{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3d3b6b10",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Persistence and File Output\n",
    "#### CS 65: Introduction to Computer Science I"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eec065e2",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## File Output\n",
    "\n",
    "Most software that uses files allows you to both _open_ (__read__ from a file) and _save_ files (__write__ to a file). \n",
    "\n",
    "This allows for __persistence__ - when your programs keeps data in permanent storage.\n",
    "* Keep a historical record of rainfall and regularly add onto it\n",
    "* Database of employee wages - read from and make changes when necessary\n",
    "* Perform sentiment analysis on tons of movie reviews, and save the results to a file for later viewing\n",
    "* Save word scores for sentiment analysis to a file so you don't have to search the reviews every time you want to do sentiment analysis\n",
    "* Keep track of partial results for a simulation so if it gets interrupted, you don't lose your data, and you can continue executing where you left off"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5798862",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Python file output\n",
    "\n",
    "In Python, we can use the `open()` function to open for either reading or writing. To _overwrite_ a file, give the argument `\"w\"`. To append to a file, give the argument `\"a\"`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1cd286db",
   "metadata": {},
   "outputs": [],
   "source": [
    "def score_text(text):\n",
    "    #pretend we're doing something real here\n",
    "    return 2\n",
    "\n",
    "review = \"It was a breath of fresh air\"\n",
    "review_sentiment = score_text(\"It was a breath of fresh air\")\n",
    "\n",
    "with open(\"review_results.txt\",\"a\") as resultsfile:\n",
    "    resultsfile.write(review+\"; SENTIMENT SCORE:\"+str(review_sentiment))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fb96ac4",
   "metadata": {},
   "source": [
    "To actually write to the file, use the file's `write()` method.\n",
    "* Unlike `print()`, the `write()` method requires you to give it a string.\n",
    "* If you choose the `\"w\"` option, it will delete any previous version of the file with that name. Be careful!\n",
    "* If you don't want to delete what is already there, use `\"a\"` instead of `\"w\"`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51d14565",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Writing to CSV files\n",
    "\n",
    "The `csv` module has a `writer` object that allows you to more easily write files in CSV format.\n",
    "\n",
    "With the `writer` object, you can \n",
    "* write a single row with `writerow()`\n",
    "* write a whole 2D list with `writerows()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f6ee50aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "\n",
    "parks_list = [[\"Name\",\"Location\",\"Year established\",\"Area in acres\"],\n",
    "                [\"Acadia National Park\",\"Maine\",1919,49076.63],\n",
    "                [\"National Park of American Samoa\",\"American Samoa\",1988,8256.67],\n",
    "                [\"Arches National Park\",\"Utah\",1971,76678.98]\n",
    "                ]\n",
    "\n",
    "with open(\"nationalparks_revised.csv\",\"w\") as parkfile:\n",
    "    park_writer = csv.writer(parkfile)\n",
    "    \n",
    "    park_writer.writerows(parks_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a05842b2",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Writing to JSON files\n",
    "\n",
    "The `json` module provides a `dumps()` function which means _dump to string_ which will convert a dictionary (or other campatible object) to a string. You can then write that string to a file using the normal file writing method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cc5e44f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Porter': '3041', 'Case': '4618', 'Klinge': '4599', 'Manley': '2177', 'Urness': '2118', 'Moore': '5555', 'Reza': '5556'}\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "cs_dept_phonebook = {}\n",
    "\n",
    "#open the json file\n",
    "with open(\"cs_dept_phonebook.json\") as cspbfile:\n",
    "    cs_dept_phonebook = json.load(cspbfile)\n",
    "    \n",
    "print(cs_dept_phonebook)\n",
    "\n",
    "#change the data\n",
    "cs_dept_phonebook[\"Koonjbearry\"] = \"5557\"\n",
    "\n",
    "#save it back to the file with the same name\n",
    "with open(\"cs_dept_phonebook.json\",\"w\") as cspbfile:\n",
    "    cspbfile.write(json.dumps(cs_dept_phonebook))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c932d6b3",
   "metadata": {},
   "source": [
    "Now we could open it again later and the new key-value pair is present."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "efcefcff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Porter': '3041', 'Case': '4618', 'Klinge': '4599', 'Manley': '2177', 'Urness': '2118', 'Moore': '5555', 'Reza': '5556', 'Koonjbearry': '5557'}\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "cs_dept_phonebook = {}\n",
    "\n",
    "#open the json file\n",
    "with open(\"cs_dept_phonebook.json\") as cspbfile:\n",
    "    cs_dept_phonebook = json.load(cspbfile)\n",
    "    \n",
    "print(cs_dept_phonebook)\n",
    "\n",
    "#change the data\n",
    "cs_dept_phonebook[\"Koonjbearry\"] = \"5557\"\n",
    "\n",
    "#save it back to the file with the same name\n",
    "with open(\"cs_dept_phonebook.json\",\"w\") as cspbfile:\n",
    "    cspbfile.write(json.dumps(cs_dept_phonebook))"
   ]
  },
  {
   "attachments": {
    "city_pop_output.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "4deb02fe",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Group Exercise\n",
    "\n",
    "You created a function in __Lab 17__ which will compute the populations of each city within a state and store them in a dictionary. Let's re-use this function to create a program that will ask the user for a state and a JSON file name, and then save the city populations dictionary to the JSON file. It should behave like this:\n",
    "\n",
    "![city_pop_output.png](attachment:city_pop_output.png)"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}