From e3588b55f30a8f3ce5f8558b0e23ca546756888d Mon Sep 17 00:00:00 2001 From: 1f7c63a080d4cffcf1a5b2a7cae53af0 <1f7c63a080d4cffcf1a5b2a7cae53af0@app-learninglab.inria.fr> Date: Mon, 14 Sep 2020 09:54:54 +0000 Subject: [PATCH] no commit message --- module2/exo3/exercice.ipynb | 18 ++++++++++-------- 1 file changed, 10 insertions(+), 8 deletions(-) diff --git a/module2/exo3/exercice.ipynb b/module2/exo3/exercice.ipynb index 21ba7f9..ef2781d 100644 --- a/module2/exo3/exercice.ipynb +++ b/module2/exo3/exercice.ipynb @@ -22,12 +22,12 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 170, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -42,8 +42,8 @@ "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.grid(True, linestyle='dotted',color='black',alpha=.5)\n", + "ax.tick_params(direction='in',grid_color='black', grid_alpha=0.5)\n", "ax.tick_params(bottom=True, top=True, left=True, right=True)\n", "plt.show()" ] @@ -57,12 +57,12 @@ }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 182, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -73,12 +73,14 @@ ], "source": [ "fig, ax = plt.subplots()\n", + "\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.grid(True, linestyle='dotted',color='black',alpha=.5)\n", + "ax.tick_params(direction='in',grid_color='black', grid_alpha=0.8)\n", "ax.tick_params(bottom=True, top=True, left=True, right=True)\n", + "plt.style.use('_classic_test')\n", "plt.show()\n" ] }, -- 2.18.1