{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "00fee35d",
   "metadata": {},
   "source": [
    "# Lab 12: Sentiment Analysis Program"
   ]
  },
  {
   "attachments": {
    "user_interaction_movies.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "c4786b54",
   "metadata": {},
   "source": [
    "This lab is a little different than the other labs we've done so far. The purpose of this lab is to get some experience dividing up a larger problem into several smaller ones that can each be isolated as a separate function. We'll also continue to add new functions with new program features in the next lab (Lab 13). We'll wait to turn everything in until we've completed both Lab 12 and Lab 13.\n",
    "\n",
    "The program you are going to write solves an important proble in the field of artificial intelligence and machine learning - you will create a _sentiment analyzer_. \n",
    "\n",
    "Sentiment Analysis is the problem of automatically detecting the general attitude behind a piece of written text. For example, does the text have a positive or negative attitude? Is it sarcastic? Is it a comment or a question? Is the mood happy, sad, angry, frustrated, etc.? A sentiment analyzer can help an organization sift through comments users have left on their website comment form, help flag Amazon product reviews that need a response from customer service, or help political campaigns get a feeling for what kinds of Tweets people are making on a candidate or issue. \n",
    "\n",
    "Our sentiment analyzer is going to automatically determine whether a movie review has a _positive_ or _negative_ sentiment. The effect is something like this:\n",
    "\n",
    "<p>\n",
    "<div>\n",
    "<img src=\"attachment:user_interaction_movies.png\" width=\"800\"/>\n",
    "</div>\n",
    "</p>\n",
    "\n",
    "Our sentiment analyzer will work by first determining the sentiment of each word in the review based on how it is used in sample movie reviews which have already been scored on range of 0 to 4 (with 0 being the most negative, 4 being the most positive, and 2 being neutral). The good news is that you already did this in the challenge exercise for __Lab 10: CSV Files and Text Analysis__ using the Rotten Tomatoes movie reviews data.\n",
    "\n",
    "Once we have a sentiment score for each word, the sentiment for an entire review will simply be the average of the word sentiment scores. If the score for the whole review is 2 or greater, we'll call that a positive review; and if it is less than 2, it will be considered negative.\n",
    "\n",
    "To get started, create a new Python file called `sentiment_analysis.py` for this project. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21560db0",
   "metadata": {},
   "source": [
    "#### Exercise 1: Splitting up our previous code into two functions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec6bfcc2",
   "metadata": {},
   "source": [
    "For __Lab 10__, you wrote a program that asked the user for a word and then used that word to print out the average number of stars for reviews containing that word. Start by breaking this code up into two functions: `get_2D_list_from_csv` and `word_score`.\n",
    "\n",
    "A word's sentiment score (the average number of stars for reviews containing that word) should be returned by the `word_score` function. To turn this into a function, we'll take out the `input` and `print` statements, and instead create a function which takes a word (a string) and the 2D list from the `movie_reviews.csv` file as an argument. It then returns the score you calculated (a float). \n",
    "\n",
    "The `get_2D_list_from_csv` function has been completed for you below, and the `word_score` function has been started."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "49043d5a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_2D_list_from_csv(filename):\n",
    "    \"\"\"\n",
    "    Reads a CSV file into a 2D list and returns it\n",
    "    \n",
    "    Parameter:\n",
    "        filename: a string, the name of a csv file\n",
    "        \n",
    "    Returns: a 2D list representing the contents of the file\n",
    "    \"\"\"\n",
    "    with open(filename) as fileobject:\n",
    "        csvreaderobject = csv.reader(fileobject)\n",
    "        list_from_csv = list(csvreaderobject)\n",
    "    return list_from_csv\n",
    "\n",
    "def word_score(word,reviews_2d_list):\n",
    "    \"\"\"\n",
    "    Calculates the sentiment score of a word on a scale of 0 to 4 with\n",
    "    0 being very negative and 4 being very positive.\n",
    "    \n",
    "    Parameters:\n",
    "        word: a string, the word to be scored\n",
    "        reviews_2d_list: a 2d list of sample reviews that have been given sentiment scores\n",
    "                the first column is the sentiment score of 0 to 4\n",
    "                the second column is the text of the review\n",
    "    Returns:\n",
    "        a float representing word's sentiment\n",
    "        if the word does not appear in the sample reviews, a negative number is returned to\n",
    "        indicate that the word cannot be scored\n",
    "    \"\"\"\n",
    "    \n",
    "    "
   ]
  },
  {
   "attachments": {
    "wordscore_unittests.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "1b62d47e",
   "metadata": {},
   "source": [
    "Note that in the docstring it says it will return a negative number if the word isn't present in any of the sample reviews - that's something you'll need to check for.\n",
    "\n",
    "When you have these two functions working, you should be able to test them in the interactive shell like this:\n",
    "\n",
    "<p>\n",
    "<div>\n",
    "<img src=\"attachment:wordscore_unittests.png\" width=\"800\"/>\n",
    "</div>\n",
    "</p>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "526ff3ef",
   "metadata": {},
   "source": [
    "#### Exercise 2: Scoring a whole review"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab1772ab",
   "metadata": {},
   "source": [
    "Next, write a function called `text_score()` with one parameter - the text of a new review that needs to be scored. The function definition should start like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f4bcdcda",
   "metadata": {},
   "outputs": [],
   "source": [
    "def text_score(text):\n",
    "    \"\"\"\n",
    "    Calculates the sentiment score of a phrase/sentence/paragraph\n",
    "    which is made up of many words\n",
    "    \n",
    "    Parameters:\n",
    "        text: a string, the text of a new review we want to find the sentiment of\n",
    "        \n",
    "    Returns: a float representing the text's sentiment\n",
    "    \"\"\"\n",
    "    \n",
    "    reviews = get_2D_list_from_csv(\"movie_reviews.csv\") #step 1\n",
    "    #complete steps 2-4 here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ec92ce1",
   "metadata": {},
   "source": [
    "This function will need to do the following things:\n",
    "1. Load the `movie_reviews.csv` file into a 2D list (actually, I'd suggest making this a separate function, but you can call it in here)\n",
    "2. Split the new review text (i.e., the parameter `text`) into a list so you can treat each word separately\n",
    "3. Loop through this list, doing the following with each word:\n",
    "    - call `word_score()` on the word\n",
    "    - check if it actually scored it or returned a negative value\n",
    "    - if it did score it, add its score on to an accumulator variable, and add 1 to a counter to keep track of how many words were scored\n",
    "4. After the loop finishes, use your accumulator and counter to compute the average score for all the words from the new review text list and return it (be careful - if you didn't score any words, this could end up in a divide-by-zero error, so check for that edge case - return a negative number if you couldn't)\n",
    "\n",
    "For step 2, remember that you can use the string's `split` method to break apart a string into a list of words like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d487ce4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['it', 'brought', 'tears', 'to', 'my', 'eyes']\n"
     ]
    }
   ],
   "source": [
    "example_text = \"it brought tears to my eyes\"\n",
    "example_text_list = example_text.split(\" \")\n",
    "print(example_text_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d0c561e",
   "metadata": {},
   "source": [
    "You may be thinking \"Why are we loading the `movie_reviews.csv` file here instead of in `word_score()` where we need that data?\" Indeed, that's a way you _could_ do it. However, if you open the file and read all the data from it once for each word, that's a lot of work you're re-doing over and over again. Reading from files is a comparatively slow thing for computers to do, so if we need that same list many times, it's better to read it in once and then just pass it as an argument to any function that needs it."
   ]
  },
  {
   "attachments": {
    "textscore_unittestts.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "36505937",
   "metadata": {},
   "source": [
    "You should perform some unit tests on your `text_score` function. Here are some examples of statements you could add to the end of your `.py` file that would do run it on some example reviews.\n",
    "\n",
    "<p>\n",
    "<div>\n",
    "<img src=\"attachment:textscore_unittestts.png\" width=\"800\"/>\n",
    "</div>\n",
    "</p>"
   ]
  },
  {
   "attachments": {
    "user_interaction_movies.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "a0456afc",
   "metadata": {},
   "source": [
    "#### Exercise 3: Write a function for user interaction\n",
    "\n",
    "Create a function that interacts with the user, allowing them to type in a phrase and then telling them the sentiment of what they typed. This is a good place to put all of your `input` and `print` statements. Here is an example of what this could look like, though feel free to get creative in how you present it:\n",
    "\n",
    "<p>\n",
    "<div>\n",
    "<img src=\"attachment:user_interaction_movies.png\" width=\"800\"/>\n",
    "</div>\n",
    "</p>\n"
   ]
  },
  {
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    "Make sure that you include a call to your user-interaction function at the end of your `.py` file so that it properly launches the file.\n",
    "\n",
    "Congrats! You've created your first program that uses functions to divide a big problem into several smaller ones."
   ]
  }
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