stc_unicef_cpi
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Table of Contents
Home
Getting started
Installation
Getting data
Training a model
Making predictions
Reproducing results
Reproducing data
Reproducing models
Reproducing predictions
Additional steps
Data
Demographic and Health Surveys (DHS)
Open Street Maps (OSM)
Google Earth Engine (GEE)
Night-time lights data
Methodology
Data preparation
Evaluation
Label transformation
Explainable ML pipeline
Results
Conclusions
Deliverables
Future work
DL steps
Developer information
Getting started
Install locally
TODO Options
assignees:
labels:
milestone:
Other Options
Reference
Project Organization
Script breakdown
Main components
Contribution guidelines
Developer information
API
stc_unicef_cpi.data
stc_unicef_cpi.features
stc_unicef_cpi.models
stc_unicef_cpi.utils
stc_unicef_cpi.visualization
stc_unicef_cpi
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Index
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Index
A
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B
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C
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D
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E
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F
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G
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H
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I
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K
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L
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M
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N
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O
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P
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Q
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R
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S
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T
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U
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Y
A
add_group_features() (in module stc_unicef_cpi.features.build_features)
add_neighboring_hexagons() (in module stc_unicef_cpi.data.get_osm_data)
adjusted_rsquared() (in module stc_unicef_cpi.models.lgbm_baseline)
agg_tif_to_df() (in module stc_unicef_cpi.data.process_geotiff)
aggregate_dataset() (in module stc_unicef_cpi.data.make_dataset)
aggregate_hexagon() (in module stc_unicef_cpi.utils.geospatial)
append_features_to_hexes() (in module stc_unicef_cpi.data.make_dataset)
assign_cluster() (in module stc_unicef_cpi.data.get_osm_data)
assign_road_length_to_hex() (in module stc_unicef_cpi.data.get_osm_data)
B
basic_model_pipeline() (in module stc_unicef_cpi.models.lgbm_baseline)
basic_preprocessor() (in module stc_unicef_cpi.models.lgbm_baseline)
boruta_shap_ftr_select() (in module stc_unicef_cpi.features.build_features)
C
calibrate_prediction_intervals() (in module stc_unicef_cpi.models.prediction_intervals)
callback() (in module stc_unicef_cpi.models.lgbm_baseline)
change_name_reproject_tiff() (in module stc_unicef_cpi.data.make_dataset)
check_autoencoder_reconstruction() (in module stc_unicef_cpi.features.autoencoder_features)
clip_tif_to_ctry() (in module stc_unicef_cpi.data.process_geotiff)
convert_tiffs_to_image_dataset() (in module stc_unicef_cpi.data.process_geotiff)
copy_files() (in module stc_unicef_cpi.features.get_autoencoder_features)
create_dataset() (in module stc_unicef_cpi.data.make_dataset)
create_folder() (in module stc_unicef_cpi.utils.general)
create_geometry() (in module stc_unicef_cpi.utils.geospatial)
create_target_variable() (in module stc_unicef_cpi.data.make_dataset)
cv_split() (in module stc_unicef_cpi.data.cv_loaders)
D
define_params() (in module stc_unicef_cpi.data.get_facebook_data)
delivery_estimate() (in module stc_unicef_cpi.data.get_facebook_data)
download() (in module stc_unicef_cpi.utils.general)
download_econ_data() (in module stc_unicef_cpi.data.get_econ_data)
download_file() (in module stc_unicef_cpi.utils.general)
download_from_drive_folder() (in module stc_unicef_cpi.data.get_drive_data)
download_unzip() (in module stc_unicef_cpi.utils.general)
E
export_drive() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
extract_image_at_coords() (in module stc_unicef_cpi.data.process_geotiff)
extract_ims_from_hex_codes() (in module stc_unicef_cpi.data.process_geotiff)
F
FacebookMarketingStreamer (class in stc_unicef_cpi.data.stream_data)
fb_api_init() (in module stc_unicef_cpi.data.get_facebook_data)
fetch_logged_data() (in module stc_unicef_cpi.utils.mlflow_utils)
fit() (stc_unicef_cpi.models.inflated_vals_2stg.InflatedValsRegressor method)
flaml_multireg() (in module stc_unicef_cpi.models.lgbm_baseline)
format_polygon_coords() (in module stc_unicef_cpi.data.get_osm_data)
format_polygons() (in module stc_unicef_cpi.utils.geospatial)
G
geotiff_to_df() (in module stc_unicef_cpi.data.process_geotiff)
get_area_polygon() (in module stc_unicef_cpi.utils.geospatial)
get_best_hyperparameters() (in module stc_unicef_cpi.features.autoencoder_features)
get_card_split() (in module stc_unicef_cpi.models.lgbm_baseline)
get_cell_data() (in module stc_unicef_cpi.data.get_cell_tower_data)
get_cls_labels() (stc_unicef_cpi.models.inflated_vals_2stg.InflatedValsRegressor method)
get_copernicus_data() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_country_boundaries() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_data_from_calibrated_nighttime() (in module stc_unicef_cpi.data.get_econ_data)
get_encoded_features() (in module stc_unicef_cpi.features.autoencoder_features)
get_encoding_metrics() (in module stc_unicef_cpi.features.autoencoder_features)
get_even_clusters() (stc_unicef_cpi.data.cv_loaders.HexSpatialKFold method)
get_facebook_credentials() (in module stc_unicef_cpi.utils.general)
get_facebook_estimates() (in module stc_unicef_cpi.data.get_facebook_data)
get_features() (in module stc_unicef_cpi.features.resnet_pca)
get_healthcare_data() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_hex_centroid() (in module stc_unicef_cpi.utils.geospatial)
get_hex_code() (in module stc_unicef_cpi.utils.geospatial)
get_hex_radius() (in module stc_unicef_cpi.utils.geospatial)
get_hexes_for_ctry() (in module stc_unicef_cpi.utils.geospatial)
get_land_use_data() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_lat_long() (in module stc_unicef_cpi.utils.geospatial)
get_ndvi_data() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_ndwi_data() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_new_nbrs_at_k() (in module stc_unicef_cpi.utils.geospatial)
get_nighttime_data() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_open_cell_credentials() (in module stc_unicef_cpi.utils.general)
get_opencell_url() (in module stc_unicef_cpi.data.get_cell_tower_data)
get_osm_info() (in module stc_unicef_cpi.data.get_osm_data)
get_pollution_data() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_poly_boundary() (in module stc_unicef_cpi.utils.geospatial)
get_pop_data() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_precipitation_data() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_projection() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_road_density() (in module stc_unicef_cpi.data.get_osm_data)
get_satellite_images() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_shape_for_ctry() (in module stc_unicef_cpi.utils.geospatial)
get_spatial_groups() (stc_unicef_cpi.data.cv_loaders.HexSpatialKFold method)
get_speedtest_info() (in module stc_unicef_cpi.data.get_speedtest_data)
get_speedtest_url() (in module stc_unicef_cpi.data.get_speedtest_data)
get_topography_data() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
get_train_data() (in module stc_unicef_cpi.features.autoencoder_features)
get_trained_autoencoder() (in module stc_unicef_cpi.features.autoencoder_features)
H
haversine() (stc_unicef_cpi.data.cv_loaders.HexSpatialKFold method)
HexDataset (class in stc_unicef_cpi.data.process_to_torch)
hexes_poly() (in module stc_unicef_cpi.utils.geospatial)
HexSpatialKFold (class in stc_unicef_cpi.data.cv_loaders)
I
implement() (stc_unicef_cpi.data.stream_data.FacebookMarketingStreamer method)
InflatedValsRegressor (class in stc_unicef_cpi.models.inflated_vals_2stg)
K
KerasDataGenerator (class in stc_unicef_cpi.data.cv_loaders)
L
lgbmreg_optuna() (in module stc_unicef_cpi.models.lgbm_baseline)
lgbmreg_optunaCV() (in module stc_unicef_cpi.models.lgbm_baseline)
M
mae() (in module stc_unicef_cpi.utils.scoring)
make_torch_dataloader_from_numpy() (in module stc_unicef_cpi.data.process_to_torch)
module
stc_unicef_cpi
stc_unicef_cpi.data
,
[1]
stc_unicef_cpi.data.cv_loaders
stc_unicef_cpi.data.get_cell_tower_data
stc_unicef_cpi.data.get_drive_data
stc_unicef_cpi.data.get_econ_data
stc_unicef_cpi.data.get_facebook_data
stc_unicef_cpi.data.get_osm_data
stc_unicef_cpi.data.get_satellite_data
stc_unicef_cpi.data.get_speedtest_data
stc_unicef_cpi.data.make_dataset
stc_unicef_cpi.data.process_geotiff
stc_unicef_cpi.data.process_netcdf
stc_unicef_cpi.data.process_to_torch
stc_unicef_cpi.data.stream_data
stc_unicef_cpi.features
,
[1]
stc_unicef_cpi.features.autoencoder_features
stc_unicef_cpi.features.build_features
stc_unicef_cpi.features.get_autoencoder_features
stc_unicef_cpi.features.resnet_pca
stc_unicef_cpi.models
,
[1]
stc_unicef_cpi.models.inflated_vals_2stg
stc_unicef_cpi.models.lgbm_baseline
stc_unicef_cpi.models.mobnet_TL
stc_unicef_cpi.models.predict_model
stc_unicef_cpi.models.prediction_intervals
stc_unicef_cpi.models.train_model
stc_unicef_cpi.utils
,
[1]
stc_unicef_cpi.utils.constants
stc_unicef_cpi.utils.general
stc_unicef_cpi.utils.geospatial
stc_unicef_cpi.utils.mlflow_utils
stc_unicef_cpi.utils.scoring
stc_unicef_cpi.visualization
,
[1]
stc_unicef_cpi.visualization.visualize
N
netcdf_to_clipped_array() (in module stc_unicef_cpi.data.process_netcdf)
numbands_from_tiffs() (in module stc_unicef_cpi.features.resnet_pca)
O
objective() (in module stc_unicef_cpi.models.lgbm_baseline)
on_epoch_end() (stc_unicef_cpi.data.cv_loaders.KerasDataGenerator method)
P
point_delivery_estimate() (in module stc_unicef_cpi.data.get_facebook_data)
predict() (stc_unicef_cpi.models.inflated_vals_2stg.InflatedValsRegressor method)
predict_intervals() (in module stc_unicef_cpi.models.prediction_intervals)
prep_tile() (in module stc_unicef_cpi.data.get_speedtest_data)
prepend() (in module stc_unicef_cpi.utils.general)
preprocessed_commuting_zones() (in module stc_unicef_cpi.data.make_dataset)
preprocessed_speed_test() (in module stc_unicef_cpi.data.make_dataset)
preprocessed_tiff_files() (in module stc_unicef_cpi.data.make_dataset)
PrettyLog (class in stc_unicef_cpi.utils.general)
print_tif_metadata() (in module stc_unicef_cpi.data.process_geotiff)
Q
query_osm_road() (in module stc_unicef_cpi.data.get_osm_data)
R
rast_to_agg_df() (in module stc_unicef_cpi.data.process_geotiff)
read_csv_gzip() (in module stc_unicef_cpi.utils.general)
read_input_unicef() (in module stc_unicef_cpi.data.make_dataset)
read_yaml_file() (in module stc_unicef_cpi.utils.general)
resample_tif() (in module stc_unicef_cpi.data.process_geotiff)
retrieve_autoencoder_features() (in module stc_unicef_cpi.features.get_autoencoder_features)
rxr_reproject_tiff_to_target() (in module stc_unicef_cpi.data.process_geotiff)
S
SatelliteImages (class in stc_unicef_cpi.data.get_satellite_data)
select_country() (in module stc_unicef_cpi.data.make_dataset)
set_seed() (in module stc_unicef_cpi.features.autoencoder_features)
split() (stc_unicef_cpi.data.cv_loaders.HexSpatialKFold method)
stc_unicef_cpi
module
stc_unicef_cpi.data
module
,
[1]
stc_unicef_cpi.data.cv_loaders
module
stc_unicef_cpi.data.get_cell_tower_data
module
stc_unicef_cpi.data.get_drive_data
module
stc_unicef_cpi.data.get_econ_data
module
stc_unicef_cpi.data.get_facebook_data
module
stc_unicef_cpi.data.get_osm_data
module
stc_unicef_cpi.data.get_satellite_data
module
stc_unicef_cpi.data.get_speedtest_data
module
stc_unicef_cpi.data.make_dataset
module
stc_unicef_cpi.data.process_geotiff
module
stc_unicef_cpi.data.process_netcdf
module
stc_unicef_cpi.data.process_to_torch
module
stc_unicef_cpi.data.stream_data
module
stc_unicef_cpi.features
module
,
[1]
stc_unicef_cpi.features.autoencoder_features
module
stc_unicef_cpi.features.build_features
module
stc_unicef_cpi.features.get_autoencoder_features
module
stc_unicef_cpi.features.resnet_pca
module
stc_unicef_cpi.models
module
,
[1]
stc_unicef_cpi.models.inflated_vals_2stg
module
stc_unicef_cpi.models.lgbm_baseline
module
stc_unicef_cpi.models.mobnet_TL
module
stc_unicef_cpi.models.predict_model
module
stc_unicef_cpi.models.prediction_intervals
module
stc_unicef_cpi.models.train_model
module
stc_unicef_cpi.utils
module
,
[1]
stc_unicef_cpi.utils.constants
module
stc_unicef_cpi.utils.general
module
stc_unicef_cpi.utils.geospatial
module
stc_unicef_cpi.utils.mlflow_utils
module
stc_unicef_cpi.utils.scoring
module
stc_unicef_cpi.visualization
module
,
[1]
stc_unicef_cpi.visualization.visualize
module
StratifiedIntervalKFold (class in stc_unicef_cpi.data.cv_loaders)
StreamerObject (class in stc_unicef_cpi.data.stream_data)
T
task_config() (stc_unicef_cpi.data.get_satellite_data.SatelliteImages method)
timing() (in module stc_unicef_cpi.utils.general)
train_auto_encoder() (in module stc_unicef_cpi.features.get_autoencoder_features)
train_model() (in module stc_unicef_cpi.models.lgbm_baseline)
U
unzip_file() (in module stc_unicef_cpi.utils.general)
Y
yield_artifacts() (in module stc_unicef_cpi.utils.mlflow_utils)
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