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2 changed files with 38 additions and 74 deletions
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@ -38,13 +38,8 @@ default:
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identifier_columns: ["uprn"]
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# drop_columns: ["heat_demand_change", "carbon_change", "rdsap_change", "heat_demand_ending", "carbon_ending", "days_to_starting", "days_to_ending"]
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drop_columns: ["hot_water_kwh"]
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# [
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# "sap_ending", "heat_demand_change", "carbon_change", "rdsap_change", "heat_demand_ending", "carbon_ending",
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# "heating_cost_ending", "hot_water_cost_ending",
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# # "days_to_starting", "days_to_ending",
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# 'number_habitable_rooms_starting', 'number_habitable_rooms_ending', 'number_heated_rooms_starting', 'number_heated_rooms_ending',
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# 'number_habitable_rooms', 'number_heated_rooms']
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retain_features: ['uprn', 'heating-cost-current',
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retain_features: [
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'uprn', 'heating-cost-current',
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'co2-emissions-current',
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'hot-water-cost-current',
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'total-floor-area',
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@ -68,7 +63,7 @@ default:
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'energy-consumption-current',
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'construction-age-band',
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'hotwater-description',
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'lodgement-datetime',
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# 'lodgement-datetime',
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'main-fuel',
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'hot-water-energy-eff',
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'co2-emiss-curr-per-floor-area',
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@ -78,60 +73,38 @@ default:
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'extension-count',
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'number-open-fireplaces',
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'number-heated-rooms',
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'lodgement-date',
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# 'lodgement-date',
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# 'number-habitable-rooms',
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'windows-description',
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'local-authority',
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# 'local-authority',
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'photo-supply',
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'heat-loss-corridor',
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'posttown',
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# 'posttown',
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# 'address',
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'flat-top-storey',
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'unheated-corridor-length',
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'fixed-lighting-outlets-count',
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'inspection-date',
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# 'inspection-date',
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'tenure',
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'county',
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'constituency-label',
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# 'county',
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# 'constituency-label',
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'multi-glaze-proportion',
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'solar-water-heating-flag',
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# 'address2',
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'energy-tariff',
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'floor-height',
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'constituency',
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'uprn-source',
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# 'uprn-source',
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'transaction-type',
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'floor-energy-eff',
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'postcode',
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# 'postcode',
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'lodgement-month',
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'lighting-cost-current',
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'glazed-area',
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# 'address1',
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'floor-env-eff',
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'main-heating-controls']
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# retain_features: ['uprn', 'sap_starting', 'hot_water_energy_eff_ending',
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# 'mainheat_energy_eff_ending', 'constituency', 'roof_energy_eff_ending',
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# 'walls_energy_eff_ending', 'secondheat_description_ending',
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# 'property_type', 'mainheatc_energy_eff_ending', 'built_form',
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# 'walls_insulation_thickness_ending', 'potential_energy_efficiency',
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# 'transaction_type_ending',
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# 'floor_thermal_transmittance_ending',
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# 'low_energy_lighting_ending', 'heat_demand_starting',
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# 'photo_supply_ending', 'carbon_starting',
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# 'walls_thermal_transmittance_ending',
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# 'roof_insulation_thickness_ending',
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# 'total_floor_area_ending', 'number_open_fireplaces_ending',
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# 'windows_energy_eff_ending',
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# 'floor_height_ending',
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# 'extension_count_ending',
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# 'has_air_source_heat_pump_ending',
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# 'charging_system_ending', 'construction_age_band', 'glazed_type_ending',
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# 'roof_thermal_transmittance_ending',
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# 'floor_insulation_thickness_ending', 'has_mains_gas_ending',
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# 'estimated_perimeter_starting', 'energy_consumption_potential',
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# 'environment_impact_potential', 'heater_type_ending',
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# 'multi_glaze_proportion_ending',
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# 'lighting_energy_eff_ending', 'fixed_lighting_outlets_count']
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'main-heating-controls'
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]
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generate_predictions:
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input_dataclient_type: local
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@ -48,7 +48,6 @@ stages:
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- energy-consumption-current
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- construction-age-band
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- hotwater-description
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- lodgement-datetime
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- main-fuel
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- hot-water-energy-eff
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- co2-emiss-curr-per-floor-area
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@ -58,28 +57,20 @@ stages:
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- extension-count
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- number-open-fireplaces
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- number-heated-rooms
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- lodgement-date
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- windows-description
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- local-authority
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- photo-supply
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- heat-loss-corridor
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- posttown
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- flat-top-storey
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- unheated-corridor-length
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- fixed-lighting-outlets-count
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- inspection-date
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- tenure
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- county
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- constituency-label
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- multi-glaze-proportion
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- solar-water-heating-flag
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- energy-tariff
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- floor-height
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- constituency
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- uprn-source
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- transaction-type
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- floor-energy-eff
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- postcode
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- lodgement-month
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- lighting-cost-current
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- glazed-area
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@ -89,7 +80,7 @@ stages:
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default.feature_processor.feature_processor_config.subsample_seed: 0
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default.feature_processor.feature_processor_config.target: heating_kwh
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default.feature_processor.feature_processor_type: dataframe
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default.prepare_data.data_filepath:
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default.prepare_data.data_filepath:
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s3://retrofit-data-dev/energy_consumption/2024-07-25/energy_consumption_dataset.parquet
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default.prepare_data.input_dataclient_type: aws-s3
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default.prepare_data.output_dataclient_type: local
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@ -99,8 +90,8 @@ stages:
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outs:
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- path: data/prepared_data/
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hash: md5
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md5: 8585e7f26fa0008dcc0074996a51a78d.dir
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size: 18062621
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md5: 240ceda2ba6ed38022d4ddf3271bccd0.dir
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size: 10408173
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nfiles: 2
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build_model:
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cmd: python 2_build_model.py
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@ -111,8 +102,8 @@ stages:
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size: 4820
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- path: data/prepared_data
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hash: md5
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md5: 8585e7f26fa0008dcc0074996a51a78d.dir
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size: 18062621
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md5: 240ceda2ba6ed38022d4ddf3271bccd0.dir
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size: 10408173
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nfiles: 2
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params:
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configs/build_model.yaml:
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@ -144,18 +135,18 @@ stages:
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outs:
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- path: data/fit_predictions/
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hash: md5
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md5: 0f536790b342ee84fe51f5bf66ca4e3c.dir
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size: 1545512
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md5: 449333eac4dd5a6538a39e08b448c838.dir
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size: 1544880
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nfiles: 1
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- path: data/model/
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hash: md5
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md5: 0ce09cc5e2d12876d9315cb18f8b70a9.dir
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size: 320950858
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nfiles: 36
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md5: 735d5925686a22e9ea80e1374f33204f.dir
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size: 144468604
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nfiles: 28
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- path: metrics/fit_metrics.json
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hash: md5
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md5: 5c38cf3ad988c55fb9685d76c7da78b3
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size: 216
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md5: 01c3b9d6c0a08dff53f1532f78d36ecc
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size: 219
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generate_predictions:
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cmd: python 3_generate_predictions.py
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deps:
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@ -165,13 +156,13 @@ stages:
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size: 2464
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- path: data/model
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hash: md5
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md5: 0ce09cc5e2d12876d9315cb18f8b70a9.dir
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size: 320950858
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nfiles: 36
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md5: 735d5925686a22e9ea80e1374f33204f.dir
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size: 144468604
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nfiles: 28
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- path: data/prepared_data
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hash: md5
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md5: 8585e7f26fa0008dcc0074996a51a78d.dir
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size: 18062621
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md5: 240ceda2ba6ed38022d4ddf3271bccd0.dir
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size: 10408173
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nfiles: 2
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params:
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configs/settings.yaml:
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@ -183,8 +174,8 @@ stages:
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outs:
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- path: data/predictions/
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hash: md5
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md5: 9f32b5e943df8cd9336077b8daf2975c.dir
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size: 163552
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md5: c1b613aa06be5589de825ca877ff66c4.dir
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size: 163496
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nfiles: 1
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generate_metrics:
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cmd: python 4_generate_metrics.py
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@ -195,13 +186,13 @@ stages:
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size: 3484
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- path: data/predictions
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hash: md5
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md5: 9f32b5e943df8cd9336077b8daf2975c.dir
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size: 163552
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md5: c1b613aa06be5589de825ca877ff66c4.dir
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size: 163496
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nfiles: 1
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- path: data/prepared_data
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hash: md5
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md5: 8585e7f26fa0008dcc0074996a51a78d.dir
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size: 18062621
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md5: 240ceda2ba6ed38022d4ddf3271bccd0.dir
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size: 10408173
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nfiles: 2
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params:
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configs/settings.yaml:
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@ -211,8 +202,8 @@ stages:
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outs:
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- path: metrics/metrics.json
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hash: md5
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md5: 752659c808d2bf0f176a0bf1ad7088a1
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size: 223
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md5: 08ea486b800e624059374ff5bef107d0
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size: 218
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generate_scenerio_metrics:
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cmd: python 5_generate_scenarios.py
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deps:
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