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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8"/>
</head>
<body>
<style>#sk-d1d3aa26-44bb-4062-adba-094063c4052c {color: black;background-color: white;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c pre{padding: 0;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-toggleable {background-color: white;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-estimator:hover {background-color: #d4ebff;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-item {z-index: 1;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-parallel-item:only-child::after {width: 0;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-d1d3aa26-44bb-4062-adba-094063c4052c div.sk-text-repr-fallback {display: none;}</style><div id="sk-d1d3aa26-44bb-4062-adba-094063c4052c" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>Pipeline(steps=[('column_selector',
ColumnSelector(cols=['MSSubClass', 'GarageCond', 'Heating',
'Fireplaces', 'Condition1', 'SaleType',
'BsmtUnfSF', 'HouseStyle', 'TotalBsmtSF',
'PoolQC', 'MasVnrArea', 'YrSold',
'GarageCars', 'YearBuilt', 'LotShape',
'BsmtQual', 'GarageType', 'KitchenQual',
'LandSlope', '1stFlrSF', 'YearRemodAdd',
'Functional', 'OpenPorchSF', '2ndFlrSF',
'...
grow_policy='depthwise', importance_type=None,
interaction_constraints='',
learning_rate=0.06272617295318343, max_bin=256,
max_cat_threshold=64, max_cat_to_onehot=4,
max_delta_step=0, max_depth=4, max_leaves=0,
min_child_weight=1, missing=nan,
monotone_constraints='()', n_estimators=647,
n_jobs=100, num_parallel_tree=1, predictor='auto',
random_state=903139950, ...))])</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="fd42d42f-aa7b-4a1b-a3d4-627839d1da47" type="checkbox" ><label for="fd42d42f-aa7b-4a1b-a3d4-627839d1da47" class="sk-toggleable__label sk-toggleable__label-arrow">Pipeline</label><div class="sk-toggleable__content"><pre>Pipeline(steps=[('column_selector',
ColumnSelector(cols=['MSSubClass', 'GarageCond', 'Heating',
'Fireplaces', 'Condition1', 'SaleType',
'BsmtUnfSF', 'HouseStyle', 'TotalBsmtSF',
'PoolQC', 'MasVnrArea', 'YrSold',
'GarageCars', 'YearBuilt', 'LotShape',
'BsmtQual', 'GarageType', 'KitchenQual',
'LandSlope', '1stFlrSF', 'YearRemodAdd',
'Functional', 'OpenPorchSF', '2ndFlrSF',
'...
grow_policy='depthwise', importance_type=None,
interaction_constraints='',
learning_rate=0.06272617295318343, max_bin=256,
max_cat_threshold=64, max_cat_to_onehot=4,
max_delta_step=0, max_depth=4, max_leaves=0,
min_child_weight=1, missing=nan,
monotone_constraints='()', n_estimators=647,
n_jobs=100, num_parallel_tree=1, predictor='auto',
random_state=903139950, ...))])</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="76a025bf-c693-4032-9977-46f0d5d61b23" type="checkbox" ><label for="76a025bf-c693-4032-9977-46f0d5d61b23" class="sk-toggleable__label sk-toggleable__label-arrow">ColumnSelector</label><div class="sk-toggleable__content"><pre>ColumnSelector(cols=['MSSubClass', 'GarageCond', 'Heating', 'Fireplaces',
'Condition1', 'SaleType', 'BsmtUnfSF', 'HouseStyle',
'TotalBsmtSF', 'PoolQC', 'MasVnrArea', 'YrSold',
'GarageCars', 'YearBuilt', 'LotShape', 'BsmtQual',
'GarageType', 'KitchenQual', 'LandSlope', '1stFlrSF',
'YearRemodAdd', 'Functional', 'OpenPorchSF', '2ndFlrSF',
'PoolArea', 'HeatingQC', 'BsmtFinType2', 'Electrical',
'BsmtFinType1', 'GarageArea', ...])</pre></div></div></div><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="b13c897a-c2dc-42d9-8b4e-ee3935a79a7c" type="checkbox" ><label for="b13c897a-c2dc-42d9-8b4e-ee3935a79a7c" class="sk-toggleable__label sk-toggleable__label-arrow">preprocessor: ColumnTransformer</label><div class="sk-toggleable__content"><pre>ColumnTransformer(remainder='passthrough', sparse_threshold=1,
transformers=[('timestamp_GarageYrBlt',
Pipeline(steps=[('impute_GarageYrBlt',
DatetimeImputer()),
('transform_GarageYrBlt',
TimestampTransformer()),
('onehot_encode_GarageYrBlt',
ColumnTransformer(remainder='passthrough',
transformers=[('ohe',
OneHotEncoder(sparse=False),
[10])])),
('standardize_G...
'BsmtCond', 'BsmtExposure', 'BsmtFinType1',
'BsmtFinType2', 'BsmtFullBath',
'BsmtHalfBath', 'BsmtQual', 'Condition1',
'Condition2', 'Electrical', 'ExterCond',
'ExterQual', 'Exterior1st', 'Exterior2nd',
'Fence', 'FireplaceQu', 'Fireplaces',
'Foundation', 'FullBath', 'Functional',
'GarageCars', 'GarageCond', 'GarageFinish',
'GarageQual', 'GarageType', 'HalfBath',
'Heating', ...])])</pre></div></div></div><div class="sk-parallel"><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="71dea343-9557-4484-a767-0636a10745a4" type="checkbox" ><label for="71dea343-9557-4484-a767-0636a10745a4" class="sk-toggleable__label sk-toggleable__label-arrow">timestamp_GarageYrBlt</label><div class="sk-toggleable__content"><pre>['GarageYrBlt']</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="f5c66018-df23-4444-9f62-7812db13a59b" type="checkbox" ><label for="f5c66018-df23-4444-9f62-7812db13a59b" class="sk-toggleable__label sk-toggleable__label-arrow">DatetimeImputer</label><div class="sk-toggleable__content"><pre>DatetimeImputer()</pre></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="47e7e100-b470-40c3-b888-07812171d8c4" type="checkbox" ><label for="47e7e100-b470-40c3-b888-07812171d8c4" class="sk-toggleable__label sk-toggleable__label-arrow">TimestampTransformer</label><div class="sk-toggleable__content"><pre>TimestampTransformer()</pre></div></div></div><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="c59ced84-848c-4195-a64d-ec7365983607" type="checkbox" ><label for="c59ced84-848c-4195-a64d-ec7365983607" class="sk-toggleable__label sk-toggleable__label-arrow">onehot_encode_GarageYrBlt: ColumnTransformer</label><div class="sk-toggleable__content"><pre>ColumnTransformer(remainder='passthrough',
transformers=[('ohe', OneHotEncoder(sparse=False), [10])])</pre></div></div></div><div class="sk-parallel"><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="30c3c43b-d79c-4e7e-a6a1-8177e22f876c" type="checkbox" ><label for="30c3c43b-d79c-4e7e-a6a1-8177e22f876c" class="sk-toggleable__label sk-toggleable__label-arrow">ohe</label><div class="sk-toggleable__content"><pre>[10]</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="666249a7-6065-410a-bf6c-5c6891dfad12" type="checkbox" ><label for="666249a7-6065-410a-bf6c-5c6891dfad12" class="sk-toggleable__label sk-toggleable__label-arrow">OneHotEncoder</label><div class="sk-toggleable__content"><pre>OneHotEncoder(sparse=False)</pre></div></div></div></div></div></div><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="8d53857e-8ebe-4bd7-bdbd-fa3478277587" type="checkbox" ><label for="8d53857e-8ebe-4bd7-bdbd-fa3478277587" class="sk-toggleable__label sk-toggleable__label-arrow">remainder</label><div class="sk-toggleable__content"><pre></pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="8c526baf-55b7-4659-8c9a-5be45e6767a7" type="checkbox" ><label for="8c526baf-55b7-4659-8c9a-5be45e6767a7" class="sk-toggleable__label sk-toggleable__label-arrow">passthrough</label><div class="sk-toggleable__content"><pre>passthrough</pre></div></div></div></div></div></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="830686a2-9a7e-431a-a88d-1bd4ef83e660" type="checkbox" ><label for="830686a2-9a7e-431a-a88d-1bd4ef83e660" class="sk-toggleable__label sk-toggleable__label-arrow">StandardScaler</label><div class="sk-toggleable__content"><pre>StandardScaler()</pre></div></div></div></div></div></div></div></div><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="9ff0a371-1b8f-4b18-8ac2-1d5c749d2c8f" type="checkbox" ><label for="9ff0a371-1b8f-4b18-8ac2-1d5c749d2c8f" class="sk-toggleable__label sk-toggleable__label-arrow">boolean</label><div class="sk-toggleable__content"><pre>['Street', 'CentralAir', 'Utilities']</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="b6dd1a2c-eb51-41b9-9f43-50c496ace42a" type="checkbox" ><label for="b6dd1a2c-eb51-41b9-9f43-50c496ace42a" class="sk-toggleable__label sk-toggleable__label-arrow">FunctionTransformer</label><div class="sk-toggleable__content"><pre>FunctionTransformer(func=<function <lambda> at 0x7f5d80e0a8b0>)</pre></div></div></div><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="3e765121-8301-41d7-9833-25c7356faa23" type="checkbox" ><label for="3e765121-8301-41d7-9833-25c7356faa23" class="sk-toggleable__label sk-toggleable__label-arrow">imputers: ColumnTransformer</label><div class="sk-toggleable__content"><pre>ColumnTransformer(remainder='passthrough', transformers=[])</pre></div></div></div><div class="sk-parallel"><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="a2bc8a1e-a2f2-488b-a73e-e3f59f689220" type="checkbox" ><label for="a2bc8a1e-a2f2-488b-a73e-e3f59f689220" class="sk-toggleable__label sk-toggleable__label-arrow">remainder</label><div class="sk-toggleable__content"><pre></pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="d3487369-2daa-496b-afcf-dbe7c1c47f4d" type="checkbox" ><label for="d3487369-2daa-496b-afcf-dbe7c1c47f4d" class="sk-toggleable__label sk-toggleable__label-arrow">passthrough</label><div class="sk-toggleable__content"><pre>passthrough</pre></div></div></div></div></div></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="b94c3373-a11e-485d-891f-20d6c813323a" type="checkbox" ><label for="b94c3373-a11e-485d-891f-20d6c813323a" class="sk-toggleable__label sk-toggleable__label-arrow">OneHotEncoder</label><div class="sk-toggleable__content"><pre>OneHotEncoder(drop='first', handle_unknown='ignore')</pre></div></div></div></div></div></div></div></div><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="f87af867-c9e6-4c49-882f-9809e42d34af" type="checkbox" ><label for="f87af867-c9e6-4c49-882f-9809e42d34af" class="sk-toggleable__label sk-toggleable__label-arrow">numerical</label><div class="sk-toggleable__content"><pre>['MSSubClass', 'PoolArea', 'Fireplaces', 'OverallQual', 'LotArea', 'GrLivArea', 'ScreenPorch', 'BsmtFullBath', 'BsmtUnfSF', 'LowQualFinSF', 'TotalBsmtSF', 'MasVnrArea', 'YrSold', 'GarageCars', 'GarageArea', 'BedroomAbvGr', 'KitchenAbvGr', 'MoSold', 'YearBuilt', 'MiscVal', 'TotRmsAbvGrd', 'OverallCond', 'WoodDeckSF', '3SsnPorch', 'Id', 'BsmtFinSF1', '1stFlrSF', 'BsmtHalfBath', 'BsmtFinSF2', 'FullBath', 'YearRemodAdd', 'HalfBath', 'EnclosedPorch', 'OpenPorchSF', '2ndFlrSF']</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="ee582f32-dabb-433c-87de-e86a104effb9" type="checkbox" ><label for="ee582f32-dabb-433c-87de-e86a104effb9" class="sk-toggleable__label sk-toggleable__label-arrow">FunctionTransformer</label><div class="sk-toggleable__content"><pre>FunctionTransformer(func=<function <lambda> at 0x7f5d80e0a9d0>)</pre></div></div></div><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="e8328360-6f2d-49b7-bee3-bff01b5542da" type="checkbox" ><label for="e8328360-6f2d-49b7-bee3-bff01b5542da" class="sk-toggleable__label sk-toggleable__label-arrow">imputers: ColumnTransformer</label><div class="sk-toggleable__content"><pre>ColumnTransformer(transformers=[('impute_mean', SimpleImputer(),
['1stFlrSF', '2ndFlrSF', '3SsnPorch',
'BedroomAbvGr', 'BsmtFinSF1', 'BsmtFinSF2',
'BsmtFullBath', 'BsmtHalfBath', 'BsmtUnfSF',
'EnclosedPorch', 'Fireplaces', 'FullBath',
'GarageArea', 'GarageCars', 'GrLivArea',
'HalfBath', 'Id', 'KitchenAbvGr', 'LotArea',
'LowQualFinSF', 'MSSubClass', 'MasVnrArea',
'MiscVal', 'MoSold', 'OpenPorchSF',
'OverallCond', 'OverallQual', 'PoolArea',
'ScreenPorch', 'TotRmsAbvGrd', ...])])</pre></div></div></div><div class="sk-parallel"><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="780c440a-0884-4c87-a595-7ff61a2c8bdb" type="checkbox" ><label for="780c440a-0884-4c87-a595-7ff61a2c8bdb" class="sk-toggleable__label sk-toggleable__label-arrow">impute_mean</label><div class="sk-toggleable__content"><pre>['1stFlrSF', '2ndFlrSF', '3SsnPorch', 'BedroomAbvGr', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtFullBath', 'BsmtHalfBath', 'BsmtUnfSF', 'EnclosedPorch', 'Fireplaces', 'FullBath', 'GarageArea', 'GarageCars', 'GrLivArea', 'HalfBath', 'Id', 'KitchenAbvGr', 'LotArea', 'LowQualFinSF', 'MSSubClass', 'MasVnrArea', 'MiscVal', 'MoSold', 'OpenPorchSF', 'OverallCond', 'OverallQual', 'PoolArea', 'ScreenPorch', 'TotRmsAbvGrd', 'TotalBsmtSF', 'WoodDeckSF', 'YearBuilt', 'YearRemodAdd', 'YrSold']</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="f6a8dc71-fd7a-465c-b4ae-b0e972e90ff6" type="checkbox" ><label for="f6a8dc71-fd7a-465c-b4ae-b0e972e90ff6" class="sk-toggleable__label sk-toggleable__label-arrow">SimpleImputer</label><div class="sk-toggleable__content"><pre>SimpleImputer()</pre></div></div></div></div></div></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="12c775b5-c481-4263-8788-e569a5280686" type="checkbox" ><label for="12c775b5-c481-4263-8788-e569a5280686" class="sk-toggleable__label sk-toggleable__label-arrow">StandardScaler</label><div class="sk-toggleable__content"><pre>StandardScaler()</pre></div></div></div></div></div></div></div></div><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="5af8371a-94e3-4373-ad3d-28c32174e843" type="checkbox" ><label for="5af8371a-94e3-4373-ad3d-28c32174e843" class="sk-toggleable__label sk-toggleable__label-arrow">onehot</label><div class="sk-toggleable__content"><pre>['Alley', 'BedroomAbvGr', 'BldgType', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2', 'BsmtFullBath', 'BsmtHalfBath', 'BsmtQual', 'Condition1', 'Condition2', 'Electrical', 'ExterCond', 'ExterQual', 'Exterior1st', 'Exterior2nd', 'Fence', 'FireplaceQu', 'Fireplaces', 'Foundation', 'FullBath', 'Functional', 'GarageCars', 'GarageCond', 'GarageFinish', 'GarageQual', 'GarageType', 'HalfBath', 'Heating', 'HeatingQC', 'HouseStyle', 'KitchenAbvGr', 'KitchenQual', 'LandContour', 'LandSlope', 'LotConfig', 'LotFrontage', 'LotShape', 'MSZoning', 'MasVnrType', 'MiscFeature', 'MoSold', 'Neighborhood', 'OverallCond', 'OverallQual', 'PavedDrive', 'PoolArea', 'PoolQC', 'RoofMatl', 'RoofStyle', 'SaleCondition', 'SaleType', 'TotRmsAbvGrd', 'YrSold']</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-serial"><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="aafdafb0-4b6e-4239-a74f-7c30ca580825" type="checkbox" ><label for="aafdafb0-4b6e-4239-a74f-7c30ca580825" class="sk-toggleable__label sk-toggleable__label-arrow">imputers: ColumnTransformer</label><div class="sk-toggleable__content"><pre>ColumnTransformer(remainder='passthrough', transformers=[])</pre></div></div></div><div class="sk-parallel"><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="5919b73d-777d-4332-ac21-cdb4b6155815" type="checkbox" ><label for="5919b73d-777d-4332-ac21-cdb4b6155815" class="sk-toggleable__label sk-toggleable__label-arrow">remainder</label><div class="sk-toggleable__content"><pre></pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="0f8ad805-6480-4944-8b31-387f0bdacabc" type="checkbox" ><label for="0f8ad805-6480-4944-8b31-387f0bdacabc" class="sk-toggleable__label sk-toggleable__label-arrow">passthrough</label><div class="sk-toggleable__content"><pre>passthrough</pre></div></div></div></div></div></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="8a60519c-e5e4-45e8-832b-a45c07d84cc1" type="checkbox" ><label for="8a60519c-e5e4-45e8-832b-a45c07d84cc1" class="sk-toggleable__label sk-toggleable__label-arrow">OneHotEncoder</label><div class="sk-toggleable__content"><pre>OneHotEncoder()</pre></div></div></div></div></div></div></div></div><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="4de64c82-f4d2-4c75-af18-b326a3d34040" type="checkbox" ><label for="4de64c82-f4d2-4c75-af18-b326a3d34040" class="sk-toggleable__label sk-toggleable__label-arrow">remainder</label><div class="sk-toggleable__content"><pre>[]</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="148aec32-6171-475f-8ced-43c7c9cd3a10" type="checkbox" ><label for="148aec32-6171-475f-8ced-43c7c9cd3a10" class="sk-toggleable__label sk-toggleable__label-arrow">passthrough</label><div class="sk-toggleable__content"><pre>passthrough</pre></div></div></div></div></div></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="3dbd4e4e-0d25-48f0-b1d9-c4af65671378" type="checkbox" ><label for="3dbd4e4e-0d25-48f0-b1d9-c4af65671378" class="sk-toggleable__label sk-toggleable__label-arrow">XGBRegressor</label><div class="sk-toggleable__content"><pre>XGBRegressor(base_score=0.5, booster='gbtree', callbacks=None,
colsample_bylevel=1, colsample_bynode=1,
colsample_bytree=0.7257075757689988, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=0, gpu_id=-1, grow_policy='depthwise', importance_type=None,
interaction_constraints='', learning_rate=0.06272617295318343,
max_bin=256, max_cat_threshold=64, max_cat_to_onehot=4,
max_delta_step=0, max_depth=4, max_leaves=0, min_child_weight=1,
missing=nan, monotone_constraints='()', n_estimators=647,
n_jobs=100, num_parallel_tree=1, predictor='auto',
random_state=903139950, ...)</pre></div></div></div></div></div></div></div>
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