ex4.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1bd5801a",
   "metadata": {},
   "source": [
    "# 2.2 Question 4, Data analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "9df3f13e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import skew, kurtosis, chi2\n",
    "fn = 'BakeryData.xlsx'\n",
    "df = pd.read_excel(fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "56fd1997",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "day 1\n",
      "49.07104110289019\n",
      "217.5638739585315\n",
      "14.750046574791941\n",
      "0.7188624181808128\n",
      "0.26739390005314023\n",
      "day 2\n",
      "47.827405472214096\n",
      "162.42424173138713\n",
      "12.744576953802238\n",
      "0.5783844161012457\n",
      "0.013648581120007552\n",
      "day 3\n",
      "46.68791891761064\n",
      "255.68644880786456\n",
      "15.990198523091093\n",
      "0.6037447578077026\n",
      "0.2549470702330541\n",
      "day 4\n",
      "47.20316918747385\n",
      "207.537901619112\n",
      "14.40617581522286\n",
      "0.6283988560068232\n",
      "0.5345303065311731\n",
      "day 5\n",
      "46.779229746672335\n",
      "184.64716100501468\n",
      "13.588493698898883\n",
      "0.6761777974389618\n",
      "-0.19259856249998553\n",
      "day 6\n",
      "190.98335715713\n",
      "154.55261078730754\n",
      "12.431919030757381\n",
      "-0.10466138744625063\n",
      "0.16219085015068035\n",
      "day 7\n",
      "119.07236234072765\n",
      "408.00408292788927\n",
      "20.19911094399675\n",
      "0.0031018358119656512\n",
      "-0.09043960834519638\n"
     ]
    }
   ],
   "source": [
    "'''Function to get the mean, variance, standard deviantion, skewness and kurtosis for every day of one store'''\n",
    "for n in range(0,7):\n",
    "    print('day', n + 1)\n",
    "    print(df.iloc[n:1004:7,3].mean()) \n",
    "    print(df.iloc[n:1004:7,3].var())\n",
    "    print(df.iloc[n:1004:7,3].std())\n",
    "    print(skew(df.iloc[n:1004:7,3]))\n",
    "    print(kurtosis(df.iloc[n:1004:7,3]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "28e08d85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mall:\n",
      "Mean:\n",
      "95.09666637518035\n",
      "Variance:\n",
      "4177.958001368622\n",
      "Standard deviation:\n",
      "64.63712556548768\n",
      "skewness:\n",
      "0.995447990607949\n",
      "kurtosis:\n",
      "-0.5381456302920542\n"
     ]
    }
   ],
   "source": [
    "'''Data of mall'''\n",
    "print('Mall:')\n",
    "print('Mean:')\n",
    "print(df['mall'].mean())\n",
    "print('Variance:')\n",
    "print(df['mall'].var())\n",
    "print('Standard deviation:')\n",
    "print(df['mall'].std())\n",
    "print('skewness:')\n",
    "print(skew(df['mall']))\n",
    "print('kurtosis:')\n",
    "print(kurtosis(df['mall']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "15dcfcce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Street A:\n",
      "Mean:\n",
      "78.09778713387728\n",
      "Variance:\n",
      "2951.0305742000405\n",
      "Standard deviation:\n",
      "54.32338883206791\n",
      "skewness:\n",
      "1.226458535759719\n",
      "kurtosis:\n",
      "0.1305698282283423\n"
     ]
    }
   ],
   "source": [
    "print('Street A:')\n",
    "print('Mean:')\n",
    "print(df['streetA'].mean())\n",
    "print('Variance:')\n",
    "print(df['streetA'].var())\n",
    "print('Standard deviation:')\n",
    "print(df['streetA'].std())\n",
    "print('skewness:')\n",
    "print(skew(df['streetA']))\n",
    "print('kurtosis:')\n",
    "print(kurtosis(df['streetA']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "c1e1026f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Street B:\n",
      "Mean:\n",
      "63.50193883354004\n",
      "Variance:\n",
      "2334.668959181537\n",
      "Standard deviation:\n",
      "48.318412217099365\n",
      "skewness:\n",
      "1.091586386850559\n",
      "kurtosis:\n",
      "-0.25016340060393905\n"
     ]
    }
   ],
   "source": [
    "print('Street B:')\n",
    "print('Mean:')\n",
    "print(df['streetB'].mean())\n",
    "print('Variance:')\n",
    "print(df['streetB'].var())\n",
    "print('Standard deviation:')\n",
    "print(df['streetB'].std())\n",
    "print('skewness:')\n",
    "print(skew(df['streetB']))\n",
    "print('kurtosis:')\n",
    "print(kurtosis(df['streetB']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "70c4835f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Street C:\n",
      "Mean:\n",
      "62.60555335694269\n",
      "Variance:\n",
      "2262.7434409336975\n",
      "Standard deviation:\n",
      "47.568302901550915\n",
      "skewness:\n",
      "1.1119653977882682\n",
      "kurtosis:\n",
      "-0.16844474603733461\n"
     ]
    }
   ],
   "source": [
    "print('Street C:')\n",
    "print('Mean:')\n",
    "print(df['streetC'].mean())\n",
    "print('Variance:')\n",
    "print(df['streetC'].var())\n",
    "print('Standard deviation:')\n",
    "print(df['streetC'].std())\n",
    "print('skewness:')\n",
    "print(skew(df['streetC']))\n",
    "print('kurtosis:')\n",
    "print(kurtosis(df['streetC']))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b27c807",
   "metadata": {},
   "source": [
    "# Plots and histograms\n",
    "It is easy to get the data of other stores/days by changing only a few numbers\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "0b4ebe75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''time series plot for the first month of mall'''\n",
    "plt.plot(df.iloc[0:30, 3])\n",
    "plt.title(\"plot of first month of Mall\")\n",
    "plt.xlabel(\"days\")\n",
    "plt.ylabel(\"demand\")\n",
    "plt.grid(True)\n",
    "plt.style.use('fivethirtyeight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "a81a5801",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''histogram of mall'''\n",
    "bins=25\n",
    "binwidth=10\n",
    "bb=np.arange(0,bins*binwidth+0.001,binwidth)\n",
    "\n",
    "plt.hist(df['mall'], bb, rwidth=0.85 )\n",
    "plt.title(\"Demand at Mall\")\n",
    "plt.xlabel(\"demand\")\n",
    "plt.ylabel(\"Frecuency\")\n",
    "plt.grid(True)\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "946da722",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''histogram of street C'''\n",
    "bins=25\n",
    "binwidth=10\n",
    "bb=np.arange(0,bins*binwidth+0.001,binwidth)\n",
    "plt.hist(df['streetC'], bb, rwidth=0.85)\n",
    "plt.title(\"Demand at Street C\")\n",
    "plt.xlabel(\"demand\")\n",
    "plt.ylabel(\"Frecuency\")\n",
    "plt.grid(True)\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "e7287760",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frecuency')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''histogram of mall on Monday'''\n",
    "bins=30\n",
    "binwidth=5\n",
    "bb=np.arange(0,bins*binwidth+0.001,binwidth)\n",
    "plt.hist(df.iloc[0:1004:7,3],  bb, rwidth=0.85) #monday\n",
    "plt.grid(True)\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.title(\"Demand at mall on monday\")\n",
    "plt.xlabel(\"demand\")\n",
    "plt.ylabel(\"Frecuency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "ed90addb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frecuency')"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''histogram of mall on Tuesday'''\n",
    "bins=20\n",
    "binwidth=5\n",
    "bb=np.arange(0,bins*binwidth+0.001,binwidth)\n",
    "plt.hist(df.iloc[1:1004:7,3], bb, rwidth=0.85) \n",
    "plt.grid(True)\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.title(\"Demand at mall on tuesday\")\n",
    "plt.xlabel(\"demand\")\n",
    "plt.ylabel(\"Frecuency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "ac3d75c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frecuency')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''histogram of mall on Wednesday'''\n",
    "bins=30\n",
    "binwidth=5\n",
    "bb=np.arange(0,bins*binwidth+0.001,binwidth)\n",
    "plt.hist(df.iloc[2:1004:7,3],  bb, rwidth=0.85) \n",
    "plt.grid(True)\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.title(\"Demand at mall on wednesday\")\n",
    "plt.xlabel(\"demand\")\n",
    "plt.ylabel(\"Frecuency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "c59f2ff8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frecuency')"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''histogram of mall on Thursday'''\n",
    "bins=20\n",
    "binwidth=5\n",
    "bb=np.arange(0,bins*binwidth+0.001,binwidth)\n",
    "plt.hist(df.iloc[3:1004:7,3],  bb, rwidth=0.85) \n",
    "plt.grid(True)\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.title(\"Demand at mall on thursday\")\n",
    "plt.xlabel(\"demand\")\n",
    "plt.ylabel(\"Frecuency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "43668172",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frecuency')"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''histogram of mall on Friday'''\n",
    "bins=20\n",
    "binwidth=5\n",
    "bb=np.arange(0,bins*binwidth+0.001,binwidth)\n",
    "plt.hist(df.iloc[4:1004:7,3],  bb, rwidth=0.85) \n",
    "plt.grid(True)\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.title(\"Demand at mall on friday\")\n",
    "plt.xlabel(\"demand\")\n",
    "plt.ylabel(\"Frecuency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "37b8eb89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frecuency')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''histogram of mall on Saturday'''\n",
    "bins=50\n",
    "binwidth=5\n",
    "bb=np.arange(0,bins*binwidth+0.001,binwidth)\n",
    "plt.hist(df.iloc[5:1004:7,3],  bb, rwidth=0.85) \n",
    "plt.grid(True)\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.title(\"Demand at mall on saturday\")\n",
    "plt.xlabel(\"demand\")\n",
    "plt.ylabel(\"Frecuency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "c3c56d03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frecuency')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''histogram of mall on Sunday'''\n",
    "bins=40\n",
    "binwidth=5\n",
    "bb=np.arange(0,bins*binwidth+0.001,binwidth)\n",
    "plt.hist(df.iloc[6:1004:7,3], bb, rwidth=0.85) \n",
    "plt.grid(True)\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.title(\"Demand at mall on sunday\")\n",
    "plt.xlabel(\"demand\")\n",
    "plt.ylabel(\"Frecuency\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e1e7228",
   "metadata": {},
   "source": [
    "# Jaque-Bera test\n",
    "#### n: day (0-6) \n",
    "#### m: store (2-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "0cc3cc52",
   "metadata": {},
   "outputs": [],
   "source": [
    "def JB(df):\n",
    "    '''Jaque-Bera test for normality'''\n",
    "    n = 0\n",
    "    m = 1\n",
    "    \n",
    "    alpha = 0.01\n",
    "    criticalValue = chi2.ppf(1-alpha, df=2)\n",
    "    x = len(df.iloc[n:1004:7,m])*(pow(skew(df.iloc[n:1004:7,m]), 2)/6 + pow(kurtosis(df.iloc[n:1004:7,m], fisher=False)-3, 2)/24)\n",
    "\n",
    "    if x >= criticalValue:\n",
    "        print(\"JB test rejects normality\")\n",
    "    else:\n",
    "        print(\"JB test fails to reject normality\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "4ec8463e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "JB test rejects normality\n"
     ]
    }
   ],
   "source": [
    "JB(df)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.8.5 64-bit"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "interpreter": {
   "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}