+3.50.22
402São Miguel PaulistaSao Paulo422.40%0%+5.50.28
403ShinjukuTokyo422.40%0%+3.00.20
404Tarzana Neighborhood Council DistrictLos Angeles422.321%0%+5.60.40
405Pedro Aguirre CerdaSantiago de Chile422.30%0%+1.30.15
406108Johannesburg422.30%0%+0.30.11
407111Johannesburg422.10%0%+2.40.19
408077Johannesburg422.10%0%+1.50.16
409ItabashiTokyo422.00%0%+3.10.21
410Jardim São LuísSao Paulo422.00%0%+6.50.33
411ChuoTokyo421.80%0%-0.80.11
412133Johannesburg421.70%0%+0.50.13
413San RamónSantiago de Chile421.70%0%+0.50.13
414SurulereLagos421.717%0%-2.00.20
415Les CévennesMontpellier421.625%0%+6.50.46
416048Johannesburg421.60%0%+4.40.26
417NewtonSingapore421.670%0%+2.00.53
418TucuruviSao Paulo421.50%0%+6.50.34
419Cadereyta JiménezMonterrey221.543%0%+2.90.43
420ClementiSingapore421.559%3%+0.50.44
421IndependenciaSantiago de Chile421.50%0%+1.10.16
422Ermelino MatarazzoSao Paulo421.50%0%+6.30.33
423MossonMontpellier421.524%0%+5.80.44
424San JoaquínSantiago de Chile421.40%0%+0.70.14
425ConchalíSantiago de Chile421.40%0%+1.50.17
426ChamberíMadrid121.49%0%+1.20.21
427La CisternaSantiago de Chile421.40%0%+1.30.16
428Sherman Oaks Neighborhood Council DistrictLos Angeles421.419%0%+5.30.39
429Cerro NaviaSantiago de Chile421.40%0%+1.50.17
430Los Feliz Neighborhood Council DistrictLos Angeles421.319%0%+4.70.38
431SabujbaghDhaka221.124%0%+4.10.38
432Quinta NormalSantiago de Chile421.10%0%+1.10.16
433063Johannesburg421.10%0%-5.80.13
434Campo GrandeSao Paulo421.00%0%+7.40.38
435San MiguelSantiago de Chile421.00%0%+0.80.16
436080Johannesburg420.80%0%+3.10.24
437Jardim HelenaSao Paulo420.80%0%+5.20.31
438107Johannesburg420.80%0%-0.10.13
439ApapaLagos420.84%0%+1.80.21
440Estación CentralSantiago de Chile420.70%0%+1.50.19
441PerdizesSao Paulo420.60%0%+5.20.31
442Marina SouthSingapore420.648%0%+3.80.50
443SantiagoSantiago de Chile420.60%0%+0.60.16
444Pasir RisSingapore420.623%1%+6.40.47
445ShibuyaTokyo420.60%0%+2.70.23
446Jurong EastSingapore420.539%0%+1.20.38
447Lo PradoSantiago de Chile420.50%0%+0.50.16
448KhilkhetDhaka220.417%0%+6.00.43
449KotoTokyo420.40%0%-0.20.14
450Sher-e-bangla NagarDhaka220.319%0%+5.70.42
451ShahbaghDhaka220.313%0%+6.50.43
452062Johannesburg420.20%0%-5.60.15
453New MarketDhaka220.110%0%+7.10.43
454La GranjaSantiago de Chile420.10%0%-0.20.15
455KatsushikaTokyo420.10%0%+1.80.21
456PunggolSingapore420.031%0%+6.70.53
457AnfaCasablanca319.931%0%-0.20.31
458Ifako/IjayeLagos419.915%0%+0.40.24
459Straits ViewSingapore419.939%0%+6.10.64
460076Johannesburg419.90%0%+0.10.15
461Friedrichshain-KreuzbergBerlin419.70%0%+6.10.36
462130Johannesburg419.50%0%+2.70.25
463ArganzuelaMadrid119.59%0%+2.40.29
464MaipúSantiago de Chile419.50%0%+2.50.24
465ConsolaçãoSao Paulo419.50%0%+5.50.34
466Ang Mo KioSingapore419.541%2%+3.40.49
467PinheirosSao Paulo419.40%0%+5.60.35
468Puente de VallecasMadrid119.323%0%+0.70.30
469MaculSantiago de Chile419.30%0%+0.90.20
470OjoLagos419.321%0%+4.90.44
471020Johannesburg419.20%0%+3.10.27
472District HHouston319.216%0%+4.70.40
473MitteBerlin419.11%0%+6.20.38
474Jardim PaulistaSao Paulo419.10%0%+5.10.34
475Changi BaySingapore419.00%0%+3.50.29
476Salinas VictoriaMonterrey219.040%0%-3.30.37
477Cidade DutraSao Paulo419.00%0%+6.90.40
478Raposo TavaresSao Paulo419.00%0%+8.40.45
479Marina EastSingapore419.033%0%+3.70.46
480Encino Neighborhood Council DistrictLos Angeles418.915%0%+5.20.42
481Shah AliDhaka218.829%0%+3.90.45
482KhilgaonDhaka218.818%0%+4.40.41
483052Johannesburg418.80%0%+2.60.26
484075Johannesburg418.80%0%-0.60.17
485Southern IslandsSingapore418.855%0%+1.60.50
486KitaTokyo418.71%0%+0.90.21
487MinatoTokyo418.60%0%+0.30.19
488NovenaSingapore418.567%0%+1.00.55
489BunkyōTokyo418.50%0%+0.80.21
490051Johannesburg418.40%0%+3.20.29
491021Johannesburg418.40%0%+3.00.28
492RecoletaSantiago de Chile418.40%0%+0.80.21
493AdachiTokyo418.40%0%+0.40.20
494CaidianWuhan318.313%1%+5.70.44
495Hôpitaux-FacultésMontpellier418.330%0%+4.60.49
496Jiang'anWuhan318.34%0%+5.20.38
497TuragDhaka218.229%0%+2.80.42
498CarabanchelMadrid118.122%0%-1.20.30
499CachoeirinhaSao Paulo417.90%0%+4.60.35
500District FHouston317.925%0%+3.20.43
501Eti OsaLagos417.914%0%+0.90.29
502Jurong WestSingapore417.842%0%-0.60.40
503PiritubaSao Paulo417.80%0%+5.80.39
504031Johannesburg417.70%0%+0.40.21
505Paya LebarSingapore417.639%0%+4.70.57
506District IHouston317.513%0%+4.90.43
507Boon LaySingapore417.533%0%-0.10.37
508QiaokouWuhan317.43%0%+3.00.32
509TuasSingapore417.425%0%-7.70.33
510AgegeLagos417.40%0%-5.50.20
511WuchangWuhan317.42%0%+3.90.34
512La PintanaSantiago de Chile417.30%0%+2.10.27
513Lagos MainlandLagos417.318%0%-1.60.29
514CangaíbaSao Paulo417.30%0%+6.10.41
515TanglinSingapore417.366%0%+0.50.59
516HongshanWuhan317.24%0%+5.00.39
517Bukit TimahSingapore417.258%0%+1.60.55
518GuaianasesSao Paulo417.00%0%+4.30.36
519Manora CantonmentKarachi117.08%0%-12.30.25
520MoemaSao Paulo416.80%0%+5.00.38
521CursinoSao Paulo416.80%0%+6.60.44
522123Johannesburg416.70%0%-3.80.22
523LatinaMadrid116.625%0%-2.10.34
524061Johannesburg416.60%0%-3.50.22
525UseraMadrid116.517%0%-1.70.31
526La FloridaSantiago de Chile416.50%0%+0.80.25
527RetiroMadrid116.45%0%+3.20.35
528IkejaLagos416.411%0%-3.00.28
529São RafaelSao Paulo416.40%0%+5.40.40
530Tempelhof-SchönebergBerlin416.43%0%+6.70.46
531District AHouston316.318%0%+2.40.40
532CantonmentDhaka216.114%0%+4.90.46
533ChamartínMadrid116.04%0%+1.10.28
534ChiyodaTokyo415.90%0%-0.70.23
535045Johannesburg415.80%0%-2.10.23
536NeuköllnBerlin415.81%0%+7.40.48
537San Blas - CanillejasMadrid115.816%0%+0.10.32
538Distrito 1Tehran215.85%0%-1.00.26
539MorumbiSao Paulo415.80%0%+7.10.47
540ButantãSao Paulo415.70%0%+6.80.46
541047Johannesburg415.70%0%+0.10.24
542ÑuñoaSantiago de Chile415.70%0%+0.30.25
543HuechurabaSantiago de Chile415.70%0%+1.10.27
544PioneerSingapore415.620%0%-4.20.34
545Ciudad LinealMadrid115.66%0%+0.80.30
546District BHouston315.614%0%+3.60.42
547Vila AndradeSao Paulo415.60%0%+7.30.48
548Oshodi/IsoloLagos415.56%0%-0.80.27
549015Johannesburg415.50%0%-2.20.24
550041Johannesburg415.40%0%-0.60.24
551044Johannesburg415.40%0%+0.90.27
552095Johannesburg415.30%0%+0.50.26
553PesqueríaMonterrey215.330%0%+1.20.44
554016Johannesburg415.20%0%+2.50.33
555BrasilândiaSao Paulo415.20%0%+3.70.37
556043Johannesburg415.20%0%-1.80.25
557027Johannesburg415.10%0%-0.00.25
558Studio City Neighborhood Council DistrictLos Angeles415.06%0%+4.30.42
559DongxihuWuhan315.04%0%+3.50.39
560042Johannesburg414.90%0%-1.60.25
561GrajaúSao Paulo414.80%0%+4.50.40
562128Johannesburg414.70%0%+1.00.29
563059Johannesburg414.60%0%-2.80.26
564012Johannesburg414.50%0%-1.30.26
565ProvidenciaSantiago de Chile414.40%0%+0.60.28
566LichtenbergBerlin414.41%0%+5.90.46
567046Johannesburg414.30%0%+2.40.34
568028Johannesburg414.20%0%-0.50.27
569030Johannesburg414.20%0%-1.00.27
570DemraDhaka214.19%0%+3.80.44
571MandaquiSao Paulo414.00%0%+4.90.43
572060Johannesburg414.00%0%-3.80.27
573113Johannesburg414.00%0%+0.10.27
574124Johannesburg413.90%0%-2.90.27
575PeñalolénSantiago de Chile413.80%0%+0.80.30
576Bukit PanjangSingapore413.812%2%+6.10.59
577065Johannesburg413.80%0%-2.20.27
578026Johannesburg413.70%0%+0.20.28
579Jardim ÂngelaSao Paulo413.70%0%+5.90.47
580PedreiraSao Paulo413.60%0%+4.20.42
581014Johannesburg413.60%0%+1.80.34
582Alto de PinheirosSao Paulo413.40%0%+4.90.45
583131Johannesburg413.30%0%-1.20.28
584013Johannesburg413.30%0%+1.80.34
585004Johannesburg413.30%0%+1.80.34
586129Johannesburg413.30%0%+1.80.34
587040Johannesburg413.30%0%-0.30.28
588HortalezaMadrid113.28%0%+0.50.34
589AlimoshoLagos413.111%0%+0.60.36
590035Johannesburg413.00%0%-3.60.29
591135Johannesburg412.90%0%+0.20.30
592JianghanWuhan312.90%0%+0.70.32
593Municipio VRome312.96%0%+2.00.39
594010Johannesburg412.60%0%+1.50.35
595KosofeLagos412.64%0%-3.10.32
596039Johannesburg412.50%0%+0.70.32
597Western IslandsSingapore412.50%0%-7.20.30
598064Johannesburg412.30%0%-4.40.30
599XinzhouWuhan312.29%0%+3.80.48
600003Johannesburg412.20%0%+0.40.32
601Charlottenburg-WilmersdorfBerlin412.20%0%+4.80.47
602120Johannesburg412.10%0%+2.30.39
603105Johannesburg412.00%0%+0.60.33
604034Johannesburg411.80%0%+0.20.32
605007Johannesburg411.80%0%+2.80.41
606121Johannesburg411.70%0%+2.00.38
607049Johannesburg411.70%0%+0.80.34
608Amuwo OdofinLagos411.63%0%-0.50.33
609033Johannesburg411.50%0%-4.40.32
610058Johannesburg411.50%0%-2.30.32
611008Johannesburg411.30%0%+0.80.35
612Sarrià-Sant GervasiBarcelona311.321%0%+1.10.46
613Cuajimalpa de MorelosMexico City111.35%0%+3.70.48
614District CHouston311.314%0%+0.70.42
615009Johannesburg411.20%0%+1.10.36
61612e arrondissementParis411.225%0%+2.40.53
617Municipio IRome311.10%0%-0.20.33
618Cidade TiradentesSao Paulo411.10%0%+3.50.45
619Fuencarral - El PardoMadrid111.013%0%-0.70.39
620050Johannesburg410.90%0%-1.70.33
621001Johannesburg410.80%0%-1.30.33
622100Johannesburg410.80%0%-1.40.33
623Marzahn-HellersdorfBerlin410.80%0%+5.00.50
624SengkangSingapore410.821%0%+2.30.52
625006Johannesburg410.80%0%+2.60.42
626Lo BarnecheaSantiago de Chile410.70%0%+1.70.39
627District DHouston310.710%0%+2.10.46
628029Johannesburg410.70%0%-0.60.34
629036Johannesburg410.70%0%-2.60.34
630JuárezMonterrey210.719%0%-3.20.43
631002Johannesburg410.60%0%-0.30.34
632JiangxiaWuhan310.67%0%+1.10.41
633PerusSao Paulo410.50%0%+5.30.52
634District KHouston310.48%0%+2.80.48
635SeletarSingapore410.47%0%+3.90.51
636057Johannesburg410.30%0%-1.60.34
637022Johannesburg410.30%0%-3.50.34
638José BonifácioSao Paulo410.30%0%+3.80.47
639Municipio XRome310.15%0%+3.30.48
640037Johannesburg410.10%0%-4.90.35
641Las CondesSantiago de Chile410.10%0%+0.40.36
642District GHouston310.018%0%+1.10.48
643019Johannesburg49.90%0%-4.60.35
644017Johannesburg49.90%0%-1.90.35
645JaraguáSao Paulo49.80%0%+4.80.51
646055Johannesburg49.80%0%-2.70.35
647PankowBerlin49.80%0%+5.00.52
648082Johannesburg49.60%0%-0.70.36
649Treptow-KöpenickBerlin49.60%0%+4.50.51
650038Johannesburg49.50%0%-1.10.36
651068Johannesburg49.50%0%-1.00.36
652069Johannesburg49.40%0%-2.10.36
653La ReinaSantiago de Chile49.40%0%+0.10.37
654005Johannesburg49.30%0%+0.70.39
655053Johannesburg49.30%0%-1.10.36
656YishunSingapore49.220%0%+1.20.50
657Municipio VIIRome39.23%0%+1.60.44
658032Johannesburg49.20%0%+1.30.41
659MoratalazMadrid19.02%0%-0.60.38
660North-Eastern IslandsSingapore49.00%0%+5.40.69
661056Johannesburg48.90%0%-3.50.37
662AnhangueraSao Paulo48.90%0%+5.30.59
663025Johannesburg48.90%0%-2.30.37
664110Johannesburg48.70%0%+1.60.43
665IguatemiSao Paulo48.70%0%+3.10.48
666122Johannesburg48.60%0%+1.20.42
667TremembéSao Paulo48.60%0%+3.80.50
668112Johannesburg48.50%0%+1.40.43
669VitacuraSantiago de Chile48.10%0%-0.60.39
670024Johannesburg48.00%0%-1.90.39
67116e arrondissementParis48.017%0%+1.00.51
672Municipio IIRome38.01%0%-1.90.39
673District EHouston37.95%0%+2.00.48
674084Johannesburg47.60%0%+0.30.41
675119Johannesburg47.60%0%-2.00.40
676066Johannesburg47.40%0%-2.80.40
677018Johannesburg47.30%0%-1.80.40
678011Johannesburg47.30%0%-3.10.40
679MandaiSingapore47.316%0%+2.00.67
680118Johannesburg47.20%0%-1.30.41
681127Johannesburg47.20%0%+0.50.42
682ReinickendorfBerlin47.11%0%+3.30.52
683091Johannesburg47.00%0%-1.50.41
684BadagryLagos46.97%0%+1.90.51
685HannanWuhan36.80%0%-3.70.42
686109Johannesburg46.80%0%+0.30.42
687054Johannesburg46.50%0%-3.30.42
688071Johannesburg46.50%0%+0.50.44
689Parque do CarmoSao Paulo46.50%0%+3.90.56
690092Johannesburg46.30%0%+0.40.44
691070Johannesburg46.30%0%-1.90.42
692EpeLagos46.25%0%+2.10.52
693Municipio VIRome36.11%0%+2.50.51
694086Johannesburg46.10%0%-0.70.43
695067Johannesburg46.00%0%-4.10.43
696Ibeju LekkiLagos45.92%0%-0.90.44
697Municipio IVRome35.51%0%+1.80.51
698Western Water CatchmentSingapore45.522%0%-2.00.59
699096Johannesburg45.50%0%-2.70.44
700Bukit BatokSingapore45.116%5%-0.00.56
701101Johannesburg45.00%0%-2.90.45
702Moncloa - AravacaMadrid15.02%0%-1.50.46
703093Johannesburg44.90%0%-2.00.45
704Uttar KhanDhaka24.713%0%-0.70.52
705085Johannesburg44.50%0%-0.50.46
706074Johannesburg44.30%0%-1.50.46
707125Johannesburg44.30%0%-2.40.46
708115Johannesburg44.20%0%-2.00.47
709081Johannesburg44.10%0%-1.40.47
710114Johannesburg43.90%0%-2.50.47
711132Johannesburg43.80%0%+0.30.48
712089Johannesburg43.70%0%-1.40.48
713Municipio IXRome33.53%0%+1.00.52
714Steglitz-ZehlendorfBerlin43.50%0%+1.60.53
715073Johannesburg43.50%0%-3.30.48
716102Johannesburg43.40%0%-2.60.48
717103Johannesburg43.20%0%-2.50.49
718126Johannesburg43.20%0%-3.00.49
719SpandauBerlin43.11%0%+0.10.50
720104Johannesburg43.00%0%-3.30.49
721Municipio XIIIRome32.81%0%-1.70.50
722083Johannesburg42.70%0%-0.80.50
723087Johannesburg42.60%0%-1.70.50
724Municipio XIRome32.51%0%-0.10.51
725134Johannesburg42.50%0%-3.60.50
726106Johannesburg42.40%0%-1.20.50
727094Johannesburg42.40%0%-1.70.50
728099Johannesburg42.10%0%-0.30.51
729023Johannesburg42.10%0%-0.90.51
730098Johannesburg42.00%0%-1.30.51
731117Johannesburg42.00%0%-1.20.51
732090Johannesburg41.90%0%-2.90.51
733TengahSingapore41.97%0%-5.30.56
734HuangpiWuhan31.80%0%-0.50.52
735Municipio XIIRome31.80%0%-0.80.52
736097Johannesburg41.50%0%-1.40.52
737072Johannesburg41.40%0%-1.00.52
738088Johannesburg41.30%0%-0.70.52
739ParelheirosSao Paulo40.80%0%+0.50.67
740Municipio XVRome30.61%0%+0.10.59
741SantiagoMonterrey20.42%0%-2.80.58
742Municipio VIIIRome30.40%0%-0.10.54
743SimpangSingapore40.31%0%-1.00.71
744Central Water CatchmentSingapore40.31%0%-2.50.72
745Municipio IIIRome30.00%0%-0.20.56
746Municipio XIVRome30.00%0%-0.50.58
747MarsilacSao Paulo40.00%0%-1.20.76

Limits

Units are not equal in area, population or legal power. Names follow the source boundary (OSM, geoBoundaries, municipal open data). The index remains surface exposure: it does not say who dies, who works outdoors, or who has cooling.