12_Preparatory_Session_(2_of_2).ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Preparatory_Session_(2_of_2).ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/fmml2021/fmml2021/blob/main/Preparatory_Session_(2_of_2).ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RSjzGYVuEYc_"
      },
      "source": [
        "## 2.1 Files"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "on0OBs9S-eiS"
      },
      "source": [
        "!wget https://raw.githubusercontent.com/aosp-mirror/platform_external_protobuf/master/CONTRIBUTORS.txt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iyA6SPcLlkb1"
      },
      "source": [
        "!wget https://raw.githubusercontent.com/mysql/mysql-server/8.0/Docs/sp-imp-spec.txt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rg5LcpidAP7I"
      },
      "source": [
        "infile_pointer = open(\"sp-imp-spec.txt\", \"r\")\n",
        "outfile_pointer = open(\"outfile.txt\", \"w\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4yocH5ViAb-g"
      },
      "source": [
        "for each_line in infile_pointer:\n",
        "   y = each_line.lstrip()\n",
        "   if y.startswith('-'):\n",
        "     outfile_pointer.write(each_line)\n",
        "infile_pointer.close()\n",
        "outfile_pointer.close()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jcMUd4hNCQiU"
      },
      "source": [
        "# https://github.com/mysql/mysql-server/blob/8.0/Docs/sp-imp-spec.txt\n",
        "# Write a program to save all lines that start with '-' in a separate file\n",
        "# Ignore all leading blank characters."
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CzILoddNaWPQ"
      },
      "source": [
        "Reference: [Official Python Documentation](https://docs.python.org/3/tutorial/inputoutput.html)\n",
        "\n",
        "String methods: [Link](https://www.w3schools.com/python/python_ref_string.asp)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "620HXzcoEciw"
      },
      "source": [
        "## 2.2. Numpy Arrays"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uBAthNLeFAK_"
      },
      "source": [
        "# Numpy is the fundamental package for scientific computing in Python.\n",
        "# It provides a high-performance multidimensional array object,\n",
        "# and tools for working with these arrays having homogeneous data types. "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BzkXEJ_2CJ8X"
      },
      "source": [
        "#![array_vs_list.png](data:image/png;base64,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)\n",
        "\n",
        "Figure: [Source](https://jakevdp.github.io/PythonDataScienceHandbook/02.01-understanding-data-types.html)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RdGd6Y1ZQTPo"
      },
      "source": [
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JrsOh6ApFB75"
      },
      "source": [
        "np?"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OIaeAZFDCRSF"
      },
      "source": [
        "# Array Attributes - ndim, size, shape, dtype, strides"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qgIdkBaEMHmR"
      },
      "source": [
        "# ndim\n",
        "w = np.array([[1],\n",
        "              [2]])\n",
        "x = np.array([1, 2])\n",
        "y = np.array([[1.0, 2.0, 3.3], \n",
        "              [4.2, 1.2, 1.1]]) \n",
        "z = np.arange(10)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ibd7tTQYQWp0"
      },
      "source": [
        "z\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lDpjiJTizDLs"
      },
      "source": [
        "print (w.ndim, x.ndim, y.ndim, z.ndim)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "axXz6DrYM0qa"
      },
      "source": [
        "print (z)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8t1Pc9PK8mPo"
      },
      "source": [
        "# adding dimensions of an array"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CIkw0pbf7NW9"
      },
      "source": [
        "new = np.array(y, ndmin=3)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sCgM1BGB7X9l"
      },
      "source": [
        "new"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CCnBcdRDRQlK"
      },
      "source": [
        "new.ndim"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JGVKYLH0NUfh"
      },
      "source": [
        "# size\n",
        "print (w.size, x.size, y.size, z.size)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cfV2rorjNFtO"
      },
      "source": [
        "# shape\n",
        "print (w.shape, x.shape, y.shape, z.shape)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w8egZsB3Ltr2"
      },
      "source": [
        "# dtype\n",
        "x = np.array([1, 2])  # Let numpy choose the datatype\n",
        "y = np.array([[1.0, 2.0, 3.3], \n",
        "              [4.2, 1.2, 1.1]])  # Let numpy choose the datatype\n",
        "z = np.arange(10, dtype=np.int16)  # Force a particular datatype\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UDcxcarWR0wU"
      },
      "source": [
        "print(z.dtype)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SfZEL7IJR0l1"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XTZdl8vTNhpG"
      },
      "source": [
        "# strides\n",
        "print (x.strides, y.strides, z.strides)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZGsEUjA6TFO6"
      },
      "source": [
        "x = np.random.random(10)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9gCz373nTK3R"
      },
      "source": [
        "x"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-hMDVhT3TPf9"
      },
      "source": [
        "y = np.random.randint(20, size=8)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XBK5aYOhTXwQ"
      },
      "source": [
        "y"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9rE6BY1bDa-E"
      },
      "source": [
        "# Arrays with \"random\" data\n",
        "z = np.random.randint(12, size=(3,4))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q2Y09XsxTiWZ"
      },
      "source": [
        "z"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cxWWXwYwOYkb"
      },
      "source": [
        "print (x)\n",
        "print (y)\n",
        "print (z)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r8Acj96oEzlU"
      },
      "source": [
        "# Accessing elements\n",
        "x = np.random.random(5)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C6UerhjSB4JJ"
      },
      "source": [
        "x"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WIBRqnt7CEW1"
      },
      "source": [
        "x[-2]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "roSF5RCzCbJ8"
      },
      "source": [
        "# y = np.random.randint(10, size=(3,4))\n",
        "y = np.random.random((3,4))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SI0pzxFuC6NO"
      },
      "source": [
        "y"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I6OEObkRChQv"
      },
      "source": [
        "y[2,3]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AsoMVgWMV9XR"
      },
      "source": [
        "# zeroes, ones, eye"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Jx0bcNfRWCIF"
      },
      "source": [
        "x = np.zeros((3,5))\n",
        "x"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9lWH1FvZWeTd"
      },
      "source": [
        "x = np.ones((2, 4))\n",
        "x"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kZAjPy3NWjmA"
      },
      "source": [
        "x = np.eye (3)\n",
        "x"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G0PfL6FJE69p"
      },
      "source": [
        "# Slicing\n",
        "x = np.array([4, 3, 7, 8])\n",
        "y = np.array([[2, 3, 4],\n",
        "              [2, 6, 8]])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zsXb-pOBP7wK"
      },
      "source": [
        "z = y[0:, 1:]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w3nUTbuOQFP7"
      },
      "source": [
        "z"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-0_RHcIHGLex"
      },
      "source": [
        "# Reshape-ing\n",
        "x = np.array([1, 2, 3, 4, 5, 6])\n",
        "y = x.reshape(3,2)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wGFsePV7VGJB"
      },
      "source": [
        "y"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vzDJSIIwU84Z"
      },
      "source": [
        "print (y)\n",
        "z = y.reshape(6,1)\n",
        "print (z)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g9orycB6Tm4X"
      },
      "source": [
        "# array concatenate, hstack and vstack"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g3ZEsIQqS64r"
      },
      "source": [
        "# array split - (a,b) - :a, a:b, b:\n",
        "x = [1, 2, 3, 99, 99, 200, 3, 2, 1]\n",
        "x1, x2, x3 = np.split(x, (3,6) )\n",
        "print(x1, x2, x3)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A4iLmiDxV4S2"
      },
      "source": [
        "x1"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vlTBAaLZV6Bm"
      },
      "source": [
        "y = np.multiply(x1, 2)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1Tumi_2mWFfN"
      },
      "source": [
        "y"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "spiOlPCZHPJl"
      },
      "source": [
        "# Linear Algebra Computation on arrays"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nqTNJZ77IJzw"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9-BHlFghsbAK"
      },
      "source": [
        "# Matrix Addition\n",
        "A = np.array([[1, 2, 3, 4], \n",
        "              [2, 3, 5, 6]])\n",
        "B = np.array([[1,0,0,1], \n",
        "              [0,1,1,1]])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5GYoyoBSsvJA"
      },
      "source": [
        "Z = np.add(A, B)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Fpf034uVtJix"
      },
      "source": [
        "Z"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_QcxlLcktK4_"
      },
      "source": [
        "B"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xu474G7Hs_0K"
      },
      "source": [
        "Z"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1ph6WW7Ltg62"
      },
      "source": [
        "# Scalar multiplication of matrix\n",
        "Z = A * 2"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LZ8iPgmStnSN"
      },
      "source": [
        "Z"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GmvNPXVqu4CF"
      },
      "source": [
        "# Matrix multiplication by a vector \n",
        "# mxn (matrix 'A') multiplied by nx1 (vector 'x') \n",
        "# gives an mx1 (vector 'y')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-Q4E_oZkRAs8"
      },
      "source": [
        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)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ADJF-UrqRpim"
      },
      "source": [
        "Figure: [Source](https://www.mscroggs.co.uk/img/full/multiply_matrices.gif)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eBQnbAK1Q-ue"
      },
      "source": [
        "A = np.random.randint(3, size=(3,4))\n",
        "x = np.array([[1], \n",
        "              [0],\n",
        "              [1],\n",
        "              [2]])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "peJhZrxSWr2P"
      },
      "source": [
        "# 3x4 mul 4x1 = 3 x 1"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7rDEfNzYvS6w"
      },
      "source": [
        "A"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DCBWtPqpvX1a"
      },
      "source": [
        "x"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ma-SU8Ldv40P"
      },
      "source": [
        "print (A.shape, x.shape)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dXbIbfAtveUR"
      },
      "source": [
        "y = np.matmul(A, x)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xwQrBjuWW0pT"
      },
      "source": [
        "y.shape"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "smOFP8pivirE"
      },
      "source": [
        "y"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "btp7URpE-8sO"
      },
      "source": [
        "References : \n",
        "1. [Numpy Official Documentation](https://numpy.org/devdocs/user/basics.html)\n",
        "\n",
        "2. [Scipy Official Documentation](https://scipy-lectures.org/intro/numpy/operations.html)\n",
        "\n",
        "Try this: [Numpy Exercises](https://www.w3schools.com/python/numpy/exercise.asp?filename=exercise_creating_arrays1)\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6lKBJktCEjvo"
      },
      "source": [
        "## 2.3 Madagascar Problem"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KkTnYRbjSZ4g"
      },
      "source": [
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vbsZHOPVSbYh"
      },
      "source": [
        "A = np.array([[20, 122, 20],\n",
        "              [35,180, 35],\n",
        "              [50, 220, 65], \n",
        "              [70, 300, 30]])\n",
        "x = np.array([[0.05], \n",
        "              [0.002], \n",
        "              [0.02]])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4CvxUBB8U0PA"
      },
      "source": [
        "# 4x3 . 3x1 = 4x1"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PSJBzTZzSdzT"
      },
      "source": [
        "y = np.matmul(A,x) - 4.0"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j7mhlsQ9XBKR"
      },
      "source": [
        "y"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "df5DPx2RXJek"
      },
      "source": [
        "def highrisk(B, z):\n",
        "  return (np.matmul(B,z) - 4.0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yJ3ffmn3XXaN"
      },
      "source": [
        "y = highrisk(A,x)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Um0CIsH1VJPi"
      },
      "source": [
        "Z = np.hstack((A,y))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Oryf-5goVTxG"
      },
      "source": [
        "Z.astype(int)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vQt6XMT8ViYW"
      },
      "source": [
        "def RankArray(A,x):\n",
        "  return np.hstack((A, (np.matmul(A,x)-4.0)))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6VqMLbRWVwL3"
      },
      "source": [
        "print (RankArray(A,x).astype(int))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QgbpQu4B7MTm"
      },
      "source": [
        "Z"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_U1aR4BFu_8f"
      },
      "source": [
        "## 2.4 Plotting with Matplotlib"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2H_POCfUvDlY"
      },
      "source": [
        "#### Matplotlib is a multi-platform data visualization library built on NumPy arrays"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QxDBAv9vu-FP"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PTRpucVtDenD"
      },
      "source": [
        "x = np.linspace(0, 10, 100)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IonMxhSYvSF8"
      },
      "source": [
        "plt.plot(x, np.sin(x))\n",
        "plt.plot(x, np.cos(x))\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vkcWDnxUwRDH"
      },
      "source": [
        "# create the first of two panels and set current axis\n",
        "plt.subplot(1, 2, 1) # (rows, columns, panel number)\n",
        "plt.plot(x, np.sin(x))\n",
        "\n",
        "# create the second panel and set current axis\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.plot(x, np.cos(x));\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_DJDdgP1w0YD"
      },
      "source": [
        "# saving the figure\n",
        "\n",
        "x = np.linspace(0, 10, 100)\n",
        "\n",
        "fig = plt.figure()\n",
        "\n",
        "plt.plot(x, np.sin(x), label='sine')\n",
        "plt.plot(x, np.cos(x), label='cosine')\n",
        "\n",
        "\n",
        "plt.xlabel('X')\n",
        "plt.ylabel('Y')\n",
        "plt.legend()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C435OGfKxKps"
      },
      "source": [
        "fig.savefig('sin_cos_plots.png')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Wq_VPtTZE1GT"
      },
      "source": [
        "## The End"
      ]
    }
  ]
}