VIIRS satellite nighttime-lights analysis versus official GDP — detects divergence between
VIIRS satellite nighttime-lights analysis versus official GDP — detects divergence between reported activity and satellite evidence across 100+ countries. For hedge-fund and intelligence agents.
150000 (raw units)
price
1
calls / 30d
1
unique payers
2026-08-20
updated
Provider
econsignalpulse.theaslangroupllc.com · discovered, not yet claimed by its owner
Payment (x402 accepts[])
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]Output schema
{
"bazaar": {
"info": {
"input": {
"method": "GET",
"queryParams": {
"country": "China",
"iso2": "CN",
"lang": "en",
"period": "5y"
},
"type": "http"
},
"output": {
"example": {
"divergence_analysis": {
"confidence": "Medium",
"historical_context": "China nightlights diverged significantly from official GDP in 2015-2016 (provincial GDP sums exceeded national total by 10%)",
"methodology_note": "Nightlights correlate strongly with industrial/manufacturing GDP; services sector (growing share of Chinese economy) has lower light signature",
"verdict": "Moderate divergence — GDP plausibly in 3.5-5.5% range; official figure within bounds but upper end appears optimistic"
},
"investment_implications": "CNY positioning and EM equity exposure should discount to 4-4.5% real growth range rather than headline 5.2%. Manufacturing-facing sectors most at risk of disappointment.",
"official_gdp": {
"reported_growth_2022_pct": 3,
"reported_growth_2023_pct": 5.2,
"source": "National Bureau of Statistics China"
},
"query_summary": {
"country": "China",
"iso2": "CN",
"signal_basis": "VIIRS NOAA-20 nighttime lights composite"
},
"satellite_signal": {
"electricity_consumption_growth_pct": 6.9,
"electricity_vs_gdp_divergence": "Electricity +6.9% while GDP +5.2% — electricity typically tracks GDP closely; gap suggests mix shift toward services (lower power intensity)",
"high_activity_regions": [
"Yangtze River Delta",
"Pearl River Delta",
"Chengdu-Chongqing"
],
"low_activity_regions": [
"Northeast rust belt — Liaoning, Jilin, Heilongjiang showing flat/declining signal"
],
"nightlights_growth_trend": "Consistent with 2-3% real growth in manufacturing belt; lower than official 5.2% in 2023"
}
},
"type": "json"
}
},
"schema": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"properties": {
"input": {
"additionalProperties": false,
"properties": {
"method": {
"enum": [
"GET",
"HEAD",
"DELETE"
],
"type": "string"
},
"queryParams": {
"properties": {
"country": {
"description": "Country name or ISO2 — e.g. \"China\" | \"Russia\" | \"Nigeria\" | \"Venezuela\" | \"Pakistan\"",
"type": "string"
},
"iso2": {
"description": "ISO2 country code for World Bank data — e.g. CN | RU | NG | VE | PK",
"type": "string"
},
"lang": {
"description": "en | es | fr | de | ja | zh | ko | pt | ar | hi (default: en)",
"type": "string"
},
"period": {
"description": "1y | 3y | 5y | 10y (default: 5y)",
"type": "string"
}
},
"type": "object"
},
"type": {
"const": "http",
"type": "string"
}
},
"required": [
"type",
"method"
],
"type": "object"
},
"output": {
"properties": {
"example": {
"type": "object"
},
"type": {
"type": "string"
}
},
"required": [
"type"
],
"type": "object"
}
},
"required": [
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"type": "object"
}
},
"builder-code": {
"info": {
"a": "bc_gxy6qn5p"
},
"schema": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"additionalProperties": false,
"properties": {
"a": {
"description": "App builder code",
"pattern": "^[a-z0-9_]{1,32}$",
"type": "string"
},
"s": {
"description": "Service builder codes",
"items": {
"pattern": "^[a-z0-9_]{1,32}$",
"type": "string"
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"type": "array"
},
"w": {
"description": "Wallet builder code",
"pattern": "^[a-z0-9_]{1,32}$",
"type": "string"
}
},
"type": "object"
}
}
}Use it
curl
curl "https://econsignalpulse.theaslangroupllc.com/api/econsignal/nightlights" # -> 402 Payment Required, accepts[] lists how to pay # retry with a PAYMENT-SIGNATURE (or PAYMENT header) once paid
JavaScript
const res = await fetch("https://econsignalpulse.theaslangroupllc.com/api/econsignal/nightlights");
if (res.status === 402) {
const { accepts } = await res.json();
// pay one of accepts[] via an x402 client, then retry with the payment header
}Python
import httpx
res = httpx.get("https://econsignalpulse.theaslangroupllc.com/api/econsignal/nightlights")
if res.status_code == 402:
accepts = res.json()["accepts"]
# pay one of accepts[] via an x402 client, then retry with the payment headerMachine-readable
Everything on this page is also available as clean JSON at /resources/5817.json, and this resource appears in /discovery/resources and /discovery/search.