midterm_2021.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Processing in Python: Midterm\n",
    "\n",
    "## 29.11.2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Here is my midterm taht I have submitted,  I got 11 points out of 25 (+ additional 4 points for everybody).\n",
    "#I just removed my personal ID string in the definition of my_cuni, otherwise the code works"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing packages\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "import json\n",
    "\n",
    "from bs4 import BeautifulSoup\n",
    "import matplotlib.pyplot as plt\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Problem 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"data\": {}, \"message\": \"Error [400]  - No student with number 90940780 found! Check your input and if it is correct, contact the lecturers!\"}'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#obtaining login info\n",
    "link = \"https://ies-midterm.soulution.rocks/login\"\n",
    "\n",
    "my_cuni = {\n",
    "    \"cuni\":\"90940780\",\n",
    "    }\n",
    "\n",
    "log_info = requests.post(f\"{link}\", json=my_cuni)\n",
    "\n",
    "log_info.text\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here is my personal code: f02354b1\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'requests' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-2-e04dbf70c22e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m \u001b[0mprob1_request_1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"https://ies-midterm.soulution.rocks/data/11f651d1ee\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     10\u001b[0m \u001b[0mprob1_request_1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'requests' is not defined"
     ]
    }
   ],
   "source": [
    "#obtaining data\n",
    "personal_code = \"f02354b1\"\n",
    "list_of_ids = [\"11f651d1ee\", \"7be200ce5b\", \"ce92a7afca\", \"484090f05d\", \"8a310226b3\", \"779ce2818b\"]\n",
    "print(\"Here is my personal code:\", personal_code)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "prob1_request_1 = requests.get(\"https://ies-midterm.soulution.rocks/data/11f651d1ee\")\n",
    "prob1_request_1\n",
    "\n",
    "list_of_responses = []\n",
    "list_of_statuscodes = []\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n",
      "[503, 200, 200, 200, 503, 200]\n",
      "True\n",
      "[200, 503, 200, 200, 503, 503]\n",
      "True\n",
      "[503, 200, 503, 200, 200, 503]\n",
      "True\n",
      "[200, 503, 200, 503, 503, 200]\n",
      "True\n",
      "[200, 200, 503, 200, 200, 200]\n",
      "True\n",
      "[200, 200, 503, 503, 503, 200]\n",
      "True\n",
      "[503, 503, 200, 200, 503, 503]\n",
      "True\n",
      "[503, 503, 503, 503, 200, 200]\n",
      "True\n",
      "[200, 503, 503, 200, 200, 503]\n",
      "True\n",
      "[200, 503, 503, 200, 503, 200]\n",
      "True\n",
      "[200, 200, 503, 200, 503, 200]\n",
      "True\n",
      "[200, 503, 200, 200, 503, 200]\n",
      "True\n",
      "[503, 503, 200, 503, 200, 200]\n",
      "True\n",
      "[503, 200, 200, 503, 200, 200]\n",
      "True\n",
      "[200, 200, 503, 503, 200, 200]\n",
      "True\n",
      "[503, 200, 200, 503, 503, 200]\n",
      "True\n",
      "[503, 503, 503, 503, 200, 503]\n",
      "True\n",
      "[503, 503, 200, 503, 503, 200]\n",
      "True\n",
      "[503, 503, 200, 503, 200, 503]\n",
      "True\n",
      "[200, 200, 200, 200, 503, 200]\n",
      "True\n",
      "[200, 200, 503, 503, 200, 503]\n",
      "True\n",
      "[503, 200, 503, 503, 200, 503]\n",
      "True\n",
      "[200, 200, 200, 200, 200, 503]\n",
      "True\n",
      "[200, 503, 200, 503, 503, 200]\n",
      "True\n",
      "[200, 503, 200, 200, 503, 200]\n",
      "False\n",
      "[200, 200, 200, 200, 200, 200]\n"
     ]
    }
   ],
   "source": [
    "#to figure out this one to run without errors, it took me more than 40 minutes :/\n",
    "\n",
    "while np.mean(list_of_statuscodes) != 200:\n",
    "    list_of_responses = []\n",
    "    list_of_statuscodes = []\n",
    "\n",
    "\n",
    "    for i in list_of_ids:\n",
    "        list_of_responses.append(requests.get(f\"https://ies-midterm.soulution.rocks/data/{i}\"))\n",
    "\n",
    "    for b in list_of_responses:\n",
    "        list_of_statuscodes.append(b.status_code)\n",
    "\n",
    "    print(np.mean(list_of_statuscodes) != 200)    \n",
    "    print(list_of_statuscodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Response [200]>,\n",
       " <Response [200]>,\n",
       " <Response [200]>,\n",
       " <Response [200]>,\n",
       " <Response [200]>,\n",
       " <Response [200]>]"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_of_responses"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Problem 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "#I was not able to read the json file, I did not know how to manage the 'data':... at the start.\n",
    "#If I would done that, I would merge the six elements of list_of_responses into one dataframe and proceed to analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'company': 'MNG',\n",
       "  'data': [{'Date': '2019-01-02',\n",
       "    'Open': '35.630001068115234',\n",
       "    'High': '36.810001373291016',\n",
       "    'Low': '34.709999084472656',\n",
       "    'Close': '36.65999984741211',\n",
       "    'Adj.Close': '36.65999984741211',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-03',\n",
       "    'Open': '36.720001220703125',\n",
       "    'High': '37.220001220703125',\n",
       "    'Low': '36.130001068115234',\n",
       "    'Close': '36.65999984741211',\n",
       "    'Adj.Close': '36.65999984741211',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-04',\n",
       "    'Open': '36.65999984741211',\n",
       "    'High': '38.029998779296875',\n",
       "    'Low': '36.65999984741211',\n",
       "    'Close': '37.970001220703125',\n",
       "    'Adj.Close': '37.970001220703125',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-07',\n",
       "    'Open': '38.150001525878906',\n",
       "    'High': '39.560001373291016',\n",
       "    'Low': '37.939998626708984',\n",
       "    'Close': '39.560001373291016',\n",
       "    'Adj.Close': '39.560001373291016',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-08',\n",
       "    'Open': '39.560001373291016',\n",
       "    'High': '40.52000045776367',\n",
       "    'Low': '39.560001373291016',\n",
       "    'Close': '40.2599983215332',\n",
       "    'Adj.Close': '40.2599983215332',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-09',\n",
       "    'Open': '40.7400016784668',\n",
       "    'High': '40.9900016784668',\n",
       "    'Low': '40.20000076293945',\n",
       "    'Close': '40.880001068115234',\n",
       "    'Adj.Close': '40.880001068115234',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-10',\n",
       "    'Open': '40.439998626708984',\n",
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       "    'Low': '40.189998626708984',\n",
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       "    'Adj.Close': '41.13999938964844',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-11',\n",
       "    'Open': '41.13999938964844',\n",
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       "    'Adj.Close': '41.09000015258789',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-14',\n",
       "    'Open': '41.09000015258789',\n",
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       "    'Close': '41.310001373291016',\n",
       "    'Adj.Close': '41.310001373291016',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-15',\n",
       "    'Open': '41.529998779296875',\n",
       "    'High': '41.970001220703125',\n",
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       "    'Adj.Close': '41.72999954223633',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-16',\n",
       "    'Open': '41.72999954223633',\n",
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       "    'Low': '41.619998931884766',\n",
       "    'Close': '41.72999954223633',\n",
       "    'Adj.Close': '41.72999954223633',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-17',\n",
       "    'Open': '41.72999954223633',\n",
       "    'High': '42.27000045776367',\n",
       "    'Low': '41.310001373291016',\n",
       "    'Close': '42.08000183105469',\n",
       "    'Adj.Close': '42.08000183105469',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-18',\n",
       "    'Open': '42.310001373291016',\n",
       "    'High': '42.779998779296875',\n",
       "    'Low': '42.2599983215332',\n",
       "    'Close': '42.709999084472656',\n",
       "    'Adj.Close': '42.709999084472656',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-22',\n",
       "    'Open': '42.709999084472656',\n",
       "    'High': '42.709999084472656',\n",
       "    'Low': '41.220001220703125',\n",
       "    'Close': '41.27000045776367',\n",
       "    'Adj.Close': '41.27000045776367',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-23',\n",
       "    'Open': '41.27000045776367',\n",
       "    'High': '41.630001068115234',\n",
       "    'Low': '40.400001525878906',\n",
       "    'Close': '40.689998626708984',\n",
       "    'Adj.Close': '40.689998626708984',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-24',\n",
       "    'Open': '40.689998626708984',\n",
       "    'High': '41.38999938964844',\n",
       "    'Low': '40.439998626708984',\n",
       "    'Close': '41.290000915527344',\n",
       "    'Adj.Close': '41.290000915527344',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-25',\n",
       "    'Open': '41.290000915527344',\n",
       "    'High': '42.22999954223633',\n",
       "    'Low': '41.290000915527344',\n",
       "    'Close': '41.91999816894531',\n",
       "    'Adj.Close': '41.91999816894531',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-28',\n",
       "    'Open': '41.91999816894531',\n",
       "    'High': '41.91999816894531',\n",
       "    'Low': '40.93000030517578',\n",
       "    'Close': '41.56999969482422',\n",
       "    'Adj.Close': '41.56999969482422',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-29',\n",
       "    'Open': '41.56999969482422',\n",
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       "    'Low': '41.56999969482422',\n",
       "    'Close': '41.81999969482422',\n",
       "    'Adj.Close': '41.81999969482422',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-30',\n",
       "    'Open': '41.81999969482422',\n",
       "    'High': '42.630001068115234',\n",
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       "    'Close': '42.52000045776367',\n",
       "    'Adj.Close': '42.52000045776367',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-01-31',\n",
       "    'Open': '42.52000045776367',\n",
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       "    'Close': '41.84000015258789',\n",
       "    'Adj.Close': '41.84000015258789',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-01',\n",
       "    'Open': '41.84000015258789',\n",
       "    'High': '42.400001525878906',\n",
       "    'Low': '41.70000076293945',\n",
       "    'Close': '42.060001373291016',\n",
       "    'Adj.Close': '42.060001373291016',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-04',\n",
       "    'Open': '41.72999954223633',\n",
       "    'High': '42.209999084472656',\n",
       "    'Low': '41.349998474121094',\n",
       "    'Close': '42.209999084472656',\n",
       "    'Adj.Close': '42.209999084472656',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-05',\n",
       "    'Open': '42.209999084472656',\n",
       "    'High': '42.290000915527344',\n",
       "    'Low': '41.61000061035156',\n",
       "    'Close': '41.66999816894531',\n",
       "    'Adj.Close': '41.66999816894531',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-06',\n",
       "    'Open': '41.66999816894531',\n",
       "    'High': '41.66999816894531',\n",
       "    'Low': '40.869998931884766',\n",
       "    'Close': '40.900001525878906',\n",
       "    'Adj.Close': '40.900001525878906',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-07',\n",
       "    'Open': '40.900001525878906',\n",
       "    'High': '40.900001525878906',\n",
       "    'Low': '39.25',\n",
       "    'Close': '39.5099983215332',\n",
       "    'Adj.Close': '39.5099983215332',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-08',\n",
       "    'Open': '39.5099983215332',\n",
       "    'High': '39.560001373291016',\n",
       "    'Low': '38.41999816894531',\n",
       "    'Close': '39.13999938964844',\n",
       "    'Adj.Close': '39.13999938964844',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-11',\n",
       "    'Open': '39.13999938964844',\n",
       "    'High': '39.880001068115234',\n",
       "    'Low': '38.779998779296875',\n",
       "    'Close': '39.720001220703125',\n",
       "    'Adj.Close': '39.720001220703125',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-12',\n",
       "    'Open': '40.150001525878906',\n",
       "    'High': '40.84000015258789',\n",
       "    'Low': '40.04999923706055',\n",
       "    'Close': '40.22999954223633',\n",
       "    'Adj.Close': '40.22999954223633',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-13',\n",
       "    'Open': '40.22999954223633',\n",
       "    'High': '41.150001525878906',\n",
       "    'Low': '40.22999954223633',\n",
       "    'Close': '40.900001525878906',\n",
       "    'Adj.Close': '40.900001525878906',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-14',\n",
       "    'Open': '40.81999969482422',\n",
       "    'High': '41.40999984741211',\n",
       "    'Low': '40.58000183105469',\n",
       "    'Close': '41.0099983215332',\n",
       "    'Adj.Close': '41.0099983215332',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-15',\n",
       "    'Open': '41.0099983215332',\n",
       "    'High': '42.0',\n",
       "    'Low': '41.0099983215332',\n",
       "    'Close': '42.0',\n",
       "    'Adj.Close': '42.0',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-19',\n",
       "    'Open': '41.849998474121094',\n",
       "    'High': '42.279998779296875',\n",
       "    'Low': '41.81999969482422',\n",
       "    'Close': '42.04999923706055',\n",
       "    'Adj.Close': '42.04999923706055',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-20',\n",
       "    'Open': '42.04999923706055',\n",
       "    'High': '42.72999954223633',\n",
       "    'Low': '42.04999923706055',\n",
       "    'Close': '42.43000030517578',\n",
       "    'Adj.Close': '42.43000030517578',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-21',\n",
       "    'Open': '42.43000030517578',\n",
       "    'High': '42.43000030517578',\n",
       "    'Low': '41.599998474121094',\n",
       "    'Close': '41.86000061035156',\n",
       "    'Adj.Close': '41.86000061035156',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-22',\n",
       "    'Open': '42.11000061035156',\n",
       "    'High': '42.380001068115234',\n",
       "    'Low': '41.77000045776367',\n",
       "    'Close': '41.959999084472656',\n",
       "    'Adj.Close': '41.959999084472656',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-25',\n",
       "    'Open': '41.959999084472656',\n",
       "    'High': '42.439998626708984',\n",
       "    'Low': '41.849998474121094',\n",
       "    'Close': '42.31999969482422',\n",
       "    'Adj.Close': '42.31999969482422',\n",
       "    'Volume': '0'},\n",
       "   {'Date': '2019-02-26',\n",
       "    'Open': '42.31999969482422',\n",
       "    'High': '42.7400016784668',\n",
       "    'Low': '41.790000915527344',\n",
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   "execution_count": 167,
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    {
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       "                                                      data message\n",
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