{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Random Forest Model interpretation"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"from fastai.imports import *\n",
"from fastai.structured import *\n",
"from pandas_summary import DataFrameSummary\n",
"from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier\n",
"from IPython.display import display\n",
"from sklearn import metrics"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"set_plot_sizes(12,14,16)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load in our data from last lesson"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"PATH = \"data/bulldozers/\"\n",
"\n",
"df_raw = pd.read_feather('tmp/bulldozers-raw')\n",
"df_trn, y_trn, nas = proc_df(df_raw, 'SalePrice')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def split_vals(a,n): return a[:n], a[n:]\n",
"n_valid = 12000\n",
"n_trn = len(df_trn)-n_valid\n",
"X_train, X_valid = split_vals(df_trn, n_trn)\n",
"y_train, y_valid = split_vals(y_trn, n_trn)\n",
"raw_train, raw_valid = split_vals(df_raw, n_trn)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def rmse(x,y): return math.sqrt(((x-y)**2).mean())\n",
"\n",
"def print_score(m):\n",
" res = [rmse(m.predict(X_train), y_train), rmse(m.predict(X_valid), y_valid),\n",
" m.score(X_train, y_train), m.score(X_valid, y_valid)]\n",
" if hasattr(m, 'oob_score_'): res.append(m.oob_score_)\n",
" print(res)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
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\n",
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" | \n",
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" ... | \n",
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" saleDayofweek | \n",
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" saleis_month_end | \n",
" saleis_month_start | \n",
" saleis_quarter_end | \n",
" saleis_quarter_start | \n",
" saleis_year_end | \n",
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" ... | \n",
" 19 | \n",
" 3 | \n",
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" ... | \n",
" 18 | \n",
" 3 | \n",
" 353 | \n",
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" 3 | \n",
" 239 | \n",
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" 17 | \n",
" 3 | \n",
" 321 | \n",
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" 1139272 | \n",
" 9.975808 | \n",
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" 121 | \n",
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" 2008 | \n",
" 302.0 | \n",
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" ... | \n",
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" 3 | \n",
" 239 | \n",
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" 3 | \n",
" 293 | \n",
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" 3 | \n",
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" ... | \n",
" 9 | \n",
" 3 | \n",
" 68 | \n",
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" 9.350102 | \n",
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" 8005.0 | \n",
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" 17 | \n",
" 3 | \n",
" 321 | \n",
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" 18 | \n",
" 3 | \n",
" 138 | \n",
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" 19 | \n",
" 3 | \n",
" 292 | \n",
" False | \n",
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" 3 | \n",
" 298 | \n",
" False | \n",
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" 121 | \n",
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" 17033.0 | \n",
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" 19 | \n",
" 3 | \n",
" 292 | \n",
" False | \n",
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" 3 | \n",
" 141 | \n",
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" 3 | \n",
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" 19167 | \n",
" 121 | \n",
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" Low | \n",
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" ... | \n",
" 9 | \n",
" 3 | \n",
" 221 | \n",
" False | \n",
" False | \n",
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" 1139358 | \n",
" 11.396392 | \n",
" 1018076 | \n",
" 1333 | \n",
" 121 | \n",
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" 10466.0 | \n",
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" ... | \n",
" 1 | \n",
" 3 | \n",
" 152 | \n",
" False | \n",
" True | \n",
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\n",
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" 6333259 | \n",
" 9.259131 | \n",
" 1872639 | \n",
" 21437 | \n",
" 149 | \n",
" 1.0 | \n",
" 2003 | \n",
" NaN | \n",
" NaN | \n",
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" ... | \n",
" 14 | \n",
" 2 | \n",
" 348 | \n",
" False | \n",
" False | \n",
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" False | \n",
" False | \n",
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\n",
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" 6333260 | \n",
" 9.210340 | \n",
" 1816341 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2004 | \n",
" NaN | \n",
" NaN | \n",
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" ... | \n",
" 15 | \n",
" 3 | \n",
" 258 | \n",
" False | \n",
" False | \n",
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" False | \n",
" False | \n",
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" 401097 | \n",
" 6333261 | \n",
" 9.047821 | \n",
" 1843949 | \n",
" 21437 | \n",
" 149 | \n",
" 1.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
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" 4 | \n",
" 301 | \n",
" False | \n",
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\n",
" \n",
" 401098 | \n",
" 6333262 | \n",
" 9.259131 | \n",
" 1791341 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2004 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 16 | \n",
" 1 | \n",
" 228 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8246 | \n",
"
\n",
" \n",
" 401099 | \n",
" 6333263 | \n",
" 9.305651 | \n",
" 1833174 | \n",
" 21437 | \n",
" 149 | \n",
" 1.0 | \n",
" 2004 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 14 | \n",
" 2 | \n",
" 348 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8366 | \n",
"
\n",
" \n",
" 401100 | \n",
" 6333264 | \n",
" 9.259131 | \n",
" 1791370 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2004 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 16 | \n",
" 1 | \n",
" 228 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8246 | \n",
"
\n",
" \n",
" 401101 | \n",
" 6333270 | \n",
" 9.210340 | \n",
" 1799208 | \n",
" 21437 | \n",
" 149 | \n",
" 1.0 | \n",
" 2004 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 14 | \n",
" 2 | \n",
" 348 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8366 | \n",
"
\n",
" \n",
" 401102 | \n",
" 6333272 | \n",
" 9.259131 | \n",
" 1927142 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 16 | \n",
" 1 | \n",
" 228 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8246 | \n",
"
\n",
" \n",
" 401103 | \n",
" 6333273 | \n",
" 9.433484 | \n",
" 1789856 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 15 | \n",
" 3 | \n",
" 258 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8276 | \n",
"
\n",
" \n",
" 401104 | \n",
" 6333275 | \n",
" 9.259131 | \n",
" 1924623 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 16 | \n",
" 1 | \n",
" 228 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8246 | \n",
"
\n",
" \n",
" 401105 | \n",
" 6333276 | \n",
" 9.210340 | \n",
" 1835350 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 25 | \n",
" 1 | \n",
" 298 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8316 | \n",
"
\n",
" \n",
" 401106 | \n",
" 6333278 | \n",
" 9.259131 | \n",
" 1944702 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 16 | \n",
" 1 | \n",
" 228 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8246 | \n",
"
\n",
" \n",
" 401107 | \n",
" 6333279 | \n",
" 9.433484 | \n",
" 1866563 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 15 | \n",
" 3 | \n",
" 258 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8276 | \n",
"
\n",
" \n",
" 401108 | \n",
" 6333280 | \n",
" 9.259131 | \n",
" 1851633 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 16 | \n",
" 1 | \n",
" 228 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8246 | \n",
"
\n",
" \n",
" 401109 | \n",
" 6333281 | \n",
" 9.259131 | \n",
" 1798958 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 16 | \n",
" 1 | \n",
" 228 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8246 | \n",
"
\n",
" \n",
" 401110 | \n",
" 6333282 | \n",
" 9.259131 | \n",
" 1878866 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 15 | \n",
" 3 | \n",
" 258 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8276 | \n",
"
\n",
" \n",
" 401111 | \n",
" 6333283 | \n",
" 9.210340 | \n",
" 1874235 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 25 | \n",
" 1 | \n",
" 298 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8316 | \n",
"
\n",
" \n",
" 401112 | \n",
" 6333284 | \n",
" 9.259131 | \n",
" 1887654 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 25 | \n",
" 1 | \n",
" 298 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8316 | \n",
"
\n",
" \n",
" 401113 | \n",
" 6333285 | \n",
" 9.259131 | \n",
" 1817165 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 25 | \n",
" 1 | \n",
" 298 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8316 | \n",
"
\n",
" \n",
" 401114 | \n",
" 6333287 | \n",
" 9.433484 | \n",
" 1918242 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 15 | \n",
" 1 | \n",
" 319 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8337 | \n",
"
\n",
" \n",
" 401115 | \n",
" 6333290 | \n",
" 9.210340 | \n",
" 1843374 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 25 | \n",
" 1 | \n",
" 298 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8316 | \n",
"
\n",
" \n",
" 401116 | \n",
" 6333302 | \n",
" 9.047821 | \n",
" 1825337 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 25 | \n",
" 1 | \n",
" 298 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8316 | \n",
"
\n",
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" 401117 | \n",
" 6333307 | \n",
" 9.210340 | \n",
" 1821747 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 25 | \n",
" 1 | \n",
" 298 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8316 | \n",
"
\n",
" \n",
" 401118 | \n",
" 6333311 | \n",
" 9.159047 | \n",
" 1828862 | \n",
" 21437 | \n",
" 149 | \n",
" 2.0 | \n",
" 2006 | \n",
" NaN | \n",
" NaN | \n",
" 35N | \n",
" ... | \n",
" 25 | \n",
" 1 | \n",
" 298 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8316 | \n",
"
\n",
" \n",
" 401119 | \n",
" 6333335 | \n",
" 9.047821 | \n",
" 1798293 | \n",
" 21435 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 30NX | \n",
" ... | \n",
" 25 | \n",
" 1 | \n",
" 298 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8316 | \n",
"
\n",
" \n",
" 401120 | \n",
" 6333336 | \n",
" 9.259131 | \n",
" 1840702 | \n",
" 21439 | \n",
" 149 | \n",
" 1.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35NX2 | \n",
" ... | \n",
" 2 | \n",
" 2 | \n",
" 306 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8324 | \n",
"
\n",
" \n",
" 401121 | \n",
" 6333337 | \n",
" 9.305651 | \n",
" 1830472 | \n",
" 21439 | \n",
" 149 | \n",
" 1.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35NX2 | \n",
" ... | \n",
" 2 | \n",
" 2 | \n",
" 306 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8324 | \n",
"
\n",
" \n",
" 401122 | \n",
" 6333338 | \n",
" 9.350102 | \n",
" 1887659 | \n",
" 21439 | \n",
" 149 | \n",
" 1.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 35NX2 | \n",
" ... | \n",
" 2 | \n",
" 2 | \n",
" 306 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8324 | \n",
"
\n",
" \n",
" 401123 | \n",
" 6333341 | \n",
" 9.104980 | \n",
" 1903570 | \n",
" 21435 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 30NX | \n",
" ... | \n",
" 25 | \n",
" 1 | \n",
" 298 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8316 | \n",
"
\n",
" \n",
" 401124 | \n",
" 6333342 | \n",
" 8.955448 | \n",
" 1926965 | \n",
" 21435 | \n",
" 149 | \n",
" 2.0 | \n",
" 2005 | \n",
" NaN | \n",
" NaN | \n",
" 30NX | \n",
" ... | \n",
" 25 | \n",
" 1 | \n",
" 298 | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" False | \n",
" 8316 | \n",
"
\n",
" \n",
"
\n",
"
401125 rows × 65 columns
\n",
"
"
],
"text/plain": [
" SalesID SalePrice MachineID ModelID datasource auctioneerID \\\n",
"0 1139246 11.097410 999089 3157 121 3.0 \n",
"1 1139248 10.950807 117657 77 121 3.0 \n",
"2 1139249 9.210340 434808 7009 121 3.0 \n",
"3 1139251 10.558414 1026470 332 121 3.0 \n",
"4 1139253 9.305651 1057373 17311 121 3.0 \n",
"5 1139255 10.184900 1001274 4605 121 3.0 \n",
"6 1139256 9.952278 772701 1937 121 3.0 \n",
"7 1139261 10.203592 902002 3539 121 3.0 \n",
"8 1139272 9.975808 1036251 36003 121 3.0 \n",
"9 1139275 11.082143 1016474 3883 121 3.0 \n",
"10 1139278 10.085809 1024998 4605 121 3.0 \n",
"11 1139282 10.021271 319906 5255 121 3.0 \n",
"12 1139283 10.491274 1052214 2232 121 3.0 \n",
"13 1139284 10.325482 1068082 3542 121 3.0 \n",
"14 1139290 10.239960 1058450 5162 121 3.0 \n",
"15 1139291 9.852194 1004810 4604 121 3.0 \n",
"16 1139292 9.510445 1026973 9510 121 3.0 \n",
"17 1139299 9.159047 1002713 21442 121 3.0 \n",
"18 1139301 9.433484 125790 7040 121 3.0 \n",
"19 1139304 9.350102 1011914 3177 121 3.0 \n",
"20 1139311 10.621327 1014135 8867 121 3.0 \n",
"21 1139333 10.448715 999192 3350 121 3.0 \n",
"22 1139344 10.165852 1044500 7040 121 3.0 \n",
"23 1139346 11.198215 821452 85 121 3.0 \n",
"24 1139348 10.404263 294562 3542 121 3.0 \n",
"25 1139351 9.433484 833838 7009 121 3.0 \n",
"26 1139354 9.648595 565440 7040 121 3.0 \n",
"27 1139356 10.878047 1004127 25458 121 3.0 \n",
"28 1139357 10.736397 44800 19167 121 3.0 \n",
"29 1139358 11.396392 1018076 1333 121 3.0 \n",
"... ... ... ... ... ... ... \n",
"401095 6333259 9.259131 1872639 21437 149 1.0 \n",
"401096 6333260 9.210340 1816341 21437 149 2.0 \n",
"401097 6333261 9.047821 1843949 21437 149 1.0 \n",
"401098 6333262 9.259131 1791341 21437 149 2.0 \n",
"401099 6333263 9.305651 1833174 21437 149 1.0 \n",
"401100 6333264 9.259131 1791370 21437 149 2.0 \n",
"401101 6333270 9.210340 1799208 21437 149 1.0 \n",
"401102 6333272 9.259131 1927142 21437 149 2.0 \n",
"401103 6333273 9.433484 1789856 21437 149 2.0 \n",
"401104 6333275 9.259131 1924623 21437 149 2.0 \n",
"401105 6333276 9.210340 1835350 21437 149 2.0 \n",
"401106 6333278 9.259131 1944702 21437 149 2.0 \n",
"401107 6333279 9.433484 1866563 21437 149 2.0 \n",
"401108 6333280 9.259131 1851633 21437 149 2.0 \n",
"401109 6333281 9.259131 1798958 21437 149 2.0 \n",
"401110 6333282 9.259131 1878866 21437 149 2.0 \n",
"401111 6333283 9.210340 1874235 21437 149 2.0 \n",
"401112 6333284 9.259131 1887654 21437 149 2.0 \n",
"401113 6333285 9.259131 1817165 21437 149 2.0 \n",
"401114 6333287 9.433484 1918242 21437 149 2.0 \n",
"401115 6333290 9.210340 1843374 21437 149 2.0 \n",
"401116 6333302 9.047821 1825337 21437 149 2.0 \n",
"401117 6333307 9.210340 1821747 21437 149 2.0 \n",
"401118 6333311 9.159047 1828862 21437 149 2.0 \n",
"401119 6333335 9.047821 1798293 21435 149 2.0 \n",
"401120 6333336 9.259131 1840702 21439 149 1.0 \n",
"401121 6333337 9.305651 1830472 21439 149 1.0 \n",
"401122 6333338 9.350102 1887659 21439 149 1.0 \n",
"401123 6333341 9.104980 1903570 21435 149 2.0 \n",
"401124 6333342 8.955448 1926965 21435 149 2.0 \n",
"\n",
" YearMade MachineHoursCurrentMeter UsageBand fiModelDesc ... \\\n",
"0 2004 68.0 Low 521D ... \n",
"1 1996 4640.0 Low 950FII ... \n",
"2 2001 2838.0 High 226 ... \n",
"3 2001 3486.0 High PC120-6E ... \n",
"4 2007 722.0 Medium S175 ... \n",
"5 2004 508.0 Low 310G ... \n",
"6 1993 11540.0 High 790ELC ... \n",
"7 2001 4883.0 High 416D ... \n",
"8 2008 302.0 Low 430HAG ... \n",
"9 1000 20700.0 Medium 988B ... \n",
"10 2004 1414.0 Medium 310G ... \n",
"11 1998 2764.0 Low D31E ... \n",
"12 1998 0.0 NaN PC200LC6 ... \n",
"13 2001 1921.0 Medium 420D ... \n",
"14 2004 320.0 Low 214E ... \n",
"15 1999 2450.0 Medium 310E ... \n",
"16 1999 1972.0 Low 334 ... \n",
"17 2003 0.0 NaN 45NX ... \n",
"18 2001 994.0 Low 302.5 ... \n",
"19 1991 8005.0 Medium 580SUPER K ... \n",
"20 2000 3259.0 Medium JS260 ... \n",
"21 1000 16328.0 Medium 120G ... \n",
"22 2005 109.0 Low 302.5 ... \n",
"23 1996 17033.0 High 966FII ... \n",
"24 2001 1877.0 Medium 420D ... \n",
"25 2003 1028.0 Medium 226 ... \n",
"26 2003 356.0 Low 302.5 ... \n",
"27 2000 0.0 NaN EX550STD ... \n",
"28 2004 904.0 Low 685B ... \n",
"29 1998 10466.0 Medium 345BL ... \n",
"... ... ... ... ... ... \n",
"401095 2003 NaN NaN 35N ... \n",
"401096 2004 NaN NaN 35N ... \n",
"401097 2005 NaN NaN 35N ... \n",
"401098 2004 NaN NaN 35N ... \n",
"401099 2004 NaN NaN 35N ... \n",
"401100 2004 NaN NaN 35N ... \n",
"401101 2004 NaN NaN 35N ... \n",
"401102 2005 NaN NaN 35N ... \n",
"401103 2005 NaN NaN 35N ... \n",
"401104 2005 NaN NaN 35N ... \n",
"401105 2005 NaN NaN 35N ... \n",
"401106 2005 NaN NaN 35N ... \n",
"401107 2005 NaN NaN 35N ... \n",
"401108 2005 NaN NaN 35N ... \n",
"401109 2005 NaN NaN 35N ... \n",
"401110 2005 NaN NaN 35N ... \n",
"401111 2005 NaN NaN 35N ... \n",
"401112 2005 NaN NaN 35N ... \n",
"401113 2005 NaN NaN 35N ... \n",
"401114 2005 NaN NaN 35N ... \n",
"401115 2005 NaN NaN 35N ... \n",
"401116 2005 NaN NaN 35N ... \n",
"401117 2005 NaN NaN 35N ... \n",
"401118 2006 NaN NaN 35N ... \n",
"401119 2005 NaN NaN 30NX ... \n",
"401120 2005 NaN NaN 35NX2 ... \n",
"401121 2005 NaN NaN 35NX2 ... \n",
"401122 2005 NaN NaN 35NX2 ... \n",
"401123 2005 NaN NaN 30NX ... \n",
"401124 2005 NaN NaN 30NX ... \n",
"\n",
" saleDay saleDayofweek saleDayofyear saleis_month_end \\\n",
"0 16 3 320 False \n",
"1 26 4 86 False \n",
"2 26 3 57 False \n",
"3 19 3 139 False \n",
"4 23 3 204 False \n",
"5 18 3 353 False \n",
"6 26 3 239 False \n",
"7 17 3 321 False \n",
"8 27 3 239 False \n",
"9 9 3 221 False \n",
"10 21 3 234 False \n",
"11 24 3 236 False \n",
"12 20 3 293 False \n",
"13 26 3 26 False \n",
"14 3 1 3 False \n",
"15 16 3 320 False \n",
"16 14 3 165 False \n",
"17 28 3 28 False \n",
"18 9 3 68 False \n",
"19 17 3 321 False \n",
"20 18 3 138 False \n",
"21 19 3 292 False \n",
"22 25 3 298 False \n",
"23 19 3 292 False \n",
"24 20 3 141 False \n",
"25 9 3 68 False \n",
"26 9 3 68 False \n",
"27 22 3 53 False \n",
"28 9 3 221 False \n",
"29 1 3 152 False \n",
"... ... ... ... ... \n",
"401095 14 2 348 False \n",
"401096 15 3 258 False \n",
"401097 28 4 301 False \n",
"401098 16 1 228 False \n",
"401099 14 2 348 False \n",
"401100 16 1 228 False \n",
"401101 14 2 348 False \n",
"401102 16 1 228 False \n",
"401103 15 3 258 False \n",
"401104 16 1 228 False \n",
"401105 25 1 298 False \n",
"401106 16 1 228 False \n",
"401107 15 3 258 False \n",
"401108 16 1 228 False \n",
"401109 16 1 228 False \n",
"401110 15 3 258 False \n",
"401111 25 1 298 False \n",
"401112 25 1 298 False \n",
"401113 25 1 298 False \n",
"401114 15 1 319 False \n",
"401115 25 1 298 False \n",
"401116 25 1 298 False \n",
"401117 25 1 298 False \n",
"401118 25 1 298 False \n",
"401119 25 1 298 False \n",
"401120 2 2 306 False \n",
"401121 2 2 306 False \n",
"401122 2 2 306 False \n",
"401123 25 1 298 False \n",
"401124 25 1 298 False \n",
"\n",
" saleis_month_start saleis_quarter_end saleis_quarter_start \\\n",
"0 False False False \n",
"1 False False False \n",
"2 False False False \n",
"3 False False False \n",
"4 False False False \n",
"5 False False False \n",
"6 False False False \n",
"7 False False False \n",
"8 False False False \n",
"9 False False False \n",
"10 False False False \n",
"11 False False False \n",
"12 False False False \n",
"13 False False False \n",
"14 False False False \n",
"15 False False False \n",
"16 False False False \n",
"17 False False False \n",
"18 False False False \n",
"19 False False False \n",
"20 False False False \n",
"21 False False False \n",
"22 False False False \n",
"23 False False False \n",
"24 False False False \n",
"25 False False False \n",
"26 False False False \n",
"27 False False False \n",
"28 False False False \n",
"29 True False False \n",
"... ... ... ... \n",
"401095 False False False \n",
"401096 False False False \n",
"401097 False False False \n",
"401098 False False False \n",
"401099 False False False \n",
"401100 False False False \n",
"401101 False False False \n",
"401102 False False False \n",
"401103 False False False \n",
"401104 False False False \n",
"401105 False False False \n",
"401106 False False False \n",
"401107 False False False \n",
"401108 False False False \n",
"401109 False False False \n",
"401110 False False False \n",
"401111 False False False \n",
"401112 False False False \n",
"401113 False False False \n",
"401114 False False False \n",
"401115 False False False \n",
"401116 False False False \n",
"401117 False False False \n",
"401118 False False False \n",
"401119 False False False \n",
"401120 False False False \n",
"401121 False False False \n",
"401122 False False False \n",
"401123 False False False \n",
"401124 False False False \n",
"\n",
" saleis_year_end saleis_year_start saleElapsed \n",
"0 False False 6512 \n",
"1 False False 5547 \n",
"2 False False 5518 \n",
"3 False False 8157 \n",
"4 False False 7492 \n",
"5 False False 7275 \n",
"6 False False 5700 \n",
"7 False False 6148 \n",
"8 False False 7527 \n",
"9 False False 6778 \n",
"10 False False 7156 \n",
"11 False False 6428 \n",
"12 False False 6120 \n",
"13 False False 6218 \n",
"14 False False 6195 \n",
"15 False False 6512 \n",
"16 False False 6722 \n",
"17 False False 7681 \n",
"18 False False 6260 \n",
"19 False False 6148 \n",
"20 False False 6330 \n",
"21 False False 6484 \n",
"22 False False 6855 \n",
"23 False False 6484 \n",
"24 False False 5602 \n",
"25 False False 6260 \n",
"26 False False 6260 \n",
"27 False False 6610 \n",
"28 False False 6778 \n",
"29 False False 6344 \n",
"... ... ... ... \n",
"401095 False False 8366 \n",
"401096 False False 8276 \n",
"401097 False False 8319 \n",
"401098 False False 8246 \n",
"401099 False False 8366 \n",
"401100 False False 8246 \n",
"401101 False False 8366 \n",
"401102 False False 8246 \n",
"401103 False False 8276 \n",
"401104 False False 8246 \n",
"401105 False False 8316 \n",
"401106 False False 8246 \n",
"401107 False False 8276 \n",
"401108 False False 8246 \n",
"401109 False False 8246 \n",
"401110 False False 8276 \n",
"401111 False False 8316 \n",
"401112 False False 8316 \n",
"401113 False False 8316 \n",
"401114 False False 8337 \n",
"401115 False False 8316 \n",
"401116 False False 8316 \n",
"401117 False False 8316 \n",
"401118 False False 8316 \n",
"401119 False False 8316 \n",
"401120 False False 8324 \n",
"401121 False False 8324 \n",
"401122 False False 8324 \n",
"401123 False False 8316 \n",
"401124 False False 8316 \n",
"\n",
"[401125 rows x 65 columns]"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_raw"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Confidence based on tree variance"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For model interpretation, there's no need to use the full dataset on each tree - using a subset will be both faster, and also provide better interpretability (since an overfit model will not provide much variance across trees)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"set_rf_samples(50000)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.2078231865448058, 0.24827834336192164, 0.90854271791930319, 0.88991563242710103, 0.89426780386728721]\n"
]
}
],
"source": [
"m = RandomForestRegressor(n_estimators=40, min_samples_leaf=3, max_features=0.5, n_jobs=-1, oob_score=True)\n",
"m.fit(X_train, y_train)\n",
"print_score(m)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We saw how the model averages predictions across the trees to get an estimate - but how can we know the confidence of the estimate? One simple way is to use the standard deviation of predictions, instead of just the mean. This tells us the *relative* confidence of predictions - that is, for rows where the trees give very different results, you would want to be more cautious of using those results, compared to cases where they are more consistent. Using the same example as in the last lesson when we looked at bagging:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1.38 s, sys: 20 ms, total: 1.4 s\n",
"Wall time: 1.4 s\n"
]
},
{
"data": {
"text/plain": [
"(9.1960278072006023, 0.21225113407342761)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time preds = np.stack([t.predict(X_valid) for t in m.estimators_])\n",
"np.mean(preds[:,0]), np.std(preds[:,0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When we use python to loop through trees like this, we're calculating each in series, which is slow! We can use parallel processing to speed things up:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 84 ms, sys: 140 ms, total: 224 ms\n",
"Wall time: 415 ms\n"
]
},
{
"data": {
"text/plain": [
"(9.1960278072006023, 0.21225113407342761)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def get_preds(t): return t.predict(X_valid)\n",
"%time preds = np.stack(parallel_trees(m, get_preds))\n",
"np.mean(preds[:,0]), np.std(preds[:,0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that different trees are giving different estimates this this auction. In order to see how prediction confidence varies, we can add this into our dataset."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
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sSVKHDGJJkjpkEEuS1CGDWJKkDhnEkiR1aEbXA9D0dd0vVjDvuG91PQzpKeeWk17T9RA0\njXhFLElShwxiSZI6ZBBLktQhg1iSpA4ZxJIkdcggXkeS3JLkgSQr+7ZPJzk8yWNt/94k1yZ57UDb\njZKcmOTW1sdNSY5Nkr5jLk3yYOtnWZJvJJnb6rZPsqiVr0hyXZLD1/ESSJJGYBCvWwdU1cy+7ahW\nfkVVzQRmAacBZyeZ1dfu68DewP7ApsBbgSOBTw30f1TrZ9fW1ydb+RnAEmAnYCvgUOCOtT47SdKk\nGcTTSFU9Ti80NwF2AUiyN/BKYGFVXV9Vj1bVYuAQ4N1Jdh6hn7uBRcBureiFwOlVtaq1v7qqLlgH\nU5IkjcMgnkaSbAC8DXgE+Hkr3he4sqqW9B9bVVcCt9G7Uh7sZzawELi6FS0GPpPkTUl2HGcMRyYZ\nSjL02P0r1mg+kqTxGcTr1nlJlvdtR7TyPZMsBx4ETgYOqapftbrZwNJR+lva6oed2vq5ttW9t5W/\nEfg+8CHgZ0muSfLCkTqsqs9X1YKqWrDBxpuv7jwlSRNkEK9bB1bVrL7tC618cVXNArYAvgm8vK/N\nMmDuKP3NbfXDjmn9bldVB1fVnQBVdU9VHVdV84FtgGvovSnICH1KktYhg3gaqaqVwLuAtyb53VZ8\nEfCiJDv0H5tkD2AH4JJJnmMZvavubYEt13jQkqQ1YhBPM1V1F/BF4Pi2fxFwMbAoyfwkGyTZEzgL\n+GxV3TRen0k+nmS3JDOSbAq8E7i5nUuS1CGDeN06f+B7xOeOctwpwP5Jnt/2FwLfAy4EVgJnAl8C\njp7geTcGzgWWAz+l9zWm163mHCRJa5H/DeI6UlXzxqg+feDY24CN+vYfBD7QttH632uMuokGtiRp\nHfOKWJKkDhnEkiR1yFvTGtXzttucoZNe0/UwJOkpzStiSZI6ZBBLktQhg1iSpA4ZxJIkdcggliSp\nQwaxJEkdMoglSeqQQSxJUocMYkmSOmQQS5LUIYNYkqQOGcSSJHXIIJYkqUMGsSRJHTKIJUnqkEEs\nSVKHDGJJkjo0o+sBaPq67hcrmHfct7oehqS16JaTXtP1EDTAK2JJkjpkEEuS1CGDWJKkDhnEkiR1\nyCCWJKlDT+kgTnJLkgeSrOzbPt3qDk/yWCu7N8m1SV470H6jJCcmubX1c1OSY5Ok75hLkzzY+lmW\n5BtJ5ra67ZMsauUrklyX5PApmuvhSSrJQSPUbZbklDaPlUlubvuzp2IskqSJe0oHcXNAVc3s247q\nq7uiqmYCs4DTgLOTzOqr/zqwN7A/sCnwVuBI4FMD5ziq9bNr6+uTrfwMYAmwE7AVcChwx1qd3a8d\nBtzdfv1PSZ4OXAzMB/YDNgNeAtwF7DFFY5EkTdD6EMTjqqrH6YXmJsAuAEn2Bl4JLKyq66vq0apa\nDBwCvDvJziP0czewCNitFb0QOL2qVrX2V1fVBSONIcllSRa2n1/Wrm73b/v7JLlmtPEn2Qn4A3pv\nEl6VZJu+6kOBHYE/qqr/V1WPV9WvquqjVfXtCS+SJGlKGMRAkg2AtwGPAD9vxfsCV1bVkv5jq+pK\n4DZ6V8qD/cwGFgJXt6LFwGeSvCnJjuMM4zJgr/bz7wM/pReuw/uXjdH2UGCoqhYB/wEc3Fe3D3Bh\nVa0c5/zDczgyyVCSocfuXzGRJpKkNbA+BPF5SZb3bUf01e2ZZDnwIHAycEhV/arVzQaWjtLn0lY/\n7NTWz7Wt7r2t/I3A94EPAT9Lck2SF47S52U8MXhP7Nv/A8YP4q+0n7/CE29PbzXGPH5DVX2+qhZU\n1YINNt58os0kSatpfQjiA6tqVt/2hb66xVU1C9gC+Cbw8r66ZcDcUfqc2+qHHdP63q6qDq6qOwGq\n6p6qOq6q5gPbANfQe2OQEfq8Ati13VbeHfgysEO7yt4D+JeRBpLkpcAzgbNb0VeA5yXZve3fNcY8\nJEkdWx+CeFzttu27gLcm+d1WfBHwoiQ79B+bZA9gB+CSSZ5jGb2r7m2BLUeovx+4CngPcH1VPQz8\nkN7V9U9a+5EcBgS4JsntwJWt/NC+ebwqySaTGa8kad0wiJuqugv4InB827+I3tPGi5LMT7JBkj2B\ns4DPVtVN4/WZ5ONJdksyI8mmwDuBm9u5RnIZcBS/vg196cD+YP/PAA6i95DW7n3b0cDBSWbw6ye3\nFyV5TpKnJdkqyZ8NPwwmSerO+hDE5w98j/jcMY49Bdg/yfPb/kLge8CFwErgTOBL9IJuIjYGzgWW\n03v4aifgdWMcfxm9r0n9yyj7gw4EHgC+XFW3D29tjBsA+1XVQ/Qe2LoR+C5wL/Cv9D7jvnLkbiVJ\n60qqqusxaJraaO4uNfewU7oehqS1yP8GceoluaqqFkz0+PXhiliSpGnLIJYkqUMGsSRJHZrR9QA0\nfT1vu80Z8vMkSZpSXhFLktQhg1iSpA4ZxJIkdcggliSpQwaxJEkdMoglSeqQQSxJUocMYkmSOmQQ\nS5LUIYNYkqQOGcSSJHXIIJYkqUMGsSRJHTKIJUnqkEEsSVKHDGJJkjpkEEuS1KEZXQ9A09d1v1jB\nvOO+1fUwJGmduuWk16zT83lFLElShwxiSZI6ZBBLktQhg1iSpA4ZxOtAksOTXJfk/iS3J/lsklmt\n7oQkjyRZmWR5kh8mefFA+1mtze2tj+uSvG3gmFuSPND6uSPJ3yeZ2ermJ/lOknvaOa5Ksv+6WwFJ\n0mgM4imW5H3Ax4Fjgc2BPYGdgO8meXo77GtVNROYDXwP+Hpf+6cDF7U2L259HAuclOS9A6c7oPXz\nX4EXAn/eys8HvgtsA2wNHAPcu3ZnKklaHQbxFEqyGfBh4OiqurCqHqmqW4CD6AXrIf3HV9WjwFnA\ndknmtOK3AjsCb6yqn7U+LqQXph9p52Cgn18AFwC7JZkNPBP4QlU93LbLq+oHUzJpSdKkGMRT6yXA\nM4Bv9BdW1Up6Qblvf3m7+j0UuAu4pxXvC1xQVasG+l7U+n7xQDlJdgD2B65ufd0MnJnkwCTbrOGc\nJElrkUE8tWYDy9qV7qClrR7goCTLgQeAI4A/7mszux37BK1+WV8fAOe1fn4AXAb8ZVUV8ArgFuCv\ngaVJ/iXJLiMNOMmRSYaSDD12/4rJzVaSNGkG8dRaBsxOMtK/YDa31QOcU1Wz6H2Gez3wewN9zB1s\n3Pqc3dcHwIFVNauqdqqqd1XVAwBVdVtVHVVVz6J3S3wV8OWRBlxVn6+qBVW1YIONN5/UZCVJk2cQ\nT60rgIeAN/QXJtkEeDVwcX95VS0D/gQ4Iclw+F4EvLq16bew9b14MgOqqiXAZ4DdJtNOkjQ1DOIp\nVFUr6D2s9bdJ9kuyYZJ59J6Kvg04Y4Q2NwL/B/jTVnRGO/brSea1Pl4FnAqc0M4xqiRbJPlwkp2T\nPK09vPV2JhngkqSpYRBPsar6K+DPgJPpfWXoSmAJsHdVPTRKs08ARybZuh2zT2tzZevjb4APVtUn\nJjCEh4F59K6s76V36/sh4PDVnJIkaS1K71ke6TdtNHeXmnvYKV0PQ5LWqTX935eSXFVVCyZ6vFfE\nkiR1yCCWJKlDBrEkSR0a6futEgDP225zhtbwsxJJ0ti8IpYkqUMGsSRJHTKIJUnqkEEsSVKHDGJJ\nkjpkEEuS1CGDWJKkDhnEkiR1yP/0QaNKch/wo67H0bHZwLKuB9Ex18A1ANcAJr4GO1XVnIl26r+s\npbH8aDL/g8hTUZIh18A1cA1cA5i6NfDWtCRJHTKIJUnqkEGssXy+6wFMA66BawCuAbgGMEVr4MNa\nkiR1yCtiSZI6ZBBLktQhg1i/IcmWSc5NsirJz5O8pesxrQ1JjkoylOShJKcP1O2d5MYk9yf5XpKd\n+uo2SvJ3Se5NcnuS90607XTS5vGl9nt6X5Krk7y6r/4pvwYASc5MsrTN5cdJ3tFXt16swbAkuyR5\nMMmZfWVvaX9GViU5L8mWfXVjvjaM1Xa6SXJpm/vKtv2or27drkFVubk9YQO+CnwNmAm8DFgBzO96\nXGthXm8ADgQ+C5zeVz67zfGNwDOATwCL++pPBL4PbAE8F7gd2G8ibafTBmwCnADMo/cm/LXAfW1/\nvViDNt75wEbt5+e0ufze+rQGfXP6TpvTmX1rcx/w++3v/1eAs/uOH/W1Yby2020DLgXeMcqfj3W6\nBp0vhtv02tqL9cPArn1lZwAndT22tTjHj/HEID4S+OHAGjwAPKft/wJ4ZV/9R4f/co3XdrpvwP8F\nFq6vawA8G1gKHLS+rQHwJuAcem/OhoP4L4Gv9B3zrPZ6sOl4rw1jte16rqPMf7QgXudr4K1pDdoV\neKyqftxXdi29d3pPVfPpzRGAqloF/ASYn2QLYNv+ep64HqO2neIxr7Ek29D7/b6B9WwNkpyW5H7g\nRnpB/G3WozVIshnwEeB9A1WD8/gJLXgY/7VhrLbT1YlJliW5PMlerWydr4FBrEEz6d1q6beC3rvB\np6qx5jyzb3+wbry201aSDYGzgH+oqhtZz9agqt5Fb3wvB74BPMT6tQYfBb5UVUsGysdbg7Hm+GRb\ngw8Avw1sR+/7wecneRYdrIFBrEErgc0Gyjaj97nHU9VYc17Ztz9YN17baSnJ0+jdTnsYOKoVr1dr\nAFBVj1XVD4DtgXeynqxBkt2BfYBPjlA93hqMNccnzRoAVNWVVXVfVT1UVf8AXA7sTwdrYBBr0I+B\nGUl26St7Ab3bl09VN9CbIwBJNqH32c4NVXUPvVuXL+g7vn89Rm07xWNeLUkCfAnYBlhYVY+0qvVm\nDUYwg1+Pd31Yg73oPaB3a5LbgfcDC5P8O785j98GNqL3ujDea8NYbZ8MCghdrEHXH5i7Tb8NOJve\nk4GbAC/lqfPU9Ax6T7SeSO+K8BmtbE6b48JW9nGe+LTsScBl9J6WfQ69F+Thp2XHbDvdNuBzwGJg\n5kD5erEGwNb0HlKaCWwAvApYBbx+PVqDjYH/0redDPxjm8N84F56t+w3Ac7kiU8Mj/raMF7b6bQB\ns9rv/fBrwMHtz8Gzu1iDzhfEbfptwJbAee0P5q3AW7oe01qa1wn03vX2bye0un3oPbjzAL2nKef1\ntdsI+Lv2F+wO4L0D/Y7adjptwE5tzg/Su4U2vB28Hq3BHHphurzN5TrgiInM46myBiOsyQm0p6bb\n/lva3/tVwD8BW/bVjfnaMFbb6bS1Pwf/Ru+W8XJ6b0737WoN/LemJUnqkJ8RS5LUIYNYkqQOGcSS\nJHXIIJYkqUMGsSRJHTKIJUnqkEEsSVKHDGJJkjpkEEuS1KH/D0aGXcuhLb+3AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = raw_valid.copy()\n",
"x['pred_std'] = np.std(preds, axis=0)\n",
"x['pred'] = np.mean(preds, axis=0)\n",
"x.Enclosure.value_counts().plot.barh();"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Enclosure | \n",
" SalePrice | \n",
" pred | \n",
" pred_std | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" EROPS | \n",
" 9.849178 | \n",
" 9.845237 | \n",
" 0.276256 | \n",
"
\n",
" \n",
" 1 | \n",
" EROPS AC | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 2 | \n",
" EROPS w AC | \n",
" 10.623971 | \n",
" 10.579465 | \n",
" 0.261992 | \n",
"
\n",
" \n",
" 3 | \n",
" NO ROPS | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 4 | \n",
" None or Unspecified | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 5 | \n",
" OROPS | \n",
" 9.682064 | \n",
" 9.684717 | \n",
" 0.220889 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Enclosure SalePrice pred pred_std\n",
"0 EROPS 9.849178 9.845237 0.276256\n",
"1 EROPS AC NaN NaN NaN\n",
"2 EROPS w AC 10.623971 10.579465 0.261992\n",
"3 NO ROPS NaN NaN NaN\n",
"4 None or Unspecified NaN NaN NaN\n",
"5 OROPS 9.682064 9.684717 0.220889"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flds = ['Enclosure', 'SalePrice', 'pred', 'pred_std']\n",
"enc_summ = x[flds].groupby('Enclosure', as_index=False).mean()\n",
"enc_summ"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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hCpJUAZwErAE+SJtHANMjYk6TeqaTBPPwZsapBkYBL6dN04CbJR0rafsWypgKfDf9+kDg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\nAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"enc_summ = enc_summ[~pd.isnull(enc_summ.SalePrice)]\n",
"enc_summ.plot('Enclosure', 'SalePrice', 'barh', xlim=(0,11));"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"enc_summ.plot('Enclosure', 'pred', 'barh', xerr='pred_std', alpha=0.6, xlim=(0,11));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*Question*: Why are the predictions nearly exactly right, but the error bars are quite wide?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"raw_valid.ProductSize.value_counts().plot.barh();"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" SalePrice | \n",
" pred | \n",
" pred_std | \n",
"
\n",
" \n",
" ProductSize | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" Compact | \n",
" 9.735093 | \n",
" 9.888354 | \n",
" 0.339142 | \n",
"
\n",
" \n",
" Large | \n",
" 10.470589 | \n",
" 10.392766 | \n",
" 0.362407 | \n",
"
\n",
" \n",
" Large / Medium | \n",
" 10.691871 | \n",
" 10.639858 | \n",
" 0.295774 | \n",
"
\n",
" \n",
" Medium | \n",
" 10.681511 | \n",
" 10.620441 | \n",
" 0.285992 | \n",
"
\n",
" \n",
" Mini | \n",
" 9.535147 | \n",
" 9.555066 | \n",
" 0.250787 | \n",
"
\n",
" \n",
" Small | \n",
" 10.324448 | \n",
" 10.322982 | \n",
" 0.315314 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" SalePrice pred pred_std\n",
"ProductSize \n",
"Compact 9.735093 9.888354 0.339142\n",
"Large 10.470589 10.392766 0.362407\n",
"Large / Medium 10.691871 10.639858 0.295774\n",
"Medium 10.681511 10.620441 0.285992\n",
"Mini 9.535147 9.555066 0.250787\n",
"Small 10.324448 10.322982 0.315314"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flds = ['ProductSize', 'SalePrice', 'pred', 'pred_std']\n",
"summ = x[flds].groupby(flds[0]).mean()\n",
"summ"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ProductSize\n",
"Large 0.034871\n",
"Compact 0.034297\n",
"Small 0.030545\n",
"Large / Medium 0.027799\n",
"Medium 0.026928\n",
"Mini 0.026247\n",
"dtype: float64"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(summ.pred_std/summ.pred).sort_values(ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Feature importance"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's not normally enough to just to know that a model can make accurate predictions - we also want to know *how* it's making predictions. The most important way to see this is with *feature importance*."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" cols | \n",
" imp | \n",
"
\n",
" \n",
" \n",
" \n",
" 5 | \n",
" YearMade | \n",
" 0.178417 | \n",
"
\n",
" \n",
" 37 | \n",
" Coupler_System | \n",
" 0.114632 | \n",
"
\n",
" \n",
" 13 | \n",
" ProductSize | \n",
" 0.103073 | \n",
"
\n",
" \n",
" 14 | \n",
" fiProductClassDesc | \n",
" 0.081206 | \n",
"
\n",
" \n",
" 2 | \n",
" ModelID | \n",
" 0.060495 | \n",
"
\n",
" \n",
" 39 | \n",
" Hydraulics_Flow | \n",
" 0.051222 | \n",
"
\n",
" \n",
" 63 | \n",
" saleElapsed | \n",
" 0.050837 | \n",
"
\n",
" \n",
" 10 | \n",
" fiSecondaryDesc | \n",
" 0.038329 | \n",
"
\n",
" \n",
" 19 | \n",
" Enclosure | \n",
" 0.034592 | \n",
"
\n",
" \n",
" 8 | \n",
" fiModelDesc | \n",
" 0.030848 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" cols imp\n",
"5 YearMade 0.178417\n",
"37 Coupler_System 0.114632\n",
"13 ProductSize 0.103073\n",
"14 fiProductClassDesc 0.081206\n",
"2 ModelID 0.060495\n",
"39 Hydraulics_Flow 0.051222\n",
"63 saleElapsed 0.050837\n",
"10 fiSecondaryDesc 0.038329\n",
"19 Enclosure 0.034592\n",
"8 fiModelDesc 0.030848"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fi = rf_feat_importance(m, df_trn); fi[:10]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Pzd2f5es28ZcnVxW6KSIiIiK7rWzD3GmH7sOU5hp+Mv+FQjdFREREZLeVbZhLJoz3z9mf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\ngf0Lt6L5FzWhexsAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fi.plot('cols', 'imp', figsize=(10,6), legend=False);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def plot_fi(fi): return fi.plot('cols', 'imp', 'barh', figsize=(12,7), legend=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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OkrRGQ5spkq6TNE/S45L+Xwf9rinpsvpZo315D2P7haQj2937k6S9JK0lyZKOkdQi6SlJ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\nSUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_fi(fi[:30]);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"24"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"to_keep = fi[fi.imp>0.005].cols; len(to_keep)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df_keep = df_trn[to_keep].copy()\n",
"X_train, X_valid = split_vals(df_keep, n_trn)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.20685390156773095, 0.24454842802383558, 0.91015213846294174, 0.89319840835270514, 0.8942078920004991]\n"
]
}
],
"source": [
"m = RandomForestRegressor(n_estimators=40, min_samples_leaf=3, max_features=0.5,\n",
" n_jobs=-1, oob_score=True)\n",
"m.fit(X_train, y_train)\n",
"print_score(m)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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9G7gJ2KXMlJwr6Q/AYmBrSaMl/VzSPEkzJR3fcq2kdSVdLul5SQ9RJU3U1VvS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\nMXLc3y4AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fi = rf_feat_importance(m, df_keep)\n",
"plot_fi(fi);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## One-hot encoding"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"proc_df's optional *max_n_cat* argument will turn some categorical variables into new columns.\n",
"\n",
"For example, the column **ProductSize** which has 6 categories:\n",
"\n",
"* Large\n",
"* Large / Medium\n",
"* Medium\n",
"* Compact\n",
"* Small\n",
"* Mini\n",
"\n",
"gets turned into 6 new columns:\n",
"\n",
"* ProductSize_Large\n",
"* ProductSize_Large / Medium\n",
"* ProductSize_Medium\n",
"* ProductSize_Compact\n",
"* ProductSize_Small\n",
"* ProductSize_Mini\n",
"\n",
"and the column **ProductSize** gets removed.\n",
"\n",
"It will only happen to columns whose number of categories is no bigger than the value of the *max_n_cat* argument.\n",
"\n",
"Now some of these new columns may prove to have more important features than in the earlier situation, where all categories were in one column."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.2132925755978791, 0.25212838463780185, 0.90966193351324276, 0.88647501408921581, 0.89194147155121262]\n"
]
}
],
"source": [
"df_trn2, y_trn, nas = proc_df(df_raw, 'SalePrice', max_n_cat=7)\n",
"X_train, X_valid = split_vals(df_trn2, n_trn)\n",
"\n",
"m = RandomForestRegressor(n_estimators=40, min_samples_leaf=3, max_features=0.6, n_jobs=-1, oob_score=True)\n",
"m.fit(X_train, y_train)\n",
"print_score(m)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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sDE9nPI+UdC2wAFhf0hhJF0h6RNKdkg7oul7SKjXDN0vSbZRAmEa5a+DZdXyy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\nRr9sNWYk7dk2JSIiIiJaRKYNR0uqU4FvBU6VtKKk11Km+15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0Z6/MiIiIiGgRqbzGsmAF\n4DRKBfVvwKsoSeGngQ8CcyjviF62iDGOBSYDt0maDdwIbNJoH93NPq/v6Wack4A3UBLYa4Aru+lz\nCXA98ED9Orke37hedy7wO+DbtifYXkCpxG4NPFjv83yg86XVkyhThR+s445bxH1GRERERLQklfVe\nIqIVSJoCHGL7xqGOpa2tze3t7UMdRkREREQs5SRNst3WW79UXiMiIiIiIqLlJXmNiIiIiIiIlpcF\nmyJaiO31hzqGiIiIiIhWlMprREREREREtLwkr7HYJG0i6U5JcyQtlPTFQbruhZJO7r3ngFzbkjYa\nimtHRERERCzLMm04XozPAhNsv755UNLOwE2UfUoNTANOs33BoEfYA0nrU7aOWd72c43ja1O2ptkD\nGA5MpWyhc7rteQMc08HA9yj70ELZc3YCcKrtvwzktbtz99RZrH/cNYN92YgBNyX7F0dERLwkpfIa\nL8Z6wD09tE2zPRxYlbJH6nmSNu/aSVLL/AFF0mqU/VNXAnawPQJ4KzAK2HCQwvhdfW4jgbdQEtlJ\nkrYcpOtHRERERLSkJK+xWCTdBOwCnCNprqRLupvK6+Jq4Algc0nr16m3H5b0MKVCi6S9JN0jaaak\nCZI2a1zr9ZLuqNOTLwNWbLQdLOmWLrH9c2qvpJUkfV3SQ5JmSbpF0krAb2r3mTX+HYCjgTnA/ran\n1Pg7bH/S9h+7eQbvqNOmZ0vqkHRio21FSeMlPV7vaaKkNRsxP1Dv50FJ+3Xz3BbYvt/2EcCvgebY\n20u6tY77h1rpprexJR0q6U+17V5Jb+h63YiIiIiIVpXkNRaL7TcDNwNH1krhM931k7ScpHdTqpd3\nN5p2AjYDdpP0GuCHwFHAGsC1wM8kvVzSy4GrgXHAasCPgPf0I9SvAf8GvLGe/1lgIfAftX2U7eG2\nf0epdF5pe2Efx54HHFjv7R3A4ZL2rm0HUaqnY4FXAh8FnpS0CnA2sHut7L4RuKuX61wJvAlA0hjg\nGsrU5tWATwNXSFpjUWNLeh8lAT6QUg3fC3i864UkHSapXVL7gvmz+vgYIiIiIiIGXpLXGCijJc0E\nHgNOAA6w/edG+4m259l+EvgAcI3tG2w/S0k4V6IkX9sDywPfsP2s7R8DE/sSgKTlgP8CPml7aq1m\n3mr76R5OeSUwva83aHuC7bttL6yV2R9SknKAZ+t4G9XrTrI9u7YtBLaUtJLt6bZ7mnrdaRolUQXY\nH7jW9rX1ujcA7ZR3dBc19iGU93Yn1mr4ZNsPdXNP59pus902bOWRfX0UEREREREDLslrDJRptkfZ\nXs321rYv7dLe0fg8GvhnIlUrnx3AmNo21bYb/V+QdPVgdcoU4/v72P9xYO0+9kXSdpL+V9KjkmZR\nqqur1+ZxwHXApZKmSTpd0vJ10acP1L7TJV0jadNeLjUGmFE/rwe8r04Znln/QLAjsHYvY4+l788h\nIiIiIqLlJHmNodJMRqdRkjIAJImSbE2lVELH1GOd1m18nges3Dh3rUbbY8BTdL/Ykrs5diPw7lqx\n7YtLgJ8CY22PBL4DCKBWiU+yvTmlgvxOypRdbF9n+62URPk+4LxervNuyhRtKEn9uPqHgc6vVWyf\n1svYHQzeolMREREREUtcy6z0Gsu0y4HjJO1KWUjpk8DTwK21/TngE5K+RXlXc1vgf2vbH4AtJG1N\nSdZO7BzU9kJJ3wfOkHQA8Pd67h2UbWgWAhsAndvQnEGZlvsDSV+w/VB9x/QY4MJuFm0aAcyw/ZSk\nbYEPAtcDSNqFkjzfC8ymTCNeUBdt2g74FWUl4bnAgq4PRNIwSpJ+NLAzsENtGg9MlLQbJdlenjK1\nenK9Rk9jn1+fwy31/jcEnu1u6nCnrcaMpD1bikREREREi0jlNYZcfRd2f+CblIRvT2BP28/Yfgb4\nT+BgyorFH6AsYNR57l+AL1MSub8Cz1t5mLKg0d2U92RnAF8FlrM9HzgF+G2dfru97RmUKumzwO8l\nzaEkgrMoyWFXRwBfrv2+REnCO60F/JiSuP6JsmLweMq/uWMo1eYZlHdkj2ict4OkufW8CZTFlbax\nfXe93w7gXcDxlAS8A/hMHbfHsW3/qN7vJZQVla/mX+/RRkRERES0PD3/VcKIiKKtrc3t7e1DHUZE\nRERELOUkTbLd1lu/VF4jIiIiIiKi5SV5jYiIiIiIiJaX5DUiIiIiIiJaXpLXiIiIiIiIaHlJXiNa\njKT1JVlSr1tZSTq4bn8TEREREbFUyz6vES+SpCnAaGC07ccax+8CXge82vaUQYrFwMa2J0s6Efg8\n8FRtnk7Zh/YU29N7G+vuqbNY/7hrBizWiGXVlOyfHBERsVhSeY1YMh4E9u38RtJWwEpDF84/XWZ7\nBGVP13dT9p+dJGntoQ0rIiIiIqJ/krxGLBnjgAMb3x8EXNT5jaSRki6S9KikhyR9QdJytW2YpK9J\nekzSA8DzyjL13O9Jmi5pqqSTJQ3rT3C2n7V9D/AB4FHgmMW8z4j4/+3de7xWVb3v8c8XFAy5iXgD\nQTQ1Fa+53PuUoVSaYttyH8tKj5e2Sba9dHFXZtttdkJ3Hct9zMyDJqJ4OWYKmu40L6CQVovS3HjU\nUkHkZoAgC/AS/M4fYyydPD5rrWfBhPXwrO/79Zovn2dc5hxzMFj4W2PMMc3MzKxLOHg1K8fjQH9J\ne+fA8jPApEL+j4EBwG7A4aRA9/M57wzgH4CDgCbgUxXnngj8Ddg9l/kY8IX1aWRErAGmAKPWp76Z\nmZmZWVdx8GpWntbZ1yOBZ4B5Ob01mP1WRKzIz7/+EDg5558A/EdEzI2IpcClrSeUtAMwBvhKRKyM\niFeAy4HPbkA755OWEb+LpLGSmiU1r1m1fAMuYWZmZmZWLm/YZFaeG4FHgF0pLBkGBgO9gDmFtDnA\n0Px5CDC3Iq/VLsCWwAJJrWk9Ksp31lBgabWMiBgPjAfovdMesQHXMDMzMzMrlYNXs5JExBxJLwLH\nAKcXshYDb5EC0adz2nDemZldAAwrlB9e+DwXeAMYHBF/29A25udsjwUe2NBzmZmZmZltSg5ezcp1\nOrBNRKwsvKd1DXAbME7SKaQlu18DLsv5twHnSvolsBI4v/VkEbFA0v3ADyVdCLSQZnZ3johptTZK\n0pakZ2a/Q9px+Ecd1dlv6ACa/UoPMzMzM6sTfubVrEQR8XxENFfJOocUmL4ATAduBq7LedcA9wFP\nAn8A7qioewpp2fHTwKvA7UCtr7r5jKQWYBlwF7AEODgi5td6T2ZmZmZm9UARfqzNzN6tqakpmpur\nxeFmZmZmZuWRNDMimjoq55lXMzMzMzMzq3sOXs3MzMzMzKzuOXg1MzMzMzOzuufg1czMzMzMzOqe\ng1ere5JGS3q5q9thZmZmZmZdx+95tdJImg3sQHqv6UrgXuCciGjpyna1kjQVmBQR1xbSBJwFjCW9\nB/U14Bng6oi4tSva2RZJFwBnANuRXn0zIyI+k/NGApcDhwACngcujIh7JY0m3ffOnbneU/OWM+L8\ne0q8AzMz6yqz/d5uM2sAnnm1sh0bEX2B95MCqX8tZiqpp3F3BfAV4DxgW2Aoqc1HVyvcVe2XdCpw\nMnBE7t8m4MFCkbuBX5N+ebA9cC4pEDczMzMzawj1FERYA4mIecB/AvtKmippnKQZwCpgN0lDJN0l\naamkv0g6o7WupPdIul7Sq5KeJgXBFPJD0u6F79dL+l7h+yclPSHpNUnPSzpa0jhgFHClpBZJV0ra\nE/hn4LMR8euIWB0RayJiekScVjhfZ9tf2Z51lj1Lmi3pW5Kezvc4QdJWHXTpIcB9EfF87t+FETE+\nn28wsCtwTUS8mY8ZETG9g3OamZmZmW02vGzYNgpJw4BjgDtIQePJwBjgWdKy1geAWcAQYC/g15Je\niIgHgYuA9+Zja1IQXOt1/w64AfgUaWZyJ6BfRPxK0qEUlg1LOhOYGxHNNZy6M+2vxUnAUaTl1XeT\nZnv/tZ3yjwNXSJoHPAz8MSLW5LwlwF+ASZKuBR6LiEU1tsPMzMzMbLPgmVcr22RJy4DpwDTgkpx+\nfUTMioi/ATsCHwK+GRGvR8QTwLWkABHgBGBcRCyNiLmkpb21Oh24Ls+kro2IeRHxTBtlBwMLiwmS\nXpa0TNLrknYpZHWm/bW4MiLmRsRSYBzwufYKR8Qk4BxSwDsNeEXS+TkvgA8Ds4EfAgskPSJpj060\nBwBJYyU1S2pes2p5Z6ubmZmZmW00Dl6tbMdFxMCI2CUi/jkiVuf0uYUyQ4ClEbGikDaH9Lxpa/7c\nirxaDSNtVlSLJaSZ2bflTY0GA71JM6ytOtP+WlTe35COKkTETRFxBDAQOBP4rqSjct7LEXF2RLwX\n2IU0o3tDJ9rTeo3xEdEUEU09+wzobHUzMzMzs43GwattKlH4PB8YJKlfIW04MC9/XkAKQot5RauA\nPoXvOxY+zyUtN+6oDQAPATtLamqn3dXqdtT+le20r1Xl/c2voQ2pIRFvRcTPgT8B+1bJnwv8pFqe\nmZmZmdnmysGrbXI5uPoNcKmkrSTtT1rue1MuchvwLUnbSNqZtFy26AngREk9JR0NHF7I+xnweUkf\nldRD0lBJe+W8RcBuhXY8C/wf4FZJR+aNonoCH9zA9j8BHCNpkKQdSbsZVzpL0s6SBgEXAP+3vWtK\nOk3SxyX1y/c1BhgJ/Db308WSds95g4F/Ij0nWzzHVhWHql3LzMzMzKweecMm6yqfA64mzTi+ClwU\nEb/OeRfnvBdz/gTgy4W6XwYmkt7POjkfAETE7yR9nvTO011JAetZpHe3/m9goqQvATdGxLk57xzg\nR6T3vC4DngM+A7y0nu2/ETiC9Azq7Nz+8yrq3wzcT1ouPAX4Hu17jRTkTgJ6kpYafykipkvaGhhB\n2kRqMNBC2tSpGPQPBVazrj1IGz1Vtd/QATT7vYBmZmZmVieU9noxs01F0mzgCxHxQFe3pT1NTU3R\n3FzLRsxmZmZmZutP0syI6PBRPi8bNjMzMzMzs7rn4NWsTki6QFJLlaPm99yamZmZmTUqP/NqtolF\nxIg20i/hnffimpmZmZlZgWdezczMzMzMrO45eDVrMJImSfpOV7fDzMzMzKxMXjZsViDpJuCNiPin\nQtrhwB3AvhGxoMRrTQJOAj4eEfcW0q8kvcLn5IiYVNb1OuupecsZcf49XXV5MzOzhjXbr6IzWy+e\neTVb17nAMZKOBJC0FXANcF7JgWvP/PE54NRC+pbA8cALZV3LzMzMzKwROHg1K4iIJcA5wHhJWwMX\nAc9HxPWSeuQdgZ+XtFjSrZK2Ach5t0taKGmZpKmS9m49b17K+xNJv5K0EhiVsyYDoyUNyN8/DjQD\nfy3U3UPSw5KW5OveWCiPpIMlPSFphaRbgN7Fe5L0CUlP5nZNl7Rv6R1nZmZmZraROXg1qxARPwdm\nArcAY4Ev5qyvkYLLw4CdgZXAFYWqvwT2AHYE/gu4seLUJwIXA/2Ax3LaauAe4IT8/RTghop6Ar4H\n7ATsA+wGXAggqTcwBbgOGJQ/H/d2RekQ0szxF4Btc7kpknrV1htmZmZmZvXBwatZdWcBHwG+GxEv\n5bQvAhdExLyIeB34DnCCpB4RsTYiro+IFYW8g/Psbas7I+KxXPaNQvoNwCmSBgEfBO4qNiQinouI\nByPizYh4BbgcODxnHwoE8OOIeCsibgX+WKg+FrgqIn4fEWsi4rqcfki1m5Y0VlKzpOY1q5bX3ltm\nZmZmZhuZN2wyqyIiFklaDMwqJA8H7pa0tlgU2F7SX4FLgU8Bg4HWMoNJM7QAc9u43DTSTO4FwJSI\neEPS25mSdiTN8B5KmrXtwTvLiocAL0dEFM43p/B5F+AkSV8tpPUChrZx3+OB8QC9d9ojqpUxMzMz\nM+sKnnk1q93LwJERMbBwbBURC0nLfY8hzdYOAHbPdVSoXzUYzIHnTaRlyZVLhgG+D7wB7BcR/YHT\nCuddQAp8i4YXPs8FLq5oc5+IuK22WzYzMzMzqw8OXs1qdzVwiaThAJK2l/SJnNePFGAuAfoA4zp5\n7stJgfGMKnn9SLO3yyUNA/6lkDcd6CHpbElbSPo08P5C/njgLEmHKOkr6diK5cxmZmZmZnXPy4bN\navej/N8H81LeRaRNne4CJgBHAvNJAexFpOdNa5J3OX6wjeyLgInAcuDPwM2kZ3LJS4z/kbQp06Wk\nTaMmF877W0lfAn5Kmg1eBTwKPNRRm/YbOoBmv4fOzMzMzOqE1n1UzswsaWpqiubm5q5uhpmZmZk1\nOEkzI6Kpo3JeNmxmZmZmZmZ1z8GrmZmZmZmZ1T0Hr2ZmZmZmZlb3HLyamZmZmZlZ3XPwamZmZmZm\nZnXPr8oxs6qemrecEeff09XNMDMzM7ONbPZm8npEz7xap0gaLenlrm6HmZmZmZl1Lw5eG5ik2ZJW\nS2opHFd2dbs2lRxor624/xZJH8j5UyW9ntMWS7pD0k4V59hH0l2SlktaIelhSR8s5I+QFIVzz5Z0\nfiH/k5KekPRavsaDkkZspPudKulVSb2r5P2dpHslLZO0VNLvJH1+Y7TDzMzMzGxjcPDa+I6NiL6F\n4+yublBnSeq5AdXnV9x/34h4rJB/dkT0BXYH+gKXFa77XmAG8BSwKzAEuBO4vzUALhiYz/M54N8k\nHS1pd+AG4DxgQD7HVcDaDbifqnJAPAoI4BMVeR8AHgKmke5zW+BLwJiy22FmZmZmtrE4eO2mJJ0m\nabqky/Js3YuSxhTyB0maIGl+zp/cxnn2zjN+yyTNkvSJQt4xkp7OM5bzJP1L8doV54kc7CHpekk/\nzTOFK4EPS+qd2/qSpEWSrpb0nrL6IyKWAZOBAwvJ3wEei4hvR8TSiFgREVcANwLfb+M8jwGzgH3z\nuV6MiAcjWRERv4iIlyrrSdo192GP/P1aSa8U8idJ+ko7t3AK8DhwPXBqRd7/AiZGxPcjYnFuy8yI\nOKFKO8ZKapbUvGbV8nYuZ2ZmZma2aTl47d7+HngWGAz8APiZJOW8G4E+wEhge+DyysqStgTuBu7P\nZc4BbpL0vlzkZ8AXI6IfKZh7qBNtOxEYB/QDppOCxT1JAeHuwFDg3zpxvnZJ2hb478BfCslHAj+v\nUvw24FBJfSrOIUmHkvrsj8AfgL0kXS7pw5L6tnX9iHgReA04KCeNAlok7Z2/H0aaOW3LKcBN+ThK\n0g65TX2ADwC3t1O32I7xEdEUEU09+wyopYqZmZmZ2Sbh4LXxTc4zeq3HGYW8ORFxTUSsASYCOwE7\n5Oc+xwBnRsSrEfFWRFQLnP4baantv0fEmxHxEPBL0tJZgLeAfST1z+f5QyfaPSUiZkTEWuAN4Azg\nq60zoMAlwGdrOM+QivtfJmnrQv4VkpYDi0lB/DmFvMHAgirnXED6u7NNIW0xsBS4Fjg/z7a+AIwm\nBdq3AYvzrHJbQew04HBJO+bvt+fvuwL9gSerVZL0IWAX4LaImAk8Twr+yW3s0cZ9mJmZmZltNhy8\nNr7jImJg4bimkLew9UNErMof+wLDgKUR8WoH5x4CzM0BZqs5pGAN4HjgGGCOpGlVnhNtz9zC5+1I\ns8AzWwNQ4Fc5vSPzK+5/YESsLOSfGxEDgP1Jgd7OhbzFpIC+0k6k51aL/TM4IraJiL3z0mIAIuLx\niDghIrYjzaYeBny7jbZOIwW7hwGPAFOBw/PxaEU/F50K3B8Ri/P3m3ln6fCrua3V7sPMzMzMbLPh\n97xaNXOBQZIG5mdB2zIfGCapRyGwGg48BxARvwc+mZcXn02afRwGrCQFowAUZhqLovB5MbAaGBkR\n89bzntoVEU9J+h7wE0nvj4gAHgA+DUyoKH4C6VnYVe+ssq7pGr+XdAdpCXU100jPp76cP08HrgZe\np40lw/m53xOAnpJafxnRGxgo6YCIeFLSY6RfJDxcc2OB/YYOoHkzeeeXmZmZmTU+z7zau0TEAuA/\ngaskbSNpS0mHVSn6W1Ig+o1cZjRwLHCrpF6STpI0ICLeIj3PuSbXexIYKelASVuRNkZqrz1rgWuA\nyyVtDyBpqKSjNvxu1zGR9Oxu66ZTFwMflDQub2DVT9I5pOdLv9nRySR9SNIZhTbvlc/9eLXyEfFn\nUpD+P4BHIuI1YBEp8GzredfjSP26D+l54AOBvYFHczsBvgGcJunr+dleJB0g6daO7sHMzMzMrF44\neG18d2vdd5zeWWO9k0nPrD4DvAK8a6fbiHiTFIyNIc2OXgWcEhHPFM4xW9JrwJmkoIyIeA74Lmlm\n88+kGcaOfJO0mdLj+XwPAO9rvwqQnnmtfM/r8dUK5vu5Argwf/8z8CHgAGA26bnR44GjImJGDdde\nRuqfpyS1kJY630naHKst04AlhR2JpwEibQBVzanAhIh4KSIWth7AlcBJkraIiN8AH8nHC5KWAuOB\ne2u4BzMzMzOzuqC0OtLMbF1NTU3R3Nzc1c0wMzMzswYnaWZENHVYzsGrmVUjaQXpVUpWnsGkVQpW\nDvdn+dyn5XJ/lsv9WT73abncn+tvl7zBabu8YZNt1iRdAFxQJevRiBizqdvTYJ6t5TdgVjtJze7T\n8rg/y+c+LZf7s1zuz/K5T8vl/tz4HLzaZi0iLiG989XMzMzMzBqYN2wyMzMzMzOzuufg1czaMr6r\nG9CA3Kflcn+Wz31aLvdnudyf5XOflsv9uZF5wyYzMzMzMzOre555NTMzMzMzs7rn4NXMzMzMzMzq\nnoNXswYmaZCkOyWtlDRH0oltlJOk70tako8fSFIh/0BJMyWtyv89sNa6jaaMPpW0p6Qpkv4qaamk\n+yS9r1D3NElrJLUUjtGb6BY3qRLHaORztPbXtbXWbSQljc9RFWOvJffv8Tm/24xP6FSffljSw5KW\nS5pdJX9Ezl8l6RlJR1Tkf1XSwlz/Okm9N9Itdaky+lPS9pJukTQ/58+Q9PeF/NGS1laM0VM38q11\nmRLH6GxJqwt9dn9FvsfouuXaG6PD2/g5el7O71ZjtEwOXs0a20+AN4EdgJOAn0oaWaXcWOA44ABg\nf+AfgC8CSOoFTAEmAdsAE4EpOb3dug1qg/sUGAjcBbwvn+d3pD4ueiwi+haOqWXfSJ0ooz9bHVDo\nry90sm6j2OD+jIhHi2Mv57UAvyrU7y7jE2rv05XAdcDX2zjPLcAfgW2BbwO3S9oOQNJRwPnAR4ER\nwG7AxeXdQl0poz/7Ar8HDgYGkf5dukdS30KZ+RVjdGKZN1FnyhqjAMcW+uxjrYkeo53rz4h4qeLn\n6H7AWuAXhWLdaYyWJyJ8+PDRgAewNemH756FtBuBf69S9jfA2ML304HH8+ePAfPIG7zltJeAozuq\n22hHWX1apewgIIBt8/fTgOldfb+bU3/m/tu9jet0izG6EcfnBGBC4Xu3GJ+d7dNC/hHA7Iq0PYE3\ngH6FtEeBM/Pnm4FLCnkfBRZ29f3Xa3+2Ue414OD8eTTwclff7+bWp8Bs4Ig26niMdrI/K8pcBDxc\n+N5txmjZh2dezRrXnsCaiHiukPYkUO23hyNzXrVyI4E/Rf5pm/2pIr+tuo2mrD6tdBjpfwKWFNIO\nkrRY0nOSLpS0xYY0vE6V3Z+P5CVtd0ga0cm6jaD08SmpD/Ap0sxWUXcYn9C5Pm3PSOCFiFjRxnmq\n/XnsIGnbTl6n3pXVn+tQepSlF/CXQvL2khZJelHS5ZK23pBr1LGy+/QmpUda7pd0QCHdY3TDnMK7\nf452lzFaKgevZo2rL7C8Im050K+GssuBvpJUw3naq9toyurTt0nambRE6WuF5EeAfYFGgGW6AAAD\nvklEQVTtgeOBz9H+Mq/NVZn9eThpKdtewHzgl4WAqruM0dLHJ2n8LQamFdK6y/iEzvXphpyn2p8H\n63GdeldWf75NUn/SzNjFEdF67meAA4GdgI+Qlhf/aH2vUefK7NOTSD9HdwEeBu6TNLCN63iM1kjS\nKNIS5NsLyd1pjJbKwatZ42oB+lek9QdW1FC2P9CSZ1s7Ok97dRtNWX0KQH7e7X7gqoi4pTU9Il6I\niBcjYm1EPAV8lzT71WhK68+IeCQi3oyIZcCXgV2BvWup20BKHZ/ZqcANxfRuND6hc326Ieep9ufB\nelyn3pXVnwBIeg9wN2nJ+6Wt6RGxMCKezmP0ReAbeIx2KCJmRMTqiFiV+3MZMKqN63iM1u5U4BcR\n0dKa0M3GaKkcvJo1rueALSTtUUg7AJhVpeysnFet3Cxg/4oZmf0r8tuq22jK6lMkbUMKXO+KiHEd\nXDeARpslhBL7s4pin3WXMVpqf0oaRnou64YOrtuo4xM616ftmQXsJqk4e1P5c7byz2NRxaMEjaCs\n/iTvdDuZtCdDRxuweYyun45+jnqMdiD/guXTvHvJcKVGHqPl6uqHbn348LHxDuBW0g6XWwOHkpa+\njKxS7kzg/wFDgSGkH9KtG4n0AuaQZrN6A2fn7706qtuIR0l92p+0w/CVbVxjDLBD/rwX8F/ARV19\n73XcnyNJy696kpZ8/QfwLLBldxujZfRnocwFwCPdeXx2sk97AFvl/pmTP/cq5D8OXJbT/5E0q7Vd\nzjsaWAjsQ9rV/SHa2SBmcz7K6E9gS9KM62Rgiyp1RwPDScHAMNIS2Aldfe913qfDc91eOf3rwF95\nZyNBj9FO9GehzIk5TxXp3WqMlvrn09UN8OHDx8Y7SLvYTiZt5/4ScGJOH0VaIthaTsAPgKX5+AHr\n7i58EDATWA38ATio1rqNdpTRp6QlRJHP0VI4huf8y4BFOf8F0rLMLbv63uu4Pz9CClZXAq/k8+3R\nHcdoWX/nc5lngNOrXKPbjM9O9uno/Pe6eEwt5I8Apuafo89Ssasr6bn3RaRdcycAvbv63uu1P0nP\nuAewquJn6KhCX87L+XOBH1PY6bnRjpL6dCRpM8aVwBLgQaDJY3T9/87nMvcB/7PKNbrVGC3zaP2H\n38zMzMzMzKxu+ZlXMzMzMzMzq3sOXs3MzMzMzKzuOXg1MzMzMzOzuufg1czMzMzMzOqeg1czMzMz\nMzOrew5ezczMzMzMrO45eDUzMzMzM7O65+DVzMzMzMzM6p6DVzMzMzMzM6t7/x8SU7/RaokRrwAA\nAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fi = rf_feat_importance(m, df_trn2)\n",
"plot_fi(fi[:25]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Removing redundant features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One thing that makes this harder to interpret is that there seem to be some variables with very similar meanings. Let's try to remove redundent features."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from scipy.cluster import hierarchy as hc"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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P0kaDfL+q7uuJfyEwjbYg66RxjQtJkiRJ0jJXVVdW1aFVtT2tEHARsGeSLbuQ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\nXJiZmZmZmZlZ0/r/AdSy4S2b57sAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"corr = np.round(scipy.stats.spearmanr(df_keep).correlation, 4)\n",
"corr_condensed = hc.distance.squareform(1-corr)\n",
"z = hc.linkage(corr_condensed, method='average')\n",
"fig = plt.figure(figsize=(16,10))\n",
"dendrogram = hc.dendrogram(z, labels=df_keep.columns, orientation='left', leaf_font_size=16)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's try removing some of these related features to see if the model can be simplified without impacting the accuracy."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def get_oob(df):\n",
" m = RandomForestRegressor(n_estimators=30, min_samples_leaf=5, max_features=0.6, n_jobs=-1, oob_score=True)\n",
" x, _ = split_vals(df, n_trn)\n",
" m.fit(x, y_train)\n",
" return m.oob_score_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's our baseline."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.88999425494301454"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_oob(df_keep)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we try removing each variable one at a time."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"saleYear 0.889037446375\n",
"saleElapsed 0.886210803445\n",
"fiModelDesc 0.888540591321\n",
"fiBaseModel 0.88893958239\n",
"Grouser_Tracks 0.890385236272\n",
"Coupler_System 0.889601052658\n"
]
}
],
"source": [
"for c in ('saleYear', 'saleElapsed', 'fiModelDesc', 'fiBaseModel', 'Grouser_Tracks', 'Coupler_System'):\n",
" print(c, get_oob(df_keep.drop(c, axis=1)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It looks like we can try one from each group for removal. Let's see what that does."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.88858458047200739"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"to_drop = ['saleYear', 'fiBaseModel', 'Grouser_Tracks']\n",
"get_oob(df_keep.drop(to_drop, axis=1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking good! Let's use this dataframe from here. We'll save the list of columns so we can reuse it later."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df_keep.drop(to_drop, axis=1, inplace=True)\n",
"X_train, X_valid = split_vals(df_keep, n_trn)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"np.save('tmp/keep_cols.npy', np.array(df_keep.columns))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"keep_cols = np.load('tmp/keep_cols.npy')\n",
"df_keep = df_trn[keep_cols]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And let's see how this model looks on the full dataset."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"reset_rf_samples()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.12615142089579687, 0.22781819082173235, 0.96677727309424211, 0.90731173105384466, 0.9084359846323049]\n"
]
}
],
"source": [
"m = RandomForestRegressor(n_estimators=40, min_samples_leaf=3, max_features=0.5, n_jobs=-1, oob_score=True)\n",
"m.fit(X_train, y_train)\n",
"print_score(m)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Partial dependence"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from pdpbox import pdp\n",
"from plotnine import *"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"set_rf_samples(50000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This next analysis will be a little easier if we use the 1-hot encoded categorical variables, so let's load them up again."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df_trn2, y_trn, nas = proc_df(df_raw, 'SalePrice', max_n_cat=7)\n",
"X_train, X_valid = split_vals(df_trn2, n_trn)\n",
"m = RandomForestRegressor(n_estimators=40, min_samples_leaf=3, max_features=0.6, n_jobs=-1)\n",
"m.fit(X_train, y_train);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
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C04AXAu9Psmfr+x5gh/bai7uPTq7ovI+nG019K7A58HfA3Kp6J/Bj4JCq2rSqDgF+BTwi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\nJEmSpN4zeZUkSZIk9Z7JqyRJkiSp9/4fqdjV6AvrnMwAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_fi(rf_feat_importance(m, df_trn2)[:10]);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Diw/BsRaf/75lGA6HLT6hHiV3LXh5zbiIiIhsTlFGRnlJdIjAMC8Y5wX9/pgnzy6xGAuG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\nPw9fJnBFApZqAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_raw.plot('YearMade', 'saleElapsed', 'scatter', alpha=0.01, figsize=(10,8));"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"x_all = get_sample(df_raw[df_raw.YearMade>1930], 500)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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6dIhdfGcQ/UTtdDrZ9U5pLRKJSFPv08WRI0fw6aef4tNPP8X27dsbnM/KysLA\ngQOlWVDt27dPy93eKXOo1WpebZBJ3Elm9erVePjhh/H9998jHA5j8+bN6N+/P26++WaMGDEC1157\nbSLrzAg+nw/19fVwuVz8BEppyePxpM0aUBUVFfjss8+wZs0a/PDDDw3Ot2vXThor1L9/f74BkWJw\nPJG84mr19957DzNnzsTUqVNxww034LbbbpPOnXvuuXjjjTcYjJoQDAZx8OBB5Obmcg0KSht1dXWo\nqKhQ/Dii6upqrF+/Hp988gm+++67BssEdO3aFWPHjkVBQQE6d+6ckWM2dDodwuEwBEGQ1vE5+W+1\nWg1BEKSf/eQ2OPmYKIoIhUJN/kn3JRiUiuOJ5BdXMHr00Udxzz334JlnnkE4HI4JRr1798bcuXMT\nVmAmikQiOHLkCHJycjiQkxQtHA6jsrISXq9X7lKaFO2x/vjjj/Hll1826M3q3Lkzxo4di7Fjx2bk\nlhxqtRpGoxEGgwHZ2dlwOBwJ69VTq9XIyspq9FwkEkF9fT38fj/8fr9i97xLFxxPpBxxBaPdu3ej\nsLCw0XMmkympYw+WL1+Ozz77DKWlpRgyZAjuv/9+6dzevXvx/PPPo7S0FPn5+bjtttvQu3fvpNXS\nWtH9oiwWi9ylEMUQRRFut1taPE+Jjh49imXLlmHJkiU4fPhwzLl27dph3LhxGDNmDLp165Zxn76z\nsrKkMHRycEnl+EWVSoWsrCxkZWXBZrMhFApJISkQCKSsjkyg1+tht9ubDKGUWnEFo/z8fPz0008Y\nPXp0g3NbtmxJ6sqvdrsd06ZNw3//+9+YfV5CoRAee+wxjB8/Hk888QQ2bNiAxx9/HK+++qpiVixt\nTCAQwK+//gq9Xg+TySR3OUQIBAKoqKhQ5HpE4XAYGzduxOLFi1FSUhIT2qK7sE+cOBE9e/bMuDBk\nNBphMplgMBiSvnlqPDQaDSwWCywWCyKRCAKBAHw+HwKBgGLDtdyysrJgtVo5rEJh4gpGM2bMwJw5\nc9CjRw+MHDkSwPFuwG3btuFvf/tbzKW1RBs6dCiA471WJwejrVu3oq6uDpMnT4ZKpUJBQQGWLl2K\njRs3Yty4cUmrJxEikQjKy8vhdrvhdDo5MJtkEQqFUFFRocjp90ePHsXixYuxdOnSBitQX3DBBbjy\nyisxevTojBtArVarYTabYTab02ogrkqlgslkgslkgiiKqKurQ21tLWpra1FXV9fmg5JOp4PNZmMg\nUqi4ftPXeA6rAAAgAElEQVTmzJmD7du3Y+zYsdJiWhMmTMCxY8dw2WWXYfbs2Qktsjn27duHzp07\nx3Qld+nSBfv27Ut5LfGqra1FWVkZrFYrcnJyMu4TLymTKIrS9HtRFOUuJ8auXbvw7rvvYs2aNTFj\nZiwWCwoLC3HFFVfg3HPPlbHC5NDr9bBYLDAajWn/OiAIAvR6vRRaRVFEMBhEbW0tAoFAmwpKWq0W\nVqtV0VcxKM5gpNPpsGTJEqxbtw6ffPIJysvLYbfbMWbMGIwZMybRNTZLIBBocCnKZDI1+um3vLwc\n5eXl0tcqlQq5ubkJryk6E+R0Tp4FEr1tTU0NAoEAcnNzFX3NOTrrJZ1E6023uoHktLfP50NFRQVC\noVDMTKVEaez5fSaiKGLTpk14++23sWnTpphz/fv3x+TJkzFq1KiU/G6kesxOdnY2LBZL3Hthpcvz\nW6PRSL0l0aAUCoVw7NixtApJzX1+azQa2Gw2ZGdnKybo8vW7aa3qmy0oKEBBQUGiamkVg8HQIAT5\n/X4YDIYGt/3oo49QXFwsfT1r1izccccdCa9JrVY3ezZPY3VWV1fDbrcrelHIdN3MMF0HvCeqvevq\n6nDkyBH4fD7odLqk/z829vw+VTAYxKpVq/DGG29g586d0nGNRoNJkyZh1qxZ6NatWzLLbCAVl68M\nBgOsVissFkvCfs/T9fndrl071NTUoLKyMq1muZ36/NbpdDAYDNDr9dLfSglEJ+Prd+Pi+q1fu3Yt\n9u3bhxtuuKHBuTfffBOdO3dOeWDq1KkTFi1ahEgkIr247NmzB+PHj29w2ylTpmDEiBHS1yqVClVV\nVQmvyev1nnG8hiAIMBgMCAQCjV7G8Pl8OHToEHJzc5v15pJKJpMJPp9P7jJaRK1Ww2KxwO12p8Ui\nhSdLRHtHIhFUVVWlbNXqMz2/geO/J4sWLcL7778fM37IbDZj6tSpmDZtmtSjm8rxTzqdLmlvzmq1\nGtnZ2TCbzdDpdBBFMSH/J5ny/Lbb7fD7/XC73Yoc8xYlCII02Fyr1Uqz9E4OuNGxVUqTKa/fNpst\n4d8nrmD04IMP4oorrmj03LFjx1BcXIySkpJWFdaUcDgcs1NydAf7888/H1qtFosXL8akSZOwceNG\nHD58GEOGDGnwGE6nM2b9oPLy8qS8iETrPJ3oL5Aoik3eNhgMoqysDGazGXa7XTG9R6Iopt2Lb1T0\neZROWtPeck2/P93zOxgMYuHChXjjjTfgdrul42eddRauueYaTJo0Sbo8LtfllUR/X6PRiOzs7Jix\nQ8l67Un353dWVhZyc3NRX18Pt9sNj8ejiDFwGo1G6gkymUzIzc2NWTcqXV4X06XOxiT7+R1XMNq+\nfTseffTRRs/1798fjz/+eKuKOp0PPvgA77//vvR1SUkJRo0ahXvuuQcPPvgg5s+fjwULFiAvLw9/\n+tOfMmqxLI/HA7/fD4fDwan91CyiKMLr9aK6uhqhUEjucgAcr+nTTz/FCy+8gIMHD0rHe/Togeuu\nuw4FBQVpNQPrTLRaLbKzs5GdnZ1RP1eqaLVaOBwO2Gw2+P1+qQcmVctJqNXqmEtiJ88aTrcxOtQ8\ncf2WCoLQZLdvsvdRmjFjBmbMmNHoubPPPhtPP/100r63EoTDYRw9ehRGoxEOh4MvtNQkv9+Pqqoq\nRY3V+P777/Hcc8/FbOR63nnn4Y477sCgQYMUOQ4jXmq1WnEDbtNZdHB6dEZXOByWQlJtbW2rn+dq\ntRoajUb6E700lq7jcCh+cb2rDho0CC+88AKKiopifuFFUcSLL76IQYMGJaxAalz0k5Pdbs+oXjFq\nvdraWlRVVSlqXENpaSmef/55fP7559Ixl8uF2267DRMmTFDM5eFEEAQBOTk5yMnJyaifS2nUarW0\nVhJw/LJndJ2kkzV1+e3UEMTwSlFxBaNHHnkEBQUF6Nu3L2bNmoWzzjoLBw8exFtvvYVdu3Zh/fr1\nCS6TGhNdGNLr9XJhSEIwGER1dbWiBlRWVlbimWeewb///W+pJ9lkMuH666/H1VdfnXELMprNZlit\nVvbkykClUsFoNHLRRGq1uH57hwwZgrVr1+IPf/gDHnjgAWkmWPT44MGDE10nnUZ0YUiLxQKTyaTo\ntY8o8erq6lBdXa2o2Tt+vx/vvfce3nnnHSmoqdVqFBUV4cYbb4Tdbpe5wsQyGAyw2+287EKUAeL+\nWDNs2DCUlJQgEAigqqqK+73ILDrdt6amBlqtFiaTCdnZ2exFymCBQADV1dWKumQWCoWwePFivPba\na6isrJSOFxQU4Pbbb0/qPopy4NYORJmn1f29BoNBcevrtHX19fWorq5GdXU1dDqdFJLYvZ8Z/H4/\nqqurG4ylkFMkEsHatWvx8ssvY//+/dLxvn374v7770fPnj3TakXj04ku3mc0GpGVlcWxKUQZptnv\nlHfddRfuu+8+dOrUCXfddddpbysIAubNm9fq4qj1gsEggsEgqqqqkJWVJQ1WZEhKL9F1iA4ePKio\nWWYAsHnzZrzwwgvYsWOHdKxLly64/fbbMXLkyCa35kkX0b2+ouNX+LtDlNma/Ru+bNky3HjjjejU\nqROWLl162k9JDEbKVFdXh7q6OlRWVkKv10shiWtxKFc4HIbH44HH44FGo1FUKNq5cyfmz58fs5+Z\ny+XCTTfdhIkTJ0Kj0aRtb4pGo5FmlhkMhrT9OYio5ZodjPbs2SP9u7S0NBm1UApF1/6oqKiQVnA1\nmUycXqwQtbW1cLvdMTPMlNJTUVFRgRdffBHLli2TjpnNZlx//fWYNm1aWs40U6lU0iJ+BoMBWq0W\nZrMZHo9H7tKIKMVa/EpbW1uL+++/H9dddx0uuuiiZNREKRYIBBAIBKSQlJ2dDYPBwJCUYpFIBF6v\nFx6PR1E9Q1GhUAgffPABXnvtNSmw6XQ6TJ8+Hddff33abVyalZUlBSGOFSKiqBYHI71ejzfeeANT\np05NRj0kI1EU4ff74ff7IQiCtK8TLyUkVzAYhMfjgdfrVewA5a+//hrPPvtsTG/xuHHjcMcddyA/\nP1++wlrg5HVuGPyJqClx9c0PHToUmzZtitmhnjKLKIrw+Xzw+XzSG4rJZGJISpBQKASv1wufz6fI\n3qGosrIyzJ07F1988YV0rGvXrrjvvvvQv39/GStrHq1WK4Uh9goRUXPEFYz+8pe/YObMmdBoNJgw\nYQJcLleDF5xMW8CtLYte4vF6vVCr1VJI4lYkLRMOh+Hz+eD1ehU11b4xgUAA//rXv/DOO+9Iwc1i\nseDWW2/FlVdeqZjxTo2Jzr40Go1cx4uIWizuHiMAuO+++3D//fc3eptkbiRL8jl5lpTX65U2duRq\n242LRCLw+/3wer0IBAJyl3NGoihi7dq1mDdvHo4cOQLg+CWooqIi3HzzzbBarTJX2DidTidtMMpZ\nlkTUGnEFo9dff51d0oRQKCTNntJoNNJCkm19W4T6+nr4/X4EAgHU1tY2uYml0uzduxdPP/10zPT7\nfv364fe//z3OO+88GStr3Mm7rTOYE1GixBWMZs2aleAyKN2FQqE2uyVJdFfvQCAAv9+PUCgkd0kt\nUltbizfffBNvv/026uvrAQC5ubm4++67MXbsWMV9CDIYDDCbzTAajYqrjYjSX4uC0fbt2/HKK69g\nz549aN++PaZOnYoxY8YkqzZKU5m+JYkoiggGg1IYSqdeoVN9+eWXePrpp3Ho0CEAxzd6nT59Om66\n6SaYTCaZq/sftVoNi8WSUc8jIlKmZr/CbNiwAaNHj0YoFILT6URlZSWKi4vxwgsv4NZbb01mjZTG\nGtuSJN3GgdTX10urhtfV1SEYDKZtEIo6ePAgnn322ZjZZhdccAEeeOABdO3aVcbKYul0OuTk5MBk\nMrF3iIhSotnBaM6cOejVqxeWLl2Kjh07wu1244YbbsCDDz7IYETNcuqWJNnZ2TAajYoJSZFIBPX1\n9QiFQggGg1K9Sl1bKB7BYBDvvvsuXn/9dWlmnM1mw5133omJEycqJnzo9Xrk5ORw13oiSrlmB6Mt\nW7bg5ZdfRseOHQEcn7r7zDPP4JxzzsH+/ful40TNEd2SBDg+vVqj0UCtVkOtVjf4dyIW4hNFEZFI\nBJFIBD6fDx6PB7W1tQiFQlIYyqQAdCpRFFFSUoK5c+di//79AI7vaVhUVITbbrtNMatWm0wm5OTk\ncDA1Ecmm2cGovLwcHTp0iDkWDUPl5eUMRhS3aM9MUwRBgFqtlgJStFdDEISYP0BsADr5T1R0sUq/\n35/RQehkpaWlmDt3Lr766ivpWK9evfCHP/wBvXr1krGy4wRBgNlsRk5ODscPEZHsWvQqpJRudmpb\nRFFMu5leSuDxePDaa6/h3//+t7SumNVqxe23345JkyYp4hKmXq+H0+lsE7MXiSg9tCgYFRQUNHpZ\n4+KLL445LggCampqWl8dEbVYOBzGsmXL8NJLL6GqqgrA8Vld06ZNw+9+9ztFrFiuUqlgt9sVUQsR\n0cmaHYwefvjhZNZBRAnw/fff49lnn8XOnTulY0OGDMG9996Ls88+W77CTpKdnQ273a6IHisiolMx\nGBFlgAMHDuCll17CJ598Ih3r2LEj7r33XgwbNkwRl8E1Gg0cDgdnmhGRorV6pKMoijh06BBcLhcH\nThKlWGVlJf75z39i0aJF0jgik8mEG2+8EdOnT1fE2B1BEGC1WmE2mxMyw5CIKJnifpVavXo1Bg8e\nDL1ej06dOmHLli0AgJtvvhnvvvtuwgokooZ8Ph+Ki4tRVFSEhQsXIhwOQ6VS4fLLL8fChQsxc+ZM\nRYQivV6Ps88+G3a7naGIiNJCXK9U7733HgoLC9G5c2c899xzMdOezz33XLzxxhsJK5CI/qe+vh4L\nFy7ElClTUFxcDL/fDwAYMWIE3nvvPTz44INwOp0yV3l8xeq8vDy0a9cOer1e7nKIiJotrmtfjz76\nKO655x4888wzCIfDuO2226RzvXv3xty5cxNWIBEdX5V71apVeO6553DgwAHp+AUXXIA777wTffv2\nlbG6/9FoNLDZbMjOzpa7FCKiuMQVjHbv3o3CwsJGz5lMJk7VJ0qQ6IrVr776Kn766SfpeJcuXXDH\nHXdg+PDhihhYrVKpYLVaYbFYFFEPEVG84gpG+fn5+OmnnzB69OgG57Zs2YLOnTu3ujCitiwaiIqL\ni7Fjxw7puMvlwi233ILCwkJFTHcXBAE5OTnIycnhGCIiyghxBaMZM2Zgzpw56NGjB0aOHAng+Avk\ntm3b8Le//S3m0hoRNZ8oiti4cSOKi4vx448/SsetVituuOEGTJ48WTFjdsxmM2w2myICGhFRosQV\njObMmYPt27dj7NixcDgcAIAJEybg2LFjuOyyyzB79uyEFkmU6URRxFdffYXi4mJs375dOm61WjFz\n5kxMnToVdrtd2nhXTnq9Hg6HAzqdTu5SiIgSLq5gpNPpsGTJEqxbtw6ffPIJysvLYbfbMWbMGIwZ\nMybRNRJlLFEU8fXXX6O4uBjbtm2Tjufk5GDmzJm46qqrFLMgIgdWE1Fb0KoVGQsKClBQUJCoWoja\njHA4jHXr1uGtt96KGVStxEDEcURE1JY0OxhVVla26IHtdnuLiyHKdPX19VixYgXefvtt7Nu3Tzpu\nsVhw3XXXYerUqTCZTDJWGMtoNMJutytisUgiolRodjByOp0tmoYb3Z6AiAC/34/FixdjwYIFOHr0\nqHTc6XRixowZmDx5sqICkVarhd1uV0yvFRFRqjQ7GL3++usZuz6JTqdDVlZWwh9XFEV4PJ5m15Bu\nVCqVYmZItVSq2rumpgYLFizAggULYtb36tixI2644QZMmjSp2c+9VLS3IAiw2+2w2+0J+X2PPobJ\nZIIoiq1+vFTSaDQwm81yl9EibO/UYnunVqrau9nBaNasWUkrQm7BYBDBYDDhj+vz+c44i0ilUkGj\n0SAYDMZsrZIO9Hq9ImZJtUSq2vvgwYN4//33sWTJEgQCAel4t27dMGvWLIwaNQpqtRqiKDa7DZPd\n3gaDAQ6HA1qtFl6vNyGPqVarodPp4PP50q4X2Ww2N/uDjVKwvVOL7Z1ajbV3Mjo1WjX4mohi/fjj\nj3j33Xexdu3amOB14YUXYtasWRgyZIjiel7VajXsdjtnmxERoRXB6JdffsGbb76JXbt2NfopdunS\npa0qjChdRCIRlJSU4J133sH3338vHRcEARdffDFmzpyJCy+8UMYKm8ZFGomIYsUVjL755huMGDEC\nnTt3xq5du9C3b1/U1NSgtLQUHTp0QNeuXRNdJ5Hi1NbWYuXKlViwYAH27t0rHc/KykJhYSFmzJih\n2O1xdDodHA5H2o4RIyJKlriC0R/+8AdcddVVeP3116HVavHPf/4T/fv3x8aNGzFjxgw88MADia6T\nSDHKy8uxaNEifPTRR6iqqpKOW61WXHXVVZg6dSpsNpuMFTZNEARYrVbk5OQo7pIeEZESxBWMfvjh\nB8yePVta7C16KW3o0KF4+OGHMXv2bFx66aWJq5JIAX766Se8//77+OSTT1BfXy8d79SpE2bMmIHC\nwkJF98CcPLiaiIgaF1cwEgQBOp0OgiDA5XJh7969GDp0KACgQ4cO2LVrV0KLJJJLOBzGF198gfff\nfz9m/BAA9OvXD9deey2GDx+u6BWh1Wo1HA6HotZJIiJSqriCUa9evfDrr7+ioKAAQ4YMwTPPPIPz\nzz8fWq0WTz75JM4999xE10mUUh6PB0uXLsW///1vHDp0SDqu1Woxbtw4XH311ejevbuMFTaPxWKB\nzWZTdHAjIlKSuILRzTffLA02/etf/4px48bhggsuAHB84aUPP/wwcRUSpVBpaSkWLlyI5cuXx6w/\nZLfbMWXKFBQVFcHhcMhYYfPodDo4nc6krPFBRJTJ4gpG1113nfTvnj17YseOHdi4cSNqa2sxePBg\nuFyuhBVIlGzhcBglJSVYuHAhNm3aFHOue/fuuPrqqzF27Ni0WJ1cpVLBarXCYrFwcDURURwSssBj\ndnY2xo0bl4iHIkqZmpoaLFu2DB9++CEOHjwoHVepVBgxYgSmT5+Ofv36pU3AMJlMsNvt0Gi4bisR\nUbya/QpaXl6OgwcPom/fvjHHt2zZgr/85S/YsWMHzjrrLNx9992YNGlSwgslSpSffvoJb731Flau\nXIm6ujrpuNVqxZVXXomioiLk5+fLWGHLaLVaOBwOGAwGuUshIkp7zQ5Gf/zjH/Hdd9/hP//5j3Rs\n7969uPjii+H3+3HBBRdg69atmDx5Mj777DNccsklSSmYKB719fVYv349Pvzwwwazy3r06IFp06Zh\n7NixaTUmh2sSERElXrODUUlJCW688caYY3PnzoXX68XKlSsxbtw4BAIBjB07Fk899RSDESnCkSNH\n8PHHH2Px4sWorKyUjms0GowePRrTpk1Dnz590i5Y8LIZEVFyNPtVtaysDH369Ik5tmzZMlx44YXS\n+CKDwYA777wT9913X2KrJGqBSCSCb775Bh9++CG+/PLLmM1cc3NzMX36dFx22WWw2+0yVhkfXjYj\nIkquZgcjQRBiPlUfOXIEe/bswT333BNzu/bt26O8vDxxFRI1k9vtxvLly/HRRx9h//79MecGDhyI\nqVOnYuTIkbBYLPD7/TGBSekEQYDT6YRGo0m73i0ionTS7GDUvXt3fPrpp1Lv0PLlyyEIQoPZaIcO\nHUJubm5iqyRqgiiK2LFjBz766COsWbMmZjC1yWTCZZddhqKiInTp0gUA0nKhw+zsbNhsNthsNng8\nHrnLISLKaM0ORnfddRd++9vfoqqqCvn5+XjppZfQtWtXjBkzJuZ2q1evxvnnn5/wQolO5vf7sWbN\nGixatAg//fRTzLmuXbviqquuwqWXXgqj0ShTha2n0+ngcDgUvf8aEVGmaXYwuvbaa7F//37Mnz8f\n1dXVGDBgAF588cWYwZ9Hjx7FsmXL8MgjjySlWKJffvkFixYtwsqVK+Hz+aTjOp0Oo0ePRlFREfr2\n7ZvWl5tUKhVsNhvMZnNa/xxEROmoRVNaZs+ejdmzZzd53uVy4ciRI60uiuhkdXV1+Oyzz7Bo0SL8\n8MMPMec6duyIoqIiTJw4EVarVaYKE8discBqtUKtVstdChFRm8S5vqRYu3fvxuLFi7FixQq43W7p\nuFqtxogRI1BUVISBAwem5bihU+n1ejgcjrTYdoSIKJMxGJGi1NbWYt26dY32DuXl5eHKK6/EFVdc\nAafTKVOFiaVWq2G325GdnS13KUREBAYjUoimeodUKhWGDx+OK664AkOHDs2oS0w5OTmwWq0Z0eNF\nRJQpGIxINl6vF+vWrcPSpUsb7R264oorMGnSJOTl5clUYXIYDAY4HA5otVq5SyEiolMwGFFKhUIh\nbN68GStWrMDnn38es+5QtHdo8uTJGDx4cEb1DgHHtyGx2+0wmUxyl0JERE1gMKKkE0URO3fuxIoV\nK7BmzZqYPcsA4KyzzsLll1+OSZMmweVyyVRl8giCIF024/R7IiJlYzCipDly5AhWrVqFlStXYvfu\n3THnTCYTRo8ejcLCQlx44YUZO87GaDTCbrfzshkRUZpgMKKE8vl8WLduHVasWIHvvvsOoihK59Rq\nNQYPHozCwkJcfPHFGb2is0ajgcPhSOuVt4mI2iIGI2q1UCiEb775BitWrMD69etjxg0BQM+ePVFY\nWIixY8em5Y72LcXZZkRE6YvBiOIiiiJ++uknLF68GKtXr0ZFRUXM+by8PEyYMAETJkyQNnDNdFlZ\nWXA6nVykkYgojTEYUYscPXpUGjf066+/xpwzmUwYNWoUCgsL0a9fvzbTY6JSqWC322E2m+UuhYiI\nWonBiM7I7/dj3bp1WLlyJb755ptGxw1NmDABl1xySUaPG2pMdnY27HZ7xi0tQETUVjEYUaPC4XDM\nuKHa2tqY8z169MCkSZMwatQoOBwOmaqUj0ajgdPphMFgkLsUIiJKIAYjirFr1y6sXLkSq1evRnl5\necw5l8sljRs655xzoNfrGwSmtoCDq4mIMpfig9HBgwfx8ssv4+eff4bRaMT06dMxbty4Rm97+eWX\nIysrS1pEr1evXpgzZ04Kq01Px44dw+rVq7FixQr88ssvMeeMRiNGjRqFCRMmYMCAAW06DGi1Wjid\nzjZ3uZCIqC1RdDAKh8N47LHHMHLkSDz88MPYs2cPHnroIbRr1w59+vRp9D5z585Fhw4dUlxp+vH7\n/Vi/fr00bigSiUjnVCqVNG5oxIgRDAI43ktks9m4cjURUYZTdDAqKyvD0aNHMXXqVKhUKnTt2hWD\nBw/GJ5980mQwoqaFw2F8++230rihQCAQc7579+6YMGECxo0bB6fTKVOVyqLT6eB0OpGVlSV3KURE\nlAKKDkbRXoyTZ0GJoojS0tIm7/Pggw8iHA6jW7dumDVrFjp16pTsMhXv559/lsYNHTt2LOacy+XC\n+PHjMWHCBJx77rkyVahMVquV+5sREbUxig5GHTp0gM1mw8KFCzFlyhTs3r0bX3/9NWw2W6O3/+tf\n/4ru3bujvr4eixYtwp///Ge8+OKLDbZlKC8vjxlYrFKpkJubm/D61Wr1GcfkRN90BUFI6Pid8vJy\nrFq1CitWrMCuXbtizkXHDRUWFmLAgAGtmmqebmOOmtPeWq0WLpdLcb1EgiCk3bIA0XrTrW6A7Z1q\nbO/UYns3TRBP7o5RoNLSUhQXF6O0tBTt27dHt27dsHfvXjz22GNnvO+NN96I22+/HQMGDIg5/sor\nr6C4uFj6etasWbjjjjsSXrvb7UZZWVnCH7cpfr8fn376KZYtW4avvvqqwbihoUOHYtKkSRg9ejT3\n8GqCzWaDy+VKu8BHRESJoegeIwA4++yz8fjjj0tf//3vf0f37t2bdd+mLoFMmTIFI0aMkL5WqVSo\nqqpqXaGN8Hq98Pv9p72NIAgwGAwIBAKIJ6PW1NRg48aN+PLLL/Hll182GDd03nnnobCwEOPHj48Z\nN3SmuppDp9MhGAy2+nFSqan2VqvVyM3NRVZWFmpqamSssGkmkwk+n0/uMlpErVbDYrHA7XYjHA7L\nXU6LsL1Ti+2dWpnS3k1dQWoNxQej0tJSnHXWWRAEAV988QV++OEH3HLLLQ1ut2/fPtTX1+Pss89G\nKBTCRx99hGAw2GiIcjqdMSGhvLw8KU/qcDgc02vTmGjPhCiKZ7xt9HalpaX48ssvsWHDBmzZsqXB\n/XJzc3HppZeisLAQXbt2lY435/FbKhmPmUyNtbfBYEBubi7UarWiX9xEUVR0facTDofTrna2d2qx\nvVOL7d00xQejzz//HKtXr0YoFELXrl3xl7/8BRaLBQAwbdo0PPzww+jduzeqq6vx0ksvoby8HDqd\nDl27dsUjjzyC7OxsmX+C1quvr8f333+PDRs24Msvv2z08pzNZsOwYcMwfvz4Vo8baisEQYDdbpee\nT0RERIofY5QKp67wnCher7fBLLBTqVQqGI1G+P3+mN6XqqoqlJSUYMOGDdi0aVOjXZ7dunXD8OHD\nMXz4cPTu3Tvl42LSceXraHuHQiE4HA7odDq5S2o2s9kMj8cjdxktolarYbPZUFVVlXafTtneqcX2\nTq1Mae9kLC2j+B6jtkIURfzyyy9Sr9C2bdsajDnS6XT4zW9+g2HDhmH48OHIz8+Xqdr0ZrfbodVq\n0+4yIBERJR+DkYz8fj9++OEHbNq0CevWrcOhQ4ca3MbhcGD48OG4+OKL8Zvf/IablraCSqVCXl4e\n8vLykjLYnoiI0h+DUQrV1dVh27Zt+Pbbb/Htt99i27ZtjXa/9ujRQwpD3bt359TxBNDpdHC5XNze\nhIiITovBKIlCoRC2bt0qBaEtW7agrq6uwe30ej0uuugiDB8+HMOGDUvKYpNtWXZ2NpxOJ1ewJiKi\nM2IwSqKnn34ar7zySoPjarUaPXv2xMCBA3HRRRdh8ODBiEQiHPOSYIIgwOFwwGw2y10KERGlCQaj\nJBgWpIgAABqvSURBVBo0aJAUjM477zwMHDgQAwcOxIUXXigtI6BSqaDX6xOy4CL9j0ajUeS2HkRE\npGwMRkl00UUX4cknn0T//v1htVrlLqfNMBqNyM3N5dgsIiJqMQajJDKZTBg1apTcZbQpNpuNIZSI\niOLGYEQZQaVSITc3l5vjEhFRqzAYUdrTaDTIy8tLq1WsiYhImRiMKK3p9Xq4XC7uDUdERAnBYERp\ny2w2w+FwcH0iIiJKGAYjSkt2ux05OTlyl0FERBmGwYjSCgdZExFRMjEYUdrgIGsiIko2BiNKC1lZ\nWcjLy+MgayIiSioGI1I8o9EIl8vFQdZERJR0DEakaBaLBXa7naGIiIhSgsGIFIvbexARUaoxGJEi\nOZ1OmM1mucsgIqI2hsGIFEUQBLhcLk7HJyIiWTAYkWKoVCrk5eVBr9fLXQoREbVRDEakCFyjiIiI\nlIDBiGSn0+mQl5cHjYZPRyIikhffiUhWOp0O+fn5XLiRiIgUQSV3AdR2RS+fMRQREZFSMBiRLNRq\nNfLz83n5jIiIFIXBiFJOpVIhPz8fWq1W7lKIiIhiMBhRSgmCgPz8fM4+IyIiRWIwopQRBAF5eXnI\nysqSuxQiIqJGMRhRyrhcLhgMBrnLICIiahKDEaVEbm4ut/kgIiLFYzCipLPb7cjOzpa7DCIiojNi\nMKKkslqtyMnJkbsMIiKiZmEwoqSxWCyw2Wxyl0FERNRsDEaUFNnZ2XA4HHKXQURE1CJcdhjH9+tK\nxhRyURTh8XiaXUO6UalU0Ov1DY6bTCa0a9cOgiDIUNXpRWsymUwQRVHmalpGo9HAbDbLXUaLsL1T\ni+2dWmzv1EpVezMYAQgGgwgGgwl/XJ/Ph9ra2tPeRqVSQaPRIBgMIhKJJLyGZNLr9Q1+Pr1eD7PZ\nDK/XK1NVp6dWq6HT6eDz+RAOh+Uup0XMZnOzg7ZSsL1Ti+2dWmzv1GqsvZPRqcFLaZQwWVlZyMvL\nU2RPERERUXMwGFFC6HQ65OXlQaXiU4qIiNIX38Wo1TQaDfLy8qBWq+UuhYiIqFUYjKhV1Go18vPz\nodFwuBoREaU/BiOKm0qlQn5+PrRardylEBERJQQ/5lNcBEFA+/btEQqF5C6FiIgoYdhjRC0mCALy\n8vJgMBjkLoWIiCihGIyoxXJzcxmKiIgoIzEYUYs4nU6YTCa5yyAiIkoKBiNqNrvdnnZLyBMREbUE\ngxE1i9VqRU5OjtxlEBERJRWDEZ2RxWKBzWaTuwwiIqKkYzCi08rOzobD4ZC7DCIiopRgMKImGY1G\nOJ1OucsgIiJKGQYjapRer4fL5YIgCHKXQkRElDIMRtSATqdDXl4eQxEREbU5DEYUQ6vVIj8/HyoV\nnxpERNT28N2PJBqNBvn5+VCr1XKXQkREJAsGIwIAqNVq5OfnQ6PhvsJERNR2MRgRVCoV8vPzodVq\n5S6FiIhIVgxGbZwgCMjLy4NOp5O7FCIiItkxGLVxLpcLer1e7jKIiIgUgcGoDXO5XDAajXKXQURE\npBgMRm2U0+mEyWSSuwwiIiJFYTBqg+x2O8xms9xlEBERKQ6DURuTk5ODnJwcucsgIiJSJAajNsRi\nscBut8tdBhERkWIxGLURJpMJDodD7jKIiIgUjcGoDTAYDMjNzZW7DCIiIsVjMMpwer0eeXl5EARB\n7lKIiIgUj8Eog+l0OoYiIiKiFmAwylBarRb5+flQqfhfTERE1Fx818xAGo0G+fn5UKvVcpdCRESU\nVhiMMoxarUZ+fj40Go3cpRAREaWdjHv3PHjwIF5++WX8/PPPMBqNmD59OsaNGyd3WSmhUqmQl5cH\nrVYrdylERERpKaN6jMLhMB577DH06dMH77zzDv74xz/ijTfewLZt2+QuLSXy8vKQlZUldxlERERp\nK6OCUVlZGY4ePYqpU6dCrVaja9euGDx4MD755BO5S0s6p9MJvV4vdxlERERpLaOCUSQSAQCIoigd\nE0URpaWlMlWUGmazmZvCEhERJUBGjTHq0KEDbDYbFi5ciClTpmD37t34+uuvYbPZYm5XXl6O8vJy\n6WuVSpWUlaHVavUZp8tH1xgSBCGuqfV6vR4ul0uWtYoEQUi7mW/RetOtboDtnWps79Rie6cW27tp\ngnhy90oGKC0tRXFxMUpLS9G+fXt069YNe/fuxWOPPSbd5pVXXkFxcbH09axZs3DHHXckvBa3242y\nsrKEP26URqNBly5dOAONiIgoQTIuGJ3q73//O/Lz83HddddJx1LVY+T1enH06NHT3kYQBBgMBgQC\nAbTkv0IQBLRr107WwdYmkwk+n0+27x8PtVoNi8UCt/v/t3f3QVHVexjAn31h3V0JDZZdvBIopkba\npCldhawQY/Q2CSWiiKNjieVoU1P2Yndq0szuOFZYZprVzbmC2N1KGRuDkDIry0aCqDZMZdHCBTFv\nvLPs7u/+4XJyBXlZZc8Cz+cf3fP6PQ8/dr/sOXu2Fk6nU+5yeoR5+xbz9i3m7Vv9Je9LzwhdDf3u\nrQar1Yphw4ZBoVDgiy++QElJCR588EGPZQwGAwwGg/S4pqamVwa10+mUrnu6nLbTZ0KILpe9WGho\nKNRqtay/jEKIPvdk0MbpdPa52pm3bzFv32LevsW8L6/fNUYHDx5EXl4eHA4Hrr/+eqxduxZBQUFy\nl3VVBQUFITAwUO4yiIiI+p1+1xgtXrwYixcvlruMXqPVahEcHCx3GURERP1Sv/q4fn+nVqtl+wQa\nERHRQMDGqI9QKBQwmUx97uOVREREfQkboz4iNDQUGo1G7jKIiIj6NTZGfcCQIUMwePBgucsgIiLq\n99gY+TmdTtcr92kgIiKi9tgY+bGAgABebE1ERORDbIz8lEKhgNFo9Or704iIiMg7fNX1U0ajkRdb\nExER+RgbIz80dOhQ6PV6ucsgIiIacNgY+Rm9Xs+LrYmIiGTCxsiPBAQEIDQ0VO4yiIiIBiw2Rn5C\nqVTCZDLxYmsiIiIZ8VXYTxiNRgQEBMhdBhER0YCmlrsAuvB1HyqVCk6nU+5SiIiIBjS+YySzwYMH\nw2AwyF0GERERgY2RrHixNRERkX9hYyQT3tmaiIjI//BVWSYGg4F3tiYiIvIzbIxkcM011yAwMFDu\nMoiIiOgSbIx8TKPRICQkRO4yiIiIqANsjHyo7SaOCoVC7lKIiIioA2yMfCg0NBRqNW8dRURE5K/Y\nGPnI0KFDodfr5S6DiIiIOsHGyAe0Wi2GDh0qdxlERETUBTZGvUylUsFoNPK6IiIioj6AjVEvaruJ\no0qlkrsUIiIi6gZeCdyL9Ho93ykiIiLqQ/iOUS9iU0RERNS3sDEiIiIicmNjREREROTGxoiIiIjI\njY0RERERkRsbIyIiIiI3NkZEREREbmyMiIiIiNwUQgghdxFyq62txaBBg2TZt0KhgEajgd1uR1/7\nUajVajgcDrnL6BHm7VvM27eYt28xb9/qKO/eeO3mna8B2O122O12WfatUqmg0WjQ0NAAp9MpSw3e\nuuaaa1BXVyd3GT3CvH2LefsW8/Yt5u1bHeXdG40RT6URERERubExIiIiInJjY0RERETkxsaIiIiI\nyI2NEREREZEbGyMiIiIiN97HSGY1NTX44IMPMGfOHBgMBrnL6feYt28xb99i3r7FvH3LV3nzHSOZ\n1dTUYPv27aipqZG7lAGBefsW8/Yt5u1bzNu3fJU3GyMiIiIiNzZGRERERG6q559//nm5ixjodDod\nJk+eDL1eL3cpAwLz9i3m7VvM27eYt2/5Im9efE1ERETkxlNpRERERG5sjIiIiIjc1HIX0J/s27cP\nhYWFsFqtmDp1Kp544glp3tGjR7Fjxw7YbDYMGzYMy5cvxw033CDNr6urw9tvv40jR45ACIHrr78e\n69atk+bv3LkT+/fvh8vlwrRp07Bs2TKo1QP7x+dt3u+//z7MZrO0rMvlgt1ux6uvvopRo0YBYN4d\nuZLxvW/fPuzduxe1tbUwmUxYvHgxJk2a5DHfbDajqakJkyZNwsqVKwf8NRtXkvdHH32Ejz/+GHV1\ndRg/fjxWrlyJa6+9VprP8d1ea2srtm7dipKSEtTV1cFgMGDu3Lm48847AQAVFRV4/fXXYbVaERYW\nhuXLl2PcuHHS+p2N4fr6erzxxhsoKiqCTqdDamoq/vGPf8hxmH7hSrKuqKjAu+++i+PHj6Ourg5m\nsxkajcZj22+99Ra+/PJLqFQqzJo1C+np6T0rUNBV89VXX4nDhw+LN998U2zYsEGaXllZKVJTU0Vx\ncbFwOBwiLy9PLFiwQNTV1UnLrF69Wmzbtk3U1dUJh8Mhjh07Js3Ly8sTGRkZwmazif/973/i8ccf\nF1lZWT49Nn90JXlf7OOPPxbLli2THjPvjnmbt8ViESkpKaKsrEy4XC5x6NAhkZKSImpra4UQQhQV\nFYn09HRx4sQJ0dDQINatWydeeeUVWY7Rn3ib92effSYyMjLEmTNnREtLi9i0aZN45plnpPU5vjvW\n1NQkdu7cKc6cOSOcTqf46aefxLx584TFYhGtra1i6dKlwmw2C7vdLgoLC0VaWpqUeVdjeOPGjeLF\nF18UDQ0N4vjx42LBggWipKRErkOV3ZVkffr0aZGXlyeOHDki7rnnHtHS0uKx7f/85z9i1apV4s8/\n/xQ2m01kZGSITz/9tEf18VTaVRQbG4spU6YgKCjIY3pRURHGjh2Lm2++GSqVComJidDpdPjmm28A\nAMXFxaiqqsIDDzyAwMBAqFQqjB49Wlq/oKAAycnJMJlMGDJkCFJTU1FQUODTY/NH3uZ9qYKCAiQk\nJHg8Zt7teZu3zWZDREQExowZA4VCgdtuuw1KpRI2mw0AUFhYiISEBERFRUGv1yM9PR1ffvklWlpa\nfH6M/sTbvL/55hvMmDEDYWFh0Gg0mD9/PkpLS6W8Ob47ptVqkZ6ejrCwMCiVStx4442Ijo6GxWJB\naWkpWlpacO+99yIgIADx8fEwmUz4+uuvAXQ+hpubm/HVV19h4cKF0Ov1GDVqFKZPnz6gM7+SrMPD\nw5GYmIiIiIgOt11QUIB58+YhKCgIJpMJs2fP7nHWbIx8QAgB0cGH/6xWKwDgl19+wfDhw5GZmYn0\n9HQ88sgjHi/ip06dwogRI6THI0eORE1NDRoaGnq79D6pq7wvVlFRgZMnT2L69OnSNObdM13lPXny\nZDgcDlgsFjidThw8eBCBgYHSE1tFRQVGjhwprRcZGQmXy4XKykqf1N/XdJX3pfPaHrfN5/junubm\nZhw/fhyRkZE4deoUIiMjoVT+9ZI5cuRInDp1CkDnY/j3338HAI8X8qioKFRUVPjoSPxfT7LuTH19\nPf744w+Pn8XIkSN7nDUbIx+YMGECLBYLioqK4HA48Mknn+Ds2bPSX8Q1NTUoLi7GjTfeiB07dmDR\nokXYuHGj9AvV3NyMwYMHS9tr+39TU5PvD6YP6CrvixUUFGDChAke37vDvHumq7z1ej3i4uLwz3/+\nE3PmzMGWLVuwcuVKDBo0CED7vBUKBfR6PfO+jK7ynjRpEj799FNUVlaipaUFu3btgkKhkOZzfHdN\nCIFNmzZh9OjRmDhxIpqamjwyAy7k1pZZZ2O4ubkZOp3ususOdD3NujNty1x8faI3WQ/sq+18JDw8\nHI899hj+/e9/49y5c4iJicHNN9+MkJAQAMCgQYNgMBgwa9YsABee2KKjo1FcXIzhw4dDq9WisbFR\n2l7b/y/9ZaMLusq7jcPhwOeff44HH3zQYzrz7pmu8s7Pz0d+fj4yMzMRHh6OsrIyrF+/HmvWrEFU\nVFS7vIELmTPvjnWV94wZM3Du3Dk899xzsNvtSE5Ohk6nk5p/ju/OCSGwZcsWnDt3DmvXroVCoYBO\np+t0jHY2hl0uV7sX5oaGBuYN77LuTNsyFy/vzXMJGyMfiY2NRWxsLADA6XQiIyMD9957LwBgxIgR\nOHz48GXXjYiIQHl5OaKjowEA5eXlMBgM7bpq+ktnebf57rvv4HK58Pe//91jOvPuuc7ytlqtmDx5\nsnQqITo6GqNHj0ZJSQmioqIQGRmJ8vJy3HHHHQAunJZQKpX429/+Js/B9AGd5a1UKpGWloa0tDQA\nwG+//YacnBxERkYC4PjujBACW7duxcmTJ/HCCy9Aq9UCuJDZhx9+CJfLJZ3iKS8vx8yZMwGg0zHc\ndirz9OnTuO6666R1234eA5W3WXcmMDAQwcHBsFqt0h8KJ0+e7HHWPJV2FTmdTtjtdrhcLukj4A6H\nAwDw66+/wul0or6+Htu3b4fRaMTEiRMBAFOnTkVLSwvy8/PhdDrx/fffo6ysTJqfkJCA3NxcVFdX\no7a2Frt378aMGTNkO05/4W3ebQ4cOIA77rgDAQEBHtOZd8e8zXvs2LE4evSodGr42LFjsFgs0nUu\n06dPx4EDB1BeXo7GxkZkZWXhtttuk061DVTe5l1fX4/KykoIIWCz2bB582YkJSUhMDAQAMd3Z7Zt\n24aysjKsWbPG43TMTTfdhICAAOzZswetra04ePAgbDYbpk6dCqDzMazVahEXF4esrCw0NjaivLwc\nBw4c8PjAx0DkbdZCCNjtdrS2tgK48PF8u90urZ+QkIDdu3ejtrYWVVVVyM3N7fH45leCXEXZ2dnI\nycnxmDZ9+nQ8+uijeOaZZ3DixAkolUrExMRg6dKlHp82sVgs2Lp1KyorKxEWFoZFixYhJiYGwIWB\nkJWVhf3798PpdOL222/nfUdwZXmfP38e999/P15++WVERUV5bIN5d8zbvIUQyMnJwYEDB1BXV4ch\nQ4bg7rvvRlJSkrSdtnvANDY2YtKkSXj44YcH/H2MvM37zJkzWLt2Lc6ePYvAwEAkJiZi/vz50l/f\nHN8dq66uxtKlSxEQEACVSiVNT0lJQWpqKqxWKzZv3gyr1QqTyYTly5dj/Pjx0nKdjeH6+nps3rwZ\nRUVF0Ov1A/4+RleSdVVVFTIyMtptMzc3F8Bf9zE6dOiQdB+jhQsX9qg+NkZEREREbjyVRkREROTG\nxoiIiIjIjY0RERERkRsbIyIiIiI3NkZEREREbmyMiIiIiNzYGBERERG5sTEiIiIicmNjRETdFh8f\nj+joaI9b8LeZO3cuhg8fjtra2l6vo7m5GQqFAgqFAu+99167+V988YU0/8cff7wq+1Sr1fjXv/51\nVbZFRP6LjRERddu2bdtQXl6ODRs2eEzPy8uD2WzGa6+95vHVK70tMDAQ2dnZ7aZnZ2dL3w1GRNQT\nbIyIqNvGjBmD1atX48UXX8SJEycAXHj3ZsWKFbjnnnswZ86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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ggplot(x_all, aes('YearMade', 'SalePrice'))+stat_smooth(se=True, method='loess')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"x = get_sample(X_train[X_train.YearMade>1930], 500)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def plot_pdp(feat, clusters=None, feat_name=None):\n",
" feat_name = feat_name or feat\n",
" p = pdp.pdp_isolate(m, x, x.columns, feat)\n",
" return pdp.pdp_plot(p, feat_name, plot_lines=True,\n",
" cluster=clusters is not None,\n",
" n_cluster_centers=clusters)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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TMkjul3heqUcs1kKmRoo8Nj2yef9CLaQRJTx4amizm6OcbP2K6dbSmHbz97Zt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\nGIeTgYRxROReLmsAwOmIXDnHGRHjTLB3ykTcBesox/N6pbCsTch8ZRj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QFAWGw+HH3o0e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DJKJI9DYaJfCHAkRIZIXHc4EmHQUg0Hfdaz4Ai748W7FsDY93BpSpUD6td4yKZEtw1koARrO6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2dl6Hs8nlXcmeYEwGXZYgwkgS/ZyZ5Ii42VHPJxFjngntmxGqyVvzMPfXrNjith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\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vbrVIep/NS/7s/pRACZV1XrekYcBXDno8vKxYVh13tzPubKV02vBXT+Y8nJYS45RFpLFk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oG7sHjhkcMx/t9egg46vrHc+PMw4yaVQbn1F/MpTv6e1OlCvK+0mzOOAgi3g7L9jWllEikVNJ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YTExIgJnk7zSmbE1+Rl0TFjce7esqAdvEjpjOZuouGDzNt17yePghHYaiK9h+NKDAd/J43q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\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sjYZebajlO2kKXEzKcfPsQ0JUCSkm9C7AGj3SKhUYFaK1BglupBDmmKNJQXdIAiCeu8FT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\nIiIy8/4/ztnJFlZDpp0AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_pdp('YearMade')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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tt9yyrh3cdtttHwJuu/nmmwtLbvsocB+wA+i9+eabDy5/3K233vqxJ5544m+e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\nrkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_pdp('YearMade', clusters=5)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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rYhH2NCVIGFpNjybu29nKHR9+H8979qWkMlne9Ynb+NevfAO7BmduDaKhwYFq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\nFHMWufTU7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3RiE3W8aZq4feLjQMGLRQnbLkw2SyV7qkmymWicSnYRixLZVB7Tp5W3lya2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\nfz/AD77/wHA5/rDjeWLFeggRvUV0huJ6r16ziF//6nH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tojNM33vR4ir+/bNXcbSthw9e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\nlB7jXkO5AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"feats = ['saleElapsed', 'YearMade']\n",
"p = pdp.pdp_interact(m, x, x.columns, feats)\n",
"pdp.pdp_interact_plot(p, feats)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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29r9HR0dfD7xibGzs5yq2vxZ4fYPThgNdbfj8+fMcOXKk1c0QkQ6WL7prlpsp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\ngg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_pdp(['Enclosure_EROPS w AC', 'Enclosure_EROPS', 'Enclosure_OROPS'], 5, 'Enclosure')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df_raw.YearMade[df_raw.YearMade<1950] = 1950\n",
"df_keep['age'] = df_raw['age'] = df_raw.saleYear-df_raw.YearMade"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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0qspOrSuons35ENWzN21+BnxB0paShlEtobu6s2dmSuL0C6rngu61/XQ5Phe4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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X_train, X_valid = split_vals(df_keep, n_trn)\n",
"m = RandomForestRegressor(n_estimators=40, min_samples_leaf=3, max_features=0.6, n_jobs=-1)\n",
"m.fit(X_train, y_train)\n",
"plot_fi(rf_feat_importance(m, df_keep));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Tree interpreter"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from treeinterpreter import treeinterpreter as ti"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df_train, df_valid = split_vals(df_raw[df_keep.columns], n_trn)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[4364751, 2300944, 665, 172, 1.0, 1999, 3726.0, 3, 3232, 1111, 0, 63, 0, 5, 17, 35, 4, 4, 0, 1, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 12, 0, 0, 0, 0, 0, 3, 0, 0, 0, 2, 19, 29, 3, 2, 1, 0, 0, 0, 0, 0, 2010, 9, 37,\n",
" 16, 3, 259, False, False, False, False, False, False, 7912, False, False]], dtype=object)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"row = X_valid.values[None,0]; row"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"prediction, bias, contributions = ti.predict(m, row)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(9.1909688098736275, 10.10606580677884)"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prediction[0], bias[0]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"idxs = np.argsort(contributions[0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('ProductSize', 'Mini', -0.54680742853695008),\n",
" ('age', 11, -0.12507089451852943),\n",
" ('fiProductClassDesc',\n",
" 'Hydraulic Excavator, Track - 3.0 to 4.0 Metric Tons',\n",
" -0.11143111128570773),\n",
" ('fiModelDesc', 'KX1212', -0.065155113754146801),\n",
" ('fiSecondaryDesc', nan, -0.055237427792181749),\n",
" ('Enclosure', 'EROPS', -0.050467175593900217),\n",
" ('fiModelDescriptor', nan, -0.042354676935508852),\n",
" ('saleElapsed', 7912, -0.019642242073500914),\n",
" ('saleDay', 16, -0.012812993479652724),\n",
" ('Tire_Size', nan, -0.0029687660942271598),\n",
" ('SalesID', 4364751, -0.0010443985823001434),\n",
" ('saleDayofyear', 259, -0.00086540581130196688),\n",
" ('Drive_System', nan, 0.0015385818526195915),\n",
" ('Hydraulics', 'Standard', 0.0022411701338458821),\n",
" ('state', 'Ohio', 0.0037587658190299409),\n",
" ('ProductGroupDesc', 'Track Excavators', 0.0067688906745931197),\n",
" ('ProductGroup', 'TEX', 0.014654732626326661),\n",
" ('MachineID', 2300944, 0.015578052196894499),\n",
" ('Hydraulics_Flow', nan, 0.028973749866174004),\n",
" ('ModelID', 665, 0.038307429579276284),\n",
" ('Coupler_System', nan, 0.052509808150765114),\n",
" ('YearMade', 1999, 0.071829996446492878)]"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[o for o in zip(df_keep.columns[idxs], df_valid.iloc[0][idxs], contributions[0][idxs])]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-0.7383536391949419"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"contributions[0].sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Extrapolation"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df_ext = df_keep.copy()\n",
"df_ext['is_valid'] = 1\n",
"df_ext.is_valid[:n_trn] = 0\n",
"x, y, nas = proc_df(df_ext, 'is_valid')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.99998753505765037"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = RandomForestClassifier(n_estimators=40, min_samples_leaf=3, max_features=0.5, n_jobs=-1, oob_score=True)\n",
"m.fit(x, y);\n",
"m.oob_score_"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" cols | \n",
" imp | \n",
"
\n",
" \n",
" \n",
" \n",
" 9 | \n",
" SalesID | \n",
" 0.764744 | \n",
"
\n",
" \n",
" 5 | \n",
" saleElapsed | \n",
" 0.146162 | \n",
"
\n",
" \n",
" 11 | \n",
" MachineID | \n",
" 0.077919 | \n",
"
\n",
" \n",
" 8 | \n",
" fiModelDesc | \n",
" 0.002931 | \n",
"
\n",
" \n",
" 20 | \n",
" saleDayofyear | \n",
" 0.002569 | \n",
"
\n",
" \n",
" 0 | \n",
" YearMade | \n",
" 0.002358 | \n",
"
\n",
" \n",
" 22 | \n",
" age | \n",
" 0.001202 | \n",
"
\n",
" \n",
" 4 | \n",
" ModelID | \n",
" 0.000664 | \n",
"
\n",
" \n",
" 6 | \n",
" fiSecondaryDesc | \n",
" 0.000361 | \n",
"
\n",
" \n",
" 1 | \n",
" Coupler_System | \n",
" 0.000208 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" cols imp\n",
"9 SalesID 0.764744\n",
"5 saleElapsed 0.146162\n",
"11 MachineID 0.077919\n",
"8 fiModelDesc 0.002931\n",
"20 saleDayofyear 0.002569\n",
"0 YearMade 0.002358\n",
"22 age 0.001202\n",
"4 ModelID 0.000664\n",
"6 fiSecondaryDesc 0.000361\n",
"1 Coupler_System 0.000208"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fi = rf_feat_importance(m, x); fi[:10]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"feats=['SalesID', 'saleElapsed', 'MachineID']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" SalesID | \n",
" saleElapsed | \n",
" MachineID | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 389125.000000 | \n",
" 389125.000000 | \n",
" 389125.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 1800.452485 | \n",
" 5.599522 | \n",
" 1206.796148 | \n",
"
\n",
" \n",
" std | \n",
" 595.627288 | \n",
" 2.087862 | \n",
" 430.850552 | \n",
"
\n",
" \n",
" min | \n",
" 1139.246000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 25% | \n",
" 1413.348000 | \n",
" 4.232000 | \n",
" 1087.016000 | \n",
"
\n",
" \n",
" 50% | \n",
" 1632.093000 | \n",
" 6.176000 | \n",
" 1273.859000 | \n",
"
\n",
" \n",
" 75% | \n",
" 2210.453000 | \n",
" 7.328000 | \n",
" 1458.661000 | \n",
"
\n",
" \n",
" max | \n",
" 4364.741000 | \n",
" 8.381000 | \n",
" 2313.821000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" SalesID saleElapsed MachineID\n",
"count 389125.000000 389125.000000 389125.000000\n",
"mean 1800.452485 5.599522 1206.796148\n",
"std 595.627288 2.087862 430.850552\n",
"min 1139.246000 0.000000 0.000000\n",
"25% 1413.348000 4.232000 1087.016000\n",
"50% 1632.093000 6.176000 1273.859000\n",
"75% 2210.453000 7.328000 1458.661000\n",
"max 4364.741000 8.381000 2313.821000"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(X_train[feats]/1000).describe()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" SalesID | \n",
" saleElapsed | \n",
" MachineID | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 12000.000000 | \n",
" 12000.000000 | \n",
" 12000.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 5786.967651 | \n",
" 8.166793 | \n",
" 1578.049709 | \n",
"
\n",
" \n",
" std | \n",
" 836.899608 | \n",
" 0.289098 | \n",
" 589.497173 | \n",
"
\n",
" \n",
" min | \n",
" 4364.751000 | \n",
" 6.638000 | \n",
" 0.830000 | \n",
"
\n",
" \n",
" 25% | \n",
" 4408.580750 | \n",
" 8.197000 | \n",
" 1271.225250 | \n",
"
\n",
" \n",
" 50% | \n",
" 6272.538500 | \n",
" 8.276000 | \n",
" 1825.317000 | \n",
"
\n",
" \n",
" 75% | \n",
" 6291.792250 | \n",
" 8.338000 | \n",
" 1907.858000 | \n",
"
\n",
" \n",
" max | \n",
" 6333.342000 | \n",
" 8.382000 | \n",
" 2486.330000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" SalesID saleElapsed MachineID\n",
"count 12000.000000 12000.000000 12000.000000\n",
"mean 5786.967651 8.166793 1578.049709\n",
"std 836.899608 0.289098 589.497173\n",
"min 4364.751000 6.638000 0.830000\n",
"25% 4408.580750 8.197000 1271.225250\n",
"50% 6272.538500 8.276000 1825.317000\n",
"75% 6291.792250 8.338000 1907.858000\n",
"max 6333.342000 8.382000 2486.330000"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(X_valid[feats]/1000).describe()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"x.drop(feats, axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9789018385789966"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = RandomForestClassifier(n_estimators=40, min_samples_leaf=3, max_features=0.5, n_jobs=-1, oob_score=True)\n",
"m.fit(x, y);\n",
"m.oob_score_"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" cols | \n",
" imp | \n",
"
\n",
" \n",
" \n",
" \n",
" 19 | \n",
" age | \n",
" 0.233626 | \n",
"
\n",
" \n",
" 0 | \n",
" YearMade | \n",
" 0.188127 | \n",
"
\n",
" \n",
" 17 | \n",
" saleDayofyear | \n",
" 0.157429 | \n",
"
\n",
" \n",
" 4 | \n",
" ModelID | \n",
" 0.077623 | \n",
"
\n",
" \n",
" 7 | \n",
" fiModelDesc | \n",
" 0.061301 | \n",
"
\n",
" \n",
" 15 | \n",
" saleDay | \n",
" 0.056252 | \n",
"
\n",
" \n",
" 14 | \n",
" state | \n",
" 0.055201 | \n",
"
\n",
" \n",
" 3 | \n",
" fiProductClassDesc | \n",
" 0.035131 | \n",
"
\n",
" \n",
" 5 | \n",
" fiSecondaryDesc | \n",
" 0.023661 | \n",
"
\n",
" \n",
" 6 | \n",
" Enclosure | \n",
" 0.022409 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" cols imp\n",
"19 age 0.233626\n",
"0 YearMade 0.188127\n",
"17 saleDayofyear 0.157429\n",
"4 ModelID 0.077623\n",
"7 fiModelDesc 0.061301\n",
"15 saleDay 0.056252\n",
"14 state 0.055201\n",
"3 fiProductClassDesc 0.035131\n",
"5 fiSecondaryDesc 0.023661\n",
"6 Enclosure 0.022409"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fi = rf_feat_importance(m, x); fi[:10]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"set_rf_samples(50000)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"feats=['SalesID', 'saleElapsed', 'MachineID', 'age', 'YearMade', 'saleDayofyear']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.21136509778791376, 0.2493668921196425, 0.90909393040946562, 0.88894821098056087, 0.89255408392415925]\n"
]
}
],
"source": [
"X_train, X_valid = split_vals(df_keep, n_trn)\n",
"m = RandomForestRegressor(n_estimators=40, min_samples_leaf=3, max_features=0.5, n_jobs=-1, oob_score=True)\n",
"m.fit(X_train, y_train)\n",
"print_score(m)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SalesID\n",
"[0.20918653475938534, 0.2459966629213187, 0.9053273181678706, 0.89192968797265737, 0.89245205174299469]\n",
"saleElapsed\n",
"[0.2194124612957369, 0.2546442621643524, 0.90358104739129086, 0.8841980790762114, 0.88681881032219145]\n",
"MachineID\n",
"[0.206612984511148, 0.24446409479358033, 0.90312476862123559, 0.89327205732490311, 0.89501553584754967]\n",
"age\n",
"[0.21317740718919814, 0.2471719147150774, 0.90260198977488226, 0.89089460707372525, 0.89185129799503315]\n",
"YearMade\n",
"[0.21305398932040326, 0.2534570148977216, 0.90555219348567462, 0.88527538596974953, 0.89158854973045432]\n",
"saleDayofyear\n",
"[0.21320711524847227, 0.24629839782893828, 0.90881970943169987, 0.89166441133215968, 0.89272793857941679]\n"
]
}
],
"source": [
"for f in feats:\n",
" df_subs = df_keep.drop(f, axis=1)\n",
" X_train, X_valid = split_vals(df_subs, n_trn)\n",
" m = RandomForestRegressor(n_estimators=40, min_samples_leaf=3, max_features=0.5, n_jobs=-1, oob_score=True)\n",
" m.fit(X_train, y_train)\n",
" print(f)\n",
" print_score(m)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"reset_rf_samples()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.1418970082803121, 0.21779153679471935, 0.96040441863389681, 0.91529091848161925, 0.90918594039522138]\n"
]
}
],
"source": [
"df_subs = df_keep.drop(['SalesID', 'MachineID', 'saleDayofyear'], axis=1)\n",
"X_train, X_valid = split_vals(df_subs, n_trn)\n",
"m = RandomForestRegressor(n_estimators=40, min_samples_leaf=3, max_features=0.5, n_jobs=-1, oob_score=True)\n",
"m.fit(X_train, y_train)\n",
"print_score(m)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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2qfs3OoSIiIiIVc5wm9n5FDDT9ljbq3UkOpL2lGRJN9YrS/qrcn/mUAYp6RhJ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\nTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_fi(rf_feat_importance(m, X_train));"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"np.save('tmp/subs_cols.npy', np.array(df_subs.columns))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Our final model!"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 6min 3s, sys: 2.75 s, total: 6min 6s\n",
"Wall time: 16.7 s\n",
"[0.08104912951128229, 0.2109679613161783, 0.9865755186304942, 0.92051576728916762, 0.9143700001430598]\n"
]
}
],
"source": [
"m = RandomForestRegressor(n_estimators=160, max_features=0.5, n_jobs=-1, oob_score=True)\n",
"%time m.fit(X_train, y_train)\n",
"print_score(m)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}