From 1ae7285a659af1dd1e608986f5bfe39b4f115182 Mon Sep 17 00:00:00 2001 From: 75228bef61afd81b95e66a4eb73da89a <75228bef61afd81b95e66a4eb73da89a@app-learninglab.inria.fr> Date: Mon, 3 Apr 2023 13:13:02 +0000 Subject: [PATCH] =?UTF-8?q?premi=C3=A8re=20version=20finale?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- module2/exo3/exercice.ipynb | 36 +++++++++++++++++++++++++++++++++--- 1 file changed, 33 insertions(+), 3 deletions(-) diff --git a/module2/exo3/exercice.ipynb b/module2/exo3/exercice.ipynb index aa4e8b9..d655921 100644 --- a/module2/exo3/exercice.ipynb +++ b/module2/exo3/exercice.ipynb @@ -103,12 +103,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -124,7 +124,37 @@ "# Function to plot\n", "fig, ax = plt.subplots() # Create a figure containing a single axes.\n", "ax.plot(x, a_data) # Plot some data on the axes.\n", - "plt.show()" + "ax.axis([0, 100, 0, 25])\n", + "ax.grid(True)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "# Function to plot\n", + "fig, ax = plt.subplots() # Create a figure containing a single axes.\n", + "ax.hist(a_data, bins=10, \n", + " #linewidth=0.5, \n", + " edgecolor=\"black\") # Plot some data on the axes.\n", + "ax.axis([0, 25, 0, 25])\n", + "ax.grid(True)" ] }, { -- 2.18.1