{ "cells": [ { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "# That's an impressive list of imports.\n", "import numpy as np\n", "from numpy import linalg\n", "from numpy.linalg import norm\n", "from scipy.spatial.distance import squareform, pdist\n", "\n", "# We import sklearn.\n", "import sklearn\n", "from sklearn.manifold import TSNE\n", "from sklearn.datasets import load_digits\n", "from sklearn.preprocessing import scale\n", "\n", "# We'll hack a bit with the t-SNE code in sklearn 0.15.2.\n", "from sklearn.metrics.pairwise import pairwise_distances\n", "# Random state.\n", "RS = 20150101\n", "\n", "# We'll use matplotlib for graphics.\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patheffects as PathEffects\n", "import matplotlib\n", "%matplotlib inline\n", "\n", "# We import seaborn to make nice plots.\n", "import seaborn as sns\n", "sns.set_style('darkgrid')\n", "sns.set_palette('muted')\n", "sns.set_context(\"notebook\", font_scale=1.5,\n", " rc={\"lines.linewidth\": 2.5})\n", "\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ".. _digits_dataset:\n", "\n", "Optical recognition of handwritten digits dataset\n", "--------------------------------------------------\n", "\n", "**Data Set Characteristics:**\n", "\n", " :Number of Instances: 5620\n", " :Number of Attributes: 64\n", " :Attribute Information: 8x8 image of integer pixels in the range 0..16.\n", " :Missing Attribute Values: None\n", " :Creator: E. Alpaydin (alpaydin '@' boun.edu.tr)\n", " :Date: July; 1998\n", "\n", "This is a copy of the test set of the UCI ML hand-written digits datasets\n", "https://archive.ics.uci.edu/ml/datasets/Optical+Recognition+of+Handwritten+Digits\n", "\n", "The data set contains images of hand-written digits: 10 classes where\n", "each class refers to a digit.\n", "\n", "Preprocessing programs made available by NIST were used to extract\n", "normalized bitmaps of handwritten digits from a preprinted form. From a\n", "total of 43 people, 30 contributed to the training set and different 13\n", "to the test set. 32x32 bitmaps are divided into nonoverlapping blocks of\n", "4x4 and the number of on pixels are counted in each block. This generates\n", "an input matrix of 8x8 where each element is an integer in the range\n", "0..16. This reduces dimensionality and gives invariance to small\n", "distortions.\n", "\n", "For info on NIST preprocessing routines, see M. D. Garris, J. L. Blue, G.\n", "T. Candela, D. L. Dimmick, J. Geist, P. J. Grother, S. A. Janet, and C.\n", "L. Wilson, NIST Form-Based Handprint Recognition System, NISTIR 5469,\n", "1994.\n", "\n", ".. topic:: References\n", "\n", " - C. Kaynak (1995) Methods of Combining Multiple Classifiers and Their\n", " Applications to Handwritten Digit Recognition, MSc Thesis, Institute of\n", " Graduate Studies in Science and Engineering, Bogazici University.\n", " - E. Alpaydin, C. Kaynak (1998) Cascading Classifiers, Kybernetika.\n", " - Ken Tang and Ponnuthurai N. Suganthan and Xi Yao and A. Kai Qin.\n", " Linear dimensionalityreduction using relevance weighted LDA. School of\n", " Electrical and Electronic Engineering Nanyang Technological University.\n", " 2005.\n", " - Claudio Gentile. A New Approximate Maximal Margin Classification\n", " Algorithm. NIPS. 2000.\n" ] } ], "source": [ "digits = load_digits()\n", "digits.data.shape\n", "print(digits['DESCR'])" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows, ncols = 2, 5\n", "plt.figure(figsize=(6,3))\n", "plt.gray()\n", "for i in range(ncols * nrows):\n", " ax = plt.subplot(nrows, ncols, i + 1)\n", " ax.matshow(digits.images[i,...])\n", " plt.xticks([]); plt.yticks([])\n", " plt.title(digits.target[i])\n", "#plt.savefig('images/digits-generated.png', dpi=150)" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 2 ... 8 9 8]\n" ] } ], "source": [ "# We first reorder the data points according to the handwritten numbers.\n", "X = np.vstack([digits.data[digits.target==i]\n", " for i in range(10)])\n", "y = np.hstack([digits.target[digits.target==i]\n", " for i in range(10)])\n", "print(digits.target)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "#print(X.shape, y.shape)\n", "digits_proj = TSNE(random_state=RS).fit_transform(X)\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def scatter(x, colors):\n", " # We choose a color palette with seaborn.\n", " palette = np.array(sns.color_palette(\"hls\", 10))\n", "\n", " # We create a scatter plot.\n", " f = plt.figure(figsize=(8, 8))\n", " ax = plt.subplot(aspect='equal')\n", " sc = ax.scatter(x[:,0], x[:,1], lw=0, s=40,\n", " c=palette[colors.astype(np.int)])\n", " plt.xlim(-25, 25)\n", " plt.ylim(-25, 25)\n", " ax.axis('off')\n", " ax.axis('tight')\n", "\n", " # We add the labels for each digit.\n", " txts = []\n", " for i in range(10):\n", " # Position of each label.\n", " xtext, ytext = np.median(x[colors == i, :], axis=0)\n", " txt = ax.text(xtext, ytext, str(i), fontsize=24)\n", " txt.set_path_effects([\n", " PathEffects.Stroke(linewidth=5, foreground=\"w\"),\n", " PathEffects.Normal()])\n", " txts.append(txt)\n", "\n", " return f, ax, sc, txts" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scatter(digits_proj, y);" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1797, 8, 8)\n" ] } ], "source": [ "print(digits.images.shape)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1797, 1797) (64,) (64, 64)\n" ] } ], "source": [ "dg = np.reshape(digits.images,(1797,64))\n", "u,w,v = np.linalg.svd(dg)\n", "print(u.shape,w.shape,v.shape)\n" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(u[1,:],u[5,:],'.')" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "udf = pd.DataFrame(u[1:5,:].T)\n", "pd.plotting.scatter_matrix(udf, alpha=0.2, figsize=(16, 16), diagonal='hist');" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16,12))\n", "plt.scatter(u[1,:],u[2,:],alpha=0.2,c=y, cmap='plasma',s=10)\n", "plt.colorbar()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.7 (py37)", "language": "python", "name": "py37" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }