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{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "yUHloQ_zKygc" }, "source": [ "Date:05.11.2019\n", "\n", "![Logo](https://drive.google.com/uc?id=1hoc1cbBcGYfIxP8gcT7v3yKPFf5jeyY8)\n", "\n", "\n", "Notebook for Matplotlib.pyplot" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": {}, "colab_type": "code", "id": "74HFuB13KxmW" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", "sns.set()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "saQtbnHOEBLf" }, "source": [ "#Miscelleneous and Trials" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "colab_type": "code", "id": "hj4hOts9K50k", "outputId": "a4bb9280-e75a-43b2-e62f-346ee9cbc425" }, "outputs": [ { "data": { "text/plain": [ "

" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure() # an empty figure with no axes\n", "#plt.show()\n", "fig.suptitle('No axes on this figure') # Add a title so we know which it is\n", "\n", "fig, ax_lst = plt.subplots(1, 1) # a figure with a 2x2 grid of Axes" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "colab_type": "code", "id": "ds6JrTIfLDGs", "outputId": "333ba711-9b28-4f67-db67-f9a946584d75" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.86183931 0.56283009]\n", " [0.47077627 0.26155641]]\n" ] } ], "source": [ "a_test=np.random.random((2,2))\n", "print(a_test)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": {}, "colab_type": "code", "id": "A6R-Dw7TU0A8" }, "outputs": [], "source": [ "plt.scatter?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "colab_type": "code", "id": "AozC2E_2VJaJ", "outputId": "3af6f807-4fd3-4aa2-ea35-81197c9ecadb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.7402806618730884\n" ] } ], "source": [ "a_test_1=np.random.random()\n", "print(a_test_1)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "colab_type": "code", "id": "pSDDzNtqVqd6", "outputId": "c0027faa-211d-4754-c943-f0e312fd7e5f" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = {'a': np.arange(50),\n", " 'c': np.random.randint(0, 50, 50),\n", " 'd': np.random.randn(50)}\n", "data['b'] = data['a'] + 10 * np.random.randn(50)\n", "data['d'] = np.abs(data['d']) * 100\n", "#There's a convenient way for plotting objects with labelled data (i.e.data that can be accessed by index ``obj['y']``). \n", "#Instead of giving bthe data in *x* and *y*, you can provide the object in the *data* parameter and just give the labels for *x* and *y*::\n", "#plot('xlabel', 'ylabel', data=obj)\n", "plt.scatter('a', 'b',s='c',c='d', data=data)\n", "plt.xlabel('entry a')\n", "plt.ylabel('entry b')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": {}, "colab_type": "code", "id": "4XNVc4hArm-8" }, "outputs": [], "source": [ "plt.hist?" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "yKfdt1YTEJXl" }, "source": [ "#Basics of pyplot" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 267 }, "colab_type": "code", "id": "FckyeWaN8h45", "outputId": "a64af552-631f-4d4f-8e83-93aedd55f34c" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#example of auto indexing\n", "plt.plot([1,2,3,4,5,6,7])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 301 }, "colab_type": "code", "id": "riVGK_kUHT51", "outputId": "89c443d1-aeb7-4adb-a048-2fc30710f061" }, "outputs": [ { "data": { "image/png": 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Jm+0s2to8v/rgt0jF2A8x9qMDeyHW3/sREKC47C/XXllu0mq10Ov1MJlMAACTyQS9Xg+N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\n9kYZlEMacwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "x=np.arange(10)\n", "y=np.linspace(0,1,10)\n", "plt.plot(x,y,'ro')\n", "plt.title('sample plot')\n", "plt.xlabel('index')\n", "plt.ylabel('value')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 267 }, "colab_type": "code", "id": "9pCFKbRfHpdU", "outputId": "82ab2b9e-ba03-40db-84fc-89e650252eb1" }, "outputs": [ { "data": { "image/png": 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11WViEctHyIBpkWwieuVqaMIBIEnjACLCKZPIGj5tmp3ovYwaMAMqlyPFHDZo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\nAgRi8+/O4J1DVwTbD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HH27Fk0NDRg5cqVyS7KsOHxeNDS0oLKykrs3r0bTz75JB577DH0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\n64EAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "#multiple plot from a single command\n", "x=np.linspace(0,10,360)\n", "y=np.cos(2*np.pi*1*x)\n", "y2=np.sin(2*np.pi*1*x)\n", "plt.plot(x,y,'ro',x,y2,'b--')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 286 }, "colab_type": "code", "id": "g-OBBmQkIlw6", "outputId": "7557faf0-232e-4ba5-86e8-6b29e4ced09e" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "#bar plot\n", "x=['category_1','category_2','category_3']\n", "y=np.arange(3)\n", "plt.bar(x,y)#size of input araguments should match\n", "\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 485 }, "colab_type": "code", "id": "okzSRpnBfVyo", "outputId": "6878eb91-5377-4859-a399-f4a021006483", "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Categorical figure(inspired from default tutorial)\n", "plt.figure(figsize=(20,8))#maintaning a fixed figure size just to display good\n", "x=['category_1','category_2','category_3']\n", "y=np.random.random((1,3))\n", "plt.subplot(131)#looking for 1st column of 1 X 3 plot matrix\n", "plt.bar(x,y[0])#as y is of dimension 2 we are using the 1st index of y to plot against a category\n", "\n", "plt.subplot(132)\n", "plt.scatter(x,y[0])\n", "\n", "plt.subplot(133)\n", "plt.plot(x,y[0])\n", "\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 518 }, "colab_type": "code", "id": "AhtyEBvli3WL", "outputId": "7d811624-c16d-4f8f-a5b7-52c361c4c586" }, "outputs": [ { "data": { "image/png": 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sIkJTsj15xjnYQDDCsOOZ2vEMrXrjIjxhq4rarnGyWnZRoSmr7yuZkwLcCC+U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\nHlT1YHdHisxzeb3IvmMs+bPmOn8p2gV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DF198ER988AFsNhtWrlyJuXPnyn4WbfDdpgMY6aQB86U/Wm0zplnTmfUSybMX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\n3g6n0wmbzYaenh7U1dXh2We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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "#multiple figures\n", "plt.figure(num=1)\n", "x=np.linspace(0,10,360)\n", "y=np.cos(2*np.pi*1*x)\n", "plt.plot(x,y,'ro',)\n", "\n", "plt.figure(num=2)\n", "y1=np.sin(2*np.pi*1*x)\n", "plt.plot(x,y1,'bo',)\n", "\n", "plt.show()\n", "#here we are creating two different figures" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 267 }, "colab_type": "code", "id": "nFOM9P7_nBPs", "outputId": "e1dac807-ddd0-47df-e1c2-77bb65bebee5" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "#1D histogram. \n", "#There are four type of gistogram. the bar tpe, stacked basr type, step type(normal unfilled line plot) and step filled type.\n", "#The hist funtion returns a tuple of (n, bins, patches)\n", "mu, sigma=100,15\n", "x=mu+sigma*np.random.randn(1000)\n", "plt.figure(num=1)\n", "n=plt.hist(x)\n", "plt.show()\n", "\n", "#now change the parameters and see the effect\n", "#just uncomment each line and see the effectes of each. Change the parameters and observe\n", "#plt.figure(num=2)\n", "#plt.hist(x, bins=np.arange(200))\n", "#plt.hist(x,range=(1,200),color='brown')\n", "#plt.hist(x, orientation='vertical',color='blue',histtype='step',align='right')#change the alignment to left and mid\n", "#plt.show()" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 284 }, "colab_type": "code", "id": "k9_JWtgalGec", "outputId": "b730f59b-ba47-484b-ceb8-daf405085f9d" }, "outputs": [ { "data": { "image/png": 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uF1SucqSwvJ43cB8d3nPNYhDQRgAABqXwBxbPFMm/cjhTxN8oJyM5ApwbU8ky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\nGRWb+qYW3sxClVLh03xWKLg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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "#text and annotations\n", "#TeX expression can be written as surrounded by dollar signs\n", "plt.figure()\n", "t = np.arange(0.0, 5.0, 0.01)\n", "s = np.cos(2*np.pi*t)\n", "line = plt.plot(t, s, lw=4)\n", "\n", "plt.annotate('local max', xy=(2, 1), xytext=(3, 1.5),arrowprops=dict(width=4, headwidth=10\n", " ,facecolor='red', shrink=0.05))\n", "\n", "plt.ylim(-2, 2)\n", "plt.title(r'$\\sigma_i=15$')\n", "plt.text( 1,1.8,'$\\mu=100,\\ \\sigma_i=15$')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": {}, "colab_type": "code", "id": "9Gl8n1aFFhul" }, "outputs": [], "source": [ "i=True\n", "while i==True:\n", " \n", " #plt.close(fig='all')\n", " plt.figure()\n", " y=np.random.randn(1000)\n", " x=np.array([m for m in range(len(y))]) #alternate way to create an array of numbers\n", " plt.plot(x,y)\n", " plt.pause(1)#pause for 1 sec\n", " plt.draw()\n", " " ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": {}, "colab_type": "code", "id": "Hbn0pRQGGy6C" }, "outputs": [], "source": [ "plt.close?" ] } ], "metadata": { "colab": { "collapsed_sections": [ "saQtbnHOEBLf" ], "name": "Matplotlib.pyplot.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }