Answered byTinkal GogoiUpdated September 30, 2026

How to use these

Each question below is answered on the map type that fits it — Score, Amount, Fair share, Missing, Clusters or Variety — hex by hex. A hex is one hexagon on the map, about 350 m across (roughly 0.1 km²). Each answer leads with what the map found, lists its Standouts — the ranked groups of nearby hexes that come out on top — with the numbers behind them, and states what the data cannot tell you. The link at the end opens that exact map of Paris on the same map type, so you can change the measure, the division or the comparison and get a different answer.

None of these is the only “right” way to ask. They are starting points chosen to show which measures exist for Paris and how the map type you pick changes what you can honestly say.

Questions on this page

Where should you open a new café in Paris?
Which parts of Paris have the densest walkable streets and transit?
Where is public transit densest in Paris?Amount map
Where is Paris most densely populated?Amount map
Where is median disposable income highest in Paris?Amount map
Where is the poverty rate highest in Paris?Amount map
Where do homeowners live in Paris?Amount map
Where is the social mix of households widest in Paris?Variety map
Where is Paris's food scene most varied?Variety map
Where is nightlife concentrated in Paris — and is it a real cluster?Clusters map
Where are grocery stores missing for the people who live there in Paris?Missing map
Where is household income most built on pensions in Paris?Amount map
Where do Paris's highest poverty rates meet the thinnest grocery presence?
Where are manager and professional households far above the Paris average?Fair share map
Which Paris neighborhoods have more than their fair share of cafés?Fair share map
Where do restaurants cluster in Paris, and is it a real cluster?Clusters map
Where do residents aged 25 to 39 live in Paris?Amount map
Where are pharmacies missing for the people who live there in Paris?Missing map
Where do people live alone in Paris?Amount map
Where is Paris's nightlife most varied?Variety map
Which Paris neighborhoods have far more couples with children than average?Fair share map
Where do children under 18 live in Paris?Amount map
Where do Paris's shops cluster, and is it a real cluster?Clusters map
Where are bank branches missing for the people who live there in Paris?Missing map
Where is the gap between the highest and lowest incomes widest in Paris?Amount map
Which Paris neighborhoods have more than their fair share of restaurants?Fair share map
Where do Paris's oldest residents live?Amount map
Where do immigrant residents live in Paris?Amount map
Where do social benefits make up a far larger share of income than the Paris average?Fair share map
Where do hotels cluster in Paris?Clusters map
Where are parks missing for the people who live there in Paris?Missing map
Which Paris neighborhoods have far more single-parent families than average?Fair share map
Where is Paris's shopping most varied?Variety map
Where do retired households live in Paris?Amount map
Where is Paris's cultural scene densest against the city average?Fair share map
Where are Paris's richest and poorest households closest together?
Where do large households live in Paris?Amount map
Where does the top of Paris's income distribution sit?Amount map
Which of Paris's nightlife neighborhoods are easiest to reach by transit?

Where should you open a new café in Paris?

café demand-and-competition score — resident counts and walkable streets against existing café presence

In Paris, the highest-ranking Standouts are Maison Blanche (Paris 13e Arrondissement), 15th Arrondissement (west) (Paris 15e Arrondissement) and 15th Arrondissement (south-west) (Paris 15e Arrondissement). Maison Blanche (Paris 13e Arrondissement) leads with a score of 70.9/100 across 49 hexes, where the data shows ≈26 cafés nearby, ≈0.22 km of walkable streets and ≈138,676 residents (total population). Each Standout is a group of high-scoring hexes within a 1,200 m radius. On the Missing map, Quartier d'Auteuil (Paris 16e Arrondissement) and l'Hopital Saint-Louis (Paris 10e Arrondissement) are short of cafés for the people who live there within a 10-minute walk (about 12 and 9 short).

Standout	Neighborhood	Score	Headline factor	Map
#1 Maison Blanchealso spans Jardin des Plantes	Paris 13e Arrondissement	71	≈26 cafés nearby	Score 71
#2 15th Arrondissement (west)also spans 15th Arrondissement, Quartier d'Auteuil	Paris 15e Arrondissement	69	≈10 cafés nearby	Score 69
#3 15th Arrondissement (south-west)also spans 15th Arrondissement, Javel	Paris 15e Arrondissement	66	≈55 cafés nearby	Score 66
#4 Bel-Airalso spans La Roquette	Paris 12e Arrondissement	65	≈48 cafés nearby	Score 65
#5 Epinettesalso spans Paris 8e Arrondissement	Paris 17e Arrondissement	63	≈55 cafés nearby	Score 63

A shortlist by 3 factors, not a site recommendation.

How this answer was built

Three factors: 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 a hex ranks high when demand factors are strong and existing presence is thin.

Measure	Direction	Importance	Why it’s here
café competition	Less is better	45%	Count of mapped cafés already trading in the hex.
pedestrian length m	More is better	25%	Meters of walkable street — a proxy for how much passing footfall a frontage can see.
Total population	More is better	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 modeling, and a thin mapped presence is not proof that a hex is unserved.

Try changing it

· Raise the importance of the competition factor to prioritize hexes with the least existing presence.
· Swap the demand factor for the age band or household type your customers actually fall into.
· Draw your own catchment on the map to score just that area.

All of these are adjustable on the Paris map on the Free Tier.

The same question for other kinds of place

Same factors and importance, only the kind swapped. The Standouts are the Score map’s; the last column is where that kind is short for the people who live there, on the Missing map.

Kind	Standouts	Short where	Map
gym	20th Arrondissement, Clignancourt, Paris (south-west)	Pere-Lachaise, about 4	Open
bakery	20th Arrondissement, Pere-Lachaise, 15th Arrondissement	Quartier d'Auteuil, about 4	Open
dental practice	Quartier de Clignancourt, Pere-Lachaise, 15th Arrondissement	—	Open
pharmacy	Maison Blanche, Paris, Pere-Lachaise	l'Hopital Saint-Louis, about 2	Open
hair salon	Pere-Lachaise, 20th Arrondissement, 12th Arrondissement	Quartier d'Auteuil, about 4	Open
nail salon	Pere-Lachaise, 15th Arrondissement, La Roquette	l'Hopital Saint-Louis, about 2	Open
convenience store	Pere-Lachaise, 17th Arrondissement, 15th Arrondissement	Folie-Mericourt, about 5	Open
ice cream shop	Pere-Lachaise, 15th Arrondissement, Quartier de Clignancourt	Picpus, about 1	Open
yoga studio	Paris, 10th Arrondissement, Maison Blanche	Maison Blanche, about 2	Open
spa	Belleville, Quartier de Clignancourt, Maison Blanche	Maison Blanche, about 5	Open
car wash	Quartier de Clignancourt, Pere-Lachaise, 15th Arrondissement	l'Hopital Saint-Louis, about 1	Open
swimming pool or leisure center	Quartier de Clignancourt, Quartier de la Villette, Grenelle	15th Arrondissement, about 1	Open
cinema	11th Arrondissement, Quartier de Clignancourt, La Roquette	d'Auteuil, about 2	Open
bar	Saint-Lambert, 13th Arrondissement, 16th Arrondissement	Quartier d'Auteuil, about 31	Open
wine bar	20th Arrondissement, Grenelle, Maison Blanche	Quartier d'Auteuil, about 3	Open
supermarket	Pere-Lachaise, Maison Blanche, Paris	Quartier d'Auteuil, about 9	Open
bookstore	Belleville, 17th Arrondissement, Paris	Quartier d'Auteuil, about 7	Open

Full breakdown & sources

This answer ranks every hex in Paris on café competition (less is better, importance 45%), pedestrian length m (more is better, importance 25%) and Total population (more is better, importance 30%), then groups the top-scoring hexes into the Standouts below. Maison Blanche (Paris 13e Arrondissement) ranks #1 with a score of 70.9/100 across 49 hexes: ≈26 cafés nearby, ≈0.22 km of walkable streets and ≈138,676 residents (total population). It spans Jardin des Plantes. 15th Arrondissement (west) (Paris 15e Arrondissement) ranks #2 with a score of 69.1/100 across 49 hexes: ≈10 cafés nearby, ≈0.19 km of walkable streets and ≈102,897 residents (total population). It spans 15th Arrondissement and Quartier d'Auteuil. 15th Arrondissement (south-west) (Paris 15e Arrondissement) ranks #3 with a score of 65.6/100 across 49 hexes: ≈55 cafés nearby, ≈0.24 km of walkable streets and ≈143,194 residents (total population). It spans 15th Arrondissement and Javel. Bel-Air (Paris 12e Arrondissement) ranks #4 with a score of 65.2/100 across 49 hexes: ≈48 cafés nearby, ≈0.21 km of walkable streets and ≈143,673 residents (total population). It spans La Roquette. Epinettes (Paris 17e Arrondissement) ranks #5 with a score of 62.6/100 across 49 hexes: ≈55 cafés nearby, ≈0.22 km of walkable streets and ≈133,979 residents (total population). It spans Paris 8e Arrondissement. Each Standout is a group of high-scoring hexes within a 1,200 m radius.

Factors: café competition, pedestrian length m and Total population (2021). 1,086 of 1,118 hexes in Paris were eligible and ranked. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026
Total population (count) source

Open this answer on the Score map of Parisweighted sum · balanced

Which parts of Paris have the densest walkable streets and transit?

Walkable street length blended with transit stop count — a walkability score (Overture Maps)

In Paris, the highest-ranking Standouts are La Monnaie (Paris 6e Arrondissement), Saint-Vincent-de-Paul (Paris 10e Arrondissement) and Plaisance (Paris 14e Arrondissement). La Monnaie (Paris 6e Arrondissement) leads with a score of 67.9/100 across 49 hexes, where the data shows ≈0.32 km of walkable streets and ≈52 transit stops. Each Standout is a group of high-scoring hexes within a 1,200 m radius.

Standout	Neighborhood	Score	Headline factor	Map
#1 La Monnaiealso spans 10th Arrondissement	Paris 6e Arrondissement	68	≈0.32 km of walkable streets	Score 68
#2 Saint-Vincent-de-Paulalso spans 8th Arrondissement of Paris	Paris 10e Arrondissement	62	≈0.29 km of walkable streets	Score 62
#3 Plaisancealso spans Petit Montrouge	Paris 14e Arrondissement	53	≈0.24 km of walkable streets	Score 53
#4 l'Hopital Saint-Louisalso spans 19th Arrondissement	Paris 10e Arrondissement	51	≈0.24 km of walkable streets	Score 51
#5 Pere-Lachaisealso spans Sainte-Marguerite	Paris 20e Arrondissement	50	≈0.24 km of walkable streets	Score 50

A shortlist by 2 factors, not a site recommendation.

How this answer was built

Meters of walkable street and the number of transit stops, both counted from mapped geometry in the same hex. Together they describe how much of the street network you can actually use on foot and how easily you can arrive without a car.

Measure	Direction	Importance	Why it’s here
pedestrian length m	More is better	55%	Meters of mapped walkable street in the hex.
transit stop count	More is better	45%	Count of mapped transit stops in the hex.

What this can’t tell you

Street length is not street quality: a wide boulevard and a quiet lane contribute the same meters. Stop counts do not carry service frequency, so ten rarely-served stops outrank one métro station on this score.

Try changing it

· Drop the transit term to rank on street network alone.
· Add eating and drinking places to weigh walkability against what is actually there.

All of these are adjustable on the Paris map on the Free Tier.

Full breakdown & sources

This answer ranks every hex in Paris on pedestrian length m (more is better, importance 55%) and transit stop count (more is better, importance 45%), then groups the top-scoring hexes into the Standouts below. La Monnaie (Paris 6e Arrondissement) ranks #1 with a score of 67.9/100 across 49 hexes: ≈0.32 km of walkable streets and ≈52 transit stops. It spans 10th Arrondissement. Saint-Vincent-de-Paul (Paris 10e Arrondissement) ranks #2 with a score of 62/100 across 49 hexes: ≈0.29 km of walkable streets and ≈77 transit stops. It spans 8th Arrondissement of Paris. Plaisance (Paris 14e Arrondissement) ranks #3 with a score of 53.3/100 across 49 hexes: ≈0.24 km of walkable streets and ≈55 transit stops. It spans Petit Montrouge. l'Hopital Saint-Louis (Paris 10e Arrondissement) ranks #4 with a score of 50.8/100 across 49 hexes: ≈0.24 km of walkable streets and ≈40 transit stops. It spans 19th Arrondissement. Pere-Lachaise (Paris 20e Arrondissement) ranks #5 with a score of 49.6/100 across 49 hexes: ≈0.24 km of walkable streets and ≈28 transit stops. It spans Sainte-Marguerite. Each Standout is a group of high-scoring hexes within a 1,200 m radius.

Factors: pedestrian length m and transit stop count. Last computed September 30, 2026.

Sources

Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026

Open this answer on the Score map of Parisweighted sum · balanced

Where is public transit densest in Paris?

Mapped transit stops per km², with a Clusters map check — Overture Maps

Transit stops peak around Saint-Vincent-de-Paul (Paris 10e Arrondissement): 18.5 per km² (85 transit stops across 4.6 km²), against a Paris figure of 6 per km². Plaisance (Paris 14e Arrondissement) and 1st Arrondissement (Paris 1er Arrondissement) follow at 12.4 per km² and 12 per km². On the Clusters map, the transit stops around 1st Arrondissement (Paris 1er Arrondissement) and Necker (Paris 15e Arrondissement) form a cluster the test confirms.

Standout	Neighborhood	Value	Count behind it	Map
#1 Saint-Vincent-de-Paulalso spans Chaussee d'Antin	Paris 10e Arrondissement	18.5 per km²	85 across 4.6 km²	18.5 per km²
#2 Plaisancealso spans 5th Arrondissement	Paris 14e Arrondissement	12.4 per km²	57 across 4.6 km²	12.4 per km²
#3 1st Arrondissementalso spans 12th Arrondissement	Paris 1er Arrondissement	12 per km²	55 across 4.6 km²	12 per km²
#4 12th Arrondissementalso spans 13th Arrondissement	Paris 12e Arrondissement	11.3 per km²	52 across 4.6 km²	11.3 per km²
#5 8th Arrondissement of Parisalso spans 7th Arrondissement	Paris 8e Arrondissement	9.6 per km²	44 across 4.6 km²	9.6 per km²

Paris 10e Arrondissement as a whole has 69 transit stops across 2.9 km², 23.7 per km², 3.9× Paris's figure.
Paris 14e Arrondissement as a whole has 37 transit stops across 5.5 km², 6.7 per km², 1.1× Paris's figure.
Paris 1er Arrondissement as a whole has 17 transit stops across 1.8 km², 9.5 per km², 1.6× Paris's figure.
Paris 12e Arrondissement as a whole has 53 transit stops across 16.7 km², 3.2 per km², 0.5× Paris's figure.
Paris 8e Arrondissement as a whole has 33 transit stops across 3.9 km², 8.6 per km², 1.4× Paris's figure.

A place record means it is mapped, not that it is open, licensed or of any size.

Full breakdown & sources

This answer shows transit stops in every hex of Paris on the Amount map, then groups the hexes with the most into the Standouts below. Saint-Vincent-de-Paul (Paris 10e Arrondissement) ranks #1: 18.5 per km² across 49 hexes (85 transit stops across 4.6 km²). It spans Chaussee d'Antin. Plaisance (Paris 14e Arrondissement) ranks #2: 12.4 per km² across 49 hexes (57 transit stops across 4.6 km²). It spans 5th Arrondissement. 1st Arrondissement (Paris 1er Arrondissement) ranks #3: 12 per km² across 49 hexes (55 transit stops across 4.6 km²). It spans 12th Arrondissement. 12th Arrondissement (Paris 12e Arrondissement) ranks #4: 11.3 per km² across 49 hexes (52 transit stops across 4.6 km²). It spans 13th Arrondissement. 8th Arrondissement of Paris (Paris 8e Arrondissement) ranks #5: 9.6 per km² across 49 hexes (44 transit stops across 4.6 km²). It spans 7th Arrondissement. Each Standout is a group of hexes within a 1,200 m radius.

Measured as transit stops on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026

Open this answer on the Amount map of Pariscount · rate · density · shareRead the guide: Per km², density explained

Where is Paris most densely populated?

Residents per km² on the Amount map — INSEE RP 2021 (IRIS)

Residents peak around Saint-Fargeau (Paris 20e Arrondissement): 37,481.5 per km² (172,309 residents across 4.6 km²), against a Paris figure of 18,961.5 per km². 17th Arrondissement (Paris 17e Arrondissement) and Saint-Lambert (Paris 15e Arrondissement) follow at 37,013.8 per km² and 33,979.9 per km².

Standout	Neighborhood	Value	Count behind it	Map
#1 Saint-Fargeaualso spans l'Hopital Saint-Louis	Paris 20e Arrondissement	37,481.5 per km²	172,309 across 4.6 km²	37,481.5 per km²
#2 17th Arrondissementalso spans La Goutte d'Or	Paris 17e Arrondissement	37,013.8 per km²	170,251 across 4.6 km²	37,013.8 per km²
#3 Saint-Lambertalso spans 15th Arrondissement	Paris 15e Arrondissement	33,979.9 per km²	156,467 across 4.6 km²	33,979.9 per km²
#4 Charonnealso spans 12th Arrondissement	Paris 20e Arrondissement	32,583.8 per km²	149,807 across 4.6 km²	32,583.8 per km²
#5 13th Arrondissementalso spans Maison Blanche	Paris 13e Arrondissement	30,293 per km²	130,850 across 4.32 km²	30,293 per km²

Paris 20e Arrondissement as a whole has 192,269 residents across 6.2 km², 31,054.6 per km², 1.6× Paris's figure.
Paris 17e Arrondissement as a whole has 154,572 residents across 5.5 km², 27,895.8 per km², 1.5× Paris's figure.
Paris 15e Arrondissement as a whole has 215,132 residents across 8.6 km², 25,155.1 per km², 1.3× Paris's figure.
Paris 13e Arrondissement as a whole has 167,810 residents across 7.1 km², 23,515.9 per km², 1.2× Paris's figure.

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows residents in every hex of Paris on the Amount map, then groups the hexes with the most into the Standouts below. Saint-Fargeau (Paris 20e Arrondissement) ranks #1: 37,481.5 per km² across 49 hexes (172,309 residents across 4.6 km²). It spans l'Hopital Saint-Louis. 17th Arrondissement (Paris 17e Arrondissement) ranks #2: 37,013.8 per km² across 49 hexes (170,251 residents across 4.6 km²). It spans La Goutte d'Or. Saint-Lambert (Paris 15e Arrondissement) ranks #3: 33,979.9 per km² across 49 hexes (156,467 residents across 4.6 km²). It spans 15th Arrondissement. Charonne (Paris 20e Arrondissement) ranks #4: 32,583.8 per km² across 49 hexes (149,807 residents across 4.6 km²). It spans 12th Arrondissement. 13th Arrondissement (Paris 13e Arrondissement) ranks #5: 30,293 per km² across 46 hexes (130,850 residents across 4.3 km²). It spans Maison Blanche. Each Standout is a group of hexes within a 1,200 m radius.

Measured as residents (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Total population (count) source

Open this answer on the Amount map of Pariscount · rate · density · shareRead the guide: Per km², density explained

Where is median disposable income highest in Paris?

Median disposable income per consumption unit on the Amount map — INSEE Filosofi 2021, a 200 m grid averaged into the hex

The Amount map shows median disposable income per consumption unit. The highest measures are in 16th Arrondissement (Paris 16e Arrondissement) at €47,743, 7th Arrondissement (Paris 7e Arrondissement) at €46,775, and La Plaine Monceau (Paris 17e Arrondissement) at €46,170. The Paris figure is €31,662.

Standout	Neighborhood	Value	Count behind it	Map
#1 16th Arrondissement	Paris 16e Arrondissement	€47,743	—	€47,743
#2 7th Arrondissement	Paris 7e Arrondissement	€46,775	—	€46,775
#3 La Plaine Monceaualso spans La Madeleine	Paris 17e Arrondissement	€46,170	—	€46,170
#4 5th Arrondissementalso spans Notre-Dame des Champs	Paris 5e Arrondissement	€39,618	—	€39,618
#5 Domaine du Bois	Paris 12e Arrondissement	€39,054	—	€39,054

Paris 16e Arrondissement as a whole averages €42,683, 1.3× Paris's figure.
Paris 7e Arrondissement as a whole averages €46,205, 1.5× Paris's figure.
Paris 17e Arrondissement as a whole averages €36,009, 1.1× Paris's figure.
Paris 5e Arrondissement as a whole averages €36,657, 1.2× Paris's figure.
Paris 12e Arrondissement as a whole averages €31,092, 1.0× Paris's figure.

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows median disposable income per consumption unit across Paris. The Amount map displays this measure for every hex, and the Standouts below highlight the hexes with the highest measures. The #1 Standout is 16th Arrondissement (Paris 16e Arrondissement), with a median disposable income per consumption unit of €47,743 across 25 hexes. The #2 Standout is 7th Arrondissement (Paris 7e Arrondissement), with €46,775 across 41 hexes. La Plaine Monceau (Paris 17e Arrondissement) is the #3 Standout, showing €46,170 across 44 hexes. The #4 Standout is 5th Arrondissement (Paris 5e Arrondissement), with €39,618 across 49 hexes. Domaine du Bois (Paris 12e Arrondissement) is the #5 Standout, with €39,054 across 6 hexes. Each Standout groups hexes within a 1,200 m radius.

Measured as median disposable income per consumption unit (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Median disposable income (EUR/yr per CU) (mean) source

Open this answer on the Amount map of Pariscount · rate · density · share

Where is the poverty rate highest in Paris?

Share of households below 60% of median income on the Amount map — INSEE Filosofi 2021

Households below the poverty line peak around Villette (Paris 19e Arrondissement) at 2890.4%, compared to a Paris figure of 1548%. The 13th Arrondissement (Paris 13e Arrondissement) follows at 2266.9%, and d'Amerique (Paris 19e Arrondissement) at 2183.3%.

Standout	Neighborhood	Value	Count behind it	Map
#1 Villette	Paris 19e Arrondissement	2890.4%	—	2890.4%
#2 13th Arrondissement	Paris 13e Arrondissement	2266.9%	—	2266.9%
#3 d'Amerique	Paris 19e Arrondissement	2183.3%	—	2183.3%
#4 Charonne	Paris 20e Arrondissement	2151.2%	—	2151.2%
#5 Grandes Carrieres	Paris 18e Arrondissement	2012.7%	—	2012.7%

Paris 19e Arrondissement as a whole averages 2223.3%, 1.4× Paris's figure.
Paris 13e Arrondissement as a whole averages 1780.5%, 1.2× Paris's figure.
Paris 20e Arrondissement as a whole averages 2049.7%, 1.3× Paris's figure.
Paris 18e Arrondissement as a whole averages 2047.3%, 1.3× Paris's figure.

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows households below the poverty line in every hex of Paris on the Amount map, then groups the hexes with the most into the Standouts below. Villette (Paris 19e Arrondissement) ranks #1, with 2890.4% across 28 hexes. The 13th Arrondissement (Paris 13e Arrondissement) ranks #2, with 2266.9% across 24 hexes. d'Amerique (Paris 19e Arrondissement) ranks #3, with 2183.3% across 26 hexes. Charonne (Paris 20e Arrondissement) ranks #4, with 2151.2% across 27 hexes. Grandes Carrieres (Paris 18e Arrondissement) ranks #5, with 2012.7% across 28 hexes. Each Standout is a group of hexes within a 1,200 meter radius.

Measured as households below the poverty line (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Poverty rate (60% threshold) (rate) source

Open this answer on the Amount map of Pariscount · rate · density · share

Where do homeowners live in Paris?

Owner-occupier households as a share of all households on the Amount map — INSEE Filosofi 2021

Owner-occupier households peak around Domaine du Bois: 66.1%, against a Paris figure of 34.6%. 12th Arrondissement and Bois de Vincennes follow at 59.6% and 54.1%.

Standout	Neighborhood	Value	Count behind it	Map
#1 Domaine du Bois	Paris 12e Arrondissement	66.1%	—	66.1%
#2 12th Arrondissement	Paris 12e Arrondissement	59.6%	—	59.6%
#3 Bois de Vincennes	Paris 12e Arrondissement	54.1%	—	54.1%
#4 16th Arrondissement	Paris 16e Arrondissement	53.2%	—	53.2%
#5 Quartier d'Auteuil	Paris 16e Arrondissement	52.4%	—	52.4%

Paris 12e Arrondissement as a whole averages 35.1%, 1.0× Paris's figure.
Paris 16e Arrondissement as a whole averages 45.6%, 1.3× Paris's figure.

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows owner-occupier households in every hex of Paris on the Amount map, then groups the hexes with the most into the Standouts below. Domaine du Bois ranks #1 with 66.1% across 16 hexes. 12th Arrondissement ranks #2 with 59.6% across 16 hexes. Bois de Vincennes ranks #3 with 54.1% across 10 hexes. 16th Arrondissement ranks #4 with 53.2% across 16 hexes. Quartier d'Auteuil ranks #5 with 52.4% across 22 hexes. Each Standout is a group of hexes within a 1,200 meter radius.

Measured as owner-occupier households (2021) on the Amount map; the Standouts are the hexes with the most. “Owner-occupier rate” is computed by this pipeline from published components rather than published directly. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Owner-occupier rate (rate) — derived from published components source

Open this answer on the Amount map of Pariscount · rate · density · share

How evenly six INSEE household socio-professional categories are represented, on the Variety map — INSEE RP 2021 (IRIS)

Explore the Variety map to see the most varied mix of household categories in Paris. Saint-Vincent-de-Paul (Paris 10e Arrondissement) shows a very mixed profile, with no single household category above 28%. Combat (Paris 19e Arrondissement) and Maison Blanche (Paris 13e Arrondissement) also feature very mixed household categories.

Standout	Neighborhood	How mixed	Top kinds	Map
#1 Saint-Vincent-de-Paulalso spans Pont-de-Flandre	Paris 10e Arrondissement	very mixed	manager and higher-professional households 28%, intermediate-profession households 20%, clerical and service-employee households 20%	Very mixed
#2 Combat	Paris 19e Arrondissement	very mixed	manager and higher-professional households 30%, retired households 23%, intermediate-profession households 18%	Very mixed
#3 Maison Blanche	Paris 13e Arrondissement	very mixed	manager and higher-professional households 26%, retired households 24%, clerical and service-employee households 19%	Very mixed
#4 16th Arrondissement	Paris 16e Arrondissement	very mixed	manager and higher-professional households 36%, retired households 22%, intermediate-profession households 15%	Very mixed
#5 Quartier de la Villette	Paris 19e Arrondissement	very mixed	manager and higher-professional households 28%, clerical and service-employee households 20%, intermediate-profession households 19%	Very mixed

Counts residents in each published class; it says nothing about how long they have lived here.

Full breakdown & sources

This answer shows how mixed the household categories are in every hex of Paris on the Variety map. The Standouts below group the hexes with the most varied mixes. Saint-Vincent-de-Paul (Paris 10e Arrondissement) ranks #1, showing a very mixed profile across 46 hexes. Here, manager and higher-professional households make up 28%, intermediate-profession households 20%, and clerical and service-employee households 20%. This Standout includes Pont-de-Flandre. Combat (Paris 19e Arrondissement) ranks #2, with a very mixed profile across 37 hexes, featuring manager and higher-professional households at 30%, retired households at 23%, and intermediate-profession households at 18%. Maison Blanche (Paris 13e Arrondissement) ranks #3, with a very mixed profile across 33 hexes, where manager and higher-professional households are 26%, retired households 24%, and clerical and service-employee households 19%. The 16th Arrondissement (Paris 16e Arrondissement) ranks #4, showing a very mixed profile across 24 hexes, with manager and higher-professional households at 36%, retired households at 22%, and intermediate-profession households at 15%. Quartier de la Villette (Paris 19e Arrondissement) ranks #5, with a very mixed profile across 22 hexes, showing manager and higher-professional households at 28%, clerical and service-employee households at 20%, and intermediate-profession households at 19%. Each Standout is a group of hexes within a 1,200 meter radius.

Measured as household categories (2021) on the Variety map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Managers & higher professions (count) source

Open this answer on the Variety map of Parishow mixed · how even · how many kindsRead the guide: How mixed, the Simpson index explained

Where is Paris's food scene most varied?

How mixed the restaurant cuisines are, read within a 10-minute walk, on the Variety map — Overture Maps

Within a 10-minute walk, the most varied mix of cuisines in Paris is around Javel (Paris 15e Arrondissement): very mixed, with no single cuisine above 45%. Petit Montrouge (Paris 14e Arrondissement) and l'Hopital Saint-Louis (Paris 10e Arrondissement) follow, with no single cuisine above 36% and 42%.

Standout	Neighborhood	How mixed	Top kinds	Map
#1 Javelalso spans 15th Arrondissement	Paris 15e Arrondissement	very mixed	French 45%, Italian 26%, Japanese 19%	Very mixed
#2 Petit Montrougealso spans 13th Arrondissement	Paris 14e Arrondissement	very mixed	French 36%, Italian 27%, Japanese 18%	Very mixed
#3 l'Hopital Saint-Louisalso spans Saint-Fargeau	Paris 10e Arrondissement	very mixed	French 42%, Italian 31%, Japanese 12%	Very mixed
#4 Bercyalso spans Charonne	Paris 12e Arrondissement	very mixed	French 38%, Italian 30%, Japanese 22%	Very mixed
#5 Villette	Paris 19e Arrondissement	very mixed	French 40%, Italian 30%, Japanese 19%	Very mixed

Counts mapped places of each kind; it says nothing about quality or price.

Full breakdown & sources

This answer shows how mixed the cuisines are in every hex of Paris, read within a 10-minute walk, on the Variety map, then groups the hexes with the most into the Standouts below. Javel (Paris 15e Arrondissement) ranks #1: very mixed across 43 hexes (French 45%, Italian 26%, Japanese 19%). It spans 15th Arrondissement. Petit Montrouge (Paris 14e Arrondissement) ranks #2: very mixed across 40 hexes (French 36%, Italian 27%, Japanese 18%). It spans 13th Arrondissement. l'Hopital Saint-Louis (Paris 10e Arrondissement) ranks #3: very mixed across 40 hexes (French 42%, Italian 31%, Japanese 12%). It spans Saint-Fargeau. Bercy (Paris 12e Arrondissement) ranks #4: very mixed across 39 hexes (French 38%, Italian 30%, Japanese 22%). It spans Charonne. Villette (Paris 19e Arrondissement) ranks #5: very mixed across 34 hexes (French 40%, Italian 30%, Japanese 19%). Each Standout is a group of hexes within a 1,200 m radius.

Measured as cuisines on the Variety map, read within a 10-minute walk; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026

Open this answer on the Variety map of Parishow mixed · how even · how many kindsRead the guide: How mixed, the Simpson index explained

Where is nightlife concentrated in Paris — and is it a real cluster?

Mapped bars and nightlife places on the Clusters map — Overture Maps

Around Porte Saint-Martin (Paris 10e Arrondissement) and Sorbonne (Paris 5e Arrondissement), bars and nightlife places form a cluster the test confirms as genuinely busy; the pattern is not chance. 390 hexes across Paris test as genuinely busy.

Standout	Neighborhood	Verdict	Hexes	Map
#1 Porte Saint-Martinalso spans Belleville	Paris 10e Arrondissement	genuinely busy	49	Genuinely busy
#2 Sorbonnealso spans 3rd Arrondissement	Paris 5e Arrondissement	genuinely busy	49	Genuinely busy
#3 9th Arrondissementalso spans Clignancourt	Paris 9e Arrondissement	genuinely busy	49	Genuinely busy
#4 12th Arrondissementalso spans 20th Arrondissement	Paris 12e Arrondissement	genuinely busy	48	Genuinely busy
#5 Saint-Thomas d'Aquinalso spans Faubourg Montmartre	Paris 7e Arrondissement	genuinely busy	41	Genuinely busy

A two-sided test with a false-discovery cut; hexes at the edge of the data are not judged.

Full breakdown & sources

This answer tests every hex of Paris for bars and nightlife places against chance on the Clusters map, then groups the hexes with the most into the Standouts below. Porte Saint-Martin (Paris 10e Arrondissement) ranks #1: genuinely busy across 49 hexes. It spans Belleville. Sorbonne (Paris 5e Arrondissement) ranks #2: genuinely busy across 49 hexes. It spans 3rd Arrondissement. 9th Arrondissement (Paris 9e Arrondissement) ranks #3: genuinely busy across 49 hexes. It spans Clignancourt. 12th Arrondissement (Paris 12e Arrondissement) ranks #4: genuinely busy across 48 hexes. It spans 20th Arrondissement. Saint-Thomas d'Aquin (Paris 7e Arrondissement) ranks #5: genuinely busy across 41 hexes. It spans Faubourg Montmartre. Each Standout is a group of hexes within a 1,200 m radius.

Measured as bars and nightlife places on the Clusters map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026

Open this answer on the Clusters map of ParisGetis-Ord Gi*Read the guide: Clusters, hot spot analysis explained

Where are grocery stores missing for the people who live there in Paris?

Mapped grocery stores within a 10-minute walk against the number Paris's rate predicts for the residents there, on the Missing map — Overture Maps and INSEE RP 2021 (IRIS)

Within a 10-minute walk of Quartier d'Auteuil (Paris 16e Arrondissement), grocery stores fall short of Paris's rate by about 9 (15 mapped, 25 expected). Gare (Paris 13e Arrondissement) and 12th Arrondissement (Paris 12e Arrondissement) are short by about 4 and 7.

Standout	Neighborhood	Short by	Mapped	Expected	Map
#1 Quartier d'Auteuilalso spans 15th Arrondissement	Paris 16e Arrondissement	about 9	15	25	Short by about 9
#2 Garealso spans 5th Arrondissement	Paris 13e Arrondissement	about 4	33	36	Short by about 4
#3 12th Arrondissementalso spans 20th Arrondissement	Paris 12e Arrondissement	about 7	29	36	Short by about 7
#4 Saint-Lambertalso spans Necker	Paris 15e Arrondissement	about 10	12	22	Short by about 10
#5 Villettealso spans 19th Arrondissement	Paris 19e Arrondissement	about 4	32	36	Short by about 4

Expected is modeled from the city rate. A zero means nothing mapped, never nothing there.

Full breakdown & sources

This answer shows how many grocery stores each hex of Paris is short of at the city's rate, read within a 10-minute walk, on the Missing map, then groups the hexes with the least into the Standouts below. Quartier d'Auteuil (Paris 16e Arrondissement) ranks #1: short by about 9 across 49 hexes (15 mapped, 25 expected within a 10-minute walk of its top hex). It spans 15th Arrondissement. Gare (Paris 13e Arrondissement) ranks #2: short by about 4 across 49 hexes (33 mapped, 36 expected within a 10-minute walk of its top hex). It spans 5th Arrondissement. 12th Arrondissement (Paris 12e Arrondissement) ranks #3: short by about 7 across 48 hexes (29 mapped, 36 expected within a 10-minute walk of its top hex). It spans 20th Arrondissement. Saint-Lambert (Paris 15e Arrondissement) ranks #4: short by about 10 across 45 hexes (12 mapped, 22 expected within a 10-minute walk of its top hex). It spans Necker. Villette (Paris 19e Arrondissement) ranks #5: short by about 4 across 42 hexes (32 mapped, 36 expected within a 10-minute walk of its top hex). It spans 19th Arrondissement. Each Standout is a group of hexes within a 1,200 m radius.

Measured as grocery stores on the Missing map, read within a 10-minute walk; the Standouts are the hexes with the least. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026
Total population (count) source

Open this answer on the Missing map of Parisgap / leakageRead the guide: Missing, gap analysis explained

Where is household income most built on pensions in Paris?

Pensions and retirement income as a share of household income on the Amount map — INSEE Filosofi 2021

The 13th Arrondissement (Paris 13e Arrondissement) shows the highest income from pensions at 2665.8%, compared to the Paris figure of 1955.1%. The 15th Arrondissement (Paris 15e Arrondissement) and Paris (Paris 14e Arrondissement) follow with 2586% and 2421% respectively.

Standout	Neighborhood	Value	Count behind it	Map
#1 13th Arrondissementalso spans Paris	Paris 13e Arrondissement	2665.8%	—	2665.8%
#2 15th Arrondissement	Paris 15e Arrondissement	2586%	—	2586%
#3 Parisalso spans Saint-Lambert	Paris 14e Arrondissement	2421%	—	2421%
#4 12th Arrondissement	Paris 12e Arrondissement	2345.5%	—	2345.5%
#5 Domaine du Bois	Paris 12e Arrondissement	2235.8%	—	2235.8%

Paris 13e Arrondissement as a whole averages 2395.5%, 1.2× Paris's figure.
Paris 15e Arrondissement as a whole averages 2318.4%, 1.2× Paris's figure.
Paris 14e Arrondissement as a whole averages 2403.5%, 1.2× Paris's figure.
Paris 12e Arrondissement as a whole averages 2180.1%, 1.1× Paris's figure.

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows income from pensions for every hex in Paris on the Amount map. It then groups the hexes with the highest measures into Standouts. The Standout in 13th Arrondissement (Paris 13e Arrondissement) ranks #1, with 2665.8% across 49 hexes. This Standout spans Paris. The Standout in 15th Arrondissement (Paris 15e Arrondissement) ranks #2, with 2586% across 20 hexes. The Standout in Paris (Paris 14e Arrondissement) ranks #3, with 2421% across 39 hexes, spanning Saint-Lambert. The Standout in 12th Arrondissement (Paris 12e Arrondissement) ranks #4, with 2345.5% across 30 hexes. The Standout in Domaine du Bois (Paris 12e Arrondissement) ranks #5, with 2235.8% across 6 hexes. Each Standout groups hexes within a 1,200 m radius.

Measured as income from pensions (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Pensions & retirement share (rate) source

Open this answer on the Amount map of Pariscount · rate · density · share

Where do Paris's highest poverty rates meet the thinnest grocery presence?

Poverty rate against mapped grocery stores — a coverage gap score

In Paris, the highest-ranking Standouts are La Chapelle (Paris 18e Arrondissement), Saint-Fargeau (Paris 20e Arrondissement) and Gare (Paris 13e Arrondissement). La Chapelle (Paris 18e Arrondissement) leads with a score of 77.8/100 across 48 hexes, where the data shows ≈93 grocery stores nearby and 2,691% poverty rate (60% threshold). Each Standout is a group of high-scoring hexes within a 1,200 m radius.

Standout	Neighborhood	Score	Headline factor	Map
#1 La Chapellealso spans Pont-de-Flandre	Paris 18e Arrondissement	78	≈93 grocery stores nearby	Score 78
#2 Saint-Fargeaualso spans 20th Arrondissement	Paris 20e Arrondissement	67	≈115 grocery stores nearby	Score 67
#3 Garealso spans 13th Arrondissement	Paris 13e Arrondissement	67	≈98 grocery stores nearby	Score 67
#4 Grandes Carrieresalso spans 9th Arrondissement	Paris 18e Arrondissement	57	≈202 grocery stores nearby	Score 57
#5 Bel-Airalso spans 12th Arrondissement	Paris 12e Arrondissement	56	≈70 grocery stores nearby	Score 56

A shortlist by 2 factors, not a site recommendation.

How this answer was built

The published poverty rate scored up and mapped grocery presence scored down. It ranks hexes where a low-income household profile and thin mapped food retail coincide.

Measure	Direction	Importance	Why it’s here
Poverty rate (60% threshold)	More is better	55%	Published share of households under the 60%-of-median poverty threshold.
grocery store competition	Less is better	45%	Count of mapped grocery stores, scored inverted so thin presence ranks higher.

What this can’t tell you

Mapped grocery records miss markets, small independents and delivery entirely, so a thin count is not evidence that residents cannot buy food locally. This is a mapped-presence gap, nothing stronger.

Try changing it

· Widen the supply term to all retail to see whether the gap is grocery-specific.
· Add walkable street length to see how reachable the existing shops are.

All of these are adjustable on the Paris map on the Free Tier.

Full breakdown & sources

This answer ranks every hex in Paris on Poverty rate (60% threshold) (more is better, importance 55%) and grocery store competition (less is better, importance 45%), then groups the top-scoring hexes into the Standouts below. La Chapelle (Paris 18e Arrondissement) ranks #1 with a score of 77.8/100 across 48 hexes: ≈93 grocery stores nearby and 2,691% poverty rate (60% threshold). It spans Pont-de-Flandre. Saint-Fargeau (Paris 20e Arrondissement) ranks #2 with a score of 66.8/100 across 49 hexes: ≈115 grocery stores nearby and 1,992% poverty rate (60% threshold). It spans 20th Arrondissement. Gare (Paris 13e Arrondissement) ranks #3 with a score of 66.6/100 across 49 hexes: ≈98 grocery stores nearby and 1,853% poverty rate (60% threshold). It spans 13th Arrondissement. Grandes Carrieres (Paris 18e Arrondissement) ranks #4 with a score of 56.5/100 across 46 hexes: ≈202 grocery stores nearby and 2,032% poverty rate (60% threshold). It spans 9th Arrondissement. Bel-Air (Paris 12e Arrondissement) ranks #5 with a score of 56.2/100 across 46 hexes: ≈70 grocery stores nearby and 1,358% poverty rate (60% threshold). It spans 12th Arrondissement. Each Standout is a group of high-scoring hexes within a 1,200 m radius.

Factors: Poverty rate (60% threshold) (2021) and grocery store competition. 947 of 1,118 hexes in Paris were eligible and ranked. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026
Poverty rate (60% threshold) (rate) source

Open this answer on the Score map of Parisweighted sum · balanced

Where are manager and professional households far above the Paris average?

Households whose reference person is a manager or higher professional, as a share of all households, against the Paris average on the Fair share map — INSEE RP 2021 (IRIS)

Around 17th Arrondissement (Paris 17e Arrondissement), manager and professional households are at 1.2× the Paris average (43.5% here). l'Hopital Saint-Louis (Paris 10e Arrondissement) and 11th Arrondissement (east) (Paris 11e Arrondissement) are at 1.2× and 1.2×.

Standout	Neighborhood	Against the average	Count	Base	Map
#1 17th Arrondissementalso spans 9th Arrondissement	Paris 17e Arrondissement	1.2× the average	—	—	1.2× the average
#2 l'Hopital Saint-Louisalso spans Faubourg Montmartre	Paris 10e Arrondissement	1.2× the average	—	—	1.2× the average
#3 11th Arrondissement (east)also spans 11th Arrondissement	Paris 11e Arrondissement	1.2× the average	—	—	1.2× the average
#4 Paris	Paris 14e Arrondissement	1.2× the average	—	—	1.2× the average
#5 11th Arrondissement (east 2)also spans 11th Arrondissement	Paris 11e Arrondissement	1.1× the average	—	—	1.1× the average

Compared with the whole-city figure; a per-hex census figure is an estimate for that hex.

Full breakdown & sources

This answer compares manager and professional households in every hex of Paris with the city average on the Fair share map, then groups the hexes with the most into the Standouts below. 17th Arrondissement (Paris 17e Arrondissement) ranks #1, showing 1.2× the average across 45 hexes. It spans 9th Arrondissement. l'Hopital Saint-Louis (Paris 10e Arrondissement) ranks #2, showing 1.2× the average across 42 hexes. It spans Faubourg Montmartre. 11th Arrondissement (east) (Paris 11e Arrondissement) ranks #3, showing 1.2× the average across 16 hexes. It spans 11th Arrondissement. Paris (Paris 14e Arrondissement) ranks #4, showing 1.2× the average across 14 hexes. 11th Arrondissement (east 2) (Paris 11e Arrondissement) ranks #5, showing 1.1× the average across 12 hexes. It spans 11th Arrondissement. Each Standout is a group of hexes within a 1,200 meter radius.

Measured as manager and professional households (2021) on the Fair share map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Managers & higher professions (count) source

Open this answer on the Fair share map of ParisLocation QuotientRead the guide: Fair share, the Location Quotient explained

Mapped cafés per resident against the Paris average on the Fair share map — Overture Maps and INSEE RP 2021 (IRIS)

To explore cafés, the Fair share map shows Saint-Merri (Paris 4e Arrondissement) with 3.8× the Paris average (253 cafés for 80,382 residents). The 9th Arrondissement (Paris 9e Arrondissement) and Necker (Paris 15e Arrondissement) Standouts also show high concentrations, at 3.1× and 3.0× the average, respectively.

Standout	Neighborhood	Against the average	Count	Base	Map
#1 Saint-Merrialso spans 5th Arrondissement	Paris 4e Arrondissement	3.8× the average	253	80,382 residents	3.8× the average
#2 9th Arrondissementalso spans La Madeleine	Paris 9e Arrondissement	3.1× the average	202	80,491 residents	3.1× the average
#3 Necker	Paris 15e Arrondissement	3.0× the average	118	50,827 residents	3.0× the average
#4 Quinze-Vingts	Paris 12e Arrondissement	2.2× the average	111	68,132 residents	2.2× the average
#5 Porte Saint-Martin	Paris 10e Arrondissement	2.3× the average	46	26,873 residents	2.3× the average

Paris 4e Arrondissement as a whole has 73 cafés for 24,482 residents, 4.3× Paris's rate.
Paris 9e Arrondissement as a whole has 113 cafés for 53,518 residents, 3.0× Paris's rate.
Paris 15e Arrondissement as a whole has 88 cafés for 215,132 residents, 0.6× Paris's rate.
Paris 12e Arrondissement as a whole has 66 cafés for 142,785 residents, 0.7× Paris's rate.
Paris 10e Arrondissement as a whole has 87 cafés for 84,392 residents, 1.5× Paris's rate.

Compared with the whole-city rate; a place record means it is mapped, not open or licensed.

Full breakdown & sources

This answer compares cafés in every hex of Paris with the city average on the Fair share map. It then groups the hexes with the most cafés into the Standouts below. Saint-Merri (Paris 4e Arrondissement) ranks #1, showing 3.8× the average across 47 hexes, with 253 cafés for 80,382 residents. The 9th Arrondissement (Paris 9e Arrondissement) ranks #2, with 3.1× the average across 40 hexes, totaling 202 cafés for 80,491 residents. Necker (Paris 15e Arrondissement) ranks #3, with 3.0× the average across 31 hexes, or 118 cafés for 50,827 residents. Quinze-Vingts (Paris 12e Arrondissement) ranks #4, with 2.2× the average across 23 hexes, or 111 cafés for 68,132 residents. Porte Saint-Martin (Paris 10e Arrondissement) ranks #5, with 2.3× the average across 10 hexes, or 46 cafés for 26,873 residents. Each Standout is a group of hexes within a 1,200 meter radius.

Measured as cafés on the Fair share map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026
Total population (count) source

Open this answer on the Fair share map of ParisLocation QuotientRead the guide: Fair share, the Location Quotient explained

Where do restaurants cluster in Paris, and is it a real cluster?

Mapped restaurants on the Clusters map — Overture Maps

Around Porte Saint-Martin (Paris 10e Arrondissement) and Sorbonne (Paris 5e Arrondissement), restaurants form a cluster the test confirms as genuinely busy; the pattern is not chance. 553 hexes across Paris test as genuinely busy.

Standout	Neighborhood	Verdict	Hexes	Map
#1 Porte Saint-Martinalso spans Saint-Vincent-de-Paul	Paris 10e Arrondissement	genuinely busy	49	Genuinely busy
#2 Sorbonnealso spans 3rd Arrondissement	Paris 5e Arrondissement	genuinely busy	49	Genuinely busy
#3 9th Arrondissementalso spans Grandes Carrieres	Paris 9e Arrondissement	genuinely busy	49	Genuinely busy
#4 Chaillotalso spans Paris 8e Arrondissement	Paris 16e Arrondissement	genuinely busy	49	Genuinely busy
#5 Neckeralso spans 6th Arrondissement	Paris 15e Arrondissement	genuinely busy	48	Genuinely busy

A two-sided test with a false-discovery cut; hexes at the edge of the data are not judged.

Full breakdown & sources

This answer tests every hex of Paris for restaurants against chance on the Clusters map, then groups the hexes with the most into the Standouts below. Porte Saint-Martin (Paris 10e Arrondissement) ranks #1: genuinely busy across 49 hexes. It spans Saint-Vincent-de-Paul. Sorbonne (Paris 5e Arrondissement) ranks #2: genuinely busy across 49 hexes. It spans 3rd Arrondissement. 9th Arrondissement (Paris 9e Arrondissement) ranks #3: genuinely busy across 49 hexes. It spans Grandes Carrieres. Chaillot (Paris 16e Arrondissement) ranks #4: genuinely busy across 49 hexes. It spans Paris 8e Arrondissement. Necker (Paris 15e Arrondissement) ranks #5: genuinely busy across 48 hexes. It spans 6th Arrondissement. Each Standout is a group of hexes within a 1,200 m radius.

Measured as restaurants on the Clusters map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026

Open this answer on the Clusters map of ParisGetis-Ord Gi*Read the guide: Clusters, hot spot analysis explained

Residents aged 25–39 as a share of all residents on the Amount map — INSEE RP 2021 (IRIS)

The 11th Arrondissement (Paris 11e Arrondissement) shows the highest concentration of residents aged 25–39, with 31.1% (41,765 residents aged 25–39 out of 134,509). The 17th Arrondissement (Paris 17e Arrondissement) follows at 31%, and Saint-Ambroise (Paris 11e Arrondissement) at 29.6%.

Standout	Neighborhood	Value	Count behind it	Map
#1 11th Arrondissementalso spans Mail	Paris 11e Arrondissement	31.1%	41,765 for 134,509 in the category	31.1%
#2 17th Arrondissementalso spans Clignancourt	Paris 17e Arrondissement	31%	52,367 for 169,089 in the category	31%
#3 Saint-Ambroisealso spans Picpus	Paris 11e Arrondissement	29.6%	43,782 for 147,762 in the category	29.6%
#4 15th Arrondissementalso spans Saint-Lambert	Paris 15e Arrondissement	26.1%	40,018 for 153,091 in the category	26.1%
#5 19th Arrondissementalso spans Saint-Vincent-de-Paul	Paris 19e Arrondissement	25.1%	33,223 for 132,363 in the category	25.1%

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows residents aged 25–39 in every hex of Paris on the Amount map, then groups the hexes with the most into the Standouts below. The 11th Arrondissement (Paris 11e Arrondissement) ranks #1, with 31.1% across 49 hexes (41,765 residents aged 25–39 of 134,509). The 17th Arrondissement (Paris 17e Arrondissement) ranks #2, with 31% across 49 hexes (52,367 residents aged 25–39 of 169,089). Saint-Ambroise (Paris 11e Arrondissement) ranks #3, with 29.6% across 49 hexes (43,782 residents aged 25–39 of 147,762). The 15th Arrondissement (Paris 15e Arrondissement) ranks #4, with 26.1% across 49 hexes (40,018 residents aged 25–39 of 153,091). The 19th Arrondissement (Paris 19e Arrondissement) ranks #5, with 25.1% across 49 hexes (33,223 residents aged 25–39 of 132,363). Each Standout is a group of hexes within a 1,200 m radius.

Measured as residents aged 25–39 (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
25-39 years (count) source

Open this answer on the Amount map of Pariscount · rate · density · shareRead the guide: Share of its category explained

Where are pharmacies missing for the people who live there in Paris?

Mapped pharmacies within a 10-minute walk against the number Paris's rate predicts for the residents there, on the Missing map — Overture Maps and INSEE RP 2021 (IRIS)

Near l'Hopital Saint-Louis (Paris 10e Arrondissement), pharmacies show a shortfall of about 2 compared to Paris's rate (14 mapped, 16 expected within a 10-minute walk). Bercy (Paris 12e Arrondissement) and Saint-Lambert (Paris 15e Arrondissement) show shortfalls of about 3 and 4, respectively.

Standout	Neighborhood	Short by	Mapped	Expected	Map
#1 l'Hopital Saint-Louisalso spans d'Amerique	Paris 10e Arrondissement	about 2	14	16	Short by about 2
#2 Bercyalso spans Charonne	Paris 12e Arrondissement	about 3	3	6	Short by about 3
#3 Saint-Lambertalso spans 15th Arrondissement	Paris 15e Arrondissement	about 4	4	8	Short by about 4
#4 Maison Blanchealso spans 13th Arrondissement	Paris 13e Arrondissement	about 3	5	8	Short by about 3
#5 Saint-Vincent-de-Paulalso spans Pont-de-Flandre	Paris 10e Arrondissement	about 1	10	10	Short by about 1

Expected is modeled from the city rate. A zero means nothing mapped, never nothing there.

Full breakdown & sources

This answer shows how many pharmacies each hex of Paris is short of compared to the city's rate, read within a 10-minute walk, on the Missing map. The Standouts below group the hexes with the largest shortfalls. l'Hopital Saint-Louis (Paris 10e Arrondissement) ranks #1, with a shortfall of about 2 across 49 hexes (14 mapped, 16 expected within a 10-minute walk of its top hex). This Standout spans d'Amerique. Bercy (Paris 12e Arrondissement) ranks #2, with a shortfall of about 3 across 48 hexes (3 mapped, 6 expected within a 10-minute walk of its top hex). This Standout spans Charonne. Saint-Lambert (Paris 15e Arrondissement) ranks #3, with a shortfall of about 4 across 48 hexes (4 mapped, 8 expected within a 10-minute walk of its top hex). This Standout spans 15th Arrondissement. Maison Blanche (Paris 13e Arrondissement) ranks #4, with a shortfall of about 3 across 47 hexes (5 mapped, 8 expected within a 10-minute walk of its top hex). This Standout spans 13th Arrondissement. Saint-Vincent-de-Paul (Paris 10e Arrondissement) ranks #5, with a shortfall of about 1 across 45 hexes (10 mapped, 10 expected within a 10-minute walk of its top hex). This Standout spans Pont-de-Flandre. Each Standout is a group of hexes within a 1,200 m radius.

Measured as pharmacies on the Missing map, read within a 10-minute walk; the Standouts are the hexes with the least. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026
Total population (count) source

Open this answer on the Missing map of Parisgap / leakageRead the guide: Missing, gap analysis explained

Where do people live alone in Paris?

Single-person households as a share of all households on the Amount map — INSEE RP 2021 (IRIS)

Single-person households peak around 2nd Arrondissement (Paris 2e Arrondissement): 84.3% (23,467 single-person households of 27,844). 17th Arrondissement (Paris 17e Arrondissement) and La Roquette (Paris 11e Arrondissement) follow at 83.4% and 83.3%.

Standout	Neighborhood	Value	Count behind it	Map
#1 2nd Arrondissementalso spans Saint-Germain-des-Pres	Paris 2e Arrondissement	84.3%	23,467 for 27,844 in the category	84.3%
#2 17th Arrondissementalso spans 9th Arrondissement	Paris 17e Arrondissement	83.4%	49,348 for 59,170 in the category	83.4%
#3 La Roquettealso spans Archives	Paris 11e Arrondissement	83.3%	43,676 for 52,451 in the category	83.3%
#4 15th Arrondissementalso spans l'Ecole Militaire	Paris 15e Arrondissement	82.2%	30,174 for 36,686 in the category	82.2%
#5 Bois de Vincennes	Paris 12e Arrondissement	81.7%	370 for 453 in the category	81.7%

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows single-person households in every hex of Paris on the Amount map, then groups the hexes with the most into the Standouts below. 2nd Arrondissement (Paris 2e Arrondissement) ranks #1: 84.3% across 49 hexes (23,467 single-person households of 27,844). It spans Saint-Germain-des-Pres. 17th Arrondissement (Paris 17e Arrondissement) ranks #2: 83.4% across 49 hexes (49,348 single-person households of 59,170). It spans 9th Arrondissement. La Roquette (Paris 11e Arrondissement) ranks #3: 83.3% across 49 hexes (43,676 single-person households of 52,451). It spans Archives. 15th Arrondissement (Paris 15e Arrondissement) ranks #4: 82.2% across 49 hexes (30,174 single-person households of 36,686). It spans l'Ecole Militaire. Bois de Vincennes (Paris 12e Arrondissement) ranks #5: 81.7% across 8 hexes (370 single-person households of 453). Each Standout is a group of hexes within a 1,200 m radius.

Measured as single-person households (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Single-person households (count) source

Open this answer on the Amount map of Pariscount · rate · density · shareRead the guide: Share of its category explained

Where is Paris's nightlife most varied?

How mixed the kinds of nightlife place are, read within a 10-minute walk, on the Variety map — Overture Maps

Within a 10-minute walk, the most varied mix of nightlife kinds in Paris is around 9th Arrondissement: very mixed, with no single nightlife kind above 28%. Saint-Ambroise and Saint-Vincent-de-Paul follow, with no single nightlife kind above 30% and 21%.

Standout	Neighborhood	How mixed	Top kinds	Map
#1 9th Arrondissementalso spans Saint-Vincent-de-Paul	Paris 9e Arrondissement	very mixed	Cocktail Bar 28%, Wine Bar 23%, Pub 19%	Very mixed
#2 Saint-Ambroisealso spans Belleville	Paris 11e Arrondissement	very mixed	Cocktail Bar 30%, Wine Bar 23%, Dance Club 17%	Very mixed
#3 Saint-Vincent-de-Paul	Paris 10e Arrondissement	very mixed	Pub 21%, Cocktail Bar 18%, Wine Bar 18%	Very mixed
#4 1st Arrondissement	Paris 1er Arrondissement	very mixed	Cocktail Bar 33%, Pub 25%, Wine Bar 16%	Very mixed
#5 Bercy	Paris 12e Arrondissement	very mixed	Cocktail Bar 23%, Wine Bar 23%, Beer Bar 16%	Very mixed

Counts mapped places of each kind; it says nothing about quality or price.

Full breakdown & sources

This answer shows how mixed the nightlife kinds are in every hex of Paris, read within a 10-minute walk, on the Variety map. It then groups the hexes with the most variety into the Standouts below. 9th Arrondissement ranks #1 for variety: very mixed across 48 hexes (Cocktail Bar 28%, Wine Bar 23%, Pub 19%). It spans Saint-Vincent-de-Paul. Saint-Ambroise ranks #2: very mixed across 41 hexes (Cocktail Bar 30%, Wine Bar 23%, Dance Club 17%). It spans Belleville. Saint-Vincent-de-Paul ranks #3: very mixed across 37 hexes (Pub 21%, Cocktail Bar 18%, Wine Bar 18%). 1st Arrondissement ranks #4: very mixed across 33 hexes (Cocktail Bar 33%, Pub 25%, Wine Bar 16%). Bercy ranks #5: very mixed across 31 hexes (Cocktail Bar 23%, Wine Bar 23%, Beer Bar 16%). Each Standout is a group of hexes within a 1,200 m radius.

Measured as nightlife kinds on the Variety map, read within a 10-minute walk; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026

Open this answer on the Variety map of Parishow mixed · how even · how many kindsRead the guide: How mixed, the Simpson index explained

Which Paris neighborhoods have far more couples with children than average?

Couples with children as a share of all families against the Paris average on the Fair share map — INSEE RP 2021 (IRIS)

Around La Muette (Paris 16e Arrondissement), couples with children are 1.2× the Paris average, with 43% of households here. La Plaine Monceau (Paris 17e Arrondissement) also shows 1.2× the average, and Combat (north-east) (Paris 19e Arrondissement) shows 1.1×.

Standout	Neighborhood	Against the average	Count	Base	Map
#1 La Muette	Paris 16e Arrondissement	1.2× the average	—	—	1.2× the average
#2 La Plaine Monceau	Paris 17e Arrondissement	1.2× the average	—	—	1.2× the average
#3 Combat (north-east)also spans Combat	Paris 19e Arrondissement	1.1× the average	—	—	1.1× the average
#4 Combat (north-east 2)also spans Combat	Paris 19e Arrondissement	1.1× the average	—	—	1.1× the average
#5 l'Europe	Paris 8e Arrondissement	1.2× the average	—	—	1.2× the average

Compared with the whole-city figure; a per-hex census figure is an estimate for that hex.

Full breakdown & sources

This answer compares the measure of couples with children in every hex of Paris against the city average on the Fair share map. It then groups the hexes with the highest measures into the Standouts listed below. La Muette (Paris 16e Arrondissement) is the #1 Standout, showing 1.2× the average across 13 hexes. La Plaine Monceau (Paris 17e Arrondissement) is the #2 Standout, showing 1.2× the average across 12 hexes. Combat (north-east) (Paris 19e Arrondissement) is the #3 Standout, showing 1.1× the average across 8 hexes, spanning Combat. Combat (north-east 2) (Paris 19e Arrondissement) is the #4 Standout, showing 1.1× the average across 7 hexes, also spanning Combat. l'Europe (Paris 8e Arrondissement) is the #5 Standout, showing 1.2× the average across 9 hexes. Each Standout is a group of hexes within a 1,200 m radius.

Measured as couples with children (2021) on the Fair share map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Couple with children (count) source

Open this answer on the Fair share map of ParisLocation QuotientRead the guide: Fair share, the Location Quotient explained

Residents under 18 as a share of all residents on the Amount map — INSEE RP 2021 (IRIS)

Children under 18 peak around Bois de Boulogne (west) (Paris 16e Arrondissement), where 23.4% of the population are children under 18 (59 children under 18 of 252). Bois de Boulogne (west 2) (Paris 16e Arrondissement) and Bois de Vincennes (Paris 12e Arrondissement) follow, both at 22.7%.

Standout	Neighborhood	Value	Count behind it	Map
#1 Bois de Boulogne (west)also spans Bois de Boulogne	Paris 16e Arrondissement	23.4%	59 for 252 in the category	23.4%
#2 Bois de Boulogne (west 2)also spans Bois de Boulogne	Paris 16e Arrondissement	22.7%	248 for 1,092 in the category	22.7%
#3 Bois de Vincennes	Paris 12e Arrondissement	22.7%	169 for 746 in the category	22.7%
#4 19th Arrondissement	Paris 19e Arrondissement	22.5%	5,063 for 22,502 in the category	22.5%
#5 Bel-Air	Paris 12e Arrondissement	22.2%	1,979 for 8,926 in the category	22.2%

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows children under 18 in every hex of Paris on the Amount map, then groups the hexes with the most into the Standouts below. Bois de Boulogne (west) (Paris 16e Arrondissement) ranks #1, with 23.4% across 7 hexes (59 children under 18 of 252). It spans Bois de Boulogne. Bois de Boulogne (west 2) (Paris 16e Arrondissement) ranks #2, with 22.7% across 11 hexes (248 children under 18 of 1,092). It spans Bois de Boulogne. Bois de Vincennes (Paris 12e Arrondissement) ranks #3, with 22.7% across 9 hexes (169 children under 18 of 746). 19th Arrondissement (Paris 19e Arrondissement) ranks #4, with 22.5% across 19 hexes (5,063 children under 18 of 22,502). Bel-Air (Paris 12e Arrondissement) ranks #5, with 22.2% across 20 hexes (1,979 children under 18 of 8,926). Each Standout is a group of hexes within a 1,200 meter radius.

Measured as children under 18 (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
0-3 years (count) source

Open this answer on the Amount map of Pariscount · rate · density · shareRead the guide: Share of its category explained

Where do Paris's shops cluster, and is it a real cluster?

Mapped shops on the Clusters map — Overture Maps

Around 9th Arrondissement (Paris 9e Arrondissement) and 1st Arrondissement (Paris 1er Arrondissement), shops form a cluster the test confirms as genuinely busy; the pattern is not chance. 479 hexes across Paris test as genuinely busy.

Standout	Neighborhood	Verdict	Hexes	Map
#1 9th Arrondissementalso spans Clignancourt	Paris 9e Arrondissement	genuinely busy	49	Genuinely busy
#2 1st Arrondissementalso spans La Roquette	Paris 1er Arrondissement	genuinely busy	49	Genuinely busy
#3 8th Arrondissement of Parisalso spans La Madeleine	Paris 8e Arrondissement	genuinely busy	49	Genuinely busy
#4 Plaisancealso spans La Monnaie	Paris 14e Arrondissement	genuinely busy	46	Genuinely busy
#5 Quartier d'Auteuilalso spans Saint-Lambert	Paris 16e Arrondissement	genuinely busy	40	Genuinely busy

A two-sided test with a false-discovery cut; hexes at the edge of the data are not judged.

Full breakdown & sources

This answer shows every hex of Paris for shops on the Clusters map, then groups the hexes with the most into the Standouts below. 9th Arrondissement (Paris 9e Arrondissement) ranks #1, genuinely busy across 49 hexes. 1st Arrondissement (Paris 1er Arrondissement) ranks #2, genuinely busy across 49 hexes. 8th Arrondissement of Paris (Paris 8e Arrondissement) ranks #3, genuinely busy across 49 hexes. Plaisance (Paris 14e Arrondissement) ranks #4, genuinely busy across 46 hexes. Quartier d'Auteuil (Paris 16e Arrondissement) ranks #5, genuinely busy across 40 hexes. Each Standout is a group of hexes within a 1,200 meter radius.

Measured as shops on the Clusters map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026

Open this answer on the Clusters map of ParisGetis-Ord Gi*Read the guide: Clusters, hot spot analysis explained

Where are bank branches missing for the people who live there in Paris?

Mapped bank branches within a 10-minute walk against the number Paris's rate predicts for the residents there, on the Missing map — Overture Maps and INSEE RP 2021 (IRIS)

Within a 10-minute walk of d'Auteuil (Paris 16e Arrondissement), bank branches fall short of Paris's rate by about 3 (9 mapped, 11 expected). Sainte-Marguerite (Paris 11e Arrondissement) and l'Hopital Saint-Louis (Paris 10e Arrondissement) are short by about 4 and 2.

Standout	Neighborhood	Short by	Mapped	Expected	Map
#1 d'Auteuilalso spans 15th Arrondissement	Paris 16e Arrondissement	about 3	9	11	Short by about 3
#2 Sainte-Margueritealso spans 20th Arrondissement	Paris 11e Arrondissement	about 4	22	26	Short by about 4
#3 l'Hopital Saint-Louisalso spans 19th Arrondissement	Paris 10e Arrondissement	about 2	17	20	Short by about 2
#4 Grandes Carrieresalso spans La Goutte d'Or	Paris 18e Arrondissement	about 9	16	25	Short by about 9
#5 Maison Blanchealso spans Gare	Paris 13e Arrondissement	about 7	10	17	Short by about 7

Expected is modeled from the city rate. A zero means nothing mapped, never nothing there.

Full breakdown & sources

This answer shows how many bank branches each hex of Paris is short of at the city's rate, read within a 10-minute walk, on the Missing map, then groups the hexes with the least into the Standouts below. d'Auteuil (Paris 16e Arrondissement) ranks #1: short by about 3 across 49 hexes (9 mapped, 11 expected within a 10-minute walk of its top hex). It spans 15th Arrondissement. Sainte-Marguerite (Paris 11e Arrondissement) ranks #2: short by about 4 across 49 hexes (22 mapped, 26 expected within a 10-minute walk of its top hex). It spans 20th Arrondissement. l'Hopital Saint-Louis (Paris 10e Arrondissement) ranks #3: short by about 2 across 49 hexes (17 mapped, 20 expected within a 10-minute walk of its top hex). It spans 19th Arrondissement. Grandes Carrieres (Paris 18e Arrondissement) ranks #4: short by about 9 across 47 hexes (16 mapped, 25 expected within a 10-minute walk of its top hex). It spans La Goutte d'Or. Maison Blanche (Paris 13e Arrondissement) ranks #5: short by about 7 across 46 hexes (10 mapped, 17 expected within a 10-minute walk of its top hex). It spans Gare. Each Standout is a group of hexes within a 1,200 m radius.

Measured as bank branches on the Missing map, read within a 10-minute walk; the Standouts are the hexes with the least. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026
Total population (count) source

Open this answer on the Missing map of Parisgap / leakageRead the guide: Missing, gap analysis explained

Where is the gap between the highest and lowest incomes widest in Paris?

Ratio of the 9th to the 1st income decile on the Amount map — INSEE Filosofi 2021

The Amount map shows the ratio of the 9th to the 1st income decile. This ratio is highest around La Muette, Paris 16e Arrondissement, at €12, compared to the Paris figure of €6. Gros Caillou, Paris 7e Arrondissement, and La Plaine Monceau, Paris 17e Arrondissement, follow with ratios of €11 and €8 respectively.

Standout	Neighborhood	Value	Count behind it	Map
#1 La Muette	Paris 16e Arrondissement	€12	—	€12
#2 Gros Cailloualso spans Saint-Germain l'Auxerrois	Paris 7e Arrondissement	€11	—	€11
#3 La Plaine Monceaualso spans l'Europe	Paris 17e Arrondissement	€8	—	€8
#4 16th Arrondissement	Paris 16e Arrondissement	€8	—	€8
#5 6th Arrondissementalso spans 5th Arrondissement	Paris 6e Arrondissement	€8	—	€8

Paris 16e Arrondissement as a whole averages €9, 1.6× Paris's figure.
Paris 7e Arrondissement as a whole averages €10, 1.8× Paris's figure.
Paris 17e Arrondissement as a whole averages €6, 1.1× Paris's figure.
Paris 6e Arrondissement as a whole averages €9, 1.6× Paris's figure.

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows the ratio of the 9th to the 1st income decile in every hex of Paris on the Amount map. The Standouts below group the hexes with the highest ratios. La Muette, Paris 16e Arrondissement, ranks #1, showing a ratio of €12 across 30 hexes. Gros Caillou, Paris 7e Arrondissement, ranks #2, with a ratio of €11 across 40 hexes. La Plaine Monceau, Paris 17e Arrondissement, ranks #3, showing a ratio of €8 across 48 hexes. 16th Arrondissement, Paris 16e Arrondissement, ranks #4 with a ratio of €8 across 35 hexes. 6th Arrondissement, Paris 6e Arrondissement, ranks #5, showing a ratio of €8 across 49 hexes. Each Standout is a group of hexes within a 1,200 meter radius.

Measured as ratio of the 9th to the 1st income decile (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Interdecile ratio (D9/D1) (mean) source

Open this answer on the Amount map of Pariscount · rate · density · share

Mapped restaurants per resident against the Paris average on the Fair share map — Overture Maps and INSEE RP 2021 (IRIS)

Explore the Fair share map to see where restaurants are most common. Standouts include 2nd Arrondissement, where restaurants are at 3.6× the Paris average (3,178 restaurants for 100,590 residents). Sorbonne and La Madeleine also show high concentrations, at 3.8× and 2.1× the average, respectively.

Standout	Neighborhood	Against the average	Count	Base	Map
#1 2nd Arrondissementalso spans 3rd Arrondissement	Paris 2e Arrondissement	3.6× the average	3,178	100,590 residents	3.6× the average
#2 Sorbonne	Paris 5e Arrondissement	3.8× the average	1,168	35,640 residents	3.8× the average
#3 La Madeleine	Paris 8e Arrondissement	2.1× the average	1,064	58,017 residents	2.1× the average
#4 Faubourg du Roule	Paris 8e Arrondissement	4.8× the average	537	12,560 residents	4.8× the average
#5 11th Arrondissement	Paris 11e Arrondissement	1.9× the average	725	45,909 residents	1.9× the average

Paris 2e Arrondissement as a whole has 768 restaurants for 17,948 residents, 5.1× Paris's rate.
Paris 5e Arrondissement as a whole has 800 restaurants for 44,006 residents, 2.2× Paris's rate.
Paris 8e Arrondissement as a whole has 1,198 restaurants for 38,921 residents, 3.6× Paris's rate.
Paris 11e Arrondissement as a whole has 1,187 restaurants for 124,572 residents, 1.1× Paris's rate.

Compared with the whole-city rate; a place record means it is mapped, not open or licensed.

Full breakdown & sources

This answer uses the Fair share map to compare the number of restaurants in every hex of Paris with the city average. The Standouts below group the hexes with the most restaurants. 2nd Arrondissement ranks #1, with restaurants at 3.6× the average across 49 hexes, totaling 3,178 restaurants for 100,590 residents. Sorbonne ranks #2, showing 3.8× the average across 27 hexes, with 1,168 restaurants for 35,640 residents. La Madeleine ranks #3, with 2.1× the average across 24 hexes, accounting for 1,064 restaurants for 58,017 residents. Faubourg du Roule ranks #4, with 4.8× the average across 14 hexes, or 537 restaurants for 12,560 residents. 11th Arrondissement ranks #5, with 1.9× the average across 16 hexes, representing 725 restaurants for 45,909 residents. Each Standout is a group of hexes within a 1,200 meter radius.

Measured as restaurants on the Fair share map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026
Total population (count) source

Open this answer on the Fair share map of ParisLocation QuotientRead the guide: Fair share, the Location Quotient explained

Residents aged 80 and over as a share of all residents on the Amount map — INSEE RP 2021 (IRIS)

Residents aged 80 and over peak around 12th Arrondissement (Paris 12e Arrondissement): 9.5% (72 residents aged 80 and over of 760). 16th Arrondissement (west) (Paris 16e Arrondissement) and Notre-Dame des Champs (Paris 6e Arrondissement) follow at 8.9% and 8.4%.

Standout	Neighborhood	Value	Count behind it	Map
#1 12th Arrondissement	Paris 12e Arrondissement	9.5%	72 for 760 in the category	9.5%
#2 16th Arrondissement (west)also spans 16th Arrondissement	Paris 16e Arrondissement	8.9%	731 for 8,232 in the category	8.9%
#3 Notre-Dame des Champsalso spans Saint-Germain l'Auxerrois	Paris 6e Arrondissement	8.4%	4,485 for 53,203 in the category	8.4%
#4 16th Arrondissement (west 2)also spans 16th Arrondissement	Paris 16e Arrondissement	8.1%	70 for 861 in the category	8.1%
#5 Bois de Vincennes	Paris 12e Arrondissement	7.3%	106 for 1,446 in the category	7.3%

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows residents aged 80 and over in every hex of Paris on the Amount map, then groups the hexes with the most into the Standouts below. 12th Arrondissement (Paris 12e Arrondissement) ranks #1: 9.5% across 8 hexes (72 residents aged 80 and over of 760). 16th Arrondissement (west) (Paris 16e Arrondissement) ranks #2: 8.9% across 15 hexes (731 residents aged 80 and over of 8,232). It spans 16th Arrondissement. Notre-Dame des Champs (Paris 6e Arrondissement) ranks #3: 8.4% across 49 hexes (4,485 residents aged 80 and over of 53,203). It spans Saint-Germain l'Auxerrois. 16th Arrondissement (west 2) (Paris 16e Arrondissement) ranks #4: 8.1% across 9 hexes (70 residents aged 80 and over of 861). It spans 16th Arrondissement. Bois de Vincennes (Paris 12e Arrondissement) ranks #5: 7.3% across 10 hexes (106 residents aged 80 and over of 1,446). Each Standout is a group of hexes within a 1,200 m radius.

Measured as residents aged 80 and over (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
80+ years (count) source

Open this answer on the Amount map of Pariscount · rate · density · shareRead the guide: Share of its category explained

Immigrants as a share of all residents on the Amount map — INSEE RP 2021 (IRIS), INSEE's own definition

The map shows immigrant residents, with the highest concentration around Bois de Boulogne (Paris 16e Arrondissement) at 33.2% (111 immigrant residents of 334). The 12th Arrondissement (Paris 12e Arrondissement) follows at 28.2%, and the 19th Arrondissement (Paris 19e Arrondissement) at 24.5%.

Standout	Neighborhood	Value	Count behind it	Map
#1 Bois de Boulogne	Paris 16e Arrondissement	33.2%	111 for 334 in the category	33.2%
#2 12th Arrondissementalso spans Bois de Vincennes	Paris 12e Arrondissement	28.2%	189 for 671 in the category	28.2%
#3 19th Arrondissement	Paris 19e Arrondissement	24.5%	8,101 for 33,119 in the category	24.5%
#4 13th Arrondissement	Paris 13e Arrondissement	22.4%	16,707 for 74,651 in the category	22.4%
#5 Parc de Montsouris	Paris 14e Arrondissement	20.8%	10,237 for 49,145 in the category	20.8%

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows immigrant residents in every hex of Paris on the Amount map, then groups the hexes with the most into the Standouts below. Bois de Boulogne (Paris 16e Arrondissement) ranks #1, showing 33.2% across 49 hexes (111 immigrant residents of 334). The 12th Arrondissement (Paris 12e Arrondissement) ranks #2, showing 28.2% across 48 hexes (189 immigrant residents of 671). The 19th Arrondissement (Paris 19e Arrondissement) ranks #3, showing 24.5% across 20 hexes (8,101 immigrant residents of 33,119). The 13th Arrondissement (Paris 13e Arrondissement) ranks #4, showing 22.4% across 25 hexes (16,707 immigrant residents of 74,651). Parc de Montsouris (Paris 14e Arrondissement) ranks #5, showing 20.8% across 21 hexes (10,237 immigrant residents of 49,145). Each Standout is a group of hexes within a 1,200 m radius.

Measured as immigrant residents (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Immigrant (count) source

Open this answer on the Amount map of Pariscount · rate · density · shareRead the guide: Share of its category explained

Where do social benefits make up a far larger share of income than the Paris average?

Social benefits as a share of household income against the Paris average on the Fair share map — INSEE Filosofi 2021

Around Quartier de la Chapelle (Paris 18e Arrondissement), income from social benefits run at 2.3× the Paris average (844.6% here). Gare (Paris 13e Arrondissement) and 20th Arrondissement (Paris 20e Arrondissement) sit at 1.6× and 1.9×.

Standout	Neighborhood	Against the average	Count	Base	Map
#1 Quartier de la Chapellealso spans Pont-de-Flandre	Paris 18e Arrondissement	2.3× the average	—	—	2.3× the average
#2 Garealso spans Bercy	Paris 13e Arrondissement	1.6× the average	—	—	1.6× the average
#3 20th Arrondissementalso spans d'Amerique	Paris 20e Arrondissement	1.9× the average	—	—	1.9× the average
#4 Saint-Lambert	Paris 15e Arrondissement	1.9× the average	—	—	1.9× the average
#5 Clignancourt	Paris 18e Arrondissement	2.3× the average	—	—	2.3× the average

Paris 18e Arrondissement as a whole averages 509%, 1.4× Paris's figure.
Paris 13e Arrondissement as a whole averages 500.5%, 1.4× Paris's figure.
Paris 20e Arrondissement as a whole averages 611.5%, 1.7× Paris's figure.
Paris 15e Arrondissement as a whole averages 285.2%, 0.8× Paris's figure.

Compared with the whole-city figure; a per-hex census figure is an estimate for that hex.

Full breakdown & sources

This answer compares income from social benefits in every hex of Paris with the city average on the Fair share map, then groups the hexes with the most into the Standouts below. Quartier de la Chapelle (Paris 18e Arrondissement) ranks #1 with 2.3× the average across 48 hexes. Gare (Paris 13e Arrondissement) ranks #2 with 1.6× the average across 38 hexes. 20th Arrondissement (Paris 20e Arrondissement) ranks #3 with 1.9× the average across 38 hexes. Saint-Lambert (Paris 15e Arrondissement) ranks #4 with 1.9× the average across 25 hexes. Clignancourt (Paris 18e Arrondissement) ranks #5 with 2.3× the average across 24 hexes. Each Standout is a group of hexes within a 1,200 m radius.

Measured as income from social benefits (2021) on the Fair share map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Social benefits share (rate) source

Open this answer on the Fair share map of ParisLocation QuotientRead the guide: Fair share, the Location Quotient explained

Where do hotels cluster in Paris?

Mapped hotels on the Clusters map — Overture Maps

Around 9th Arrondissement (Paris 9e Arrondissement) and 1st Arrondissement (Paris 1er Arrondissement), hotels form a cluster the test confirms as genuinely busy; the pattern is not chance. 462 hexes across Paris test as genuinely busy.

Standout	Neighborhood	Verdict	Hexes	Map
#1 9th Arrondissementalso spans Clignancourt	Paris 9e Arrondissement	genuinely busy	49	Genuinely busy
#2 1st Arrondissementalso spans La Roquette	Paris 1er Arrondissement	genuinely busy	49	Genuinely busy
#3 Neckeralso spans La Monnaie	Paris 15e Arrondissement	genuinely busy	49	Genuinely busy
#4 Chaillotalso spans 8th Arrondissement of Paris	Paris 16e Arrondissement	genuinely busy	49	Genuinely busy
#5 Javelalso spans 7th Arrondissement	Paris 15e Arrondissement	genuinely busy	42	Genuinely busy

A two-sided test with a false-discovery cut; hexes at the edge of the data are not judged.

Full breakdown & sources

This answer tests every hex of Paris for hotels against chance on the Clusters map, then groups the hexes with the most into the Standouts below. 9th Arrondissement (Paris 9e Arrondissement) ranks #1: genuinely busy across 49 hexes. It spans Clignancourt. 1st Arrondissement (Paris 1er Arrondissement) ranks #2: genuinely busy across 49 hexes. It spans La Roquette. Necker (Paris 15e Arrondissement) ranks #3: genuinely busy across 49 hexes. It spans La Monnaie. Chaillot (Paris 16e Arrondissement) ranks #4: genuinely busy across 49 hexes. It spans 8th Arrondissement of Paris. Javel (Paris 15e Arrondissement) ranks #5: genuinely busy across 42 hexes. It spans 7th Arrondissement. Each Standout is a group of hexes within a 1,200 m radius.

Measured as hotels on the Clusters map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026

Open this answer on the Clusters map of ParisGetis-Ord Gi*Read the guide: Clusters, hot spot analysis explained

Where are parks missing for the people who live there in Paris?

Mapped parks within a 10-minute walk against the number Paris's rate predicts for the residents there, on the Missing map — Overture Maps and INSEE RP 2021 (IRIS)

Within a 10-minute walk of Maison Blanche, parks fall short of Paris's rate by about 3 (3 mapped, 5 expected). 12th Arrondissement and Paris 8e Arrondissement are short by about 2 and 1.

Standout	Neighborhood	Short by	Mapped	Expected	Map
#1 Maison Blanchealso spans Salpetriere	Paris 13e Arrondissement	about 3	3	5	Short by about 3
#2 12th Arrondissementalso spans Charonne	Paris 12e Arrondissement	about 2	4	7	Short by about 2
#3 Paris 8e Arrondissementalso spans Epinettes	—	about 1	4	4	Short by about 1
#4 9th Arrondissementalso spans La Chapelle	Paris 9e Arrondissement	about 4	4	8	Short by about 4
#5 15th Arrondissement	Paris 15e Arrondissement	about 2	5	8	Short by about 2

Expected is modeled from the city rate. A zero means nothing mapped, never nothing there.

Full breakdown & sources

This answer shows how many parks each hex of Paris is short of at the city's rate, read within a 10-minute walk, on the Missing map, then groups the hexes with the least into the Standouts below. Maison Blanche ranks #1: short by about 3 across 49 hexes (3 mapped, 5 expected within a 10-minute walk of its top hex). It spans Salpetriere. 12th Arrondissement ranks #2: short by about 2 across 47 hexes (4 mapped, 7 expected within a 10-minute walk of its top hex). It spans Charonne. Paris 8e Arrondissement ranks #3: short by about 1 across 44 hexes (4 mapped, 4 expected within a 10-minute walk of its top hex). It spans Epinettes. 9th Arrondissement ranks #4: short by about 4 across 43 hexes (4 mapped, 8 expected within a 10-minute walk of its top hex). It spans La Chapelle. 15th Arrondissement ranks #5: short by about 2 across 43 hexes (5 mapped, 8 expected within a 10-minute walk of its top hex). Each Standout is a group of hexes within a 1,200 meter radius.

Measured as parks on the Missing map, read within a 10-minute walk; the Standouts are the hexes with the least. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026
Total population (count) source

Open this answer on the Missing map of Parisgap / leakageRead the guide: Missing, gap analysis explained

Which Paris neighborhoods have far more single-parent families than average?

Single-parent families as a share of all families against the Paris average on the Fair share map — INSEE RP 2021 (IRIS)

On the Fair share map, hexes around Saint-Fargeau (Paris 20e Arrondissement) show single-parent families at 1.3× the Paris average, representing 26.4% of families. Grandes Carrieres (Paris 18e Arrondissement) and Maison Blanche (Paris 13e Arrondissement) also stand out, with single-parent families at 1.4× and 1.4× the average respectively.

Standout	Neighborhood	Against the average	Count	Base	Map
#1 Saint-Fargeau	Paris 20e Arrondissement	1.3× the average	—	—	1.3× the average
#2 Grandes Carrieres	Paris 18e Arrondissement	1.4× the average	—	—	1.4× the average
#3 Maison Blanche	Paris 13e Arrondissement	1.4× the average	—	—	1.4× the average
#4 Paris	Paris 14e Arrondissement	1.4× the average	—	—	1.4× the average
#5 Epinettes	Paris 17e Arrondissement	1.5× the average	—	—	1.5× the average

Compared with the whole-city figure; a per-hex census figure is an estimate for that hex.

Full breakdown & sources

This answer uses the Fair share map to compare single-parent families in every hex of Paris with the city average. It then groups the hexes with the most into the Standouts below. Saint-Fargeau (Paris 20e Arrondissement) ranks #1, showing 1.3× the average across 31 hexes. Grandes Carrieres (Paris 18e Arrondissement) ranks #2, with 1.4× the average across 26 hexes. Maison Blanche (Paris 13e Arrondissement) ranks #3, with 1.4× the average across 14 hexes. Paris (Paris 14e Arrondissement) ranks #4, showing 1.4× the average across 16 hexes. Epinettes (Paris 17e Arrondissement) ranks #5, with 1.5× the average across 17 hexes. Each Standout is a group of hexes within a 1,200 m radius.

Measured as single-parent families (2021) on the Fair share map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Single-parent family (count) source

Open this answer on the Fair share map of ParisLocation QuotientRead the guide: Fair share, the Location Quotient explained

Where is Paris's shopping most varied?

How mixed the kinds of shop are, read within a 10-minute walk, on the Variety map — Overture Maps

Within a 10-minute walk, the most varied mix of shop kinds in Paris is around d'Auteuil: very mixed, with no single shop kind above 35%. Quartier de l'Europe and Combat follow, with no single shop kind above 35% and 36% respectively.

Standout	Neighborhood	How mixed	Top kinds	Map
#1 d'Auteuilalso spans Grenelle	Paris 16e Arrondissement	very mixed	Specialty Store 35%, Food And Beverage Store 32%, Fashion And Apparel Store 26%	Very mixed
#2 Quartier de l'Europealso spans Clignancourt	Paris 8e Arrondissement	very mixed	Specialty Store 35%, Fashion And Apparel Store 32%, Food And Beverage Store 28%	Very mixed
#3 Combatalso spans Saint-Fargeau	Paris 19e Arrondissement	very mixed	Food And Beverage Store 36%, Specialty Store 36%, Fashion And Apparel Store 23%	Very mixed
#4 Saint-Vincent-de-Paul	Paris 10e Arrondissement	very mixed	Specialty Store 37%, Food And Beverage Store 30%, Fashion And Apparel Store 29%	Very mixed
#5 12th Arrondissement	Paris 12e Arrondissement	very mixed	Specialty Store 42%, Food And Beverage Store 30%, Fashion And Apparel Store 26%	Very mixed

Counts mapped places of each kind; it says nothing about quality or price.

Full breakdown & sources

This answer shows how mixed the shop kinds are in every hex of Paris, read within a 10-minute walk, on the Variety map, then groups the hexes with the most into the Standouts below. d'Auteuil ranks #1: very mixed across 43 hexes (Specialty Store 35%, Food And Beverage Store 32%, Fashion And Apparel Store 26%). Quartier de l'Europe ranks #2: very mixed across 42 hexes (Specialty Store 35%, Fashion And Apparel Store 32%, Food And Beverage Store 28%). Combat ranks #3: very mixed across 39 hexes (Food And Beverage Store 36%, Specialty Store 36%, Fashion And Apparel Store 23%). Saint-Vincent-de-Paul ranks #4: very mixed across 31 hexes (Specialty Store 37%, Food And Beverage Store 30%, Fashion And Apparel Store 29%). 12th Arrondissement ranks #5: very mixed across 29 hexes (Specialty Store 42%, Food And Beverage Store 30%, Fashion And Apparel Store 26%). Each Standout is a group of hexes within a 1,200 m radius.

Measured as shop kinds on the Variety map, read within a 10-minute walk; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026

Open this answer on the Variety map of Parishow mixed · how even · how many kindsRead the guide: How mixed, the Simpson index explained

Households whose reference person is retired, as a share of all households, on the Amount map — INSEE RP 2021 (IRIS)

The map shows where retired households are most concentrated. Retired households peak around Quartier d'Auteuil (Paris 16e Arrondissement) with 27.8% (2,028 retired households of 7,303). 12th Arrondissement (Paris 12e Arrondissement) and Domaine du Bois (Paris 12e Arrondissement) follow at 27% and 24.3% respectively.

Standout	Neighborhood	Value	Count behind it	Map
#1 Quartier d'Auteuil	Paris 16e Arrondissement	27.8%	2,028 for 7,303 in the category	27.8%
#2 12th Arrondissement	Paris 12e Arrondissement	27%	410 for 1,516 in the category	27%
#3 Domaine du Bois	Paris 12e Arrondissement	24.3%	107 for 441 in the category	24.3%
#4 Plaisance	Paris 14e Arrondissement	23.8%	9,363 for 39,390 in the category	23.8%
#5 15th Arrondissementalso spans 7th Arrondissement	Paris 15e Arrondissement	23.7%	11,955 for 50,528 in the category	23.7%

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows retired households in every hex of Paris on the Amount map, then groups the hexes with the most into the Standouts below. Quartier d'Auteuil (Paris 16e Arrondissement) ranks #1: 27.8% across 14 hexes (2,028 retired households of 7,303). 12th Arrondissement (Paris 12e Arrondissement) ranks #2: 27% across 28 hexes (410 retired households of 1,516). Domaine du Bois (Paris 12e Arrondissement) ranks #3: 24.3% across 21 hexes (107 retired households of 441). Plaisance (Paris 14e Arrondissement) ranks #4: 23.8% across 28 hexes (9,363 retired households of 39,390). 15th Arrondissement (Paris 15e Arrondissement) ranks #5: 23.7% across 49 hexes (11,955 retired households of 50,528). It spans 7th Arrondissement. Each Standout is a group of hexes within a 1,200 m radius.

Measured as retired households (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Retired (count) source

Open this answer on the Amount map of Pariscount · rate · density · shareRead the guide: Share of its category explained

Where is Paris's cultural scene densest against the city average?

Mapped arts and entertainment places per km² against the Paris average on the Fair share map — Overture Maps

Around 6th Arrondissement (Paris 6e Arrondissement), arts and entertainment places run at 5.4× the Paris average (1,365 arts and entertainment places across 4.4 km²). La Madeleine (Paris 8e Arrondissement) and Saint-Thomas d'Aquin (Paris 7e Arrondissement) sit at 3.3× and 2.6×.

Standout	Neighborhood	Against the average	Count	Base	Map
#1 6th Arrondissementalso spans 3rd Arrondissement	Paris 6e Arrondissement	5.4× the average	1,365	4.41 km²	5.4× the average
#2 La Madeleinealso spans 9th Arrondissement	Paris 8e Arrondissement	3.3× the average	706	3.76 km²	3.3× the average
#3 Saint-Thomas d'Aquin	Paris 7e Arrondissement	2.6× the average	377	2.54 km²	2.6× the average
#4 Faubourg du Roule	Paris 8e Arrondissement	3.1× the average	185	1.03 km²	3.1× the average
#5 4th Arrondissement	Paris 4e Arrondissement	2.6× the average	186	1.22 km²	2.6× the average

Paris 6e Arrondissement as a whole has 465 arts and entertainment places across 2.1 km², 225.1 per km², 4.0× Paris's figure.
Paris 8e Arrondissement as a whole has 509 arts and entertainment places across 3.9 km², 132.2 per km², 2.4× Paris's figure.
Paris 7e Arrondissement as a whole has 302 arts and entertainment places across 4.3 km², 69.9 per km², 1.3× Paris's figure.
Paris 4e Arrondissement as a whole has 312 arts and entertainment places across 1.7 km², 184.6 per km², 3.3× Paris's figure.

Compared with the whole-city rate; a place record means it is mapped, not open or licensed.

Full breakdown & sources

This answer compares arts and entertainment places in every hex of Paris with the city average on the Fair share map, then groups the hexes with the most into the Standouts below. 6th Arrondissement (Paris 6e Arrondissement) ranks #1, showing 5.4× the average across 47 hexes (1,365 arts and entertainment places across 4.4 km²). It spans 3rd Arrondissement. La Madeleine (Paris 8e Arrondissement) ranks #2, showing 3.3× the average across 40 hexes (706 arts and entertainment places across 3.8 km²). It spans 9th Arrondissement. Saint-Thomas d'Aquin (Paris 7e Arrondissement) ranks #3, showing 2.6× the average across 27 hexes (377 arts and entertainment places across 2.5 km²). Faubourg du Roule (Paris 8e Arrondissement) ranks #4, showing 3.1× the average across 11 hexes (185 arts and entertainment places across 1 km²). 4th Arrondissement (Paris 4e Arrondissement) ranks #5, showing 2.6× the average across 13 hexes (186 arts and entertainment places across 1.2 km²). Each Standout is a group of hexes within a 1,200 m radius.

Measured as arts and entertainment places on the Fair share map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026

Open this answer on the Fair share map of ParisLocation QuotientRead the guide: Fair share, the Location Quotient explained

Where are Paris's richest and poorest households closest together?

9th-decile income against 1st-decile income — an income spread score (INSEE, IRIS level)

In Paris, the top Standouts are Porte Dauphine (Paris 16e Arrondissement), 6th Arrondissement (Paris 6e Arrondissement), and 10th Arrondissement (Paris 10e Arrondissement). Porte Dauphine (Paris 16e Arrondissement) leads with a score of 68.1/100 across 50 hexes, with median incomes of 145,494 and 12,726. Each Standout is a group of high-scoring hexes within a 1,200 m radius.

Standout	Neighborhood	Score	Headline factor	Map
#1 Porte Dauphinealso spans 7th Arrondissement	Paris 16e Arrondissement	68	median income: 145,494	Score 68
#2 6th Arrondissementalso spans 3rd Arrondissement	Paris 6e Arrondissement	66	median income: 88,146	Score 66
#3 10th Arrondissementalso spans Quartier de Clignancourt	Paris 10e Arrondissement	56	median income: 67,600	Score 56
#4 Grenellealso spans d'Auteuil	Paris 15e Arrondissement	55	median income: 96,802	Score 55
#5 7th Arrondissementalso spans 15th Arrondissement	Paris 7e Arrondissement	52	median income: 137,865	Score 52

A shortlist by 2 factors, not a site recommendation.

How this answer was built

The two ends of the published distribution, scored against each other: a high 9th decile ranks up and a high 1st decile ranks down, so hexes where the top runs far ahead of the bottom rise to the top of the list. Both measures come from the same table over the same households.

Measure	Direction	Importance	Why it’s here
9th decile income (EUR/yr per CU)	More is better	50%	The published 9th decile — the income the top tenth of local households exceed.
1st decile income (EUR/yr per CU)	Less is better	50%	The published 1st decile, scored inverted so a low bottom end ranks higher.

What this can’t tell you

Deciles describe the shape of a distribution, not the number of households in it. Nor does the spread say anything about why it exists — a student neighborhood and a mixed-tenure neighborhood can produce the same gap.

Try changing it

· Switch to the Gini index for a single-number summary of the same idea.
· Look at the 1st decile alone to find where the bottom of the distribution is lowest.

All of these are adjustable on the Paris map on the Free Tier.

Full breakdown & sources

This answer ranks every hex in Paris based on two factors: 9th decile income (EUR/yr per CU), where more is better (importance 50%), and 1st decile income (EUR/yr per CU), where less is better (importance 50%). The top-scoring hexes are then grouped into Standouts. Porte Dauphine (Paris 16e Arrondissement) is #1 with a score of 68.1/100 across 50 hexes, showing median incomes of 145,494 and 12,726. 6th Arrondissement (Paris 6e Arrondissement) is #2 with a score of 66.4/100 across 48 hexes, with median incomes of 88,146 and 11,526. 10th Arrondissement (Paris 10e Arrondissement) is #3 with a score of 56.2/100 across 49 hexes, with median incomes of 67,600 and 11,318. Grenelle (Paris 15e Arrondissement) is #4 with a score of 55.2/100 across 47 hexes, with median incomes of 96,802 and 13,134. 7th Arrondissement (Paris 7e Arrondissement) is #5 with a score of 52.4/100 across 49 hexes, with median incomes of 137,865 and 14,852. Each Standout is a group of high-scoring hexes within a 1,200 m radius.

Factors: 9th decile income (EUR/yr per CU) (2021) and 1st decile income (EUR/yr per CU) (2021). 947 of 1,118 hexes in Paris were eligible and ranked. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
9th decile income (EUR/yr per CU) (mean) source
1st decile income (EUR/yr per CU) (mean) source

Open this answer on the Score map of Parisweighted sum · balanced

Households of five or more people as a share of all households on the Amount map — INSEE RP 2021 (IRIS)

Households of five or more people are most common around Villette (Paris 19e Arrondissement), where 15.7% (1,800 of 11,487 households) have five or more people. The 12th Arrondissement (east) (Paris 12e Arrondissement) follows at 15.3%, and Bois de Boulogne (Paris 16e Arrondissement) shows 14.6%.

Standout	Neighborhood	Value	Count behind it	Map
#1 Villette	Paris 19e Arrondissement	15.7%	1,800 for 11,487 in the category	15.7%
#2 12th Arrondissement (east)also spans 12th Arrondissement	Paris 12e Arrondissement	15.3%	25 for 163 in the category	15.3%
#3 Bois de Boulogne	Paris 16e Arrondissement	14.6%	40 for 274 in the category	14.6%
#4 16th Arrondissement	Paris 16e Arrondissement	13.3%	36 for 271 in the category	13.3%
#5 12th Arrondissement (east 2)also spans 12th Arrondissement	Paris 12e Arrondissement	12.9%	26 for 201 in the category	12.9%

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows the measure of households of five or more people in every hex of Paris on the Amount map. The hexes with the most households of five or more people are grouped into the Standouts below. Villette (Paris 19e Arrondissement) ranks #1, with 15.7% across 28 hexes (1,800 households of five or more people of 11,487). The 12th Arrondissement (east) (Paris 12e Arrondissement) ranks #2, with 15.3% across 6 hexes (25 households of five or more people of 163). It spans the 12th Arrondissement. Bois de Boulogne (Paris 16e Arrondissement) ranks #3, with 14.6% across 11 hexes (40 households of five or more people of 274). The 16th Arrondissement (Paris 16e Arrondissement) ranks #4, with 13.3% across 9 hexes (36 households of five or more people of 271). The 12th Arrondissement (east 2) (Paris 12e Arrondissement) ranks #5, with 12.9% across 5 hexes (26 households of five or more people of 201). It spans the 12th Arrondissement. Each Standout is a group of hexes within a 1,200 meter radius.

Measured as households of five or more people (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
Households of 5+ people (count) source

Open this answer on the Amount map of Pariscount · rate · density · shareRead the guide: Share of its category explained

Where does the top of Paris's income distribution sit?

9th-decile disposable income per consumption unit on the Amount map — INSEE Filosofi 2021

9th-decile income peaks around 7th Arrondissement (west) (Paris 7e Arrondissement): €149,662, against a Paris figure of €71,692. La Muette (Paris 16e Arrondissement) and La Plaine Monceau (Paris 17e Arrondissement) follow at €149,633 and €116,868.

Standout	Neighborhood	Value	Count behind it	Map
#1 7th Arrondissement (west)also spans 7th Arrondissement, 1st Arrondissement	Paris 7e Arrondissement	€149,662	—	€149,662
#2 La Muette	Paris 16e Arrondissement	€149,633	—	€149,633
#3 La Plaine Monceaualso spans 8th Arrondissement of Paris	Paris 17e Arrondissement	€116,868	—	€116,868
#4 7th Arrondissement (south-west)also spans 7th Arrondissement, Val de Grace	Paris 7e Arrondissement	€113,126	—	€113,126
#5 d'Auteuil	Paris 16e Arrondissement	€99,278	—	€99,278

Paris 7e Arrondissement as a whole averages €149,895, 2.1× Paris's figure.
Paris 16e Arrondissement as a whole averages €120,340, 1.7× Paris's figure.
Paris 17e Arrondissement as a whole averages €83,789, 1.2× Paris's figure.

A per-hex census figure is an estimate for that hex; the source is INSEE Filosofi 2021.

Full breakdown & sources

This answer shows 9th-decile income in every hex of Paris on the Amount map, then groups the hexes with the most into the Standouts below. 7th Arrondissement (west) (Paris 7e Arrondissement) ranks #1: €149,662 across 39 hexes. It spans 7th Arrondissement and 1st Arrondissement. La Muette (Paris 16e Arrondissement) ranks #2: €149,633 across 30 hexes. La Plaine Monceau (Paris 17e Arrondissement) ranks #3: €116,868 across 49 hexes. It spans 8th Arrondissement of Paris. 7th Arrondissement (south-west) (Paris 7e Arrondissement) ranks #4: €113,126 across 49 hexes. It spans 7th Arrondissement and Val de Grace. d'Auteuil (Paris 16e Arrondissement) ranks #5: €99,278 across 27 hexes. Each Standout is a group of hexes within a 1,200 m radius.

Measured as 9th-decile income (2021) on the Amount map; the Standouts are the hexes with the most. Last computed September 30, 2026.

Sources

INSEE Filosofi 2021 — Institut national de la statistique et des études économiques (INSEE), counted as of December 31, 2021
9th decile income (EUR/yr per CU) (mean) source

Open this answer on the Amount map of Pariscount · rate · density · share

Which of Paris's nightlife neighborhoods are easiest to reach by transit?

Bar and nightlife place count blended with transit stops — an access overlap score

In Paris, the highest-ranking Standouts are 11th Arrondissement, 10th Arrondissement, and La Monnaie. 11th Arrondissement leads with a score of 70.7/100 across 49 hexes, where the data shows ≈269 bars & nightlife places nearby and ≈52 transit stops. Each Standout is a group of high-scoring hexes within a 1,200 m radius.

Standout	Neighborhood	Score	Headline factor	Map
#1 11th Arrondissementalso spans 1st Arrondissement	Paris 11e Arrondissement	71	≈269 bars & nightlife places nearby	Score 71
#2 10th Arrondissementalso spans Quartier de l'Europe	Paris 10e Arrondissement	63	≈182 bars & nightlife places nearby	Score 63
#3 La Monnaiealso spans Paris	Paris 6e Arrondissement	48	≈127 bars & nightlife places nearby	Score 48
#4 Sainte-Margueritealso spans Charonne	Paris 12e Arrondissement	46	≈116 bars & nightlife places nearby	Score 46
#5 Palais Royalalso spans Faubourg du Roule	Paris 1er Arrondissement	41	≈67 bars & nightlife places nearby	Score 41

A shortlist by 2 factors, not a site recommendation.

How this answer was built

Mapped nightlife places alongside mapped transit stops. Both are observed geometry rather than survey data, so this score describes the built environment rather than any population.

Measure	Direction	Importance	Why it’s here
bar and nightlife	More is better	60%	Rollup count of mapped bars and nightlife places.
transit stop count	More is better	40%	Count of mapped transit stops in the hex.

What this can’t tell you

Stop counts carry no timetable, and Paris-style late-night service is exactly what a stop count cannot see — a hex with many daytime-only stops outranks one with a night-bus route. Place counts carry no capacity or opening hours.

Try changing it

· Drop the transit term to rank on place density alone.
· Add the 18-24 age band to weigh a resident base into the same view.

All of these are adjustable on the Paris map on the Free Tier.

Full breakdown & sources

This answer ranks every hex in Paris on bar and nightlife (more is better, importance 60%) and transit stop count (more is better, importance 40%), then groups the top-scoring hexes into the Standouts below. 11th Arrondissement ranks #1 with a score of 70.7/100 across 49 hexes, with ≈269 bars & nightlife places nearby and ≈52 transit stops. 10th Arrondissement ranks #2 with a score of 63.3/100 across 49 hexes, with ≈182 bars & nightlife places nearby and ≈77 transit stops. La Monnaie ranks #3 with a score of 48.4/100 across 49 hexes, with ≈127 bars & nightlife places nearby and ≈50 transit stops. Sainte-Marguerite ranks #4 with a score of 46/100 across 49 hexes, with ≈116 bars & nightlife places nearby and ≈44 transit stops. Palais Royal ranks #5 with a score of 40.6/100 across 38 hexes, with ≈67 bars & nightlife places nearby and ≈26 transit stops. Each Standout is a group of high-scoring hexes within a 1,200 m radius.

Factors: bar and nightlife and transit stop count. 1,080 of 1,118 hexes in Paris were eligible and ranked. Last computed September 30, 2026.

Sources

Overture Maps 2026-06-17.0 — Overture Maps Foundation, counted as of June 17, 2026

Open this answer on the Score map of Parisweighted sum · balanced

How these answers were made

Every answer reads Paris hex by hex on one of the map types below, then groups the hexes at the end it asks about into Standouts. Sources: INSEE Filosofi 2021.

Score — Each factor ranks every hex from 0 to 100 against the rest of the city; the Score adds them by importance, and a hex with no data for a factor is scored on the factors it has.
Amount — The Amount map shows one measure in every hex, as a total, per 1 000 residents, per km² or as a share of its category; a Standout pools the hexes inside its circle.
Variety — The Variety map scores how mixed a set of kinds is in each hex, from one kind only to an even mix; a Standout groups the most mixed third.
Fair share — The Fair share map divides each hex's rate by the whole city's rate, so 1× is exactly average; a Standout groups the hexes furthest from it on one side.
Missing — The Missing map applies the whole city's rate to each hex's residents to say how many there would be at that rate, and shows the difference in whole places.
Clusters — The Clusters map tests whether a hex and its neighbors hold more, or less, of a measure than chance would explain, with a correction for testing every hex at once.

Each hex is an H3 resolution 9 hexagon. Each Standout gathers hexes within 1.2 km of its center, and the 5 strongest are kept. Change the size on the map to widen or tighten them.

Hexes are only ranked where the thing being measured could actually exist, so a Less is better factor 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. A hex that already has some of the measure is always ranked.

Dating the numbers

Filosofi combines tax and social records for the 2021 fiscal year; figures describe that year as a whole rather than a single day.
Places, buildings and transportation come from a dated Overture Maps release. A place record means the place is mapped, not that it is licensed, open, or of any particular size.
INSEE Filosofi 2021 is a single vintage, so nothing here describes growth, decline or any change over time.
“Owner-occupier rate” 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 labeled with a tier. The tier caps what the answer may claim, whatever the numbers say.

T4 — This is a ranking of hexes, not a measurement of people. The factors it combines are counted in different universes — the data contains no table crossing them — so a high rank means both factors rank high in the same hex, not that they describe the same residents.

Learn more about how the score works

About the author

Tinkal Gogoi(LinkedIn profile, opens in a new tab)Founder & Location Data Engineer

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.

Paris questions answered

How to use these

Questions on this page

Where should you open a new café in Paris?

How this answer was built

The same question for other kinds of place

Which parts of Paris have the densest walkable streets and transit?

How this answer was built

Where is public transit densest in Paris?

Where is Paris most densely populated?

Where is median disposable income highest in Paris?

Where is the poverty rate highest in Paris?

Where do homeowners live in Paris?

Where is the social mix of households widest in Paris?

Where is Paris's food scene most varied?

Where is nightlife concentrated in Paris — and is it a real cluster?

Where are grocery stores missing for the people who live there in Paris?

Where is household income most built on pensions in Paris?

Where do Paris's highest poverty rates meet the thinnest grocery presence?

How this answer was built

Where are manager and professional households far above the Paris average?

Which Paris neighborhoods have more than their fair share of cafés?

Where do restaurants cluster in Paris, and is it a real cluster?

Where do residents aged 25 to 39 live in Paris?

Where are pharmacies missing for the people who live there in Paris?

Where do people live alone in Paris?

Where is Paris's nightlife most varied?

Which Paris neighborhoods have far more couples with children than average?

Where do children under 18 live in Paris?

Where do Paris's shops cluster, and is it a real cluster?

Where are bank branches missing for the people who live there in Paris?

Where is the gap between the highest and lowest incomes widest in Paris?

Which Paris neighborhoods have more than their fair share of restaurants?

Where do Paris's oldest residents live?

Where do immigrant residents live in Paris?

Where do social benefits make up a far larger share of income than the Paris average?

Where do hotels cluster in Paris?

Where are parks missing for the people who live there in Paris?

Which Paris neighborhoods have far more single-parent families than average?

Where is Paris's shopping most varied?

Where do retired households live in Paris?

Where is Paris's cultural scene densest against the city average?

Where are Paris's richest and poorest households closest together?

How this answer was built

Where do large households live in Paris?

Where does the top of Paris's income distribution sit?

Which of Paris's nightlife neighborhoods are easiest to reach by transit?

How this answer was built

How these answers were made

Dating the numbers

How far each answer can be pushed