US university proximity amenities and success signals

How dense are restaurants, cafes, bars and sports facilities within a 15-minute walk of sixteen major US campuses, and does that density track the attainment, income and jobs of the same neighbourhood, or the university's standing?

Run on with 339 tool calls. This is a simple analysis published for general information only. It is not advice, not a prediction and not for use in any decision. Read the disclaimer.

Steps: university proximity amenities and success signals (runs of 2026-10-31 and 2026-11-01)

Every number in report.md and report.html comes from one of the 339 published-action calls logged below, or from arithmetic on them (groupings, per-km² rates, min-max indices, correlations) described in the report's methodology. The report is pass 2; pass 1 is kept here because it is where the declared-centre rule came from.

1. Discover

  1. The place taxonomy (catalog.place_categories, v8_national_us) has no "restaurant" category: restaurants are the 65 Food & Beverage level-2 categories minus the cafe, bar and non-restaurant groups below. Cafes: Coffee Shop, Bakery & Pastry, Bagel Shop, Bubble Tea, Juice & Smoothie. Bars: Bar, Cocktail Bar, Wine Bar, Sports Bar, Pub & Brewery, Lounge & Nightclub, Hookah Lounge. Not restaurants: Caterer, Winery, Food & Beverage - Other. Sports facilities: Gym & Fitness Center, Sports Club & Facility, Recreation Center, Boxing Gym, Martial Arts, Yoga Studio, Pilates Studio. There is no stadium, arena or campus-recreation category. Campuses are the Education level-2 category "College & University" and the anchor type campus.
  2. Signals that exist: residents' educational attainment, college enrolment, employment and industry shares (area_profile.education_labor); median household income, per-capita income and poverty (income_distribution); LODES workplace primary jobs and sector counts (workplace_jobs); job inflow and outflow (daytime_population, which returns flows, not a daytime population); the momentum score and regime (area_change.momentum, used in pass 1 only). Research output, citations and rankings do not exist.
  3. Pilot on UT Austin (calls 1 to 11): find_geography.geocode of the campus name returned three ambiguous department and satellite points, so campus listings were found with places.find filtered to the category instead.

2. Select

Sixteen campuses chosen by name for geographic spread and a public/private mix (ten public, six private): Harvard, Columbia, Penn, Georgia Tech, UT Austin, Michigan, Ohio State, Washington, Stanford, UC Berkeley, UCLA, Chicago, Duke, Florida, Arizona State, Wisconsin-Madison. The atlas cannot rank institutions by size or quality, so the names are an input to the case and are stated as such in the brief.

3. Pass 1: the main listing as origin (calls 1 to 190)

Eleven calls per campus: places.find with the campus state, filter.name and filter.categories: ["College & University"] sorted by confidence (with places.resolve as the fallback where the first page held only departments); routing.catchment walk 15 minutes from the listing point; places.count for Food & Beverage (top_n: 80, every level-2 count), for the seven sports categories, and for College & University as a coverage check; area_profile.population, education_labor, income_distribution, workplace_jobs, daytime_population; area_change.momentum. Calls 187 to 190 were a sensitivity check for Ohio State from the Ohio Union.

What pass 1 taught, and why there is a pass 2:

  • Columbia's listing point snapped to an isolated campus path (428 nodes, 0.55 km²) and had to be re-run from the 116th Street gate.
  • Ohio State's listing (281 W Lane Ave) sits at the western edge of a very large campus: 14 food and drink places in its walk against 152 from the Ohio Union. Florida's listing has no street address; Stanford's is the main quad; Wisconsin's is Lincoln Drive. The "sparsest" list was partly an artefact of where listings sit.
  • Michigan's LODES tract jobs are 64,821 (2016), 23,935 (2021) and 0 (2023), and Stanford's rise from 4,315 (2016) to 20,454 (2021) as a coverage change, so the momentum regimes for both were artefacts; momentum was dropped.
  • The resident signals were a function of student density, so a control for it was needed.

4. Pass 2: the student union as declared centre (calls 191 to 339)

Nine calls per campus, in this order:

  1. find_geography.geocode of the student union's street address (an input to the case), include_places_fallback: true: the first candidate with confidence 0.7 or more and not ambiguous. Columbia's Lerner Hall (2920 Broadway) snapped to the same isolated path as the listing had, so the intersection Broadway & W 115th St (confidence 0.95) was used; Florida's Reitz Union address was ORIGIN_UNROUTABLE and Museum Rd & Reitz Union Dr (0.95) was used; Georgia Tech's address geocoded with the campus ZIP rather than the given one and was accepted at 0.85. All other unions resolved at 0.85.
  2. routing.catchment walk, 15 minutes, from that point; the cat_ handle, tract count and area recorded. Ohio State reused the sensitivity handle from pass 1.
  3. places.count on the handle, Food & Beverage, per_capita: true, top_n: 80.
  4. places.count, the seven sports categories.
  5. area_profile.population (missing_values: exclude): population, density, median age, 18-to-24 share.
  6. area_profile.income_distribution: median household income (binned median, 2024 dollars), per-capita income (status proxy), poverty share.
  7. area_profile.education_labor: bachelor's+ and graduate shares (25+), college enrolment, unemployment, education/health industry share.
  8. area_profile.workplace_jobs: LODES workplace primary jobs with NAICS 61 and 54.
  9. area_profile.daytime_population: inbound, outbound and net job flows.

Anomalies recorded as they appeared: Michigan's NAICS 61 education jobs are 265 (coverage break); UCLA's and Florida's university payroll is coded to NAICS 62 health (15,760 and 10,317); Duke's shed includes its hospital (22,571 health jobs); UT Austin's includes 8,727 public-administration jobs from the Capitol complex. Total jobs and net inflow are usable for all but Michigan; the education-sector split is not comparable and was not used. Per-1,000 rates swing on small dormitory-heavy denominators at Duke, Stanford, Florida and Arizona State, which is why the amenity index uses per-km² rates.

5. Derive (no further calls)

  • Groupings of the level-2 counts into restaurants, cafes and bars as in section 1; food and drink = the three together.
  • Rates per 1,000 residents (from the count call's residents) and per km² (from the catchment's area); net job inflow per resident = (inbound − outbound jobs) / residents.
  • Min-max indices over the sixteen; amenity index = 0.7 N(food and drink per km²) + 0.3 N(sports per km²); success index = mean of N(bachelor's+), N(graduate share), N(median household income), N(workplace jobs per km²). Tertile labels; combined rank by rank sum.
  • Pearson r and Spearman rho for every amenity measure against every signal; a two-sided p for rho from a t approximation (df = 14); the partial Spearman correlation with the 18-to-24 share held constant (rank residuals); the Spearman rho of the 18-to-24 share itself against each signal.
  • Outside view only: Spearman rho of the QS 2026 world rank (sign reversed so that higher is better) against the amenity index, food and drink per km² and the success index.

6. Report

build_case_v2.py (session scratchpad, not committed) rendered report.md and report.html from results_v2.json: tables only, inline CSS, light and dark themes, no scripts or external resources. The conclusion and outside view were written by hand after web searches on the same question; the outside view is the only place outside sources appear, and the QS ranks are used nowhere else.

Measurement 1 against measurement 2

Measurement 1 started the walk from each campus's main College & University listing; measurement 2 from the student union. Spearman rho between the two food-and-drink densities across the sixteen: +0.71.

UniversityFood & drink /km², listing originFood & drink /km², union originRank (listing)Rank (union)MovedFood & drink, listingFood & drink, union
Columbia University103.6103.1110336336
University of California, Berkeley64.472.4220244282
University of Pennsylvania50.553.1330205202
University of Wisconsin-Madison16.257.3114753166
University of Michigan45.645.4550188184
University of Washington47.041.746-2181165
The University of Texas at Austin28.146.11073122174
Harvard University32.934.078-1151150
Arizona State University37.841.269-3152162
University of California, Los Angeles29.630.2910-1121120
Georgia Institute of Technology32.724.6811-313289
The Ohio State University3.133.81412212141
University of Chicago10.917.0161334269
University of Florida3.611.115141847
Duke University16.411.41315-25342
Stanford University9.37.71216-43829
Full call log: all 339 calls with their arguments and results

Pass 1 (calls 1 to 190)

#ActionArgumentsResult
1places.find{"state":"MA","filter":{"name":"Harvard University","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size":8}13 matches; main campus 318037b4 Harvard University, Massachusetts Hall, [-71.1182488,42.3744368]
2routing.catchment{"origin":[-71.1182488,42.3744368],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M697QMM78SXCNC0WPN6D5SGN tracts 16 area_m2 4595937.1 nodes 10317
3places.count{"context":"cat_01M697QMM78SXCNC0WPN6D5SGN","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 157 open 157; residents 35301.48; per 1000 4.447; Coffee Shop 21, Bar 6
4places.count{"context":"cat_01M697QMM78SXCNC0WPN6D5SGN","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 41; per 1000 1.161; Sports Club & Facility 24
5places.count{"context":"cat_01M697QMM78SXCNC0WPN6D5SGN","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 92
6area_profile.population{"context":"cat_01M697QMM78SXCNC0WPN6D5SGN","missing_values":"exclude"}population 35301.48 (moe90 1245); density 8092.2/km2; median age 27.97; age 18-24 share 0.3150
7area_profile.education_labor{"context":"cat_01M697QMM78SXCNC0WPN6D5SGN","missing_values":"exclude"}bachelors+ 0.8703; grad 0.5540; college enrol 0.4073; unemp 0.0280; LFP 0.6253; edu/health ind 0.4691; prof ind 0.2153
8area_profile.income_distribution{"context":"cat_01M697QMM78SXCNC0WPN6D5SGN","missing_values":"exclude"}median HH income 121799.23 (binned_median); per capita 72968 (proxy); poverty share 0.1382
9area_profile.workplace_jobs{"context":"cat_01M697QMM78SXCNC0WPN6D5SGN","missing_values":"exclude"}workplace primary jobs 34246.58; NAICS 61 education 21847.96; NAICS 54 prof/sci 1964.08; jobs change 2019-23 -0.0242 (proxy)
10area_profile.daytime_population{"context":"cat_01M697QMM78SXCNC0WPN6D5SGN","missing_values":"exclude"}no daytime population metric; inbound jobs 33713.70, outbound 13862.87, net inflow 19850.82; population 35301.48
11area_change.momentum{"context":"cat_01M697QMM78SXCNC0WPN6D5SGN"}momentum 0.0520 stable; pop g -0.0063 z -0.372; jobs g 0.0201 z 0.217; income g 0.0131 z 0.104; rent g 0.0075 z -0.012; nightlight g 0.1481 z 0.350
12places.find{"state":"NY","filter":{"name":"Columbia University","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size":8}48 matches, first page departments only; no main-campus record on page 1
13places.resolve{"name":"Columbia University","location":"New York, NY 10027"}ambiguous, 70 candidates; first candidate Columbia University, 116th and Broadway, 2eb62b97, [-73.9625727,40.8075355] chosen as main campus
14routing.catchment{"origin":[-73.9625727,40.8075355],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M697TZ442N5FG2FHHZNK4KHB tracts 7 area_m2 545834.5 nodes 428 (implausibly small: origin snapped to a poorly connected campus path) - DISCARDED
15routing.catchment{"origin":[-73.96411,40.80772],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M697V6SHQFNNYTWG1TE7BJRA tracts 21 area_m2 3244632.9 nodes 4973 (origin: 116 St-Columbia University gate point from the resolver candidates) - USED
16places.count{"context":"cat_01M697V6SHQFNNYTWG1TE7BJRA","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 355; residents 75301.81; per 1000 4.714; Coffee Shop 50, Bar 11
17places.count{"context":"cat_01M697V6SHQFNNYTWG1TE7BJRA","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 86; per 1000 1.142; Sports Club & Facility 39
18places.count{"context":"cat_01M697V6SHQFNNYTWG1TE7BJRA","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 210
19area_profile.population{"context":"cat_01M697V6SHQFNNYTWG1TE7BJRA","missing_values":"exclude"}population 75301.81 (moe90 2580); density 32158.98/km2; median age 34.71; age 18-24 share 0.1791
20area_profile.education_labor{"context":"cat_01M697V6SHQFNNYTWG1TE7BJRA","missing_values":"exclude"}bachelors+ 0.6222; grad 0.3501; college enrol 0.2352; unemp 0.0984; LFP 0.6175; edu/health ind 0.3993; prof ind 0.1570
21area_profile.income_distribution{"context":"cat_01M697V6SHQFNNYTWG1TE7BJRA","missing_values":"exclude"}median HH income 80812.67 (binned_median); per capita 55941 (proxy); poverty share 0.2047
22area_profile.workplace_jobs{"context":"cat_01M697V6SHQFNNYTWG1TE7BJRA","missing_values":"exclude"}workplace primary jobs 46693.17; NAICS 61 education 34183.73; NAICS 54 prof/sci 450.02; jobs change 2019-23 -0.0605 (proxy)
23area_profile.daytime_population{"context":"cat_01M697V6SHQFNNYTWG1TE7BJRA","missing_values":"exclude"}no daytime value; inbound 46013.54, outbound 29478.22, net inflow 16535.32
24area_change.momentum{"context":"cat_01M697V6SHQFNNYTWG1TE7BJRA"}momentum -0.2050 stable; pop g -0.0052 z -0.336; jobs g 0.0074 z 0.154; income g -0.0026 z -0.277; rent g 0.0040 z -0.091; nightlight g -0.0122 z -0.755
25places.find{"state":"PA","filter":{"name":"University of Pennsylvania","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size34 matches; page 1 schools/departments and other PA universities; no main record
26places.resolve{"name":"University of Pennsylvania","location":"Philadelphia, PA 19104"}ambiguous, 49 candidates; first candidate University of Pennsylvania 82ecf402 [-75.1910161,39.9515013] chosen
27routing.catchment{"origin":[-75.1910161,39.9515013],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M697YK09JDT8T68DF0Y6CNH5 tracts 14 area_m2 4061064.5 nodes 6656
28places.count{"context":"cat_01M697YK09JDT8T68DF0Y6CNH5","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 233; residents 31602.76; per 1000 7.373; Coffee Shop 39, Bar 3
29places.count{"context":"cat_01M697YK09JDT8T68DF0Y6CNH5","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 45; per 1000 1.424
30places.count{"context":"cat_01M697YK09JDT8T68DF0Y6CNH5","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 162
31area_profile.population{"context":"cat_01M697YK09JDT8T68DF0Y6CNH5","missing_values":"exclude"}population 31602.76 (moe90 1323); density 8293.69/km2; median age 21.96; age 18-24 share 0.5501
32area_profile.education_labor{"context":"cat_01M697YK09JDT8T68DF0Y6CNH5","missing_values":"exclude"}bachelors+ 0.8044; grad 0.4396; college enrol 0.5919; unemp 0.0905; LFP 0.5835; edu/health ind 0.4478; prof ind 0.1422
33area_profile.income_distribution{"context":"cat_01M697YK09JDT8T68DF0Y6CNH5","missing_values":"exclude"}median HH income 63769.29; per capita 28742 (proxy); poverty share 0.2940
34area_profile.workplace_jobs{"context":"cat_01M697YK09JDT8T68DF0Y6CNH5","missing_values":"exclude"}workplace primary jobs 71382.59; NAICS 61 26926.50; NAICS 54 7694.88; jobs change 2019-23 +0.0550 (proxy)
35area_profile.daytime_population{"context":"cat_01M697YK09JDT8T68DF0Y6CNH5","missing_values":"exclude"}inbound 71182.80, outbound 8462.35, net inflow 62720.46
36area_change.momentum{"context":"cat_01M697YK09JDT8T68DF0Y6CNH5"}momentum 0.0328 stable; pop g 0.0101 z 0.185; jobs g 0.0225 z 0.229; income g 0.0006 z -0.200; rent g 0.0044 z -0.082; nightlight g 0.1045 z 0.050
37places.find{"state":"GA","filter":{"name":"Georgia Institute of Technology","categories":["College & University"],"open_status":"open"},"sort":"confidence","page9 matches; main record Georgia Institute of Technology 6cc2fae3 [-84.3979638,33.7779791]
38routing.catchment{"origin":[-84.3979638,33.7779791],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M6981SY1S63ZDN69XJQYBRNA tracts 11 area_m2 4031132.9 nodes 7681
39places.count{"context":"cat_01M6981SY1S63ZDN69XJQYBRNA","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 140; residents 19149.47; per 1000 7.311; Coffee Shop 18, Bar 6
40places.count{"context":"cat_01M6981SY1S63ZDN69XJQYBRNA","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 31; per 1000 1.619
41places.count{"context":"cat_01M6981SY1S63ZDN69XJQYBRNA","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 84
42area_profile.population{"context":"cat_01M6981SY1S63ZDN69XJQYBRNA","missing_values":"exclude"}population 19149.47 (moe90 800); density 4771.02/km2; median age 23.64; age 18-24 share 0.5492
43area_profile.education_labor{"context":"cat_01M6981SY1S63ZDN69XJQYBRNA","missing_values":"exclude"}bachelors+ 0.7644; grad 0.3699; college enrol 0.5857; unemp 0.0662; LFP 0.5950; edu/health ind 0.3055; prof ind 0.2300
44area_profile.income_distribution{"context":"cat_01M6981SY1S63ZDN69XJQYBRNA","missing_values":"exclude"}median HH income 90289.49; per capita 48440 (proxy); poverty share 0.2385
45area_profile.workplace_jobs{"context":"cat_01M6981SY1S63ZDN69XJQYBRNA","missing_values":"exclude"}workplace primary jobs 34218.34; NAICS 61 7851.52; NAICS 54 4226.76; jobs change 2019-23 +0.3013 (proxy)
46area_profile.daytime_population{"context":"cat_01M6981SY1S63ZDN69XJQYBRNA","missing_values":"exclude"}inbound 34039.62, outbound 5528.53, net inflow 28511.09
47area_change.momentum{"context":"cat_01M6981SY1S63ZDN69XJQYBRNA"}momentum 0.1621 stable; pop g 0.0328 z 0.957; jobs g 0.0522 z 0.376; income g 0.0035 z -0.129; rent g 0.0183 z 0.236; nightlight g -0.0459 z -0.987
48places.find{"state":"TX","filter":{"name":"The University of Texas at Austin","categories":["College & University"],"open_status":"open"},"sort":"confidence","pa12 matches; main record The University of Texas at Austin 016b634e, 110 Inner Campus Drive [-97.7335226,30.2850284]
49routing.catchment{"origin":[-97.7335226,30.2850284],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M697M8B9Y0VD6ZNC2WXJ9TS4 reused (same spec resolved earlier this session); tracts 9 area_m2 4341788.4 nodes 8505
50places.count{"context":"cat_01M697M8B9Y0VD6ZNC2WXJ9TS4","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 134; residents 21412.02; per 1000 6.258; Coffee Shop 31, Bar 7
51places.count{"context":"cat_01M697M8B9Y0VD6ZNC2WXJ9TS4","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 25; per 1000 1.168
52places.count{"context":"cat_01M697M8B9Y0VD6ZNC2WXJ9TS4","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 160
53area_profile.income_distribution{"context":"cat_01M697M8B9Y0VD6ZNC2WXJ9TS4","missing_values":"exclude"}median HH income 44281.75; per capita 13101 (proxy); poverty share 0.4049
54area_profile.population{"context":"cat_01M697M8B9Y0VD6ZNC2WXJ9TS4","missing_values":"exclude"}population 21412.02 (moe90 919); density 4931.61/km2; median age 20.58; age 18-24 share 0.7212
55area_profile.education_labor{"context":"cat_01M697M8B9Y0VD6ZNC2WXJ9TS4","missing_values":"exclude"}bachelors+ 0.7830; grad 0.3225; college enrol 0.7579; unemp 0.0771; LFP 0.5138; edu/health ind 0.4323; prof ind 0.1155
56area_profile.workplace_jobs{"context":"cat_01M697M8B9Y0VD6ZNC2WXJ9TS4","missing_values":"exclude"}workplace primary jobs 33827.32; NAICS 61 12900.58; NAICS 54 2481.35; jobs change 2019-23 +0.0950 (proxy)
57area_profile.daytime_population{"context":"cat_01M697M8B9Y0VD6ZNC2WXJ9TS4","missing_values":"exclude"}inbound 33558.76, outbound 5170.35, net inflow 28388.41
58area_change.momentum{"context":"cat_01M697M8B9Y0VD6ZNC2WXJ9TS4"}momentum 0.2133 stable; pop g -0.0036 z -0.279; jobs g 0.0198 z 0.216; income g 0.0684 z 1.439; rent g 0.0010 z -0.159; nightlight g -0.0398 z -0.945
59places.find{"state":"MI","filter":{"name":"University of Michigan","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size":8}51 matches; page 1 has departments, Flint and Brighton records, no Ann Arbor main record
60places.resolve{"name":"University of Michigan","location":"Ann Arbor, MI 48109"}ambiguous, 77 candidates; first candidate University of Michigan, 500 S State St, db5fba1e [-83.7382071,42.277145] chosen
61routing.catchment{"origin":[-83.7382071,42.277145],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M6986PQ6RM9BTHPPRTYK6G3D tracts 9 area_m2 4119058.7 nodes 9114
62places.find{"state":"OH","filter":{"name":"The Ohio State University","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size"24 matches; main record The Ohio State University 2c5d3921, 281 W Lane Ave [-83.0282624,40.0060889]
63places.count{"context":"cat_01M6986PQ6RM9BTHPPRTYK6G3D","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 203; residents 23942.94; per 1000 8.478; Coffee Shop 35, Bar 14
64places.count{"context":"cat_01M6986PQ6RM9BTHPPRTYK6G3D","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 33; per 1000 1.378
65places.count{"context":"cat_01M6986PQ6RM9BTHPPRTYK6G3D","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 59
66area_profile.population{"context":"cat_01M6986PQ6RM9BTHPPRTYK6G3D","missing_values":"exclude"}population 23942.94 (moe90 1709); density 5998.50/km2; median age 21.15; age 18-24 share 0.8209
67area_profile.education_labor{"context":"cat_01M6986PQ6RM9BTHPPRTYK6G3D","missing_values":"exclude"}bachelors+ 0.8119; grad 0.4637; college enrol 0.8135; unemp 0.0771; LFP 0.4777; edu/health ind 0.4716; prof ind 0.1056
68area_profile.income_distribution{"context":"cat_01M6986PQ6RM9BTHPPRTYK6G3D","missing_values":"exclude"}median HH income 34829.93; per capita 28089 (proxy); poverty share 0.6060
69area_profile.workplace_jobs{"context":"cat_01M6986PQ6RM9BTHPPRTYK6G3D","missing_values":"exclude"}workplace primary jobs 23935.08; NAICS 61 286.33 (implausibly low); NAICS 54 1708.19; NAICS 62 health 13876.08; jobs change 2019-23 null (source_or_denominator_unavailable)
70area_profile.daytime_population{"context":"cat_01M6986PQ6RM9BTHPPRTYK6G3D","missing_values":"exclude"}inbound 23846.23, outbound 3580.42, net inflow 20265.81
71area_change.momentum{"context":"cat_01M6986PQ6RM9BTHPPRTYK6G3D"}momentum -1.0663 declining; jobs_by_year 2016 64820.84, 2021 23935.08, 2023 0 -> jobs g -1 z -3 (ARTEFACT: LODES 2023 absent for these tracts); pop g -0.0066 z -0.382; income g -0.0152 z -0.581; rent
72routing.catchment{"origin":[-83.0282624,40.0060889],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M6987WJ9TEKN919HJ5V43M1W tracts 4 area_m2 3924266.9 nodes 4077
73places.count{"context":"cat_01M6987WJ9TEKN919HJ5V43M1W","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 14; residents 5378.99; per 1000 2.603; Coffee Shop 5, Bar 2 (point sits at the west edge of a very large campus)
74places.count{"context":"cat_01M6987WJ9TEKN919HJ5V43M1W","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 32; per 1000 5.949 (athletic district)
75places.count{"context":"cat_01M6987WJ9TEKN919HJ5V43M1W","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 32
76area_profile.population{"context":"cat_01M6987WJ9TEKN919HJ5V43M1W","missing_values":"exclude"}population 5378.99 (moe90 306); density 1422.88/km2; median age 19.96; age 18-24 share 0.8360
77area_profile.education_labor{"context":"cat_01M6987WJ9TEKN919HJ5V43M1W","missing_values":"exclude"}bachelors+ 0.5429; grad 0.3040; college enrol 0.8666; unemp 0.1067; LFP 0.4535; edu/health ind 0.3891; prof ind 0.0727
78area_profile.income_distribution{"context":"cat_01M6987WJ9TEKN919HJ5V43M1W","missing_values":"exclude"}median HH income 31531.25; per capita 14291 (proxy); poverty share 0.5738
79area_profile.workplace_jobs{"context":"cat_01M6987WJ9TEKN919HJ5V43M1W","missing_values":"exclude"}workplace primary jobs 9439.19; NAICS 61 7097.09; NAICS 54 117.10; jobs change 2019-23 -0.0616 (proxy)
80area_profile.daytime_population{"context":"cat_01M6987WJ9TEKN919HJ5V43M1W","missing_values":"exclude"}inbound 9419.51, outbound 941.70, net inflow 8477.82
81area_change.momentum{"context":"cat_01M6987WJ9TEKN919HJ5V43M1W"}momentum 0.2772 rising; pop g 0.0016 z -0.103; jobs g 0.0440 z 0.336; income g 0.0526 z 1.057; rent g -0.0009 z -0.204; nightlight g 0.0817 z -0.108
82places.find{"state":"WA","filter":{"name":"University of Washington","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size":50 matches; page 1 schools/departments/Bothell; no main record
83places.resolve{"name":"University of Washington","location":"Seattle, WA 98195"}ambiguous, 45 candidates; first candidate University of Washington, 1410 NE Campus Pkwy, e8462b62 [-122.3126784,47.6565919] chosen
84places.find{"state":"CA","filter":{"name":"Stanford University","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size":8}19 matches; main record Stanford University 3dc02fdc, 450 Jane Stanford Way [-122.17006,37.42766] (a same-name Palo Alto office at 744 San Antonio Rd was skipped)
85routing.catchment{"origin":[-122.3126784,47.6565919],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M698CE5FT5VFQPMG26Q65NBB tracts 11 area_m2 3847532.5 nodes 11484
86routing.catchment{"origin":[-122.17006,37.42766],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M698CJJX7A2QFA60Z9ANQZN5 tracts 4 area_m2 4091503.6 nodes 7131
87places.find{"state":"CA","filter":{"name":"University of California, Berkeley","categories":["College & University"],"open_status":"open"},"sort":"confidence","p5 matches; main record University of California, Berkeley 6b1d4097 [-122.255463,37.8712141]
88places.count{"context":"cat_01M698CE5FT5VFQPMG26Q65NBB","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 193; residents 25044.60; per 1000 7.706; Coffee Shop 27, Bar 5
89places.count{"context":"cat_01M698CE5FT5VFQPMG26Q65NBB","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 32; per 1000 1.278
90places.count{"context":"cat_01M698CE5FT5VFQPMG26Q65NBB","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 144
91routing.catchment{"origin":[-122.255463,37.8712141],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M698DB472VA561BGK4PTH7GY tracts 11 area_m2 3785956.8 nodes 8839
92area_profile.population{"context":"cat_01M698CE5FT5VFQPMG26Q65NBB","missing_values":"exclude"}population 25044.60 (moe90 1404); density 7779.62/km2; median age 22.08; age 18-24 share 0.6243
93area_profile.education_labor{"context":"cat_01M698CE5FT5VFQPMG26Q65NBB","missing_values":"exclude"}bachelors+ 0.7064; grad 0.3230; college enrol 0.6248; unemp 0.0800; LFP 0.5819; edu/health ind 0.3037; prof ind 0.1848
94area_profile.income_distribution{"context":"cat_01M698CE5FT5VFQPMG26Q65NBB","missing_values":"exclude"}median HH income 45039.59; per capita 29341 (proxy); poverty share 0.3713
95area_profile.workplace_jobs{"context":"cat_01M698CE5FT5VFQPMG26Q65NBB","missing_values":"exclude"}workplace primary jobs 19247.61; NAICS 61 13729.33; NAICS 54 573.51; jobs change 2019-23 +0.0866 (proxy)
96area_profile.daytime_population{"context":"cat_01M698CE5FT5VFQPMG26Q65NBB","missing_values":"exclude"}inbound 19135.18, outbound 6900.47, net inflow 12234.71
97area_change.momentum{"context":"cat_01M698CE5FT5VFQPMG26Q65NBB"}momentum 0.0053 stable; pop g 0.0122 z 0.255; jobs g -0.0001 z 0.117; income g 0.0126 z 0.090; rent g -0.0021 z -0.231; nightlight g 0.0380 z -0.409
98places.count{"context":"cat_01M698CJJX7A2QFA60Z9ANQZN5","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 51; residents 11395.00; per 1000 4.476; Coffee Shop 22, no Bar category (Pub & Brewery 1, Sports Bar 1, Lounge 1)
99places.count{"context":"cat_01M698CJJX7A2QFA60Z9ANQZN5","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 25; per 1000 2.194
100places.count{"context":"cat_01M698CJJX7A2QFA60Z9ANQZN5","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 66
101area_profile.population{"context":"cat_01M698CJJX7A2QFA60Z9ANQZN5","missing_values":"exclude"}population 11395.00 (moe90 489); density 2853.27/km2; median age 22.05; age 18-24 share 0.5907
102area_profile.education_labor{"context":"cat_01M698CJJX7A2QFA60Z9ANQZN5","missing_values":"exclude"}bachelors+ 0.9069; grad 0.5362; college enrol 0.8160; unemp 0.0856; LFP 0.5289; edu/health ind 0.6169; prof ind 0.1355
103area_profile.income_distribution{"context":"cat_01M698CJJX7A2QFA60Z9ANQZN5","missing_values":"exclude"}median HH income 65041.31; per capita 28006 (proxy); poverty share 0.1788; housing outlay proxies source_geography_absent
104area_profile.workplace_jobs{"context":"cat_01M698CJJX7A2QFA60Z9ANQZN5","missing_values":"exclude"}workplace primary jobs 17129.74; NAICS 61 11388.04; NAICS 54 189.82; jobs change 2019-23 +1.3176 (proxy; LODES coverage jump)
105area_profile.daytime_population{"context":"cat_01M698CJJX7A2QFA60Z9ANQZN5","missing_values":"exclude"}inbound 17000.87, outbound 1968.30, net inflow 15032.58
106area_change.momentum{"context":"cat_01M698CJJX7A2QFA60Z9ANQZN5"}momentum 0.4310 rising; jobs_by_year 2016 4314.71, 2021 20453.72, 2023 17129.74 (coverage jump); pop g 0.0358 z 1.056; jobs g 0.2177 z 1.196; income g 0.0145 z 0.135; rent g 0.0045 z -0.081; nightligh
107places.count{"context":"cat_01M698DB472VA561BGK4PTH7GY","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 253; residents 28947.38; per 1000 8.740; Coffee Shop 38, Bar 6
108places.count{"context":"cat_01M698DB472VA561BGK4PTH7GY","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 34; per 1000 1.175
109places.count{"context":"cat_01M698DB472VA561BGK4PTH7GY","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 110
110area_profile.population{"context":"cat_01M698DB472VA561BGK4PTH7GY","missing_values":"exclude"}population 28947.38 (moe90 1389); density 8051.62/km2; median age 21.59; age 18-24 share 0.6405
111area_profile.education_labor{"context":"cat_01M698DB472VA561BGK4PTH7GY","missing_values":"exclude"}bachelors+ 0.7309; grad 0.3762; college enrol 0.6992; unemp 0.0812; LFP 0.4926; edu/health ind 0.3724; prof ind 0.1426
112area_profile.income_distribution{"context":"cat_01M698DB472VA561BGK4PTH7GY","missing_values":"exclude"}median HH income 53289.60; per capita 22270 (proxy); poverty share 0.4123
113area_profile.workplace_jobs{"context":"cat_01M698DB472VA561BGK4PTH7GY","missing_values":"exclude"}workplace primary jobs 10850.36; NAICS 61 4157.94; NAICS 54 1092.79; jobs change 2019-23 -0.0321 (proxy)
114area_profile.daytime_population{"context":"cat_01M698DB472VA561BGK4PTH7GY","missing_values":"exclude"}inbound 10655.40, outbound 7047.38, net inflow 3608.02
115area_change.momentum{"context":"cat_01M698DB472VA561BGK4PTH7GY"}momentum -0.2987 cooling; jobs_by_year 2016 15687.39, 2021 8857.14, 2023 10850.36; pop g -0.0065 z -0.378; jobs g -0.0513 z -0.136; income g -0.0005 z -0.225; rent g -0.0206 z -0.653; nightlight g 0.0
116places.find{"state":"CA","filter":{"name":"University of California, Los Angeles","categories":["College & University"],"open_status":"open"},"sort":"confidence"1 match; University of California, Los Angeles b2201a70 [-118.4438495,34.0699182]
117places.find{"state":"IL","filter":{"name":"University of Chicago","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size":8}35 matches; main record The University of Chicago 0efe8293, 5801 S Ellis Ave [-87.6003953,41.7904484]
118places.find{"state":"NC","filter":{"name":"Duke University","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size":8}15 matches; main record 'Duke University - Main Campus' 3f7cb837 [-78.9274099,36.0027607] (East Campus side)
119routing.catchment{"origin":[-118.4438495,34.0699182],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M698K8NEH3VRSDW2KK8X813M tracts 11 area_m2 4093368.3 nodes 8353
120routing.catchment{"origin":[-87.6003953,41.7904484],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M698KDKXW4EA600RT0X94X80 tracts 15 area_m2 3839136.6 nodes 4479
121routing.catchment{"origin":[-78.9274099,36.0027607],"mode":"walk","cutoff":{"value":15,"unit":"minutes"}}cat_01M698KA118G46RKRVN4CN8HGZ tracts 6 area_m2 3232459.4 nodes 3528
122places.find{"state":"FL","filter":{"name":"University of Florida","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size":8}30 matches; page 1 colleges/offices, no main record
123places.resolve{"name":"University of Florida","location":"Gainesville, FL 32611"}ambiguous, 9 candidates; first candidate University of Florida a8003285 [-82.3533266,29.6465428] chosen
124places.count{"context":"cat_01M698K8NEH3VRSDW2KK8X813M","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 135; residents 31409.84; per 1000 4.298; Coffee Shop 24, Bar 1
125places.count{"context":"cat_01M698K8NEH3VRSDW2KK8X813M","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 25; per 1000 0.796
126places.count{"context":"cat_01M698K8NEH3VRSDW2KK8X813M","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 65
127area_profile.population{"context":"cat_01M698K8NEH3VRSDW2KK8X813M","missing_values":"exclude"}population 31409.84 (moe90 1285); density 7745.37/km2; median age 20.93; age 18-24 share 0.7536
128area_profile.education_labor{"context":"cat_01M698K8NEH3VRSDW2KK8X813M","missing_values":"exclude"}bachelors+ 0.6927; grad 0.3563; college enrol 0.7836; unemp 0.1603; LFP 0.4538; edu/health ind 0.5081; prof ind 0.1053
129area_profile.income_distribution{"context":"cat_01M698K8NEH3VRSDW2KK8X813M","missing_values":"exclude"}median HH income 47231.88; per capita 11535 (proxy); poverty share 0.4622
130area_profile.workplace_jobs{"context":"cat_01M698K8NEH3VRSDW2KK8X813M","missing_values":"exclude"}workplace primary jobs 22033.40; NAICS 61 219.62 (implausibly low; NAICS 62 health 15554.62); NAICS 54 634.02; jobs change 2019-23 0.0 (proxy)
131area_profile.daytime_population{"context":"cat_01M698K8NEH3VRSDW2KK8X813M","missing_values":"exclude"}inbound 21899.06, outbound 6466.41, net inflow 15432.64
132area_change.momentum{"context":"cat_01M698K8NEH3VRSDW2KK8X813M"}momentum 0.1404 stable; pop g 0.0116 z 0.238; jobs g 0.0544 z 0.387; income g 0.0323 z 0.566; rent g -0.0126 z -0.470; nightlight g 0.0344 z -0.433
133places.count{"context":"cat_01M698KDKXW4EA600RT0X94X80","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 46; residents 20618.90; per 1000 2.231; Coffee Shop 11, Bar 2
134places.count{"context":"cat_01M698KDKXW4EA600RT0X94X80","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 9; per 1000 0.436
135places.count{"context":"cat_01M698KDKXW4EA600RT0X94X80","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 67
136area_profile.population{"context":"cat_01M698KDKXW4EA600RT0X94X80","missing_values":"exclude"}population 20618.90 (moe90 898); density 5601.91/km2; median age 26.76; age 18-24 share 0.3067
137area_profile.education_labor{"context":"cat_01M698KDKXW4EA600RT0X94X80","missing_values":"exclude"}bachelors+ 0.6901; grad 0.4739; college enrol 0.3588; unemp 0.0944; LFP 0.5968; edu/health ind 0.5374; prof ind 0.1219
138area_profile.income_distribution{"context":"cat_01M698KDKXW4EA600RT0X94X80","missing_values":"exclude"}median HH income 61389.07; per capita 41152 (proxy); poverty share 0.2760
139area_profile.workplace_jobs{"context":"cat_01M698KDKXW4EA600RT0X94X80","missing_values":"exclude"}workplace primary jobs 27523.09; NAICS 61 13764.73; NAICS 54 190.70; jobs change 2019-23 +0.4856 (proxy)
140area_profile.daytime_population{"context":"cat_01M698KDKXW4EA600RT0X94X80","missing_values":"exclude"}inbound 27365.81, outbound 7452.49, net inflow 19913.33
141area_change.momentum{"context":"cat_01M698KDKXW4EA600RT0X94X80"}momentum 0.3082 rising; pop g 0.0182 z 0.460; jobs g 0.0221 z 0.227; income g 0.0235 z 0.354; rent g 0.0079 z -0.003; nightlight g 0.1868 z 0.617
142places.count{"context":"cat_01M698KA118G46RKRVN4CN8HGZ","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B total 55; residents 5664.05; per 1000 9.710; Coffee Shop 11, Bar 1
143places.count{"context":"cat_01M698KA118G46RKRVN4CN8HGZ","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports total 6; per 1000 1.059
144places.count{"context":"cat_01M698KA118G46RKRVN4CN8HGZ","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 19
145area_profile.population{"context":"cat_01M698KA118G46RKRVN4CN8HGZ","missing_values":"exclude"}population 5664.05 (moe90 310); density 1753.87/km2; median age 22.92; age 18-24 share 0.4572
146area_profile.education_labor{"context":"cat_01M698KA118G46RKRVN4CN8HGZ","missing_values":"exclude"}bachelors+ 0.6784; grad 0.3558; college enrol 0.5269; unemp 0.0426; LFP 0.5321; edu/health ind 0.4510; prof ind 0.1660
147area_profile.income_distribution{"context":"cat_01M698KA118G46RKRVN4CN8HGZ","missing_values":"exclude"}median HH income 50465.46; per capita 32360 (proxy); poverty share 0.2195
148area_profile.workplace_jobs{"context":"cat_01M698KA118G46RKRVN4CN8HGZ","missing_values":"exclude"}workplace primary jobs 15934.11; NAICS 61 6265.90; NAICS 54 111.26; NAICS 62 health 8001.42; jobs change 2019-23 +0.0666 (proxy)
149area_profile.daytime_population{"context":"cat_01M698KA118G46RKRVN4CN8HGZ","missing_values":"exclude"}inbound 15899.29, outbound 1569.21, net inflow 14330.08
150area_change.momentum{"context":"cat_01M698KA118G46RKRVN4CN8HGZ"}momentum 0.0529 stable; pop g -0.0018 z -0.218; jobs g 0.0308 z 0.270; income g 0.0157 z 0.167; rent g 0.0153 z 0.168; nightlight g 0.0429 z -0.375
151routing.catchment{"origin":[-82.3533266,29.6465428],"mode":"walk","minutes":15}Florida: handle cat_01M698RXMV8E403NTCXX7TRPDB; 2 tracts, 2,234,866.7 m2, 4,730 nodes
152places.find{"state":"AZ","filter":{"name":"Arizona State University","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size":ASU: main record 58eaac8f 'Arizona State University', 1151 S Forest Ave, Tempe [-111.9278306,33.4229975] chosen from page 1
153places.find{"state":"WI","filter":{"name":"University of Wisconsin","categories":["College & University"],"open_status":"open"},"sort":"confidence","page_size":8Wisconsin: 6 department/system records, no main-campus record on page 1; fall back to places.resolve
154routing.catchment{"origin":[-111.9278306,33.4229975],"mode":"walk","minutes":15}ASU: handle cat_01M698SVQ43XQCMZTNH0AN5PQX; 7 tracts, 4,022,012.9 m2, 5,223 nodes
155places.resolve{"name":"University of Wisconsin-Madison","location":"Madison, WI 53706"}first candidate 'University of Wisconsin–Madison' c9d8ceef, 500 Lincoln Dr [-89.4154526,43.0755143] chosen
156places.count{"context":"cat_01M698RXMV8E403NTCXX7TRPDB","filter":{"categories":["Food & Beverage"],"open_status":"open"},"top_n":80,"per_capita":true}F&B 14; residents 6,931.91; 2.02/1000; budget 11 mid 1
157places.count{"context":"cat_01M698RXMV8E403NTCXX7TRPDB","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports 17; 2.452/1000; Sports Club & Facility 11, Recreation Center 3, Gym 2, Martial Arts 1
158routing.catchment{"origin":[-89.4154526,43.0755143],"mode":"walk","minutes":15}Wisconsin: handle cat_01M698TAHPGQVXNGEQ1B43TCXH; 5 tracts, 3,267,481.4 m2, 6,780 nodes
159places.count{"context":"cat_01M698RXMV8E403NTCXX7TRPDB","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 41
160area_profile.population{"context":"cat_01M698RXMV8E403NTCXX7TRPDB","missing_values":"exclude"}pop 6,931.91 (moe90 146.0); density 3,439.45/km2; median age 19.30; age 18-24 share 0.9323
161area_profile.education_labor{"context":"cat_01M698RXMV8E403NTCXX7TRPDB","missing_values":"exclude"}bachelors+ 0.8206; grad 0.7098; college enrol 0.9777; unemp 0.1251; LFP 0.2396; edu/health ind 0.4427; prof ind 0.0286 (age25+ universe only 248)
162area_profile.income_distribution{"context":"cat_01M698RXMV8E403NTCXX7TRPDB","missing_values":"exclude"}median HH income 20,802.52 (binned_median); per capita 3,493 (proxy); poverty 0.5233; households ~180
163area_profile.workplace_jobs{"context":"cat_01M698RXMV8E403NTCXX7TRPDB","missing_values":"exclude"}primary jobs 7,409.15; NAICS61 7.72; NAICS54 25.00; NAICS62 6,505.97 (UF Health); 2019-23 change -0.0174 (proxy)
164area_profile.daytime_population{"context":"cat_01M698RXMV8E403NTCXX7TRPDB","missing_values":"exclude"}LODES flows only: inbound 7,407.51 outbound 610.94 net 6,796.57; no daytime population value
165area_change.momentum{"context":"cat_01M698RXMV8E403NTCXX7TRPDB"}momentum -0.3063 cooling; pop g 0.0370 z 1.099; jobs g -0.0461 z -0.111; income g -0.0568 z -1.586; rent g 0.0000 z -0.182; nightlight g 0.0345 z -0.433; jobs_by_year 2016 10,306.91 2021 7,016.27 2023
166places.count (failed){"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX","categories":["Food & Beverage"],"per_capita":true,"top_n":80}INVALID_ARGUMENTS: categories sent at top level instead of under filter (my error); retried as call 156
167places.count (failed){"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX","categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","Martial ArINVALID_ARGUMENTS: same argument-shape error; retried as call 157
168places.count (failed){"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX","categories":["College & University"],"top_n":5}INVALID_ARGUMENTS: same argument-shape error; retried as call 158
169area_profile.population{"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX","missing_values":"exclude"}pop 14,295.52 (moe90 636.0); density 3,560.00/km2; median age 21.15; age 18-24 share 0.7007
170places.count{"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX","filter":{"categories":["Food & Beverage"],"open_status":"open"},"top_n":80,"per_capita":true}F&B 163; residents 14,295.52; 11.402/1000; mid 82 budget 57 upscale 22; Coffee Shop 23 Mexican 15
171places.count{"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports 27; 1.889/1000; Sports Club & Facility 18, Gym 6, Yoga 1, Pilates 1, Boxing 1
172places.count{"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 60
173area_profile.education_labor{"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX","missing_values":"exclude"}bachelors+ 0.6009; grad 0.2685; college enrol 0.6858; unemp 0.0752; LFP 0.6159; edu/health ind 0.3097; prof ind 0.0992
174area_profile.income_distribution{"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX","missing_values":"exclude"}median HH income 41,303.91 (binned_median); per capita 25,515 (proxy); poverty 0.3890
175area_profile.workplace_jobs{"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX","missing_values":"exclude"}primary jobs 28,602.70; NAICS61 10,937.03; NAICS54 1,161.72; NAICS52 finance 5,810.48; 2019-23 change +0.0636 (proxy)
176area_profile.daytime_population{"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX","missing_values":"exclude"}LODES flows only: inbound 28,510.13 outbound 3,720.23 net 24,789.90; no daytime population value
177area_change.momentum{"context":"cat_01M698SVQ43XQCMZTNH0AN5PQX"}momentum 0.4139 rising; pop g 0.0256 z 0.710; jobs g 0.0421 z 0.326; income g 0.0385 z 0.716; rent g 0.0183 z 0.237; nightlight g 0.0691 z -0.194; jobs_by_year 2016 21,427.08 2021 25,192.66 2023 28,60
178places.count{"context":"cat_01M698TAHPGQVXNGEQ1B43TCXH","filter":{"categories":["Food & Beverage"],"open_status":"open"},"top_n":80,"per_capita":true}F&B 59; residents 12,003.88; 4.915/1000; budget 27 mid 26 upscale 5; Coffee Shop 13
179places.count{"context":"cat_01M698TAHPGQVXNGEQ1B43TCXH","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports 17; 1.416/1000; Sports Club & Facility 10, Recreation Center 3, Gym 2, Pilates 1, Martial Arts 1
180places.count{"context":"cat_01M698TAHPGQVXNGEQ1B43TCXH","filter":{"categories":["College & University"],"open_status":"open"},"top_n":5}College & University listings 85
181area_profile.population{"context":"cat_01M698TAHPGQVXNGEQ1B43TCXH","missing_values":"exclude"}pop 12,003.88 (moe90 723.0); density 4,322.16/km2; median age 20.53; age 18-24 share 0.7736
182area_profile.education_labor{"context":"cat_01M698TAHPGQVXNGEQ1B43TCXH","missing_values":"exclude"}bachelors+ 0.7954; grad 0.4463; college enrol 0.7783; unemp 0.0418; LFP 0.5340; edu/health ind 0.3997; prof ind 0.1252
183area_profile.income_distribution{"context":"cat_01M698TAHPGQVXNGEQ1B43TCXH","missing_values":"exclude"}median HH income 29,783.94 (binned_median); per capita 8,348 (proxy); poverty 0.5943
184area_profile.workplace_jobs{"context":"cat_01M698TAHPGQVXNGEQ1B43TCXH","missing_values":"exclude"}primary jobs 23,892.12; NAICS61 19,445.52; NAICS54 262.36; NAICS62 2,668.50; 2019-23 change -0.0059 (proxy)
185area_profile.daytime_population{"context":"cat_01M698TAHPGQVXNGEQ1B43TCXH","missing_values":"exclude"}LODES flows only: inbound 23,840.23 outbound 2,244.77 net 21,595.46; no daytime population value
186area_change.momentum{"context":"cat_01M698TAHPGQVXNGEQ1B43TCXH"}momentum -0.2961 cooling; pop g 0.0047 z 0.002; jobs g 0.0241 z 0.237; income g -0.0259 z -0.840; rent g -0.0241 z -0.734; nightlight g 0.0879 z -0.064; jobs_by_year 2016 20,227.60 2021 23,055.98 2023
187find_geography.geocode{"query":"1739 N High St, Columbus, OH 43210","limit":3,"include_places_fallback":true}Ohio Union address resolved: point [-83.0086342, 39.9977463], confidence 0.85 (sensitivity run)
188routing.catchment{"origin":[-83.0086342,39.9977463],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Ohio State Ohio Union walk 15 (sensitivity)"}handle cat_01M6994ZBD1BYK2JBAPRWPRWHD, 11 tracts, 4,176,372 m2, 11,413 nodes reached
189places.count{"context":"cat_01M6994ZBD1BYK2JBAPRWPRWHD","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}total 152 open (Coffee Shop 28, Bar 18, Sandwich Shop 12, Pizza 10, Other 10, Mexican 8, Caterer 1); residents 27,284; 5.571 per 1,000
190places.count{"context":"cat_01M6994ZBD1BYK2JBAPRWPRWHD","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 10 open (Sports Club & Facility 4, Recreation Center 4, Yoga Studio 1, Gym & Fitness Center 1); 0.367 per 1,000

Pass 2 (calls 191 to 339)

#ActionArgumentsResult
191find_geography.geocode{"query":"1350 Massachusetts Ave, Cambridge, MA 02138","limit":3,"include_places_fallback":true}Smith Campus Center resolved: point [-71.1186286, 42.3727578], confidence 0.85, not ambiguous
192routing.catchment{"origin":[-71.1186286,42.3727578],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Harvard union walk 15"}handle cat_01M69C8C7GXDPZP4WFQP4P37Y8, 13 tracts, 4,409,511 m2, 9,909 nodes, snap 10.8 m
193places.count{"context":"cat_01M69C8C7GXDPZP4WFQP4P37Y8","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}total 155 open (Coffee Shop 24, American 13, Ice Cream 10, Indian 9, Pizza 9); residents 33,401; 4.641 per 1,000; tiers mid 76 budget 39 upscale 34 luxury 6
194places.count{"context":"cat_01M69C8C7GXDPZP4WFQP4P37Y8","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 49 (Sports Club 29, Gym 7, Rec Center 6, Yoga 5, Martial Arts 2); 1.467 per 1,000
195area_profile.population{"context":"cat_01M69C8C7GXDPZP4WFQP4P37Y8","missing_values":"exclude"}population 33,400.6 (moe 1,212); density 8,124/km2; median age 27.8; age 18-24 share 0.320
196area_profile.income_distribution{"context":"cat_01M69C8C7GXDPZP4WFQP4P37Y8","missing_values":"exclude"}median HH income $120,456 (binned_median); per-capita $72,968 (proxy); poverty share 0.145
197area_profile.education_labor{"context":"cat_01M69C8C7GXDPZP4WFQP4P37Y8","missing_values":"exclude"}bachelors+ 0.871; graduate 0.561; college enrolment 0.417; unemployment 0.029; edu/health industry 0.478
198area_profile.workplace_jobs{"context":"cat_01M69C8C7GXDPZP4WFQP4P37Y8","missing_values":"exclude"}workplace primary jobs 34,599; NAICS 61 education 21,750; 2019-2023 change +7.6% (proxy); no flows returned
199area_profile.daytime_population{"context":"cat_01M69C8C7GXDPZP4WFQP4P37Y8","missing_values":"exclude"}inbound 34,085; outbound 12,704; net inflow 21,381; no daytime population estimate
200find_geography.geocode{"query":"2920 Broadway, New York, NY 10027","limit":3,"include_places_fallback":true}2920 Broadway resolved: point [-73.9639983, 40.8069173], confidence 0.85, not ambiguous
201routing.catchment{"origin":[-73.9639983,40.8069173],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Columbia union walk 15"}handle cat_01M69CARWT7JB1HPZBKJFE6QRY, only 428 nodes reached, 7 tracts, 545,835 m2 (origin snapped to an isolated campus path, snap 24.5 m); NOT USED
202find_geography.geocode{"query":"Broadway & W 115th St, New York, NY","limit":3,"include_places_fallback":true}intersection Broadway & W 115th St: point [-73.9642951, 40.8073049], confidence 0.95
203routing.catchment{"origin":[-73.9642951,40.8073049],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Columbia union walk 15 (Broadway & 115th)"}handle cat_01M69CB74TC4HRN5XPHKQCY03B, 21 tracts, 3,259,748 m2, 5,162 nodes, snap 0 m
204places.count{"context":"cat_01M69CB74TC4HRN5XPHKQCY03B","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}total 355 open (Coffee Shop 49, Chinese 32, Pizza 20, Bakery 17, Mexican 17, Bar 11); residents 77,843; 4.56 per 1,000; tiers mid 152 budget 114 upscale 78 luxury 2
205places.count{"context":"cat_01M69CB74TC4HRN5XPHKQCY03B","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 88 (Sports Club 39, Gym 19, Martial Arts 10, Pilates 9, Yoga 7, Boxing 2, Rec Center 2); 1.13 per 1,000
206area_profile.population{"context":"cat_01M69CB74TC4HRN5XPHKQCY03B","missing_values":"exclude"}population 77,842.6 (moe 2,720); density 32,899/km2; median age 34.9; age 18-24 share 0.174
207area_profile.income_distribution{"context":"cat_01M69CB74TC4HRN5XPHKQCY03B","missing_values":"exclude"}median HH income $81,648 (binned_median); per-capita $55,941 (proxy); poverty share 0.202
208area_profile.education_labor{"context":"cat_01M69CB74TC4HRN5XPHKQCY03B","missing_values":"exclude"}bachelors+ 0.622; graduate 0.350; college enrolment 0.229; unemployment 0.097; edu/health industry 0.394
209area_profile.workplace_jobs{"context":"cat_01M69CB74TC4HRN5XPHKQCY03B","missing_values":"exclude"}workplace primary jobs 47,640; NAICS 61 education 34,171; 2019-2023 change -6.1% (proxy); no flows
210area_profile.daytime_population{"context":"cat_01M69CB74TC4HRN5XPHKQCY03B","missing_values":"exclude"}inbound 46,943; outbound 30,453; net inflow 16,490
211find_geography.geocode{"query":"3417 Spruce St, Philadelphia, PA 19104","limit":3,"include_places_fallback":true}Houston Hall resolved: point [-75.1937994, 39.9509433], confidence 0.85, not ambiguous
212routing.catchment{"origin":[-75.1937994,39.9509433],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Penn union walk 15"}handle cat_01M69CDD94NCMA13A9VGGZT1J1, 13 tracts, 3,807,253 m2, 6,374 nodes, snap 11.9 m
213places.count{"context":"cat_01M69CDD94NCMA13A9VGGZT1J1","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}total 227 open (Coffee Shop 37, Other 22, Pizza 14, Food Truck 13, Halal 11, Mexican 10); residents 28,307; 8.019 per 1,000; tiers budget 101 mid 100 upscale 10
214places.count{"context":"cat_01M69CDD94NCMA13A9VGGZT1J1","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 37 (Sports Club 26, Gym 5, Rec Center 5, Pilates 1); 1.307 per 1,000
215area_profile.population{"context":"cat_01M69CDD94NCMA13A9VGGZT1J1","missing_values":"exclude"}population 28,307.2 (moe 1,163); density 7,874/km2; median age 21.3; age 18-24 share 0.606
216area_profile.income_distribution{"context":"cat_01M69CDD94NCMA13A9VGGZT1J1","missing_values":"exclude"}median HH income $49,609 (binned_median); per-capita $15,710 (proxy); poverty share 0.372
217area_profile.education_labor{"context":"cat_01M69CDD94NCMA13A9VGGZT1J1","missing_values":"exclude"}bachelors+ 0.769; graduate 0.392; college enrolment 0.647; unemployment 0.097; edu/health industry 0.466
218area_profile.workplace_jobs{"context":"cat_01M69CDD94NCMA13A9VGGZT1J1","missing_values":"exclude"}workplace primary jobs 65,720; NAICS 61 education 26,572 (NAICS 62 health 25,052); 2019-2023 change +8.4% (proxy)
219area_profile.daytime_population{"context":"cat_01M69CDD94NCMA13A9VGGZT1J1","missing_values":"exclude"}inbound 65,557; outbound 6,980; net inflow 58,577
220find_geography.geocode{"query":"351 Ferst Dr NW, Atlanta, GA 30313","limit":3,"include_places_fallback":true}351 Ferst Dr NW resolved (street_interpolated, ZIP returned 30332): point [-84.4025374, 33.776503], confidence 0.85
221routing.catchment{"origin":[-84.4025374,33.776503],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Georgia Tech union walk 15"}handle cat_01M69CFB6TESEQZD9D093V84Q0, 7 tracts, 3,618,278 m2, 6,750 nodes, snap 16.3 m
222places.count (failed){"context":"cat_01M69CFB6TESEQZD9D093V84Q0","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}DEADLINE_EXCEEDED (retryable); retried as 224
223places.count (failed){"context":"cat_01M69CFB6TESEQZD9D093V84Q0","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","DEADLINE_EXCEEDED (retryable); retried as 225
224places.count{"context":"cat_01M69CFB6TESEQZD9D093V84Q0","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}total 93 open (Coffee Shop 9, Pizza 9, Sushi 6, Fast Food 6, Sandwich 6, Bar 4); residents 14,336; 6.487 per 1,000; tiers mid 46 budget 29 upscale 12 luxury 5
225places.count{"context":"cat_01M69CFB6TESEQZD9D093V84Q0","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 29 (Sports Club 14, Rec Center 7, Gym 6, Martial Arts 1, Boxing 1); 2.023 per 1,000
226area_profile.population{"context":"cat_01M69CFB6TESEQZD9D093V84Q0","missing_values":"exclude"}population 14,336.1 (moe 603); density 3,972/km2; median age 22.5; age 18-24 share 0.595
227area_profile.income_distribution{"context":"cat_01M69CFB6TESEQZD9D093V84Q0","missing_values":"exclude"}median HH income $79,169 (binned_median); per-capita $40,740 (proxy); poverty share 0.241
228area_profile.education_labor{"context":"cat_01M69CFB6TESEQZD9D093V84Q0","missing_values":"exclude"}bachelors+ 0.679; graduate 0.321; college enrolment 0.630; unemployment 0.082; edu/health industry 0.309
229area_profile.workplace_jobs{"context":"cat_01M69CFB6TESEQZD9D093V84Q0","missing_values":"exclude"}workplace primary jobs 20,506; NAICS 61 education 7,916; 2019-2023 change +8.9% (proxy)
230area_profile.daytime_population{"context":"cat_01M69CFB6TESEQZD9D093V84Q0","missing_values":"exclude"}inbound 20,406; outbound 3,723; net inflow 16,683
231find_geography.geocode{"query":"2308 Whitis Ave, Austin, TX 78712","limit":3,"include_places_fallback":true}Texas Union (2308 Whitis Ave) resolved: point [-97.7411669, 30.2864973], confidence 0.85
232routing.catchment (failed){"origin":[-97.7411669,30.2864973],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"UT Austin union walk 15"}DEADLINE_EXCEEDED (retryable); retried as 233
233routing.catchment{"origin":[-97.7411669,30.2864973],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"UT Austin union walk 15"}handle cat_01M69CN4FRACW9RW5B4T8QGC3H, 8 tracts, 3,775,631 m2, 7,089 nodes, snap 35.9 m
234places.count (failed){"context":"cat_01M69CN4FRACW9RW5B4T8QGC3H","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}DEADLINE_EXCEEDED (retryable); retried as 235
235places.count (failed){"context":"cat_01M69CN4FRACW9RW5B4T8QGC3H","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}DEADLINE_EXCEEDED again (second attempt); profile calls run first, count retried as 241
236area_profile.population{"context":"cat_01M69CN4FRACW9RW5B4T8QGC3H","missing_values":"exclude"}population 25,517.6 (moe 1,115); density 6,942/km2; median age 20.5; age 18-24 share 0.823
237area_profile.income_distribution{"context":"cat_01M69CN4FRACW9RW5B4T8QGC3H","missing_values":"exclude"}median HH income $27,094 (binned_median); per-capita $13,101 (proxy); poverty share 0.537
238area_profile.education_labor{"context":"cat_01M69CN4FRACW9RW5B4T8QGC3H","missing_values":"exclude"}bachelors+ 0.794; graduate 0.334; college enrolment 0.824; unemployment 0.088; edu/health industry 0.414
239area_profile.workplace_jobs{"context":"cat_01M69CN4FRACW9RW5B4T8QGC3H","missing_values":"exclude"}workplace primary jobs 25,066; NAICS 61 education 4,529 (NAICS 92 public admin 8,727); 2019-2023 change +4.3% (proxy)
240area_profile.daytime_population{"context":"cat_01M69CN4FRACW9RW5B4T8QGC3H","missing_values":"exclude"}inbound 24,915; outbound 6,081; net inflow 18,834
241places.count{"context":"cat_01M69CN4FRACW9RW5B4T8QGC3H","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}third attempt succeeded: total 189 open (Coffee Shop 31, Mexican 14, Bar 11, Other 11, Halal 10, Burger 8, Pizza 8); residents 25,518; 7.407 per 1,000; tiers mid 86 budget 83 upscale 13
242places.count{"context":"cat_01M69CN4FRACW9RW5B4T8QGC3H","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 18 (Sports Club 9, Gym 3, Rec Center 2, Pilates 2, Martial Arts 1, Boxing 1); 0.705 per 1,000 (run resumed after MCP reconnect)
243find_geography.geocode{"query":"530 S State St, Ann Arbor, MI 48109","limit":3,"include_places_fallback":true}Michigan Union (530 S State St) resolved: point [-83.7414612, 42.2751694], confidence 0.85
244routing.catchment{"origin":[-83.7414612,42.2751694],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Michigan union walk 15"}handle cat_01M6AASR2FNQMY1SGENVBYZZKK, 9 tracts, 4,056,958 m2, 8,294 nodes, snap 32.8 m
245places.count{"context":"cat_01M6AASR2FNQMY1SGENVBYZZKK","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}total 198 open (Coffee Shop 34, Bar 14, Other 13, Pizza 8, Ice Cream 8, Korean 7, Pub 7, American 7); residents 23,515; 8.42 per 1,000; tiers mid 104 budget 60 upscale 28 luxury 4
246places.count{"context":"cat_01M6AASR2FNQMY1SGENVBYZZKK","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 39 (Sports Club 16, Gym 9, Martial Arts 5, Pilates 4, Yoga 3, Rec Center 2); 1.659 per 1,000
247area_profile.population{"context":"cat_01M6AASR2FNQMY1SGENVBYZZKK","missing_values":"exclude"}population 23,514.9 (moe 1,627); density 5,825/km2; median age 21.3; age 18-24 share 0.782
248area_profile.income_distribution{"context":"cat_01M6AASR2FNQMY1SGENVBYZZKK","missing_values":"exclude"}median HH income $38,088 (binned_median); per-capita $28,089 (proxy); poverty share 0.579
249area_profile.education_labor{"context":"cat_01M6AASR2FNQMY1SGENVBYZZKK","missing_values":"exclude"}bachelors+ 0.818; graduate 0.469; college enrolment 0.783; unemployment 0.072; edu/health industry 0.467
250area_profile.workplace_jobs{"context":"cat_01M6AASR2FNQMY1SGENVBYZZKK","missing_values":"exclude"}workplace primary jobs 16,795; NAICS 61 education only 265 (NAICS 62 health 7,011); 2019-2023 change source_or_denominator_unavailable (LODES coverage break as in run 1)
251area_profile.daytime_population{"context":"cat_01M6AASR2FNQMY1SGENVBYZZKK","missing_values":"exclude"}inbound 16,703; outbound 3,738; net inflow 12,965
252area_profile.population{"context":"cat_01M6994ZBD1BYK2JBAPRWPRWHD","missing_values":"exclude"}Ohio State (Ohio Union handle): population 27,284.2 (moe 1,222); density 6,603/km2; median age 20.6; age 18-24 share 0.781
253area_profile.income_distribution{"context":"cat_01M6994ZBD1BYK2JBAPRWPRWHD","missing_values":"exclude"}Ohio State: median HH income $31,130 (binned_median); per-capita $14,291 (proxy); poverty share 0.511
254area_profile.education_labor{"context":"cat_01M6994ZBD1BYK2JBAPRWPRWHD","missing_values":"exclude"}Ohio State: bachelors+ 0.559; graduate 0.215; college enrolment 0.775; unemployment 0.093; edu/health industry 0.336
255area_profile.workplace_jobs{"context":"cat_01M6994ZBD1BYK2JBAPRWPRWHD","missing_values":"exclude"}Ohio State: workplace primary jobs 42,678; NAICS 61 education 37,995; 2019-2023 change +18.9% (proxy)
256area_profile.daytime_population{"context":"cat_01M6994ZBD1BYK2JBAPRWPRWHD","missing_values":"exclude"}Ohio State: inbound 42,583; outbound 5,784; net inflow 36,799
257find_geography.geocode{"query":"4001 E Stevens Way NE, Seattle, WA 98195","limit":3,"include_places_fallback":true}HUB (4001 E Stevens Way NE) resolved: point [-122.3050668, 47.6554935], confidence 0.85
258routing.catchment{"origin":[-122.3050668,47.6554935],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Washington union walk 15"}handle cat_01M6AAX2JA9AV72VEHMJ5AG7YG, 10 tracts, 3,954,360 m2, 10,649 nodes, snap 35.3 m
259places.count{"context":"cat_01M6AAX2JA9AV72VEHMJ5AG7YG","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}total 171 open (Coffee Shop 28, Chinese 15, Bubble Tea 13, Mexican 8, Vietnamese 7, Bar 5); residents 20,120; 8.499 per 1,000; tiers mid 90 budget 67 upscale 13
260places.count{"context":"cat_01M6AAX2JA9AV72VEHMJ5AG7YG","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 38 (Sports Club 24, Gym 6, Pilates 4, Rec Center 3, Yoga 1); 1.889 per 1,000
261area_profile.population{"context":"cat_01M6AAX2JA9AV72VEHMJ5AG7YG","missing_values":"exclude"}population 20,120.3 (moe 1,101); density 6,127/km2; median age 21.2; age 18-24 share 0.719
262area_profile.income_distribution{"context":"cat_01M6AAX2JA9AV72VEHMJ5AG7YG","missing_values":"exclude"}median HH income $40,338 (binned_median); per-capita $20,117 (proxy); poverty share 0.425
263area_profile.education_labor{"context":"cat_01M6AAX2JA9AV72VEHMJ5AG7YG","missing_values":"exclude"}bachelors+ 0.669; graduate 0.313; college enrolment 0.733; unemployment 0.093; edu/health industry 0.324
264area_profile.workplace_jobs{"context":"cat_01M6AAX2JA9AV72VEHMJ5AG7YG","missing_values":"exclude"}workplace primary jobs 23,507; NAICS 61 education 19,198; 2019-2023 change +8.7% (proxy)
265area_profile.daytime_population{"context":"cat_01M6AAX2JA9AV72VEHMJ5AG7YG","missing_values":"exclude"}inbound 23,426; outbound 4,565; net inflow 18,862
266find_geography.geocode{"query":"459 Lagunita Dr, Stanford, CA 94305","limit":3,"include_places_fallback":true}Tresidder Union (459 Lagunita Dr) resolved: point [-122.1708598, 37.4241866], confidence 0.85
267routing.catchment{"origin":[-122.1708598,37.4241866],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Stanford union walk 15"}handle cat_01M6AAZJX5PGBWN4635FRX3Z79, 3 tracts, 3,776,907 m2, 5,744 nodes, snap 14.8 m
268places.count{"context":"cat_01M6AAZJX5PGBWN4635FRX3Z79","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}total 39 open (Coffee Shop 17, Other 10, American 3, Sandwich 2; no Bar listing, Sports Bar 1, Lounge 1); residents 9,047; 4.311 per 1,000; tiers budget 23 mid 15
269area_profile.population{"context":"cat_01M6AAZJX5PGBWN4635FRX3Z79","missing_values":"exclude"}population 9,046.9 (moe 405); density 2,579/km2; median age 21.9; age 18-24 share 0.597
270places.count{"context":"cat_01M6AAZJX5PGBWN4635FRX3Z79","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 20 (Sports Club 12, Rec Center 4, Gym 3, Martial Arts 1); 2.211 per 1,000
271area_profile.income_distribution{"context":"cat_01M6AAZJX5PGBWN4635FRX3Z79","missing_values":"exclude"}median HH income $72,748 (binned_median); per-capita $28,006 (proxy); poverty share 0.163; housing-outlay proxies source_geography_absent
272area_profile.education_labor{"context":"cat_01M6AAZJX5PGBWN4635FRX3Z79","missing_values":"exclude"}bachelors+ 0.922; graduate 0.572; college enrolment 0.810; unemployment 0.083; edu/health industry 0.621
273area_profile.workplace_jobs{"context":"cat_01M6AAZJX5PGBWN4635FRX3Z79","missing_values":"exclude"}workplace primary jobs 9,193; NAICS 61 education 8,279; 2019-2023 change -8.0% (proxy)
274area_profile.daytime_population{"context":"cat_01M6AAZJX5PGBWN4635FRX3Z79","missing_values":"exclude"}inbound 9,110; outbound 1,675; net inflow 7,435
275find_geography.geocode{"query":"2495 Bancroft Way, Berkeley, CA 94720","limit":3,"include_places_fallback":true}MLK Jr. Student Union (2495 Bancroft Way, 'Lower level') resolved: point [-122.2596811, 37.8691681], confidence 0.85
276routing.catchment{"origin":[-122.2596811,37.8691681],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Berkeley union walk 15"}handle cat_01M6AB1ZM7E4KTED0BGSNJ48D6, 12 tracts, 3,895,382 m2, 9,442 nodes, snap 24.7 m
277places.count{"context":"cat_01M6AB1ZM7E4KTED0BGSNJ48D6","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}total 293 open (Coffee Shop 44, Chinese 21, Pizza 17, Ice Cream 15, Bubble Tea 15, Mexican 14, Bar 6); residents 32,442; 9.031 per 1,000; tiers mid 161 budget 97 upscale 30 luxury 2
278area_profile.population{"context":"cat_01M6AB1ZM7E4KTED0BGSNJ48D6","missing_values":"exclude"}population 32,442.5 (moe 1,763); density 8,348/km2; median age 21.9; age 18-24 share 0.601
279places.count{"context":"cat_01M6AB1ZM7E4KTED0BGSNJ48D6","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 37 (Sports Club 16, Gym 8, Rec Center 6, Yoga 3, Martial Arts 2, Pilates 1, Boxing 1); 1.14 per 1,000
280area_profile.income_distribution{"context":"cat_01M6AB1ZM7E4KTED0BGSNJ48D6","missing_values":"exclude"}median HH income $56,568 (binned_median); per-capita $30,490 (proxy); poverty share 0.392
281area_profile.education_labor{"context":"cat_01M6AB1ZM7E4KTED0BGSNJ48D6","missing_values":"exclude"}bachelors+ 0.727; graduate 0.376; college enrolment 0.652; unemployment 0.078; edu/health industry 0.359
282area_profile.workplace_jobs{"context":"cat_01M6AB1ZM7E4KTED0BGSNJ48D6","missing_values":"exclude"}workplace primary jobs 19,354; NAICS 61 education 8,715; 2019-2023 change -6.3% (proxy)
283area_profile.daytime_population{"context":"cat_01M6AB1ZM7E4KTED0BGSNJ48D6","missing_values":"exclude"}inbound 19,079; outbound 8,311; net inflow 10,769
284find_geography.geocode{"query":"308 Westwood Plaza, Los Angeles, CA 90095","limit":3,"include_places_fallback":true}Ackerman Union (308 Westwood Plaza #2) resolved: point [-118.4439619, 34.0703739], confidence 0.85
285routing.catchment{"origin":[-118.4439619,34.0703739],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"UCLA union walk 15"}handle cat_01M6AB3XTR482NDNCK97MF9023, 11 tracts, 3,975,916 m2, 8,221 nodes, snap 5.5 m
286places.count{"context":"cat_01M6AB3XTR482NDNCK97MF9023","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}total 134 open (Coffee Shop 24, Other 13, Mexican 7, Sandwich 7, Pizza 6, Chinese 6; Bar 1); residents 30,887; 4.338 per 1,000; tiers mid 69 budget 52 upscale 8 luxury 2
287area_profile.population{"context":"cat_01M6AB3XTR482NDNCK97MF9023","missing_values":"exclude"}population 30,886.9 (moe 1,246); density 7,778/km2; median age 20.9; age 18-24 share 0.765
288places.count{"context":"cat_01M6AB3XTR482NDNCK97MF9023","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 25 (Sports Club 14, Gym 4, Rec Center 3, Pilates 2, Yoga 1, Martial Arts 1); 0.809 per 1,000
289area_profile.income_distribution{"context":"cat_01M6AB3XTR482NDNCK97MF9023","missing_values":"exclude"}median HH income $45,696 (binned_median); per-capita $11,535 (proxy); poverty share 0.472
290area_profile.education_labor{"context":"cat_01M6AB3XTR482NDNCK97MF9023","missing_values":"exclude"}bachelors+ 0.698; graduate 0.359; college enrolment 0.795; unemployment 0.164; edu/health industry 0.512
291area_profile.workplace_jobs{"context":"cat_01M6AB3XTR482NDNCK97MF9023","missing_values":"exclude"}workplace primary jobs 21,937; NAICS 61 education only 211 (NAICS 62 health 15,760: UCLA Health); 2019-2023 change 0.0 (proxy)
292area_profile.daytime_population{"context":"cat_01M6AB3XTR482NDNCK97MF9023","missing_values":"exclude"}inbound 21,809; outbound 6,256; net inflow 15,553
293find_geography.geocode{"query":"5706 S University Ave, Chicago, IL 60637","limit":3,"include_places_fallback":true}Reynolds Club (5706 S University Ave) resolved: point [-87.5982829, 41.7911745], confidence 0.85
294routing.catchment{"origin":[-87.5982829,41.7911745],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Chicago union walk 15"}handle cat_01M6AB5YK45PRYW2E2T1GQ0E21, 15 tracts, 4,066,848 m2, 5,068 nodes, snap 21.6 m
295places.count{"context":"cat_01M6AB5YK45PRYW2E2T1GQ0E21","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}total 74 open (Coffee Shop 14, Vegan 8, Sandwich 5, American 5, Mexican 5, Other 5; Bar 2); residents 23,292; 3.177 per 1,000; tiers mid 40 budget 31 upscale 3
296area_profile.population{"context":"cat_01M6AB5YK45PRYW2E2T1GQ0E21","missing_values":"exclude"}population 23,291.8 (moe 991); density 6,231/km2; median age 27.3; age 18-24 share 0.301
297places.count{"context":"cat_01M6AB5YK45PRYW2E2T1GQ0E21","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","total 10 (Sports Club 6, Rec Center 2, Gym 1, Martial Arts 1); 0.429 per 1,000
298area_profile.income_distribution{"context":"cat_01M6AB5YK45PRYW2E2T1GQ0E21","missing_values":"exclude"}median HH income $64,237 (binned_median); per-capita $43,964 (proxy); poverty share 0.256
299area_profile.education_labor{"context":"cat_01M6AB5YK45PRYW2E2T1GQ0E21","missing_values":"exclude"}bachelors+ 0.733; graduate 0.506; college enrolment 0.356; unemployment 0.085; edu/health industry 0.545
300area_profile.workplace_jobs{"context":"cat_01M6AB5YK45PRYW2E2T1GQ0E21","missing_values":"exclude"}workplace primary jobs 28,064; NAICS 61 education 13,771 (NAICS 62 health 11,971); 2019-2023 change +22.2% (proxy)
301area_profile.daytime_population{"context":"cat_01M6AB5YK45PRYW2E2T1GQ0E21","missing_values":"exclude"}inbound 27,890; outbound 8,431; net inflow 19,459
302find_geography.geocode{"query":"125 Science Dr, Durham, NC 27708","limit":3,"include_places_fallback":true}Bryan Center (125 Science Dr) resolved: point [-78.9411451, 36.0010988], confidence 0.85
303routing.catchment{"origin":[-78.9411451,36.0010988],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Duke union walk 15"}Duke Bryan Center walk 15 min: handle cat_01M6AB7TATA2YGACVX37XJ9408, 4 tracts, 3,684,291 m2, 6,121 nodes, snap 15.4 m
304places.count{"context":"cat_01M6AB7TATA2YGACVX37XJ9408","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B 50 places, 5,060 residents, 9.882 per 1,000; coffee 12, F&B other 8; tiers budget 31 / mid 16 / upscale 3
305area_profile.population{"context":"cat_01M6AB7TATA2YGACVX37XJ9408","missing_values":"exclude"}population 5,060 (moe 211); density 1,415/km2; median age 20.67; 18-24 share 0.715
306places.count{"context":"cat_01M6AB7TATA2YGACVX37XJ9408","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports 12 places, 2.372 per 1,000: sports club 8, recreation center 2, yoga 1, gym 1
307area_profile.income_distribution{"context":"cat_01M6AB7TATA2YGACVX37XJ9408","missing_values":"exclude"}median HH income $40,811 (binned_median); per-capita $5,838 (proxy); poverty 0.361
308area_profile.education_labor{"context":"cat_01M6AB7TATA2YGACVX37XJ9408","missing_values":"exclude"}bachelors+ 0.581 (25+ universe only 1,101); graduate 0.265; college enrolment 0.756; unemployment 0.057; edu/health industry 0.532
309area_profile.workplace_jobs{"context":"cat_01M6AB7TATA2YGACVX37XJ9408","missing_values":"exclude"}workplace primary jobs 43,340; NAICS 61 education 19,442; NAICS 62 health 22,571 (Duke Health); 2019-2023 change +5.0% (proxy)
310area_profile.daytime_population{"context":"cat_01M6AB7TATA2YGACVX37XJ9408","missing_values":"exclude"}inbound 43,316; outbound 1,045; net inflow 42,271
311find_geography.geocode{"query":"686 Museum Rd, Gainesville, FL 32611","limit":3,"include_places_fallback":true}Reitz Union (686 Museum Rd) resolved: point [-82.3477862, 29.6462541], confidence 0.85, not ambiguous
312routing.catchment (failed){"origin":[-82.3477862,29.6462541],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Florida union walk 15"}ORIGIN_UNROUTABLE: no connected walk network node within 3000 m (nearest 10.4 m); address point sits on an isolated campus path; retried from the Museum Rd & Reitz Union Dr intersection
313find_geography.geocode{"query":"Museum Rd & Reitz Union Dr, Gainesville, FL","limit":3,"include_places_fallback":true}intersection Museum Rd & Reitz Union Dr: point [-82.3485998, 29.6448746], confidence 0.95, gap 0 m (substitute origin for Reitz Union)
314routing.catchment{"origin":[-82.3485998,29.6448746],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Florida union walk 15"}handle cat_01M6ABD7T1W6YT7PT546H1H3TR, 5 tracts, 4,218,017 m2, 12,245 nodes, snap 0 m
315places.count{"context":"cat_01M6ABD7T1W6YT7PT546H1H3TR","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B 55 places, 12,641 residents, 4.351 per 1,000; coffee 12, bar 6, F&B other 6; tiers budget 32 / mid 20 / upscale 1; Starbucks x4
316area_profile.population{"context":"cat_01M6ABD7T1W6YT7PT546H1H3TR","missing_values":"exclude"}population 12,641 (moe 372); density 3,291/km2; median age 19.56; 18-24 share 0.896; household population only 2,674 (dormitory tracts)
317places.count{"context":"cat_01M6ABD7T1W6YT7PT546H1H3TR","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports 19 places, 1.503 per 1,000: sports club 11, gym 4, recreation center 3, martial arts 1
318area_profile.income_distribution{"context":"cat_01M6ABD7T1W6YT7PT546H1H3TR","missing_values":"exclude"}median HH income $17,797 (binned_median, 1,280 households); per-capita $3,493 (proxy); poverty 0.642 (student households)
319area_profile.education_labor{"context":"cat_01M6ABD7T1W6YT7PT546H1H3TR","missing_values":"exclude"}bachelors+ 0.727 (25+ universe only 940); graduate 0.457; college enrolment 0.936; unemployment 0.107; edu/health industry 0.433
320area_profile.workplace_jobs{"context":"cat_01M6ABD7T1W6YT7PT546H1H3TR","missing_values":"exclude"}workplace primary jobs 12,147; NAICS 61 education only 14; NAICS 62 health 10,317 (UF Health/Shands coded to health; university payroll outside these tracts); 2019-2023 change -1.7% (proxy)
321area_profile.daytime_population{"context":"cat_01M6ABD7T1W6YT7PT546H1H3TR","missing_values":"exclude"}inbound 12,130; outbound 1,385; net inflow 10,745
322find_geography.geocode{"query":"301 E Orange St, Tempe, AZ 85281","limit":3,"include_places_fallback":true}Memorial Union (301 E Orange St) resolved: point [-111.9344118, 33.4177794], confidence 0.85, not ambiguous
323routing.catchment{"origin":[-111.9344118,33.4177794],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Arizona State union walk 15"}handle cat_01M6ABF3Q9BSBZ1E333AZ961TF, 7 tracts, 3,935,041 m2, 6,630 nodes, snap 42.9 m
324places.count{"context":"cat_01M6ABF3Q9BSBZ1E333AZ961TF","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B 175 places, 13,639 residents, 12.831 per 1,000; coffee 24, Mexican 18, bar 11, lounge/nightclub 7; tiers mid 89 / budget 60 / upscale 24 (Mill Avenue strip inside the shed)
325area_profile.population{"context":"cat_01M6ABF3Q9BSBZ1E333AZ961TF","missing_values":"exclude"}population 13,639 (moe 460); density 3,568/km2; median age 20.44; 18-24 share 0.726
326places.count{"context":"cat_01M6ABF3Q9BSBZ1E333AZ961TF","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports 15 places, 1.100 per 1,000: sports club 7, yoga 4, gym 2, martial arts 1, pilates 1
327area_profile.income_distribution{"context":"cat_01M6ABF3Q9BSBZ1E333AZ961TF","missing_values":"exclude"}median HH income $52,604 (binned_median); per-capita $25,515 (proxy); poverty 0.319
328area_profile.education_labor{"context":"cat_01M6ABF3Q9BSBZ1E333AZ961TF","missing_values":"exclude"}bachelors+ 0.650; graduate 0.292; college enrolment 0.721; unemployment 0.091; edu/health industry 0.322
329area_profile.workplace_jobs{"context":"cat_01M6ABF3Q9BSBZ1E333AZ961TF","missing_values":"exclude"}workplace primary jobs 25,712; NAICS 61 education 12,655; NAICS 52 finance 3,936 (downtown Tempe offices); 2019-2023 change +21.3% (proxy)
330area_profile.daytime_population{"context":"cat_01M6ABF3Q9BSBZ1E333AZ961TF","missing_values":"exclude"}inbound 25,636; outbound 3,104; net inflow 22,532
331find_geography.geocode{"query":"800 Langdon St, Madison, WI 53706","limit":3,"include_places_fallback":true}Memorial Union (800 Langdon St) resolved: point [-89.399847, 43.0765186], confidence 0.85, not ambiguous
332routing.catchment{"origin":[-89.399847,43.0765186],"mode":"walk","cutoff":{"value":15,"unit":"minutes"},"label":"Wisconsin union walk 15"}handle cat_01M6ABGXDCPM7BSWC3239N7D21, 9 tracts, 2,897,782 m2, 8,177 nodes, snap 2.6 m
333places.count{"context":"cat_01M6ABGXDCPM7BSWC3239N7D21","filter":{"categories":["Food & Beverage"],"open_status":"open"},"per_capita":true,"top_n":80}F&B 180 places, 27,926 residents, 6.446 per 1,000; bar 29, coffee 23, F&B other 12, Chinese 10; tiers mid 91 / budget 63 / upscale 21 / luxury 2 (State Street inside the shed)
334area_profile.population{"context":"cat_01M6ABGXDCPM7BSWC3239N7D21","missing_values":"exclude"}population 27,926 (moe 1,428); density 11,400/km2; median age 21.09; 18-24 share 0.819
335places.count{"context":"cat_01M6ABGXDCPM7BSWC3239N7D21","filter":{"categories":["Gym & Fitness Center","Sports Club & Facility","Recreation Center","Boxing Gym","sports 15 places, 0.537 per 1,000: sports club 6, gym 4, recreation center 2, martial arts 2, yoga 1
336area_profile.income_distribution{"context":"cat_01M6ABGXDCPM7BSWC3239N7D21","missing_values":"exclude"}median HH income $23,238 (binned_median); per-capita $12,977 (proxy); poverty 0.672 (student households)
337area_profile.education_labor{"context":"cat_01M6ABGXDCPM7BSWC3239N7D21","missing_values":"exclude"}bachelors+ 0.567; graduate 0.273; college enrolment 0.771; unemployment 0.049; edu/health industry 0.347
338area_profile.workplace_jobs{"context":"cat_01M6ABGXDCPM7BSWC3239N7D21","missing_values":"exclude"}workplace primary jobs 29,290; NAICS 61 education 14,865; NAICS 92 public administration 5,057 (state offices near the Capitol); 2019-2023 change +3.0% (proxy)
339area_profile.daytime_population{"context":"cat_01M6ABGXDCPM7BSWC3239N7D21","missing_values":"exclude"}inbound 29,073; outbound 4,521; net inflow 24,553

About this run

Run
, version 1.1.0
What it measured
Complete: amenity density per 15-minute walk from each student union, rank and partial correlations with neighbourhood signals at n = 16, and an outside-view comparison with the QS 2026 ranking; no institutional quality data exists in the atlas
Data releases
  • places: us-cleaned-places-categorized (taxonomy v8_national_us)
  • people: comprehensive_v3 (ACS 2020-2024 five-year)
  • road_network: national_full_v2 (OpenStreetMap 2026-09-20)
  • mobility: national_tracts_v2 (LODES WAC)
  • employment_od: tract_employment_v2
  • nightlights: national_tracts_v1
  • higher_order: demand_employment_access_v2
  • boundaries: layer00_geography_v2_polygons
  • places_resolver: resolver_v5_upstream_92007a1
Published actions (12)
  • catalog.place_categories
  • places.find
  • places.resolve
  • find_geography.geocode
  • routing.catchment
  • places.count
  • area_profile.population
  • area_profile.education_labor
  • area_profile.income_distribution
  • area_profile.workplace_jobs
  • area_profile.daytime_population
  • area_change.momentum