From a38656009473fe9a6c4c1b351da73fbc65e21d4e Mon Sep 17 00:00:00 2001 From: abhat222 Date: Tue, 14 Jul 2020 17:41:46 +0530 Subject: [PATCH] Create 6. Area Chart-checkpoint.ipynb --- .../6. Area Chart-checkpoint.ipynb | 367 ++++++++++++++++++ 1 file changed, 367 insertions(+) create mode 100644 Matplotlib/.ipynb_checkpoints/6. Area Chart-checkpoint.ipynb diff --git a/Matplotlib/.ipynb_checkpoints/6. Area Chart-checkpoint.ipynb b/Matplotlib/.ipynb_checkpoints/6. Area Chart-checkpoint.ipynb new file mode 100644 index 0000000..1143279 --- /dev/null +++ b/Matplotlib/.ipynb_checkpoints/6. Area Chart-checkpoint.ipynb @@ -0,0 +1,367 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "\n", + "
\n", + "

Prepared by Asif Bhat

\n", + " \n", + "

Data Visualization With Matplotlib

\n", + "\n", + "

Follow Me on - LinkedIn  Twitter  Instagram  Facebook

\n", + "
\n", + "\n", + "\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Area Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 331, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.arange(1,31)\n", + "y = np.random.normal(10,11,size=30)\n", + "y = np.square(y)\n", + "plt.figure(figsize=(16,6))\n", + "plt.plot(x,y)\n", + "plt.fill_between(x, y)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Changing Fill Color" + ] + }, + { + "cell_type": "code", + "execution_count": 334, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.arange(1,31)\n", + "y = np.random.normal(10,11,size=30)\n", + "y = np.square(y)\n", + "plt.figure(figsize=(16,6))\n", + "\n", + "plt.fill_between( x, y, color=\"#baf1a1\") # #Changing Fill color\n", + "plt.plot(x, y, color='#7fcd91') # Color on edges\n", + " \n", + "plt.title(\"$ Area $ $ chart $\" , fontsize = 16)\n", + "plt.xlabel(\"$X$\" , fontsize = 16)\n", + "plt.ylabel(\"$Y$\" , fontsize = 16)\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Changing Fill Color and its transperancy" + ] + }, + { + "cell_type": "code", + "execution_count": 336, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.arange(1,31)\n", + "y = np.random.normal(10,11,size=30)\n", + "y = np.square(y)\n", + "plt.figure(figsize=(16,6))\n", + "\n", + "plt.fill_between( x, y, color=\"#C8D700\" , alpha = 0.3) # Changing transperancy using Alpha parameter\n", + "plt.plot(x, y, color='#36BD00')\n", + " \n", + "plt.title(\"$ Area $ $ chart $\" , fontsize = 16)\n", + "plt.xlabel(\"$X$\" , fontsize = 16)\n", + "plt.ylabel(\"$Y$\" , fontsize = 16)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 338, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.arange(1,51)\n", + "y = np.random.normal(1,5,size=50)\n", + "y = np.square(y)\n", + "\n", + "plt.figure(figsize=(16,6))\n", + "plt.fill_between( x, y, color=\"#5ac8fa\", alpha=0.4)\n", + "plt.plot(x, y, color=\"blue\", alpha=0.6) # Bold line on edges\n", + "plt.title(\"$ Area $ $ chart $\" , fontsize = 16)\n", + "plt.xlabel(\"$X$\" , fontsize = 16)\n", + "plt.ylabel(\"$Y$\" , fontsize = 16)\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(16,6))\n", + "plt.fill_between( x, y, color=\"#5ac8fa\", alpha=0.4)\n", + "plt.plot(x, y, color=\"blue\", alpha=0.2) # Less stronger line on edges\n", + "plt.title(\"$ Area $ $ chart $\" , fontsize = 14)\n", + "plt.xlabel(\"$X$\" , fontsize = 14)\n", + "plt.ylabel(\"$Y$\" , fontsize = 14)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Stacked Area plot" + ] + }, + { + "cell_type": "code", + "execution_count": 339, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x=np.arange(1,6)\n", + "y1 = np.array([1,5,9,13,17])\n", + "y2 = np.array([2,6,10,14,16])\n", + "y3 = np.array([3,7,11,15,19])\n", + "y4 = np.array([4,8,12,16,20])\n", + "\n", + "plt.figure(figsize=(8,6))\n", + "plt.stackplot(x,y1,y2,y3,y4, labels=['Y1','Y2','Y3','Y4'])\n", + "plt.legend(loc='upper left')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 340, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x=np.arange(1,6)\n", + "y=[ [1,5,9,13,17], [2,6,10,14,16], [3,7,11,15,19] , [4,8,12,16,20] ]\n", + "plt.figure(figsize=(8,6))\n", + "plt.stackplot(x,y , labels=['Y1','Y2','Y3','Y4'])\n", + "plt.legend(loc='upper left')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 341, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x=np.arange(1,7)\n", + "y=[ [1,5,9,3,17,1], [2,6,10,4,16,2], [3,7,11,5,19,1] , [4,8,12,6,20,2] ]\n", + "plt.figure(figsize=(10,6))\n", + "plt.stackplot(x,y , labels=['Y1','Y2','Y3','Y4'])\n", + "plt.legend(loc='upper left')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Changing Fill Color and its transperancy in Stacked Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 342, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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