{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from sklearn import datasets\n", "from sklearn.gaussian_process import GaussianProcessClassifier\n", "from sklearn.gaussian_process.kernels import RBF\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.svm import SVC\n", "\n", "# plt.style.use(\"seaborn-v0_8\")\n", "# plt.style.use(\"fivethirtyeight\")\n", "import seaborn as sns\n", "sns.set_theme('paper')\n", "\n", "# plt.style.use(\"ggplot\")\n", "iris = datasets.load_iris(as_frame=True)\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Solarize_Light2',\n", " '_classic_test_patch',\n", " '_mpl-gallery',\n", " '_mpl-gallery-nogrid',\n", " 'bmh',\n", " 'classic',\n", " 'dark_background',\n", " 'fast',\n", " 'fivethirtyeight',\n", " 'ggplot',\n", " 'grayscale',\n", " 'seaborn-v0_8',\n", " 'seaborn-v0_8-bright',\n", " 'seaborn-v0_8-colorblind',\n", " 'seaborn-v0_8-dark',\n", " 'seaborn-v0_8-dark-palette',\n", " 'seaborn-v0_8-darkgrid',\n", " 'seaborn-v0_8-deep',\n", " 'seaborn-v0_8-muted',\n", " 'seaborn-v0_8-notebook',\n", " 'seaborn-v0_8-paper',\n", " 'seaborn-v0_8-pastel',\n", " 'seaborn-v0_8-poster',\n", " 'seaborn-v0_8-talk',\n", " 'seaborn-v0_8-ticks',\n", " 'seaborn-v0_8-white',\n", " 'seaborn-v0_8-whitegrid',\n", " 'tableau-colorblind10']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.style.available\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iris['data'].plot(title='iris')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.11.0rc1" } }, "nbformat": 4, "nbformat_minor": 2 }