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schema: '2.0'
stages:
ingest:
cmd: Rscript pipeline/00-ingest.R
deps:
- path: pipeline/00-ingest.R
hash: md5
md5: c4ceb95f9f3886c99bb7517d65208957
size: 22881
params:
params.yaml:
assessment:
year: '2025'
date: '2025-01-01'
triad: north
group: residential
data_year: '2024'
working_year: '2025'
input:
min_sale_year: '2016'
max_sale_year: '2024'
n_years_prior: 4
complex:
match_exact:
- meta_township_code
- meta_class
- char_bsmt
- char_gar1_size
- char_attic_fnsh
- char_beds
- meta_pin_num_cards
- meta_tieback_proration_rate
match_fuzzy:
rooms: 1
bldg_sf: 25
yrblt: 4
dist_ft: 250
outs:
- path: input/assessment_data.parquet
hash: md5
md5: 5bddc7898ab32b5d082fd7acc9cb39c3
size: 420008988
- path: input/char_data.parquet
hash: md5
md5: c82b16c142a14cd3b3e1f9c57012db83
size: 842953864
- path: input/complex_id_data.parquet
hash: md5
md5: 1a6b5a11c589b520343c7badb111644b
size: 709841
- path: input/hie_data.parquet
hash: md5
md5: 33b8b10dd555d63498010dc05ca3f00e
size: 1924357
- path: input/land_nbhd_rate_data.parquet
hash: md5
md5: 5fe80edfabdfac91efe888a25ee4051c
size: 6019
- path: input/training_data.parquet
hash: md5
md5: 4146491d9160905569e67ade97610c69
size: 205524817
train:
cmd: Rscript pipeline/01-train.R
deps:
- path: input/training_data.parquet
hash: md5
md5: 3156fd30394ae3fb9eda7e0d0176ab2f
size: 208501951
- path: pipeline/01-train.R
hash: md5
md5: 46115d48cf066d35b0db14dc13a8d9b3
size: 17448
params:
params.yaml:
cv:
split_prop: 0.9
num_folds: 10
fold_overlap: 9
initial_set: 20
max_iterations: 50
no_improve: 15
uncertain: 8
best_metric: rmse
model.engine: lightgbm
model.hyperparameter:
default:
num_iterations: 1575
learning_rate: 0.015
max_bin: 512
num_leaves: 185
add_to_linked_depth: 4
feature_fraction: 0.61
min_gain_to_split: 75.5
min_data_in_leaf: 31
max_cat_threshold: 165
min_data_per_group: 300
cat_smooth: 82.0
cat_l2: 1.0
lambda_l1: 0.022
lambda_l2: 0.152
range:
num_iterations:
- 100
- 2500
learning_rate:
- -3.0
- -0.4
max_bin:
- 50
- 512
num_leaves:
- 32
- 2048
add_to_linked_depth:
- 1
- 7
feature_fraction:
- 0.3
- 0.7
min_gain_to_split:
- -3.0
- 4.0
min_data_in_leaf:
- 2
- 400
max_cat_threshold:
- 10
- 250
min_data_per_group:
- 2
- 400
cat_smooth:
- 10.0
- 200.0
cat_l2:
- -3
- 2
lambda_l1:
- -3
- 2
lambda_l2:
- -3
- 2
model.objective: rmse
model.parameter:
validation_prop: 0.1
validation_type: random
validation_metric: rmse
link_max_depth: true
stop_iter: 50
model.predictor:
all:
- meta_township_code
- meta_nbhd_code
- meta_sale_count_past_n_years
- char_yrblt
- char_air
- char_apts
- char_attic_fnsh
- char_attic_type
- char_beds
- char_bldg_sf
- char_bsmt
- char_bsmt_fin
- char_class
- char_ext_wall
- char_fbath
- char_frpl
- char_gar1_att
- char_gar1_cnst
- char_gar1_size
- char_hbath
- char_land_sf
- char_heat
- char_ncu
- char_porch
- char_roof_cnst
- char_rooms
- char_tp_dsgn
- char_type_resd
- char_recent_renovation
- loc_longitude
- loc_latitude
- loc_census_tract_geoid
- loc_env_flood_fs_factor
- loc_school_elementary_district_geoid
- loc_school_secondary_district_geoid
- loc_access_cmap_walk_nta_score
- loc_access_cmap_walk_total_score
- loc_tax_municipality_name
- prox_num_pin_in_half_mile
- prox_num_bus_stop_in_half_mile
- prox_num_foreclosure_per_1000_pin_past_5_years
- prox_avg_school_rating_in_half_mile
- prox_airport_dnl_total
- prox_nearest_bike_trail_dist_ft
- prox_nearest_cemetery_dist_ft
- prox_nearest_cta_route_dist_ft
- prox_nearest_cta_stop_dist_ft
- prox_nearest_hospital_dist_ft
- prox_lake_michigan_dist_ft
- prox_nearest_metra_route_dist_ft
- prox_nearest_metra_stop_dist_ft
- prox_nearest_park_dist_ft
- prox_nearest_railroad_dist_ft
- prox_nearest_university_dist_ft
- prox_nearest_vacant_land_dist_ft
- prox_nearest_water_dist_ft
- prox_nearest_golf_course_dist_ft
- prox_nearest_road_highway_dist_ft
- prox_nearest_road_arterial_dist_ft
- prox_nearest_road_collector_dist_ft
- prox_nearest_road_highway_daily_traffic
- prox_nearest_road_arterial_daily_traffic
- prox_nearest_road_collector_daily_traffic
- prox_nearest_new_construction_dist_ft
- prox_nearest_stadium_dist_ft
- acs5_percent_age_children
- acs5_percent_age_senior
- acs5_median_age_total
- acs5_percent_household_family_married
- acs5_percent_household_nonfamily_alone
- acs5_percent_education_high_school
- acs5_percent_education_bachelor
- acs5_percent_education_graduate
- acs5_percent_income_below_poverty_level
- acs5_median_income_household_past_year
- acs5_median_income_per_capita_past_year
- acs5_percent_income_household_received_snap_past_year
- acs5_percent_employment_unemployed
- acs5_median_household_total_occupied_year_built
- acs5_median_household_renter_occupied_gross_rent
- acs5_percent_household_owner_occupied
- other_tax_bill_rate
- other_school_district_elementary_avg_rating
- other_school_district_secondary_avg_rating
- time_sale_year
- time_sale_day
- time_sale_quarter_of_year
- time_sale_month_of_year
- time_sale_day_of_year
- time_sale_day_of_month
- time_sale_day_of_week
- time_sale_post_covid
- shp_parcel_centroid_dist_ft_sd
- shp_parcel_edge_len_ft_sd
- shp_parcel_interior_angle_sd
- shp_parcel_mrr_area_ratio
- shp_parcel_mrr_side_ratio
- shp_parcel_num_vertices
categorical:
- meta_township_code
- meta_nbhd_code
- char_air
- char_apts
- char_attic_fnsh
- char_attic_type
- char_bsmt
- char_bsmt_fin
- char_class
- char_ext_wall
- char_gar1_att
- char_gar1_cnst
- char_gar1_size
- char_heat
- char_porch
- char_roof_cnst
- char_tp_dsgn
- char_type_resd
- loc_census_tract_geoid
- loc_tax_municipality_name
- loc_school_elementary_district_geoid
- loc_school_secondary_district_geoid
- time_sale_quarter_of_year
id:
- meta_year
- meta_pin
- meta_class
- meta_card_num
- meta_sale_document_num
model.seed: 2024
model.verbose: -1
ratio_study:
far_year: '2021'
far_stage: board
far_column: meta_2yr_pri_board_tot
near_year: '2023'
near_stage: certified
near_column: meta_certified_tot
min_n_sales: 30
num_quantile:
- 3
- 5
- 10
geographies:
- meta_township_code
- meta_nbhd_code
- loc_tax_municipality_name
- loc_ward_num
- loc_census_puma_geoid
- loc_census_tract_geoid
- loc_school_elementary_district_geoid
- loc_school_secondary_district_geoid
- loc_school_unified_district_geoid
toggle.cv_enable: false
outs:
- path: output/intermediate/timing/model_timing_train.parquet
hash: md5
md5: 718355a0a97646ada3839b423fa6f505
size: 2494
- path: output/parameter_final/model_parameter_final.parquet
hash: md5
md5: 42d5e8030cef68b122116608d206756a
size: 6403
- path: output/parameter_range/model_parameter_range.parquet
hash: md5
md5: a47965c8cbafb84368f2a21a047bc7f2
size: 501
- path: output/parameter_search/model_parameter_search.parquet
hash: md5
md5: a47965c8cbafb84368f2a21a047bc7f2
size: 501
- path: output/test_card/model_test_card.parquet
hash: md5
md5: 2c849fe0de354d762fb6bd7cc9527b3c
size: 2252194
- path: output/workflow/fit/model_workflow_fit.zip
hash: md5
md5: 4f474f2031e275bc6af6fed5ac84cf11
size: 11819090
- path: output/workflow/recipe/model_workflow_recipe.rds
hash: md5
md5: 94a53f083b777c19b0259fe20b02dc47
size: 1981143
assess:
cmd: Rscript pipeline/02-assess.R
deps:
- path: input/assessment_data.parquet
hash: md5
md5: cecaf4aee89d2269bd059f536e611101
size: 425453415
- path: input/complex_id_data.parquet
hash: md5
md5: 835be789fc9ef09f3bfa1d5c8465f6e6
size: 704175
- path: input/land_nbhd_rate_data.parquet
hash: md5
md5: f3ec9627322bd271bf2957b7388aaa34
size: 3873
- path: input/training_data.parquet
hash: md5
md5: 3156fd30394ae3fb9eda7e0d0176ab2f
size: 208501951
- path: output/workflow/fit/model_workflow_fit.zip
hash: md5
md5: 4f474f2031e275bc6af6fed5ac84cf11
size: 11819090
- path: output/workflow/recipe/model_workflow_recipe.rds
hash: md5
md5: 94a53f083b777c19b0259fe20b02dc47
size: 1981143
- path: pipeline/02-assess.R
hash: md5
md5: 8ad109ba91182b164db83c67a7f097e9
size: 22671
params:
params.yaml:
assessment:
year: '2024'
date: '2024-01-01'
triad: north
group: residential
data_year: '2023'
working_year: '2025'
model.predictor.all:
- meta_township_code
- meta_nbhd_code
- meta_sale_count_past_n_years
- char_yrblt
- char_air
- char_apts
- char_attic_fnsh
- char_attic_type
- char_beds
- char_bldg_sf
- char_bsmt
- char_bsmt_fin
- char_class
- char_ext_wall
- char_fbath
- char_frpl
- char_gar1_att
- char_gar1_cnst
- char_gar1_size
- char_hbath
- char_land_sf
- char_heat
- char_ncu
- char_porch
- char_roof_cnst
- char_rooms
- char_tp_dsgn
- char_type_resd
- char_recent_renovation
- loc_longitude
- loc_latitude
- loc_census_tract_geoid
- loc_env_flood_fs_factor
- loc_school_elementary_district_geoid
- loc_school_secondary_district_geoid
- loc_access_cmap_walk_nta_score
- loc_access_cmap_walk_total_score
- loc_tax_municipality_name
- prox_num_pin_in_half_mile
- prox_num_bus_stop_in_half_mile
- prox_num_foreclosure_per_1000_pin_past_5_years
- prox_avg_school_rating_in_half_mile
- prox_airport_dnl_total
- prox_nearest_bike_trail_dist_ft
- prox_nearest_cemetery_dist_ft
- prox_nearest_cta_route_dist_ft
- prox_nearest_cta_stop_dist_ft
- prox_nearest_hospital_dist_ft
- prox_lake_michigan_dist_ft
- prox_nearest_metra_route_dist_ft
- prox_nearest_metra_stop_dist_ft
- prox_nearest_park_dist_ft
- prox_nearest_railroad_dist_ft
- prox_nearest_university_dist_ft
- prox_nearest_vacant_land_dist_ft
- prox_nearest_water_dist_ft
- prox_nearest_golf_course_dist_ft
- prox_nearest_road_highway_dist_ft
- prox_nearest_road_arterial_dist_ft
- prox_nearest_road_collector_dist_ft
- prox_nearest_road_highway_daily_traffic
- prox_nearest_road_arterial_daily_traffic
- prox_nearest_road_collector_daily_traffic
- prox_nearest_new_construction_dist_ft
- prox_nearest_stadium_dist_ft
- acs5_percent_age_children
- acs5_percent_age_senior
- acs5_median_age_total
- acs5_percent_household_family_married
- acs5_percent_household_nonfamily_alone
- acs5_percent_education_high_school
- acs5_percent_education_bachelor
- acs5_percent_education_graduate
- acs5_percent_income_below_poverty_level
- acs5_median_income_household_past_year
- acs5_median_income_per_capita_past_year
- acs5_percent_income_household_received_snap_past_year
- acs5_percent_employment_unemployed
- acs5_median_household_total_occupied_year_built
- acs5_median_household_renter_occupied_gross_rent
- acs5_percent_household_owner_occupied
- other_tax_bill_rate
- other_school_district_elementary_avg_rating
- other_school_district_secondary_avg_rating
- time_sale_year
- time_sale_day
- time_sale_quarter_of_year
- time_sale_month_of_year
- time_sale_day_of_year
- time_sale_day_of_month
- time_sale_day_of_week
- time_sale_post_covid
- shp_parcel_centroid_dist_ft_sd
- shp_parcel_edge_len_ft_sd
- shp_parcel_interior_angle_sd
- shp_parcel_mrr_area_ratio
- shp_parcel_mrr_side_ratio
- shp_parcel_num_vertices
pv:
multicard_yoy_cap: 2.2
land_pct_of_total_cap: 0.5
round_break:
- 1000
- 10000
- 100000
round_to_nearest:
- 1
- 500
- 5000
- 10000
round_type: floor
ratio_study:
far_year: '2021'
far_stage: board
far_column: meta_2yr_pri_board_tot
near_year: '2023'
near_stage: certified
near_column: meta_certified_tot
min_n_sales: 30
num_quantile:
- 3
- 5
- 10
geographies:
- meta_township_code
- meta_nbhd_code
- loc_tax_municipality_name
- loc_ward_num
- loc_census_puma_geoid
- loc_census_tract_geoid
- loc_school_elementary_district_geoid
- loc_school_secondary_district_geoid
- loc_school_unified_district_geoid
outs:
- path: output/assessment_card/model_assessment_card.parquet
hash: md5
md5: 92b7958bedd436e99cc3c891ad08acc1
size: 279676461
- path: output/assessment_pin/model_assessment_pin.parquet
hash: md5
md5: 45652e2a5f56ba388adee4fbbc0ed097
size: 113678976
- path: output/intermediate/timing/model_timing_assess.parquet
hash: md5
md5: c24ab596c68f5d85bc9840693913592b
size: 2494
evaluate:
cmd: Rscript pipeline/03-evaluate.R
deps:
- path: output/assessment_pin/model_assessment_pin.parquet
hash: md5
md5: 45652e2a5f56ba388adee4fbbc0ed097
size: 113678976
- path: output/test_card/model_test_card.parquet
hash: md5
md5: 2c849fe0de354d762fb6bd7cc9527b3c
size: 2252194
- path: pipeline/03-evaluate.R
hash: md5
md5: b68f8032a61613e5b2d25829f955f056
size: 17204
params:
params.yaml:
assessment:
year: '2024'
date: '2024-01-01'
triad: north
group: residential
data_year: '2023'
working_year: '2025'
ratio_study:
far_year: '2021'
far_stage: board
far_column: meta_2yr_pri_board_tot
near_year: '2023'
near_stage: certified
near_column: meta_certified_tot
min_n_sales: 30
num_quantile:
- 3
- 5
- 10
geographies:
- meta_township_code
- meta_nbhd_code
- loc_tax_municipality_name
- loc_ward_num
- loc_census_puma_geoid
- loc_census_tract_geoid
- loc_school_elementary_district_geoid
- loc_school_secondary_district_geoid
- loc_school_unified_district_geoid
outs:
- path: output/intermediate/timing/model_timing_evaluate.parquet
hash: md5
md5: 9b6970f2d37eb392f0749aca46e3cdab
size: 2514
- path: output/performance/model_performance_assessment.parquet
hash: md5
md5: b97ebb3ee8b84c449808eaa0461ee328
size: 2757682
- path: output/performance/model_performance_test.parquet
hash: md5
md5: 74e2066197cb5b081a0ce1824053d6ec
size: 8435404
- path: output/performance_quantile/model_performance_quantile_assessment.parquet
hash: md5
md5: 1b1b40251eaaff638da9a92c9a6d524c
size: 989964
- path: output/performance_quantile/model_performance_quantile_test.parquet
hash: md5
md5: 700d46e105a18f8f50c82fcc9835289a
size: 4886365
interpret:
cmd: Rscript pipeline/04-interpret.R
deps:
- path: input/assessment_data.parquet
hash: md5
md5: cecaf4aee89d2269bd059f536e611101
size: 425453415
- path: input/training_data.parquet
hash: md5
md5: 3156fd30394ae3fb9eda7e0d0176ab2f
size: 208501951
- path: output/assessment_card/model_assessment_card.parquet
hash: md5
md5: 92b7958bedd436e99cc3c891ad08acc1
size: 279676461
- path: output/workflow/fit/model_workflow_fit.zip
hash: md5
md5: 4f474f2031e275bc6af6fed5ac84cf11
size: 11819090
- path: output/workflow/recipe/model_workflow_recipe.rds
hash: md5
md5: 94a53f083b777c19b0259fe20b02dc47
size: 1981143
- path: pipeline/04-interpret.R
hash: md5
md5: b56862f667b87c72f851ecc836ea4ea5
size: 9726
params:
params.yaml:
model.predictor.all:
- meta_township_code
- meta_nbhd_code
- meta_sale_count_past_n_years
- char_yrblt
- char_air
- char_apts
- char_attic_fnsh
- char_attic_type
- char_beds
- char_bldg_sf
- char_bsmt
- char_bsmt_fin
- char_class
- char_ext_wall
- char_fbath
- char_frpl
- char_gar1_att
- char_gar1_cnst
- char_gar1_size
- char_hbath
- char_land_sf
- char_heat
- char_ncu
- char_porch
- char_roof_cnst
- char_rooms
- char_tp_dsgn
- char_type_resd
- char_recent_renovation
- loc_longitude
- loc_latitude
- loc_census_tract_geoid
- loc_env_flood_fs_factor
- loc_school_elementary_district_geoid
- loc_school_secondary_district_geoid
- loc_access_cmap_walk_nta_score
- loc_access_cmap_walk_total_score
- loc_tax_municipality_name
- prox_num_pin_in_half_mile
- prox_num_bus_stop_in_half_mile
- prox_num_foreclosure_per_1000_pin_past_5_years
- prox_avg_school_rating_in_half_mile
- prox_airport_dnl_total
- prox_nearest_bike_trail_dist_ft
- prox_nearest_cemetery_dist_ft
- prox_nearest_cta_route_dist_ft
- prox_nearest_cta_stop_dist_ft
- prox_nearest_hospital_dist_ft
- prox_lake_michigan_dist_ft
- prox_nearest_metra_route_dist_ft
- prox_nearest_metra_stop_dist_ft
- prox_nearest_park_dist_ft
- prox_nearest_railroad_dist_ft
- prox_nearest_university_dist_ft
- prox_nearest_vacant_land_dist_ft
- prox_nearest_water_dist_ft
- prox_nearest_golf_course_dist_ft
- prox_nearest_road_highway_dist_ft
- prox_nearest_road_arterial_dist_ft
- prox_nearest_road_collector_dist_ft
- prox_nearest_road_highway_daily_traffic
- prox_nearest_road_arterial_daily_traffic
- prox_nearest_road_collector_daily_traffic
- prox_nearest_new_construction_dist_ft
- prox_nearest_stadium_dist_ft
- acs5_percent_age_children
- acs5_percent_age_senior
- acs5_median_age_total
- acs5_percent_household_family_married
- acs5_percent_household_nonfamily_alone
- acs5_percent_education_high_school
- acs5_percent_education_bachelor
- acs5_percent_education_graduate
- acs5_percent_income_below_poverty_level
- acs5_median_income_household_past_year
- acs5_median_income_per_capita_past_year
- acs5_percent_income_household_received_snap_past_year
- acs5_percent_employment_unemployed
- acs5_median_household_total_occupied_year_built
- acs5_median_household_renter_occupied_gross_rent
- acs5_percent_household_owner_occupied
- other_tax_bill_rate
- other_school_district_elementary_avg_rating
- other_school_district_secondary_avg_rating
- time_sale_year
- time_sale_day
- time_sale_quarter_of_year
- time_sale_month_of_year
- time_sale_day_of_year
- time_sale_day_of_month
- time_sale_day_of_week
- time_sale_post_covid
- shp_parcel_centroid_dist_ft_sd
- shp_parcel_edge_len_ft_sd
- shp_parcel_interior_angle_sd
- shp_parcel_mrr_area_ratio
- shp_parcel_mrr_side_ratio
- shp_parcel_num_vertices
toggle.comp_enable: false
toggle.shap_enable: false
outs:
- path: output/comp/model_comp.parquet
hash: md5
md5: a47965c8cbafb84368f2a21a047bc7f2
size: 501
- path: output/feature_importance/model_feature_importance.parquet
hash: md5
md5: 0188f3467e29797ae416937625e38d98
size: 8962
- path: output/intermediate/timing/model_timing_interpret.parquet
hash: md5
md5: 609a31970e44ac5a41eca85abef26f44
size: 2519
- path: output/shap/model_shap.parquet
hash: md5
md5: a47965c8cbafb84368f2a21a047bc7f2
size: 501
finalize:
cmd: Rscript pipeline/05-finalize.R
deps:
- path: output/intermediate/timing/model_timing_assess.parquet
hash: md5
md5: c24ab596c68f5d85bc9840693913592b
size: 2494
- path: output/intermediate/timing/model_timing_evaluate.parquet
hash: md5
md5: 9b6970f2d37eb392f0749aca46e3cdab
size: 2514
- path: output/intermediate/timing/model_timing_interpret.parquet
hash: md5
md5: 609a31970e44ac5a41eca85abef26f44
size: 2519
- path: output/intermediate/timing/model_timing_train.parquet
hash: md5
md5: 718355a0a97646ada3839b423fa6f505
size: 2494
- path: pipeline/05-finalize.R
hash: md5
md5: 69a7cd711d917d38aee5f87a14e29e33
size: 7867
params:
params.yaml:
cv:
split_prop: 0.9
num_folds: 10
fold_overlap: 9
initial_set: 20
max_iterations: 50
no_improve: 15
uncertain: 8
best_metric: rmse
input:
min_sale_year: '2015'
max_sale_year: '2023'
n_years_prior: 4
complex:
match_exact:
- meta_township_code
- meta_class
- char_bsmt
- char_gar1_size
- char_attic_fnsh
- char_beds
- meta_pin_num_cards
- meta_tieback_proration_rate
match_fuzzy:
rooms: 1
bldg_sf: 25
yrblt: 4
dist_ft: 250
model:
engine: lightgbm
objective: rmse
seed: 2024
deterministic: true
force_row_wise: true
verbose: -1
predictor:
all:
- meta_township_code
- meta_nbhd_code
- meta_sale_count_past_n_years
- char_yrblt
- char_air
- char_apts
- char_attic_fnsh
- char_attic_type
- char_beds
- char_bldg_sf
- char_bsmt
- char_bsmt_fin
- char_class
- char_ext_wall
- char_fbath
- char_frpl
- char_gar1_att
- char_gar1_cnst
- char_gar1_size
- char_hbath
- char_land_sf
- char_heat
- char_ncu
- char_porch
- char_roof_cnst
- char_rooms
- char_tp_dsgn
- char_type_resd
- char_recent_renovation
- loc_longitude
- loc_latitude
- loc_census_tract_geoid
- loc_env_flood_fs_factor
- loc_school_elementary_district_geoid
- loc_school_secondary_district_geoid
- loc_access_cmap_walk_nta_score
- loc_access_cmap_walk_total_score
- loc_tax_municipality_name
- prox_num_pin_in_half_mile
- prox_num_bus_stop_in_half_mile
- prox_num_foreclosure_per_1000_pin_past_5_years
- prox_avg_school_rating_in_half_mile
- prox_airport_dnl_total
- prox_nearest_bike_trail_dist_ft
- prox_nearest_cemetery_dist_ft
- prox_nearest_cta_route_dist_ft
- prox_nearest_cta_stop_dist_ft
- prox_nearest_hospital_dist_ft
- prox_lake_michigan_dist_ft
- prox_nearest_metra_route_dist_ft
- prox_nearest_metra_stop_dist_ft
- prox_nearest_park_dist_ft
- prox_nearest_railroad_dist_ft
- prox_nearest_university_dist_ft
- prox_nearest_vacant_land_dist_ft
- prox_nearest_water_dist_ft
- prox_nearest_golf_course_dist_ft
- prox_nearest_road_highway_dist_ft
- prox_nearest_road_arterial_dist_ft
- prox_nearest_road_collector_dist_ft
- prox_nearest_road_highway_daily_traffic
- prox_nearest_road_arterial_daily_traffic
- prox_nearest_road_collector_daily_traffic
- prox_nearest_new_construction_dist_ft
- prox_nearest_stadium_dist_ft
- acs5_percent_age_children
- acs5_percent_age_senior
- acs5_median_age_total
- acs5_percent_household_family_married
- acs5_percent_household_nonfamily_alone
- acs5_percent_education_high_school
- acs5_percent_education_bachelor
- acs5_percent_education_graduate
- acs5_percent_income_below_poverty_level
- acs5_median_income_household_past_year
- acs5_median_income_per_capita_past_year
- acs5_percent_income_household_received_snap_past_year
- acs5_percent_employment_unemployed
- acs5_median_household_total_occupied_year_built
- acs5_median_household_renter_occupied_gross_rent
- acs5_percent_household_owner_occupied
- other_tax_bill_rate
- other_school_district_elementary_avg_rating
- other_school_district_secondary_avg_rating
- time_sale_year
- time_sale_day
- time_sale_quarter_of_year
- time_sale_month_of_year
- time_sale_day_of_year
- time_sale_day_of_month
- time_sale_day_of_week
- time_sale_post_covid
- shp_parcel_centroid_dist_ft_sd
- shp_parcel_edge_len_ft_sd
- shp_parcel_interior_angle_sd
- shp_parcel_mrr_area_ratio
- shp_parcel_mrr_side_ratio
- shp_parcel_num_vertices
categorical:
- meta_township_code
- meta_nbhd_code
- char_air
- char_apts
- char_attic_fnsh
- char_attic_type
- char_bsmt
- char_bsmt_fin
- char_class
- char_ext_wall
- char_gar1_att
- char_gar1_cnst
- char_gar1_size
- char_heat
- char_porch
- char_roof_cnst
- char_tp_dsgn
- char_type_resd
- loc_census_tract_geoid
- loc_tax_municipality_name
- loc_school_elementary_district_geoid
- loc_school_secondary_district_geoid
- time_sale_quarter_of_year
id:
- meta_year
- meta_pin
- meta_class
- meta_card_num
- meta_sale_document_num
parameter:
validation_prop: 0.1
validation_type: random
validation_metric: rmse
link_max_depth: true
stop_iter: 50
hyperparameter:
default:
num_iterations: 1575
learning_rate: 0.015
max_bin: 512
num_leaves: 185
add_to_linked_depth: 4
feature_fraction: 0.61
min_gain_to_split: 75.5
min_data_in_leaf: 31
max_cat_threshold: 165
min_data_per_group: 300
cat_smooth: 82.0
cat_l2: 1.0
lambda_l1: 0.022
lambda_l2: 0.152
range:
num_iterations:
- 100
- 2500
learning_rate:
- -3.0
- -0.4
max_bin:
- 50
- 512
num_leaves:
- 32
- 2048
add_to_linked_depth:
- 1
- 7
feature_fraction:
- 0.3
- 0.7
min_gain_to_split:
- -3.0
- 4.0
min_data_in_leaf:
- 2
- 400
max_cat_threshold:
- 10
- 250
min_data_per_group:
- 2
- 400
cat_smooth:
- 10.0
- 200.0
cat_l2:
- -3
- 2
lambda_l1:
- -3
- 2
lambda_l2:
- -3
- 2
pv:
multicard_yoy_cap: 2.2
land_pct_of_total_cap: 0.5
round_break:
- 1000
- 10000
- 100000
round_to_nearest:
- 1