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schema: '2.0'
stages:
ingest:
cmd: Rscript pipeline/00-ingest.R
deps:
- path: pipeline/00-ingest.R
hash: md5
md5: 816b28ff1c68d17a9082d0dc839a85c0
size: 22844
params:
params.yaml:
assessment:
year: '2024'
date: '2024-01-01'
triad: north
group: condo
data_year: '2023'
working_year: '2025'
input:
min_sale_year: '2015'
max_sale_year: '2023'
strata:
seed: 123
group_var:
- meta_township_code
type: ntile
k_1: 10
k_2: 100
weight_min: 0.3
weight_max: 1.0
outs:
- path: input/assessment_data.parquet
hash: md5
md5: 9a13f7248f1d80079be339ed1d995088
size: 86228842
- path: input/char_data.parquet
hash: md5
md5: 23b25c36873492d884125a3c8ee2dfbb
size: 160028159
- path: input/condo_strata_data.parquet
hash: md5
md5: b5a85462a7f4de94916b228be45ccd75
size: 40543
- path: input/land_nbhd_rate_data.parquet
hash: md5
md5: f3ec9627322bd271bf2957b7388aaa34
size: 3873
- path: input/training_data.parquet
hash: md5
md5: e818848026f6dc6e3d6af9b8d6b34641
size: 79923460
train:
cmd: Rscript pipeline/01-train.R
deps:
- path: input/training_data.parquet
hash: md5
md5: e818848026f6dc6e3d6af9b8d6b34641
size: 79923460
- path: pipeline/01-train.R
hash: md5
md5: 3cdf7f4f1dc9eb8056b7a133685d7d74
size: 17278
params:
params.yaml:
cv:
split_prop: 0.9
num_folds: 10
fold_overlap: 9
initial_set: 20
max_iterations: 50
no_improve: 24
uncertain: 8
best_metric: rmse
model.engine: lightgbm
model.hyperparameter:
default:
num_iterations: 2275
learning_rate: 0.011
max_bin: 225
num_leaves: 200
add_to_linked_depth: 2
feature_fraction: 0.661
min_gain_to_split: 1.58
min_data_in_leaf: 44
max_cat_threshold: 87
min_data_per_group: 200
cat_smooth: 140.85
cat_l2: 0.017
lambda_l1: 0.697
lambda_l2: 0.002
neighbors: 15
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
neighbors:
- 5
- 40
model.objective: rmse
model.parameter:
validation_prop: 0.1
validation_type: recent
validation_metric: rmse
link_max_depth: true
stop_iter: 50
model.predictor:
all:
- meta_township_code
- meta_nbhd_code
- meta_tieback_proration_rate
- char_yrblt
- char_land_sf
- char_building_units
- char_building_non_units
- char_bldg_is_mixed_use
- char_building_sf
- char_unit_sf
- char_bedrooms
- char_half_baths
- char_full_baths
- 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_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
- ccao_is_active_exe_homeowner
- ccao_n_years_exe_homeowner
- 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
- meta_strata_1
- meta_strata_2
categorical:
- meta_township_code
- meta_nbhd_code
- loc_census_tract_geoid
- loc_tax_municipality_name
- loc_school_elementary_district_geoid
- loc_school_secondary_district_geoid
- time_sale_quarter_of_year
- meta_strata_1
- meta_strata_2
knn:
- meta_strata_1
- meta_strata_2
knn_imp:
- loc_latitude
- loc_longitude
- char_building_units
- char_yrblt
id:
- meta_year
- meta_pin
- meta_class
- meta_card_num
- meta_lline_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: 49705f359b1ebcefbacd574e8127f414
size: 2494
- path: output/parameter_final/model_parameter_final.parquet
hash: md5
md5: f4058c1bc4e6ad85bb39979386a7925e
size: 6658
- 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: 26a22ab188ade56ab5f626f67bd3ba81
size: 1363025
- path: output/workflow/fit/model_workflow_fit.zip
hash: md5
md5: 8e02d33bae096b58a2030e3df67a204f
size: 12548762
- path: output/workflow/recipe/model_workflow_recipe.rds
hash: md5
md5: e1efaad85652cdfcce1f09ca9e17a8b2
size: 4298090
assess:
cmd: Rscript pipeline/02-assess.R
deps:
- path: input/assessment_data.parquet
hash: md5
md5: 9a13f7248f1d80079be339ed1d995088
size: 86228842
- path: input/condo_strata_data.parquet
hash: md5
md5: b5a85462a7f4de94916b228be45ccd75
size: 40543
- path: input/land_nbhd_rate_data.parquet
hash: md5
md5: f3ec9627322bd271bf2957b7388aaa34
size: 3873
- path: input/training_data.parquet
hash: md5
md5: e818848026f6dc6e3d6af9b8d6b34641
size: 79923460
- path: output/workflow/fit/model_workflow_fit.zip
hash: md5
md5: 8e02d33bae096b58a2030e3df67a204f
size: 12548762
- path: output/workflow/recipe/model_workflow_recipe.rds
hash: md5
md5: e1efaad85652cdfcce1f09ca9e17a8b2
size: 4298090
- path: pipeline/02-assess.R
hash: md5
md5: 82b43cd8084454f1712d6fc859a93e2e
size: 18054
params:
params.yaml:
assessment:
year: '2024'
date: '2024-01-01'
triad: north
group: condo
data_year: '2023'
working_year: '2025'
model.predictor.all:
- meta_township_code
- meta_nbhd_code
- meta_tieback_proration_rate
- char_yrblt
- char_land_sf
- char_building_units
- char_building_non_units
- char_bldg_is_mixed_use
- char_building_sf
- char_unit_sf
- char_bedrooms
- char_half_baths
- char_full_baths
- 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_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
- ccao_is_active_exe_homeowner
- ccao_n_years_exe_homeowner
- 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
- meta_strata_1
- meta_strata_2
pv:
land_pct_of_total_cap: 0.5
round_break:
- 1000
- 10000
round_to_nearest:
- 1
- 10
- 100
round_type: ceiling
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: 4419f4c0f8173670f7a4bc102d9762a0
size: 46969952
- path: output/assessment_pin/model_assessment_pin.parquet
hash: md5
md5: 38a950b7f3607c93e25866bcc67c694a
size: 42501219
- path: output/intermediate/timing/model_timing_assess.parquet
hash: md5
md5: b659d42d1fdfc238577e1fc52e96e8f6
size: 2499
evaluate:
cmd: Rscript pipeline/03-evaluate.R
deps:
- path: output/assessment_pin/model_assessment_pin.parquet
hash: md5
md5: 38a950b7f3607c93e25866bcc67c694a
size: 42501219
- path: output/test_card/model_test_card.parquet
hash: md5
md5: 26a22ab188ade56ab5f626f67bd3ba81
size: 1363025
- path: pipeline/03-evaluate.R
hash: md5
md5: ff504eb22892ae0908bbaaf4e76da4f4
size: 17443
params:
params.yaml:
assessment:
year: '2024'
date: '2024-01-01'
triad: north
group: condo
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: 917fb8fdf8a1530807d02bd5f002dd04
size: 2509
- path: output/performance/model_performance_assessment.parquet
hash: md5
md5: 8acce8518f3349354d42065069709a73
size: 284963
- path: output/performance/model_performance_test.parquet
hash: md5
md5: 496718f9356631595e331ed8e6d4fc46
size: 1029262
- path: output/performance_quantile/model_performance_quantile_assessment.parquet
hash: md5
md5: e710c2fc8488cce52d078b833b0cb9ad
size: 220661
- path: output/performance_quantile/model_performance_quantile_test.parquet
hash: md5
md5: b8df5bae8482a12fc2ab84cfa273cbe4
size: 1032173
interpret:
cmd: Rscript pipeline/04-interpret.R
deps:
- path: input/assessment_data.parquet
hash: md5
md5: 9a13f7248f1d80079be339ed1d995088
size: 86228842
- path: output/workflow/fit/model_workflow_fit.zip
hash: md5
md5: 8e02d33bae096b58a2030e3df67a204f
size: 12548762
- path: output/workflow/recipe/model_workflow_recipe.rds
hash: md5
md5: e1efaad85652cdfcce1f09ca9e17a8b2
size: 4298090
- path: pipeline/04-interpret.R
hash: md5
md5: 51795fcf45dabc142f57c7b6e524b74b
size: 4194
params:
params.yaml:
model.predictor.all:
- meta_township_code
- meta_nbhd_code
- meta_tieback_proration_rate
- char_yrblt
- char_land_sf
- char_building_units
- char_building_non_units
- char_bldg_is_mixed_use
- char_building_sf
- char_unit_sf
- char_bedrooms
- char_half_baths
- char_full_baths
- 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_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
- ccao_is_active_exe_homeowner
- ccao_n_years_exe_homeowner
- 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
- meta_strata_1
- meta_strata_2
toggle.shap_enable: false
outs:
- path: output/feature_importance/model_feature_importance.parquet
hash: md5
md5: d13ab8e795062aae622105e6da62571d
size: 8033
- path: output/intermediate/timing/model_timing_interpret.parquet
hash: md5
md5: 42bd17beb63fcd4e4b39517ee4558b4f
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: b659d42d1fdfc238577e1fc52e96e8f6
size: 2499
- path: output/intermediate/timing/model_timing_evaluate.parquet
hash: md5
md5: 917fb8fdf8a1530807d02bd5f002dd04
size: 2509
- path: output/intermediate/timing/model_timing_interpret.parquet
hash: md5
md5: 42bd17beb63fcd4e4b39517ee4558b4f
size: 2519
- path: output/intermediate/timing/model_timing_train.parquet
hash: md5
md5: 49705f359b1ebcefbacd574e8127f414
size: 2494
- path: pipeline/05-finalize.R
hash: md5
md5: df815760b41cedc8e41132262d2977c7
size: 8074
params:
params.yaml:
cv:
split_prop: 0.9
num_folds: 10
fold_overlap: 9
initial_set: 20
max_iterations: 50
no_improve: 24
uncertain: 8
best_metric: rmse
input:
min_sale_year: '2015'
max_sale_year: '2023'
strata:
seed: 123
group_var:
- meta_township_code
type: ntile
k_1: 10
k_2: 100
weight_min: 0.3
weight_max: 1.0
model:
engine: lightgbm
objective: rmse
seed: 2024
deterministic: true
force_row_wise: true
verbose: -1
predictor:
all:
- meta_township_code
- meta_nbhd_code
- meta_tieback_proration_rate
- char_yrblt
- char_land_sf
- char_building_units
- char_building_non_units
- char_bldg_is_mixed_use
- char_building_sf
- char_unit_sf
- char_bedrooms
- char_half_baths
- char_full_baths
- 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_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
- ccao_is_active_exe_homeowner
- ccao_n_years_exe_homeowner
- 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
- meta_strata_1
- meta_strata_2
categorical:
- meta_township_code
- meta_nbhd_code
- loc_census_tract_geoid
- loc_tax_municipality_name
- loc_school_elementary_district_geoid
- loc_school_secondary_district_geoid
- time_sale_quarter_of_year
- meta_strata_1
- meta_strata_2
knn:
- meta_strata_1
- meta_strata_2
knn_imp:
- loc_latitude
- loc_longitude
- char_building_units
- char_yrblt
id:
- meta_year
- meta_pin
- meta_class
- meta_card_num
- meta_lline_num
- meta_sale_document_num
parameter:
validation_prop: 0.1
validation_type: recent
validation_metric: rmse
link_max_depth: true
stop_iter: 50
hyperparameter:
default:
num_iterations: 2275
learning_rate: 0.011
max_bin: 225
num_leaves: 200
add_to_linked_depth: 2
feature_fraction: 0.661
min_gain_to_split: 1.58
min_data_in_leaf: 44
max_cat_threshold: 87
min_data_per_group: 200
cat_smooth: 140.85
cat_l2: 0.017
lambda_l1: 0.697
lambda_l2: 0.002
neighbors: 15
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
neighbors:
- 5
- 40
pv:
land_pct_of_total_cap: 0.5
round_break:
- 1000
- 10000
round_to_nearest:
- 1
- 10
- 100
round_type: ceiling
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
run_note: Preparing for 2025 model with 2024 data
toggle:
cv_enable: false
shap_enable: false
upload_enable: false
outs:
- path: output/intermediate/timing/model_timing_finalize.parquet
hash: md5
md5: 9d916ce0f8a5786e820c41c57bd1e4bc
size: 2514
- path: output/metadata/model_metadata.parquet
hash: md5
md5: cf3e0d3290ab71603f5a051b9cb96daa
size: 21974
- path: output/timing/model_timing.parquet
hash: md5
md5: a5997ef8c4c50e1d1d3b1f445697d4f7
size: 5118
- path: reports/performance/performance.html
hash: md5
md5: 6cc1c436907d481f2f1f3278cb583c2b
size: 21440143
export:
cmd: Rscript pipeline/07-export.R
params:
params.yaml:
assessment.year: '2024'
export:
triad_code: '1'
run_id: 2024-03-11-pensive-manasi
input.max_sale_year: '2023'
input.min_sale_year: '2015'
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
upload:
cmd: Rscript pipeline/06-upload.R
deps:
- path: output/assessment_card/model_assessment_card.parquet
hash: md5
md5: 4419f4c0f8173670f7a4bc102d9762a0
size: 46969952
- path: output/assessment_pin/model_assessment_pin.parquet
hash: md5
md5: 38a950b7f3607c93e25866bcc67c694a
size: 42501219
- path: output/feature_importance/model_feature_importance.parquet
hash: md5
md5: d13ab8e795062aae622105e6da62571d
size: 8033
- path: output/metadata/model_metadata.parquet
hash: md5
md5: cf3e0d3290ab71603f5a051b9cb96daa
size: 21974