{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "00fee35d",
   "metadata": {},
   "source": [
    "# Lab 13: Improving the Sentiment Analysis Program"
   ]
  },
  {
   "attachments": {
    "remove_stopwords.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "473f16b5",
   "metadata": {},
   "source": [
    "You might be wondering if the sentiment analysis program you wrote for __Lab 12__ is _really_ how sentiment analysis is done. The answer is _yes_ and _no_. The algorithm you implemented is similar to some common sentiment analysis approaches, though there are more sophisticated algorithms as well. They all, however, rely on the same basic assumptions to work - they use pre-scored examples to come up with scores for new, unknown examples. At Drake, we have an upper-level course called _Machine Learning_ where we explore different algorithms for text analysis problems like this. \n",
    "\n",
    "One of the things you may have noticed from your testing is that longer reviews tend to get scores closer to 2 whereas shorter ones might have more extreme values. One reason for this is that long reviews might have lots of near-neutral words that bring the average closer to the middle. One way to deal with this is to ignore _stop words_. Stop words are words like _I_, _you_, _it_, _who_, _is_, _and_, etc. that are very common but don't carry much meaning.\n",
    "\n",
    "I have provided a file for you called `stopwords.txt`, which contains a list of stop words (I got it from a Python text analytics package here: https://gist.github.com/sebleier/554280 ). We're going to change the sentiment analysis program so that it ignores these words when calculating the sentiment score.\n",
    "\n",
    "__Exercise 1:__ Write a function called `remove_stopwords` which takes a string as an argument, removes any word from the `stopwords.txt` file, and returns the resulting string. You could unit test it with examples like this:\n",
    "\n",
    "<p>\n",
    "<div>\n",
    "<img src=\"attachment:remove_stopwords.png\" width=\"800\"/>\n",
    "</div>\n",
    "</p>\n",
    "\n",
    "This problem will require you to do a lot of the things you've learned to do so far in this course - including reading from files, writing functions with parameters and return values, and working with lists. You are welcome/encouraged to split this into more than one function.\n",
    "\n",
    "\n",
    "_Hint:_ I suggest that you convert the parameter string into a list using `.split(\" \")` like you did in __Lab 12__. Then, loop through the list of words from `stopwords.txt`, and check if each of them is in your list. If they are, remove them (and you may need to keep removing them until there are no more copies left). Finally, create a new string which is a concatenation of all the words in the list.\n"
   ]
  },
  {
   "attachments": {
    "improvedsentiment.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "48404d8a",
   "metadata": {},
   "source": [
    "__Exercise 2:__ Change your `user_interaction` function so that it calls your `remove_stopwords` function on the input you get from the user, and then get the sentiment score of the resulting string. You should find that most of your test cases have more extreme values, which should make you more confident when you conclude that the sentiment is negative or positive.\n",
    "\n",
    "The end result might look something like this:\n",
    "\n",
    "<p>\n",
    "<div>\n",
    "<img src=\"attachment:improvedsentiment.png\" width=\"800\"/>\n",
    "</div>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77ebc199",
   "metadata": {},
   "source": [
    "## Turning it in\n",
    "\n",
    "You are now going to submit your code with all of your functions. Make sure your file is named `sentiment_analysis.py`, and make sure you have functions named `word_score`, `text_score`, and `remove_stopwords` as described in __Labs 12 and 13__. \n",
    "\n",
    "__Important:__ comment out the _call_ to `user_interaction()` or any other testing code that you wrote outside of your functions (my automated tests are not set up to provide user input, they're just going to unit-test your functions). \n",
    "\n",
    "Submit your file to the __Lab 12-13: Sentiment Analysis__ assignment on codePost. You do not need to submit `stopwords.txt` or `movie_reviews.csv` - I already set up codePost with a copy of each of those file. \n",
    "\n",
    "I have written automated tests for each of `word_score`, `text_score`, and `remove_stopwords`. Since this is the product of two lab assignments, it will be worth a total of 8 points. "
   ]
  }
 ],
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