fittingscore.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import matplotlib.pyplot as mp\n",
    "import numpy\n",
    "import tkinter as tk \n",
    "from tkinter import filedialog, Text\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Arie\\AppData\\Local\\Temp/ipykernel_9176/2822140847.py:39: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  per = ((change/average) *100)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Percentage standaardafwijking vs gemiddelde fitting score per file'}, ylabel='Files'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#This program calculates the percentage of change compared to the average fitting score of all the excel sheets\n",
    "#Author: Arie Hoekstra\n",
    "\n",
    "#Directory we want to search\n",
    "directory = \"Excel Resultaten\"\n",
    "#List to store all the files with path\n",
    "excel = []\n",
    "#List with just the file names\n",
    "files = []\n",
    "y = 0\n",
    "\n",
    "#Loop over all the files in the directory    \n",
    "for file in os.listdir(directory):\n",
    "    #decode\n",
    "     filename = os.fsdecode(file)\n",
    "     if filename.endswith(\".xlsx\"):\n",
    "         #store path to file in temp variable\n",
    "         temp = os.path.join(directory, filename) \n",
    "         #insert into the excel\n",
    "         excel.insert(y, temp)\n",
    "         y = y + 1\n",
    "         continue\n",
    "     else:\n",
    "         continue\n",
    "\n",
    "i = 0\n",
    "#array to store all calculated percentages\n",
    "percentages = []\n",
    "\n",
    "#Loop over all the excel sheets\n",
    "for sheet in excel:\n",
    "    #Select the E column (total score)\n",
    "    df = pd.read_excel(sheet, usecols=\"E\")\n",
    "    #Retrieve average fitting score\n",
    "    average = df.iat[25,0]\n",
    "    #Retrieve the change value\n",
    "    change = df.iat[26,0]\n",
    "    try:\n",
    "        #Calculate percentage\n",
    "        per = ((change/average) *100)\n",
    "        per = round(per, 1)\n",
    "    except ZeroDivisionError:\n",
    "        per = 0\n",
    "    #inserit into the percentages array\n",
    "    percentages.insert(i, per)\n",
    "    #Delete directory from path\n",
    "    files.insert(i, sheet.replace('Excel Resultaten\\\\', ''))\n",
    "    i = i + 1\n",
    "\n",
    "#Create dataframe\n",
    "df = pd.DataFrame()\n",
    "#Add two columns with the names and the corresponding percentage\n",
    "df['Percentages fitting score vs standaardafwijking'] = percentages\n",
    "df['Files'] = files\n",
    "\n",
    "#Export dataframe to excel \n",
    "df.to_excel('totalscore.xlsx', index=False)\n",
    "\n",
    "#Get data from the excel\n",
    "df = pd.read_excel('totalscore.xlsx')\n",
    "#Plot the graph\n",
    "df.plot(x='Files', kind=\"barh\", figsize=(20,12), xlabel=\"Files\", ylabel = \"Percentage\", title=\"Percentage standaardafwijking vs gemiddelde fitting score per file\", grid=True)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "5508d7bacb2212b33d68a4ada149bd50a92b8b5ff2e4856f5b401d946aa155e4"
  },
  "kernelspec": {
   "display_name": "Python 3.8.6 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}