{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", "

\n", "

Prepared by Asif Bhat

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Data Visualization With Seaborn

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\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 674, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib as mpl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Dist Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Dist plot is used to plot a univariate distribution of observations." ] }, { "cell_type": "code", "execution_count": 740, "metadata": {}, "outputs": [], "source": [ "# Recover default matplotlib settings\n", "mpl.rcParams.update(mpl.rcParamsDefault)\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 269, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "num = np.random.normal(1,10,1000)\n", "sns.distplot(num)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 270, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.distplot(num,kde=False) # Histogram without a kernel density estimate (Density Curve)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 272, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.distplot(num,kde=False,rug=True) # Histogram with Rugplot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 273, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.distplot(num,kde=True,rug=True,hist=False) # Histogram with Rugplot & KDE\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 274, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

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	longitude	latitude	housing_median_age	total_rooms	total_bedrooms	population	households	median_income	median_house_value	ocean_proximity
0	-122.23	37.88	41.0	880.0	129.0	322.0	126.0	8.3252	452600.0	NEAR BAY
1	-122.22	37.86	21.0	7099.0	1106.0	2401.0	1138.0	8.3014	358500.0	NEAR BAY
2	-122.24	37.85	52.0	1467.0	190.0	496.0	177.0	7.2574	352100.0	NEAR BAY
3	-122.25	37.85	52.0	1274.0	235.0	558.0	219.0	5.6431	341300.0	NEAR BAY
4	-122.25	37.85	52.0	1627.0	280.0	565.0	259.0	3.8462	342200.0	NEAR BAY

\n", "

" ], "text/plain": [ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", "0 -122.23 37.88 41.0 880.0 129.0 \n", "1 -122.22 37.86 21.0 7099.0 1106.0 \n", "2 -122.24 37.85 52.0 1467.0 190.0 \n", "3 -122.25 37.85 52.0 1274.0 235.0 \n", "4 -122.25 37.85 52.0 1627.0 280.0 \n", "\n", " population households median_income median_house_value ocean_proximity \n", "0 322.0 126.0 8.3252 452600.0 NEAR BAY \n", "1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n", "2 496.0 177.0 7.2574 352100.0 NEAR BAY \n", "3 558.0 219.0 5.6431 341300.0 NEAR BAY \n", "4 565.0 259.0 3.8462 342200.0 NEAR BAY " ] }, "execution_count": 274, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Housing Dataset\n", "housing.head()" ] }, { "cell_type": "code", "execution_count": 275, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(11,7))\n", "sns.distplot( housing[\"median_income\"])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 277, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(11,7))\n", "sns.distplot( housing[\"median_income\"] , bins=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 278, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(11,7))\n", "sns.distplot( housing[\"median_income\"] ,bins=20 , hist_kws=dict(edgecolor = '#9dab86' ,linewidth=2))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 755, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Changing the color of all the plot elements using \"color\" parameter\n", "plt.figure(figsize=(11,7))\n", "sns.distplot( housing[\"median_income\"] ,bins=20 , hist_kws=dict(edgecolor = '#9dab86' ,linewidth=2) , color='green')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 741, "metadata": {}, "outputs": [], "source": [ "sns.set(style=\"white\", color_codes=True)" ] }, { "cell_type": "code", "execution_count": 742, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Displaying multiple distplots using subplot function. \n", "fig1 , axes = plt.subplots(nrows=3,ncols=3 , figsize = (20,20))\n", "sns.distplot( housing[\"longitude\"] , ax=axes[0, 0])\n", "sns.distplot( housing[\"latitude\"] , ax=axes[0, 1])\n", "sns.distplot( housing[\"housing_median_age\"] , ax=axes[0, 2])\n", "sns.distplot( housing[\"total_rooms\"], ax=axes[1, 0] )\n", "sns.distplot( housing[\"population\"] , ax=axes[1, 1] )\n", "sns.distplot( housing[\"households\"] , ax=axes[1, 2] )\n", "sns.distplot( housing[\"median_income\"] , ax=axes[2, 0])\n", "sns.distplot( housing[\"median_house_value\"], ax=axes[2, 1])\n", "sns.distplot( housing[\"median_house_value\"], ax=axes[2, 2])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 754, "metadata": {}, "outputs": [ { "data": { "image/png": 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