Add residential energy sample pack

README.md

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+---
+license: cc-by-4.0
+task_categories:
+  - tabular-classification
+  - tabular-regression
+  - time-series-forecasting
+language:
+  - en
+tags:
+  - synthetic
+  - energy
+  - solar
+  - battery
+  - residential-energy
+  - vpp
+  - virtual-power-plant
+  - distributed-energy
+  - tariff-modeling
+  - outage-resilience
+  - analytics
+  - tabular
+pretty_name: Solstice Residential Energy Pack
+size_categories:
+  - 100K<n<1M
+configs:
+  - config_name: households
+    data_files:
+      - split: train
+        path: households.csv
+  - config_name: daily_generation_consumption
+    data_files:
+      - split: train
+        path: daily_generation_consumption.csv
+  - config_name: dispatch_events
+    data_files:
+      - split: train
+        path: dispatch_events.csv
+  - config_name: billing_and_savings
+    data_files:
+      - split: train
+        path: billing_and_savings.csv
+  - config_name: metric_definitions
+    data_files:
+      - split: train
+        path: metric_definitions.csv
+  - config_name: dashboard_suggestions
+    data_files:
+      - split: train
+        path: dashboard_suggestions.csv
+---
+
+# Solstice Residential Energy Pack (Sample)
+
+**A synthetic residential solar-plus-storage operations dataset for VPP dispatch, tariff-aware savings, billing, and outage resilience.** This sample is designed for product demos, analytics workflows, dashboard prototyping, and AI model validation where real customer or utility data is unavailable or too sensitive to use.
+
+Built by [SolsticeAI](https://solsticestudio.ai) as a free sample of a larger commercial pack. 100% synthetic. No real customer, meter, or utility records.
+
+## What is included
+
+| File | Rows | Grain | Purpose |
+|---|---:|---|---|
+| `households.csv` | 500 | household | Household archetypes, geography, electrification, and outage risk |
+| `daily_generation_consumption.csv` | 90,000 | date x household | Load, solar generation, import/export, battery usage, and daily savings |
+| `dispatch_events.csv` | 5,819 | dispatch event | Requested vs delivered dispatch, participation, incentives, and grid value |
+| `billing_and_savings.csv` | 3,000 | month x household | Counterfactual bills, subscription payments, credits, and net customer value |
+| `metric_definitions.csv` | 3 | metric | Metric formulas and table-level documentation |
+| `dashboard_suggestions.csv` | 3 | chart | Starter dashboard recipes for product and analytics teams |
+
+**Coverage:** USA  
+**Period:** 6 months (`2025-01-01` to `2025-06-29`)  
+**Join key:** `household_id`  
+**Formats in this sample repo:** CSV
+
+## Why this dataset is useful
+
+Most public solar or energy datasets are either too generic, too narrow, or detached from the operating model of a residential energy business. This sample is shaped around the questions a solar-plus-storage platform, VPP operator, DERMS vendor, or energy analytics team actually cares about:
+
+- Which household profiles create the highest dispatch value?
+- How much do tariff design and load shape affect savings?
+- Which homes deliver the most outage resilience value?
+- How reliable is dispatch participation across a residential fleet?
+- How do billing, credits, and contract economics affect customer value?
+
+## What makes the sample credible
+
+- Stable relational keys and business-readable tables
+- Daily operational energy facts rather than flat summary rows
+- Dispatch, billing, and savings data tied to the same household base
+- Structured for dashboarding, workflow testing, demos, and model development
+- Synthetic by design, so it can be shared safely across internal and external teams
+
+## Typical use cases
+
+- Residential energy product demos
+- VPP dispatch and participation analytics
+- Tariff-aware savings analysis
+- Billing workflow and customer-value testing
+- Outage resilience reporting
+- AI model validation on structured energy operations data
+- Dashboard and BI template development
+
+## Quick start
+
+```python
+import pandas as pd
+
+households = pd.read_csv("households.csv")
+daily = pd.read_csv("daily_generation_consumption.csv", parse_dates=["date"])
+dispatch = pd.read_csv("dispatch_events.csv", parse_dates=["date"])
+billing = pd.read_csv("billing_and_savings.csv")
+
+# Example: average savings by state
+savings_by_state = (
+    daily.merge(households[["household_id", "state"]], on="household_id", how="left")
+         .groupby("state")["customer_savings_usd"]
+         .mean()
+         .reset_index()
+)
+```
+
+## Schema
+
+See [SCHEMA.md](./SCHEMA.md) for the full field definitions and pack design.  
+See `manifest.json` for sample generation metadata and row counts.
+
+## License
+
+Released under **CC BY 4.0**. Use freely for demos, internal tooling, research, education, and commercial prototyping with attribution.
+
+Synthetic data only. No real customer, patient, meter, or utility information.
+
+## Full commercial pack
+
+This Hugging Face repo is a **500-household, 6-month sample**. The production pack scales to:
+
+- 5,000 to 25,000+ households
+- 12 months or longer historical windows
+- additional tables for tariffs, outage events, service tickets, contracts, installations, enrollment, and portfolio KPIs
+- CSV and Parquet delivery
+- custom generation and buyer-specific variants
+
+Commercial licensing and storefront access:
+
+- [SolsticeAI Data Storefront](https://solsticeai.mydatastorefront.com)
+- [SolsticeAI](https://solsticestudio.ai)
+
+## Citation
+
+```bibtex
+@dataset{solstice_residential_energy_pack_2026,
+  title        = {Solstice Residential Energy Pack (Sample)},
+  author       = {SolsticeAI},
+  year         = {2026},
+  publisher    = {Hugging Face},
+  url          = {https://huggingface.co/datasets/justinsolstice/solstice-residential-energy-pack}
+}
+```

SCHEMA.md

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+# SIMA Residential Energy Simulation Pack - Schema
+
+This pack is a relational synthetic dataset for residential solar-plus-storage operations, VPP dispatch, outage resilience, and subscriber economics. It is designed for dashboarding, workflow testing, and predictive-model validation without customer-data exposure.
+
+The schema is optimized around:
+
+- household archetypes and contract structure
+- solar and battery asset metadata
+- utility tariff and savings logic
+- dispatch participation and incentives
+- outage resilience and backup performance
+- billing, churn, and subscriber value
+- fleet operations and portfolio KPIs
+
+## Top-level design
+
+This is a multi-table pack with daily and monthly fact tables. The canonical release format should be Parquet, with CSV mirrors for easier import and demos.
+
+## Entity model
+
+### `households`
+
+One row per synthetic customer home.
+
+| Field | Type | Notes |
+|---|---|---|
+| `household_id` | string | Stable household key |
+| `state` | string | Two-letter state code |
+| `utility_territory` | string | Synthetic utility-territory name |
+| `climate_zone` | enum | `coastal`, `desert`, `temperate`, `humid_subtropical`, `mountain`, `island` |
+| `home_type` | enum | `single_family`, `townhome`, `small_multifamily` |
+| `roof_profile` | enum | `ideal`, `good`, `constrained`, `shaded` |
+| `income_band` | enum | `lower`, `middle`, `upper_middle`, `higher` |
+| `ev_owner_flag` | bool | EV adoption proxy |
+| `electrification_profile` | enum | `baseline`, `heat_pump`, `ev_ready`, `full_electrified` |
+| `outage_risk_band` | enum | `low`, `moderate`, `high` |
+
+### `subscriber_contracts`
+
+One row per active or historical contract.
+
+| Field | Type | Notes |
+|---|---|---|
+| `contract_id` | string | Stable contract key |
+| `household_id` | string | FK -> `households.household_id` |
+| `subscription_type` | enum | `ppa`, `lease`, `subscription_flex`, `loan_like` |
+| `term_years` | int | Contract term length |
+| `contract_start_date` | date | Start date |
+| `monthly_minimum_payment` | float | Minimum monthly payment |
+| `flex_rate_per_kwh` | float | Usage-based overage or flex price |
+| `escalator_pct` | float | Annual escalator |
+| `battery_included_flag` | bool | Battery attachment |
+| `vpp_eligible_flag` | bool | Program eligibility |
+| `status` | enum | `active`, `renewed`, `churned` |
+| `renewal_flag` | bool | Renewal signal |
+| `churn_flag` | bool | Churn signal |
+
+### `installation_pipeline`
+
+Sales-to-activation project timeline.
+
+| Field | Type | Notes |
+|---|---|---|
+| `project_id` | string | Stable project key |
+| `household_id` | string | FK -> `households.household_id` |
+| `lead_source` | enum | `direct`, `partner`, `referral`, `digital`, `field_sales` |
+| `signed_date` | date | Customer signature date |
+| `permit_ready_date` | date | Permit-complete date |
+| `install_date` | date | Install date |
+| `pto_date` | date | Permission-to-operate date |
+| `battery_attachment_flag` | bool | Attached battery |
+| `project_cycle_days` | int | Signed-to-PTO duration |
+| `cancellation_flag` | bool | Cancellation signal |
+| `cancellation_reason` | enum/null | Cancellation category |
+
+### `solar_systems`
+
+Installed solar metadata.
+
+| Field | Type | Notes |
+|---|---|---|
+| `system_id` | string | Stable system key |
+| `household_id` | string | FK -> `households.household_id` |
+| `kw_dc` | float | Nameplate DC size |
+| `module_count` | int | Module count |
+| `inverter_type` | enum | `string`, `microinverter`, `hybrid` |
+| `azimuth_band` | enum | `south`, `southwest`, `east_west`, `mixed` |
+| `shading_band` | enum | `low`, `moderate`, `high` |
+| `expected_annual_kwh` | float | Modeled annual generation |
+| `commission_date` | date | System commission date |
+
+### `battery_systems`
+
+Installed battery metadata.
+
+| Field | Type | Notes |
+|---|---|---|
+| `battery_id` | string | Stable battery key |
+| `household_id` | string | FK -> `households.household_id` |
+| `usable_kwh` | float | Usable energy capacity |
+| `power_kw` | float | Power rating |
+| `chemistry` | enum | `lithium_iron_phosphate`, `lithium_nmc` |
+| `reserve_setting_pct` | float | Customer reserve floor |
+| `vpp_enabled_flag` | bool | Dispatch participation enabled |
+| `install_date` | date | Install date |
+| `replacement_due_year` | int | Expected replacement year |
+
+### `utility_tariffs`
+
+Tariff metadata by territory and plan.
+
+| Field | Type | Notes |
+|---|---|---|
+| `tariff_id` | string | Stable tariff key |
+| `utility_territory` | string | Territory name |
+| `state` | string | State code |
+| `tariff_name` | string | Synthetic tariff plan |
+| `tariff_type` | enum | `flat`, `tou`, `demand_like`, `export_sensitive` |
+| `peak_start_hour` | int | Peak start hour |
+| `peak_end_hour` | int | Peak end hour |
+| `summer_peak_rate` | float | Peak import rate |
+| `offpeak_rate` | float | Off-peak import rate |
+| `fixed_monthly_charge` | float | Fixed charge |
+| `net_billing_export_rate` | float | Export compensation |
+
+### `daily_generation_consumption`
+
+Daily energy and savings fact table.
+
+| Field | Type | Notes |
+|---|---|---|
+| `date` | date | Day grain |
+| `household_id` | string | FK -> `households.household_id` |
+| `solar_generation_kwh` | float | Daily generation |
+| `home_load_kwh` | float | Daily load |
+| `grid_import_kwh` | float | Net import |
+| `grid_export_kwh` | float | Net export |
+| `battery_charge_kwh` | float | Battery charging |
+| `battery_discharge_kwh` | float | Battery discharging |
+| `state_of_charge_end_pct` | float | End-of-day battery state |
+| `bill_without_system_usd` | float | Counterfactual utility bill |
+| `bill_with_system_usd` | float | Utility bill with DERs |
+| `customer_savings_usd` | float | Daily customer savings |
+
+### `dispatch_events`
+
+Program dispatch fact table.
+
+| Field | Type | Notes |
+|---|---|---|
+| `dispatch_event_id` | string | Stable dispatch key |
+| `date` | date | Event date |
+| `household_id` | string | FK -> `households.household_id` |
+| `program_id` | string | Program name/id |
+| `dispatch_type` | enum | `peak_shave`, `capacity_event`, `emergency_event`, `market_dispatch` |
+| `requested_kwh` | float | Requested delivery |
+| `delivered_kwh` | float | Actual delivery |
+| `duration_minutes` | int | Event length |
+| `participated_flag` | bool | Participation signal |
+| `non_participation_reason` | enum/null | Reason when not participating |
+| `customer_incentive_usd` | float | Event incentive value |
+| `grid_value_usd` | float | Program value estimate |
+
+### `vpp_program_enrollment`
+
+Program enrollment metadata.
+
+| Field | Type | Notes |
+|---|---|---|
+| `enrollment_id` | string | Stable enrollment key |
+| `household_id` | string | FK -> `households.household_id` |
+| `program_name` | string | Program label |
+| `market_type` | enum | `utility`, `iso`, `aggregator`, `resilience` |
+| `enrollment_date` | date | Enrollment date |
+| `opt_out_flag` | bool | Customer opt-out |
+| `participation_score` | float | Participation likelihood proxy |
+| `seasonal_availability_band` | enum | `low`, `moderate`, `high` |
+
+### `outage_events`
+
+Backup and resilience table.
+
+| Field | Type | Notes |
+|---|---|---|
+| `outage_event_id` | string | Stable outage key |
+| `date` | date | Outage date |
+| `household_id` | string | FK -> `households.household_id` |
+| `outage_duration_minutes` | int | Duration |
+| `critical_load_served_kwh` | float | Critical load supported |
+| `backup_duration_hours` | float | Backup runtime |
+| `grid_down_flag` | bool | Grid-down event |
+| `customer_outage_avoided_flag` | bool | Whether backup protected load |
+| `unserved_load_kwh` | float | Unserved energy |
+
+### `billing_and_savings`
+
+Monthly economics table.
+
+| Field | Type | Notes |
+|---|---|---|
+| `billing_month` | string | `YYYY-MM` month |
+| `household_id` | string | FK -> `households.household_id` |
+| `contract_id` | string | FK -> `subscriber_contracts.contract_id` |
+| `utility_bill_without_system_usd` | float | Counterfactual monthly bill |
+| `utility_bill_with_system_usd` | float | Monthly utility bill with system |
+| `subscription_payment_usd` | float | Subscription payment |
+| `vpp_credits_usd` | float | Dispatch or participation credits |
+| `net_customer_value_usd` | float | Net monthly customer value |
+| `overage_kwh` | float | Usage overage proxy |
+
+### `service_tickets`
+
+Fleet reliability and support.
+
+| Field | Type | Notes |
+|---|---|---|
+| `ticket_id` | string | Stable ticket key |
+| `household_id` | string | FK -> `households.household_id` |
+| `open_date` | date | Ticket open date |
+| `issue_category` | enum | `battery_alert`, `inverter_fault`, `connectivity`, `production_drop`, `customer_question` |
+| `severity_band` | enum | `low`, `moderate`, `high` |
+| `truck_roll_required_flag` | bool | Truck roll requirement |
+| `resolution_days` | int | Resolution duration |
+| `equipment_replaced_flag` | bool | Replacement event |
+
+### `channel_attribution`
+
+Acquisition channel summary.
+
+| Field | Type | Notes |
+|---|---|---|
+| `household_id` | string | FK -> `households.household_id` |
+| `channel` | enum | `partner`, `digital`, `referral`, `direct`, `field_sales` |
+| `campaign_type` | enum | Acquisition campaign type |
+| `cac_usd` | float | Customer acquisition cost proxy |
+| `conversion_days` | int | Lead-to-sign duration |
+| `sales_motion` | enum | `inside_sales`, `field`, `partner_led`, `self_serve_assisted` |
+
+### `portfolio_kpis_daily`
+
+Fleet-level KPI rollup.
+
+| Field | Type | Notes |
+|---|---|---|
+| `date` | date | Day grain |
+| `state` | string | State rollup |
+| `active_households` | int | Active subscribed homes |
+| `active_batteries` | int | Active batteries |
+| `dispatch_events_count` | int | Daily dispatch events |
+| `total_dispatched_kwh` | float | Total delivered dispatch |
+| `participation_rate` | float | Daily participation rate |
+| `avg_customer_savings_usd` | float | Daily average savings |
+| `avg_bill_reduction_pct` | float | Average bill reduction |
+| `outages_supported_count` | int | Outages supported |
+| `service_ticket_rate` | float | Daily service ticket rate |
+| `estimated_grid_value_usd` | float | Portfolio-level dispatch value |
+
+## Key relationships
+
+- `households.household_id` joins to contracts, assets, timeseries, outage, service, and attribution tables
+- `subscriber_contracts.contract_id` joins to `billing_and_savings`
+- `utility_tariffs.utility_territory` joins to `households.utility_territory`
+- `households.state` joins to `portfolio_kpis_daily.state`
+
+## Invariants
+
+- `bill_without_system_usd >= bill_with_system_usd` for most rows, though some low-value days may be near zero savings
+- `grid_import_kwh >= 0` and `grid_export_kwh >= 0`
+- `delivered_kwh <= requested_kwh` on dispatch rows
+- `customer_outage_avoided_flag == true` implies `critical_load_served_kwh > 0`
+- `active_batteries <= active_households`
+
+## Causal realism targets
+
+The generator should preserve:
+
+- higher cooling load and EV ownership -> higher evening battery value
+- high-rate tariffs -> higher apparent savings opportunity
+- battery-equipped homes -> higher outage resilience and dispatch eligibility
+- high participation score -> stronger dispatch response
+- more service burden -> lower net customer value and higher churn likelihood
+- outage-prone markets -> stronger resilience event value
+
+## MVP release recommendation
+
+For the first production-ready pack:
+
+- 5,000 households
+- 12 months
+- daily grain
+- all tables included
+
+## Premium expansion
+
+For the larger commercial pack:
+
+- 25,000 to 100,000+ households
+- 24 to 36 months
+- optional sub-daily load and dispatch tables
+- richer degradation and replacement logic

dashboard_suggestions.csv

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+dashboard_name,chart_name,chart_type,primary_table,x_axis,y_axis,filter_suggestion
+VPP Overview,Dispatch Volume by State,line,portfolio_kpis_daily,date,total_dispatched_kwh,state
+Customer Value,Monthly Net Customer Value,line,billing_and_savings,billing_month,net_customer_value_usd,"state,contract_type"
+Outage Resilience,Outages Supported by Market,bar,portfolio_kpis_daily,state,outages_supported_count,date

households.csv

@@ -0,0 +1,501 @@
+household_id,state,utility_territory,climate_zone,home_type,roof_profile,income_band,ev_owner_flag,electrification_profile,outage_risk_band
+H000001,CA,Golden Coast Electric,coastal,single_family,ideal,lower,True,baseline,low
+H000002,TX,Gulf Grid Electric,humid_subtropical,townhome,good,upper_middle,False,ev_ready,high
+H000003,AZ,Copper State Power,desert,single_family,shaded,middle,True,baseline,moderate
+H000004,FL,Peninsula Electric,humid_subtropical,single_family,shaded,higher,False,full_electrified,high
+H000005,HI,Island Grid Company,island,single_family,ideal,upper_middle,False,baseline,high
+H000006,NV,Silver State Electric,desert,small_multifamily,good,higher,True,baseline,high
+H000007,CA,Pacific Valley Electric,coastal,single_family,constrained,upper_middle,False,heat_pump,high
+H000008,TX,Gulf Grid Electric,humid_subtropical,townhome,constrained,higher,False,baseline,low
+H000009,AZ,Copper State Power,desert,small_multifamily,constrained,higher,False,baseline,low
+H000010,FL,Sunbelt Utility,humid_subtropical,townhome,constrained,upper_middle,False,baseline,moderate
+H000011,HI,Island Grid Company,island,single_family,ideal,lower,False,ev_ready,low
+H000012,NV,Silver State Electric,desert,single_family,shaded,upper_middle,False,baseline,low
+H000013,CA,Pacific Valley Electric,coastal,single_family,ideal,middle,True,ev_ready,high
+H000014,TX,Lone Star Power,humid_subtropical,small_multifamily,good,middle,False,baseline,moderate
+H000015,AZ,Copper State Power,desert,single_family,ideal,upper_middle,True,heat_pump,moderate
+H000016,FL,Sunbelt Utility,humid_subtropical,single_family,constrained,upper_middle,False,heat_pump,low
+H000017,HI,Island Grid Company,island,single_family,good,lower,False,heat_pump,moderate
+H000018,NV,Silver State Electric,desert,single_family,good,lower,False,baseline,high
+H000019,CA,Pacific Valley Electric,coastal,townhome,shaded,higher,False,baseline,moderate
+H000020,TX,Lone Star Power,humid_subtropical,townhome,ideal,middle,False,baseline,moderate
+H000021,AZ,Desert Horizon Electric,desert,single_family,good,middle,False,ev_ready,low
+H000022,FL,Peninsula Electric,humid_subtropical,single_family,good,middle,False,ev_ready,moderate
+H000023,HI,Island Grid Company,island,single_family,ideal,lower,False,heat_pump,moderate
+H000024,NV,Silver State Electric,desert,single_family,good,middle,False,ev_ready,high
+H000025,CA,Pacific Valley Electric,coastal,townhome,good,middle,False,ev_ready,moderate
+H000026,TX,Gulf Grid Electric,humid_subtropical,townhome,good,higher,False,heat_pump,moderate
+H000027,AZ,Desert Horizon Electric,desert,single_family,ideal,upper_middle,False,baseline,moderate
+H000028,FL,Peninsula Electric,humid_subtropical,townhome,ideal,higher,False,heat_pump,high
+H000029,HI,Island Grid Company,island,small_multifamily,ideal,middle,False,heat_pump,moderate
+H000030,NV,Silver State Electric,desert,small_multifamily,constrained,higher,False,ev_ready,moderate
+H000031,CA,Golden Coast Electric,coastal,single_family,ideal,upper_middle,False,heat_pump,moderate
+H000032,TX,Lone Star Power,humid_subtropical,single_family,good,higher,False,ev_ready,low
+H000033,AZ,Copper State Power,desert,single_family,ideal,middle,False,baseline,low
+H000034,FL,Peninsula Electric,humid_subtropical,townhome,constrained,upper_middle,False,baseline,low
+H000035,HI,Island Grid Company,island,single_family,constrained,middle,False,ev_ready,high
+H000036,NV,Silver State Electric,desert,single_family,ideal,lower,False,ev_ready,low
+H000037,CA,Golden Coast Electric,coastal,small_multifamily,ideal,middle,False,baseline,high
+H000038,TX,Gulf Grid Electric,humid_subtropical,single_family,ideal,middle,False,full_electrified,moderate
+H000039,AZ,Desert Horizon Electric,desert,townhome,constrained,upper_middle,False,heat_pump,high
+H000040,FL,Sunbelt Utility,humid_subtropical,single_family,shaded,higher,False,ev_ready,moderate
+H000041,HI,Island Grid Company,island,single_family,constrained,middle,False,ev_ready,moderate
+H000042,NV,Silver State Electric,desert,single_family,good,higher,False,ev_ready,low
+H000043,CA,Pacific Valley Electric,coastal,single_family,good,upper_middle,True,full_electrified,moderate
+H000044,TX,Lone Star Power,humid_subtropical,single_family,ideal,higher,False,ev_ready,low
+H000045,AZ,Copper State Power,desert,single_family,ideal,upper_middle,False,baseline,low
+H000046,FL,Sunbelt Utility,humid_subtropical,single_family,ideal,lower,False,full_electrified,high
+H000047,HI,Island Grid Company,island,single_family,good,middle,False,heat_pump,low
+H000048,NV,Silver State Electric,desert,single_family,good,higher,False,ev_ready,moderate
+H000049,CA,Golden Coast Electric,coastal,single_family,ideal,lower,False,baseline,high
+H000050,TX,Lone Star Power,humid_subtropical,single_family,ideal,upper_middle,False,full_electrified,low
+H000051,AZ,Copper State Power,desert,single_family,ideal,lower,False,heat_pump,low
+H000052,FL,Peninsula Electric,humid_subtropical,single_family,good,middle,True,full_electrified,moderate
+H000053,HI,Island Grid Company,island,small_multifamily,good,upper_middle,False,heat_pump,high
+H000054,NV,Silver State Electric,desert,townhome,good,higher,False,heat_pump,low
+H000055,CA,Golden Coast Electric,coastal,single_family,good,middle,False,baseline,high
+H000056,TX,Lone Star Power,humid_subtropical,single_family,good,upper_middle,False,heat_pump,moderate
+H000057,AZ,Desert Horizon Electric,desert,single_family,shaded,upper_middle,False,ev_ready,moderate
+H000058,FL,Peninsula Electric,humid_subtropical,townhome,ideal,middle,False,baseline,low
+H000059,HI,Island Grid Company,island,single_family,ideal,middle,False,full_electrified,moderate
+H000060,NV,Silver State Electric,desert,townhome,shaded,upper_middle,False,baseline,low
+H000061,CA,Pacific Valley Electric,coastal,townhome,ideal,higher,True,full_electrified,moderate
+H000062,TX,Lone Star Power,humid_subtropical,single_family,ideal,middle,False,heat_pump,moderate
+H000063,AZ,Desert Horizon Electric,desert,single_family,ideal,higher,True,baseline,high
+H000064,FL,Sunbelt Utility,humid_subtropical,single_family,good,higher,False,baseline,moderate
+H000065,HI,Island Grid Company,island,single_family,ideal,lower,False,baseline,high
+H000066,NV,Silver State Electric,desert,townhome,good,middle,False,baseline,high
+H000067,CA,Golden Coast Electric,coastal,small_multifamily,good,middle,True,baseline,high
+H000068,TX,Lone Star Power,humid_subtropical,single_family,constrained,lower,False,baseline,moderate
+H000069,AZ,Copper State Power,desert,townhome,good,upper_middle,False,baseline,moderate
+H000070,FL,Sunbelt Utility,humid_subtropical,small_multifamily,good,lower,True,baseline,low
+H000071,HI,Island Grid Company,island,single_family,ideal,lower,False,ev_ready,moderate
+H000072,NV,Silver State Electric,desert,single_family,good,upper_middle,False,full_electrified,low
+H000073,CA,Golden Coast Electric,coastal,single_family,good,middle,False,baseline,moderate
+H000074,TX,Lone Star Power,humid_subtropical,single_family,shaded,middle,False,ev_ready,high
+H000075,AZ,Desert Horizon Electric,desert,single_family,good,upper_middle,False,baseline,moderate
+H000076,FL,Sunbelt Utility,humid_subtropical,single_family,ideal,higher,False,ev_ready,low
+H000077,HI,Island Grid Company,island,single_family,good,lower,False,ev_ready,low
+H000078,NV,Silver State Electric,desert,single_family,ideal,middle,False,ev_ready,high
+H000079,CA,Golden Coast Electric,coastal,single_family,ideal,middle,True,full_electrified,high
+H000080,TX,Gulf Grid Electric,humid_subtropical,single_family,shaded,lower,False,full_electrified,low
+H000081,AZ,Desert Horizon Electric,desert,single_family,ideal,middle,False,full_electrified,moderate
+H000082,FL,Sunbelt Utility,humid_subtropical,single_family,shaded,upper_middle,False,baseline,low
+H000083,HI,Island Grid Company,island,single_family,good,middle,False,baseline,moderate
+H000084,NV,Silver State Electric,desert,single_family,good,higher,False,full_electrified,low
+H000085,CA,Golden Coast Electric,coastal,single_family,ideal,middle,False,baseline,low
+H000086,TX,Gulf Grid Electric,humid_subtropical,small_multifamily,shaded,middle,False,baseline,moderate
+H000087,AZ,Desert Horizon Electric,desert,single_family,shaded,higher,False,baseline,low
+H000088,FL,Sunbelt Utility,humid_subtropical,single_family,ideal,lower,False,ev_ready,low
+H000089,HI,Island Grid Company,island,single_family,ideal,higher,False,ev_ready,low
+H000090,NV,Silver State Electric,desert,townhome,good,higher,False,ev_ready,moderate
+H000091,CA,Pacific Valley Electric,coastal,single_family,good,middle,False,heat_pump,moderate
+H000092,TX,Lone Star Power,humid_subtropical,small_multifamily,ideal,higher,False,baseline,moderate
+H000093,AZ,Copper State Power,desert,single_family,good,middle,False,baseline,low
+H000094,FL,Sunbelt Utility,humid_subtropical,single_family,shaded,middle,False,baseline,high
+H000095,HI,Island Grid Company,island,single_family,ideal,upper_middle,False,ev_ready,moderate
+H000096,NV,Silver State Electric,desert,single_family,good,lower,False,baseline,high
+H000097,CA,Golden Coast Electric,coastal,single_family,ideal,higher,False,baseline,low
+H000098,TX,Lone Star Power,humid_subtropical,single_family,ideal,lower,False,baseline,low
+H000099,AZ,Copper State Power,desert,single_family,ideal,upper_middle,True,full_electrified,high
+H000100,FL,Sunbelt Utility,humid_subtropical,single_family,good,lower,False,baseline,moderate
+H000101,HI,Island Grid Company,island,single_family,good,middle,False,baseline,high
+H000102,NV,Silver State Electric,desert,single_family,constrained,middle,False,heat_pump,low
+H000103,CA,Golden Coast Electric,coastal,townhome,constrained,middle,False,ev_ready,low
+H000104,TX,Gulf Grid Electric,humid_subtropical,single_family,ideal,lower,False,baseline,moderate
+H000105,AZ,Desert Horizon Electric,desert,single_family,shaded,upper_middle,False,full_electrified,low
+H000106,FL,Peninsula Electric,humid_subtropical,single_family,ideal,lower,False,ev_ready,high
+H000107,HI,Island Grid Company,island,single_family,shaded,lower,False,ev_ready,low
+H000108,NV,Silver State Electric,desert,single_family,good,upper_middle,False,heat_pump,low
+H000109,CA,Golden Coast Electric,coastal,small_multifamily,ideal,higher,False,ev_ready,low
+H000110,TX,Lone Star Power,humid_subtropical,single_family,ideal,higher,False,full_electrified,low
+H000111,AZ,Desert Horizon Electric,desert,townhome,good,middle,True,full_electrified,moderate
+H000112,FL,Sunbelt Utility,humid_subtropical,townhome,constrained,upper_middle,False,full_electrified,moderate
+H000113,HI,Island Grid Company,island,small_multifamily,good,middle,False,heat_pump,low
+H000114,NV,Silver State Electric,desert,single_family,good,middle,False,heat_pump,moderate
+H000115,CA,Golden Coast Electric,coastal,single_family,good,middle,False,baseline,low
+H000116,TX,Gulf Grid Electric,humid_subtropical,single_family,good,middle,False,full_electrified,low
+H000117,AZ,Desert Horizon Electric,desert,single_family,shaded,higher,False,baseline,high
+H000118,FL,Peninsula Electric,humid_subtropical,single_family,ideal,middle,False,ev_ready,moderate
+H000119,HI,Island Grid Company,island,single_family,good,lower,False,ev_ready,low
+H000120,NV,Silver State Electric,desert,small_multifamily,shaded,higher,False,baseline,low
+H000121,CA,Pacific Valley Electric,coastal,single_family,ideal,higher,False,baseline,high
+H000122,TX,Lone Star Power,humid_subtropical,single_family,constrained,higher,False,baseline,moderate
+H000123,AZ,Copper State Power,desert,single_family,good,higher,True,baseline,low
+H000124,FL,Sunbelt Utility,humid_subtropical,single_family,ideal,middle,False,baseline,low
+H000125,HI,Island Grid Company,island,single_family,constrained,upper_middle,True,heat_pump,moderate
+H000126,NV,Silver State Electric,desert,single_family,good,upper_middle,False,heat_pump,low
+H000127,CA,Pacific Valley Electric,coastal,single_family,shaded,upper_middle,True,heat_pump,low
+H000128,TX,Gulf Grid Electric,humid_subtropical,single_family,good,higher,True,heat_pump,low
+H000129,AZ,Desert Horizon Electric,desert,townhome,ideal,upper_middle,False,heat_pump,moderate
+H000130,FL,Sunbelt Utility,humid_subtropical,townhome,ideal,middle,True,heat_pump,low
+H000131,HI,Island Grid Company,island,townhome,good,lower,False,full_electrified,moderate
+H000132,NV,Silver State Electric,desert,single_family,good,upper_middle,False,baseline,low
+H000133,CA,Pacific Valley Electric,coastal,townhome,shaded,middle,False,baseline,moderate
+H000134,TX,Gulf Grid Electric,humid_subtropical,townhome,good,upper_middle,False,baseline,moderate
+H000135,AZ,Desert Horizon Electric,desert,single_family,good,higher,False,baseline,high
+H000136,FL,Peninsula Electric,humid_subtropical,townhome,ideal,middle,False,full_electrified,low
+H000137,HI,Island Grid Company,island,townhome,good,lower,False,full_electrified,high
+H000138,NV,Silver State Electric,desert,townhome,ideal,upper_middle,False,baseline,high
+H000139,CA,Golden Coast Electric,coastal,single_family,good,upper_middle,False,baseline,moderate
+H000140,TX,Lone Star Power,humid_subtropical,townhome,ideal,lower,False,heat_pump,high
+H000141,AZ,Desert Horizon Electric,desert,single_family,good,upper_middle,False,heat_pump,low
+H000142,FL,Sunbelt Utility,humid_subtropical,townhome,ideal,higher,False,ev_ready,moderate
+H000143,HI,Island Grid Company,island,single_family,constrained,upper_middle,False,baseline,high
+H000144,NV,Silver State Electric,desert,single_family,shaded,middle,False,baseline,high
+H000145,CA,Golden Coast Electric,coastal,single_family,ideal,upper_middle,False,baseline,moderate
+H000146,TX,Gulf Grid Electric,humid_subtropical,townhome,ideal,higher,False,baseline,low
+H000147,AZ,Desert Horizon Electric,desert,single_family,shaded,upper_middle,False,ev_ready,moderate
+H000148,FL,Sunbelt Utility,humid_subtropical,small_multifamily,constrained,middle,False,baseline,moderate
+H000149,HI,Island Grid Company,island,townhome,ideal,middle,False,ev_ready,high
+H000150,NV,Silver State Electric,desert,townhome,good,middle,False,baseline,high
+H000151,CA,Golden Coast Electric,coastal,townhome,ideal,lower,True,full_electrified,low
+H000152,TX,Lone Star Power,humid_subtropical,single_family,ideal,higher,False,full_electrified,low
+H000153,AZ,Desert Horizon Electric,desert,townhome,ideal,upper_middle,False,baseline,low
+H000154,FL,Sunbelt Utility,humid_subtropical,townhome,good,higher,False,ev_ready,low
+H000155,HI,Island Grid Company,island,single_family,ideal,lower,False,heat_pump,high
+H000156,NV,Silver State Electric,desert,single_family,constrained,upper_middle,False,heat_pump,low
+H000157,CA,Golden Coast Electric,coastal,single_family,good,middle,False,full_electrified,low
+H000158,TX,Gulf Grid Electric,humid_subtropical,single_family,constrained,middle,False,heat_pump,moderate
+H000159,AZ,Copper State Power,desert,small_multifamily,ideal,upper_middle,True,baseline,low
+H000160,FL,Sunbelt Utility,humid_subtropical,single_family,good,upper_middle,False,baseline,low
+H000161,HI,Island Grid Company,island,townhome,ideal,middle,False,full_electrified,low
+H000162,NV,Silver State Electric,desert,townhome,ideal,middle,False,baseline,low
+H000163,CA,Golden Coast Electric,coastal,single_family,good,higher,True,heat_pump,low
+H000164,TX,Lone Star Power,humid_subtropical,single_family,ideal,middle,False,heat_pump,moderate
+H000165,AZ,Desert Horizon Electric,desert,single_family,ideal,middle,True,full_electrified,high
+H000166,FL,Peninsula Electric,humid_subtropical,single_family,good,middle,False,full_electrified,moderate
+H000167,HI,Island Grid Company,island,single_family,good,middle,False,baseline,low
+H000168,NV,Silver State Electric,desert,single_family,constrained,middle,False,heat_pump,low
+H000169,CA,Pacific Valley Electric,coastal,townhome,ideal,middle,False,ev_ready,moderate
+H000170,TX,Gulf Grid Electric,humid_subtropical,single_family,good,upper_middle,False,baseline,low
+H000171,AZ,Desert Horizon Electric,desert,single_family,constrained,middle,False,heat_pump,low
+H000172,FL,Sunbelt Utility,humid_subtropical,single_family,shaded,upper_middle,False,full_electrified,low
+H000173,HI,Island Grid Company,island,single_family,constrained,higher,False,ev_ready,low
+H000174,NV,Silver State Electric,desert,single_family,good,higher,False,heat_pump,low
+H000175,CA,Golden Coast Electric,coastal,small_multifamily,ideal,middle,False,full_electrified,high
+H000176,TX,Gulf Grid Electric,humid_subtropical,townhome,constrained,higher,False,baseline,low
+H000177,AZ,Desert Horizon Electric,desert,single_family,shaded,middle,False,heat_pump,low
+H000178,FL,Peninsula Electric,humid_subtropical,single_family,ideal,middle,True,baseline,moderate
+H000179,HI,Island Grid Company,island,single_family,ideal,upper_middle,False,ev_ready,moderate
+H000180,NV,Silver State Electric,desert,single_family,good,higher,False,baseline,low
+H000181,CA,Pacific Valley Electric,coastal,single_family,ideal,upper_middle,True,full_electrified,moderate
+H000182,TX,Gulf Grid Electric,humid_subtropical,single_family,constrained,upper_middle,False,baseline,low
+H000183,AZ,Copper State Power,desert,single_family,constrained,higher,False,baseline,high
+H000184,FL,Sunbelt Utility,humid_subtropical,townhome,good,upper_middle,False,full_electrified,moderate
+H000185,HI,Island Grid Company,island,single_family,ideal,middle,False,full_electrified,high
+H000186,NV,Silver State Electric,desert,single_family,ideal,lower,False,baseline,high
+H000187,CA,Golden Coast Electric,coastal,single_family,ideal,upper_middle,False,baseline,low
+H000188,TX,Gulf Grid Electric,humid_subtropical,single_family,ideal,middle,False,baseline,low
+H000189,AZ,Desert Horizon Electric,desert,single_family,good,upper_middle,False,baseline,low
+H000190,FL,Sunbelt Utility,humid_subtropical,single_family,ideal,middle,False,ev_ready,moderate
+H000191,HI,Island Grid Company,island,single_family,ideal,middle,False,baseline,high
+H000192,NV,Silver State Electric,desert,single_family,ideal,higher,True,baseline,low
+H000193,CA,Pacific Valley Electric,coastal,single_family,good,higher,True,baseline,low
+H000194,TX,Lone Star Power,humid_subtropical,townhome,ideal,upper_middle,True,full_electrified,low
+H000195,AZ,Desert Horizon Electric,desert,single_family,ideal,upper_middle,False,baseline,high
+H000196,FL,Sunbelt Utility,humid_subtropical,single_family,good,upper_middle,False,full_electrified,low
+H000197,HI,Island Grid Company,island,single_family,ideal,upper_middle,False,ev_ready,high
+H000198,NV,Silver State Electric,desert,single_family,ideal,middle,False,baseline,low
+H000199,CA,Golden Coast Electric,coastal,single_family,good,middle,False,heat_pump,moderate
+H000200,TX,Gulf Grid Electric,humid_subtropical,single_family,constrained,upper_middle,True,baseline,moderate
+H000201,AZ,Desert Horizon Electric,desert,small_multifamily,good,middle,False,baseline,high
+H000202,FL,Sunbelt Utility,humid_subtropical,single_family,good,lower,False,baseline,moderate
+H000203,HI,Island Grid Company,island,small_multifamily,constrained,lower,False,ev_ready,moderate
+H000204,NV,Silver State Electric,desert,single_family,good,middle,False,heat_pump,high
+H000205,CA,Golden Coast Electric,coastal,single_family,good,higher,False,heat_pump,high
+H000206,TX,Lone Star Power,humid_subtropical,townhome,shaded,upper_middle,False,baseline,low
+H000207,AZ,Copper State Power,desert,single_family,ideal,lower,False,baseline,high
+H000208,FL,Peninsula Electric,humid_subtropical,single_family,ideal,higher,False,ev_ready,moderate
+H000209,HI,Island Grid Company,island,single_family,good,upper_middle,False,full_electrified,low
+H000210,NV,Silver State Electric,desert,townhome,good,middle,False,baseline,moderate
+H000211,CA,Pacific Valley Electric,coastal,single_family,constrained,middle,False,baseline,low
+H000212,TX,Gulf Grid Electric,humid_subtropical,single_family,good,upper_middle,False,baseline,moderate
+H000213,AZ,Desert Horizon Electric,desert,single_family,shaded,middle,False,ev_ready,moderate
+H000214,FL,Sunbelt Utility,humid_subtropical,single_family,shaded,higher,False,ev_ready,low
+H000215,HI,Island Grid Company,island,single_family,ideal,upper_middle,False,ev_ready,moderate
+H000216,NV,Silver State Electric,desert,single_family,ideal,middle,False,heat_pump,moderate
+H000217,CA,Golden Coast Electric,coastal,single_family,ideal,upper_middle,True,heat_pump,moderate
+H000218,TX,Gulf Grid Electric,humid_subtropical,townhome,shaded,lower,False,heat_pump,moderate
+H000219,AZ,Desert Horizon Electric,desert,small_multifamily,shaded,middle,False,baseline,high
+H000220,FL,Peninsula Electric,humid_subtropical,single_family,shaded,higher,True,baseline,high
+H000221,HI,Island Grid Company,island,small_multifamily,constrained,middle,True,baseline,high
+H000222,NV,Silver State Electric,desert,townhome,constrained,upper_middle,False,ev_ready,moderate
+H000223,CA,Golden Coast Electric,coastal,single_family,ideal,lower,False,baseline,low
+H000224,TX,Lone Star Power,humid_subtropical,single_family,ideal,upper_middle,False,full_electrified,high
+H000225,AZ,Copper State Power,desert,small_multifamily,good,higher,False,baseline,low
+H000226,FL,Sunbelt Utility,humid_subtropical,single_family,ideal,lower,False,ev_ready,moderate
+H000227,HI,Island Grid Company,island,single_family,constrained,upper_middle,False,ev_ready,low
+H000228,NV,Silver State Electric,desert,single_family,shaded,upper_middle,False,full_electrified,high
+H000229,CA,Pacific Valley Electric,coastal,small_multifamily,ideal,upper_middle,True,baseline,low
+H000230,TX,Lone Star Power,humid_subtropical,townhome,good,upper_middle,True,full_electrified,moderate
+H000231,AZ,Desert Horizon Electric,desert,townhome,shaded,upper_middle,False,baseline,moderate
+H000232,FL,Sunbelt Utility,humid_subtropical,single_family,ideal,higher,False,baseline,low
+H000233,HI,Island Grid Company,island,single_family,good,higher,True,heat_pump,moderate
+H000234,NV,Silver State Electric,desert,single_family,good,lower,False,baseline,high
+H000235,CA,Pacific Valley Electric,coastal,single_family,good,higher,False,full_electrified,moderate
+H000236,TX,Gulf Grid Electric,humid_subtropical,single_family,shaded,lower,False,heat_pump,low
+H000237,AZ,Copper State Power,desert,townhome,good,higher,False,baseline,low
+H000238,FL,Sunbelt Utility,humid_subtropical,single_family,ideal,higher,False,baseline,low
+H000239,HI,Island Grid Company,island,townhome,ideal,higher,False,baseline,moderate
+H000240,NV,Silver State Electric,desert,single_family,ideal,upper_middle,False,full_electrified,low
+H000241,CA,Golden Coast Electric,coastal,single_family,ideal,upper_middle,False,heat_pump,low
+H000242,TX,Gulf Grid Electric,humid_subtropical,townhome,shaded,lower,False,heat_pump,low
+H000243,AZ,Desert Horizon Electric,desert,single_family,ideal,middle,False,baseline,moderate
+H000244,FL,Peninsula Electric,humid_subtropical,single_family,constrained,middle,False,baseline,low
+H000245,HI,Island Grid Company,island,single_family,constrained,middle,False,baseline,low
+H000246,NV,Silver State Electric,desert,single_family,constrained,middle,False,full_electrified,low
+H000247,CA,Pacific Valley Electric,coastal,small_multifamily,shaded,middle,False,baseline,moderate
+H000248,TX,Lone Star Power,humid_subtropical,single_family,constrained,upper_middle,False,baseline,low
+H000249,AZ,Desert Horizon Electric,desert,single_family,good,middle,False,heat_pump,moderate
+H000250,FL,Sunbelt Utility,humid_subtropical,single_family,ideal,lower,True,heat_pump,moderate
+H000251,HI,Island Grid Company,island,single_family,ideal,upper_middle,True,baseline,high
+H000252,NV,Silver State Electric,desert,single_family,constrained,upper_middle,False,heat_pump,low
+H000253,CA,Pacific Valley Electric,coastal,single_family,constrained,upper_middle,False,ev_ready,high
+H000254,TX,Lone Star Power,humid_subtropical,single_family,shaded,higher,True,baseline,moderate
+H000255,AZ,Desert Horizon Electric,desert,small_multifamily,ideal,middle,False,baseline,low
+H000256,FL,Sunbelt Utility,humid_subtropical,single_family,ideal,upper_middle,True,heat_pump,low
+H000257,HI,Island Grid Company,island,single_family,ideal,middle,True,baseline,low
+H000258,NV,Silver State Electric,desert,single_family,ideal,upper_middle,True,baseline,high
+H000259,CA,Golden Coast Electric,coastal,single_family,good,higher,False,baseline,moderate
+H000260,TX,Gulf Grid Electric,humid_subtropical,single_family,ideal,lower,False,baseline,moderate
+H000261,AZ,Copper State Power,desert,townhome,ideal,middle,False,baseline,low
+H000262,FL,Sunbelt Utility,humid_subtropical,single_family,good,upper_middle,False,baseline,low
+H000263,HI,Island Grid Company,island,single_family,ideal,higher,True,heat_pump,moderate
+H000264,NV,Silver State Electric,desert,single_family,ideal,middle,False,baseline,low
+H000265,CA,Golden Coast Electric,coastal,single_family,ideal,middle,False,ev_ready,high
+H000266,TX,Gulf Grid Electric,humid_subtropical,single_family,constrained,lower,False,ev_ready,moderate
+H000267,AZ,Desert Horizon Electric,desert,small_multifamily,shaded,middle,False,baseline,moderate
+H000268,FL,Peninsula Electric,humid_subtropical,single_family,ideal,upper_middle,True,full_electrified,low
+H000269,HI,Island Grid Company,island,single_family,constrained,upper_middle,False,baseline,low
+H000270,NV,Silver State Electric,desert,small_multifamily,good,middle,False,baseline,moderate
+H000271,CA,Golden Coast Electric,coastal,single_family,constrained,higher,True,ev_ready,low
+H000272,TX,Gulf Grid Electric,humid_subtropical,single_family,constrained,middle,False,full_electrified,low
+H000273,AZ,Desert Horizon Electric,desert,small_multifamily,ideal,higher,False,ev_ready,moderate
+H000274,FL,Peninsula Electric,humid_subtropical,single_family,good,higher,False,baseline,low
+H000275,HI,Island Grid Company,island,single_family,ideal,upper_middle,True,baseline,low
+H000276,NV,Silver State Electric,desert,single_family,ideal,higher,False,ev_ready,low
+H000277,CA,Golden Coast Electric,coastal,townhome,constrained,middle,False,full_electrified,high
+H000278,TX,Lone Star Power,humid_subtropical,single_family,good,lower,True,baseline,low
+H000279,AZ,Copper State Power,desert,single_family,good,upper_middle,False,baseline,high
+H000280,FL,Peninsula Electric,humid_subtropical,single_family,good,higher,True,baseline,moderate
+H000281,HI,Island Grid Company,island,single_family,constrained,lower,False,full_electrified,high
+H000282,NV,Silver State Electric,desert,single_family,good,upper_middle,False,full_electrified,high
+H000283,CA,Pacific Valley Electric,coastal,single_family,ideal,middle,False,baseline,low
+H000284,TX,Gulf Grid Electric,humid_subtropical,single_family,good,middle,False,full_electrified,moderate
+H000285,AZ,Copper State Power,desert,single_family,ideal,upper_middle,True,full_electrified,low
+H000286,FL,Peninsula Electric,humid_subtropical,single_family,shaded,middle,True,baseline,moderate
+H000287,HI,Island Grid Company,island,single_family,ideal,middle,True,baseline,moderate
+H000288,NV,Silver State Electric,desert,single_family,ideal,lower,False,baseline,moderate
+H000289,CA,Pacific Valley Electric,coastal,single_family,ideal,middle,False,baseline,low
+H000290,TX,Gulf Grid Electric,humid_subtropical,townhome,ideal,higher,False,baseline,low
+H000291,AZ,Desert Horizon Electric,desert,single_family,shaded,upper_middle,False,ev_ready,low
+H000292,FL,Peninsula Electric,humid_subtropical,single_family,good,upper_middle,False,baseline,high
+H000293,HI,Island Grid Company,island,single_family,ideal,higher,False,full_electrified,high
+H000294,NV,Silver State Electric,desert,single_family,constrained,middle,False,baseline,moderate
+H000295,CA,Golden Coast Electric,coastal,townhome,good,upper_middle,False,full_electrified,low
+H000296,TX,Gulf Grid Electric,humid_subtropical,single_family,good,lower,False,baseline,low
+H000297,AZ,Desert Horizon Electric,desert,townhome,ideal,upper_middle,False,ev_ready,low
+H000298,FL,Peninsula Electric,humid_subtropical,single_family,ideal,middle,False,full_electrified,high
+H000299,HI,Island Grid Company,island,single_family,ideal,middle,True,ev_ready,moderate
+H000300,NV,Silver State Electric,desert,townhome,good,lower,False,baseline,low
+H000301,CA,Pacific Valley Electric,coastal,single_family,ideal,middle,True,heat_pump,low
+H000302,TX,Lone Star Power,humid_subtropical,single_family,good,lower,True,full_electrified,low
+H000303,AZ,Copper State Power,desert,townhome,good,upper_middle,False,ev_ready,low
+H000304,FL,Sunbelt Utility,humid_subtropical,single_family,good,middle,False,ev_ready,moderate
+H000305,HI,Island Grid Company,island,small_multifamily,good,middle,False,full_electrified,moderate
+H000306,NV,Silver State Electric,desert,single_family,good,lower,False,baseline,high
+H000307,CA,Golden Coast Electric,coastal,single_family,shaded,upper_middle,False,heat_pump,low
+H000308,TX,Gulf Grid Electric,humid_subtropical,townhome,ideal,upper_middle,False,baseline,moderate
+H000309,AZ,Copper State Power,desert,single_family,ideal,higher,False,ev_ready,high
+H000310,FL,Sunbelt Utility,humid_subtropical,townhome,ideal,higher,False,full_electrified,high
+H000311,HI,Island Grid Company,island,single_family,good,middle,False,baseline,low
+H000312,NV,Silver State Electric,desert,single_family,ideal,middle,False,full_electrified,moderate
+H000313,CA,Golden Coast Electric,coastal,townhome,ideal,higher,False,baseline,high
+H000314,TX,Gulf Grid Electric,humid_subtropical,small_multifamily,ideal,upper_middle,True,baseline,moderate
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+H000316,FL,Peninsula Electric,humid_subtropical,townhome,shaded,middle,False,heat_pump,low
+H000317,HI,Island Grid Company,island,small_multifamily,good,middle,False,full_electrified,low
+H000318,NV,Silver State Electric,desert,single_family,good,lower,False,full_electrified,moderate
+H000319,CA,Golden Coast Electric,coastal,single_family,good,higher,True,heat_pump,low
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+H000321,AZ,Desert Horizon Electric,desert,single_family,shaded,middle,False,ev_ready,high
+H000322,FL,Peninsula Electric,humid_subtropical,small_multifamily,good,middle,False,baseline,moderate
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+H000324,NV,Silver State Electric,desert,single_family,ideal,middle,False,baseline,moderate
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+H000326,TX,Lone Star Power,humid_subtropical,single_family,good,upper_middle,False,baseline,low
+H000327,AZ,Desert Horizon Electric,desert,single_family,good,upper_middle,True,heat_pump,low
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+H000337,CA,Pacific Valley Electric,coastal,single_family,good,middle,True,baseline,high
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+H000355,CA,Golden Coast Electric,coastal,single_family,shaded,middle,True,baseline,low
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+H000376,FL,Peninsula Electric,humid_subtropical,single_family,ideal,higher,False,baseline,low
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+H000385,CA,Golden Coast Electric,coastal,townhome,shaded,higher,False,baseline,high
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+H000417,AZ,Desert Horizon Electric,desert,single_family,constrained,middle,False,baseline,moderate
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+H000442,FL,Sunbelt Utility,humid_subtropical,single_family,constrained,upper_middle,True,heat_pump,low
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+H000448,FL,Peninsula Electric,humid_subtropical,single_family,good,middle,True,baseline,high
+H000449,HI,Island Grid Company,island,single_family,constrained,higher,False,ev_ready,low
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+H000451,CA,Golden Coast Electric,coastal,small_multifamily,good,lower,False,ev_ready,low
+H000452,TX,Lone Star Power,humid_subtropical,small_multifamily,shaded,higher,False,ev_ready,low
+H000453,AZ,Desert Horizon Electric,desert,townhome,ideal,upper_middle,False,baseline,low
+H000454,FL,Peninsula Electric,humid_subtropical,single_family,constrained,middle,False,heat_pump,low
+H000455,HI,Island Grid Company,island,single_family,good,middle,False,ev_ready,moderate
+H000456,NV,Silver State Electric,desert,townhome,ideal,higher,False,baseline,low
+H000457,CA,Golden Coast Electric,coastal,single_family,shaded,middle,True,full_electrified,low
+H000458,TX,Lone Star Power,humid_subtropical,single_family,shaded,upper_middle,False,heat_pump,low
+H000459,AZ,Copper State Power,desert,single_family,constrained,higher,False,ev_ready,moderate
+H000460,FL,Sunbelt Utility,humid_subtropical,single_family,constrained,higher,False,baseline,moderate
+H000461,HI,Island Grid Company,island,townhome,ideal,lower,True,heat_pump,low
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+H000463,CA,Pacific Valley Electric,coastal,single_family,shaded,middle,False,baseline,low
+H000464,TX,Lone Star Power,humid_subtropical,townhome,good,upper_middle,False,heat_pump,low
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+H000466,FL,Sunbelt Utility,humid_subtropical,single_family,ideal,middle,False,heat_pump,moderate
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+H000470,TX,Gulf Grid Electric,humid_subtropical,small_multifamily,good,higher,True,baseline,low
+H000471,AZ,Desert Horizon Electric,desert,single_family,good,middle,False,baseline,moderate
+H000472,FL,Sunbelt Utility,humid_subtropical,small_multifamily,good,upper_middle,False,heat_pump,moderate
+H000473,HI,Island Grid Company,island,single_family,good,lower,False,heat_pump,moderate
+H000474,NV,Silver State Electric,desert,single_family,constrained,middle,False,heat_pump,low
+H000475,CA,Golden Coast Electric,coastal,single_family,good,upper_middle,False,baseline,low
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+H000478,FL,Sunbelt Utility,humid_subtropical,single_family,constrained,lower,False,baseline,low
+H000479,HI,Island Grid Company,island,townhome,shaded,higher,False,baseline,low
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+H000481,CA,Golden Coast Electric,coastal,single_family,good,middle,True,full_electrified,high
+H000482,TX,Lone Star Power,humid_subtropical,single_family,good,middle,False,full_electrified,moderate
+H000483,AZ,Desert Horizon Electric,desert,townhome,shaded,middle,False,baseline,moderate
+H000484,FL,Peninsula Electric,humid_subtropical,single_family,constrained,upper_middle,False,baseline,low
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+H000486,NV,Silver State Electric,desert,single_family,ideal,upper_middle,False,baseline,low
+H000487,CA,Pacific Valley Electric,coastal,single_family,good,upper_middle,False,full_electrified,low
+H000488,TX,Lone Star Power,humid_subtropical,single_family,good,upper_middle,False,heat_pump,high
+H000489,AZ,Desert Horizon Electric,desert,single_family,ideal,middle,False,full_electrified,low
+H000490,FL,Peninsula Electric,humid_subtropical,townhome,ideal,higher,False,ev_ready,low
+H000491,HI,Island Grid Company,island,single_family,constrained,upper_middle,False,baseline,moderate
+H000492,NV,Silver State Electric,desert,single_family,ideal,upper_middle,False,heat_pump,low
+H000493,CA,Pacific Valley Electric,coastal,small_multifamily,ideal,upper_middle,False,full_electrified,high
+H000494,TX,Lone Star Power,humid_subtropical,townhome,ideal,higher,False,baseline,moderate
+H000495,AZ,Copper State Power,desert,single_family,constrained,middle,False,baseline,moderate
+H000496,FL,Sunbelt Utility,humid_subtropical,single_family,shaded,lower,False,ev_ready,low
+H000497,HI,Island Grid Company,island,single_family,good,lower,True,ev_ready,low
+H000498,NV,Silver State Electric,desert,single_family,constrained,middle,False,full_electrified,moderate
+H000499,CA,Pacific Valley Electric,coastal,single_family,shaded,middle,True,full_electrified,low
+H000500,TX,Gulf Grid Electric,humid_subtropical,single_family,good,upper_middle,False,baseline,low

manifest.json

@@ -0,0 +1,29 @@
+{
+  "schema_version": "1.0.0-sima-residential-energy-fleet",
+  "generator": "generate_residential_energy_pack.py",
+  "seed": 42,
+  "start_date": "2025-01-01",
+  "end_date": "2025-06-29",
+  "households": 500,
+  "months": 6,
+  "parquet_export": true,
+  "output_dir": "sample_pack",
+  "row_counts": {
+    "households": 500,
+    "subscriber_contracts": 500,
+    "installation_pipeline": 500,
+    "solar_systems": 500,
+    "battery_systems": 327,
+    "utility_tariffs": 10,
+    "daily_generation_consumption": 90000,
+    "dispatch_events": 5819,
+    "vpp_program_enrollment": 229,
+    "outage_events": 839,
+    "billing_and_savings": 3000,
+    "service_tickets": 137,
+    "channel_attribution": 500,
+    "portfolio_kpis_daily": 1080,
+    "metric_definitions": 3,
+    "dashboard_suggestions": 3
+  }
+}

metric_definitions.csv

@@ -0,0 +1,4 @@
+metric_name,definition,formula,table_name,grain
+participation_rate,Share of dispatch events with customer participation.,participated_events / dispatch_events_count,portfolio_kpis_daily,date x state
+avg_bill_reduction_pct,Average bill reduction relative to counterfactual utility bill.,(bill_without - bill_with) / bill_without,portfolio_kpis_daily,date x state
+estimated_grid_value_usd,Estimated total grid value from dispatch events.,sum(grid_value_usd),portfolio_kpis_daily,date x state