From ea0bffd23e82e46afe4b5bc01fe848ec610ac949 Mon Sep 17 00:00:00 2001 From: 1f7c63a080d4cffcf1a5b2a7cae53af0 <1f7c63a080d4cffcf1a5b2a7cae53af0@app-learninglab.inria.fr> Date: Mon, 14 Sep 2020 09:41:38 +0000 Subject: [PATCH] no commit message --- module2/exo3/exercice.ipynb | 93 +++++++++++-------------------------- 1 file changed, 26 insertions(+), 67 deletions(-) diff --git a/module2/exo3/exercice.ipynb b/module2/exo3/exercice.ipynb index 9aeeca3..21ba7f9 100644 --- a/module2/exo3/exercice.ipynb +++ b/module2/exo3/exercice.ipynb @@ -12,21 +12,22 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 120, "metadata": {}, "outputs": [], "source": [ - "from matplotlib import pyplot as plt" + "from matplotlib import pyplot as plt\n", + "%matplotlib inline" ] }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 150, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -36,78 +37,32 @@ } ], "source": [ - "plt.axis([0, 100, 0, 25])\n", - "plt.grid(True,linestyle='dotted')\n", - "plt.plot(data,color='blue')\n", + "fig, ax = plt.subplots()\n", + "\n", + "ax.set_xlim(0, 100)\n", + "ax.set_ylim(0, 25)\n", + "ax.plot(data,color='blue')\n", + "ax.grid(True, linestyle='dotted')\n", + "ax.tick_params(direction='in')\n", + "ax.tick_params(bottom=True, top=True, left=True, right=True)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['ggplot',\n", - " 'tableau-colorblind10',\n", - " 'seaborn-deep',\n", - " 'seaborn-paper',\n", - " 'classic',\n", - " 'seaborn-talk',\n", - " 'seaborn-bright',\n", - " 'seaborn-poster',\n", - " 'seaborn-white',\n", - " 'bmh',\n", - " 'fast',\n", - " 'fivethirtyeight',\n", - " 'seaborn-notebook',\n", - " 'dark_background',\n", - " 'seaborn-darkgrid',\n", - " 'seaborn-pastel',\n", - " 'grayscale',\n", - " 'seaborn-dark',\n", - " 'seaborn',\n", - " '_classic_test',\n", - " 'seaborn-whitegrid',\n", - " 'seaborn-dark-palette',\n", - " 'seaborn-muted',\n", - " 'seaborn-ticks',\n", - " 'Solarize_Light2',\n", - " 'seaborn-colorblind']" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "plt.style.available" - ] + "outputs": [], + "source": [] }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 157, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "(array([ 4., 3., 5., 9., 16., 20., 22., 9., 8., 4.]),\n", - " array([ 2.8 , 4.86, 6.92, 8.98, 11.04, 13.1 , 15.16, 17.22, 19.28,\n", - " 21.34, 23.4 ]),\n", - " )" - ] - }, - "execution_count": 104, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] @@ -117,10 +72,14 @@ } ], "source": [ - "plt.style.use('_classic_test')\n", - "plt.grid(True,linestyle='dotted')\n", - "plt.axis([0, 25, 0, 25])\n", - "plt.hist(data,color='blue',bins='auto')" + "fig, ax = plt.subplots()\n", + "ax.set_xlim(0, 25)\n", + "ax.set_ylim(0, 25)\n", + "ax.hist(data,color='blue')\n", + "ax.grid(True, linestyle='dotted')\n", + "ax.tick_params(direction='in')\n", + "ax.tick_params(bottom=True, top=True, left=True, right=True)\n", + "plt.show()\n" ] }, { -- 2.18.1