In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"
],
"text/plain": [
" pclass age sibsp parch fare boat body \\\n",
"1139 3 38 0 0 7.8958 NaN NaN \n",
"533 2 21 0 1 21 12 NaN \n",
"459 2 42 1 0 27 NaN NaN \n",
"1150 3 NaN 0 0 14.5 NaN NaN \n",
"393 2 25 0 0 31.5 NaN NaN \n",
"\n",
" name_mellinger miss madeleine violet name_barbara mrs catherine david \\\n",
"1139 0.454545 0.550000 \n",
"533 0.615385 0.524590 \n",
"459 0.596491 0.603774 \n",
"1150 0.641509 0.693878 \n",
"393 0.408163 0.666667 \n",
"\n",
" home.dest_new york ny home.dest_london ticket_ca 2343 ticket_ca 2144 \n",
"1139 NaN NaN 0.461538 0.461538 \n",
"533 0.370370 0.454545 0.307692 0.307692 \n",
"459 0.352941 1.000000 0.461538 0.461538 \n",
"1150 NaN NaN 0.307692 0.307692 \n",
"393 0.437500 0.222222 0.666667 0.666667 "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# check output\n",
"test_t.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "cd176a8f-63a2-45fd-9f06-51505abb660e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot encoded column - home.dest\n",
"fig, ax = plt.subplots(2, 1);\n",
"train_t.plot(\n",
" kind='scatter',\n",
" x='home.dest_new york ny',\n",
" y='home.dest_london',\n",
" sharex=True,\n",
" title='Home destination encoding in train',\n",
" ax=ax[0]\n",
");\n",
"test_t.plot(\n",
" kind='scatter',\n",
" x='home.dest_new york ny',\n",
" y='home.dest_london',\n",
" sharex=True,\n",
" title='Home destination encoding in test',\n",
" ax=ax[1]\n",
");"
]
},
{
"cell_type": "markdown",
"id": "ec0eb139-1148-478c-9cec-a04000505be7",
"metadata": {},
"source": [
"# Note on dimensionality reduction"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "2d2077be-4c12-4fc7-ab09-11b37040d89e",
"metadata": {},
"outputs": [],
"source": [
"# These encoded columns could also be compressed further to reduce dimensions\n",
"# since they are not boolean, but real numbers\n",
"from sklearn.decomposition import PCA"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "2ee816f1-1d64-44ee-b2d8-fd25155afa30",
"metadata": {},
"outputs": [],
"source": [
"# defining encoder for home destination\n",
"encoder = StringSimilarityEncoder(\n",
" top_categories=None,\n",
" handle_missing='impute',\n",
" variables=['home.dest']\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "b9045a39-d35e-4ccd-886f-1480cf68a69a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
StringSimilarityEncoder(variables=['home.dest'])
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In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.