Real ChatGPT answer · index seedsoOgyV3i2lwcompleteTelecom and utilities · energy efficiencycommercial
What automated tools or scripts can I use to parse monthly green button data from my utility provider to spot billing anomalies?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What automated tools or scripts can I use to parse monthly green button data from my utility provider to spot billing anomalies?
3 real searches · 1 real-search pass
Green Button Connect My Data ESPI XML format Python parser library utility dataGoogle ↗
OBSERVEDInstruction
Green Button open source tools parse Green Button data Python GitHubGoogle ↗
OBSERVEDOther / navigational
Green Button data format standard usage billing interval data anomaly detectionGoogle ↗
OBSERVEDOther / navigational
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.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Green Button Connect My Data ESPI XML format Python parser library utility data Google ↗
Green Button open source tools parse Green Button data Python GitHub Google ↗
Green Button data format standard usage billing interval data anomaly detection Google ↗
- greenbutton-python parser · github.com
- Green Button Alliance · greenbuttonalliance.org
- UtilityAPI documentation · utilityapi.com
- Department of Energy Green Button overview · energy.gov
- Green Button Connect My Data (CMD) · greenbuttonalliance.org
- Step 4. Streamline Access to Utility Data · eere.energy.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Green Button Connect My Data ESPI XML format Python parser library utility data OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Green Button open source tools parse Green Button data Python GitHub OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Green Button data format standard usage billing interval data anomaly detection OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |