MSc_Country_Emotion.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","source":["!pip install NRCLex"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lmRb6x5EQrLi","outputId":"eba83451-a760-4ced-ba58-99c8c424d28f","executionInfo":{"status":"ok","timestamp":1667903114835,"user_tz":0,"elapsed":16838,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting NRCLex\n","  Downloading NRCLex-4.0-py3-none-any.whl (4.4 kB)\n","Requirement already satisfied: textblob in /usr/local/lib/python3.7/dist-packages (from NRCLex) (0.15.3)\n","  Downloading NRCLex-3.0.0.tar.gz (396 kB)\n","\u001b[K     |████████████████████████████████| 396 kB 5.6 MB/s \n","\u001b[?25hRequirement already satisfied: nltk>=3.1 in /usr/local/lib/python3.7/dist-packages (from textblob->NRCLex) (3.7)\n","Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from nltk>=3.1->textblob->NRCLex) (7.1.2)\n","Requirement already satisfied: regex>=2021.8.3 in /usr/local/lib/python3.7/dist-packages (from nltk>=3.1->textblob->NRCLex) (2022.6.2)\n","Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from nltk>=3.1->textblob->NRCLex) (1.2.0)\n","Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from nltk>=3.1->textblob->NRCLex) (4.64.1)\n","Building wheels for collected packages: NRCLex\n","  Building wheel for NRCLex (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for NRCLex: filename=NRCLex-3.0.0-py3-none-any.whl size=43329 sha256=47910fdea23883ac03415195a96acbf75400e8514893060bf9ff33cfff297122\n","  Stored in directory: /root/.cache/pip/wheels/af/2c/9c/dfa19d1b65326c520b32850a9311f6d4eda679ac04dba26081\n","Successfully built NRCLex\n","Installing collected packages: NRCLex\n","Successfully installed NRCLex-3.0.0\n"]}]},{"cell_type":"code","execution_count":2,"metadata":{"id":"ZW9k-xuOM55u","executionInfo":{"status":"ok","timestamp":1667903200188,"user_tz":0,"elapsed":15282,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"outputs":[],"source":["# Code to read csv file into Colaboratory:\n","!pip install -U -q PyDrive\n","from pydrive.auth import GoogleAuth\n","from pydrive.drive import GoogleDrive\n","from google.colab import auth\n","from oauth2client.client import GoogleCredentials\n","# Authenticate and create the PyDrive client.\n","auth.authenticate_user()\n","gauth = GoogleAuth()\n","gauth.credentials = GoogleCredentials.get_application_default()\n","drive = GoogleDrive(gauth)"]},{"cell_type":"code","source":["from nrclex import NRCLex\n","import numpy as np\n","import pandas as pd\n","import seaborn as sns\n","import matplotlib.pyplot as plt"],"metadata":{"id":"c_2ZaK1OQrFH","executionInfo":{"status":"ok","timestamp":1667903213916,"user_tz":0,"elapsed":3455,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["import nltk\n","nltk.download('punkt')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dACYYrCbQq_i","outputId":"0d46e19c-fbd3-4836-d850-8abf2f41d38b","executionInfo":{"status":"ok","timestamp":1667903217164,"user_tz":0,"elapsed":1339,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["[nltk_data] Downloading package punkt to /root/nltk_data...\n","[nltk_data]   Unzipping tokenizers/punkt.zip.\n"]},{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["# link = 'https://drive.google.com/file/d/1zB7FDPKT-K_HyK5gwv6042-W16udBvgo/view?usp=share_link\n","id = '1zB7FDPKT-K_HyK5gwv6042-W16udBvgo'"],"metadata":{"id":"Xrcsxrf6NDMS","executionInfo":{"status":"ok","timestamp":1667903220977,"user_tz":0,"elapsed":221,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["downloaded = drive.CreateFile({'id':id}) \n","downloaded.GetContentFile('UkTweets_new.csv',)  \n"],"metadata":{"id":"pEhPR5ySOU0q","executionInfo":{"status":"ok","timestamp":1667903248427,"user_tz":0,"elapsed":7764,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["df = pd.read_csv('UkTweets_new.csv',index_col=[0])\n","df"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":887},"id":"_D5TIbL1OZQP","outputId":"7bcbfbf6-6933-4295-a5b1-978987593eb6","executionInfo":{"status":"ok","timestamp":1667903266589,"user_tz":0,"elapsed":4789,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                  author_id         username      author_location  \\\n","0        712000889427521537  community001500     Bristol, England   \n","1       1242068059088728065        dmm251144  South East, England   \n","2                 558636361          lochend   Cambridge, England   \n","3                  25550559     linda_whyman       United Kingdom   \n","4       1136757030822305792   Blueerryforest      London, England   \n","...                     ...              ...                  ...   \n","541723           3155243418        partyka_m  south east England    \n","541724  1418314766729289729       dree_kelly          Scotland uk   \n","541725            545512624       withthing2  South West, England   \n","541726            206900588  justalittlechat      London, England   \n","541727           2942221013     frogcrutches         South Wales.   \n","\n","                                                     text  \\\n","0       RT @StrikeMapUK: The Cost of Living Crisis is ...   \n","1       RT @0Calamity: This is not a #CostOfLivingCris...   \n","2       RT @geoffh33: Every non-Tory MP should have st...   \n","3       RT @hewitson10: Ian Blackford owned the show a...   \n","4       RT @snowy2007: Serious question for Scottish P...   \n","...                                                   ...   \n","541723  RT @SB_Sarah10: Do you honestly think #LizTrus...   \n","541724  RT @michaelbartrum: Every hour, 10 people die ...   \n","541725  Jesus! £170 billion excess profits over 2 yrs!...   \n","541726  RT @maxwellwoodger: Attended the Final @Conser...   \n","541727  #BorisJohnson plans to visit sites of his grea...   \n","\n","                       created_at tweet_location  retweets  replies   likes  \\\n","0       2022-03-30 23:56:24+00:00            NaN      48.0      0.0     0.0   \n","1       2022-03-30 23:56:01+00:00            NaN      44.0      0.0     0.0   \n","2       2022-03-30 23:50:10+00:00            NaN       4.0      0.0     0.0   \n","3       2022-03-30 23:48:39+00:00            NaN      58.0      0.0     0.0   \n","4       2022-03-30 23:46:14+00:00            NaN      34.0      0.0     0.0   \n","...                           ...            ...       ...      ...     ...   \n","541723  2022-09-01 00:38:56+00:00            NaN      55.0      0.0     0.0   \n","541724  2022-09-01 00:29:40+00:00            NaN       1.0      0.0     0.0   \n","541725  2022-09-01 00:28:15+00:00            NaN       0.0      0.0     0.0   \n","541726  2022-09-01 00:21:52+00:00            NaN       1.0      0.0     0.0   \n","541727  2022-09-01 00:02:29+00:00            NaN     502.0     20.0  1230.0   \n","\n","        quote_count                                     Cleaned_tweets  \n","0               0.0  cost living crisis political choice yet tory t...  \n","1               0.0  costoflivingcrisis stateimposedpoverty do quit...  \n","2               0.0  every non tory mp stand today call borisjohnso...  \n","3               0.0  ian blackford own show always tory care costof...  \n","4               0.0  serious question scottish power say energy gre...  \n","...             ...                                                ...  \n","541723          0.0    honestly think liztruss plan cost living crisis  \n","541724          0.0  every hour people die poverty uk rise costofli...  \n","541725          0.0  jesus billion excess profit yrs time take stre...  \n","541726          0.0  attend final leadership debate uk husting fell...  \n","541727         18.0     borisjohnson plan visit site great achievement  \n","\n","[541512 rows x 11 columns]"],"text/html":["\n","  <div id=\"df-dcb44c7d-62f1-4657-8eb8-0d7d85e53099\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>author_id</th>\n","      <th>username</th>\n","      <th>author_location</th>\n","      <th>text</th>\n","      <th>created_at</th>\n","      <th>tweet_location</th>\n","      <th>retweets</th>\n","      <th>replies</th>\n","      <th>likes</th>\n","      <th>quote_count</th>\n","      <th>Cleaned_tweets</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>712000889427521537</td>\n","      <td>community001500</td>\n","      <td>Bristol, England</td>\n","      <td>RT @StrikeMapUK: The Cost of Living Crisis is ...</td>\n","      <td>2022-03-30 23:56:24+00:00</td>\n","      <td>NaN</td>\n","      <td>48.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>cost living crisis political choice yet tory t...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1242068059088728065</td>\n","      <td>dmm251144</td>\n","      <td>South East, England</td>\n","      <td>RT @0Calamity: This is not a #CostOfLivingCris...</td>\n","      <td>2022-03-30 23:56:01+00:00</td>\n","      <td>NaN</td>\n","      <td>44.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>costoflivingcrisis stateimposedpoverty do quit...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>558636361</td>\n","      <td>lochend</td>\n","      <td>Cambridge, England</td>\n","      <td>RT @geoffh33: Every non-Tory MP should have st...</td>\n","      <td>2022-03-30 23:50:10+00:00</td>\n","      <td>NaN</td>\n","      <td>4.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>every non tory mp stand today call borisjohnso...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>25550559</td>\n","      <td>linda_whyman</td>\n","      <td>United Kingdom</td>\n","      <td>RT @hewitson10: Ian Blackford owned the show a...</td>\n","      <td>2022-03-30 23:48:39+00:00</td>\n","      <td>NaN</td>\n","      <td>58.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>ian blackford own show always tory care costof...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>1136757030822305792</td>\n","      <td>Blueerryforest</td>\n","      <td>London, England</td>\n","      <td>RT @snowy2007: Serious question for Scottish P...</td>\n","      <td>2022-03-30 23:46:14+00:00</td>\n","      <td>NaN</td>\n","      <td>34.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>serious question scottish power say energy gre...</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>541723</th>\n","      <td>3155243418</td>\n","      <td>partyka_m</td>\n","      <td>south east England</td>\n","      <td>RT @SB_Sarah10: Do you honestly think #LizTrus...</td>\n","      <td>2022-09-01 00:38:56+00:00</td>\n","      <td>NaN</td>\n","      <td>55.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>honestly think liztruss plan cost living crisis</td>\n","    </tr>\n","    <tr>\n","      <th>541724</th>\n","      <td>1418314766729289729</td>\n","      <td>dree_kelly</td>\n","      <td>Scotland uk</td>\n","      <td>RT @michaelbartrum: Every hour, 10 people die ...</td>\n","      <td>2022-09-01 00:29:40+00:00</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>every hour people die poverty uk rise costofli...</td>\n","    </tr>\n","    <tr>\n","      <th>541725</th>\n","      <td>545512624</td>\n","      <td>withthing2</td>\n","      <td>South West, England</td>\n","      <td>Jesus! £170 billion excess profits over 2 yrs!...</td>\n","      <td>2022-09-01 00:28:15+00:00</td>\n","      <td>NaN</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>jesus billion excess profit yrs time take stre...</td>\n","    </tr>\n","    <tr>\n","      <th>541726</th>\n","      <td>206900588</td>\n","      <td>justalittlechat</td>\n","      <td>London, England</td>\n","      <td>RT @maxwellwoodger: Attended the Final @Conser...</td>\n","      <td>2022-09-01 00:21:52+00:00</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>attend final leadership debate uk husting fell...</td>\n","    </tr>\n","    <tr>\n","      <th>541727</th>\n","      <td>2942221013</td>\n","      <td>frogcrutches</td>\n","      <td>South Wales.</td>\n","      <td>#BorisJohnson plans to visit sites of his grea...</td>\n","      <td>2022-09-01 00:02:29+00:00</td>\n","      <td>NaN</td>\n","      <td>502.0</td>\n","      <td>20.0</td>\n","      <td>1230.0</td>\n","      <td>18.0</td>\n","      <td>borisjohnson plan visit site great achievement</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>541512 rows × 11 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-dcb44c7d-62f1-4657-8eb8-0d7d85e53099')\"\n","           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\n","\n","                                                     text  \\\n","0       RT @StrikeMapUK: The Cost of Living Crisis is ...   \n","1       RT @0Calamity: This is not a #CostOfLivingCris...   \n","2       RT @geoffh33: Every non-Tory MP should have st...   \n","3       RT @hewitson10: Ian Blackford owned the show a...   \n","4       RT @snowy2007: Serious question for Scottish P...   \n","...                                                   ...   \n","541723  RT @SB_Sarah10: Do you honestly think #LizTrus...   \n","541724  RT @michaelbartrum: Every hour, 10 people die ...   \n","541725  Jesus! £170 billion excess profits over 2 yrs!...   \n","541726  RT @maxwellwoodger: Attended the Final @Conser...   \n","541727  #BorisJohnson plans to visit sites of his grea...   \n","\n","                       created_at tweet_location  retweets  replies   likes  \\\n","0       2022-03-30 23:56:24+00:00            NaN      48.0      0.0     0.0   \n","1       2022-03-30 23:56:01+00:00     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Lots of fo...   \n","541723  RT @SB_Sarah10: Do you honestly think #LizTrus...   \n","541725  Jesus! £170 billion excess profits over 2 yrs!...   \n","541726  RT @maxwellwoodger: Attended the Final @Conser...   \n","\n","                       created_at tweet_location  retweets  replies  likes  \\\n","0       2022-03-30 23:56:24+00:00            NaN      48.0      0.0    0.0   \n","1       2022-03-30 23:56:01+00:00            NaN      44.0      0.0    0.0   \n","2       2022-03-30 23:50:10+00:00            NaN       4.0      0.0    0.0   \n","4       2022-03-30 23:46:14+00:00            NaN      34.0      0.0    0.0   \n","5       2022-03-30 23:44:30+00:00            NaN       5.0      0.0    0.0   \n","...                           ...            ...       ...      ...    ...   \n","541720  2022-09-01 00:47:55+00:00            NaN     502.0      0.0    0.0   \n","541722  2022-09-01 00:41:12+00:00            NaN       6.0      0.0    0.0   \n","541723  2022-09-01 00:38:56+00:00        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England</td>\n","      <td>RT @TrussellTrust: Brian sees the impact of th...</td>\n","      <td>2022-03-30 23:44:30+00:00</td>\n","      <td>NaN</td>\n","      <td>5.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>brian see impact costoflivingcrisis every time...</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>541720</th>\n","      <td>1315323725752021002</td>\n","      <td>Beatric74811356</td>\n","      <td>Leeds, England</td>\n","      <td>RT @frogcrutches: #BorisJohnson plans to visit...</td>\n","      <td>2022-09-01 00:47:55+00:00</td>\n","      <td>NaN</td>\n","      <td>502.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      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Lots of fo...</td>\n","      <td>2022-09-01 00:41:12+00:00</td>\n","      <td>NaN</td>\n","      <td>6.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>happy wednesday lot food donate world crate ex...</td>\n","    </tr>\n","    <tr>\n","      <th>541723</th>\n","      <td>3155243418</td>\n","      <td>partyka_m</td>\n","      <td>south east England</td>\n","      <td>RT @SB_Sarah10: Do you honestly think #LizTrus...</td>\n","      <td>2022-09-01 00:38:56+00:00</td>\n","      <td>NaN</td>\n","      <td>55.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>honestly think liztruss plan cost living crisis</td>\n","    </tr>\n","    <tr>\n","      <th>541725</th>\n","      <td>545512624</td>\n","      <td>withthing2</td>\n","      <td>South West, England</td>\n","      <td>Jesus! £170 billion excess profits over 2 yrs!...</td>\n","      <td>2022-09-01 00:28:15+00:00</td>\n","      <td>NaN</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>jesus billion excess profit yrs time take stre...</td>\n","    </tr>\n","    <tr>\n","      <th>541726</th>\n","      <td>206900588</td>\n","      <td>justalittlechat</td>\n","      <td>London, England</td>\n","      <td>RT @maxwellwoodger: Attended the Final @Conser...</td>\n","      <td>2022-09-01 00:21:52+00:00</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>attend final leadership debate uk husting fell...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>324648 rows × 11 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cf76e65f-884e-424e-829b-84e49d07979f')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","      <script>\n","        const buttonEl =\n","          document.querySelector('#df-cf76e65f-884e-424e-829b-84e49d07979f button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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Wireko","userId":"14106139935587129886"}}},"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                           Cleaned_tweets\n","0       cost living crisis political choice yet tory t...\n","1       costoflivingcrisis stateimposedpoverty do quit...\n","2       every non tory mp stand today call borisjohnso...\n","4       serious question scottish power say energy gre...\n","5       brian see impact costoflivingcrisis every time...\n","...                                                   ...\n","541720     borisjohnson plan visit site great achievement\n","541722  happy wednesday lot food donate world crate ex...\n","541723    honestly think liztruss plan cost living crisis\n","541725  jesus billion excess profit yrs time take stre...\n","541726  attend final leadership debate uk husting fell...\n","\n","[324648 rows x 1 columns]"],"text/html":["\n","  <div id=\"df-911676c2-268a-405f-85aa-ffac47bffdc0\">\n","    <div 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tweets\n","2       zahawi just confirmed we get of our gas from ...\n","4       i went on holiday for a week and turned most ...\n","7       as editor of the spectator boris johnson love...\n","8       boris johnson one of the favourites to be nex...\n","9      no wonder greghands has been doing media this ...\n","...                                                  ...\n","16465   liz truss celebrating another great week at w...\n","16466   i can boil your blood in minutes kwasibudget ...\n","16467   if you thought borisjohnson was the worst pm ...\n","16469   a huge turnout in newcastle this afternoon fo...\n","16470   if you thought borisjohnson was the worst pm ...\n","\n","[10000 rows x 1 columns]"],"text/html":["\n","  <div id=\"df-8dcd5cce-089f-4f4f-9be1-fd33b2110348\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n"," 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 <th>16465</th>\n","      <td>liz truss celebrating another great week at w...</td>\n","    </tr>\n","    <tr>\n","      <th>16466</th>\n","      <td>i can boil your blood in minutes kwasibudget ...</td>\n","    </tr>\n","    <tr>\n","      <th>16467</th>\n","      <td>if you thought borisjohnson was the worst pm ...</td>\n","    </tr>\n","    <tr>\n","      <th>16469</th>\n","      <td>a huge turnout in newcastle this afternoon fo...</td>\n","    </tr>\n","    <tr>\n","      <th>16470</th>\n","      <td>if you thought borisjohnson was the worst pm ...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>10000 rows × 1 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8dcd5cce-089f-4f4f-9be1-fd33b2110348')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       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NRCLex(x).top_emotions[0])\n","eng_tweets.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":333},"id":"Dgv0Q-Z-Qqzj","outputId":"7356dfa3-1749-441e-8544-b3575e775248","executionInfo":{"status":"ok","timestamp":1667903468625,"user_tz":0,"elapsed":91329,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":13,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n","  \"\"\"Entry point for launching an IPython kernel.\n"]},{"output_type":"execute_result","data":{"text/plain":["                                      Cleaned_tweets  \\\n","0  cost living crisis political choice yet tory t...   \n","1  costoflivingcrisis stateimposedpoverty do quit...   \n","2  every non tory mp stand today call borisjohnso...   \n","4  serious question scottish power say energy gre...   \n","5  brian see impact costoflivingcrisis every time...   \n","\n","                          emotions  \n","0  (positive, 0.42857142857142855)  \n","1                      (fear, 0.0)  \n","2                  (negative, 0.4)  \n","4                  (positive, 0.5)  \n","5                     (trust, 0.3)  "],"text/html":["\n","  <div id=\"df-c0ecf8aa-c976-49cb-9772-12e4ee35fce2\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Cleaned_tweets</th>\n","      <th>emotions</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>cost living crisis political choice yet tory t...</td>\n","      <td>(positive, 0.42857142857142855)</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>costoflivingcrisis stateimposedpoverty do quit...</td>\n","      <td>(fear, 0.0)</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>every non tory mp stand today call borisjohnso...</td>\n","      <td>(negative, 0.4)</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>serious question scottish power say energy gre...</td>\n","      <td>(positive, 0.5)</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>brian see impact costoflivingcrisis every time...</td>\n","      <td>(trust, 0.3)</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button 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1)\n","eng_tweets.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"RnYowT_ZQqsl","outputId":"01b182c1-45f4-43bf-e936-06e7bed514a6","executionInfo":{"status":"ok","timestamp":1667903566833,"user_tz":0,"elapsed":77110,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                      Cleaned_tweets         0         1\n","0  cost living crisis political choice yet tory t...  positive  0.428571\n","1  costoflivingcrisis stateimposedpoverty do quit...      fear  0.000000\n","2  every non tory mp stand today call borisjohnso...  negative  0.400000\n","4  serious question scottish power say energy gre...  positive  0.500000\n","5  brian see impact costoflivingcrisis every time...     trust  0.300000"],"text/html":["\n","  <div id=\"df-177f5486-3d37-4d25-9b84-84e7fc503d94\">\n","    <div class=\"colab-df-container\">\n","     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<td>negative</td>\n","      <td>0.400000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>serious question scottish power say energy gre...</td>\n","      <td>positive</td>\n","      <td>0.500000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>brian see impact costoflivingcrisis every time...</td>\n","      <td>trust</td>\n","      <td>0.300000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-177f5486-3d37-4d25-9b84-84e7fc503d94')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 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eng_tweets[0].value_counts()\n","emotion_counts"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6O-sNp_61tPj","outputId":"149bdbf3-1be2-4c49-ac11-2fee76ce6579","executionInfo":{"status":"ok","timestamp":1667903596151,"user_tz":0,"elapsed":196,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/plain":["fear            96831\n","positive        76645\n","trust           61607\n","negative        47927\n","anger           19344\n","anticipation    11546\n","surprise         8599\n","sadness          1618\n","disgust           486\n","joy                45\n","Name: 0, dtype: int64"]},"metadata":{},"execution_count":16}]},{"cell_type":"code","source":["sns.countplot(data = eng_tweets, y = 0).set_title(\"Emotion Distribution for England-Based Tweet Users\")\n","plt.savefig('EnglandEmotion.png')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":295},"id":"xEqL1sddQqg1","outputId":"c8dd21c9-3464-4dba-a6cd-5f34607c5b5a","executionInfo":{"status":"ok","timestamp":1667903607564,"user_tz":0,"elapsed":629,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[],"metadata":{"id":"NIDAv0A7RyBc"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"QzG8u5vnRx5p"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["### Emotion detection for Wales Authors"],"metadata":{"id":"_gquDwIE3VgU"}},{"cell_type":"code","source":["wales_data = newdata[newdata['author_location'].str.contains('Wales',na = False, case=False)]\n","wales_data"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":956},"id":"BMnRWYXlyVbG","outputId":"10a6f831-1479-4e5d-bd29-59f39b16573f","executionInfo":{"status":"ok","timestamp":1667903626869,"user_tz":0,"elapsed":602,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                  author_id         username          author_location  \\\n","68               3386406213        fjbeecher                    Wales   \n","72               4849198792        Robby5211              West Wales    \n","73      1386964028237492226  clairebubblepop            Bangor, Wales   \n","93               1643254398    lindadavies56             Wales🏴󠁧󠁢󠁷󠁬󠁳󠁿   \n","110              2426853665   peterharris567                    Wales   \n","...                     ...              ...                      ...   \n","541665           3064752519     satuhaikala1    Wales, United Kingdom   \n","541688            149697436      Hayleywest8          North Wales UK    \n","541707            563903307  david_o_gabriel                    Wales   \n","541714             19034921       tomcarding  Sydney, New South Wales   \n","541727           2942221013     frogcrutches             South Wales.   \n","\n","                                                     text  \\\n","68      RT @clairebubblepop: Just a reminder to leaver...   \n","72      RT @jannycat: Didn't we just know this would h...   \n","73      Just a reminder to leavers that David Cameron ...   \n","93      RT @DingaBelle: 👋 #ConsciousCruelty #Poverty #...   \n","110     RT @JerryHicksUnite: I would like to know, wou...   \n","...                                                   ...   \n","541665  RT @MichaelMarmot: New @MarmotIHE review warns...   \n","541688  During this #CostOfLivingCrisis, many small bu...   \n","541707  Hello @trussliz @RishiSunak Just a thought, bu...   \n","541714  RT @PhoneBoxPimp: #TheQueen #LizTruss #RishiSu...   \n","541727  #BorisJohnson plans to visit sites of his grea...   \n","\n","                       created_at tweet_location  retweets  replies   likes  \\\n","68      2022-03-30 22:09:28+00:00            NaN      10.0      0.0     0.0   \n","72      2022-03-30 22:04:34+00:00            NaN      22.0      0.0     0.0   \n","73      2022-03-30 22:03:25+00:00            NaN      10.0      0.0    16.0   \n","93      2022-03-30 21:46:12+00:00            NaN      25.0      0.0     0.0   \n","110     2022-03-30 21:33:51+00:00            NaN      26.0      0.0     0.0   \n","...                           ...            ...       ...      ...     ...   \n","541665  2022-09-01 05:06:08+00:00            NaN     338.0      0.0     0.0   \n","541688  2022-09-01 04:13:46+00:00            NaN       0.0      0.0     1.0   \n","541707  2022-09-01 01:23:25+00:00            NaN       0.0      0.0     1.0   \n","541714  2022-09-01 01:00:41+00:00            NaN       1.0      0.0     0.0   \n","541727  2022-09-01 00:02:29+00:00            NaN     502.0     20.0  1230.0   \n","\n","        quote_count                                     Cleaned_tweets  \n","68              0.0  reminder leaver david cameron call brexit refe...  \n","72              0.0  know would happen tweet since moneygrabber nod...  \n","73              0.0  reminder leaver david cameron call brexit refe...  \n","93              0.0  consciouscruelty poverty statepension triplelo...  \n","110             0.0  would like know would pay last night lavish di...  \n","...             ...                                                ...  \n","541665          0.0  new review warn epidemic level fuelpoverty cau...  \n","541688          0.0  costoflivingcrisis many small business close f...  \n","541707          0.0  hello think rather good one conservativeleader...  \n","541714          0.0                       thequeen liztruss rishisunak  \n","541727         18.0     borisjohnson plan visit site great achievement  \n","\n","[38075 rows x 11 columns]"],"text/html":["\n","  <div id=\"df-8d38f9ae-9e42-4b28-9245-1d17134d9198\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>author_id</th>\n","      <th>username</th>\n","      <th>author_location</th>\n","      <th>text</th>\n","      <th>created_at</th>\n","      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<td>NaN</td>\n","      <td>338.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>new review warn epidemic level fuelpoverty cau...</td>\n","    </tr>\n","    <tr>\n","      <th>541688</th>\n","      <td>149697436</td>\n","      <td>Hayleywest8</td>\n","      <td>North Wales UK</td>\n","      <td>During this #CostOfLivingCrisis, many small bu...</td>\n","      <td>2022-09-01 04:13:46+00:00</td>\n","      <td>NaN</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","      <td>costoflivingcrisis many small business close f...</td>\n","    </tr>\n","    <tr>\n","      <th>541707</th>\n","      <td>563903307</td>\n","      <td>david_o_gabriel</td>\n","      <td>Wales</td>\n","      <td>Hello @trussliz @RishiSunak Just a thought, bu...</td>\n","      <td>2022-09-01 01:23:25+00:00</td>\n","      <td>NaN</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","     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(fear, 0.2)\n","72   know would happen tweet since moneygrabber nod...  (anticipation, 1.0)\n","73   reminder leaver david cameron call brexit refe...          (fear, 0.2)\n","93   consciouscruelty poverty statepension triplelo...          (fear, 0.2)\n","110  would like know would pay last night lavish di...      (positive, 0.5)"],"text/html":["\n","  <div id=\"df-ee85c554-0294-464d-85b6-8bb9f68a6ea8\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Cleaned_tweets</th>\n","      <th>emotions</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>68</th>\n","      <td>reminder leaver david cameron call brexit refe...</td>\n","      <td>(fear, 0.2)</td>\n","    </tr>\n","    <tr>\n","      <th>72</th>\n","      <td>know would happen tweet since moneygrabber nod...</td>\n","      <td>(anticipation, 1.0)</td>\n","    </tr>\n","    <tr>\n","      <th>73</th>\n","      <td>reminder leaver david cameron call brexit refe...</td>\n","      <td>(fear, 0.2)</td>\n","    </tr>\n","    <tr>\n","      <th>93</th>\n","      <td>consciouscruelty poverty statepension triplelo...</td>\n","      <td>(fear, 0.2)</td>\n","    </tr>\n","    <tr>\n","      <th>110</th>\n","      <td>would like know would pay last night lavish di...</td>\n","      <td>(positive, 0.5)</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ee85c554-0294-464d-85b6-8bb9f68a6ea8')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","      <script>\n","        const buttonEl =\n","          document.querySelector('#df-ee85c554-0294-464d-85b6-8bb9f68a6ea8 button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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1)\n","wales_tweets.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"07aHKqOjRyQY","outputId":"028358ea-a5ee-41e7-b763-667fd8dbf387","executionInfo":{"status":"ok","timestamp":1667903724959,"user_tz":0,"elapsed":9544,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":22,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                        Cleaned_tweets             0    1\n","68   reminder leaver david cameron call brexit refe...          fear  0.2\n","72   know would happen tweet since moneygrabber nod...  anticipation  1.0\n","73   reminder leaver david cameron call brexit refe...          fear  0.2\n","93   consciouscruelty poverty statepension triplelo...          fear  0.2\n","110  would like know would pay last night lavish di...      positive  0.5"],"text/html":["\n","  <div id=\"df-641afa93-af15-4db7-a09c-45eae20d55c2\">\n","    <div 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Wireko","userId":"14106139935587129886"}}},"execution_count":23,"outputs":[{"output_type":"execute_result","data":{"text/plain":["fear            11429\n","positive         8917\n","trust            7409\n","negative         5639\n","anger            2203\n","anticipation     1240\n","surprise          999\n","sadness           197\n","disgust            39\n","joy                 3\n","Name: 0, dtype: int64"]},"metadata":{},"execution_count":23}]},{"cell_type":"code","source":["sns.countplot(data = wales_tweets, y = 0).set_title(\"Emotion Distribution for Wales-Based Tweet Users\")\n","plt.savefig('WalesEmotion.png')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":295},"id":"OVFihLGJyVRX","outputId":"a8107e17-629a-43ee-ea9c-b2e31a6faabd","executionInfo":{"status":"ok","timestamp":1667903733954,"user_tz":0,"elapsed":682,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[],"metadata":{"id":"RxohkdnCyVK-"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"YXuZmIxgyVEZ"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["### Emotion Detection for Scotland Authors"],"metadata":{"id":"llDNwRaO4VD8"}},{"cell_type":"code","source":["scot_data = newdata[newdata['author_location'].str.contains('Scotland',na = False, case=False)]\n","scot_data"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":939},"id":"A6o_AvOI4Mde","outputId":"a70e6de8-2880-4fc1-a338-d447e3d1b245","executionInfo":{"status":"ok","timestamp":1667903751697,"user_tz":0,"elapsed":762,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":25,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                  author_id         username           author_location  \\\n","6                2716865316      AuldGrannie       Edinburgh, Scotland   \n","8                  14750664        aigwilson                  Scotland   \n","23                 21245130        elisa2378         Glasgow, Scotland   \n","54                809439294           wrmkay       Durisdeer, Scotland   \n","62                479815857         jtdessie                 Scotland    \n","...                     ...              ...                       ...   \n","541703   742732369497587712  AwayFromTheKeys          Scotland, Europe   \n","541709  1418314766729289729       dree_kelly               Scotland uk   \n","541719           3781637955       mossy_fern         Glasgow, Scotland   \n","541721             22022545           naliac  Scotland, United Kingdom   \n","541724  1418314766729289729       dree_kelly               Scotland uk   \n","\n","                                                     text  \\\n","6       #CONSERVATIVE #SNP #FerryFiasco #NHS #Ukraine ...   \n","8       @julianHjessop @MerrynSW Worth repeating, than...   \n","23      RT @0Calamity: This is not a #CostOfLivingCris...   \n","54      RT @jo31070: @ScotNational @Camz99 @NicolaStur...   \n","62      RT @hewitson10: Ian Blackford owned the show a...   \n","...                                                   ...   \n","541703  @Edwina_Currie This will be hard for you as a ...   \n","541709  RT @NonFlyingLCA: UK strikes at the moment:\\n-...   \n","541719  RT @SueSuezep: #CostOfLivingCrisis https://t.c...   \n","541721  RT @GrahamGGrant: A bitter old trouper nearing...   \n","541724  RT @michaelbartrum: Every hour, 10 people die ...   \n","\n","                       created_at tweet_location  retweets  replies  likes  \\\n","6       2022-03-30 23:42:29+00:00            NaN       0.0      0.0    2.0   \n","8       2022-03-30 23:31:21+00:00            NaN       8.0      1.0   16.0   \n","23      2022-03-30 23:02:19+00:00            NaN      44.0      0.0    0.0   \n","54      2022-03-30 22:20:07+00:00            NaN       6.0      0.0    0.0   \n","62      2022-03-30 22:12:27+00:00            NaN      58.0      0.0    0.0   \n","...                           ...            ...       ...      ...    ...   \n","541703  2022-09-01 02:22:35+00:00            NaN       0.0      0.0    5.0   \n","541709  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NRCLex(x).top_emotions[0])\n","scot_tweets.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":377},"id":"M683OKfj4MRg","outputId":"f25f56de-d908-4498-f56f-f6d554c3ba79","executionInfo":{"status":"ok","timestamp":1667903790792,"user_tz":0,"elapsed":21949,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":27,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n","  \"\"\"Entry point for launching an IPython kernel.\n"]},{"output_type":"execute_result","data":{"text/plain":["                                       Cleaned_tweets  \\\n","6   conservative 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1)\n","scot_tweets.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"-4jy6WOG4MMG","outputId":"a7e5b38b-7ea3-4bb6-a101-1613ec852c68","executionInfo":{"status":"ok","timestamp":1667903828584,"user_tz":0,"elapsed":22238,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":28,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                       Cleaned_tweets             0         1\n","6   conservative snp ferryfiasco nhs ukraine boris...          fear  0.000000\n","8   worth repeat thank know costoflivingcrisis hea...      positive  0.428571\n","23  costoflivingcrisis stateimposedpoverty do quit...          fear  0.000000\n","54     wait set date live long enough costoflivingcri  anticipation  0.666667\n","62  ian blackford own show always tory care costof...         trust  1.000000"],"text/html":["\n","  <div id=\"df-0acfbee8-1f04-4da1-8084-62317e9c321b\">\n","    <div 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Wireko","userId":"14106139935587129886"}}},"execution_count":29,"outputs":[{"output_type":"execute_result","data":{"text/plain":["fear            27267\n","positive        17984\n","trust           15575\n","negative        11383\n","anger            4392\n","anticipation     2651\n","surprise         2288\n","sadness           460\n","disgust            96\n","joy                11\n","Name: 0, dtype: int64"]},"metadata":{},"execution_count":29}]},{"cell_type":"code","source":["sns.countplot(data = scot_tweets, y = 0).set_title(\"Emotion Distribution for Scotland-Based Tweet Users\")\n","plt.savefig('ScotlandEmotion.png')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":295},"id":"G_aKR2KF4MAZ","outputId":"169c3637-31b4-4495-9d27-e9031fd3c232","executionInfo":{"status":"ok","timestamp":1667903841883,"user_tz":0,"elapsed":672,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":30,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[],"metadata":{"id":"zDxuD7Sm7bjm"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"Dbqmq2sx4L6a"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["### Emotion Detection for Ireland Authors"],"metadata":{"id":"3N2sy_ex5pB7"}},{"cell_type":"code","source":["ire_data = newdata[newdata['author_location'].str.contains('Ireland',na = False, case=False)]\n","ire_data"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":904},"id":"xMnwIXVb4L0K","outputId":"fc841934-42e2-47ae-9359-f920c94282c4","executionInfo":{"status":"ok","timestamp":1667903851560,"user_tz":0,"elapsed":551,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                  author_id         username               author_location  \\\n","11                284246357      samandpat11          Dublin City, Ireland   \n","41               2267598867         NLinnane                       Ireland   \n","92                 29269648          jfk2005                       ireland   \n","102              1689346278    ruggermurph27                       Ireland   \n","121               550188352    Sea__Solitude                      Ireland    \n","...                     ...              ...                           ...   \n","541565             21563704         Lamhfada               Galway, Ireland   \n","541583   788692011004157952  kellyandrews149              Northern Ireland   \n","541584  1425900275324366850      little_aine     Belfast, Northern Ireland   \n","541647            385443479     felixmlarkin               Dublin, Ireland   \n","541659             36367615       string1979  Ballymoney, Northern Ireland   \n","\n","                                                     text  \\\n","11      @PoliticsJOE_UK \" he didn't know he was lying ...   \n","41      It's only starting and it's already giving me ...   \n","92      RT @Sea__Solitude: Im surprised there are not ...   \n","102     RT @IrexitFreedom: The @greenparty_ie  exist t...   \n","121     Im surprised there are not riots &amp; mass pr...   \n","...                                                   ...   \n","541565  RT @TUnionLeftForum: #CostOfLivingCrisis\\n#edu...   \n","541583  RT @CIHhousing: \"It’s clear that the governmen...   \n","541584  RT @BrookesTimes: My cartoon Wednesday @TheTim...   \n","541647  RT @Cartoon4sale: Martin Rowson on two car cra...   \n","541659  RT @VFritzNews: And in biz… \\n#CostOfLivingCri...   \n","\n","                       created_at tweet_location  retweets  replies  likes  \\\n","11      2022-03-30 23:26:07+00:00            NaN       0.0      0.0    0.0   \n","41      2022-03-30 22:42:04+00:00            NaN       2.0      0.0    4.0   \n","92      2022-03-30 21:47:31+00:00            NaN       1.0      0.0    0.0   \n","102     2022-03-30 21:39:57+00:00            NaN      10.0      0.0    0.0   \n","121     2022-03-30 21:28:39+00:00            NaN       1.0      3.0    8.0   \n","...                           ...            ...       ...      ...    ...   \n","541565  2022-09-01 06:24:06+00:00            NaN       6.0      0.0    0.0   \n","541583  2022-09-01 06:17:01+00:00            NaN      12.0      0.0    0.0   \n","541584  2022-09-01 06:16:55+00:00            NaN      84.0      0.0    0.0   \n","541647  2022-09-01 05:34:10+00:00            NaN      14.0      0.0    0.0   \n","541659  2022-09-01 05:16:35+00:00            NaN       1.0      0.0    0.0   \n","\n","        quote_count                                     Cleaned_tweets  \n","11              0.0   know lie lie parliament borisjohnson new defence  \n","41              0.0  start already give tummy ache every week go li...  \n","92              0.0  I m surprised riot amp mass protest street iri...  \n","102             0.0  exist make life miserable expensive want much ...  \n","121             0.0  I m surprised riot amp mass protest street iri...  \n","...             ...                                                ...  \n","541565          0.0  costoflivingcrisis educationcrisis housingcris...  \n","541583       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NRCLex(x).top_emotions[0])\n","ire_tweets.head()"],"metadata":{"id":"xXP2W9CRQqMp","colab":{"base_uri":"https://localhost:8080/","height":333},"outputId":"9ca2ef5f-ffb9-4e4c-bad1-4d1282c8bae6","executionInfo":{"status":"ok","timestamp":1667903875172,"user_tz":0,"elapsed":9060,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":33,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n","  \"\"\"Entry point for launching an IPython kernel.\n"]},{"output_type":"execute_result","data":{"text/plain":["                                        Cleaned_tweets  \\\n","11    know lie lie parliament borisjohnson new defence   \n","41   start already give tummy ache every week go li...   \n","92   I m surprised riot amp mass protest street iri...   \n","102  exist make life miserable expensive want much ...   \n","121  I m surprised riot amp mass protest street iri...   \n","\n","                           emotions  \n","11      (anger, 0.2222222222222222)  \n","41   (negative, 0.3333333333333333)  \n","92                    (anger, 0.25)  \n","102                   (anger, 0.25)  \n","121    (anger, 0.16666666666666666)  "],"text/html":["\n","  <div id=\"df-338d76a6-d2d0-474a-a56a-853850201d78\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" 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1)\n","ire_tweets.head()"],"metadata":{"id":"l7sCRQXVc0j9","colab":{"base_uri":"https://localhost:8080/","height":206},"outputId":"97589769-b2c4-4dc2-c68e-d27f0d58a00d","executionInfo":{"status":"ok","timestamp":1667903885879,"user_tz":0,"elapsed":6558,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":34,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                        Cleaned_tweets         0         1\n","11    know lie lie parliament borisjohnson new defence     anger  0.222222\n","41   start already give tummy ache every week go li...  negative  0.333333\n","92   I m surprised riot amp mass protest street iri...     anger  0.250000\n","102  exist make life miserable expensive want much ...     anger  0.250000\n","121  I m surprised riot amp mass protest street iri...     anger  0.166667"],"text/html":["\n","  <div id=\"df-659d7219-c9b8-497d-aa7a-e4bd73d60703\">\n","    <div 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street iri...</td>\n","      <td>anger</td>\n","      <td>0.250000</td>\n","    </tr>\n","    <tr>\n","      <th>102</th>\n","      <td>exist make life miserable expensive want much ...</td>\n","      <td>anger</td>\n","      <td>0.250000</td>\n","    </tr>\n","    <tr>\n","      <th>121</th>\n","      <td>I m surprised riot amp mass protest street iri...</td>\n","      <td>anger</td>\n","      <td>0.166667</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-659d7219-c9b8-497d-aa7a-e4bd73d60703')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 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Wireko","userId":"14106139935587129886"}}},"execution_count":35,"outputs":[{"output_type":"execute_result","data":{"text/plain":["fear            9463\n","positive        8157\n","trust           6030\n","negative        4377\n","anger           1351\n","anticipation     984\n","surprise         707\n","sadness          111\n","disgust           36\n","joy                3\n","Name: 0, dtype: int64"]},"metadata":{},"execution_count":35}]},{"cell_type":"code","source":["sns.countplot(data = scot_tweets, y = 0).set_title(\"Emotion Distribution for Ireland-Based Tweet Users\")\n","plt.savefig('IrelandEmotion.png')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":295},"id":"Wetvp5nc6jfy","outputId":"6d263958-f07e-4f7c-ea3d-9c6c58d6cf6c","executionInfo":{"status":"ok","timestamp":1667903898049,"user_tz":0,"elapsed":340,"user":{"displayName":"Frances Wireko","userId":"14106139935587129886"}}},"execution_count":36,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[],"metadata":{"id":"W-rZFMAQ6jQO"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# ! pip install transformers -q"],"metadata":{"id":"bxHQYUQMc0at"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# from transformers import pipeline"],"metadata":{"id":"9AyYR7u7dAvb"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# emotion = pipeline('sentiment-analysis', model='arpanghoshal/EmoRoBERTa')"],"metadata":{"id":"ofG-bc7EdAOG"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# def get_emotion_label(text):\n","#   return(emotion(text)[0]['label'])"],"metadata":{"id":"lkKVlYjRc_88"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# emotions3 = eng_data[['Cleaned tweets']]\n","# emotions3"],"metadata":{"id":"tv4m7vqejI_n"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# emotions3['emotion'] = emotions3['Cleaned tweets'].apply(get_emotion_label)\n","# emotions3"],"metadata":{"id":"HKauSTQjdPFo"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# import seaborn as sns"],"metadata":{"id":"YFVBwNjbdO4x"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# sns.countplot(data = eng_tweets1, y = 'emotion').set_title(\"Emotion Distribution\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":313},"id":"HEze6psgdOt0","outputId":"06910e5e-2d42-4bd3-c93d-422a971b1557"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Emotion Distribution')"]},"metadata":{},"execution_count":36},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[],"metadata":{"id":"Gw70M-BOkqBI"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"Rsru9Ka5kpwp"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"e3HyK48rkpn2"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"uSgI3to2kpfO"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"ONc3kAwDkpWp"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"RXcW86KJkpKp"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"bNLn0Mrhc0Px"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# eng_data = newdata[newdata['author_location'].str.contains('England|Wales|United Kingdom|Ireland|Scotland',na = False, case=False)]\n","# eng_data"],"metadata":{"id":"0QxlHbAfPsYr"},"execution_count":null,"outputs":[]}]}