categorizing,_labeling,_visualizing_reviewsipynb.ipynb

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      "cell_type": "markdown",
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        "id": "view-in-github",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/p-ai-org/p-colleges/blob/main/categorizing%2C_labeling%2C_visualizing_reviewsipynb.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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        "outputId": "70f467f2-785b-43ca-bda3-21fb3a5e327d"
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      "outputs": [
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          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting emoji\n",
            "  Downloading emoji-2.2.0.tar.gz (240 kB)\n",
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            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Building wheels for collected packages: emoji\n",
            "  Building wheel for emoji (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "  Stored in directory: /root/.cache/pip/wheels/9a/b8/0f/f580817231cbf59f6ade9fd132ff60ada1de9f7dc85521f857\n",
            "Successfully built emoji\n",
            "Installing collected packages: emoji\n",
            "Successfully installed emoji-2.2.0\n",
            "--2023-04-21 05:38:56--  https://raw.githubusercontent.com/aman2656/text2emotion-library/master/Text2Emotion/__init__.py\n",
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            "Length: 212312 (207K) [text/plain]\n",
            "Saving to: ‘__init__.py’\n",
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            "\n",
            "2023-04-21 05:38:57 (23.1 MB/s) - ‘__init__.py’ saved [212312/212312]\n",
            "\n"
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          "text": [
            "/content/__init__.py:670: SyntaxWarning: \"is\" with a literal. Did you mean \"==\"?\n",
            "  if sum(emotions.values()) is 0:\n",
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/stopwords.zip.\n",
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Unzipping tokenizers/punkt.zip.\n",
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n"
          ]
        }
      ],
      "source": [
        "import numpy as np\n",
        "import pandas as pd \n",
        "import requests\n",
        "import string\n",
        "import statistics \n",
        "#Text to emotion\n",
        "!pip install emoji\n",
        "!wget https://raw.githubusercontent.com/aman2656/text2emotion-library/master/Text2Emotion/__init__.py\n",
        "\n",
        "import __init__ as te\n",
        "import plotly.express as px\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# first, let's make a big dataframe with all of the rate my professors data \n",
        "urls = [\n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_1_to_32.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_33_to_46.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_47_to_51.json\",\n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_51_to_161.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_1_to_32.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_162_to_300.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_300_to_397.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_398_to_472.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_473_to_631.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_632_to_753.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_754_to_894.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_895_to_1022.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_1023_to_1344.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_1345_to_2357.json\", \n",
        "    \"https://raw.githubusercontent.com/p-ai-org/p-colleges/main/Brian/Rate%20My%20Professor/all_colleges_RMP_2358_to_2940.json\"\n",
        "]\n",
        "\n",
        "dataframes = []\n",
        "for url in urls:\n",
        "  response = requests.get(url)\n",
        "  data = response.json()\n",
        "  df = pd.DataFrame(data)\n",
        "  df = df.T\n",
        "  dataframes.append(df)\n",
        "\n",
        "rmp_data_full = pd.concat(dataframes)\n",
        "rmp_data_full = rmp_data_full.dropna(subset=['Comments'])\n",
        "display(rmp_data_full.head())"
      ],
      "metadata": {
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          "base_uri": "https://localhost:8080/",
          "height": 530
        },
        "id": "yXHJAE6CDnY_",
        "outputId": "a0b92c73-532f-4383-d8f9-d68021c35c5f"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                                     School_Overall School_Reputation  \\\n",
              "Abilene Christian University                    3.8               4.0   \n",
              "Abraham Baldwin Agricultural College            3.6               3.6   \n",
              "Academy of Art University                       3.1               3.2   \n",
              "Bryn Athyn College                              3.4               3.3   \n",
              "Adams State University                          3.4               3.3   \n",
              "\n",
              "                                     School_Location School_Facilities  \\\n",
              "Abilene Christian University                     3.1               3.9   \n",
              "Abraham Baldwin Agricultural College             3.6               4.0   \n",
              "Academy of Art University                        3.7               3.1   \n",
              "Bryn Athyn College                               3.6               4.0   \n",
              "Adams State University                           3.2               3.8   \n",
              "\n",
              "                                     School_Food School_Happiness  \\\n",
              "Abilene Christian University                 3.0              3.9   \n",
              "Abraham Baldwin Agricultural College         3.1              3.9   \n",
              "Academy of Art University                    2.7              3.2   \n",
              "Bryn Athyn College                           2.8              3.6   \n",
              "Adams State University                       2.7              3.9   \n",
              "\n",
              "                                     School_Opportunities School_Clubs  \\\n",
              "Abilene Christian University                          3.8          3.6   \n",
              "Abraham Baldwin Agricultural College                  3.5          3.5   \n",
              "Academy of Art University                             3.2          2.8   \n",
              "Bryn Athyn College                                    3.1          2.8   \n",
              "Adams State University                                3.2          3.1   \n",
              "\n",
              "                                     School_Safety School_Social  \\\n",
              "Abilene Christian University                   4.3           3.4   \n",
              "Abraham Baldwin Agricultural College           4.4           3.3   \n",
              "Academy of Art University                      3.0           2.8   \n",
              "Bryn Athyn College                             4.8           2.8   \n",
              "Adams State University                         3.7           3.1   \n",
              "\n",
              "                                     School_Internet  \\\n",
              "Abilene Christian University                     3.6   \n",
              "Abraham Baldwin Agricultural College             3.0   \n",
              "Academy of Art University                        3.4   \n",
              "Bryn Athyn College                               2.9   \n",
              "Adams State University                           3.2   \n",
              "\n",
              "                                                                               Comments  \n",
              "Abilene Christian University          {'ACU: BEST school\n",
              "ALL professors: care genuin...  \n",
              "Abraham Baldwin Agricultural College  {'Loved my time there!': {'Comment_Date': 'Mar...  \n",
              "Academy of Art University             {'This school is 100% a scam. The teachers are...  \n",
              "Bryn Athyn College                    {'Most of the professors will work with you 10...  \n",
              "Adams State University                {'Not a great school. Transferred out after on...  "
            ],
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              "      <th></th>\n",
              "      <th>School_Overall</th>\n",
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              "      <th>School_Social</th>\n",
              "      <th>School_Internet</th>\n",
              "      <th>Comments</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Abilene Christian University</th>\n",
              "      <td>3.8</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.1</td>\n",
              "      <td>3.9</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>3.8</td>\n",
              "      <td>3.6</td>\n",
              "      <td>4.3</td>\n",
              "      <td>3.4</td>\n",
              "      <td>3.6</td>\n",
              "      <td>{'ACU: BEST school\n",
              "ALL professors: care genuin...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Abraham Baldwin Agricultural College</th>\n",
              "      <td>3.6</td>\n",
              "      <td>3.6</td>\n",
              "      <td>3.6</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.1</td>\n",
              "      <td>3.9</td>\n",
              "      <td>3.5</td>\n",
              "      <td>3.5</td>\n",
              "      <td>4.4</td>\n",
              "      <td>3.3</td>\n",
              "      <td>3.0</td>\n",
              "      <td>{'Loved my time there!': {'Comment_Date': 'Mar...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Academy of Art University</th>\n",
              "      <td>3.1</td>\n",
              "      <td>3.2</td>\n",
              "      <td>3.7</td>\n",
              "      <td>3.1</td>\n",
              "      <td>2.7</td>\n",
              "      <td>3.2</td>\n",
              "      <td>3.2</td>\n",
              "      <td>2.8</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.8</td>\n",
              "      <td>3.4</td>\n",
              "      <td>{'This school is 100% a scam. The teachers are...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Bryn Athyn College</th>\n",
              "      <td>3.4</td>\n",
              "      <td>3.3</td>\n",
              "      <td>3.6</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.8</td>\n",
              "      <td>3.6</td>\n",
              "      <td>3.1</td>\n",
              "      <td>2.8</td>\n",
              "      <td>4.8</td>\n",
              "      <td>2.8</td>\n",
              "      <td>2.9</td>\n",
              "      <td>{'Most of the professors will work with you 10...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Adams State University</th>\n",
              "      <td>3.4</td>\n",
              "      <td>3.3</td>\n",
              "      <td>3.2</td>\n",
              "      <td>3.8</td>\n",
              "      <td>2.7</td>\n",
              "      <td>3.9</td>\n",
              "      <td>3.2</td>\n",
              "      <td>3.1</td>\n",
              "      <td>3.7</td>\n",
              "      <td>3.1</td>\n",
              "      <td>3.2</td>\n",
              "      <td>{'Not a great school. Transferred out after on...</td>\n",
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    {
      "cell_type": "code",
      "source": [
        "def filter_comments(dict, lower_benchmark, upper_benchmark):\n",
        "  '''helper function to get a list of comments from the dictionary in rmp_data[\"Comments\"] based on rating'''\n",
        "  keys_list = list(dict.keys())\n",
        "  values_list = list(dict.values())\n",
        "\n",
        "  filtered_comments = []\n",
        "  for i in range(len(keys_list)):\n",
        "    values_dict = values_list[i]\n",
        "    ratings = list(values_dict.values())[2:]\n",
        "    median_rating = statistics.median(ratings)\n",
        "    if median_rating >= lower_benchmark and median_rating <= upper_benchmark: \n",
        "      filtered_comments.append(keys_list[i])\n",
        "  \n",
        "  return filtered_comments \n",
        "\n",
        "def filter_df_by_rating(rmp_data, lower_benchmark, upper_benchmark): \n",
        "  ''' filters the rmp data based on the range of ratings we want '''\n",
        "  new_df = rmp_data.copy()\n",
        "  new_df[\"Comments_list\"] = new_df[\"Comments\"].apply(lambda x: filter_comments(x, lower_benchmark, upper_benchmark))\n",
        "  new_df.reset_index(inplace = True)\n",
        "  new_df.rename(columns = {'index': 'College'}, inplace = True)\n",
        "  new_df = new_df[[\"College\", \"Comments_list\"]]\n",
        "  return new_df \n"
      ],
      "metadata": {
        "id": "YltlwFMjDpY4"
      },
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "all_comments_df = filter_df_by_rating(rmp_data_full, 0.0, 5.0)\n"
      ],
      "metadata": {
        "id": "y5n5xl_fDxJv"
      },
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "all_comments_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "NQB3nHAqD1WQ",
        "outputId": "0d9b59ae-ebd2-4976-a999-ea15b63064ef"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                   College  \\\n",
              "0             Abilene Christian University   \n",
              "1     Abraham Baldwin Agricultural College   \n",
              "2                Academy of Art University   \n",
              "3                       Bryn Athyn College   \n",
              "4                   Adams State University   \n",
              "...                                    ...   \n",
              "2368               Tulsa Community College   \n",
              "2369              Tunxis Community College   \n",
              "2370                  Tyler Junior College   \n",
              "2371                         Union College   \n",
              "2372         Universal Technical Institute   \n",
              "\n",
              "                                          Comments_list  \n",
              "0     [ACU: BEST school\\nALL professors: care genuin...  \n",
              "1     [Loved my time there!, ABAC is an awesome scho...  \n",
              "2     [This school is 100% a scam. The teachers are ...  \n",
              "3     [Most of the professors will work with you 100...  \n",
              "4     [Not a great school. Transferred out after one...  \n",
              "...                                                 ...  \n",
              "2368  [Most of the professors are good, but academic...  \n",
              "2369  [Tunxis is very open minded college and they a...  \n",
              "2370  [Staff is incredible and it truly is a good sc...  \n",
              "2371  [It’s ok there aren’t many classes available f...  \n",
              "2372  [Not worth the money go to a community college...  \n",
              "\n",
              "[2373 rows x 2 columns]"
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              "      <td>Abilene Christian University</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Abraham Baldwin Agricultural College</td>\n",
              "      <td>[Loved my time there!, ABAC is an awesome scho...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Academy of Art University</td>\n",
              "      <td>[This school is 100% a scam. The teachers are ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Bryn Athyn College</td>\n",
              "      <td>[Most of the professors will work with you 100...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Adams State University</td>\n",
              "      <td>[Not a great school. Transferred out after one...</td>\n",
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              "      <th>...</th>\n",
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              "      <th>2369</th>\n",
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              "      <th>2370</th>\n",
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              "      <td>[Staff is incredible and it truly is a good sc...</td>\n",
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              "    <tr>\n",
              "      <th>2371</th>\n",
              "      <td>Union College</td>\n",
              "      <td>[It’s ok there aren’t many classes available f...</td>\n",
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              "    <tr>\n",
              "      <th>2372</th>\n",
              "      <td>Universal Technical Institute</td>\n",
              "      <td>[Not worth the money go to a community college...</td>\n",
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          "metadata": {},
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# this function just pulls the reviews of a given college from the dataset. It returns the reviews as a list\n",
        "def reviews(college_name):\n",
        "  return all_comments_df[all_comments_df['College'] == college_name]['Comments_list'].tolist()[0]"
      ],
      "metadata": {
        "id": "RDjYNEwaFWs7"
      },
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x = reviews('Pomona College')\n",
        "print(x)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YZFVmjeZGVTC",
        "outputId": "5454c0dd-90e0-4a0f-f999-b1affb7f8868"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['The best LAC there ever is.', \"Pomona has been the best decision of my life. You get a diverse, intelligent set of people who are all passionate and you're bound to grow and challenge yourself here. The resources are great, there's some grade inflation, the location is solid and the food is good (with other schools) as well.\", \"Pomona College has been the best choice of my life. You put a bunch of passionate, intelligent people together and you're going to find a place to grow and challenge yourself. The location is unprecedented, the food supplemented by other schools is great, and overall you'll get motivated people who will all succeed with some effort.\", 'Choosing to go to Pomona was the best decision of my life. Amazing professors and amazing people. The other 5Cs make up for what Pomona lacks in food diversity or social scene. I love this place and cannot recommend it enough.', 'Amazing professors and students!', 'Mixed feelings. Read more into the school if you want to go here. It feels like a high school some times.', \"I don't see what the hype is about. Pomona is rewarding but I see no special advantage to going here.\", \"Pomona keeps making the rankings only because of how much money the institution is hoarding by not taking in as many students on financial aid as it can. It's a good school but NOT better than any other LAC. I transferred to the east coast and like it much better at my new college, which is ranked lower but has literally the same resources.\", 'I feel incredibly fortunate to be part of such a dynamic, wholesome, and passionate community: one which inspires you to be the best version of yourself. There are opportunities to learn and develop everywhere, and most are fully paid for/without barriers to participate even without experience. Make the most of each day you have- time goes by fast!', \"You have to be nerdy to some degree to go here, but Pomona is unique, vibrant and overall a fantastic place to be. I love it here and wouldn't choose any other college.\", \"Pomona is by every metric a terrific place, but I had hesitations upon leaving. Pomona is a utopia: fantastic diversity, a wealth of opportunities, a resort like campus, a world-class location, interesting people, rampant grade inflation. It's hard to challenge that perfect image, and it sets you up for a dangerous worldview and complacency.\", \"Pomona is a super unique place, and if you're lucky enough to get in, don't write off the school because it lacks the name brand of its peer institutions. You'll definitely be challenged here in many aspects, but you'll come out equipped in ways that you won't be @ Ivies and the like.\", 'With a two billion dollar endowment (and just 1,600 kids), sprawling acres in Southern California, and selectivity that outpaces most Ivies, Pomona is the best liberal arts college in the world, and arguably the best undergraduate experience available anywhere.', 'Solid school, though the lack of business type classes frustrates me terribly', \"You don't want to leave this place!\", 'Also they have incredible financial aid.', \"This relatively unknown attracts students who are as distinguished as anyone in the Ivy League. The climate, however, is a lot more laid-back and nurturing. There are (mostly) pros and (some) cons. You'll get a world-class education here with immeasurable opportunity. But our alumni network is lacking, and it is easy to become complacent here.\", \"Best college I've ever seen in the nation.\", \"Pomona has incredible classes, devoted teachers, and remarkable facilities for research. However, the student body isn't high caliber, and there is rampant grade inflation to compensate. I've met a few incredible people that I'm proud to call my friends, but most students have little depth and character, and have little to show past face value.\", 'Best undergraduate education in the world.']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#My Code // Additions is down below"
      ],
      "metadata": {
        "id": "PXwEE5srQW5l"
      },
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#this is from my categorizing file\n",
        "#the code that sorts\n",
        "premade_categories = [\"athletics\", \"social\", \"academics\", \"location\", \"prestige\", \"affordability\",\"environment\"]\n",
        "\n",
        "athletics = [\"sport\", \"sports\", \"sporting\", \"athletics\", \"athletes\", \"athlete\", \"championship\",\"champion\",\"playoff\", \"playoffs\", \"basketball\",\"football\",\"tennis\",\"softball\",\"baseball\",\"water polo\",\"rugby\",\"PE\",\"physical\",\"swim\"]\n",
        "social = [\"party\",\"friend\",\"celebration\",\"fraternity\",\"frat\",\"sorority\",\"culture\",\"dorm\",\"drinking\",\"social\",\"network\",\"environment\",\"communities\",\"clubs\"]\n",
        "academics = [\"teacher\",\"professor\",\"professors\",\"academics\",\"classes\",\"education\",\"class\",\"registration\",\"accommodations\",\"exams\",\"cheat\",\"test\",\"homework\",\"problem\",\"staff\",\"faculty\",\"grade\",\"grading\",'study','opportunities','co-op','research','undergrad','graduate','program']\n",
        "location = [\"campus\",\"located\",\"area\",\"city\",\"community\",\"nature\",\"nearby\",\"outdoor\",\"far away\",\"local\"]\n",
        "prestige = [\"prestige\",\"prestigious\",\"honor\",\"famous\",\"rank\",\"ranking\",\"top\",\"well-known\"]\n",
        "affordability = [\"afford\",\"cost\",\"price\",\"expensive\",\"cheap\",\"expensive\", 'worth']\n",
        "environment = [\"workaholism\", 'competitive', \"stress\", \"chill\",\"fun\",'lazy','enjoyable',\"experience\",'relaxed','easy','hard','doable','hate']\n"
      ],
      "metadata": {
        "id": "v8iAoQA7QhuO"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#function\n",
        "def classify(text):\n",
        "  \"\"\"This function takes in a block of text and returns the category(ies) it is in.\"\"\"\n",
        "  text = text.translate(str.maketrans(\"\", \"\", string.punctuation))\n",
        "  categories = []\n",
        "  for word in text.lower().split():\n",
        "    if word in athletics:\n",
        "      categories.append('athletics')\n",
        "    if word in social:\n",
        "      categories.append(\"social\")\n",
        "    if word in academics:\n",
        "      categories.append(\"academics\")\n",
        "    if word in location:\n",
        "      categories.append(\"location\")\n",
        "    if word in prestige:\n",
        "      categories.append(\"prestige\")\n",
        "    if word in affordability:\n",
        "      categories.append(\"affordability\")\n",
        "    if word in environment:\n",
        "      categories.append(\"environment\")\n",
        "\n",
        "  return set(categories)"
      ],
      "metadata": {
        "id": "CnG0K6sSQtND"
      },
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#this function will sort the reviews from a given college into a dictionary\n",
        "def sorter(college_name):\n",
        "  labeledReviews = {}\n",
        "\n",
        "  #Dynamically creating the labeledReviews just in case we get more categories in the future\n",
        "  for category in premade_categories:\n",
        "    labeledReviews[category] = []\n",
        "\n",
        "  #Getting the reviews \n",
        "  allReviews = reviews(college_name)\n",
        "  for review in allReviews:\n",
        "    categories = classify(review)\n",
        "    #For each category assign the review to the corresponding key\n",
        "    for category in categories:\n",
        "      labeledReviews[category].append(review)\n",
        "\n",
        "  return labeledReviews\n",
        "    \n",
        "\n",
        "\n",
        "print(sorter(\"Pomona College\"))\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "U2Ezfc7-PV3J",
        "outputId": "f05c6802-327d-4e03-d123-76d18286ad61"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'athletics': [], 'social': ['Choosing to go to Pomona was the best decision of my life. Amazing professors and amazing people. The other 5Cs make up for what Pomona lacks in food diversity or social scene. I love this place and cannot recommend it enough.', \"This relatively unknown attracts students who are as distinguished as anyone in the Ivy League. The climate, however, is a lot more laid-back and nurturing. There are (mostly) pros and (some) cons. You'll get a world-class education here with immeasurable opportunity. But our alumni network is lacking, and it is easy to become complacent here.\"], 'academics': [\"Pomona has been the best decision of my life. You get a diverse, intelligent set of people who are all passionate and you're bound to grow and challenge yourself here. The resources are great, there's some grade inflation, the location is solid and the food is good (with other schools) as well.\", 'Choosing to go to Pomona was the best decision of my life. Amazing professors and amazing people. The other 5Cs make up for what Pomona lacks in food diversity or social scene. I love this place and cannot recommend it enough.', 'Amazing professors and students!', 'I feel incredibly fortunate to be part of such a dynamic, wholesome, and passionate community: one which inspires you to be the best version of yourself. There are opportunities to learn and develop everywhere, and most are fully paid for/without barriers to participate even without experience. Make the most of each day you have- time goes by fast!', \"Pomona is by every metric a terrific place, but I had hesitations upon leaving. Pomona is a utopia: fantastic diversity, a wealth of opportunities, a resort like campus, a world-class location, interesting people, rampant grade inflation. It's hard to challenge that perfect image, and it sets you up for a dangerous worldview and complacency.\", 'Solid school, though the lack of business type classes frustrates me terribly', \"This relatively unknown attracts students who are as distinguished as anyone in the Ivy League. The climate, however, is a lot more laid-back and nurturing. There are (mostly) pros and (some) cons. You'll get a world-class education here with immeasurable opportunity. But our alumni network is lacking, and it is easy to become complacent here.\", \"Pomona has incredible classes, devoted teachers, and remarkable facilities for research. However, the student body isn't high caliber, and there is rampant grade inflation to compensate. I've met a few incredible people that I'm proud to call my friends, but most students have little depth and character, and have little to show past face value.\", 'Best undergraduate education in the world.'], 'location': ['I feel incredibly fortunate to be part of such a dynamic, wholesome, and passionate community: one which inspires you to be the best version of yourself. There are opportunities to learn and develop everywhere, and most are fully paid for/without barriers to participate even without experience. Make the most of each day you have- time goes by fast!', \"Pomona is by every metric a terrific place, but I had hesitations upon leaving. Pomona is a utopia: fantastic diversity, a wealth of opportunities, a resort like campus, a world-class location, interesting people, rampant grade inflation. It's hard to challenge that perfect image, and it sets you up for a dangerous worldview and complacency.\"], 'prestige': [], 'affordability': [], 'environment': ['I feel incredibly fortunate to be part of such a dynamic, wholesome, and passionate community: one which inspires you to be the best version of yourself. There are opportunities to learn and develop everywhere, and most are fully paid for/without barriers to participate even without experience. Make the most of each day you have- time goes by fast!', \"Pomona is by every metric a terrific place, but I had hesitations upon leaving. Pomona is a utopia: fantastic diversity, a wealth of opportunities, a resort like campus, a world-class location, interesting people, rampant grade inflation. It's hard to challenge that perfect image, and it sets you up for a dangerous worldview and complacency.\", 'With a two billion dollar endowment (and just 1,600 kids), sprawling acres in Southern California, and selectivity that outpaces most Ivies, Pomona is the best liberal arts college in the world, and arguably the best undergraduate experience available anywhere.', \"This relatively unknown attracts students who are as distinguished as anyone in the Ivy League. The climate, however, is a lot more laid-back and nurturing. There are (mostly) pros and (some) cons. You'll get a world-class education here with immeasurable opportunity. But our alumni network is lacking, and it is easy to become complacent here.\"]}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "def visualization(text):\n",
        "  \"\"\"This function takes in the text and returns a visual representation of the text2emotion data that corresponds with the text2emotion values. If we want to update the sides, we would have to do it through the text2emotion.\"\"\"\n",
        "  # convert dictionary into data frame\n",
        "  textDictionary = te.get_emotion(text)\n",
        "  values = textDictionary.values()\n",
        "  keys = textDictionary.keys()\n",
        "  df = pd.DataFrame(dict(r=values,theta=keys))\n",
        "\n",
        "  #debug\n",
        "  print(df)\n",
        "\n",
        "  #visualizing the graph\n",
        "  fig = px.line_polar(df, r='r', theta='theta', line_close=True)\n",
        "  fig.update_traces(fill='toself')\n",
        "  fig.show()"
      ],
      "metadata": {
        "id": "RE_GcPTgTX6J"
      },
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "labeledReviews = sorter(\"Pomona College\")\n",
        "for key, value in labeledReviews.items():\n",
        "  for review in value:\n",
        "    print(key)\n",
        "    print(review)\n",
        "    visualization(review)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "rtPGXXl5UIft",
        "outputId": "e0128247-8a92-4f43-f77b-89282b8e4a4f"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "social\n",
            "Choosing to go to Pomona was the best decision of my life. Amazing professors and amazing people. The other 5Cs make up for what Pomona lacks in food diversity or social scene. I love this place and cannot recommend it enough.\n",
            "      r     theta\n",
            "0  0.12     Happy\n",
            "1  0.00     Angry\n",
            "2  0.25  Surprise\n",
            "3  0.12       Sad\n",
            "4  0.50      Fear\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/plotly/express/_core.py:271: FutureWarning:\n",
            "\n",
            "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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            "social\n",
            "This relatively unknown attracts students who are as distinguished as anyone in the Ivy League. The climate, however, is a lot more laid-back and nurturing. There are (mostly) pros and (some) cons. You'll get a world-class education here with immeasurable opportunity. But our alumni network is lacking, and it is easy to become complacent here.\n",
            "      r     theta\n",
            "0  0.33     Happy\n",
            "1  0.00     Angry\n",
            "2  0.00  Surprise\n",
            "3  0.17       Sad\n",
            "4  0.50      Fear\n"
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            "\n",
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            "academics\n",
            "Pomona has been the best decision of my life. You get a diverse, intelligent set of people who are all passionate and you're bound to grow and challenge yourself here. The resources are great, there's some grade inflation, the location is solid and the food is good (with other schools) as well.\n",
            "      r     theta\n",
            "0  0.17     Happy\n",
            "1  0.00     Angry\n",
            "2  0.00  Surprise\n",
            "3  0.00       Sad\n",
            "4  0.83      Fear\n"
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            "/usr/local/lib/python3.9/dist-packages/plotly/express/_core.py:271: FutureWarning:\n",
            "\n",
            "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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            "academics\n",
            "Choosing to go to Pomona was the best decision of my life. Amazing professors and amazing people. The other 5Cs make up for what Pomona lacks in food diversity or social scene. I love this place and cannot recommend it enough.\n",
            "      r     theta\n",
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            "     r     theta\n",
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            "academics\n",
            "I feel incredibly fortunate to be part of such a dynamic, wholesome, and passionate community: one which inspires you to be the best version of yourself. There are opportunities to learn and develop everywhere, and most are fully paid for/without barriers to participate even without experience. Make the most of each day you have- time goes by fast!\n",
            "      r     theta\n",
            "0  0.44     Happy\n",
            "1  0.00     Angry\n",
            "2  0.00  Surprise\n",
            "3  0.11       Sad\n",
            "4  0.44      Fear\n"
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            "/usr/local/lib/python3.9/dist-packages/plotly/express/_core.py:271: FutureWarning:\n",
            "\n",
            "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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            "academics\n",
            "Pomona is by every metric a terrific place, but I had hesitations upon leaving. Pomona is a utopia: fantastic diversity, a wealth of opportunities, a resort like campus, a world-class location, interesting people, rampant grade inflation. It's hard to challenge that perfect image, and it sets you up for a dangerous worldview and complacency.\n",
            "      r     theta\n",
            "0  0.25     Happy\n",
            "1  0.08     Angry\n",
            "2  0.08  Surprise\n",
            "3  0.08       Sad\n",
            "4  0.50      Fear\n"
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            "/usr/local/lib/python3.9/dist-packages/plotly/express/_core.py:271: FutureWarning:\n",
            "\n",
            "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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            "Solid school, though the lack of business type classes frustrates me terribly\n",
            "      r     theta\n",
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            "This relatively unknown attracts students who are as distinguished as anyone in the Ivy League. The climate, however, is a lot more laid-back and nurturing. There are (mostly) pros and (some) cons. You'll get a world-class education here with immeasurable opportunity. But our alumni network is lacking, and it is easy to become complacent here.\n",
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            "academics\n",
            "Pomona has incredible classes, devoted teachers, and remarkable facilities for research. However, the student body isn't high caliber, and there is rampant grade inflation to compensate. I've met a few incredible people that I'm proud to call my friends, but most students have little depth and character, and have little to show past face value.\n",
            "      r     theta\n",
            "0  0.27     Happy\n",
            "1  0.00     Angry\n",
            "2  0.27  Surprise\n",
            "3  0.09       Sad\n",
            "4  0.36      Fear\n"
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            "/usr/local/lib/python3.9/dist-packages/plotly/express/_core.py:271: FutureWarning:\n",
            "\n",
            "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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            "academics\n",
            "Best undergraduate education in the world.\n",
            "   r     theta\n",
            "0  0     Happy\n",
            "1  0     Angry\n",
            "2  0  Surprise\n",
            "3  0       Sad\n",
            "4  0      Fear\n"
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            "location\n",
            "I feel incredibly fortunate to be part of such a dynamic, wholesome, and passionate community: one which inspires you to be the best version of yourself. There are opportunities to learn and develop everywhere, and most are fully paid for/without barriers to participate even without experience. Make the most of each day you have- time goes by fast!\n",
            "      r     theta\n",
            "0  0.44     Happy\n",
            "1  0.00     Angry\n",
            "2  0.00  Surprise\n",
            "3  0.11       Sad\n",
            "4  0.44      Fear\n"
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            "location\n",
            "Pomona is by every metric a terrific place, but I had hesitations upon leaving. Pomona is a utopia: fantastic diversity, a wealth of opportunities, a resort like campus, a world-class location, interesting people, rampant grade inflation. It's hard to challenge that perfect image, and it sets you up for a dangerous worldview and complacency.\n",
            "      r     theta\n",
            "0  0.25     Happy\n",
            "1  0.08     Angry\n",
            "2  0.08  Surprise\n",
            "3  0.08       Sad\n",
            "4  0.50      Fear\n"
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            "/usr/local/lib/python3.9/dist-packages/plotly/express/_core.py:271: FutureWarning:\n",
            "\n",
            "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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            "environment\n",
            "I feel incredibly fortunate to be part of such a dynamic, wholesome, and passionate community: one which inspires you to be the best version of yourself. There are opportunities to learn and develop everywhere, and most are fully paid for/without barriers to participate even without experience. Make the most of each day you have- time goes by fast!\n",
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            "Pomona is by every metric a terrific place, but I had hesitations upon leaving. Pomona is a utopia: fantastic diversity, a wealth of opportunities, a resort like campus, a world-class location, interesting people, rampant grade inflation. It's hard to challenge that perfect image, and it sets you up for a dangerous worldview and complacency.\n",
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            "environment\n",
            "With a two billion dollar endowment (and just 1,600 kids), sprawling acres in Southern California, and selectivity that outpaces most Ivies, Pomona is the best liberal arts college in the world, and arguably the best undergraduate experience available anywhere.\n",
            "     r     theta\n",
            "0  0.5     Happy\n",
            "1  0.0     Angry\n",
            "2  0.0  Surprise\n",
            "3  0.0       Sad\n",
            "4  0.5      Fear\n"
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            "/usr/local/lib/python3.9/dist-packages/plotly/express/_core.py:271: FutureWarning:\n",
            "\n",
            "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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            "environment\n",
            "This relatively unknown attracts students who are as distinguished as anyone in the Ivy League. The climate, however, is a lot more laid-back and nurturing. There are (mostly) pros and (some) cons. You'll get a world-class education here with immeasurable opportunity. But our alumni network is lacking, and it is easy to become complacent here.\n",
            "      r     theta\n",
            "0  0.33     Happy\n",
            "1  0.00     Angry\n",
            "2  0.00  Surprise\n",
            "3  0.17       Sad\n",
            "4  0.50      Fear\n"
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          "text": [
            "/usr/local/lib/python3.9/dist-packages/plotly/express/_core.py:271: FutureWarning:\n",
            "\n",
            "The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
            "\n"
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