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dadams ee5856661a Reorganize project into scripts/, docs/, data/, output/ directories 
Move all Python scripts to scripts/, documentation to docs/, raw input
data to data/, and generated HTML/CSV outputs to output/. Update path
references in 8 scripts to use Path(__file__).parent.parent as project
root so they work correctly from the new location. Update README links
and quick-start commands accordingly. Notebooks remain at root.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-05-27 21:57:47 -07:00

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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<title>US Data Centers + Submarine Cables</title>
<link rel="stylesheet" href="https://unpkg.com/leaflet@1.9.4/dist/leaflet.css" />
<style>
html, body { height: 100%; margin: 0; font-family: system-ui, -apple-system, Segoe UI, sans-serif; }
#layout { display: grid; grid-template-columns: 300px 1fr; height: 100%; }
#panel { padding: 14px; border-right: 1px solid #ddd; overflow: auto; background: #f8fafb; font-size: 13px; }
#map { height: 100%; width: 100%; }
h1 { margin: 0 0 8px; font-size: 18px; }
h2 { margin: 14px 0 6px; font-size: 13px; text-transform: uppercase; color: #555; letter-spacing: 0.04em; }
.row { display: flex; justify-content: space-between; padding: 2px 0; }
.swatch { width: 12px; height: 12px; display: inline-block; margin-right: 8px; vertical-align: middle; border: 1px solid #ccc; }
label.toggle { display: block; padding: 3px 0; cursor: pointer; }
@media (max-width: 900px) {
#layout { grid-template-columns: 1fr; grid-template-rows: 220px 1fr; }
#panel { border-right: 0; border-bottom: 1px solid #ddd; }
}
</style>
</head>
<body>
<div id="layout">
<div id="panel">
<h1>Data Centers + Cables</h1>
<div class="row"><span>Data centers</span><strong id="dcCount"></strong></div>
<div class="row"><span>Submarine cables</span><strong id="cableCount"></strong></div>
<div class="row"><span>City dominance pts</span><strong id="cityCount"></strong></div>
<h2>Layers</h2>
<label class="toggle"><input type="checkbox" id="tDc" checked> Data centers</label>
<label class="toggle"><input type="checkbox" id="tCables" checked> Submarine cables</label>
<label class="toggle"><input type="checkbox" id="tCities" checked> City dominance</label>
<h2>Data center source</h2>
<div class="row"><span><span class="swatch" style="background:#2ca02c"></span>merged (curated + OSM)</span></div>
<div class="row"><span><span class="swatch" style="background:#1f77b4"></span>curated only</span></div>
<div class="row"><span><span class="swatch" style="background:#ff7f0e"></span>osm only</span></div>
<div class="row"><span><span class="swatch" style="background:#7f7f7f"></span>other</span></div>
<h2>City dominance</h2>
<div class="row"><span><span class="swatch" style="background:#9b59b6;border-radius:50%"></span>Sized by physical Tbps</span></div>
</div>
<div id="map"></div>
</div>
<script src="https://unpkg.com/leaflet@1.9.4/dist/leaflet.js"></script>
<script>
const DATA = {"data_centers": [{"id": "curated/0195165330", "source": "merged", "operator": "", "name": "", "city": "", "state": "MO", "lon": -94.67586457208311, "lat": 39.2906006524332}, {"id": "curated/0283051482", "source": "merged", "operator": "", "name": "", "city": "", "state": "WA", "lon": -119.8291703, "lat": 47.24598939949083}, {"id": "osm/way/1456975948", "source": "osm", "operator": "", "name": "", "city": "", "state": "", "lon": -111.6289144, "lat": 33.3463331}, {"id": "curated/0283051483", "source": "merged", "operator": "", "name": "", "city": "", "state": "WA", "lon": -119.82815880653996, "lat": 47.24598937431326}, {"id": "curated/0283051484", "source": "merged", "operator": "", "name": "", "city": "", "state": "WA", "lon": -119.82754149992971, "lat": 47.24600329947971}, {"id": "curated/0283051485", "source": "merged", "operator": "", "name": "", "city": "", "state": "WA", "lon": -119.82866158737185, "lat": 47.24606673682079}, {"id": "curated/0587103676", "source": "merged", "operator": "", "name": "", "city": "", "state": "TX", "lon": -95.57078462369283, "lat": 29.82150611372374}, {"id": "curated/0696978351", "source": "merged", "operator": "", "name": "", "city": "", "state": "VA", "lon": -77.47156052841791, "lat": 39.01202683336313}, {"id": "curated/1301654223", "source": "merged", "operator": "", "name": "", "city": "", "state": "VA", "lon": -77.5589868259328, "lat": 38.94801698707018}, {"id": "curated/1167564435", "source": "curated", "operator": "Department of Defence", "name": "ERDC DoD Supercomputing Resource Center", "city": "", "state": "MS", "lon": -90.85648692927414, "lat": 32.30983722620174}, {"id": "curated/0427068319", "source": "curated", "operator": "", "name": "TURBOSQUID", "city": "", "state": "CA", "lon": -117.92218079293613, "lat": 33.80966045017171}, {"id": "curated/0109458128", "source": "curated", "operator": "Sabey Data Centers", "name": "Intergate Manhattan", "city": "", "state": "NY", "lon": -74.0012044311589, "lat": 40.710888705073685}, {"id": "osm/way/1386017494", "source": "osm", "operator": "Amazon Web Services", "name": "Amazon Web Services", "city": "Boardman", "state": "OR", "lon": -119.6362723, "lat": 45.8199495}, {"id": "osm/way/1443922527", "source": "osm", "operator": "", "name": "", "city": "", "state": "", "lon": -77.5473343, "lat": 39.0559766}, {"id": "osm/way/1386016638", "source": "osm", "operator": "Amazon Web Services", "name": "Amazon Web Services", "city": "", "state": "", "lon": -83.203226, "lat": 40.1192992}, {"id": "osm/way/1510517629", "source": "osm", "operator": "amazon web services", "name": "", "city": "", "state": "", "lon": -119.8589037, "lat": 45.8098277}, {"id": "curated/1301654224", "source": "merged", "operator": "", "name": "", "city": "", "state": "VA", "lon": -77.55887032015698, "lat": 38.95006466711817}, {"id": "osm/way/1501824329", "source": "osm", "operator": "Rowan Green Data LLC", "name": "Percheron DC", "city": "", "state": "", "lon": -119.8212121, "lat": 45.7093209}, {"id": "curated/0002744301", "source": "merged", "operator": "", "name": "Verizon", "city": "", "state": "NJ", "lon": -74.49652096447575, "lat": 40.54425557630532}, {"id": "curated/0009474864", "source": "merged", "operator": "Google", "name": "Google Data Center", "city": "", "state": "NC", "lon": -81.54651452543965, "lat": 35.89473769568108}, {"id": "osm/way/1371348227", "source": "osm", "operator": "", "name": "CenturyLink", "city": "", "state": "", "lon": -93.997376, "lat": 39.7440482}, {"id": "osm/way/1484435248", "source": "osm", "operator": "", "name": "", "city": "", "state": "", "lon": -96.6595258, "lat": 33.1406469}, {"id": "osm/way/1422101112", "source": "osm", "operator": "Google", "name": "Google", "city": "", "state": "", "lon": -96.0877015, "lat": 41.3419347}, {"id": "osm/way/1455361421", "source": "osm", "operator": "IONIC Digital", "name": "IONIC Digital Cedarvale", "city": "", "state": "", "lon": -103.4485477, "lat": 31.5134441}, {"id": "osm/way/1427613544", "source": "osm", "operator": "Vantage", "name": "Vantage Building 1", "city": "New Albany", "state": "OH", "lon": -82.7469519, "lat": 40.1024981}, {"id": "osm/way/1427613545", "source": "osm", "operator": "Vantage", "name": "Vantage Building 2", "city": "New Albany", "state": "OH", "lon": -82.7471193, "lat": 40.1005303}, {"id": "osm/way/1425043213", "source": "osm", "operator": "Quality Technology Services", "name": "QTS NAL 2 DC2", "city": "New Albany", "state": "OH", "lon": -82.7566343, "lat": 40.053078}, {"id": "curated/0014593270", "source": "merged", "operator": "", "name": "Apple - Maiden Data Center", "city": "", "state": "NC", "lon": -81.26180877040836, "lat": 35.588771360781784}, {"id": "curated/0014930068", "source": "merged", "operator": "Sandia National Laboratories", "name": "HPC (880)", "city": "", "state": "NM", "lon": -106.54282203991325, "lat": 35.04994198074901}, {"id": "curated/0014997588", "source": "merged", "operator": "Meta", "name": "Meta Henrico Data Center", "city": "", "state": "VA", "lon": -77.23645509442149, "lat": 37.482763284885785}, {"id": "curated/0015884451", "source": "merged", "operator": "Barclays", "name": "Barclays Datacenter", "city": "", "state": "NJ", "lon": -74.28548116880219, "lat": 40.64375303338713}, {"id": "curated/0016282459", "source": "merged", "operator": "AiNET", "name": "CyberNAP Glen Burnie", "city": "", "state": "MD", "lon": -76.60643112453295, "lat": 39.14024170717735}, {"id": "curated/0018518989", "source": "merged", "operator": "Meta", "name": "Meta Huntsville Data Center", "city": "", "state": "AL", "lon": -86.6284232288441, "lat": 34.84412326229257}, {"id": "curated/0025706343", "source": "merged", "operator": "Cyxtera", "name": "Cyxtera Dallas-Fort Worth Data Center", "city": "", "state": "TX", "lon": -97.04104164326888, "lat": 32.83271789571454}, {"id": "curated/0028544618", "source": "merged", "operator": "Equinix", "name": "Equinix Infomart", "city": "Dallas", "state": "TX", 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-43.2056, "lat": -22.9111}, {"id": "gm-west-coast", "city": "West Coast", "country": "GM", "country_name": "Gambia, The", "region": "Africa", "tbps": 11.6872, "ips": 0, "lon": -16.65, "lat": 13.2667}, {"id": "mx-queretaro", "city": "Queretaro", "country": "MX", "country_name": "Mexico", "region": "North America", "tbps": 3.523, "ips": 0, "lon": -100.3928, "lat": 20.5875}, {"id": "do-santiago", "city": "Santiago", "country": "DO", "country_name": "Dominican Republic", "region": "North America", "tbps": 3.021, "ips": 0, "lon": -70.6889, "lat": 19.4572}, {"id": "br-sao-paulo", "city": "Sao Paulo", "country": "BR", "country_name": "Brazil", "region": "South America", "tbps": 1.234, "ips": 0, "lon": -46.6333, "lat": -23.55}, {"id": "cr-san-jose", "city": "San Jose", "country": "CR", "country_name": "Costa Rica", "region": "North America", "tbps": 0.91, "ips": 0, "lon": -84.08, "lat": 9.9325}, {"id": "tz-dar-es-salaam", "city": "Dar es Salaam", "country": "TZ", "country_name": "Tanzania", "region": "Africa", "tbps": 0.758, "ips": 0, "lon": 39.2803, "lat": -6.8161}, {"id": "co-medellin", "city": "Medellin", "country": "CO", "country_name": "Colombia", "region": "South America", "tbps": 0.43, "ips": 0, "lon": -75.5906, "lat": 6.2308}, {"id": "gt-guatemala", "city": "Guatemala", "country": "GT", "country_name": "Guatemala", "region": "North America", "tbps": 0.38, "ips": 0, "lon": -90.5252, "lat": 14.6099}, {"id": "br-cuiab\u00e1", "city": "Cuiab\u00e1", "country": "BR", "country_name": "Brazil", "region": "South America", "tbps": 0.37592, "ips": 0, "lon": -56.0969, "lat": -15.5958}, {"id": "br-macei\u00f3", "city": "Macei\u00f3", "country": "BR", "country_name": "Brazil", "region": "South America", "tbps": 0.359, "ips": 0, "lon": -35.735, "lat": -9.6658}, {"id": "br-foz-do-igua\u00e7u", "city": "Foz do Igua\u00e7u", "country": "BR", "country_name": "Brazil", "region": "South America", "tbps": 0.34875, "ips": 0, "lon": -54.5875, "lat": -25.54}, {"id": "py-ciudad-del-este", "city": "Ciudad del Este", "country": "PY", "country_name": "Paraguay", "region": "South America", "tbps": 0.32, "ips": 0, "lon": -54.6167, "lat": -25.5167}, {"id": "br-s\u00e3o-jos\u00e9-do-rio-preto", "city": "S\u00e3o Jos\u00e9 do Rio Preto", "country": "BR", "country_name": "Brazil", "region": "South America", "tbps": 0.267, "ips": 0, "lon": -42.9239, "lat": -22.1508}, {"id": "br-feira-de-santana", "city": "Feira de Santana", "country": "BR", "country_name": "Brazil", "region": "South America", "tbps": 0.24, "ips": 0, "lon": -38.95, "lat": -12.25}, {"id": "ph-pasig-city", "city": "Pasig City", "country": "PH", "country_name": "Philippines", "region": "Asia", "tbps": 0.219, "ips": 0, "lon": 121.0833, "lat": 14.575}, {"id": "vc-saint-george", "city": "Saint George", "country": "VC", "country_name": "Saint Vincent and the Grenadines", "region": "North America", "tbps": 0.218, "ips": 0, "lon": -61.225, "lat": 13.1578}, {"id": "ma-f\u00e8s", "city": "F\u00e8s", "country": "MA", "country_name": "Morocco", "region": "Africa", "tbps": 0.21, "ips": 0, "lon": -5.0033, "lat": 34.0433}, {"id": "id-bali", "city": "Bali", "country": "ID", "country_name": "Indonesia", "region": "Asia", "tbps": 0.153, "ips": 0, "lon": 115.2167, "lat": -8.65}, {"id": "mx-ciudad-de-m\u00e9xico", "city": "Ciudad de M\u00e9xico", "country": "MX", "country_name": "Mexico", "region": "North America", "tbps": 0.142, "ips": 0, "lon": -99.1333, "lat": 19.4333}, {"id": "ph-cebu", "city": "Cebu", "country": "PH", "country_name": "Philippines", "region": "Asia", "tbps": 0.133, "ips": 0, "lon": 123.75, "lat": 10.32}, {"id": "mv-male", "city": "Male", "country": "MV", "country_name": "Maldives", "region": "Asia", "tbps": 0.091, "ips": 0, "lon": 73.5089, "lat": 4.1753}, {"id": "br-caxias-do-sul", "city": "Caxias do Sul", "country": "BR", "country_name": "Brazil", "region": "South America", "tbps": 0.086, "ips": 0, "lon": -51.1833, "lat": -29.1667}, {"id": "td-n'djamena", "city": "N'Djamena", "country": "TD", "country_name": "Chad", "region": "Africa", "tbps": 0.082, "ips": 0, "lon": 15.05, "lat": 12.11}, {"id": "pe-huanuco", "city": "Huanuco", "country": "PE", "country_name": "Peru", "region": "South America", "tbps": 0.075, "ips": 0, "lon": -76.2397, "lat": -9.9295}, {"id": "kz-aqtobe", "city": "Aqtobe", "country": "KZ", "country_name": "Kazakhstan", "region": "Asia", "tbps": 0.07, "ips": 0, "lon": 57.2297, "lat": 50.2836}, {"id": "bq-sint-eustatius", "city": "Sint Eustatius", "country": "BQ", "country_name": "Bonaire, Sint Eustatius, and Saba", "region": "North America", "tbps": 0.07, "ips": 0, "lon": -62.9833, "lat": 17.4833}, {"id": "kz-qyzylorda", "city": "Qyzylorda", "country": "KZ", "country_name": "Kazakhstan", "region": "Asia", "tbps": 0.07, "ips": 0, "lon": 65.5167, "lat": 44.85}, {"id": "co-genova", "city": "Genova", "country": "CO", "country_name": "Colombia", "region": "South America", "tbps": 0.061, "ips": 0, "lon": -77.0194, "lat": 1.6442}, {"id": "nc-noum\u00e9a", "city": "Noum\u00e9a", "country": "NC", "country_name": "New Caledonia", "region": "Oceania", "tbps": 0.0601, "ips": 0, "lon": 166.458, "lat": -22.2758}, {"id": "id-jawa-tengah", "city": "Jawa Tengah", "country": "ID", "country_name": "Indonesia", "region": "Asia", "tbps": 0.06, "ips": 0, "lon": 110.4167, "lat": -6.9667}, {"id": "kz-aqtau", "city": "Aqtau", "country": "KZ", "country_name": "Kazakhstan", "region": "Asia", "tbps": 0.06, "ips": 0, "lon": 51.1575, "lat": 43.6525}, {"id": "kz-qostanay", "city": "Qostanay", "country": "KZ", "country_name": "Kazakhstan", "region": "Asia", "tbps": 0.06, "ips": 0, "lon": 63.62, "lat": 53.2}, {"id": "xw-ramallah", "city": "Ramallah", "country": "XW", "country_name": "West Bank", "region": "Europe", "tbps": 0.05901, "ips": 0, "lon": 35.2, "lat": 31.9}, {"id": "bf-bobo-dioulasso", "city": "Bobo-Dioulasso", "country": "BF", "country_name": "Burkina Faso", "region": "Africa", "tbps": 0.033072, "ips": 0, "lon": -4.2833, "lat": 11.1833}, {"id": "cl-concepcion", "city": "Concepcion", "country": "CL", "country_name": "Chile", "region": "South America", "tbps": 0.025, "ips": 0, "lon": -73.0514, "lat": -36.8282}, {"id": "sk-presov", "city": "Presov", "country": "SK", "country_name": "Slovakia", "region": "Europe", "tbps": 0.017, "ips": 0, "lon": 21.2394, "lat": 49.0017}, {"id": "ru-kazan", "city": "Kazan", "country": "RU", "country_name": "Russia", "region": "Europe", "tbps": 0.011, "ips": 0, "lon": 49.1089, "lat": 55.7964}]};
function colorForSource(source) {
if (source === 'merged') return '#2ca02c';
if (source === 'curated') return '#1f77b4';
if (source === 'osm') return '#ff7f0e';
return '#7f7f7f';
}
function esc(v) {
return String(v == null ? '' : v)
.replaceAll('&','&amp;').replaceAll('<','&lt;').replaceAll('>','&gt;')
.replaceAll('"','&quot;').replaceAll("'", '&#39;');
}
const map = L.map('map', { preferCanvas: true, worldCopyJump: true }).setView([20, -40], 3);
L.tileLayer('https://tile.openstreetmap.org/{z}/{x}/{y}.png', {
maxZoom: 19,
attribution: '&copy; OpenStreetMap contributors'
}).addTo(map);
const cableLayer = L.geoJSON(DATA.cables, {
style: f => ({
color: f.properties.color || '#888',
weight: 1.4,
opacity: 0.75,
}),
onEachFeature: (feature, layer) => {
const p = feature.properties;
const yrs = [p.rfs_year, p.decommission_year].filter(Boolean).join(' – ');
layer.bindPopup(`
<strong>${esc(p.name)}</strong><br>
${p.url ? `<a href="${esc(p.url)}" target="_blank" rel="noopener">${esc(p.url)}</a><br>` : ''}
Owners: ${esc(p.owners)}<br>
${yrs ? `Years: ${esc(yrs)}<br>` : ''}
${p.length_km ? `Length: ${esc(p.length_km.toLocaleString())} km<br>` : ''}
ID: ${esc(p.cable_id || p.feature_id)}
`);
},
}).addTo(map);
const cityLayer = L.layerGroup();
for (const c of DATA.cities) {
const tbps = c.tbps || 0;
const radius = Math.max(2, Math.min(18, Math.sqrt(tbps) * 1.6));
const m = L.circleMarker([c.lat, c.lon], {
radius,
color: '#6c2a86',
fillColor: '#9b59b6',
fillOpacity: 0.45,
weight: 0.8,
});
m.bindPopup(`
<strong>${esc(c.city)}</strong> (${esc(c.country)})<br>
Region: ${esc(c.region)}<br>
Physical capacity: ${esc(tbps.toFixed ? tbps.toFixed(2) : tbps)} Tbps<br>
Logical dominance IPs: ${esc(c.ips ? c.ips.toLocaleString() : '')}
`);
cityLayer.addLayer(m);
}
cityLayer.addTo(map);
const dcLayer = L.layerGroup();
const dcBounds = [];
for (const p of DATA.data_centers) {
const m = L.circleMarker([p.lat, p.lon], {
radius: 3,
color: colorForSource(p.source),
fillColor: colorForSource(p.source),
fillOpacity: 0.85,
weight: 0.8,
});
const title = p.name || p.id;
const operator = p.operator || '(unknown operator)';
const cityState = [p.city, p.state].filter(Boolean).join(', ');
m.bindPopup(`
<strong>${esc(title)}</strong><br>
Operator: ${esc(operator)}<br>
Location: ${esc(cityState)}<br>
Source: ${esc(p.source)}
`);
dcLayer.addLayer(m);
dcBounds.push([p.lat, p.lon]);
}
dcLayer.addTo(map);
if (dcBounds.length) map.fitBounds(dcBounds, { padding: [30, 30], maxZoom: 5 });
function toggle(layer, on) {
if (on) { if (!map.hasLayer(layer)) layer.addTo(map); }
else { if (map.hasLayer(layer)) map.removeLayer(layer); }
}
document.getElementById('tDc').addEventListener('change', e => toggle(dcLayer, e.target.checked));
document.getElementById('tCables').addEventListener('change', e => toggle(cableLayer, e.target.checked));
document.getElementById('tCities').addEventListener('change', e => toggle(cityLayer, e.target.checked));
document.getElementById('dcCount').textContent = DATA.data_centers.length.toLocaleString();
document.getElementById('cableCount').textContent = DATA.cables.features.length.toLocaleString();
document.getElementById('cityCount').textContent = DATA.cities.length.toLocaleString();
</script>
</body>
</html>
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