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fastbook/clean/09_tabular.ipynb

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Update and add clean
2020-03-06 18:19:03 +00:00
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"hide_input": true
},
"outputs": [],
"source": [
"#hide\n",
"from utils import *\n",
"from kaggle import api\n",
"from pandas.api.types import is_string_dtype, is_numeric_dtype, is_categorical_dtype\n",
"from fastai2.tabular.all import *\n",
"from sklearn.ensemble import RandomForestRegressor\n",
"from sklearn.tree import DecisionTreeRegressor\n",
"from dtreeviz.trees import *\n",
"from IPython.display import Image, display_svg, SVG\n",
"\n",
"pd.options.display.max_rows = 20\n",
"pd.options.display.max_columns = 8"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Tabular modelling deep dive"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Categorical embeddings"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Beyond deep learning"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The dataset"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Kaggle Competitions"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"creds = ''"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cred_path = Path('~/.kaggle/kaggle.json').expanduser()\n",
"if not cred_path.exists():\n",
" cred_path.parent.mkdir(exist_ok=True)\n",
" cred_path.write(creds)\n",
" cred_path.chmod(0o600)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Path('/home/jhoward/.fastai/archive/bluebook')"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = URLs.path('bluebook')\n",
"path"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#hide\n",
"Path.BASE_PATH = path"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(#7) [Path('TrainAndValid.csv'),Path('Machine_Appendix.csv'),Path('random_forest_benchmark_test.csv'),Path('Test.csv'),Path('median_benchmark.csv'),Path('ValidSolution.csv'),Path('Valid.csv')]"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"if not path.exists():\n",
" path.mkdir()\n",
" api.competition_download_cli('bluebook-for-bulldozers', path=path)\n",
" file_extract(path/'bluebook-for-bulldozers.zip')\n",
"\n",
"path.ls(file_type='text')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Look at the data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(path/'TrainAndValid.csv', low_memory=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['SalesID', 'SalePrice', 'MachineID', 'ModelID', 'datasource',\n",
" 'auctioneerID', 'YearMade', 'MachineHoursCurrentMeter', 'UsageBand',\n",
" 'saledate', 'fiModelDesc', 'fiBaseModel', 'fiSecondaryDesc',\n",
" 'fiModelSeries', 'fiModelDescriptor', 'ProductSize',\n",
" 'fiProductClassDesc', 'state', 'ProductGroup', 'ProductGroupDesc',\n",
" 'Drive_System', 'Enclosure', 'Forks', 'Pad_Type', 'Ride_Control',\n",
" 'Stick', 'Transmission', 'Turbocharged', 'Blade_Extension',\n",
" 'Blade_Width', 'Enclosure_Type', 'Engine_Horsepower', 'Hydraulics',\n",
" 'Pushblock', 'Ripper', 'Scarifier', 'Tip_Control', 'Tire_Size',\n",
" 'Coupler', 'Coupler_System', 'Grouser_Tracks', 'Hydraulics_Flow',\n",
" 'Track_Type', 'Undercarriage_Pad_Width', 'Stick_Length', 'Thumb',\n",
" 'Pattern_Changer', 'Grouser_Type', 'Backhoe_Mounting', 'Blade_Type',\n",
" 'Travel_Controls', 'Differential_Type', 'Steering_Controls'],\n",
" dtype='object')"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([nan, 'Medium', 'Small', 'Large / Medium', 'Mini', 'Large', 'Compact'], dtype=object)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['ProductSize'].unique()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"sizes = 'Large','Large / Medium','Medium','Small','Mini','Compact'"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df['ProductSize'] = df['ProductSize'].astype('category')\n",
"df['ProductSize'].cat.set_categories(sizes, ordered=True, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"dep_var = 'SalePrice'"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df[dep_var] = np.log(df[dep_var])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Decision trees"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Handling dates"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df = add_datepart(df, 'saledate')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df_test = pd.read_csv(path/'Test.csv', low_memory=False)\n",
"df_test = add_datepart(df_test, 'saledate')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'saleYear saleMonth saleWeek saleDay saleDayofweek saleDayofyear saleIs_month_end saleIs_month_start saleIs_quarter_end saleIs_quarter_start saleIs_year_end saleIs_year_start saleElapsed'"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"' '.join(o for o in df.columns if o.startswith('sale'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Using TabularPandas and TabularProc"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"procs = [Categorify, FillMissing]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cond = (df.saleYear<2011) | (df.saleMonth<10)\n",
"train_idx = np.where( cond)[0]\n",
"valid_idx = np.where(~cond)[0]\n",
"\n",
"splits = (list(train_idx),list(valid_idx))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cont,cat = cont_cat_split(df, 1, dep_var=dep_var)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"to = TabularPandas(df, procs, cat, cont, y_names=dep_var, splits=splits)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(404710, 7988)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(to.train),len(to.valid)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>UsageBand</th>\n",
" <th>fiModelDesc</th>\n",
" <th>fiBaseModel</th>\n",
" <th>fiSecondaryDesc</th>\n",
" <th>fiModelSeries</th>\n",
" <th>fiModelDescriptor</th>\n",
" <th>ProductSize</th>\n",
" <th>fiProductClassDesc</th>\n",
" <th>state</th>\n",
" <th>ProductGroup</th>\n",
" <th>ProductGroupDesc</th>\n",
" <th>Drive_System</th>\n",
" <th>Enclosure</th>\n",
" <th>Forks</th>\n",
" <th>Pad_Type</th>\n",
" <th>Ride_Control</th>\n",
" <th>Stick</th>\n",
" <th>Transmission</th>\n",
" <th>Turbocharged</th>\n",
" <th>Blade_Extension</th>\n",
" <th>Blade_Width</th>\n",
" <th>Enclosure_Type</th>\n",
" <th>Engine_Horsepower</th>\n",
" <th>Hydraulics</th>\n",
" <th>Pushblock</th>\n",
" <th>Ripper</th>\n",
" <th>Scarifier</th>\n",
" <th>Tip_Control</th>\n",
" <th>Tire_Size</th>\n",
" <th>Coupler</th>\n",
" <th>Coupler_System</th>\n",
" <th>Grouser_Tracks</th>\n",
" <th>Hydraulics_Flow</th>\n",
" <th>Track_Type</th>\n",
" <th>Undercarriage_Pad_Width</th>\n",
" <th>Stick_Length</th>\n",
" <th>Thumb</th>\n",
" <th>Pattern_Changer</th>\n",
" <th>Grouser_Type</th>\n",
" <th>Backhoe_Mounting</th>\n",
" <th>Blade_Type</th>\n",
" <th>Travel_Controls</th>\n",
" <th>Differential_Type</th>\n",
" <th>Steering_Controls</th>\n",
" <th>saleIs_month_end</th>\n",
" <th>saleIs_month_start</th>\n",
" <th>saleIs_quarter_end</th>\n",
" <th>saleIs_quarter_start</th>\n",
" <th>saleIs_year_end</th>\n",
" <th>saleIs_year_start</th>\n",
" <th>SalesID_na</th>\n",
" <th>MachineID_na</th>\n",
" <th>ModelID_na</th>\n",
" <th>datasource_na</th>\n",
" <th>auctioneerID_na</th>\n",
" <th>YearMade_na</th>\n",
" <th>MachineHoursCurrentMeter_na</th>\n",
" <th>saleYear_na</th>\n",
" <th>saleMonth_na</th>\n",
" <th>saleWeek_na</th>\n",
" <th>saleDay_na</th>\n",
" <th>saleDayofweek_na</th>\n",
" <th>saleDayofyear_na</th>\n",
" <th>saleElapsed_na</th>\n",
" <th>SalesID</th>\n",
" <th>MachineID</th>\n",
" <th>ModelID</th>\n",
" <th>datasource</th>\n",
" <th>auctioneerID</th>\n",
" <th>YearMade</th>\n",
" <th>MachineHoursCurrentMeter</th>\n",
" <th>saleYear</th>\n",
" <th>saleMonth</th>\n",
" <th>saleWeek</th>\n",
" <th>saleDay</th>\n",
" <th>saleDayofweek</th>\n",
" <th>saleDayofyear</th>\n",
" <th>saleElapsed</th>\n",
" <th>SalePrice</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Low</td>\n",
" <td>521D</td>\n",
" <td>521</td>\n",
" <td>D</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>Wheel Loader - 110.0 to 120.0 Horsepower</td>\n",
" <td>Alabama</td>\n",
" <td>WL</td>\n",
" <td>Wheel Loader</td>\n",
" <td>#na#</td>\n",
" <td>EROPS w AC</td>\n",
" <td>None or Unspecified</td>\n",
" <td>#na#</td>\n",
" <td>None or Unspecified</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>2 Valve</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>None or Unspecified</td>\n",
" <td>None or Unspecified</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
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" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>Standard</td>\n",
" <td>Conventional</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>1139246</td>\n",
" <td>999089</td>\n",
" <td>3157</td>\n",
" <td>121</td>\n",
" <td>3.0</td>\n",
" <td>2004</td>\n",
" <td>68.0</td>\n",
" <td>2006</td>\n",
" <td>11</td>\n",
" <td>46</td>\n",
" <td>16</td>\n",
" <td>3</td>\n",
" <td>320</td>\n",
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" <td>11.097410</td>\n",
" </tr>\n",
" <tr>\n",
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" <td>Low</td>\n",
" <td>950FII</td>\n",
" <td>950</td>\n",
" <td>F</td>\n",
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" <td>#na#</td>\n",
" <td>Medium</td>\n",
" <td>Wheel Loader - 150.0 to 175.0 Horsepower</td>\n",
" <td>North Carolina</td>\n",
" <td>WL</td>\n",
" <td>Wheel Loader</td>\n",
" <td>#na#</td>\n",
" <td>EROPS w AC</td>\n",
" <td>None or Unspecified</td>\n",
" <td>#na#</td>\n",
" <td>None or Unspecified</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
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" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>23.5</td>\n",
" <td>None or Unspecified</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
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" <td>#na#</td>\n",
" <td>#na#</td>\n",
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" <td>Conventional</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <td>121</td>\n",
" <td>3.0</td>\n",
" <td>1996</td>\n",
" <td>4640.0</td>\n",
" <td>2004</td>\n",
" <td>3</td>\n",
" <td>13</td>\n",
" <td>26</td>\n",
" <td>4</td>\n",
" <td>86</td>\n",
" <td>1080259200</td>\n",
" <td>10.950807</td>\n",
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" <tr>\n",
" <th>2</th>\n",
" <td>High</td>\n",
" <td>226</td>\n",
" <td>226</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>Skid Steer Loader - 1351.0 to 1601.0 Lb Operating Capacity</td>\n",
" <td>New York</td>\n",
" <td>SSL</td>\n",
" <td>Skid Steer Loaders</td>\n",
" <td>#na#</td>\n",
" <td>OROPS</td>\n",
" <td>None or Unspecified</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
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" <td>#na#</td>\n",
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" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>None or Unspecified</td>\n",
" <td>None or Unspecified</td>\n",
" <td>None or Unspecified</td>\n",
" <td>Standard</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>#na#</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>1139249</td>\n",
" <td>434808</td>\n",
" <td>7009</td>\n",
" <td>121</td>\n",
" <td>3.0</td>\n",
" <td>2001</td>\n",
" <td>2838.0</td>\n",
" <td>2004</td>\n",
" <td>2</td>\n",
" <td>9</td>\n",
" <td>26</td>\n",
" <td>3</td>\n",
" <td>57</td>\n",
" <td>1077753600</td>\n",
" <td>9.210340</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
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}
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"source": [
"to.show(3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>SalesID</th>\n",
" <th>SalePrice</th>\n",
" <th>MachineID</th>\n",
" <th>ModelID</th>\n",
" <th>...</th>\n",
" <th>saleDay_na</th>\n",
" <th>saleDayofweek_na</th>\n",
" <th>saleDayofyear_na</th>\n",
" <th>saleElapsed_na</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1139246</td>\n",
" <td>11.097410</td>\n",
" <td>999089</td>\n",
" <td>3157</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1139248</td>\n",
" <td>10.950807</td>\n",
" <td>117657</td>\n",
" <td>77</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1139249</td>\n",
" <td>9.210340</td>\n",
" <td>434808</td>\n",
" <td>7009</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3 rows × 79 columns</p>\n",
"</div>"
],
"text/plain": [
" SalesID SalePrice MachineID ModelID ... saleDay_na saleDayofweek_na \\\n",
"0 1139246 11.097410 999089 3157 ... 1 1 \n",
"1 1139248 10.950807 117657 77 ... 1 1 \n",
"2 1139249 9.210340 434808 7009 ... 1 1 \n",
"\n",
" saleDayofyear_na saleElapsed_na \n",
"0 1 1 \n",
"1 1 1 \n",
"2 1 1 \n",
"\n",
"[3 rows x 79 columns]"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"to.items.head(3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(#7) ['#na#','Large','Large / Medium','Medium','Small','Mini','Compact']"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"to.classes['ProductSize']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"(path/'to.pkl').save(to)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Creating the decision tree"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"to = (path/'to.pkl').load()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"xs,y = to.train.xs,to.train.y\n",
"valid_xs,valid_y = to.valid.xs,to.valid.y"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"m = DecisionTreeRegressor(max_leaf_nodes=4)\n",
"m.fit(xs, y);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
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"source": [
"samp_idx = np.random.permutation(len(y))[:500]\n",
"dtreeviz(m, xs.iloc[samp_idx], y.iloc[samp_idx], xs.columns, dep_var,\n",
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"metadata": {},
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"source": [
"xs.loc[xs['YearMade']<1900, 'YearMade'] = 1950\n",
"valid_xs.loc[valid_xs['YearMade']<1900, 'YearMade'] = 1950"
]
},
{
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"text/plain": [
"<dtreeviz.trees.DTreeViz at 0x7f7aa4341c10>"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = DecisionTreeRegressor(max_leaf_nodes=4).fit(xs, y)\n",
"\n",
"dtreeviz(m, xs.iloc[samp_idx], y.iloc[samp_idx], xs.columns, dep_var,\n",
" fontname='DejaVu Sans', scale=1.6, label_fontsize=10,\n",
" orientation='LR')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"m = DecisionTreeRegressor()\n",
"m.fit(xs, y);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def r_mse(pred,y): return round(math.sqrt(((pred-y)**2).mean()), 6)\n",
"def m_rmse(m, xs, y): return r_mse(m.predict(xs), y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m_rmse(m, xs, y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.337727"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m_rmse(m, valid_xs, valid_y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(340909, 404710)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m.get_n_leaves(), len(xs)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.248562, 0.32368)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = DecisionTreeRegressor(min_samples_leaf=25)\n",
"m.fit(to.train.xs, to.train.y)\n",
"m_rmse(m, xs, y), m_rmse(m, valid_xs, valid_y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"12397"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m.get_n_leaves()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Categorical variables"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Random forests"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#hide\n",
"# pip install --pre -f https://sklearn-nightly.scdn8.secure.raxcdn.com scikit-learn --U"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Creating a random forest"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def rf(xs, y, n_estimators=40, max_samples=200_000,\n",
" max_features=0.5, min_samples_leaf=5, **kwargs):\n",
" return RandomForestRegressor(n_jobs=-1, n_estimators=n_estimators,\n",
" max_samples=max_samples, max_features=max_features,\n",
" min_samples_leaf=min_samples_leaf, oob_score=True).fit(xs, y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"m = rf(xs, y);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.170896, 0.233502)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m_rmse(m, xs, y), m_rmse(m, valid_xs, valid_y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"preds = np.stack([t.predict(valid_xs) for t in m.estimators_])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.233502"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r_mse(preds.mean(0), valid_y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot([r_mse(preds[:i+1].mean(0), valid_y) for i in range(40)]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Out-of-bag error"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.210686"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r_mse(m.oob_prediction_, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Model interpretation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tree variance for prediction confidence"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"preds = np.stack([t.predict(valid_xs) for t in m.estimators_])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(40, 7988)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"preds.shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"preds_std = preds.std(0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.21529149, 0.10351274, 0.08901878, 0.28374773, 0.11977206])"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"preds_std[:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Feature importance"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def rf_feat_importance(m, df):\n",
" return pd.DataFrame({'cols':df.columns, 'imp':m.feature_importances_}\n",
" ).sort_values('imp', ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>cols</th>\n",
" <th>imp</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>YearMade</td>\n",
" <td>0.182890</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>ProductSize</td>\n",
" <td>0.127268</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Coupler_System</td>\n",
" <td>0.117698</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>fiProductClassDesc</td>\n",
" <td>0.069939</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>ModelID</td>\n",
" <td>0.057263</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>saleElapsed</td>\n",
" <td>0.050113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Hydraulics_Flow</td>\n",
" <td>0.047091</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>fiSecondaryDesc</td>\n",
" <td>0.041225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Grouser_Tracks</td>\n",
" <td>0.031988</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>fiModelDesc</td>\n",
" <td>0.031838</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" cols imp\n",
"69 YearMade 0.182890\n",
"6 ProductSize 0.127268\n",
"30 Coupler_System 0.117698\n",
"7 fiProductClassDesc 0.069939\n",
"66 ModelID 0.057263\n",
"77 saleElapsed 0.050113\n",
"32 Hydraulics_Flow 0.047091\n",
"3 fiSecondaryDesc 0.041225\n",
"31 Grouser_Tracks 0.031988\n",
"1 fiModelDesc 0.031838"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fi = rf_feat_importance(m, xs)\n",
"fi[:10]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 864x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def plot_fi(fi):\n",
" return fi.plot('cols', 'imp', 'barh', figsize=(12,7), legend=False)\n",
"\n",
"plot_fi(fi[:30]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Removing low-importance variables"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"21"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"to_keep = fi[fi.imp>0.005].cols\n",
"len(to_keep)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"xs_imp = xs[to_keep]\n",
"valid_xs_imp = valid_xs[to_keep]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"m = rf(xs_imp, y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.181208, 0.232323)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m_rmse(m, xs_imp, y), m_rmse(m, valid_xs_imp, valid_y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(78, 21)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(xs.columns), len(xs_imp.columns)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 864x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_fi(rf_feat_importance(m, xs_imp));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Removing redundant features"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cluster_columns(xs_imp)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def get_oob(df):\n",
" m = RandomForestRegressor(n_estimators=40, min_samples_leaf=15,\n",
" max_samples=50000, max_features=0.5, n_jobs=-1, oob_score=True)\n",
" m.fit(df, y)\n",
" return m.oob_score_"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.8771039618198545"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_oob(xs_imp)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'saleYear': 0.8759666979317242,\n",
" 'saleElapsed': 0.8728423449081594,\n",
" 'ProductGroupDesc': 0.877877012281002,\n",
" 'ProductGroup': 0.8772503407182847,\n",
" 'fiModelDesc': 0.8756415073829513,\n",
" 'fiBaseModel': 0.8765165299438019,\n",
" 'Hydraulics_Flow': 0.8778545895742573,\n",
" 'Grouser_Tracks': 0.8773718142788077,\n",
" 'Coupler_System': 0.8778016988955392}"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"{c:get_oob(xs_imp.drop(c, axis=1)) for c in (\n",
" 'saleYear', 'saleElapsed', 'ProductGroupDesc','ProductGroup',\n",
" 'fiModelDesc', 'fiBaseModel',\n",
" 'Hydraulics_Flow','Grouser_Tracks', 'Coupler_System')}"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.8739605718147015"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"to_drop = ['saleYear', 'ProductGroupDesc', 'fiBaseModel', 'Grouser_Tracks']\n",
"get_oob(xs_imp.drop(to_drop, axis=1))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"xs_final = xs_imp.drop(to_drop, axis=1)\n",
"valid_xs_final = valid_xs_imp.drop(to_drop, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"(path/'xs_final.pkl').save(xs_final)\n",
"(path/'valid_xs_final.pkl').save(valid_xs_final)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"xs_final = (path/'xs_final.pkl').load()\n",
"valid_xs_final = (path/'valid_xs_final.pkl').load()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.183263, 0.233846)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = rf(xs_final, y)\n",
"m_rmse(m, xs_final, y), m_rmse(m, valid_xs_final, valid_y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Partial dependence"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"p = valid_xs_final['ProductSize'].value_counts(sort=False).plot.barh()\n",
"c = to.classes['ProductSize']\n",
"plt.yticks(range(len(c)), c);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = valid_xs_final['YearMade'].hist()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAt4AAAEOCAYAAAC+QhDtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3xUZdr/8c+VXgmBJLQAofcasIPYUbEg7Oo+9vrsrt3VdX+uuth2fbbp7urquruKZa2AqKjoWrFL70U6SYBQA0lIv39/zARDTGBSJmeSfN+v13nNzDlnznyHkMmVk/tctznnEBERERGR4ArzOoCIiIiISGugwltEREREpAmo8BYRERERaQIqvEVEREREmoAKbxERERGRJqDCW0RERESkCajwFhERERFpAhFN9UJmdgNwBTAEeMk5d0WVbacAjwPdgG+AK5xzmw5zrJuBW4A0YDNwnnNuzeFePyUlxWVkZDTsTYiI1FP23gPsLSxlYKc2mNXtufPnz9/pnEsNTrLQpM9sEWmuDveZ3WSFN5ADPAicAcRWrjSzFGAGcA3wFvAA8ApwTE0HMbNrgKuBs4GVQE9gz5FePCMjg3nz5jXsHYiI1INzjmN+9yHnd0vmiUsy6/x8M6v1RERLpc9sEWmuDveZ3WSFt3Nuhj/MKCC9yqYLgOXOudf826cAO82sv3NuVdVjmFkY8Bt8Z8RX+FevC3Z2EZGGWJa9j+37ijllQAevo4iIiIdCYYz3IGBx5QPnXAG+YnpQDfum+5fBZrbFzDaY2X3+gvwHzOw6M5tnZvN27NgRjOwiIkf0wcrtmMFJ/VrVaJE602e2iLR0oVB4JwB51dblAYk17Ft5pvx0fGPFTwJ+gm/oyQ84555yzo1yzo1KTdUPPBHxxoertjOyWzLtE6K9jhLS9JktIi1dKBTe+UCbauvaAPtr2PeA//b3zrm9zrmNwD+As4IXT0Sk/rblFbEsex+nDEjzOoqIiHgsFArv5cCwygdmFg/08q+vbjVQArimiSYi0jAfrcoF4JT+Gt8tItLaNVnhbWYRZhYDhAPhZhZjZhHA6/jGbE/yb78XWFL9wkoA51whvo4nvzSzRDNLB64FZjXV+xARqYsPV24nPTmWvh0SvI4iIiIea8oz3nfjGyryK+AS//27nXM7gEnAQ/jaAh4NXFT5JDN70syerHKcG/ANT8kBvgJeBJ5uijcgIlIXB0rK+XztTk4d0AGra/NuERFpcZqyneAUYEot2z4A+tey7afVHu+jSmEuIhKqvli7k+KyCo3vFhERIDTGeIuItEgfrtpOQnQER/do73UUEREJASq8RUSCwDnHhytzGds3hagIfdSKiIgKbxGRoFiWvY/c/cWcrG4mIiLip8JbRCQINFuliIhUp8JbRCQINFuliIhUp8JbRKSRabZKERGpiQpvEZFGVjlb5akDNL5bRES+p8JbRKSRVc5W2SdNs1WKiMj3VHiLiDQizVYpIiK1UeEtItKINFuliIjURoW3iEgj0myVIiJSGxXeIiKNpKJCs1WKiEjt9JNBRKSRLM/xzVZ5imarFBGRGqjwFhFpJJWzVY7TbJUiIlIDFd4iIo1Es1WKiMjhqPAWEWkEmq1SRESORIW3iEgj+HDVdkCzVYqISO1UeIuINIKPVubStZ1mqxQRkdqp8BYRaaDK2SpP6a/ZKkVEpHYqvEVEGkizVYqISCBUeIuINJBmqxQRkUCo8BYRaQDNVikiIoHSTwkRkQZYlpOn2SpFRCQgKrxFRBrgw5W5mMFJ/TW+W0REDk+Ft4hIA1TOVtkuPsrrKCIiEuJUeIuI1JNmqxQRkbpQ4S0iUk+arVJEROpChbeISD19qNkqRUSkDlR4i4jUw4GScr7QbJUiIlIHKrxFROpBs1WKiEhdqfAWEakHzVYpIiJ1pcJbRKSONFuliIjUh35iiIjUkWarFBGR+lDhLSJSRx+szCVMs1WKiEgdqfAWEamjjzRbpYiI1IMKbxGROqicrfJkdTMREZE6arLC28xuMLN5ZlZsZlOrbTvFzFaZWaGZfWxm3QM43olm5szswaCFFhGpRrNViohIfTXlGe8c4EHg6aorzSwFmAHcA7QD5gGvHO5AZhYJ/AX4JihJRURqodkqRUSkvpqs8HbOzXDOzQR2Vdt0AbDcOfeac64ImAIMM7P+hzncL4D3gVVBCSsiUoPCkjLNVikiIvUWCmO8BwGLKx845wqAdf71P+AfhnIVcP+RDmxm1/mHt8zbsWNHI8UVkdbqvyu2U1xWwfjBHb2O0iLpM1tEWrpQKLwTgLxq6/KAxFr2/ytwj3Mu/0gHds495Zwb5ZwblZqa2sCYItLazVyYTeekGI7KaOd1lBZJn9ki0tKFQuGdD7Sptq4NsL/6jmZ2DpDonDvsGHARkca2M7+YOd/t5LwRXQgL0zATERGpuwivAwDLgcsrH5hZPNDLv766U4BRZrbN/zgJKDezIc6584KeVERarVmLcyivcEwc0cXrKCIi0kwFdMbbzKLN7CEzW29mef51p5vZDYG+kJlFmFkMEA6Em1mMmUUArwODzWySf/u9wBLnXE0XTt4D9AWG+5c3gX8CVwaaQ0SkPl5flMOATm3o26G2UXAiIiKHF+hQk0eAwcDFgPOvWw78rA6vdTdwAPgVcIn//t3OuR3AJOAhYA9wNHBR5ZPM7EkzexLAObffObetcvEfo8A5t7sOOURE6mTDzgIWb9nLxBGdvY4iIiLNWKBDTSYCvZ1zBWZWAeCcyzazgP/m6pybgq9VYE3bPgBqbB/onPvpYY55RaCvLyJSXzMXZmMG5w7TMBNpfCVlFeQdKCU6Moyo8DCiI8LUrlKkhQq08C6pvq+ZpfLDntwiIi2Kc46Zi7I5tmd7OibFeB1HWpjcfUVMfvIrNu8uPGR9VHgYURG+Jdp/GxUedrA4960PP2Sf6IP7hFfZp+pxwg85TnQtxznkfrh+CRBpTIEW3q8Bz5rZrQBm1gl4FHg5WMFERELBoi172bSrkOtP6u11FGlhCkvKuPrZeezML+bXZw3ADIrLKiguq6DEvxSXlfvul1dQXOq7rVy/t7Dk4L7FB/cp992WVeDckTMEovIsfE3FeXxUBMlxUSTHR5IUG0VyXCTJcVG0jYskOd73uG1cFG1jI4kID4VGaiLeCrTwvgv4PbAUiAO+w3dR4xEnsRERac5mLswmOiJMk+ZIoyqvcNz00kKW5+Txr8tHcXL/Do16fOccZRWuSgHvL+bLyyk6pIA/fJFfXH1b2aHrCorLWbcjnz2bStlbWEJZRe3VfmKMv0iPiyQprlqRXuW2auEeHxWuM+7SogRUeDvnSoBbgFv8Q0x2OtdYv0uLiISm0vIK3lqylVMHdqBNTKTXcaQFeWDWCj5Ymcv95w1q9KIbwMyIDDciw8OIj270w9fIOUd+cRl7C0vZW1jKnsIS9hSWHLz//Tpfkb5xZwF7CkvYX1RW6zEjw+2HZ9LjomgbH3mwiK88o54c//32SJ1dlxAVUOFtZpcBi5xzS/xdSDCzYcBQ59zzwQwoIuKVz77bwe6CEs4frosqpfE888UGpn65katP6MFlx2Z4HafRmBmJMZEkxkTStQ6Tu5aW+y4u3esvyvcUHFqk5x0oYU+B7/GmXYUs2rKXvYWllJRX1HrMhOiIGs6kf3+mfWh6EpndNQOtNL1Ah5o8gK9vdlVb8PXRVuEtIi3SzIU5tI2L5MS+mr5cGsd/V2zn/lkrOGNQB+46a4DXcUJCZHgYKQnRpCQEfmreOUdhSfnBM+nfn1X3F+/VzrBv3l3I3sJS8g6UHjzGFcdl8Ksz+xMTGR6MtyVSo0AL7zbAvmrr8oC2jRtHRCQ05BeX8f6KbUzOTCcqQn+2loZbmpXHTS8tZGiXJB69cAThYRq7XF9mRnx0BPHREaQnB/688grHnsISHvtoLVO/3MhX63bx15+MoF9HTYwlTSPQnyYr8E1yU9VEYGXjxhERCQ3vLdtGUWmFhplIo8jaU8hVz86lXXwU/7p8NLFROsvqhfAwIyUhminnDuKZK0ezq6C
"text/plain": [
"<Figure size 864x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.inspection import plot_partial_dependence\n",
"\n",
"fig,ax = plt.subplots(figsize=(12, 4))\n",
"plot_partial_dependence(m, valid_xs_final, ['YearMade','ProductSize'],\n",
" grid_resolution=20, ax=ax);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data leakage"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tree interpreter"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#hide\n",
"import warnings\n",
"warnings.simplefilter('ignore', FutureWarning)\n",
"\n",
"from treeinterpreter import treeinterpreter\n",
"from waterfall_chart import plot as waterfall"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"row = valid_xs_final.iloc[:5]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"prediction,bias,contributions = treeinterpreter.predict(m, row.values)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([9.98234598]), 10.104309759725059, -0.12196378442186026)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prediction[0], bias[0], contributions[0].sum()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"waterfall(valid_xs_final.columns, contributions[0], threshold=0.08, \n",
" rotation_value=45,formatting='{:,.3f}');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extrapolation and neural networks"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The extrapolation problem"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#hide\n",
"np.random.seed(42)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x_lin = torch.linspace(0,20, steps=40)\n",
"y_lin = x_lin + torch.randn_like(x_lin)\n",
"plt.scatter(x_lin, y_lin);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(torch.Size([40]), torch.Size([40, 1]))"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xs_lin = x_lin.unsqueeze(1)\n",
"x_lin.shape,xs_lin.shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([40, 1])"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_lin[:,None].shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"m_lin = RandomForestRegressor().fit(xs_lin[:30],y_lin[:30])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x_lin, y_lin, 20)\n",
"plt.scatter(x_lin, m_lin.predict(xs_lin), color='red', alpha=0.5);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Finding out of domain data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>cols</th>\n",
" <th>imp</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>saleElapsed</td>\n",
" <td>0.859446</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>SalesID</td>\n",
" <td>0.119325</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>MachineID</td>\n",
" <td>0.014259</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>YearMade</td>\n",
" <td>0.001793</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>fiModelDesc</td>\n",
" <td>0.001740</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Enclosure</td>\n",
" <td>0.000657</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" cols imp\n",
"5 saleElapsed 0.859446\n",
"9 SalesID 0.119325\n",
"13 MachineID 0.014259\n",
"0 YearMade 0.001793\n",
"8 fiModelDesc 0.001740\n",
"11 Enclosure 0.000657"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_dom = pd.concat([xs_final, valid_xs_final])\n",
"is_valid = np.array([0]*len(xs_final) + [1]*len(valid_xs_final))\n",
"\n",
"m = rf(df_dom, is_valid)\n",
"rf_feat_importance(m, df_dom)[:6]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"orig 0.232795\n",
"SalesID 0.23109\n",
"saleElapsed 0.236221\n",
"MachineID 0.233492\n"
]
}
],
"source": [
"m = rf(xs_final, y)\n",
"print('orig', m_rmse(m, valid_xs_final, valid_y))\n",
"\n",
"for c in ('SalesID','saleElapsed','MachineID'):\n",
" m = rf(xs_final.drop(c,axis=1), y)\n",
" print(c, m_rmse(m, valid_xs_final.drop(c,axis=1), valid_y))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.231307"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"time_vars = ['SalesID','MachineID']\n",
"xs_final_time = xs_final.drop(time_vars, axis=1)\n",
"valid_xs_time = valid_xs_final.drop(time_vars, axis=1)\n",
"\n",
"m = rf(xs_final_time, y)\n",
"m_rmse(m, valid_xs_time, valid_y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"xs['saleYear'].hist();"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"filt = xs['saleYear']>2004\n",
"xs_filt = xs_final_time[filt]\n",
"y_filt = y[filt]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.17768, 0.230631)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = rf(xs_filt, y_filt)\n",
"m_rmse(m, xs_filt, y_filt), m_rmse(m, valid_xs_time, valid_y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Using a neural network"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df_nn = pd.read_csv(path/'TrainAndValid.csv', low_memory=False)\n",
"df_nn['ProductSize'] = df_nn['ProductSize'].astype('category')\n",
"df_nn['ProductSize'].cat.set_categories(sizes, ordered=True, inplace=True)\n",
"df_nn[dep_var] = np.log(df_nn[dep_var])\n",
"df_nn = add_datepart(df_nn, 'saledate')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df_nn_final = df_nn[list(xs_final_time.columns) + [dep_var]]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cont_nn,cat_nn = cont_cat_split(df_nn_final, max_card=9000, dep_var=dep_var)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cont_nn.append('saleElapsed')\n",
"cat_nn.remove('saleElapsed')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"YearMade 73\n",
"ProductSize 6\n",
"Coupler_System 2\n",
"fiProductClassDesc 74\n",
"ModelID 5281\n",
"Hydraulics_Flow 3\n",
"fiSecondaryDesc 177\n",
"fiModelDesc 5059\n",
"ProductGroup 6\n",
"Enclosure 6\n",
"fiModelDescriptor 140\n",
"Drive_System 4\n",
"Hydraulics 12\n",
"Tire_Size 17\n",
"dtype: int64"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_nn_final[cat_nn].nunique()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.176706, 0.230642)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xs_filt2 = xs_filt.drop('fiModelDescriptor', axis=1)\n",
"valid_xs_time2 = valid_xs_time.drop('fiModelDescriptor', axis=1)\n",
"m2 = rf(xs_filt2, y_filt)\n",
"m_rmse(m, xs_filt2, y_filt), m_rmse(m2, valid_xs_time2, valid_y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cat_nn.remove('fiModelDescriptor')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"procs_nn = [Categorify, FillMissing, Normalize]\n",
"to_nn = TabularPandas(df_nn_final, procs_nn, cat_nn, cont_nn,\n",
" splits=splits, y_names=dep_var)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"dls = to_nn.dataloaders(1024)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(8.465899897028686, 11.863582336583399)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y = to_nn.train.y\n",
"y.min(),y.max()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from fastai2.tabular.all import *"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"learn = tabular_learner(dls, y_range=(8,12), layers=[500,250],\n",
" n_out=1, loss_func=F.mse_loss)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(0.005754399299621582, 0.0002754228771664202)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.069705</td>\n",
" <td>0.062389</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.056253</td>\n",
" <td>0.058489</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.048385</td>\n",
" <td>0.052256</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.043400</td>\n",
" <td>0.050743</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.040358</td>\n",
" <td>0.050986</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(5, 1e-2)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"0.2258"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"preds,targs = learn.get_preds()\n",
"r_mse(preds,targs)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"learn.save('nn')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### fastai's Tabular classes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Ensembling"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"rf_preds = m.predict(valid_xs_time)\n",
"ens_preds = (to_np(preds.squeeze()) + rf_preds) /2"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.22291"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r_mse(ens_preds,valid_y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Boosting"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Combining embeddings with other methods"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conclusion: our advice for tabular modeling"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Questionnaire"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Further research"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"jupytext": {
"split_at_heading": true
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Reference in New Issue Copy Permalink