Initial upload of Residential Energy Pack sample

README.md

@@ -0,0 +1,115 @@
+---
+license: cc-by-4.0
+task_categories:
+  - time-series-forecasting
+  - tabular-regression
+  - reinforcement-learning
+language:
+  - en
+tags:
+  - synthetic
+  - energy
+  - vpp
+  - virtual-power-plant
+  - derms
+  - smart-grid
+  - solar
+  - battery-storage
+  - utilities
+pretty_name: Solstice Residential Energy (VPP) Pack
+size_categories:
+  - 1K<n<10K
+configs:
+  - config_name: battery_systems
+    data_files:
+      - split: train
+        path: data/battery_systems/train.csv
+  - config_name: billing_and_savings
+    data_files:
+      - split: train
+        path: data/billing_and_savings/train.csv
+  - config_name: channel_attribution
+    data_files:
+      - split: train
+        path: data/channel_attribution/train.csv
+  - config_name: daily_generation_consumption
+    data_files:
+      - split: train
+        path: data/daily_generation_consumption/train.csv
+  - config_name: dashboard_suggestions
+    data_files:
+      - split: train
+        path: data/dashboard_suggestions/train.csv
+  - config_name: dispatch_events
+    data_files:
+      - split: train
+        path: data/dispatch_events/train.csv
+  - config_name: households
+    data_files:
+      - split: train
+        path: data/households/train.csv
+  - config_name: installation_pipeline
+    data_files:
+      - split: train
+        path: data/installation_pipeline/train.csv
+  - config_name: metric_definitions
+    data_files:
+      - split: train
+        path: data/metric_definitions/train.csv
+  - config_name: outage_events
+    data_files:
+      - split: train
+        path: data/outage_events/train.csv
+  - config_name: portfolio_kpis_daily
+    data_files:
+      - split: train
+        path: data/portfolio_kpis_daily/train.csv
+  - config_name: service_tickets
+    data_files:
+      - split: train
+        path: data/service_tickets/train.csv
+  - config_name: solar_systems
+    data_files:
+      - split: train
+        path: data/solar_systems/train.csv
+  - config_name: subscriber_contracts
+    data_files:
+      - split: train
+        path: data/subscriber_contracts/train.csv
+  - config_name: utility_tariffs
+    data_files:
+      - split: train
+        path: data/utility_tariffs/train.csv
+  - config_name: vpp_program_enrollment
+    data_files:
+      - split: train
+        path: data/vpp_program_enrollment/train.csv
+---
+
+# Solstice Residential Energy (VPP) Pack (Sample)
+
+**A high-fidelity synthetic dataset for residential energy transition and VPP operations.** This dataset simulates the lifecycle of residential solar and battery systems, including installation pipelines, daily generation/consumption telemetry, and Virtual Power Plant (VPP) dispatch events.
+
+Built by [Solstice AI Studio](https://www.solsticestudio.ai/datasets) as a free sample of a larger commercial pack. 100% synthetic — no real household or utility data.
+
+## What's in the box
+
+This dataset consists of 16 interconnected tables covering:
+- **Asset Dimensions:** `households`, `solar_systems`, `battery_systems`, `utility_tariffs`
+- **Telemetry Fact Tables:** `daily_generation_consumption`
+- **Operational Events:** `outage_events`, `dispatch_events`, `service_tickets`
+- **VPP & Commercial:** `subscriber_contracts`, `vpp_program_enrollment`, `billing_and_savings`
+- **Growth & Marketing:** `installation_pipeline`, `channel_attribution`
+
+## Use Cases
+- **VPP Optimization:** Train RL agents to optimize battery dispatch during grid stress events.
+- **Grid Stability Research:** Model the impact of residential solar/storage on simulated grid outages.
+- **Customer Analytics:** Identify high-propensity households for VPP enrollment based on usage patterns.
+- **Financial Modeling:** Simulate savings and ROI for residential solar portfolios under different tariff structures.
+
+## Data Provenance
+Generated using Solstice’s PhantasOS / SIMA simulation engine. The simulation models physics-aligned generation (based on simulated weather seeds) and realistic household load profiles, alongside commercial contract logic.
+
+## Get the Full Pack
+Scale this dataset to 100K+ households, multiple utility regions, and high-resolution (15-min) telemetry.
+[www.solsticestudio.ai/datasets](https://www.solsticestudio.ai/datasets)

data/battery_systems/train.csv

@@ -0,0 +1,328 @@
+battery_id,household_id,usable_kwh,power_kw,chemistry,reserve_setting_pct,vpp_enabled_flag,install_date,replacement_due_year
+B-000001,H000001,15.0,8.0,lithium_nmc,0.26,False,2024-07-13,2035
+B-000002,H000002,15.0,7.7,lithium_iron_phosphate,0.22,True,2024-09-26,2034
+B-000003,H000003,10.0,4.8,lithium_nmc,0.27,False,2024-08-18,2034
+B-000004,H000004,13.5,4.8,lithium_nmc,0.29,True,2024-07-13,2038
+B-000006,H000006,20.0,10.5,lithium_nmc,0.41,True,2024-09-07,2037
+B-000007,H000007,10.0,4.8,lithium_iron_phosphate,0.21,True,2025-01-10,2040
+B-000008,H000008,20.0,6.7,lithium_iron_phosphate,0.23,True,2024-11-25,2037
+B-000009,H000009,20.0,8.9,lithium_iron_phosphate,0.15,True,2024-09-08,2038
+B-000011,H000011,13.5,6.3,lithium_iron_phosphate,0.19,True,2024-11-10,2036
+B-000012,H000012,10.0,4.8,lithium_iron_phosphate,0.23,True,2024-12-14,2040
+B-000013,H000013,10.0,4.8,lithium_nmc,0.24,True,2024-10-13,2035
+B-000014,H000014,13.5,5.3,lithium_nmc,0.2,True,2024-10-05,2039
+B-000016,H000016,13.5,4.8,lithium_iron_phosphate,0.34,True,2024-09-24,2038
+B-000017,H000017,20.0,8.9,lithium_nmc,0.37,False,2024-12-24,2035
+B-000018,H000018,10.0,4.8,lithium_nmc,0.29,True,2024-10-25,2036
+B-000019,H000019,15.0,5.6,lithium_nmc,0.35,True,2024-08-24,2038
+B-000020,H000020,10.0,4.8,lithium_nmc,0.3,False,2024-11-24,2039
+B-000022,H000022,13.5,5.1,lithium_nmc,0.22,False,2024-07-15,2037
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+B-000024,H000024,13.5,5.5,lithium_iron_phosphate,0.27,False,2024-11-23,2038
+B-000028,H000028,13.5,5.9,lithium_iron_phosphate,0.35,False,2024-12-03,2038
+B-000029,H000029,20.0,7.5,lithium_iron_phosphate,0.32,True,2024-08-17,2037
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+B-000032,H000032,15.0,5.1,lithium_nmc,0.38,False,2024-09-12,2039
+B-000035,H000035,10.0,4.8,lithium_iron_phosphate,0.22,True,2024-12-05,2038
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+B-000057,H000057,20.0,6.9,lithium_iron_phosphate,0.15,False,2024-08-19,2036
+B-000062,H000062,15.0,7.6,lithium_nmc,0.21,False,2024-08-02,2034
+B-000063,H000063,13.5,6.7,lithium_iron_phosphate,0.32,True,2024-12-24,2040
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+B-000065,H000065,13.5,5.8,lithium_iron_phosphate,0.4,True,2024-09-17,2035
+B-000067,H000067,15.0,5.8,lithium_iron_phosphate,0.39,False,2024-09-25,2034
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+B-000093,H000093,10.0,4.8,lithium_iron_phosphate,0.15,True,2024-07-14,2034
+B-000095,H000095,20.0,8.3,lithium_nmc,0.15,True,2024-11-08,2039
+B-000099,H000099,10.0,4.8,lithium_iron_phosphate,0.21,False,2024-09-03,2035
+B-000100,H000100,20.0,7.2,lithium_nmc,0.41,True,2024-11-29,2036
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+B-000234,H000234,15.0,5.9,lithium_iron_phosphate,0.31,True,2024-11-03,2035
+B-000235,H000235,10.0,4.8,lithium_iron_phosphate,0.26,False,2024-11-03,2039
+B-000237,H000237,15.0,5.4,lithium_nmc,0.36,False,2024-09-24,2039
+B-000238,H000238,10.0,4.8,lithium_nmc,0.42,True,2024-10-27,2034
+B-000239,H000239,13.5,6.3,lithium_nmc,0.24,True,2024-09-21,2034
+B-000241,H000241,13.5,6.1,lithium_iron_phosphate,0.36,True,2024-09-12,2038
+B-000243,H000243,13.5,5.0,lithium_nmc,0.17,True,2025-01-17,2040
+B-000244,H000244,20.0,8.2,lithium_iron_phosphate,0.17,True,2024-12-13,2035
+B-000245,H000245,20.0,10.4,lithium_iron_phosphate,0.34,True,2024-09-29,2039
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+B-000247,H000247,20.0,10.3,lithium_iron_phosphate,0.29,False,2024-09-01,2036
+B-000248,H000248,15.0,7.5,lithium_iron_phosphate,0.17,True,2024-09-27,2034
+B-000251,H000251,13.5,5.1,lithium_nmc,0.17,True,2024-09-16,2036
+B-000252,H000252,20.0,8.7,lithium_nmc,0.15,False,2024-08-03,2039
+B-000255,H000255,13.5,6.0,lithium_iron_phosphate,0.35,True,2024-11-08,2039
+B-000256,H000256,13.5,6.2,lithium_iron_phosphate,0.35,True,2024-12-07,2034
+B-000257,H000257,10.0,4.8,lithium_iron_phosphate,0.36,True,2024-09-09,2037
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+B-000262,H000262,13.5,5.5,lithium_nmc,0.23,True,2024-12-26,2040
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+B-000266,H000266,13.5,5.1,lithium_nmc,0.32,True,2024-09-04,2039
+B-000267,H000267,20.0,8.5,lithium_nmc,0.36,True,2024-09-28,2037
+B-000269,H000269,10.0,4.8,lithium_iron_phosphate,0.34,True,2025-01-28,2036
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+B-000290,H000290,20.0,7.3,lithium_iron_phosphate,0.38,True,2024-08-20,2036
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+B-000293,H000293,10.0,4.8,lithium_nmc,0.22,True,2024-11-08,2038
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+B-000300,H000300,13.5,5.5,lithium_nmc,0.21,True,2024-07-28,2035
+B-000301,H000301,10.0,4.8,lithium_iron_phosphate,0.27,True,2024-12-05,2039
+B-000302,H000302,10.0,4.8,lithium_iron_phosphate,0.41,True,2024-09-18,2034
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+B-000306,H000306,15.0,7.6,lithium_iron_phosphate,0.16,True,2024-12-14,2035
+B-000307,H000307,15.0,5.8,lithium_iron_phosphate,0.37,True,2024-08-31,2039
+B-000308,H000308,10.0,4.8,lithium_iron_phosphate,0.35,True,2024-11-16,2034
+B-000310,H000310,10.0,4.8,lithium_nmc,0.28,True,2024-09-14,2035
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+B-000397,H000397,15.0,5.5,lithium_iron_phosphate,0.18,True,2025-01-21,2037
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+B-000493,H000493,13.5,5.4,lithium_nmc,0.37,True,2024-08-16,2038
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+B-000497,H000497,15.0,6.8,lithium_iron_phosphate,0.37,True,2024-08-11,2037

data/channel_attribution/train.csv

@@ -0,0 +1,501 @@
+household_id,channel,campaign_type,cac_usd,conversion_days,sales_motion
+H000001,digital,backup_resilience,1915.68,54,field
+H000002,field_sales,backup_resilience,1343.95,43,field
+H000003,direct,partner_referral,3161.43,36,self_serve_assisted
+H000004,digital,backup_resilience,3271.44,20,field
+H000005,field_sales,battery_attach,3259.46,18,partner_led
+H000006,field_sales,partner_referral,3942.29,62,self_serve_assisted
+H000007,referral,solar_savings,1853.93,32,field
+H000008,field_sales,solar_savings,3818.81,46,field
+H000009,partner,partner_referral,3911.55,10,inside_sales
+H000010,field_sales,flex_plan,1264.86,10,field
+H000011,referral,solar_savings,1824.58,51,self_serve_assisted
+H000012,partner,partner_referral,4584.66,80,field
+H000013,field_sales,flex_plan,4268.48,20,partner_led
+H000014,field_sales,flex_plan,4656.67,71,self_serve_assisted
+H000015,field_sales,flex_plan,4737.18,57,self_serve_assisted
+H000016,digital,battery_attach,4813.18,77,self_serve_assisted
+H000017,partner,battery_attach,1912.78,68,inside_sales
+H000018,partner,partner_referral,1230.11,38,field
+H000019,digital,solar_savings,2902.59,75,self_serve_assisted
+H000020,referral,flex_plan,2492.57,43,field
+H000021,referral,solar_savings,2458.69,18,partner_led
+H000022,field_sales,backup_resilience,5574.23,44,self_serve_assisted
+H000023,digital,partner_referral,4403.07,77,inside_sales
+H000024,referral,partner_referral,1558.36,71,inside_sales
+H000025,direct,battery_attach,2886.23,8,partner_led
+H000026,direct,solar_savings,5214.41,14,field
+H000027,field_sales,solar_savings,4687.75,19,field
+H000028,direct,backup_resilience,4975.11,77,field
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+H000349,digital,backup_resilience,4420.14,29,partner_led
+H000350,partner,battery_attach,2064.63,74,partner_led
+H000351,digital,solar_savings,4158.72,37,partner_led
+H000352,field_sales,battery_attach,4679.49,45,inside_sales
+H000353,direct,solar_savings,5124.1,59,self_serve_assisted
+H000354,direct,partner_referral,1852.5,9,self_serve_assisted
+H000355,referral,flex_plan,1921.96,70,self_serve_assisted
+H000356,referral,flex_plan,4646.82,44,inside_sales
+H000357,referral,partner_referral,5211.03,10,field
+H000358,direct,partner_referral,3550.47,21,partner_led
+H000359,field_sales,flex_plan,2588.67,56,partner_led
+H000360,field_sales,battery_attach,2403.26,35,partner_led
+H000361,referral,battery_attach,4474.91,35,self_serve_assisted
+H000362,field_sales,backup_resilience,5474.52,71,inside_sales
+H000363,referral,solar_savings,4469.44,75,field
+H000364,referral,solar_savings,5573.52,42,field
+H000365,digital,battery_attach,3758.05,30,field
+H000366,field_sales,flex_plan,4489.16,55,field
+H000367,field_sales,battery_attach,3258.14,80,inside_sales
+H000368,digital,partner_referral,5028.3,12,self_serve_assisted
+H000369,digital,solar_savings,3980.66,57,self_serve_assisted
+H000370,digital,partner_referral,5540.66,17,partner_led
+H000371,partner,battery_attach,1436.69,80,partner_led
+H000372,partner,flex_plan,5557.28,21,self_serve_assisted
+H000373,partner,backup_resilience,2479.58,48,field
+H000374,partner,battery_attach,4265.12,13,partner_led
+H000375,referral,partner_referral,3996.38,23,field
+H000376,referral,solar_savings,2177.06,52,partner_led
+H000377,field_sales,flex_plan,3813.12,42,inside_sales
+H000378,digital,battery_attach,3749.9,70,self_serve_assisted
+H000379,partner,battery_attach,3284.0,64,partner_led
+H000380,field_sales,flex_plan,3216.07,75,field
+H000381,referral,backup_resilience,5171.32,45,field
+H000382,partner,solar_savings,5457.69,38,self_serve_assisted
+H000383,referral,battery_attach,1433.51,25,self_serve_assisted
+H000384,digital,battery_attach,1531.84,34,field
+H000385,field_sales,flex_plan,2498.41,12,partner_led
+H000386,partner,flex_plan,3107.87,29,self_serve_assisted
+H000387,field_sales,flex_plan,1541.29,79,partner_led
+H000388,partner,battery_attach,1256.35,61,self_serve_assisted
+H000389,field_sales,partner_referral,5141.11,70,self_serve_assisted
+H000390,digital,backup_resilience,1335.64,50,inside_sales
+H000391,field_sales,solar_savings,1385.42,44,self_serve_assisted
+H000392,partner,battery_attach,4379.87,27,inside_sales
+H000393,field_sales,battery_attach,4776.89,50,inside_sales
+H000394,field_sales,solar_savings,3710.62,69,self_serve_assisted
+H000395,field_sales,partner_referral,2702.94,18,partner_led
+H000396,referral,partner_referral,5283.4,70,field
+H000397,digital,backup_resilience,3579.14,20,inside_sales
+H000398,referral,battery_attach,2396.51,34,inside_sales
+H000399,field_sales,battery_attach,5156.4,51,inside_sales
+H000400,digital,battery_attach,4842.97,51,field
+H000401,digital,flex_plan,1592.84,48,self_serve_assisted
+H000402,partner,flex_plan,1896.47,44,inside_sales
+H000403,partner,partner_referral,2888.66,51,field
+H000404,digital,solar_savings,4655.56,75,field
+H000405,partner,battery_attach,1444.82,56,partner_led
+H000406,field_sales,backup_resilience,3725.17,79,field
+H000407,field_sales,partner_referral,5516.11,69,self_serve_assisted
+H000408,referral,partner_referral,2649.0,58,partner_led
+H000409,referral,battery_attach,2486.71,53,field
+H000410,referral,battery_attach,1568.06,15,partner_led
+H000411,partner,partner_referral,4447.19,10,partner_led
+H000412,referral,backup_resilience,2190.97,12,inside_sales
+H000413,digital,flex_plan,1380.09,15,self_serve_assisted
+H000414,referral,solar_savings,2663.31,61,self_serve_assisted
+H000415,field_sales,partner_referral,2329.35,30,inside_sales
+H000416,digital,solar_savings,4102.24,37,field
+H000417,digital,backup_resilience,5223.13,55,field
+H000418,referral,backup_resilience,5036.34,38,inside_sales
+H000419,referral,battery_attach,4564.82,19,inside_sales
+H000420,digital,backup_resilience,4292.73,21,partner_led
+H000421,field_sales,backup_resilience,5538.0,44,self_serve_assisted
+H000422,digital,backup_resilience,4460.29,10,partner_led
+H000423,direct,flex_plan,2337.94,41,partner_led
+H000424,referral,flex_plan,5252.96,14,partner_led
+H000425,direct,partner_referral,4327.86,20,self_serve_assisted
+H000426,digital,flex_plan,5003.44,75,self_serve_assisted
+H000427,referral,solar_savings,3980.02,72,partner_led
+H000428,field_sales,flex_plan,3550.64,50,self_serve_assisted
+H000429,direct,backup_resilience,2012.97,43,field
+H000430,digital,partner_referral,4676.2,30,inside_sales
+H000431,field_sales,backup_resilience,2064.17,61,field
+H000432,direct,partner_referral,5528.72,53,partner_led
+H000433,partner,solar_savings,5465.14,79,field
+H000434,partner,battery_attach,4513.22,30,inside_sales
+H000435,field_sales,battery_attach,4637.36,64,inside_sales
+H000436,digital,battery_attach,1858.53,78,inside_sales
+H000437,partner,backup_resilience,3529.45,28,field
+H000438,digital,solar_savings,4281.48,24,inside_sales
+H000439,direct,solar_savings,4649.69,23,inside_sales
+H000440,digital,battery_attach,4653.28,8,field
+H000441,partner,backup_resilience,3436.49,26,inside_sales
+H000442,digital,solar_savings,2241.38,76,field
+H000443,field_sales,battery_attach,3226.42,28,inside_sales
+H000444,partner,battery_attach,2137.74,49,partner_led
+H000445,digital,solar_savings,3568.14,56,partner_led
+H000446,partner,flex_plan,1388.8,16,partner_led
+H000447,referral,backup_resilience,2993.51,63,inside_sales
+H000448,field_sales,flex_plan,5166.5,73,partner_led
+H000449,digital,battery_attach,2441.35,22,self_serve_assisted
+H000450,digital,flex_plan,1225.77,20,field
+H000451,digital,backup_resilience,5594.79,15,partner_led
+H000452,field_sales,solar_savings,1907.87,28,field
+H000453,digital,flex_plan,2326.52,25,field
+H000454,direct,solar_savings,2955.55,62,field
+H000455,digital,battery_attach,2416.44,39,inside_sales
+H000456,digital,solar_savings,4852.03,19,inside_sales
+H000457,field_sales,solar_savings,2713.5,14,field
+H000458,partner,flex_plan,1945.0,55,self_serve_assisted
+H000459,partner,partner_referral,1577.47,62,partner_led
+H000460,field_sales,partner_referral,2286.63,44,inside_sales
+H000461,digital,solar_savings,4763.27,35,inside_sales
+H000462,direct,flex_plan,1945.69,58,self_serve_assisted
+H000463,digital,solar_savings,4995.26,59,self_serve_assisted
+H000464,digital,battery_attach,1329.16,57,self_serve_assisted
+H000465,partner,partner_referral,1318.19,10,inside_sales
+H000466,field_sales,backup_resilience,4464.07,41,field
+H000467,digital,partner_referral,2962.37,24,self_serve_assisted
+H000468,digital,solar_savings,4898.74,34,self_serve_assisted
+H000469,partner,partner_referral,3720.62,50,inside_sales
+H000470,field_sales,partner_referral,2461.45,51,self_serve_assisted
+H000471,field_sales,backup_resilience,5000.74,29,inside_sales
+H000472,referral,partner_referral,1250.42,61,inside_sales
+H000473,partner,flex_plan,3984.0,28,inside_sales
+H000474,field_sales,partner_referral,3049.88,45,inside_sales
+H000475,field_sales,flex_plan,3008.71,29,inside_sales
+H000476,direct,battery_attach,3152.85,74,partner_led
+H000477,digital,solar_savings,3316.25,73,field
+H000478,referral,backup_resilience,3933.23,48,inside_sales
+H000479,field_sales,backup_resilience,5413.77,59,field
+H000480,field_sales,battery_attach,4313.21,46,self_serve_assisted
+H000481,referral,flex_plan,4562.35,53,field
+H000482,digital,flex_plan,3636.53,35,inside_sales
+H000483,partner,flex_plan,3066.01,24,partner_led
+H000484,direct,backup_resilience,5131.33,71,self_serve_assisted
+H000485,digital,backup_resilience,2024.7,24,partner_led
+H000486,field_sales,backup_resilience,3420.44,50,inside_sales
+H000487,referral,flex_plan,5505.54,14,self_serve_assisted
+H000488,referral,battery_attach,5197.58,73,field
+H000489,field_sales,battery_attach,5222.75,75,partner_led
+H000490,partner,partner_referral,2827.51,24,partner_led
+H000491,partner,battery_attach,4855.56,72,inside_sales
+H000492,field_sales,battery_attach,4686.44,13,self_serve_assisted
+H000493,field_sales,flex_plan,2099.25,27,self_serve_assisted
+H000494,field_sales,flex_plan,1625.26,54,partner_led
+H000495,digital,partner_referral,3713.14,8,self_serve_assisted
+H000496,partner,flex_plan,2116.3,75,self_serve_assisted
+H000497,field_sales,solar_savings,5254.16,32,field
+H000498,referral,partner_referral,2410.36,43,inside_sales
+H000499,referral,battery_attach,2635.16,55,self_serve_assisted
+H000500,digital,battery_attach,4860.41,42,self_serve_assisted

data/dashboard_suggestions/train.csv

@@ -0,0 +1,4 @@
+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

data/households/train.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
+H000315,AZ,Desert Horizon Electric,desert,single_family,shaded,higher,False,heat_pump,moderate
+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
+H000320,TX,Gulf Grid Electric,humid_subtropical,townhome,ideal,middle,False,full_electrified,high
+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
+H000323,HI,Island Grid Company,island,single_family,good,lower,False,heat_pump,moderate
+H000324,NV,Silver State Electric,desert,single_family,ideal,middle,False,baseline,moderate
+H000325,CA,Pacific Valley Electric,coastal,single_family,ideal,higher,True,heat_pump,high
+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
+H000328,FL,Peninsula Electric,humid_subtropical,small_multifamily,ideal,middle,False,baseline,high
+H000329,HI,Island Grid Company,island,single_family,good,upper_middle,False,ev_ready,low
+H000330,NV,Silver State Electric,desert,single_family,good,middle,True,baseline,moderate
+H000331,CA,Pacific Valley Electric,coastal,small_multifamily,ideal,upper_middle,False,full_electrified,high
+H000332,TX,Lone Star Power,humid_subtropical,single_family,good,upper_middle,False,ev_ready,moderate
+H000333,AZ,Copper State Power,desert,small_multifamily,ideal,upper_middle,False,ev_ready,low
+H000334,FL,Sunbelt Utility,humid_subtropical,single_family,good,upper_middle,False,heat_pump,moderate
+H000335,HI,Island Grid Company,island,single_family,constrained,middle,True,baseline,high
+H000336,NV,Silver State Electric,desert,single_family,good,upper_middle,True,heat_pump,low
+H000337,CA,Pacific Valley Electric,coastal,single_family,good,middle,True,baseline,high
+H000338,TX,Lone Star Power,humid_subtropical,single_family,ideal,upper_middle,False,heat_pump,moderate
+H000339,AZ,Desert Horizon Electric,desert,single_family,good,middle,False,ev_ready,moderate
+H000340,FL,Peninsula Electric,humid_subtropical,single_family,ideal,upper_middle,False,baseline,low
+H000341,HI,Island Grid Company,island,townhome,shaded,lower,False,heat_pump,moderate
+H000342,NV,Silver State Electric,desert,single_family,constrained,lower,False,full_electrified,low
+H000343,CA,Pacific Valley Electric,coastal,single_family,good,higher,False,full_electrified,moderate
+H000344,TX,Gulf Grid Electric,humid_subtropical,single_family,good,middle,False,baseline,low
+H000345,AZ,Copper State Power,desert,single_family,good,upper_middle,False,full_electrified,low
+H000346,FL,Sunbelt Utility,humid_subtropical,single_family,shaded,middle,False,ev_ready,moderate
+H000347,HI,Island Grid Company,island,townhome,ideal,middle,False,full_electrified,low
+H000348,NV,Silver State Electric,desert,single_family,constrained,higher,False,full_electrified,low
+H000349,CA,Pacific Valley Electric,coastal,single_family,good,middle,False,ev_ready,high
+H000350,TX,Lone Star Power,humid_subtropical,single_family,shaded,lower,False,ev_ready,low
+H000351,AZ,Copper State Power,desert,single_family,ideal,higher,False,baseline,high
+H000352,FL,Sunbelt Utility,humid_subtropical,single_family,constrained,higher,False,heat_pump,low
+H000353,HI,Island Grid Company,island,single_family,good,upper_middle,False,heat_pump,moderate
+H000354,NV,Silver State Electric,desert,single_family,good,upper_middle,False,heat_pump,low
+H000355,CA,Golden Coast Electric,coastal,single_family,shaded,middle,True,baseline,low
+H000356,TX,Gulf Grid Electric,humid_subtropical,single_family,ideal,upper_middle,False,baseline,moderate
+H000357,AZ,Desert Horizon Electric,desert,single_family,ideal,middle,False,heat_pump,low
+H000358,FL,Peninsula Electric,humid_subtropical,single_family,good,upper_middle,False,heat_pump,low
+H000359,HI,Island Grid Company,island,single_family,constrained,middle,False,ev_ready,moderate
+H000360,NV,Silver State Electric,desert,single_family,constrained,middle,False,full_electrified,high
+H000361,CA,Golden Coast Electric,coastal,townhome,constrained,lower,False,ev_ready,low
+H000362,TX,Lone Star Power,humid_subtropical,single_family,shaded,higher,True,baseline,high
+H000363,AZ,Desert Horizon Electric,desert,single_family,constrained,middle,False,baseline,low
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+H000442,FL,Sunbelt Utility,humid_subtropical,single_family,constrained,upper_middle,True,heat_pump,low
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+H000487,CA,Pacific Valley Electric,coastal,single_family,good,upper_middle,False,full_electrified,low
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+H000493,CA,Pacific Valley Electric,coastal,small_multifamily,ideal,upper_middle,False,full_electrified,high
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+H000497,HI,Island Grid Company,island,single_family,good,lower,True,ev_ready,low
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+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

data/installation_pipeline/train.csv

@@ -0,0 +1,501 @@
+project_id,household_id,lead_source,signed_date,permit_ready_date,install_date,pto_date,battery_attachment_flag,project_cycle_days,cancellation_flag,cancellation_reason
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data/metric_definitions/train.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

data/outage_events/train.csv

@@ -0,0 +1,840 @@
+outage_event_id,date,household_id,outage_duration_minutes,critical_load_served_kwh,backup_duration_hours,grid_down_flag,customer_outage_avoided_flag,unserved_load_kwh
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data/service_tickets/train.csv

@@ -0,0 +1,138 @@
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data/solar_systems/train.csv

@@ -0,0 +1,501 @@
+system_id,household_id,kw_dc,module_count,inverter_type,azimuth_band,shading_band,expected_annual_kwh,commission_date
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+S-000042,H000042,11.0,30,hybrid,east_west,moderate,15890.0,2024-12-31
+S-000043,H000043,5.8,16,string,mixed,moderate,8222.0,2024-09-04
+S-000044,H000044,12.8,32,microinverter,south,low,17280.0,2024-11-01
+S-000045,H000045,9.9,27,hybrid,mixed,low,14969.0,2024-12-13
+S-000046,H000046,8.0,23,microinverter,south,low,10368.0,2024-09-04
+S-000047,H000047,12.0,30,hybrid,east_west,moderate,17496.0,2024-10-31
+S-000048,H000048,8.7,25,microinverter,southwest,high,12567.0,2024-09-21
+S-000049,H000049,10.9,26,hybrid,mixed,low,15451.0,2025-01-16
+S-000050,H000050,7.8,20,microinverter,east_west,low,10530.0,2024-11-14
+S-000051,H000051,10.0,27,string,southwest,low,15120.0,2025-01-16
+S-000052,H000052,6.5,18,microinverter,south,low,8424.0,2024-10-07
+S-000053,H000053,10.6,31,microinverter,south,high,15455.0,2024-11-14
+S-000054,H000054,5.5,14,hybrid,east_west,moderate,7945.0,2024-10-12
+S-000055,H000055,9.1,22,microinverter,east_west,high,12899.0,2024-09-20
+S-000056,H000056,8.4,25,hybrid,south,moderate,11340.0,2024-07-26
+S-000057,H000057,5.6,16,microinverter,south,moderate,6604.0,2024-09-08
+S-000058,H000058,11.3,32,microinverter,south,low,14645.0,2024-11-03
+S-000059,H000059,9.9,28,string,east_west,low,14434.0,2024-11-21
+S-000060,H000060,11.1,31,string,southwest,low,12506.0,2024-08-22
+S-000061,H000061,5.8,15,hybrid,south,low,8222.0,2025-01-15
+S-000062,H000062,11.2,31,microinverter,southwest,low,15120.0,2024-08-10
+S-000063,H000063,10.9,31,hybrid,southwest,low,16481.0,2025-01-06
+S-000064,H000064,6.8,16,string,south,high,8813.0,2024-11-29
+S-000065,H000065,9.0,27,string,mixed,low,13122.0,2024-10-08
+S-000066,H000066,12.5,31,string,mixed,low,18056.0,2024-12-16
+S-000067,H000067,6.3,19,string,south,moderate,8930.0,2024-10-16
+S-000068,H000068,9.0,24,string,east_west,high,12150.0,2024-10-11
+S-000069,H000069,10.5,30,hybrid,southwest,high,15876.0,2024-12-03
+S-000070,H000070,11.1,33,string,mixed,high,14386.0,2024-12-11
+S-000071,H000071,10.6,26,string,east_west,low,15455.0,2024-12-16
+S-000072,H000072,8.2,20,microinverter,east_west,low,11845.0,2024-10-23
+S-000073,H000073,9.3,25,hybrid,south,moderate,13183.0,2024-12-04
+S-000074,H000074,6.4,16,microinverter,east_west,high,6739.0,2024-09-23
+S-000075,H000075,7.9,20,hybrid,mixed,moderate,11945.0,2024-12-16
+S-000076,H000076,12.7,38,hybrid,east_west,low,16459.0,2024-12-27
+S-000077,H000077,11.1,29,string,east_west,high,16184.0,2024-10-13
+S-000078,H000078,7.5,22,microinverter,mixed,low,10834.0,2024-10-15
+S-000079,H000079,7.0,18,string,mixed,low,9922.0,2024-12-14
+S-000080,H000080,9.9,29,string,southwest,moderate,10425.0,2024-12-10
+S-000081,H000081,11.6,33,hybrid,mixed,low,17539.0,2024-10-07
+S-000082,H000082,6.2,15,string,mixed,high,6267.0,2024-09-08
+S-000083,H000083,12.4,34,string,mixed,high,18079.0,2024-08-03
+S-000084,H000084,11.9,28,hybrid,southwest,high,17190.0,2024-09-07
+S-000085,H000085,5.3,14,string,south,low,7513.0,2024-11-27
+S-000086,H000086,9.2,24,microinverter,southwest,moderate,9688.0,2025-01-07
+S-000087,H000087,9.8,25,hybrid,mixed,low,11558.0,2024-08-20
+S-000088,H000088,11.4,31,microinverter,south,low,14774.0,2024-09-21
+S-000089,H000089,8.2,23,microinverter,east_west,low,11956.0,2024-12-29
+S-000090,H000090,5.4,14,microinverter,east_west,moderate,7800.0,2024-12-10
+S-000091,H000091,7.7,19,string,east_west,low,10915.0,2024-10-01
+S-000092,H000092,6.9,21,microinverter,mixed,low,9315.0,2024-12-15
+S-000093,H000093,11.7,28,microinverter,southwest,high,17690.0,2024-08-01
+S-000094,H000094,9.3,24,hybrid,east_west,low,9401.0,2024-10-15
+S-000095,H000095,11.9,29,string,east_west,low,17350.0,2024-11-16
+S-000096,H000096,8.3,24,microinverter,southwest,low,11989.0,2024-12-26
+S-000097,H000097,7.3,20,string,south,low,10348.0,2024-10-30
+S-000098,H000098,12.2,29,string,mixed,low,16470.0,2024-08-26
+S-000099,H000099,8.8,24,hybrid,southwest,low,13306.0,2024-09-16
+S-000100,H000100,7.7,20,hybrid,east_west,high,9979.0,2024-12-24
+S-000101,H000101,10.2,29,microinverter,east_west,low,14872.0,2024-12-07
+S-000102,H000102,6.7,20,microinverter,mixed,moderate,9678.0,2025-01-05
+S-000103,H000103,6.9,18,microinverter,east_west,moderate,9781.0,2024-10-24
+S-000104,H000104,5.3,12,hybrid,mixed,low,7155.0,2025-02-05
+S-000105,H000105,7.2,20,string,mixed,low,8491.0,2024-10-27
+S-000106,H000106,9.1,24,microinverter,southwest,low,11794.0,2024-10-09
+S-000107,H000107,4.8,12,string,east_west,low,5459.0,2024-09-13
+S-000108,H000108,12.5,30,hybrid,mixed,moderate,18056.0,2025-02-04
+S-000109,H000109,6.6,20,string,southwest,low,9356.0,2024-12-05
+S-000110,H000110,11.4,33,microinverter,mixed,low,15390.0,2024-09-21
+S-000111,H000111,7.4,22,microinverter,south,moderate,11189.0,2024-12-12
+S-000112,H000112,5.8,16,string,east_west,moderate,7517.0,2024-08-31
+S-000113,H000113,9.3,23,hybrid,southwest,high,13559.0,2024-08-08
+S-000114,H000114,10.0,29,microinverter,east_west,high,14445.0,2025-01-15
+S-000115,H000115,7.9,19,string,mixed,low,11198.0,2024-11-11
+S-000116,H000116,11.0,31,string,south,low,14850.0,2024-12-21
+S-000117,H000117,6.3,15,string,south,low,7430.0,2025-01-12
+S-000118,H000118,6.1,17,hybrid,south,low,7906.0,2024-11-18
+S-000119,H000119,7.0,18,microinverter,east_west,moderate,10206.0,2024-10-14
+S-000120,H000120,10.0,30,string,mixed,high,11267.0,2024-10-23
+S-000121,H000121,10.0,30,microinverter,east_west,low,14175.0,2024-10-31
+S-000122,H000122,10.6,30,microinverter,south,high,14310.0,2024-12-03
+S-000123,H000123,5.2,14,hybrid,southwest,low,7862.0,2024-09-08
+S-000124,H000124,8.9,22,microinverter,southwest,low,11534.0,2024-12-09
+S-000125,H000125,9.2,27,hybrid,southwest,low,13414.0,2024-12-13
+S-000126,H000126,7.2,18,hybrid,southwest,low,10400.0,2025-01-04
+S-000127,H000127,11.1,28,microinverter,southwest,high,12273.0,2025-02-04
+S-000128,H000128,8.2,23,microinverter,east_west,low,11070.0,2024-12-06
+S-000129,H000129,11.1,30,microinverter,southwest,low,16783.0,2024-08-31
+S-000130,H000130,6.7,16,string,south,low,8683.0,2024-09-10
+S-000131,H000131,11.1,30,hybrid,east_west,moderate,16184.0,2024-10-02
+S-000132,H000132,11.9,36,string,south,moderate,17190.0,2024-09-02
+S-000133,H000133,8.3,22,microinverter,south,low,9177.0,2025-01-12
+S-000134,H000134,9.8,26,microinverter,south,moderate,13230.0,2024-09-01
+S-000135,H000135,5.3,14,string,southwest,low,8014.0,2024-08-07
+S-000136,H000136,6.4,16,string,east_west,low,8294.0,2024-09-09
+S-000137,H000137,12.4,35,string,mixed,moderate,18079.0,2024-10-30
+S-000138,H000138,5.6,15,string,south,low,8089.0,2024-08-12
+S-000139,H000139,12.7,33,microinverter,southwest,moderate,18002.0,2024-12-17
+S-000140,H000140,9.0,25,string,south,low,12150.0,2025-01-01
+S-000141,H000141,8.4,25,hybrid,southwest,low,12701.0,2024-11-18
+S-000142,H000142,11.6,33,string,mixed,low,15034.0,2024-11-29
+S-000143,H000143,6.3,18,string,east_west,low,9185.0,2024-07-20
+S-000144,H000144,10.2,31,string,mixed,high,11492.0,2025-01-27
+S-000145,H000145,8.8,22,string,east_west,low,12474.0,2024-10-29
+S-000146,H000146,8.5,25,hybrid,east_west,low,11475.0,2024-11-26
+S-000147,H000147,10.3,25,hybrid,east_west,low,12147.0,2024-11-12
+S-000148,H000148,5.4,15,hybrid,east_west,low,6998.0,2024-08-21
+S-000149,H000149,9.9,25,hybrid,southwest,low,14434.0,2024-11-03
+S-000150,H000150,10.9,31,microinverter,southwest,low,15745.0,2024-11-14
+S-000151,H000151,10.4,30,microinverter,south,low,14742.0,2024-08-27
+S-000152,H000152,11.9,34,microinverter,mixed,low,16065.0,2025-01-23
+S-000153,H000153,7.2,17,hybrid,southwest,low,10886.0,2024-08-18
+S-000154,H000154,9.6,26,hybrid,south,moderate,12442.0,2024-10-25
+S-000155,H000155,11.6,32,microinverter,southwest,low,16913.0,2024-09-12
+S-000156,H000156,6.5,18,string,south,moderate,9389.0,2024-09-30
+S-000157,H000157,7.2,18,string,southwest,low,10206.0,2024-08-19
+S-000158,H000158,9.6,28,microinverter,mixed,low,12960.0,2024-12-09
+S-000159,H000159,12.6,33,hybrid,south,low,19051.0,2024-12-05
+S-000160,H000160,5.7,15,string,south,low,7387.0,2025-01-04
+S-000161,H000161,7.6,20,hybrid,east_west,low,11081.0,2025-01-03
+S-000162,H000162,10.5,29,microinverter,mixed,low,15167.0,2024-10-22
+S-000163,H000163,7.3,21,microinverter,mixed,high,10348.0,2024-09-25
+S-000164,H000164,7.8,22,microinverter,mixed,low,10530.0,2024-10-25
+S-000165,H000165,7.4,21,microinverter,mixed,low,11189.0,2024-09-15
+S-000166,H000166,12.0,36,hybrid,mixed,moderate,15552.0,2024-08-03
+S-000167,H000167,9.1,24,string,south,high,13268.0,2024-08-01
+S-000168,H000168,6.6,19,microinverter,mixed,high,9534.0,2024-11-23
+S-000169,H000169,9.3,25,string,southwest,low,13183.0,2024-09-03
+S-000170,H000170,11.1,34,microinverter,east_west,low,14985.0,2024-11-28
+S-000171,H000171,10.7,32,hybrid,east_west,high,16178.0,2024-11-09
+S-000172,H000172,6.3,15,string,southwest,high,6369.0,2024-12-03
+S-000173,H000173,9.7,23,microinverter,mixed,high,14143.0,2025-01-18
+S-000174,H000174,12.2,36,string,southwest,high,17623.0,2024-08-25
+S-000175,H000175,6.1,18,string,southwest,low,8647.0,2024-08-07
+S-000176,H000176,6.9,17,hybrid,mixed,low,9315.0,2024-09-03
+S-000177,H000177,6.1,15,string,southwest,low,7194.0,2024-10-09
+S-000178,H000178,6.5,16,hybrid,mixed,low,8424.0,2024-12-13
+S-000179,H000179,6.6,17,microinverter,mixed,low,9623.0,2024-10-27
+S-000180,H000180,10.4,28,string,mixed,low,15023.0,2025-01-06
+S-000181,H000181,6.1,16,hybrid,east_west,low,8647.0,2024-08-24
+S-000182,H000182,11.1,29,hybrid,east_west,low,14985.0,2024-08-05
+S-000183,H000183,7.0,20,hybrid,southwest,moderate,10584.0,2024-08-04
+S-000184,H000184,7.3,17,hybrid,southwest,high,9461.0,2024-07-25
+S-000185,H000185,5.8,17,microinverter,south,low,8456.0,2025-01-26
+S-000186,H000186,7.3,21,hybrid,mixed,low,10545.0,2024-09-15
+S-000187,H000187,11.2,33,hybrid,southwest,low,15876.0,2024-09-09
+S-000188,H000188,7.4,21,string,south,low,9990.0,2025-01-23
+S-000189,H000189,11.7,33,hybrid,mixed,high,17690.0,2024-10-22
+S-000190,H000190,11.7,30,microinverter,mixed,low,15163.0,2025-01-17
+S-000191,H000191,8.7,24,string,east_west,low,12685.0,2024-11-04
+S-000192,H000192,9.8,28,hybrid,east_west,low,14156.0,2024-09-25
+S-000193,H000193,6.8,20,hybrid,east_west,low,9639.0,2024-12-03
+S-000194,H000194,11.8,32,string,south,low,15930.0,2024-11-02
+S-000195,H000195,11.7,31,string,mixed,low,17690.0,2024-08-31
+S-000196,H000196,7.0,18,microinverter,south,moderate,9072.0,2024-09-12
+S-000197,H000197,5.2,12,string,south,low,7582.0,2024-10-30
+S-000198,H000198,9.6,29,microinverter,east_west,low,13867.0,2025-01-10
+S-000199,H000199,11.6,32,microinverter,mixed,high,16443.0,2024-12-26
+S-000200,H000200,6.9,21,string,mixed,low,9315.0,2024-11-10
+S-000201,H000201,12.4,30,string,mixed,low,18749.0,2024-10-13
+S-000202,H000202,8.9,26,string,mixed,moderate,11534.0,2024-08-31
+S-000203,H000203,8.6,20,string,mixed,moderate,12539.0,2025-01-14
+S-000204,H000204,11.4,34,hybrid,southwest,low,16467.0,2024-09-08
+S-000205,H000205,8.0,22,string,southwest,high,11340.0,2024-08-25
+S-000206,H000206,6.2,18,hybrid,mixed,low,6529.0,2024-12-12
+S-000207,H000207,10.6,32,hybrid,south,low,16027.0,2025-02-07
+S-000208,H000208,8.7,23,string,south,low,11275.0,2024-12-18
+S-000209,H000209,6.5,18,microinverter,south,low,9477.0,2024-10-16
+S-000210,H000210,12.6,37,string,mixed,low,18201.0,2024-09-08
+S-000211,H000211,11.3,31,microinverter,east_west,moderate,16018.0,2024-11-07
+S-000212,H000212,10.5,28,hybrid,southwest,low,14175.0,2024-08-17
+S-000213,H000213,6.9,20,string,southwest,moderate,8138.0,2024-10-06
+S-000214,H000214,9.6,25,hybrid,mixed,moderate,9704.0,2024-11-15
+S-000215,H000215,11.1,29,hybrid,mixed,low,16184.0,2024-10-03
+S-000216,H000216,6.8,17,microinverter,mixed,low,9823.0,2024-10-30
+S-000217,H000217,9.8,24,microinverter,east_west,low,13892.0,2024-08-22
+S-000218,H000218,9.7,28,string,southwest,moderate,10214.0,2024-10-19
+S-000219,H000219,7.8,23,hybrid,mixed,moderate,9199.0,2025-01-06
+S-000220,H000220,9.9,30,string,mixed,low,10008.0,2025-01-22
+S-000221,H000221,11.7,31,string,mixed,high,17059.0,2024-08-28
+S-000222,H000222,6.5,15,hybrid,east_west,low,9389.0,2024-09-04
+S-000223,H000223,8.4,25,microinverter,south,low,11907.0,2024-10-08
+S-000224,H000224,8.6,24,string,southwest,low,11610.0,2024-10-28
+S-000225,H000225,10.3,31,microinverter,east_west,moderate,15574.0,2025-01-14
+S-000226,H000226,10.5,28,string,mixed,low,13608.0,2024-10-14
+S-000227,H000227,8.0,23,string,south,high,11664.0,2025-01-12
+S-000228,H000228,6.3,18,microinverter,east_west,low,7098.0,2024-08-14
+S-000229,H000229,9.6,26,string,mixed,low,13608.0,2024-07-20
+S-000230,H000230,11.2,31,string,mixed,moderate,15120.0,2024-11-21
+S-000231,H000231,5.9,15,hybrid,mixed,moderate,6958.0,2024-08-04
+S-000232,H000232,5.6,16,microinverter,southwest,low,7258.0,2024-10-25
+S-000233,H000233,8.1,24,string,mixed,moderate,11810.0,2024-12-08
+S-000234,H000234,7.8,23,string,mixed,high,11267.0,2024-11-11
+S-000235,H000235,6.5,15,hybrid,southwest,high,9214.0,2024-11-25
+S-000236,H000236,5.6,15,microinverter,southwest,low,5897.0,2025-01-10
+S-000237,H000237,7.2,18,string,mixed,moderate,10886.0,2024-10-16
+S-000238,H000238,10.5,25,string,east_west,low,13608.0,2024-11-09
+S-000239,H000239,5.9,16,microinverter,east_west,low,8602.0,2024-10-06
+S-000240,H000240,11.7,35,microinverter,east_west,low,16901.0,2025-01-08
+S-000241,H000241,9.4,28,string,east_west,low,13324.0,2024-10-05
+S-000242,H000242,8.4,21,hybrid,south,low,8845.0,2024-10-17
+S-000243,H000243,7.7,22,hybrid,southwest,low,11642.0,2025-01-23
+S-000244,H000244,10.4,30,string,mixed,low,13478.0,2024-12-20
+S-000245,H000245,10.8,32,microinverter,east_west,moderate,15746.0,2024-10-10
+S-000246,H000246,7.3,19,microinverter,south,high,10545.0,2024-08-20
+S-000247,H000247,7.3,19,string,east_west,moderate,8071.0,2024-09-07
+S-000248,H000248,10.3,28,hybrid,southwest,moderate,13905.0,2024-10-14
+S-000249,H000249,10.1,26,microinverter,southwest,high,15271.0,2024-09-23
+S-000250,H000250,12.6,31,hybrid,mixed,low,16330.0,2024-10-27
+S-000251,H000251,5.4,15,microinverter,southwest,low,7873.0,2024-10-03
+S-000252,H000252,12.2,33,string,southwest,moderate,17623.0,2024-08-28
+S-000253,H000253,7.8,18,hybrid,south,high,11056.0,2024-12-31
+S-000254,H000254,8.6,24,hybrid,southwest,high,9056.0,2024-09-28
+S-000255,H000255,5.2,14,microinverter,southwest,low,7862.0,2024-11-20
+S-000256,H000256,10.9,29,hybrid,south,low,14126.0,2024-12-15
+S-000257,H000257,9.2,28,string,south,low,13414.0,2024-09-26
+S-000258,H000258,10.0,30,string,south,low,14445.0,2024-09-10
+S-000259,H000259,11.2,30,string,south,moderate,15876.0,2024-10-23
+S-000260,H000260,9.3,25,microinverter,southwest,low,12555.0,2024-10-15
+S-000261,H000261,10.5,25,hybrid,mixed,low,15876.0,2024-12-01
+S-000262,H000262,8.5,22,string,southwest,moderate,11016.0,2025-01-19
+S-000263,H000263,8.1,19,hybrid,mixed,low,11810.0,2024-10-31
+S-000264,H000264,12.5,35,hybrid,southwest,low,18056.0,2024-11-19
+S-000265,H000265,12.2,35,microinverter,southwest,low,17294.0,2024-09-21
+S-000266,H000266,12.2,31,string,east_west,moderate,16470.0,2024-09-19
+S-000267,H000267,5.6,14,hybrid,south,moderate,6604.0,2024-10-08
+S-000268,H000268,11.0,28,string,east_west,low,14256.0,2024-12-09
+S-000269,H000269,8.6,23,microinverter,southwest,low,12539.0,2025-02-16
+S-000270,H000270,9.1,23,hybrid,mixed,moderate,13145.0,2024-12-23
+S-000271,H000271,12.0,31,microinverter,south,moderate,17010.0,2024-11-25
+S-000272,H000272,6.5,17,string,southwest,moderate,8775.0,2024-12-29
+S-000273,H000273,6.5,16,hybrid,mixed,low,9828.0,2025-01-14
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+S-000275,H000275,12.1,29,microinverter,southwest,low,17642.0,2024-12-09
+S-000276,H000276,10.2,26,hybrid,east_west,low,14734.0,2024-10-02
+S-000277,H000277,8.7,21,microinverter,mixed,moderate,12332.0,2025-01-10
+S-000278,H000278,10.2,24,microinverter,south,high,13770.0,2024-11-30
+S-000279,H000279,5.3,16,hybrid,east_west,moderate,8014.0,2024-11-28
+S-000280,H000280,7.6,22,microinverter,southwest,low,9850.0,2024-12-01
+S-000281,H000281,11.5,35,hybrid,east_west,high,16767.0,2024-10-13
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+S-000283,H000283,6.2,17,string,southwest,low,8788.0,2025-01-04
+S-000284,H000284,5.6,15,microinverter,south,high,7560.0,2024-12-17
+S-000285,H000285,10.8,31,string,mixed,low,16330.0,2024-11-22
+S-000286,H000286,9.8,29,microinverter,mixed,moderate,9907.0,2024-09-23
+S-000287,H000287,6.8,19,microinverter,mixed,low,9914.0,2024-08-26
+S-000288,H000288,12.1,34,microinverter,southwest,low,17478.0,2024-08-26
+S-000289,H000289,7.4,17,string,south,low,10490.0,2024-08-24
+S-000290,H000290,6.2,16,microinverter,mixed,low,8370.0,2024-08-25
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+S-000296,H000296,12.5,31,microinverter,east_west,low,16875.0,2024-09-09
+S-000297,H000297,7.6,23,microinverter,mixed,low,11491.0,2024-10-27
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+S-000303,H000303,5.9,15,microinverter,southwest,moderate,8921.0,2024-09-30
+S-000304,H000304,9.7,23,microinverter,east_west,low,12571.0,2024-12-24
+S-000305,H000305,5.7,15,string,southwest,high,8311.0,2024-10-17
+S-000306,H000306,11.2,28,microinverter,south,high,16178.0,2024-12-30
+S-000307,H000307,7.9,19,hybrid,east_west,low,8735.0,2024-09-15
+S-000308,H000308,8.4,21,hybrid,southwest,low,11340.0,2024-12-07
+S-000309,H000309,6.9,17,microinverter,southwest,low,10433.0,2025-01-31
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+S-000311,H000311,8.7,25,hybrid,south,moderate,12685.0,2025-01-09
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+S-000315,H000315,6.4,16,string,east_west,low,7548.0,2024-12-26
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+S-000322,H000322,10.1,24,microinverter,southwest,moderate,13090.0,2024-12-13
+S-000323,H000323,9.3,28,hybrid,mixed,moderate,13559.0,2024-09-03
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+S-000325,H000325,12.1,35,microinverter,southwest,low,17152.0,2024-10-29
+S-000326,H000326,9.0,23,hybrid,mixed,moderate,12150.0,2024-10-20
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+S-000332,H000332,5.4,13,microinverter,southwest,high,7290.0,2025-01-11
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+S-000385,H000385,5.3,14,microinverter,east_west,low,5860.0,2024-10-17
+S-000386,H000386,5.4,16,hybrid,east_west,low,7290.0,2025-01-18
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+S-000388,H000388,8.9,25,hybrid,mixed,low,11534.0,2024-12-17
+S-000389,H000389,6.1,16,hybrid,south,moderate,8894.0,2024-12-09
+S-000390,H000390,8.7,21,string,southwest,low,12567.0,2024-11-24
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+S-000394,H000394,6.3,18,hybrid,southwest,moderate,8165.0,2024-08-26
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+S-000396,H000396,7.8,23,hybrid,east_west,low,11267.0,2024-12-16
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+S-000400,H000400,5.2,13,string,south,low,6739.0,2024-11-22
+S-000401,H000401,6.6,16,hybrid,mixed,high,9623.0,2024-12-07
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+S-000405,H000405,10.3,31,hybrid,south,low,15574.0,2024-12-18
+S-000406,H000406,6.9,16,microinverter,mixed,high,6975.0,2024-08-13
+S-000407,H000407,9.3,25,microinverter,south,low,13559.0,2024-12-20
+S-000408,H000408,6.6,16,hybrid,southwest,high,7436.0,2024-08-20
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+S-000411,H000411,6.2,17,microinverter,mixed,low,9374.0,2024-10-11
+S-000412,H000412,9.2,23,microinverter,south,moderate,11923.0,2025-01-08
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+S-000414,H000414,5.7,16,hybrid,southwest,low,8234.0,2025-01-16
+S-000415,H000415,6.7,17,hybrid,southwest,low,9497.0,2024-10-04
+S-000416,H000416,7.2,21,hybrid,southwest,high,9720.0,2025-01-04
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+S-000418,H000418,11.6,32,microinverter,east_west,moderate,15034.0,2024-10-12
+S-000419,H000419,8.9,21,microinverter,south,low,12976.0,2024-12-01
+S-000420,H000420,10.5,25,hybrid,southwest,moderate,15167.0,2024-09-04
+S-000421,H000421,11.4,34,microinverter,east_west,high,16160.0,2024-11-21
+S-000422,H000422,9.0,27,microinverter,mixed,high,12150.0,2024-09-23
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+S-000424,H000424,12.2,34,hybrid,east_west,low,15811.0,2024-12-12
+S-000425,H000425,10.7,32,microinverter,mixed,high,15601.0,2024-10-15
+S-000426,H000426,7.7,20,hybrid,south,low,11123.0,2024-12-30
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+S-000430,H000430,7.1,20,string,mixed,high,9202.0,2024-10-22
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+S-000433,H000433,7.2,18,microinverter,south,low,10206.0,2024-10-04
+S-000434,H000434,6.9,19,string,south,low,9315.0,2024-10-20
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+S-000438,H000438,8.5,24,microinverter,east_west,high,12278.0,2025-01-25
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+S-000441,H000441,6.2,16,microinverter,south,low,9374.0,2024-08-08
+S-000442,H000442,10.8,30,string,south,moderate,13997.0,2024-09-05
+S-000443,H000443,12.8,31,microinverter,southwest,low,18662.0,2025-02-02
+S-000444,H000444,10.0,28,microinverter,south,low,14445.0,2025-01-21
+S-000445,H000445,12.8,37,string,southwest,low,18144.0,2024-12-25
+S-000446,H000446,5.9,17,hybrid,east_west,low,7965.0,2024-09-07
+S-000447,H000447,7.9,19,hybrid,southwest,high,11945.0,2024-11-24
+S-000448,H000448,9.4,28,microinverter,south,low,12182.0,2024-12-03
+S-000449,H000449,7.6,19,string,east_west,high,11081.0,2024-10-19
+S-000450,H000450,6.7,17,microinverter,southwest,high,9678.0,2024-09-18
+S-000451,H000451,10.2,27,microinverter,east_west,moderate,14458.0,2024-10-18
+S-000452,H000452,7.9,20,microinverter,south,high,8319.0,2024-08-10
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+S-000454,H000454,6.8,19,hybrid,south,high,8813.0,2024-12-28
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+S-000459,H000459,6.5,17,string,mixed,high,9828.0,2025-01-22
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+S-000461,H000461,10.3,29,string,east_west,low,15017.0,2024-12-30
+S-000462,H000462,7.2,20,hybrid,southwest,low,10400.0,2024-08-25
+S-000463,H000463,10.9,29,microinverter,southwest,moderate,12052.0,2024-08-26
+S-000464,H000464,6.1,17,string,mixed,moderate,8235.0,2024-08-03
+S-000465,H000465,9.9,29,hybrid,south,high,11676.0,2024-11-04
+S-000466,H000466,8.7,25,microinverter,southwest,low,11275.0,2024-11-11
+S-000467,H000467,6.2,15,hybrid,southwest,high,9040.0,2024-11-21
+S-000468,H000468,6.8,18,microinverter,southwest,high,9823.0,2024-11-12
+S-000469,H000469,11.5,32,hybrid,east_west,low,16301.0,2024-07-19
+S-000470,H000470,10.5,30,string,mixed,high,14175.0,2024-09-29
+S-000471,H000471,9.2,24,microinverter,southwest,low,13910.0,2024-12-30
+S-000472,H000472,10.5,29,hybrid,southwest,high,13608.0,2024-12-23
+S-000473,H000473,6.4,15,microinverter,mixed,high,9331.0,2024-11-20
+S-000474,H000474,11.1,34,microinverter,mixed,high,16034.0,2024-12-12
+S-000475,H000475,12.5,30,string,southwest,low,17719.0,2024-10-07
+S-000476,H000476,8.6,24,hybrid,east_west,low,11610.0,2024-08-08
+S-000477,H000477,8.2,21,hybrid,east_west,low,12398.0,2024-09-18
+S-000478,H000478,7.3,21,hybrid,east_west,high,9461.0,2025-01-20
+S-000479,H000479,7.1,19,microinverter,east_west,high,8074.0,2024-12-14
+S-000480,H000480,10.9,32,string,east_west,low,15745.0,2024-08-20
+S-000481,H000481,12.6,33,string,south,low,17860.0,2024-09-09
+S-000482,H000482,7.5,23,string,east_west,high,10125.0,2024-10-18
+S-000483,H000483,11.3,30,string,mixed,low,13327.0,2024-09-17
+S-000484,H000484,6.8,19,hybrid,mixed,moderate,8813.0,2024-10-03
+S-000485,H000485,8.3,22,microinverter,southwest,moderate,9439.0,2024-11-29
+S-000486,H000486,6.9,20,string,southwest,low,9967.0,2025-01-09
+S-000487,H000487,11.1,33,string,southwest,moderate,15734.0,2024-09-21
+S-000488,H000488,8.2,22,string,east_west,moderate,11070.0,2024-08-26
+S-000489,H000489,6.9,17,microinverter,southwest,low,10433.0,2024-08-29
+S-000490,H000490,11.4,27,hybrid,south,low,14774.0,2024-10-14
+S-000491,H000491,5.4,15,string,mixed,low,7873.0,2024-10-10
+S-000492,H000492,8.3,21,string,mixed,low,11989.0,2024-09-02
+S-000493,H000493,5.7,14,string,east_west,low,8080.0,2024-08-30
+S-000494,H000494,12.0,35,microinverter,southwest,low,16200.0,2024-09-26
+S-000495,H000495,9.1,27,string,southwest,low,13759.0,2024-10-22
+S-000496,H000496,9.9,24,hybrid,mixed,low,10008.0,2024-10-08
+S-000497,H000497,9.8,27,string,southwest,low,14288.0,2024-08-17
+S-000498,H000498,8.3,25,string,south,moderate,11989.0,2024-09-06
+S-000499,H000499,5.9,17,microinverter,mixed,low,6523.0,2024-11-17
+S-000500,H000500,7.7,21,string,east_west,high,10395.0,2025-01-07

data/subscriber_contracts/train.csv

@@ -0,0 +1,501 @@
+contract_id,household_id,subscription_type,term_years,contract_start_date,monthly_minimum_payment,flex_rate_per_kwh,escalator_pct,battery_included_flag,vpp_eligible_flag,status,renewal_flag,churn_flag
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+C-000002,H000002,lease,25,2024-10-12,209.03,0.0,0.013,True,True,renewed,True,False
+C-000003,H000003,ppa,20,2024-08-27,201.35,0.0,0.003,True,False,active,False,False
+C-000004,H000004,ppa,25,2024-07-25,183.6,0.0,0.012,True,True,active,False,False
+C-000005,H000005,ppa,10,2024-09-10,87.43,0.0,0.011,False,False,active,False,False
+C-000006,H000006,ppa,20,2024-09-23,144.75,0.0,0.026,True,True,active,False,False
+C-000007,H000007,loan_like,25,2025-01-20,202.25,0.0,0.001,True,True,active,False,False
+C-000008,H000008,subscription_flex,20,2024-12-09,87.64,0.095,0.016,True,True,renewed,True,False
+C-000009,H000009,ppa,15,2024-10-03,116.85,0.0,0.015,True,True,active,False,False
+C-000010,H000010,subscription_flex,25,2025-01-18,134.97,0.162,0.011,False,False,renewed,True,False
+C-000011,H000011,loan_like,25,2024-11-25,143.87,0.0,0.009,True,True,active,False,False
+C-000012,H000012,subscription_flex,10,2025-01-02,143.22,0.147,0.027,True,True,renewed,True,False
+C-000013,H000013,ppa,25,2024-11-05,142.48,0.0,0.032,True,True,active,False,False
+C-000014,H000014,loan_like,10,2024-10-24,144.53,0.0,0.032,True,True,active,False,False
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+C-000020,H000020,loan_like,25,2024-12-01,136.19,0.0,0.011,True,False,renewed,True,False
+C-000021,H000021,subscription_flex,15,2024-11-07,181.57,0.107,0.026,False,False,active,False,False
+C-000022,H000022,lease,25,2024-07-29,198.77,0.0,0.024,True,False,active,False,False
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+C-000028,H000028,subscription_flex,15,2024-12-17,139.44,0.086,0.02,True,False,active,False,False
+C-000029,H000029,ppa,20,2024-09-10,81.37,0.0,0.002,True,True,active,False,False
+C-000030,H000030,ppa,25,2025-02-02,115.3,0.0,0.02,False,False,renewed,True,False
+C-000031,H000031,lease,25,2024-11-26,145.17,0.0,0.033,True,False,active,False,False
+C-000032,H000032,lease,10,2024-10-04,149.54,0.0,0.005,True,False,renewed,True,False
+C-000033,H000033,subscription_flex,10,2024-09-16,196.05,0.096,0.03,False,False,active,False,False
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+C-000036,H000036,lease,25,2024-12-15,115.15,0.0,0.032,True,True,active,False,False
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+C-000038,H000038,subscription_flex,10,2024-11-09,160.92,0.1,0.031,True,True,active,False,False
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+C-000081,H000081,subscription_flex,10,2024-10-07,135.74,0.087,0.032,True,True,active,False,False
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+C-000098,H000098,lease,25,2024-08-26,146.77,0.0,0.001,False,False,churned,False,True
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data/utility_tariffs/train.csv

@@ -0,0 +1,11 @@
+tariff_id,utility_territory,state,tariff_name,tariff_type,peak_start_hour,peak_end_hour,summer_peak_rate,offpeak_rate,fixed_monthly_charge,net_billing_export_rate
+T-CA-1,Golden Coast Electric,CA,Golden Coast Electric TimeFlex,tou,16,21,0.433,0.113,13.85,0.05
+T-CA-2,Pacific Valley Electric,CA,Pacific Valley Electric TimeFlex,tou,16,21,0.457,0.191,22.49,0.038
+T-TX-1,Lone Star Power,TX,Lone Star Power Standard,flat,0,23,0.381,0.114,13.06,0.075
+T-TX-2,Gulf Grid Electric,TX,Gulf Grid Electric Standard,flat,0,23,0.286,0.134,19.1,0.079
+T-AZ-1,Desert Horizon Electric,AZ,Desert Horizon Electric TimeFlex,tou,16,21,0.333,0.181,21.33,0.031
+T-AZ-2,Copper State Power,AZ,Copper State Power TimeFlex,tou,16,21,0.473,0.194,14.76,0.044
+T-FL-1,Sunbelt Utility,FL,Sunbelt Utility Standard,flat,0,23,0.51,0.15,11.3,0.039
+T-FL-2,Peninsula Electric,FL,Peninsula Electric Standard,flat,0,23,0.483,0.182,21.3,0.096
+T-HI-1,Island Grid Company,HI,Island Grid Company TimeFlex,tou,16,21,0.409,0.227,15.3,0.08
+T-NV-1,Silver State Electric,NV,Silver State Electric TimeFlex,tou,16,21,0.479,0.184,22.06,0.082

data/vpp_program_enrollment/train.csv

@@ -0,0 +1,230 @@
+enrollment_id,household_id,program_name,market_type,enrollment_date,opt_out_flag,participation_score,seasonal_availability_band
+E-000002,H000002,Grid Flex,iso,2024-11-30,False,0.9,low
+E-000004,H000004,Resilience Reserve,resilience,2024-08-20,False,0.49,low
+E-000006,H000006,Peak Saver,utility,2024-11-13,False,0.7,low
+E-000007,H000007,Resilience Reserve,iso,2025-04-24,False,0.67,low
+E-000008,H000008,Peak Saver,utility,2025-02-16,False,0.84,moderate
+E-000009,H000009,Resilience Reserve,aggregator,2025-01-15,False,0.75,moderate
+E-000011,H000011,Resilience Reserve,aggregator,2025-01-23,False,0.83,moderate
+E-000012,H000012,Grid Flex,iso,2025-03-02,False,0.97,moderate
+E-000013,H000013,Capacity Rewards,resilience,2025-01-14,False,0.49,moderate
+E-000014,H000014,Grid Flex,utility,2025-01-02,False,0.6,high
+E-000016,H000016,Capacity Rewards,aggregator,2024-12-22,True,0.51,moderate
+E-000018,H000018,Capacity Rewards,iso,2024-12-13,False,0.7,low
+E-000019,H000019,Capacity Rewards,resilience,2024-11-14,False,0.55,low
+E-000023,H000023,Grid Flex,resilience,2024-10-15,False,0.9,low
+E-000029,H000029,Capacity Rewards,utility,2024-12-29,False,0.75,moderate
+E-000035,H000035,Capacity Rewards,resilience,2025-03-15,True,0.69,moderate
+E-000036,H000036,Grid Flex,iso,2025-02-20,False,0.8,high
+E-000038,H000038,Grid Flex,aggregator,2024-12-14,False,0.59,low
+E-000041,H000041,Grid Flex,iso,2025-04-19,False,0.52,moderate
+E-000043,H000043,Capacity Rewards,iso,2024-12-19,False,0.71,high
+E-000044,H000044,Capacity Rewards,aggregator,2025-01-06,False,0.68,high
+E-000046,H000046,Capacity Rewards,aggregator,2024-10-09,False,0.63,high
+E-000047,H000047,Grid Flex,iso,2024-12-19,False,0.9,moderate
+E-000048,H000048,Grid Flex,resilience,2024-12-29,False,0.86,moderate
+E-000050,H000050,Capacity Rewards,utility,2025-02-13,False,0.82,moderate
+E-000051,H000051,Grid Flex,iso,2025-03-06,False,0.59,moderate
+E-000053,H000053,Grid Flex,utility,2025-03-06,False,0.78,moderate
+E-000055,H000055,Capacity Rewards,resilience,2024-10-16,False,0.51,high
+E-000063,H000063,Capacity Rewards,resilience,2025-03-23,False,0.57,moderate
+E-000065,H000065,Resilience Reserve,aggregator,2025-01-12,False,0.65,high
+E-000068,H000068,Grid Flex,resilience,2025-01-16,False,0.63,moderate
+E-000069,H000069,Capacity Rewards,resilience,2024-12-25,False,0.71,moderate
+E-000071,H000071,Peak Saver,utility,2025-02-17,False,0.66,low
+E-000073,H000073,Resilience Reserve,utility,2025-01-27,False,0.6,moderate
+E-000074,H000074,Resilience Reserve,iso,2024-11-28,False,0.7,moderate
+E-000076,H000076,Grid Flex,utility,2025-04-01,False,0.91,moderate
+E-000078,H000078,Capacity Rewards,aggregator,2024-12-31,False,0.69,high
+E-000079,H000079,Capacity Rewards,iso,2025-03-15,False,0.73,moderate
+E-000081,H000081,Capacity Rewards,utility,2025-01-06,False,0.81,moderate
+E-000083,H000083,Capacity Rewards,aggregator,2024-10-18,False,0.75,high
+E-000086,H000086,Grid Flex,resilience,2025-02-26,False,0.88,high
+E-000088,H000088,Peak Saver,utility,2024-11-06,False,0.59,moderate
+E-000089,H000089,Resilience Reserve,aggregator,2025-03-30,False,0.77,moderate
+E-000093,H000093,Capacity Rewards,iso,2024-09-30,False,0.56,moderate
+E-000095,H000095,Peak Saver,resilience,2025-02-27,False,0.58,low
+E-000100,H000100,Grid Flex,resilience,2025-04-04,False,0.63,moderate
+E-000101,H000101,Grid Flex,iso,2025-03-14,False,0.59,low
+E-000103,H000103,Peak Saver,iso,2024-11-20,False,0.84,low
+E-000105,H000105,Grid Flex,resilience,2024-12-15,False,0.74,high
+E-000109,H000109,Resilience Reserve,iso,2025-04-01,False,0.77,low
+E-000110,H000110,Grid Flex,utility,2024-12-08,False,0.77,high
+E-000112,H000112,Grid Flex,iso,2024-09-21,False,0.83,high
+E-000113,H000113,Capacity Rewards,resilience,2024-09-11,False,0.94,low
+E-000115,H000115,Grid Flex,resilience,2024-12-13,False,0.96,high
+E-000117,H000117,Resilience Reserve,resilience,2025-04-09,False,0.75,low
+E-000119,H000119,Peak Saver,resilience,2024-11-28,False,0.66,low
+E-000124,H000124,Grid Flex,utility,2025-03-06,True,0.72,low
+E-000125,H000125,Capacity Rewards,resilience,2025-01-18,False,0.4,high
+E-000127,H000127,Capacity Rewards,aggregator,2025-03-12,False,0.69,high
+E-000128,H000128,Grid Flex,iso,2025-01-02,False,0.68,moderate
+E-000129,H000129,Resilience Reserve,iso,2024-12-07,False,0.69,moderate
+E-000130,H000130,Capacity Rewards,aggregator,2024-11-26,False,0.74,moderate
+E-000131,H000131,Grid Flex,resilience,2024-11-17,False,0.55,moderate
+E-000135,H000135,Resilience Reserve,iso,2024-11-25,False,0.68,low
+E-000137,H000137,Peak Saver,iso,2025-01-20,True,0.89,high
+E-000138,H000138,Peak Saver,aggregator,2024-10-08,False,0.9,moderate
+E-000142,H000142,Peak Saver,iso,2025-03-08,False,0.5,high
+E-000143,H000143,Peak Saver,aggregator,2024-09-27,False,0.69,high
+E-000145,H000145,Peak Saver,iso,2025-02-05,False,0.84,moderate
+E-000149,H000149,Peak Saver,iso,2024-12-15,False,0.66,low
+E-000150,H000150,Peak Saver,aggregator,2025-01-31,True,0.63,high
+E-000153,H000153,Resilience Reserve,utility,2024-09-28,False,0.72,high
+E-000155,H000155,Resilience Reserve,resilience,2024-10-08,False,0.62,low
+E-000156,H000156,Capacity Rewards,aggregator,2024-11-12,False,0.54,moderate
+E-000158,H000158,Peak Saver,resilience,2025-01-25,False,0.78,low
+E-000160,H000160,Grid Flex,aggregator,2025-03-24,False,0.82,high
+E-000161,H000161,Resilience Reserve,utility,2025-03-27,True,0.91,low
+E-000164,H000164,Peak Saver,resilience,2024-11-27,False,0.9,low
+E-000173,H000173,Peak Saver,iso,2025-05-01,False,0.8,moderate
+E-000175,H000175,Capacity Rewards,iso,2024-11-21,False,0.54,moderate
+E-000177,H000177,Grid Flex,resilience,2024-11-20,False,0.55,low
+E-000179,H000179,Grid Flex,resilience,2025-01-22,True,0.69,low
+E-000180,H000180,Resilience Reserve,aggregator,2025-04-09,False,0.64,high
+E-000181,H000181,Capacity Rewards,aggregator,2024-12-06,False,0.82,high
+E-000185,H000185,Peak Saver,iso,2025-04-23,False,0.81,moderate
+E-000187,H000187,Grid Flex,utility,2024-12-20,False,0.83,high
+E-000188,H000188,Peak Saver,aggregator,2025-05-01,False,0.75,moderate
+E-000189,H000189,Grid Flex,utility,2025-02-19,False,0.84,moderate
+E-000190,H000190,Grid Flex,iso,2025-04-07,True,0.7,low
+E-000191,H000191,Peak Saver,aggregator,2024-12-14,False,0.58,low
+E-000197,H000197,Peak Saver,resilience,2024-11-29,False,0.77,low
+E-000199,H000199,Grid Flex,aggregator,2025-03-16,False,0.66,low
+E-000201,H000201,Grid Flex,utility,2024-11-27,False,0.61,low
+E-000202,H000202,Grid Flex,aggregator,2024-09-30,False,0.73,high
+E-000205,H000205,Peak Saver,resilience,2024-11-22,False,0.63,low
+E-000206,H000206,Resilience Reserve,iso,2025-01-23,False,0.67,low
+E-000207,H000207,Peak Saver,resilience,2025-05-08,False,0.83,high
+E-000209,H000209,Capacity Rewards,iso,2024-12-25,False,0.98,low
+E-000211,H000211,Capacity Rewards,iso,2024-12-26,False,0.65,low
+E-000217,H000217,Capacity Rewards,utility,2024-10-11,False,0.56,moderate
+E-000219,H000219,Capacity Rewards,iso,2025-02-05,False,0.71,low
+E-000220,H000220,Peak Saver,utility,2025-02-20,False,0.7,moderate
+E-000222,H000222,Grid Flex,utility,2024-12-08,False,0.74,moderate
+E-000223,H000223,Resilience Reserve,utility,2025-01-29,False,0.64,high
+E-000224,H000224,Capacity Rewards,aggregator,2025-02-07,False,0.63,low
+E-000227,H000227,Grid Flex,aggregator,2025-04-07,False,0.69,high
+E-000228,H000228,Peak Saver,iso,2024-11-19,False,0.89,low
+E-000229,H000229,Grid Flex,resilience,2024-09-30,False,0.94,high
+E-000230,H000230,Peak Saver,iso,2024-12-31,False,0.88,high
+E-000234,H000234,Capacity Rewards,utility,2025-01-15,False,0.91,low
+E-000238,H000238,Resilience Reserve,resilience,2024-12-22,False,0.58,moderate
+E-000239,H000239,Resilience Reserve,resilience,2025-01-21,False,0.82,moderate
+E-000241,H000241,Grid Flex,resilience,2025-01-29,False,0.67,low
+E-000243,H000243,Peak Saver,iso,2025-03-17,False,0.87,high
+E-000244,H000244,Grid Flex,resilience,2025-03-20,False,0.77,low
+E-000245,H000245,Peak Saver,utility,2024-11-18,False,0.82,moderate
+E-000248,H000248,Resilience Reserve,iso,2024-11-14,False,0.68,moderate
+E-000251,H000251,Peak Saver,iso,2024-11-20,False,0.67,low
+E-000255,H000255,Grid Flex,iso,2024-12-30,False,0.66,high
+E-000256,H000256,Capacity Rewards,utility,2025-02-11,False,0.67,low
+E-000257,H000257,Grid Flex,resilience,2024-11-06,False,0.78,low
+E-000262,H000262,Peak Saver,utility,2025-02-12,False,0.63,high
+E-000266,H000266,Grid Flex,resilience,2024-11-19,False,0.73,moderate
+E-000267,H000267,Grid Flex,iso,2025-01-24,True,0.8,high
+E-000269,H000269,Grid Flex,aggregator,2025-05-04,False,0.61,moderate
+E-000271,H000271,Peak Saver,iso,2025-02-22,True,0.79,moderate
+E-000273,H000273,Resilience Reserve,aggregator,2025-04-13,False,0.67,high
+E-000275,H000275,Grid Flex,iso,2025-03-03,False,0.66,low
+E-000276,H000276,Grid Flex,resilience,2024-11-27,False,0.86,moderate
+E-000281,H000281,Grid Flex,utility,2024-12-12,False,0.84,moderate
+E-000285,H000285,Capacity Rewards,resilience,2025-03-22,False,0.86,moderate
+E-000287,H000287,Resilience Reserve,aggregator,2024-10-22,True,0.88,moderate
+E-000288,H000288,Peak Saver,aggregator,2024-12-15,False,0.69,low
+E-000290,H000290,Peak Saver,iso,2024-09-22,False,0.61,low
+E-000293,H000293,Grid Flex,iso,2025-01-31,False,0.59,moderate
+E-000295,H000295,Grid Flex,iso,2025-01-25,False,0.74,low
+E-000300,H000300,Grid Flex,utility,2024-11-12,False,0.59,high
+E-000301,H000301,Capacity Rewards,iso,2025-04-16,False,0.84,moderate
+E-000302,H000302,Resilience Reserve,aggregator,2024-11-30,False,0.7,moderate
+E-000304,H000304,Peak Saver,aggregator,2025-03-15,False,0.76,high
+E-000306,H000306,Capacity Rewards,utility,2025-03-12,False,0.61,high
+E-000307,H000307,Grid Flex,resilience,2024-12-21,False,0.58,moderate
+E-000308,H000308,Capacity Rewards,aggregator,2025-01-01,False,0.83,high
+E-000310,H000310,Resilience Reserve,iso,2024-12-10,False,0.65,low
+E-000312,H000312,Capacity Rewards,iso,2024-10-23,False,0.9,high
+E-000314,H000314,Grid Flex,aggregator,2025-03-04,False,0.82,moderate
+E-000316,H000316,Capacity Rewards,iso,2024-11-27,False,0.84,moderate
+E-000319,H000319,Resilience Reserve,aggregator,2024-09-20,False,0.98,low
+E-000320,H000320,Grid Flex,iso,2025-02-10,False,0.83,low
+E-000323,H000323,Grid Flex,resilience,2024-10-08,False,0.98,moderate
+E-000325,H000325,Capacity Rewards,iso,2025-01-12,False,0.2,low
+E-000326,H000326,Peak Saver,resilience,2024-12-17,False,0.69,high
+E-000327,H000327,Resilience Reserve,resilience,2024-12-24,False,0.6,moderate
+E-000328,H000328,Grid Flex,resilience,2025-01-26,False,0.48,low
+E-000329,H000329,Capacity Rewards,utility,2024-11-25,False,0.7,high
+E-000331,H000331,Peak Saver,utility,2024-12-01,False,0.67,high
+E-000332,H000332,Resilience Reserve,utility,2025-03-23,False,0.77,high
+E-000336,H000336,Resilience Reserve,utility,2024-10-02,False,0.71,moderate
+E-000339,H000339,Peak Saver,resilience,2024-11-01,False,0.68,low
+E-000342,H000342,Resilience Reserve,aggregator,2025-01-26,False,0.71,moderate
+E-000343,H000343,Capacity Rewards,iso,2025-03-05,False,0.53,moderate
+E-000347,H000347,Grid Flex,utility,2024-12-30,False,0.75,moderate
+E-000349,H000349,Capacity Rewards,utility,2024-12-04,False,0.71,low
+E-000350,H000350,Peak Saver,aggregator,2024-09-14,False,0.65,low
+E-000351,H000351,Grid Flex,utility,2024-12-07,False,0.8,moderate
+E-000353,H000353,Grid Flex,utility,2025-05-04,False,0.75,high
+E-000354,H000354,Resilience Reserve,utility,2024-11-01,False,0.89,low
+E-000357,H000357,Grid Flex,resilience,2024-12-04,False,0.83,high
+E-000358,H000358,Peak Saver,resilience,2024-12-17,False,0.63,moderate
+E-000365,H000365,Capacity Rewards,iso,2025-02-15,False,0.93,low
+E-000366,H000366,Peak Saver,utility,2024-11-27,False,0.66,low
+E-000367,H000367,Resilience Reserve,aggregator,2025-01-25,False,0.75,high
+E-000369,H000369,Grid Flex,aggregator,2025-02-24,False,0.68,high
+E-000370,H000370,Capacity Rewards,aggregator,2024-11-19,False,0.75,high
+E-000372,H000372,Grid Flex,iso,2024-11-18,False,0.86,low
+E-000375,H000375,Grid Flex,iso,2024-12-03,False,0.94,high
+E-000386,H000386,Grid Flex,iso,2025-02-08,False,0.71,low
+E-000387,H000387,Peak Saver,aggregator,2025-03-29,False,0.88,moderate
+E-000393,H000393,Peak Saver,resilience,2025-01-22,False,0.86,low
+E-000394,H000394,Capacity Rewards,utility,2024-12-21,False,0.67,moderate
+E-000397,H000397,Capacity Rewards,aggregator,2025-04-26,False,0.7,moderate
+E-000399,H000399,Grid Flex,utility,2025-01-12,True,0.62,low
+E-000400,H000400,Peak Saver,utility,2025-02-16,False,0.76,high
+E-000402,H000402,Peak Saver,utility,2024-11-05,False,0.39,low
+E-000403,H000403,Grid Flex,resilience,2024-11-11,False,0.89,high
+E-000404,H000404,Peak Saver,resilience,2024-11-17,False,0.77,moderate
+E-000405,H000405,Peak Saver,aggregator,2025-01-09,False,0.74,high
+E-000407,H000407,Resilience Reserve,iso,2025-01-21,False,0.57,moderate
+E-000409,H000409,Capacity Rewards,resilience,2025-02-25,False,0.88,low
+E-000412,H000412,Capacity Rewards,resilience,2025-02-03,False,0.79,low
+E-000413,H000413,Capacity Rewards,aggregator,2024-10-04,False,0.79,moderate
+E-000416,H000416,Resilience Reserve,aggregator,2025-03-17,False,0.75,moderate
+E-000418,H000418,Resilience Reserve,utility,2025-01-17,False,0.97,high
+E-000420,H000420,Peak Saver,iso,2025-01-02,False,0.84,low
+E-000421,H000421,Capacity Rewards,resilience,2025-03-20,True,0.72,high
+E-000425,H000425,Resilience Reserve,aggregator,2024-12-03,False,0.84,moderate
+E-000429,H000429,Resilience Reserve,aggregator,2025-02-11,False,0.86,low
+E-000430,H000430,Grid Flex,utility,2024-12-02,False,0.84,low
+E-000431,H000431,Capacity Rewards,iso,2024-10-30,False,0.72,moderate
+E-000432,H000432,Peak Saver,resilience,2025-03-21,True,0.68,low
+E-000435,H000435,Resilience Reserve,resilience,2024-11-26,True,0.81,high
+E-000439,H000439,Peak Saver,iso,2025-02-04,False,0.54,moderate
+E-000442,H000442,Capacity Rewards,utility,2024-09-27,False,0.64,moderate
+E-000443,H000443,Resilience Reserve,iso,2025-03-06,False,0.66,high
+E-000445,H000445,Capacity Rewards,resilience,2025-04-11,False,0.85,high
+E-000449,H000449,Resilience Reserve,utility,2025-01-04,False,0.76,high
+E-000451,H000451,Capacity Rewards,aggregator,2024-12-03,False,0.83,moderate
+E-000453,H000453,Grid Flex,utility,2025-03-02,False,0.79,moderate
+E-000454,H000454,Grid Flex,utility,2025-02-08,False,0.53,moderate
+E-000455,H000455,Grid Flex,aggregator,2024-10-24,False,0.58,high
+E-000456,H000456,Capacity Rewards,iso,2024-12-16,False,0.72,high
+E-000458,H000458,Resilience Reserve,aggregator,2024-10-13,False,0.83,low
+E-000463,H000463,Grid Flex,resilience,2024-09-26,False,0.78,moderate
+E-000466,H000466,Capacity Rewards,resilience,2024-12-25,False,0.69,high
+E-000468,H000468,Grid Flex,resilience,2025-02-04,False,0.73,high
+E-000472,H000472,Capacity Rewards,iso,2025-04-03,False,0.7,moderate
+E-000474,H000474,Peak Saver,resilience,2025-03-13,False,0.89,moderate
+E-000475,H000475,Resilience Reserve,iso,2024-12-26,True,0.52,low
+E-000477,H000477,Grid Flex,resilience,2024-10-08,False,0.83,moderate
+E-000479,H000479,Grid Flex,utility,2025-02-13,False,0.73,high
+E-000481,H000481,Resilience Reserve,utility,2024-12-12,True,0.79,moderate
+E-000482,H000482,Capacity Rewards,aggregator,2025-02-08,False,0.85,moderate
+E-000485,H000485,Capacity Rewards,iso,2025-03-09,False,0.6,low
+E-000486,H000486,Grid Flex,utility,2025-04-11,False,0.73,low
+E-000487,H000487,Resilience Reserve,utility,2025-01-17,False,0.6,moderate
+E-000491,H000491,Peak Saver,iso,2024-11-17,False,0.91,low
+E-000493,H000493,Peak Saver,resilience,2024-11-06,False,0.68,low
+E-000495,H000495,Grid Flex,iso,2024-11-26,False,0.6,low
+E-000497,H000497,Peak Saver,iso,2024-12-14,False,0.73,moderate