From f6613948598eec5196d2efadb9942a01f3024881 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?J=2E=20Fernando=20S=C3=A1nchez?= Date: Tue, 27 Feb 2018 16:14:18 +0100 Subject: [PATCH] Fix typo in axis --- ml1/2_3_0_Visualisation.ipynb | 113 +++++++++++----------------------- 1 file changed, 35 insertions(+), 78 deletions(-) diff --git a/ml1/2_3_0_Visualisation.ipynb b/ml1/2_3_0_Visualisation.ipynb index 4a4f435..76e7aa6 100644 --- a/ml1/2_3_0_Visualisation.ipynb +++ b/ml1/2_3_0_Visualisation.ipynb @@ -66,7 +66,6 @@ "This section covers different ways to inspect the distribution of samples per feature.\n", "\n", "First of all, let's see how many samples of each class we have, using a [histogram](https://en.wikipedia.org/wiki/Histogram). \n", - "\n", "A histogram is a graphical representation of the distribution of numerical data. It is an estimation of the probability distribution of a continuous variable (quantitative variable). \n", "\n", @@ -78,9 +77,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn import datasets\n", @@ -89,22 +86,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/lib/python3/dist-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", - " warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n", - "/usr/lib/python3/dist-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", - " warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n" - ] - } - ], + "execution_count": 2, + "metadata": {}, + "outputs": [], "source": [ "# library for displaying plots\n", "import matplotlib.pyplot as plt\n", @@ -115,26 +99,14 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -143,9 +115,10 @@ ], "source": [ "# Plot histogram, the default is 10 bins\n", - "plt.hist(iris.target, bins=10)\n", - "plt.xlabel('Number of species')\n", - "plt.ylabel('iris class')\n" + "plt.hist(iris.target)\n", + "plt.ylabel('Number of instances')\n", + "plt.xlabel('iris class')\n", + "plt.xticks(range(len(iris.target_names)), iris.target_names);" ] }, { @@ -158,10 +131,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -178,10 +149,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -205,26 +174,24 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0,0.5,'iris class')" ] }, - "execution_count": 10, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -234,23 +201,23 @@ "source": [ "# scatter makes a plot of x vs y\n", "plt.scatter(iris.data[:,0], iris.target)\n", - "plt.ylabel(iris.feature_names[0])\n", - "plt.xlabel('species')" + "plt.yticks(range(len(iris.target_names)), iris.target_names);\n", + "plt.xlabel(iris.feature_names[0])\n", + "plt.ylabel('iris class')" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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Y88M2uxE4ICJnAg8DK6IJRimllLNsXTUUkY9DbwfSeTYffjp+OVARer8JmOFI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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -283,26 +250,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": { - "collapsed": false + "scrolled": true }, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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jnw+QnzZtGlnp6QzKzycKI76sM9DB7eb4vn0MLCgg0lfeDWidk8Nbr79eruek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\nSi0qEuBkMADa2mwsXrqUzMziDRQw+X+TaCUXDAbYs9d1sCk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ZKyKxIvKziFTw5Cfi6ZGG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\nMBgMljFGw2AwGAyW+f9Dg6SMpWb31AAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -317,7 +274,7 @@ "c=iris.target)\n", "plt.colorbar(ticks=[0, 1, 2], format=formatter)\n", "plt.xlabel(iris.feature_names[x_index])\n", - "plt.ylabel(iris.feature_names[y_index])" + "plt.ylabel(iris.feature_names[y_index]);" ] }, { @@ -379,9 +336,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.4" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 }