{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 데모"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 라이브러리 import 및 설정"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:54:20.388761Z",
"start_time": "2020-09-28T04:54:20.110948Z"
}
},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:54:21.136521Z",
"start_time": "2020-09-28T04:54:20.391195Z"
}
},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"from matplotlib import rcParams\n",
"import numpy as np\n",
"from pathlib import Path\n",
"import pandas as pd\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.metrics import accuracy_score\n",
"from sklearn.model_selection import StratifiedKFold\n",
"from sklearn.preprocessing import StandardScaler, PolynomialFeatures\n",
"import seaborn as sns\n",
"import warnings"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:54:21.163019Z",
"start_time": "2020-09-28T04:54:21.138580Z"
}
},
"outputs": [],
"source": [
"rcParams['figure.figsize'] = (16, 8)\n",
"plt.style.use('fivethirtyeight')\n",
"pd.set_option('max_columns', 100)\n",
"pd.set_option(\"display.precision\", 4)\n",
"warnings.simplefilter('ignore')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 학습데이터 로드"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[03-pandas-eda.ipynb](https://github.com/kaggler-tv/dku-kaggle-class/blob/master/notebook/03-pandas-eda.ipynb)에서 생성한 `feature.csv` 피처파일 사용"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:54:21.189780Z",
"start_time": "2020-09-28T04:54:21.165006Z"
}
},
"outputs": [],
"source": [
"data_dir = Path('../data/dacon-dku')\n",
"feature_dir = Path('../build/feature')\n",
"val_dir = Path('../build/val')\n",
"tst_dir = Path('../build/tst')\n",
"sub_dir = Path('../build/sub')\n",
"\n",
"trn_file = data_dir / 'train.csv'\n",
"tst_file = data_dir / 'test.csv'\n",
"sample_file = data_dir / 'sample_submission.csv'\n",
"\n",
"target_col = 'class'\n",
"n_fold = 5\n",
"n_class = 3\n",
"seed = 42"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:54:21.216812Z",
"start_time": "2020-09-28T04:54:21.193365Z"
}
},
"outputs": [],
"source": [
"algo_name = 'lrcv'\n",
"feature_name = 'polyfeature'\n",
"model_name = f'{algo_name}_{feature_name}'\n",
"\n",
"feature_file = feature_dir / f'{feature_name}.csv'\n",
"p_val_file = val_dir / f'{model_name}.val.csv'\n",
"p_tst_file = tst_dir / f'{model_name}.tst.csv'\n",
"sub_file = sub_dir / f'{model_name}.csv'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Polynomial Feature 생성"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:54:22.542595Z",
"start_time": "2020-09-28T04:54:21.219024Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(400000, 20)\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" z | \n",
" redshift | \n",
" dered_u | \n",
" dered_g | \n",
" dered_r | \n",
" dered_i | \n",
" dered_z | \n",
" nObserve | \n",
" airmass_u | \n",
" class | \n",
" d_dered_u | \n",
" d_dered_g | \n",
" d_dered_r | \n",
" d_dered_i | \n",
" d_dered_z | \n",
" d_dered_ig | \n",
" d_dered_zg | \n",
" d_dered_rz | \n",
" d_dered_iz | \n",
" d_obs_det | \n",
"
\n",
" \n",
" id | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 16.9396 | \n",
" -8.1086e-05 | \n",
" 23.1243 | \n",
" 20.2578 | \n",
" 18.9551 | \n",
" 17.6321 | \n",
" 16.9089 | \n",
" 2.9444 | \n",
" 1.1898 | \n",
" 0.0 | \n",
" -0.1397 | \n",
" -0.0790 | \n",
" -0.0544 | \n",
" -0.0403 | \n",
" -0.0307 | \n",
" -2.6257 | \n",
" -3.3488 | \n",
" 2.0462 | \n",
" 0.7232 | \n",
" -15.0556 | \n",
"
\n",
" \n",
" 1 | \n",
" 13.1689 | \n",
" 4.5061e-03 | \n",
" 14.9664 | \n",
" 14.0045 | \n",
" 13.4114 | \n",
" 13.2363 | \n",
" 13.1347 | \n",
" 0.6931 | \n",
" 1.2533 | \n",
" 1.0 | \n",
" -0.0857 | \n",
" -0.0574 | \n",
" -0.0410 | \n",
" -0.0322 | \n",
" -0.0343 | \n",
" -0.7683 | \n",
" -0.8698 | \n",
" 0.2767 | \n",
" 0.1016 | \n",
" -0.3069 | \n",
"
\n",
" \n",
" 2 | \n",
" 15.3500 | \n",
" 4.7198e-04 | \n",
" 16.6076 | \n",
" 15.6866 | \n",
" 15.4400 | \n",
" 15.3217 | \n",
" 15.2961 | \n",
" 1.0986 | \n",
" 1.0225 | \n",
" 0.0 | \n",
" -0.1787 | \n",
" -0.1388 | \n",
" -0.0963 | \n",
" -0.0718 | \n",
" -0.0540 | \n",
" -0.3649 | \n",
" -0.3905 | \n",
" 0.1440 | \n",
" 0.0257 | \n",
" -0.9014 | \n",
"
\n",
" \n",
" 3 | \n",
" 19.6346 | \n",
" 5.8143e-06 | \n",
" 25.3536 | \n",
" 20.9947 | \n",
" 20.0873 | \n",
" 19.7947 | \n",
" 19.5552 | \n",
" 1.6094 | \n",
" 1.2054 | \n",
" 0.0 | \n",
" -0.3070 | \n",
" -0.1941 | \n",
" -0.1339 | \n",
" -0.1003 | \n",
" -0.0795 | \n",
" -1.2000 | \n",
" -1.4395 | \n",
" 0.5321 | \n",
" 0.2395 | \n",
" -1.3906 | \n",
"
\n",
" \n",
" 4 | \n",
" 17.9826 | \n",
" -3.3247e-05 | \n",
" 23.7714 | \n",
" 20.4338 | \n",
" 18.8630 | \n",
" 18.1903 | \n",
" 17.8759 | \n",
" 2.6391 | \n",
" 1.1939 | \n",
" 0.0 | \n",
" -0.6820 | \n",
" -0.2653 | \n",
" -0.1794 | \n",
" -0.1339 | \n",
" -0.1067 | \n",
" -2.2436 | \n",
" -2.5579 | \n",
" 0.9871 | \n",
" 0.3144 | \n",
" -9.3609 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" z redshift dered_u dered_g dered_r dered_i dered_z \\\n",
"id \n",
"0 16.9396 -8.1086e-05 23.1243 20.2578 18.9551 17.6321 16.9089 \n",
"1 13.1689 4.5061e-03 14.9664 14.0045 13.4114 13.2363 13.1347 \n",
"2 15.3500 4.7198e-04 16.6076 15.6866 15.4400 15.3217 15.2961 \n",
"3 19.6346 5.8143e-06 25.3536 20.9947 20.0873 19.7947 19.5552 \n",
"4 17.9826 -3.3247e-05 23.7714 20.4338 18.8630 18.1903 17.8759 \n",
"\n",
" nObserve airmass_u class d_dered_u d_dered_g d_dered_r d_dered_i \\\n",
"id \n",
"0 2.9444 1.1898 0.0 -0.1397 -0.0790 -0.0544 -0.0403 \n",
"1 0.6931 1.2533 1.0 -0.0857 -0.0574 -0.0410 -0.0322 \n",
"2 1.0986 1.0225 0.0 -0.1787 -0.1388 -0.0963 -0.0718 \n",
"3 1.6094 1.2054 0.0 -0.3070 -0.1941 -0.1339 -0.1003 \n",
"4 2.6391 1.1939 0.0 -0.6820 -0.2653 -0.1794 -0.1339 \n",
"\n",
" d_dered_z d_dered_ig d_dered_zg d_dered_rz d_dered_iz d_obs_det \n",
"id \n",
"0 -0.0307 -2.6257 -3.3488 2.0462 0.7232 -15.0556 \n",
"1 -0.0343 -0.7683 -0.8698 0.2767 0.1016 -0.3069 \n",
"2 -0.0540 -0.3649 -0.3905 0.1440 0.0257 -0.9014 \n",
"3 -0.0795 -1.2000 -1.4395 0.5321 0.2395 -1.3906 \n",
"4 -0.1067 -2.2436 -2.5579 0.9871 0.3144 -9.3609 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(feature_dir / 'feature.csv', index_col=0)\n",
"print(df.shape)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:54:23.509758Z",
"start_time": "2020-09-28T04:54:22.544441Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"['1',\n",
" 'z',\n",
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" 'dered_g',\n",
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" 'nObserve',\n",
" 'airmass_u',\n",
" 'class',\n",
" 'd_dered_u',\n",
" 'd_dered_g',\n",
" 'd_dered_r',\n",
" 'd_dered_i',\n",
" 'd_dered_z',\n",
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" 'z airmass_u',\n",
" 'z class',\n",
" 'z d_dered_u',\n",
" 'z d_dered_g',\n",
" 'z d_dered_r',\n",
" 'z d_dered_i',\n",
" 'z d_dered_z',\n",
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" 'z d_dered_zg',\n",
" 'z d_dered_rz',\n",
" 'z d_dered_iz',\n",
" 'redshift^2',\n",
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" 'redshift dered_g',\n",
" 'redshift dered_r',\n",
" 'redshift dered_i',\n",
" 'redshift dered_z',\n",
" 'redshift nObserve',\n",
" 'redshift airmass_u',\n",
" 'redshift class',\n",
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" 'redshift d_dered_g',\n",
" 'redshift d_dered_r',\n",
" 'redshift d_dered_i',\n",
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" 'dered_g^2',\n",
" 'dered_g dered_r',\n",
" 'dered_g dered_i',\n",
" 'dered_g dered_z',\n",
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" 'dered_g airmass_u',\n",
" 'dered_g class',\n",
" 'dered_g d_dered_u',\n",
" 'dered_g d_dered_g',\n",
" 'dered_g d_dered_r',\n",
" 'dered_g d_dered_i',\n",
" 'dered_g d_dered_z',\n",
" 'dered_g d_dered_ig',\n",
" 'dered_g d_dered_zg',\n",
" 'dered_g d_dered_rz',\n",
" 'dered_g d_dered_iz',\n",
" 'dered_r^2',\n",
" 'dered_r dered_i',\n",
" 'dered_r dered_z',\n",
" 'dered_r nObserve',\n",
" 'dered_r airmass_u',\n",
" 'dered_r class',\n",
" 'dered_r d_dered_u',\n",
" 'dered_r d_dered_g',\n",
" 'dered_r d_dered_r',\n",
" 'dered_r d_dered_i',\n",
" 'dered_r d_dered_z',\n",
" 'dered_r d_dered_ig',\n",
" 'dered_r d_dered_zg',\n",
" 'dered_r d_dered_rz',\n",
" 'dered_r d_dered_iz',\n",
" 'dered_i^2',\n",
" 'dered_i dered_z',\n",
" 'dered_i nObserve',\n",
" 'dered_i airmass_u',\n",
" 'dered_i class',\n",
" 'dered_i d_dered_u',\n",
" 'dered_i d_dered_g',\n",
" 'dered_i d_dered_r',\n",
" 'dered_i d_dered_i',\n",
" 'dered_i d_dered_z',\n",
" 'dered_i d_dered_ig',\n",
" 'dered_i d_dered_zg',\n",
" 'dered_i d_dered_rz',\n",
" 'dered_i d_dered_iz',\n",
" 'dered_z^2',\n",
" 'dered_z nObserve',\n",
" 'dered_z airmass_u',\n",
" 'dered_z class',\n",
" 'dered_z d_dered_u',\n",
" 'dered_z d_dered_g',\n",
" 'dered_z d_dered_r',\n",
" 'dered_z d_dered_i',\n",
" 'dered_z d_dered_z',\n",
" 'dered_z d_dered_ig',\n",
" 'dered_z d_dered_zg',\n",
" 'dered_z d_dered_rz',\n",
" 'dered_z d_dered_iz',\n",
" 'nObserve^2',\n",
" 'nObserve airmass_u',\n",
" 'nObserve class',\n",
" 'nObserve d_dered_u',\n",
" 'nObserve d_dered_g',\n",
" 'nObserve d_dered_r',\n",
" 'nObserve d_dered_i',\n",
" 'nObserve d_dered_z',\n",
" 'nObserve d_dered_ig',\n",
" 'nObserve d_dered_zg',\n",
" 'nObserve d_dered_rz',\n",
" 'nObserve d_dered_iz',\n",
" 'airmass_u^2',\n",
" 'airmass_u class',\n",
" 'airmass_u d_dered_u',\n",
" 'airmass_u d_dered_g',\n",
" 'airmass_u d_dered_r',\n",
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" 'airmass_u d_dered_z',\n",
" 'airmass_u d_dered_ig',\n",
" 'airmass_u d_dered_zg',\n",
" 'airmass_u d_dered_rz',\n",
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" 'class d_dered_g',\n",
" 'class d_dered_r',\n",
" 'class d_dered_i',\n",
" 'class d_dered_z',\n",
" 'class d_dered_ig',\n",
" 'class d_dered_zg',\n",
" 'class d_dered_rz',\n",
" 'class d_dered_iz',\n",
" 'd_dered_u^2',\n",
" 'd_dered_u d_dered_g',\n",
" 'd_dered_u d_dered_r',\n",
" 'd_dered_u d_dered_i',\n",
" 'd_dered_u d_dered_z',\n",
" 'd_dered_u d_dered_ig',\n",
" 'd_dered_u d_dered_zg',\n",
" 'd_dered_u d_dered_rz',\n",
" 'd_dered_u d_dered_iz',\n",
" 'd_dered_g^2',\n",
" 'd_dered_g d_dered_r',\n",
" 'd_dered_g d_dered_i',\n",
" 'd_dered_g d_dered_z',\n",
" 'd_dered_g d_dered_ig',\n",
" 'd_dered_g d_dered_zg',\n",
" 'd_dered_g d_dered_rz',\n",
" 'd_dered_g d_dered_iz',\n",
" 'd_dered_r^2',\n",
" 'd_dered_r d_dered_i',\n",
" 'd_dered_r d_dered_z',\n",
" 'd_dered_r d_dered_ig',\n",
" 'd_dered_r d_dered_zg',\n",
" 'd_dered_r d_dered_rz',\n",
" 'd_dered_r d_dered_iz',\n",
" 'd_dered_i^2',\n",
" 'd_dered_i d_dered_z',\n",
" 'd_dered_i d_dered_ig',\n",
" 'd_dered_i d_dered_zg',\n",
" 'd_dered_i d_dered_rz',\n",
" 'd_dered_i d_dered_iz',\n",
" 'd_dered_z^2',\n",
" 'd_dered_z d_dered_ig',\n",
" 'd_dered_z d_dered_zg',\n",
" 'd_dered_z d_dered_rz',\n",
" 'd_dered_z d_dered_iz',\n",
" 'd_dered_ig^2',\n",
" 'd_dered_ig d_dered_zg',\n",
" 'd_dered_ig d_dered_rz',\n",
" 'd_dered_ig d_dered_iz',\n",
" 'd_dered_zg^2',\n",
" 'd_dered_zg d_dered_rz',\n",
" 'd_dered_zg d_dered_iz',\n",
" 'd_dered_rz^2',\n",
" 'd_dered_rz d_dered_iz',\n",
" 'd_dered_iz^2']"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scaler = StandardScaler()\n",
"poly = PolynomialFeatures(2)\n",
"X = poly.fit_transform(scaler.fit_transform(df.drop(target_col, axis=1)))\n",
"feature_names = poly.get_feature_names(df.columns)\n",
"feature_names"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:56:32.625913Z",
"start_time": "2020-09-28T04:54:29.618421Z"
}
},
"outputs": [],
"source": [
"df_poly = pd.DataFrame(data=X, columns=feature_names, index=df.index)\n",
"df_poly[target_col] = df[target_col]\n",
"df_poly.head()\n",
"df_poly.to_csv(feature_file)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:56:41.543694Z",
"start_time": "2020-09-28T04:56:41.519812Z"
}
},
"outputs": [],
"source": [
"del df_poly, df"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:56:57.498277Z",
"start_time": "2020-09-28T04:56:43.377963Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(400000, 210)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" 1 | \n",
" z | \n",
" redshift | \n",
" dered_u | \n",
" dered_g | \n",
" dered_r | \n",
" dered_i | \n",
" dered_z | \n",
" nObserve | \n",
" airmass_u | \n",
" class | \n",
" d_dered_u | \n",
" d_dered_g | \n",
" d_dered_r | \n",
" d_dered_i | \n",
" d_dered_z | \n",
" d_dered_ig | \n",
" d_dered_zg | \n",
" d_dered_rz | \n",
" d_dered_iz | \n",
" z^2 | \n",
" z redshift | \n",
" z dered_u | \n",
" z dered_g | \n",
" z dered_r | \n",
" z dered_i | \n",
" z dered_z | \n",
" z nObserve | \n",
" z airmass_u | \n",
" z class | \n",
" z d_dered_u | \n",
" z d_dered_g | \n",
" z d_dered_r | \n",
" z d_dered_i | \n",
" z d_dered_z | \n",
" z d_dered_ig | \n",
" z d_dered_zg | \n",
" z d_dered_rz | \n",
" z d_dered_iz | \n",
" redshift^2 | \n",
" redshift dered_u | \n",
" redshift dered_g | \n",
" redshift dered_r | \n",
" redshift dered_i | \n",
" redshift dered_z | \n",
" redshift nObserve | \n",
" redshift airmass_u | \n",
" redshift class | \n",
" redshift d_dered_u | \n",
" redshift d_dered_g | \n",
" ... | \n",
" class d_dered_z | \n",
" class d_dered_ig | \n",
" class d_dered_zg | \n",
" class d_dered_rz | \n",
" class d_dered_iz | \n",
" d_dered_u^2 | \n",
" d_dered_u d_dered_g | \n",
" d_dered_u d_dered_r | \n",
" d_dered_u d_dered_i | \n",
" d_dered_u d_dered_z | \n",
" d_dered_u d_dered_ig | \n",
" d_dered_u d_dered_zg | \n",
" d_dered_u d_dered_rz | \n",
" d_dered_u d_dered_iz | \n",
" d_dered_g^2 | \n",
" d_dered_g d_dered_r | \n",
" d_dered_g d_dered_i | \n",
" d_dered_g d_dered_z | \n",
" d_dered_g d_dered_ig | \n",
" d_dered_g d_dered_zg | \n",
" d_dered_g d_dered_rz | \n",
" d_dered_g d_dered_iz | \n",
" d_dered_r^2 | \n",
" d_dered_r d_dered_i | \n",
" d_dered_r d_dered_z | \n",
" d_dered_r d_dered_ig | \n",
" d_dered_r d_dered_zg | \n",
" d_dered_r d_dered_rz | \n",
" d_dered_r d_dered_iz | \n",
" d_dered_i^2 | \n",
" d_dered_i d_dered_z | \n",
" d_dered_i d_dered_ig | \n",
" d_dered_i d_dered_zg | \n",
" d_dered_i d_dered_rz | \n",
" d_dered_i d_dered_iz | \n",
" d_dered_z^2 | \n",
" d_dered_z d_dered_ig | \n",
" d_dered_z d_dered_zg | \n",
" d_dered_z d_dered_rz | \n",
" d_dered_z d_dered_iz | \n",
" d_dered_ig^2 | \n",
" d_dered_ig d_dered_zg | \n",
" d_dered_ig d_dered_rz | \n",
" d_dered_ig d_dered_iz | \n",
" d_dered_zg^2 | \n",
" d_dered_zg d_dered_rz | \n",
" d_dered_zg d_dered_iz | \n",
" d_dered_rz^2 | \n",
" d_dered_rz d_dered_iz | \n",
" d_dered_iz^2 | \n",
"
\n",
" \n",
" id | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1.0 | \n",
" 0.0002 | \n",
" -0.1093 | \n",
" 1.8170 | \n",
" 0.1270 | \n",
" 0.9086 | \n",
" 0.0208 | \n",
" 0.0011 | \n",
" 1.6087 | \n",
" 0.1200 | \n",
" 0.0 | \n",
" 0.0063 | \n",
" 0.1783 | \n",
" -0.0002 | \n",
" 0.0008 | \n",
" -0.0981 | \n",
" -0.0626 | \n",
" 0.0367 | \n",
" 0.0156 | \n",
" -1.3511 | \n",
" 3.4181e-08 | \n",
" -2.0203e-05 | \n",
" 0.0003 | \n",
" 2.3488e-05 | \n",
" 0.0002 | \n",
" 3.8455e-06 | \n",
" 2.0594e-07 | \n",
" 0.0003 | \n",
" 2.2191e-05 | \n",
" 2.2235e-05 | \n",
" 1.1669e-06 | \n",
" 3.2960e-05 | \n",
" -3.7490e-08 | \n",
" 1.4942e-07 | \n",
" -1.8144e-05 | \n",
" -1.1575e-05 | \n",
" 6.7832e-06 | \n",
" 2.8794e-06 | \n",
" -0.0002 | \n",
" 0.0119 | \n",
" -0.1986 | \n",
" -0.0139 | \n",
" -0.0993 | \n",
" -0.0023 | \n",
" -0.0001 | \n",
" -0.1758 | \n",
" -0.0131 | \n",
" -0.0131 | \n",
" -0.0007 | \n",
" -0.0195 | \n",
" ... | \n",
" -0.0118 | \n",
" -0.0075 | \n",
" 0.0044 | \n",
" 0.0019 | \n",
" -0.1625 | \n",
" 3.9834e-05 | \n",
" 1.1252e-03 | \n",
" -1.2798e-06 | \n",
" 5.1009e-06 | \n",
" -6.1941e-04 | \n",
" -3.9513e-04 | \n",
" 2.3156e-04 | \n",
" 9.8297e-05 | \n",
" -0.0085 | \n",
" 0.0318 | \n",
" -3.6150e-05 | \n",
" 1.4408e-04 | \n",
" -0.0175 | \n",
" -1.1161e-02 | \n",
" 0.0065 | \n",
" 2.7766e-03 | \n",
" -0.2409 | \n",
" 4.1119e-08 | \n",
" -1.6389e-07 | \n",
" 1.9901e-05 | \n",
" 1.2695e-05 | \n",
" -7.4398e-06 | \n",
" -3.1582e-06 | \n",
" 2.7398e-04 | \n",
" 6.5318e-07 | \n",
" -7.9317e-05 | \n",
" -5.0598e-05 | \n",
" 2.9652e-05 | \n",
" 1.2587e-05 | \n",
" -1.0920e-03 | \n",
" 9.6316e-03 | \n",
" 6.1442e-03 | \n",
" -3.6007e-03 | \n",
" -1.5285e-03 | \n",
" 0.1326 | \n",
" 3.9195e-03 | \n",
" -2.2970e-03 | \n",
" -9.7505e-04 | \n",
" 0.0846 | \n",
" 1.3461e-03 | \n",
" 5.7142e-04 | \n",
" -0.0496 | \n",
" 2.4256e-04 | \n",
" -0.0210 | \n",
" 1.8255 | \n",
"
\n",
" \n",
" 1 | \n",
" 1.0 | \n",
" -0.0719 | \n",
" -0.1007 | \n",
" -2.4251 | \n",
" -0.2656 | \n",
" -2.8534 | \n",
" -0.1751 | \n",
" -0.1054 | \n",
" -0.8761 | \n",
" 0.6658 | \n",
" 1.0 | \n",
" 0.0081 | \n",
" 0.2144 | \n",
" 0.0001 | \n",
" 0.0007 | \n",
" 0.0190 | \n",
" 0.0156 | \n",
" -0.0133 | \n",
" -0.0071 | \n",
" 0.5650 | \n",
" 5.1738e-03 | \n",
" 7.2464e-03 | \n",
" 0.1744 | \n",
" 1.9104e-02 | \n",
" 0.2052 | \n",
" 1.2597e-02 | \n",
" 7.5809e-03 | \n",
" 0.0630 | \n",
" -4.7893e-02 | \n",
" -1.4200e-02 | \n",
" -5.8349e-04 | \n",
" -1.5419e-02 | \n",
" -8.7153e-06 | \n",
" -5.1123e-05 | \n",
" -1.3637e-03 | \n",
" -1.1239e-03 | \n",
" 9.5460e-04 | \n",
" 5.0978e-04 | \n",
" -0.0406 | \n",
" 0.0101 | \n",
" 0.2443 | \n",
" 0.0268 | \n",
" 0.2875 | \n",
" 0.0176 | \n",
" 0.0106 | \n",
" 0.0883 | \n",
" -0.0671 | \n",
" -0.0199 | \n",
" -0.0008 | \n",
" -0.0216 | \n",
" ... | \n",
" 0.0037 | \n",
" 0.0031 | \n",
" -0.0026 | \n",
" -0.0014 | \n",
" 0.1115 | \n",
" 6.5806e-05 | \n",
" 1.7389e-03 | \n",
" 9.8290e-07 | \n",
" 5.7656e-06 | \n",
" 1.5379e-04 | \n",
" 1.2675e-04 | \n",
" -1.0766e-04 | \n",
" -5.7493e-05 | \n",
" 0.0046 | \n",
" 0.0460 | \n",
" 2.5973e-05 | \n",
" 1.5236e-04 | \n",
" 0.0041 | \n",
" 3.3493e-03 | \n",
" -0.0028 | \n",
" -1.5193e-03 | \n",
" 0.1211 | \n",
" 1.4681e-08 | \n",
" 8.6118e-08 | \n",
" 2.2971e-06 | \n",
" 1.8932e-06 | \n",
" -1.6081e-06 | \n",
" -8.5874e-07 | \n",
" 6.8457e-05 | \n",
" 5.0517e-07 | \n",
" 1.3475e-05 | \n",
" 1.1105e-05 | \n",
" -9.4327e-06 | \n",
" -5.0373e-06 | \n",
" 4.0156e-04 | \n",
" 3.5943e-04 | \n",
" 2.9622e-04 | \n",
" -2.5161e-04 | \n",
" -1.3437e-04 | \n",
" 0.0107 | \n",
" 2.4412e-04 | \n",
" -2.0736e-04 | \n",
" -1.1074e-04 | \n",
" 0.0088 | \n",
" 1.7613e-04 | \n",
" 9.4060e-05 | \n",
" -0.0075 | \n",
" 5.0230e-05 | \n",
" -0.0040 | \n",
" 0.3192 | \n",
"
\n",
" \n",
" 2 | \n",
" 1.0 | \n",
" -0.0302 | \n",
" -0.1082 | \n",
" -1.5717 | \n",
" -0.1600 | \n",
" -1.4768 | \n",
" -0.0822 | \n",
" -0.0444 | \n",
" -0.4286 | \n",
" -1.3179 | \n",
" 0.0 | \n",
" 0.0013 | \n",
" 0.0650 | \n",
" -0.0015 | \n",
" 0.0002 | \n",
" 0.0444 | \n",
" 0.0308 | \n",
" -0.0170 | \n",
" -0.0099 | \n",
" 0.4877 | \n",
" 9.1298e-04 | \n",
" 3.2708e-03 | \n",
" 0.0475 | \n",
" 4.8338e-03 | \n",
" 0.0446 | \n",
" 2.4830e-03 | \n",
" 1.3416e-03 | \n",
" 0.0130 | \n",
" 3.9822e-02 | \n",
" -1.9476e-03 | \n",
" -3.9487e-05 | \n",
" -1.9652e-03 | \n",
" 4.4024e-05 | \n",
" -5.3424e-06 | \n",
" -1.3413e-03 | \n",
" -9.2915e-04 | \n",
" 5.1426e-04 | \n",
" 2.9778e-04 | \n",
" -0.0147 | \n",
" 0.0117 | \n",
" 0.1701 | \n",
" 0.0173 | \n",
" 0.1599 | \n",
" 0.0089 | \n",
" 0.0048 | \n",
" 0.0464 | \n",
" 0.1427 | \n",
" -0.0070 | \n",
" -0.0001 | \n",
" -0.0070 | \n",
" ... | \n",
" 0.0029 | \n",
" 0.0020 | \n",
" -0.0011 | \n",
" -0.0006 | \n",
" 0.0314 | \n",
" 1.7078e-06 | \n",
" 8.4993e-05 | \n",
" -1.9040e-06 | \n",
" 2.3106e-07 | \n",
" 5.8012e-05 | \n",
" 4.0186e-05 | \n",
" -2.2242e-05 | \n",
" -1.2879e-05 | \n",
" 0.0006 | \n",
" 0.0042 | \n",
" -9.4759e-05 | \n",
" 1.1499e-05 | \n",
" 0.0029 | \n",
" 2.0000e-03 | \n",
" -0.0011 | \n",
" -6.4096e-04 | \n",
" 0.0317 | \n",
" 2.1228e-06 | \n",
" -2.5761e-07 | \n",
" -6.4677e-05 | \n",
" -4.4803e-05 | \n",
" 2.4797e-05 | \n",
" 1.4359e-05 | \n",
" -7.1063e-04 | \n",
" 3.1262e-08 | \n",
" 7.8488e-06 | \n",
" 5.4370e-06 | \n",
" -3.0093e-06 | \n",
" -1.7425e-06 | \n",
" 8.6238e-05 | \n",
" 1.9706e-03 | \n",
" 1.3651e-03 | \n",
" -7.5553e-04 | \n",
" -4.3748e-04 | \n",
" 0.0217 | \n",
" 9.4561e-04 | \n",
" -5.2337e-04 | \n",
" -3.0305e-04 | \n",
" 0.0150 | \n",
" 2.8967e-04 | \n",
" 1.6773e-04 | \n",
" -0.0083 | \n",
" 9.7124e-05 | \n",
" -0.0048 | \n",
" 0.2379 | \n",
"
\n",
" \n",
" 3 | \n",
" 1.0 | \n",
" 0.0517 | \n",
" -0.1091 | \n",
" 2.9763 | \n",
" 0.1733 | \n",
" 1.6769 | \n",
" 0.1172 | \n",
" 0.0758 | \n",
" 0.1352 | \n",
" 0.2544 | \n",
" 0.0 | \n",
" -0.0033 | \n",
" -0.0366 | \n",
" -0.0026 | \n",
" -0.0005 | \n",
" -0.0083 | \n",
" -0.0024 | \n",
" -0.0061 | \n",
" -0.0021 | \n",
" 0.4242 | \n",
" 2.6757e-03 | \n",
" -5.6442e-03 | \n",
" 0.1540 | \n",
" 8.9650e-03 | \n",
" 0.0867 | \n",
" 6.0617e-03 | \n",
" 3.9204e-03 | \n",
" 0.0070 | \n",
" 1.3162e-02 | \n",
" -6.1500e-03 | \n",
" -1.7133e-04 | \n",
" -1.8939e-03 | \n",
" -1.3410e-04 | \n",
" -2.6646e-05 | \n",
" -4.2725e-04 | \n",
" -1.2163e-04 | \n",
" -3.1351e-04 | \n",
" -1.0655e-04 | \n",
" 0.0219 | \n",
" 0.0119 | \n",
" -0.3248 | \n",
" -0.0189 | \n",
" -0.1830 | \n",
" -0.0128 | \n",
" -0.0083 | \n",
" -0.0148 | \n",
" -0.0278 | \n",
" 0.0130 | \n",
" 0.0004 | \n",
" 0.0040 | \n",
" ... | \n",
" 0.0010 | \n",
" 0.0003 | \n",
" 0.0007 | \n",
" 0.0002 | \n",
" -0.0504 | \n",
" 1.0971e-05 | \n",
" 1.2127e-04 | \n",
" 8.5865e-06 | \n",
" 1.7062e-06 | \n",
" 2.7358e-05 | \n",
" 7.7883e-06 | \n",
" 2.0075e-05 | \n",
" 6.8228e-06 | \n",
" -0.0014 | \n",
" 0.0013 | \n",
" 9.4914e-05 | \n",
" 1.8860e-05 | \n",
" 0.0003 | \n",
" 8.6090e-05 | \n",
" 0.0002 | \n",
" 7.5418e-05 | \n",
" -0.0155 | \n",
" 6.7204e-06 | \n",
" 1.3354e-06 | \n",
" 2.1412e-05 | \n",
" 6.0957e-06 | \n",
" 1.5712e-05 | \n",
" 5.3400e-06 | \n",
" -1.0997e-03 | \n",
" 2.6535e-07 | \n",
" 4.2547e-06 | \n",
" 1.2112e-06 | \n",
" 3.1221e-06 | \n",
" 1.0611e-06 | \n",
" -2.1851e-04 | \n",
" 6.8222e-05 | \n",
" 1.9422e-05 | \n",
" 5.0061e-05 | \n",
" 1.7014e-05 | \n",
" -0.0035 | \n",
" 5.5290e-06 | \n",
" 1.4251e-05 | \n",
" 4.8436e-06 | \n",
" -0.0010 | \n",
" 3.6734e-05 | \n",
" 1.2485e-05 | \n",
" -0.0026 | \n",
" 4.2431e-06 | \n",
" -0.0009 | \n",
" 0.1799 | \n",
"
\n",
" \n",
" 4 | \n",
" 1.0 | \n",
" 0.0201 | \n",
" -0.1092 | \n",
" 2.1535 | \n",
" 0.1381 | \n",
" 0.8461 | \n",
" 0.0457 | \n",
" 0.0284 | \n",
" 1.2717 | \n",
" 0.1560 | \n",
" 0.0 | \n",
" -0.0093 | \n",
" -0.1596 | \n",
" -0.0039 | \n",
" -0.0013 | \n",
" -0.0741 | \n",
" -0.0376 | \n",
" 0.0068 | \n",
" 0.0007 | \n",
" -0.6113 | \n",
" 4.0534e-04 | \n",
" -2.1983e-03 | \n",
" 0.0434 | \n",
" 2.7804e-03 | \n",
" 0.0170 | \n",
" 9.1963e-04 | \n",
" 5.7181e-04 | \n",
" 0.0256 | \n",
" 3.1404e-03 | \n",
" -1.3188e-02 | \n",
" -1.8663e-04 | \n",
" -3.2124e-03 | \n",
" -7.9125e-05 | \n",
" -2.5252e-05 | \n",
" -1.4909e-03 | \n",
" -7.5793e-04 | \n",
" 1.3661e-04 | \n",
" 1.3497e-05 | \n",
" -0.0123 | \n",
" 0.0119 | \n",
" -0.2351 | \n",
" -0.0151 | \n",
" -0.0924 | \n",
" -0.0050 | \n",
" -0.0031 | \n",
" -0.1389 | \n",
" -0.0170 | \n",
" 0.0715 | \n",
" 0.0010 | \n",
" 0.0174 | \n",
" ... | \n",
" 0.0485 | \n",
" 0.0247 | \n",
" -0.0044 | \n",
" -0.0004 | \n",
" 0.4004 | \n",
" 8.5934e-05 | \n",
" 1.4791e-03 | \n",
" 3.6433e-05 | \n",
" 1.1627e-05 | \n",
" 6.8645e-04 | \n",
" 3.4898e-04 | \n",
" -6.2902e-05 | \n",
" -6.2147e-06 | \n",
" 0.0057 | \n",
" 0.0255 | \n",
" 6.2708e-04 | \n",
" 2.0013e-04 | \n",
" 0.0118 | \n",
" 6.0068e-03 | \n",
" -0.0011 | \n",
" -1.0697e-04 | \n",
" 0.0975 | \n",
" 1.5446e-05 | \n",
" 4.9295e-06 | \n",
" 2.9103e-04 | \n",
" 1.4796e-04 | \n",
" -2.6668e-05 | \n",
" -2.6348e-06 | \n",
" 2.4024e-03 | \n",
" 1.5732e-06 | \n",
" 9.2880e-05 | \n",
" 4.7219e-05 | \n",
" -8.5109e-06 | \n",
" -8.4088e-07 | \n",
" 7.6673e-04 | \n",
" 5.4834e-03 | \n",
" 2.7877e-03 | \n",
" -5.0247e-04 | \n",
" -4.9644e-05 | \n",
" 0.0453 | \n",
" 1.4173e-03 | \n",
" -2.5545e-04 | \n",
" -2.5238e-05 | \n",
" 0.0230 | \n",
" 4.6043e-05 | \n",
" 4.5490e-06 | \n",
" -0.0041 | \n",
" 4.4944e-07 | \n",
" -0.0004 | \n",
" 0.3737 | \n",
"
\n",
" \n",
"
\n",
"
5 rows × 210 columns
\n",
"
"
],
"text/plain": [
" 1 z redshift dered_u dered_g dered_r dered_i dered_z \\\n",
"id \n",
"0 1.0 0.0002 -0.1093 1.8170 0.1270 0.9086 0.0208 0.0011 \n",
"1 1.0 -0.0719 -0.1007 -2.4251 -0.2656 -2.8534 -0.1751 -0.1054 \n",
"2 1.0 -0.0302 -0.1082 -1.5717 -0.1600 -1.4768 -0.0822 -0.0444 \n",
"3 1.0 0.0517 -0.1091 2.9763 0.1733 1.6769 0.1172 0.0758 \n",
"4 1.0 0.0201 -0.1092 2.1535 0.1381 0.8461 0.0457 0.0284 \n",
"\n",
" nObserve airmass_u class d_dered_u d_dered_g d_dered_r d_dered_i \\\n",
"id \n",
"0 1.6087 0.1200 0.0 0.0063 0.1783 -0.0002 0.0008 \n",
"1 -0.8761 0.6658 1.0 0.0081 0.2144 0.0001 0.0007 \n",
"2 -0.4286 -1.3179 0.0 0.0013 0.0650 -0.0015 0.0002 \n",
"3 0.1352 0.2544 0.0 -0.0033 -0.0366 -0.0026 -0.0005 \n",
"4 1.2717 0.1560 0.0 -0.0093 -0.1596 -0.0039 -0.0013 \n",
"\n",
" d_dered_z d_dered_ig d_dered_zg d_dered_rz d_dered_iz z^2 \\\n",
"id \n",
"0 -0.0981 -0.0626 0.0367 0.0156 -1.3511 3.4181e-08 \n",
"1 0.0190 0.0156 -0.0133 -0.0071 0.5650 5.1738e-03 \n",
"2 0.0444 0.0308 -0.0170 -0.0099 0.4877 9.1298e-04 \n",
"3 -0.0083 -0.0024 -0.0061 -0.0021 0.4242 2.6757e-03 \n",
"4 -0.0741 -0.0376 0.0068 0.0007 -0.6113 4.0534e-04 \n",
"\n",
" z redshift z dered_u z dered_g z dered_r z dered_i z dered_z \\\n",
"id \n",
"0 -2.0203e-05 0.0003 2.3488e-05 0.0002 3.8455e-06 2.0594e-07 \n",
"1 7.2464e-03 0.1744 1.9104e-02 0.2052 1.2597e-02 7.5809e-03 \n",
"2 3.2708e-03 0.0475 4.8338e-03 0.0446 2.4830e-03 1.3416e-03 \n",
"3 -5.6442e-03 0.1540 8.9650e-03 0.0867 6.0617e-03 3.9204e-03 \n",
"4 -2.1983e-03 0.0434 2.7804e-03 0.0170 9.1963e-04 5.7181e-04 \n",
"\n",
" z nObserve z airmass_u z class z d_dered_u z d_dered_g \\\n",
"id \n",
"0 0.0003 2.2191e-05 2.2235e-05 1.1669e-06 3.2960e-05 \n",
"1 0.0630 -4.7893e-02 -1.4200e-02 -5.8349e-04 -1.5419e-02 \n",
"2 0.0130 3.9822e-02 -1.9476e-03 -3.9487e-05 -1.9652e-03 \n",
"3 0.0070 1.3162e-02 -6.1500e-03 -1.7133e-04 -1.8939e-03 \n",
"4 0.0256 3.1404e-03 -1.3188e-02 -1.8663e-04 -3.2124e-03 \n",
"\n",
" z d_dered_r z d_dered_i z d_dered_z z d_dered_ig z d_dered_zg \\\n",
"id \n",
"0 -3.7490e-08 1.4942e-07 -1.8144e-05 -1.1575e-05 6.7832e-06 \n",
"1 -8.7153e-06 -5.1123e-05 -1.3637e-03 -1.1239e-03 9.5460e-04 \n",
"2 4.4024e-05 -5.3424e-06 -1.3413e-03 -9.2915e-04 5.1426e-04 \n",
"3 -1.3410e-04 -2.6646e-05 -4.2725e-04 -1.2163e-04 -3.1351e-04 \n",
"4 -7.9125e-05 -2.5252e-05 -1.4909e-03 -7.5793e-04 1.3661e-04 \n",
"\n",
" z d_dered_rz z d_dered_iz redshift^2 redshift dered_u \\\n",
"id \n",
"0 2.8794e-06 -0.0002 0.0119 -0.1986 \n",
"1 5.0978e-04 -0.0406 0.0101 0.2443 \n",
"2 2.9778e-04 -0.0147 0.0117 0.1701 \n",
"3 -1.0655e-04 0.0219 0.0119 -0.3248 \n",
"4 1.3497e-05 -0.0123 0.0119 -0.2351 \n",
"\n",
" redshift dered_g redshift dered_r redshift dered_i redshift dered_z \\\n",
"id \n",
"0 -0.0139 -0.0993 -0.0023 -0.0001 \n",
"1 0.0268 0.2875 0.0176 0.0106 \n",
"2 0.0173 0.1599 0.0089 0.0048 \n",
"3 -0.0189 -0.1830 -0.0128 -0.0083 \n",
"4 -0.0151 -0.0924 -0.0050 -0.0031 \n",
"\n",
" redshift nObserve redshift airmass_u redshift class redshift d_dered_u \\\n",
"id \n",
"0 -0.1758 -0.0131 -0.0131 -0.0007 \n",
"1 0.0883 -0.0671 -0.0199 -0.0008 \n",
"2 0.0464 0.1427 -0.0070 -0.0001 \n",
"3 -0.0148 -0.0278 0.0130 0.0004 \n",
"4 -0.1389 -0.0170 0.0715 0.0010 \n",
"\n",
" redshift d_dered_g ... class d_dered_z class d_dered_ig \\\n",
"id ... \n",
"0 -0.0195 ... -0.0118 -0.0075 \n",
"1 -0.0216 ... 0.0037 0.0031 \n",
"2 -0.0070 ... 0.0029 0.0020 \n",
"3 0.0040 ... 0.0010 0.0003 \n",
"4 0.0174 ... 0.0485 0.0247 \n",
"\n",
" class d_dered_zg class d_dered_rz class d_dered_iz d_dered_u^2 \\\n",
"id \n",
"0 0.0044 0.0019 -0.1625 3.9834e-05 \n",
"1 -0.0026 -0.0014 0.1115 6.5806e-05 \n",
"2 -0.0011 -0.0006 0.0314 1.7078e-06 \n",
"3 0.0007 0.0002 -0.0504 1.0971e-05 \n",
"4 -0.0044 -0.0004 0.4004 8.5934e-05 \n",
"\n",
" d_dered_u d_dered_g d_dered_u d_dered_r d_dered_u d_dered_i \\\n",
"id \n",
"0 1.1252e-03 -1.2798e-06 5.1009e-06 \n",
"1 1.7389e-03 9.8290e-07 5.7656e-06 \n",
"2 8.4993e-05 -1.9040e-06 2.3106e-07 \n",
"3 1.2127e-04 8.5865e-06 1.7062e-06 \n",
"4 1.4791e-03 3.6433e-05 1.1627e-05 \n",
"\n",
" d_dered_u d_dered_z d_dered_u d_dered_ig d_dered_u d_dered_zg \\\n",
"id \n",
"0 -6.1941e-04 -3.9513e-04 2.3156e-04 \n",
"1 1.5379e-04 1.2675e-04 -1.0766e-04 \n",
"2 5.8012e-05 4.0186e-05 -2.2242e-05 \n",
"3 2.7358e-05 7.7883e-06 2.0075e-05 \n",
"4 6.8645e-04 3.4898e-04 -6.2902e-05 \n",
"\n",
" d_dered_u d_dered_rz d_dered_u d_dered_iz d_dered_g^2 \\\n",
"id \n",
"0 9.8297e-05 -0.0085 0.0318 \n",
"1 -5.7493e-05 0.0046 0.0460 \n",
"2 -1.2879e-05 0.0006 0.0042 \n",
"3 6.8228e-06 -0.0014 0.0013 \n",
"4 -6.2147e-06 0.0057 0.0255 \n",
"\n",
" d_dered_g d_dered_r d_dered_g d_dered_i d_dered_g d_dered_z \\\n",
"id \n",
"0 -3.6150e-05 1.4408e-04 -0.0175 \n",
"1 2.5973e-05 1.5236e-04 0.0041 \n",
"2 -9.4759e-05 1.1499e-05 0.0029 \n",
"3 9.4914e-05 1.8860e-05 0.0003 \n",
"4 6.2708e-04 2.0013e-04 0.0118 \n",
"\n",
" d_dered_g d_dered_ig d_dered_g d_dered_zg d_dered_g d_dered_rz \\\n",
"id \n",
"0 -1.1161e-02 0.0065 2.7766e-03 \n",
"1 3.3493e-03 -0.0028 -1.5193e-03 \n",
"2 2.0000e-03 -0.0011 -6.4096e-04 \n",
"3 8.6090e-05 0.0002 7.5418e-05 \n",
"4 6.0068e-03 -0.0011 -1.0697e-04 \n",
"\n",
" d_dered_g d_dered_iz d_dered_r^2 d_dered_r d_dered_i \\\n",
"id \n",
"0 -0.2409 4.1119e-08 -1.6389e-07 \n",
"1 0.1211 1.4681e-08 8.6118e-08 \n",
"2 0.0317 2.1228e-06 -2.5761e-07 \n",
"3 -0.0155 6.7204e-06 1.3354e-06 \n",
"4 0.0975 1.5446e-05 4.9295e-06 \n",
"\n",
" d_dered_r d_dered_z d_dered_r d_dered_ig d_dered_r d_dered_zg \\\n",
"id \n",
"0 1.9901e-05 1.2695e-05 -7.4398e-06 \n",
"1 2.2971e-06 1.8932e-06 -1.6081e-06 \n",
"2 -6.4677e-05 -4.4803e-05 2.4797e-05 \n",
"3 2.1412e-05 6.0957e-06 1.5712e-05 \n",
"4 2.9103e-04 1.4796e-04 -2.6668e-05 \n",
"\n",
" d_dered_r d_dered_rz d_dered_r d_dered_iz d_dered_i^2 \\\n",
"id \n",
"0 -3.1582e-06 2.7398e-04 6.5318e-07 \n",
"1 -8.5874e-07 6.8457e-05 5.0517e-07 \n",
"2 1.4359e-05 -7.1063e-04 3.1262e-08 \n",
"3 5.3400e-06 -1.0997e-03 2.6535e-07 \n",
"4 -2.6348e-06 2.4024e-03 1.5732e-06 \n",
"\n",
" d_dered_i d_dered_z d_dered_i d_dered_ig d_dered_i d_dered_zg \\\n",
"id \n",
"0 -7.9317e-05 -5.0598e-05 2.9652e-05 \n",
"1 1.3475e-05 1.1105e-05 -9.4327e-06 \n",
"2 7.8488e-06 5.4370e-06 -3.0093e-06 \n",
"3 4.2547e-06 1.2112e-06 3.1221e-06 \n",
"4 9.2880e-05 4.7219e-05 -8.5109e-06 \n",
"\n",
" d_dered_i d_dered_rz d_dered_i d_dered_iz d_dered_z^2 \\\n",
"id \n",
"0 1.2587e-05 -1.0920e-03 9.6316e-03 \n",
"1 -5.0373e-06 4.0156e-04 3.5943e-04 \n",
"2 -1.7425e-06 8.6238e-05 1.9706e-03 \n",
"3 1.0611e-06 -2.1851e-04 6.8222e-05 \n",
"4 -8.4088e-07 7.6673e-04 5.4834e-03 \n",
"\n",
" d_dered_z d_dered_ig d_dered_z d_dered_zg d_dered_z d_dered_rz \\\n",
"id \n",
"0 6.1442e-03 -3.6007e-03 -1.5285e-03 \n",
"1 2.9622e-04 -2.5161e-04 -1.3437e-04 \n",
"2 1.3651e-03 -7.5553e-04 -4.3748e-04 \n",
"3 1.9422e-05 5.0061e-05 1.7014e-05 \n",
"4 2.7877e-03 -5.0247e-04 -4.9644e-05 \n",
"\n",
" d_dered_z d_dered_iz d_dered_ig^2 d_dered_ig d_dered_zg \\\n",
"id \n",
"0 0.1326 3.9195e-03 -2.2970e-03 \n",
"1 0.0107 2.4412e-04 -2.0736e-04 \n",
"2 0.0217 9.4561e-04 -5.2337e-04 \n",
"3 -0.0035 5.5290e-06 1.4251e-05 \n",
"4 0.0453 1.4173e-03 -2.5545e-04 \n",
"\n",
" d_dered_ig d_dered_rz d_dered_ig d_dered_iz d_dered_zg^2 \\\n",
"id \n",
"0 -9.7505e-04 0.0846 1.3461e-03 \n",
"1 -1.1074e-04 0.0088 1.7613e-04 \n",
"2 -3.0305e-04 0.0150 2.8967e-04 \n",
"3 4.8436e-06 -0.0010 3.6734e-05 \n",
"4 -2.5238e-05 0.0230 4.6043e-05 \n",
"\n",
" d_dered_zg d_dered_rz d_dered_zg d_dered_iz d_dered_rz^2 \\\n",
"id \n",
"0 5.7142e-04 -0.0496 2.4256e-04 \n",
"1 9.4060e-05 -0.0075 5.0230e-05 \n",
"2 1.6773e-04 -0.0083 9.7124e-05 \n",
"3 1.2485e-05 -0.0026 4.2431e-06 \n",
"4 4.5490e-06 -0.0041 4.4944e-07 \n",
"\n",
" d_dered_rz d_dered_iz d_dered_iz^2 \n",
"id \n",
"0 -0.0210 1.8255 \n",
"1 -0.0040 0.3192 \n",
"2 -0.0048 0.2379 \n",
"3 -0.0009 0.1799 \n",
"4 -0.0004 0.3737 \n",
"\n",
"[5 rows x 210 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(feature_file, index_col=0)\n",
"print(df.shape)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:57:20.737423Z",
"start_time": "2020-09-28T04:57:20.317970Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(320000,) (320000, 209) (80000, 209)\n"
]
}
],
"source": [
"y = df[target_col].values[:320000]\n",
"df.drop(target_col, axis=1, inplace=True)\n",
"trn = df.iloc[:320000].values\n",
"tst = df.iloc[320000:].values\n",
"feature_name = df.columns.tolist()\n",
"print(y.shape, trn.shape, tst.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Stratified K-Fold Cross Validation"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T04:57:24.521133Z",
"start_time": "2020-09-28T04:57:24.495704Z"
}
},
"outputs": [],
"source": [
"cv = StratifiedKFold(n_splits=n_fold, shuffle=True, random_state=seed)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Logistic Regression 모델 학습"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T05:01:27.974501Z",
"start_time": "2020-09-28T05:00:13.752727Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"training model for CV #1\n",
"training model for CV #2\n",
"training model for CV #3\n",
"training model for CV #4\n",
"training model for CV #5\n"
]
}
],
"source": [
"p_val = np.zeros((trn.shape[0], n_class))\n",
"p_tst = np.zeros((tst.shape[0], n_class))\n",
"for i, (i_trn, i_val) in enumerate(cv.split(trn, y), 1):\n",
" print(f'training model for CV #{i}')\n",
" clf = LogisticRegression(multi_class='multinomial')\n",
" clf.fit(trn[i_trn], y[i_trn])\n",
" p_val[i_val, :] = clf.predict_proba(trn[i_val])\n",
" p_tst += clf.predict_proba(tst) / n_fold"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T05:01:33.049271Z",
"start_time": "2020-09-28T05:01:32.994690Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"89.6659%\n"
]
}
],
"source": [
"print(f'{accuracy_score(y, np.argmax(p_val, axis=1)) * 100:.4f}%')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T05:01:34.307741Z",
"start_time": "2020-09-28T05:01:34.282078Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(320000, 3) (80000, 3)\n"
]
}
],
"source": [
"print(p_val.shape, p_tst.shape)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T05:01:35.598061Z",
"start_time": "2020-09-28T05:01:34.874069Z"
}
},
"outputs": [],
"source": [
"np.savetxt(p_val_file, p_val, fmt='%.6f', delimiter=',')\n",
"np.savetxt(p_tst_file, p_tst, fmt='%.6f', delimiter=',')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 피처 중요도 시각화"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T05:01:36.486547Z",
"start_time": "2020-09-28T05:01:36.462506Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(3, 209)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.coef_.shape"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T05:04:38.317185Z",
"start_time": "2020-09-28T05:04:35.891247Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imp = pd.DataFrame({'feature': df.columns, 'importance': clf.coef_[1, :].T})\n",
"imp = imp.sort_values('importance').set_index('feature')\n",
"imp.plot(kind='barh', figsize=(8, 32))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 제출 파일 생성"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T05:04:57.754056Z",
"start_time": "2020-09-28T05:04:57.708188Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(80000, 1)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
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" | \n",
" class | \n",
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" id | \n",
" | \n",
"
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" 320000 | \n",
" 0 | \n",
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" 320001 | \n",
" 0 | \n",
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" 320002 | \n",
" 0 | \n",
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" 320003 | \n",
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],
"text/plain": [
" class\n",
"id \n",
"320000 0\n",
"320001 0\n",
"320002 0\n",
"320003 0\n",
"320004 0"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sub = pd.read_csv(sample_file, index_col=0)\n",
"print(sub.shape)\n",
"sub.head()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T05:41:01.781827Z",
"start_time": "2020-09-28T05:41:01.751633Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" class | \n",
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" \n",
" 320000 | \n",
" 2 | \n",
"
\n",
" \n",
" 320001 | \n",
" 0 | \n",
"
\n",
" \n",
" 320002 | \n",
" 2 | \n",
"
\n",
" \n",
" 320003 | \n",
" 0 | \n",
"
\n",
" \n",
" 320004 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" class\n",
"id \n",
"320000 2\n",
"320001 0\n",
"320002 2\n",
"320003 0\n",
"320004 2"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sub[target_col] = np.argmax(p_tst, axis=1)\n",
"sub.head()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T05:41:02.574733Z",
"start_time": "2020-09-28T05:41:02.548083Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"2 42870\n",
"0 31013\n",
"1 6117\n",
"Name: class, dtype: int64"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sub[target_col].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-28T05:41:36.242428Z",
"start_time": "2020-09-28T05:41:36.112108Z"
}
},
"outputs": [],
"source": [
"sub.to_csv(sub_file)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
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"name": "python",
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},
"toc": {
"base_numbering": 1,
"nav_menu": {},
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"title_cell": "Table of Contents",
"title_sidebar": "Contents",
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"toc_position": {},
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}
},
"nbformat": 4,
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