leaf_engine.adapt.schema.adapt_task_schemas

Classes

`AdaptActionContinuousMoveSchema`
`AdaptActionFlexPerformanceSchema`
`AdaptActionFlexSchema`
`AdaptActionFlexUncommittedSchema`
`AdaptActionFlexWeeklySchema`
`AdaptActionRoundTripSchema`
`AdaptActionShortySchema`
`AdaptActionTriangularCircuitSchema`
`AdaptConsolidatedNetworkActionSchema`
`AdaptContinuousMoveSchema`
`AdaptDBLaneSchema`
`AdaptExplorerLaneDailySpendSchema`
`AdaptExplorerLaneDailyVolumeSchema`
`AdaptExplorerLaneDetailVolumeSchema`
`AdaptExplorerLaneQuickRefSchema`
`AdaptExplorerLaneScacDailyVolumeSchema`
`AdaptExplorerLaneScacSpendSchema`
`AdaptExplorerLaneSummarySchema`
`AdaptExplorerLaneWeeklyScacSpendSchema`
`AdaptExternalLaneSchema`
`AdaptLaneSchema`
`AdaptLaneSyntheticRateSchema`
`AdaptMarketSchema`
`AdaptMarketSyntheticRateSchema`
`AdaptObservationActualContractRateSpreadSchema`
`AdaptObservationCarrierChurnSchema`
`AdaptObservationDailyPatternSchema`
`AdaptObservationMarketRateVarianceSchema`
`AdaptObservationShouldBeFlexSchema`
`AdaptObservationSpotExposureSchema`
`AdaptObservationWeeklyPatternSchema`
`AdaptPatternSchema`
`AdaptPostprocessingBusinessImpactSchema`
`AdaptPostprocessingBusinessObjectivesSchema`
`AdaptPostprocessingCompanyStatsSchema`
`AdaptPostprocessingFlexLaneSummarySchema`
`AdaptPostprocessingPortfolioSchema`
`AdaptRoundTripSchema`
`AdaptShipmentSchema`
`AdaptTriangularCircuitSchema`
`OAPatternSchema`
`OAShipmentSchema`

Functions

transform_round_trip(...)

Module Contents

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptActionContinuousMoveSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptActionContinuousMoveSchema'

strict = False

benefit: pandera.typing.Series[float]

days: pandera.typing.Series[float]

deadhead_final: pandera.typing.Series[float]

deadhead_l0_l1: pandera.typing.Series[float]

index: pandera.typing.Index[int]

l0_class_loads_annual: pandera.typing.Series[float]

l0_lane_id: pandera.typing.Series[str]

l0_low: pandera.typing.Series[int]

l0_mean_rpm: pandera.typing.Series[float]

l0_mean_spend: pandera.typing.Series[float]

l0_miles: pandera.typing.Series[float]

l0_name: pandera.typing.Series[str]

l0_outlier_rpm: pandera.typing.Series[int]

l0_owner_name: pandera.typing.Series[str]

l0_weekly_base: pandera.typing.Series[str]

l1_class_loads_annual: pandera.typing.Series[float]

l1_lane_id: pandera.typing.Series[str]

l1_low: pandera.typing.Series[int]

l1_mean_rpm: pandera.typing.Series[float]

l1_mean_spend: pandera.typing.Series[float]

l1_miles: pandera.typing.Series[float]

l1_name: pandera.typing.Series[str]

l1_outlier_rpm: pandera.typing.Series[float]

l1_owner_name: pandera.typing.Series[str]

l1_weekly_base: pandera.typing.Series[str]

low_legs: pandera.typing.Series[int]

margin: pandera.typing.Series[float]

outlier_rpms: pandera.typing.Series[float]

shipper_trigger_linehaul_lsp: pandera.typing.Series[float]

supply_target_day_rate_lsp: pandera.typing.Series[float]

supply_target_day_rate_raw: pandera.typing.Series[float]

supply_target_linehaul_lsp: pandera.typing.Series[float]

total_miles: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptActionFlexPerformanceSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptActionFlexPerformanceSchema'

strict = False

annual_delayed_loads: pandera.typing.Series[float]

annual_loads: pandera.typing.Series[float]

flex_addressed_delayed_loads: pandera.typing.Series[float]

index: pandera.typing.Index[int]

lane: pandera.typing.Series[str]

lane_id: pandera.typing.Series[str]

mean_hist_linehaul_lsp: pandera.typing.Series[float]

on_time_pct_with_flex: pandera.typing.Series[float]

patterns: pandera.typing.Series[str]

pcm_miles: pandera.typing.Series[float]

shipper_trigger_linehaul_lsp: pandera.typing.Series[float]

supply_target_linehaul_lsp: pandera.typing.Series[float]

weekly_base_flex_loads: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptActionFlexSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptActionFlexSchema'

strict = False

annual_total_flex_loads: pandera.typing.Series[float]

index: pandera.typing.Index[int]

lane: pandera.typing.Series[str]

lane_id: pandera.typing.Series[str]

patterns: pandera.typing.Series[str]

pcm_miles: pandera.typing.Series[float]

shipper_trigger_linehaul_lsp: pandera.typing.Series[float]

supply_target_linehaul_lsp: pandera.typing.Series[float]

weekly_base_flex_loads: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptActionFlexUncommittedSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptActionFlexUncommittedSchema'

strict = False

annual_loads: pandera.typing.Series[float]

index: pandera.typing.Index[int]

lane: pandera.typing.Series[str]

lane_id: pandera.typing.Series[str]

mean_hist_linehaul_lsp: pandera.typing.Series[float]

on_time_pct_with_flex: pandera.typing.Series[float]

pcm_miles: pandera.typing.Series[float]

shipper_trigger_linehaul_lsp: pandera.typing.Series[float]

supply_target_linehaul_lsp: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptActionFlexWeeklySchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptActionFlexWeeklySchema'

strict = False

annual_total_flex_loads: pandera.typing.Series[float]

index: pandera.typing.Index[int]

lane: pandera.typing.Series[str]

lane_id: pandera.typing.Series[str]

patterns: pandera.typing.Series[str]

pcm_miles: pandera.typing.Series[float]

shipper_trigger_linehaul_lsp: pandera.typing.Series[float]

supply_target_linehaul_lsp: pandera.typing.Series[float]

weekly_base_flex_loads: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptActionRoundTripSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptActionRoundTripSchema'

strict = False

benefit: pandera.typing.Series[float]

days: pandera.typing.Series[float]

deadhead_final: pandera.typing.Series[float]

deadhead_l0_l1: pandera.typing.Series[float]

index: pandera.typing.Index[int]

l0_class_loads_annual: pandera.typing.Series[float]

l0_lane_id: pandera.typing.Series[str]

l0_low: pandera.typing.Series[int]

l0_mean_rpm: pandera.typing.Series[float]

l0_mean_spend: pandera.typing.Series[float]

l0_miles: pandera.typing.Series[float]

l0_name: pandera.typing.Series[str]

l0_outlier_rpm: pandera.typing.Series[int]

l0_owner_name: pandera.typing.Series[str]

l0_weekly_base: pandera.typing.Series[str]

l1_class_loads_annual: pandera.typing.Series[float]

l1_lane_id: pandera.typing.Series[str]

l1_low: pandera.typing.Series[int]

l1_mean_rpm: pandera.typing.Series[float]

l1_mean_spend: pandera.typing.Series[float]

l1_miles: pandera.typing.Series[float]

l1_name: pandera.typing.Series[str]

l1_outlier_rpm: pandera.typing.Series[float]

l1_owner_name: pandera.typing.Series[str]

l1_weekly_base: pandera.typing.Series[str]

low_legs: pandera.typing.Series[int]

margin: pandera.typing.Series[float]

outlier_rpms: pandera.typing.Series[int]

shipper_trigger_linehaul_lsp: pandera.typing.Series[float]

supply_target_day_rate_lsp: pandera.typing.Series[float]

supply_target_day_rate_raw: pandera.typing.Series[float]

supply_target_linehaul_lsp: pandera.typing.Series[float]

total_miles: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptActionShortySchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptActionShortySchema'

strict = False

balance_adj: pandera.typing.Series[float]

benefit: pandera.typing.Series[float]

deadhead_final: pandera.typing.Series[float]

deadhead_l0_l1: pandera.typing.Series[float]

index: pandera.typing.Index[int]

l0_class_loads_annual: pandera.typing.Series[float]

l0_d_market: pandera.typing.Series[str]

l0_lane_id: pandera.typing.Series[str]

l0_low: pandera.typing.Series[int]

l0_mean_rpm: pandera.typing.Series[float]

l0_miles: pandera.typing.Series[float]

l0_name: pandera.typing.Series[str]

l0_o_market: pandera.typing.Series[str]

l0_outlier_rpm: pandera.typing.Series[int]

l0_owner_name: pandera.typing.Series[str]

l0_weekly_base: pandera.typing.Series[str]

l1_class_loads_annual: pandera.typing.Series[float]

l1_d_market: pandera.typing.Series[str]

l1_lane_id: pandera.typing.Series[str]

l1_low: pandera.typing.Series[int]

l1_mean_rpm: pandera.typing.Series[float]

l1_miles: pandera.typing.Series[float]

l1_name: pandera.typing.Series[str]

l1_o_market: pandera.typing.Series[str]

l1_outlier_rpm: pandera.typing.Series[float]

l1_owner_name: pandera.typing.Series[str]

l1_weekly_base: pandera.typing.Series[str]

leaf_daily_linehaul_lsp: pandera.typing.Series[float]

low_legs: pandera.typing.Series[int]

shipper_trigger_linehaul_lsp: pandera.typing.Series[float]

supply_target_linehaul_lsp: pandera.typing.Series[float]

total_days_transit: pandera.typing.Series[float]

total_miles: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptActionTriangularCircuitSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptActionTriangularCircuitSchema'

strict = False

benefit: pandera.typing.Series[float]

days: pandera.typing.Series[float]

deadhead_final: pandera.typing.Series[float]

deadhead_l0_l1: pandera.typing.Series[float]

deadhead_l1_l2: pandera.typing.Series[float]

index: pandera.typing.Index[int]

l0_class_loads_annual: pandera.typing.Series[float]

l0_lane_id: pandera.typing.Series[str]

l0_low: pandera.typing.Series[int]

l0_mean_rpm: pandera.typing.Series[float]

l0_mean_spend: pandera.typing.Series[float]

l0_miles: pandera.typing.Series[float]

l0_name: pandera.typing.Series[str]

l0_outlier_rpm: pandera.typing.Series[float]

l0_owner_name: pandera.typing.Series[str]

l0_weekly_base: pandera.typing.Series[str]

l1_class_loads_annual: pandera.typing.Series[float]

l1_lane_id: pandera.typing.Series[str]

l1_low: pandera.typing.Series[int]

l1_mean_rpm: pandera.typing.Series[float]

l1_mean_spend: pandera.typing.Series[float]

l1_miles: pandera.typing.Series[float]

l1_name: pandera.typing.Series[str]

l1_outlier_rpm: pandera.typing.Series[float]

l1_owner_name: pandera.typing.Series[str]

l1_weekly_base: pandera.typing.Series[str]

l2_class_loads_annual: pandera.typing.Series[float]

l2_lane_id: pandera.typing.Series[str]

l2_low: pandera.typing.Series[int]

l2_mean_rpm: pandera.typing.Series[float]

l2_mean_spend: pandera.typing.Series[float]

l2_miles: pandera.typing.Series[float]

l2_name: pandera.typing.Series[str]

l2_outlier_rpm: pandera.typing.Series[float]

l2_owner_name: pandera.typing.Series[str]

l2_weekly_base: pandera.typing.Series[str]

low_legs: pandera.typing.Series[int]

margin: pandera.typing.Series[float]

outlier_rpms: pandera.typing.Series[float]

shipper_trigger_linehaul_lsp: pandera.typing.Series[float]

supply_target_day_rate_lsp: pandera.typing.Series[float]

supply_target_day_rate_raw: pandera.typing.Series[float]

supply_target_linehaul_lsp: pandera.typing.Series[float]

total_miles: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptConsolidatedNetworkActionSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptConsolidatedNetworkActionSchema'

strict = False

balance_type: pandera.typing.Series[str]

benefit: pandera.typing.Series[float]

complexity: pandera.typing.Series[float]

days: pandera.typing.Series[float]

deadhead_final: pandera.typing.Series[float]

deadhead_l0_l1: pandera.typing.Series[float]

deadhead_l1_l2: pandera.typing.Series[float]

feasibility: pandera.typing.Series[str]

index: pandera.typing.Index[int]

l0_lane_id: pandera.typing.Series[str]

l0_low: pandera.typing.Series[int]

l0_mean_rpm: pandera.typing.Series[float]

l0_miles: pandera.typing.Series[float]

l0_name: pandera.typing.Series[str]

l0_outlier_rpm: pandera.typing.Series[int]

l0_owner_name: pandera.typing.Series[str]

l0_weekly_base: pandera.typing.Series[str]

l1_lane_id: pandera.typing.Series[str]

l1_low: pandera.typing.Series[int]

l1_mean_rpm: pandera.typing.Series[float]

l1_miles: pandera.typing.Series[float]

l1_name: pandera.typing.Series[str]

l1_outlier_rpm: pandera.typing.Series[int]

l1_owner_name: pandera.typing.Series[str]

l1_weekly_base: pandera.typing.Series[str]

l2_lane_id: pandera.typing.Series[str]

l2_low: pandera.typing.Series[int]

l2_mean_rpm: pandera.typing.Series[float]

l2_miles: pandera.typing.Series[float]

l2_name: pandera.typing.Series[str]

l2_outlier_rpm: pandera.typing.Series[int]

l2_owner_name: pandera.typing.Series[str]

l2_weekly_base: pandera.typing.Series[str]

leaf_daily_linehaul_lsp: pandera.typing.Series[float]

low_legs: pandera.typing.Series[int]

margin: pandera.typing.Series[float]

notes: pandera.typing.Series[str]

running_date: pandera.typing.Series[str]

shipper_trigger_linehaul_lsp: pandera.typing.Series[float]

start_date: pandera.typing.Series[str]

status: pandera.typing.Series[str]

supply_target_day_rate_lsp: pandera.typing.Series[float]

supply_target_linehaul_lsp: pandera.typing.Series[float]

total_miles: pandera.typing.Series[float]

type: pandera.typing.Series[str]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptContinuousMoveSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptContinuousMoveSchema'

strict = False

hav_dist_final: pandera.typing.Series[float]

hav_dist_l0_l1: pandera.typing.Series[float]

index: pandera.typing.Index[int]

l0_lane_id: pandera.typing.Series[str]

l0_miles: pandera.typing.Series[float]

l1_lane_id: pandera.typing.Series[str]

l1_miles: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptDBLaneSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptDBLaneSchema'

strict = False

d_name: pandera.typing.Series[str]

d_wkt: pandera.typing.Series[str]

dest: pandera.typing.Series[str]

equipment_class: pandera.typing.Series[str]

index: pandera.typing.Index[int]

lane_annualized_total_ships: pandera.typing.Series[float]

lane_id: pandera.typing.Series[str]

miles: pandera.typing.Series[float]

o_name: pandera.typing.Series[str]

o_wkt: pandera.typing.Series[str]

origin: pandera.typing.Series[str]

owner: pandera.typing.Series[int]

owner_name: pandera.typing.Series[str]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptExplorerLaneDailySpendSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptExplorerLaneDailySpendSchema'

strict = False

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

max_linehaul_lsp_basis: pandera.typing.Series[float]

max_linehaul_lsp_basis_rpm: pandera.typing.Series[float]

max_linehaul_shipper_basis: pandera.typing.Series[float]

max_linehaul_shipper_basis_rpm: pandera.typing.Series[float]

max_total_rpm: pandera.typing.Series[float]

max_total_spend: pandera.typing.Series[float]

mean_linehaul_lsp_basis: pandera.typing.Series[float]

mean_linehaul_lsp_basis_rpm: pandera.typing.Series[float]

mean_linehaul_shipper_basis: pandera.typing.Series[float]

mean_linehaul_shipper_basis_rpm: pandera.typing.Series[float]

mean_total_rpm: pandera.typing.Series[float]

mean_total_spend: pandera.typing.Series[float]

min_linehaul_lsp_basis: pandera.typing.Series[float]

min_linehaul_lsp_basis_rpm: pandera.typing.Series[float]

min_linehaul_shipper_basis: pandera.typing.Series[float]

min_linehaul_shipper_basis_rpm: pandera.typing.Series[float]

min_total_rpm: pandera.typing.Series[float]

min_total_spend: pandera.typing.Series[float]

period: pandera.typing.Series[pandas.Timestamp]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptExplorerLaneDailyVolumeSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptExplorerLaneDailyVolumeSchema'

strict = False

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

leaf: pandera.typing.Series[float]

period: pandera.typing.Series[pandas.Timestamp]

shipments: pandera.typing.Series[float]

trend: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptExplorerLaneDetailVolumeSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptExplorerLaneDetailVolumeSchema'

strict = False

d_city: pandera.typing.Series[str]

d_state: pandera.typing.Series[str]

d_zip: pandera.typing.Series[str]

detail_lane_id: pandera.typing.Series[str]

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

name: pandera.typing.Series[str]

o_city: pandera.typing.Series[str]

o_state: pandera.typing.Series[str]

o_zip: pandera.typing.Series[str]

period: pandera.typing.Series[pandas.Timestamp]

shipments: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptExplorerLaneQuickRefSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptExplorerLaneQuickRefSchema'

strict = False

annualized_linehaul_lsp: pandera.typing.Series[float]

annualized_loads: pandera.typing.Series[float]

dest: pandera.typing.Series[str]

equipment_class: pandera.typing.Series[str]

explorer_rel_url: pandera.typing.Series[str]

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

loads: pandera.typing.Series[int]

mean_linehaul_lsp: pandera.typing.Series[float]

mean_spot_linehaul_lsp: pandera.typing.Series[float]

name: pandera.typing.Series[str]

origin: pandera.typing.Series[str]

pcm_miles: pandera.typing.Series[float]

pct_intra_company: pandera.typing.Series[float]

pct_spot: pandera.typing.Series[float]

total_linehaul_lsp: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptExplorerLaneScacDailyVolumeSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptExplorerLaneScacDailyVolumeSchema'

strict = False

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

period: pandera.typing.Series[pandas.Timestamp]

scac: pandera.typing.Series[str]

shipments: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptExplorerLaneScacSpendSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptExplorerLaneScacSpendSchema'

strict = False

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

linehaul_lsp_basis: pandera.typing.Series[float]

linehaul_lsp_basis_rpm: pandera.typing.Series[float]

linehaul_shipper_basis: pandera.typing.Series[float]

linehaul_shipper_basis_rpm: pandera.typing.Series[float]

loads: pandera.typing.Series[int]

scac: pandera.typing.Series[str]

total_rpm: pandera.typing.Series[float]

total_spend: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptExplorerLaneSummarySchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptExplorerLaneSummarySchema'

strict = False

action_count: pandera.typing.Series[float]

actions: pandera.typing.Series[str]

d_wkt: pandera.typing.Series[str]

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

miles: pandera.typing.Series[float]

name: pandera.typing.Series[str]

o_wkt: pandera.typing.Series[str]

observations: pandera.typing.Series[str]

path: pandera.typing.Series[str]

shipments: pandera.typing.Series[float]

spend: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptExplorerLaneWeeklyScacSpendSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptExplorerLaneWeeklyScacSpendSchema'

strict = False

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

linehaul_lsp_basis: pandera.typing.Series[float]

linehaul_lsp_basis_rpm: pandera.typing.Series[float]

linehaul_shipper_basis: pandera.typing.Series[float]

linehaul_shipper_basis_rpm: pandera.typing.Series[float]

loads: pandera.typing.Series[int]

scac: pandera.typing.Series[str]

total_rpm: pandera.typing.Series[float]

total_spend: pandera.typing.Series[float]

week: pandera.typing.Series[int]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptExternalLaneSchema

Bases: pandera.SeriesSchema

class Config

coerce = True

name = 'AdaptExternalLaneSchema'

strict = False

all_loads_annual: pandera.typing.Series[float]

all_loads_db: pandera.typing.Series[int]

d_market: pandera.typing.Series[str]

d_pt: pandera.typing.Series[str]

dest: pandera.typing.Series[str]

dest_id: pandera.typing.Series[str]

equipment_class: pandera.typing.Series[str]

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

o_market: pandera.typing.Series[str]

o_pt: pandera.typing.Series[str]

origin: pandera.typing.Series[str]

origin_id: pandera.typing.Series[str]

owner: pandera.typing.Series[int]

owner_name: pandera.typing.Series[str]

pcm_miles: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptLaneSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptLaneSchema'

strict = False

all_loads_annual: pandera.typing.Series[float]

annualization_factor: pandera.typing.Series[float]

base_business_days: pandera.typing.Series[float] | None

base_weekly: pandera.typing.Series[float] | None

d_market: pandera.typing.Series[str]

d_pt: pandera.typing.Series[str]

d_zip: pandera.typing.Series[str]

dest: pandera.typing.Series[str]

index: pandera.typing.Index[int]

lane: pandera.typing.Series[str]

lane_id: pandera.typing.Series[str]

o_market: pandera.typing.Series[str]

o_pt: pandera.typing.Series[str]

o_zip: pandera.typing.Series[str]

origin: pandera.typing.Series[str]

owner: pandera.typing.Series[int]

owner_name: pandera.typing.Series[str]

pcm_lane_path: pandera.typing.Series[str]

pcm_miles: pandera.typing.Series[float]

weekly_pattern: pandera.typing.Series[str] | None

window_days: pandera.typing.Series[int]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptLaneSyntheticRateSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptLaneSyntheticRateSchema'

strict = False

direction: pandera.typing.Series[str]

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

pcm_miles: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptMarketSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptMarketSchema'

strict = False

airportcode: pandera.typing.Series[str]

index: pandera.typing.Index[int]

reference_city: pandera.typing.Series[str]

reference_state: pandera.typing.Series[str]

zip3: pandera.typing.Series[str]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptMarketSyntheticRateSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptMarketSyntheticRateSchema'

strict = False

d_market: pandera.typing.Series[str]

index: pandera.typing.Index[int]

o_market: pandera.typing.Series[str]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptObservationActualContractRateSpreadSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptObservationActualContractRateSpreadSchema'

strict = False

affected_class_loads_annual: pandera.typing.Series[float]

affected_class_loads_window: pandera.typing.Series[int]

affected_linehaul_zero_peg_annual: pandera.typing.Series[float]

affected_linehaul_zero_peg_window: pandera.typing.Series[float]

annualization_factor: pandera.typing.Series[float]

class_loads_annual: pandera.typing.Series[float]

class_loads_window: pandera.typing.Series[int]

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

max_linehaul_zero_peg_window: pandera.typing.Series[float]

mean_linehaul_zero_peg_window: pandera.typing.Series[float]

min_linehaul_zero_peg_window: pandera.typing.Series[float]

pcm_miles_mean: pandera.typing.Series[float]

pcm_rpm_mean: pandera.typing.Series[float]

window_days: pandera.typing.Series[int]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptObservationCarrierChurnSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptObservationCarrierChurnSchema'

strict = False

affected_class_loads_annual: pandera.typing.Series[float]

affected_class_loads_window: pandera.typing.Series[int]

affected_linehaul_zero_peg_annual: pandera.typing.Series[float]

affected_linehaul_zero_peg_window: pandera.typing.Series[float]

annualization_factor: pandera.typing.Series[float]

class_loads_annual: pandera.typing.Series[float]

class_loads_window: pandera.typing.Series[int]

dest: pandera.typing.Series[str]

index: pandera.typing.Index[int]

lane: pandera.typing.Series[str]

lane_id: pandera.typing.Series[str]

origin: pandera.typing.Series[str]

window_days: pandera.typing.Series[int]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptObservationDailyPatternSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptObservationDailyPatternSchema'

strict = False

affected_class_loads_annual: pandera.typing.Series[float]

affected_linehaul_annual: pandera.typing.Series[float]

all_loads_annual: pandera.typing.Series[float]

class_loads_annual: pandera.typing.Series[float]

index: pandera.typing.Index[int]

lane: pandera.typing.Series[str]

lane_id: pandera.typing.Series[str]

patterns: pandera.typing.Series[str]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptObservationMarketRateVarianceSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptObservationMarketRateVarianceSchema'

strict = False

affected_class_loads_annual: pandera.typing.Series[float]

affected_class_loads_window: pandera.typing.Series[int]

affected_linehaul_zero_peg_annual: pandera.typing.Series[float]

affected_linehaul_zero_peg_window: pandera.typing.Series[float]

annualization_factor: pandera.typing.Series[float]

d_zip: pandera.typing.Series[str]

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

mean_linehaul_zero_peg_window: pandera.typing.Series[float]

o_zip: pandera.typing.Series[str]

pcm_miles_mean: pandera.typing.Series[float]

pcm_rpm_mean: pandera.typing.Series[float]

var_vs_spot: pandera.typing.Series[float]

window_days: pandera.typing.Series[int]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptObservationShouldBeFlexSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptObservationShouldBeFlexSchema'

strict = False

affected_class_loads_annual: pandera.typing.Series[float]

affected_linehaul_zero_peg_annual: pandera.typing.Series[float]

all_loads_annual: pandera.typing.Series[float]

class_loads_annual: pandera.typing.Series[float]

index: pandera.typing.Index[int]

lane: pandera.typing.Series[str]

lane_id: pandera.typing.Series[str]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptObservationSpotExposureSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptObservationSpotExposureSchema'

strict = False

spot_percent_greater_than_threshold(df: pandas.DataFrame) → pandera.typing.Series[bool]

Parameters:: df (pandas.DataFrame) –
Return type:: pandera.typing.Series[bool]

affected_class_loads_annual: pandera.typing.Series[float]

affected_class_loads_window: pandera.typing.Series[int]

affected_linehaul_zero_peg_annual: pandera.typing.Series[float]

affected_linehaul_zero_peg_window: pandera.typing.Series[float]

annualization_factor: pandera.typing.Series[float]

class_loads_annual: pandera.typing.Series[float]

class_loads_window: pandera.typing.Series[int]

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

pcm_miles_mean: pandera.typing.Series[float]

pcm_rpm_mean: pandera.typing.Series[float]

spot_pct: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptObservationWeeklyPatternSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptObservationWeeklyPatternSchema'

strict = False

affected_class_loads_annual: pandera.typing.Series[float]

affected_linehaul_zero_peg_annual: pandera.typing.Series[float]

all_loads_annual: pandera.typing.Series[float]

class_loads_annual: pandera.typing.Series[float]

index: pandera.typing.Index[int]

lane: pandera.typing.Series[str]

lane_id: pandera.typing.Series[str]

patterns: pandera.typing.Series[str]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptPatternSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = None

strict = False

base: pandera.typing.Series[float]

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

patterns: pandera.typing.Series[str]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptPostprocessingBusinessImpactSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptPostprocessingBusinessImpactSchema'

strict = False

business_impact_current: pandera.typing.Series[int]

business_impact_current_subtitle: pandera.typing.Series[str]

business_impact_potential: pandera.typing.Series[float]

business_impact_potential_subtitle: pandera.typing.Series[str]

business_impact_unit: pandera.typing.Series[str]

index: pandera.typing.Index[int]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptPostprocessingBusinessObjectivesSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptPostprocessingBusinessObjectivesSchema'

strict = False

current_should_value: pandera.typing.Series[float]

current_value: pandera.typing.Series[float]

current_year_month: pandera.typing.Series[str]

end_value: pandera.typing.Series[float]

end_year_month: pandera.typing.Series[str]

index: pandera.typing.Index[int]

start_value: pandera.typing.Series[float]

start_year_month: pandera.typing.Series[str]

status: pandera.typing.Series[str]

subtitle: pandera.typing.Series[str]

title: pandera.typing.Series[str]

type: pandera.typing.Series[str]

unit: pandera.typing.Series[str]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptPostprocessingCompanyStatsSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptPostprocessingCompanyStatsSchema'

strict = False

data_missing: pandera.typing.Series[str]

index: pandera.typing.Index[int]

metric_name: pandera.typing.Series[str]

metric_unit: pandera.typing.Series[str]

metric_value: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptPostprocessingFlexLaneSummarySchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptPostprocessingFlexLaneSummarySchema'

strict = False

contract_carriers_base_load: pandera.typing.Series[int]

d_name: pandera.typing.Series[str]

d_wkt: pandera.typing.Series[str]

daily_loads: pandera.typing.Series[int]

dow_loads: pandera.typing.Series[int]

dynamic_impact: pandera.typing.Series[int]

dynamic_loads: pandera.typing.Series[int]

equip: pandera.typing.Series[str]

index: pandera.typing.Index[int]

lane_id: pandera.typing.Series[str]

lane_type: pandera.typing.Series[str]

leaf_loads: pandera.typing.Series[int]

leaf_spend_annual: pandera.typing.Series[int]

market_external_lanes: pandera.typing.Series[int]

market_external_shippers: pandera.typing.Series[int]

market_external_weekly_shipments: pandera.typing.Series[int]

max_loads: pandera.typing.Series[int]

miles: pandera.typing.Series[float]

o_name: pandera.typing.Series[str]

o_wkt: pandera.typing.Series[str]

oppy_leaf_loads_impact: pandera.typing.Series[int]

oppy_leaf_loads_impact_ex_rt: pandera.typing.Series[int]

oppy_max_impact: pandera.typing.Series[int]

oppy_max_impact_ex_rt: pandera.typing.Series[float]

path: pandera.typing.Series[str]

primary_oppy_type: pandera.typing.Series[str]

rank: pandera.typing.Series[int]

rate_vol_loads: pandera.typing.Series[float]

rt_loads: pandera.typing.Series[float]

seasonal_loads: pandera.typing.Series[int]

shipments_annual: pandera.typing.Series[float]

spend_annual: pandera.typing.Series[float]

weekly_loads: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptPostprocessingPortfolioSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptPostprocessingPortfolioSchema'

strict = False

index: pandera.typing.Index[int]

spend_dedicated: pandera.typing.Series[float]

spend_flex: pandera.typing.Series[float]

spend_spot: pandera.typing.Series[float]

spend_uncommitted: pandera.typing.Series[float]

year_month: pandera.typing.Series[str]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptRoundTripSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptRoundTripSchema'

strict = False

hav_dist_final: pandera.typing.Series[float]

hav_dist_l0_l1: pandera.typing.Series[float]

index: pandera.typing.Index[int]

l0_lane_id: pandera.typing.Series[str]

l0_miles: pandera.typing.Series[float]

l1_lane_id: pandera.typing.Series[str]

l1_miles: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptShipmentSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptPatternSchema'

strict = False

accessorials: pandera.typing.Series[float]

all_loads_annual: pandera.typing.Series[float]

all_loads_window: pandera.typing.Series[int]

annualization_factor: pandera.typing.Series[float]

base_business_days: pandera.typing.Series[float] | None

base_weekly: pandera.typing.Series[float] | None

carrier_type: pandera.typing.Series[str]

class_loads_annual: pandera.typing.Series[float]

class_loads_window: pandera.typing.Series[int]

d_address: pandera.typing.Series[str]

d_city: pandera.typing.Series[str]

d_market: pandera.typing.Series[str]

d_pt: pandera.typing.Series[str]

d_site: pandera.typing.Series[str]

d_state: pandera.typing.Series[str]

d_zip: pandera.typing.Series[str]

dest: pandera.typing.Series[str]

equipment_class: pandera.typing.Series[str]

equipment_type: pandera.typing.Series[str]

exclude_shipment: pandera.typing.Series[bool]

fuel_peg: pandera.typing.Series[int | float]

fuel_surcharge: pandera.typing.Series[int | float]

index: pandera.typing.Index[int]

lane: pandera.typing.Series[str]

lane_id: pandera.typing.Series[str]

linehaul: pandera.typing.Series[int | float]

linehaul_zero_peg: pandera.typing.Series[int | float]

load_type: pandera.typing.Series[str]

month: pandera.typing.Series[int]

move_type: pandera.typing.Series[str]

o_address: pandera.typing.Series[str]

o_city: pandera.typing.Series[str]

o_market: pandera.typing.Series[str]

o_pt: pandera.typing.Series[str]

o_site: pandera.typing.Series[str]

o_state: pandera.typing.Series[str]

o_zip: pandera.typing.Series[str]

origin: pandera.typing.Series[str]

owner: pandera.typing.Series[int]

owner_name: pandera.typing.Series[str]

pcm_hours: pandera.typing.Series[float]

pcm_lane_path: pandera.typing.Series[str]

pcm_miles: pandera.typing.Series[float]

period: pandera.typing.Series[pandas.Timestamp]

protection: pandera.typing.Series[str]

rate_type: pandera.typing.Series[str]

rounded_linehaul: pandera.typing.Series[int | float]

rpm_pcm: pandera.typing.Series[float]

scac: pandera.typing.Series[str]

shipment_id: pandera.typing.Series[str]

spend: pandera.typing.Series[float]

week: pandera.typing.Series[int]

weekly_pattern: pandera.typing.Series[str] | None

window_days: pandera.typing.Series[int]

year: pandera.typing.Series[int]

class leaf_engine.adapt.schema.adapt_task_schemas.AdaptTriangularCircuitSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'AdaptTriangularCircuitSchema'

strict = False

hav_dist_final: pandera.typing.Series[float]

hav_dist_l0_l1: pandera.typing.Series[float]

hav_dist_l1_l2: pandera.typing.Series[float]

index: pandera.typing.Index[int]

l0_lane_id: pandera.typing.Series[str]

l0_miles: pandera.typing.Series[float]

l1_lane_id: pandera.typing.Series[str]

l1_miles: pandera.typing.Series[float]

l2_lane_id: pandera.typing.Series[str]

l2_miles: pandera.typing.Series[float]

class leaf_engine.adapt.schema.adapt_task_schemas.OAPatternSchema

Bases: pandera.SchemaModel

class Config

coerce = True

name = 'OAPatternSchema'

strict = False

base: pandera.typing.Series[float]

equipment_class: pandera.typing.Series[str]

index: pandera.typing.Index[int]

power_lane_id: pandera.typing.Series[str]

type: pandera.typing.Series[str]

weekdays: pandera.typing.Series[str]

class leaf_engine.adapt.schema.adapt_task_schemas.OAShipmentSchema

Bases: pandera.SchemaModel

class Config

coerce = False

name = 'OAShipmentSchema'

strict = False

accessorials: pandera.typing.Series[int | float]

carrier_name: pandera.typing.Series[str]

carrier_scac: pandera.typing.Series[str]

carrier_type: pandera.typing.Series[str]

currency: pandera.typing.Series[str]

d_address: pandera.typing.Series[str]

d_city: pandera.typing.Series[str]

d_cluster_id: pandera.typing.Series[str]

d_country: pandera.typing.Series[str]

d_h3_index: pandera.typing.Series[str]

d_lat: pandera.typing.Series[float]

d_location_id: pandera.typing.Series[str]

d_lon: pandera.typing.Series[float]

d_site: pandera.typing.Series[str]

d_state: pandera.typing.Series[str]

d_zip: pandera.typing.Series[str]

equipment_class: pandera.typing.Series[str]

equipment_type: pandera.typing.Series[str]

exclude_shipment: pandera.typing.Series[bool]

fuel_peg: pandera.typing.Series[int | float]

fuel_surcharge: pandera.typing.Series[int | float]

hazardous: pandera.typing.Series[bool]

index: pandera.typing.Index[int]

linehaul: pandera.typing.Series[int | float]

linehaul_zero_peg: pandera.typing.Series[int | float]

load_type: pandera.typing.Series[str]

mode: pandera.typing.Series[str]

move_type: pandera.typing.Series[str]

o_address: pandera.typing.Series[str]

o_city: pandera.typing.Series[str]

o_cluster_id: pandera.typing.Series[str]

o_country: pandera.typing.Series[str]

o_geometry_string: pandera.typing.Series[str]

o_h3_index: pandera.typing.Series[str]

o_lat: pandera.typing.Series[float]

o_location_id: pandera.typing.Series[str]

o_lon: pandera.typing.Series[float]

o_site: pandera.typing.Series[str]

o_state: pandera.typing.Series[str]

o_zip: pandera.typing.Series[str]

pcm_hours: pandera.typing.Series[float]

pcm_lane_path: pandera.typing.Series[str]

pcm_miles: pandera.typing.Series[float]

period: pandera.typing.Series[pandas.Timestamp]

power_lane_id: pandera.typing.Series[str]

protection: pandera.typing.Series[str]

ptp_lane_id: pandera.typing.Series[str]

shipment_id: pandera.typing.Series[str]

spend: pandera.typing.Series[int | float]

spend_flagged: pandera.typing.Series[bool]

weight: pandera.typing.Series[int]

weight_flagged: pandera.typing.Series[bool]

leaf_engine.adapt.schema.adapt_task_schemas.transform_round_trip(action: leaf_engine.adapt.adapt_actions.Action, round_trip_candidates: AdaptRoundTripSchema) → pandera.typing.DataFrame[AdaptActionRoundTripSchema]

Parameters:

action (leaf_engine.adapt.adapt_actions.Action) –
round_trip_candidates (AdaptRoundTripSchema) –

Return type:

pandera.typing.DataFrame[AdaptActionRoundTripSchema]