diff --git a/matplotlib/matplotlib.ipynb b/matplotlib/matplotlib.ipynb index 746ef76..c603e4c 100644 --- a/matplotlib/matplotlib.ipynb +++ b/matplotlib/matplotlib.ipynb @@ -318,6 +318,62 @@ } ], "prompt_number": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scatter Plots, subplots" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Set up a grid of plots\n", + "fig, axes = plt.subplots(2, 1, figsize=figsize_with_subplots)\n", + "\n", + "# Histogram of AgeFill segmented by Survived\n", + "df1 = df_train[df_train['Survived'] == 0]['Age']\n", + "df2 = df_train[df_train['Survived'] == 1]['Age']\n", + "max_age = max(df_train['AgeFill'])\n", + "\n", + "axes[1].hist([df1, df2], \n", + " bins=max_age / 10, \n", + " range=(1, max_age), \n", + " stacked=True)\n", + "axes[1].legend(('Died', 'Survived'), loc='best')\n", + "axes[1].set_title('Survivors by Age Groups Histogram')\n", + "axes[1].set_xlabel('Age')\n", + "axes[1].set_ylabel('Count')\n", + "\n", + "# Scatter plot Survived and AgeFill\n", + "axes[0].scatter(df_train['Survived'], df_train['AgeFill'])\n", + "axes[0].set_title('Survivors by Age Plot')\n", + "axes[0].set_xlabel('Survived')\n", + "axes[0].set_ylabel('Age')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 7, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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ES5KmAFukLy2OiMsknQ8MiojzmxznmrM26tdvCKtWNVBYhgMm0rdvFStXLs4yLDMzy6mm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\nHtjaZ32SJEmtGWJmamNVLXTbC8DGbvuJwI6p9+0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