Closed 13aek closed 1 week ago
data set
: v4columns
:
'area_m2', 'contract_year_month', 'contract_day',
'contract_type', 'floor', 'built_year', 'latitude', 'longitude', 'age', 'deposit',
'apt_idx',
'area',
'grid_id',
'nearest_subway_distance', 'nearest_subway_idx',
'num_subway_within_1km', 'category_interchange_within_1km',
'num_subway_within_500m', 'category_interchange_within_500m',
'nearest_elementary_school_distance',
'nearest_elementary_school_within_1km',
'has_elementary_school_within_1km', 'nearest_middle_school_distance',
'nearest_middle_school_within_1km', 'has_middle_school_within_1km',
'nearest_high_school_distance', 'nearest_high_school_within_1km',
'has_high_school_within_1km', 'nearest_park_distance',
'nearest_park_within_500.0m', 'has_park_within_500.0m',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
deposit mean
: 39049.292969local mae
: 3909.01869ai stage mae
: 3723.2652Feature Importance
data set
: v4change
: + 'arima_deposit_index' columnscolumns
:
'area_m2', 'contract_year_month', 'contract_day',
'contract_type', 'floor', 'built_year', 'latitude', 'longitude', 'age', 'deposit',
'apt_idx',
'area',
'grid_id',
'nearest_subway_distance', 'nearest_subway_idx',
'num_subway_within_1km', 'category_interchange_within_1km',
'num_subway_within_500m', 'category_interchange_within_500m',
'nearest_elementary_school_distance', 'nearest_elementary_school_within_1km',
'has_elementary_school_within_1km', 'nearest_middle_school_distance',
'nearest_middle_school_within_1km', 'has_middle_school_within_1km',
'nearest_high_school_distance', 'nearest_high_school_within_1km',
'has_high_school_within_1km', 'nearest_park_distance',
'nearest_park_within_500.0m', 'has_park_within_500.0m',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'arima_deposit_index'
deposit mean
: 39061.113281local mae
: 3905.36761ai stage mae
: Feature Importance
data set
: v4change
:
columns
:
'area_m2', 'contract_year_month', 'contract_day',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_id',
'nearest_subway_distance', 'nearest_subway_idx',
'num_subway_within_1km', 'category_interchange_within_1km',
'num_subway_within_500m', 'category_interchange_within_500m',
'nearest_elementary_school_distance', 'nearest_elementary_school_within_1km',
'has_elementary_school_within_1km', 'nearest_middle_school_distance',
'nearest_middle_school_within_1km', 'has_middle_school_within_1km',
'nearest_high_school_distance', 'nearest_high_school_within_1km',
'has_high_school_within_1km', 'nearest_park_distance',
'nearest_park_within_500.0m', 'has_park_within_500.0m',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
deposit mean
: 39069.425781local mae
: 3901.35951ai stage mae
: Feature Importance
data set
: v4change
:
columns
:
'area_m2', 'contract_year_month', 'contract_day',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_id',
'nearest_subway_distance', 'nearest_subway_idx',
'num_subway_within_1km', 'category_interchange_within_1km',
'num_subway_within_500m', 'category_interchange_within_500m',
'nearest_elementary_school_distance', 'nearest_elementary_school_within_1km',
'has_elementary_school_within_1km', 'nearest_middle_school_distance',
'nearest_middle_school_within_1km', 'has_middle_school_within_1km',
'nearest_high_school_distance', 'nearest_high_school_within_1km',
'has_high_school_within_1km', 'nearest_park_distance',
'nearest_park_within_500.0m', 'has_park_within_500.0m',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'arima_deposit_index'
deposit mean
: 39116.851562local mae
: 3894.83773ai stage mae
: Feature Importance
data set
: v4change
:
columns
:
'area_m2', 'contract_year_month', 'contract_day',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'nearest_subway_distance', 'nearest_subway_idx',
'num_subway_within_1km', 'category_interchange_within_1km',
'num_subway_within_500m', 'category_interchange_within_500m',
'nearest_elementary_school_distance', 'nearest_elementary_school_within_1km',
'has_elementary_school_within_1km', 'nearest_middle_school_distance',
'nearest_middle_school_within_1km', 'has_middle_school_within_1km',
'nearest_high_school_distance', 'nearest_high_school_within_1km',
'has_high_school_within_1km', 'nearest_park_distance',
'nearest_park_within_500.0m', 'has_park_within_500.0m',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'arima_deposit_index',
'grid_area_deposit',
deposit mean
: 39094.605469local mae
: 3894.30676ai stage mae
: Feature Importance
data set
: v4change
:
columns
:
'area_m2', 'contract_year_month', 'contract_day',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'nearest_subway_distance', 'nearest_subway_idx',
'num_subway_within_1km', 'category_interchange_within_1km',
'num_subway_within_500m', 'category_interchange_within_500m',
'nearest_elementary_school_distance', 'nearest_elementary_school_within_1km',
'has_elementary_school_within_1km', 'nearest_middle_school_distance',
'nearest_middle_school_within_1km', 'has_middle_school_within_1km',
'nearest_high_school_distance', 'nearest_high_school_within_1km',
'has_high_school_within_1km', 'nearest_park_distance',
'nearest_park_within_500.0m', 'has_park_within_500.0m',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'arima_deposit_index',
'grid_area_deposit',
'grid',
deposit mean
: 39099.472656local mae
: 3892.63524ai stage mae
: Feature Importance
data set
: v4change
:
columns
:
'area_m2', 'contract_year_month', 'contract_day',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'nearest_subway_distance', 'nearest_subway_idx',
'num_subway_within_1km', 'category_interchange_within_1km',
'num_subway_within_500m', 'category_interchange_within_500m',
'nearest_elementary_school_distance', 'nearest_elementary_school_within_1km',
'has_elementary_school_within_1km', 'nearest_middle_school_distance',
'nearest_middle_school_within_1km', 'has_middle_school_within_1km',
'nearest_high_school_distance', 'nearest_high_school_within_1km',
'has_high_school_within_1km', 'nearest_park_distance',
'nearest_park_within_500.0m', 'has_park_within_500.0m',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'arima_deposit_index',
'grid_area_deposit',
'grid',
deposit mean
: 39099.472656local mae
: 3892.63524ai stage mae
: 3736.9398 Feature Importance
data set
: v4change
:
columns
:
'area_m2', 'contract_year_month', 'contract_day',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'nearest_subway_distance', 'nearest_subway_idx',
'num_subway_within_1km', 'category_interchange_within_1km',
'num_subway_within_500m', 'category_interchange_within_500m',
'nearest_elementary_school_distance', 'nearest_elementary_school_within_1km',
'has_elementary_school_within_1km', 'nearest_middle_school_distance',
'nearest_middle_school_within_1km', 'has_middle_school_within_1km',
'nearest_high_school_distance', 'nearest_high_school_within_1km',
'has_high_school_within_1km', 'nearest_park_distance',
'nearest_park_within_500.0m', 'has_park_within_500.0m',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'deposit_xgb'
deposit mean
: 39101.99local mae
: 3870.47160ai stage mae
: 3680.0482 Feature Importance
data set
: v4change
:
columns
:
'area_m2',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'nearest_subway_distance', 'nearest_subway_idx',
'num_subway_within_1km', 'category_interchange_within_1km',
'num_subway_within_500m', 'category_interchange_within_500m',
'nearest_elementary_school_distance', 'nearest_elementary_school_within_1km',
'has_elementary_school_within_1km', 'nearest_middle_school_distance',
'nearest_middle_school_within_1km', 'has_middle_school_within_1km',
'nearest_high_school_distance', 'nearest_high_school_within_1km',
'has_high_school_within_1km', 'nearest_park_distance',
'nearest_park_within_500.0m', 'has_park_within_500.0m',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'contract_date_numeric'
deposit mean
: 39047.761719local mae
: 3897.71814ai stage mae
: Feature Importance
data set
: v4change
:
columns
:
'area_m2', 'contract_date_numeric',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_id',
'nearest_subway_distance',
'nearest_subway_idx',
'nearest_elementary_school_distance',
'nearest_middle_school_distance',
'nearest_high_school_distance',
'nearest_park_distance',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'interchange_2',
'apt_floor_deposit_rank',
deposit mean
: 38953.000000local mae
: 3799.81658ai stage mae
: 3784.0241Feature Importance
data set
: v4change
:
columns
:
'area_m2', 'contract_date_numeric',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_id',
'nearest_subway_distance',
'nearest_subway_idx',
'nearest_elementary_school_distance',
'nearest_middle_school_distance',
'nearest_high_school_distance',
'nearest_park_distance',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
]
deposit mean
: 39073.144531local mae
: 3889.70660ai stage mae
: Feature Importance
data set
: v4change
:
columns
:
'area_m2', 'contract_date_numeric',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_id',
'nearest_subway_distance',
'nearest_subway_idx',
'nearest_elementary_school_distance',
'nearest_middle_school_distance',
'nearest_high_school_distance',
'nearest_park_distance',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'nearest_park_idx',
'nearest_school_idx',
'nearest_school_distance',
]
deposit mean
: 39075.296875local mae
: 3886.03884ai stage mae
: Feature Importance
data set
: v4change
:
columns
:
'area_m2', 'contract_date_numeric',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_id',
'nearest_subway_distance',
'nearest_subway_idx',
'nearest_park_distance',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'nearest_park_idx',
'nearest_school_idx',
'nearest_school_distance',
]
deposit mean
: 39088.398438local mae
: 3895.29090ai stage mae
: Feature Importance
data set
: v4change
:
columns
:
'area_m2', 'contract_date_numeric',
'floor', 'built_year', 'latitude', 'longitude', 'age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_id',
'nearest_subway_distance',
'nearest_subway_idx',
'nearest_park_distance',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'nearest_park_idx',
'nearest_school_idx',
'nearest_school_distance',
'park_area',
]
deposit mean
: 39106.253906local mae
: 3888.68319ai stage mae
: 3697.9864Feature Importance
data set
: v8change
:
columns
:
'contract_date_numeric',
'floor', 'built_year', 'latitude', 'longitude','age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_id',
'nearest_subway_distance',
'nearest_subway_idx',
'nearest_park_distance',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'nearest_park_idx',
'nearest_school_idx',
'nearest_school_distance',
'park_area',
'before_1month_interest','before_2month_interest', 'before_3month_interest',
'interest_rate',
]
deposit mean
: 38481.238281local mae
: 3892.10695ai stage mae
: 3799.5995Feature Importance
data set
: v8change
:
columns
:
'contract_date_numeric',
'floor', 'built_year', 'latitude', 'longitude','age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_id',
'nearest_subway_distance',
'nearest_subway_idx',
'nearest_park_distance',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'nearest_park_idx',
'nearest_school_idx',
'nearest_school_distance',
'park_area',
'before_1month_interest','before_2month_interest', 'before_3month_interest',
'before_4month_interest', 'before_5month_interest','before_6month_interest',
'interest_rate',
]
deposit mean
: 37937.738281local mae
: 3888.20883ai stage mae
: 3955.3361Feature Importance
data set
: temp_real_v8change
:
columns
:
'contract_date_numeric',
'floor', 'built_year', 'latitude', 'longitude','age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_deposit',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'interest_rate',
'grid_id',
'nearest_park_distance','nearest_park_idx', 'park_grid_id', 'park_area',
'nearest_school_distance', 'nearest_school_idx', 'school_grid_id',
'nearest_subway_distance', 'nearest_subway_idx', 'subway_grid_id',
'park_count', 'school_count', 'subway_count'
]
deposit mean
: 38758.683594local mae
: 3886.28229ai stage mae
: ****Feature Importance
data set
: temp_real_v8change
:
columns
:
'area_m2',
'floor', 'built_year', 'latitude', 'longitude','age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_deposit',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'interest_rate',
'grid_id',
'nearest_park_distance','nearest_park_idx', 'park_grid_id', 'park_area',
'nearest_school_distance', 'nearest_school_idx', 'school_grid_id',
'nearest_subway_distance', 'nearest_subway_idx', 'subway_grid_id',
'park_count', 'school_count', 'subway_count',
'contract_timestamp',
]
deposit mean
: 38829.437500local mae
: 3882.16348ai stage mae
: ****Feature Importance
data set
: temp_real_v8change
:
columns
:
'contract_date_numeric',
'area_m2',
'floor', 'built_year', 'latitude', 'longitude','age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_deposit',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'nearest_park_distance','nearest_park_idx', 'park_area',
'nearest_school_distance', 'nearest_school_idx',
'nearest_subway_distance', 'nearest_subway_idx',
'park_count', 'school_count', 'subway_count',
]
deposit mean
: 39195.167969local mae
: 3800.06324ai stage mae
: ****Feature Importance
data set
: v9change
: num_boost_round 1000 -> 5000columns
:
'contract_date_numeric',
'area_m2',
'floor', 'built_year', 'latitude', 'longitude','age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_deposit',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'nearest_park_distance','nearest_park_idx', 'park_area',
'nearest_school_distance', 'nearest_school_idx',
'nearest_subway_distance', 'nearest_subway_idx',
'park_count', 'school_count', 'subway_count',
]
deposit mean
: 39294.285156local mae
: 3674.86146ai stage mae
: 3550.1043Feature Importance
data set
: v9change
:
columns
:
'contract_date_numeric',
'area_m2',
'floor', 'built_year', 'latitude', 'longitude','age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_deposit',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'nearest_park_distance','nearest_park_idx', 'park_area',
'nearest_school_distance', 'nearest_school_idx',
'nearest_subway_distance', 'nearest_subway_idx',
'park_count', 'school_count', 'subway_count',
]
deposit mean
: 39146.307116local mae
: 3817.8985314416605ai stage mae
: 3610.6061Feature Importance
data set
: v9change
:
columns
:
'contract_date_numeric',
'area_m2',
'floor', 'built_year', 'latitude', 'longitude','age',
'contract_0', 'contract_1',
'deposit',
'apt_idx',
'area',
'grid_deposit',
'apt_deposit_rank', 'apt_area_deposit_rank',
'recent_deposit',
'nearest_park_distance','nearest_park_idx', 'park_area',
'nearest_school_distance', 'nearest_school_idx',
'nearest_subway_distance', 'nearest_subway_idx',
'park_count', 'school_count', 'subway_count',
]
deposit mean
: 39184.431767local mae
: 3812.8852546000844ai stage mae
: 3631.4194Feature Importance