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How does seasonal weather variation impact estimating daily energy production for a commercial solar system located in the Northeast

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does seasonal weather variation impact estimating daily energy production for a commercial solar system located in the Northeast
2 real searches · 1 real-search pass
Northeast United States commercial solar seasonal production irradiance winter snow PVWatts NRELGoogle ↗
OBSERVED
NREL PVWatts weather data monthly solar energy production temperature snow losses commercial photovoltaic NortheastGoogle ↗
OBSERVED

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Northeast United States commercial solar seasonal production irradiance winter snow PVWatts NREL Google ↗
NREL PVWatts weather data monthly solar energy production temperature snow losses commercial photovoltaic Northeast Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Northeast United States commercial solar seasonal production irradiance winter snow PVWatts NREL
OBSERVED
Google ↗
AI Mode ↗
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of 1
NREL PVWatts weather data monthly solar energy production temperature snow losses commercial photovoltaic Northeast
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1