{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.append('..')\n", "\n", "from sklearn.datasets import load_diabetes\n", "import numpy as np\n", "from korr import slice_yx, pearson, corrgram" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "y = load_diabetes().target\n", "X = load_diabetes().data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "r, pval = pearson(np.c_[y, X])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "y_r, y_pval, x_r, x_pval = slice_yx(r, pval, ydim=1)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0.188 0. ]\n", " [ 0.043 0.366]\n", " [ 0.586 0. ]\n", " [ 0.441 0. ]\n", " [ 0.212 0. ]\n", " [ 0.174 0. ]\n", " [-0.395 0. ]\n", " [ 0.43 0. ]\n", " [ 0.566 0. ]\n", " [ 0.382 0. ]]\n" ] } ], "source": [ "print(np.c_[y_r, y_pval].round(3))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corrgram(x_r, x_pval);" ] } ], "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }