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@sshojiro
Created August 4, 2018 16:22
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Mat file handling in Python
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Shootout 2002\n",
"\n",
"- Retrieve the mat file from [Eigenvector's size](http://www.eigenvector.com/data/tablets/index.html)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from scipy.io import loadmat\n",
"\n",
"from glob import glob\n",
"from pprint import pprint\n",
"\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"# import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"file_names = glob('../data/external/*.mat')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"../data/external/nir_shootout_2002.mat\n"
]
}
],
"source": [
"print(file_names[1])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"mat = loadmat(file_names[1])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from copy import deepcopy\n",
"xaxis = np.array([int(x) for x in mat['calibrate_1'][0][0][7][1,0][0]])\n",
"Xmix = mat['calibrate_1']['data'][0][0]\n",
"X = deepcopy(Xmix)\n",
"X = np.matrix(X.tolist())"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"objectives = mat['calibrate_Y']['data'][0][0]\n",
"Y = deepcopy(objectives)\n",
"Y = np.matrix(Y.tolist())\n",
"TARGET = [s.strip() for s in mat['calibrate_Y'][0][0][6][1][0]]\n",
"df = pd.DataFrame(Y, columns=TARGET)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(xaxis, X.T)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df_spec = pd.DataFrame(X, columns=xaxis)\n",
"df = pd.concat((df_spec, df), axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"{'pls__n_components': 5}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.cross_decomposition import PLSRegression\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.model_selection import GridSearchCV\n",
"from sklearn.pipeline import Pipeline\n",
"\n",
"base_model = Pipeline([\n",
" ('scaler', StandardScaler()),\n",
" ('pls', PLSRegression())\n",
"])\n",
"params = {'pls__n_components': np.arange(1, 16)}\n",
"model = GridSearchCV(base_model, param_grid=params, cv=3)\n",
"model.fit(df[xaxis], df[TARGET[2]])\n",
"model.best_params_"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/shojiro_shibayama/.pyenv/versions/miniconda3-4.3.11/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype >f8 was converted to float64 by StandardScaler.\n",
" warnings.warn(msg, DataConversionWarning)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ycalc = model.predict(Xmix)\n",
"plt.figure(figsize=[12, 12])\n",
"matplotlib.rcParams['font.size'] = 24.\n",
"\n",
"plt.plot(df[TARGET[2]], ycalc, 'o')\n",
"plt.plot([150, 245], [150, 245], '-k')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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