Index

A

accessibility_graph_to_gdfs() (in module blocksnet.relations) (in module blocksnet.relations.accessibility) (in module blocksnet.relations.accessibility.graph) (in module blocksnet.relations.accessibility.graph.utils) add_missing_columns (blocksnet.utils.validation.df_schema.DfSchema.Config attribute) (blocksnet.utils.validation.DfSchema.Config attribute)

aggregate_objects() (in module blocksnet.blocks.aggregation) (in module blocksnet.blocks.aggregation.core) AGRICULTURE (blocksnet.enums.land_use.LandUse attribute) (blocksnet.enums.LandUse attribute) assign_land_use() (in module blocksnet.blocks.assignment) (in module blocksnet.blocks.assignment.core)

B

BaseContext (class in blocksnet.machine_learning) (class in blocksnet.machine_learning.context) (class in blocksnet.machine_learning.context.base_context) BaseStrategy (class in blocksnet.machine_learning) (class in blocksnet.machine_learning.strategy) (class in blocksnet.machine_learning.strategy.base_strategy) BASIC (blocksnet.analysis.morphotypes.strelka.MidRiseMorphotype attribute) BLOCK (blocksnet.analysis.morphotypes.strelka.MidRiseMorphotype attribute) BlockCategory (class in blocksnet.enums) (class in blocksnet.enums.block_category) BlocksAreaSchema (class in blocksnet.analysis.services.density.schemas) blocksnet module blocksnet.analysis module blocksnet.analysis.centrality module blocksnet.analysis.centrality.population module blocksnet.analysis.centrality.population.core module blocksnet.analysis.centrality.population.schemas module blocksnet.analysis.centrality.services module blocksnet.analysis.centrality.services.core module blocksnet.analysis.indicators module blocksnet.analysis.indicators.density module blocksnet.analysis.indicators.density.core module blocksnet.analysis.indicators.density.schemas module blocksnet.analysis.indicators.development module blocksnet.analysis.indicators.development.core module blocksnet.analysis.indicators.development.schemas module blocksnet.analysis.morphotypes module blocksnet.analysis.morphotypes.schemas module blocksnet.analysis.morphotypes.spacematrix module blocksnet.analysis.morphotypes.strelka module blocksnet.analysis.services module blocksnet.analysis.services.collocation module blocksnet.analysis.services.collocation.core module blocksnet.analysis.services.count module blocksnet.analysis.services.count.core module blocksnet.analysis.services.count.schemas module blocksnet.analysis.services.density module blocksnet.analysis.services.density.core module blocksnet.analysis.services.density.schemas module blocksnet.blocks module blocksnet.blocks.aggregation module blocksnet.blocks.aggregation.core module blocksnet.blocks.aggregation.schemas module blocksnet.blocks.assignment module blocksnet.blocks.assignment.core module blocksnet.blocks.assignment.schemas module blocksnet.blocks.assignment.utils module blocksnet.blocks.postprocessing module blocksnet.blocks.postprocessing.core module blocksnet.blocks.postprocessing.schemas module blocksnet.enums module blocksnet.enums.block_category module blocksnet.enums.land_use module blocksnet.enums.land_use_category module blocksnet.enums.settlement_category module blocksnet.machine_learning module blocksnet.machine_learning.context module

blocksnet.machine_learning.context.base_context module blocksnet.machine_learning.strategy module blocksnet.machine_learning.strategy.base_strategy module blocksnet.machine_learning.strategy.catboost module blocksnet.machine_learning.strategy.catboost.base_strategy module blocksnet.machine_learning.strategy.catboost.classification_strategy module blocksnet.machine_learning.strategy.catboost.regression_strategy module blocksnet.machine_learning.strategy.classification_base module blocksnet.machine_learning.strategy.sklearn module blocksnet.machine_learning.strategy.sklearn.base_strategy module blocksnet.machine_learning.strategy.sklearn.ensemble module blocksnet.machine_learning.strategy.sklearn.ensemble.base_strategy module blocksnet.machine_learning.strategy.sklearn.ensemble.voting module blocksnet.machine_learning.strategy.sklearn.ensemble.voting.base_strategy module blocksnet.machine_learning.strategy.sklearn.ensemble.voting.classification_strategy module blocksnet.machine_learning.strategy.sklearn.ensemble.voting.regression_strategy module blocksnet.machine_learning.strategy.xgboost module blocksnet.machine_learning.strategy.xgboost.base_strategy module blocksnet.machine_learning.strategy.xgboost.classification_strategy module blocksnet.machine_learning.strategy.xgboost.regression_strategy module blocksnet.optimization module blocksnet.preprocessing module blocksnet.relations module blocksnet.relations.accessibility module blocksnet.relations.accessibility.graph module blocksnet.relations.accessibility.graph.core module blocksnet.relations.accessibility.graph.schemas module blocksnet.relations.accessibility.graph.utils module blocksnet.relations.accessibility.matrix module blocksnet.relations.accessibility.matrix.core module blocksnet.relations.accessibility.matrix.schemas module blocksnet.relations.adjacency module blocksnet.relations.adjacency.core module blocksnet.relations.adjacency.schemas module blocksnet.relations.distance module blocksnet.relations.distance.core module blocksnet.relations.distance.schemas module blocksnet.synthesis module blocksnet.utils module blocksnet.utils.validation module blocksnet.utils.validation.df_schema module blocksnet.utils.validation.gdf_schema module blocksnet.utils.validation.land_use_schema module blocksnet.utils.validation.utils module BlocksSchema (class in blocksnet.analysis.centrality.population.schemas) (class in blocksnet.analysis.indicators.density.schemas) (class in blocksnet.analysis.indicators.development.schemas) (class in blocksnet.analysis.morphotypes.schemas) (class in blocksnet.blocks.aggregation.schemas) (class in blocksnet.blocks.assignment.schemas) (class in blocksnet.blocks.postprocessing.schemas) (class in blocksnet.relations.accessibility.matrix.schemas) (class in blocksnet.relations.adjacency.schemas) (class in blocksnet.relations.distance.schemas) BlocksServicesSchema (class in blocksnet.analysis.services.count.schemas) BUSINESS (blocksnet.enums.land_use.LandUse attribute) (blocksnet.enums.LandUse attribute)

C

calculate_accessibility_matrix() (in module blocksnet.relations) (in module blocksnet.relations.accessibility) (in module blocksnet.relations.accessibility.matrix) (in module blocksnet.relations.accessibility.matrix.core) calculate_density_indicators() (in module blocksnet.analysis.indicators) (in module blocksnet.analysis.indicators.density) (in module blocksnet.analysis.indicators.density.core) calculate_development_indicators() (in module blocksnet.analysis.indicators) (in module blocksnet.analysis.indicators.development) (in module blocksnet.analysis.indicators.development.core) calculate_distance_matrix() (in module blocksnet.relations) (in module blocksnet.relations.distance) (in module blocksnet.relations.distance.core) CatBoostBaseStrategy (class in blocksnet.machine_learning.strategy.catboost) (class in blocksnet.machine_learning.strategy.catboost.base_strategy) CatBoostClassificationStrategy (class in blocksnet.machine_learning.strategy.catboost) (class in blocksnet.machine_learning.strategy.catboost.classification_strategy)

CatBoostRegressionStrategy (class in blocksnet.machine_learning.strategy.catboost) (class in blocksnet.machine_learning.strategy.catboost.regression_strategy) CENTRAL_MODEL (blocksnet.analysis.morphotypes.strelka.MidRiseMorphotype attribute) centrify() (blocksnet.relations.distance.schemas.BlocksSchema method) ClassificationBase (class in blocksnet.machine_learning) (class in blocksnet.machine_learning.strategy) (class in blocksnet.machine_learning.strategy.classification_base) coerce (blocksnet.utils.validation.df_schema.DfSchema.Config attribute) (blocksnet.utils.validation.DfSchema.Config attribute) columns_() (blocksnet.utils.validation.df_schema.DfSchema class method) (blocksnet.utils.validation.DfSchema class method) create_empty() (blocksnet.utils.validation.df_schema.DfSchema class method) (blocksnet.utils.validation.DfSchema class method) (blocksnet.utils.validation.gdf_schema.GdfSchema class method) (blocksnet.utils.validation.GdfSchema class method)

D

default() (blocksnet.machine_learning.BaseContext class method) (blocksnet.machine_learning.context.base_context.BaseContext class method) (blocksnet.machine_learning.context.BaseContext class method)

DfSchema (class in blocksnet.utils.validation) (class in blocksnet.utils.validation.df_schema) DfSchema.Config (class in blocksnet.utils.validation) (class in blocksnet.utils.validation.df_schema)

E

ensure_crs() (in module blocksnet.utils.validation) (in module blocksnet.utils.validation.utils)

estimators (blocksnet.machine_learning.strategy.sklearn.ensemble.base_strategy.SKLearnEnsembleBaseStrategy property)

F

from_land_use() (blocksnet.enums.land_use_category.LandUseCategory class method) (blocksnet.enums.LandUseCategory class method)

functional_zone (blocksnet.blocks.assignment.schemas.FunctionalZonesSchema attribute) FunctionalZonesSchema (class in blocksnet.blocks.assignment.schemas)

G

GdfSchema (class in blocksnet.utils.validation) (class in blocksnet.utils.validation.gdf_schema) generate_adjacency_graph() (in module blocksnet.relations) (in module blocksnet.relations.adjacency) (in module blocksnet.relations.adjacency.core) geometry (blocksnet.utils.validation.gdf_schema.GdfSchema attribute) (blocksnet.utils.validation.GdfSchema attribute) get_accessibility_context() (in module blocksnet.relations) (in module blocksnet.relations.accessibility) (in module blocksnet.relations.accessibility.matrix) (in module blocksnet.relations.accessibility.matrix.core)

get_accessibility_graph() (in module blocksnet.relations) (in module blocksnet.relations.accessibility) (in module blocksnet.relations.accessibility.graph) (in module blocksnet.relations.accessibility.graph.core) get_adjacency_context() (in module blocksnet.relations) (in module blocksnet.relations.adjacency) (in module blocksnet.relations.adjacency.core) get_spacematrix_morphotypes() (in module blocksnet.analysis.morphotypes) (in module blocksnet.analysis.morphotypes.spacematrix) get_strelka_morphotypes() (in module blocksnet.analysis.morphotypes) (in module blocksnet.analysis.morphotypes.strelka)

H

HighRiseMorphotype (class in blocksnet.analysis.morphotypes.strelka)

I

INDIVIDUAL (blocksnet.analysis.morphotypes.strelka.LowRiseMorphotype attribute) INDUSTRIAL (blocksnet.enums.land_use.LandUse attribute) (blocksnet.enums.land_use_category.LandUseCategory attribute) (blocksnet.enums.LandUse attribute) (blocksnet.enums.LandUseCategory attribute)

INVALID (blocksnet.enums.block_category.BlockCategory attribute) (blocksnet.enums.BlockCategory attribute)

L

LandUse (class in blocksnet.enums) (class in blocksnet.enums.land_use) LandUseCategory (class in blocksnet.enums) (class in blocksnet.enums.land_use_category) LandUseSchema (class in blocksnet.utils.validation) (class in blocksnet.utils.validation.land_use_schema)

LARGE (blocksnet.enums.block_category.BlockCategory attribute) (blocksnet.enums.BlockCategory attribute) load() (blocksnet.machine_learning.BaseStrategy method) (blocksnet.machine_learning.strategy.base_strategy.BaseStrategy method) (blocksnet.machine_learning.strategy.BaseStrategy method) LOW_RISE_MODEL (blocksnet.analysis.morphotypes.strelka.LowRiseMorphotype attribute) LowRiseMorphotype (class in blocksnet.analysis.morphotypes.strelka)

M

MICRODISTRICT (blocksnet.analysis.morphotypes.strelka.MidRiseMorphotype attribute) MidRiseMorphotype (class in blocksnet.analysis.morphotypes.strelka) model (blocksnet.machine_learning.BaseStrategy property) (blocksnet.machine_learning.strategy.base_strategy.BaseStrategy property) (blocksnet.machine_learning.strategy.BaseStrategy property) MODERN_MICRODISTRICT (blocksnet.analysis.morphotypes.strelka.HighRiseMorphotype attribute) module blocksnet blocksnet.analysis blocksnet.analysis.centrality blocksnet.analysis.centrality.population blocksnet.analysis.centrality.population.core blocksnet.analysis.centrality.population.schemas blocksnet.analysis.centrality.services blocksnet.analysis.centrality.services.core blocksnet.analysis.indicators blocksnet.analysis.indicators.density blocksnet.analysis.indicators.density.core blocksnet.analysis.indicators.density.schemas blocksnet.analysis.indicators.development blocksnet.analysis.indicators.development.core blocksnet.analysis.indicators.development.schemas blocksnet.analysis.morphotypes blocksnet.analysis.morphotypes.schemas blocksnet.analysis.morphotypes.spacematrix blocksnet.analysis.morphotypes.strelka blocksnet.analysis.services blocksnet.analysis.services.collocation blocksnet.analysis.services.collocation.core blocksnet.analysis.services.count blocksnet.analysis.services.count.core blocksnet.analysis.services.count.schemas blocksnet.analysis.services.density blocksnet.analysis.services.density.core blocksnet.analysis.services.density.schemas blocksnet.blocks blocksnet.blocks.aggregation blocksnet.blocks.aggregation.core blocksnet.blocks.aggregation.schemas blocksnet.blocks.assignment blocksnet.blocks.assignment.core blocksnet.blocks.assignment.schemas blocksnet.blocks.assignment.utils blocksnet.blocks.postprocessing blocksnet.blocks.postprocessing.core blocksnet.blocks.postprocessing.schemas blocksnet.enums blocksnet.enums.block_category blocksnet.enums.land_use blocksnet.enums.land_use_category blocksnet.enums.settlement_category blocksnet.machine_learning blocksnet.machine_learning.context blocksnet.machine_learning.context.base_context blocksnet.machine_learning.strategy blocksnet.machine_learning.strategy.base_strategy blocksnet.machine_learning.strategy.catboost blocksnet.machine_learning.strategy.catboost.base_strategy blocksnet.machine_learning.strategy.catboost.classification_strategy blocksnet.machine_learning.strategy.catboost.regression_strategy blocksnet.machine_learning.strategy.classification_base blocksnet.machine_learning.strategy.sklearn blocksnet.machine_learning.strategy.sklearn.base_strategy blocksnet.machine_learning.strategy.sklearn.ensemble blocksnet.machine_learning.strategy.sklearn.ensemble.base_strategy blocksnet.machine_learning.strategy.sklearn.ensemble.voting blocksnet.machine_learning.strategy.sklearn.ensemble.voting.base_strategy blocksnet.machine_learning.strategy.sklearn.ensemble.voting.classification_strategy blocksnet.machine_learning.strategy.sklearn.ensemble.voting.regression_strategy blocksnet.machine_learning.strategy.xgboost blocksnet.machine_learning.strategy.xgboost.base_strategy blocksnet.machine_learning.strategy.xgboost.classification_strategy blocksnet.machine_learning.strategy.xgboost.regression_strategy blocksnet.optimization blocksnet.preprocessing blocksnet.relations blocksnet.relations.accessibility blocksnet.relations.accessibility.graph blocksnet.relations.accessibility.graph.core blocksnet.relations.accessibility.graph.schemas blocksnet.relations.accessibility.graph.utils blocksnet.relations.accessibility.matrix blocksnet.relations.accessibility.matrix.core blocksnet.relations.accessibility.matrix.schemas blocksnet.relations.adjacency blocksnet.relations.adjacency.core blocksnet.relations.adjacency.schemas blocksnet.relations.distance blocksnet.relations.distance.core blocksnet.relations.distance.schemas blocksnet.synthesis blocksnet.utils blocksnet.utils.validation blocksnet.utils.validation.df_schema blocksnet.utils.validation.gdf_schema blocksnet.utils.validation.land_use_schema blocksnet.utils.validation.utils

N

NON_RESIDENTIAL (blocksnet.analysis.morphotypes.strelka.HighRiseMorphotype attribute) (blocksnet.analysis.morphotypes.strelka.LowRiseMorphotype attribute) (blocksnet.analysis.morphotypes.strelka.MidRiseMorphotype attribute)

NON_URBAN (blocksnet.enums.land_use_category.LandUseCategory attribute) (blocksnet.enums.LandUseCategory attribute) NORMAL (blocksnet.enums.block_category.BlockCategory attribute) (blocksnet.enums.BlockCategory attribute)

P

population_centrality() (in module blocksnet.analysis.centrality) (in module blocksnet.analysis.centrality.population) (in module blocksnet.analysis.centrality.population.core) postprocess_urban_blocks() (in module blocksnet.blocks.postprocessing) (in module blocksnet.blocks.postprocessing.core) predict() (blocksnet.machine_learning.BaseStrategy method) (blocksnet.machine_learning.strategy.base_strategy.BaseStrategy method) (blocksnet.machine_learning.strategy.BaseStrategy method) (blocksnet.machine_learning.strategy.catboost.base_strategy.CatBoostBaseStrategy method) (blocksnet.machine_learning.strategy.catboost.CatBoostBaseStrategy method) (blocksnet.machine_learning.strategy.sklearn.ensemble.voting.base_strategy.SKLearnVotingBaseStrategy method) (blocksnet.machine_learning.strategy.xgboost.base_strategy.XGBoostBaseStrategy method) (blocksnet.machine_learning.strategy.xgboost.XGBoostBaseStrategy method)

predict_proba() (blocksnet.machine_learning.ClassificationBase method) (blocksnet.machine_learning.strategy.catboost.CatBoostClassificationStrategy method) (blocksnet.machine_learning.strategy.catboost.classification_strategy.CatBoostClassificationStrategy method) (blocksnet.machine_learning.strategy.classification_base.ClassificationBase method) (blocksnet.machine_learning.strategy.ClassificationBase method) (blocksnet.machine_learning.strategy.sklearn.ensemble.voting.classification_strategy.SKLearnVotingClassificationStrategy method) (blocksnet.machine_learning.strategy.xgboost.classification_strategy.XGBoostClassificationStrategy method) (blocksnet.machine_learning.strategy.xgboost.XGBoostClassificationStrategy method)

R

RECREATION (blocksnet.enums.land_use.LandUse attribute) (blocksnet.enums.LandUse attribute) RESIDENTIAL (blocksnet.enums.land_use.LandUse attribute) (blocksnet.enums.LandUse attribute)

run() (blocksnet.machine_learning.BaseContext method) (blocksnet.machine_learning.context.base_context.BaseContext method) (blocksnet.machine_learning.context.BaseContext method)

S

save() (blocksnet.machine_learning.BaseStrategy method) (blocksnet.machine_learning.strategy.base_strategy.BaseStrategy method) (blocksnet.machine_learning.strategy.BaseStrategy method) services_centrality() (in module blocksnet.analysis.centrality) (in module blocksnet.analysis.centrality.services) (in module blocksnet.analysis.centrality.services.core) services_collocation() (in module blocksnet.analysis.services) (in module blocksnet.analysis.services.collocation) (in module blocksnet.analysis.services.collocation.core) services_count() (in module blocksnet.analysis.services) (in module blocksnet.analysis.services.count) (in module blocksnet.analysis.services.count.core) services_density() (in module blocksnet.analysis.services) (in module blocksnet.analysis.services.density) (in module blocksnet.analysis.services.density.core) SettlementCategory (class in blocksnet.enums) (class in blocksnet.enums.settlement_category)

sjoin_intersections() (in module blocksnet.blocks.assignment.utils) SKLearnBaseStrategy (class in blocksnet.machine_learning.strategy.sklearn.base_strategy) SKLearnEnsembleBaseStrategy (class in blocksnet.machine_learning.strategy.sklearn.ensemble.base_strategy) SKLearnVotingBaseStrategy (class in blocksnet.machine_learning.strategy.sklearn.ensemble.voting.base_strategy) SKLearnVotingClassificationStrategy (class in blocksnet.machine_learning.strategy.sklearn.ensemble.voting.classification_strategy) SKLearnVotingRegressionStrategy (class in blocksnet.machine_learning.strategy.sklearn.ensemble.voting.regression_strategy) SOVIET_MICRODISTRICT (blocksnet.analysis.morphotypes.strelka.HighRiseMorphotype attribute) SPECIAL (blocksnet.enums.land_use.LandUse attribute) (blocksnet.enums.LandUse attribute) strategy (blocksnet.machine_learning.BaseContext property) (blocksnet.machine_learning.context.base_context.BaseContext property) (blocksnet.machine_learning.context.BaseContext property) strict (blocksnet.utils.validation.df_schema.DfSchema.Config attribute) (blocksnet.utils.validation.DfSchema.Config attribute) SUBURB (blocksnet.enums.settlement_category.SettlementCategory attribute) (blocksnet.enums.SettlementCategory attribute)

T

TerritorySchema (class in blocksnet.relations.accessibility.graph.schemas) to_land_use() (blocksnet.enums.land_use_category.LandUseCategory method) (blocksnet.enums.LandUseCategory method) to_one_hot() (blocksnet.enums.land_use.LandUse method) (blocksnet.enums.LandUse method) TOWN (blocksnet.enums.settlement_category.SettlementCategory attribute) (blocksnet.enums.SettlementCategory attribute) train() (blocksnet.machine_learning.BaseContext method) (blocksnet.machine_learning.BaseStrategy method) (blocksnet.machine_learning.context.base_context.BaseContext method) (blocksnet.machine_learning.context.BaseContext method) (blocksnet.machine_learning.strategy.base_strategy.BaseStrategy method) (blocksnet.machine_learning.strategy.BaseStrategy method) (blocksnet.machine_learning.strategy.catboost.base_strategy.CatBoostBaseStrategy method) (blocksnet.machine_learning.strategy.catboost.CatBoostBaseStrategy method) (blocksnet.machine_learning.strategy.sklearn.ensemble.voting.base_strategy.SKLearnVotingBaseStrategy method) (blocksnet.machine_learning.strategy.xgboost.base_strategy.XGBoostBaseStrategy method) (blocksnet.machine_learning.strategy.xgboost.XGBoostBaseStrategy method)

TRANSPORT (blocksnet.enums.land_use.LandUse attribute) (blocksnet.enums.LandUse attribute)

U

URBAN (blocksnet.enums.land_use_category.LandUseCategory attribute) (blocksnet.enums.LandUseCategory attribute)

V

validate() (blocksnet.utils.validation.df_schema.DfSchema class method) (blocksnet.utils.validation.DfSchema class method) validate_accessibility_graph() (in module blocksnet.relations) (in module blocksnet.relations.accessibility) (in module blocksnet.relations.accessibility.graph) (in module blocksnet.relations.accessibility.graph.schemas) validate_accessibility_matrix() (in module blocksnet.relations) (in module blocksnet.relations.accessibility) (in module blocksnet.relations.accessibility.matrix) (in module blocksnet.relations.accessibility.matrix.schemas)

validate_adjacency_graph() (in module blocksnet.relations) (in module blocksnet.relations.adjacency) (in module blocksnet.relations.adjacency.schemas) validate_graph() (in module blocksnet.utils.validation) (in module blocksnet.utils.validation.utils) validate_matrix() (in module blocksnet.utils.validation) (in module blocksnet.utils.validation.utils) VILLAGE (blocksnet.enums.settlement_category.SettlementCategory attribute) (blocksnet.enums.SettlementCategory attribute)

X

XGBoostBaseStrategy (class in blocksnet.machine_learning.strategy.xgboost) (class in blocksnet.machine_learning.strategy.xgboost.base_strategy) XGBoostClassificationStrategy (class in blocksnet.machine_learning.strategy.xgboost) (class in blocksnet.machine_learning.strategy.xgboost.classification_strategy)

XGBoostRegressionStrategy (class in blocksnet.machine_learning.strategy.xgboost) (class in blocksnet.machine_learning.strategy.xgboost.regression_strategy)