Each entry below is one question turned into a map query. It names the fields it weighs and why, shows the areas that come out on top with their real measured values, and states what the data cannot tell you. The link at the end opens that exact query on the Sao Paulo map with the weights already set, so you can change a weight, swap a field, or draw your own area and get a different answer.
None of these are the “right” query. They are starting points chosen to show which fields exist for Sao Paulo and how combining them changes what you can honestly say.
cafe demand-and-competition index — resident counts and walkable streets against existing cafe presence
In Sao Paulo, the highest-ranking areas are Sapopemba, Artur Alvim, and Grajaú. Sapopemba leads with a score of 80.7/100 across 44 blocks, featuring ≈1 cafe nearby, ≈0.01 km of walkable streets, and ≈14,093 residents (aged 30 to 39). Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
Three signals: how many people are around, how walkable the streets are, and how many of this business type are already mapped there. The last is scored inverted, so an area ranks high when demand signals are strong and existing presence is thin.
Field
Ranks higher when
Weight
Why it’s here
cafe competition
lower
45%
Count of mapped cafes already trading in the area.
pedestrian length m
higher
25%
Metres of walkable street — a proxy for how much passing footfall a frontage can see.
Aged 30 to 39
higher
30%
Published resident count — the local demand base.
What this can’t tell you
This is a shortlist, not a site recommendation. It has no rent, no footfall, no unit availability, no licensing and no catchment modelling, and it carries no spending power at all — the Brazilian census publishes no income at this geography. Overture maps central Sao Paulo far more densely than the periphery, so thin mapped presence on the outskirts can reflect the map rather than the market.
Try changing it
· Raise the competition weight to prioritise areas with the least existing presence.
· Swap the demand pillar for the age band your customers actually fall into.
· Draw your own catchment on the map to score just that area.
All of these are adjustable on the Sao Paulo map on the Free Tier.
The same query, retargeted
Where should you open a new bakery in Sao Paulo?
Top areas: Vila Andrade, Brasilândia and Jardim São Luís — ≈17 bakeries nearby.
Same fields and weights, only the category swapped — adjust any of them on the Free Tier.
Full breakdown & sources
This analysis ranks every block in Sao Paulo based on cafe competition (lower ranks higher, weight 0.45), pedestrian length in meters (higher ranks higher, weight 0.25), and residents aged 30 to 39 (higher ranks higher, weight 0.3). The top-scoring blocks are then grouped into the areas listed below.
Sapopemba ranks #1 with a score of 80.7/100 across 44 blocks, showing ≈1 cafe nearby, ≈0.01 km of walkable streets, and ≈14,093 residents (aged 30 to 39). Artur Alvim ranks #2 with a score of 81.7/100 across 43 blocks, featuring ≈0 cafes nearby, ≈0.01 km of walkable streets, and ≈11,063 residents (aged 30 to 39). Grajaú ranks #3 with a score of 81.1/100 across 43 blocks, with ≈2 cafes nearby, ≈0.01 km of walkable streets, and ≈10,677 residents (aged 30 to 39). Jardim Ângela ranks #4 with a score of 85.4/100 across 40 blocks, showing ≈0 cafes nearby, ≈0 km of walkable streets, and ≈14,178 residents (aged 30 to 39). Brasilândia ranks #5 with a score of 87.3/100 across 39 blocks, with ≈0 cafes nearby, ≈0.01 km of walkable streets, and ≈15,366 residents (aged 30 to 39).
Fields scored: cafe competition, pedestrian length m and Aged 30 to 39 (2022). 11,578 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Where do Sao Paulo's older residents have the fewest pharmacies nearby?
The 60-and-over share against mapped pharmacies — a coverage gap index
In Sao Paulo, the highest-ranking areas are Morumbi, Socorro, and Alto de Pinheiros. Morumbi leads with a score of 93.3/100 across 39 blocks, showing ≈7 pharmacies nearby and 31% share aged 60 and over. Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
The share of residents aged 60 and over scored up against mapped pharmacy count scored down. Older residents are the demographic most associated with regular pharmacy visits, so the pairing finds where that group is concentrated and mapped provision is thin.
Field
Ranks higher when
Weight
Why it’s here
Share aged 60 and over
higher
60%
Residents aged 60 and over as a share of all residents.
pharmacy competition
lower
40%
Count of mapped pharmacies, scored inverted so thin coverage ranks higher.
What this can’t tell you
It is a rank blend of two separately counted things, not a residents-per-pharmacy ratio, and pharmacy count is presence rather than opening hours, stock or dispensing capacity. Age carries no health status and no mobility information — neither is published at sector level. A thin mapped count on the periphery may reflect Overture's uneven coverage of Sao Paulo rather than the street.
Try changing it
· Drop the pharmacy term to rank on the older-resident share alone.
· Swap pharmacies for the health and medical rollup to widen the provision term.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This query ranks every block in Sao Paulo based on the share aged 60 and over (higher ranks higher, weight 0.6) and pharmacy competition (lower ranks higher, weight 0.4). The top-scoring blocks are then grouped into the areas listed below.
Morumbi ranks #1 with a score of 93.3/100 across 39 blocks, showing ≈7 pharmacies nearby and 31% share aged 60 and over. Socorro ranks #2 with a score of 87.5/100 across 41 blocks, showing ≈8 pharmacies nearby and 29% share aged 60 and over. Alto de Pinheiros ranks #3 with a score of 91.4/100 across 39 blocks, showing ≈9 pharmacies nearby and 31% share aged 60 and over. Santo Amaro ranks #4 with a score of 90.9/100 across 39 blocks, showing ≈10 pharmacies nearby and 29% share aged 60 and over. Saúde ranks #5 with a score of 83.9/100 across 41 blocks, showing ≈24 pharmacies nearby and 32% share aged 60 and over.
Each area is a cluster of high-scoring blocks grouped within a 1,200 m radius.
Fields scored: Share aged 60 and over (2022) and pharmacy competition. “Share aged 60 and over” is computed by this pipeline from published components rather than published directly. 10,307 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Which parts of Sao Paulo have the most residents and the fewest mapped grocery stores?
Resident counts against mapped grocery stores — a coverage gap index
In Sao Paulo, the highest-ranking areas are Cidade Ademar, São Lucas, and Jardim Ângela. Cidade Ademar leads with a score of 81.2/100 across 42 blocks, showing ≈23 grocery stores nearby and ≈109,397 residents. Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
Residents scored up against mapped grocery-store count scored down, so an area ranks high when people are many and mapped food retail is thin.
Field
Ranks higher when
Weight
Why it’s here
Total residents
higher
55%
Published resident count — the local demand base.
grocery store competition
lower
45%
Count of mapped grocery stores, scored inverted so thin coverage ranks higher.
What this can’t tell you
Brazilian food retail is badly served by this category: padarias, which do much of the day-to-day food trade in Sao Paulo, are usually tagged as bakeries under eating and drinking rather than as grocery, and street markets are not mapped as venues at all. So a thin grocery count understates real food access, sometimes heavily. It is a rank blend, not a residents-per-store ratio, and store count is presence, not floor area or range.
Try changing it
· Add mapped bakeries to the picture, which is where padarias are tagged.
· Drop the grocery term to rank on residents alone.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This query ranks every block in Sao Paulo based on Total residents (higher ranks higher, weight 0.55) and grocery store competition (lower ranks higher, weight 0.45). The top-scoring blocks are then grouped into the areas below.
Cidade Ademar ranks #1 with a score of 81.2/100 across 42 blocks, showing ≈23 grocery stores nearby and ≈109,397 residents. São Lucas ranks #2 with a score of 77.8/100 across 43 blocks, showing ≈29 grocery stores nearby and ≈94,993 residents. Jardim Ângela ranks #3 with a score of 85.3/100 across 39 blocks, showing ≈13 grocery stores nearby and ≈91,168 residents. José Bonifácio ranks #4 with a score of 77.9/100 across 42 blocks, showing ≈12 grocery stores nearby and ≈67,069 residents. Brasilândia ranks #5 with a score of 75.9/100 across 43 blocks, showing ≈23 grocery stores nearby and ≈83,698 residents.
Each area is a cluster of high-scoring blocks grouped within a 1,200 m radius.
Fields scored: Total residents (2022) and grocery store competition. 11,342 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Where are Sao Paulo's older residents concentrated?
Share of residents aged 60 and over — IBGE Censo 2022
In Sao Paulo, the areas with the highest rankings are Vila da Saúde, Morumbi, and Alto de Pinheiros. Vila da Saúde leads with a score of 95.4/100 across 39 blocks, where 32% of the population is aged 60 and over. Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
Vila da Saúdein the Saúde districtalso spans Campo BeloScore 95
The share of residents aged 60 and over, computed from the published age bands. Sixty is the Brazilian statutory and statistical threshold for pessoa idosa, which is why this figure starts there rather than at the 65 used in the Australian, Canadian and Spanish catalogs.
Field
Ranks higher when
Weight
Why it’s here
Share aged 60 and over
higher
100%
Residents aged 60 and over as a share of all residents, computed from the published age bands.
What this can’t tell you
A share is not a count: a high share can mean a small, old population. Nothing here describes health, mobility, living arrangements or means — none of those are published at sector level. Do not compare this figure with a 65-and-over share from another country.
Try changing it
· Compare with the raw resident count to separate share from volume.
· Add mapped pharmacies to find the widest coverage gaps.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
The top-ranking areas in Sao Paulo are identified by evaluating every block based on the share of the population aged 60 and over, with higher percentages ranking higher (weight 0.9). These top-scoring blocks are then grouped into the areas listed below.
Vila da Saúde ranks #1 with a score of 95.4/100 across 39 blocks, showing 32% share aged 60 and over. Morumbi ranks #2 with a score of 94/100 across 39 blocks, also showing 32% share aged 60 and over. Alto de Pinheiros ranks #3 with a score of 93.9/100 across 39 blocks, with 32% share aged 60 and over. Perdizes ranks #4 with a score of 93.1/100 across 39 blocks, showing 31% share aged 60 and over. Santana ranks #5 with a score of 93/100 across 39 blocks, with 31% share aged 60 and over.
Each area is defined as a cluster of high-scoring blocks, grouped when they are within a 1,200 m radius of each other.
Fields scored: Share aged 60 and over (2022). “Share aged 60 and over” is computed by this pipeline from published components rather than published directly. 10,307 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Share aged 60 and over (rate) — derived from published components source
Where do people in their thirties live in Sao Paulo?
Residents aged 30 to 39 — IBGE Censo 2022
In Sao Paulo, the highest-ranking areas are Bela Vista, Jardim Ângela, and Cidade Ademar. Bela Vista leads with a score of 90.8/100 across 40 blocks, where the data shows approximately 26,140 residents aged 30–39. Each area is a cluster of high-scoring blocks within a 1,200 m radius.
A single published ten-year band, counted directly. In Brazilian cities this band separates from the twenties much more sharply than either does from the surrounding bands, which is why it gets its own page.
Field
Ranks higher when
Weight
Why it’s here
Aged 30 to 39
higher
100%
The published 30-39 age band, counted on 31 July 2022.
What this can’t tell you
The band is not a household, a career stage or a spending bracket — none of those are published at sector level. It is a headcount on one day, 31 July 2022.
Try changing it
· Compare with residents aged 0 to 4 to find where both run high.
· Compare with residents in their twenties.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This query ranks every block in Sao Paulo based on the presence of residents aged 30 to 39, with a weight of 0.9, then groups the top-scoring blocks into specific areas.
Bela Vista ranks #1 with a score of 90.8/100 across 40 blocks, containing approximately 26,140 residents aged 30–39. Jardim Ângela ranks #2 with a score of 86.4/100 across 42 blocks, containing approximately 15,619 residents aged 30–39. Cidade Ademar ranks #3 with a score of 92/100 across 39 blocks, containing approximately 17,394 residents aged 30–39. Vila Andrade ranks #4 with a score of 91.9/100 across 39 blocks, containing approximately 19,217 residents aged 30–39. Cachoeirinha ranks #5 with a score of 83.8/100 across 42 blocks, containing approximately 14,729 residents aged 30–39.
Fields scored: Aged 30 to 39 (2022). 11,281 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Where do people in their twenties live in Sao Paulo?
Residents aged 20 to 29 — IBGE Censo 2022
In Sao Paulo, the highest-ranking areas are Jardim Ângela, Cidade Ademar, and Campo Limpo. Jardim Ângela leads with a score of 87.8/100 across 43 blocks, showing ≈16,361 residents aged 20 to 29. Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
The published 20-24 and 25-29 bands summed into one count. The band is stated literally because IBGE publishes age, not marketing cohorts, and a generation label would silently add and drop people the census never counted that way.
Field
Ranks higher when
Weight
Why it’s here
residents aged 20 to 29
higher
100%
The published 20-24 and 25-29 bands summed into one count.
What this can’t tell you
Nothing about what these residents do, earn or study — the sector aggregate carries no education, occupation or income table. They are counted at their usual address, not where they work or go out.
Try changing it
· Add mapped bars and nightlife to see where the two overlap.
· Compare with residents in their thirties.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This query ranks every block in Sao Paulo based on residents aged 20 to 29 (higher ranks higher, with a weight of 0.9). The top-scoring blocks are then grouped into the areas listed below.
Jardim Ângela ranks #1 with a score of 87.8/100 across 43 blocks, showing ≈16,361 residents aged 20 to 29. Cidade Ademar ranks #2 with a score of 93.8/100 across 39 blocks, showing ≈18,889 residents aged 20 to 29. Campo Limpo ranks #3 with a score of 91.9/100 across 39 blocks, showing ≈17,896 residents aged 20 to 29. Bela Vista ranks #4 with a score of 89.3/100 across 40 blocks, showing ≈21,976 residents aged 20 to 29. Brasilândia ranks #5 with a score of 91/100 across 39 blocks, showing ≈17,099 residents aged 20 to 29.
Fields scored: residents aged 20 to 29. 11,282 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
In Sao Paulo, the areas with the highest rankings are Jardim São Luís, Cidade Ademar, and Campo Limpo. Jardim São Luís leads with a score of 87.4/100 across 43 blocks, showing approximately 13,519 residents aged 5 to 14. Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
The two published bands covering ages 5 to 14, summed into one ranked signal. Summing adjacent published bands is a definition, not a blend — the result is still a single measured count.
Field
Ranks higher when
Weight
Why it’s here
residents aged 5 to 14
higher
100%
The published 5-9 and 10-14 bands summed into one count of school-age children.
What this can’t tell you
It counts children by age, not by school enrolment: the sector aggregate carries no school-attendance table, so a child in this band may or may not be in school and may attend somewhere other than the nearest venue. There is no household or guardian information behind it.
Try changing it
· Compare with mapped education venues to find the widest coverage gaps.
· Compare with children under five to see where the younger cohort sits.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This analysis ranks every block in Sao Paulo based on the number of residents aged 5 to 14, with higher numbers receiving higher ranks (weight 0.9). The top-scoring blocks are then grouped to form the areas listed below.
Jardim São Luís ranks #1 with a score of 87.4/100 across 43 blocks, containing approximately 13,519 residents aged 5 to 14. Cidade Ademar ranks #2 with a score of 94.4/100 across 39 blocks, showing approximately 15,807 residents aged 5 to 14. Campo Limpo ranks #3 with a score of 92.9/100 across 39 blocks, with approximately 14,569 residents aged 5 to 14. Jardim Ângela ranks #4 with a score of 89.8/100 across 40 blocks, containing approximately 13,273 residents aged 5 to 14. Brasilândia ranks #5 with a score of 90.7/100 across 39 blocks, showing approximately 13,774 residents aged 5 to 14.
Fields scored: residents aged 5 to 14. 11,313 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Which parts of Sao Paulo have the youngest population?
Share of residents aged 0 to 14 — IBGE Censo 2022
In Sao Paulo, the highest-ranking areas are Jardim Ângela, Iguatemi and Cidade Tiradentes (north-east) (Cidade Tiradentes). Jardim Ângela leads with a score of 91.1/100 across 43 blocks, where the data shows 25% share aged 0 to 14. Each area is a cluster of high-scoring blocks within a 1,200 m radius.
Cidade Tiradentes (north-east 2)in the Cidade Tiradentes districtalso spans Cidade TiradentesScore 88
24% share aged 0 to 14
How this query was built
The share of residents aged 0 to 14, computed from the published age bands. Brazil publishes no household composition at sector level, so this share is the closest the data comes to locating family households — and it is a statement about residents, not about households.
Field
Ranks higher when
Weight
Why it’s here
Share aged 0 to 14
higher
100%
Residents aged 0 to 14 as a share of all residents, computed from the published age bands.
What this can’t tell you
It does not identify families or count them: the census sector aggregate has no household type, no household size and no parent or guardian information. A high child share is not evidence of large households, and a share is not a count.
Try changing it
· Compare with the raw count of children under five.
· Compare with the share aged 60 and over to see the two ends of the age range.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This query ranks every block in Sao Paulo on Share aged 0 to 14 (higher ranks higher, weight 0.9), then groups the top-scoring blocks into the areas below. Jardim Ângela ranks #1 with a score of 91.1/100 across 43 blocks: 25% share aged 0 to 14. Iguatemi ranks #2 with a score of 91.7/100 across 39 blocks: 25% share aged 0 to 14. Cidade Tiradentes (north-east) (Cidade Tiradentes) ranks #3 with a score of 85.9/100 across 41 blocks: 23% share aged 0 to 14. José Bonifácio ranks #4 with a score of 83.9/100 across 41 blocks: 23% share aged 0 to 14. Cidade Tiradentes (north-east 2) (Cidade Tiradentes) ranks #5 with a score of 87.8/100 across 39 blocks: 24% share aged 0 to 14. Each area is a cluster of high-scoring blocks grouped within a 1,200 m radius.
Fields scored: Share aged 0 to 14 (2022). “Share aged 0 to 14” is computed by this pipeline from published components rather than published directly. 10,319 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Share aged 0 to 14 (rate) — derived from published components source
Where do families with children under five live in Sao Paulo?
Residents aged 0 to 4 — IBGE Censo 2022
In Sao Paulo, areas with high concentrations of residents aged 0–4 include Jardim Ângela, Jardim São Luís, and Cidade Ademar. Jardim Ângela leads with a score of 88.3/100 across 42 blocks, where data shows ≈5,981 residents aged 0–4. Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
The published 0-to-4 age band, counted directly. It is the sharpest demand signal in the Brazilian catalog for anything aimed at very young children, because it needs no assumption about household form.
Field
Ranks higher when
Weight
Why it’s here
Aged 0 to 4
higher
100%
The published 0-4 age band, counted on 31 July 2022.
What this can’t tell you
The census publishes no household composition at sector level, so this counts children and not families: it cannot say how many adults each child lives with, whether their parents live together, or what those households can spend. It is a count on one day, 31 July 2022, and those children are older now.
Try changing it
· Compare with residents aged 5 to 14 to see how the two bands separate.
· Add mapped education venues to find where young children and schooling coincide.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This query ranks every block in Sao Paulo based on Aged 0 to 4 (higher ranks higher, with a weight of 0.9), then groups the top-scoring blocks into the areas below.
Jardim Ângela ranks #1 with a score of 88.3/100 across 42 blocks, containing ≈5,981 residents aged 0–4. Jardim São Luís ranks #2 with a score of 85.9/100 across 43 blocks, containing ≈5,854 residents aged 0–4. Cidade Ademar ranks #3 with a score of 93.4/100 across 39 blocks, containing ≈6,783 residents aged 0–4. Vila Andrade ranks #4 with a score of 91.9/100 across 39 blocks, containing ≈6,288 residents aged 0–4. Campo Limpo ranks #5 with a score of 91.5/100 across 39 blocks, containing ≈6,472 residents aged 0–4.
Each area is a cluster of high-scoring blocks grouped within a 1,200 m radius.
Fields scored: Aged 0 to 4 (2022). 11,152 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Where does Sao Paulo combine dense housing with walkable streets?
Population density blended with walkable street length — an overlap index
In Sao Paulo, the areas with the highest scores are Santa Cecília, Vila Bela Vista, and Jardim Ângela. Santa Cecília ranks first with a score of 91.7/100 across 39 blocks, featuring ≈1,118,781 residents (population density per km2) and ≈0.08 km of walkable streets. Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
Residents per square kilometre alongside metres of walkable street, both scored up. Density without walkable frontage and walkable frontage without residents are two different kinds of place; the index finds where they coincide.
Field
Ranks higher when
Weight
Why it’s here
Population density per km2
higher
55%
Residents per square kilometre, from the published sector counts.
pedestrian length m
higher
45%
Metres of mapped walkable street in the hexagon.
What this can’t tell you
Street length is mapped geometry, not walkability as experienced: it carries no gradient, no crossing quality, no lighting, no shade and no safety information, none of which Sao Paulo lets a pedestrian ignore. Density is allocated from sector counts using building volume, so the two terms are not fully independent.
Try changing it
· Add mapped retail to find dense, walkable, well-served streets.
· Drop the street term to rank on density alone.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This analysis ranks every block in Sao Paulo based on Population density per km2 (higher ranks higher, weighted 0.55) and pedestrian length m (higher ranks higher, weighted 0.45). The top-scoring blocks are then grouped into the areas listed below.
Santa Cecília ranks #1 with a score of 91.7/100 across 39 blocks, showing ≈1,118,781 residents (population density per km2) and ≈0.08 km of walkable streets. Vila Bela Vista ranks #2 with a score of 89/100 across 39 blocks, with ≈813,971 residents (population density per km2) and ≈0.09 km of walkable streets. Jardim Ângela ranks #3 with a score of 72.5/100 across 45 blocks, featuring ≈954,295 residents (population density per km2) and ≈0.01 km of walkable streets. Liberdade District ranks #4 with a score of 77.2/100 across 42 blocks, with ≈670,971 residents (population density per km2) and ≈0.05 km of walkable streets. Brasilândia ranks #5 with a score of 76.4/100 across 42 blocks, showing ≈979,733 residents (population density per km2) and ≈0.01 km of walkable streets.
Fields scored: Population density per km2 (2022) and pedestrian length m. “Population density per km2” is computed by this pipeline from published components rather than published directly. 11,342 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Which parts of Sao Paulo have many residents but few mapped transit stops?
Resident counts against mapped transit stops — a coverage gap index
In Sao Paulo, the areas with the highest scores are Cidade Ademar, Campo Limpo, and Brasilândia. Cidade Ademar leads with a score of 96.1/100 across 39 blocks, showing ≈110,441 residents and ≈0 transit stops. These areas represent clusters of high-scoring blocks within a 1,200 m radius.
Residents scored up against mapped transit-stop count scored down, so an area ranks high when many people live where mapped stops are thin. Sao Paulo's periphery is where this pattern matters most and where it is largest.
Field
Ranks higher when
Weight
Why it’s here
Total residents
higher
55%
Published resident count — how many people a thin stop network reaches.
transit stop count
lower
45%
Count of mapped transit stops, scored inverted so thin coverage ranks higher.
What this can’t tell you
The census carries no commuting question at sector level — that is an Amostra item — so this cannot say anyone relies on transit or travels at all. Stop counts carry no frequency, no capacity and no mode, and a stop just outside the hexagon serves it perfectly well. It is a rank blend, not a residents-per-stop ratio.
Try changing it
· Add walkable street length to see how easily any stops are reached.
· Invert the stop term to find the best-served dense areas instead.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This analysis ranks every block in Sao Paulo based on Total residents (higher ranks higher, weight 0.55) and transit stop count (lower ranks higher, weight 0.45). The top-scoring blocks are then grouped into the areas listed below.
Cidade Ademar ranks #1 with a score of 96.1/100 across 39 blocks, containing ≈110,441 residents and ≈0 transit stops. Campo Limpo ranks #2 with a score of 94.8/100 across 39 blocks, containing ≈105,052 residents and ≈0 transit stops. Brasilândia ranks #3 with a score of 94.2/100 across 39 blocks, containing ≈99,539 residents and ≈0 transit stops. Vila Andrade ranks #4 with a score of 94.1/100 across 39 blocks, containing ≈96,178 residents and ≈0 transit stops. Jardim Helena ranks #5 with a score of 84.7/100 across 43 blocks, containing ≈72,743 residents and ≈3 transit stops.
Fields scored: Total residents (2022) and transit stop count. 11,342 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Where do Sao Paulo's twenty-somethings live closest to the nightlife?
Residents aged 20 to 29 blended with mapped bars and nightlife — an overlap index
In Sao Paulo, Consolação, Cidade Ademar, and Brasilândia are the highest-ranking areas. Consolação leads with a score of 83.4/100 across 39 blocks, showing ≈21,304 residents aged 20 to 29 and ≈78 bars & nightlife venues nearby. Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
Pinheiros Districtin the Pinheiros districtalso spans PinheirosScore 67
≈7,560 residents aged 20 to 29
≈91 bars & nightlife venues nearby
How this query was built
The published 20-to-29 bands alongside the bars-and-nightlife rollup, both scored up. Residents are counted where they live and venues where they stand, so the index finds areas where both run high rather than areas where one causes the other.
Field
Ranks higher when
Weight
Why it’s here
residents aged 20 to 29
higher
60%
The published 20-24 and 25-29 bands summed into one count.
bar and nightlife
higher
40%
Rollup count of mapped bars and nightlife venues.
What this can’t tell you
It does not say these residents go out, or go out here — the census asks nothing about behaviour, and no Brazilian sector table carries leisure, spending or mobility. Venue counts are presence, not size, trade or opening hours.
Try changing it
· Invert the venue term to find quieter areas with the same age profile.
· Swap nightlife for the eating and drinking rollup.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This analysis ranks every block in Sao Paulo based on residents aged 20 to 29 (higher values rank higher, weighted 0.6) and bar and nightlife venues (higher values rank higher, weighted 0.4). The top-scoring blocks are then grouped into the areas listed below.
Consolação ranks #1 with a score of 83.4/100 across 39 blocks, containing ≈21,304 residents aged 20 to 29 and ≈78 bars & nightlife venues nearby. Cidade Ademar ranks #2 with a score of 64.8/100 across 44 blocks, with ≈20,089 residents aged 20 to 29 and ≈12 bars & nightlife venues nearby. Brasilândia ranks #3 with a score of 61.4/100 across 43 blocks, showing ≈17,072 residents aged 20 to 29 and ≈12 bars & nightlife venues nearby. Jardim Ângela ranks #4 with a score of 59.5/100 across 44 blocks, with ≈16,629 residents aged 20 to 29 and ≈11 bars & nightlife venues nearby. Pinheiros District ranks #5 with a score of 66.9/100 across 39 blocks, containing ≈7,560 residents aged 20 to 29 and ≈91 bars & nightlife venues nearby.
Fields scored: residents aged 20 to 29 and bar and nightlife. 11,282 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
In Sao Paulo, the highest-ranking areas are Bela Vista, Sé, and Belém. Bela Vista leads with a score of 99.2/100 across 39 blocks, showing ≈40.1 million m³ of building volume. Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
All fourteen mapped building types summed into one figure, so the answer is total built mass rather than any single use. The members are added before ranking, which is why this reads as a measurement and not as an index of separate signals.
Field
Ranks higher when
Weight
Why it’s here
building volume
higher
100%
Every mapped building subtype, summed — the area's total built volume in m3.
What this can’t tell you
Volume is not population, floor area or occupancy: a warehouse and an apartment block of the same size count the same. It also says nothing about height — a wide low building can out-measure a narrow tall one — and heights are partly modelled where Overture lacks a measurement.
Try changing it
· Drop everything but residential to see where people are housed rather than where mass is.
· Swap in commercial and retail only for a view of the working city.
· Add resident counts to compare built mass against how many people it holds.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This analysis ranks every block in Sao Paulo based on building volume, with higher ranks indicating greater volume (weight 0.9). The top-scoring blocks are then grouped into the areas listed below.
Bela Vista ranks #1 with a score of 99.2/100 across 39 blocks, containing ≈40.1 million m³ of building volume. Sé ranks #2 with a score of 98.9/100 across 39 blocks, showing ≈38.3 million m³ of building volume. Belém ranks #3 with a score of 96.4/100 across 39 blocks, with ≈23.4 million m³ of building volume. Paraíso ranks #4 with a score of 96/100 across 39 blocks, showing ≈23.9 million m³ of building volume. Santa Cecília ranks #5 with a score of 95.7/100 across 39 blocks, containing ≈24.5 million m³ of building volume.
Fields scored: building volume. 11,577 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Where do the most people in Sao Paulo live with the thinnest sewer coverage?
Resident counts against household sewer-network connection — a coverage gap index
In Sao Paulo, the areas with the highest scores are Cidade Ademar, Capão Redondo, and Sapopemba. Cidade Ademar ranks first with a score of 79.7/100 across 39 blocks, showing ≈110,441 residents and a 90% sewer-network sanitation share. Each identified area represents a cluster of high-scoring blocks within a 1,200 m radius.
Residents scored up and the household sewer-connection share scored down, so an area ranks high when many people live where network connection is thin. Ranking the share on its own finds sparsely populated edges; weighting the resident count alongside it finds where the gap affects the most people.
Field
Ranks higher when
Weight
Why it’s here
Total residents
higher
50%
Published resident count — how many people the coverage gap reaches.
Sewer-network sanitation share
lower
50%
Share of households on the sewer network, scored inverted so thin coverage ranks higher.
What this can’t tell you
Residents and households are two different universes counted separately — the census publishes no household count or mean household size at sector level, so this is a rank blend and not a residents-per-connection ratio. It says nothing about means, and a low connection share is a fact about infrastructure, not about the people living there.
Try changing it
· Drop the resident term to rank on connection share alone.
· Invert the connection term to find well-served dense areas instead.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This analysis ranks each block in Sao Paulo based on Total residents (higher values rank higher, weighted 0.5) and Sewer-network sanitation share (lower values rank higher, weighted 0.5). The top-scoring blocks are then grouped into the areas listed below.
Cidade Ademar holds the #1 rank with a score of 79.7/100 across 39 blocks, featuring ≈110,441 residents and a 90% sewer-network sanitation share. Capão Redondo ranks #2 with a score of 77.4/100 across 39 blocks, showing ≈102,548 residents and a 90% sewer-network sanitation share. Sapopemba ranks #3 with a score of 67.9/100 across 44 blocks, with ≈95,759 residents and a 94% sewer-network sanitation share. Brasilândia ranks #4 with a score of 76.2/100 across 39 blocks, with ≈91,782 residents and an 83% sewer-network sanitation share. Tremembé ranks #5 with a score of 73.3/100 across 39 blocks, with ≈83,991 residents and a 92% sewer-network sanitation share.
Fields scored: Total residents (2022) and Sewer-network sanitation share (2022). “Sewer-network sanitation share” is computed by this pipeline from published components rather than published directly. 11,342 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Which parts of Sao Paulo have many school-age children but few mapped schools?
Residents aged 5 to 14 against mapped education venues — a coverage gap index
In Sao Paulo, the areas with the highest scores are Campo Limpo (west), Grajaú, and Campo Limpo (west 2). Campo Limpo (west) has the top score of 80/100 across 44 blocks, showing ≈37 education venues nearby and ≈13,027 residents aged 5 to 14. Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
Campo Limpo (west)in the Campo Limpo districtalso spans Campo LimpoScore 80
The published 5-to-14 age bands scored up against the rollup count of mapped education venues scored down, so an area ranks high when children are many and mapped schooling is thin.
Field
Ranks higher when
Weight
Why it’s here
residents aged 5 to 14
higher
60%
The published 5-9 and 10-14 bands summed into one count of school-age children.
education competition
lower
40%
Rollup count of mapped education venues, scored inverted so thin coverage ranks higher.
What this can’t tell you
Venue counts are presence, not capacity, quality or enrolment — one record is one mapped place whether it teaches thirty children or three thousand. Overture's mapping is denser in central Sao Paulo than on the periphery, so a thin count on the outskirts may reflect the map rather than the ground. Children are counted at home and schools where they stand; a child may attend a school several neighbourhoods away.
Try changing it
· Drop the venue term to rank on the age bands alone.
· Raise the venue weight to prioritise the thinnest mapped coverage.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This analysis ranks every block in Sao Paulo based on residents aged 5 to 14 (higher ranks higher, weight 0.6) and the number of education venues (lower ranks higher, weight 0.4). The top-scoring blocks are then grouped into the areas listed.
Campo Limpo (west) ranks #1 with a score of 80/100 across 44 blocks, showing ≈37 education venues nearby and ≈13,027 residents aged 5 to 14. Grajaú ranks #2 with a score of 80.1/100 across 43 blocks, showing ≈15 education venues nearby and ≈10,628 residents aged 5 to 14. Campo Limpo (west 2) ranks #3 with a score of 81.9/100 across 42 blocks, showing ≈27 education venues nearby and ≈14,708 residents aged 5 to 14. Tremembé ranks #4 with a score of 81/100 across 42 blocks, showing ≈17 education venues nearby and ≈12,780 residents aged 5 to 14. Iguatemi ranks #5 with a score of 80.2/100 across 42 blocks, showing ≈14 education venues nearby and ≈11,338 residents aged 5 to 14.
Fields scored: residents aged 5 to 14 and education competition. 11,313 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
In Sao Paulo, the areas with the highest rankings are Campo Limpo, Cidade Ademar, and Jardim Ângela. Campo Limpo leads with a score of 88.2/100 across 42 blocks, showing ≈1,026,552 residents (population density per km2). Each area represents a cluster of high-scoring blocks within a 1,200 m radius.
Resident counts from the census sector aggregate, divided by the area of each hexagon. It is the plainest reading the data supports and the starting point for every other question in this bank.
Field
Ranks higher when
Weight
Why it’s here
Population density per km2
higher
100%
Residents per square kilometre, computed from the published sector resident count allocated onto the hexagon grid.
What this can’t tell you
Residents are counted where they sleep, so a dense block says nothing about how many people are present during the working day. Sector counts are spread onto hexagons using mapped building volume, so density inside a single large sector is an estimate rather than a measurement.
Try changing it
· Compare with mapped retail venues to see where people and shops diverge.
· Swap in the share aged 60 and over to profile those dense areas by age.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This query ranks every block in Sao Paulo based on Population density per km2, with higher density ranking higher (weight 0.9). The top-scoring blocks are then grouped into the areas listed below.
Campo Limpo ranks #1 with a score of 88.2/100 across 42 blocks, showing ≈1,026,552 residents (population density per km2). Cidade Ademar ranks #2 with a score of 92.9/100 across 39 blocks, showing ≈1,051,819 residents (population density per km2). Jardim Ângela ranks #3 with a score of 86.1/100 across 42 blocks, showing ≈945,695 residents (population density per km2). Jardim São Luís ranks #4 with a score of 85.7/100 across 42 blocks, showing ≈924,876 residents (population density per km2). Cachoeirinha ranks #5 with a score of 84.5/100 across 42 blocks, showing ≈878,457 residents (population density per km2).
Each area is a cluster of high-scoring blocks grouped within a 1,200 m radius.
Fields scored: Population density per km2 (2022). “Population density per km2” is computed by this pipeline from published components rather than published directly. 11,342 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Population density per km2 (count) — derived from published components source
Where do residents who identify as Preta live in Sao Paulo?
Preta — a self-declared category from the IBGE Censo 2022, as a share of residents
In Sao Paulo, the highest-ranking areas are Cidade Tiradentes (north-east), Jabaquara, and José Bonifácio. Cidade Tiradentes (north-east) leads with a score of 96.6/100 across 39 blocks, where the data shows 19% black (Preta) share. Each area is a cluster of high-scoring blocks within a 1,200 m radius.
Cidade Tiradentes (north-east)in the Cidade Tiradentes districtalso spans Cidade TiradentesScore 97
Cidade Tiradentes (north-east 2)in the Cidade Tiradentes districtalso spans Cidade TiradentesScore 89
16% black (Preta) share
How this query was built
IBGE asks every resident to place themselves in one of five colour-or-race categories and publishes the result per census sector. Each page here reports a single published category, as a share of residents, under IBGE's own label. It runs alone: no second signal is weighted alongside it.
Field
Ranks higher when
Weight
Why it’s here
Black (Preta) share
higher
100%
Residents who declared the Preta category as a share of all residents — a published, self-declared census class.
What this can’t tell you
These are self-declared statistical categories, not descriptions of ancestry, origin, language, religion or citizenship, and none of those are published at sector level. Nothing here describes means, education, work or behaviour — the census sector aggregate carries no income and no education attainment, and this page is deliberately never blended with the household infrastructure tables, which measure municipal network connection and nothing about people. A share is not a count.
Try changing it
· Compare the two published shares to see how differently they distribute.
· Compare with the share aged 60 and over, which answers a different question.
All of these are adjustable on the Sao Paulo map on the Free Tier.
The same query, retargeted
Where do residents who identify as Parda live in Sao Paulo?
Top areas: Jardim Ângela (west), Grajaú and Capão Redondo — 57% mixed (Parda) share.
Same fields and weights, only the category swapped — adjust any of them on the Free Tier.
Full breakdown & sources
This query ranks every block in Sao Paulo on Black (Preta) share (higher ranks higher, weight 0.9), then groups the top-scoring blocks into the areas below. Cidade Tiradentes (north-east) ranks #1 with a score of 96.6/100 across 39 blocks, showing 19% black (Preta) share. Jabaquara ranks #2 with a score of 91.7/100 across 39 blocks, showing 16% black (Preta) share. José Bonifácio ranks #3 with a score of 90.3/100 across 39 blocks, showing 16% black (Preta) share. Brasilândia ranks #4 with a score of 90/100 across 39 blocks, showing 16% black (Preta) share. Cidade Tiradentes (north-east 2) ranks #5 with a score of 89/100 across 39 blocks, showing 16% black (Preta) share.
Fields scored: Black (Preta) share (2022). “Black (Preta) share” is computed by this pipeline from published components rather than published directly. 10,733 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Black (Preta) share (rate) — derived from published components source
Which parts of Sao Paulo have the fewest homes on the sewer network?
Share of households connected to the sewer or rainwater network, ranked lowest first — IBGE Censo 2022
In Sao Paulo, the highest-ranking areas are Marsilac (south-west), Grajaú, and Marsilac (south-west 2). Marsilac (south-west) leads with a score of 95.5/100 across 40 blocks, where the data shows 8.5% sewer-network sanitation share. Each area is a cluster of high-scoring blocks within a 1,200 m radius.
Marsilac (south-west)in the Marsilac districtalso spans Marsilac, ParelheirosScore 96
Marsilac (south-west 2)in the Marsilac districtalso spans MarsilacScore 100
0.48% sewer-network sanitation share
Parelheiros (south-west)in the Parelheiros districtalso spans ParelheirosScore 89
27% sewer-network sanitation share
Parelheiros (south-west 2)in the Parelheiros districtalso spans ParelheirosScore 90
21% sewer-network sanitation share
How this query was built
The share of permanent private households whose sanitation is a connection to the sewer or rainwater network, scored inverted so the thinnest coverage ranks highest. Of the three household infrastructure tables this is the only one with real variation across Sao Paulo — piped water and garbage collection are effectively universal here, so ranking on them would rank rounding error.
Field
Ranks higher when
Weight
Why it’s here
Sewer-network sanitation share
lower
100%
Share of households on the sewer or rainwater network, scored inverted so thin coverage ranks higher.
What this can’t tell you
This measures connection to a municipal network, not household means, housing quality or service reliability — a connected home may still have intermittent service, and the census does not ask. Septic tanks connected to the network are a separate published class and are not counted here. Nothing in this data supports a claim about income or living standards.
Try changing it
· Invert the ranking to find the best-connected areas instead.
· Add the resident count to see how many people the thinnest coverage affects.
All of these are adjustable on the Sao Paulo map on the Free Tier.
Full breakdown & sources
This query ranks every block in Sao Paulo on Sewer-network sanitation share (lower ranks higher, weight 0.9), then groups the top-scoring blocks into the areas below.
Marsilac (south-west) ranks #1 with a score of 95.5/100 across 40 blocks, showing 8.5% sewer-network sanitation share. Grajaú ranks #2 with a score of 99/100 across 36 blocks, showing 1.1% sewer-network sanitation share. Marsilac (south-west 2) ranks #3 with a score of 99.7/100 across 35 blocks, showing 0.48% sewer-network sanitation share.
Parelheiros (south-west) ranks #4 with a score of 88.9/100 across 39 blocks, showing 27% sewer-network sanitation share. Parelheiros (south-west 2) ranks #5 with a score of 90.4/100 across 38 blocks, showing 21% sewer-network sanitation share. Each area is a cluster of high-scoring blocks grouped within a 1,200 m radius.
Fields scored: Sewer-network sanitation share (2022). “Sewer-network sanitation share” is computed by this pipeline from published components rather than published directly. 10,411 of 12,710 blocks in Sao Paulo were eligible and ranked. Last computed 2026-08-14.
Sources
IBGE Censo 2022 — Instituto Brasileiro de Geografia e Estatística (IBGE), counted as of 1 August 2022
Sewer-network sanitation share (rate) — derived from published components source
Every query ranks Sao Paulo block by block on the fields it names, combines those ranks into a 0–100 score using the weights shown, then groups the highest-scoring blocks into areas. Sources: IBGE Censo 2022. Because the score is a blend of ranks rather than a ratio, it tells you how areas compare with each other — not how many of anything there are per resident.
Each block is scored as a weighted percentile rank over available signals, renormalised by data coverage, rescaled to 0-100; blocks are H3 resolution 9 hexagons. Areas were formed with the score cluster engine at a 1.2 km radius, keeping the 5 strongest. Change the radius on the map to widen or tighten them.
Areas are only ranked where the thing being measured could actually exist, so a gap search cannot present empty parkland as an opportunity. Shops, homes and offices need a building; transit stops, EV chargers and bike docks only need a street or path. Anywhere the measure is already present counts as a candidate by definition.
Dating the numbers
1 August 2022 is the census reference date; collection ran past it, but every figure is counted as of that day.
Places, buildings and transportation come from a dated Overture release. A place record means the venue is mapped, not that it is licensed, open, or of any particular size.
IBGE Censo 2022 is a single vintage, so nothing here describes growth, decline or any change over time.
“Share aged 60 and over” is computed by this pipeline from published components; the publisher does not release it directly.
Counted as residents aged 30–39 on 1 August 2022, the IBGE Censo 2022 reference date. Those residents are older now; census age bands are never rolled forward, because people move in, move away and die, and the published band cannot be re-aged without a full cohort model.
Counted as residents aged 20–29 on 1 August 2022, the IBGE Censo 2022 reference date. Those residents are older now; census age bands are never rolled forward, because people move in, move away and die, and the published band cannot be re-aged without a full cohort model.
Counted as residents aged 5–14 on 1 August 2022, the IBGE Censo 2022 reference date. Those residents are older now; census age bands are never rolled forward, because people move in, move away and die, and the published band cannot be re-aged without a full cohort model.
“Share aged 0 to 14” is computed by this pipeline from published components; the publisher does not release it directly.
Counted as residents aged 0–4 on 1 August 2022, the IBGE Censo 2022 reference date. Those residents are older now; census age bands are never rolled forward, because people move in, move away and die, and the published band cannot be re-aged without a full cohort model.
“Population density per km2” is computed by this pipeline from published components; the publisher does not release it directly.
“Sewer-network sanitation share” is computed by this pipeline from published components; the publisher does not release it directly.
“Black (Preta) share” is computed by this pipeline from published components; the publisher does not release it directly.
How far each answer can be pushed
Each question is labelled with a tier. The tier caps what the answer may claim, whatever the numbers say.
T4 — This is a ranking of places, not a measurement of people. The signals it combines are counted in different universes — the data contains no table crossing them — so a high rank means both signals rank high in the same area, not that they describe the same residents.
Builds MapBees's location-intelligence pipeline end to end — census and Overture Maps ingestion, H3 hex scoring, and the map interface — and writes the methodology behind every number on the site.
