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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 3d visualization of the \"swiss roll\" data sets" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import matplotlib\n", | |
| "# For interactive plots\n", | |
| "#%matplotlib notebook\n", | |
| "# For plots outside the browser\n", | |
| "#matplotlib.use('TkAgg')\n", | |
| "\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from sklearn import datasets\n", | |
| "from mpl_toolkits.mplot3d import Axes3D" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Data import\n", | |
| "n_samples = 30000\n", | |
| "train_perc = 0.99\n", | |
| "n_train_samples = int(n_samples * train_perc)\n", | |
| "n_test_samples = int(n_samples - n_train_samples)\n", | |
| "x_roll, y_roll = datasets.make_swiss_roll(n_samples=n_samples, noise=0.05)\n", | |
| "x_train, y_train, x_test, y_test = x_roll[:n_train_samples], y_roll[:n_train_samples], x_roll[-n_test_samples:], y_roll[-n_test_samples:]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 360x360 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# 2d projection\n", | |
| "f, axs = plt.subplots(1,1,figsize=(5,5), dpi=None)\n", | |
| "axs.scatter(x_test[:, 0], x_test[:, 2], c=y_test)\n", | |
| "axs.set_title(\"swiss_roll (2d projection)\")\n", | |
| "axs.set_aspect('equal')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 360x360 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# 3d plot\n", | |
| "fig = plt.figure(figsize=(5,5), dpi=None)\n", | |
| "ax = fig.add_subplot(111, projection='3d')\n", | |
| "ax.scatter(x_test[:, 0], x_test[:, 1], x_test[:, 2], c=y_test)\n", | |
| "plt.show()" | |
| ] | |
| } | |
| ], | |
| "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": "3.5.2" | |
| }, | |
| "varInspector": { | |
| "cols": { | |
| "lenName": 16, | |
| "lenType": 16, | |
| "lenVar": 40 | |
| }, | |
| "kernels_config": { | |
| "python": { | |
| "delete_cmd_postfix": "", | |
| "delete_cmd_prefix": "del ", | |
| "library": "var_list.py", | |
| "varRefreshCmd": "print(var_dic_list())" | |
| }, | |
| "r": { | |
| "delete_cmd_postfix": ") ", | |
| "delete_cmd_prefix": "rm(", | |
| "library": "var_list.r", | |
| "varRefreshCmd": "cat(var_dic_list()) " | |
| } | |
| }, | |
| "oldHeight": 987, | |
| "position": { | |
| "height": "40px", | |
| "left": "1273.52px", | |
| "right": "20px", | |
| "top": "255.75px", | |
| "width": "600px" | |
| }, | |
| "types_to_exclude": [ | |
| "module", | |
| "function", | |
| "builtin_function_or_method", | |
| "instance", | |
| "_Feature" | |
| ], | |
| "varInspector_section_display": "none", | |
| "window_display": false | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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