{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center><font size=\"+4\">Programming & Data Analytics & AI 1 2024/2025</font></center>\n",
    "<center><font size=\"+2\">Sant'Anna School of Advanced Studies, Pisa, Italy</font></center>\n",
    "<center><img src=\"https://github.com/EMbeDS-education/ComputingDataAnalysisModeling20242025/raw/main/PDAI/jupyter/jupyterNotebooks/images/sssaLEMBEDSdtu.png\" width=\"900\" alt=\"L'EMbeDS\"></center>\n",
    "\n",
    "<center><font size=\"+2\">Course responsible</font></center>\n",
    "<center><font size=\"+2\">Andrea Vandin a.vandin@santannapisa.it</font></center>\n",
    "\n",
    "<center><font size=\"+2\">Teaching Assistant </font></center>\n",
    "<center><font size=\"+2\">Sima Sarv Ahrabi Sima.SarvAhrabi@santannapisa.it</font></center>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center><font size=\"+4\">Lecture 4: Control and Repetition Statements</font><br/></center>\n",
    "<center><font size=\"+2\"> and CSV manipulation/visualization applied on COVID-19 data</font></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading and visualizing the image from the following URL:\n",
      " https://github.com/EMbeDS-education/ComputingDataAnalysisModeling20242025/raw/main/PDAI/jupyter/jupyterNotebooks/images/kahootPooh.jpeg\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/jpeg": {
       "width": 700
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "url_github_repo=\"https://github.com/EMbeDS-education/ComputingDataAnalysisModeling20242025/raw/main/PDAI/\"\n",
    "\n",
    "from IPython.display import Image, display\n",
    "image_path=url_github_repo+'jupyter/jupyterNotebooks/images/kahootPooh.jpeg'\n",
    "img=Image(image_path,width=700)\n",
    "print(\"Downloading and visualizing the image from the following URL:\\n\",image_path)\n",
    "display(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#img=Image(url_github_repo+'jupyter/jupyterNotebooks/images/kahoot2PodiumPDAI20232024.png',width=700)\n",
    "img=Image(url_github_repo+'jupyter/jupyterNotebooks/images/memeClass3.png',width=700)\n",
    "display(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font size=\"+2\"> How good are we so far - Kahoot quiz on previous class </font>\n",
    "* Using your phone or a different display go to [https://kahoot.it/](https://kahoot.it/)\n",
    "* Type the given PIN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"500\"\n",
       "            height=\"400\"\n",
       "            src=\"https://kahoot.it/\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7fe2d0058d00>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import IFrame\n",
    "IFrame(\"https://kahoot.it/\", 500, 400)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's start plan your exam slot..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://docs.google.com/spreadsheets/d/1kpTHzunjOfAU4WhXcKicYWYlUPKXfmCZEZKtjWTS8Zg/edit?gid=0#gid=0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google_doc_exam=\"https://docs.google.com/spreadsheets/d/1kpTHzunjOfAU4WhXcKicYWYlUPKXfmCZEZKtjWTS8Zg/edit?gid=0#gid=0\"\n",
    "google_doc_exam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"900\"\n",
       "            height=\"500\"\n",
       "            src=\"https://docs.google.com/spreadsheets/d/1YZNLA3CC55ShIuWb3IcKsYPhRZBiZGrdnTbUlcHPdOE/edit?usp=sharing\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7fe2d0080100>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import IFrame\n",
    "IFrame(google_doc_exam, 900, 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Intro: we need to control at runtime the execution flow of our programs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## We don't precisely do cooking recipes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Open moka\n",
      "Rinse moka\n",
      "Add water\n",
      "Add coffee\n",
      "Turn on fire\n",
      "Dirnk coffee!\n"
     ]
    }
   ],
   "source": [
    "print('Open moka')\n",
    "print('Rinse moka')\n",
    "print('Add water')\n",
    "print('Add coffee')\n",
    "print('Turn on fire')\n",
    "print('Dirnk coffee!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At the beginning of the course we made a parallel between cooking recipes and software programs.\n",
    "\n",
    "* A recipe is a list of instructions (or __statements__) to be executed in sequence. No decisions have to be taken.\n",
    "* When programming, it is very rare to deal with problems that require only such simple processing. \n",
    "\n",
    "Most of the times we need to write programs able to take decisions:\n",
    "* Depending on the input\n",
    "* Depending on the current values of certain variables in the program"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Today"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lecture we will discuss the specific statements (aka control and repetition structures) necessary to:\n",
    "  * __IF__: Execute blocks of statements only if a certain condition holds\n",
    "  * __LOOP__: Execute blocks of statements several times as long a certain condition holds "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Open moka\n",
      "Rinse moka\n",
      "Add water\n",
      "Add coffee\n",
      "Turn on fire\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Taste coffee. Enough sugar? OK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dirnk coffee!\n"
     ]
    }
   ],
   "source": [
    "print('Open moka')\n",
    "print('Rinse moka')\n",
    "print('Add water')\n",
    "print('Add coffee')\n",
    "print('Turn on fire')\n",
    "\n",
    "enough_sugar=input('Taste coffee. Enough sugar?')\n",
    "\n",
    "counter=0\n",
    "while enough_sugar!=\"OK\":\n",
    "    enough_sugar=input(' Taste coffee. Enough sugar?')\n",
    "    counter+=1\n",
    "    if counter>3:\n",
    "        print(' This became sugar with coffee rather than coffee with sugar... I terminate')\n",
    "        enough_sugar=\"OK\"\n",
    "print('Dirnk coffee!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Statements like `if` and loops (`while`, `for`) that contain _blocks of statements_\n",
    "* are known as [__compound statements__](https://docs.python.org/3/reference/compound_stmts.html)\n",
    "* affect/control the execution of those other statements in some way\n",
    "* where blocks are built using the _indentation rule_, as explained below. \n",
    "  * What matters are the spaces preceding a statement\n",
    "  * No explicit block delimiters like `{...}` are needed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# If statement"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section presents the various forms in which we can use the [`if` statement](https://docs.python.org/3/reference/compound_stmts.html#the-if-statement)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choose whether executing a block or not"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In its simplest form, an `if` statement consists of\n",
    "* A __guard__: a Boolean expression (as presented in class 2 evaluated to either `True` or `False`)\n",
    "* A __body__: block of statements executed only if the guards evaluates to `True`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "After the first if\n",
      "\n",
      "The second guard was satisfied\n",
      "After the second if\n"
     ]
    }
   ],
   "source": [
    "x=1\n",
    "y=2\n",
    "if x==y:\n",
    "    print('The first guard was satisfied')\n",
    "print('After the first if\\n')\n",
    "\n",
    "x=1\n",
    "y=1\n",
    "if x==y :\n",
    "    print('The second guard was satisfied')\n",
    "print('After the second if')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Pay attention to tabs/indentation! The body of the `if` is defined by the _indentation rule_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not in the if!\n"
     ]
    }
   ],
   "source": [
    "x=1\n",
    "y=2\n",
    "if x==y :\n",
    "    print('The guard was satisfied')\n",
    "    print('Still in the if!')\n",
    "print('Not in the if!')    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choose which block to execute among two blocks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What if we need to choose between executing two blocks of statements according to a condition?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Withdrawing 6 succeeded. \n",
      "We are left with 4\n"
     ]
    }
   ],
   "source": [
    "deposit = 10\n",
    "withdraw = 6\n",
    "\n",
    "if deposit >= withdraw :\n",
    "    #deposit-=         withdraw \n",
    "    deposit = deposit-withdraw\n",
    "    print('Withdrawing',withdraw,'succeeded. ') \n",
    "    print('We are left with',deposit)\n",
    "else:\n",
    "    missing = withdraw - deposit \n",
    "    actualWithdraw = deposit\n",
    "    deposit = 0\n",
    "    print('Withdrawing',withdraw,'failed. ')\n",
    "    print('We withdrew',actualWithdraw,'remaining with',deposit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Withdrawing 6 failed. \n",
      "We withdrew 4 remaining with 0\n"
     ]
    }
   ],
   "source": [
    "if deposit >= withdraw :\n",
    "    deposit-=withdraw\n",
    "    print('Withdrawing',withdraw,'succeeded. ') \n",
    "    print('We are left with',deposit)\n",
    "else:\n",
    "    missing = withdraw - deposit \n",
    "    actualWithdraw = deposit\n",
    "    deposit = 0\n",
    "    print('Withdrawing',withdraw,'failed. ')\n",
    "    print('We withdrew',actualWithdraw,'remaining with',deposit)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> The copy-paste of code above is __bad practice__. We will see in the next class how to avoid it!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choose wich block to execute among several blocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The cappuccino law.\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "What time is it (0-24)? 14\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No way!\n",
      "This is the law.\n"
     ]
    }
   ],
   "source": [
    "print('The cappuccino law.')\n",
    "hour=int(input('What time is it (0-24)?'))\n",
    "if hour < 5 :\n",
    "    print('No. But some people have hot milk to help their sleep.')\n",
    "elif hour <= 11 :\n",
    "    print('You can safely have a cappuccino.')\n",
    "elif hour == 12 :\n",
    "    print(\"That's shady. Drink it quickly.\")\n",
    "elif hour <= 15 :\n",
    "    print('No way!')\n",
    "elif hour <= 20 :\n",
    "    print('No. But you can have hot milk if you are sick.')\n",
    "else:\n",
    "    print(\"No. But some people have hot milk before going to sleep.\")\n",
    "\n",
    "print(\"This is the law.\")    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There can be:\n",
    "* 0, 1, or more `elif`\n",
    "  * take this branch if previous guards failed and this one passes\n",
    "* 0 or 1 `else`\n",
    "  * a sort of _default_ case taken if all other guards fail\n",
    "\n",
    "Of course, we can have nested `if`\n",
    "* The `else` and `elif` are matched to the correct `if` according to the indentation rule"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Give me a non-negative integer 3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 belongs to the interval [2,5]\n"
     ]
    }
   ],
   "source": [
    "n=int(input('Give me a non-negative integer'))\n",
    "if n >= 2 :\n",
    "    if n <= 5 :\n",
    "        print(n,'belongs to the interval [2,5]')\n",
    "    else :\n",
    "        print(n,'belongs to the interval (5,infinity)')\n",
    "else :\n",
    "    print(n,'belongs to the interval [0,2)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Looping constructs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A basic __`if`__ statement can be used to\n",
    "* decide whether executing a block __0 times or 1 time__\n",
    "\n",
    "A looping construct (__`while`__,__`for`__) is like a basic `if`, but can be used to\n",
    "* decide whether executing a block \n",
    "  - __0 times__, \n",
    "  - __1 time__, \n",
    "  - __2 times__, \n",
    "  - __3 times__, \n",
    "  - __4 times__ \n",
    "  - ..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## While loops"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We begin with [while loops](https://docs.python.org/3/reference/compound_stmts.html#the-while-statement)\n",
    "* showing how we can use them to compute the _factorial_ of a number: $n! = n\\cdot(n-1)\\cdot(n-2)\\cdot\\ldots\\cdot1$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Give me a (small) number. I will compute its factorial 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The factorial of 4 is 12\n",
      "The factorial of 4 is 24\n",
      "The factorial of 4 is 24\n"
     ]
    }
   ],
   "source": [
    "nstr = input('Give me a (small) number. I will compute its factorial')\n",
    "n=int(nstr)\n",
    "\n",
    "fact=n\n",
    "while n >1:\n",
    "    n-=1 #n=n-1\n",
    "    #fact*=n \n",
    "    fact = fact*n\n",
    "print('The factorial of',nstr,'is',fact)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DO NOT RUN!\n",
    "#while True:\n",
    "#    print('ciao')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How to \n",
    "- _echo_ lines from console \n",
    "- as long as the user does not type `'end'`?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Next line: ciao\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CIAO\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Next line: Andrea\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANDREA\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Next line: end\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "END\n",
      "Bye!\n"
     ]
    }
   ],
   "source": [
    "line = ''\n",
    "#while line != 'end' or line != 'END':\n",
    "while line.lower() != 'end':\n",
    "    line = input('Next line:')\n",
    "    print(line.upper())\n",
    "print('Bye!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can modify the execution flow within an iteration using\n",
    "* `break` interrupts the current iteration and exits the loop\n",
    "* `continue` interrupts the current iteration and go to the next iteration\n",
    "\n",
    "Let's print only non-numeric strings until we get `'end'`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "img=Image(url_github_repo+'jupyter/jupyterNotebooks/images/breakContinue.png',width=500)\n",
    "display(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Next line: ciao\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CIAO\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Next line: end\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I'm about to break!\n",
      "Bye!\n"
     ]
    }
   ],
   "source": [
    "#Echo without printing `'end'`\n",
    "line = ''\n",
    "while True :\n",
    "    line = input('Next line:')\n",
    "    if line == 'end':\n",
    "        print(\"I'm about to break!\")\n",
    "        break\n",
    "    print(line.upper())\n",
    "print('Bye!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Next line: end\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bye!\n"
     ]
    }
   ],
   "source": [
    "#Echo without printing `'end'` and without printing numbers\n",
    "line = ''\n",
    "while True :\n",
    "    line = input('Next line:')\n",
    "    if line == 'end' :\n",
    "        break\n",
    "    elif line.isnumeric():\n",
    "        continue\n",
    "    print(line.upper())\n",
    "print('Bye!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For pedagogical reasons, we gave solutions with `continue` and `break`. \n",
    "- In reality, I would have done it differently, using a more intuitive/simpler approach.\n",
    "\n",
    "For example, we can get 'echo without printing `end`' by \n",
    "* just anticipating the first `input()` before the loop \n",
    "* moving the input from inside the loop to the end of the loop: \n",
    "  * each iteration reads the value for the next iteration\n",
    "\n",
    "> You should always think carefully about how to write your programs, always choosing the __simplest approach__.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Next line: ciao\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CIAO\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Next line: end\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bye!\n"
     ]
    }
   ],
   "source": [
    "#Echo without printing `'end'`\n",
    "line = input('Next line:')\n",
    "while line!='end' :\n",
    "    print(line.upper())\n",
    "    line = input('Next line:')\n",
    "print('Bye!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While loops can have as well an `else` branch, \n",
    "* The block of the `else` branch is executed the first time the guard evaluates to `False`\n",
    "    * but **it is not executed** if the cycle terminated due to a `break`\n",
    "* We __discourage__ the use of this because \n",
    "  * It does not add much to the expressiveness\n",
    "  * It is not particularly intuitive\n",
    "  * Might lead to bugs (not executed if the loop terminates due to a `break`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Echo without printing `'end'`\n",
    "stop = False\n",
    "while not stop :\n",
    "    print('Loop body')\n",
    "    stop = True\n",
    "    break\n",
    "else :\n",
    "    print('Else branch')\n",
    "print('Bye!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## For loops"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now look at [`for` loops](https://docs.python.org/3/reference/compound_stmts.html#the-for-statement)\n",
    "* They have pretty much the same expressive power of while loops, \n",
    "  * but `for` makes it easier the coding of certain computations\n",
    "* The `for` is useful when\n",
    "  * you have to iterate over a collection\n",
    "  * you know in advance the number `n` of iterations you need\n",
    "    * You obtain this using the collection `range(n)`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
      "0\n",
      "2\n",
      "4\n",
      "6\n",
      "8\n",
      "10\n",
      "12\n",
      "14\n",
      "16\n",
      "18\n",
      "[0, 2, 4, 6, 8, 10, 12, 14, 16, 18]\n"
     ]
    }
   ],
   "source": [
    "lst2=[0]*10\n",
    "print(lst2)\n",
    "for i in range(10):\n",
    "    lst2[i]=i*2\n",
    "    print(i*2)\n",
    "print(lst2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "2\n",
      "4\n",
      "6\n",
      "8\n",
      "10\n",
      "12\n",
      "14\n",
      "16\n",
      "18\n"
     ]
    }
   ],
   "source": [
    "for el in lst2:\n",
    "    print(el)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c\n",
      "i\n",
      "a\n",
      "o\n"
     ]
    }
   ],
   "source": [
    "#for char in 'ciao':\n",
    "#    print(char)\n",
    "\n",
    "for c in 'ciao':\n",
    "    #c=4 I recommend don't modifying variables used to iterate\n",
    "    print(c)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Intuitively, **a for loop is not so different from a list comprehension**\n",
    "* But they are very different constructs. \n",
    "    * List comprehensions can be used as an expression to be assigned.\n",
    "        - for loops can't\n",
    "    * For loops can do much more than (just) creating lists\n",
    "        - List comprehensions can only create lists "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 2, 4, 6, 8, 10, 12, 14, 16]\n",
      "[0, 2, 4, 6, 8, 10, 12, 14, 16]\n"
     ]
    }
   ],
   "source": [
    "rng = range(9)\n",
    "lst = [i*2 for i in rng]\n",
    "print(lst)\n",
    "\n",
    "lst2=[]\n",
    "for i in rng:\n",
    "    lst2.append(i*2)\n",
    "print(lst2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rule of thumb: \n",
    "* Whenever you do simple iterations on the elements of a collection to create a new one \n",
    "  * __use list/set/dictionary comprehensions__. They are more efficient!\n",
    "* Whenever you have to do more operations, e.g. execute more statements in each iteration\n",
    "  * use for loops"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(10):\n",
    "    print('Hello')\n",
    "    print('How are you?')\n",
    "    print('...')\n",
    "    print('The square of',i,'is',i**2)\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Nested loops"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a 3x3 matrix containing random values from 0 to 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code samples 10 random numbers in [0,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.07860121190473801\n",
      "0.8302473789447925\n",
      "0.18327437144721015\n",
      "0.8019442152461455\n",
      "0.5171659070691105\n",
      "0.18306020104140097\n",
      "0.7402085458669606\n",
      "0.019727986041983003\n",
      "0.6800033727700577\n",
      "0.6244578448128065\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "for i in range(10):\n",
    "    print(random.random())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.19975559022880396, 0.5853216189238595, 0.8103851224226819]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_cols = 3\n",
    "\n",
    "[ random.random() for c in range(n_cols) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.14656577250956493, 0.6755809423790368, 0.8930520750722457], [0.6347157359033689, 0.08765496825587382, 0.36938658288623216], [0.8864805237309008, 0.20439388438947204, 0.16012050927574906]]\n",
      "\n",
      "0.15  0.68  0.89  \n",
      "0.63  0.09  0.37  \n",
      "0.89  0.20  0.16  \n"
     ]
    }
   ],
   "source": [
    "n_rows = 3\n",
    "n_cols = 3\n",
    "\n",
    "matrix = [   \n",
    "            [ random.random() for c in range(n_cols) ] for r in range(n_rows)   \n",
    "         ]\n",
    "print(matrix)\n",
    "print()\n",
    "\n",
    "#Let's pretty-print the created matrix\n",
    "for r in range(n_rows) :\n",
    "    for c in range(n_cols) :\n",
    "        val = '{:.2f}'.format(matrix[r][c])\n",
    "        print(val,' ',end=\"\")\n",
    "    print()\n",
    "#help(print)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'{:7.2f}'.format(123.1234)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum 5.75, Min 0.2643, Max 0.9852769854813771\n"
     ]
    }
   ],
   "source": [
    "#Let's compute some quantities on the matrix\n",
    "maxm=-1 #the maximum value\n",
    "minm=2  #the minimum value\n",
    "summ=0  #the sum of the values in the matrix\n",
    "for r in range(n_rows) :\n",
    "    for c in range(n_cols) :\n",
    "        if matrix[r][c] > maxm :\n",
    "            maxm = matrix[r][c]\n",
    "        if matrix[r][c] < minm :\n",
    "            minm = matrix[r][c]\n",
    "        #summ+=matrix[r][c]\n",
    "        summ= summ + matrix[r][c]\n",
    "\n",
    "print('Sum {:.2f}, Min {:.4f}, Max {}'.format(summ,minm,maxm))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Did you notice\n",
    "- `'Sum {:.2f}, Min {:.4f}, Max {}'.format(summ,minm,maxm)`\n",
    "\n",
    "These are examples of __string formatting__\n",
    "- It can be convenient. [Take a look at further options](https://realpython.com/python-string-formatting/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Iterating over more collections at once ...\n",
    "- Do you remember `zip`!?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 a\n",
      "2 e\n",
      "3 i\n",
      "4 o\n",
      "5 u\n",
      "\n",
      "('1', 'a')\n",
      "('2', 'e')\n",
      "('3', 'i')\n",
      "('4', 'o')\n",
      "('5', 'u')\n",
      "\n",
      "<class 'tuple'>\n",
      "<class 'tuple'>\n",
      "<class 'tuple'>\n",
      "<class 'tuple'>\n",
      "<class 'tuple'>\n"
     ]
    }
   ],
   "source": [
    "numbers=\"12345\"\n",
    "vowels =\"aeiou\"\n",
    "for (n,v) in zip(numbers,vowels):\n",
    "    print(n,v)\n",
    "\n",
    "print()\n",
    "for tpl in zip(numbers,vowels):\n",
    "    print(tpl)\n",
    "    \n",
    "print()    \n",
    "for (n,v) in zip(numbers,vowels):\n",
    "    #print(n,v)\n",
    "    print(type((n,v)))\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Two subtleties on the `for` loop"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Two subtleties on the `for` loop from [here](https://docs.python.org/3/reference/compound_stmts.html#the-for-statement)\n",
    "* In our opinion it is not good practice to use these two features below, \n",
    "  - but you have to know about them to defend against them ;)\n",
    "* In particular, you should __avoid 2__. \n",
    "  - It makes the code much more difficult to read and debug"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print('Subtlety 1: NEVER update the value of the iterating variable')\n",
    "for i in range(1,4):\n",
    "    print(i)\n",
    "    i = i*i # <---------------------- AVOID THIS!\n",
    "    print('Square value is',i)\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see\n",
    "* We can modify the variable `i` in an iteration. But this does not affect the next iterations: \n",
    "  - a new value will be assigned to `i` by the loop.\n",
    "* You should better use a different ad-hoc variable\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print('Subtlety 2: NEVER modifiy the list on which you are iterating')\n",
    "#DON\"T DO THIS!\n",
    "lst = [1,2,3,4]\n",
    "for i in lst :\n",
    "    print(i)\n",
    "    if i==2:\n",
    "        lst.remove(i) # <---------------------- AVOID THIS!\n",
    "print(\"NEVER DO SOMETHING LIKE THIS!!! \\nOr you will regret it when spending hours trying to debug/understand your code.\\n\")\n",
    "#[1,2,3,4]\n",
    "#[1,3,4]\n",
    "print('Removing 2 has the side effect of not printing 3...')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Did you notice what happened?\n",
    "* The element `3` has been skipped. Why?\n",
    "* Because it is after the element we removed. \n",
    "  - __Ok, but why?__\n",
    "* Because: \n",
    "  * The `for` loop has an internal counter to remember the current position in the list it is iterating.\n",
    "  * When we removed `2`, `3` got the position in the list previously occupied by `2`\n",
    "  * Therefore the `for` loop erroneously believed to have already processed `3` and went to the next element (`4`)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similarly to the `while` statement, the `for` supports\n",
    "* `continue`\n",
    "* `break`\n",
    "* `else`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Application to the official Italian COVID-19 data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You might know that Protezione Civile publishes every day data on the status of the COVID-19 epidemy in Italy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img=Image(url_github_repo+'jupyter/jupyterNotebooks/images/dpc-covid19-flusso-dati-it.png',width=700)\n",
    "display(img)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "from IPython.display import IFrame\n",
    "IFrame(\"http://opendatadpc.maps.arcgis.com/apps/opsdashboard/index.html#/b0c68bce2cce478eaac82fe38d4138b1\", 900, 700)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By following the 'CSV' link in the bottom-right of the page, we can download several data in CSV format.\n",
    "* For example, [this link](https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv) points to the latest information at national level\n",
    "\n",
    "We are going to see next how `if` and `loops` can be used to perform easy manipulations on these data. \n",
    "* For easiness of distribution of this document, we downloaded a copy of this file updated on \n",
    "  * Friday the 8th of May 2020\n",
    "    * The file is available [here](https://github.com/EMbeDS-education/StatsAndComputing20222023/raw/main/PDAI/jupyter/jupyterNotebooks/csv/covid19/dpc-covid19-ita-andamento-nazionale_08_05_2020.csv). \n",
    "  * Friday the 26th of February 2021\n",
    "    * The file is available [here](https://github.com/EMbeDS-education/StatsAndComputing20222023/raw/main/PDAI/jupyter/jupyterNotebooks/csv/covid19/dpc-covid19-ita-andamento-nazionale_26_02_2021.csv).  \n",
    "  * Thursday the 24th of June 2021\n",
    "    * The file is available [here](https://github.com/EMbeDS-education/StatsAndComputing20222023/raw/main/PDAI/jupyter/jupyterNotebooks/csv/covid19/dpc-covid19-ita-andamento-nazionale_24_06_2021.csv).\n",
    "  * Sunday the 20th of June 2022\n",
    "    * The file is available [here](https://github.com/EMbeDS-education/StatsAndComputing20222023/raw/main/PDAI/jupyter/jupyterNotebooks/csv/covid19/dpc-covid19-ita-andamento-nazionale_20_02_2022.csv).\n",
    "  * Monday the 16th of January 2023    \n",
    "    * The file is available [here](https://github.com/EMbeDS-education/StatsAndComputing20222023/raw/main/PDAI/jupyter/jupyterNotebooks/csv/covid19/dpc-covid19-ita-andamento-nazionale_16_01_2023.csv)\n",
    "* Please download the files from our wiki page for notebooks\n",
    "  - In the code below, we will download the latest file available"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> For __pedagogical reasons__, we will not use yet advanced libraries for loading and manipulating this data (numpy, pandas)\n",
    ">  * This will make more evident the role of `if` and `for`, and how to read files\n",
    ">  * This is good to help you understanding that there is no magic in programming\n",
    "\n",
    "> During the last class of the course (and during M2)\n",
    ">  * We will fully unleash the potential of python in doing these tasks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the necessary modules"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First of all, we need to import two required libraries. \n",
    "* The first time you run this code, you might need to install these libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: matplotlib in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (3.8.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from matplotlib) (4.44.3)\n",
      "Requirement already satisfied: packaging>=20.0 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from matplotlib) (23.1)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from matplotlib) (1.2.0)\n",
      "Requirement already satisfied: numpy<2,>=1.21 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from matplotlib) (1.26.2)\n",
      "Requirement already satisfied: pillow>=8 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from matplotlib) (10.1.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from matplotlib) (3.1.1)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from matplotlib) (2.8.2)\n",
      "Requirement already satisfied: importlib-resources>=3.2.0 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from matplotlib) (6.1.1)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from matplotlib) (1.4.5)\n",
      "Requirement already satisfied: cycler>=0.10 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from matplotlib) (0.12.1)\n",
      "Requirement already satisfied: zipp>=3.1.0 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from importlib-resources>=3.2.0->matplotlib) (3.16.2)\n",
      "Requirement already satisfied: six>=1.5 in /Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/lib/python3.9/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
      "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 23.3.1 is available.\n",
      "You should consider upgrading via the '/Users/andrea/Library/CloudStorage/OneDrive-ScuolaSuperioreSant'Anna/SSSA_OneDrive/Teaching/20232024/PDAI/env_pdai_2024/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "#import sys\n",
    "#!\"{sys.executable}\" -m pip install matplotlib\n",
    "\n",
    "%pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In particular\n",
    "* `csv` is a Python library offering functionalities to load CSV files. Find more [here](https://docs.python.org/3/library/csv.html)\n",
    "   - For those of you following M2, you will find out that there exists a Python library (Pandas) which makes handling of CSV files much easier\n",
    "   - We study here this library for pedagogical reasons\n",
    "* `matlplotlib` is a Python library for creating plots. Find more [here](https://matplotlib.org/)\n",
    "   * We already used this library in the previous class"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Load the data of interest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will now download the latest data available at..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url=\"https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv\"\n",
    "url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some code to download remote files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "downloading https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "('dpc-covid19-ita-andamento-nazionale.csv',\n",
       " <http.client.HTTPMessage at 0x7f85b88fc0a0>)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%pip install -q urllib3\n",
    "\n",
    "\n",
    "import urllib.request\n",
    "from pathlib import Path\n",
    "\n",
    "\n",
    "print('downloading',url)\n",
    "urllib.request.urlretrieve(url,Path(url).name)    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The file has been downloaded\n",
    "- You will find file `dpc-covid19-ita-andamento-nazionale.csv` in the file explorer on the left\n",
    "  - It works also on colab\n",
    "- Alternatively, download it from the link above, and put it next to this notebook file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "fileName=\"dpc-covid19-ita-andamento-nazionale.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#fileName='csv/covid19/dpc-covid19-ita-andamento-nazionale_26_02_2021.csv'\n",
    "#fileName='csv/covid19/dpc-covid19-ita-andamento-nazionale_24_06_2021.csv'\n",
    "#fileName='csv/covid19/dpc-covid19-ita-andamento-nazionale_20_02_2022.csv'\n",
    "#fileName='csv/covid19/dpc-covid19-ita-andamento-nazionale_16_01_2023.csv'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We first just access the file, and print its rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have the following columns:\n",
      "['data', 'stato', 'ricoverati_con_sintomi', 'terapia_intensiva', 'totale_ospedalizzati', 'isolamento_domiciliare', 'totale_positivi', 'variazione_totale_positivi', 'nuovi_positivi', 'dimessi_guariti', 'deceduti', 'casi_da_sospetto_diagnostico', 'casi_da_screening', 'totale_casi', 'tamponi', 'casi_testati', 'note', 'ingressi_terapia_intensiva', 'note_test', 'note_casi', 'totale_positivi_test_molecolare', 'totale_positivi_test_antigenico_rapido', 'tamponi_test_molecolare', 'tamponi_test_antigenico_rapido']\n",
      "\n",
      "Row 0\n",
      "['2020-02-24T18:00:00', 'ITA', '101', '26', '127', '94', '221', '0', '221', '1', '7', '', '', '229', '4324', '', '', '', '', '', '', '', '', '']\n",
      "\n",
      "Row 1\n",
      "['2020-02-25T18:00:00', 'ITA', '114', '35', '150', '162', '311', '90', '93', '1', '10', '', '', '322', '8623', '', '', '', '', '', '', '', '', '']\n",
      "\n",
      "Row 2\n",
      "['2020-02-26T18:00:00', 'ITA', '128', '36', '164', '221', '385', '74', '78', '3', '12', '', '', '400', '9587', '', '', '', '', '', '', '', '', '']\n",
      "\n",
      "Row 3\n",
      "['2020-02-27T18:00:00', 'ITA', '248', '56', '304', '284', '588', '203', '250', '45', '17', '', '', '650', '12014', '', '', '', '', '', '', '', '', '']\n",
      "\n",
      "Row 4\n",
      "['2020-02-28T18:00:00', 'ITA', '345', '64', '409', '412', '821', '233', '238', '46', '21', '', '', '888', '15695', '', '', '', '', '', '', '', '', '']\n",
      "\n",
      "Row 5\n",
      "['2020-02-29T18:00:00', 'ITA', '401', '105', '506', '543', '1049', '228', '240', '50', '29', '', '', '1128', '18661', '', '', '', '', '', '', '', '', '']\n",
      "\n",
      "Row 6\n",
      "['2020-03-01T18:00:00', 'ITA', '639', '140', '779', '798', '1577', '528', '566', '83', '34', '', '', '1694', '21127', '', '', '', '', '', '', '', '', '']\n",
      "\n",
      "Row 7\n",
      "['2020-03-02T18:00:00', 'ITA', '742', '166', '908', '927', '1835', '258', '342', '149', '52', '', '', '2036', '23345', '', '', '', '', '', '', '', '', '']\n",
      "\n",
      "Row 8\n",
      "['2020-03-03T18:00:00', 'ITA', '1034', '229', '1263', '1000', '2263', '428', '466', '160', '79', '', '', '2502', '25856', '', '', '', '', '', '', '', '', '']\n",
      "\n",
      "Row 9\n",
      "['2020-03-04T18:00:00', 'ITA', '1346', '295', '1641', '1065', '2706', '443', '587', '276', '107', '', '', '3089', '29837', '', '', '', '', '', '', '', '', '']\n",
      "\n",
      "Row 10\n",
      "['2020-03-05T18:00:00', 'ITA', '1790', '351', '2141', '1155', '3296', '590', '769', '414', '148', '', '', '3858', '32362', '', '', '', '', '', '', '', '', '']\n",
      "\n",
      "Here the file is closed\n"
     ]
    }
   ],
   "source": [
    "#I want to 'open' a csvfile to 'r'ead it\n",
    "#  For the time being, ignore the with statement. \n",
    "#  Assume it does: csvfile = open(fileName, 'r')\n",
    "#  I will tell you more on this in two classes from now\n",
    "with open(fileName, 'r') as csvfile:\n",
    "    #Intuitively, \n",
    "    #  `csv` allows us to read csv files row by row.\n",
    "    #  `rows` is a list of rows in the file. \n",
    "    #   Each row is in turn a list of strings containing one entry per column\n",
    "    rows = csv.reader(csvfile, delimiter=',')\n",
    "    \n",
    "    #We load the header of the file in the list `header`\n",
    "    header = next(rows,None)\n",
    "    print(\"We have the following columns:\")\n",
    "    print(header)\n",
    "    print()\n",
    "    \n",
    "    r=0\n",
    "    for row in rows :\n",
    "        print(\"Row\",r)\n",
    "        print(row)\n",
    "        print()\n",
    "        r+=1\n",
    "        if r>10:\n",
    "            break\n",
    "\n",
    "print('Here the file is closed')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now extract 4 data of interest from each row\n",
    "- We use 3 different approaches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In which columns are the data of interest!?\n",
      "{'terapia_intensiva': 3, 'totale_positivi': 6, 'totale_casi': 13, 'tamponi': 14}\n",
      "\n",
      "Intensive care\n",
      "... [65, 65, 65, 68, 70, 74, 68, 72, 67, 65, 64, 61, 62, 66, 62, 57, 58, 60, 62, 62]\n",
      "Total infected\n",
      "... [26943890, 26944110, 26944532, 26944757, 26945642, 26946184, 26946663, 26947120, 26947490, 26947744, 26947877, 26948420, 26948813, 26949374, 26949700, 26950086, 26950306, 26950439, 26950946, 26951371]\n",
      "Currently infected\n",
      "... [221459, 221061, 221225, 220835, 220598, 220280, 220197, 220281, 220087, 219753, 219317, 218287, 218171, 218400, 218083, 217890, 217584, 217475, 217057, 217124]\n",
      "Swab/tests\n",
      "... [283815462, 283819735, 283827924, 283833533, 256465023, 283861909, 283873533, 283883696, 283891880, 283899068, 283904089, 283917187, 283928198, 283939146, 283947847, 283955240, 283961997, 283966251, 283979098, 283989211]\n"
     ]
    }
   ],
   "source": [
    "#I want to 'open' a csvfile to 'r'ead it\n",
    "#  For the time being, ignore the with statement. \n",
    "#  Assume it does: csvfile = open(fileName, 'r')\n",
    "#  I will tell you more on this in two classes from now\n",
    "with open(fileName, 'r') as csvfile:\n",
    "    #Intuitively, \n",
    "    #  `csv` allows us to read csv files row by row.\n",
    "    #  `rows` is a list of rows in the file. \n",
    "    #   Each row is in turn a list of strings containing one entry per column\n",
    "    rows = csv.reader(csvfile, delimiter=',')\n",
    "    \n",
    "    #We load the header of the file in the list `header`\n",
    "    header = next(rows,None)\n",
    "    #print(header)\n",
    "    \n",
    "    #Let's get the data of interest ... using 3 approaches\n",
    "    labels_of_interest = ['terapia_intensiva', 'totale_casi'   , 'totale_positivi'   , 'tamponi'  ]\n",
    "    labels_en =          ['Intensive care'   , 'Total infected', 'Currently infected', 'Swab/tests']\n",
    "    \n",
    "    ####################################################################################\n",
    "    #First of all we identify the index (the column position) of each data of interest.\n",
    "    # We do that in 3 ways\n",
    "    ####################################################################################\n",
    "    \n",
    "    #1) Using a for loop\n",
    "    label_to_column = dict()\n",
    "    column = 0\n",
    "    for label in header :\n",
    "        if label in labels_of_interest:\n",
    "            #I have found a label of interest\n",
    "            label_to_column[label]=column\n",
    "            #We exit the loop as soon as we have considered all labels of interest\n",
    "            if len(label_to_column) == len(labels_of_interest) :\n",
    "                break\n",
    "        column += 1\n",
    "    #print(label_to_column)\n",
    "    \n",
    "    #2) Using a while loop\n",
    "    label_to_column2 = dict()\n",
    "    column = 0\n",
    "    while len(label_to_column2) != len(labels_of_interest) :\n",
    "        label = header[column]\n",
    "        if label in labels_of_interest:\n",
    "            label_to_column2[label]=column\n",
    "        column+=1\n",
    "    #print(label_to_column2)\n",
    "    \n",
    "    #3) Using dictionary comprehension\n",
    "    # This is the 'best' and most pythonic approach among the three\n",
    "    label_to_column3 = { label : header.index(label) for label in header if label in labels_of_interest }\n",
    "    #print(label_to_column3)  \n",
    "    \n",
    "    #print(label_to_column==label_to_column2==label_to_column3)\n",
    "    \n",
    "    print(\"In which columns are the data of interest!?\")\n",
    "    print(label_to_column3)\n",
    "    print()\n",
    "    \n",
    "    \n",
    "    ##################################################\n",
    "    #We can now iterate over all rows to load the data\n",
    "    ##################################################\n",
    "    \n",
    "    intensive_care = []\n",
    "    total_infected = []\n",
    "    currently_infected = []    \n",
    "    tests = []\n",
    "    #We put these lists in another list to simplify the for loop below\n",
    "    loadedData = [intensive_care,total_infected,currently_infected,tests]\n",
    "\n",
    "    for row in rows :\n",
    "        l=0\n",
    "        for label in labels_of_interest:\n",
    "            column = label_to_column[label]\n",
    "            data = row[column]\n",
    "            loadedData[l].append(int(data))\n",
    "            l+=1\n",
    "\n",
    "print(labels_en[0])\n",
    "print(\"...\",intensive_care[-20:])\n",
    "print(labels_en[1])\n",
    "print(\"...\",total_infected[-20:])\n",
    "print(labels_en[2])\n",
    "print(\"...\",currently_infected[-20:])\n",
    "print(labels_en[3])\n",
    "print(\"...\",tests[-20:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Populate the plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "#We now create three plots\n",
    "x = range(len(intensive_care))\n",
    "\n",
    "for i in range(len(labels_en)) :\n",
    "    plt.plot(x,loadedData[i], label=labels_en[i],linewidth=3)\n",
    "    #plt.plot(x,intensive_care, label='Intensive care',linewidth=3)\n",
    "    #plt.plot(x,total_infected, label='Total infected',linewidth=3)\n",
    "    #plt.plot(x,currently_infected, label='Currently infected',linewidth=3)\n",
    "    #plt.plot(x,tests, label='Swab/tests',linewidth=3)\n",
    "\n",
    "    plt.legend(fontsize=13)\n",
    "    plt.xlabel('Days')\n",
    "    plt.ylabel('Values')\n",
    "\n",
    "    plt.savefig('Italian COVID-19 data'+str(i),bbox_inches='tight')\n",
    "    plt.show()\n",
    "    \n",
    "#plt.show()    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Navigate data to compute new data of interest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### When did we have the peak of currently infeced people?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This data spans 1361 days.\n",
      "On day 699 we had had the peak of currently infected: 2734906\n",
      "Therefore we reached the peak 662 days ago\n",
      "\tActually 662  days before the latest measured day in the CSV\n",
      "On the last measured day we have 172099 currently infected people\n"
     ]
    }
   ],
   "source": [
    "peak_infected = max(currently_infected)\n",
    "day_of_peak = currently_infected.index(peak_infected)\n",
    "print('This data spans',len(currently_infected),'days.')\n",
    "print('On day',day_of_peak,'we had had the peak of currently infected:',peak_infected)\n",
    "print('Therefore we reached the peak',len(currently_infected)-day_of_peak,'days ago')\n",
    "print('\\tActually',len(currently_infected)-day_of_peak,' days before the latest measured day in the CSV')\n",
    "print('On the last measured day we have',currently_infected[-1],'currently infected people')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### When did we have the peak of currently infeced people __graphically__?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's show this information **graphically**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,currently_infected, label='Currently infected',linewidth=3)\n",
    "plt.legend(fontsize=13)\n",
    "plt.xlabel('Days')\n",
    "plt.ylabel('Values')\n",
    "#plt.savefig('Italian COVID-19 data',bbox_inches='tight')\n",
    "\n",
    "msg='The peak on day\\n'+str(x[day_of_peak])+\" was \"+str(currently_infected[day_of_peak])\n",
    "plt.annotate(msg, xy=(x[day_of_peak], currently_infected[day_of_peak]), \n",
    "                 xytext=(x[day_of_peak]-600, currently_infected[day_of_peak]-900000),\n",
    "                 arrowprops=dict(facecolor='black', shrink=0.05))\n",
    "\n",
    "msg='The most recent\\nvalue is '+str(currently_infected[-1])\n",
    "plt.annotate(msg, xy=(x[-1], currently_infected[-1]), \n",
    "                  xytext=(x[-1]-380, currently_infected[-1]-350000),\n",
    "                  arrowprops=dict(facecolor='black', shrink=0.2))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What about the daily variation of infeced people?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What if we are interested in the **daily variation of infected**?\n",
    "* In absolute value\n",
    "* In percentage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prevDay=0\n",
    "daily_variation=[]\n",
    "daily_variation_perc=[]\n",
    "for i in range(len(currently_infected)) :\n",
    "    difference = currently_infected[i] - prevDay\n",
    "    daily_variation.append(difference)\n",
    "    if(prevDay==0):\n",
    "        daily_variation_perc.append(0)\n",
    "    else:\n",
    "        daily_variation_perc.append(difference/prevDay*100)\n",
    "    prevDay=currently_infected[i]\n",
    "#print(daily_variation)    \n",
    "#print(daily_variation_perc)\n",
    "    \n",
    "plt.plot(x,daily_variation, label='Daily variation',linewidth=3)\n",
    "plt.plot(x,[0]*len(x))\n",
    "plt.legend(fontsize=13)\n",
    "plt.show()\n",
    "\n",
    "plt.plot(x,daily_variation_perc, label='Daily variation %',linewidth=3)\n",
    "plt.plot(x,[0]*len(x))\n",
    "plt.ylabel('% variation')\n",
    "plt.legend(fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What if we are interested in the\n",
    "* **daily variation after the peak**?\n",
    "\n",
    "Well, luckily we know how to obtain subsuquences..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x[day_of_peak:],daily_variation[day_of_peak:], label='Daily variation after the peak',linewidth=3)\n",
    "plt.legend(fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Next class..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At the beginning of this class we have seen a clear example of \n",
    "- __spaghetti code__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "deposit = 20\n",
    "withdraw = 7\n",
    "\n",
    "if deposit >= withdraw :\n",
    "    deposi-=withdraw\n",
    "    print('Withdrawing',withdraw,'succeeded. ') \n",
    "    print('We are left with',deposit)\n",
    "else:\n",
    "    missing = withdraw - deposit \n",
    "    actualWithdraw = deposit\n",
    "    deposit = 0\n",
    "    print('Withdrawing',withdraw,'failed. ')\n",
    "    print('We withdrew',actualWithdraw,'remaining with',deposit)\n",
    "print()\n",
    "    \n",
    "    \n",
    "if deposit >= withdraw :\n",
    "    deposit-=withdraw\n",
    "    print('Withdrawing',withdraw,'succeeded. ') \n",
    "    print('We are left with',deposit)\n",
    "else:\n",
    "    missing = withdraw - deposit \n",
    "    actualWithdraw = deposit\n",
    "    deposit = 0\n",
    "    print('Withdrawing',withdraw,'failed. ')\n",
    "    print('We withdrew',actualWithdraw,'remaining with',deposit)\n",
    "print()    \n",
    "    \n",
    "if deposit >= withdraw :\n",
    "    deposit-=withdraw\n",
    "    print('Withdrawing',withdraw,'succeeded. ') \n",
    "    print('We are left with',deposit)\n",
    "else:\n",
    "    missing = withdraw - deposit \n",
    "    actualWithdraw = deposit\n",
    "    deposit = 0\n",
    "    print('Withdrawing',withdraw,'failed. ')\n",
    "    print('We withdrew',actualWithdraw,'remaining with',deposit)    \n",
    "print()    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Did you notice that we copy-pasted several times the same `if-else` statement?\n",
    "This is very bad because:\n",
    "* It makes the code less readable\n",
    "* It makes the code less manutenable\n",
    "  * What if you have to change something in the if-else statement?\n",
    "  * You would have to modify each copy... which is very error-prone\n",
    "\n",
    "Solution: declare a new function!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Withdrawing 7 succeeded. \n",
      "We are left with 13\n",
      "\n",
      "Withdrawing 7 succeeded. \n",
      "We are left with 6\n",
      "\n",
      "Withdrawing 7 failed. \n",
      "We withdrew 6 remaining with 0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "def withdraw_amount(deposit,withdraw):\n",
    "    if deposit >= withdraw :\n",
    "        deposit-=withdraw\n",
    "        print('Withdrawing',withdraw,'succeeded. ') \n",
    "        print('We are left with',deposit)\n",
    "    else:\n",
    "        missing = withdraw - deposit \n",
    "        actualWithdraw = deposit\n",
    "        deposit = 0\n",
    "        print('Withdrawing',withdraw,'failed. ')\n",
    "        print('We withdrew',actualWithdraw,'remaining with',deposit)\n",
    "    print()\n",
    "    return deposit\n",
    "\n",
    "deposit = 20\n",
    "withdraw = 7\n",
    "\n",
    "deposit = withdraw_amount(deposit,withdraw)\n",
    "deposit = withdraw_amount(deposit,withdraw)\n",
    "deposit = withdraw_amount(deposit,withdraw)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Furthermore, functions, or libraries (collections of functions and types) can be declared in different files, maintaining your code\n",
    "* simple\n",
    "* modular\n",
    "* manutenable"
   ]
  }
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