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remove hot_water_kwh feature, lower mean squared error
This commit is contained in:
Michael Duong
parent
99d28e8b61
commit
9785181e80
2 changed files with 156 additions and 25 deletions
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@ -36,14 +36,78 @@ default:
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target: heating_kwh
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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: []
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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: null
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retain_features: ['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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'secondheat-description',
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'environment-impact-current',
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'floor-description',
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'mainheat-energy-eff',
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'current-energy-efficiency',
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'mainheat-env-eff',
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'walls-energy-eff',
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'roof-energy-eff',
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'property-type',
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'mainheat-description',
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'hot-water-env-eff',
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'mechanical-ventilation',
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'floor-level',
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'built-form',
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'walls-description',
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'mainheatcont-description',
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'roof-description',
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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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'windows-energy-eff',
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'current-energy-rating',
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'lodgement-year',
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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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'number-habitable-rooms',
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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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'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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'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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'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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'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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'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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@ -20,8 +20,75 @@ stages:
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size: 4298
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params:
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configs/settings.yaml:
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default.feature_processor.feature_processor_config.drop_columns: []
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default.feature_processor.feature_processor_config.drop_columns:
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- hot_water_kwh
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default.feature_processor.feature_processor_config.retain_features:
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- uprn
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- 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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- secondheat-description
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- environment-impact-current
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- floor-description
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- mainheat-energy-eff
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- current-energy-efficiency
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- mainheat-env-eff
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- walls-energy-eff
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- roof-energy-eff
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- property-type
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- mainheat-description
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- hot-water-env-eff
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- mechanical-ventilation
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- floor-level
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- built-form
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- walls-description
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- mainheatcont-description
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- roof-description
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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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- windows-energy-eff
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- current-energy-rating
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- lodgement-year
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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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- number-habitable-rooms
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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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- 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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- 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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- 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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- 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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- address1
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- floor-env-eff
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- main-heating-controls
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default.feature_processor.feature_processor_config.subsample_amount:
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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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@ -36,8 +103,8 @@ 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: c162c4b80826f42b33cce656446460f3.dir
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size: 23784411
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md5: d1ca07d66c3e28c133d0561423e6d2c8.dir
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size: 14503223
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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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@ -48,8 +115,8 @@ 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: c162c4b80826f42b33cce656446460f3.dir
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size: 23784411
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md5: d1ca07d66c3e28c133d0561423e6d2c8.dir
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size: 14503223
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nfiles: 2
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params:
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configs/build_model.yaml:
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@ -81,18 +148,18 @@ 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: c6925db5c6b2ff0f95e97aed727462a1.dir
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size: 726994
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md5: e08a232adc7f805d5d97ed7e93d667b3.dir
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size: 726970
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nfiles: 1
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- path: data/model/
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hash: md5
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md5: f8cd16b81139a2ed1f40009204b5bb67.dir
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size: 557447134
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nfiles: 36
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md5: 3daab783532ba88d40eb905ff65b0f1c.dir
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size: 400927883
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nfiles: 37
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- path: metrics/fit_metrics.json
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hash: md5
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md5: 35cc792ba9bda3755928561c512aed3c
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size: 214
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md5: 9d6a478739e42b2f5f8500de585e9cf9
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size: 212
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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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@ -102,13 +169,13 @@ 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: f8cd16b81139a2ed1f40009204b5bb67.dir
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size: 557447134
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nfiles: 36
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md5: 3daab783532ba88d40eb905ff65b0f1c.dir
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size: 400927883
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nfiles: 37
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- path: data/prepared_data
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hash: md5
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md5: c162c4b80826f42b33cce656446460f3.dir
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size: 23784411
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md5: d1ca07d66c3e28c133d0561423e6d2c8.dir
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size: 14503223
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nfiles: 2
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params:
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configs/settings.yaml:
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@ -120,7 +187,7 @@ stages:
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outs:
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- path: data/predictions/
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hash: md5
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md5: 4edc571b115ec0b8be1d2689e97ff36f.dir
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md5: 98a3db098cf2ad9bf786fb77b0ce643f.dir
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size: 77479
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nfiles: 1
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generate_metrics:
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@ -132,13 +199,13 @@ 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: 4edc571b115ec0b8be1d2689e97ff36f.dir
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md5: 98a3db098cf2ad9bf786fb77b0ce643f.dir
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size: 77479
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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: c162c4b80826f42b33cce656446460f3.dir
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size: 23784411
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md5: d1ca07d66c3e28c133d0561423e6d2c8.dir
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size: 14503223
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nfiles: 2
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params:
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configs/settings.yaml:
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@ -148,8 +215,8 @@ 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: 32811206191a4b2f24234d1f94b80b70
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size: 222
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md5: 41ccaa41fd34009602d0df571e6453e9
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size: 219
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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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