{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0oGap5rN1-O9"
      },
      "source": [
        "# Introduction to Numpy, Scipy, SciKit-Learn"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IPeMGRlV1-PE"
      },
      "source": [
        "In this tutorial we will look into the Numpy library: http://www.numpy.org/\n",
        "\n",
        "Numpy is a very important library for numerical computations and matrix manipulation. It has a lot of the functionality of Matlab, and some of the functionality of Pandas\n",
        "\n",
        "We will also use the Scipy library for scientific computation: http://docs.scipy.org/doc/numpy/reference/index.html"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 98,
      "metadata": {
        "id": "eHWEURIu1-PF"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import scipy as sp\n",
        "import pandas as pd\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import seaborn as sns\n",
        "%matplotlib inline"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 100,
      "metadata": {
        "id": "YpjUxH0O1-PH"
      },
      "outputs": [],
      "source": [
        "import scipy.sparse as sp_sparse\n",
        "import scipy.spatial.distance as sp_dist\n",
        "import sklearn as sk\n",
        "import sklearn.datasets as sk_data\n",
        "import sklearn.metrics as metrics\n",
        "from sklearn import preprocessing\n",
        "import scipy.sparse.linalg as linalg\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gobSM6uv1-PJ"
      },
      "source": [
        "### Why Numpy?"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AnRcUwOZ1-PJ"
      },
      "source": [
        "To demonstrate the benefits of using numpy we will perform the addition of two vectors using two different ways, one using lists, one using numpy and for loops, and one using the built-in addition operator of numpy"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 101,
      "metadata": {
        "id": "ZilvE4Z61-PK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "785ca8f5-785d-4034-b556-c12a5ea6e073"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Traditional time = 2.067781686782837\n",
            "Naive numpy time = 6.293838024139404\n",
            "Numpy time       = 0.14075922966003418\n"
          ]
        }
      ],
      "source": [
        "import time\n",
        "\n",
        "def trad_version():\n",
        "    t1 = time.time()\n",
        "    X = range(10000000)\n",
        "    Y = range(10000000)\n",
        "    Z = [x+y for x,y in zip(X,Y)]\n",
        "    return time.time() - t1\n",
        "\n",
        "def naive_numpy_version():\n",
        "    t1 = time.time()\n",
        "    X = np.arange(10000000)  # Numpy array\n",
        "    Y = np.arange(10000000)  # Numpy array\n",
        "    Z = np.zeros(10000000)   # Numpy array\n",
        "    for i in range(10000000):\n",
        "        Z[i] = X[i]+Y[i]\n",
        "    return time.time() - t1\n",
        "\n",
        "def numpy_version():\n",
        "    t1 = time.time()\n",
        "    X = np.arange(10000000)\n",
        "    Y = np.arange(10000000)\n",
        "    Z = X + Y\n",
        "    return time.time() - t1\n",
        "\n",
        "\n",
        "traditional_time = trad_version()\n",
        "naive_numpy_time = naive_numpy_version()\n",
        "numpy_time = numpy_version()\n",
        "print (\"Traditional time = \"+ str(traditional_time))\n",
        "print (\"Naive numpy time = \"+ str(naive_numpy_time))\n",
        "print (\"Numpy time       = \"+ str(numpy_time))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "H9MH4DoT1-PM"
      },
      "source": [
        "# Arrays"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1F0_wQfA1-PN"
      },
      "source": [
        "### Creating Arrays\n",
        "\n",
        "In Numpy data is organized into arrays. There are many different ways to create a numpy array.\n",
        "\n",
        "For the following we will use the random library of Numpy: http://docs.scipy.org/doc/numpy-1.10.0/reference/routines.random.html"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "njn5M9-K1-PO"
      },
      "source": [
        "Creating arrays from lists"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "N_p5bfuW1-PO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6030b113-9680-4397-cc05-402c332e24cb"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            " Deterministic 1-dimensional array \n",
            "\n",
            "[ 2  5 18 14  4]\n",
            "\n",
            " Deterministic 2-dimensional array \n",
            "\n",
            "[[ 2  5 18 14  4]\n",
            " [12 15  1  2  8]]\n"
          ]
        }
      ],
      "source": [
        "#1-dimensional arrays\n",
        "x = np.array([2,5,18,14,4])\n",
        "print (\"\\n Deterministic 1-dimensional array \\n\")\n",
        "print (x)\n",
        "\n",
        "#2-dimensional arrays\n",
        "x = np.array([[2,5,18,14,4], [12,15,1,2,8]])\n",
        "print (\"\\n Deterministic 2-dimensional array \\n\")\n",
        "print (x)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oRRxh61V1-PP"
      },
      "source": [
        "We can also create Numpy arrays from Pandas DataFrames"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "folZq1Yw1-PP",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "006255dc-0cdf-445a-d26f-7cbb979aca6e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[1. 4.]\n",
            " [2. 3.]\n",
            " [3. 2.]\n",
            " [4. 1.]]\n"
          ]
        }
      ],
      "source": [
        "d = {'A':[1., 2., 3., 4.],\n",
        "     'B':[4., 3., 2., 1.]}\n",
        "df = pd.DataFrame(d)\n",
        "x = np.array(df)\n",
        "print(x)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cLzvY0fO1-PQ"
      },
      "source": [
        "Creating random arrays"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "g2dP2x7b1-PQ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "24d43d9c-b43d-4bcf-9c72-61b6a044fb04"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            " Random 1-dimensional array \n",
            "\n",
            "[0.50457438 0.33339231 0.75741759 0.86867317 0.96011403]\n",
            "\n",
            " Random 5x5 2-dimensional array \n",
            "\n",
            "[[0.18233561 0.08269357 0.27816999 0.96417408 0.69902401]\n",
            " [0.14659692 0.30611214 0.66732051 0.61254577 0.72106603]\n",
            " [0.41956495 0.8328845  0.94123913 0.69286056 0.74035365]\n",
            " [0.04374242 0.37434048 0.79260902 0.81932212 0.36689422]\n",
            " [0.13302682 0.78787713 0.84957869 0.02067925 0.33595578]]\n",
            "\n",
            " Random 2x3 array with integers\n",
            "[[9 3 8]\n",
            " [9 5 1]]\n"
          ]
        }
      ],
      "source": [
        "#1-dimensional arrays\n",
        "x = np.random.rand(5)\n",
        "print (\"\\n Random 1-dimensional array \\n\")\n",
        "print (x)\n",
        "\n",
        "#2-dimensional arrays\n",
        "\n",
        "x = np.random.rand(5,5)\n",
        "print (\"\\n Random 5x5 2-dimensional array \\n\")\n",
        "print (x)\n",
        "\n",
        "x = np.random.randint(10,size=(2,3))\n",
        "print(\"\\n Random 2x3 array with integers\")\n",
        "print(x)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UAJPf4xJ1-PR"
      },
      "source": [
        "Transpose and get array dimensions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3UjZI8R41-PR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "dcf69276-22c2-4cb7-8046-e7749dfa05e7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            " Matrix Dimensions \n",
            "\n",
            "(2, 3)\n",
            "\n",
            " Transpose of the matrix \n",
            "\n",
            "[[9 9]\n",
            " [3 5]\n",
            " [8 1]]\n",
            "\n",
            " Transpose matrix Dimensions \n",
            "\n",
            "(3, 2)\n"
          ]
        }
      ],
      "source": [
        "print(\"\\n Matrix Dimensions \\n\")\n",
        "print(x.shape)\n",
        "print (\"\\n Transpose of the matrix \\n\")\n",
        "print (x.T)\n",
        "print (\"\\n Transpose matrix Dimensions \\n\")\n",
        "print (x.T.shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Rgm36AJ81-PS"
      },
      "source": [
        "**Special Arrays**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BXt0rM0N1-PS",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ed00e200-8f6e-4364-e950-d488398d18cd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            " 4x4 array with zeros \n",
            "\n",
            "[[0. 0. 0. 0.]\n",
            " [0. 0. 0. 0.]\n",
            " [0. 0. 0. 0.]\n",
            " [0. 0. 0. 0.]]\n",
            "\n",
            " 4x4 array with ones \n",
            "\n",
            "[[1. 1. 1. 1.]\n",
            " [1. 1. 1. 1.]\n",
            " [1. 1. 1. 1.]\n",
            " [1. 1. 1. 1.]]\n",
            "\n",
            " Identity matrix of size 4\n",
            "\n",
            "[[1. 0. 0. 0.]\n",
            " [0. 1. 0. 0.]\n",
            " [0. 0. 1. 0.]\n",
            " [0. 0. 0. 1.]]\n",
            "\n",
            " Diagonal matrix\n",
            "\n",
            "[[1 0 0]\n",
            " [0 2 0]\n",
            " [0 0 3]]\n"
          ]
        }
      ],
      "source": [
        "x = np.zeros((4,4))\n",
        "print (\"\\n 4x4 array with zeros \\n\")\n",
        "print(x)\n",
        "\n",
        "x = np.ones((4,4))\n",
        "print (\"\\n 4x4 array with ones \\n\")\n",
        "print (x)\n",
        "\n",
        "x = np.eye(4)\n",
        "print (\"\\n Identity matrix of size 4\\n\")\n",
        "print(x)\n",
        "\n",
        "x = np.diag([1,2,3])\n",
        "print (\"\\n Diagonal matrix\\n\")\n",
        "print(x)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Wp9SKzWn1-PT"
      },
      "source": [
        "Diagonal matrices are useful because we can use them to mutliply the **rows** or **columns** of a matrix by a value. For example below we will multiply the first row of matrix A with 2 and the second row with 3."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "OJbv5wHc1-PT",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2f2ebc19-0abd-4ac3-85b7-06706e046476"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[3, 0, 7],\n",
              "       [5, 6, 9]])"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ],
      "source": [
        "A = np.random.randint(10,size=(2,3))\n",
        "A"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "EAGOM5kW1-PU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5c5990cd-61c9-428e-a64f-b2124ab6ab5c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[12  0 28]\n",
            " [25 30 45]]\n"
          ]
        }
      ],
      "source": [
        "v = np.array([4,5])\n",
        "D = np.diag(v)\n",
        "print(D@A)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eBp9Kg1n1-PU"
      },
      "source": [
        "### Operations on arrays.\n",
        "\n",
        "These are very similar to what we did with Pandas"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "sOE7Qaw-1-PV",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6c16506f-4eb4-4aaa-9f45-85c0a0a019e1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0 4 9 0]\n",
            " [0 3 9 2]]\n",
            "\n",
            " mean value of all elements\n",
            "3.375\n",
            "\n",
            " vector of mean values for columns\n",
            "[0.  3.5 9.  1. ]\n",
            "\n",
            " vector of mean values for rows\n",
            "[3.25 3.5 ]\n"
          ]
        }
      ],
      "source": [
        "x = np.random.randint(10, size = (2,4))\n",
        "print (x)\n",
        "print('\\n mean value of all elements')\n",
        "print (np.mean(x))\n",
        "print('\\n vector of mean values for columns')\n",
        "print (np.mean(x,0)) #0 signifies the dimension meaning columns, similar to axis=0 in pandas\n",
        "print('\\n vector of mean values for rows')\n",
        "print (np.mean(x,1)) #1 signifies the dimension meaning rows, similar to axis=1 in pandas"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NXxiqiLx1-PV",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "30a1d14b-565a-47a0-a612-f7c3bdee6cd8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0 4 9 0]\n",
            " [0 3 9 2]]\n",
            "\n",
            " standard deviation of all elements\n",
            "3.5333235062756425\n",
            "\n",
            " vector of std values for rows\n",
            "[3.69966215 3.35410197]\n",
            "\n",
            " median value of all elements\n",
            "2.5\n",
            "\n",
            " vector of median values for rows\n",
            "[2.  2.5]\n",
            "\n",
            " sum of all elements\n",
            "27\n",
            "\n",
            " vector of column sums\n",
            "[ 0  7 18  2]\n",
            "\n",
            " product of all elements\n",
            "0\n",
            "\n",
            " vector of row products\n",
            "[0 0]\n"
          ]
        }
      ],
      "source": [
        "print (x)\n",
        "print('\\n standard deviation of all elements')\n",
        "print (np.std(x))\n",
        "print('\\n vector of std values for rows')\n",
        "print (np.std(x,1)) #1 signifies the dimension meaning rows\n",
        "print('\\n median value of all elements')\n",
        "print (np.median(x))\n",
        "print('\\n vector of median values for rows')\n",
        "print (np.median(x,1))\n",
        "print('\\n sum of all elements')\n",
        "print (np.sum(x))\n",
        "print('\\n vector of column sums')\n",
        "print (np.sum(x,0))\n",
        "print('\\n product of all elements')\n",
        "print (np.prod(x))\n",
        "print('\\n vector of row products')\n",
        "print (np.prod(x,1))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PPw8pMfp1-PW",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f3d4d15d-ee8f-432d-dacb-e2ce6cadec77"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0, 4, 9, 0],\n",
              "       [0, 3, 9, 2]])"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ],
      "source": [
        "x"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "What is going on in this example?"
      ],
      "metadata": {
        "id": "Kxl0ghr9C9F8"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "c66bKr_61-PW",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a0711129-501d-4d64-fe53-852ae50242bf"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0.        , 0.30769231, 0.69230769, 0.        ],\n",
              "       [0.        , 0.21428571, 0.64285714, 0.14285714]])"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ],
      "source": [
        "s = np.sum(x,1)\n",
        "s = np.diag(1/s)\n",
        "s@x"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YJu5mk1z1-PW"
      },
      "source": [
        "### Manipulating arrays\n",
        "\n",
        "#### Accessing and Slicing\n",
        "\n",
        "Here the operations are similar to those used in lists, or in Matlab"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Again dont forget in Python the 0-indexing !!\n",
        "\n",
        "![python 0 indexing 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)"
      ],
      "metadata": {
        "id": "q35NwTWmDfkl"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "fiXPw4u-1-PX",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "95ef7a05-f65c-4b3f-eff6-d5fa407459a4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0.2842668  0.84076974 0.11116952]\n",
            " [0.32006523 0.57831104 0.43788748]\n",
            " [0.40621726 0.3021298  0.00387381]\n",
            " [0.92741045 0.62079339 0.98846728]]\n",
            "\n",
            " element\n",
            "\n",
            "0.43788747706943076\n",
            "\n",
            " row zero \n",
            "\n",
            "[0.2842668  0.84076974 0.11116952]\n",
            "[0.2842668  0.84076974 0.11116952]\n",
            "\n",
            "first two rows\n",
            "\n",
            "[[0.2842668  0.84076974 0.11116952]\n",
            " [0.32006523 0.57831104 0.43788748]]\n",
            "\n",
            " column 2 \n",
            "\n",
            "[0.11116952 0.43788748 0.00387381 0.98846728]\n",
            "\n",
            " submatrix \n",
            "\n",
            "[[0.32006523 0.57831104]\n",
            " [0.40621726 0.3021298 ]]\n",
            "\n",
            " entries > 0.5 \n",
            "\n",
            "[0.84076974 0.57831104 0.92741045 0.62079339 0.98846728]\n"
          ]
        }
      ],
      "source": [
        "x = np.random.rand(4,3)\n",
        "print(x)\n",
        "print(\"\\n element\\n\")\n",
        "print(x[1,2])\n",
        "print(\"\\n row zero \\n\")\n",
        "print(x[0,:])\n",
        "print(x[0])\n",
        "print('\\nfirst two rows\\n')\n",
        "print(x[0:2])\n",
        "print(\"\\n column 2 \\n\")\n",
        "print(x[:,2])\n",
        "print(\"\\n submatrix \\n\")\n",
        "print(x[1:3,0:2])\n",
        "print(\"\\n entries > 0.5 \\n\")\n",
        "print(x[x>0.5])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hx0g67FS1-PX"
      },
      "source": [
        "#### Changing entries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7KviEw9K1-PX",
        "outputId": "1ed00445-5c8c-46c2-e8e2-bf3bc322e2d1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0.92221645 0.94827402 0.7846012 ]\n",
            " [0.47433553 0.81953789 0.69990238]\n",
            " [0.59931135 0.71572562 0.02280937]\n",
            " [0.68927939 0.23903059 0.88867906]]\n",
            "\n",
            "\n",
            "[[ 1.92221645  1.94827402  1.7846012 ]\n",
            " [ 1.47433553  1.81953789  1.69990238]\n",
            " [-5.          0.5         0.5       ]\n",
            " [ 0.68927939  0.5         0.5       ]]\n",
            "\n",
            " Set entries > 0.5 to zero\n",
            "[[ 0.   0.   0. ]\n",
            " [ 0.   0.   0. ]\n",
            " [-5.   0.5  0.5]\n",
            " [ 0.   0.5  0.5]]\n"
          ]
        }
      ],
      "source": [
        "x = np.random.rand(4,3)\n",
        "print(x)\n",
        "\n",
        "x[2,0] = -5      #change an entry\n",
        "x[:2,:] += 1     #change a set of rows: add 1 to all the elements of the first two rows\n",
        "x[2:4,1:3] = 0.5 #change a block\n",
        "print('\\n')\n",
        "print(x)\n",
        "\n",
        "print('\\n Set entries > 0.5 to zero')\n",
        "x[x>0.5] = 0\n",
        "print(x)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HKl_bATy1-PY"
      },
      "source": [
        "#### Manipulating the diagonal"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "96WIjgF51-PY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ca0eea5e-240f-4340-d9e9-6962d97c69b5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0.53465514 0.73452408 0.6076236  0.04444903]\n",
            " [0.45891009 0.151404   0.72442041 0.70714302]\n",
            " [0.54433935 0.03699876 0.5773934  0.01864703]\n",
            " [0.66722031 0.39552228 0.81874451 0.1935456 ]]\n",
            "\n",
            " Read Diagonal \n",
            "\n",
            "[0.53465514 0.151404   0.5773934  0.1935456 ]\n",
            "\n",
            " Fill Diagonal with 1s \n",
            "\n",
            "[[1.         0.73452408 0.6076236  0.04444903]\n",
            " [0.45891009 1.         0.72442041 0.70714302]\n",
            " [0.54433935 0.03699876 1.         0.01864703]\n",
            " [0.66722031 0.39552228 0.81874451 1.        ]]\n",
            "\n",
            " Fill Diagonal with vector \n",
            "\n",
            "[[1.         0.73452408 0.6076236  0.04444903]\n",
            " [0.45891009 2.         0.72442041 0.70714302]\n",
            " [0.54433935 0.03699876 3.         0.01864703]\n",
            " [0.66722031 0.39552228 0.81874451 4.        ]]\n"
          ]
        }
      ],
      "source": [
        "x = np.random.rand(4,4)\n",
        "print(x)\n",
        "print('\\n Read Diagonal \\n')\n",
        "print(x.diagonal())\n",
        "print('\\n Fill Diagonal with 1s \\n')\n",
        "np.fill_diagonal(x,1)\n",
        "print(x)\n",
        "print('\\n Fill Diagonal with vector \\n')\n",
        "x[np.diag_indices_from(x)] = [1,2,3,4]\n",
        "print(x)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tivSZjZt1-PZ"
      },
      "source": [
        "### Quiz\n",
        "\n",
        "We want to create a dataset of **10** users and **5** items, where each user **i** selects an item **j** with probability **0.3**.\n",
        "\n",
        "How can we do this with matrix operations?"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "AkfMaCvt1-PZ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bef98d7d-b6fe-4715-a3e3-01b3c5bda439"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0., 1., 0., 0., 0.],\n",
              "       [0., 1., 0., 0., 1.],\n",
              "       [0., 1., 1., 0., 1.],\n",
              "       [0., 0., 1., 1., 0.],\n",
              "       [0., 0., 0., 1., 0.],\n",
              "       [0., 0., 0., 0., 0.],\n",
              "       [1., 0., 0., 0., 0.],\n",
              "       [0., 1., 0., 1., 0.],\n",
              "       [0., 0., 1., 1., 0.],\n",
              "       [1., 0., 0., 0., 1.]])"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ],
      "source": [
        "x = np.random.rand(10,5)\n",
        "x[x<0.3]=1\n",
        "x[x!=1]=0\n",
        "x"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Or another similar way:"
      ],
      "metadata": {
        "id": "-6H_7CLZG_wQ"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "72L5Vwvr1-PZ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5eaba5cf-a9be-468c-f413-814260e7b6be"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0.65425279 0.66935535 0.66740194 0.60666757 0.97978199]\n",
            " [0.34101405 0.83097327 0.44760625 0.67784447 0.67050312]\n",
            " [0.14823977 0.28683124 0.4375794  0.89159433 0.31809913]\n",
            " [0.69930581 0.46244382 0.99249947 0.59998347 0.53639178]\n",
            " [0.88846221 0.06707406 0.71958525 0.66636098 0.82200912]\n",
            " [0.45051753 0.15884326 0.16406689 0.19519915 0.34009175]\n",
            " [0.46275625 0.8511663  0.51038054 0.2665805  0.18880077]\n",
            " [0.00213541 0.96584797 0.62825686 0.13478724 0.4421784 ]\n",
            " [0.03507128 0.04660249 0.65641959 0.83667493 0.19624016]\n",
            " [0.5139164  0.26268219 0.38399554 0.87902329 0.12176352]]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0., 0., 0., 0., 1.],\n",
              "       [0., 1., 0., 0., 0.],\n",
              "       [0., 0., 0., 1., 0.],\n",
              "       [0., 0., 1., 0., 0.],\n",
              "       [1., 0., 1., 0., 1.],\n",
              "       [0., 0., 0., 0., 0.],\n",
              "       [0., 1., 0., 0., 0.],\n",
              "       [0., 1., 0., 0., 0.],\n",
              "       [0., 0., 0., 1., 0.],\n",
              "       [0., 0., 0., 1., 0.]])"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ],
      "source": [
        "D = np.random.rand(10,5)\n",
        "print(D)\n",
        "D[D>=0.7] = 1     # 30% chance\n",
        "D[D< 0.7] = 0     # 70% chance\n",
        "#D[D <= 0.3] = 1\n",
        "#D[D != 1] = 0\n",
        "D"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GfGL7DoK1-Pa"
      },
      "source": [
        "### Operations with Arrays"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Phzl1a941-Pa"
      },
      "source": [
        "#### Multiplication and addition with scalar"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kJVw_agv1-Pa",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f645393b-3eb5-488e-e643-98f9a8bef985"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0.52530579 0.41955143 0.63449375]\n",
            " [0.10039893 0.35166512 0.64652786]\n",
            " [0.03893962 0.721026   0.69740297]\n",
            " [0.75940929 0.08626766 0.67322999]]\n",
            "\n",
            " Matrix 2x+1 \n",
            "\n",
            "[[2.05061159 1.83910286 2.26898751]\n",
            " [1.20079785 1.70333024 2.29305572]\n",
            " [1.07787923 2.442052   2.39480594]\n",
            " [2.51881858 1.17253531 2.34645998]]\n"
          ]
        }
      ],
      "source": [
        "x = np.random.rand(4,3)\n",
        "print(x)\n",
        "\n",
        "#multiplication and addition with scalar value\n",
        "print(\"\\n Matrix 2x+1 \\n\")\n",
        "print(2*x+1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4SQZrdJs1-Pi"
      },
      "source": [
        "**Vector-vector dot product**\n",
        "\n",
        "There are three ways to get the dot product of two vectors:\n",
        "<li> Using the method .dot of an array\n",
        "<li> Using the method dot of the numpy library\n",
        "<li> Using the '@' operator"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PQ6M3rKF1-Pj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "24031937-01fb-4e60-d8f3-67e32a87a4b2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            " y: [ 2 -1  3]\n",
            " z: [-1  2  2]\n",
            "\n",
            " vector-vector dot product\n",
            "2\n",
            "2\n",
            "2\n"
          ]
        }
      ],
      "source": [
        "y = np.array([2,-1,3])\n",
        "z = np.array([-1,2,2])\n",
        "print('\\n y:',y)\n",
        "print(' z:',z)\n",
        "print('\\n vector-vector dot product')\n",
        "print(y.dot(z))\n",
        "print(np.dot(y,z))\n",
        "print(z@y)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VpR87k6Y1-Pj"
      },
      "source": [
        "**External product**\n",
        "\n",
        "The external product between two vectors x,y of size (n,1) and (m,1) results in a matrix M of size (n,m) with entries M(i,j) = x(i)*y(j)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0ONzOozD1-Pj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ec7eab95-c604-480a-ff54-7bc406ce50c3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            " y: [ 2 -1  3]\n",
            " z: [-1  2  2]\n",
            "\n",
            " vector-vector external product\n",
            "[[-2  4  4]\n",
            " [ 1 -2 -2]\n",
            " [-3  6  6]]\n"
          ]
        }
      ],
      "source": [
        "print('\\n y:',y)\n",
        "print(' z:',z)\n",
        "print('\\n vector-vector external product')\n",
        "print(np.outer(y,z))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DwmuKK6W1-Pk"
      },
      "source": [
        "**Element-wise operations**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BQUqUXhZ1-Pk",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "db5c1a15-60e9-4387-b4df-d7bb827eaaa4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            " y: [ 2 -1  3]\n",
            " z: [-1  2  2]\n",
            "\n",
            " element-wise addition\n",
            "[1 1 5]\n",
            "\n",
            " element-wise product\n",
            "[-2 -2  6]\n",
            "\n",
            " element-wise division\n",
            "[-2.  -0.5  1.5]\n",
            "\n",
            " element-wise inversion\n",
            "[ 0.5        -1.          0.33333333]\n"
          ]
        }
      ],
      "source": [
        "print('\\n y:',y)\n",
        "print(' z:',z)\n",
        "print('\\n element-wise addition')\n",
        "print(y+z)\n",
        "print('\\n element-wise product')\n",
        "print(y*z)\n",
        "print('\\n element-wise division')\n",
        "print(y/z)\n",
        "print('\\n element-wise inversion')\n",
        "print(1/y)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_FBQisDn1-Pl"
      },
      "source": [
        "**Matrix-Vector multiplication**\n",
        "\n",
        "Again we can do the multiplication either using the dot method or the '@' operator"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "eisvC_MK1-Pl",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8cdc629f-04b8-4783-fb8e-65110ca580ab"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Matrix X:\n",
            " [[6 6 3]\n",
            " [5 6 1]\n",
            " [9 9 5]\n",
            " [7 8 8]]\n",
            "\n",
            " Matrix-vector right multiplication with [1 0 0] \n",
            "\n",
            "[6 5 9 7]\n",
            "[6 5 9 7]\n",
            "[6 5 9 7]\n",
            "(3,)\n",
            "\n",
            " Matrix-vector left multiplication with [1 0 1 0] \n",
            "\n",
            "[15 15  8] \n",
            "\n",
            "[15 15  8] \n",
            "\n",
            "[15 15  8] \n",
            "\n",
            "(4,)\n"
          ]
        }
      ],
      "source": [
        "X = np.random.randint(10, size = (4,3))\n",
        "print('Matrix X:\\n',X)\n",
        "y = np.array([1,0,0])\n",
        "print(\"\\n Matrix-vector right multiplication with\",y,\"\\n\")\n",
        "print(X.dot(y))\n",
        "print(np.dot(X,y))\n",
        "print(X@y)\n",
        "print(y.shape)\n",
        "y = np.array([1,0,1,0])\n",
        "print(\"\\n Matrix-vector left multiplication with\",y,\"\\n\")\n",
        "print(y.dot(X),'\\n')\n",
        "print(np.dot(y,X),'\\n')\n",
        "print(y@X,'\\n')\n",
        "print(y.shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0_TlESLB1-Pl"
      },
      "source": [
        "**Matrix-Matrix multiplication**\n",
        "\n",
        "Same for the matrix-matrix operation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-kcP0CEd1-Pm",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "85fa31e3-1d1d-4c7a-cffa-e8d1b6097a30"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            " Matrix-matrix multiplication\n",
            "\n",
            "Matrix X:\n",
            " [[6 6 3]\n",
            " [5 6 1]\n",
            " [9 9 5]\n",
            " [7 8 8]]\n",
            "Matrix Y:\n",
            " [[3 6]\n",
            " [1 7]\n",
            " [4 1]]\n",
            "Product:\n",
            " [[ 36  81]\n",
            " [ 25  73]\n",
            " [ 56 122]\n",
            " [ 61 106]]\n",
            "Product:\n",
            " [[ 36  81]\n",
            " [ 25  73]\n",
            " [ 56 122]\n",
            " [ 61 106]]\n",
            "Product:\n",
            " [[ 36  81]\n",
            " [ 25  73]\n",
            " [ 56 122]\n",
            " [ 61 106]]\n"
          ]
        }
      ],
      "source": [
        "Y = np.random.randint(10, size=(3,2))\n",
        "print(\"\\n Matrix-matrix multiplication\\n\")\n",
        "print('Matrix X:\\n',X)\n",
        "print('Matrix Y:\\n',Y)\n",
        "print('Product:\\n',X.dot(Y))\n",
        "print('Product:\\n',np.dot(X,Y))\n",
        "print('Product:\\n',X@Y)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2EkBu8Ms1-Pm"
      },
      "source": [
        "**Matrix-Matrix element-wise operations**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3Gj9WTGF1-Pm",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3cf7757e-2aeb-4427-932c-3a27fb6e4d9b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Matrix Y:\n",
            " [[3 6]\n",
            " [1 7]\n",
            " [4 1]]\n",
            "Matrix Z:\n",
            " [[4 6]\n",
            " [7 5]\n",
            " [8 9]]\n",
            "\n",
            " Matrix-matrix element-wise addition\n",
            "\n",
            "[[ 7 12]\n",
            " [ 8 12]\n",
            " [12 10]]\n",
            "\n",
            " Matrix-matrix element-wise multiplication\n",
            "\n",
            "[[12 36]\n",
            " [ 7 35]\n",
            " [32  9]]\n",
            "\n",
            " Matrix-matrix element-wise division\n",
            "\n",
            "[[0.75       1.        ]\n",
            " [0.14285714 1.4       ]\n",
            " [0.5        0.11111111]]\n"
          ]
        }
      ],
      "source": [
        "Z = np.random.randint(10, size=(3,2))+1\n",
        "print('Matrix Y:\\n',Y)\n",
        "print('Matrix Z:\\n',Z)\n",
        "print(\"\\n Matrix-matrix element-wise addition\\n\")\n",
        "print(Y+Z)\n",
        "print(\"\\n Matrix-matrix element-wise multiplication\\n\")\n",
        "print(Y*Z)\n",
        "print(\"\\n Matrix-matrix element-wise division\\n\")\n",
        "print(Y/Z)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ObaQqFYm1-Pn"
      },
      "source": [
        "### Inverting a matrix"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5El4YEw01-Pn",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8673276a-ada6-4360-fc52-fc106589bf66"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[1 5 4]\n",
            " [5 6 1]\n",
            " [5 6 3]]\n",
            "\n",
            "Inversion\n",
            "\n",
            "[[-2 -6 -5]\n",
            " [-6 -7 -2]\n",
            " [-6 -7 -4]]\n"
          ]
        }
      ],
      "source": [
        "M = np.random.randint(10,size=(3,3))\n",
        "print(M)\n",
        "print('\\nInversion\\n')\n",
        "print(np.invert(M))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sTm79Ikg1-Pn"
      },
      "source": [
        "### Creating Sparse Arrays ###\n",
        "\n",
        "For sparse arrays we need to use the sp_sparse library from SciPy:\n",
        "http://docs.scipy.org/doc/scipy/reference/sparse.html\n",
        "\n",
        "There are three types of sparse matrices:\n",
        "<ul>\n",
        "<li><i>csr:</i> compressed row format\n",
        "<li><i>csc:</i> compressed column format\n",
        "<li><i>lil:</i> list of lists format\n",
        "<li><i>coo:</i> coordinates format\n",
        "</ul>\n",
        "These different types have to do with the matrix implementation and the data structures used.\n",
        "\n",
        "The csr and csc formats are fast for arithmetic operations, but slow for slicing and incremental changes.\n",
        "\n",
        "The lil format is fast for slicing and incremental construction, but slow for arithmetic operations.\n",
        "\n",
        "The coo format does not support arithmetic operations and slicing, but it is very fast for constructing a matrix incrementally. You should then transform it to some other format for operations."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZzgVQWEx1-Po"
      },
      "source": [
        "**Creation of matrix from triplets**\n",
        "\n",
        "Triplets are of the form (row, column, value)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "DmtkD5oT1-Po",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "61f0e940-7c86-44ff-e2d6-dd955239ab85"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<Compressed Sparse Row sparse matrix of dtype 'int64'\n",
            "\twith 7 stored elements and shape (4, 6)>\n",
            "  Coords\tValues\n",
            "  (0, 0)\t12\n",
            "  (0, 1)\t1\n",
            "  (0, 5)\t34\n",
            "  (1, 2)\t6\n",
            "  (1, 3)\t12\n",
            "  (2, 0)\t23\n",
            "  (3, 4)\t14\n",
            "\n",
            "\n",
            "[[12  1  0  0  0 34]\n",
            " [ 0  0  6 12  0  0]\n",
            " [23  0  0  0  0  0]\n",
            " [ 0  0  0  0 14  0]]\n"
          ]
        }
      ],
      "source": [
        "import scipy.sparse as sp_sparse\n",
        "\n",
        "# d = matrix of elements and there possitions ( graph edges (0,1) and weights (2) )\n",
        "d = np.array([[0, 0, 12],\n",
        "              [0, 1, 1],\n",
        "              [0, 5, 34],\n",
        "              [1, 3, 12],\n",
        "              [1, 2, 6],\n",
        "              [2, 0, 23],\n",
        "              [3, 4, 14],\n",
        "              ])\n",
        "row = d[:,0]\n",
        "col = d[:,1]\n",
        "data = d[:,2]\n",
        "\n",
        "# a matrix M with M[row[i],col[i]] = data[i] will be created\n",
        "M = sp_sparse.csr_matrix((data,(row,col)), shape=(4,6))      # Create a Compressed Sparse Row (CSR) matrix M\n",
        "print(M)\n",
        "print('\\n')\n",
        "print(M.toarray()) #transforms back to full matrix"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F4zZJjip1-Po"
      },
      "source": [
        "The method toarray() creates a dense matrix. If you need a sparse matrix you should not use it."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1D2dZZJ21-Pp"
      },
      "source": [
        "Making a full matrix sparse"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qQFIt6pd1-Pp",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1821912d-3134-4d38-d5e6-50b3b8c770fc"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[1 0 0 1]\n",
            " [0 1 0 0]\n",
            " [0 0 0 0]]\n",
            "\n",
            " make x sparce\n",
            "<Compressed Sparse Row sparse matrix of dtype 'int64'\n",
            "\twith 3 stored elements and shape (3, 4)>\n",
            "  Coords\tValues\n",
            "  (0, 0)\t1\n",
            "  (0, 3)\t1\n",
            "  (1, 1)\t1\n"
          ]
        }
      ],
      "source": [
        "x = np.random.randint(2,size = (3,4))\n",
        "print(x)\n",
        "print('\\n make x sparce')\n",
        "A = sp_sparse.csr_matrix(x)\n",
        "print(A)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JIXmP6wS1-Pp"
      },
      "source": [
        "**Creating a sparse matrix incrementally**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "inUQT6K31-Pq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4ee0f40a-b472-4d04-aa5a-9c8cebd2cda8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<List of Lists sparse matrix of dtype 'float64'\n",
            "\twith 17 stored elements and shape (10, 10)>\n",
            "  Coords\tValues\n",
            "  (0, 0)\t7.0\n",
            "  (0, 1)\t6.0\n",
            "  (0, 3)\t7.0\n",
            "  (0, 4)\t2.0\n",
            "  (1, 1)\t5.0\n",
            "  (1, 5)\t3.0\n",
            "  (1, 6)\t6.0\n",
            "  (1, 8)\t7.0\n",
            "  (1, 9)\t2.0\n",
            "  (2, 2)\t4.0\n",
            "  (3, 3)\t2.0\n",
            "  (4, 4)\t2.0\n",
            "  (5, 5)\t1.0\n",
            "  (6, 6)\t7.0\n",
            "  (8, 8)\t5.0\n",
            "  (9, 0)\t1.0\n",
            "  (9, 9)\t99.0\n",
            "\n",
            "\n",
            "[[ 7.  6.  0.  7.  2.  0.  0.  0.  0.  0.]\n",
            " [ 0.  5.  0.  0.  0.  3.  6.  0.  7.  2.]\n",
            " [ 0.  0.  4.  0.  0.  0.  0.  0.  0.  0.]\n",
            " [ 0.  0.  0.  2.  0.  0.  0.  0.  0.  0.]\n",
            " [ 0.  0.  0.  0.  2.  0.  0.  0.  0.  0.]\n",
            " [ 0.  0.  0.  0.  0.  1.  0.  0.  0.  0.]\n",
            " [ 0.  0.  0.  0.  0.  0.  7.  0.  0.  0.]\n",
            " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
            " [ 0.  0.  0.  0.  0.  0.  0.  0.  5.  0.]\n",
            " [ 1.  0.  0.  0.  0.  0.  0.  0.  0. 99.]]\n",
            "\n",
            "\n",
            "[ 7.  5.  4.  2.  2.  1.  7.  0.  5. 99.]\n",
            "\n",
            "\n",
            "[ 22.  23.   4.   2.   2.   1.   7.   0.   5. 100.]\n"
          ]
        }
      ],
      "source": [
        "# Use lil (list of lists) representation, you can also use coo (coordinates)\n",
        "A = sp_sparse.lil_matrix((10, 10))\n",
        "A[0, :5] = np.random.randint(10,size = 5)\n",
        "A[1, 5:10] = A[0, :5]\n",
        "A.setdiag(np.random.randint(10,size = 10))\n",
        "A[9,9] = 99\n",
        "A[9,0]=1\n",
        "print(A)\n",
        "print('\\n')\n",
        "print(A.toarray())\n",
        "print('\\n')\n",
        "print(A.diagonal())\n",
        "A = A.tocsr() # makes it to csr format (Now that we have finished building it with lil)\n",
        "B = A.dot(np.ones(10)) # Csr better for dot product.\n",
        "print('\\n')\n",
        "print(B)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "om6_cds_1-Pq"
      },
      "source": [
        "All operations work like before"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Lc0r_nzp1-Pq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b6274b6b-a8fc-4603-fc9d-344ef4eaec76"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<Compressed Sparse Row sparse matrix of dtype 'float64'\n",
            "\twith 25 stored elements and shape (10, 10)>\n",
            "  Coords\tValues\n",
            "  (0, 4)\t4.0\n",
            "  (0, 3)\t14.0\n",
            "  (0, 1)\t30.0\n",
            "  (0, 9)\t7.0\n",
            "  (0, 0)\t138.0\n",
            "  (1, 9)\t198.0\n",
            "  (1, 8)\t35.0\n",
            "  (1, 6)\t42.0\n",
            "  (1, 5)\t3.0\n",
            "  (1, 1)\t123.0\n",
            "  (1, 0)\t30.0\n",
            "  (2, 2)\t16.0\n",
            "  (3, 3)\t4.0\n",
            "  (3, 0)\t14.0\n",
            "  (4, 4)\t4.0\n",
            "  (4, 0)\t4.0\n",
            "  (5, 5)\t1.0\n",
            "  (5, 1)\t3.0\n",
            "  (6, 6)\t49.0\n",
            "  (6, 1)\t42.0\n",
            "  (8, 8)\t25.0\n",
            "  (8, 1)\t35.0\n",
            "  (9, 1)\t198.0\n",
            "  (9, 9)\t9802.0\n",
            "  (9, 0)\t7.0\n"
          ]
        }
      ],
      "source": [
        "print(A.dot(A.T))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bEyRRsHB1-Pq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "95c790cb-8a96-4a20-d1a5-62b951e230c9"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "np.float64(2.2000000000000006)"
            ]
          },
          "metadata": {},
          "execution_count": 65
        }
      ],
      "source": [
        "A[0].mean()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UzqOw6Ib1-Pr"
      },
      "source": [
        "## Singluar Value Decomposition\n",
        "\n",
        "For the singular value decomposition we will use the libraries from Numpy and SciPy and SciKit Learn"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1QFpyWjLvLfI"
      },
      "source": [
        "![image.png](data:image/png;base64,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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2JcJr0wx1-Pr"
      },
      "source": [
        "We use sklearn to create a low-rank matrix (https://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_low_rank_matrix.html). We will create a matrix with *effective rank* 2."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 62,
      "metadata": {
        "id": "3ZjUkW5y1-Pr",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "outputId": "a6d30491-6906-4208-930a-7577ea0897ab"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 62
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import sklearn.datasets as sk_data\n",
        "\n",
        "data = sk_data.make_low_rank_matrix(n_samples=100, n_features=50, effective_rank=2, tail_strength=0.0, random_state=None)\n",
        "sns.heatmap(data, xticklabels=False, yticklabels=False, linewidths=0)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OuTo6Tja1-Ps"
      },
      "source": [
        "We will use the numpy.linalg.svd function to compute the Singular Value Decomposition of the matrix we created (http://docs.scipy.org/doc/numpy/reference/generated/numpy.linalg.svd.html)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 63,
      "metadata": {
        "id": "qfhGi99s1-Ps",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 831
        },
        "outputId": "9592ae9c-da7c-4d39-cd50-64ed8f5fd001"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(100, 50) (50,) (50, 50)\n",
            "\n",
            "\n",
            "[1.00000000e+00 7.78800783e-01 3.67879441e-01 1.05399225e-01\n",
            " 1.83156389e-02 1.93045414e-03 1.23409804e-04 4.78511739e-06\n",
            " 1.12535175e-07 1.60522805e-09 1.38879427e-11 7.28724346e-14\n",
            " 2.34399394e-16 9.54441483e-17 6.81365481e-17 6.81365481e-17\n",
            " 6.81365481e-17 6.81365481e-17 6.81365481e-17 6.81365481e-17\n",
            " 6.81365481e-17 6.81365481e-17 6.81365481e-17 6.81365481e-17\n",
            " 6.81365481e-17 6.81365481e-17 6.81365481e-17 6.81365481e-17\n",
            " 6.81365481e-17 6.81365481e-17 6.81365481e-17 6.81365481e-17\n",
            " 6.81365481e-17 6.81365481e-17 6.81365481e-17 6.81365481e-17\n",
            " 6.81365481e-17 6.81365481e-17 6.81365481e-17 6.81365481e-17\n",
            " 6.81365481e-17 6.81365481e-17 6.81365481e-17 6.81365481e-17\n",
            " 6.81365481e-17 6.81365481e-17 6.81365481e-17 6.81365481e-17\n",
            " 6.81365481e-17 3.39251633e-17]\n",
            "\n",
            "\n",
            "[1.00000000e+00 7.78800783e-01 3.67879441e-01 1.05399225e-01\n",
            " 1.83156389e-02 1.93045414e-03 1.23409804e-04 4.78511739e-06\n",
            " 1.12535175e-07 1.60522805e-09]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 0, 'number of singular values')"
            ]
          },
          "metadata": {},
          "execution_count": 63
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "U, s, V = np.linalg.svd(data,full_matrices = False)\n",
        "print (U.shape, s.shape, V.shape)\n",
        "print('\\n')\n",
        "print(s)\n",
        "print('\\n')\n",
        "print(s[0:10])\n",
        "plt.plot(s[0:10])\n",
        "plt.ylabel('singular value')\n",
        "plt.xlabel('number of singular values')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SDbxp9UB1-Pt"
      },
      "source": [
        "We can also use the scipy.sparse.linalg libary to compute the SVD for sparse matrices (http://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.sparse.linalg.svds.html)\n",
        "\n",
        "We need to specify the number of components, otherwise it is by default k = 6. The singular values are in **increasing** order."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "metadata": {
        "id": "C40FCRsf1-Pt",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 553
        },
        "outputId": "36308a82-5e0c-4d70-e72a-eb8c45b174ef"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(100, 50)\n",
            "(100, 10) (10,) (10, 50)\n",
            "[1.60522805e-09 1.12535175e-07 4.78511739e-06 1.23409804e-04\n",
            " 1.93045414e-03 1.83156389e-02 1.05399225e-01 3.67879441e-01\n",
            " 7.78800783e-01 1.00000000e+00]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 0, 'number of eigenvalues')"
            ]
          },
          "metadata": {},
          "execution_count": 64
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import scipy.sparse.linalg as sp_linalg\n",
        "\n",
        "data2 = sp_sparse.csc_matrix(data)    # Convers dense matrix into sparce\n",
        "print(data2.shape)\n",
        "U,s,V = sp_linalg.svds(data2, k = 10) # By default returns k=6 singular values (truncated)\n",
        "print (U.shape, s.shape, V.shape)     # Shapes now with 10\n",
        "print(s)\n",
        "plt.plot(s[::-1]) #invert the order of the singular values\n",
        "plt.ylabel('eigenvalue value')\n",
        "plt.xlabel('number of eigenvalues')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "q6Qq57bl1-Pt"
      },
      "source": [
        "We can also compute SVD using the library of SciKit Learn (https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.TruncatedSVD.html)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 66,
      "metadata": {
        "id": "Mj7hHhlq1-Pw",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0e5c38f8-d38d-4b7d-dd98-8da66808e9dd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(10, 50)\n",
            "(100, 10)\n",
            "[1.00000000e+00 7.78800783e-01 3.67879441e-01 1.05399225e-01\n",
            " 1.83156389e-02 1.93045414e-03 1.23409804e-04 4.78511739e-06\n",
            " 1.12535175e-07 1.60522805e-09]\n"
          ]
        }
      ],
      "source": [
        "from sklearn.decomposition import TruncatedSVD\n",
        "\n",
        "K = 10\n",
        "svd = TruncatedSVD(n_components=K)\n",
        "svd.fit(data2)\n",
        "print(svd.components_.shape) # the V vectors\n",
        "print(svd.transform(data2).shape) # the U vectors\n",
        "print(svd.singular_values_)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PIe08O_k1-Px"
      },
      "source": [
        "### Obtaining a low rank approximation of the data ###\n",
        "\n",
        "To obtain a rank-k approximation of the matrix we multiplty the k first columns of U, with the diagonal matrix with the k first (largest) singular values, with the matrix with the first k rows of V transpose"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 69,
      "metadata": {
        "id": "UeIVWATv1-Px",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 501
        },
        "outputId": "7b8e0bd2-e671-4200-be88-5f2c35511c93"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(100, 6) (6,) (6, 50)\n",
            "[0.00193045 0.01831564 0.10539922 0.36787944 0.77880078 1.        ]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([], shape=(0, 0), dtype=float64)"
            ]
          },
          "metadata": {},
          "execution_count": 69
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "K = 6\n",
        "U_k,s_k,V_k = sp_linalg.svds(data2, K, which = 'LM')  # LM = Largest Magnitude\n",
        "print (U_k.shape, s_k.shape, V_k.shape)\n",
        "print(s_k)\n",
        "plt.plot(s_k[::-1])\n",
        "plt.ylabel('eigenvalue value')\n",
        "plt.xlabel('number of eigenvalues')\n",
        "S_k = np.diag(s_k)\n",
        "k=K\n",
        "S_k[k:,k:]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "metadata": {
        "id": "XwCRiW091-Px",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 588
        },
        "outputId": "591c1506-dcb7-4691-d46f-d71a4530fc25"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1 0.8679367165994608\n",
            "2 0.38312332780557673\n",
            "3 0.10699626662742326\n",
            "4 0.01841750618200929\n",
            "5 0.0019344006983659247\n",
            "6 0.00012350259009393956\n",
            "0.00012350259009393956\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 0, 'rank')"
            ]
          },
          "metadata": {},
          "execution_count": 70
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "reconstruction_error = []\n",
        "for k in range(K-1,-1,-1): #iterate from end to start\n",
        "    r = K-k\n",
        "    #print(S_k[k:,k:])\n",
        "    data_k = U_k[:,k:].dot(S_k[k:,k:]).dot(V_k[k:,:]) #here we obtain the rank-r matrix\n",
        "    error = np.linalg.norm(data_k-data2,ord='fro')\n",
        "    reconstruction_error.append(error)\n",
        "    print(r,error)\n",
        "data_k = U_k.dot(S_k).dot(V_k)\n",
        "print(np.linalg.norm(data_k-data2,ord='fro'))\n",
        "\n",
        "plt.plot(1+np.array(range(6)),reconstruction_error)\n",
        "plt.ylabel('rank-k reconstruction error')\n",
        "plt.xlabel('rank')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-NtJwJmm1-Py"
      },
      "source": [
        "## An example"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qmaP0yWA1-Py"
      },
      "source": [
        "We will create a block diagonal matrix, with blocks of different \"intensity\" of values"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 71,
      "metadata": {
        "id": "uAnpg80_1-Py"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "\n",
        "M1 = np.random.randint(1,50,(50,20))\n",
        "M2 = np.random.randint(1,10,(50,20))\n",
        "M3 = np.random.randint(1,10,(50,20))\n",
        "M4 = np.random.randint(1,50,(50,20))\n",
        "\n",
        "T = np.concatenate((M1,M2),axis=1)\n",
        "B = np.concatenate((M3,M4),axis=1)\n",
        "M = np.concatenate((T,B),axis = 0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 72,
      "metadata": {
        "id": "HPo4pDKZ1-Pz",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 525
        },
        "outputId": "6ee1e969-fc8d-4bb9-878b-b9ecbbdaef23"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Matrix Visualized as Heatmap\n",
        "plt.figure(figsize=(8, 6))\n",
        "im = plt.imshow(M, cmap='hot')\n",
        "plt.colorbar(im, label='Matrix Value') # Pass the image object 'im' to colorbar\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TOkfzpq-1-Pz"
      },
      "source": [
        "We observe that there is a correlation between the column and row sums and the left and right singular vectors\n",
        "\n",
        "How is this clear from the Pearson Correlation results?\n",
        "\n",
        "Note: The values of the vectors are negative. We would get the same result if we make them positive."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 73,
      "metadata": {
        "id": "8lSwk7IZ1-Pz",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 895
        },
        "outputId": "7f678211-6349-427d-ed98-054ea6199e7f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "PearsonRResult(statistic=np.float64(-0.9721346141745567), pvalue=np.float64(1.504249108163752e-63))\n",
            "PearsonRResult(statistic=np.float64(-0.9364675493665189), pvalue=np.float64(7.01937908198349e-19))\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x795ca54a4320>"
            ]
          },
          "metadata": {},
          "execution_count": 73
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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+fJ07d87nmPfff19f+9rXlJOTI4fDoVWrVunq1auxfCtIUgOd/zTQFaBkVX2wUTOfrdGDL3+sR1+v04Mvf6yZz9aw3QYgbcQ0wKmsrNShQ4e0Y8cOvf322/rggw+0dOnSoOc8/vjjqqqq0htvvKFf//rXOnv2rO6//37v87/73e80d+5cVVRU6Le//a3+67/+S2+99ZZWr14dy7eCJDXQ+U9mnABOThEASBbDMGKybn3kyBEVFxdr7969mjp1qiSpurpac+fO1WeffaaRI0f2Ocflcik/P1/btm3TN77xDUnS0aNHNWHCBNXW1uq2227T2rVrtWPHDu3du9d7XlVVlf72b/9WTU1NysnJCXltra2tstvtcrlcstlsUXrHSKT+VkF1uQ3NfLZGTle73zwci7rnSH246s6UaBroeT+Btt1S7f0AQE+RfH7HrEy8trZWubm53uBGksrLy2W1WrV7927dd999fc7Zt2+fOjs7VV5e7n1s/PjxGj16tDfA6ejoUHa277+mhwwZovb2du3bt0+zZ8/u87odHR3q6Ojwft/a2hqFd4hk0t/5T54VoGVb9ssi+QQ5qTgBPJKcIkZJADCzmG1ROZ1OFRQU+DyWkZGhvLw8OZ3OgOcMHjxYubm5Po9fd9113nPuuusuffTRR3rttdfU1dWlhoYG/fCHP5QkNTb6X3p/+umnZbfbvV+jRo0a4LtDMvLMf7r31utVOm542EGJmSaAmzWnCAAiFXGAs3r1alkslqBfR48ejcW1SpK+/vWv67nnntMjjzyirKws3XzzzZo7d64kyWr1/3bWrFkjl8vl/Tpz5kzMrg+pqaKkUB+uulOvLblN/77gVr225DZ9uOrOlApuJHPmFAFAf0S8RbVy5UotWrQo6DFjx46Vw+FQU1OTz+NXr15Vc3OzHA6H3/McDoeuXLmilpYWn1Wcc+fO+ZzzxBNP6PHHH1djY6OGDRumU6dOac2aNRo7dqzf183KylJWVlZ4bxBpywwTwC983iGrRQpUEe7JwQlUVQYAZhFxgJOfn6/8/PyQx5WWlqqlpUX79u3TlClTJEk1NTVyu92aPn2633OmTJmizMxMvf/++5o/f74k6dixYzp9+rRKS0t9jrVYLN5E5ddee02jRo3S5MmTI307gGlUH2zU8m2/9Zss3VMq5RQBQH/FLMl4woQJqqio0JIlS7Rx40Z1dnZqxYoVWrBggTcwaWhoUFlZmX7+859r2rRpstvtWrx4sZ544gnl5eXJZrPpu9/9rkpLS3Xbbbd5X/u5555TRUWFrFar3nzzTT3zzDP6xS9+oUGDBsXq7QDqchsRJzHHS7COzB5Wi/TSg6mVUwQA/RXTYZtbt27VihUrVFZWJqvVqvnz5+vFF1/0Pt/Z2aljx46pra3N+9gLL7zgPbajo0N33XWXfvKTn/i87rvvvqunnnpKHR0d+spXvqLt27fr7rvvjuVbQZpL9mGcoaqnpO5tq2HXDI7TFQFAYsWsD04yow8OIuFpnNf7fxTP2k0yVFptr2vQo6/XhTzu3xfcqntvvT72FwQAMRDJ5zezqIAgUmUYJ9VTAOCLAAcIIlWGcQ50JhcAmA0BDhBEqjTOG+hMLgAwGwIcIIhk3/rpchuqPXle2+saZB8yWP/ftyaZoiMzAAxUTKuogFTn2foJNYwzEVs/gSq7npxXrGHXDE7KcnYAiBdWcIAgknXrx1PZ1Ts/qNHVru9s268Ln1+JeCYXAJgJAQ4QQrIN4wynqd+K1/brnU/Pxu2aACDZsEUFhKGipFBzih1R7WTc387I4Tb1+86232qj1ULuDYC0RIADhCmawzhDdUYOFvxEUrG1vuqw5hQ7AgZOyTx+AgAGggAHiLNAnZGdrnYt27JfS2cV6a3fNQYMfiKp2PL06PEXmCX7+AkAGAhycIA4CtUZ2ZD00w/q+2xBeYKf6oON3squcPlb8QmUpNzz5wBAKiPAAeIonPwZf3qOhZDkrewKR+8Vn1QZPwEAA0GAA8TRQDoe9xwLUVFSqJ98a7KCpcsEGs+QKuMnAGAgCHCAOIpGx2NPkDT3lkK99OAkv8cE69GTKuMnAGAgCHCAOAo1FDMcPYOkubeM1MaFk/vk5ATr0ZPs4ycAIBqoogLixFOSPbfEoVd2nYr4/EBjISLt0TOQ8ROUlQNIFQQ4QBz4K8m2Wrob8nkU2rP1f32lUJs+qJckn+Aj1FiISHr0eMZPLNuyX5YAP2fBV0fr7U/P+gQx/t5D7pBMPTSjSCvuvJFAB0BSsRiGkXalEq2trbLb7XK5XLLZbIm+HJhcoL43nuDi4RljNKfYETSQiEV/Gn8/Z9jQTBmSWto6fX62J/AK9Mcid2imnrl/Iv1zAMRUJJ/fBDgEOIihLrehmc/WBKxa8mwHfbjqTp8VkHhtBfX8Oaf+/LleeO/4gF5vY4+8H7azAERbJJ/fbFEBMRRJSXbPLaZgW07RDBw8P8cTiA2UZzTEjsNOuiQDSCgCHCCGol2SHavtq/42IOyt0dWul2pO6N/e+33AURSJmMAOIP1QJg7EUDRLsmM5XiGaPW827/Kfq0OXZADxRIADxFCovjeBug33FuvxCtHsedNyuTPgc54tuVd31RPkAIgpAhwghjwl2ZL6BDmhSr97ivV4hUgHePpjUXfZeDh+9MsjmvlsDUM9AcQMAQ4QYxUlhdqwcLIcEXQb7i3W4xV6BmL94QnPHpoxJuxzmFwOIJZIMgbiINJuw72d+nNbWMcNZKupe4DnJK147bcKtHtkkXRNVobchlttV9zexx1/SXSeU+zQ63vPBOyS3JPxl9fzVF5RQg4gmljBAeLEU5J9763Xq3Tc8LA/0KsPNurf3vt90GPCzeUJZe4tI/XSg5MD/gxDUsYgi09wk3fNYD05r7uKK9iWnD9MLgcQKwQ4QBILllzck6HwcnnCMfeWQr8DPHOHdufX9OxyLEkXPr+i5du+2GoKtCUXDJPLAUQbW1RAEgu3P83j5TdFtbdM7y21EddmaeUv6vwe62+ryXP+q7vq9aNfHgn585hcDiDaWMEBkli4KxtjRlwT9Z/dc0vNarHI2doR8NhAW03jC21BK6s8W2tut6HtdQ2qPXm+T/l4l9tQ7cnzAZ8HAH9YwQGSWDQbBQ5EpFVc/jou9+bJ6bnc2aXKV3Z7H+/ZmTleg0cBmA8rOEASi1ajwIGKJNAK1HG5t0A5PZ7y8affORyzzs0AzI8AB0hi0WoUOFDhBlpTbhgWMik6d2im/vPhacrK8P/nx/jL18u/YeQDgP4jwAGSXDQaBQ5UuIHWvj9eCLly09LWqd+fuxg0p0dSwF48EuXlAEIjBwdIAQNtFBita9iwcHKfnBhHj5yY7XUNYb3WH5vDa1wYCuXlAAIhwAFShKeqKZFCBVrh5urckDc0KtdDeTmAQAhwgDTU5Tb6vRoULNDy5OoEGtVgUfeKz9+VjtF/fFgf1kgHfzyvE+vkagCpiwAHSDOxLL325Oos27LfWwbu0TNXZ3CGNeBx4YpHcjWA1EWSMWAywRrjBSrhjmbpdbhJ0f0Z6SB1V2HFK7kaQOqyGIaRdnWWra2tstvtcrlcstlsib4cIGqCrc7MKXZo5rM1AaucPNs+H666MyorI+Fug3mO23XiT3rpVydDvu7WxdM146YRA74+AKknks9vtqgAk/CszvT+F4tndeax8puDlnD3LL2ORjJzuEnRnuOmFeXp/+xvCJm/c1uCE60BpAa2qAATCDZ13PPY5o/qw3qtRJVeJ0tTQwDmQIADmECoqeOG+o5ECCSRpdfJ0NQQgDmwRQWYQLirLrlDMuW63Bl0CyjRpdeheu30zO0ZcW2WZEh//rwjIc0PASQvAhzABMJddXloxhj923vHg5ZwJ0OAECh/p/pgo37w1mE5W/0HdEwaB+DBFhVgAuEOw1xx500puwVUfbBRj2zZHzC4kQKXuwcrnQdgTqzgACYQboO9QVZLUsy1ilSX29DqNw+EPM5Q9/tdX3VYc4odGmS1xLSxIYDkxQoOYBKRJOh6toDuvfV6lY4bntTBjSR9/IfzYSdJ9yx3j0djQwDJiRUcwEQiWZ0ZyDyqeKs9eT7ic35zvEnbdp8JWDrfe6UHgLkQ4AAmE06DvdTbtok8Z+YnO/8Q8hWj2dgQQHJhiwpIM6m4bVM6NnajGYIlLQNIXQQ4QBoJp+Px+qrDSVdldNu44codmhmT1/7R24eSMqgDMDAEOEAaCafjsWfbJpkMslr0zP0TY/LazZ936pEkXbkC0H8EOEAaCbfjcSTzqOLVY6aipFAbF06Ww5bl83je0Ew9PGOMVtxx44Bef/WbB5Ju5QpA/5FkDKSRcDseh3tcvJOVg1WJ1Z48r5d+daLfr93S1qkfv39c08cOT4nKMgDBxXQFp7m5WZWVlbLZbMrNzdXixYt16dKloOds2rRJs2fPls1mk8ViUUtLS1ReF0D4HY/DmUeVqGTlQD18phXl9VndidS/v39cD778sR59vU4PvvyxZj5bw9YVkKJiGuBUVlbq0KFD2rFjh95++2198MEHWrp0adBz2traVFFRobVr10b1dQF80fFYUp8gJ5J5VMmYrDzIatGD00YP6DV6X20yV5YBCM5iGEZM/gIdOXJExcXF2rt3r6ZOnSpJqq6u1ty5c/XZZ59p5MiRQc/fuXOn7rjjDl24cEG5ublRe11Jam1tld1ul8vlks1m6/+bBFLUQLeWak+e14MvfxzyuK2Lp2vGTbEr8e5te12DHn29Lqqv6Zmy/uGqO9muAhIsks/vmOXg1NbWKjc31xuESFJ5ebmsVqt2796t++67L26v29HRoY6ODu/3ra2t/frZgFkMdB5VuEnIy7ft1zPzJ8ateWC4uUORoCEgkJpitkXldDpVUFDg81hGRoby8vLkdDrj+rpPP/207Ha792vUqFH9/vmAWQxkHlW4gUTL5c64bvGEyjEaiEgqywAkXsQBzurVq2WxWIJ+HT16NBbX2m9r1qyRy+Xyfp05cybRlwSktEgDiXjl44STY9RfsVgdAhA7EW9RrVy5UosWLQp6zNixY+VwONTU1OTz+NWrV9Xc3CyHwxHpj/Xqz+tmZWUpK2tg1RUAvuAJJJZt2R/y2Hhv8XimqvfOMXL8JcdIUp/nrBYpUPzlycEJp7IMQPKIOMDJz89Xfn5+yONKS0vV0tKiffv2acqUKZKkmpoaud1uTZ8+PfIrjfHrAoiMJ5BY/X8OqOVyZ8jjg23xRHuyeagco97PXfi8Q8u3/VaSbyVVJJVlAJJLzJKMJ0yYoIqKCi1ZskQbN25UZ2enVqxYoQULFngrnRoaGlRWVqaf//znmjZtmqTuHBun06kTJ7obdh04cEA5OTkaPXq08vLywnpdAPFRUVKonOxMVf7H7pDHBtriiVWzwGBT1f09t8FqCbjqk5wT1gEEE9NOxlu3btWKFStUVlYmq9Wq+fPn68UXX/Q+39nZqWPHjqmtrc372MaNG7V+/Xrv97NmzZIkbd682bs1Fup1AcTPbWOHq9CeLaer3W9fnGBbPJ5mgYH6z2xYODluwcVAK8sAJJeY9cFJZvTBAaLLE6hI/rd4/AUqXW5DM5+tCTj8MxX6z0R7aw1AcEnRBwdA+giV2OtvFSaSyebJ2H8m3nO4AESGAAdAVES6xROLyebxkkxbawD8I8ABEDXBEnt7i/Zk83gJNYfLou4y9DnFDrargASK6bBNAAgkmpPN4ymSrTUAiUOAAyAhojXZPJa63IZqT57X9roG1Z48ry63kdJba0A6YYsKQMJUlBRq6awivfybevWs57RYpCW3F/nNY4lX5VKgJOIFXw1vll2yba0B6YYAB0DCVB9s1KYP6vvks7gNadMH9Zo0ephPkBOvyqVgScQvvHdcuUMz5WrrjLjvD4D4YYsKQEIES9b16Dmk0xN09M5/8VQuRWtieagkYkm6ctXtTSjuKVm21gAQ4ABIkHCTdV/dVa///m2D1v73gaBBR7Qmloe6Lklqu9IlqXsrrSeHPZsScSBJsEUFICHCTcL90S+PhDwmmk0BI0kO9sRTi2eMUXmxg07GQBJhBQdAQsQiCTcalUuRXpdF0jsHnQQ3QJIhwAGQEKH64PRHNIKmSK+LvjdAciLAAZAQwfrgRCqaTQH7e130vQGSCwEOgITxDOl02Pu/8hKLyqX+XBd9b4DkYjEMY+BlBykmknHrAGKvZ/O+P1/sCCux2COWE7y73IY+/sN5Ld+6Xy2XO/0e4+l78+GqO8nBAWIsks9vqqgAJFzPIZ1dbkP/8WG9nK72gI308q4ZrP9n3gQ57ENimtw7yGrRjBtH6Jn5E7Vsy35J8rkm+t4AyYstKgBJJZwZVU/dV6L7Jn9J04rytKe+2WdWVCwE2rKi7w2QvNiiYosKSEqhxjLEa2xDT/GagwXAv0g+vwlwCHCApBUooAg0K8oTarCqApgTOTgATKFnbo5HqFlRFnWPbZhT7EiZ1RVPIOdsbVfzpQ7lXTM45vlFgNkR4ABIKeHOsPr4D+c148YR8buwfvK31eYR6y03wMxIMgaQUsJtqLd8a/QmjMdKoAnpHo1RnpQOpBMCHAApJdyGei2XO/VIEgcHXW5Dq9/0PyG9J0PRm5QOpBMCHAApxTMrKlyr3zyQlMHBSzXH1dLmv3lgb8y6AiJHgAMgpQyyWvTkvAlhH9/S1qmXak7E8Ioi1+U2tHnXqYjOYdYVEBkCHAApZ9g1WREdv/mj+n6t4nS5DdWePB/1RoJ76psDjn4IhFlXQGSoogKQciJdzWhp69Se+uY+JeeBdLkNvVRzXJt3nfIJRKJV1RTp9fublE7TQSA4AhwAKac/qxmeoCJUYFB9sFGr3zzgNz/G+ZeqpoE2Eozk+i3qO+sqEV2cgVRDgAMg5XgSjQMN5PSnICdb1Qcb9YO3DsvZ+kVg4LBl68FpozVmxFCd+nOb/u293wd8zWg1Egz3+v0FLYG6OEcr+ALMghwcACkn2EDO3izqDhQufH5Fj2zZ7xPcSJKztV0vvPd7Pfp6nV4IEtx4eBoJDqSqKZzrf7z8Jn246k6fYCVUF2eJknLAgwAHQEoKNOG7J0/w8OS8CVr7Pwei+vPfO+wc0PmBrr/Qnq2NCyfr0fKb+6wQhdvFmZJygC0qACmsoqRQc4od2lPfrPcOO/XfdQ1q/vyL3BnHX7Z4crIzw+45E67/rmvQ2nnFA0rs7Xn94SQLh5ucTEk5QIADIMV5BnKWjhuutfOK/QYLz//vsaj/3ObPI6vMCsTfQNFAwk1OpqQcIMABYCKBg4XY5KTEe6UkVHKyRd2rVr1LyoF0RA4OANMrHRubqeLxXikJlpzs+b53STmQrghwAJjebeOGK3doZlRf01/zvXgIlJzssGdTIg70wBYVANMbZLXomfsn6pEt+6P2mgu+OjphKyWRJicD6YgVHABpoaKkUBsXTpbD5jvHqndIEO5Kz5gRQ6N0Zf3jyTe699brVTpuOMEN0AsrOADShr+Vjyk3DNO+P17wfu92G6p8ZXfI1zp+7pJqT55n5QRIUhbDMNKu5WVra6vsdrtcLpdsNluiLwdAEulyG5r5bE3YYyCYAQXETySf32xRAUAPkYyBkL6YAVV9sDG2FwYgIgQ4ANBLOGMgPHrOgLpy1a3ak+e1va5BtSfPMxMKSCC2qNiiAhBAl9vQnvpm7TrxJ730q5Mhj8+7JtNnVEShPVtPzivWsGsGU+0EREEkn98kGQNAAJ5KpXA7FvcMbqTuwZff2eZbmk7ODhAfbFEBQAjR7FhslpydLrfBdhySGis4ABBCqBlQkTDUnby8vuqw5hQ7UnK7qvpgo9ZXHVaj64uVLVamkGxYwQGAECKtrArFUPf21Z765ii8WnxVH2zUsi37fYIbyTwrUzAPAhwACEOgyqrh1wzu92vGexr5QHW5Da2vOux3FatnNRnbVUgGbFEBQJgCdUL+6+d+1a/tq1N/bovJdfaXp2osUMXXnvrmPis3PfVcmSodNzwOVwwERoADABHwVFb1tO6eYi3rxyDP1/ee1oo7b0yKPJxw8mrCXXFKtZUpmBNbVAAwQJ7tq2FDI/s3Y7Lk4YSbVxNuNVk0q86A/iLAAYAoqCgp1Lem3xDxeYle7Ygkr8ZTTRZovcmi7lWfaUV5sblYIAIEOAAQJZZ+1FglerUjkryaYNVknu/X3VOcFFtuAAEOAERJJIm1ybLaEWleTaBqMoc9WxsWTqYPDpIGScYAECW3jR2u3KGZamnrDHpcMq129Cevxl81GTO2kGxitoLT3NysyspK2Ww25ebmavHixbp06VLQczZt2qTZs2fLZrPJYrGopaWlzzFPPfWUvva1r2no0KHKzc2NzcUDQD8Mslr0zP0TQx6XTKsd/c2r8VST3Xvr9SodN5zgBkknZgFOZWWlDh06pB07dujtt9/WBx98oKVLlwY9p62tTRUVFVq7dm3AY65cuaIHHnhAy5Yti/YlA8CAVZQUauPCyXLYfFdG8q7J1OIZY/Taktv04ao7kyK4kYJ3aU6mlSYgUhbDMKLecvLIkSMqLi7W3r17NXXqVElSdXW15s6dq88++0wjR44Mev7OnTt1xx136MKFCwFXaV599VU99thjfld5Qolk3DoA9EeopnnJhvlSSAWRfH7HJAentrZWubm53uBGksrLy2W1WrV7927dd999sfixAJA0/DUETGbk1cBsYhLgOJ1OFRQU+P6gjAzl5eXJ6XTG4kcG1dHRoY6ODu/3ra2tcb8GAEh2qRaUAcFElIOzevVqWSyWoF9Hjx6N1bX229NPPy273e79GjVqVKIvCQAAxFBEKzgrV67UokWLgh4zduxYORwONTU1+Tx+9epVNTc3y+FwRHyRA7VmzRo98cQT3u9bW1sJcgAAMLGIApz8/Hzl5+eHPK60tFQtLS3at2+fpkyZIkmqqamR2+3W9OnT+3elA5CVlaWsrKy4/1wAAJAYMSkTnzBhgioqKrRkyRLt2bNHu3bt0ooVK7RgwQJvBVVDQ4PGjx+vPXv2eM9zOp2qq6vTiRMnJEkHDhxQXV2dmpu/GEZ3+vRp1dXV6fTp0+rq6lJdXZ3q6upC9tgBACRWl9tQ7cnz2l7XoNqT59XljnoRL+AVs07GW7du1YoVK1RWViar1ar58+frxRdf9D7f2dmpY8eOqa2tzfvYxo0btX79eu/3s2bNkiRt3rzZuzX2/e9/Xz/72c+8x0yaNEmS9Ktf/UqzZ8+O1dsBAAwAZeiIt5j0wUl29MEBgPipPtioZVv295lY7ilAT5auzkh+kXx+M2wTAFJMKm31dLkNra863Ce4keR9bH3V4aR+D0hNDNsEgBSSals9e+qbfa61N0NSo6tde+qb6cGDqGIFBwBShGerp3fA0Ohq1yNb9uudTxsTdGWBNV0MHNz05zggXAQ4AJACgm31eKx4bb/e+fRs3K4pHAU52aEPkvTnix1sUyGqCHAAIAWE2uqRJLchfWfbb1V9MHlWcqYV5anQnt1nUnlvP/rlEc18tiaprh2pjQAHAFJAJFs4yZS0O8hq0bp7iiUpZJDjdLVr2Zb9BDmICgIcAEgB4W71SF8k7QYS7yqsipJCbVg4WQ578PdAVRWiiSoqAEgBnq2eUNtUHoFWfBJVhVVRUqg5xQ69uqteP/rlkYDHUVWFaGEFBwBSQM+tnnD4W/EJVIUVr62hQVaLRuSENxeQqioMFAEOAJiIRd0rMtOK8nweT5aGe+FutUWyJQf4Q4ADACnAE6CEY909xRpk9U3pjaThXiyFqqoKFKABkSLAAYAUEE6ZuCQ9Vn6z31yaZGm4F6yqyvO9vwANiBQBDgCkgHADjzEjhvp9PJm2hgJVVTns2QzeRNRQRQUAKWCgAYpna8jpavebh2NRd4ARr60hT1XVnvpmNV1sV0FO989m5QbRwgoOAKSAgeauJOPW0CCrRaXjhuveW69X6bjhBDeIKgIcAEgB0QhQ2BpCOrEYhpF27SJbW1tlt9vlcrlks9kSfTkAELZoNOrrchtsDSElRfL5TYBDgAMgxRCgIF1F8vlNkjEApBhP7gqAwMjBAQAApkOAAwAATIcABwAAmA4BDgAAMB0CHAAAYDoEOAAAwHQIcAAAgOkQ4AAAANMhwAEAAKZDgAMAAEyHAAcAAJgOAQ4AADAdAhwAAGA6BDgAAMB0CHAAAIDpEOAAAADTIcABAACmQ4ADAABMhwAHAACYDgEOAAAwHQIcAABgOgQ4AADAdAhwAACA6RDgAAAA0yHAAQAApkOAAwAATIcABwAAmA4BDgAAMB0CHAAAYDoEOAAAwHQIcAAAgOkQ4AAAANMhwAEAAKZDgAMAAEwnI9EXAACAP11uQ3vqm9V0sV0FOdmaVpSnQVZLoi8LKYIABwCQdKoPNmp91WE1utq9jxXas7XunmJVlBQm8MqQKtiiAgAkleqDjVq2Zb9PcCNJTle7lm3Zr+qDjQm6MqSSmAY4zc3NqqyslM1mU25urhYvXqxLly4FPWfTpk2aPXu2bDabLBaLWlpafJ4/deqUFi9erKKiIg0ZMkTjxo3TunXrdOXKlRi+EwBAPHS5Da2vOizDz3Oex9ZXHVaX298RwBdiGuBUVlbq0KFD2rFjh95++2198MEHWrp0adBz2traVFFRobVr1/p9/ujRo3K73frpT3+qQ4cO6YUXXtDGjRsDHg8ASB176pv7rNz0ZEhqdLVrT31z/C4KKSlmOThHjhxRdXW19u7dq6lTp0qSfvzjH2vu3Ll6/vnnNXLkSL/nPfbYY5KknTt3+n2+oqJCFRUV3u/Hjh2rY8eOacOGDXr++eej+h4AAPHVdDFwcNOf45C+YraCU1tbq9zcXG9wI0nl5eWyWq3avXt3VH+Wy+VSXl5ewOc7OjrU2trq8wUASD4FOdlRPQ7pK2YBjtPpVEFBgc9jGRkZysvLk9PpjNrPOXHihH784x/rH//xHwMe8/TTT8tut3u/Ro0aFbWfDwCInmlFeSq0ZytQMbhF3dVU04oC/6MWkPoR4KxevVoWiyXo19GjR2NxrX00NDSooqJCDzzwgJYsWRLwuDVr1sjlcnm/zpw5E5frAwBEZpDVonX3FEtSnyDH8/26e4qj2g+ny22o9uR5ba9rUO3J8yQwm0TEOTgrV67UokWLgh4zduxYORwONTU1+Tx+9epVNTc3y+FwRPpj+zh79qzuuOMOfe1rX9OmTZuCHpuVlaWsrKwB/0wAQOxVlBRqw8LJffrgOGLQB4d+O+YVcYCTn5+v/Pz8kMeVlpaqpaVF+/bt05QpUyRJNTU1crvdmj59euRX2kNDQ4PuuOMOTZkyRZs3b5bVSjsfADCTipJCzSl2xLSTsaffTu/1Gk+/nQ0LJxPkpLCYRQYTJkxQRUWFlixZoj179mjXrl1asWKFFixY4K2gamho0Pjx47Vnzx7veU6nU3V1dTpx4oQk6cCBA6qrq1Nzc7P3nNmzZ2v06NF6/vnn9ac//UlOpzOqeT0AgMQbZLWodNxw3Xvr9SodNzzq21L02zG3mC59bN26VePHj1dZWZnmzp2rmTNn+mwndXZ26tixY2pra/M+tnHjRk2aNMmbUzNr1ixNmjRJb731liRpx44dOnHihN5//3196UtfUmFhofcLAIBw0G/H/CyGYaRdeNra2iq73S6XyyWbzZboywEAxNnDr+5RzdE/hTzu3xfcqntvvT4OV4RwRPL5TfIKACCtPP3O4bCCG4l+O6mMAAcAkDauXHXr5d/Uh3Us/XZSGwEOACBt/GftKYWbNxztfjuILwIcAEDa+GNzW+iDJM2+eQQl4imOAAcAkDZuyBsa1nG33xS63xuSGwEOACBt/F3pGIXadbJauo9DaiPAAQCkjcEZVi25vSjoMUtuL9LgjNAfj8ywSm4Rj2oAACCVrZnbPczz5d/U+yQcWy3dwY3n+WCYYZX8aPRHoz8ASEtXrrr1n7Wn9MfmNt2QN1R/VzomrJWbQDOsPDtfzLCKnUg+v1nBAQCkpcEZVi2+fWxE54SaYWVR9wyrOcUOSswTjBwcAADCxAyr1MEKDgAAYWq6GDi46cnZ2q7ak+fVdLFdBTndHZFZ0YkvAhwAAMIU7myqH719SM2fd3q/JwE5/tiiAgAgTNOK8lRoz1aotZiewY0kOV3tWrZlv6oPNsbu4uCDAAcAgDANslq07p7uMvLeQU6woMeTlLy+6jD9cuKEAAcAgAhUlBRqw8LJcth9t6vyrhkc9DwSkOOLHBwAACJUUVKoOcUO7alv9iYSO12X9fgvfhfy3HATlTEwBDgAAPTDIKtFpeOGe7+vPXk+rPPCTVTGwLBFBQBAFIRKQLaou5pqWlFePC8rbRHgAAAQBeEkIK+7p5h+OHFCgAMAQJQESkB22LO9M6qYQh4f5OAAABBF/hKQPZ2MmUIeP0wTZ5o4ACAOmEI+cJF8frNFBQBAjIWaQi7RBDDaCHAAAIgxppDHHwEOAAAxFm5zP5oARg8BDgAAMRZucz+aAEYPVVQAAMSYpwmg09XuNw/Hou5ScjM0AexyG34ryOKNAAcAgBjzNAFctmW/LJJPkGOmJoDJVAbPFhUAAHEQThPAVOYpg++dTO10tWvZlv2qPtgY1+thBQcAgDgJ1gQwlYUqg7eouwx+TrEjbu+VAAcAgDjqPYXcDCIpg4/Xe2eLCgAADEgylsET4AAAgAFJxjJ4AhwAADAgnjL4QNk1FnVXU8WzDJ4ABwAADIinDF5SnyAnUWXwBDgAAGDAkq0MnioqAAAQFclUBk+AAwAAoiZZyuDZogIAAKZDgAMAAEyHAAcAAJgOAQ4AADAdAhwAAGA6BDgAAMB0CHAAAIDpEOAAAADTIcABAACmk5adjA3DkCS1trYm+EoAAEC4PJ/bns/xYNIywLl48aIkadSoUQm+EgAAEKmLFy/KbrcHPcZihBMGmYzb7dbZs2eVk5MjiyX+A8D8aW1t1ahRo3TmzBnZbLZEX07S4L74x33xj/viH/fFP+6Lf8l8XwzD0MWLFzVy5EhZrcGzbNJyBcdqtepLX/pSoi/DL5vNlnS/UMmA++If98U/7ot/3Bf/uC/+Jet9CbVy40GSMQAAMB0CHAAAYDoEOEkiKytL69atU1ZWVqIvJalwX/zjvvjHffGP++If98U/s9yXtEwyBgAA5sYKDgAAMB0CHAAAYDoEOAAAwHQIcAAAgOkQ4MTJM888I4vFoscee8z72OzZs2WxWHy+HnnkEZ/zTp8+rXnz5mno0KEqKCjQ9773PV29ejXOVx9dP/jBD/q87/Hjx3ufb29v1/LlyzV8+HBde+21mj9/vs6dO+fzGul4X9L190WSGhoatHDhQg0fPlxDhgzRxIkT9cknn3ifNwxD3//+91VYWKghQ4aovLxcx48f93mN5uZmVVZWymazKTc3V4sXL9alS5fi/VaiKtR9WbRoUZ/fmYqKCp/XMNt9GTNmTJ/3bLFYtHz5cknp+/cl1H0x49+XtOxkHG979+7VT3/6U91yyy19nluyZIl++MMfer8fOnSo97+7uro0b948ORwOffTRR2psbNTf//3fKzMzU//yL/8Sl2uPlb/6q7/Se++95/0+I+OLX8XHH39cv/zlL/XGG2/IbrdrxYoVuv/++7Vr1y5J6XtfpPT8fblw4YJmzJihO+64Q++++67y8/N1/PhxDRs2zHvMv/7rv+rFF1/Uz372MxUVFenJJ5/UXXfdpcOHDys7O1uSVFlZqcbGRu3YsUOdnZ166KGHtHTpUm3bti1Rb21AwrkvklRRUaHNmzd7v+9d+mu2+7J37151dXV5vz948KDmzJmjBx54QFL6/n0JdV8kE/59MRBTFy9eNG666SZjx44dxl//9V8bjz76qPe53t/39s477xhWq9VwOp3exzZs2GDYbDajo6MjhlcdW+vWrTO+8pWv+H2upaXFyMzMNN544w3vY0eOHDEkGbW1tYZhpOd9MYz0/X1ZtWqVMXPmzIDPu91uw+FwGM8995z3sZaWFiMrK8t47bXXDMMwjMOHDxuSjL1793qPeffddw2LxWI0NDTE7uJjKNR9MQzD+Pa3v23ce++9AZ83433p7dFHHzXGjRtnuN3utP770lvP+2IY5vz7whZVjC1fvlzz5s1TeXm53+e3bt2qESNGqKSkRGvWrFFbW5v3udraWk2cOFHXXXed97G77rpLra2tOnToUMyvPZaOHz+ukSNHauzYsaqsrNTp06clSfv27VNnZ6fP/Ro/frxGjx6t2tpaSel5XzzS8fflrbfe0tSpU/XAAw+ooKBAkyZN0ssvv+x9vr6+Xk6n0+d3xm63a/r06T6/M7m5uZo6dar3mPLyclmtVu3evTt+byaKQt0Xj507d6qgoEBf/vKXtWzZMp0/f977nBnvS09XrlzRli1b9PDDD8tisaT93xeP3vfFw2x/X9iiiqHXX39d+/fv1969e/0+/61vfUs33HCDRo4cqU8//VSrVq3SsWPH9Oabb0qSnE6nzy+TJO/3TqczthcfQ9OnT9err76qL3/5y2psbNT69et1++236+DBg3I6nRo8eLByc3N9zrnuuuu87zkd70tOTk7a/r784Q9/0IYNG/TEE09o7dq12rt3r/7pn/5JgwcP1re//W3ve/P33nv+zhQUFPg8n5GRoby8vJS9N6Hui9S9PXX//ferqKhIJ0+e1Nq1a3X33XertrZWgwYNMuV96el//ud/1NLSokWLFklSWv996an3fZHM+XlEgBMjZ86c0aOPPqodO3Z4cwB6W7p0qfe/J06cqMLCQpWVlenkyZMaN25cvC417u6++27vf99yyy2aPn26brjhBv3iF7/QkCFDEnhliRXsvixevDhtf1/cbremTp3q3eefNGmSDh48qI0bN3o/yNNROPdlwYIF3uMnTpyoW265RePGjdPOnTtVVlaWkOuOp1deeUV33323Ro4cmehLSSr+7osZ/76wRRUj+/btU1NTkyZPnqyMjAxlZGTo17/+tV588UVlZGT4JHt5TJ8+XZJ04sQJSZLD4eiT3e/53uFwxPgdxE9ubq5uvvlmnThxQg6HQ1euXFFLS4vPMefOnfO+53S8L/6ky+9LYWGhiouLfR6bMGGCd/vO8978vfeevzNNTU0+z1+9elXNzc0pe29C3Rd/xo4dqxEjRvj8zpjtvnj88Y9/1Hvvvad/+Id/8D7G3xf/98UfM/x9IcCJkbKyMh04cEB1dXXer6lTp6qyslJ1dXUaNGhQn3Pq6uokdf/hkqTS0lIdOHDA5w/Qjh07ZLPZ+vxhS2WXLl3SyZMnVVhYqClTpigzM1Pvv/++9/ljx47p9OnTKi0tlZSe98WfdPl9mTFjho4dO+bz2O9//3vdcMMNkqSioiI5HA6f35nW1lbt3r3b53empaVF+/bt8x5TU1Mjt9vt/UOeakLdF38+++wznT9/3ud3xmz3xWPz5s0qKCjQvHnzvI/x98X/ffHHFH9fEp3lnE56ZqmfOHHC+OEPf2h88sknRn19vbF9+3Zj7NixxqxZs7zHX7161SgpKTG+/vWvG3V1dUZ1dbWRn59vrFmzJkHvIDpWrlxp7Ny506ivrzd27dpllJeXGyNGjDCampoMwzCMRx55xBg9erRRU1NjfPLJJ0ZpaalRWlrqPT8d70s6/77s2bPHyMjIMJ566inj+PHjxtatW42hQ4caW7Zs8R7zzDPPGLm5ucb27duNTz/91Lj33nuNoqIi4/Lly95jKioqjEmTJhm7d+82PvzwQ+Omm24yHnzwwUS8pagIdV8uXrxo/PM//7NRW1tr1NfXG++9954xefJk46abbjLa29u9r2O2+2IYhtHV1WWMHj3aWLVqVZ/n0vXvi2EEvi9m/ftCgBNHPQOc06dPG7NmzTLy8vKMrKws48YbbzS+973vGS6Xy+ecU6dOGXfffbcxZMgQY8SIEcbKlSuNzs7OBFx99Hzzm980CgsLjcGDBxvXX3+98c1vftM4ceKE9/nLly8b3/nOd4xhw4YZQ4cONe677z6jsbHR5zXS7b6k8++LYRhGVVWVUVJSYmRlZRnjx483Nm3a5PO82+02nnzySeO6664zsrKyjLKyMuPYsWM+x5w/f9548MEHjWuvvdaw2WzGQw89ZFy8eDGebyPqgt2XtrY24+tf/7qRn59vZGZmGjfccIOxZMkSnzJfwzDnffnf//1fQ1Kf3wHDSN+/L4YR+L6Y9e+LxTAMI9GrSAAAANFEDg4AADAdAhwAAGA6BDgAAMB0CHAAAIDpEOAAAADTIcABAACmQ4ADAABMhwAHAACYDgEOAAAwHQIcAABgOgQ4AADAdAhwAACA6fz/CovO57TtFXQAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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0GNymnt6fmROzYlxbAKmOgAMgIrWHfX16bs5kSGryd6j2sC94bYTdpjULCySpT8jp/XvNwgL2wwEQcwQcABEZ6nwaz9Rcrb/zarmdocNQbmcGS8QBmIZJxgAici7zaTxTc3V9gZudjAHEDQEHQER659N4/R39zsORJNeokQoEDJ0OGH3Cywi7jaXgAOKGISoAEQk3n6ZXS3uXip+t0azHqvqsqAKAeCLgAIjYQPNpztbk79D9/SwbB4B4IeAAiIpnaq7eWXWdNv1doVznjwxbdvUruzmGAcCwIOAAiNoIu012m00tX3aFLdfS3qWfVx2MU60A4C8IOACGJNJl4xt+f5heHABxR8ABMCSRLhtvae8K2fxP6tkVufrQcb1a36jqQ8cJQABijmXiAIZk5sQsuc4fOegwlRTa2xPNYZ0AMFT04AAYkhF2m+79P5dGVLa3tyfawzoBYKgIOACGbMV1X5Vr1MArqc48THMoh3UylAVgqBiiAjBkI+w2PfqtK7R8464+weXswzSrDx2P+LDOosljGMoCcE7owQFwTno3/8sd5DDNaA7rZCgLwLmiBwfAOYvkMM1IV12NvTBd//jSHwccyrKpZyjr+gI3h3UCGBABB0BMDHaY5mCHddrU0+sjQ1ENZQFAfxiiAhAX4Q7rPHO+zudfdEb0vEiHvACkJgIOgLgZ6LDOM+frRDqUFWk5AKmJISoAcTXYfJ1Ih7JmTsyKa70BJBcCDoC4Czdfp3coa/nGXbJJISHn7KXnADAQhqgAJJxIhrIAIBx6cAAkpEiWngPAQAg4ABLWYEvPTwcMAhCAfhFwACQljnIAEA5zcAAkHY5yADAYAg6ApDKUU8kBpB4CDoCkUnvYF/FRDgBSFwEHQFKJ5lRyAKmLScYAkko8j3JglRaQvAg4AJJKvI5yYJUWkNwYogKQVCI9lfxcelpYpQUkPwIOgKRj5lEOrNICrIEhKgBJyayjHKJZpRVul2UAw4uAAyBpDXaUw1CwSguwBgIOAOgvK6Y++qwtovKxWKUFwDwEHAApr78VUwOJ1SotAOYi4ABIab0rpiKZMhyrVVoAzEfAAZCywq2Y6o+bfXCApEHAAZCyBlsx1WvF3K/o/3xlLDsZA0nE1H1wfD6fiouL5XA45HK5tHTpUp08eTLsPeXl5ZozZ44cDodsNptaWlr6lLn00ktls9lCXo8++qhJ3wKAVUW6EuqrF12oosljCDdAEjE14BQXF2vv3r2qrKzU1q1btWPHDi1btizsPe3t7fJ4PHrooYfClvuXf/kXNTU1BV/f+973Yll1ACkgnudaAYgv04ao9u/fr4qKCu3cuVMzZsyQJD399NNasGCBnnjiCeXl5fV73w9+8ANJ0vbt28M+PzMzU263O5ZVBpBi4nWuFYD4M60Hp7q6Wi6XKxhuJGn+/Pmy2+2qqak55+c/+uijGjNmjKZNm6bHH39c3d3dA5bt7OxUa2tryAsA4nGuFYDhYVrA8Xq9ysnJCbmWlpamrKwseb3ec3r297//fb344ot68803dd999+knP/mJfvSjHw1Yft26dXI6ncHX+PHjz+nzAViHmedaARg+UQ9RrV69Wo899ljYMvv37x9yhSLxwx/+MPi/v/a1r+m8887Tfffdp3Xr1ik9Pb1P+dLS0pB7WltbCTkAgsw61wrA8Ik64KxcuVJLliwJW2bSpElyu91qbm4Oud7d3S2fzxfzuTOFhYXq7u7Wxx9/rMsvv7zP++np6f0GHwDoZca5VgCGT9QBJzs7W9nZ2YOWKyoqUktLi+rq6jR9+nRJUlVVlQKBgAoLC6OvaRj19fWy2+19hsQAAEBqMm0V1ZQpU+TxeFRSUqKysjJ1dXVpxYoVWrx4cXAFVWNjo+bNm6fnn39eM2fOlNQzd8fr9ergwYOSpN27dyszM1MTJkxQVlaWqqurVVNTo7lz5yozM1PV1dV64IEHdOedd2r06NFmfR0AAJBETN3JeNOmTVqxYoXmzZsnu92u22+/XU899VTw/a6uLjU0NKi9vT14raysTGvXrg3+PXv2bEnShg0btGTJEqWnp+vFF1/UI488os7OTk2cOFEPPPBAyBwbAEgVvaegM3cICGUzDCPSY1gso7W1VU6nU36/Xw6HY7irAwBD0t8p6LmclwULi+b329SdjAEA5ug9Bf3ss7S8/g4t37hLFXuahqlmQGIg4ABAkgl3CnrvtbVb9ul0IOU66IEgAg4AJJnBTkE3JDX5O1R72Be/SgEJhoADAEkm0lPQIy0HWJGpq6gApC5W95iHU9CBwRFwAMQcq3vMxSnowOAYogIQU6zuMR+noAODI+AAiBlW98QPp6AD4TFEBSBmolndw8GW545T0IGBEXAAxAyre+KPU9CB/jFEBSBmWN0DIFEQcADETO/qnoEGSGzqWU3F6h4AZiPgAIgZVvcASBQEHAAxxeoeAImAScYAYo7VPQCGGwEHgClY3QNgOBFwAABBnCEGqyDgAAAkcYYYrIVJxgAAzhCD5RBwACDFcYYYrIiAAwApLpozxIBkwRwcACklFSbRRvsdOUMMVkTAAZAyUmES7VC+I2eIwYoYogKQElJhEu1QvyNniMGKCDgALC8VJtGey3fkDDFYEQEHgOVFO4n2dMBQ9aHjerW+UdWHjidF8DnXicKcIQarYQ4OAMuLZhJtss7TicVEYc4Qg5UQcABYXqSTYz/+/Av9dNtHfYZ5euewJHJPRqwmCnOGGKyCISoAlhfpJNoXaj9N2nk6TBQGQhFwAFheJJNoF18zQd7WzgGfkeib3TFRGAhFwAGQEgabRHvp2FERPSeWm93FejIzE4WBv2AODoCUEW4SbfWh4xE9I1ab3Zk1mTlRJwqnwg7SSCwEHAApZaBJtL1zWLz+jn7n4djU0xMSizksvRvymTWZOdEmCifryjQkN4aoAEDxm8OSCpsOninc7sr3b9yln237MKn2G0LyoAcHAP6/3jksZ/c2uGPY2xDNhnyJ1AszFJGEuSe3fRS8Rq8OYomAAwBnMHsOSyqd3D1YmDtbMuw3hORBwAGAs5g5hyWVTu6ONqQZ6hkOXLtln64vcDMJGeeEOTgAEEczJ2bJNWrkgO9baUO+oYS0RN9vCMmDgAMAcVS5z6uW9q4B3zdknQ35BttdORwrDNFheBFwACBOeifdhuMaNVLXF7jjVCNzhVuZNhgrDNFheBFwACBOIpl029LeZanhmYF2Vx6IlYboMLyYZAwAcZJKK6jOdPbKtI8/b9dPt30oSSFLyDkzC7FEwAGAOEmlFVRnO3tl2uXuC03dbwgg4ABAnMTzOIhEl6hnZsE6TJuD4/P5VFxcLIfDIZfLpaVLl+rkyZNh7ykvL9ecOXPkcDhks9nU0tLSb7nf/va3Kiws1Pnnn6/Ro0fr1ltvjf0XAIAYi+VxELE+iXw49Pbq3HLVxSqaPIZwg5gyrQenuLhYTU1NqqysVFdXl+69914tW7ZMv/rVrwa8p729XR6PRx6PR6Wlpf2Wefnll1VSUqKf/OQnuu6669Td3a09e/aY9TUAIKZicRwEh1cCg7MZhhHz2L9//34VFBRo586dmjFjhiSpoqJCCxYs0NGjR5WXlxf2/u3bt2vu3Lk6ceKEXC5X8Hp3d7cuvfRSrV27VkuXLh1y/VpbW+V0OuX3++VwOIb8HAAYqtMBY0jDMwOdRN57J8ccwMqi+f02ZYiqurpaLpcrGG4kaf78+bLb7aqpqRnyc3ft2qXGxkbZ7XZNmzZNubm5uummmwbtwens7FRra2vICwCG01CGZ1LtJHLgXJgScLxer3JyckKupaWlKSsrS16vd8jP/dOf/iRJeuSRR/TjH/9YW7du1ejRozVnzhz5fAPvG7Fu3To5nc7ga/z48UOuAwAMl2hOIgdSXVQBZ/Xq1bLZbGFfBw4cMKuuCgQCkqR/+qd/0u23367p06drw4YNstlseumllwa8r7S0VH6/P/g6cuSIaXUEALNYeR8dK0yaRmKJapLxypUrtWTJkrBlJk2aJLfbrebm5pDr3d3d8vl8cruHvgV5bm7PuHJBQUHwWnp6uiZNmqRPP/10wPvS09OVnp4+5M8FgERg1X10mDQNM0QVcLKzs5WdnT1ouaKiIrW0tKiurk7Tp0+XJFVVVSkQCKiwsHBoNZU0ffp0paenq6GhQbNmzZIkdXV16eOPP9Yll1wy5OcCQDKw4j46A02a9vo7tHzjLiZNY8hMmYMzZcoUeTwelZSUqLa2Vu+++65WrFihxYsXB1dQNTY2Kj8/X7W1tcH7vF6v6uvrdfDgQUnS7t27VV9fH5xf43A4dP/992vNmjV6/fXX1dDQoOXLl0uSvv3tb5vxVQAgYcRyH51EYNakaYa7IJm4D86mTZu0YsUKzZs3T3a7Xbfffrueeuqp4PtdXV1qaGhQe3t78FpZWZnWrl0b/Hv27NmSpA0bNgSHxh5//HGlpaXprrvu0pdffqnCwkJVVVVp9OjRZn0VAEgYsdhHJ1FEM2n6zGMewmG4C71M2Qcn0bEPDoBk17uPjtf/pXxfnFLWhelyO5LruINX6xv1Dy/WD1ruZ4uv0i1XXTxoOfYIsr5ofr85iwoAktAIu03+L0/p337XENqT40jXHTMn6NKxFyT8+U6xnDQ92HCXTT3DXdcXuBO2PRBbBBwASEIDTs5t7dST2z4K/p3IwzOxnDRtxnAXkptph20CAMwRrrfibL2rkSr2NJler2jFctK0lfcIwtAQcAAgyQzWW3GmRD/CoXfStNsZOgzldmZENWfGqnsEYegYogKAJBNtL0SiD894pubq+gL3kA4f7WXFPYJwbgg4AJBkhtoLkcjDM72Hj57L/WsWFmj5xl2ySSEhp7/hrqGe5o7kQcABgCQzWG/FQKIJRskYACLdI4i9clID++CwDw6AJDTQKqr+9A7PvLPquohCSrIHgHDhjL1ykls0v99MMgaAJOSZmqv/+L9XK9JOlUhXI/UGgLMnMSfyaqyz9Q533XLVxSqaPCZkWMqMoyGQmAg4AJCkRl9wniL5Lf7B/Msi6pWwegCIZq+caHH+VeJhDg4AJKlIJw1fOnZUROWsvlmeWXvlJPuQnlXRgwMASSrWe79YfbM8M/bKscKQnlURcAAgSfWuphpoZo1NPT0Jke79YvXN8mLdXlYf0kt2BBwASFKxPOpAin0ASDSxbi8z5/Tg3BFwACCJxeqoAyn2ASARxbK9rD6kl+yYZAwASS4WRx2c+axINstLZrFqL6sP6SU7Ag4AWMC5HnVwplgGpkQVi/bi/KvERsABAPQRy8BkVdGef4X4Yg4OAABDFMs5PYgtenAAAOcsGQ/njJVUGNJLRgQcAMA5YSdfhvQSEUNUAIAQ0ZyrxE6+SFT04AAAgqLpjRlsJ1+benbyvb7AzXAN4o4eHACApOh7Y9jJF4mMgAMAGNK5Suzki0RGwAEADKk3hp18kcgIOACAIfXGWP1wTiQ3Ag4AYEi9MalwOCeSFwEHADDk3hh28kWiYpk4AOCczlViJ18kIpthGAPv4GRRra2tcjqd8vv9cjgcw10dAEgY7EqMRBbN7zc9OACAIHpjYBUEHABACM5VghUQcAAAwyaVTyGHuQg4AIBhwXwfmIll4gCAuOMUcpiNgAMAiKuhnHsFRIuAAwCIK04hRzwQcAAAccUp5IgHAg4AIK44hRzxQMABAMQVp5AjHgg4AIC44hRyxAMBBwAQd5xCDrOZGnB8Pp+Ki4vlcDjkcrm0dOlSnTx5Muw95eXlmjNnjhwOh2w2m1paWkLe3759u2w2W7+vnTt3mvhtAACx5Jmaq3dWXacXSr6uny2+Si+UfF3vrLqOcIOYMPU08ZtuuklNTU165pln1NXVpXvvvVfXXHONfvWrXw14z09/+lN1dPTMnC8tLdWJEyfkcrmC7586dUo+X+jSwYcfflhvvPGGDh06JJtt8C5NThMHACD5RPP7bVrA2b9/vwoKCrRz507NmDFDklRRUaEFCxbo6NGjysvLC3v/9u3bNXfu3D4B52xdXV26+OKL9b3vfU8PP/xwRHUj4AAAkHyi+f02bYiqurpaLpcrGG4kaf78+bLb7aqpqYnZ52zevFnHjx/XvffeO2CZzs5Otba2hrwAAIB1mRZwvF6vcnJyQq6lpaUpKytLXq83Zp/z7LPP6sYbb9S4ceMGLLNu3To5nc7ga/z48TH7fAAAkHiiDjirV68ecJJv7+vAgQNm1LWPo0eP6ne/+52WLl0atlxpaan8fn/wdeTIkbjUDwAADI+0aG9YuXKllixZErbMpEmT5Ha71dzcHHK9u7tbPp9Pbrc72o/t14YNGzRmzBgtWrQobLn09HSlp6fH5DMBAEDiizrgZGdnKzs7e9ByRUVFamlpUV1dnaZPny5JqqqqUiAQUGFhYfQ1PYthGNqwYYPuvvtujRw58pyfBwCwttMBQ7WHfWpu61BOZs9OyWwmaF1RB5xITZkyRR6PRyUlJSorK1NXV5dWrFihxYsXB1dQNTY2at68eXr++ec1c+ZMST1zd7xerw4ePChJ2r17tzIzMzVhwgRlZf1l2+6qqiodPnxYf/d3f2fWVwAAWETFniat3bIv5BTzXGeG1iwsYN8dizJ1o79NmzYpPz9f8+bN04IFCzRr1iyVl5cH3+/q6lJDQ4Pa29uD18rKyjRt2jSVlJRIkmbPnq1p06Zp8+bNIc9+9tlnde211yo/P9/MrwAASHIVe5q0fOOukHAjSV5/h5Zv3KWKPU3DVDOYydSN/hIV++AAQGo4HTA067GqPuGml009x0O8s+o6hquSQELsgwMAwHCrPewbMNxIkiGpyd+h2sO+AcsgORFwAACW1dw2cLgZSjkkDwIOAMCycjIzBi8URTkkDwIOAMCyZk7MUq4zQwPNrrGpZzXVzIlZA5RAsiLgAAAsa4TdpjULCySpT8jp/XvNwgImGFsQAQcAkPROBwxVHzquV+sbVX3ouE4H/rJA2DM1V+vvvFpuZ+gwlNuZofV3Xh12H5xwz0ViM22jPwAA4iGSTfw8U3N1fYE7qp2M2RwwubEPDvvgAEDS6t3E7+wfst7YMlgPTbyfi3PDPjgAAMs7HTC0dsu+PiFEUvDa2i37oh5WMuu5qSJRhvUYogIAJKVoNvErmjxm2J+bChJpWI8eHABAUjJrEz82BxyaRDvzi4ADAEhKZm3ix+aA0UvEYT0CDgAgKZm1iR+bA0YvEc/8IuAAAJKSWZv4sTlg9BJxWI+AAwBIWueyid9wPNeqEnFYj1VUAICkNpRN/IbzuVbUO6zn9Xf0Ow/Hpp5wGM9hPQIOACDpjbDbTFmybdZzraZ3WG/5xl2ySSEhZ7iG9RiiAgAA5yzRhvXowQEAADGRSMN6BBwAABAziTKsxxAVAACwHAIOAACwHAIOAACwHAIOAACwHAIOAACwHAIOAACwHJaJAwBgktMBIyH2hElFBBwAAExQsadJa7fsU5P/Lydo5zoztGZhAYd1xgFDVAAAxFjFniYt37grJNxIktffoeUbd6liT9Mw1Sx1EHAAAIih0wFDa7fs6/dU7d5ra7fs0+lAfyUQKwQcAABiqPawr0/PzZkMSU3+DtUe9sWvUimIgAMAQAw1tw0cboZSDkNDwAEAIIZyMjNiWg5DQ8ABACCGZk7MUq4zQwMtBrepZzXVzIlZ8axWyiHgAAAQQyPsNq1ZWCBJfUJO799rFhbEbT+c0wFD1YeO69X6RlUfOp4yk5vZBwcAgBjzTM3V+juv7rMPjjvO++Ck8l48NsMwUiPKnaG1tVVOp1N+v18Oh2O4qwMAsKjh3Mm4dy+es3/kez99/Z1XJ13Iieb3mx4cAABMMsJuU9HkMXH/3MH24rGpZy+e6wvclj06gjk4AABYDHvxEHAAALAc9uIh4AAAYDnsxUPAAQDActiLh4ADAIDlJNpePMOBgAMAgAX17sXjdoYOQ7mdGUm5RDxapgUcn8+n4uJiORwOuVwuLV26VCdPngx7T3l5uebMmSOHwyGbzaaWlpY+ZT788EPdcsstGjt2rBwOh2bNmqU333zTpG8BAEDy8kzN1TurrtMLJV/XzxZfpRdKvq53Vl1n+XAjmRhwiouLtXfvXlVWVmrr1q3asWOHli1bFvae9vZ2eTwePfTQQwOW+eY3v6nu7m5VVVWprq5OV155pb75zW/K6/XG+isAAJD0evfiueWqi1U0eYylh6XOZMpOxvv371dBQYF27typGTNmSJIqKiq0YMECHT16VHl5eWHv3759u+bOnasTJ07I5XIFr3/++efKzs7Wjh079I1vfEOS1NbWJofDocrKSs2fPz+i+rGTMQAAySea329TenCqq6vlcrmC4UaS5s+fL7vdrpqamiE/d8yYMbr88sv1/PPP64svvlB3d7eeeeYZ5eTkaPr06QPe19nZqdbW1pAXAACwLlOOavB6vcrJyQn9oLQ0ZWVlndNQks1m07Zt23TrrbcqMzNTdrtdOTk5qqio0OjRowe8b926dVq7du2QPxcAACSXqHpwVq9eLZvNFvZ14MABs+oqwzD03e9+Vzk5OXr77bdVW1urW2+9VQsXLlRTU9OA95WWlsrv9wdfR44cMa2OAABg+EXVg7Ny5UotWbIkbJlJkybJ7Xarubk55Hp3d7d8Pp/cbnfUlexVVVWlrVu36sSJE8Gxt1/84heqrKzUc889p9WrV/d7X3p6utLT04f8uQAAILlEFXCys7OVnZ09aLmioiK1tLSorq4uODemqqpKgUBAhYWFQ6upelZZSZLdHtrxZLfbFQgEhvxcAABgLaZMMp4yZYo8Ho9KSkpUW1urd999VytWrNDixYuDK6gaGxuVn5+v2tra4H1er1f19fU6ePCgJGn37t2qr6+Xz9dz2mlRUZFGjx6te+65R3/84x/14Ycf6sEHH9Thw4d18803m/FVAABAEjJtH5xNmzYpPz9f8+bN04IFCzRr1iyVl5cH3+/q6lJDQ0OwV0aSysrKNG3aNJWUlEiSZs+erWnTpmnz5s2SpLFjx6qiokInT57UddddpxkzZuidd97Rq6++qiuvvNKsrwIAAJKMKfvgJDr2wQEAIDqnA4ZqD/vU3NahnMyegzrjvWlgNL/fpiwTBwAA1lGxp0lrt+xTk78jeC3XmaE1CwsS9tgHDtsEAAADqtjTpOUbd4WEG0ny+ju0fOMuVewZeJuW4UTAAQAA/TodMLR2yz71N5el99raLft0OpB4s10IOAAAoF+1h319em7OZEhq8neo9rAvfpWKEAEHAAD0q7lt4HAzlHLxRMABAAD9ysnMiGm5eCLgAACAfs2cmKVcZ4YGWgxuU89qqpkTs+JZrYgQcAAAQL9G2G1as7BAkvqEnN6/1ywsiPt+OJEg4AAAgAF5puZq/Z1Xy+0MHYZyOzO0/s6rE3YfHDb6AwAAYXmm5ur6Avew72QcDQIOAAAY1Ai7TUWTxwx3NSLGEBUAALAcAg4AALAcAg4AALAcAg4AALAcAg4AALAcAg4AALAcAg4AALAcAg4AALAcAg4AALCclNzJ2DAMSVJra+sw1wQAAESq93e793c8nJQMOG1tbZKk8ePHD3NNAABAtNra2uR0OsOWsRmRxCCLCQQCOnbsmDIzM2WzJe5BYWZobW3V+PHjdeTIETkcjuGujmXRzvFBO8cH7RwftPPgDMNQW1ub8vLyZLeHn2WTkj04drtd48aNG+5qDCuHw8G/QHFAO8cH7RwftHN80M7hDdZz04tJxgAAwHIIOAAAwHIIOCkmPT1da9asUXp6+nBXxdJo5/igneODdo4P2jm2UnKSMQAAsDZ6cAAAgOUQcAAAgOUQcAAAgOUQcAAAgOUQcJLQjh07tHDhQuXl5clms+k3v/lN8L2uri6tWrVKV1xxhS644ALl5eXp7rvv1rFjx0Ke4fP5VFxcLIfDIZfLpaVLl+rkyZMhZT744AN94xvfUEZGhsaPH69/+7d/i8fXSxjh2lmSHnnkEeXn5+uCCy7Q6NGjNX/+fNXU1ISUoZ0HN1g7n+n++++XzWbTT3/605DrtPPgBmvnJUuWyGazhbw8Hk9IGdp5cJH887x//34tWrRITqdTF1xwga655hp9+umnwfc7Ojr03e9+V2PGjNGFF16o22+/XZ999lnIMz799FPdfPPNGjVqlHJycvTggw+qu7vb7K+XVAg4SeiLL77QlVdeqf/4j//o8157e7t27dqlhx9+WLt27dIrr7yihoYGLVq0KKRccXGx9u7dq8rKSm3dulU7duzQsmXLgu+3trbqhhtu0CWXXKK6ujo9/vjjeuSRR1ReXm7690sU4dpZki677DL9/Oc/1+7du/XOO+/o0ksv1Q033KA///nPwTK08+AGa+dev/71r/Xee+8pLy+vz3u08+AiaWePx6Ompqbg64UXXgh5n3Ye3GDtfOjQIc2aNUv5+fnavn27PvjgAz388MPKyMgIlnnggQe0ZcsWvfTSS3rrrbd07Ngxfetb3wq+f/r0ad188806deqUfv/73+u5557Tf/7nf+qf//mfTf9+ScVAUpNk/PrXvw5bpra21pBkfPLJJ4ZhGMa+ffsMScbOnTuDZV577TXDZrMZjY2NhmEYxi9+8Qtj9OjRRmdnZ7DMqlWrjMsvvzz2XyIJRNLOfr/fkGRs27bNMAzaeSgGauejR48aF198sbFnzx7jkksuMZ588snge7Rz9Ppr53vuuce45ZZbBryHdo5ef+38t3/7t8add9454D0tLS3GyJEjjZdeeil4bf/+/YYko7q62jAMw/jf//1fw263G16vN1hm/fr1hsPhCGn7VEcPTgrw+/2y2WxyuVySpOrqarlcLs2YMSNYZv78+bLb7cEhlurqas2ePVvnnXdesMyNN96ohoYGnThxIq71TwanTp1SeXm5nE6nrrzySkm0c6wEAgHdddddevDBB/VXf/VXfd6nnWNn+/btysnJ0eWXX67ly5fr+PHjwfdo53MXCAT029/+VpdddpluvPFG5eTkqLCwMGQYq66uTl1dXZo/f37wWn5+viZMmKDq6mpJPe18xRVX6KKLLgqWufHGG9Xa2qq9e/fG7fskOgKOxXV0dGjVqlW64447goe3eb1e5eTkhJRLS0tTVlaWvF5vsMyZ//JICv7dWwbS1q1bdeGFFyojI0NPPvmkKisrNXbsWEm0c6w89thjSktL0/e///1+36edY8Pj8ej555/XG2+8occee0xvvfWWbrrpJp0+fVoS7RwLzc3NOnnypB599FF5PB69/vrruu222/Stb31Lb731lqSedjrvvPOC/0Ha66KLLqKdo5SSp4mniq6uLn3nO9+RYRhav379cFfHkubOnav6+np9/vnn+uUvf6nvfOc7qqmp6fNDgKGpq6vTz372M+3atUs2m224q2NpixcvDv7vK664Ql/72tc0efJkbd++XfPmzRvGmllHIBCQJN1yyy164IEHJElXXXWVfv/736usrEx//dd/PZzVsxx6cCyqN9x88sknqqysDPbeSJLb7VZzc3NI+e7ubvl8Prnd7mCZs2ft9/7dWwbSBRdcoK985Sv6+te/rmeffVZpaWl69tlnJdHOsfD222+rublZEyZMUFpamtLS0vTJJ59o5cqVuvTSSyXRzmaZNGmSxo4dq4MHD0qinWNh7NixSktLU0FBQcj1KVOmBFdRud1unTp1Si0tLSFlPvvsM9o5SgQcC+oNNx999JG2bdumMWPGhLxfVFSklpYW1dXVBa9VVVUpEAiosLAwWGbHjh3q6uoKlqmsrNTll1+u0aNHx+eLJKFAIKDOzk5JtHMs3HXXXfrggw9UX18ffOXl5enBBx/U7373O0m0s1mOHj2q48ePKzc3VxLtHAvnnXeerrnmGjU0NIRc//DDD3XJJZdIkqZPn66RI0fqjTfeCL7f0NCgTz/9VEVFRZJ62nn37t0hgbP3P2TPDk8pbbhnOSN6bW1txvvvv2+8//77hiTj3//9343333/f+OSTT4xTp04ZixYtMsaNG2fU19cbTU1NwdeZs+s9Ho8xbdo0o6amxnjnnXeMr371q8Ydd9wRfL+lpcW46KKLjLvuusvYs2eP8eKLLxqjRo0ynnnmmeH4ysMiXDufPHnSKC0tNaqrq42PP/7Y+MMf/mDce++9Rnp6urFnz57gM2jnwYVr5/6cvYrKMGjnSIRr57a2NuMf//EfjerqauPw4cPGtm3bjKuvvtr46le/anR0dASfQTsPbrB/nl955RVj5MiRRnl5ufHRRx8ZTz/9tDFixAjj7bffDj7j/vvvNyZMmGBUVVUZf/jDH4yioiKjqKgo+H53d7cxdepU44YbbjDq6+uNiooKIzs72ygtLY37901kBJwk9OabbxqS+rzuuece4/Dhw/2+J8l48803g884fvy4cccddxgXXnih4XA4jHvvvddoa2sL+Zw//vGPxqxZs4z09HTj4osvNh599NE4f9PhFa6dv/zyS+O2224z8vLyjPPOO8/Izc01Fi1aZNTW1oY8g3YeXLh27k9/AYd2Hly4dm5vbzduuOEGIzs72xg5cqRxySWXGCUlJSHLkA2Ddo5EJP88P/vss8ZXvvIVIyMjw7jyyiuN3/zmNyHP+PLLL42///u/N0aPHm2MGjXKuO2224ympqaQMh9//LFx0003Geeff74xduxYY+XKlUZXV1c8vmLSsBmGYZjbRwQAABBfzMEBAACWQ8ABAACWQ8ABAACWQ8ABAACWQ8ABAACWQ8ABAACWQ8ABAACWQ8ABAACWQ8ABAACWQ8ABAACWQ8ABAACWQ8ABAACW8/8A2iHJax/0HIMAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import scipy.stats as stats\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "(U,S,V) = np.linalg.svd(M,full_matrices = False)\n",
        "#print(S)\n",
        "c = M.sum(0)\n",
        "r = M.sum(1)\n",
        "print(stats.pearsonr(r,U[:,0]))\n",
        "print(stats.pearsonr(c,V[0]))\n",
        "plt.scatter(r,U[:,0])\n",
        "plt.figure()\n",
        "plt.scatter(c,V[0])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OBe5W8aE1-P0"
      },
      "source": [
        "We observe a famous property of SVD on non-negative matrices:\n",
        "\n",
        "The first singular vector (the largest component) acts as an average row/column sum estimator.\n",
        "\n",
        "Using the first two signular vectors we can clearly differentiate the two blocks of rows"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 74,
      "metadata": {
        "id": "5kd7KtBg1-P0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 447
        },
        "outputId": "8b06675d-3226-4bb3-e7e6-d2dc496fbad9"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x795c96107f80>"
            ]
          },
          "metadata": {},
          "execution_count": 74
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.scatter(U[:,0],U[:,1])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 75,
      "metadata": {
        "id": "07l_NCsZ1-P0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 447
        },
        "outputId": "5bc616ea-2d56-4b30-a777-d84d1d4b9cf3"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x795c93f07650>"
            ]
          },
          "metadata": {},
          "execution_count": 75
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.scatter(x = U[:50,0],y = U[:50,1], color = 'r')\n",
        "plt.scatter(x = U[50:,0],y = U[50:,1], color = 'b')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "As is expected this clear clusterring can also be confirmed from the singular values"
      ],
      "metadata": {
        "id": "NFMvXtICZ_4g"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 76,
      "metadata": {
        "id": "sKp6UJlEHEEA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 447
        },
        "outputId": "edbff78d-842d-4ca7-f7d7-8c33255a64a1"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x795c9179afc0>]"
            ]
          },
          "metadata": {},
          "execution_count": 76
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.plot(S)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sylmcf4k1-P0"
      },
      "source": [
        "## PCA using SciKit Learn"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VJHbvq0H1-P1"
      },
      "source": [
        "We will now use the PCA package from the SciKit Learn (sklearn) library. PCA is the same as SVD but now the matrix is centered: the mean is removed from the columns of the matrix.\n",
        "\n",
        "You can read more here: https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 78,
      "metadata": {
        "id": "S02DMP0J1-P1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "outputId": "78a2eae6-b58e-42cd-dd60-867f77cf06c6"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "PCA(n_components=2)"
            ],
            "text/html": [
              "<style>#sk-container-id-3 {\n",
              "  /* Definition of color scheme common for light and dark mode */\n",
              "  --sklearn-color-text: #000;\n",
              "  --sklearn-color-text-muted: #666;\n",
              "  --sklearn-color-line: gray;\n",
              "  /* Definition of color scheme for unfitted estimators */\n",
              "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
              "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
              "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
              "  --sklearn-color-unfitted-level-3: chocolate;\n",
              "  /* Definition of color scheme for fitted estimators */\n",
              "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
              "  --sklearn-color-fitted-level-1: #d4ebff;\n",
              "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
              "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
              "\n",
              "  /* Specific color for light theme */\n",
              "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
              "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
              "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
              "  --sklearn-color-icon: #696969;\n",
              "\n",
              "  @media (prefers-color-scheme: dark) {\n",
              "    /* Redefinition of color scheme for dark theme */\n",
              "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
              "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
              "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
              "    --sklearn-color-icon: #878787;\n",
              "  }\n",
              "}\n",
              "\n",
              "#sk-container-id-3 {\n",
              "  color: var(--sklearn-color-text);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 pre {\n",
              "  padding: 0;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 input.sk-hidden--visually {\n",
              "  border: 0;\n",
              "  clip: rect(1px 1px 1px 1px);\n",
              "  clip: rect(1px, 1px, 1px, 1px);\n",
              "  height: 1px;\n",
              "  margin: -1px;\n",
              "  overflow: hidden;\n",
              "  padding: 0;\n",
              "  position: absolute;\n",
              "  width: 1px;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-dashed-wrapped {\n",
              "  border: 1px dashed var(--sklearn-color-line);\n",
              "  margin: 0 0.4em 0.5em 0.4em;\n",
              "  box-sizing: border-box;\n",
              "  padding-bottom: 0.4em;\n",
              "  background-color: var(--sklearn-color-background);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-container {\n",
              "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
              "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
              "     so we also need the `!important` here to be able to override the\n",
              "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
              "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
              "  display: inline-block !important;\n",
              "  position: relative;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-text-repr-fallback {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              "div.sk-parallel-item,\n",
              "div.sk-serial,\n",
              "div.sk-item {\n",
              "  /* draw centered vertical line to link estimators */\n",
              "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
              "  background-size: 2px 100%;\n",
              "  background-repeat: no-repeat;\n",
              "  background-position: center center;\n",
              "}\n",
              "\n",
              "/* Parallel-specific style estimator block */\n",
              "\n",
              "#sk-container-id-3 div.sk-parallel-item::after {\n",
              "  content: \"\";\n",
              "  width: 100%;\n",
              "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
              "  flex-grow: 1;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-parallel {\n",
              "  display: flex;\n",
              "  align-items: stretch;\n",
              "  justify-content: center;\n",
              "  background-color: var(--sklearn-color-background);\n",
              "  position: relative;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-parallel-item {\n",
              "  display: flex;\n",
              "  flex-direction: column;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-parallel-item:first-child::after {\n",
              "  align-self: flex-end;\n",
              "  width: 50%;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-parallel-item:last-child::after {\n",
              "  align-self: flex-start;\n",
              "  width: 50%;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-parallel-item:only-child::after {\n",
              "  width: 0;\n",
              "}\n",
              "\n",
              "/* Serial-specific style estimator block */\n",
              "\n",
              "#sk-container-id-3 div.sk-serial {\n",
              "  display: flex;\n",
              "  flex-direction: column;\n",
              "  align-items: center;\n",
              "  background-color: var(--sklearn-color-background);\n",
              "  padding-right: 1em;\n",
              "  padding-left: 1em;\n",
              "}\n",
              "\n",
              "\n",
              "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
              "clickable and can be expanded/collapsed.\n",
              "- Pipeline and ColumnTransformer use this feature and define the default style\n",
              "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
              "*/\n",
              "\n",
              "/* Pipeline and ColumnTransformer style (default) */\n",
              "\n",
              "#sk-container-id-3 div.sk-toggleable {\n",
              "  /* Default theme specific background. It is overwritten whether we have a\n",
              "  specific estimator or a Pipeline/ColumnTransformer */\n",
              "  background-color: var(--sklearn-color-background);\n",
              "}\n",
              "\n",
              "/* Toggleable label */\n",
              "#sk-container-id-3 label.sk-toggleable__label {\n",
              "  cursor: pointer;\n",
              "  display: flex;\n",
              "  width: 100%;\n",
              "  margin-bottom: 0;\n",
              "  padding: 0.5em;\n",
              "  box-sizing: border-box;\n",
              "  text-align: center;\n",
              "  align-items: start;\n",
              "  justify-content: space-between;\n",
              "  gap: 0.5em;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 label.sk-toggleable__label .caption {\n",
              "  font-size: 0.6rem;\n",
              "  font-weight: lighter;\n",
              "  color: var(--sklearn-color-text-muted);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 label.sk-toggleable__label-arrow:before {\n",
              "  /* Arrow on the left of the label */\n",
              "  content: \"▸\";\n",
              "  float: left;\n",
              "  margin-right: 0.25em;\n",
              "  color: var(--sklearn-color-icon);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {\n",
              "  color: var(--sklearn-color-text);\n",
              "}\n",
              "\n",
              "/* Toggleable content - dropdown */\n",
              "\n",
              "#sk-container-id-3 div.sk-toggleable__content {\n",
              "  max-height: 0;\n",
              "  max-width: 0;\n",
              "  overflow: hidden;\n",
              "  text-align: left;\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-0);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-toggleable__content.fitted {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-0);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-toggleable__content pre {\n",
              "  margin: 0.2em;\n",
              "  border-radius: 0.25em;\n",
              "  color: var(--sklearn-color-text);\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-0);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-toggleable__content.fitted pre {\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-0);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
              "  /* Expand drop-down */\n",
              "  max-height: 200px;\n",
              "  max-width: 100%;\n",
              "  overflow: auto;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
              "  content: \"▾\";\n",
              "}\n",
              "\n",
              "/* Pipeline/ColumnTransformer-specific style */\n",
              "\n",
              "#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
              "  color: var(--sklearn-color-text);\n",
              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
              "  background-color: var(--sklearn-color-fitted-level-2);\n",
              "}\n",
              "\n",
              "/* Estimator-specific style */\n",
              "\n",
              "/* Colorize estimator box */\n",
              "#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-2);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-label label.sk-toggleable__label,\n",
              "#sk-container-id-3 div.sk-label label {\n",
              "  /* The background is the default theme color */\n",
              "  color: var(--sklearn-color-text-on-default-background);\n",
              "}\n",
              "\n",
              "/* On hover, darken the color of the background */\n",
              "#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {\n",
              "  color: var(--sklearn-color-text);\n",
              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
              "}\n",
              "\n",
              "/* Label box, darken color on hover, fitted */\n",
              "#sk-container-id-3 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
              "  color: var(--sklearn-color-text);\n",
              "  background-color: var(--sklearn-color-fitted-level-2);\n",
              "}\n",
              "\n",
              "/* Estimator label */\n",
              "\n",
              "#sk-container-id-3 div.sk-label label {\n",
              "  font-family: monospace;\n",
              "  font-weight: bold;\n",
              "  display: inline-block;\n",
              "  line-height: 1.2em;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-label-container {\n",
              "  text-align: center;\n",
              "}\n",
              "\n",
              "/* Estimator-specific */\n",
              "#sk-container-id-3 div.sk-estimator {\n",
              "  font-family: monospace;\n",
              "  border: 1px dotted var(--sklearn-color-border-box);\n",
              "  border-radius: 0.25em;\n",
              "  box-sizing: border-box;\n",
              "  margin-bottom: 0.5em;\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-0);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-estimator.fitted {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-0);\n",
              "}\n",
              "\n",
              "/* on hover */\n",
              "#sk-container-id-3 div.sk-estimator:hover {\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
              "}\n",
              "\n",
              "#sk-container-id-3 div.sk-estimator.fitted:hover {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-2);\n",
              "}\n",
              "\n",
              "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
              "\n",
              "/* Common style for \"i\" and \"?\" */\n",
              "\n",
              ".sk-estimator-doc-link,\n",
              "a:link.sk-estimator-doc-link,\n",
              "a:visited.sk-estimator-doc-link {\n",
              "  float: right;\n",
              "  font-size: smaller;\n",
              "  line-height: 1em;\n",
              "  font-family: monospace;\n",
              "  background-color: var(--sklearn-color-background);\n",
              "  border-radius: 1em;\n",
              "  height: 1em;\n",
              "  width: 1em;\n",
              "  text-decoration: none !important;\n",
              "  margin-left: 0.5em;\n",
              "  text-align: center;\n",
              "  /* unfitted */\n",
              "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
              "  color: var(--sklearn-color-unfitted-level-1);\n",
              "}\n",
              "\n",
              ".sk-estimator-doc-link.fitted,\n",
              "a:link.sk-estimator-doc-link.fitted,\n",
              "a:visited.sk-estimator-doc-link.fitted {\n",
              "  /* fitted */\n",
              "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
              "  color: var(--sklearn-color-fitted-level-1);\n",
              "}\n",
              "\n",
              "/* On hover */\n",
              "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
              ".sk-estimator-doc-link:hover,\n",
              "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
              ".sk-estimator-doc-link:hover {\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-3);\n",
              "  color: var(--sklearn-color-background);\n",
              "  text-decoration: none;\n",
              "}\n",
              "\n",
              "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
              ".sk-estimator-doc-link.fitted:hover,\n",
              "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
              ".sk-estimator-doc-link.fitted:hover {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-3);\n",
              "  color: var(--sklearn-color-background);\n",
              "  text-decoration: none;\n",
              "}\n",
              "\n",
              "/* Span, style for the box shown on hovering the info icon */\n",
              ".sk-estimator-doc-link span {\n",
              "  display: none;\n",
              "  z-index: 9999;\n",
              "  position: relative;\n",
              "  font-weight: normal;\n",
              "  right: .2ex;\n",
              "  padding: .5ex;\n",
              "  margin: .5ex;\n",
              "  width: min-content;\n",
              "  min-width: 20ex;\n",
              "  max-width: 50ex;\n",
              "  color: var(--sklearn-color-text);\n",
              "  box-shadow: 2pt 2pt 4pt #999;\n",
              "  /* unfitted */\n",
              "  background: var(--sklearn-color-unfitted-level-0);\n",
              "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
              "}\n",
              "\n",
              ".sk-estimator-doc-link.fitted span {\n",
              "  /* fitted */\n",
              "  background: var(--sklearn-color-fitted-level-0);\n",
              "  border: var(--sklearn-color-fitted-level-3);\n",
              "}\n",
              "\n",
              ".sk-estimator-doc-link:hover span {\n",
              "  display: block;\n",
              "}\n",
              "\n",
              "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
              "\n",
              "#sk-container-id-3 a.estimator_doc_link {\n",
              "  float: right;\n",
              "  font-size: 1rem;\n",
              "  line-height: 1em;\n",
              "  font-family: monospace;\n",
              "  background-color: var(--sklearn-color-background);\n",
              "  border-radius: 1rem;\n",
              "  height: 1rem;\n",
              "  width: 1rem;\n",
              "  text-decoration: none;\n",
              "  /* unfitted */\n",
              "  color: var(--sklearn-color-unfitted-level-1);\n",
              "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 a.estimator_doc_link.fitted {\n",
              "  /* fitted */\n",
              "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
              "  color: var(--sklearn-color-fitted-level-1);\n",
              "}\n",
              "\n",
              "/* On hover */\n",
              "#sk-container-id-3 a.estimator_doc_link:hover {\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-3);\n",
              "  color: var(--sklearn-color-background);\n",
              "  text-decoration: none;\n",
              "}\n",
              "\n",
              "#sk-container-id-3 a.estimator_doc_link.fitted:hover {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-3);\n",
              "}\n",
              "</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>PCA(n_components=2)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>PCA</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.decomposition.PCA.html\">?<span>Documentation for PCA</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>PCA(n_components=2)</pre></div> </div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 78
        }
      ],
      "source": [
        "from sklearn.decomposition import PCA\n",
        "pca = PCA(n_components=2)\n",
        "pca.fit(M)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 79,
      "metadata": {
        "id": "bTK09v5q1-P1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "47a09004-8b0a-4b17-a54e-27e69c54016d"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[ 0.10515321,  0.19404979,  0.14055598,  0.1469998 ,  0.16922203,\n",
              "         0.13837153,  0.16201805,  0.14300106,  0.15004895,  0.16414542,\n",
              "         0.15661362,  0.16215106,  0.17030279,  0.16546738,  0.1241947 ,\n",
              "         0.14789572,  0.15698525,  0.1430435 ,  0.15675912,  0.16973438,\n",
              "        -0.15590506, -0.17195176, -0.14194407, -0.1626008 , -0.15910389,\n",
              "        -0.15049444, -0.16594936, -0.17213403, -0.18228625, -0.14769501,\n",
              "        -0.18126023, -0.16654362, -0.18139975, -0.15408992, -0.18369372,\n",
              "        -0.16568987, -0.15259719, -0.14687577, -0.15546674, -0.12202896],\n",
              "       [-0.31651872,  0.14371345, -0.14229102,  0.30086307,  0.0695832 ,\n",
              "         0.14437878,  0.27759904,  0.13356004,  0.23907233,  0.07863036,\n",
              "        -0.2278267 , -0.20982028,  0.28510476, -0.21277656, -0.17279117,\n",
              "         0.12673185,  0.09861236, -0.18693302,  0.4152043 , -0.18194852,\n",
              "        -0.00978419,  0.04326397,  0.01999254,  0.00495667, -0.0335748 ,\n",
              "        -0.01494252,  0.06097415,  0.06449193,  0.07299188,  0.00307976,\n",
              "         0.09940295,  0.07348219,  0.10467432, -0.02862334,  0.08325732,\n",
              "        -0.01290569,  0.03593026,  0.03630658,  0.09609304,  0.05425316]])"
            ]
          },
          "metadata": {},
          "execution_count": 79
        }
      ],
      "source": [
        "pca.components_"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 80,
      "metadata": {
        "id": "wDICOjVf1-P1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 447
        },
        "outputId": "c8936413-62d1-4dc7-cd4a-c2a84f76841b"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x795c95d3b0e0>"
            ]
          },
          "metadata": {},
          "execution_count": 80
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.scatter(pca.components_[0],pca.components_[1])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sINYMA_71-P2"
      },
      "source": [
        "Using the operation transform we can transform the data directly to the lower-dimensional space"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 81,
      "metadata": {
        "id": "0kd_U4qF1-P2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b3ad36e0-deec-479e-c3a1-38b197aafb14"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(100, 2)\n"
          ]
        }
      ],
      "source": [
        "MPCA = pca.transform(M)\n",
        "print(MPCA.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 82,
      "metadata": {
        "id": "HRn-Ut0m1-P2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 447
        },
        "outputId": "1a0df57c-1677-4ccc-b42b-2b1d8daf96f2"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x795c95d38920>"
            ]
          },
          "metadata": {},
          "execution_count": 82
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.scatter(MPCA[:,0],MPCA[:,1])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "raubF8ie1-P2"
      },
      "source": [
        "We will now experiment with a well-known dataset of data analysis, the iris dataset:\n",
        "\n",
        "https://scikit-learn.org/stable/auto_examples/datasets/plot_iris_dataset.html"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 84,
      "metadata": {
        "id": "oyWIGVn61-P2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bbb1e052-d675-402a-f84a-1745e9120f03"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[ 0.36138659, -0.08452251,  0.85667061,  0.3582892 ],\n",
              "       [ 0.65658877,  0.73016143, -0.17337266, -0.07548102],\n",
              "       [-0.58202985,  0.59791083,  0.07623608,  0.54583143]])"
            ]
          },
          "metadata": {},
          "execution_count": 84
        }
      ],
      "source": [
        "from sklearn import datasets\n",
        "iris = datasets.load_iris()  # 4 Features: Sepal length/width , Petal length/width\n",
        "X = iris.data\n",
        "y = iris.target              # contains the labels of the data (3 flower targets)\n",
        "\n",
        "pca = PCA(n_components=3)\n",
        "pca.fit(X)\n",
        "X = pca.transform(X)\n",
        "pca.components_"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 85,
      "metadata": {
        "id": "hsHdEKLb1-P3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1d0c85e2-b93f-4252-988c-b8fc34da597c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([4.22824171, 0.24267075, 0.0782095 ])"
            ]
          },
          "metadata": {},
          "execution_count": 85
        }
      ],
      "source": [
        "pca.explained_variance_"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 86,
      "metadata": {
        "id": "544eIFRN1-P3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452
        },
        "outputId": "0e57c1ca-965d-4794-da36-b36ec46ec869"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x795c91795d60>"
            ]
          },
          "metadata": {},
          "execution_count": 86
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.scatter(X[:,0],X[:,1])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 87,
      "metadata": {
        "id": "DCBHKmVR1-P3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452
        },
        "outputId": "a06e2209-b6e8-4888-cd97-1cd28b1d8136"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x795c917d0b60>"
            ]
          },
          "metadata": {},
          "execution_count": 87
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.scatter(X[y==0,0],X[y==0,1], color='b')\n",
        "plt.scatter(X[y==1,0],X[y==1,1], color='r')\n",
        "plt.scatter(X[y==2,0],X[y==2,1], color='g')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 88,
      "metadata": {
        "id": "PUr56edFgRkF",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "2f37ec96-5091-411c-f108-34bab65d132a"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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              "                            \n",
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              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
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              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "import plotly.express as px\n",
        "import pandas as pd\n",
        "\n",
        "# Convert data to a DataFrame for Plotly\n",
        "df = pd.DataFrame(X, columns=['PC1', 'PC2', 'PC3'])\n",
        "df['label'] = y\n",
        "\n",
        "# Create an interactive 3D scatter plot\n",
        "fig = px.scatter_3d(\n",
        "    df,\n",
        "    x='PC1',\n",
        "    y='PC2',\n",
        "    z='PC3',\n",
        "    color='label',\n",
        "    title='3D PCA Plot',\n",
        "    labels={'label': 'Class'}\n",
        ")\n",
        "\n",
        "fig.update_traces(marker=dict(size=5))\n",
        "fig.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {
        "id": "-nQQ753T1-P3"
      },
      "outputs": [],
      "source": [
        "from sklearn.datasets import fetch_20newsgroups\n",
        "\n",
        "categories = ['comp.os.ms-windows.misc', 'sci.space','rec.sport.baseball']\n",
        "news_data = fetch_20newsgroups(subset='train', categories=categories)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {
        "id": "1CtjiwoD1-P4"
      },
      "outputs": [],
      "source": [
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "\n",
        "vectorizer = TfidfVectorizer(stop_words='english', min_df=4,max_df=0.8)\n",
        "dtm = vectorizer.fit_transform(news_data.data)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 89,
      "metadata": {
        "id": "H2Y-juX31-P4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "336f8f73-8fad-4248-e84f-82467a620149"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n",
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n",
            "[nltk_data] Downloading package punkt_tab to /root/nltk_data...\n",
            "[nltk_data]   Package punkt_tab is already up-to-date!\n"
          ]
        }
      ],
      "source": [
        "import nltk\n",
        "nltk.download('punkt')\n",
        "nltk.download('stopwords')\n",
        "from nltk.stem.snowball import SnowballStemmer\n",
        "from nltk.tokenize import word_tokenize, sent_tokenize\n",
        "\n",
        "import nltk\n",
        "nltk.download('punkt_tab')\n",
        "\n",
        "\n",
        "stemmed_data = [\" \".join(SnowballStemmer(\"english\", ignore_stopwords=True).stem(word)\n",
        "       for sent in sent_tokenize(message)\n",
        "        for word in word_tokenize(sent))\n",
        "        for message in news_data.data]\n",
        "\n",
        "# stemmed_data = news_data.data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 90,
      "metadata": {
        "id": "3J2i62st1-P4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5a89b5a3-fbab-40c0-f959-c6f4f9fdfdc7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['00' '000' '0005' ... 'zx' 'zy' 'zz']\n"
          ]
        }
      ],
      "source": [
        "dtm = vectorizer.fit_transform(stemmed_data)\n",
        "terms = vectorizer.get_feature_names_out()\n",
        "print(terms)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 92,
      "metadata": {
        "id": "04lcJtOa1-P5",
        "outputId": "0d58ccf9-8521-44d7-afd6-9ebf0d4878dd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "matrix([[-6.86083135e-16, -2.56565602e-15, -2.49019555e-15,\n",
              "         -2.45983789e-15,  5.33384101e-15, -1.18178037e-17,\n",
              "          3.10255294e-15, -3.24393290e-15, -1.11624035e-14,\n",
              "          3.10553449e-15]])"
            ]
          },
          "metadata": {},
          "execution_count": 92
        }
      ],
      "source": [
        "dtm_dense = dtm.todense() # TfIdfVectorizer by default creates a sparce matrix: We convert it back to dense\n",
        "centered_dtm = dtm_dense - np.mean(dtm_dense, axis=0) # Centering data before doing PCA\n",
        "np.sum(centered_dtm,axis=0)[:,:10]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 93,
      "metadata": {
        "id": "FuuwqIcA1-P5"
      },
      "outputs": [],
      "source": [
        "u, s, vt = np.linalg.svd(centered_dtm)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 94,
      "metadata": {
        "id": "E99Th91d1-P5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 447
        },
        "outputId": "46c3c7cb-522d-4ab0-ed3d-bb26b6f907f3"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x795c94004410>]"
            ]
          },
          "metadata": {},
          "execution_count": 94
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.xlim([0,50])\n",
        "plt.plot(range(1,len(s)+1),s)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 95,
      "metadata": {
        "id": "Q3ogfSgW1-P6",
        "outputId": "f6b36838-24f4-4b1a-bacc-d9cd983c202c",
        "scrolled": true,
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 447
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 95
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "k=2\n",
        "vectorsk = np.array(u[:,:k] @ np.diag(s[:k])) # (Document Vectors) * (Singular Values)\n",
        "labels = [news_data.target_names[i] for i in news_data.target]\n",
        "sns.scatterplot(x=vectorsk[:,0], y=vectorsk[:, 1], hue=labels)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Pairwise Relationship of Principal Components"
      ],
      "metadata": {
        "id": "6asWzKdepHfm"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 96,
      "metadata": {
        "id": "ID5efysi1-P6",
        "outputId": "1fd26933-02ab-4fc2-ce1e-e7f55be458e9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x795c93ff8740>"
            ]
          },
          "metadata": {},
          "execution_count": 96
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1250x1250 with 25 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import seaborn as sns\n",
        "k = 5\n",
        "Xk = u[:,:k] @ np.diag(s[:k])\n",
        "X_df = pd.DataFrame(Xk)\n",
        "g = sns.PairGrid(X_df)\n",
        "g.map(plt.scatter)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 97,
      "metadata": {
        "id": "_-LbOfAe1-P7",
        "scrolled": false,
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1cf9f55f-8c33-4b37-e32f-cba8ddb2820a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0 ['ate', 'mwwhj', 'mwwiz', 'pmf9f9fq', 'wrj', 'wwhjnuy', 'f3w2tg', '7kmzwt', '9f9f9f9f', 'm9l0qax', 'f9f9f9f9f0', 'wwizw']\n",
            "1 ['m2j', 'dle', 'ahl', 'u45', '0va', 'mwwhj', 'mwwiz', 'pmf9f9fq', 'wrj', 'f3w2tg', 'wwhjnuy', '7kmzwt']\n",
            "2 ['sake', 'bobbi', 'mound', 'macdonald', 'dia', 'clarifi', 'hansen', 'glavin', 'welcom', 'polytechn', '9g', 'sleep']\n",
            "3 ['wrist', 'prowess', '60', 'division', 'desktop', 'swartzendrub', 'dswartz', 'slam', '636', 'pretend', 'eye', 'wish']\n",
            "4 ['consider', '185', 'stretch', 'dud', 'hom', '649', '320', 't1', '270', 'luddington', 'cs902043', 'giant']\n",
            "5 ['missouri', 'av', '373', 'rumor', 'hlvs', 'magic', 'vr', 'mead', 'leak', 'enviro', 'lp', 'cp']\n"
          ]
        }
      ],
      "source": [
        "terms = vectorizer.get_feature_names_out()\n",
        "for i in range(6):\n",
        "    top = np.argsort(np.abs(vt[i]))\n",
        "    topterms = [terms[top[0,f]] for f in range(12)]\n",
        "    print (i, topterms)"
      ]
    }
  ],
  "metadata": {
    "celltoolbar": "Slideshow",
    "colab": {
      "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": 0
}