Week5.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l = [1, 2, 3, 4, 5]\n",
    "np_array = np.array(l)\n",
    "type(np_array)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create Matrix in Array format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "np_matrix = np.array([[1,2],[3,4],[5,6]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 2],\n",
       "       [3, 4],\n",
       "       [5, 6]])"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check the dimension of this matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.size(np_matrix,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.size(np_matrix,1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check other matrix properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 2)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix.size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create Matrix with Mix Data Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "np_mix_matrix = np.array([['one',2],['three',4],['five',6]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['one', '2'],\n",
       "       ['three', '4'],\n",
       "       ['five', '6']], dtype='<U5')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_mix_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Access matrix element"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_mix_matrix[0,1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Access all column of matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['one', 'three', 'five'], dtype='<U5')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_mix_matrix[:,0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Access all row of matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['one', '2'], dtype='<U5')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_mix_matrix[0,]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Access element from row 0 to row 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['one', '2'],\n",
       "       ['three', '4']], dtype='<U5')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_mix_matrix[0:2,]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Type casting ndarray object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 4, 6])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(np_mix_matrix[:,1], dtype = int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create matrix of zeros"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0.],\n",
       "       [0., 0., 0.]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.zeros([2,3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create matrix of ones"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1.]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ones([5,5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create Eye Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 0., 0., 0., 0.],\n",
       "       [0., 1., 0., 0., 0.],\n",
       "       [0., 0., 1., 0., 0.],\n",
       "       [0., 0., 0., 1., 0.],\n",
       "       [0., 0., 0., 0., 1.]])"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.eye(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create Empty Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.65966286, 0.5712828 , 0.22127682, 0.41381581, 0.51167842],\n",
       "       [0.83563996, 0.8151801 , 0.11482588, 0.30647687, 0.40211508],\n",
       "       [0.23028133, 0.72514915, 0.29881337, 0.47371158, 0.74342045],\n",
       "       [0.12767887, 0.54238227, 0.41556327, 0.2470356 , 0.29742662],\n",
       "       [0.92426169, 0.1002087 , 0.89778931, 0.17502155, 0.34892794]])"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.empty([5,5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Random matrix of size = (5,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.59608136, 0.34914804, 0.0344149 , 0.27880728, 0.82863826],\n",
       "       [0.74233517, 0.90350931, 0.25584449, 0.71409931, 0.41991588],\n",
       "       [0.14414897, 0.3802502 , 0.43199751, 0.89299252, 0.06757232],\n",
       "       [0.90881355, 0.71546323, 0.02514654, 0.2797069 , 0.81181928],\n",
       "       [0.40503258, 0.72278892, 0.80846295, 0.48187752, 0.69856495]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.rand(5,5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Random matrix of size = 3,3 having value between 0 to 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2, 4, 0],\n",
       "       [3, 3, 0],\n",
       "       [3, 0, 4]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.randint(5,size = (3,3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Uniform Random Distribution vs. Normal Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig, axes = plt.subplots(1,2,figsize=(8,3))\n",
    "axes[0].hist(np.random.rand(1000))\n",
    "axes[1].hist(np.random.randn(1000))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Randomly choose 3 number range from 0 to 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 4, 1])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.choice(5,3,replace = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ramdomly choose 3 row from 0 to 4 into new matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.19196982, 0.94396677, 0.19297156, 0.3409919 , 0.86332295],\n",
       "       [0.6956171 , 0.18042656, 0.97072039, 0.01975992, 0.71644042],\n",
       "       [0.37061366, 0.87855061, 0.61479004, 0.46173654, 0.68840711]])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix = np.random.rand(5,5)\n",
    "idx_choose = np.random.choice(5,3,replace = False)\n",
    "np_matrix_choose = np_matrix[idx_choose,:]\n",
    "np_matrix_choose"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ex 1. Randomly create a matrix of size (10, 5) then randomly assign values of 0 and 1 to the last column of this matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#\n",
    "#\n",
    "#"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create maritx of size (5,5) contains value from 0 to 10 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 3,  3,  5,  1, 10],\n",
       "       [ 5,  7,  6, 10,  4],\n",
       "       [ 3,  9,  3,  5, 10],\n",
       "       [10,  3, 10,  5,  5],\n",
       "       [ 7,  5, 10, 10,  9]])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix = np.random.randint(11,size = (5,5))\n",
    "np_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Delete rows 2 and 3 from this matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 3,  3,  5,  1, 10],\n",
       "       [10,  3, 10,  5,  5],\n",
       "       [ 7,  5, 10, 10,  9]])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix = np.delete(np_matrix,[1,2],0)\n",
    "np_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create maritx of size (5,5) contains value from 0 to 2 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 0, 0, 2, 0],\n",
       "       [1, 1, 2, 0, 0],\n",
       "       [0, 0, 1, 0, 0],\n",
       "       [1, 1, 1, 1, 0],\n",
       "       [0, 0, 0, 0, 2]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix = np.random.randint(3,size = (5,5))\n",
    "np_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find index of 2 from matix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 1, 4], dtype=int64), array([3, 2, 4], dtype=int64))"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = np.where(np_matrix == 2)\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another way"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[False, False, False,  True, False],\n",
       "       [False, False,  True, False, False],\n",
       "       [False, False, False, False, False],\n",
       "       [False, False, False, False, False],\n",
       "       [False, False, False, False,  True]])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = (np_matrix == 2)\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use to replace values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1,  0,  0, 99,  0],\n",
       "       [ 1,  1, 99,  0,  0],\n",
       "       [ 0,  0,  1,  0,  0],\n",
       "       [ 1,  1,  1,  1,  0],\n",
       "       [ 0,  0,  0,  0, 99]])"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix[result] = 99\n",
    "np_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ex 2. Randomly create a matrix of size (10, 5). Then, randomly create a label vector for this matrix and randomly assign (0, 1, 2) to this vector. Finally, seperate data labelled as 2 from this matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.53707536, 0.49740586, 0.46246902, 0.23197508, 0.96940106],\n",
       "       [0.06724436, 0.45867709, 0.37962259, 0.54141244, 0.06002731],\n",
       "       [0.518271  , 0.94605726, 0.18998887, 0.05617389, 0.71602219],\n",
       "       [0.61783767, 0.71602009, 0.75068097, 0.26359381, 0.95319858],\n",
       "       [0.36569778, 0.22450931, 0.51537178, 0.35943894, 0.49766078],\n",
       "       [0.80587736, 0.84477371, 0.65970074, 0.20360972, 0.50558884],\n",
       "       [0.28787314, 0.44802779, 0.23182765, 0.58522418, 0.12592344],\n",
       "       [0.99361607, 0.4092211 , 0.68179144, 0.69877913, 0.99453318],\n",
       "       [0.43555043, 0.23940327, 0.16809059, 0.27380157, 0.71120264],\n",
       "       [0.54483938, 0.87984343, 0.85254053, 0.66595248, 0.81108788]])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 0, 0, 2, 2, 1, 2, 0, 1])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.36569778, 0.22450931, 0.51537178, 0.35943894, 0.49766078],\n",
       "       [0.80587736, 0.84477371, 0.65970074, 0.20360972, 0.50558884],\n",
       "       [0.99361607, 0.4092211 , 0.68179144, 0.69877913, 0.99453318]])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2, 2, 0, 2, 0],\n",
       "       [1, 1, 2, 1, 2],\n",
       "       [0, 2, 0, 2, 2],\n",
       "       [1, 0, 0, 2, 1],\n",
       "       [0, 1, 1, 0, 0]])"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix = np.random.randint(3,size=(5,5))\n",
    "np_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find min, max, mean, median"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 2, 2, 2, 2])"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(np_matrix,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 0, 0, 0])"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.min(np_matrix,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(np_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.median(np_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find max & min index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 1, 0, 1], dtype=int64)"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmax(np_matrix,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 3, 0, 4, 0], dtype=int64)"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmin(np_matrix,0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create range of value in array format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([5, 7, 9])"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(5,10,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Separate number into equally parts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5.        ,  5.55555556,  6.11111111,  6.66666667,  7.22222222,\n",
       "        7.77777778,  8.33333333,  8.88888889,  9.44444444, 10.        ])"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linspace(5,10,10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ex 3. Please generate this picture "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WxVVs4O2jdURFCDfMtc+JGxEhbFiQzbaTDbqyW5D78FQD/YMubp5v/RTuvtDE4Cc3z8tm/9kWGjv7rA5FXcF7J+spKUwnJT7a6lDG5ZYF2fQMDLJHe78FtS3H60iJjw76btBXo4nBT26Zn40xaD1wEKtt6eZUXSc32qi04LW60EFsVATvndTvV7AadBm2nWzghrmZQd8N+mrsHX0QWZSTTHZyrFYnBbFtJ91LwtqpGskrLjqSNUWOS59BBZ+PzrbQ3NXPLTavRgJNDH4jItw8P5sPyxvoc2o9cDDadrKevPR4ijITrQ5lQm6cl0V1Y5dOqhek3jleT1SEcP1c65Ye9he/JAYR2SgiJ0WkQkQeH+H5z4lIg4gc8Ny+MOS5R0Sk3HN7xB/xWOWW+Vl09Q+yu0rrgYNN78AgOyqauHFuVtBOmnc1N8xxl3S2aXVSUNp6vI6VBekkx9mr/WokPicGEYkEfgLcDiwAHhSRBSPs+pIxZpnn9jPPa9OB7wAlwErgOyJi21abNUUZxEZF6IkbhPaebqZnYJAbbHw1N8ORQGFmolYnBaFzre5xTDfNs1815Uj8UWJYCVQYY6qMMf3Ai8DdY3ztbcAWY0yzMaYF2AJs9ENMloiLjmRlQTofnNITN9i8d6KBmKgIVhcG/2jnK7lxbha7qpro6dfqymDiPeevm2PfC4+h/JEYcoCaIY9rPduGu1dEDonIKyKSN87X2sb1czKpbOjiXGuP1aGoIbadrGd1oYP4GHuMdh7NjXOz6He62FXVaHUoaogPTjUwNTmO2Vn2He08lD8Sw0gVtsMnDfotkG+MWQK8Azw3jte6dxR5TETKRKSsoSF4r8iv91wxaKkheJxu7KKqsYsbbVyN5LWiII2EmEjeO6Hfr2DhHHSxvaKR6+dk2rb9ajh/JIZaIG/I41zgshXMjTFNxhjvyK//BJaP9bVD3uMpY0yxMaY4MzN4T/BZWVOYlhKniSGIeNt87NhNdbjYKPekje+drNdJG4PEwdpWOnqdIVONBP5JDHuB2SJSICIxwAPApqE7iMjQZYzuAo577m8GbhWRNE+j862ebbYlIlw3O5PtFY26eE+QeP9UAwUZieRn2LOb6nA3zM2ktqWHygbtthoM3j/ZQITAuln2br8ayufEYIxxAl/B/YN+HHjZGHNURJ4Qkbs8u/25iBwVkYPAnwOf87y2Gfgb3MllL/CEZ5utXTcnk45eJwdqWq0OJez1Od3dh9fbYIrtsbputvvKdHu5lkqDwfvljSzNSyUlwf7dVL38Mo7BGPOGMWaOMabIGPN9z7ZvG2M2ee5/0xiz0Biz1BhzozHmxJDX/twYM8tze8Yf8Vht3awMIkTbGYLB/jOt9AwMhtTVXF56AjMdCWyv0AZoq7V09XOotvVSsg4VOvJ5EqQkRLMsL5X3y/XEtdr2igYiI4RVRQ6rQ/GrdbMy2F3VzIBWV1pqe0UjxhASo52H0sQwSa6bk8mh2lZauvqtDiWsbS9vZFleakiMRh1q/ewMOvu0utJqH5xqICU+mqW5qVaH4leaGCbJdXMyMQY+1OK+ZVq7+zl0ri2kqpG8Vhe5qys/1FKpZYwxfFDewLpZGURGhEY3VS9NDJNkaW4qyXFR7NAT1zI7K5swhpBqePZKiY9mSW6qNkBbqKK+k7r2vpD8fmlimCSREcKqQoenDlL7m1vhw/JGpsRGsTQvtIr5XutnZ3Cwto323gGrQwlLOzy1AWtDsESqiWESrZudwbnWHs42d1sdSljaXtHAqkIH0TZfNGU062ZlMOgy7KpssjqUsLS9oom89Hjy0hOsDsXvQvOMCRJritxXEjsq9MQNtDNNXdQ093DdnNC7mvO6ZoZ7eoztWl0ZcM5BF6VVTSHZfgWaGCZVUWYi2cmx7KjUEzfQvI2yoXriAsRERVyqrlSBdfhcGx19zksXf6FGE8MkEhHWFmWwq7IJl0vbGQJpR0UjOanxFITINBijWTcrg+rGLmpbtLoykHZ6qu/WhNj4GC9NDJNs7awMmrv6OXGxw+pQwobLZdhV1cSaIkfIzHY5Gm/D505tZwioHRWNzJuahGNKrNWhTApNDJPs9yeuFvcD5fjFdlq7B1gzKzSv5oaakz0FR2IMuzUxBEzvwCBlZ1pCsjeSlyaGSTY1JY7CzMRLXdvU5PP20rH7am1jISKsLnJ4xmxodWUg7DvTQr/TxdoQvvDQxBAAa4syKK3WeW0CZWdlE4UZiUxNibM6lIBYXeTgYnsv1Y06DXcg7KhoJCpCWFmgiUH5YO0sB939gzqvTQA4B13sqW5mdYg2Co7E2zNG2xkCY0eFe/6tKbFRVocyaTQxBMDqQve8NlqdNPkOn2ujM4S7EY4k35HAtJQ4HegWAG09Axw+18aaEG5fAE0MAZGSEM3C6SnsrtITd7J5r5pXFaZbHEngiAirCx3srtJu0ZNtb3UzLhO63VS9/JIYRGSjiJwUkQoReXyE578qIsdE5JCIbBWRmUOeGxSRA57bpuGvDRWrCtPZf7aV3oFBq0MJaburmkK6G+FoVhc5aOrq51S9doueTLuqmoiJimBZiM6/5eVzYhCRSOAnwO3AAuBBEVkwbLePgGJjzBLgFeAHQ57rMcYs89zuIkStLnLQ73Sx/2yL1aGErD7nIHtPh1f7gpf3M+/U6Vcm1a7KJpbPSCMuOtLqUCaVP0oMK4EKY0yVMaYfeBG4e+gOxpj3jDHeoZm7gVw/HNdWivPTiRDYXWX7Ja2D1oGzrfQOuFhdGH6JITctgRnpCdoAPYlau/s5frGdVWHw/fJHYsgBaoY8rvVsG82jwJtDHseJSJmI7BaRe0Z7kYg85tmvrKHBfnPQJ8dFszgnRQciTaKdlU1ECJSEwYk7kjVFDkqrmxjUdoZJUVrdjDGERYnUH4lhpDkHRvxmisjDQDHw90M2zzDGFAMPAT8SkaKRXmuMecoYU2yMKc7MtOf6qqsKHRyoaaWnX9sZJsOuqiYWTk8hJT60lvEcq9VFDjp6nRw512Z1KCFpd1UTcdERLM1LsTqUSeePxFAL5A15nAucH76TiNwCfAu4yxjT591ujDnv+VsFbAOu8UNMQWlVkYP+QW1nmAy9A4McONsaFldzo/FWoZVWa6l0MuyqbGL5zDRio0K7fQH8kxj2ArNFpEBEYoAHgMt6F4nINcB/4E4K9UO2p4lIrOd+BrAWOOaHmILSivx0IiNE+5tPgv1nW+gfdIVVN9XhspLjKMxI1HasSeCdCDNc2q98TgzGGCfwFWAzcBx42RhzVESeEBFvL6O/B6YAvxzWLXU+UCYiB4H3gCeNMSGbGKbERrnbGXQ8g9/trmomQtyN/OGspNDB3upmbWfwsz3V3vEx4ZEY/DKm2xjzBvDGsG3fHnL/llFetxNY7I8Y7GJVoYOnt1fR3e8kISZ0h9QHWmlVE4tyUkiOC8/2Ba9Vhem8sOcsx863szg39OvCA2VXZRPx0ZEsyQ3t8QteOvI5wFYXORgYNJSd1nYGf+kdGOSjmlZKCsK7tAC/v6LVUql/7apqojg/jZio8PjJDI9PGUSKZ6YRFSHs0hPXbz4620q/0xU2xfwryU6OoyAjURODHzV19nGqrjOsvl+aGAIsMTaKxbkplOqJ6ze7q5q0fWGIVYXp7Dmt7Qz+UlrtbszXxKAmVUmBg0O1bXT3O60OJSTsDvPxC8OtKnSPZzh+od3qUEJCaZW3fSF82mw0MVigpDAdp8uw/4yuz+ArbV/4uJICbWfwp9LqZpbPTCM6Mnx+LsPnkwaR4plpREaIDkTygwM12r4w3NSUOPIdCTqewQ9aPOMXwm18jCYGCyTFRbNoejKleuL6bHdVEyKwQksMl1lV6GCPzpvksz2n3edouM2/pYnBIiWeeZN0fQbfuNsXkrV9YZhVhQ7atZ3BZ6VVzcRGRYRV+wJoYrBMSUG6zpvkoz7nIB+dbb1Up65+r8RT9eHtUaMmZndVE9fOCI/5kYbSxGCR4vx0RNDqJB8crGmjz+nShucRTEuJZ0Z6gnaL9kFb9wDHL7ZfSrLhRBODRVLio1kwLVkboH3g/dFbqYlhRCUF7vEMug70xOw97V5/IRxLpJoYLLSq0MFHZ1vpc2o7w0SUVjczb2oSqQkxVocSlFYWpNPaPaDrQE9QabV7fedrZoTH/EhDaWKwUElBOn1OFwdrdGGV8RoYdLHvTItWI12BtwuvVldOTGl1M8vyUkN+feeRaGKw0MoCbzuDVieN1+FzbfQMDIZdN8LxyE2LZ3pKHHu0AXrcOnoHOHKujVVheuGhicFCqQkxzM1O0p4jE+C9Ctb2hdGJCCWF7nWgjdF2hvEoO9OCy4Tf+AUvvyQGEdkoIidFpEJEHh/h+VgRecnzfKmI5A957pue7SdF5DZ/xGMnqwod7DvTwsCgy+pQbKW0uolZWVPImBJrdShBraQgncbOfiobuqwOxVZKq5qJjhSunZFmdSiW8DkxiEgk8BPgdmAB8KCILBi226NAizFmFvBD4O88r12AeynQhcBG4N887xc2SgrS6RkY5FCttjOMlXPQRdlpbV8YixJdB3pCSqubWJKbSnxMWP0cXeKPEsNKoMIYU2WM6QdeBO4ets/dwHOe+68AN4uIeLa/aIzpM8ZUAxWe9wsb3qoQPXHH7tiFdjr7nFqNNAb5jgQyk2K1AXocuvudHK5tC+sLD38khhygZsjjWs+2EffxrBHdBjjG+NqQ5pgSy6ysKdpAOA7eHzmdOO/qRISSgnRtZxiH/WdacbpMWF94+CMxyAjbhn8DR9tnLK91v4HIYyJSJiJlDQ0N4wwxuJUUpFN2ugWntjOMSWl1M/mOBLKT46wOxRZKCh3Utfdxtrnb6lBsobS6icgICeuFn/yRGGqBvCGPc4Hzo+0jIlFACtA8xtcCYIx5yhhTbIwpzszM9EPYwaOk0EFnn5NjOuHZVblchr2nm8NyNOpEebtcanXS2JRWNbNoejJTYqOsDsUy/kgMe4HZIlIgIjG4G5M3DdtnE/CI5/59wLvGXa7dBDzg6bVUAMwG9vghJlsp0RN3zE5c7KCtZyAs56+ZqFlZU3AkxrBb27GuqndgkAM1rWHbTdXL58TgaTP4CrAZOA68bIw5KiJPiMhdnt2eBhwiUgF8FXjc89qjwMvAMeAt4E+NMWE3P0R2snthFR3PcHXeRvpwP3HHQ0RYWZCuFx5jcKCmlf5BFyvDuBoJwC9lJWPMG8Abw7Z9e8j9XuD+UV77feD7/ojDzkoKHLx19CIulyEiYqSmFwXuUlVuWjw5qfFWh2IrJQXpvHnkIrUt3eSmJVgdTtAqrWrWhZ/Qkc9Bo6QwnbaeAU5c1AnPRmOMYY+2L0xIic6bNCal1U3Mn6oLP2liCBI6EOnqyus7ae7q1/aFCZibnURqQrR+v66g3+leOEu/X5oYgkZOqrt6RK/oRuedbHCVlhjGLSJCWJGfru1YV3CotpXeAV34CTQxBJWSQvfCKjoQaWS7q5uZmhxHXrq2L0xESUE6Z5q6udjWa3UoQcmbNFfqhYcmhmCyqtBBc1c/5fWdVocSdIwxlFY1U1KYjns2FTVe3rYZrU4a2e6qJuZmJ5GeqAs/aWIIIt4qEl2f4eOqGrto7OzThmcfLJieTFJsFLu1uvJjLi38pO0LgCaGoJKX7l5YRU/cj/O2veiJO3HuaR7StMQwgsPn2ujuH9T5tzw0MQQRXVhldKXVTWRMiaUwI9HqUGytpNBBVUMX9R3azjCULvx0OU0MQeb3C6toO4OXti/4j7fHjc7me7ndVbrw01CaGIKMtyir1Um/d7a5m4vtvWG7/q4/LcpJITEmUrtFD+Fe+KmZVVpNeYkmhiAz05FAdnIsu7UB+hLvv8XqIq3/9VV0ZATF+en6/RriyPl2uvoHtWPDEJoYgox7YRUHpdU6nsFrd1UzGVNiKMqcYnUoIWFVoYPy+k4aO/usDiUoeHsBaseG39PEEIRWFTpo6OijqlEXcDfGsKuyiZJCh7Yv+Im3ykRLDW67q5oozEwkK0kXfvLSxBCEvFcuWg+Me6Rue692I/QjbzuDJgYYdBnKTrdoNdIwmhiCUGFGonsBd+1v/vv2BS3m+010ZAQrCtK1gwNw7Hx+H9NuAAAa0ElEQVQ7HX1ObXgeRhNDEPIu4L6rUscz7K5q0vaFSbCq0EFFfScNHeHdzrCrqhFAS6TD+JQYRCRdRLaISLnnb9oI+ywTkV0iclREDonIp4c896yIVIvIAc9tmS/xhJLVRQ7qw7ydwRjD7qpmbV+YBKt0mncAdlU2UZiRSHayti8M5WuJ4XFgqzFmNrDV83i4buCzxpiFwEbgRyKSOuT5vzbGLPPcDvgYT8hY7Tlxd1WG74nrbV9YrVdzfrdoenLYtzM4B13sPd3CKu0G/TG+Joa7gec8958D7hm+gzHmlDGm3HP/PFAPZPp43JBXkJFIdnIsu8L4xPX+aGkx3/+itJ2Bw+fa6Oxz6oXHCHxNDNnGmAsAnr9ZV9pZRFYCMUDlkM3f91Qx/VBEdDy6h4iwutBBaVX4tjPsqnLPj1SUqfMjTYbVnnaGcJ03aZdeeIzqqolBRN4RkSMj3O4ez4FEZBrw38DnjTEuz+ZvAvOAFUA68I0rvP4xESkTkbKGhobxHNq21hRl0NgZnuszuNsXmlil8yNNmlVhvg70rsom5mRPITNJr0eHu2piMMbcYoxZNMLtNaDO84Pv/eGvH+k9RCQZ+B3wf4wxu4e89wXj1gc8A6y8QhxPGWOKjTHFmZnhURPlnQIiHNsZTjd1U9fed2ktbOV/C6cnMyU2KiyrK/udLspOt2g10ih8rUraBDziuf8I8NrwHUQkBngV+C9jzC+HPedNKoK7feKIj/GElLz0BHJS48MyMeyocHcjXKsNg5MmKjLiUrfocHOotpWegUGdf2sUviaGJ4ENIlIObPA8RkSKReRnnn3+ELgO+NwI3VKfF5HDwGEgA/iej/GEnNVFDnZXN+FyhVc7w67KJqYmx1Gg6y9MqtVFDqobuzjf2mN1KAG1q7IJEXTE8yiifHmxMaYJuHmE7WXAFzz3fwH8YpTX3+TL8cPB6kIHr+yr5cTFDhZMT7Y6nIBwuQw7Kxu5cV6Wti9MsrWzMgDYWdnEfctzLY4mcHZVNTFvajJpur7ziHTkc5C71M4QRvXAJy520NI9wJqiDKtDCXlzs5NIT4xhZ2Wj1aEETJ9zkH1ntH3hSjQxBLnpqfHkOxLCqh7Y+yO1Rut/J11EhLtbdDhNv/LR2Vb6nC79fl2BJgYbWF3kXgfaOei6+s4hYGdlEwUZiUxPjbc6lLCwZpaDC229VIfJ9Cs7K5uIEFihKwKOShODDaydlUFHr5PD59qsDmXSDQy6KK1q0qu5APJW2e0Mk1LpjopGluSmkhIfbXUoQUsTgw14T1xvF85QdvhcG139g9q+EED5jgSmpcSFRXVlR+8AB2paWTdLv19XoonBBtITY1g4PZntYZAYdlZ4p0HWYn6giAhrijLYWdkY8t2iS6uaGXSZS72x1Mg0MdjEulkZ7D/TSne/0+pQJtXOyibmT0vGMUWnKQikNUUOWroHOHGxw+pQJtX2ikbioiO4dmbq1XcOY5oYbGLtrAz6PdMEh6regUHKzrRo+4IF1sxy/5uHerfVHRWNrCxwEBsVaXUoQU0Tg02syE8nJjIipNsZ9p1pod/pYu0sTQyBNi0lnsKMxJCurqxr76W8vpN1+v26Kk0MNhEfE8nymWlsLw/dE/eD8gaiI0WnKbDI+tkZlFY10+cctDqUSXFp/i1tX7gqTQw2sm52BscutNPUGZrr9H54qpHlM9NIjPVpphY1QetnZ9Iz4B4VHIq2VzSSnhjD/KnhMbWMLzQx2MjQeW1CTUNHH8cutLN+dnhMqR6MVhU5iIoQPgzBUqkxhh0VjawpchARofNvXY0mBhtZnJNCclxUSLYzeD/TdZoYLDMlNoprZ6bxYXnoLYRV2dBJXXufjl8YI00MNhIZ4e5v/mF5Y8jNa/NBeQNpCdEsDJMZZIPVdbMzOHIu9KorvaUgbV8YG00MNrNudgbnWnuoCqF5bYwxfFjeyLrZmVrMt5i3Ki/Ueid9cKqBmY4E8tITrA7FFjQx2Mz1c9wn7vsnQ6e4f7Kug4aOPtbP1qs5qy3KSSE1ITqk2hl6BwbZVdXEDXO0mnKsfEoMIpIuIltEpNzzN22U/QaHrN62acj2AhEp9bz+Jc8yoOoK8tITKMpMZNup0EkMH55y/whpYrBeZISwdlYGH5Y3hEx15Z7qZnoHXNwwN8vqUGzD1xLD48BWY8xsYKvn8Uh6jDHLPLe7hmz/O+CHnte3AI/6GE9YuH5OFqVVTfQOhEZ/8w/KG5idNYVpKTrNdjC4bnYGde19lNd3Wh2KX7x/qoGYqAhW6cI8Y+ZrYrgbeM5z/zngnrG+UNxrNt4EvDKR14ezG+Zm0ud0hcSqbr0Dg+ypbtZuqkHE+3/xQYiUSredrKekIJ34GJ0GY6x8TQzZxpgLAJ6/o5XV4kSkTER2i4j3x98BtBpjvLPC1QI5PsYTFlYWpBMXHRES7Qyl1c30OV2sn6PVSMFiemo8s7Km8H4IJIaa5m4qG7outc2psbnqEFMReQeYOsJT3xrHcWYYY86LSCHwrogcBtpH2G/USk0ReQx4DGDGjBnjOHToiYuOZHWhIyRO3PdO1BMXHaHr7waZG+Zk8l+7ztDV57T1SHTvOaLtC+Nz1RKDMeYWY8yiEW6vAXUiMg3A87d+lPc47/lbBWwDrgEagVQR8X7rcoHzV4jjKWNMsTGmODNTs//1czKpbuziTJN9u60aY9h6oo61RRnERWsxP5jcND+L/kGX7QdTvn+qgZzUeIoyE60OxVZ8rUraBDziuf8I8NrwHUQkTURiPfczgLXAMePu8vAecN+VXq9Gdr3nCsjOpYbKhk5qmnu4cZ5ezQWbFfnpJMVG8e6JEa/1bKHf6WJnRSPXz83E3aSpxsrXxPAksEFEyoENnseISLGI/Myzz3ygTEQO4k4ETxpjjnme+wbwVRGpwN3m8LSP8YSNgoxEZjoSbN3O4P3R0cQQfKIjI1g/J4N3T9Tbtttq2ZlmuvoHdfzCBPhUeWiMaQJuHmF7GfAFz/2dwOJRXl8FrPQlhnB2/ZxMfllWS+/AoC2rYrYer2fe1CRyUrWbajC6aV42bxy+yNHz7SzKSbE6nHF7/6R7Gvc1Og3GuOnIZxu7cV4WPQODtlzEva1ngLIzLdykpYWgdcPcTESwbXXSluN1rCxIZ4qNG8+toonBxtYUOUiMieTtY3VWhzJuH5Y3MOgymhiCWMaUWJbkptoyMVQ2dFLV0MWG+dlWh2JLmhhsLDYqkuvnZrL1eB0ul73qgd89Xk9qQjTXzBhxFhUVJG6el8XB2lYabTbb6juei6VbFmhimAhNDDa3YUE29R19HDrXZnUoYzboMmw71cANczKJ1NlUg9pN87IwBrbZrJPDlmN1LJiWTG6azqY6EZoYbO7GuVlERghbjl20OpQxO1DTSnNXv/ZGsoGF05PJSorl3RP2qa5s7Oxj39kWNmhpYcI0MdhcakIMK/LT2GKjdoa3j14kKkK4YY4mhmAnItw8P5ttJxtsM2nju8frMQZNDD7QxBACNiyYyqm6TluMgjbG8OaRi6yZlUFKQrTV4agxuH3RVLr7B20zqd7bx+rISY3X1QB9oIkhBNzquTKyQ6nh2IV2zjZ3c/uikabfUsFodZGDlPho3joS/NWVPf2DbK9o4Jb5WTra2QeaGEJAXnoC86Ym2SIxvHXkIhHy+2Smgl90ZAS3zM9my/E6+p0uq8O5ou0VjfQOuNiwQC88fKGJIURsWJDN3tPNNHf1Wx3KFb155CIrC9JxTIm1OhQ1DrcvmkpHr5OdlcE9qd7bRy+SFBvFyoJ0q0OxNU0MIWLjoqm4DEFd3K+o76CivpPbF02zOhQ1TutmZ5AYExnU369+p4vNRy9yy4JsYqL0p80X+q8XIhZMS6YwM5HfHhx15nLLvXnY/aNy20It5ttNXHQkN83P5u1jdTgHg7M66cPyBtp7ndy1dLrVodieJoYQISLcuWQ6u6ubqG/vtTqcEb155CLXzkhlakqc1aGoCbh90VSau/rZc7rZ6lBG9NuD50lNiGatTprnM00MIeTOpdMwBn53+ILVoXzM2aZujl1o12okG7thbiZx0RFBWZ3U0z/IlmN13L5oqlYj+YH+C4aQWVlJzJ+WHJTVSa8fdse0Ubup2lZCTBQ3zMnijcMXg6466b2T9XT1D3LnEq1G8gdNDCHmzqXT2H+2lZrmbqtDucQYw6/3n2NFfhp56Tp3jZ3dc00OjZ19bA+yJT9/e/A8GVNiKdG1w/3Cp8QgIukiskVEyj1/PzZVpojcKCIHhtx6ReQez3PPikj1kOeW+RKP4tIVUzBVJx0+10ZFfSefujbX6lCUj26cl0lqQjS/3n/O6lAu6egd4N0T9dyxZJpOyugnvpYYHge2GmNmA1s9jy9jjHnPGLPMGLMMuAnoBt4esstfe583xhzwMZ6wl5eewLK81KCqTvrVvlpioiL4xGJtX7C72KhI7lwync1HL9LeO2B1OAC8c7yOPqeLO5fq98tffE0MdwPPee4/B9xzlf3vA940xgRPPUcIumvpdI6eb6eivsPqUOh3uth08DwbFmSTEq9zI4WCe5fn0ud08WaQlEpfO3CenNR4rtW1PfzG18SQbYy5AOD5e7XpMh8AXhi27fsickhEfigiow6HFZHHRKRMRMoaGuwxmZdV7lw6nagI4aW9NVaHwraT9bR0D3DvtTlWh6L8ZGluCoWZifwqCKqTzrf28MGpBv7gmhydG8mPrpoYROQdETkywu3u8RxIRKYBi4HNQzZ/E5gHrADSgW+M9npjzFPGmGJjTHFmZuZ4Dh12MpNi2bAgm1/tP0ef09qpkn+9/xwZU2JYP1v/z0KFiHDvtbnsqW62vJPDy2U1GODTK/IsjSPUXDUxGGNuMcYsGuH2GlDn+cH3/vBfaXHYPwReNcZcqpg0xlwwbn3AM8BK3z6O8npw5Qyau/p5+6h1E+u1dvez9UQddy3NITpSO8CFknuucZcAX/3IulLDoMvw0t4a1s/O1N5ufubr2boJeMRz/xHgtSvs+yDDqpGGJBXB3T5xxMd4lMe6WRnkpsXzwp6zlsWw6eB5BgYN9y7XaqRQk5Maz+pCB7/aX2vZeuPvn6rnQlsvD2ppwe98TQxPAhtEpBzY4HmMiBSLyM+8O4lIPpAHvD/s9c+LyGHgMJABfM/HeJRHRITwwIo8dlY2cbox8Av4uFyG53aeZnFOCgum6YIpoeiBlXmcaermfYsW8HlhTw0ZU2K5Radw9zufEoMxpskYc7MxZrbnb7Nne5kx5gtD9jttjMkxxriGvf4mY8xiT9XUw8aYTl/iUZe7vziPyAjhRQsaobdXNFLZ0MXn1+Zro2CI+sTiaWQnx/LMztMBP3Zdey/vnqjnvuW5Wk05CfRfNIRlJ8dx07wsXtlXE/AFVp7ZUU3GlFg+uUT7loeq6MgIHi6ZyQenGqioD+w13S/Lahh0GR7QaqRJoYkhxD20cgaNnf28eSRwfc6rGjp572QDnymZQWxUZMCOqwLvoZIZxERF8OzO6oAdc2DQxf+UnmVNkYP8jMSAHTecaGIIcdfPyWRW1hR+uq0SYwLTSPhfu84QHSl8ZtWMgBxPWccxJZa7l07nV/vO0dYTmJHQv/noHOfbevnidYUBOV440sQQ4iIihD+5oYgTFzt498SVehP7R3vvAL8sq+HOJdPJStJ1F8LB59bm0zMwyMsBaMsadBl++n4lC6Ylc8McHRszWTQxhIE7l04nNy2eH79XMemlhpf31tDVP8jn1xZM6nFU8Fg4PYWVBek8u/M0A5M8HfdbRy5S1dDFn944Szs1TCJNDGEgOjKCL11fxEdnW9lV1TRpx+nsc/LTbZWsLnSwODdl0o6jgs+Xry/kXGvPpE7DYozhJ+9VUJiRqOt6TDJNDGHi/uW5ZCbF8m/vVU7aMX72YRVNXf184/Z5k3YMFZxunJvFivw0/nlrOd39zkk5xrZTDRy70M6XbyjS6bUnmSaGMBEXHckX1xewvaKRfWda/P7+jZ19/OcHVWxcOJVleal+f38V3ESEx2+fR0NHH8/sOO339zfG8ON3K5ieEsc9y3Qk/WTTxBBGHiqZSVZSLN/ddJRBP09j8ON3K+gZGORrt8316/sq+1g+M51b5mfz79sqaenq9+t7/+bAOfadaeErN83WNZ0DQP+Fw8iU2Cj+zx0LOHyujf8pPeO3961p7ub50jP8YXEes7Km+O19lf18feNcuvqd/Nu2Cr+9Z1vPAN//3XGW5qXqgLYA0cQQZu5cMo21sxz8YPNJ6jt6fX4/Ywzf+90xIkT4y1vm+CFCZWdzspP41LW5PLfrjN8WivqHzSdp7urn+/csIkLbFgJCE0OYERH+5u5F9A24+P/eOOHz+720t4bNR+v4X7fOYWqKjltQ7lJDUmwUf/bCAZ/XAzlU28ovSs/w2dX5LMrRnm6BookhDBVmTuFL1xfy6kfnfJoZs6K+k//3t8dYNyuDL6zTUajKLSspjh/ct4TjF9r5wVsnJ/w+vQOD/O9XD5MxJZav3qql0UDSxBCm/vTGWczNTuIr/7OfU3XjL/L3OQf5ixc/Ii46gn/8w6VaxFeXuXl+No+snsnT26vZdnL8I+5dLsPXfnmQI+fa+d49i0iO0/XCA0kTQ5iKi47k559fQVx0JJ9/Zi/17WNvb3C5DN/ddIyj59v5wX1LyU7WKiT1cd/8xHzmZifxtV8epHqca4L8YPNJXj90gcdvn8dtC3UwW6D5lBhE5H4ROSoiLhEpvsJ+G0XkpIhUiMjjQ7YXiEipiJSLyEsiEuNLPGp8clLjeeZzK2jp7uePn9tLV9/VByb1OQf5i5cO8MKes3z5+iI26CIpahRx0ZH860PX4DJw7093crCmdUyve770DP/+fiUPlczgSzpRniV8LTEcAT4FfDDaDiISCfwEuB1YADwoIgs8T/8d8ENjzGygBXjUx3jUOC3KSeEnD13LsfPt3Pnj7eypbh51347eAf742b389uB5Hr99Ht/YqGMW1JXNyU7ilS+vJiEmkgee2n3FaqWO3gG+9ephvvXqEW6cm8kTdy3U+ZAsIv6YVE1EtgFfM8aUjfDcauC7xpjbPI+/6XnqSaABmGqMcQ7f70qKi4tNWdnHDqV8sL28kcd/fYjalh4+UzKDz68tIDctnrjoSGqau3m5rIZfltXS2NnH3927hHuX51odsrKR+o5ePvfzvZys6+DmeVl8ekUe18/JJDJCaOjoo+xMC3/z+jHq2nv5/NoCvnbrXOJjdC0PfxORfcaYUWt3vKICEEsOMHRmrVqgBHAArcYY55DtOtbdIutmZ/D2X13HP759imd2VPN86VkAMpNiaejoI0LgujmZ/D/XL6Ok0GFxtMpuspLieOlLq/jxexX8al8tbx+rIyU+mj7nIL0D7hlZ52Yn8dOHl+uUKkHgqolBRN4BRmr9+ZYx5rUxHGOksqC5wvbR4ngMeAxgxgxdAGYyJMRE8X/vWMCDK2dw+FwrZ5t6qG3pJi89gfuW5zI9Nd7qEJWNJcVF883b5/O1W+ey9Xg9W4+7k8MMRwIz0hNYU5Sh010EiasmBmPMLT4eoxYYOo49FzgPNAKpIhLlKTV4t48Wx1PAU+CuSvIxJnUFs7Km6NQWatJER0awcdFUnTo7iAUiPe8FZnt6IMUADwCbjLtx4z3gPs9+jwBjKYEopZSaRL52V/0DEakFVgO/E5HNnu3TReQNAE9p4CvAZuA48LIx5qjnLb4BfFVEKnC3OTztSzxKKaV855deSYGmvZKUUmr8xtorSVt6lFJKXUYTg1JKqctoYlBKKXUZTQxKKaUuo4lBKaXUZWzZK0lEGoCJLlqcgXtwnV3ZPX6w/2ewe/xg/89g9/jBms8w0xiTebWdbJkYfCEiZWPprhWs7B4/2P8z2D1+sP9nsHv8ENyfQauSlFJKXUYTg1JKqcuEY2J4yuoAfGT3+MH+n8Hu8YP9P4Pd44cg/gxh18aglFLqysKxxKCUUuoKwioxiMhGETkpIhUi8rjV8YyHiOSJyHsiclxEjorIX1gd00SISKSIfCQir1sdy0SISKqIvCIiJzz/F6utjmk8ROSvPN+fIyLygojEWR3T1YjIz0WkXkSODNmWLiJbRKTc8zfNyhivZJT4/97zHTokIq+KSFAtWxc2iUFEIoGfALcDC4AHRWSBtVGNixP4X8aY+cAq4E9tFr/XX+Ceft2u/hl4yxgzD1iKjT6LiOQAfw4UG2MWAZG410cJds8CG4dtexzYaoyZDWz1PA5Wz/Lx+LcAi4wxS4BTwDcDHdSVhE1iAFYCFcaYKmNMP/AicLfFMY2ZMeaCMWa/534H7h8kW62RLSK5wCeBn1kdy0SISDJwHZ51Q4wx/caYVmujGrcoIF5EooAErrBqYrAwxnwANA/bfDfwnOf+c8A9AQ1qHEaK3xjz9pD17nfjXsEyaIRTYsgBaoY8rsVmP6xeIpIPXAOUWhvJuP0I+DrgsjqQCSoEGoBnPNVhPxORRKuDGitjzDngH4CzwAWgzRjztrVRTVi2MeYCuC+agCyL4/HFHwNvWh3EUOGUGGSEbbbrkiUiU4BfAX9pjGm3Op6xEpE7gHpjzD6rY/FBFHAt8FNjzDVAF8FdhXEZTz383UABMB1IFJGHrY0qvInIt3BXEz9vdSxDhVNiqAXyhjzOxQbF6KFEJBp3UnjeGPNrq+MZp7XAXSJyGnc13k0i8gtrQxq3WqDWGOMtqb2CO1HYxS1AtTGmwRgzAPwaWGNxTBNVJyLTADx/6y2OZ9xE5BHgDuAzJsjGDYRTYtgLzBaRAhGJwd3otsnimMZMRAR33fZxY8w/WR3PeBljvmmMyTXG5OP+t3/XGGOrq1VjzEWgRkTmejbdDByzMKTxOgusEpEEz/fpZmzUeD7MJuARz/1HgNcsjGXcRGQj7jXv7zLGdFsdz3Bhkxg8DT1fATbjPhleNsYctTaqcVkL/BHuK+0DntsnrA4qDP0Z8LyIHAKWAX9rcTxj5inpvALsBw7jPv+DdvStl4i8AOwC5opIrYg8CjwJbBCRcmCD53FQGiX+HwNJwBbPufzvlgY5jI58VkopdZmwKTEopZQaG00MSimlLqOJQSml1GU0MSillLqMJgallFKX0cSglFLqMpoYlFJKXUYTg1JKqcv8/6aHUG+MNfmeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\n",
    "#\n",
    "import matplotlib.pyplot as plt\n",
    "#\n",
    "#"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reshape & Resize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5, 5)"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2, 2, 0, 2, 0, 1, 1, 2, 1, 2, 0, 2, 0, 2, 2, 1, 0, 0, 2, 1, 0, 1,\n",
       "        1, 0, 0]])"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix.reshape(1,25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2, 2, 0, 2, 0, 1, 1, 2, 1, 2, 0, 2, 0, 2, 2, 1, 0, 0, 2, 1, 0, 1,\n",
       "        1, 0, 0]])"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_matrix.resize(1,25)\n",
    "np_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matrix Replication (Tile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 2, 1, 2, 1, 2, 1, 2],\n",
       "       [3, 4, 3, 4, 3, 4, 3, 4]])"
      ]
     },
     "execution_count": 259,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_tile = np.array([[1,2],[3,4]])\n",
    "np.tile(np_tile,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 2],\n",
       "       [3, 4],\n",
       "       [1, 2],\n",
       "       [3, 4],\n",
       "       [1, 2],\n",
       "       [3, 4],\n",
       "       [1, 2],\n",
       "       [3, 4]])"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.tile(np_tile,(4,1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ex. 4 Extract all the numbers divisible by 3 from np_test. Note: Please use only 1 line command"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "np_test= np.arange(25).reshape(5,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  3,  6,  9, 12, 15, 18, 21, 24])"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ex. 5 Change diagonal element of np_test to 0. Note: Please use only 1 line command (Google it!!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "np_test= np.arange(25).reshape(5,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3,  4],\n",
       "       [ 5,  0,  7,  8,  9],\n",
       "       [10, 11,  0, 13, 14],\n",
       "       [15, 16, 17,  0, 19],\n",
       "       [20, 21, 22, 23,  0]])"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load Data from CSV file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [],
   "source": [
    "titanics = np.genfromtxt('titanic.txt',delimiter='\\t',missing_values = None,dtype=str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['Passenger Class', 'Name', 'Sex', ..., 'Port of Embarkation',\n",
       "        'Life Boat', 'Survived'],\n",
       "       ['First', '\"Allen, Miss. Elisabeth Walton\"', 'Female', ...,\n",
       "        'Southampton', '2', 'Yes'],\n",
       "       ['First', '\"Allison, Master. Hudson Trevor\"', 'Male', ...,\n",
       "        'Southampton', '11', 'Yes'],\n",
       "       ...,\n",
       "       ['Third', '\"Zakarian, Mr. Mapriededer\"', 'Male', ..., 'Cherbourg',\n",
       "        '', 'No'],\n",
       "       ['Third', '\"Zakarian, Mr. Ortin\"', 'Male', ..., 'Cherbourg', '',\n",
       "        'No'],\n",
       "       ['Third', '\"Zimmerman, Mr. Leo\"', 'Male', ..., 'Southampton', '',\n",
       "        'No']], dtype='<U84')"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Passenger Class', 'Name', 'Sex', 'Age',\n",
       "       'No of Siblings or Spouses on Board',\n",
       "       'No of Parents or Children on Board', 'Ticket Number',\n",
       "       'Passenger Fare', 'Cabin', 'Port of Embarkation', 'Life Boat',\n",
       "       'Survived'], dtype='<U84')"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanics[0,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [],
   "source": [
    "titanics = np.delete(titanics,[1,6,7,8,9,10],1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Passenger Class', 'Sex', 'Age',\n",
       "       'No of Siblings or Spouses on Board',\n",
       "       'No of Parents or Children on Board', 'Survived'], dtype='<U84')"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanics[0,:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0\n"
     ]
    }
   ],
   "source": [
    "rows, cols = np.where(titanics == None)\n",
    "print(str(len(np.unique(rows)))+\" \"+str(len(np.unique(cols))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "263 1\n"
     ]
    }
   ],
   "source": [
    "rows, cols = np.where(titanics == '')\n",
    "print(str(len(np.unique(rows)))+\" \"+str(len(np.unique(cols))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2], dtype=int64)"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Passenger Class', 'Sex', 'No of Siblings or Spouses on Board',\n",
       "       'No of Parents or Children on Board', 'Survived'], dtype='<U84')"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanics = np.delete(titanics,2,1)\n",
    "titanics[0,:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Exploration of Passenger Class using bar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [],
   "source": [
    "header = titanics[0,:]; titanics = np.delete(titanics,0,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['First', 'Second', 'Third'], dtype='<U84')"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "passenger_class = np.unique(titanics[:,0])\n",
    "passenger_class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[323, 277, 709]"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "passenger_class_value = [sum(titanics[:,0]==passenger_class[0]),\n",
    "                         sum(titanics[:,0]==passenger_class[1]),\n",
    "                         sum(titanics[:,0]==passenger_class[2]) ]\n",
    "passenger_class_value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 3 artists>"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(passenger_class, passenger_class_value)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ex. 6 Exploration of Sex and Survived using Bar Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\n",
    "#\n",
    "#\n",
    "#"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "String to Numerical and Label Encoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['0.0', '0.0', '0.0', '0.0', '1.0'],\n",
       "       ['0.0', '1.0', '1.0', '2.0', '1.0'],\n",
       "       ['0.0', '0.0', '1.0', '2.0', '0.0'],\n",
       "       ...,\n",
       "       ['2.0', '1.0', '0.0', '0.0', '0.0'],\n",
       "       ['2.0', '1.0', '0.0', '0.0', '0.0'],\n",
       "       ['2.0', '1.0', '0.0', '0.0', '0.0']], dtype='<U32')"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanics[titanics == passenger_class[0]] = 0\n",
    "titanics[titanics == passenger_class[1]] = 1\n",
    "titanics[titanics == passenger_class[2]] = 2\n",
    "titanics[titanics == sex[0]] = 0\n",
    "titanics[titanics == sex[1]] = 1\n",
    "titanics[titanics == survived[0]] = 0\n",
    "titanics[titanics == survived[1]] = 1\n",
    "titanics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanics = titanics.astype('float')\n",
    "titanics.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1309, 4)"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = titanics[:,-1]\n",
    "x = np.delete(titanics,-1,1)\n",
    "x.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ex.7 Min-Max Normalization ( x - min ) / (max - min)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {},
   "outputs": [],
   "source": [
    "#x_norm = "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.        , 0.        , 0.        , 0.        ],\n",
       "       [0.        , 1.        , 0.125     , 0.22222222],\n",
       "       [0.        , 0.        , 0.125     , 0.22222222],\n",
       "       ...,\n",
       "       [1.        , 1.        , 0.        , 0.        ],\n",
       "       [1.        , 1.        , 0.        , 0.        ],\n",
       "       [1.        , 1.        , 0.        , 0.        ]])"
      ]
     },
     "execution_count": 258,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_norm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ex.8 Train Test separation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [],
   "source": [
    "#\n",
    "#\n",
    "#\n",
    "#\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of class 0 = 809.0 and class 1 = 500.0\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of class 0 = \"+str(len(y) - sum(y))+\" and class 1 = \"+ str(sum(y)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Passenger Class</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>No of Siblings or Spouses on Board</th>\n",
       "      <th>No of Parents or Children on Board</th>\n",
       "      <th>Ticket Number</th>\n",
       "      <th>Passenger Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Port of Embarkation</th>\n",
       "      <th>Life Boat</th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>First</td>\n",
       "      <td>Allen, Miss. Elisabeth Walton</td>\n",
       "      <td>Female</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24160</td>\n",
       "      <td>211.3375</td>\n",
       "      <td>B5</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>First</td>\n",
       "      <td>Allison, Master. Hudson Trevor</td>\n",
       "      <td>Male</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>11</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>First</td>\n",
       "      <td>Allison, Miss. Helen Loraine</td>\n",
       "      <td>Female</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>First</td>\n",
       "      <td>Allison, Mr. Hudson Joshua Creighton</td>\n",
       "      <td>Male</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>First</td>\n",
       "      <td>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</td>\n",
       "      <td>Female</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>113781</td>\n",
       "      <td>151.5500</td>\n",
       "      <td>C22 C26</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>First</td>\n",
       "      <td>Anderson, Mr. Harry</td>\n",
       "      <td>Male</td>\n",
       "      <td>48.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19952</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>E12</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>First</td>\n",
       "      <td>Andrews, Miss. Kornelia Theodosia</td>\n",
       "      <td>Female</td>\n",
       "      <td>63.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13502</td>\n",
       "      <td>77.9583</td>\n",
       "      <td>D7</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>10</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>First</td>\n",
       "      <td>Andrews, Mr. Thomas Jr</td>\n",
       "      <td>Male</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>112050</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>A36</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>First</td>\n",
       "      <td>Appleton, Mrs. Edward Dale (Charlotte Lamson)</td>\n",
       "      <td>Female</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11769</td>\n",
       "      <td>51.4792</td>\n",
       "      <td>C101</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>D</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>First</td>\n",
       "      <td>Artagaveytia, Mr. Ramon</td>\n",
       "      <td>Male</td>\n",
       "      <td>71.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17609</td>\n",
       "      <td>49.5042</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>First</td>\n",
       "      <td>Astor, Col. John Jacob</td>\n",
       "      <td>Male</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>First</td>\n",
       "      <td>Astor, Mrs. John Jacob (Madeleine Talmadge Force)</td>\n",
       "      <td>Female</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>C62 C64</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>First</td>\n",
       "      <td>Aubart, Mme. Leontine Pauline</td>\n",
       "      <td>Female</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17477</td>\n",
       "      <td>69.3000</td>\n",
       "      <td>B35</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>9</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>First</td>\n",
       "      <td>Barber, Miss. Ellen 'Nellie'</td>\n",
       "      <td>Female</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19877</td>\n",
       "      <td>78.8500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>6</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>First</td>\n",
       "      <td>Barkworth, Mr. Algernon Henry Wilson</td>\n",
       "      <td>Male</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27042</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>A23</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>B</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>First</td>\n",
       "      <td>Baumann, Mr. John D</td>\n",
       "      <td>Male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17318</td>\n",
       "      <td>25.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>First</td>\n",
       "      <td>Baxter, Mr. Quigg Edmond</td>\n",
       "      <td>Male</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>First</td>\n",
       "      <td>Baxter, Mrs. James (Helene DeLaudeniere Chaput)</td>\n",
       "      <td>Female</td>\n",
       "      <td>50.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>PC 17558</td>\n",
       "      <td>247.5208</td>\n",
       "      <td>B58 B60</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>6</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>First</td>\n",
       "      <td>Bazzani, Miss. Albina</td>\n",
       "      <td>Female</td>\n",
       "      <td>32.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11813</td>\n",
       "      <td>76.2917</td>\n",
       "      <td>D15</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>8</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>First</td>\n",
       "      <td>Beattie, Mr. Thomson</td>\n",
       "      <td>Male</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13050</td>\n",
       "      <td>75.2417</td>\n",
       "      <td>C6</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>A</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>First</td>\n",
       "      <td>Beckwith, Mr. Richard Leonard</td>\n",
       "      <td>Male</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>First</td>\n",
       "      <td>Beckwith, Mrs. Richard Leonard (Sallie Monypeny)</td>\n",
       "      <td>Female</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11751</td>\n",
       "      <td>52.5542</td>\n",
       "      <td>D35</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>First</td>\n",
       "      <td>Behr, Mr. Karl Howell</td>\n",
       "      <td>Male</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111369</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>C148</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>5</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>First</td>\n",
       "      <td>Bidois, Miss. Rosalie</td>\n",
       "      <td>Female</td>\n",
       "      <td>42.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17757</td>\n",
       "      <td>227.5250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>First</td>\n",
       "      <td>Bird, Miss. Ellen</td>\n",
       "      <td>Female</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17483</td>\n",
       "      <td>221.7792</td>\n",
       "      <td>C97</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>8</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>First</td>\n",
       "      <td>Birnbaum, Mr. Jakob</td>\n",
       "      <td>Male</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13905</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>First</td>\n",
       "      <td>Bishop, Mr. Dickinson H</td>\n",
       "      <td>Male</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>7</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>First</td>\n",
       "      <td>Bishop, Mrs. Dickinson H (Helen Walton)</td>\n",
       "      <td>Female</td>\n",
       "      <td>19.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11967</td>\n",
       "      <td>91.0792</td>\n",
       "      <td>B49</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>7</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>First</td>\n",
       "      <td>Bissette, Miss. Amelia</td>\n",
       "      <td>Female</td>\n",
       "      <td>35.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17760</td>\n",
       "      <td>135.6333</td>\n",
       "      <td>C99</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>8</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>First</td>\n",
       "      <td>Bjornstrom-Steffansson, Mr. Mauritz Hakan</td>\n",
       "      <td>Male</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110564</td>\n",
       "      <td>26.5500</td>\n",
       "      <td>C52</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>D</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>Third</td>\n",
       "      <td>Vestrom, Miss. Hulda Amanda Adolfina</td>\n",
       "      <td>Female</td>\n",
       "      <td>14.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>350406</td>\n",
       "      <td>7.8542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>Third</td>\n",
       "      <td>Vovk, Mr. Janko</td>\n",
       "      <td>Male</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349252</td>\n",
       "      <td>7.8958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>Third</td>\n",
       "      <td>Waelens, Mr. Achille</td>\n",
       "      <td>Male</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345767</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>Third</td>\n",
       "      <td>Ware, Mr. Frederick</td>\n",
       "      <td>Male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>359309</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>Third</td>\n",
       "      <td>Warren, Mr. Charles William</td>\n",
       "      <td>Male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C.A. 49867</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>Third</td>\n",
       "      <td>Webber, Mr. James</td>\n",
       "      <td>Male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101316</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>Third</td>\n",
       "      <td>Wenzel, Mr. Linhart</td>\n",
       "      <td>Male</td>\n",
       "      <td>32.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345775</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>Third</td>\n",
       "      <td>Whabee, Mrs. George Joseph (Shawneene Abi-Saab)</td>\n",
       "      <td>Female</td>\n",
       "      <td>38.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2688</td>\n",
       "      <td>7.2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>C</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>Third</td>\n",
       "      <td>Widegren, Mr. Carl/Charles Peter</td>\n",
       "      <td>Male</td>\n",
       "      <td>51.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>347064</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>Third</td>\n",
       "      <td>Wiklund, Mr. Jakob Alfred</td>\n",
       "      <td>Male</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101267</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>Third</td>\n",
       "      <td>Wiklund, Mr. Karl Johan</td>\n",
       "      <td>Male</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3101266</td>\n",
       "      <td>6.4958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>Third</td>\n",
       "      <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
       "      <td>Female</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>363272</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>Third</td>\n",
       "      <td>Willer, Mr. Aaron ('Abi Weller')</td>\n",
       "      <td>Male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3410</td>\n",
       "      <td>8.7125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>Third</td>\n",
       "      <td>Willey, Mr. Edward</td>\n",
       "      <td>Male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>S.O./P.P. 751</td>\n",
       "      <td>7.5500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>Third</td>\n",
       "      <td>Williams, Mr. Howard Hugh 'Harry'</td>\n",
       "      <td>Male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 2466</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>Third</td>\n",
       "      <td>Williams, Mr. Leslie</td>\n",
       "      <td>Male</td>\n",
       "      <td>28.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54636</td>\n",
       "      <td>16.1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>Third</td>\n",
       "      <td>Windelov, Mr. Einar</td>\n",
       "      <td>Male</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SOTON/OQ 3101317</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>Third</td>\n",
       "      <td>Wirz, Mr. Albert</td>\n",
       "      <td>Male</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315154</td>\n",
       "      <td>8.6625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>Third</td>\n",
       "      <td>Wiseman, Mr. Phillippe</td>\n",
       "      <td>Male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A/4. 34244</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>Third</td>\n",
       "      <td>Wittevrongel, Mr. Camille</td>\n",
       "      <td>Male</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>345771</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>Third</td>\n",
       "      <td>Yasbeck, Mr. Antoni</td>\n",
       "      <td>Male</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>C</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>Third</td>\n",
       "      <td>Yasbeck, Mrs. Antoni (Selini Alexander)</td>\n",
       "      <td>Female</td>\n",
       "      <td>15.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2659</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>Third</td>\n",
       "      <td>Youseff, Mr. Gerious</td>\n",
       "      <td>Male</td>\n",
       "      <td>45.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2628</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>Third</td>\n",
       "      <td>Yousif, Mr. Wazli</td>\n",
       "      <td>Male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2647</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>Third</td>\n",
       "      <td>Yousseff, Mr. Gerious</td>\n",
       "      <td>Male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2627</td>\n",
       "      <td>14.4583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>Third</td>\n",
       "      <td>Zabour, Miss. Hileni</td>\n",
       "      <td>Female</td>\n",
       "      <td>14.5000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>Third</td>\n",
       "      <td>Zabour, Miss. Thamine</td>\n",
       "      <td>Female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>14.4542</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>Third</td>\n",
       "      <td>Zakarian, Mr. Mapriededer</td>\n",
       "      <td>Male</td>\n",
       "      <td>26.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2656</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>Third</td>\n",
       "      <td>Zakarian, Mr. Ortin</td>\n",
       "      <td>Male</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2670</td>\n",
       "      <td>7.2250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>Third</td>\n",
       "      <td>Zimmerman, Mr. Leo</td>\n",
       "      <td>Male</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315082</td>\n",
       "      <td>7.8750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1309 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Passenger Class                                               Name  \\\n",
       "0              First                      Allen, Miss. Elisabeth Walton   \n",
       "1              First                     Allison, Master. Hudson Trevor   \n",
       "2              First                       Allison, Miss. Helen Loraine   \n",
       "3              First               Allison, Mr. Hudson Joshua Creighton   \n",
       "4              First    Allison, Mrs. Hudson J C (Bessie Waldo Daniels)   \n",
       "5              First                                Anderson, Mr. Harry   \n",
       "6              First                  Andrews, Miss. Kornelia Theodosia   \n",
       "7              First                             Andrews, Mr. Thomas Jr   \n",
       "8              First      Appleton, Mrs. Edward Dale (Charlotte Lamson)   \n",
       "9              First                            Artagaveytia, Mr. Ramon   \n",
       "10             First                             Astor, Col. John Jacob   \n",
       "11             First  Astor, Mrs. John Jacob (Madeleine Talmadge Force)   \n",
       "12             First                      Aubart, Mme. Leontine Pauline   \n",
       "13             First                       Barber, Miss. Ellen 'Nellie'   \n",
       "14             First               Barkworth, Mr. Algernon Henry Wilson   \n",
       "15             First                                Baumann, Mr. John D   \n",
       "16             First                           Baxter, Mr. Quigg Edmond   \n",
       "17             First    Baxter, Mrs. James (Helene DeLaudeniere Chaput)   \n",
       "18             First                              Bazzani, Miss. Albina   \n",
       "19             First                               Beattie, Mr. Thomson   \n",
       "20             First                      Beckwith, Mr. Richard Leonard   \n",
       "21             First   Beckwith, Mrs. Richard Leonard (Sallie Monypeny)   \n",
       "22             First                              Behr, Mr. Karl Howell   \n",
       "23             First                              Bidois, Miss. Rosalie   \n",
       "24             First                                  Bird, Miss. Ellen   \n",
       "25             First                                Birnbaum, Mr. Jakob   \n",
       "26             First                            Bishop, Mr. Dickinson H   \n",
       "27             First            Bishop, Mrs. Dickinson H (Helen Walton)   \n",
       "28             First                             Bissette, Miss. Amelia   \n",
       "29             First          Bjornstrom-Steffansson, Mr. Mauritz Hakan   \n",
       "...              ...                                                ...   \n",
       "1279           Third               Vestrom, Miss. Hulda Amanda Adolfina   \n",
       "1280           Third                                    Vovk, Mr. Janko   \n",
       "1281           Third                               Waelens, Mr. Achille   \n",
       "1282           Third                                Ware, Mr. Frederick   \n",
       "1283           Third                        Warren, Mr. Charles William   \n",
       "1284           Third                                  Webber, Mr. James   \n",
       "1285           Third                                Wenzel, Mr. Linhart   \n",
       "1286           Third    Whabee, Mrs. George Joseph (Shawneene Abi-Saab)   \n",
       "1287           Third                   Widegren, Mr. Carl/Charles Peter   \n",
       "1288           Third                          Wiklund, Mr. Jakob Alfred   \n",
       "1289           Third                            Wiklund, Mr. Karl Johan   \n",
       "1290           Third                   Wilkes, Mrs. James (Ellen Needs)   \n",
       "1291           Third                   Willer, Mr. Aaron ('Abi Weller')   \n",
       "1292           Third                                 Willey, Mr. Edward   \n",
       "1293           Third                  Williams, Mr. Howard Hugh 'Harry'   \n",
       "1294           Third                               Williams, Mr. Leslie   \n",
       "1295           Third                                Windelov, Mr. Einar   \n",
       "1296           Third                                   Wirz, Mr. Albert   \n",
       "1297           Third                             Wiseman, Mr. Phillippe   \n",
       "1298           Third                          Wittevrongel, Mr. Camille   \n",
       "1299           Third                                Yasbeck, Mr. Antoni   \n",
       "1300           Third            Yasbeck, Mrs. Antoni (Selini Alexander)   \n",
       "1301           Third                               Youseff, Mr. Gerious   \n",
       "1302           Third                                  Yousif, Mr. Wazli   \n",
       "1303           Third                              Yousseff, Mr. Gerious   \n",
       "1304           Third                               Zabour, Miss. Hileni   \n",
       "1305           Third                              Zabour, Miss. Thamine   \n",
       "1306           Third                          Zakarian, Mr. Mapriededer   \n",
       "1307           Third                                Zakarian, Mr. Ortin   \n",
       "1308           Third                                 Zimmerman, Mr. Leo   \n",
       "\n",
       "         Sex      Age  No of Siblings or Spouses on Board  \\\n",
       "0     Female  29.0000                                   0   \n",
       "1       Male   0.9167                                   1   \n",
       "2     Female   2.0000                                   1   \n",
       "3       Male  30.0000                                   1   \n",
       "4     Female  25.0000                                   1   \n",
       "5       Male  48.0000                                   0   \n",
       "6     Female  63.0000                                   1   \n",
       "7       Male  39.0000                                   0   \n",
       "8     Female  53.0000                                   2   \n",
       "9       Male  71.0000                                   0   \n",
       "10      Male  47.0000                                   1   \n",
       "11    Female  18.0000                                   1   \n",
       "12    Female  24.0000                                   0   \n",
       "13    Female  26.0000                                   0   \n",
       "14      Male  80.0000                                   0   \n",
       "15      Male      NaN                                   0   \n",
       "16      Male  24.0000                                   0   \n",
       "17    Female  50.0000                                   0   \n",
       "18    Female  32.0000                                   0   \n",
       "19      Male  36.0000                                   0   \n",
       "20      Male  37.0000                                   1   \n",
       "21    Female  47.0000                                   1   \n",
       "22      Male  26.0000                                   0   \n",
       "23    Female  42.0000                                   0   \n",
       "24    Female  29.0000                                   0   \n",
       "25      Male  25.0000                                   0   \n",
       "26      Male  25.0000                                   1   \n",
       "27    Female  19.0000                                   1   \n",
       "28    Female  35.0000                                   0   \n",
       "29      Male  28.0000                                   0   \n",
       "...      ...      ...                                 ...   \n",
       "1279  Female  14.0000                                   0   \n",
       "1280    Male  22.0000                                   0   \n",
       "1281    Male  22.0000                                   0   \n",
       "1282    Male      NaN                                   0   \n",
       "1283    Male      NaN                                   0   \n",
       "1284    Male      NaN                                   0   \n",
       "1285    Male  32.5000                                   0   \n",
       "1286  Female  38.0000                                   0   \n",
       "1287    Male  51.0000                                   0   \n",
       "1288    Male  18.0000                                   1   \n",
       "1289    Male  21.0000                                   1   \n",
       "1290  Female  47.0000                                   1   \n",
       "1291    Male      NaN                                   0   \n",
       "1292    Male      NaN                                   0   \n",
       "1293    Male      NaN                                   0   \n",
       "1294    Male  28.5000                                   0   \n",
       "1295    Male  21.0000                                   0   \n",
       "1296    Male  27.0000                                   0   \n",
       "1297    Male      NaN                                   0   \n",
       "1298    Male  36.0000                                   0   \n",
       "1299    Male  27.0000                                   1   \n",
       "1300  Female  15.0000                                   1   \n",
       "1301    Male  45.5000                                   0   \n",
       "1302    Male      NaN                                   0   \n",
       "1303    Male      NaN                                   0   \n",
       "1304  Female  14.5000                                   1   \n",
       "1305  Female      NaN                                   1   \n",
       "1306    Male  26.5000                                   0   \n",
       "1307    Male  27.0000                                   0   \n",
       "1308    Male  29.0000                                   0   \n",
       "\n",
       "      No of Parents or Children on Board     Ticket Number  Passenger Fare  \\\n",
       "0                                      0             24160        211.3375   \n",
       "1                                      2            113781        151.5500   \n",
       "2                                      2            113781        151.5500   \n",
       "3                                      2            113781        151.5500   \n",
       "4                                      2            113781        151.5500   \n",
       "5                                      0             19952         26.5500   \n",
       "6                                      0             13502         77.9583   \n",
       "7                                      0            112050          0.0000   \n",
       "8                                      0             11769         51.4792   \n",
       "9                                      0          PC 17609         49.5042   \n",
       "10                                     0          PC 17757        227.5250   \n",
       "11                                     0          PC 17757        227.5250   \n",
       "12                                     0          PC 17477         69.3000   \n",
       "13                                     0             19877         78.8500   \n",
       "14                                     0             27042         30.0000   \n",
       "15                                     0          PC 17318         25.9250   \n",
       "16                                     1          PC 17558        247.5208   \n",
       "17                                     1          PC 17558        247.5208   \n",
       "18                                     0             11813         76.2917   \n",
       "19                                     0             13050         75.2417   \n",
       "20                                     1             11751         52.5542   \n",
       "21                                     1             11751         52.5542   \n",
       "22                                     0            111369         30.0000   \n",
       "23                                     0          PC 17757        227.5250   \n",
       "24                                     0          PC 17483        221.7792   \n",
       "25                                     0             13905         26.0000   \n",
       "26                                     0             11967         91.0792   \n",
       "27                                     0             11967         91.0792   \n",
       "28                                     0          PC 17760        135.6333   \n",
       "29                                     0            110564         26.5500   \n",
       "...                                  ...               ...             ...   \n",
       "1279                                   0            350406          7.8542   \n",
       "1280                                   0            349252          7.8958   \n",
       "1281                                   0            345767          9.0000   \n",
       "1282                                   0            359309          8.0500   \n",
       "1283                                   0        C.A. 49867          7.5500   \n",
       "1284                                   0  SOTON/OQ 3101316          8.0500   \n",
       "1285                                   0            345775          9.5000   \n",
       "1286                                   0              2688          7.2292   \n",
       "1287                                   0            347064          7.7500   \n",
       "1288                                   0           3101267          6.4958   \n",
       "1289                                   0           3101266          6.4958   \n",
       "1290                                   0            363272          7.0000   \n",
       "1291                                   0              3410          8.7125   \n",
       "1292                                   0     S.O./P.P. 751          7.5500   \n",
       "1293                                   0          A/5 2466          8.0500   \n",
       "1294                                   0             54636         16.1000   \n",
       "1295                                   0  SOTON/OQ 3101317          7.2500   \n",
       "1296                                   0            315154          8.6625   \n",
       "1297                                   0        A/4. 34244          7.2500   \n",
       "1298                                   0            345771          9.5000   \n",
       "1299                                   0              2659         14.4542   \n",
       "1300                                   0              2659         14.4542   \n",
       "1301                                   0              2628          7.2250   \n",
       "1302                                   0              2647          7.2250   \n",
       "1303                                   0              2627         14.4583   \n",
       "1304                                   0              2665         14.4542   \n",
       "1305                                   0              2665         14.4542   \n",
       "1306                                   0              2656          7.2250   \n",
       "1307                                   0              2670          7.2250   \n",
       "1308                                   0            315082          7.8750   \n",
       "\n",
       "        Cabin Port of Embarkation Life Boat Survived  \n",
       "0          B5         Southampton         2      Yes  \n",
       "1     C22 C26         Southampton        11      Yes  \n",
       "2     C22 C26         Southampton       NaN       No  \n",
       "3     C22 C26         Southampton       NaN       No  \n",
       "4     C22 C26         Southampton       NaN       No  \n",
       "5         E12         Southampton         3      Yes  \n",
       "6          D7         Southampton        10      Yes  \n",
       "7         A36         Southampton       NaN       No  \n",
       "8        C101         Southampton         D      Yes  \n",
       "9         NaN           Cherbourg       NaN       No  \n",
       "10    C62 C64           Cherbourg       NaN       No  \n",
       "11    C62 C64           Cherbourg         4      Yes  \n",
       "12        B35           Cherbourg         9      Yes  \n",
       "13        NaN         Southampton         6      Yes  \n",
       "14        A23         Southampton         B      Yes  \n",
       "15        NaN         Southampton       NaN       No  \n",
       "16    B58 B60           Cherbourg       NaN       No  \n",
       "17    B58 B60           Cherbourg         6      Yes  \n",
       "18        D15           Cherbourg         8      Yes  \n",
       "19         C6           Cherbourg         A       No  \n",
       "20        D35         Southampton         5      Yes  \n",
       "21        D35         Southampton         5      Yes  \n",
       "22       C148           Cherbourg         5      Yes  \n",
       "23        NaN           Cherbourg         4      Yes  \n",
       "24        C97         Southampton         8      Yes  \n",
       "25        NaN           Cherbourg       NaN       No  \n",
       "26        B49           Cherbourg         7      Yes  \n",
       "27        B49           Cherbourg         7      Yes  \n",
       "28        C99         Southampton         8      Yes  \n",
       "29        C52         Southampton         D      Yes  \n",
       "...       ...                 ...       ...      ...  \n",
       "1279      NaN         Southampton       NaN       No  \n",
       "1280      NaN         Southampton       NaN       No  \n",
       "1281      NaN         Southampton       NaN       No  \n",
       "1282      NaN         Southampton       NaN       No  \n",
       "1283      NaN         Southampton       NaN       No  \n",
       "1284      NaN         Southampton       NaN       No  \n",
       "1285      NaN         Southampton       NaN       No  \n",
       "1286      NaN           Cherbourg         C      Yes  \n",
       "1287      NaN         Southampton       NaN       No  \n",
       "1288      NaN         Southampton       NaN       No  \n",
       "1289      NaN         Southampton       NaN       No  \n",
       "1290      NaN         Southampton       NaN      Yes  \n",
       "1291      NaN         Southampton       NaN       No  \n",
       "1292      NaN         Southampton       NaN       No  \n",
       "1293      NaN         Southampton       NaN       No  \n",
       "1294      NaN         Southampton       NaN       No  \n",
       "1295      NaN         Southampton       NaN       No  \n",
       "1296      NaN         Southampton       NaN       No  \n",
       "1297      NaN         Southampton       NaN       No  \n",
       "1298      NaN         Southampton       NaN       No  \n",
       "1299      NaN           Cherbourg         C       No  \n",
       "1300      NaN           Cherbourg       NaN      Yes  \n",
       "1301      NaN           Cherbourg       NaN       No  \n",
       "1302      NaN           Cherbourg       NaN       No  \n",
       "1303      NaN           Cherbourg       NaN       No  \n",
       "1304      NaN           Cherbourg       NaN       No  \n",
       "1305      NaN           Cherbourg       NaN       No  \n",
       "1306      NaN           Cherbourg       NaN       No  \n",
       "1307      NaN           Cherbourg       NaN       No  \n",
       "1308      NaN         Southampton       NaN       No  \n",
       "\n",
       "[1309 rows x 12 columns]"
      ]
     },
     "execution_count": 269,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('titanic.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Access header of column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Passenger Class', 'Name', 'Sex', 'Age',\n",
       "       'No of Siblings or Spouses on Board',\n",
       "       'No of Parents or Children on Board', 'Ticket Number', 'Passenger Fare',\n",
       "       'Cabin', 'Port of Embarkation', 'Life Boat', 'Survived'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Access data of each column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       First\n",
       "1       First\n",
       "2       First\n",
       "3       First\n",
       "4       First\n",
       "5       First\n",
       "6       First\n",
       "7       First\n",
       "8       First\n",
       "9       First\n",
       "10      First\n",
       "11      First\n",
       "12      First\n",
       "13      First\n",
       "14      First\n",
       "15      First\n",
       "16      First\n",
       "17      First\n",
       "18      First\n",
       "19      First\n",
       "20      First\n",
       "21      First\n",
       "22      First\n",
       "23      First\n",
       "24      First\n",
       "25      First\n",
       "26      First\n",
       "27      First\n",
       "28      First\n",
       "29      First\n",
       "        ...  \n",
       "1279    Third\n",
       "1280    Third\n",
       "1281    Third\n",
       "1282    Third\n",
       "1283    Third\n",
       "1284    Third\n",
       "1285    Third\n",
       "1286    Third\n",
       "1287    Third\n",
       "1288    Third\n",
       "1289    Third\n",
       "1290    Third\n",
       "1291    Third\n",
       "1292    Third\n",
       "1293    Third\n",
       "1294    Third\n",
       "1295    Third\n",
       "1296    Third\n",
       "1297    Third\n",
       "1298    Third\n",
       "1299    Third\n",
       "1300    Third\n",
       "1301    Third\n",
       "1302    Third\n",
       "1303    Third\n",
       "1304    Third\n",
       "1305    Third\n",
       "1306    Third\n",
       "1307    Third\n",
       "1308    Third\n",
       "Name: Passenger Class, Length: 1309, dtype: object"
      ]
     },
     "execution_count": 275,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Passenger Class']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Access each elements of data same as numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Passenger Class                                              First\n",
       "Name                                  Allison, Miss. Helen Loraine\n",
       "Sex                                                         Female\n",
       "Age                                                              2\n",
       "No of Siblings or Spouses on Board                               1\n",
       "Name: 2, dtype: object"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[2,0:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dataset can be mix type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Passenger Class                        object\n",
       "Name                                   object\n",
       "Sex                                    object\n",
       "Age                                   float64\n",
       "No of Siblings or Spouses on Board      int64\n",
       "No of Parents or Children on Board      int64\n",
       "Ticket Number                          object\n",
       "Passenger Fare                        float64\n",
       "Cabin                                  object\n",
       "Port of Embarkation                    object\n",
       "Life Boat                              object\n",
       "Survived                               object\n",
       "dtype: object"
      ]
     },
     "execution_count": 283,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find Min and Max"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "80.0"
      ]
     },
     "execution_count": 284,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Age'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1667"
      ]
     },
     "execution_count": 285,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Age'].min()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use Dataframe to find a specific row or element"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Passenger Class</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>No of Siblings or Spouses on Board</th>\n",
       "      <th>No of Parents or Children on Board</th>\n",
       "      <th>Ticket Number</th>\n",
       "      <th>Passenger Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Port of Embarkation</th>\n",
       "      <th>Life Boat</th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>Third</td>\n",
       "      <td>Dean, Miss. Elizabeth Gladys 'Millvina'</td>\n",
       "      <td>Female</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>C.A. 2315</td>\n",
       "      <td>20.575</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>10</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Passenger Class                                     Name     Sex     Age  \\\n",
       "763           Third  Dean, Miss. Elizabeth Gladys 'Millvina'  Female  0.1667   \n",
       "\n",
       "     No of Siblings or Spouses on Board  No of Parents or Children on Board  \\\n",
       "763                                   1                                   2   \n",
       "\n",
       "    Ticket Number  Passenger Fare Cabin Port of Embarkation Life Boat Survived  \n",
       "763     C.A. 2315          20.575   NaN         Southampton        10      Yes  "
      ]
     },
     "execution_count": 286,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['Age']==df['Age'].min()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14    Barkworth, Mr. Algernon Henry Wilson\n",
       "Name: Name, dtype: object"
      ]
     },
     "execution_count": 287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Name'][df['Age']==df['Age'].max()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Passenger Class</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>No of Siblings or Spouses on Board</th>\n",
       "      <th>No of Parents or Children on Board</th>\n",
       "      <th>Ticket Number</th>\n",
       "      <th>Passenger Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Port of Embarkation</th>\n",
       "      <th>Life Boat</th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1309 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Passenger Class   Name    Sex    Age  \\\n",
       "0               False  False  False  False   \n",
       "1               False  False  False  False   \n",
       "2               False  False  False  False   \n",
       "3               False  False  False  False   \n",
       "4               False  False  False  False   \n",
       "5               False  False  False  False   \n",
       "6               False  False  False  False   \n",
       "7               False  False  False  False   \n",
       "8               False  False  False  False   \n",
       "9               False  False  False  False   \n",
       "10              False  False  False  False   \n",
       "11              False  False  False  False   \n",
       "12              False  False  False  False   \n",
       "13              False  False  False  False   \n",
       "14              False  False  False  False   \n",
       "15              False  False  False   True   \n",
       "16              False  False  False  False   \n",
       "17              False  False  False  False   \n",
       "18              False  False  False  False   \n",
       "19              False  False  False  False   \n",
       "20              False  False  False  False   \n",
       "21              False  False  False  False   \n",
       "22              False  False  False  False   \n",
       "23              False  False  False  False   \n",
       "24              False  False  False  False   \n",
       "25              False  False  False  False   \n",
       "26              False  False  False  False   \n",
       "27              False  False  False  False   \n",
       "28              False  False  False  False   \n",
       "29              False  False  False  False   \n",
       "...               ...    ...    ...    ...   \n",
       "1279            False  False  False  False   \n",
       "1280            False  False  False  False   \n",
       "1281            False  False  False  False   \n",
       "1282            False  False  False   True   \n",
       "1283            False  False  False   True   \n",
       "1284            False  False  False   True   \n",
       "1285            False  False  False  False   \n",
       "1286            False  False  False  False   \n",
       "1287            False  False  False  False   \n",
       "1288            False  False  False  False   \n",
       "1289            False  False  False  False   \n",
       "1290            False  False  False  False   \n",
       "1291            False  False  False   True   \n",
       "1292            False  False  False   True   \n",
       "1293            False  False  False   True   \n",
       "1294            False  False  False  False   \n",
       "1295            False  False  False  False   \n",
       "1296            False  False  False  False   \n",
       "1297            False  False  False   True   \n",
       "1298            False  False  False  False   \n",
       "1299            False  False  False  False   \n",
       "1300            False  False  False  False   \n",
       "1301            False  False  False  False   \n",
       "1302            False  False  False   True   \n",
       "1303            False  False  False   True   \n",
       "1304            False  False  False  False   \n",
       "1305            False  False  False   True   \n",
       "1306            False  False  False  False   \n",
       "1307            False  False  False  False   \n",
       "1308            False  False  False  False   \n",
       "\n",
       "      No of Siblings or Spouses on Board  No of Parents or Children on Board  \\\n",
       "0                                  False                               False   \n",
       "1                                  False                               False   \n",
       "2                                  False                               False   \n",
       "3                                  False                               False   \n",
       "4                                  False                               False   \n",
       "5                                  False                               False   \n",
       "6                                  False                               False   \n",
       "7                                  False                               False   \n",
       "8                                  False                               False   \n",
       "9                                  False                               False   \n",
       "10                                 False                               False   \n",
       "11                                 False                               False   \n",
       "12                                 False                               False   \n",
       "13                                 False                               False   \n",
       "14                                 False                               False   \n",
       "15                                 False                               False   \n",
       "16                                 False                               False   \n",
       "17                                 False                               False   \n",
       "18                                 False                               False   \n",
       "19                                 False                               False   \n",
       "20                                 False                               False   \n",
       "21                                 False                               False   \n",
       "22                                 False                               False   \n",
       "23                                 False                               False   \n",
       "24                                 False                               False   \n",
       "25                                 False                               False   \n",
       "26                                 False                               False   \n",
       "27                                 False                               False   \n",
       "28                                 False                               False   \n",
       "29                                 False                               False   \n",
       "...                                  ...                                 ...   \n",
       "1279                               False                               False   \n",
       "1280                               False                               False   \n",
       "1281                               False                               False   \n",
       "1282                               False                               False   \n",
       "1283                               False                               False   \n",
       "1284                               False                               False   \n",
       "1285                               False                               False   \n",
       "1286                               False                               False   \n",
       "1287                               False                               False   \n",
       "1288                               False                               False   \n",
       "1289                               False                               False   \n",
       "1290                               False                               False   \n",
       "1291                               False                               False   \n",
       "1292                               False                               False   \n",
       "1293                               False                               False   \n",
       "1294                               False                               False   \n",
       "1295                               False                               False   \n",
       "1296                               False                               False   \n",
       "1297                               False                               False   \n",
       "1298                               False                               False   \n",
       "1299                               False                               False   \n",
       "1300                               False                               False   \n",
       "1301                               False                               False   \n",
       "1302                               False                               False   \n",
       "1303                               False                               False   \n",
       "1304                               False                               False   \n",
       "1305                               False                               False   \n",
       "1306                               False                               False   \n",
       "1307                               False                               False   \n",
       "1308                               False                               False   \n",
       "\n",
       "      Ticket Number  Passenger Fare  Cabin  Port of Embarkation  Life Boat  \\\n",
       "0             False           False  False                False      False   \n",
       "1             False           False  False                False      False   \n",
       "2             False           False  False                False       True   \n",
       "3             False           False  False                False       True   \n",
       "4             False           False  False                False       True   \n",
       "5             False           False  False                False      False   \n",
       "6             False           False  False                False      False   \n",
       "7             False           False  False                False       True   \n",
       "8             False           False  False                False      False   \n",
       "9             False           False   True                False       True   \n",
       "10            False           False  False                False       True   \n",
       "11            False           False  False                False      False   \n",
       "12            False           False  False                False      False   \n",
       "13            False           False   True                False      False   \n",
       "14            False           False  False                False      False   \n",
       "15            False           False   True                False       True   \n",
       "16            False           False  False                False       True   \n",
       "17            False           False  False                False      False   \n",
       "18            False           False  False                False      False   \n",
       "19            False           False  False                False      False   \n",
       "20            False           False  False                False      False   \n",
       "21            False           False  False                False      False   \n",
       "22            False           False  False                False      False   \n",
       "23            False           False   True                False      False   \n",
       "24            False           False  False                False      False   \n",
       "25            False           False   True                False       True   \n",
       "26            False           False  False                False      False   \n",
       "27            False           False  False                False      False   \n",
       "28            False           False  False                False      False   \n",
       "29            False           False  False                False      False   \n",
       "...             ...             ...    ...                  ...        ...   \n",
       "1279          False           False   True                False       True   \n",
       "1280          False           False   True                False       True   \n",
       "1281          False           False   True                False       True   \n",
       "1282          False           False   True                False       True   \n",
       "1283          False           False   True                False       True   \n",
       "1284          False           False   True                False       True   \n",
       "1285          False           False   True                False       True   \n",
       "1286          False           False   True                False      False   \n",
       "1287          False           False   True                False       True   \n",
       "1288          False           False   True                False       True   \n",
       "1289          False           False   True                False       True   \n",
       "1290          False           False   True                False       True   \n",
       "1291          False           False   True                False       True   \n",
       "1292          False           False   True                False       True   \n",
       "1293          False           False   True                False       True   \n",
       "1294          False           False   True                False       True   \n",
       "1295          False           False   True                False       True   \n",
       "1296          False           False   True                False       True   \n",
       "1297          False           False   True                False       True   \n",
       "1298          False           False   True                False       True   \n",
       "1299          False           False   True                False      False   \n",
       "1300          False           False   True                False       True   \n",
       "1301          False           False   True                False       True   \n",
       "1302          False           False   True                False       True   \n",
       "1303          False           False   True                False       True   \n",
       "1304          False           False   True                False       True   \n",
       "1305          False           False   True                False       True   \n",
       "1306          False           False   True                False       True   \n",
       "1307          False           False   True                False       True   \n",
       "1308          False           False   True                False       True   \n",
       "\n",
       "      Survived  \n",
       "0        False  \n",
       "1        False  \n",
       "2        False  \n",
       "3        False  \n",
       "4        False  \n",
       "5        False  \n",
       "6        False  \n",
       "7        False  \n",
       "8        False  \n",
       "9        False  \n",
       "10       False  \n",
       "11       False  \n",
       "12       False  \n",
       "13       False  \n",
       "14       False  \n",
       "15       False  \n",
       "16       False  \n",
       "17       False  \n",
       "18       False  \n",
       "19       False  \n",
       "20       False  \n",
       "21       False  \n",
       "22       False  \n",
       "23       False  \n",
       "24       False  \n",
       "25       False  \n",
       "26       False  \n",
       "27       False  \n",
       "28       False  \n",
       "29       False  \n",
       "...        ...  \n",
       "1279     False  \n",
       "1280     False  \n",
       "1281     False  \n",
       "1282     False  \n",
       "1283     False  \n",
       "1284     False  \n",
       "1285     False  \n",
       "1286     False  \n",
       "1287     False  \n",
       "1288     False  \n",
       "1289     False  \n",
       "1290     False  \n",
       "1291     False  \n",
       "1292     False  \n",
       "1293     False  \n",
       "1294     False  \n",
       "1295     False  \n",
       "1296     False  \n",
       "1297     False  \n",
       "1298     False  \n",
       "1299     False  \n",
       "1300     False  \n",
       "1301     False  \n",
       "1302     False  \n",
       "1303     False  \n",
       "1304     False  \n",
       "1305     False  \n",
       "1306     False  \n",
       "1307     False  \n",
       "1308     False  \n",
       "\n",
       "[1309 rows x 12 columns]"
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Is there any column with null ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Passenger Class                       False\n",
       "Name                                  False\n",
       "Sex                                   False\n",
       "Age                                    True\n",
       "No of Siblings or Spouses on Board    False\n",
       "No of Parents or Children on Board    False\n",
       "Ticket Number                         False\n",
       "Passenger Fare                         True\n",
       "Cabin                                  True\n",
       "Port of Embarkation                    True\n",
       "Life Boat                              True\n",
       "Survived                              False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 294,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "263"
      ]
     },
     "execution_count": 295,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(df['Age'].isnull())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(df['Passenger Fare'].isnull())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1014"
      ]
     },
     "execution_count": 297,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(df['Cabin'].isnull())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Passenger Class', 'Name', 'Sex', 'No of Siblings or Spouses on Board',\n",
       "       'No of Parents or Children on Board', 'Survived'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 310,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop('Cabin',1, inplace = True)\n",
    "df.drop('Ticket Number',1,inplace = True)\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop columns having na"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.dropna(1,'any',inplace = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop rows having na"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.dropna(0,'any',inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Passenger Class                       False\n",
       "Name                                  False\n",
       "Sex                                   False\n",
       "No of Siblings or Spouses on Board    False\n",
       "No of Parents or Children on Board    False\n",
       "Survived                              False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 311,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Replace string values to unique integers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_class, levels = pd.factorize(df['Passenger Class'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 2, 2, 2], dtype=int64)"
      ]
     },
     "execution_count": 317,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['First', 'Second', 'Third'], dtype='object')"
      ]
     },
     "execution_count": 318,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "levels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       0\n",
       "1       0\n",
       "2       0\n",
       "3       0\n",
       "4       0\n",
       "5       0\n",
       "6       0\n",
       "7       0\n",
       "8       0\n",
       "9       0\n",
       "10      0\n",
       "11      0\n",
       "12      0\n",
       "13      0\n",
       "14      0\n",
       "15      0\n",
       "16      0\n",
       "17      0\n",
       "18      0\n",
       "19      0\n",
       "20      0\n",
       "21      0\n",
       "22      0\n",
       "23      0\n",
       "24      0\n",
       "25      0\n",
       "26      0\n",
       "27      0\n",
       "28      0\n",
       "29      0\n",
       "       ..\n",
       "1279    2\n",
       "1280    2\n",
       "1281    2\n",
       "1282    2\n",
       "1283    2\n",
       "1284    2\n",
       "1285    2\n",
       "1286    2\n",
       "1287    2\n",
       "1288    2\n",
       "1289    2\n",
       "1290    2\n",
       "1291    2\n",
       "1292    2\n",
       "1293    2\n",
       "1294    2\n",
       "1295    2\n",
       "1296    2\n",
       "1297    2\n",
       "1298    2\n",
       "1299    2\n",
       "1300    2\n",
       "1301    2\n",
       "1302    2\n",
       "1303    2\n",
       "1304    2\n",
       "1305    2\n",
       "1306    2\n",
       "1307    2\n",
       "1308    2\n",
       "Name: Passenger Class, Length: 1309, dtype: int64"
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Passenger Class'] = p_class\n",
    "df['Passenger Class']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Passenger Class                        int64\n",
       "Name                                  object\n",
       "Sex                                   object\n",
       "No of Siblings or Spouses on Board     int64\n",
       "No of Parents or Children on Board     int64\n",
       "Survived                              object\n",
       "dtype: object"
      ]
     },
     "execution_count": 323,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Passenger Class                        int64\n",
       "Name                                  object\n",
       "Sex                                    int64\n",
       "No of Siblings or Spouses on Board     int64\n",
       "No of Parents or Children on Board     int64\n",
       "Survived                               int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 331,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Sex'] = pd.factorize(df['Sex'])[0]\n",
    "df['Survived'] = pd.factorize(df['Survived'])[0]\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set index "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Passenger Class</th>\n",
       "      <th>Sex</th>\n",
       "      <th>No of Siblings or Spouses on Board</th>\n",
       "      <th>No of Parents or Children on Board</th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Allen, Miss. Elisabeth Walton</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Allison, Master. Hudson Trevor</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Allison, Miss. Helen Loraine</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Allison, Mr. Hudson Joshua Creighton</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anderson, Mr. Harry</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrews, Miss. Kornelia Theodosia</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrews, Mr. Thomas Jr</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Appleton, Mrs. Edward Dale (Charlotte Lamson)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Artagaveytia, Mr. Ramon</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Astor, Col. John Jacob</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Astor, Mrs. John Jacob (Madeleine Talmadge Force)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aubart, Mme. Leontine Pauline</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barber, Miss. Ellen 'Nellie'</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barkworth, Mr. Algernon Henry Wilson</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baumann, Mr. John D</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baxter, Mr. Quigg Edmond</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baxter, Mrs. James (Helene DeLaudeniere Chaput)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bazzani, Miss. Albina</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beattie, Mr. Thomson</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beckwith, Mr. Richard Leonard</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beckwith, Mrs. Richard Leonard (Sallie Monypeny)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Behr, Mr. Karl Howell</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bidois, Miss. Rosalie</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bird, Miss. Ellen</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Birnbaum, Mr. Jakob</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bishop, Mr. Dickinson H</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bishop, Mrs. Dickinson H (Helen Walton)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bissette, Miss. Amelia</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bjornstrom-Steffansson, Mr. Mauritz Hakan</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vestrom, Miss. Hulda Amanda Adolfina</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vovk, Mr. Janko</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waelens, Mr. Achille</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ware, Mr. Frederick</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Warren, Mr. Charles William</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Webber, Mr. James</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wenzel, Mr. Linhart</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Whabee, Mrs. George Joseph (Shawneene Abi-Saab)</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Widegren, Mr. Carl/Charles Peter</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wiklund, Mr. Jakob Alfred</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wiklund, Mr. Karl Johan</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wilkes, Mrs. James (Ellen Needs)</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willer, Mr. Aaron ('Abi Weller')</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willey, Mr. Edward</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Williams, Mr. Howard Hugh 'Harry'</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Williams, Mr. Leslie</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Windelov, Mr. Einar</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wirz, Mr. Albert</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wiseman, Mr. Phillippe</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wittevrongel, Mr. Camille</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yasbeck, Mr. Antoni</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yasbeck, Mrs. Antoni (Selini Alexander)</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Youseff, Mr. Gerious</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yousif, Mr. Wazli</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yousseff, Mr. Gerious</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zabour, Miss. Hileni</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zabour, Miss. Thamine</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zakarian, Mr. Mapriededer</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zakarian, Mr. Ortin</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimmerman, Mr. Leo</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1309 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   Passenger Class  Sex  \\\n",
       "Name                                                                      \n",
       "Allen, Miss. Elisabeth Walton                                    0    0   \n",
       "Allison, Master. Hudson Trevor                                   0    1   \n",
       "Allison, Miss. Helen Loraine                                     0    0   \n",
       "Allison, Mr. Hudson Joshua Creighton                             0    1   \n",
       "Allison, Mrs. Hudson J C (Bessie Waldo Daniels)                  0    0   \n",
       "Anderson, Mr. Harry                                              0    1   \n",
       "Andrews, Miss. Kornelia Theodosia                                0    0   \n",
       "Andrews, Mr. Thomas Jr                                           0    1   \n",
       "Appleton, Mrs. Edward Dale (Charlotte Lamson)                    0    0   \n",
       "Artagaveytia, Mr. Ramon                                          0    1   \n",
       "Astor, Col. John Jacob                                           0    1   \n",
       "Astor, Mrs. John Jacob (Madeleine Talmadge Force)                0    0   \n",
       "Aubart, Mme. Leontine Pauline                                    0    0   \n",
       "Barber, Miss. Ellen 'Nellie'                                     0    0   \n",
       "Barkworth, Mr. Algernon Henry Wilson                             0    1   \n",
       "Baumann, Mr. John D                                              0    1   \n",
       "Baxter, Mr. Quigg Edmond                                         0    1   \n",
       "Baxter, Mrs. James (Helene DeLaudeniere Chaput)                  0    0   \n",
       "Bazzani, Miss. Albina                                            0    0   \n",
       "Beattie, Mr. Thomson                                             0    1   \n",
       "Beckwith, Mr. Richard Leonard                                    0    1   \n",
       "Beckwith, Mrs. Richard Leonard (Sallie Monypeny)                 0    0   \n",
       "Behr, Mr. Karl Howell                                            0    1   \n",
       "Bidois, Miss. Rosalie                                            0    0   \n",
       "Bird, Miss. Ellen                                                0    0   \n",
       "Birnbaum, Mr. Jakob                                              0    1   \n",
       "Bishop, Mr. Dickinson H                                          0    1   \n",
       "Bishop, Mrs. Dickinson H (Helen Walton)                          0    0   \n",
       "Bissette, Miss. Amelia                                           0    0   \n",
       "Bjornstrom-Steffansson, Mr. Mauritz Hakan                        0    1   \n",
       "...                                                            ...  ...   \n",
       "Vestrom, Miss. Hulda Amanda Adolfina                             2    0   \n",
       "Vovk, Mr. Janko                                                  2    1   \n",
       "Waelens, Mr. Achille                                             2    1   \n",
       "Ware, Mr. Frederick                                              2    1   \n",
       "Warren, Mr. Charles William                                      2    1   \n",
       "Webber, Mr. James                                                2    1   \n",
       "Wenzel, Mr. Linhart                                              2    1   \n",
       "Whabee, Mrs. George Joseph (Shawneene Abi-Saab)                  2    0   \n",
       "Widegren, Mr. Carl/Charles Peter                                 2    1   \n",
       "Wiklund, Mr. Jakob Alfred                                        2    1   \n",
       "Wiklund, Mr. Karl Johan                                          2    1   \n",
       "Wilkes, Mrs. James (Ellen Needs)                                 2    0   \n",
       "Willer, Mr. Aaron ('Abi Weller')                                 2    1   \n",
       "Willey, Mr. Edward                                               2    1   \n",
       "Williams, Mr. Howard Hugh 'Harry'                                2    1   \n",
       "Williams, Mr. Leslie                                             2    1   \n",
       "Windelov, Mr. Einar                                              2    1   \n",
       "Wirz, Mr. Albert                                                 2    1   \n",
       "Wiseman, Mr. Phillippe                                           2    1   \n",
       "Wittevrongel, Mr. Camille                                        2    1   \n",
       "Yasbeck, Mr. Antoni                                              2    1   \n",
       "Yasbeck, Mrs. Antoni (Selini Alexander)                          2    0   \n",
       "Youseff, Mr. Gerious                                             2    1   \n",
       "Yousif, Mr. Wazli                                                2    1   \n",
       "Yousseff, Mr. Gerious                                            2    1   \n",
       "Zabour, Miss. Hileni                                             2    0   \n",
       "Zabour, Miss. Thamine                                            2    0   \n",
       "Zakarian, Mr. Mapriededer                                        2    1   \n",
       "Zakarian, Mr. Ortin                                              2    1   \n",
       "Zimmerman, Mr. Leo                                               2    1   \n",
       "\n",
       "                                                   No of Siblings or Spouses on Board  \\\n",
       "Name                                                                                    \n",
       "Allen, Miss. Elisabeth Walton                                                       0   \n",
       "Allison, Master. Hudson Trevor                                                      1   \n",
       "Allison, Miss. Helen Loraine                                                        1   \n",
       "Allison, Mr. Hudson Joshua Creighton                                                1   \n",
       "Allison, Mrs. Hudson J C (Bessie Waldo Daniels)                                     1   \n",
       "Anderson, Mr. Harry                                                                 0   \n",
       "Andrews, Miss. Kornelia Theodosia                                                   1   \n",
       "Andrews, Mr. Thomas Jr                                                              0   \n",
       "Appleton, Mrs. Edward Dale (Charlotte Lamson)                                       2   \n",
       "Artagaveytia, Mr. Ramon                                                             0   \n",
       "Astor, Col. John Jacob                                                              1   \n",
       "Astor, Mrs. John Jacob (Madeleine Talmadge Force)                                   1   \n",
       "Aubart, Mme. Leontine Pauline                                                       0   \n",
       "Barber, Miss. Ellen 'Nellie'                                                        0   \n",
       "Barkworth, Mr. Algernon Henry Wilson                                                0   \n",
       "Baumann, Mr. John D                                                                 0   \n",
       "Baxter, Mr. Quigg Edmond                                                            0   \n",
       "Baxter, Mrs. James (Helene DeLaudeniere Chaput)                                     0   \n",
       "Bazzani, Miss. Albina                                                               0   \n",
       "Beattie, Mr. Thomson                                                                0   \n",
       "Beckwith, Mr. Richard Leonard                                                       1   \n",
       "Beckwith, Mrs. Richard Leonard (Sallie Monypeny)                                    1   \n",
       "Behr, Mr. Karl Howell                                                               0   \n",
       "Bidois, Miss. Rosalie                                                               0   \n",
       "Bird, Miss. Ellen                                                                   0   \n",
       "Birnbaum, Mr. Jakob                                                                 0   \n",
       "Bishop, Mr. Dickinson H                                                             1   \n",
       "Bishop, Mrs. Dickinson H (Helen Walton)                                             1   \n",
       "Bissette, Miss. Amelia                                                              0   \n",
       "Bjornstrom-Steffansson, Mr. Mauritz Hakan                                           0   \n",
       "...                                                                               ...   \n",
       "Vestrom, Miss. Hulda Amanda Adolfina                                                0   \n",
       "Vovk, Mr. Janko                                                                     0   \n",
       "Waelens, Mr. Achille                                                                0   \n",
       "Ware, Mr. Frederick                                                                 0   \n",
       "Warren, Mr. Charles William                                                         0   \n",
       "Webber, Mr. James                                                                   0   \n",
       "Wenzel, Mr. Linhart                                                                 0   \n",
       "Whabee, Mrs. George Joseph (Shawneene Abi-Saab)                                     0   \n",
       "Widegren, Mr. Carl/Charles Peter                                                    0   \n",
       "Wiklund, Mr. Jakob Alfred                                                           1   \n",
       "Wiklund, Mr. Karl Johan                                                             1   \n",
       "Wilkes, Mrs. James (Ellen Needs)                                                    1   \n",
       "Willer, Mr. Aaron ('Abi Weller')                                                    0   \n",
       "Willey, Mr. Edward                                                                  0   \n",
       "Williams, Mr. Howard Hugh 'Harry'                                                   0   \n",
       "Williams, Mr. Leslie                                                                0   \n",
       "Windelov, Mr. Einar                                                                 0   \n",
       "Wirz, Mr. Albert                                                                    0   \n",
       "Wiseman, Mr. Phillippe                                                              0   \n",
       "Wittevrongel, Mr. Camille                                                           0   \n",
       "Yasbeck, Mr. Antoni                                                                 1   \n",
       "Yasbeck, Mrs. Antoni (Selini Alexander)                                             1   \n",
       "Youseff, Mr. Gerious                                                                0   \n",
       "Yousif, Mr. Wazli                                                                   0   \n",
       "Yousseff, Mr. Gerious                                                               0   \n",
       "Zabour, Miss. Hileni                                                                1   \n",
       "Zabour, Miss. Thamine                                                               1   \n",
       "Zakarian, Mr. Mapriededer                                                           0   \n",
       "Zakarian, Mr. Ortin                                                                 0   \n",
       "Zimmerman, Mr. Leo                                                                  0   \n",
       "\n",
       "                                                   No of Parents or Children on Board  \\\n",
       "Name                                                                                    \n",
       "Allen, Miss. Elisabeth Walton                                                       0   \n",
       "Allison, Master. Hudson Trevor                                                      2   \n",
       "Allison, Miss. Helen Loraine                                                        2   \n",
       "Allison, Mr. Hudson Joshua Creighton                                                2   \n",
       "Allison, Mrs. Hudson J C (Bessie Waldo Daniels)                                     2   \n",
       "Anderson, Mr. Harry                                                                 0   \n",
       "Andrews, Miss. Kornelia Theodosia                                                   0   \n",
       "Andrews, Mr. Thomas Jr                                                              0   \n",
       "Appleton, Mrs. Edward Dale (Charlotte Lamson)                                       0   \n",
       "Artagaveytia, Mr. Ramon                                                             0   \n",
       "Astor, Col. John Jacob                                                              0   \n",
       "Astor, Mrs. John Jacob (Madeleine Talmadge Force)                                   0   \n",
       "Aubart, Mme. Leontine Pauline                                                       0   \n",
       "Barber, Miss. Ellen 'Nellie'                                                        0   \n",
       "Barkworth, Mr. Algernon Henry Wilson                                                0   \n",
       "Baumann, Mr. John D                                                                 0   \n",
       "Baxter, Mr. Quigg Edmond                                                            1   \n",
       "Baxter, Mrs. James (Helene DeLaudeniere Chaput)                                     1   \n",
       "Bazzani, Miss. Albina                                                               0   \n",
       "Beattie, Mr. Thomson                                                                0   \n",
       "Beckwith, Mr. Richard Leonard                                                       1   \n",
       "Beckwith, Mrs. Richard Leonard (Sallie Monypeny)                                    1   \n",
       "Behr, Mr. Karl Howell                                                               0   \n",
       "Bidois, Miss. Rosalie                                                               0   \n",
       "Bird, Miss. Ellen                                                                   0   \n",
       "Birnbaum, Mr. Jakob                                                                 0   \n",
       "Bishop, Mr. Dickinson H                                                             0   \n",
       "Bishop, Mrs. Dickinson H (Helen Walton)                                             0   \n",
       "Bissette, Miss. Amelia                                                              0   \n",
       "Bjornstrom-Steffansson, Mr. Mauritz Hakan                                           0   \n",
       "...                                                                               ...   \n",
       "Vestrom, Miss. Hulda Amanda Adolfina                                                0   \n",
       "Vovk, Mr. Janko                                                                     0   \n",
       "Waelens, Mr. Achille                                                                0   \n",
       "Ware, Mr. Frederick                                                                 0   \n",
       "Warren, Mr. Charles William                                                         0   \n",
       "Webber, Mr. James                                                                   0   \n",
       "Wenzel, Mr. Linhart                                                                 0   \n",
       "Whabee, Mrs. George Joseph (Shawneene Abi-Saab)                                     0   \n",
       "Widegren, Mr. Carl/Charles Peter                                                    0   \n",
       "Wiklund, Mr. Jakob Alfred                                                           0   \n",
       "Wiklund, Mr. Karl Johan                                                             0   \n",
       "Wilkes, Mrs. James (Ellen Needs)                                                    0   \n",
       "Willer, Mr. Aaron ('Abi Weller')                                                    0   \n",
       "Willey, Mr. Edward                                                                  0   \n",
       "Williams, Mr. Howard Hugh 'Harry'                                                   0   \n",
       "Williams, Mr. Leslie                                                                0   \n",
       "Windelov, Mr. Einar                                                                 0   \n",
       "Wirz, Mr. Albert                                                                    0   \n",
       "Wiseman, Mr. Phillippe                                                              0   \n",
       "Wittevrongel, Mr. Camille                                                           0   \n",
       "Yasbeck, Mr. Antoni                                                                 0   \n",
       "Yasbeck, Mrs. Antoni (Selini Alexander)                                             0   \n",
       "Youseff, Mr. Gerious                                                                0   \n",
       "Yousif, Mr. Wazli                                                                   0   \n",
       "Yousseff, Mr. Gerious                                                               0   \n",
       "Zabour, Miss. Hileni                                                                0   \n",
       "Zabour, Miss. Thamine                                                               0   \n",
       "Zakarian, Mr. Mapriededer                                                           0   \n",
       "Zakarian, Mr. Ortin                                                                 0   \n",
       "Zimmerman, Mr. Leo                                                                  0   \n",
       "\n",
       "                                                   Survived  \n",
       "Name                                                         \n",
       "Allen, Miss. Elisabeth Walton                             0  \n",
       "Allison, Master. Hudson Trevor                            0  \n",
       "Allison, Miss. Helen Loraine                              1  \n",
       "Allison, Mr. Hudson Joshua Creighton                      1  \n",
       "Allison, Mrs. Hudson J C (Bessie Waldo Daniels)           1  \n",
       "Anderson, Mr. Harry                                       0  \n",
       "Andrews, Miss. Kornelia Theodosia                         0  \n",
       "Andrews, Mr. Thomas Jr                                    1  \n",
       "Appleton, Mrs. Edward Dale (Charlotte Lamson)             0  \n",
       "Artagaveytia, Mr. Ramon                                   1  \n",
       "Astor, Col. John Jacob                                    1  \n",
       "Astor, Mrs. John Jacob (Madeleine Talmadge Force)         0  \n",
       "Aubart, Mme. Leontine Pauline                             0  \n",
       "Barber, Miss. Ellen 'Nellie'                              0  \n",
       "Barkworth, Mr. Algernon Henry Wilson                      0  \n",
       "Baumann, Mr. John D                                       1  \n",
       "Baxter, Mr. Quigg Edmond                                  1  \n",
       "Baxter, Mrs. James (Helene DeLaudeniere Chaput)           0  \n",
       "Bazzani, Miss. Albina                                     0  \n",
       "Beattie, Mr. Thomson                                      1  \n",
       "Beckwith, Mr. Richard Leonard                             0  \n",
       "Beckwith, Mrs. Richard Leonard (Sallie Monypeny)          0  \n",
       "Behr, Mr. Karl Howell                                     0  \n",
       "Bidois, Miss. Rosalie                                     0  \n",
       "Bird, Miss. Ellen                                         0  \n",
       "Birnbaum, Mr. Jakob                                       1  \n",
       "Bishop, Mr. Dickinson H                                   0  \n",
       "Bishop, Mrs. Dickinson H (Helen Walton)                   0  \n",
       "Bissette, Miss. Amelia                                    0  \n",
       "Bjornstrom-Steffansson, Mr. Mauritz Hakan                 0  \n",
       "...                                                     ...  \n",
       "Vestrom, Miss. Hulda Amanda Adolfina                      1  \n",
       "Vovk, Mr. Janko                                           1  \n",
       "Waelens, Mr. Achille                                      1  \n",
       "Ware, Mr. Frederick                                       1  \n",
       "Warren, Mr. Charles William                               1  \n",
       "Webber, Mr. James                                         1  \n",
       "Wenzel, Mr. Linhart                                       1  \n",
       "Whabee, Mrs. George Joseph (Shawneene Abi-Saab)           0  \n",
       "Widegren, Mr. Carl/Charles Peter                          1  \n",
       "Wiklund, Mr. Jakob Alfred                                 1  \n",
       "Wiklund, Mr. Karl Johan                                   1  \n",
       "Wilkes, Mrs. James (Ellen Needs)                          0  \n",
       "Willer, Mr. Aaron ('Abi Weller')                          1  \n",
       "Willey, Mr. Edward                                        1  \n",
       "Williams, Mr. Howard Hugh 'Harry'                         1  \n",
       "Williams, Mr. Leslie                                      1  \n",
       "Windelov, Mr. Einar                                       1  \n",
       "Wirz, Mr. Albert                                          1  \n",
       "Wiseman, Mr. Phillippe                                    1  \n",
       "Wittevrongel, Mr. Camille                                 1  \n",
       "Yasbeck, Mr. Antoni                                       1  \n",
       "Yasbeck, Mrs. Antoni (Selini Alexander)                   0  \n",
       "Youseff, Mr. Gerious                                      1  \n",
       "Yousif, Mr. Wazli                                         1  \n",
       "Yousseff, Mr. Gerious                                     1  \n",
       "Zabour, Miss. Hileni                                      1  \n",
       "Zabour, Miss. Thamine                                     1  \n",
       "Zakarian, Mr. Mapriededer                                 1  \n",
       "Zakarian, Mr. Ortin                                       1  \n",
       "Zimmerman, Mr. Leo                                        1  \n",
       "\n",
       "[1309 rows x 5 columns]"
      ]
     },
     "execution_count": 342,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.set_index('Name')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ex. 9 Plese separate data to x and label to y. Then, split data in to 70% training and 30% test. Finally, perform min-max normalization on training data and use min and max vector to normalize test data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Crosstab count plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x283c5995f60>"
      ]
     },
     "execution_count": 333,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.crosstab(df['Passenger Class'],df['Survived']).plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train / Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = np.random.rand(len(df)) < 0.7\n",
    "#\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Passenger Class</th>\n",
       "      <th>Sex</th>\n",
       "      <th>No of Siblings or Spouses on Board</th>\n",
       "      <th>No of Parents or Children on Board</th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Allen, Miss. Elisabeth Walton</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Allison, Master. Hudson Trevor</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Allison, Miss. Helen Loraine</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Allison, Mr. Hudson Joshua Creighton</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Allison, Mrs. Hudson J C (Bessie Waldo Daniels)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrews, Mr. Thomas Jr</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Appleton, Mrs. Edward Dale (Charlotte Lamson)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Artagaveytia, Mr. Ramon</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Astor, Col. John Jacob</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Astor, Mrs. John Jacob (Madeleine Talmadge Force)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aubart, Mme. Leontine Pauline</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baumann, Mr. John D</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baxter, Mr. Quigg Edmond</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baxter, Mrs. James (Helene DeLaudeniere Chaput)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bazzani, Miss. Albina</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beattie, Mr. Thomson</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beckwith, Mr. Richard Leonard</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bidois, Miss. Rosalie</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bird, Miss. Ellen</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Birnbaum, Mr. Jakob</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bishop, Mr. Dickinson H</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bishop, Mrs. Dickinson H (Helen Walton)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bissette, Miss. Amelia</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bjornstrom-Steffansson, Mr. Mauritz Hakan</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bonnell, Miss. Caroline</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bonnell, Miss. Elizabeth</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bowen, Miss. Grace Scott</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bowerman, Miss. Elsie Edith</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brady, Mr. John Bertram</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brandeis, Mr. Emil</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>van Billiard, Master. James William</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>van Billiard, Mr. Austin Blyler</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Van Impe, Miss. Catharina</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>van Melkebeke, Mr. Philemon</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vander Cruyssen, Mr. Victor</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vander Planke, Miss. Augusta Maria</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vander Planke, Mr. Julius</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vander Planke, Mr. Leo Edmondus</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vartanian, Mr. David</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vestrom, Miss. Hulda Amanda Adolfina</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vovk, Mr. Janko</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waelens, Mr. Achille</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ware, Mr. Frederick</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Warren, Mr. Charles William</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Widegren, Mr. Carl/Charles Peter</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wiklund, Mr. Jakob Alfred</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wilkes, Mrs. James (Ellen Needs)</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willey, Mr. Edward</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Williams, Mr. Howard Hugh 'Harry'</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Williams, Mr. Leslie</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Windelov, Mr. Einar</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wittevrongel, Mr. Camille</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yasbeck, Mr. Antoni</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yasbeck, Mrs. Antoni (Selini Alexander)</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Youseff, Mr. Gerious</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yousseff, Mr. Gerious</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zabour, Miss. Thamine</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zakarian, Mr. Mapriededer</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>912 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Passenger Class  Sex  \\\n",
       "Name                                                                       \n",
       "Allen, Miss. Elisabeth Walton                                     0    0   \n",
       "Allison, Master. Hudson Trevor                                    0    1   \n",
       "Allison, Miss. Helen Loraine                                      0    0   \n",
       "Allison, Mr. Hudson Joshua Creighton                              0    1   \n",
       "Allison, Mrs. Hudson J C (Bessie Waldo Daniels)                   0    0   \n",
       "Andrews, Mr. Thomas Jr                                            0    1   \n",
       "Appleton, Mrs. Edward Dale (Charlotte Lamson)                     0    0   \n",
       "Artagaveytia, Mr. Ramon                                           0    1   \n",
       "Astor, Col. John Jacob                                            0    1   \n",
       "Astor, Mrs. John Jacob (Madeleine Talmadge Force)                 0    0   \n",
       "Aubart, Mme. Leontine Pauline                                     0    0   \n",
       "Baumann, Mr. John D                                               0    1   \n",
       "Baxter, Mr. Quigg Edmond                                          0    1   \n",
       "Baxter, Mrs. James (Helene DeLaudeniere Chaput)                   0    0   \n",
       "Bazzani, Miss. Albina                                             0    0   \n",
       "Beattie, Mr. Thomson                                              0    1   \n",
       "Beckwith, Mr. Richard Leonard                                     0    1   \n",
       "Bidois, Miss. Rosalie                                             0    0   \n",
       "Bird, Miss. Ellen                                                 0    0   \n",
       "Birnbaum, Mr. Jakob                                               0    1   \n",
       "Bishop, Mr. Dickinson H                                           0    1   \n",
       "Bishop, Mrs. Dickinson H (Helen Walton)                           0    0   \n",
       "Bissette, Miss. Amelia                                            0    0   \n",
       "Bjornstrom-Steffansson, Mr. Mauritz Hakan                         0    1   \n",
       "Bonnell, Miss. Caroline                                           0    0   \n",
       "Bonnell, Miss. Elizabeth                                          0    0   \n",
       "Bowen, Miss. Grace Scott                                          0    0   \n",
       "Bowerman, Miss. Elsie Edith                                       0    0   \n",
       "Brady, Mr. John Bertram                                           0    1   \n",
       "Brandeis, Mr. Emil                                                0    1   \n",
       "...                                                             ...  ...   \n",
       "van Billiard, Master. James William                               2    1   \n",
       "van Billiard, Mr. Austin Blyler                                   2    1   \n",
       "Van Impe, Miss. Catharina                                         2    0   \n",
       "Van Impe, Mrs. Jean Baptiste (Rosalie Paula Gov...                2    0   \n",
       "van Melkebeke, Mr. Philemon                                       2    1   \n",
       "Vander Cruyssen, Mr. Victor                                       2    1   \n",
       "Vander Planke, Miss. Augusta Maria                                2    0   \n",
       "Vander Planke, Mr. Julius                                         2    1   \n",
       "Vander Planke, Mr. Leo Edmondus                                   2    1   \n",
       "Vander Planke, Mrs. Julius (Emelia Maria Vandem...                2    0   \n",
       "Vartanian, Mr. David                                              2    1   \n",
       "Vestrom, Miss. Hulda Amanda Adolfina                              2    0   \n",
       "Vovk, Mr. Janko                                                   2    1   \n",
       "Waelens, Mr. Achille                                              2    1   \n",
       "Ware, Mr. Frederick                                               2    1   \n",
       "Warren, Mr. Charles William                                       2    1   \n",
       "Widegren, Mr. Carl/Charles Peter                                  2    1   \n",
       "Wiklund, Mr. Jakob Alfred                                         2    1   \n",
       "Wilkes, Mrs. James (Ellen Needs)                                  2    0   \n",
       "Willey, Mr. Edward                                                2    1   \n",
       "Williams, Mr. Howard Hugh 'Harry'                                 2    1   \n",
       "Williams, Mr. Leslie                                              2    1   \n",
       "Windelov, Mr. Einar                                               2    1   \n",
       "Wittevrongel, Mr. Camille                                         2    1   \n",
       "Yasbeck, Mr. Antoni                                               2    1   \n",
       "Yasbeck, Mrs. Antoni (Selini Alexander)                           2    0   \n",
       "Youseff, Mr. Gerious                                              2    1   \n",
       "Yousseff, Mr. Gerious                                             2    1   \n",
       "Zabour, Miss. Thamine                                             2    0   \n",
       "Zakarian, Mr. Mapriededer                                         2    1   \n",
       "\n",
       "                                                    No of Siblings or Spouses on Board  \\\n",
       "Name                                                                                     \n",
       "Allen, Miss. Elisabeth Walton                                                        0   \n",
       "Allison, Master. Hudson Trevor                                                       1   \n",
       "Allison, Miss. Helen Loraine                                                         1   \n",
       "Allison, Mr. Hudson Joshua Creighton                                                 1   \n",
       "Allison, Mrs. Hudson J C (Bessie Waldo Daniels)                                      1   \n",
       "Andrews, Mr. Thomas Jr                                                               0   \n",
       "Appleton, Mrs. Edward Dale (Charlotte Lamson)                                        2   \n",
       "Artagaveytia, Mr. Ramon                                                              0   \n",
       "Astor, Col. John Jacob                                                               1   \n",
       "Astor, Mrs. John Jacob (Madeleine Talmadge Force)                                    1   \n",
       "Aubart, Mme. Leontine Pauline                                                        0   \n",
       "Baumann, Mr. John D                                                                  0   \n",
       "Baxter, Mr. Quigg Edmond                                                             0   \n",
       "Baxter, Mrs. James (Helene DeLaudeniere Chaput)                                      0   \n",
       "Bazzani, Miss. Albina                                                                0   \n",
       "Beattie, Mr. Thomson                                                                 0   \n",
       "Beckwith, Mr. Richard Leonard                                                        1   \n",
       "Bidois, Miss. Rosalie                                                                0   \n",
       "Bird, Miss. Ellen                                                                    0   \n",
       "Birnbaum, Mr. Jakob                                                                  0   \n",
       "Bishop, Mr. Dickinson H                                                              1   \n",
       "Bishop, Mrs. Dickinson H (Helen Walton)                                              1   \n",
       "Bissette, Miss. Amelia                                                               0   \n",
       "Bjornstrom-Steffansson, Mr. Mauritz Hakan                                            0   \n",
       "Bonnell, Miss. Caroline                                                              0   \n",
       "Bonnell, Miss. Elizabeth                                                             0   \n",
       "Bowen, Miss. Grace Scott                                                             0   \n",
       "Bowerman, Miss. Elsie Edith                                                          0   \n",
       "Brady, Mr. John Bertram                                                              0   \n",
       "Brandeis, Mr. Emil                                                                   0   \n",
       "...                                                                                ...   \n",
       "van Billiard, Master. James William                                                  1   \n",
       "van Billiard, Mr. Austin Blyler                                                      0   \n",
       "Van Impe, Miss. Catharina                                                            0   \n",
       "Van Impe, Mrs. Jean Baptiste (Rosalie Paula Gov...                                   1   \n",
       "van Melkebeke, Mr. Philemon                                                          0   \n",
       "Vander Cruyssen, Mr. Victor                                                          0   \n",
       "Vander Planke, Miss. Augusta Maria                                                   2   \n",
       "Vander Planke, Mr. Julius                                                            3   \n",
       "Vander Planke, Mr. Leo Edmondus                                                      2   \n",
       "Vander Planke, Mrs. Julius (Emelia Maria Vandem...                                   1   \n",
       "Vartanian, Mr. David                                                                 0   \n",
       "Vestrom, Miss. Hulda Amanda Adolfina                                                 0   \n",
       "Vovk, Mr. Janko                                                                      0   \n",
       "Waelens, Mr. Achille                                                                 0   \n",
       "Ware, Mr. Frederick                                                                  0   \n",
       "Warren, Mr. Charles William                                                          0   \n",
       "Widegren, Mr. Carl/Charles Peter                                                     0   \n",
       "Wiklund, Mr. Jakob Alfred                                                            1   \n",
       "Wilkes, Mrs. James (Ellen Needs)                                                     1   \n",
       "Willey, Mr. Edward                                                                   0   \n",
       "Williams, Mr. Howard Hugh 'Harry'                                                    0   \n",
       "Williams, Mr. Leslie                                                                 0   \n",
       "Windelov, Mr. Einar                                                                  0   \n",
       "Wittevrongel, Mr. Camille                                                            0   \n",
       "Yasbeck, Mr. Antoni                                                                  1   \n",
       "Yasbeck, Mrs. Antoni (Selini Alexander)                                              1   \n",
       "Youseff, Mr. Gerious                                                                 0   \n",
       "Yousseff, Mr. Gerious                                                                0   \n",
       "Zabour, Miss. Thamine                                                                1   \n",
       "Zakarian, Mr. Mapriededer                                                            0   \n",
       "\n",
       "                                                    No of Parents or Children on Board  \\\n",
       "Name                                                                                     \n",
       "Allen, Miss. Elisabeth Walton                                                        0   \n",
       "Allison, Master. Hudson Trevor                                                       2   \n",
       "Allison, Miss. Helen Loraine                                                         2   \n",
       "Allison, Mr. Hudson Joshua Creighton                                                 2   \n",
       "Allison, Mrs. Hudson J C (Bessie Waldo Daniels)                                      2   \n",
       "Andrews, Mr. Thomas Jr                                                               0   \n",
       "Appleton, Mrs. Edward Dale (Charlotte Lamson)                                        0   \n",
       "Artagaveytia, Mr. Ramon                                                              0   \n",
       "Astor, Col. John Jacob                                                               0   \n",
       "Astor, Mrs. John Jacob (Madeleine Talmadge Force)                                    0   \n",
       "Aubart, Mme. Leontine Pauline                                                        0   \n",
       "Baumann, Mr. John D                                                                  0   \n",
       "Baxter, Mr. Quigg Edmond                                                             1   \n",
       "Baxter, Mrs. James (Helene DeLaudeniere Chaput)                                      1   \n",
       "Bazzani, Miss. Albina                                                                0   \n",
       "Beattie, Mr. Thomson                                                                 0   \n",
       "Beckwith, Mr. Richard Leonard                                                        1   \n",
       "Bidois, Miss. Rosalie                                                                0   \n",
       "Bird, Miss. Ellen                                                                    0   \n",
       "Birnbaum, Mr. Jakob                                                                  0   \n",
       "Bishop, Mr. Dickinson H                                                              0   \n",
       "Bishop, Mrs. Dickinson H (Helen Walton)                                              0   \n",
       "Bissette, Miss. Amelia                                                               0   \n",
       "Bjornstrom-Steffansson, Mr. Mauritz Hakan                                            0   \n",
       "Bonnell, Miss. Caroline                                                              0   \n",
       "Bonnell, Miss. Elizabeth                                                             0   \n",
       "Bowen, Miss. Grace Scott                                                             0   \n",
       "Bowerman, Miss. Elsie Edith                                                          1   \n",
       "Brady, Mr. John Bertram                                                              0   \n",
       "Brandeis, Mr. Emil                                                                   0   \n",
       "...                                                                                ...   \n",
       "van Billiard, Master. James William                                                  1   \n",
       "van Billiard, Mr. Austin Blyler                                                      2   \n",
       "Van Impe, Miss. Catharina                                                            2   \n",
       "Van Impe, Mrs. Jean Baptiste (Rosalie Paula Gov...                                   1   \n",
       "van Melkebeke, Mr. Philemon                                                          0   \n",
       "Vander Cruyssen, Mr. Victor                                                          0   \n",
       "Vander Planke, Miss. Augusta Maria                                                   0   \n",
       "Vander Planke, Mr. Julius                                                            0   \n",
       "Vander Planke, Mr. Leo Edmondus                                                      0   \n",
       "Vander Planke, Mrs. Julius (Emelia Maria Vandem...                                   0   \n",
       "Vartanian, Mr. David                                                                 0   \n",
       "Vestrom, Miss. Hulda Amanda Adolfina                                                 0   \n",
       "Vovk, Mr. Janko                                                                      0   \n",
       "Waelens, Mr. Achille                                                                 0   \n",
       "Ware, Mr. Frederick                                                                  0   \n",
       "Warren, Mr. Charles William                                                          0   \n",
       "Widegren, Mr. Carl/Charles Peter                                                     0   \n",
       "Wiklund, Mr. Jakob Alfred                                                            0   \n",
       "Wilkes, Mrs. James (Ellen Needs)                                                     0   \n",
       "Willey, Mr. Edward                                                                   0   \n",
       "Williams, Mr. Howard Hugh 'Harry'                                                    0   \n",
       "Williams, Mr. Leslie                                                                 0   \n",
       "Windelov, Mr. Einar                                                                  0   \n",
       "Wittevrongel, Mr. Camille                                                            0   \n",
       "Yasbeck, Mr. Antoni                                                                  0   \n",
       "Yasbeck, Mrs. Antoni (Selini Alexander)                                              0   \n",
       "Youseff, Mr. Gerious                                                                 0   \n",
       "Yousseff, Mr. Gerious                                                                0   \n",
       "Zabour, Miss. Thamine                                                                0   \n",
       "Zakarian, Mr. Mapriededer                                                            0   \n",
       "\n",
       "                                                    Survived  \n",
       "Name                                                          \n",
       "Allen, Miss. Elisabeth Walton                              0  \n",
       "Allison, Master. Hudson Trevor                             0  \n",
       "Allison, Miss. Helen Loraine                               1  \n",
       "Allison, Mr. Hudson Joshua Creighton                       1  \n",
       "Allison, Mrs. Hudson J C (Bessie Waldo Daniels)            1  \n",
       "Andrews, Mr. Thomas Jr                                     1  \n",
       "Appleton, Mrs. Edward Dale (Charlotte Lamson)              0  \n",
       "Artagaveytia, Mr. Ramon                                    1  \n",
       "Astor, Col. John Jacob                                     1  \n",
       "Astor, Mrs. John Jacob (Madeleine Talmadge Force)          0  \n",
       "Aubart, Mme. Leontine Pauline                              0  \n",
       "Baumann, Mr. John D                                        1  \n",
       "Baxter, Mr. Quigg Edmond                                   1  \n",
       "Baxter, Mrs. James (Helene DeLaudeniere Chaput)            0  \n",
       "Bazzani, Miss. Albina                                      0  \n",
       "Beattie, Mr. Thomson                                       1  \n",
       "Beckwith, Mr. Richard Leonard                              0  \n",
       "Bidois, Miss. Rosalie                                      0  \n",
       "Bird, Miss. Ellen                                          0  \n",
       "Birnbaum, Mr. Jakob                                        1  \n",
       "Bishop, Mr. Dickinson H                                    0  \n",
       "Bishop, Mrs. Dickinson H (Helen Walton)                    0  \n",
       "Bissette, Miss. Amelia                                     0  \n",
       "Bjornstrom-Steffansson, Mr. Mauritz Hakan                  0  \n",
       "Bonnell, Miss. Caroline                                    0  \n",
       "Bonnell, Miss. Elizabeth                                   0  \n",
       "Bowen, Miss. Grace Scott                                   0  \n",
       "Bowerman, Miss. Elsie Edith                                0  \n",
       "Brady, Mr. John Bertram                                    1  \n",
       "Brandeis, Mr. Emil                                         1  \n",
       "...                                                      ...  \n",
       "van Billiard, Master. James William                        1  \n",
       "van Billiard, Mr. Austin Blyler                            1  \n",
       "Van Impe, Miss. Catharina                                  1  \n",
       "Van Impe, Mrs. Jean Baptiste (Rosalie Paula Gov...         1  \n",
       "van Melkebeke, Mr. Philemon                                1  \n",
       "Vander Cruyssen, Mr. Victor                                1  \n",
       "Vander Planke, Miss. Augusta Maria                         1  \n",
       "Vander Planke, Mr. Julius                                  1  \n",
       "Vander Planke, Mr. Leo Edmondus                            1  \n",
       "Vander Planke, Mrs. Julius (Emelia Maria Vandem...         1  \n",
       "Vartanian, Mr. David                                       0  \n",
       "Vestrom, Miss. Hulda Amanda Adolfina                       1  \n",
       "Vovk, Mr. Janko                                            1  \n",
       "Waelens, Mr. Achille                                       1  \n",
       "Ware, Mr. Frederick                                        1  \n",
       "Warren, Mr. Charles William                                1  \n",
       "Widegren, Mr. Carl/Charles Peter                           1  \n",
       "Wiklund, Mr. Jakob Alfred                                  1  \n",
       "Wilkes, Mrs. James (Ellen Needs)                           0  \n",
       "Willey, Mr. Edward                                         1  \n",
       "Williams, Mr. Howard Hugh 'Harry'                          1  \n",
       "Williams, Mr. Leslie                                       1  \n",
       "Windelov, Mr. Einar                                        1  \n",
       "Wittevrongel, Mr. Camille                                  1  \n",
       "Yasbeck, Mr. Antoni                                        1  \n",
       "Yasbeck, Mrs. Antoni (Selini Alexander)                    0  \n",
       "Youseff, Mr. Gerious                                       1  \n",
       "Yousseff, Mr. Gerious                                      1  \n",
       "Zabour, Miss. Thamine                                      1  \n",
       "Zakarian, Mr. Mapriededer                                  1  \n",
       "\n",
       "[912 rows x 5 columns]"
      ]
     },
     "execution_count": 344,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Vande Velde, Mr. Johannes Joseph</th>\n",
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       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vande Walle, Mr. Nestor Cyriel</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vanden Steen, Mr. Leo Peter</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vendel, Mr. Olof Edvin</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Webber, Mr. James</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wenzel, Mr. Linhart</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Whabee, Mrs. George Joseph (Shawneene Abi-Saab)</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wiklund, Mr. Karl Johan</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willer, Mr. Aaron ('Abi Weller')</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wirz, Mr. Albert</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wiseman, Mr. Phillippe</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yousif, Mr. Wazli</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zabour, Miss. Hileni</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zakarian, Mr. Ortin</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimmerman, Mr. Leo</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>397 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Passenger Class  Sex  \\\n",
       "Name                                                                       \n",
       "Anderson, Mr. Harry                                               0    1   \n",
       "Andrews, Miss. Kornelia Theodosia                                 0    0   \n",
       "Barber, Miss. Ellen 'Nellie'                                      0    0   \n",
       "Barkworth, Mr. Algernon Henry Wilson                              0    1   \n",
       "Beckwith, Mrs. Richard Leonard (Sallie Monypeny)                  0    0   \n",
       "Behr, Mr. Karl Howell                                             0    1   \n",
       "Blackwell, Mr. Stephen Weart                                      0    1   \n",
       "Blank, Mr. Henry                                                  0    1   \n",
       "Borebank, Mr. John James                                          0    1   \n",
       "Bradley, Mr. George ('George Arthur Brayton')                     0    1   \n",
       "Brewe, Dr. Arthur Jackson                                         0    1   \n",
       "Bucknell, Mrs. William Robert (Emma Eliza Ward)                   0    0   \n",
       "Burns, Miss. Elizabeth Margaret                                   0    0   \n",
       "Calderhead, Mr. Edward Pennington                                 0    1   \n",
       "Carlsson, Mr. Frans Olof                                          0    1   \n",
       "Carter, Master. William Thornton II                               0    1   \n",
       "Carter, Miss. Lucile Polk                                         0    0   \n",
       "Chaffee, Mr. Herbert Fuller                                       0    1   \n",
       "Chaffee, Mrs. Herbert Fuller (Carrie Constance ...                0    0   \n",
       "Chambers, Mrs. Norman Campbell (Bertha Griggs)                    0    0   \n",
       "Chevre, Mr. Paul Romaine                                          0    1   \n",
       "Daniels, Miss. Sarah                                              0    0   \n",
       "Dick, Mr. Albert Adrian                                           0    1   \n",
       "Dodge, Mrs. Washington (Ruth Vidaver)                             0    0   \n",
       "Douglas, Mrs. Frederick Charles (Mary Helene Ba...                0    0   \n",
       "Eustis, Miss. Elizabeth Mussey                                    0    0   \n",
       "Foreman, Mr. Benjamin Laventall                                   0    1   \n",
       "Fortune, Mrs. Mark (Mary McDougald)                               0    0   \n",
       "Franklin, Mr. Thomas Parham                                       0    1   \n",
       "Frolicher, Miss. Hedwig Margaritha                                0    0   \n",
       "...                                                             ...  ...   \n",
       "Strilic, Mr. Ivan                                                 2    1   \n",
       "Sunderland, Mr. Victor Francis                                    2    1   \n",
       "Sutehall, Mr. Henry Jr                                            2    1   \n",
       "Theobald, Mr. Thomas Leonard                                      2    1   \n",
       "Thomas, Master. Assad Alexander                                   2    1   \n",
       "Thomas, Mr. John                                                  2    1   \n",
       "Thomas, Mr. Tannous                                               2    1   \n",
       "Thorneycroft, Mrs. Percival (Florence Kate White)                 2    0   \n",
       "Tikkanen, Mr. Juho                                                2    1   \n",
       "Torber, Mr. Ernst William                                         2    1   \n",
       "Touma, Master. Georges Youssef                                    2    1   \n",
       "Touma, Miss. Maria Youssef                                        2    0   \n",
       "Touma, Mrs. Darwis (Hanne Youssef Razi)                           2    0   \n",
       "van Billiard, Master. Walter John                                 2    1   \n",
       "Van Impe, Mr. Jean Baptiste                                       2    1   \n",
       "Vande Velde, Mr. Johannes Joseph                                  2    1   \n",
       "Vande Walle, Mr. Nestor Cyriel                                    2    1   \n",
       "Vanden Steen, Mr. Leo Peter                                       2    1   \n",
       "Vendel, Mr. Olof Edvin                                            2    1   \n",
       "Webber, Mr. James                                                 2    1   \n",
       "Wenzel, Mr. Linhart                                               2    1   \n",
       "Whabee, Mrs. George Joseph (Shawneene Abi-Saab)                   2    0   \n",
       "Wiklund, Mr. Karl Johan                                           2    1   \n",
       "Willer, Mr. Aaron ('Abi Weller')                                  2    1   \n",
       "Wirz, Mr. Albert                                                  2    1   \n",
       "Wiseman, Mr. Phillippe                                            2    1   \n",
       "Yousif, Mr. Wazli                                                 2    1   \n",
       "Zabour, Miss. Hileni                                              2    0   \n",
       "Zakarian, Mr. Ortin                                               2    1   \n",
       "Zimmerman, Mr. Leo                                                2    1   \n",
       "\n",
       "                                                    No of Siblings or Spouses on Board  \\\n",
       "Name                                                                                     \n",
       "Anderson, Mr. Harry                                                                  0   \n",
       "Andrews, Miss. Kornelia Theodosia                                                    1   \n",
       "Barber, Miss. Ellen 'Nellie'                                                         0   \n",
       "Barkworth, Mr. Algernon Henry Wilson                                                 0   \n",
       "Beckwith, Mrs. Richard Leonard (Sallie Monypeny)                                     1   \n",
       "Behr, Mr. Karl Howell                                                                0   \n",
       "Blackwell, Mr. Stephen Weart                                                         0   \n",
       "Blank, Mr. Henry                                                                     0   \n",
       "Borebank, Mr. John James                                                             0   \n",
       "Bradley, Mr. George ('George Arthur Brayton')                                        0   \n",
       "Brewe, Dr. Arthur Jackson                                                            0   \n",
       "Bucknell, Mrs. William Robert (Emma Eliza Ward)                                      0   \n",
       "Burns, Miss. Elizabeth Margaret                                                      0   \n",
       "Calderhead, Mr. Edward Pennington                                                    0   \n",
       "Carlsson, Mr. Frans Olof                                                             0   \n",
       "Carter, Master. William Thornton II                                                  1   \n",
       "Carter, Miss. Lucile Polk                                                            1   \n",
       "Chaffee, Mr. Herbert Fuller                                                          1   \n",
       "Chaffee, Mrs. Herbert Fuller (Carrie Constance ...                                   1   \n",
       "Chambers, Mrs. Norman Campbell (Bertha Griggs)                                       1   \n",
       "Chevre, Mr. Paul Romaine                                                             0   \n",
       "Daniels, Miss. Sarah                                                                 0   \n",
       "Dick, Mr. Albert Adrian                                                              1   \n",
       "Dodge, Mrs. Washington (Ruth Vidaver)                                                1   \n",
       "Douglas, Mrs. Frederick Charles (Mary Helene Ba...                                   1   \n",
       "Eustis, Miss. Elizabeth Mussey                                                       1   \n",
       "Foreman, Mr. Benjamin Laventall                                                      0   \n",
       "Fortune, Mrs. Mark (Mary McDougald)                                                  1   \n",
       "Franklin, Mr. Thomas Parham                                                          0   \n",
       "Frolicher, Miss. Hedwig Margaritha                                                   0   \n",
       "...                                                                                ...   \n",
       "Strilic, Mr. Ivan                                                                    0   \n",
       "Sunderland, Mr. Victor Francis                                                       0   \n",
       "Sutehall, Mr. Henry Jr                                                               0   \n",
       "Theobald, Mr. Thomas Leonard                                                         0   \n",
       "Thomas, Master. Assad Alexander                                                      0   \n",
       "Thomas, Mr. John                                                                     0   \n",
       "Thomas, Mr. Tannous                                                                  0   \n",
       "Thorneycroft, Mrs. Percival (Florence Kate White)                                    1   \n",
       "Tikkanen, Mr. Juho                                                                   0   \n",
       "Torber, Mr. Ernst William                                                            0   \n",
       "Touma, Master. Georges Youssef                                                       1   \n",
       "Touma, Miss. Maria Youssef                                                           1   \n",
       "Touma, Mrs. Darwis (Hanne Youssef Razi)                                              0   \n",
       "van Billiard, Master. Walter John                                                    1   \n",
       "Van Impe, Mr. Jean Baptiste                                                          1   \n",
       "Vande Velde, Mr. Johannes Joseph                                                     0   \n",
       "Vande Walle, Mr. Nestor Cyriel                                                       0   \n",
       "Vanden Steen, Mr. Leo Peter                                                          0   \n",
       "Vendel, Mr. Olof Edvin                                                               0   \n",
       "Webber, Mr. James                                                                    0   \n",
       "Wenzel, Mr. Linhart                                                                  0   \n",
       "Whabee, Mrs. George Joseph (Shawneene Abi-Saab)                                      0   \n",
       "Wiklund, Mr. Karl Johan                                                              1   \n",
       "Willer, Mr. Aaron ('Abi Weller')                                                     0   \n",
       "Wirz, Mr. Albert                                                                     0   \n",
       "Wiseman, Mr. Phillippe                                                               0   \n",
       "Yousif, Mr. Wazli                                                                    0   \n",
       "Zabour, Miss. Hileni                                                                 1   \n",
       "Zakarian, Mr. Ortin                                                                  0   \n",
       "Zimmerman, Mr. Leo                                                                   0   \n",
       "\n",
       "                                                    No of Parents or Children on Board  \\\n",
       "Name                                                                                     \n",
       "Anderson, Mr. Harry                                                                  0   \n",
       "Andrews, Miss. Kornelia Theodosia                                                    0   \n",
       "Barber, Miss. Ellen 'Nellie'                                                         0   \n",
       "Barkworth, Mr. Algernon Henry Wilson                                                 0   \n",
       "Beckwith, Mrs. Richard Leonard (Sallie Monypeny)                                     1   \n",
       "Behr, Mr. Karl Howell                                                                0   \n",
       "Blackwell, Mr. Stephen Weart                                                         0   \n",
       "Blank, Mr. Henry                                                                     0   \n",
       "Borebank, Mr. John James                                                             0   \n",
       "Bradley, Mr. George ('George Arthur Brayton')                                        0   \n",
       "Brewe, Dr. Arthur Jackson                                                            0   \n",
       "Bucknell, Mrs. William Robert (Emma Eliza Ward)                                      0   \n",
       "Burns, Miss. Elizabeth Margaret                                                      0   \n",
       "Calderhead, Mr. Edward Pennington                                                    0   \n",
       "Carlsson, Mr. Frans Olof                                                             0   \n",
       "Carter, Master. William Thornton II                                                  2   \n",
       "Carter, Miss. Lucile Polk                                                            2   \n",
       "Chaffee, Mr. Herbert Fuller                                                          0   \n",
       "Chaffee, Mrs. Herbert Fuller (Carrie Constance ...                                   0   \n",
       "Chambers, Mrs. Norman Campbell (Bertha Griggs)                                       0   \n",
       "Chevre, Mr. Paul Romaine                                                             0   \n",
       "Daniels, Miss. Sarah                                                                 0   \n",
       "Dick, Mr. Albert Adrian                                                              0   \n",
       "Dodge, Mrs. Washington (Ruth Vidaver)                                                1   \n",
       "Douglas, Mrs. Frederick Charles (Mary Helene Ba...                                   1   \n",
       "Eustis, Miss. Elizabeth Mussey                                                       0   \n",
       "Foreman, Mr. Benjamin Laventall                                                      0   \n",
       "Fortune, Mrs. Mark (Mary McDougald)                                                  4   \n",
       "Franklin, Mr. Thomas Parham                                                          0   \n",
       "Frolicher, Miss. Hedwig Margaritha                                                   2   \n",
       "...                                                                                ...   \n",
       "Strilic, Mr. Ivan                                                                    0   \n",
       "Sunderland, Mr. Victor Francis                                                       0   \n",
       "Sutehall, Mr. Henry Jr                                                               0   \n",
       "Theobald, Mr. Thomas Leonard                                                         0   \n",
       "Thomas, Master. Assad Alexander                                                      1   \n",
       "Thomas, Mr. John                                                                     0   \n",
       "Thomas, Mr. Tannous                                                                  0   \n",
       "Thorneycroft, Mrs. Percival (Florence Kate White)                                    0   \n",
       "Tikkanen, Mr. Juho                                                                   0   \n",
       "Torber, Mr. Ernst William                                                            0   \n",
       "Touma, Master. Georges Youssef                                                       1   \n",
       "Touma, Miss. Maria Youssef                                                           1   \n",
       "Touma, Mrs. Darwis (Hanne Youssef Razi)                                              2   \n",
       "van Billiard, Master. Walter John                                                    1   \n",
       "Van Impe, Mr. Jean Baptiste                                                          1   \n",
       "Vande Velde, Mr. Johannes Joseph                                                     0   \n",
       "Vande Walle, Mr. Nestor Cyriel                                                       0   \n",
       "Vanden Steen, Mr. Leo Peter                                                          0   \n",
       "Vendel, Mr. Olof Edvin                                                               0   \n",
       "Webber, Mr. James                                                                    0   \n",
       "Wenzel, Mr. Linhart                                                                  0   \n",
       "Whabee, Mrs. George Joseph (Shawneene Abi-Saab)                                      0   \n",
       "Wiklund, Mr. Karl Johan                                                              0   \n",
       "Willer, Mr. Aaron ('Abi Weller')                                                     0   \n",
       "Wirz, Mr. Albert                                                                     0   \n",
       "Wiseman, Mr. Phillippe                                                               0   \n",
       "Yousif, Mr. Wazli                                                                    0   \n",
       "Zabour, Miss. Hileni                                                                 0   \n",
       "Zakarian, Mr. Ortin                                                                  0   \n",
       "Zimmerman, Mr. Leo                                                                   0   \n",
       "\n",
       "                                                    Survived  \n",
       "Name                                                          \n",
       "Anderson, Mr. Harry                                        0  \n",
       "Andrews, Miss. Kornelia Theodosia                          0  \n",
       "Barber, Miss. Ellen 'Nellie'                               0  \n",
       "Barkworth, Mr. Algernon Henry Wilson                       0  \n",
       "Beckwith, Mrs. Richard Leonard (Sallie Monypeny)           0  \n",
       "Behr, Mr. Karl Howell                                      0  \n",
       "Blackwell, Mr. Stephen Weart                               1  \n",
       "Blank, Mr. Henry                                           0  \n",
       "Borebank, Mr. John James                                   1  \n",
       "Bradley, Mr. George ('George Arthur Brayton')              0  \n",
       "Brewe, Dr. Arthur Jackson                                  1  \n",
       "Bucknell, Mrs. William Robert (Emma Eliza Ward)            0  \n",
       "Burns, Miss. Elizabeth Margaret                            0  \n",
       "Calderhead, Mr. Edward Pennington                          0  \n",
       "Carlsson, Mr. Frans Olof                                   1  \n",
       "Carter, Master. William Thornton II                        0  \n",
       "Carter, Miss. Lucile Polk                                  0  \n",
       "Chaffee, Mr. Herbert Fuller                                1  \n",
       "Chaffee, Mrs. Herbert Fuller (Carrie Constance ...         0  \n",
       "Chambers, Mrs. Norman Campbell (Bertha Griggs)             0  \n",
       "Chevre, Mr. Paul Romaine                                   0  \n",
       "Daniels, Miss. Sarah                                       0  \n",
       "Dick, Mr. Albert Adrian                                    0  \n",
       "Dodge, Mrs. Washington (Ruth Vidaver)                      0  \n",
       "Douglas, Mrs. Frederick Charles (Mary Helene Ba...         0  \n",
       "Eustis, Miss. Elizabeth Mussey                             0  \n",
       "Foreman, Mr. Benjamin Laventall                            1  \n",
       "Fortune, Mrs. Mark (Mary McDougald)                        0  \n",
       "Franklin, Mr. Thomas Parham                                1  \n",
       "Frolicher, Miss. Hedwig Margaritha                         0  \n",
       "...                                                      ...  \n",
       "Strilic, Mr. Ivan                                          1  \n",
       "Sunderland, Mr. Victor Francis                             0  \n",
       "Sutehall, Mr. Henry Jr                                     1  \n",
       "Theobald, Mr. Thomas Leonard                               1  \n",
       "Thomas, Master. Assad Alexander                            0  \n",
       "Thomas, Mr. John                                           1  \n",
       "Thomas, Mr. Tannous                                        1  \n",
       "Thorneycroft, Mrs. Percival (Florence Kate White)          0  \n",
       "Tikkanen, Mr. Juho                                         1  \n",
       "Torber, Mr. Ernst William                                  1  \n",
       "Touma, Master. Georges Youssef                             0  \n",
       "Touma, Miss. Maria Youssef                                 0  \n",
       "Touma, Mrs. Darwis (Hanne Youssef Razi)                    0  \n",
       "van Billiard, Master. Walter John                          1  \n",
       "Van Impe, Mr. Jean Baptiste                                1  \n",
       "Vande Velde, Mr. Johannes Joseph                           1  \n",
       "Vande Walle, Mr. Nestor Cyriel                             1  \n",
       "Vanden Steen, Mr. Leo Peter                                1  \n",
       "Vendel, Mr. Olof Edvin                                     1  \n",
       "Webber, Mr. James                                          1  \n",
       "Wenzel, Mr. Linhart                                        1  \n",
       "Whabee, Mrs. George Joseph (Shawneene Abi-Saab)            0  \n",
       "Wiklund, Mr. Karl Johan                                    1  \n",
       "Willer, Mr. Aaron ('Abi Weller')                           1  \n",
       "Wirz, Mr. Albert                                           1  \n",
       "Wiseman, Mr. Phillippe                                     1  \n",
       "Yousif, Mr. Wazli                                          1  \n",
       "Zabour, Miss. Hileni                                       1  \n",
       "Zakarian, Mr. Ortin                                        1  \n",
       "Zimmerman, Mr. Leo                                         1  \n",
       "\n",
       "[397 rows x 5 columns]"
      ]
     },
     "execution_count": 345,
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   "source": [
    "test"
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   "source": []
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