initial commit

.idea/.gitignore

@@ -0,0 +1,8 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml

.idea/Sentimentanalysis_demo.iml

@@ -0,0 +1,10 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$">
+      <excludeFolder url="file://$MODULE_DIR$/venv" />
+    </content>
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>

.idea/inspectionProfiles/Project_Default.xml

@@ -0,0 +1,126 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredPackages">
+        <value>
+          <list size="112">
+            <item index="0" class="java.lang.String" itemvalue="pandas" />
+            <item index="1" class="java.lang.String" itemvalue="dnspython" />
+            <item index="2" class="java.lang.String" itemvalue="pymongo" />
+            <item index="3" class="java.lang.String" itemvalue="numpy" />
+            <item index="4" class="java.lang.String" itemvalue="Flask" />
+            <item index="5" class="java.lang.String" itemvalue="tzlocal" />
+            <item index="6" class="java.lang.String" itemvalue="greenlet" />
+            <item index="7" class="java.lang.String" itemvalue="scikit-learn" />
+            <item index="8" class="java.lang.String" itemvalue="PyYAML" />
+            <item index="9" class="java.lang.String" itemvalue="validators" />
+            <item index="10" class="java.lang.String" itemvalue="psycopg2" />
+            <item index="11" class="java.lang.String" itemvalue="marshmallow" />
+            <item index="12" class="java.lang.String" itemvalue="gitdb" />
+            <item index="13" class="java.lang.String" itemvalue="torchvision" />
+            <item index="14" class="java.lang.String" itemvalue="markdown-it-py" />
+            <item index="15" class="java.lang.String" itemvalue="redis" />
+            <item index="16" class="java.lang.String" itemvalue="Pygments" />
+            <item index="17" class="java.lang.String" itemvalue="langchain" />
+            <item index="18" class="java.lang.String" itemvalue="starlette" />
+            <item index="19" class="java.lang.String" itemvalue="lxml" />
+            <item index="20" class="java.lang.String" itemvalue="PyPDF2" />
+            <item index="21" class="java.lang.String" itemvalue="uvicorn" />
+            <item index="22" class="java.lang.String" itemvalue="jsonschema" />
+            <item index="23" class="java.lang.String" itemvalue="GitPython" />
+            <item index="24" class="java.lang.String" itemvalue="pydantic" />
+            <item index="25" class="java.lang.String" itemvalue="transformers" />
+            <item index="26" class="java.lang.String" itemvalue="streamlit" />
+            <item index="27" class="java.lang.String" itemvalue="click" />
+            <item index="28" class="java.lang.String" itemvalue="attrs" />
+            <item index="29" class="java.lang.String" itemvalue="prettytable" />
+            <item index="30" class="java.lang.String" itemvalue="dataclasses-json" />
+            <item index="31" class="java.lang.String" itemvalue="openai" />
+            <item index="32" class="java.lang.String" itemvalue="regex" />
+            <item index="33" class="java.lang.String" itemvalue="PyMySQL" />
+            <item index="34" class="java.lang.String" itemvalue="idna" />
+            <item index="35" class="java.lang.String" itemvalue="referencing" />
+            <item index="36" class="java.lang.String" itemvalue="decorator" />
+            <item index="37" class="java.lang.String" itemvalue="networkx" />
+            <item index="38" class="java.lang.String" itemvalue="smmap" />
+            <item index="39" class="java.lang.String" itemvalue="requests" />
+            <item index="40" class="java.lang.String" itemvalue="sniffio" />
+            <item index="41" class="java.lang.String" itemvalue="exceptiongroup" />
+            <item index="42" class="java.lang.String" itemvalue="zipp" />
+            <item index="43" class="java.lang.String" itemvalue="mdurl" />
+            <item index="44" class="java.lang.String" itemvalue="tenacity" />
+            <item index="45" class="java.lang.String" itemvalue="InstructorEmbedding" />
+            <item index="46" class="java.lang.String" itemvalue="blinker" />
+            <item index="47" class="java.lang.String" itemvalue="pyarrow" />
+            <item index="48" class="java.lang.String" itemvalue="scipy" />
+            <item index="49" class="java.lang.String" itemvalue="tornado" />
+            <item index="50" class="java.lang.String" itemvalue="torch" />
+            <item index="51" class="java.lang.String" itemvalue="python-multipart" />
+            <item index="52" class="java.lang.String" itemvalue="toml" />
+            <item index="53" class="java.lang.String" itemvalue="pytz-deprecation-shim" />
+            <item index="54" class="java.lang.String" itemvalue="watchdog" />
+            <item index="55" class="java.lang.String" itemvalue="toolz" />
+            <item index="56" class="java.lang.String" itemvalue="mpmath" />
+            <item index="57" class="java.lang.String" itemvalue="typing_extensions" />
+            <item index="58" class="java.lang.String" itemvalue="cachetools" />
+            <item index="59" class="java.lang.String" itemvalue="multidict" />
+            <item index="60" class="java.lang.String" itemvalue="yarl" />
+            <item index="61" class="java.lang.String" itemvalue="pytz" />
+            <item index="62" class="java.lang.String" itemvalue="Pillow" />
+            <item index="63" class="java.lang.String" itemvalue="tiktoken" />
+            <item index="64" class="java.lang.String" itemvalue="protobuf" />
+            <item index="65" class="java.lang.String" itemvalue="joblib" />
+            <item index="66" class="java.lang.String" itemvalue="threadpoolctl" />
+            <item index="67" class="java.lang.String" itemvalue="huggingface-hub" />
+            <item index="68" class="java.lang.String" itemvalue="nltk" />
+            <item index="69" class="java.lang.String" itemvalue="python-dateutil" />
+            <item index="70" class="java.lang.String" itemvalue="python-dotenv" />
+            <item index="71" class="java.lang.String" itemvalue="h11" />
+            <item index="72" class="java.lang.String" itemvalue="MarkupSafe" />
+            <item index="73" class="java.lang.String" itemvalue="frozenlist" />
+            <item index="74" class="java.lang.String" itemvalue="fsspec" />
+            <item index="75" class="java.lang.String" itemvalue="filelock" />
+            <item index="76" class="java.lang.String" itemvalue="safetensors" />
+            <item index="77" class="java.lang.String" itemvalue="sentencepiece" />
+            <item index="78" class="java.lang.String" itemvalue="certifi" />
+            <item index="79" class="java.lang.String" itemvalue="anyio" />
+            <item index="80" class="java.lang.String" itemvalue="sympy" />
+            <item index="81" class="java.lang.String" itemvalue="tokenizers" />
+            <item index="82" class="java.lang.String" itemvalue="Pympler" />
+            <item index="83" class="java.lang.String" itemvalue="altair" />
+            <item index="84" class="java.lang.String" itemvalue="charset-normalizer" />
+            <item index="85" class="java.lang.String" itemvalue="numexpr" />
+            <item index="86" class="java.lang.String" itemvalue="async-timeout" />
+            <item index="87" class="java.lang.String" itemvalue="pydeck" />
+            <item index="88" class="java.lang.String" itemvalue="SQLAlchemy" />
+            <item index="89" class="java.lang.String" itemvalue="mypy-extensions" />
+            <item index="90" class="java.lang.String" itemvalue="wcwidth" />
+            <item index="91" class="java.lang.String" itemvalue="importlib-metadata" />
+            <item index="92" class="java.lang.String" itemvalue="Jinja2" />
+            <item index="93" class="java.lang.String" itemvalue="mysql-connector-python" />
+            <item index="94" class="java.lang.String" itemvalue="jsonschema-specifications" />
+            <item index="95" class="java.lang.String" itemvalue="rpds-py" />
+            <item index="96" class="java.lang.String" itemvalue="urllib3" />
+            <item index="97" class="java.lang.String" itemvalue="python-docx" />
+            <item index="98" class="java.lang.String" itemvalue="six" />
+            <item index="99" class="java.lang.String" itemvalue="faiss-cpu" />
+            <item index="100" class="java.lang.String" itemvalue="tzdata" />
+            <item index="101" class="java.lang.String" itemvalue="pipdeptree" />
+            <item index="102" class="java.lang.String" itemvalue="rich" />
+            <item index="103" class="java.lang.String" itemvalue="sentence-transformers" />
+            <item index="104" class="java.lang.String" itemvalue="openapi-schema-pydantic" />
+            <item index="105" class="java.lang.String" itemvalue="packaging" />
+            <item index="106" class="java.lang.String" itemvalue="tqdm" />
+            <item index="107" class="java.lang.String" itemvalue="fastapi" />
+            <item index="108" class="java.lang.String" itemvalue="typing-inspect" />
+            <item index="109" class="java.lang.String" itemvalue="colorama" />
+            <item index="110" class="java.lang.String" itemvalue="aiohttp" />
+            <item index="111" class="java.lang.String" itemvalue="aiosignal" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
+    <inspection_tool class="PyUnreachableCodeInspection" enabled="false" level="WARNING" enabled_by_default="false" />
+  </profile>
+</component>

.idea/inspectionProfiles/profiles_settings.xml

@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>

.idea/misc.xml

@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.9 (Sentimentanalysis_demo)" project-jdk-type="Python SDK" />
+</project>

.idea/modules.xml

@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/Sentimentanalysis_demo.iml" filepath="$PROJECT_DIR$/.idea/Sentimentanalysis_demo.iml" />
+    </modules>
+  </component>
+</project>

audio_predictions.py

@@ -0,0 +1,115 @@
+import requests
+import string
+import os
+import json
+from pydub import AudioSegment
+from pydub.utils import which
+
+AudioSegment.converter = which("ffmpeg")
+
+class AudioTranslation:
+    def __init__(self):
+        # Initialize any required variables or settings
+        pass
+    def convert_to_mp3(self, file_path):
+        if not file_path.lower().endswith('.mp3'):
+            audio = AudioSegment.from_file(file_path)
+            file_path_without_ext = os.path.splitext(file_path[0]) # fix this line
+            converted_file_path = f"{file_path_without_ext}.mp3"
+            audio.export(converted_file_path, "mp3")
+            return converted_file_path
+        return file_path
+
+    def transcribe_audio(self, file_path):
+        url = "https://stt.umuganda.digital/transcribe/"
+        converted_file_path = self.convert_to_mp3(file_path)
+        with open(converted_file_path, 'rb') as file:
+            files = {'file': (file_path, file, 'audio/mpeg')}
+            try:
+                response = requests.post(url, files=files)
+                response.raise_for_status()
+                transcription = response.json()
+
+                # Remove punctuation
+                translator = str.maketrans('', '', string.punctuation)
+                cleaned_text = transcription['text'].translate(translator)
+                print(cleaned_text)
+                return cleaned_text
+            except requests.exceptions.HTTPError as err:
+                print(f"HTTP error occurred: {err}")
+            except Exception as err:
+                print(f"An error occurred: {err}")
+
+        return None
+
+    def get_translation(self, src, tgt, text):
+        url = f"https://nmt-api.umuganda.digital/api/v1/translate/?src={src}&tgt={tgt}&text={text}"
+        try:
+            response = requests.get(url)
+            response.raise_for_status()
+            return response.json()
+        except requests.exceptions.HTTPError as err:
+            print(f"HTTP error occurred: {err}")
+        except Exception as err:
+            print(f"An error occurred: {err}")
+
+        return None
+
+    def translate_sentence(self, src, tgt, alt, use_multi, text):
+        url = "https://nmt-api.umuganda.digital/api/v1/translate/"
+        headers = {
+            'accept': 'application/json',
+            'Content-Type': 'application/json'
+        }
+        data = {
+            "src": src,
+            "tgt": tgt,
+            "alt": alt,
+            "use_multi": use_multi,
+            "text": text
+        }
+
+        try:
+            response = requests.post(url, headers=headers, data=json.dumps(data))
+            response.raise_for_status()
+            return response.json()
+        except requests.exceptions.HTTPError as err:
+            print(f"HTTP error occurred: {err}")
+        except Exception as err:
+            print(f"An error occurred: {err}")
+        print(response.json())
+        return None
+
+    def post_batch_translation(self, batch_data):
+        url = "https://nmt-api.umuganda.digital/api/v1/translate/batch"
+        headers = {'Content-Type': 'application/json'}
+
+        try:
+            response = requests.post(url, json=batch_data, headers=headers)
+            response.raise_for_status()
+            return response.json()
+        except requests.exceptions.HTTPError as err:
+            print(f"HTTP error occurred: {err}")
+        except Exception as err:
+            print(f"An error occurred: {err}")
+
+        return None
+
+# Example usage
+audio_translator = AudioTranslation()
+transcription = audio_translator.transcribe_audio("voice_test_1.mp3")
+translation_result = audio_translator.translate_sentence("rw", "en","MULTI-rw-en","", transcription)
+print(translation_result)
+'''
+alternative models:
+    https://huggingface.co/facebook/nllb-200-3.3B
+    https://huggingface.co/facebook/mms-1b-all
+    -----
+    TODO:
+    -function ogg to mp3
+    - post_translation : preprocess punctuation
+    -function batch transcription
+    - merge voice-data to dataset
+    - run sentiment analysis prediction -->upload voice (streamlit)
+    
+'''

company_tweets.csv

@@ -0,0 +1,301 @@
+id,company_id,user_id,profile_name,summary,text
+1,Apple,1,User_1,Positive,Incredible service!
+2,Apple,2,User_2,Positive,Loving the new product.
+3,Apple,3,User_3,Positive,Fantastic experience!
+4,Apple,4,User_4,Positive,Very satisfied with the results.
+5,Apple,5,User_5,Positive,Exceeds my expectations.
+6,Apple,6,User_6,Negative,Very disappointed!
+7,Apple,7,User_7,Negative,Poor customer service.
+8,Apple,8,User_8,Negative,Not worth the money.
+9,Apple,9,User_9,Negative,Had a bad experience.
+10,Apple,10,User_10,Negative,Would not recommend.
+11,Apple,11,User_11,Neutral,It was okay.
+12,Apple,12,User_12,Neutral,Nothing special but not bad.
+13,Apple,13,User_13,Neutral,Average experience.
+14,Apple,14,User_14,Neutral,Nothing to complain about.
+15,Apple,15,User_15,Neutral,Met my expectations.
+16,Apple,16,User_16,Positive,Incredible service!
+17,Apple,17,User_17,Positive,Loving the new product.
+18,Apple,18,User_18,Positive,Fantastic experience!
+19,Apple,19,User_19,Positive,Very satisfied with the results.
+20,Apple,20,User_20,Positive,Exceeds my expectations.
+21,Apple,21,User_21,Negative,Very disappointed!
+22,Apple,22,User_22,Negative,Poor customer service.
+23,Apple,23,User_23,Negative,Not worth the money.
+24,Apple,24,User_24,Negative,Had a bad experience.
+25,Apple,25,User_25,Negative,Would not recommend.
+26,Apple,26,User_26,Neutral,It was okay.
+27,Apple,27,User_27,Neutral,Nothing special but not bad.
+28,Apple,28,User_28,Neutral,Average experience.
+29,Apple,29,User_29,Neutral,Nothing to complain about.
+30,Apple,30,User_30,Neutral,Met my expectations.
+31,Walmart,31,User_31,Positive,Incredible service!
+32,Walmart,32,User_32,Positive,Loving the new product.
+33,Walmart,33,User_33,Positive,Fantastic experience!
+34,Walmart,34,User_34,Positive,Very satisfied with the results.
+35,Walmart,35,User_35,Positive,Exceeds my expectations.
+36,Walmart,36,User_36,Negative,Very disappointed!
+37,Walmart,37,User_37,Negative,Poor customer service.
+38,Walmart,38,User_38,Negative,Not worth the money.
+39,Walmart,39,User_39,Negative,Had a bad experience.
+40,Walmart,40,User_40,Negative,Would not recommend.
+41,Walmart,41,User_41,Neutral,It was okay.
+42,Walmart,42,User_42,Neutral,Nothing special but not bad.
+43,Walmart,43,User_43,Neutral,Average experience.
+44,Walmart,44,User_44,Neutral,Nothing to complain about.
+45,Walmart,45,User_45,Neutral,Met my expectations.
+46,Walmart,46,User_46,Positive,Incredible service!
+47,Walmart,47,User_47,Positive,Loving the new product.
+48,Walmart,48,User_48,Positive,Fantastic experience!
+49,Walmart,49,User_49,Positive,Very satisfied with the results.
+50,Walmart,50,User_50,Positive,Exceeds my expectations.
+51,Walmart,51,User_51,Negative,Very disappointed!
+52,Walmart,52,User_52,Negative,Poor customer service.
+53,Walmart,53,User_53,Negative,Not worth the money.
+54,Walmart,54,User_54,Negative,Had a bad experience.
+55,Walmart,55,User_55,Negative,Would not recommend.
+56,Walmart,56,User_56,Neutral,It was okay.
+57,Walmart,57,User_57,Neutral,Nothing special but not bad.
+58,Walmart,58,User_58,Neutral,Average experience.
+59,Walmart,59,User_59,Neutral,Nothing to complain about.
+60,Walmart,60,User_60,Neutral,Met my expectations.
+61,Amazon,61,User_61,Positive,Incredible service!
+62,Amazon,62,User_62,Positive,Loving the new product.
+63,Amazon,63,User_63,Positive,Fantastic experience!
+64,Amazon,64,User_64,Positive,Very satisfied with the results.
+65,Amazon,65,User_65,Positive,Exceeds my expectations.
+66,Amazon,66,User_66,Negative,Very disappointed!
+67,Amazon,67,User_67,Negative,Poor customer service.
+68,Amazon,68,User_68,Negative,Not worth the money.
+69,Amazon,69,User_69,Negative,Had a bad experience.
+70,Amazon,70,User_70,Negative,Would not recommend.
+71,Amazon,71,User_71,Neutral,It was okay.
+72,Amazon,72,User_72,Neutral,Nothing special but not bad.
+73,Amazon,73,User_73,Neutral,Average experience.
+74,Amazon,74,User_74,Neutral,Nothing to complain about.
+75,Amazon,75,User_75,Neutral,Met my expectations.
+76,Amazon,76,User_76,Positive,Incredible service!
+77,Amazon,77,User_77,Positive,Loving the new product.
+78,Amazon,78,User_78,Positive,Fantastic experience!
+79,Amazon,79,User_79,Positive,Very satisfied with the results.
+80,Amazon,80,User_80,Positive,Exceeds my expectations.
+81,Amazon,81,User_81,Negative,Very disappointed!
+82,Amazon,82,User_82,Negative,Poor customer service.
+83,Amazon,83,User_83,Negative,Not worth the money.
+84,Amazon,84,User_84,Negative,Had a bad experience.
+85,Amazon,85,User_85,Negative,Would not recommend.
+86,Amazon,86,User_86,Neutral,It was okay.
+87,Amazon,87,User_87,Neutral,Nothing special but not bad.
+88,Amazon,88,User_88,Neutral,Average experience.
+89,Amazon,89,User_89,Neutral,Nothing to complain about.
+90,Amazon,90,User_90,Neutral,Met my expectations.
+91,ExxonMobil,91,User_91,Positive,Incredible service!
+92,ExxonMobil,92,User_92,Positive,Loving the new product.
+93,ExxonMobil,93,User_93,Positive,Fantastic experience!
+94,ExxonMobil,94,User_94,Positive,Very satisfied with the results.
+95,ExxonMobil,95,User_95,Positive,Exceeds my expectations.
+96,ExxonMobil,96,User_96,Negative,Very disappointed!
+97,ExxonMobil,97,User_97,Negative,Poor customer service.
+98,ExxonMobil,98,User_98,Negative,Not worth the money.
+99,ExxonMobil,99,User_99,Negative,Had a bad experience.
+100,ExxonMobil,100,User_100,Negative,Would not recommend.
+101,ExxonMobil,101,User_101,Neutral,It was okay.
+102,ExxonMobil,102,User_102,Neutral,Nothing special but not bad.
+103,ExxonMobil,103,User_103,Neutral,Average experience.
+104,ExxonMobil,104,User_104,Neutral,Nothing to complain about.
+105,ExxonMobil,105,User_105,Neutral,Met my expectations.
+106,ExxonMobil,106,User_106,Positive,Incredible service!
+107,ExxonMobil,107,User_107,Positive,Loving the new product.
+108,ExxonMobil,108,User_108,Positive,Fantastic experience!
+109,ExxonMobil,109,User_109,Positive,Very satisfied with the results.
+110,ExxonMobil,110,User_110,Positive,Exceeds my expectations.
+111,ExxonMobil,111,User_111,Negative,Very disappointed!
+112,ExxonMobil,112,User_112,Negative,Poor customer service.
+113,ExxonMobil,113,User_113,Negative,Not worth the money.
+114,ExxonMobil,114,User_114,Negative,Had a bad experience.
+115,ExxonMobil,115,User_115,Negative,Would not recommend.
+116,ExxonMobil,116,User_116,Neutral,It was okay.
+117,ExxonMobil,117,User_117,Neutral,Nothing special but not bad.
+118,ExxonMobil,118,User_118,Neutral,Average experience.
+119,ExxonMobil,119,User_119,Neutral,Nothing to complain about.
+120,ExxonMobil,120,User_120,Neutral,Met my expectations.
+121,CVS Health,121,User_121,Positive,Incredible service!
+122,CVS Health,122,User_122,Positive,Loving the new product.
+123,CVS Health,123,User_123,Positive,Fantastic experience!
+124,CVS Health,124,User_124,Positive,Very satisfied with the results.
+125,CVS Health,125,User_125,Positive,Exceeds my expectations.
+126,CVS Health,126,User_126,Negative,Very disappointed!
+127,CVS Health,127,User_127,Negative,Poor customer service.
+128,CVS Health,128,User_128,Negative,Not worth the money.
+129,CVS Health,129,User_129,Negative,Had a bad experience.
+130,CVS Health,130,User_130,Negative,Would not recommend.
+131,CVS Health,131,User_131,Neutral,It was okay.
+132,CVS Health,132,User_132,Neutral,Nothing special but not bad.
+133,CVS Health,133,User_133,Neutral,Average experience.
+134,CVS Health,134,User_134,Neutral,Nothing to complain about.
+135,CVS Health,135,User_135,Neutral,Met my expectations.
+136,CVS Health,136,User_136,Positive,Incredible service!
+137,CVS Health,137,User_137,Positive,Loving the new product.
+138,CVS Health,138,User_138,Positive,Fantastic experience!
+139,CVS Health,139,User_139,Positive,Very satisfied with the results.
+140,CVS Health,140,User_140,Positive,Exceeds my expectations.
+141,CVS Health,141,User_141,Negative,Very disappointed!
+142,CVS Health,142,User_142,Negative,Poor customer service.
+143,CVS Health,143,User_143,Negative,Not worth the money.
+144,CVS Health,144,User_144,Negative,Had a bad experience.
+145,CVS Health,145,User_145,Negative,Would not recommend.
+146,CVS Health,146,User_146,Neutral,It was okay.
+147,CVS Health,147,User_147,Neutral,Nothing special but not bad.
+148,CVS Health,148,User_148,Neutral,Average experience.
+149,CVS Health,149,User_149,Neutral,Nothing to complain about.
+150,CVS Health,150,User_150,Neutral,Met my expectations.
+151,Berkshire Hathaway,151,User_151,Positive,Incredible service!
+152,Berkshire Hathaway,152,User_152,Positive,Loving the new product.
+153,Berkshire Hathaway,153,User_153,Positive,Fantastic experience!
+154,Berkshire Hathaway,154,User_154,Positive,Very satisfied with the results.
+155,Berkshire Hathaway,155,User_155,Positive,Exceeds my expectations.
+156,Berkshire Hathaway,156,User_156,Negative,Very disappointed!
+157,Berkshire Hathaway,157,User_157,Negative,Poor customer service.
+158,Berkshire Hathaway,158,User_158,Negative,Not worth the money.
+159,Berkshire Hathaway,159,User_159,Negative,Had a bad experience.
+160,Berkshire Hathaway,160,User_160,Negative,Would not recommend.
+161,Berkshire Hathaway,161,User_161,Neutral,It was okay.
+162,Berkshire Hathaway,162,User_162,Neutral,Nothing special but not bad.
+163,Berkshire Hathaway,163,User_163,Neutral,Average experience.
+164,Berkshire Hathaway,164,User_164,Neutral,Nothing to complain about.
+165,Berkshire Hathaway,165,User_165,Neutral,Met my expectations.
+166,Berkshire Hathaway,166,User_166,Positive,Incredible service!
+167,Berkshire Hathaway,167,User_167,Positive,Loving the new product.
+168,Berkshire Hathaway,168,User_168,Positive,Fantastic experience!
+169,Berkshire Hathaway,169,User_169,Positive,Very satisfied with the results.
+170,Berkshire Hathaway,170,User_170,Positive,Exceeds my expectations.
+171,Berkshire Hathaway,171,User_171,Negative,Very disappointed!
+172,Berkshire Hathaway,172,User_172,Negative,Poor customer service.
+173,Berkshire Hathaway,173,User_173,Negative,Not worth the money.
+174,Berkshire Hathaway,174,User_174,Negative,Had a bad experience.
+175,Berkshire Hathaway,175,User_175,Negative,Would not recommend.
+176,Berkshire Hathaway,176,User_176,Neutral,It was okay.
+177,Berkshire Hathaway,177,User_177,Neutral,Nothing special but not bad.
+178,Berkshire Hathaway,178,User_178,Neutral,Average experience.
+179,Berkshire Hathaway,179,User_179,Neutral,Nothing to complain about.
+180,Berkshire Hathaway,180,User_180,Neutral,Met my expectations.
+181,Alphabet (Google),181,User_181,Positive,Incredible service!
+182,Alphabet (Google),182,User_182,Positive,Loving the new product.
+183,Alphabet (Google),183,User_183,Positive,Fantastic experience!
+184,Alphabet (Google),184,User_184,Positive,Very satisfied with the results.
+185,Alphabet (Google),185,User_185,Positive,Exceeds my expectations.
+186,Alphabet (Google),186,User_186,Negative,Very disappointed!
+187,Alphabet (Google),187,User_187,Negative,Poor customer service.
+188,Alphabet (Google),188,User_188,Negative,Not worth the money.
+189,Alphabet (Google),189,User_189,Negative,Had a bad experience.
+190,Alphabet (Google),190,User_190,Negative,Would not recommend.
+191,Alphabet (Google),191,User_191,Neutral,It was okay.
+192,Alphabet (Google),192,User_192,Neutral,Nothing special but not bad.
+193,Alphabet (Google),193,User_193,Neutral,Average experience.
+194,Alphabet (Google),194,User_194,Neutral,Nothing to complain about.
+195,Alphabet (Google),195,User_195,Neutral,Met my expectations.
+196,Alphabet (Google),196,User_196,Positive,Incredible service!
+197,Alphabet (Google),197,User_197,Positive,Loving the new product.
+198,Alphabet (Google),198,User_198,Positive,Fantastic experience!
+199,Alphabet (Google),199,User_199,Positive,Very satisfied with the results.
+200,Alphabet (Google),200,User_200,Positive,Exceeds my expectations.
+201,Alphabet (Google),201,User_201,Negative,Very disappointed!
+202,Alphabet (Google),202,User_202,Negative,Poor customer service.
+203,Alphabet (Google),203,User_203,Negative,Not worth the money.
+204,Alphabet (Google),204,User_204,Negative,Had a bad experience.
+205,Alphabet (Google),205,User_205,Negative,Would not recommend.
+206,Alphabet (Google),206,User_206,Neutral,It was okay.
+207,Alphabet (Google),207,User_207,Neutral,Nothing special but not bad.
+208,Alphabet (Google),208,User_208,Neutral,Average experience.
+209,Alphabet (Google),209,User_209,Neutral,Nothing to complain about.
+210,Alphabet (Google),210,User_210,Neutral,Met my expectations.
+211,Facebook,211,User_211,Positive,Incredible service!
+212,Facebook,212,User_212,Positive,Loving the new product.
+213,Facebook,213,User_213,Positive,Fantastic experience!
+214,Facebook,214,User_214,Positive,Very satisfied with the results.
+215,Facebook,215,User_215,Positive,Exceeds my expectations.
+216,Facebook,216,User_216,Negative,Very disappointed!
+217,Facebook,217,User_217,Negative,Poor customer service.
+218,Facebook,218,User_218,Negative,Not worth the money.
+219,Facebook,219,User_219,Negative,Had a bad experience.
+220,Facebook,220,User_220,Negative,Would not recommend.
+221,Facebook,221,User_221,Neutral,It was okay.
+222,Facebook,222,User_222,Neutral,Nothing special but not bad.
+223,Facebook,223,User_223,Neutral,Average experience.
+224,Facebook,224,User_224,Neutral,Nothing to complain about.
+225,Facebook,225,User_225,Neutral,Met my expectations.
+226,Facebook,226,User_226,Positive,Incredible service!
+227,Facebook,227,User_227,Positive,Loving the new product.
+228,Facebook,228,User_228,Positive,Fantastic experience!
+229,Facebook,229,User_229,Positive,Very satisfied with the results.
+230,Facebook,230,User_230,Positive,Exceeds my expectations.
+231,Facebook,231,User_231,Negative,Very disappointed!
+232,Facebook,232,User_232,Negative,Poor customer service.
+233,Facebook,233,User_233,Negative,Not worth the money.
+234,Facebook,234,User_234,Negative,Had a bad experience.
+235,Facebook,235,User_235,Negative,Would not recommend.
+236,Facebook,236,User_236,Neutral,It was okay.
+237,Facebook,237,User_237,Neutral,Nothing special but not bad.
+238,Facebook,238,User_238,Neutral,Average experience.
+239,Facebook,239,User_239,Neutral,Nothing to complain about.
+240,Facebook,240,User_240,Neutral,Met my expectations.
+241,JPMorgan Chase,241,User_241,Positive,Incredible service!
+242,JPMorgan Chase,242,User_242,Positive,Loving the new product.
+243,JPMorgan Chase,243,User_243,Positive,Fantastic experience!
+244,JPMorgan Chase,244,User_244,Positive,Very satisfied with the results.
+245,JPMorgan Chase,245,User_245,Positive,Exceeds my expectations.
+246,JPMorgan Chase,246,User_246,Negative,Very disappointed!
+247,JPMorgan Chase,247,User_247,Negative,Poor customer service.
+248,JPMorgan Chase,248,User_248,Negative,Not worth the money.
+249,JPMorgan Chase,249,User_249,Negative,Had a bad experience.
+250,JPMorgan Chase,250,User_250,Negative,Would not recommend.
+251,JPMorgan Chase,251,User_251,Neutral,It was okay.
+252,JPMorgan Chase,252,User_252,Neutral,Nothing special but not bad.
+253,JPMorgan Chase,253,User_253,Neutral,Average experience.
+254,JPMorgan Chase,254,User_254,Neutral,Nothing to complain about.
+255,JPMorgan Chase,255,User_255,Neutral,Met my expectations.
+256,JPMorgan Chase,256,User_256,Positive,Incredible service!
+257,JPMorgan Chase,257,User_257,Positive,Loving the new product.
+258,JPMorgan Chase,258,User_258,Positive,Fantastic experience!
+259,JPMorgan Chase,259,User_259,Positive,Very satisfied with the results.
+260,JPMorgan Chase,260,User_260,Positive,Exceeds my expectations.
+261,JPMorgan Chase,261,User_261,Negative,Very disappointed!
+262,JPMorgan Chase,262,User_262,Negative,Poor customer service.
+263,JPMorgan Chase,263,User_263,Negative,Not worth the money.
+264,JPMorgan Chase,264,User_264,Negative,Had a bad experience.
+265,JPMorgan Chase,265,User_265,Negative,Would not recommend.
+266,JPMorgan Chase,266,User_266,Neutral,It was okay.
+267,JPMorgan Chase,267,User_267,Neutral,Nothing special but not bad.
+268,JPMorgan Chase,268,User_268,Neutral,Average experience.
+269,JPMorgan Chase,269,User_269,Neutral,Nothing to complain about.
+270,JPMorgan Chase,270,User_270,Neutral,Met my expectations.
+271,Johnson & Johnson,271,User_271,Positive,Incredible service!
+272,Johnson & Johnson,272,User_272,Positive,Loving the new product.
+273,Johnson & Johnson,273,User_273,Positive,Fantastic experience!
+274,Johnson & Johnson,274,User_274,Positive,Very satisfied with the results.
+275,Johnson & Johnson,275,User_275,Positive,Exceeds my expectations.
+276,Johnson & Johnson,276,User_276,Negative,Very disappointed!
+277,Johnson & Johnson,277,User_277,Negative,Poor customer service.
+278,Johnson & Johnson,278,User_278,Negative,Not worth the money.
+279,Johnson & Johnson,279,User_279,Negative,Had a bad experience.
+280,Johnson & Johnson,280,User_280,Negative,Would not recommend.
+281,Johnson & Johnson,281,User_281,Neutral,It was okay.
+282,Johnson & Johnson,282,User_282,Neutral,Nothing special but not bad.
+283,Johnson & Johnson,283,User_283,Neutral,Average experience.
+284,Johnson & Johnson,284,User_284,Neutral,Nothing to complain about.
+285,Johnson & Johnson,285,User_285,Neutral,Met my expectations.
+286,Johnson & Johnson,286,User_286,Positive,Incredible service!
+287,Johnson & Johnson,287,User_287,Positive,Loving the new product.
+288,Johnson & Johnson,288,User_288,Positive,Fantastic experience!
+289,Johnson & Johnson,289,User_289,Positive,Very satisfied with the results.
+290,Johnson & Johnson,290,User_290,Positive,Exceeds my expectations.
+291,Johnson & Johnson,291,User_291,Negative,Very disappointed!
+292,Johnson & Johnson,292,User_292,Negative,Poor customer service.
+293,Johnson & Johnson,293,User_293,Negative,Not worth the money.
+294,Johnson & Johnson,294,User_294,Negative,Had a bad experience.
+295,Johnson & Johnson,295,User_295,Negative,Would not recommend.
+296,Johnson & Johnson,296,User_296,Neutral,It was okay.
+297,Johnson & Johnson,297,User_297,Neutral,Nothing special but not bad.
+298,Johnson & Johnson,298,User_298,Neutral,Average experience.
+299,Johnson & Johnson,299,User_299,Neutral,Nothing to complain about.
+300,Johnson & Johnson,300,User_300,Neutral,Met my expectations.

evaluation.py

@@ -0,0 +1,20 @@
+from sklearn.metrics import accuracy_score, f1_score, classification_report
+import pandas as pd
+
+def evaluate_predictions(filename):
+    data = pd.read_csv(filename)
+
+    # Map sentiment classes to match between 'sentiment_score' and 'summary'
+    sentiment_mapping = {"Neutral": "Neutral", "Positive sentiment": "Positive", "Negative sentiment": "Negative"}
+    data['sentiment_score_mapped'] = data['sentiment_score'].map(sentiment_mapping)
+
+    accuracy = accuracy_score(data['summary'], data['sentiment_score_mapped'])
+    f1 = f1_score(data['summary'], data['sentiment_score_mapped'], average='weighted')
+    class_report = classification_report(data['summary'], data['sentiment_score_mapped'])
+
+    print(f"Accuracy: {accuracy}")
+    print(f"F1 Score: {f1}")
+    print("Classification Report:\n", class_report)
+
+# Call the function with the path to your CSV file
+evaluate_predictions('predictions.csv')

file.env

@@ -0,0 +1,2 @@
+# Once you add your API key below, make sure to not share it with anyone! The API key should remain private.
+OPENAI_API_KEY=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

kinya.csv

@@ -0,0 +1,61 @@
+tweet_id,english,translated_kinyarwanda_manual,translated_kinyarwanda_google
+301,Thrilled with MTN Rwanda's reliable service. Never had a dropped call! #ConnectivityMatters,"Twishimiye serivisi za MTN Rwanda, sinigeze narimwe ntakaza ikiganiro kuri telephone. #itumanaho ningenzi",
+302,MTN Rwanda now has over 7 million subscribers. Big numbers for the local market! #TelecomNews,"MTN Rwanda ubu ifite abayigana miliyoni 7, ni umubare munini kwisoko ryigihugu#Amkuru Yitumanaho",
+303,Frustrated with the data speeds on MTN Rwanda today. Anyone else experiencing this? #InternetWoes,"Njye nateshejwe umutwe numuvuduko wa internet wa MTN Rwanda, haba hari undi ufite iki kibazo ?# utubazo twa interineti",
+304,Impressive customer service at MTN Rwanda's Nyarutarama branch. Kudos to the team! #CustomerFirst, Nishimiye serivisi yo kwakira abakiriya ya MTN Rwanda ikicaro cya Nyarutarama #umukiriya nuwambere,
+305,MTN Rwanda's CEO announces plans to expand IT services. Interesting development. #TechUpdate,"Umuyobozi mukuru wa MTN Rwanda yatangaje imigambi yo kwagura serivisi zikoranabuhanga, iri ni iterambere rishimishije. #Ikoranbuhanga rigezweho",
+306,Why are MTN Rwanda's tariffs rising again? Hard for regular customers to keep up. #PriceHike,Kubera iki ibiciro bya Mtn Rwanda biri kuzamuka nanone? Biri kugora rubanda rugufi kubigeraho. ,
+307,MTN Rwanda's eco-friendly initiative is commendable. Love companies that care for the environment. #GreenTelecom,"Umubano wa MTN Rwanda nibidukikije urashimishije, nkunda ibigo byita kubidukikije. #GrrenTelecom",
+308,MTN Rwanda listed on the Rwanda Stock Exchange. A significant move for the company. #MarketWatch," MNT Rwanda yanditwe ku kigo cy'Isoko ry'Imari n'Imigabane ry'u Rwanda (RSE), ikibaba air intabwe ikomeye yiki kigo.",
+309,Experienced poor network coverage with MTN Rwanda in rural areas. Needs improvement. #ConnectivityIssues,Nahuye na network mbi ndi munkengero zumujyi (mu cyaro) . Ibi bikeye guhinduka,
+310,Great to see MTN Rwanda's investment in local communities. Corporate responsibility at its best! #GivingBack,Nishimiye kubona ishoramari rya MTN u Rwanda mubaturage. Inshingano rusange ziteye imbere.,
+311,MTN Rwanda celebrates 25 years in the business. A long journey since 1998! #TelecomHistory,"MTN Rwanda iri kwizihiza imyaka 25 imaze mu bucuruzi, urugendo rukomeye kuva muri 1998",
+312,Disappointed by MTN Rwanda's limited data packages. Other providers offer more. #DataDeals,"Natengushywe no kuba MTN Rwanda itanga udpfunyika twa interinete tutiyongera, abandi batanga ibyiyongereye",
+313,MTN Rwanda's mobile money service is a lifesaver. So convenient for transactions! #MobileMoney,"Serivisi ya MTN Rwanda yo kohereza no kwakira amafaranga kuri terefore ikiza ubuzima,",
+314,MTN Group's influence grows as MTN Rwanda gains market share. #TelecomTrends,Itsinda rya MTN ryiyongera uko MTN u Rwanda rwiyongera kwisoko.,
+315,MTN Rwanda needs to update their app. It's buggy and often crashes. #AppGlitch,"MYN Rwanda ikeneye gukosora aplikasiyo yayo,  ifite utubazo kandi hari igihe ipha ",
+316,Loving the new MTN Rwanda data bundles. Great value for money! #DataForDays,"Nakunze amakuru mashya kuri MTN Rwanda, Ibiciro byiza ku mafaranga afatika.",
+317,Noticed MTN Rwanda is focusing more on IT services. A strategic pivot? #BusinessStrategy,"Mwabonye ko MTN Rwanda iri kwibanda cyane kuri srivisi z' ikoranabuhanga, intego ikomeye?",
+318,MTN Rwanda's signal strength in my area has been weak lately. Hope it's fixed soon. #SignalStrength,Imbaraga za MTN Rwanda mugace ntuyemo zaragabanutse vuba aha. Twizere ko bikosorwa vuba.,
+319,MTN Rwanda's contribution to digital education is impressive. They're shaping the future! #DigitalEducation,"Uruhare rwa MTN Rwanda mu burezi bwikoranabuhanga rurashimishije, Irimo gutegura ejo hazaza!",
+320,MTN Rwanda marks 25th anniversary with a significant subscriber base. A major player in Rwanda's telecom. #Anniversary,MTN Rwanda irizihiza isabukuru y'imyaka 25 hamwe nabafatabuguzi bakomeye. Umukinnyi ukomeye mu itumanaho ryu Rwanda.,
+321,Just connected to Liquid's fibre network in Kigali. The speed is incredible! #RwandaTech,"Majije gukoresha umuyoboro wa fibre ya Liquid muri Kigali, umuvuduko wayo uratngaje.",
+322,Liquid Technologies expands its network in Rwanda. Interesting times for telecom in Africa. #TechNews,"Liquid Telecom yaguriyr itumanaho ryayo mu Rwanda, Ibihe bitangaje mwitumanaho muri Africa",
+323,Experiencing connectivity issues with Liquid in Rwanda today. Anyone else? #InternetDown,"Ndi guhura nibibazo byo guhuza na Liquid mu Rwanda, Hari undi waba uri guhura nabyo?",
+324,Impressed by the customer service at Liquid's Kigali office. Quick and helpful! #CustomerService,"Nishimiye serivisi yo kwakira abakiriya ya Liquid ishami rya Kigali, Irihuta kandi irafasha.",
+325,Liquid's cybersecurity solutions in Rwanda could be a game changer for local businesses. #CyberSecurity,Ibisubizo bya Liquid mu kurinda umutekano wikoranabuhanga mu Rwanda ushobora guhindura umukino mu bucuruzi bwaho.,
+326,Why are Liquid's data plans in Rwanda more expensive than competitors? #PriceyInternet,Kubera iki ibiciro bya Liquid mu Rwanda buhenze kurusha ibyibindi bigo bihanganye.,
+327,Liquid's IoT solutions are helping transform Rwanda's tech landscape. #IoTInnovation,Ibisubizo bya Liquid muri Internet y'ibintu (IoT) biri guhindura ikoranabuhanga ry'u Rwanda,
+328,Liquid's recent expansion in Rwanda marks a significant investment in African tech. #TechGrowth,Kwagura ibyicaro bya Liquid mu Rwanda byerekana ishoramari rikomeye mu ikoranabuhanga rya Afurika.,
+329,Struggling with slow speeds on Liquid's network in rural Rwanda. #SlowInternet,Ndiguhura n'umuvuduko muke kumurongo wa Liquid mucyaro cy'u Rwanda. ,
+330,Liquid's contribution to digital education in Rwanda is commendable. #DigitalLearning,Uruhare rwa Liquid mu burezi bwikoranabuhanga rurashimishije.,
+331,Liquid is now a major player in Rwanda's telecom sector. Watching their next move. #TelecomTalk,Liquid ubu ifite uruhare runini mu rwego rwitumanaho mu Rwanda. Dutegereje kureba indi ntabwe yabo.,
+332,Frustrated by the lack of customer support from Liquid in Kigali. #CustomerServiceFail,Nababajwe nubufasha buke buhabwa abakiriya muri Liquid i Kigali.,
+333,Liquid's cloud services in Rwanda are top-notch. Great for businesses! #CloudComputing,Serivisi zububiko bwo kuri internet(cloud services) za Liquid ziri hejuru cyane. Ninziza kubucuruzi.,
+334,Liquid's network expansion in Rwanda could mean better connectivity across the country. #NetworkGrowth,Kwagura imiyoboro kwa Liquid mu Rwanda bishobora gutuma hanozwa imiyoboro yitumanaho mu Rwanda.,
+335,Disappointed by the limited coverage of Liquid's fibre network in my area. #CoverageIssues,Nababajwe no gukwirakwiza guke kwumuyoboro wa  Liquid fibre mugace kajye.,
+336,Liquid's managed solutions are making IT easy for businesses in Rwanda. #TechSolutions,Ibisubizo bya Liquid byorohereza ikoranabuhanga ry' ubucuruzi mu Rwanda.,
+337,Liquid's role in Rwanda's digital landscape is growing. What's next for them? #DigitalRwanda,Uruhare rwa Liquid mu ikoranabuhanga ry'u Rwanda ruragenda wriyongera. Ni iki gikurikira kuri bo?,
+338,Experiencing frequent service interruptions with Liquid's network in Rwanda. #UnreliableService,Ndiguhura nikibazo cya serivise ya Liquid  iri gucika mu Rwanda.,
+339,Liquid's investment in cybersecurity in Rwanda is boosting business confidence. #SecureTech,Ishoramari rya Liquid mu mutekano wa interineti mu Rwanda ritera icyizere mu bucuruzi.,
+340,Watching Liquid's journey in transforming Rwanda's digital infrastructure. #TechTransformation,Dukurikiranye urugendo rwa Liquid mu guhindura ibikorwaremezo by' ikoranabuhanga ryu Rwanda,
+341,Just used Irembo to renew my driving license. So convenient and quick! #DigitalRwanda,Majije gukoresha Irembo mvugurura uruhushya rwo gutwara. Biroroshye kandi birihuta!,
+342,Irembo now offers over 100 online public services. A big leap for digital governance in Rwanda. #GovTech,Irembo ubu itanga serivisi za leta zirenga 100 kuri interineti. Ni intambwe ikomeye mu miyoborere y'ikoranabuhanga mu Rwanda.,
+343,Had some issues navigating the Irembo site today. User interface could be more intuitive. #UXMatters,"Nahuye nutubazo nkoresha/ntambuka mu rubuga rwa Irembo, Ikoranabuhanga rigaragarira abayikoresha rishobora kongerwa.",
+344,Kudos to Irembo for digitizing public services in Rwanda. A true example of efficient e-governance. #TechProgress,Turashimira Irembo kubwo kushyira serivise za leta ku ikoranabuhanga. Ni urugero rwiza rwubutegetsi bwikoranabuhanga bwiza,
+345,Irembo's partnership with the Rwandan government is setting a new standard for public-private collaborations. #PPP,Ubufatanye bwa Irembo na Guverinoma y'u Rwanda burimo gushyiraho igipimo gishya cy'ubufatanye hagati ya leta n'abikorera.,
+346,Frustrating experience with delayed responses on Irembo's platform. Hope they improve their customer service. #CustomerSupport,Serivice yateshaga umutwe n'ibisubizo byatinze kuza ku rubuga rwa Irembo. Nizere ko baraza kunoza uburyo bafasha abakiriya.,
+347,Amazing how Irembo is revolutionizing access to government services in Rwanda. Digital transformation at its best! #DigitalInnovation,"Birattangaje ukuntu Irembo iri guhindura uburyo serivisi za leta zitangwa mu Rwanda, ihunduramatware mwikoranabuhanga rihambaye.",
+348,Irembo is playing a critical role in Rwanda's journey to becoming a digital society. #DigitalTransformation,Irembo ifite uruhare rukomeye mu rugendo rw'u Rwanda rwo kuba sosiyete ikoresha ikoranabuhanga,
+349,Encountered payment issues on Irembo today. Hope they fix these glitches soon. #PaymentGateway,"Nahuye nikibazo cyo kwishyura kuri Irembo uyu minsi, nizareko babikemura vuba. # umuyoboro wo kwishyura",
+350,"Irembo is a game-changer for entrepreneurs in Rwanda, simplifying government interactions. #EaseOfDoingBusiness","Irembo iri guhindura umukino kuri ba rwiyezamirimo mu Rwanda, iri koroshya imikoranire na leta",
+351,Irembo's growth reflects the rising trend of digital services in Africa. #AfricanTech,Ukwaguka kwa Irembo kugaragaza izamuka rya serivise zikoranabuhanga muri Afurika,
+352,The wait time for service completion on Irembo needs improvement. Efficiency is key! #ServiceDelay,"Igihe cyo gutegereza serivisi ko irangira kuri Irembo gikwiye kunozwa, ibikora neza nirwo rufunguzo ",
+353,Impressed by how Irembo is enhancing digital literacy in Rwanda through its services. #TechForGood,Nanejejwe nuburyo Irembo irimo irateza imbere ubumenyi bwibanze mu ikoranabuhanga binyuze muri serivisi zabo,
+354,Irembo's model could be a blueprint for other African countries aiming for digital governance. #TechModel,Irembo ni icyitegererezo kubindi bihugu by Afurika bigamije imiyoborere ikoresha ikoranabuhanga,
+355,The mobile version of Irembo's site could use some enhancements for a better user experience. #MobileUX,Verisiyo igendanwa y'urubuga rwa Irembo ishobora gukenera kongerwaho ibintu kugira ngo ikoreshwe neza n'abayikoresha.,
+356,Irembo's impact on reducing bureaucracy in Rwanda is commendable. #GovernmentInnovation,Ingaruka Irembo yagize mu kugabanya imikorere y'inzego z'ibanze mu Rwanda ni nziza.,
+357,Irembo's journey from a startup to a key player in Rwanda's digital landscape is inspiring. #StartupGrowth,Urugendo rwa Irembo kuva itangira kugeza ku kuba umukinnyi w'ingenzi mu ikoranabuhanga ry'u Rwanda rurashishikaje.,
+358,Experienced some technical issues on Irembo's platform today. Hoping for a quick resolution. #TechGlitches,Twahuye n'ibibazo mw'ikoranabuhanga ku rubuga rwa Irembo. Twizeye ko birakemuka mu buryo bwihuse.,
+359,Irembo is not just a platform but a catalyst for Rwanda's digital revolution. #DigitalRwanda,Irembo ntabwo ari urubuga gusa ahubwo ni umusemburo w'ihinduka ry'ikoranabuhanga mu Rwanda.,
+360,Watching Irembo's expansion and its role in transforming public service delivery in Rwanda. #PublicServiceInnovation,Kureba uko Irembo yaguka n'uruhare rwayo mu guhindura itangwa n'imikorere ya serivisi rusange mu Rwanda.,

main.py

@@ -0,0 +1,317 @@
+import openai
+import pandas as pd
+import streamlit as st
+import matplotlib.pyplot as plt
+from wordcloud import WordCloud
+from dotenv import load_dotenv
+import os
+import time
+import glob
+from audio_predictions import AudioTranslation
+# Load environment variables from .env file
+load_dotenv(dotenv_path='file.env')
+
+# Retrieve API key from .env file
+API_KEY = os.getenv('OPENAI_API_KEY')
+# Set the API key for OpenAI
+openai.api_key = API_KEY
+dataset_path = 'updated_company_tweets.csv'
+
+@st.cache_data
+def load_data():
+    main_sentiment_df = pd.read_csv('main_sentiment_df.csv')
+    kinya_df = pd.read_csv('kinya.csv')
+    return pd.merge(main_sentiment_df, kinya_df, on='tweet_id', how='left')
+def list_audio_files(directory):
+    return glob.glob(os.path.join(directory, '*.mp3'))
+# Function to display audio player widgets
+def display_audio_players(audio_files, column):
+    for file in audio_files:
+        with column:
+            st.audio(file)
+            st.text(os.path.basename(file))
+def process_audio_files(directories):
+    audio_translator = AudioTranslation()
+    results = []
+    for directory in directories:
+        audio_files = list_audio_files(f"{directory}/")
+        for file_path in audio_files:
+            transc = audio_translator.transcribe_audio(file_path)
+            translation_result = audio_translator.translate_sentence("rw", "en", "MULTI-rw-en", "", transc)
+            translation_text = translation_result #.get('translatedText') if translation_result else "Translation Failed"
+
+            results.append({
+                "filename": os.path.basename(file_path),
+                "company": directory,
+                "transcription": transc,
+                "translation": translation_text["translation"]
+            })
+
+    results_df = pd.DataFrame(results)
+    return results_df
+def audio_analysis_page():
+    st.header("Audio Analysis")
+
+    # Display audio files in columns
+    col1, col2, col3 = st.columns(3)
+    with col1:
+        st.subheader("MTN")
+        mtn_files = list_audio_files("mtn/")
+        display_audio_players(mtn_files, col1)
+
+    with col2:
+        st.subheader("Liquid")
+        liquid_files = list_audio_files("liquid/")
+        display_audio_players(liquid_files, col2)
+
+    with col3:
+        st.subheader("Irembo")
+        irembo_files = list_audio_files("irembo/")
+        display_audio_players(irembo_files, col3)
+
+    # Process button (functionality to be defined)
+    if st.button("Process"):
+        #st.write("Process function not yet implemented")
+        results_df = process_audio_files(["mtn", "liquid", "irembo"])
+        st.dataframe(results_df)
+        # Process dataset for each company and display visualizations
+        for company in ["mtn", "liquid", "irembo"]:
+            st.write(f"Company: {company.upper()}")
+            company_data = process_dataset_for_audio(results_df, company)
+            display_audio_visualizations(company_data)
+def display_audio_visualizations(company_data):
+    col1, col2 = st.columns(2)
+    with col1:
+        st.write("Sentiment Distribution")
+        pie_chart = generate_audiopie(company_data)
+        st.pyplot(pie_chart)
+    with col2:
+        st.write("Word Cloud for Translations")
+        word_cloud = generate_audioword_cloud(company_data)
+        st.pyplot(word_cloud)
+def generate_audiopie(data):
+    start_time = time.time()
+    # Filter data for the selected company
+    company_data = data#[data['company_id'] == selected_company]
+    sentiment_counts = company_data['sentiment_score'].value_counts()
+    # Define colors for different sentiments
+    colors = {'Positive sentiment': 'green', 'Negative sentiment': 'red', 'Neutral': 'blue'}
+    pie_colors = [colors.get(sentiment) for sentiment in sentiment_counts.index]
+
+    fig, ax = plt.subplots(figsize=(10, 6))
+    ax.pie(sentiment_counts, labels=sentiment_counts.index, autopct='%1.1f%%', startangle=90, colors=pie_colors)
+    ax.axis('equal')  # Keeps the pie chart circular
+    end_time = time.time()
+    print(f'Pie chart execution time: {end_time - start_time} seconds')
+    return fig
+def generate_audioword_cloud(data):
+    start_time = time.time()
+    # Filter data for the selected company
+    company_data = data#[data['company_id'] == selected_company]
+    # Choose the appropriate text column based on the selected company's data
+    text_column = 'transcription'
+    text_data = ' '.join(company_data[text_column].dropna())
+    wordcloud = WordCloud(width=1000, height=600, background_color='white').generate(text_data)
+    fig, ax = plt.subplots()
+    ax.imshow(wordcloud, interpolation='bilinear')
+    ax.axis('off')
+    end_time = time.time()
+    print(f'Word cloud execution time: {end_time - start_time} seconds')
+    return fig
+def display_company_visualizations(company_data):
+    col1, col2 = st.columns(2)
+    with col1:
+        st.write("Sentiment Distribution")
+        pie_chart = generate_pie_chart(company_data, company_data['company'].iloc[0])
+        st.pyplot(pie_chart)
+    with col2:
+        st.write("Word Cloud for Translations")
+        word_cloud = generate_word_cloud(company_data, company_data['translation'].iloc[0])
+        st.pyplot(word_cloud)
+
+def analyze_sentiment(texts):
+    """Analyze the sentiment of a batch of texts using the OpenAI API."""
+    try:
+        responses = []
+        for text in texts:
+            response = openai.ChatCompletion.create(
+                model="gpt-3.5-turbo",
+                messages=[
+                    {"role": "system", "content": "You are a sentiment analysis model."},
+                    {"role": "user", "content": text}
+                ]
+            )
+            sentiment_response = response.choices[0].message['content']
+            if "positive" in sentiment_response.lower():
+                responses.append("Positive sentiment")
+            elif "negative" in sentiment_response.lower():
+                responses.append("Negative sentiment")
+            else:
+                responses.append('Neutral')
+        return responses
+    except Exception as e:
+        print(f"An error occurred: {e}")
+        return ["Error"] * len(texts)
+
+@st.cache_data()
+def process_dataset(data):
+    start_time = time.time()
+    text_column = 'text' #if 'translated_kinyarwanda_manual' in data.columns and \
+                          #                           data['translated_kinyarwanda_manual'].notna().any() else 'text'
+    texts = data[text_column].tolist()
+    data['sentiment_score'] = analyze_sentiment(texts)
+    end_time = time.time()
+    print(f'process dataset execution time : {end_time - start_time} seconds')
+    data.to_csv('predictions.csv')
+    return data
+
+def generate_pie_chart(data, selected_company):
+    start_time = time.time()
+    # Filter data for the selected company
+    company_data = data[data['company_id'] == selected_company]
+    sentiment_counts = company_data['sentiment_score'].value_counts()
+    colors = {'Positive sentiment': 'green', 'Negative sentiment': 'red', 'Neutral': 'blue'}
+    pie_colors = [colors.get(sentiment) for sentiment in sentiment_counts.index]
+
+    fig, ax = plt.subplots(figsize=(10, 6))
+    ax.pie(sentiment_counts, labels=sentiment_counts.index, autopct='%1.1f%%', startangle=90, colors=pie_colors)
+    ax.axis('equal')  # Keeps the pie chart circular
+    end_time = time.time()
+    print(f'Pie chart execution time: {end_time - start_time} seconds')
+    return fig
+
+def generate_word_cloud(data, selected_company):
+    start_time = time.time()
+    # Filter data for the selected company
+    company_data = data[data['company_id'] == selected_company]
+    # Choose the appropriate text column based on the selected company's data
+    if 'translated_kinyarwanda_manual' in company_data.columns and company_data['translated_kinyarwanda_manual'].notna().any():
+        text_column = 'translated_kinyarwanda_manual'
+    else:
+        text_column = 'text'
+    text_data = ' '.join(company_data[text_column].dropna())
+    wordcloud = WordCloud(width=1000, height=600, background_color='white').generate(text_data)
+    fig, ax = plt.subplots()
+    ax.imshow(wordcloud, interpolation='bilinear')
+    ax.axis('off')
+    end_time = time.time()
+    print(f'Word cloud execution time: {end_time - start_time} seconds')
+    return fig
+
+def generate_time_series_chart(data, selected_company):
+    start_time = time.time()
+    # Filter data for the selected company
+    company_data = data[data['company_id'] == selected_company]
+    company_data['date'] = pd.to_datetime(company_data['date'])
+    company_data.sort_values('date', inplace=True)
+    grouped = company_data.groupby([company_data['date'].dt.date, 'sentiment_score']).size().unstack().fillna(0)
+    # Define colors for different sentiments
+    colors = {'Positive sentiment': 'green', 'Negative sentiment': 'red', 'Neutral': 'blue'}
+
+    fig, ax = plt.subplots(figsize=(10, 6))
+    # Plot each sentiment score with its corresponding color
+    for sentiment in grouped.columns:
+        ax.plot(grouped.index, grouped[sentiment], label=sentiment, color=colors.get(sentiment, 'black'))
+
+    # grouped.plot(kind='line', ax=ax)
+    ax.set_title('Sentiment Over Time')
+    ax.set_xlabel('Date')
+    ax.set_ylabel('Count')
+    ax.legend()
+    end_time = time.time()
+    print(f'Time series chart execution time: {end_time - start_time} seconds')
+    return fig
+
+@st.cache_data()
+def process_dataset_for_company(company_data):
+    start_time = time.time()
+    # Determine the column to analyze based on 'translated_kinyarwanda_manual' availability
+    analyze_column = 'english' if 'translated_kinyarwanda_manual' in company_data.columns and \
+                                 company_data['translated_kinyarwanda_manual'].notna().any() else 'text'
+    texts = company_data[analyze_column].tolist()
+    company_data['sentiment_score'] = analyze_sentiment(texts)
+    end_time = time.time()
+    print(f'process_dataset_for_company execution time: {end_time - start_time} seconds')
+    return company_data
+@st.cache_data()
+def process_dataset_for_audio(company_data, company):
+    result = company_data[company_data.company==company]
+    start_time = time.time()
+    # Determine the column to analyze based on 'translated_kinyarwanda_manual' availability
+    analyze_column = 'translation'
+    texts = result[analyze_column].tolist()
+    result['sentiment_score'] = analyze_sentiment(texts)
+    end_time = time.time()
+    print(f'process_dataset_for_company execution time: {end_time - start_time} seconds')
+    return result
+
+def display_charts(data, selected_company):
+    col1, col2 = st.columns(2)
+    with col1:
+        st.write("Sentiment Distribution")
+        pie_chart = generate_pie_chart(data, selected_company)
+        st.pyplot(pie_chart)
+    with col2:
+        st.write("Word Cloud for Text")
+        word_cloud = generate_word_cloud(data, selected_company)
+        st.pyplot(word_cloud)
+    st.write('Sentiment Trend Over Time')
+    time_series_chart = generate_time_series_chart(data, selected_company)
+    st.pyplot(time_series_chart)
+
+def display_sampled_data(data):
+    sampled_data = pd.DataFrame()
+    for company in data['company_id'].unique():
+        company_data = data[data['company_id'] == company]
+        unique_profiles = company_data.drop_duplicates(subset='profile_name')
+        sampled_company_data = unique_profiles.sample(n=min(5, len(unique_profiles)), replace=False)
+        if 'translated_kinyarwanda_manual' in company_data.columns and company_data['translated_kinyarwanda_manual'].notna().any():
+            sampled_company_data['text'] = sampled_company_data['translated_kinyarwanda_manual']
+        sampled_data = pd.concat([sampled_data, sampled_company_data], ignore_index=True)
+    columns_to_display = ['tweet_id', 'company_id', 'user_id', 'profile_name', 'text', 'date']
+    st.dataframe(sampled_data[columns_to_display])
+
+def run_online_mode(data):
+    company_list = data['company_id'].unique()
+    selected_company = st.selectbox('Select a Company', company_list)
+    if selected_company:
+        company_data = data[data['company_id'] == selected_company]
+        st.write(f'Sample of the collected data for {selected_company}')
+        st.dataframe(company_data.head(10))
+        processed_data = process_dataset_for_company(company_data)
+        display_charts(processed_data, selected_company)
+
+def run_batch_processing_mode():
+    if os.path.exists('predictions.csv'):
+        processed_data = pd.read_csv('predictions.csv')
+    else:
+        data = load_data()
+        processed_data = process_dataset(data)
+        processed_data.to_csv('predictions.csv', index=False)
+    company_list = processed_data['company_id'].unique()
+    selected_company = st.selectbox('Select a Company', company_list)
+    if selected_company:
+        company_data = processed_data[processed_data['company_id'] == selected_company]
+        st.write(f'Sample of the collected data for {selected_company}')
+        st.dataframe(company_data.head(10))
+        display_charts(company_data, selected_company)
+def sentiment_analysis_page():
+    st.title('Company Sentiment Analysis')
+    processing_mode = st.selectbox("Choose Processing Mode", ["Batch Processing", "Online"])
+    data = load_data()
+    display_sampled_data(data)
+    if processing_mode == "Online":
+        run_online_mode(data)
+    else:
+        run_batch_processing_mode()
+
+def main():
+    st.sidebar.title('Navigation')
+    page = st.sidebar.radio("Select a Page", ["Sentiment Analysis", "Audio Analysis"])
+    if page == "Sentiment Analysis":
+        sentiment_analysis_page()
+    elif page =="Audio Analysis":
+        audio_analysis_page()
+
+if __name__ == "__main__":
+    main()

main_sentiment_df.csv

@@ -0,0 +1,361 @@
+tweet_id,company_id,user_id,profile_name,summary,text,date
+1,Apple,1,User_1,Positive,Incredible service!,2023-06-26 10:01:53
+2,Apple,2,User_2,Positive,Loving the new product.,2023-02-21 10:01:53
+3,Apple,3,User_3,Positive,Fantastic experience!,2023-05-02 10:01:53
+4,Apple,4,User_4,Positive,Very satisfied with the results.,2023-07-16 10:01:53
+5,Apple,5,User_5,Positive,Exceeds my expectations.,2023-11-24 10:01:53
+6,Apple,6,User_6,Negative,Very disappointed!,2023-09-13 10:01:53
+7,Apple,7,User_7,Negative,Poor customer service.,2023-07-19 10:01:53
+8,Apple,8,User_8,Negative,Not worth the money.,2023-12-30 10:01:53
+9,Apple,9,User_9,Negative,Had a bad experience.,2023-01-14 10:01:53
+10,Apple,10,User_10,Negative,Would not recommend.,2023-08-04 10:01:53
+11,Apple,11,User_11,Neutral,It was okay.,2023-10-09 10:01:53
+12,Apple,12,User_12,Neutral,Nothing special but not bad.,2023-09-04 10:01:53
+13,Apple,13,User_13,Neutral,Average experience.,2023-10-24 10:01:53
+14,Apple,14,User_14,Neutral,Nothing to complain about.,2023-04-02 10:01:53
+15,Apple,15,User_15,Neutral,Met my expectations.,2023-03-16 10:01:53
+16,Apple,16,User_16,Positive,Incredible service!,2023-04-03 10:01:53
+17,Apple,17,User_17,Positive,Loving the new product.,2023-11-15 10:01:53
+18,Apple,18,User_18,Positive,Fantastic experience!,2023-07-17 10:01:53
+19,Apple,19,User_19,Positive,Very satisfied with the results.,2023-02-13 10:01:53
+20,Apple,20,User_20,Positive,Exceeds my expectations.,2023-04-02 10:01:53
+21,Apple,21,User_21,Negative,Very disappointed!,2023-06-28 10:01:53
+22,Apple,22,User_22,Negative,Poor customer service.,2023-04-03 10:01:53
+23,Apple,23,User_23,Negative,Not worth the money.,2023-12-08 10:01:53
+24,Apple,24,User_24,Negative,Had a bad experience.,2023-06-19 10:01:53
+25,Apple,25,User_25,Negative,Would not recommend.,2023-01-30 10:01:53
+26,Apple,26,User_26,Neutral,It was okay.,2023-12-04 10:01:53
+27,Apple,27,User_27,Neutral,Nothing special but not bad.,2023-03-18 10:01:53
+28,Apple,28,User_28,Neutral,Average experience.,2023-09-27 10:01:53
+29,Apple,29,User_29,Neutral,Nothing to complain about.,2023-04-30 10:01:53
+30,Apple,30,User_30,Neutral,Met my expectations.,2023-09-05 10:01:53
+31,Walmart,31,User_31,Positive,Incredible service!,2023-07-21 10:01:53
+32,Walmart,32,User_32,Positive,Loving the new product.,2023-12-06 10:01:53
+33,Walmart,33,User_33,Positive,Fantastic experience!,2023-12-09 10:01:53
+34,Walmart,34,User_34,Positive,Very satisfied with the results.,2023-04-14 10:01:53
+35,Walmart,35,User_35,Positive,Exceeds my expectations.,2023-07-01 10:01:53
+36,Walmart,36,User_36,Negative,Very disappointed!,2023-09-05 10:01:53
+37,Walmart,37,User_37,Negative,Poor customer service.,2023-10-17 10:01:53
+38,Walmart,38,User_38,Negative,Not worth the money.,2023-06-01 10:01:53
+39,Walmart,39,User_39,Negative,Had a bad experience.,2023-06-01 10:01:53
+40,Walmart,40,User_40,Negative,Would not recommend.,2023-10-20 10:01:53
+41,Walmart,41,User_41,Neutral,It was okay.,2023-09-27 10:01:53
+42,Walmart,42,User_42,Neutral,Nothing special but not bad.,2023-07-09 10:01:53
+43,Walmart,43,User_43,Neutral,Average experience.,2023-05-12 10:01:53
+44,Walmart,44,User_44,Neutral,Nothing to complain about.,2023-02-06 10:01:53
+45,Walmart,45,User_45,Neutral,Met my expectations.,2023-02-05 10:01:53
+46,Walmart,46,User_46,Positive,Incredible service!,2023-07-26 10:01:53
+47,Walmart,47,User_47,Positive,Loving the new product.,2023-09-06 10:01:53
+48,Walmart,48,User_48,Positive,Fantastic experience!,2023-06-05 10:01:53
+49,Walmart,49,User_49,Positive,Very satisfied with the results.,2023-06-17 10:01:53
+50,Walmart,50,User_50,Positive,Exceeds my expectations.,2023-07-07 10:01:53
+51,Walmart,51,User_51,Negative,Very disappointed!,2023-02-02 10:01:53
+52,Walmart,52,User_52,Negative,Poor customer service.,2023-10-22 10:01:53
+53,Walmart,53,User_53,Negative,Not worth the money.,2023-05-13 10:01:53
+54,Walmart,54,User_54,Negative,Had a bad experience.,2023-05-13 10:01:53
+55,Walmart,55,User_55,Negative,Would not recommend.,2023-02-27 10:01:53
+56,Walmart,56,User_56,Neutral,It was okay.,2023-02-12 10:01:53
+57,Walmart,57,User_57,Neutral,Nothing special but not bad.,2023-09-06 10:01:53
+58,Walmart,58,User_58,Neutral,Average experience.,2023-10-05 10:01:53
+59,Walmart,59,User_59,Neutral,Nothing to complain about.,2023-12-06 10:01:53
+60,Walmart,60,User_60,Neutral,Met my expectations.,2023-04-20 10:01:53
+61,Amazon,61,User_61,Positive,Incredible service!,2023-02-16 10:01:53
+62,Amazon,62,User_62,Positive,Loving the new product.,2023-02-05 10:01:53
+63,Amazon,63,User_63,Positive,Fantastic experience!,2023-09-19 10:01:53
+64,Amazon,64,User_64,Positive,Very satisfied with the results.,2023-11-22 10:01:53
+65,Amazon,65,User_65,Positive,Exceeds my expectations.,2023-03-03 10:01:53
+66,Amazon,66,User_66,Negative,Very disappointed!,2023-10-23 10:01:53
+67,Amazon,67,User_67,Negative,Poor customer service.,2023-12-29 10:01:53
+68,Amazon,68,User_68,Negative,Not worth the money.,2023-05-04 10:01:53
+69,Amazon,69,User_69,Negative,Had a bad experience.,2023-09-29 10:01:53
+70,Amazon,70,User_70,Negative,Would not recommend.,2023-03-28 10:01:53
+71,Amazon,71,User_71,Neutral,It was okay.,2023-04-06 10:01:53
+72,Amazon,72,User_72,Neutral,Nothing special but not bad.,2023-04-14 10:01:53
+73,Amazon,73,User_73,Neutral,Average experience.,2023-02-27 10:01:53
+74,Amazon,74,User_74,Neutral,Nothing to complain about.,2023-05-06 10:01:53
+75,Amazon,75,User_75,Neutral,Met my expectations.,2023-03-30 10:01:53
+76,Amazon,76,User_76,Positive,Incredible service!,2023-07-27 10:01:53
+77,Amazon,77,User_77,Positive,Loving the new product.,2023-11-25 10:01:53
+78,Amazon,78,User_78,Positive,Fantastic experience!,2023-09-24 10:01:53
+79,Amazon,79,User_79,Positive,Very satisfied with the results.,2023-02-21 10:01:53
+80,Amazon,80,User_80,Positive,Exceeds my expectations.,2023-05-12 10:01:53
+81,Amazon,81,User_81,Negative,Very disappointed!,2023-05-16 10:01:53
+82,Amazon,82,User_82,Negative,Poor customer service.,2023-12-27 10:01:53
+83,Amazon,83,User_83,Negative,Not worth the money.,2023-07-04 10:01:53
+84,Amazon,84,User_84,Negative,Had a bad experience.,2023-12-05 10:01:53
+85,Amazon,85,User_85,Negative,Would not recommend.,2023-05-28 10:01:53
+86,Amazon,86,User_86,Neutral,It was okay.,2023-06-02 10:01:53
+87,Amazon,87,User_87,Neutral,Nothing special but not bad.,2023-08-20 10:01:53
+88,Amazon,88,User_88,Neutral,Average experience.,2023-10-11 10:01:53
+89,Amazon,89,User_89,Neutral,Nothing to complain about.,2023-07-31 10:01:53
+90,Amazon,90,User_90,Neutral,Met my expectations.,2023-12-12 10:01:53
+91,ExxonMobil,91,User_91,Positive,Incredible service!,2023-02-22 10:01:53
+92,ExxonMobil,92,User_92,Positive,Loving the new product.,2023-11-06 10:01:53
+93,ExxonMobil,93,User_93,Positive,Fantastic experience!,2023-03-15 10:01:53
+94,ExxonMobil,94,User_94,Positive,Very satisfied with the results.,2023-06-23 10:01:53
+95,ExxonMobil,95,User_95,Positive,Exceeds my expectations.,2023-06-17 10:01:53
+96,ExxonMobil,96,User_96,Negative,Very disappointed!,2023-04-10 10:01:53
+97,ExxonMobil,97,User_97,Negative,Poor customer service.,2023-07-21 10:01:53
+98,ExxonMobil,98,User_98,Negative,Not worth the money.,2023-04-09 10:01:53
+99,ExxonMobil,99,User_99,Negative,Had a bad experience.,2023-09-18 10:01:53
+100,ExxonMobil,100,User_100,Negative,Would not recommend.,2023-07-02 10:01:53
+101,ExxonMobil,101,User_101,Neutral,It was okay.,2023-10-24 10:01:53
+102,ExxonMobil,102,User_102,Neutral,Nothing special but not bad.,2023-11-05 10:01:53
+103,ExxonMobil,103,User_103,Neutral,Average experience.,2023-12-20 10:01:53
+104,ExxonMobil,104,User_104,Neutral,Nothing to complain about.,2023-04-13 10:01:53
+105,ExxonMobil,105,User_105,Neutral,Met my expectations.,2023-02-16 10:01:53
+106,ExxonMobil,106,User_106,Positive,Incredible service!,2023-07-25 10:01:53
+107,ExxonMobil,107,User_107,Positive,Loving the new product.,2023-01-05 10:01:53
+108,ExxonMobil,108,User_108,Positive,Fantastic experience!,2023-02-17 10:01:53
+109,ExxonMobil,109,User_109,Positive,Very satisfied with the results.,2023-01-28 10:01:53
+110,ExxonMobil,110,User_110,Positive,Exceeds my expectations.,2023-07-11 10:01:53
+111,ExxonMobil,111,User_111,Negative,Very disappointed!,2023-05-15 10:01:53
+112,ExxonMobil,112,User_112,Negative,Poor customer service.,2023-04-13 10:01:53
+113,ExxonMobil,113,User_113,Negative,Not worth the money.,2023-03-08 10:01:53
+114,ExxonMobil,114,User_114,Negative,Had a bad experience.,2023-08-15 10:01:53
+115,ExxonMobil,115,User_115,Negative,Would not recommend.,2023-05-08 10:01:53
+116,ExxonMobil,116,User_116,Neutral,It was okay.,2023-03-28 10:01:53
+117,ExxonMobil,117,User_117,Neutral,Nothing special but not bad.,2023-08-20 10:01:53
+118,ExxonMobil,118,User_118,Neutral,Average experience.,2023-06-02 10:01:53
+119,ExxonMobil,119,User_119,Neutral,Nothing to complain about.,2023-08-02 10:01:53
+120,ExxonMobil,120,User_120,Neutral,Met my expectations.,2023-02-24 10:01:53
+121,CVS Health,121,User_121,Positive,Incredible service!,2023-10-02 10:01:53
+122,CVS Health,122,User_122,Positive,Loving the new product.,2023-02-15 10:01:53
+123,CVS Health,123,User_123,Positive,Fantastic experience!,2023-03-04 10:01:53
+124,CVS Health,124,User_124,Positive,Very satisfied with the results.,2023-07-17 10:01:53
+125,CVS Health,125,User_125,Positive,Exceeds my expectations.,2023-02-10 10:01:53
+126,CVS Health,126,User_126,Negative,Very disappointed!,2023-09-28 10:01:53
+127,CVS Health,127,User_127,Negative,Poor customer service.,2023-04-01 10:01:53
+128,CVS Health,128,User_128,Negative,Not worth the money.,2023-02-17 10:01:53
+129,CVS Health,129,User_129,Negative,Had a bad experience.,2023-12-31 10:01:53
+130,CVS Health,130,User_130,Negative,Would not recommend.,2023-01-16 10:01:53
+131,CVS Health,131,User_131,Neutral,It was okay.,2023-09-20 10:01:53
+132,CVS Health,132,User_132,Neutral,Nothing special but not bad.,2023-11-08 10:01:53
+133,CVS Health,133,User_133,Neutral,Average experience.,2023-03-26 10:01:53
+134,CVS Health,134,User_134,Neutral,Nothing to complain about.,2023-02-06 10:01:53
+135,CVS Health,135,User_135,Neutral,Met my expectations.,2023-07-06 10:01:53
+136,CVS Health,136,User_136,Positive,Incredible service!,2023-05-13 10:01:53
+137,CVS Health,137,User_137,Positive,Loving the new product.,2023-10-26 10:01:53
+138,CVS Health,138,User_138,Positive,Fantastic experience!,2023-10-07 10:01:53
+139,CVS Health,139,User_139,Positive,Very satisfied with the results.,2023-06-28 10:01:53
+140,CVS Health,140,User_140,Positive,Exceeds my expectations.,2023-02-16 10:01:53
+141,CVS Health,141,User_141,Negative,Very disappointed!,2023-07-08 10:01:53
+142,CVS Health,142,User_142,Negative,Poor customer service.,2023-03-23 10:01:53
+143,CVS Health,143,User_143,Negative,Not worth the money.,2023-10-18 10:01:53
+144,CVS Health,144,User_144,Negative,Had a bad experience.,2023-10-12 10:01:53
+145,CVS Health,145,User_145,Negative,Would not recommend.,2023-05-10 10:01:53
+146,CVS Health,146,User_146,Neutral,It was okay.,2023-09-20 10:01:53
+147,CVS Health,147,User_147,Neutral,Nothing special but not bad.,2023-01-08 10:01:53
+148,CVS Health,148,User_148,Neutral,Average experience.,2023-04-09 10:01:53
+149,CVS Health,149,User_149,Neutral,Nothing to complain about.,2023-08-19 10:01:53
+150,CVS Health,150,User_150,Neutral,Met my expectations.,2024-01-03 10:01:53
+151,Berkshire Hathaway,151,User_151,Positive,Incredible service!,2023-10-01 10:01:53
+152,Berkshire Hathaway,152,User_152,Positive,Loving the new product.,2023-10-28 10:01:53
+153,Berkshire Hathaway,153,User_153,Positive,Fantastic experience!,2023-11-29 10:01:53
+154,Berkshire Hathaway,154,User_154,Positive,Very satisfied with the results.,2023-01-24 10:01:53
+155,Berkshire Hathaway,155,User_155,Positive,Exceeds my expectations.,2023-04-10 10:01:53
+156,Berkshire Hathaway,156,User_156,Negative,Very disappointed!,2023-11-29 10:01:53
+157,Berkshire Hathaway,157,User_157,Negative,Poor customer service.,2023-09-10 10:01:53
+158,Berkshire Hathaway,158,User_158,Negative,Not worth the money.,2023-07-04 10:01:53
+159,Berkshire Hathaway,159,User_159,Negative,Had a bad experience.,2023-11-24 10:01:53
+160,Berkshire Hathaway,160,User_160,Negative,Would not recommend.,2023-11-18 10:01:53
+161,Berkshire Hathaway,161,User_161,Neutral,It was okay.,2023-10-02 10:01:53
+162,Berkshire Hathaway,162,User_162,Neutral,Nothing special but not bad.,2023-12-23 10:01:53
+163,Berkshire Hathaway,163,User_163,Neutral,Average experience.,2023-09-22 10:01:53
+164,Berkshire Hathaway,164,User_164,Neutral,Nothing to complain about.,2023-08-30 10:01:53
+165,Berkshire Hathaway,165,User_165,Neutral,Met my expectations.,2023-05-24 10:01:53
+166,Berkshire Hathaway,166,User_166,Positive,Incredible service!,2023-04-01 10:01:53
+167,Berkshire Hathaway,167,User_167,Positive,Loving the new product.,2023-04-24 10:01:53
+168,Berkshire Hathaway,168,User_168,Positive,Fantastic experience!,2023-12-02 10:01:53
+169,Berkshire Hathaway,169,User_169,Positive,Very satisfied with the results.,2023-07-08 10:01:53
+170,Berkshire Hathaway,170,User_170,Positive,Exceeds my expectations.,2023-01-21 10:01:53
+171,Berkshire Hathaway,171,User_171,Negative,Very disappointed!,2023-06-06 10:01:53
+172,Berkshire Hathaway,172,User_172,Negative,Poor customer service.,2023-06-03 10:01:53
+173,Berkshire Hathaway,173,User_173,Negative,Not worth the money.,2023-04-25 10:01:53
+174,Berkshire Hathaway,174,User_174,Negative,Had a bad experience.,2023-01-30 10:01:53
+175,Berkshire Hathaway,175,User_175,Negative,Would not recommend.,2023-05-02 10:01:53
+176,Berkshire Hathaway,176,User_176,Neutral,It was okay.,2023-03-29 10:01:53
+177,Berkshire Hathaway,177,User_177,Neutral,Nothing special but not bad.,2023-06-15 10:01:53
+178,Berkshire Hathaway,178,User_178,Neutral,Average experience.,2023-12-31 10:01:53
+179,Berkshire Hathaway,179,User_179,Neutral,Nothing to complain about.,2023-08-21 10:01:53
+180,Berkshire Hathaway,180,User_180,Neutral,Met my expectations.,2023-09-13 10:01:53
+181,Alphabet (Google),181,User_181,Positive,Incredible service!,2023-05-06 10:01:53
+182,Alphabet (Google),182,User_182,Positive,Loving the new product.,2023-11-27 10:01:53
+183,Alphabet (Google),183,User_183,Positive,Fantastic experience!,2023-10-19 10:01:53
+184,Alphabet (Google),184,User_184,Positive,Very satisfied with the results.,2023-01-18 10:01:53
+185,Alphabet (Google),185,User_185,Positive,Exceeds my expectations.,2023-11-28 10:01:53
+186,Alphabet (Google),186,User_186,Negative,Very disappointed!,2023-07-08 10:01:53
+187,Alphabet (Google),187,User_187,Negative,Poor customer service.,2023-06-06 10:01:53
+188,Alphabet (Google),188,User_188,Negative,Not worth the money.,2023-03-25 10:01:53
+189,Alphabet (Google),189,User_189,Negative,Had a bad experience.,2023-02-15 10:01:53
+190,Alphabet (Google),190,User_190,Negative,Would not recommend.,2023-10-06 10:01:53
+191,Alphabet (Google),191,User_191,Neutral,It was okay.,2023-02-14 10:01:53
+192,Alphabet (Google),192,User_192,Neutral,Nothing special but not bad.,2023-07-31 10:01:53
+193,Alphabet (Google),193,User_193,Neutral,Average experience.,2023-09-29 10:01:53
+194,Alphabet (Google),194,User_194,Neutral,Nothing to complain about.,2023-06-20 10:01:53
+195,Alphabet (Google),195,User_195,Neutral,Met my expectations.,2023-04-26 10:01:53
+196,Alphabet (Google),196,User_196,Positive,Incredible service!,2023-12-20 10:01:53
+197,Alphabet (Google),197,User_197,Positive,Loving the new product.,2023-05-14 10:01:53
+198,Alphabet (Google),198,User_198,Positive,Fantastic experience!,2023-08-16 10:01:53
+199,Alphabet (Google),199,User_199,Positive,Very satisfied with the results.,2023-11-01 10:01:53
+200,Alphabet (Google),200,User_200,Positive,Exceeds my expectations.,2023-08-09 10:01:53
+201,Alphabet (Google),201,User_201,Negative,Very disappointed!,2023-01-29 10:01:53
+202,Alphabet (Google),202,User_202,Negative,Poor customer service.,2023-03-13 10:01:53
+203,Alphabet (Google),203,User_203,Negative,Not worth the money.,2023-09-21 10:01:53
+204,Alphabet (Google),204,User_204,Negative,Had a bad experience.,2023-08-27 10:01:53
+205,Alphabet (Google),205,User_205,Negative,Would not recommend.,2023-07-28 10:01:53
+206,Alphabet (Google),206,User_206,Neutral,It was okay.,2023-10-23 10:01:53
+207,Alphabet (Google),207,User_207,Neutral,Nothing special but not bad.,2023-08-07 10:01:53
+208,Alphabet (Google),208,User_208,Neutral,Average experience.,2023-07-13 10:01:53
+209,Alphabet (Google),209,User_209,Neutral,Nothing to complain about.,2023-07-21 10:01:53
+210,Alphabet (Google),210,User_210,Neutral,Met my expectations.,2023-08-08 10:01:53
+211,Facebook,211,User_211,Positive,Incredible service!,2023-02-17 10:01:53
+212,Facebook,212,User_212,Positive,Loving the new product.,2023-02-06 10:01:53
+213,Facebook,213,User_213,Positive,Fantastic experience!,2023-01-16 10:01:53
+214,Facebook,214,User_214,Positive,Very satisfied with the results.,2023-04-19 10:01:53
+215,Facebook,215,User_215,Positive,Exceeds my expectations.,2023-08-05 10:01:53
+216,Facebook,216,User_216,Negative,Very disappointed!,2023-05-23 10:01:53
+217,Facebook,217,User_217,Negative,Poor customer service.,2023-07-06 10:01:53
+218,Facebook,218,User_218,Negative,Not worth the money.,2023-05-10 10:01:53
+219,Facebook,219,User_219,Negative,Had a bad experience.,2023-06-10 10:01:53
+220,Facebook,220,User_220,Negative,Would not recommend.,2023-04-26 10:01:53
+221,Facebook,221,User_221,Neutral,It was okay.,2023-09-20 10:01:53
+222,Facebook,222,User_222,Neutral,Nothing special but not bad.,2023-02-01 10:01:53
+223,Facebook,223,User_223,Neutral,Average experience.,2023-08-10 10:01:53
+224,Facebook,224,User_224,Neutral,Nothing to complain about.,2023-06-05 10:01:53
+225,Facebook,225,User_225,Neutral,Met my expectations.,2023-11-10 10:01:53
+226,Facebook,226,User_226,Positive,Incredible service!,2023-11-08 10:01:53
+227,Facebook,227,User_227,Positive,Loving the new product.,2023-06-28 10:01:53
+228,Facebook,228,User_228,Positive,Fantastic experience!,2023-06-02 10:01:53
+229,Facebook,229,User_229,Positive,Very satisfied with the results.,2023-02-03 10:01:53
+230,Facebook,230,User_230,Positive,Exceeds my expectations.,2023-03-13 10:01:53
+231,Facebook,231,User_231,Negative,Very disappointed!,2023-02-09 10:01:53
+232,Facebook,232,User_232,Negative,Poor customer service.,2023-10-27 10:01:53
+233,Facebook,233,User_233,Negative,Not worth the money.,2023-03-19 10:01:53
+234,Facebook,234,User_234,Negative,Had a bad experience.,2023-10-29 10:01:53
+235,Facebook,235,User_235,Negative,Would not recommend.,2023-11-03 10:01:53
+236,Facebook,236,User_236,Neutral,It was okay.,2023-08-11 10:01:53
+237,Facebook,237,User_237,Neutral,Nothing special but not bad.,2024-01-04 10:01:53
+238,Facebook,238,User_238,Neutral,Average experience.,2023-09-21 10:01:53
+239,Facebook,239,User_239,Neutral,Nothing to complain about.,2023-10-19 10:01:53
+240,Facebook,240,User_240,Neutral,Met my expectations.,2023-09-27 10:01:53
+241,JPMorgan Chase,241,User_241,Positive,Incredible service!,2023-02-01 10:01:53
+242,JPMorgan Chase,242,User_242,Positive,Loving the new product.,2023-07-23 10:01:53
+243,JPMorgan Chase,243,User_243,Positive,Fantastic experience!,2023-03-07 10:01:53
+244,JPMorgan Chase,244,User_244,Positive,Very satisfied with the results.,2023-12-12 10:01:53
+245,JPMorgan Chase,245,User_245,Positive,Exceeds my expectations.,2023-12-24 10:01:53
+246,JPMorgan Chase,246,User_246,Negative,Very disappointed!,2023-02-18 10:01:53
+247,JPMorgan Chase,247,User_247,Negative,Poor customer service.,2023-10-22 10:01:53
+248,JPMorgan Chase,248,User_248,Negative,Not worth the money.,2023-04-03 10:01:53
+249,JPMorgan Chase,249,User_249,Negative,Had a bad experience.,2023-02-07 10:01:53
+250,JPMorgan Chase,250,User_250,Negative,Would not recommend.,2023-05-18 10:01:53
+251,JPMorgan Chase,251,User_251,Neutral,It was okay.,2023-08-25 10:01:53
+252,JPMorgan Chase,252,User_252,Neutral,Nothing special but not bad.,2023-09-17 10:01:53
+253,JPMorgan Chase,253,User_253,Neutral,Average experience.,2023-02-10 10:01:53
+254,JPMorgan Chase,254,User_254,Neutral,Nothing to complain about.,2023-09-18 10:01:53
+255,JPMorgan Chase,255,User_255,Neutral,Met my expectations.,2023-10-22 10:01:53
+256,JPMorgan Chase,256,User_256,Positive,Incredible service!,2023-07-21 10:01:53
+257,JPMorgan Chase,257,User_257,Positive,Loving the new product.,2023-09-16 10:01:53
+258,JPMorgan Chase,258,User_258,Positive,Fantastic experience!,2023-03-26 10:01:53
+259,JPMorgan Chase,259,User_259,Positive,Very satisfied with the results.,2023-05-21 10:01:53
+260,JPMorgan Chase,260,User_260,Positive,Exceeds my expectations.,2023-07-13 10:01:53
+261,JPMorgan Chase,261,User_261,Negative,Very disappointed!,2023-05-14 10:01:53
+262,JPMorgan Chase,262,User_262,Negative,Poor customer service.,2023-08-02 10:01:53
+263,JPMorgan Chase,263,User_263,Negative,Not worth the money.,2023-10-23 10:01:53
+264,JPMorgan Chase,264,User_264,Negative,Had a bad experience.,2023-12-18 10:01:53
+265,JPMorgan Chase,265,User_265,Negative,Would not recommend.,2023-06-22 10:01:53
+266,JPMorgan Chase,266,User_266,Neutral,It was okay.,2023-10-24 10:01:53
+267,JPMorgan Chase,267,User_267,Neutral,Nothing special but not bad.,2023-06-30 10:01:53
+268,JPMorgan Chase,268,User_268,Neutral,Average experience.,2023-01-30 10:01:53
+269,JPMorgan Chase,269,User_269,Neutral,Nothing to complain about.,2023-11-24 10:01:53
+270,JPMorgan Chase,270,User_270,Neutral,Met my expectations.,2023-12-30 10:01:53
+271,Johnson & Johnson,271,User_271,Positive,Incredible service!,2023-10-23 10:01:53
+272,Johnson & Johnson,272,User_272,Positive,Loving the new product.,2023-04-29 10:01:53
+273,Johnson & Johnson,273,User_273,Positive,Fantastic experience!,2023-10-18 10:01:53
+274,Johnson & Johnson,274,User_274,Positive,Very satisfied with the results.,2023-02-03 10:01:53
+275,Johnson & Johnson,275,User_275,Positive,Exceeds my expectations.,2023-09-03 10:01:53
+276,Johnson & Johnson,276,User_276,Negative,Very disappointed!,2023-10-21 10:01:53
+277,Johnson & Johnson,277,User_277,Negative,Poor customer service.,2023-05-31 10:01:53
+278,Johnson & Johnson,278,User_278,Negative,Not worth the money.,2023-10-05 10:01:53
+279,Johnson & Johnson,279,User_279,Negative,Had a bad experience.,2023-08-14 10:01:53
+280,Johnson & Johnson,280,User_280,Negative,Would not recommend.,2023-12-11 10:01:53
+281,Johnson & Johnson,281,User_281,Neutral,It was okay.,2023-01-07 10:01:53
+282,Johnson & Johnson,282,User_282,Neutral,Nothing special but not bad.,2023-03-15 10:01:53
+283,Johnson & Johnson,283,User_283,Neutral,Average experience.,2023-12-28 10:01:53
+284,Johnson & Johnson,284,User_284,Neutral,Nothing to complain about.,2023-02-18 10:01:53
+285,Johnson & Johnson,285,User_285,Neutral,Met my expectations.,2023-09-15 10:01:53
+286,Johnson & Johnson,286,User_286,Positive,Incredible service!,2023-11-23 10:01:53
+287,Johnson & Johnson,287,User_287,Positive,Loving the new product.,2023-04-26 10:01:53
+288,Johnson & Johnson,288,User_288,Positive,Fantastic experience!,2023-04-06 10:01:53
+289,Johnson & Johnson,289,User_289,Positive,Very satisfied with the results.,2023-12-12 10:01:53
+290,Johnson & Johnson,290,User_290,Positive,Exceeds my expectations.,2023-02-13 10:01:53
+291,Johnson & Johnson,291,User_291,Negative,Very disappointed!,2023-06-04 10:01:53
+292,Johnson & Johnson,292,User_292,Negative,Poor customer service.,2023-05-30 10:01:53
+293,Johnson & Johnson,293,User_293,Negative,Not worth the money.,2023-07-22 10:01:53
+294,Johnson & Johnson,294,User_294,Negative,Had a bad experience.,2023-10-06 10:01:53
+295,Johnson & Johnson,295,User_295,Negative,Would not recommend.,2023-12-19 10:01:53
+296,Johnson & Johnson,296,User_296,Neutral,It was okay.,2023-02-17 10:01:53
+297,Johnson & Johnson,297,User_297,Neutral,Nothing special but not bad.,2023-03-29 10:01:53
+298,Johnson & Johnson,298,User_298,Neutral,Average experience.,2023-10-29 10:01:53
+299,Johnson & Johnson,299,User_299,Neutral,Nothing to complain about.,2023-04-08 10:01:53
+300,Johnson & Johnson,300,User_300,Neutral,Met my expectations.,2023-06-28 10:01:53
+301,MTN Rwanda,301,User_301,Positive,Thrilled with MTN Rwanda's reliable service. Never had a dropped call! #ConnectivityMatters,06/10/2023 15:30:19
+302,MTN Rwanda,302,User_302,Neutral,MTN Rwanda now has over 7 million subscribers. Big numbers for the local market! #TelecomNews,03/06/2023 11:12:03
+303,MTN Rwanda,303,User_303,Negative,Frustrated with the data speeds on MTN Rwanda today. Anyone else experiencing this? #InternetWoes,07/04/2023 18:50:08
+304,MTN Rwanda,304,User_304,Positive,Impressive customer service at MTN Rwanda's Nyarutarama branch. Kudos to the team! #CustomerFirst,05/28/2023 12:53:25
+305,MTN Rwanda,305,User_305,Neutral,MTN Rwanda's CEO announces plans to expand IT services. Interesting development. #TechUpdate,09/04/2023 19:27:46
+306,MTN Rwanda,306,User_306,Negative,Why are MTN Rwanda's tariffs rising again? Hard for regular customers to keep up. #PriceHike,05/10/2023 14:52:01
+307,MTN Rwanda,307,User_307,Positive,MTN Rwanda's eco-friendly initiative is commendable. Love companies that care for the environment. #GreenTelecom,06/16/2023 19:52:30
+308,MTN Rwanda,308,User_308,Neutral,MTN Rwanda listed on the Rwanda Stock Exchange. A significant move for the company. #MarketWatch,06/26/2023 12:17:01
+309,MTN Rwanda,309,User_309,Negative,Experienced poor network coverage with MTN Rwanda in rural areas. Needs improvement. #ConnectivityIssues,08/22/2023 21:07:35
+310,MTN Rwanda,310,User_310,Positive,Great to see MTN Rwanda's investment in local communities. Corporate responsibility at its best! #GivingBack,07/26/2023 9:42:14
+311,MTN Rwanda,311,User_311,Neutral,MTN Rwanda celebrates 25 years in the business. A long journey since 1998! #TelecomHistory,10/07/2023 4:55:17
+312,MTN Rwanda,312,User_312,Negative,Disappointed by MTN Rwanda's limited data packages. Other providers offer more. #DataDeals,08/11/2023 20:53:11
+313,MTN Rwanda,313,User_313,Positive,MTN Rwanda's mobile money service is a lifesaver. So convenient for transactions! #MobileMoney,05/28/2023 17:06:47
+314,MTN Rwanda,314,User_314,Neutral,MTN Group's influence grows as MTN Rwanda gains market share. #TelecomTrends,04/27/2023 6:17:29
+315,MTN Rwanda,315,User_315,Negative,MTN Rwanda needs to update their app. It's buggy and often crashes. #AppGlitch,11/28/2023 11:01:16
+316,MTN Rwanda,316,User_316,Positive,Loving the new MTN Rwanda data bundles. Great value for money! #DataForDays,07/21/2023 6:43:51
+317,MTN Rwanda,317,User_317,Neutral,Noticed MTN Rwanda is focusing more on IT services. A strategic pivot? #BusinessStrategy,06/05/2023 8:06:59
+318,MTN Rwanda,318,User_318,Negative,MTN Rwanda's signal strength in my area has been weak lately. Hope it's fixed soon. #SignalStrength,02/04/2023 20:34:48
+319,MTN Rwanda,319,User_319,Positive,MTN Rwanda's contribution to digital education is impressive. They're shaping the future! #DigitalEducation,07/19/2023 4:40:40
+320,MTN Rwanda,320,User_320,Neutral,MTN Rwanda marks 25th anniversary with a significant subscriber base. A major player in Rwanda's telecom. #Anniversary,07/03/2023 23:20:45
+321,Liquid Telecom,321,User_321,Positive,Just connected to Liquid's fibre network in Kigali. The speed is incredible! #RwandaTech,04/24/2023 14:53:46
+322,Liquid Telecom,322,User_322,Neutral,Liquid Technologies expands its network in Rwanda. Interesting times for telecom in Africa. #TechNews,11/09/2023 16:41:29
+323,Liquid Telecom,323,User_323,Negative,Experiencing connectivity issues with Liquid in Rwanda today. Anyone else? #InternetDown,01/07/2023 2:39:15
+324,Liquid Telecom,324,User_324,Positive,Impressed by the customer service at Liquid's Kigali office. Quick and helpful! #CustomerService,10/13/2023 21:29:07
+325,Liquid Telecom,325,User_325,Neutral,Liquid's cybersecurity solutions in Rwanda could be a game changer for local businesses. #CyberSecurity,05/10/2023 9:52:15
+326,Liquid Telecom,326,User_326,Negative,Why are Liquid's data plans in Rwanda more expensive than competitors? #PriceyInternet,05/04/2023 19:23:46
+327,Liquid Telecom,327,User_327,Positive,Liquid's IoT solutions are helping transform Rwanda's tech landscape. #IoTInnovation,08/28/2023 21:25:52
+328,Liquid Telecom,328,User_328,Neutral,Liquid's recent expansion in Rwanda marks a significant investment in African tech. #TechGrowth,01/12/2023 16:38:11
+329,Liquid Telecom,329,User_329,Negative,Struggling with slow speeds on Liquid's network in rural Rwanda. #SlowInternet,02/19/2023 22:51:18
+330,Liquid Telecom,330,User_330,Positive,Liquid's contribution to digital education in Rwanda is commendable. #DigitalLearning,10/10/2023 17:26:06
+331,Liquid Telecom,331,User_331,Neutral,Liquid is now a major player in Rwanda's telecom sector. Watching their next move. #TelecomTalk,06/30/2023 10:07:23
+332,Liquid Telecom,332,User_332,Negative,Frustrated by the lack of customer support from Liquid in Kigali. #CustomerServiceFail,06/25/2023 4:36:50
+333,Liquid Telecom,333,User_333,Positive,Liquid's cloud services in Rwanda are top-notch. Great for businesses! #CloudComputing,04/07/2023 19:50:35
+334,Liquid Telecom,334,User_334,Neutral,Liquid's network expansion in Rwanda could mean better connectivity across the country. #NetworkGrowth,10/25/2023 4:47:09
+335,Liquid Telecom,335,User_335,Negative,Disappointed by the limited coverage of Liquid's fibre network in my area. #CoverageIssues,06/19/2023 10:02:32
+336,Liquid Telecom,336,User_336,Positive,Liquid's managed solutions are making IT easy for businesses in Rwanda. #TechSolutions,12/20/2023 22:42:31
+337,Liquid Telecom,337,User_337,Neutral,Liquid's role in Rwanda's digital landscape is growing. What's next for them? #DigitalRwanda,05/25/2023 18:14:24
+338,Liquid Telecom,338,User_338,Negative,Experiencing frequent service interruptions with Liquid's network in Rwanda. #UnreliableService,08/11/2023 22:31:45
+339,Liquid Telecom,339,User_339,Positive,Liquid's investment in cybersecurity in Rwanda is boosting business confidence. #SecureTech,11/01/2023 14:14:47
+340,Liquid Telecom,340,User_340,Neutral,Watching Liquid's journey in transforming Rwanda's digital infrastructure. #TechTransformation,06/17/2023 3:04:13
+341,Irembo,341,User_341,Positive,Just used Irembo to renew my driving license. So convenient and quick! #DigitalRwanda,04/16/2023 21:03:43
+342,Irembo,342,User_342,Neutral,Irembo now offers over 100 online public services. A big leap for digital governance in Rwanda. #GovTech,04/09/2023 17:18:16
+343,Irembo,343,User_343,Negative,Had some issues navigating the Irembo site today. User interface could be more intuitive. #UXMatters,11/27/2023 8:36:05
+344,Irembo,344,User_344,Positive,Kudos to Irembo for digitizing public services in Rwanda. A true example of efficient e-governance. #TechProgress,3/17/2023 19:13:31
+345,Irembo,345,User_345,Neutral,Irembo's partnership with the Rwandan government is setting a new standard for public-private collaborations. #PPP,8/21/2023 6:44:36
+346,Irembo,346,User_346,Negative,Frustrating experience with delayed responses on Irembo's platform. Hope they improve their customer service. #CustomerSupport,9/23/2023 0:09:07
+347,Irembo,347,User_347,Positive,Amazing how Irembo is revolutionizing access to government services in Rwanda. Digital transformation at its best! #DigitalInnovation,07/18/2023 20:26:19
+348,Irembo,348,User_348,Neutral,Irembo is playing a critical role in Rwanda's journey to becoming a digital society. #DigitalTransformation,04/02/2023 22:56:03
+349,Irembo,349,User_349,Negative,Encountered payment issues on Irembo today. Hope they fix these glitches soon. #PaymentGateway,9/19/2023 8:43:05
+350,Irembo,350,User_350,Positive,"Irembo is a game-changer for entrepreneurs in Rwanda, simplifying government interactions. #EaseOfDoingBusiness",11/1/2023 10:43:33
+351,Irembo,351,User_351,Neutral,Irembo's growth reflects the rising trend of digital services in Africa. #AfricanTech,2/21/2023 5:59:09
+352,Irembo,352,User_352,Negative,The wait time for service completion on Irembo needs improvement. Efficiency is key! #ServiceDelay,05/03/2023 20:09:48
+353,Irembo,353,User_353,Positive,Impressed by how Irembo is enhancing digital literacy in Rwanda through its services. #TechForGood,01/03/2024 3:26:03
+354,Irembo,354,User_354,Neutral,Irembo's model could be a blueprint for other African countries aiming for digital governance. #TechModel,5/16/2023 1:24:02
+355,Irembo,355,User_355,Negative,The mobile version of Irembo's site could use some enhancements for a better user experience. #MobileUX,9/24/2023 14:16:20
+356,Irembo,356,User_356,Positive,Irembo's impact on reducing bureaucracy in Rwanda is commendable. #GovernmentInnovation,1/20/2023 7:00:29
+357,Irembo,357,User_357,Neutral,Irembo's journey from a startup to a key player in Rwanda's digital landscape is inspiring. #StartupGrowth,5/23/2023 3:16:34
+358,Irembo,358,User_358,Negative,Experienced some technical issues on Irembo's platform today. Hoping for a quick resolution. #TechGlitches,07/25/2023 21:47:42
+359,Irembo,359,User_359,Positive,Irembo is not just a platform but a catalyst for Rwanda's digital revolution. #DigitalRwanda,03/21/2023 12:03:18
+360,Irembo,360,User_360,Neutral,Watching Irembo's expansion and its role in transforming public service delivery in Rwanda. #PublicServiceInnovation,04/30/2023 7:30:12

predictions.csv

@@ -0,0 +1,361 @@
+,tweet_id,company_id,user_id,profile_name,summary,text,date,english,translated_kinyarwanda_manual,translated_kinyarwanda_google,sentiment_score
+0,1,Apple,1,User_1,Positive,Incredible service!,2023-06-26 10:01:53,,,,Neutral
+1,2,Apple,2,User_2,Positive,Loving the new product.,2023-02-21 10:01:53,,,,Positive sentiment
+2,3,Apple,3,User_3,Positive,Fantastic experience!,2023-05-02 10:01:53,,,,Positive sentiment
+3,4,Apple,4,User_4,Positive,Very satisfied with the results.,2023-07-16 10:01:53,,,,Neutral
+4,5,Apple,5,User_5,Positive,Exceeds my expectations.,2023-11-24 10:01:53,,,,Positive sentiment
+5,6,Apple,6,User_6,Negative,Very disappointed!,2023-09-13 10:01:53,,,,Neutral
+6,7,Apple,7,User_7,Negative,Poor customer service.,2023-07-19 10:01:53,,,,Negative sentiment
+7,8,Apple,8,User_8,Negative,Not worth the money.,2023-12-30 10:01:53,,,,Negative sentiment
+8,9,Apple,9,User_9,Negative,Had a bad experience.,2023-01-14 10:01:53,,,,Neutral
+9,10,Apple,10,User_10,Negative,Would not recommend.,2023-08-04 10:01:53,,,,Negative sentiment
+10,11,Apple,11,User_11,Neutral,It was okay.,2023-10-09 10:01:53,,,,Neutral
+11,12,Apple,12,User_12,Neutral,Nothing special but not bad.,2023-09-04 10:01:53,,,,Negative sentiment
+12,13,Apple,13,User_13,Neutral,Average experience.,2023-10-24 10:01:53,,,,Neutral
+13,14,Apple,14,User_14,Neutral,Nothing to complain about.,2023-04-02 10:01:53,,,,Positive sentiment
+14,15,Apple,15,User_15,Neutral,Met my expectations.,2023-03-16 10:01:53,,,,Positive sentiment
+15,16,Apple,16,User_16,Positive,Incredible service!,2023-04-03 10:01:53,,,,Positive sentiment
+16,17,Apple,17,User_17,Positive,Loving the new product.,2023-11-15 10:01:53,,,,Positive sentiment
+17,18,Apple,18,User_18,Positive,Fantastic experience!,2023-07-17 10:01:53,,,,Positive sentiment
+18,19,Apple,19,User_19,Positive,Very satisfied with the results.,2023-02-13 10:01:53,,,,Neutral
+19,20,Apple,20,User_20,Positive,Exceeds my expectations.,2023-04-02 10:01:53,,,,Positive sentiment
+20,21,Apple,21,User_21,Negative,Very disappointed!,2023-06-28 10:01:53,,,,Neutral
+21,22,Apple,22,User_22,Negative,Poor customer service.,2023-04-03 10:01:53,,,,Negative sentiment
+22,23,Apple,23,User_23,Negative,Not worth the money.,2023-12-08 10:01:53,,,,Negative sentiment
+23,24,Apple,24,User_24,Negative,Had a bad experience.,2023-06-19 10:01:53,,,,Neutral
+24,25,Apple,25,User_25,Negative,Would not recommend.,2023-01-30 10:01:53,,,,Negative sentiment
+25,26,Apple,26,User_26,Neutral,It was okay.,2023-12-04 10:01:53,,,,Neutral
+26,27,Apple,27,User_27,Neutral,Nothing special but not bad.,2023-03-18 10:01:53,,,,Neutral
+27,28,Apple,28,User_28,Neutral,Average experience.,2023-09-27 10:01:53,,,,Positive sentiment
+28,29,Apple,29,User_29,Neutral,Nothing to complain about.,2023-04-30 10:01:53,,,,Neutral
+29,30,Apple,30,User_30,Neutral,Met my expectations.,2023-09-05 10:01:53,,,,Neutral
+30,31,Walmart,31,User_31,Positive,Incredible service!,2023-07-21 10:01:53,,,,Positive sentiment
+31,32,Walmart,32,User_32,Positive,Loving the new product.,2023-12-06 10:01:53,,,,Positive sentiment
+32,33,Walmart,33,User_33,Positive,Fantastic experience!,2023-12-09 10:01:53,,,,Positive sentiment
+33,34,Walmart,34,User_34,Positive,Very satisfied with the results.,2023-04-14 10:01:53,,,,Neutral
+34,35,Walmart,35,User_35,Positive,Exceeds my expectations.,2023-07-01 10:01:53,,,,Positive sentiment
+35,36,Walmart,36,User_36,Negative,Very disappointed!,2023-09-05 10:01:53,,,,Neutral
+36,37,Walmart,37,User_37,Negative,Poor customer service.,2023-10-17 10:01:53,,,,Negative sentiment
+37,38,Walmart,38,User_38,Negative,Not worth the money.,2023-06-01 10:01:53,,,,Negative sentiment
+38,39,Walmart,39,User_39,Negative,Had a bad experience.,2023-06-01 10:01:53,,,,Neutral
+39,40,Walmart,40,User_40,Negative,Would not recommend.,2023-10-20 10:01:53,,,,Negative sentiment
+40,41,Walmart,41,User_41,Neutral,It was okay.,2023-09-27 10:01:53,,,,Neutral
+41,42,Walmart,42,User_42,Neutral,Nothing special but not bad.,2023-07-09 10:01:53,,,,Positive sentiment
+42,43,Walmart,43,User_43,Neutral,Average experience.,2023-05-12 10:01:53,,,,Positive sentiment
+43,44,Walmart,44,User_44,Neutral,Nothing to complain about.,2023-02-06 10:01:53,,,,Positive sentiment
+44,45,Walmart,45,User_45,Neutral,Met my expectations.,2023-02-05 10:01:53,,,,Positive sentiment
+45,46,Walmart,46,User_46,Positive,Incredible service!,2023-07-26 10:01:53,,,,Positive sentiment
+46,47,Walmart,47,User_47,Positive,Loving the new product.,2023-09-06 10:01:53,,,,Positive sentiment
+47,48,Walmart,48,User_48,Positive,Fantastic experience!,2023-06-05 10:01:53,,,,Positive sentiment
+48,49,Walmart,49,User_49,Positive,Very satisfied with the results.,2023-06-17 10:01:53,,,,Neutral
+49,50,Walmart,50,User_50,Positive,Exceeds my expectations.,2023-07-07 10:01:53,,,,Positive sentiment
+50,51,Walmart,51,User_51,Negative,Very disappointed!,2023-02-02 10:01:53,,,,Neutral
+51,52,Walmart,52,User_52,Negative,Poor customer service.,2023-10-22 10:01:53,,,,Negative sentiment
+52,53,Walmart,53,User_53,Negative,Not worth the money.,2023-05-13 10:01:53,,,,Negative sentiment
+53,54,Walmart,54,User_54,Negative,Had a bad experience.,2023-05-13 10:01:53,,,,Neutral
+54,55,Walmart,55,User_55,Negative,Would not recommend.,2023-02-27 10:01:53,,,,Negative sentiment
+55,56,Walmart,56,User_56,Neutral,It was okay.,2023-02-12 10:01:53,,,,Positive sentiment
+56,57,Walmart,57,User_57,Neutral,Nothing special but not bad.,2023-09-06 10:01:53,,,,Neutral
+57,58,Walmart,58,User_58,Neutral,Average experience.,2023-10-05 10:01:53,,,,Positive sentiment
+58,59,Walmart,59,User_59,Neutral,Nothing to complain about.,2023-12-06 10:01:53,,,,Positive sentiment
+59,60,Walmart,60,User_60,Neutral,Met my expectations.,2023-04-20 10:01:53,,,,Neutral
+60,61,Amazon,61,User_61,Positive,Incredible service!,2023-02-16 10:01:53,,,,Positive sentiment
+61,62,Amazon,62,User_62,Positive,Loving the new product.,2023-02-05 10:01:53,,,,Positive sentiment
+62,63,Amazon,63,User_63,Positive,Fantastic experience!,2023-09-19 10:01:53,,,,Positive sentiment
+63,64,Amazon,64,User_64,Positive,Very satisfied with the results.,2023-11-22 10:01:53,,,,Neutral
+64,65,Amazon,65,User_65,Positive,Exceeds my expectations.,2023-03-03 10:01:53,,,,Positive sentiment
+65,66,Amazon,66,User_66,Negative,Very disappointed!,2023-10-23 10:01:53,,,,Neutral
+66,67,Amazon,67,User_67,Negative,Poor customer service.,2023-12-29 10:01:53,,,,Negative sentiment
+67,68,Amazon,68,User_68,Negative,Not worth the money.,2023-05-04 10:01:53,,,,Negative sentiment
+68,69,Amazon,69,User_69,Negative,Had a bad experience.,2023-09-29 10:01:53,,,,Neutral
+69,70,Amazon,70,User_70,Negative,Would not recommend.,2023-03-28 10:01:53,,,,Negative sentiment
+70,71,Amazon,71,User_71,Neutral,It was okay.,2023-04-06 10:01:53,,,,Neutral
+71,72,Amazon,72,User_72,Neutral,Nothing special but not bad.,2023-04-14 10:01:53,,,,Positive sentiment
+72,73,Amazon,73,User_73,Neutral,Average experience.,2023-02-27 10:01:53,,,,Positive sentiment
+73,74,Amazon,74,User_74,Neutral,Nothing to complain about.,2023-05-06 10:01:53,,,,Positive sentiment
+74,75,Amazon,75,User_75,Neutral,Met my expectations.,2023-03-30 10:01:53,,,,Positive sentiment
+75,76,Amazon,76,User_76,Positive,Incredible service!,2023-07-27 10:01:53,,,,Positive sentiment
+76,77,Amazon,77,User_77,Positive,Loving the new product.,2023-11-25 10:01:53,,,,Positive sentiment
+77,78,Amazon,78,User_78,Positive,Fantastic experience!,2023-09-24 10:01:53,,,,Positive sentiment
+78,79,Amazon,79,User_79,Positive,Very satisfied with the results.,2023-02-21 10:01:53,,,,Neutral
+79,80,Amazon,80,User_80,Positive,Exceeds my expectations.,2023-05-12 10:01:53,,,,Positive sentiment
+80,81,Amazon,81,User_81,Negative,Very disappointed!,2023-05-16 10:01:53,,,,Neutral
+81,82,Amazon,82,User_82,Negative,Poor customer service.,2023-12-27 10:01:53,,,,Negative sentiment
+82,83,Amazon,83,User_83,Negative,Not worth the money.,2023-07-04 10:01:53,,,,Negative sentiment
+83,84,Amazon,84,User_84,Negative,Had a bad experience.,2023-12-05 10:01:53,,,,Neutral
+84,85,Amazon,85,User_85,Negative,Would not recommend.,2023-05-28 10:01:53,,,,Negative sentiment
+85,86,Amazon,86,User_86,Neutral,It was okay.,2023-06-02 10:01:53,,,,Neutral
+86,87,Amazon,87,User_87,Neutral,Nothing special but not bad.,2023-08-20 10:01:53,,,,Positive sentiment
+87,88,Amazon,88,User_88,Neutral,Average experience.,2023-10-11 10:01:53,,,,Positive sentiment
+88,89,Amazon,89,User_89,Neutral,Nothing to complain about.,2023-07-31 10:01:53,,,,Positive sentiment
+89,90,Amazon,90,User_90,Neutral,Met my expectations.,2023-12-12 10:01:53,,,,Neutral
+90,91,ExxonMobil,91,User_91,Positive,Incredible service!,2023-02-22 10:01:53,,,,Positive sentiment
+91,92,ExxonMobil,92,User_92,Positive,Loving the new product.,2023-11-06 10:01:53,,,,Positive sentiment
+92,93,ExxonMobil,93,User_93,Positive,Fantastic experience!,2023-03-15 10:01:53,,,,Positive sentiment
+93,94,ExxonMobil,94,User_94,Positive,Very satisfied with the results.,2023-06-23 10:01:53,,,,Neutral
+94,95,ExxonMobil,95,User_95,Positive,Exceeds my expectations.,2023-06-17 10:01:53,,,,Positive sentiment
+95,96,ExxonMobil,96,User_96,Negative,Very disappointed!,2023-04-10 10:01:53,,,,Neutral
+96,97,ExxonMobil,97,User_97,Negative,Poor customer service.,2023-07-21 10:01:53,,,,Negative sentiment
+97,98,ExxonMobil,98,User_98,Negative,Not worth the money.,2023-04-09 10:01:53,,,,Negative sentiment
+98,99,ExxonMobil,99,User_99,Negative,Had a bad experience.,2023-09-18 10:01:53,,,,Neutral
+99,100,ExxonMobil,100,User_100,Negative,Would not recommend.,2023-07-02 10:01:53,,,,Negative sentiment
+100,101,ExxonMobil,101,User_101,Neutral,It was okay.,2023-10-24 10:01:53,,,,Positive sentiment
+101,102,ExxonMobil,102,User_102,Neutral,Nothing special but not bad.,2023-11-05 10:01:53,,,,Neutral
+102,103,ExxonMobil,103,User_103,Neutral,Average experience.,2023-12-20 10:01:53,,,,Positive sentiment
+103,104,ExxonMobil,104,User_104,Neutral,Nothing to complain about.,2023-04-13 10:01:53,,,,Positive sentiment
+104,105,ExxonMobil,105,User_105,Neutral,Met my expectations.,2023-02-16 10:01:53,,,,Positive sentiment
+105,106,ExxonMobil,106,User_106,Positive,Incredible service!,2023-07-25 10:01:53,,,,Positive sentiment
+106,107,ExxonMobil,107,User_107,Positive,Loving the new product.,2023-01-05 10:01:53,,,,Positive sentiment
+107,108,ExxonMobil,108,User_108,Positive,Fantastic experience!,2023-02-17 10:01:53,,,,Positive sentiment
+108,109,ExxonMobil,109,User_109,Positive,Very satisfied with the results.,2023-01-28 10:01:53,,,,Neutral
+109,110,ExxonMobil,110,User_110,Positive,Exceeds my expectations.,2023-07-11 10:01:53,,,,Positive sentiment
+110,111,ExxonMobil,111,User_111,Negative,Very disappointed!,2023-05-15 10:01:53,,,,Neutral
+111,112,ExxonMobil,112,User_112,Negative,Poor customer service.,2023-04-13 10:01:53,,,,Negative sentiment
+112,113,ExxonMobil,113,User_113,Negative,Not worth the money.,2023-03-08 10:01:53,,,,Negative sentiment
+113,114,ExxonMobil,114,User_114,Negative,Had a bad experience.,2023-08-15 10:01:53,,,,Neutral
+114,115,ExxonMobil,115,User_115,Negative,Would not recommend.,2023-05-08 10:01:53,,,,Negative sentiment
+115,116,ExxonMobil,116,User_116,Neutral,It was okay.,2023-03-28 10:01:53,,,,Neutral
+116,117,ExxonMobil,117,User_117,Neutral,Nothing special but not bad.,2023-08-20 10:01:53,,,,Positive sentiment
+117,118,ExxonMobil,118,User_118,Neutral,Average experience.,2023-06-02 10:01:53,,,,Neutral
+118,119,ExxonMobil,119,User_119,Neutral,Nothing to complain about.,2023-08-02 10:01:53,,,,Positive sentiment
+119,120,ExxonMobil,120,User_120,Neutral,Met my expectations.,2023-02-24 10:01:53,,,,Positive sentiment
+120,121,CVS Health,121,User_121,Positive,Incredible service!,2023-10-02 10:01:53,,,,Positive sentiment
+121,122,CVS Health,122,User_122,Positive,Loving the new product.,2023-02-15 10:01:53,,,,Positive sentiment
+122,123,CVS Health,123,User_123,Positive,Fantastic experience!,2023-03-04 10:01:53,,,,Positive sentiment
+123,124,CVS Health,124,User_124,Positive,Very satisfied with the results.,2023-07-17 10:01:53,,,,Neutral
+124,125,CVS Health,125,User_125,Positive,Exceeds my expectations.,2023-02-10 10:01:53,,,,Positive sentiment
+125,126,CVS Health,126,User_126,Negative,Very disappointed!,2023-09-28 10:01:53,,,,Neutral
+126,127,CVS Health,127,User_127,Negative,Poor customer service.,2023-04-01 10:01:53,,,,Negative sentiment
+127,128,CVS Health,128,User_128,Negative,Not worth the money.,2023-02-17 10:01:53,,,,Neutral
+128,129,CVS Health,129,User_129,Negative,Had a bad experience.,2023-12-31 10:01:53,,,,Neutral
+129,130,CVS Health,130,User_130,Negative,Would not recommend.,2023-01-16 10:01:53,,,,Negative sentiment
+130,131,CVS Health,131,User_131,Neutral,It was okay.,2023-09-20 10:01:53,,,,Neutral
+131,132,CVS Health,132,User_132,Neutral,Nothing special but not bad.,2023-11-08 10:01:53,,,,Neutral
+132,133,CVS Health,133,User_133,Neutral,Average experience.,2023-03-26 10:01:53,,,,Neutral
+133,134,CVS Health,134,User_134,Neutral,Nothing to complain about.,2023-02-06 10:01:53,,,,Negative sentiment
+134,135,CVS Health,135,User_135,Neutral,Met my expectations.,2023-07-06 10:01:53,,,,Neutral
+135,136,CVS Health,136,User_136,Positive,Incredible service!,2023-05-13 10:01:53,,,,Neutral
+136,137,CVS Health,137,User_137,Positive,Loving the new product.,2023-10-26 10:01:53,,,,Positive sentiment
+137,138,CVS Health,138,User_138,Positive,Fantastic experience!,2023-10-07 10:01:53,,,,Positive sentiment
+138,139,CVS Health,139,User_139,Positive,Very satisfied with the results.,2023-06-28 10:01:53,,,,Neutral
+139,140,CVS Health,140,User_140,Positive,Exceeds my expectations.,2023-02-16 10:01:53,,,,Positive sentiment
+140,141,CVS Health,141,User_141,Negative,Very disappointed!,2023-07-08 10:01:53,,,,Neutral
+141,142,CVS Health,142,User_142,Negative,Poor customer service.,2023-03-23 10:01:53,,,,Negative sentiment
+142,143,CVS Health,143,User_143,Negative,Not worth the money.,2023-10-18 10:01:53,,,,Negative sentiment
+143,144,CVS Health,144,User_144,Negative,Had a bad experience.,2023-10-12 10:01:53,,,,Neutral
+144,145,CVS Health,145,User_145,Negative,Would not recommend.,2023-05-10 10:01:53,,,,Negative sentiment
+145,146,CVS Health,146,User_146,Neutral,It was okay.,2023-09-20 10:01:53,,,,Neutral
+146,147,CVS Health,147,User_147,Neutral,Nothing special but not bad.,2023-01-08 10:01:53,,,,Neutral
+147,148,CVS Health,148,User_148,Neutral,Average experience.,2023-04-09 10:01:53,,,,Positive sentiment
+148,149,CVS Health,149,User_149,Neutral,Nothing to complain about.,2023-08-19 10:01:53,,,,Positive sentiment
+149,150,CVS Health,150,User_150,Neutral,Met my expectations.,2024-01-03 10:01:53,,,,Positive sentiment
+150,151,Berkshire Hathaway,151,User_151,Positive,Incredible service!,2023-10-01 10:01:53,,,,Positive sentiment
+151,152,Berkshire Hathaway,152,User_152,Positive,Loving the new product.,2023-10-28 10:01:53,,,,Neutral
+152,153,Berkshire Hathaway,153,User_153,Positive,Fantastic experience!,2023-11-29 10:01:53,,,,Positive sentiment
+153,154,Berkshire Hathaway,154,User_154,Positive,Very satisfied with the results.,2023-01-24 10:01:53,,,,Neutral
+154,155,Berkshire Hathaway,155,User_155,Positive,Exceeds my expectations.,2023-04-10 10:01:53,,,,Positive sentiment
+155,156,Berkshire Hathaway,156,User_156,Negative,Very disappointed!,2023-11-29 10:01:53,,,,Neutral
+156,157,Berkshire Hathaway,157,User_157,Negative,Poor customer service.,2023-09-10 10:01:53,,,,Negative sentiment
+157,158,Berkshire Hathaway,158,User_158,Negative,Not worth the money.,2023-07-04 10:01:53,,,,Negative sentiment
+158,159,Berkshire Hathaway,159,User_159,Negative,Had a bad experience.,2023-11-24 10:01:53,,,,Neutral
+159,160,Berkshire Hathaway,160,User_160,Negative,Would not recommend.,2023-11-18 10:01:53,,,,Negative sentiment
+160,161,Berkshire Hathaway,161,User_161,Neutral,It was okay.,2023-10-02 10:01:53,,,,Neutral
+161,162,Berkshire Hathaway,162,User_162,Neutral,Nothing special but not bad.,2023-12-23 10:01:53,,,,Positive sentiment
+162,163,Berkshire Hathaway,163,User_163,Neutral,Average experience.,2023-09-22 10:01:53,,,,Positive sentiment
+163,164,Berkshire Hathaway,164,User_164,Neutral,Nothing to complain about.,2023-08-30 10:01:53,,,,Positive sentiment
+164,165,Berkshire Hathaway,165,User_165,Neutral,Met my expectations.,2023-05-24 10:01:53,,,,Positive sentiment
+165,166,Berkshire Hathaway,166,User_166,Positive,Incredible service!,2023-04-01 10:01:53,,,,Positive sentiment
+166,167,Berkshire Hathaway,167,User_167,Positive,Loving the new product.,2023-04-24 10:01:53,,,,Positive sentiment
+167,168,Berkshire Hathaway,168,User_168,Positive,Fantastic experience!,2023-12-02 10:01:53,,,,Positive sentiment
+168,169,Berkshire Hathaway,169,User_169,Positive,Very satisfied with the results.,2023-07-08 10:01:53,,,,Neutral
+169,170,Berkshire Hathaway,170,User_170,Positive,Exceeds my expectations.,2023-01-21 10:01:53,,,,Positive sentiment
+170,171,Berkshire Hathaway,171,User_171,Negative,Very disappointed!,2023-06-06 10:01:53,,,,Neutral
+171,172,Berkshire Hathaway,172,User_172,Negative,Poor customer service.,2023-06-03 10:01:53,,,,Negative sentiment
+172,173,Berkshire Hathaway,173,User_173,Negative,Not worth the money.,2023-04-25 10:01:53,,,,Negative sentiment
+173,174,Berkshire Hathaway,174,User_174,Negative,Had a bad experience.,2023-01-30 10:01:53,,,,Neutral
+174,175,Berkshire Hathaway,175,User_175,Negative,Would not recommend.,2023-05-02 10:01:53,,,,Negative sentiment
+175,176,Berkshire Hathaway,176,User_176,Neutral,It was okay.,2023-03-29 10:01:53,,,,Neutral
+176,177,Berkshire Hathaway,177,User_177,Neutral,Nothing special but not bad.,2023-06-15 10:01:53,,,,Positive sentiment
+177,178,Berkshire Hathaway,178,User_178,Neutral,Average experience.,2023-12-31 10:01:53,,,,Neutral
+178,179,Berkshire Hathaway,179,User_179,Neutral,Nothing to complain about.,2023-08-21 10:01:53,,,,Positive sentiment
+179,180,Berkshire Hathaway,180,User_180,Neutral,Met my expectations.,2023-09-13 10:01:53,,,,Positive sentiment
+180,181,Alphabet (Google),181,User_181,Positive,Incredible service!,2023-05-06 10:01:53,,,,Positive sentiment
+181,182,Alphabet (Google),182,User_182,Positive,Loving the new product.,2023-11-27 10:01:53,,,,Positive sentiment
+182,183,Alphabet (Google),183,User_183,Positive,Fantastic experience!,2023-10-19 10:01:53,,,,Positive sentiment
+183,184,Alphabet (Google),184,User_184,Positive,Very satisfied with the results.,2023-01-18 10:01:53,,,,Neutral
+184,185,Alphabet (Google),185,User_185,Positive,Exceeds my expectations.,2023-11-28 10:01:53,,,,Positive sentiment
+185,186,Alphabet (Google),186,User_186,Negative,Very disappointed!,2023-07-08 10:01:53,,,,Neutral
+186,187,Alphabet (Google),187,User_187,Negative,Poor customer service.,2023-06-06 10:01:53,,,,Negative sentiment
+187,188,Alphabet (Google),188,User_188,Negative,Not worth the money.,2023-03-25 10:01:53,,,,Negative sentiment
+188,189,Alphabet (Google),189,User_189,Negative,Had a bad experience.,2023-02-15 10:01:53,,,,Neutral
+189,190,Alphabet (Google),190,User_190,Negative,Would not recommend.,2023-10-06 10:01:53,,,,Negative sentiment
+190,191,Alphabet (Google),191,User_191,Neutral,It was okay.,2023-02-14 10:01:53,,,,Neutral
+191,192,Alphabet (Google),192,User_192,Neutral,Nothing special but not bad.,2023-07-31 10:01:53,,,,Positive sentiment
+192,193,Alphabet (Google),193,User_193,Neutral,Average experience.,2023-09-29 10:01:53,,,,Neutral
+193,194,Alphabet (Google),194,User_194,Neutral,Nothing to complain about.,2023-06-20 10:01:53,,,,Neutral
+194,195,Alphabet (Google),195,User_195,Neutral,Met my expectations.,2023-04-26 10:01:53,,,,Positive sentiment
+195,196,Alphabet (Google),196,User_196,Positive,Incredible service!,2023-12-20 10:01:53,,,,Positive sentiment
+196,197,Alphabet (Google),197,User_197,Positive,Loving the new product.,2023-05-14 10:01:53,,,,Positive sentiment
+197,198,Alphabet (Google),198,User_198,Positive,Fantastic experience!,2023-08-16 10:01:53,,,,Positive sentiment
+198,199,Alphabet (Google),199,User_199,Positive,Very satisfied with the results.,2023-11-01 10:01:53,,,,Neutral
+199,200,Alphabet (Google),200,User_200,Positive,Exceeds my expectations.,2023-08-09 10:01:53,,,,Positive sentiment
+200,201,Alphabet (Google),201,User_201,Negative,Very disappointed!,2023-01-29 10:01:53,,,,Neutral
+201,202,Alphabet (Google),202,User_202,Negative,Poor customer service.,2023-03-13 10:01:53,,,,Negative sentiment
+202,203,Alphabet (Google),203,User_203,Negative,Not worth the money.,2023-09-21 10:01:53,,,,Negative sentiment
+203,204,Alphabet (Google),204,User_204,Negative,Had a bad experience.,2023-08-27 10:01:53,,,,Neutral
+204,205,Alphabet (Google),205,User_205,Negative,Would not recommend.,2023-07-28 10:01:53,,,,Negative sentiment
+205,206,Alphabet (Google),206,User_206,Neutral,It was okay.,2023-10-23 10:01:53,,,,Neutral
+206,207,Alphabet (Google),207,User_207,Neutral,Nothing special but not bad.,2023-08-07 10:01:53,,,,Neutral
+207,208,Alphabet (Google),208,User_208,Neutral,Average experience.,2023-07-13 10:01:53,,,,Positive sentiment
+208,209,Alphabet (Google),209,User_209,Neutral,Nothing to complain about.,2023-07-21 10:01:53,,,,Neutral
+209,210,Alphabet (Google),210,User_210,Neutral,Met my expectations.,2023-08-08 10:01:53,,,,Positive sentiment
+210,211,Facebook,211,User_211,Positive,Incredible service!,2023-02-17 10:01:53,,,,Positive sentiment
+211,212,Facebook,212,User_212,Positive,Loving the new product.,2023-02-06 10:01:53,,,,Positive sentiment
+212,213,Facebook,213,User_213,Positive,Fantastic experience!,2023-01-16 10:01:53,,,,Positive sentiment
+213,214,Facebook,214,User_214,Positive,Very satisfied with the results.,2023-04-19 10:01:53,,,,Neutral
+214,215,Facebook,215,User_215,Positive,Exceeds my expectations.,2023-08-05 10:01:53,,,,Positive sentiment
+215,216,Facebook,216,User_216,Negative,Very disappointed!,2023-05-23 10:01:53,,,,Neutral
+216,217,Facebook,217,User_217,Negative,Poor customer service.,2023-07-06 10:01:53,,,,Negative sentiment
+217,218,Facebook,218,User_218,Negative,Not worth the money.,2023-05-10 10:01:53,,,,Negative sentiment
+218,219,Facebook,219,User_219,Negative,Had a bad experience.,2023-06-10 10:01:53,,,,Neutral
+219,220,Facebook,220,User_220,Negative,Would not recommend.,2023-04-26 10:01:53,,,,Negative sentiment
+220,221,Facebook,221,User_221,Neutral,It was okay.,2023-09-20 10:01:53,,,,Neutral
+221,222,Facebook,222,User_222,Neutral,Nothing special but not bad.,2023-02-01 10:01:53,,,,Positive sentiment
+222,223,Facebook,223,User_223,Neutral,Average experience.,2023-08-10 10:01:53,,,,Positive sentiment
+223,224,Facebook,224,User_224,Neutral,Nothing to complain about.,2023-06-05 10:01:53,,,,Neutral
+224,225,Facebook,225,User_225,Neutral,Met my expectations.,2023-11-10 10:01:53,,,,Positive sentiment
+225,226,Facebook,226,User_226,Positive,Incredible service!,2023-11-08 10:01:53,,,,Positive sentiment
+226,227,Facebook,227,User_227,Positive,Loving the new product.,2023-06-28 10:01:53,,,,Positive sentiment
+227,228,Facebook,228,User_228,Positive,Fantastic experience!,2023-06-02 10:01:53,,,,Positive sentiment
+228,229,Facebook,229,User_229,Positive,Very satisfied with the results.,2023-02-03 10:01:53,,,,Neutral
+229,230,Facebook,230,User_230,Positive,Exceeds my expectations.,2023-03-13 10:01:53,,,,Positive sentiment
+230,231,Facebook,231,User_231,Negative,Very disappointed!,2023-02-09 10:01:53,,,,Neutral
+231,232,Facebook,232,User_232,Negative,Poor customer service.,2023-10-27 10:01:53,,,,Negative sentiment
+232,233,Facebook,233,User_233,Negative,Not worth the money.,2023-03-19 10:01:53,,,,Negative sentiment
+233,234,Facebook,234,User_234,Negative,Had a bad experience.,2023-10-29 10:01:53,,,,Neutral
+234,235,Facebook,235,User_235,Negative,Would not recommend.,2023-11-03 10:01:53,,,,Negative sentiment
+235,236,Facebook,236,User_236,Neutral,It was okay.,2023-08-11 10:01:53,,,,Neutral
+236,237,Facebook,237,User_237,Neutral,Nothing special but not bad.,2024-01-04 10:01:53,,,,Neutral
+237,238,Facebook,238,User_238,Neutral,Average experience.,2023-09-21 10:01:53,,,,Neutral
+238,239,Facebook,239,User_239,Neutral,Nothing to complain about.,2023-10-19 10:01:53,,,,Neutral
+239,240,Facebook,240,User_240,Neutral,Met my expectations.,2023-09-27 10:01:53,,,,Positive sentiment
+240,241,JPMorgan Chase,241,User_241,Positive,Incredible service!,2023-02-01 10:01:53,,,,Positive sentiment
+241,242,JPMorgan Chase,242,User_242,Positive,Loving the new product.,2023-07-23 10:01:53,,,,Neutral
+242,243,JPMorgan Chase,243,User_243,Positive,Fantastic experience!,2023-03-07 10:01:53,,,,Positive sentiment
+243,244,JPMorgan Chase,244,User_244,Positive,Very satisfied with the results.,2023-12-12 10:01:53,,,,Neutral
+244,245,JPMorgan Chase,245,User_245,Positive,Exceeds my expectations.,2023-12-24 10:01:53,,,,Positive sentiment
+245,246,JPMorgan Chase,246,User_246,Negative,Very disappointed!,2023-02-18 10:01:53,,,,Neutral
+246,247,JPMorgan Chase,247,User_247,Negative,Poor customer service.,2023-10-22 10:01:53,,,,Negative sentiment
+247,248,JPMorgan Chase,248,User_248,Negative,Not worth the money.,2023-04-03 10:01:53,,,,Negative sentiment
+248,249,JPMorgan Chase,249,User_249,Negative,Had a bad experience.,2023-02-07 10:01:53,,,,Neutral
+249,250,JPMorgan Chase,250,User_250,Negative,Would not recommend.,2023-05-18 10:01:53,,,,Negative sentiment
+250,251,JPMorgan Chase,251,User_251,Neutral,It was okay.,2023-08-25 10:01:53,,,,Neutral
+251,252,JPMorgan Chase,252,User_252,Neutral,Nothing special but not bad.,2023-09-17 10:01:53,,,,Neutral
+252,253,JPMorgan Chase,253,User_253,Neutral,Average experience.,2023-02-10 10:01:53,,,,Positive sentiment
+253,254,JPMorgan Chase,254,User_254,Neutral,Nothing to complain about.,2023-09-18 10:01:53,,,,Neutral
+254,255,JPMorgan Chase,255,User_255,Neutral,Met my expectations.,2023-10-22 10:01:53,,,,Positive sentiment
+255,256,JPMorgan Chase,256,User_256,Positive,Incredible service!,2023-07-21 10:01:53,,,,Positive sentiment
+256,257,JPMorgan Chase,257,User_257,Positive,Loving the new product.,2023-09-16 10:01:53,,,,Positive sentiment
+257,258,JPMorgan Chase,258,User_258,Positive,Fantastic experience!,2023-03-26 10:01:53,,,,Positive sentiment
+258,259,JPMorgan Chase,259,User_259,Positive,Very satisfied with the results.,2023-05-21 10:01:53,,,,Neutral
+259,260,JPMorgan Chase,260,User_260,Positive,Exceeds my expectations.,2023-07-13 10:01:53,,,,Positive sentiment
+260,261,JPMorgan Chase,261,User_261,Negative,Very disappointed!,2023-05-14 10:01:53,,,,Neutral
+261,262,JPMorgan Chase,262,User_262,Negative,Poor customer service.,2023-08-02 10:01:53,,,,Negative sentiment
+262,263,JPMorgan Chase,263,User_263,Negative,Not worth the money.,2023-10-23 10:01:53,,,,Negative sentiment
+263,264,JPMorgan Chase,264,User_264,Negative,Had a bad experience.,2023-12-18 10:01:53,,,,Neutral
+264,265,JPMorgan Chase,265,User_265,Negative,Would not recommend.,2023-06-22 10:01:53,,,,Negative sentiment
+265,266,JPMorgan Chase,266,User_266,Neutral,It was okay.,2023-10-24 10:01:53,,,,Neutral
+266,267,JPMorgan Chase,267,User_267,Neutral,Nothing special but not bad.,2023-06-30 10:01:53,,,,Neutral
+267,268,JPMorgan Chase,268,User_268,Neutral,Average experience.,2023-01-30 10:01:53,,,,Neutral
+268,269,JPMorgan Chase,269,User_269,Neutral,Nothing to complain about.,2023-11-24 10:01:53,,,,Positive sentiment
+269,270,JPMorgan Chase,270,User_270,Neutral,Met my expectations.,2023-12-30 10:01:53,,,,Positive sentiment
+270,271,Johnson & Johnson,271,User_271,Positive,Incredible service!,2023-10-23 10:01:53,,,,Neutral
+271,272,Johnson & Johnson,272,User_272,Positive,Loving the new product.,2023-04-29 10:01:53,,,,Positive sentiment
+272,273,Johnson & Johnson,273,User_273,Positive,Fantastic experience!,2023-10-18 10:01:53,,,,Positive sentiment
+273,274,Johnson & Johnson,274,User_274,Positive,Very satisfied with the results.,2023-02-03 10:01:53,,,,Neutral
+274,275,Johnson & Johnson,275,User_275,Positive,Exceeds my expectations.,2023-09-03 10:01:53,,,,Positive sentiment
+275,276,Johnson & Johnson,276,User_276,Negative,Very disappointed!,2023-10-21 10:01:53,,,,Neutral
+276,277,Johnson & Johnson,277,User_277,Negative,Poor customer service.,2023-05-31 10:01:53,,,,Negative sentiment
+277,278,Johnson & Johnson,278,User_278,Negative,Not worth the money.,2023-10-05 10:01:53,,,,Negative sentiment
+278,279,Johnson & Johnson,279,User_279,Negative,Had a bad experience.,2023-08-14 10:01:53,,,,Neutral
+279,280,Johnson & Johnson,280,User_280,Negative,Would not recommend.,2023-12-11 10:01:53,,,,Negative sentiment
+280,281,Johnson & Johnson,281,User_281,Neutral,It was okay.,2023-01-07 10:01:53,,,,Neutral
+281,282,Johnson & Johnson,282,User_282,Neutral,Nothing special but not bad.,2023-03-15 10:01:53,,,,Positive sentiment
+282,283,Johnson & Johnson,283,User_283,Neutral,Average experience.,2023-12-28 10:01:53,,,,Neutral
+283,284,Johnson & Johnson,284,User_284,Neutral,Nothing to complain about.,2023-02-18 10:01:53,,,,Positive sentiment
+284,285,Johnson & Johnson,285,User_285,Neutral,Met my expectations.,2023-09-15 10:01:53,,,,Positive sentiment
+285,286,Johnson & Johnson,286,User_286,Positive,Incredible service!,2023-11-23 10:01:53,,,,Positive sentiment
+286,287,Johnson & Johnson,287,User_287,Positive,Loving the new product.,2023-04-26 10:01:53,,,,Neutral
+287,288,Johnson & Johnson,288,User_288,Positive,Fantastic experience!,2023-04-06 10:01:53,,,,Positive sentiment
+288,289,Johnson & Johnson,289,User_289,Positive,Very satisfied with the results.,2023-12-12 10:01:53,,,,Neutral
+289,290,Johnson & Johnson,290,User_290,Positive,Exceeds my expectations.,2023-02-13 10:01:53,,,,Positive sentiment
+290,291,Johnson & Johnson,291,User_291,Negative,Very disappointed!,2023-06-04 10:01:53,,,,Neutral
+291,292,Johnson & Johnson,292,User_292,Negative,Poor customer service.,2023-05-30 10:01:53,,,,Negative sentiment
+292,293,Johnson & Johnson,293,User_293,Negative,Not worth the money.,2023-07-22 10:01:53,,,,Negative sentiment
+293,294,Johnson & Johnson,294,User_294,Negative,Had a bad experience.,2023-10-06 10:01:53,,,,Neutral
+294,295,Johnson & Johnson,295,User_295,Negative,Would not recommend.,2023-12-19 10:01:53,,,,Negative sentiment
+295,296,Johnson & Johnson,296,User_296,Neutral,It was okay.,2023-02-17 10:01:53,,,,Neutral
+296,297,Johnson & Johnson,297,User_297,Neutral,Nothing special but not bad.,2023-03-29 10:01:53,,,,Positive sentiment
+297,298,Johnson & Johnson,298,User_298,Neutral,Average experience.,2023-10-29 10:01:53,,,,Positive sentiment
+298,299,Johnson & Johnson,299,User_299,Neutral,Nothing to complain about.,2023-04-08 10:01:53,,,,Positive sentiment
+299,300,Johnson & Johnson,300,User_300,Neutral,Met my expectations.,2023-06-28 10:01:53,,,,Positive sentiment
+300,301,MTN Rwanda,301,User_301,Positive,Thrilled with MTN Rwanda's reliable service. Never had a dropped call! #ConnectivityMatters,06/10/2023 15:30:19,Thrilled with MTN Rwanda's reliable service. Never had a dropped call! #ConnectivityMatters,"Twishimiye serivisi za MTN Rwanda, sinigeze narimwe ntakaza ikiganiro kuri telephone. #itumanaho ningenzi",,Positive sentiment
+301,302,MTN Rwanda,302,User_302,Neutral,MTN Rwanda now has over 7 million subscribers. Big numbers for the local market! #TelecomNews,03/06/2023 11:12:03,MTN Rwanda now has over 7 million subscribers. Big numbers for the local market! #TelecomNews,"MTN Rwanda ubu ifite abayigana miliyoni 7, ni umubare munini kwisoko ryigihugu#Amkuru Yitumanaho",,Positive sentiment
+302,303,MTN Rwanda,303,User_303,Negative,Frustrated with the data speeds on MTN Rwanda today. Anyone else experiencing this? #InternetWoes,07/04/2023 18:50:08,Frustrated with the data speeds on MTN Rwanda today. Anyone else experiencing this? #InternetWoes,"Njye nateshejwe umutwe numuvuduko wa internet wa MTN Rwanda, haba hari undi ufite iki kibazo ?# utubazo twa interineti",,Neutral
+303,304,MTN Rwanda,304,User_304,Positive,Impressive customer service at MTN Rwanda's Nyarutarama branch. Kudos to the team! #CustomerFirst,05/28/2023 12:53:25,Impressive customer service at MTN Rwanda's Nyarutarama branch. Kudos to the team! #CustomerFirst, Nishimiye serivisi yo kwakira abakiriya ya MTN Rwanda ikicaro cya Nyarutarama #umukiriya nuwambere,,Positive sentiment
+304,305,MTN Rwanda,305,User_305,Neutral,MTN Rwanda's CEO announces plans to expand IT services. Interesting development. #TechUpdate,09/04/2023 19:27:46,MTN Rwanda's CEO announces plans to expand IT services. Interesting development. #TechUpdate,"Umuyobozi mukuru wa MTN Rwanda yatangaje imigambi yo kwagura serivisi zikoranabuhanga, iri ni iterambere rishimishije. #Ikoranbuhanga rigezweho",,Positive sentiment
+305,306,MTN Rwanda,306,User_306,Negative,Why are MTN Rwanda's tariffs rising again? Hard for regular customers to keep up. #PriceHike,05/10/2023 14:52:01,Why are MTN Rwanda's tariffs rising again? Hard for regular customers to keep up. #PriceHike,Kubera iki ibiciro bya Mtn Rwanda biri kuzamuka nanone? Biri kugora rubanda rugufi kubigeraho. ,,Negative sentiment
+306,307,MTN Rwanda,307,User_307,Positive,MTN Rwanda's eco-friendly initiative is commendable. Love companies that care for the environment. #GreenTelecom,06/16/2023 19:52:30,MTN Rwanda's eco-friendly initiative is commendable. Love companies that care for the environment. #GreenTelecom,"Umubano wa MTN Rwanda nibidukikije urashimishije, nkunda ibigo byita kubidukikije. #GrrenTelecom",,Neutral
+307,308,MTN Rwanda,308,User_308,Neutral,MTN Rwanda listed on the Rwanda Stock Exchange. A significant move for the company. #MarketWatch,06/26/2023 12:17:01,MTN Rwanda listed on the Rwanda Stock Exchange. A significant move for the company. #MarketWatch," MNT Rwanda yanditwe ku kigo cy'Isoko ry'Imari n'Imigabane ry'u Rwanda (RSE), ikibaba air intabwe ikomeye yiki kigo.",,Positive sentiment
+308,309,MTN Rwanda,309,User_309,Negative,Experienced poor network coverage with MTN Rwanda in rural areas. Needs improvement. #ConnectivityIssues,08/22/2023 21:07:35,Experienced poor network coverage with MTN Rwanda in rural areas. Needs improvement. #ConnectivityIssues,Nahuye na network mbi ndi munkengero zumujyi (mu cyaro) . Ibi bikeye guhinduka,,Neutral
+309,310,MTN Rwanda,310,User_310,Positive,Great to see MTN Rwanda's investment in local communities. Corporate responsibility at its best! #GivingBack,07/26/2023 9:42:14,Great to see MTN Rwanda's investment in local communities. Corporate responsibility at its best! #GivingBack,Nishimiye kubona ishoramari rya MTN u Rwanda mubaturage. Inshingano rusange ziteye imbere.,,Positive sentiment
+310,311,MTN Rwanda,311,User_311,Neutral,MTN Rwanda celebrates 25 years in the business. A long journey since 1998! #TelecomHistory,10/07/2023 4:55:17,MTN Rwanda celebrates 25 years in the business. A long journey since 1998! #TelecomHistory,"MTN Rwanda iri kwizihiza imyaka 25 imaze mu bucuruzi, urugendo rukomeye kuva muri 1998",,Positive sentiment
+311,312,MTN Rwanda,312,User_312,Negative,Disappointed by MTN Rwanda's limited data packages. Other providers offer more. #DataDeals,08/11/2023 20:53:11,Disappointed by MTN Rwanda's limited data packages. Other providers offer more. #DataDeals,"Natengushywe no kuba MTN Rwanda itanga udpfunyika twa interinete tutiyongera, abandi batanga ibyiyongereye",,Neutral
+312,313,MTN Rwanda,313,User_313,Positive,MTN Rwanda's mobile money service is a lifesaver. So convenient for transactions! #MobileMoney,05/28/2023 17:06:47,MTN Rwanda's mobile money service is a lifesaver. So convenient for transactions! #MobileMoney,"Serivisi ya MTN Rwanda yo kohereza no kwakira amafaranga kuri terefore ikiza ubuzima,",,Positive sentiment
+313,314,MTN Rwanda,314,User_314,Neutral,MTN Group's influence grows as MTN Rwanda gains market share. #TelecomTrends,04/27/2023 6:17:29,MTN Group's influence grows as MTN Rwanda gains market share. #TelecomTrends,Itsinda rya MTN ryiyongera uko MTN u Rwanda rwiyongera kwisoko.,,Positive sentiment
+314,315,MTN Rwanda,315,User_315,Negative,MTN Rwanda needs to update their app. It's buggy and often crashes. #AppGlitch,11/28/2023 11:01:16,MTN Rwanda needs to update their app. It's buggy and often crashes. #AppGlitch,"MYN Rwanda ikeneye gukosora aplikasiyo yayo,  ifite utubazo kandi hari igihe ipha ",,Negative sentiment
+315,316,MTN Rwanda,316,User_316,Positive,Loving the new MTN Rwanda data bundles. Great value for money! #DataForDays,07/21/2023 6:43:51,Loving the new MTN Rwanda data bundles. Great value for money! #DataForDays,"Nakunze amakuru mashya kuri MTN Rwanda, Ibiciro byiza ku mafaranga afatika.",,Positive sentiment
+316,317,MTN Rwanda,317,User_317,Neutral,Noticed MTN Rwanda is focusing more on IT services. A strategic pivot? #BusinessStrategy,06/05/2023 8:06:59,Noticed MTN Rwanda is focusing more on IT services. A strategic pivot? #BusinessStrategy,"Mwabonye ko MTN Rwanda iri kwibanda cyane kuri srivisi z' ikoranabuhanga, intego ikomeye?",,Neutral
+317,318,MTN Rwanda,318,User_318,Negative,MTN Rwanda's signal strength in my area has been weak lately. Hope it's fixed soon. #SignalStrength,02/04/2023 20:34:48,MTN Rwanda's signal strength in my area has been weak lately. Hope it's fixed soon. #SignalStrength,Imbaraga za MTN Rwanda mugace ntuyemo zaragabanutse vuba aha. Twizere ko bikosorwa vuba.,,Negative sentiment
+318,319,MTN Rwanda,319,User_319,Positive,MTN Rwanda's contribution to digital education is impressive. They're shaping the future! #DigitalEducation,07/19/2023 4:40:40,MTN Rwanda's contribution to digital education is impressive. They're shaping the future! #DigitalEducation,"Uruhare rwa MTN Rwanda mu burezi bwikoranabuhanga rurashimishije, Irimo gutegura ejo hazaza!",,Positive sentiment
+319,320,MTN Rwanda,320,User_320,Neutral,MTN Rwanda marks 25th anniversary with a significant subscriber base. A major player in Rwanda's telecom. #Anniversary,07/03/2023 23:20:45,MTN Rwanda marks 25th anniversary with a significant subscriber base. A major player in Rwanda's telecom. #Anniversary,MTN Rwanda irizihiza isabukuru y'imyaka 25 hamwe nabafatabuguzi bakomeye. Umukinnyi ukomeye mu itumanaho ryu Rwanda.,,Positive sentiment
+320,321,Liquid Telecom,321,User_321,Positive,Just connected to Liquid's fibre network in Kigali. The speed is incredible! #RwandaTech,04/24/2023 14:53:46,Just connected to Liquid's fibre network in Kigali. The speed is incredible! #RwandaTech,"Majije gukoresha umuyoboro wa fibre ya Liquid muri Kigali, umuvuduko wayo uratngaje.",,Neutral
+321,322,Liquid Telecom,322,User_322,Neutral,Liquid Technologies expands its network in Rwanda. Interesting times for telecom in Africa. #TechNews,11/09/2023 16:41:29,Liquid Technologies expands its network in Rwanda. Interesting times for telecom in Africa. #TechNews,"Liquid Telecom yaguriyr itumanaho ryayo mu Rwanda, Ibihe bitangaje mwitumanaho muri Africa",,Positive sentiment
+322,323,Liquid Telecom,323,User_323,Negative,Experiencing connectivity issues with Liquid in Rwanda today. Anyone else? #InternetDown,01/07/2023 2:39:15,Experiencing connectivity issues with Liquid in Rwanda today. Anyone else? #InternetDown,"Ndi guhura nibibazo byo guhuza na Liquid mu Rwanda, Hari undi waba uri guhura nabyo?",,Neutral
+323,324,Liquid Telecom,324,User_324,Positive,Impressed by the customer service at Liquid's Kigali office. Quick and helpful! #CustomerService,10/13/2023 21:29:07,Impressed by the customer service at Liquid's Kigali office. Quick and helpful! #CustomerService,"Nishimiye serivisi yo kwakira abakiriya ya Liquid ishami rya Kigali, Irihuta kandi irafasha.",,Positive sentiment
+324,325,Liquid Telecom,325,User_325,Neutral,Liquid's cybersecurity solutions in Rwanda could be a game changer for local businesses. #CyberSecurity,05/10/2023 9:52:15,Liquid's cybersecurity solutions in Rwanda could be a game changer for local businesses. #CyberSecurity,Ibisubizo bya Liquid mu kurinda umutekano wikoranabuhanga mu Rwanda ushobora guhindura umukino mu bucuruzi bwaho.,,Positive sentiment
+325,326,Liquid Telecom,326,User_326,Negative,Why are Liquid's data plans in Rwanda more expensive than competitors? #PriceyInternet,05/04/2023 19:23:46,Why are Liquid's data plans in Rwanda more expensive than competitors? #PriceyInternet,Kubera iki ibiciro bya Liquid mu Rwanda buhenze kurusha ibyibindi bigo bihanganye.,,Neutral
+326,327,Liquid Telecom,327,User_327,Positive,Liquid's IoT solutions are helping transform Rwanda's tech landscape. #IoTInnovation,08/28/2023 21:25:52,Liquid's IoT solutions are helping transform Rwanda's tech landscape. #IoTInnovation,Ibisubizo bya Liquid muri Internet y'ibintu (IoT) biri guhindura ikoranabuhanga ry'u Rwanda,,Positive sentiment
+327,328,Liquid Telecom,328,User_328,Neutral,Liquid's recent expansion in Rwanda marks a significant investment in African tech. #TechGrowth,01/12/2023 16:38:11,Liquid's recent expansion in Rwanda marks a significant investment in African tech. #TechGrowth,Kwagura ibyicaro bya Liquid mu Rwanda byerekana ishoramari rikomeye mu ikoranabuhanga rya Afurika.,,Positive sentiment
+328,329,Liquid Telecom,329,User_329,Negative,Struggling with slow speeds on Liquid's network in rural Rwanda. #SlowInternet,02/19/2023 22:51:18,Struggling with slow speeds on Liquid's network in rural Rwanda. #SlowInternet,Ndiguhura n'umuvuduko muke kumurongo wa Liquid mucyaro cy'u Rwanda. ,,Neutral
+329,330,Liquid Telecom,330,User_330,Positive,Liquid's contribution to digital education in Rwanda is commendable. #DigitalLearning,10/10/2023 17:26:06,Liquid's contribution to digital education in Rwanda is commendable. #DigitalLearning,Uruhare rwa Liquid mu burezi bwikoranabuhanga rurashimishije.,,Positive sentiment
+330,331,Liquid Telecom,331,User_331,Neutral,Liquid is now a major player in Rwanda's telecom sector. Watching their next move. #TelecomTalk,06/30/2023 10:07:23,Liquid is now a major player in Rwanda's telecom sector. Watching their next move. #TelecomTalk,Liquid ubu ifite uruhare runini mu rwego rwitumanaho mu Rwanda. Dutegereje kureba indi ntabwe yabo.,,Positive sentiment
+331,332,Liquid Telecom,332,User_332,Negative,Frustrated by the lack of customer support from Liquid in Kigali. #CustomerServiceFail,06/25/2023 4:36:50,Frustrated by the lack of customer support from Liquid in Kigali. #CustomerServiceFail,Nababajwe nubufasha buke buhabwa abakiriya muri Liquid i Kigali.,,Neutral
+332,333,Liquid Telecom,333,User_333,Positive,Liquid's cloud services in Rwanda are top-notch. Great for businesses! #CloudComputing,04/07/2023 19:50:35,Liquid's cloud services in Rwanda are top-notch. Great for businesses! #CloudComputing,Serivisi zububiko bwo kuri internet(cloud services) za Liquid ziri hejuru cyane. Ninziza kubucuruzi.,,Positive sentiment
+333,334,Liquid Telecom,334,User_334,Neutral,Liquid's network expansion in Rwanda could mean better connectivity across the country. #NetworkGrowth,10/25/2023 4:47:09,Liquid's network expansion in Rwanda could mean better connectivity across the country. #NetworkGrowth,Kwagura imiyoboro kwa Liquid mu Rwanda bishobora gutuma hanozwa imiyoboro yitumanaho mu Rwanda.,,Positive sentiment
+334,335,Liquid Telecom,335,User_335,Negative,Disappointed by the limited coverage of Liquid's fibre network in my area. #CoverageIssues,06/19/2023 10:02:32,Disappointed by the limited coverage of Liquid's fibre network in my area. #CoverageIssues,Nababajwe no gukwirakwiza guke kwumuyoboro wa  Liquid fibre mugace kajye.,,Neutral
+335,336,Liquid Telecom,336,User_336,Positive,Liquid's managed solutions are making IT easy for businesses in Rwanda. #TechSolutions,12/20/2023 22:42:31,Liquid's managed solutions are making IT easy for businesses in Rwanda. #TechSolutions,Ibisubizo bya Liquid byorohereza ikoranabuhanga ry' ubucuruzi mu Rwanda.,,Positive sentiment
+336,337,Liquid Telecom,337,User_337,Neutral,Liquid's role in Rwanda's digital landscape is growing. What's next for them? #DigitalRwanda,05/25/2023 18:14:24,Liquid's role in Rwanda's digital landscape is growing. What's next for them? #DigitalRwanda,Uruhare rwa Liquid mu ikoranabuhanga ry'u Rwanda ruragenda wriyongera. Ni iki gikurikira kuri bo?,,Neutral
+337,338,Liquid Telecom,338,User_338,Negative,Experiencing frequent service interruptions with Liquid's network in Rwanda. #UnreliableService,08/11/2023 22:31:45,Experiencing frequent service interruptions with Liquid's network in Rwanda. #UnreliableService,Ndiguhura nikibazo cya serivise ya Liquid  iri gucika mu Rwanda.,,Neutral
+338,339,Liquid Telecom,339,User_339,Positive,Liquid's investment in cybersecurity in Rwanda is boosting business confidence. #SecureTech,11/01/2023 14:14:47,Liquid's investment in cybersecurity in Rwanda is boosting business confidence. #SecureTech,Ishoramari rya Liquid mu mutekano wa interineti mu Rwanda ritera icyizere mu bucuruzi.,,Positive sentiment
+339,340,Liquid Telecom,340,User_340,Neutral,Watching Liquid's journey in transforming Rwanda's digital infrastructure. #TechTransformation,06/17/2023 3:04:13,Watching Liquid's journey in transforming Rwanda's digital infrastructure. #TechTransformation,Dukurikiranye urugendo rwa Liquid mu guhindura ibikorwaremezo by' ikoranabuhanga ryu Rwanda,,Positive sentiment
+340,341,Irembo,341,User_341,Positive,Just used Irembo to renew my driving license. So convenient and quick! #DigitalRwanda,04/16/2023 21:03:43,Just used Irembo to renew my driving license. So convenient and quick! #DigitalRwanda,Majije gukoresha Irembo mvugurura uruhushya rwo gutwara. Biroroshye kandi birihuta!,,Positive sentiment
+341,342,Irembo,342,User_342,Neutral,Irembo now offers over 100 online public services. A big leap for digital governance in Rwanda. #GovTech,04/09/2023 17:18:16,Irembo now offers over 100 online public services. A big leap for digital governance in Rwanda. #GovTech,Irembo ubu itanga serivisi za leta zirenga 100 kuri interineti. Ni intambwe ikomeye mu miyoborere y'ikoranabuhanga mu Rwanda.,,Positive sentiment
+342,343,Irembo,343,User_343,Negative,Had some issues navigating the Irembo site today. User interface could be more intuitive. #UXMatters,11/27/2023 8:36:05,Had some issues navigating the Irembo site today. User interface could be more intuitive. #UXMatters,"Nahuye nutubazo nkoresha/ntambuka mu rubuga rwa Irembo, Ikoranabuhanga rigaragarira abayikoresha rishobora kongerwa.",,Negative sentiment
+343,344,Irembo,344,User_344,Positive,Kudos to Irembo for digitizing public services in Rwanda. A true example of efficient e-governance. #TechProgress,3/17/2023 19:13:31,Kudos to Irembo for digitizing public services in Rwanda. A true example of efficient e-governance. #TechProgress,Turashimira Irembo kubwo kushyira serivise za leta ku ikoranabuhanga. Ni urugero rwiza rwubutegetsi bwikoranabuhanga bwiza,,Positive sentiment
+344,345,Irembo,345,User_345,Neutral,Irembo's partnership with the Rwandan government is setting a new standard for public-private collaborations. #PPP,8/21/2023 6:44:36,Irembo's partnership with the Rwandan government is setting a new standard for public-private collaborations. #PPP,Ubufatanye bwa Irembo na Guverinoma y'u Rwanda burimo gushyiraho igipimo gishya cy'ubufatanye hagati ya leta n'abikorera.,,Positive sentiment
+345,346,Irembo,346,User_346,Negative,Frustrating experience with delayed responses on Irembo's platform. Hope they improve their customer service. #CustomerSupport,9/23/2023 0:09:07,Frustrating experience with delayed responses on Irembo's platform. Hope they improve their customer service. #CustomerSupport,Serivice yateshaga umutwe n'ibisubizo byatinze kuza ku rubuga rwa Irembo. Nizere ko baraza kunoza uburyo bafasha abakiriya.,,Neutral
+346,347,Irembo,347,User_347,Positive,Amazing how Irembo is revolutionizing access to government services in Rwanda. Digital transformation at its best! #DigitalInnovation,07/18/2023 20:26:19,Amazing how Irembo is revolutionizing access to government services in Rwanda. Digital transformation at its best! #DigitalInnovation,"Birattangaje ukuntu Irembo iri guhindura uburyo serivisi za leta zitangwa mu Rwanda, ihunduramatware mwikoranabuhanga rihambaye.",,Positive sentiment
+347,348,Irembo,348,User_348,Neutral,Irembo is playing a critical role in Rwanda's journey to becoming a digital society. #DigitalTransformation,04/02/2023 22:56:03,Irembo is playing a critical role in Rwanda's journey to becoming a digital society. #DigitalTransformation,Irembo ifite uruhare rukomeye mu rugendo rw'u Rwanda rwo kuba sosiyete ikoresha ikoranabuhanga,,Positive sentiment
+348,349,Irembo,349,User_349,Negative,Encountered payment issues on Irembo today. Hope they fix these glitches soon. #PaymentGateway,9/19/2023 8:43:05,Encountered payment issues on Irembo today. Hope they fix these glitches soon. #PaymentGateway,"Nahuye nikibazo cyo kwishyura kuri Irembo uyu minsi, nizareko babikemura vuba. # umuyoboro wo kwishyura",,Negative sentiment
+349,350,Irembo,350,User_350,Positive,"Irembo is a game-changer for entrepreneurs in Rwanda, simplifying government interactions. #EaseOfDoingBusiness",11/1/2023 10:43:33,"Irembo is a game-changer for entrepreneurs in Rwanda, simplifying government interactions. #EaseOfDoingBusiness","Irembo iri guhindura umukino kuri ba rwiyezamirimo mu Rwanda, iri koroshya imikoranire na leta",,Positive sentiment
+350,351,Irembo,351,User_351,Neutral,Irembo's growth reflects the rising trend of digital services in Africa. #AfricanTech,2/21/2023 5:59:09,Irembo's growth reflects the rising trend of digital services in Africa. #AfricanTech,Ukwaguka kwa Irembo kugaragaza izamuka rya serivise zikoranabuhanga muri Afurika,,Positive sentiment
+351,352,Irembo,352,User_352,Negative,The wait time for service completion on Irembo needs improvement. Efficiency is key! #ServiceDelay,05/03/2023 20:09:48,The wait time for service completion on Irembo needs improvement. Efficiency is key! #ServiceDelay,"Igihe cyo gutegereza serivisi ko irangira kuri Irembo gikwiye kunozwa, ibikora neza nirwo rufunguzo ",,Negative sentiment
+352,353,Irembo,353,User_353,Positive,Impressed by how Irembo is enhancing digital literacy in Rwanda through its services. #TechForGood,01/03/2024 3:26:03,Impressed by how Irembo is enhancing digital literacy in Rwanda through its services. #TechForGood,Nanejejwe nuburyo Irembo irimo irateza imbere ubumenyi bwibanze mu ikoranabuhanga binyuze muri serivisi zabo,,Positive sentiment
+353,354,Irembo,354,User_354,Neutral,Irembo's model could be a blueprint for other African countries aiming for digital governance. #TechModel,5/16/2023 1:24:02,Irembo's model could be a blueprint for other African countries aiming for digital governance. #TechModel,Irembo ni icyitegererezo kubindi bihugu by Afurika bigamije imiyoborere ikoresha ikoranabuhanga,,Positive sentiment
+354,355,Irembo,355,User_355,Negative,The mobile version of Irembo's site could use some enhancements for a better user experience. #MobileUX,9/24/2023 14:16:20,The mobile version of Irembo's site could use some enhancements for a better user experience. #MobileUX,Verisiyo igendanwa y'urubuga rwa Irembo ishobora gukenera kongerwaho ibintu kugira ngo ikoreshwe neza n'abayikoresha.,,Neutral
+355,356,Irembo,356,User_356,Positive,Irembo's impact on reducing bureaucracy in Rwanda is commendable. #GovernmentInnovation,1/20/2023 7:00:29,Irembo's impact on reducing bureaucracy in Rwanda is commendable. #GovernmentInnovation,Ingaruka Irembo yagize mu kugabanya imikorere y'inzego z'ibanze mu Rwanda ni nziza.,,Positive sentiment
+356,357,Irembo,357,User_357,Neutral,Irembo's journey from a startup to a key player in Rwanda's digital landscape is inspiring. #StartupGrowth,5/23/2023 3:16:34,Irembo's journey from a startup to a key player in Rwanda's digital landscape is inspiring. #StartupGrowth,Urugendo rwa Irembo kuva itangira kugeza ku kuba umukinnyi w'ingenzi mu ikoranabuhanga ry'u Rwanda rurashishikaje.,,Positive sentiment
+357,358,Irembo,358,User_358,Negative,Experienced some technical issues on Irembo's platform today. Hoping for a quick resolution. #TechGlitches,07/25/2023 21:47:42,Experienced some technical issues on Irembo's platform today. Hoping for a quick resolution. #TechGlitches,Twahuye n'ibibazo mw'ikoranabuhanga ku rubuga rwa Irembo. Twizeye ko birakemuka mu buryo bwihuse.,,Negative sentiment
+358,359,Irembo,359,User_359,Positive,Irembo is not just a platform but a catalyst for Rwanda's digital revolution. #DigitalRwanda,03/21/2023 12:03:18,Irembo is not just a platform but a catalyst for Rwanda's digital revolution. #DigitalRwanda,Irembo ntabwo ari urubuga gusa ahubwo ni umusemburo w'ihinduka ry'ikoranabuhanga mu Rwanda.,,Positive sentiment
+359,360,Irembo,360,User_360,Neutral,Watching Irembo's expansion and its role in transforming public service delivery in Rwanda. #PublicServiceInnovation,04/30/2023 7:30:12,Watching Irembo's expansion and its role in transforming public service delivery in Rwanda. #PublicServiceInnovation,Kureba uko Irembo yaguka n'uruhare rwayo mu guhindura itangwa n'imikorere ya serivisi rusange mu Rwanda.,,Positive sentiment

requirements.txt

@@ -0,0 +1,78 @@
+aiohttp==3.9.1
+aiosignal==1.3.1
+altair==5.2.0
+annotated-types==0.6.0
+anyio==4.2.0
+async-timeout==4.0.3
+attrs==23.2.0
+blinker==1.7.0
+cachetools==5.3.2
+certifi==2023.11.17
+charset-normalizer==3.3.2
+click==8.1.7
+colorama==0.4.6
+contourpy==1.2.0
+cycler==0.12.1
+distro==1.9.0
+exceptiongroup==1.2.0
+fonttools==4.47.0
+frozenlist==1.4.1
+gitdb==4.0.11
+GitPython==3.1.40
+h11==0.14.0
+httpcore==1.0.2
+httpx==0.26.0
+idna==3.6
+importlib-metadata==6.11.0
+importlib-resources==6.1.1
+Jinja2==3.1.2
+joblib==1.3.2
+jsonschema==4.20.0
+jsonschema-specifications==2023.12.1
+kiwisolver==1.4.5
+markdown-it-py==3.0.0
+MarkupSafe==2.1.3
+matplotlib==3.8.2
+mdurl==0.1.2
+multidict==6.0.4
+numpy==1.26.3
+openai==0.28.0
+packaging==23.2
+pandas==2.1.4
+pillow==10.2.0
+protobuf==4.25.1
+pyarrow==14.0.2
+pydantic==2.5.3
+pydantic_core==2.14.6
+pydeck==0.8.1b0
+pydub==0.25.1
+Pygments==2.17.2
+pyparsing==3.1.1
+python-dateutil==2.8.2
+python-dotenv==1.0.0
+pytz==2023.3.post1
+referencing==0.32.0
+requests==2.31.0
+rich==13.7.0
+rpds-py==0.16.2
+scikit-learn==1.3.2
+scipy==1.11.4
+six==1.16.0
+smmap==5.0.1
+sniffio==1.3.0
+streamlit==1.29.0
+tenacity==8.2.3
+threadpoolctl==3.2.0
+toml==0.10.2
+toolz==0.12.0
+tornado==6.4
+tqdm==4.66.1
+typing_extensions==4.9.0
+tzdata==2023.4
+tzlocal==5.2
+urllib3==2.1.0
+validators==0.22.0
+watchdog==3.0.0
+wordcloud==1.9.3
+yarl==1.9.4
+zipp==3.17.0

updated_company_tweets.csv

@@ -0,0 +1,301 @@
+id,company_id,user_id,profile_name,summary,text,date
+1,Apple,1,User_1,Positive,Incredible service!,2023-06-26 10:01:53.412559
+2,Apple,2,User_2,Positive,Loving the new product.,2023-02-21 10:01:53.412559
+3,Apple,3,User_3,Positive,Fantastic experience!,2023-05-02 10:01:53.412559
+4,Apple,4,User_4,Positive,Very satisfied with the results.,2023-07-16 10:01:53.412559
+5,Apple,5,User_5,Positive,Exceeds my expectations.,2023-11-24 10:01:53.412559
+6,Apple,6,User_6,Negative,Very disappointed!,2023-09-13 10:01:53.412559
+7,Apple,7,User_7,Negative,Poor customer service.,2023-07-19 10:01:53.412559
+8,Apple,8,User_8,Negative,Not worth the money.,2023-12-30 10:01:53.412559
+9,Apple,9,User_9,Negative,Had a bad experience.,2023-01-14 10:01:53.412559
+10,Apple,10,User_10,Negative,Would not recommend.,2023-08-04 10:01:53.412559
+11,Apple,11,User_11,Neutral,It was okay.,2023-10-09 10:01:53.412559
+12,Apple,12,User_12,Neutral,Nothing special but not bad.,2023-09-04 10:01:53.412559
+13,Apple,13,User_13,Neutral,Average experience.,2023-10-24 10:01:53.412559
+14,Apple,14,User_14,Neutral,Nothing to complain about.,2023-04-02 10:01:53.412559
+15,Apple,15,User_15,Neutral,Met my expectations.,2023-03-16 10:01:53.412559
+16,Apple,16,User_16,Positive,Incredible service!,2023-04-03 10:01:53.412559
+17,Apple,17,User_17,Positive,Loving the new product.,2023-11-15 10:01:53.412559
+18,Apple,18,User_18,Positive,Fantastic experience!,2023-07-17 10:01:53.412559
+19,Apple,19,User_19,Positive,Very satisfied with the results.,2023-02-13 10:01:53.412559
+20,Apple,20,User_20,Positive,Exceeds my expectations.,2023-04-02 10:01:53.412559
+21,Apple,21,User_21,Negative,Very disappointed!,2023-06-28 10:01:53.412559
+22,Apple,22,User_22,Negative,Poor customer service.,2023-04-03 10:01:53.412559
+23,Apple,23,User_23,Negative,Not worth the money.,2023-12-08 10:01:53.412559
+24,Apple,24,User_24,Negative,Had a bad experience.,2023-06-19 10:01:53.412559
+25,Apple,25,User_25,Negative,Would not recommend.,2023-01-30 10:01:53.412559
+26,Apple,26,User_26,Neutral,It was okay.,2023-12-04 10:01:53.412559
+27,Apple,27,User_27,Neutral,Nothing special but not bad.,2023-03-18 10:01:53.412559
+28,Apple,28,User_28,Neutral,Average experience.,2023-09-27 10:01:53.412559
+29,Apple,29,User_29,Neutral,Nothing to complain about.,2023-04-30 10:01:53.412559
+30,Apple,30,User_30,Neutral,Met my expectations.,2023-09-05 10:01:53.412559
+31,Walmart,31,User_31,Positive,Incredible service!,2023-07-21 10:01:53.412559
+32,Walmart,32,User_32,Positive,Loving the new product.,2023-12-06 10:01:53.412559
+33,Walmart,33,User_33,Positive,Fantastic experience!,2023-12-09 10:01:53.412559
+34,Walmart,34,User_34,Positive,Very satisfied with the results.,2023-04-14 10:01:53.412559
+35,Walmart,35,User_35,Positive,Exceeds my expectations.,2023-07-01 10:01:53.412559
+36,Walmart,36,User_36,Negative,Very disappointed!,2023-09-05 10:01:53.412559
+37,Walmart,37,User_37,Negative,Poor customer service.,2023-10-17 10:01:53.412559
+38,Walmart,38,User_38,Negative,Not worth the money.,2023-06-01 10:01:53.412559
+39,Walmart,39,User_39,Negative,Had a bad experience.,2023-06-01 10:01:53.412559
+40,Walmart,40,User_40,Negative,Would not recommend.,2023-10-20 10:01:53.412559
+41,Walmart,41,User_41,Neutral,It was okay.,2023-09-27 10:01:53.412559
+42,Walmart,42,User_42,Neutral,Nothing special but not bad.,2023-07-09 10:01:53.412559
+43,Walmart,43,User_43,Neutral,Average experience.,2023-05-12 10:01:53.412559
+44,Walmart,44,User_44,Neutral,Nothing to complain about.,2023-02-06 10:01:53.412559
+45,Walmart,45,User_45,Neutral,Met my expectations.,2023-02-05 10:01:53.412559
+46,Walmart,46,User_46,Positive,Incredible service!,2023-07-26 10:01:53.412559
+47,Walmart,47,User_47,Positive,Loving the new product.,2023-09-06 10:01:53.412559
+48,Walmart,48,User_48,Positive,Fantastic experience!,2023-06-05 10:01:53.412559
+49,Walmart,49,User_49,Positive,Very satisfied with the results.,2023-06-17 10:01:53.412559
+50,Walmart,50,User_50,Positive,Exceeds my expectations.,2023-07-07 10:01:53.412559
+51,Walmart,51,User_51,Negative,Very disappointed!,2023-02-02 10:01:53.412559
+52,Walmart,52,User_52,Negative,Poor customer service.,2023-10-22 10:01:53.412559
+53,Walmart,53,User_53,Negative,Not worth the money.,2023-05-13 10:01:53.412559
+54,Walmart,54,User_54,Negative,Had a bad experience.,2023-05-13 10:01:53.412559
+55,Walmart,55,User_55,Negative,Would not recommend.,2023-02-27 10:01:53.412559
+56,Walmart,56,User_56,Neutral,It was okay.,2023-02-12 10:01:53.412559
+57,Walmart,57,User_57,Neutral,Nothing special but not bad.,2023-09-06 10:01:53.412559
+58,Walmart,58,User_58,Neutral,Average experience.,2023-10-05 10:01:53.412559
+59,Walmart,59,User_59,Neutral,Nothing to complain about.,2023-12-06 10:01:53.412559
+60,Walmart,60,User_60,Neutral,Met my expectations.,2023-04-20 10:01:53.412559
+61,Amazon,61,User_61,Positive,Incredible service!,2023-02-16 10:01:53.412559
+62,Amazon,62,User_62,Positive,Loving the new product.,2023-02-05 10:01:53.412559
+63,Amazon,63,User_63,Positive,Fantastic experience!,2023-09-19 10:01:53.412559
+64,Amazon,64,User_64,Positive,Very satisfied with the results.,2023-11-22 10:01:53.412559
+65,Amazon,65,User_65,Positive,Exceeds my expectations.,2023-03-03 10:01:53.412559
+66,Amazon,66,User_66,Negative,Very disappointed!,2023-10-23 10:01:53.412559
+67,Amazon,67,User_67,Negative,Poor customer service.,2023-12-29 10:01:53.412559
+68,Amazon,68,User_68,Negative,Not worth the money.,2023-05-04 10:01:53.412559
+69,Amazon,69,User_69,Negative,Had a bad experience.,2023-09-29 10:01:53.412559
+70,Amazon,70,User_70,Negative,Would not recommend.,2023-03-28 10:01:53.412559
+71,Amazon,71,User_71,Neutral,It was okay.,2023-04-06 10:01:53.412559
+72,Amazon,72,User_72,Neutral,Nothing special but not bad.,2023-04-14 10:01:53.412559
+73,Amazon,73,User_73,Neutral,Average experience.,2023-02-27 10:01:53.412559
+74,Amazon,74,User_74,Neutral,Nothing to complain about.,2023-05-06 10:01:53.412559
+75,Amazon,75,User_75,Neutral,Met my expectations.,2023-03-30 10:01:53.412559
+76,Amazon,76,User_76,Positive,Incredible service!,2023-07-27 10:01:53.412559
+77,Amazon,77,User_77,Positive,Loving the new product.,2023-11-25 10:01:53.412559
+78,Amazon,78,User_78,Positive,Fantastic experience!,2023-09-24 10:01:53.412559
+79,Amazon,79,User_79,Positive,Very satisfied with the results.,2023-02-21 10:01:53.412559
+80,Amazon,80,User_80,Positive,Exceeds my expectations.,2023-05-12 10:01:53.412559
+81,Amazon,81,User_81,Negative,Very disappointed!,2023-05-16 10:01:53.412559
+82,Amazon,82,User_82,Negative,Poor customer service.,2023-12-27 10:01:53.412559
+83,Amazon,83,User_83,Negative,Not worth the money.,2023-07-04 10:01:53.412559
+84,Amazon,84,User_84,Negative,Had a bad experience.,2023-12-05 10:01:53.412559
+85,Amazon,85,User_85,Negative,Would not recommend.,2023-05-28 10:01:53.412559
+86,Amazon,86,User_86,Neutral,It was okay.,2023-06-02 10:01:53.412559
+87,Amazon,87,User_87,Neutral,Nothing special but not bad.,2023-08-20 10:01:53.412559
+88,Amazon,88,User_88,Neutral,Average experience.,2023-10-11 10:01:53.412559
+89,Amazon,89,User_89,Neutral,Nothing to complain about.,2023-07-31 10:01:53.412559
+90,Amazon,90,User_90,Neutral,Met my expectations.,2023-12-12 10:01:53.412559
+91,ExxonMobil,91,User_91,Positive,Incredible service!,2023-02-22 10:01:53.412559
+92,ExxonMobil,92,User_92,Positive,Loving the new product.,2023-11-06 10:01:53.412559
+93,ExxonMobil,93,User_93,Positive,Fantastic experience!,2023-03-15 10:01:53.412559
+94,ExxonMobil,94,User_94,Positive,Very satisfied with the results.,2023-06-23 10:01:53.412559
+95,ExxonMobil,95,User_95,Positive,Exceeds my expectations.,2023-06-17 10:01:53.412559
+96,ExxonMobil,96,User_96,Negative,Very disappointed!,2023-04-10 10:01:53.412559
+97,ExxonMobil,97,User_97,Negative,Poor customer service.,2023-07-21 10:01:53.412559
+98,ExxonMobil,98,User_98,Negative,Not worth the money.,2023-04-09 10:01:53.412559
+99,ExxonMobil,99,User_99,Negative,Had a bad experience.,2023-09-18 10:01:53.412559
+100,ExxonMobil,100,User_100,Negative,Would not recommend.,2023-07-02 10:01:53.412559
+101,ExxonMobil,101,User_101,Neutral,It was okay.,2023-10-24 10:01:53.412559
+102,ExxonMobil,102,User_102,Neutral,Nothing special but not bad.,2023-11-05 10:01:53.412559
+103,ExxonMobil,103,User_103,Neutral,Average experience.,2023-12-20 10:01:53.412559
+104,ExxonMobil,104,User_104,Neutral,Nothing to complain about.,2023-04-13 10:01:53.412559
+105,ExxonMobil,105,User_105,Neutral,Met my expectations.,2023-02-16 10:01:53.412559
+106,ExxonMobil,106,User_106,Positive,Incredible service!,2023-07-25 10:01:53.412559
+107,ExxonMobil,107,User_107,Positive,Loving the new product.,2023-01-05 10:01:53.412559
+108,ExxonMobil,108,User_108,Positive,Fantastic experience!,2023-02-17 10:01:53.412559
+109,ExxonMobil,109,User_109,Positive,Very satisfied with the results.,2023-01-28 10:01:53.412559
+110,ExxonMobil,110,User_110,Positive,Exceeds my expectations.,2023-07-11 10:01:53.412559
+111,ExxonMobil,111,User_111,Negative,Very disappointed!,2023-05-15 10:01:53.412559
+112,ExxonMobil,112,User_112,Negative,Poor customer service.,2023-04-13 10:01:53.412559
+113,ExxonMobil,113,User_113,Negative,Not worth the money.,2023-03-08 10:01:53.412559
+114,ExxonMobil,114,User_114,Negative,Had a bad experience.,2023-08-15 10:01:53.412559
+115,ExxonMobil,115,User_115,Negative,Would not recommend.,2023-05-08 10:01:53.412559
+116,ExxonMobil,116,User_116,Neutral,It was okay.,2023-03-28 10:01:53.412559
+117,ExxonMobil,117,User_117,Neutral,Nothing special but not bad.,2023-08-20 10:01:53.412559
+118,ExxonMobil,118,User_118,Neutral,Average experience.,2023-06-02 10:01:53.412559
+119,ExxonMobil,119,User_119,Neutral,Nothing to complain about.,2023-08-02 10:01:53.412559
+120,ExxonMobil,120,User_120,Neutral,Met my expectations.,2023-02-24 10:01:53.412559
+121,CVS Health,121,User_121,Positive,Incredible service!,2023-10-02 10:01:53.412559
+122,CVS Health,122,User_122,Positive,Loving the new product.,2023-02-15 10:01:53.412559
+123,CVS Health,123,User_123,Positive,Fantastic experience!,2023-03-04 10:01:53.412559
+124,CVS Health,124,User_124,Positive,Very satisfied with the results.,2023-07-17 10:01:53.412559
+125,CVS Health,125,User_125,Positive,Exceeds my expectations.,2023-02-10 10:01:53.412559
+126,CVS Health,126,User_126,Negative,Very disappointed!,2023-09-28 10:01:53.412559
+127,CVS Health,127,User_127,Negative,Poor customer service.,2023-04-01 10:01:53.412559
+128,CVS Health,128,User_128,Negative,Not worth the money.,2023-02-17 10:01:53.412559
+129,CVS Health,129,User_129,Negative,Had a bad experience.,2023-12-31 10:01:53.412559
+130,CVS Health,130,User_130,Negative,Would not recommend.,2023-01-16 10:01:53.412559
+131,CVS Health,131,User_131,Neutral,It was okay.,2023-09-20 10:01:53.412559
+132,CVS Health,132,User_132,Neutral,Nothing special but not bad.,2023-11-08 10:01:53.412559
+133,CVS Health,133,User_133,Neutral,Average experience.,2023-03-26 10:01:53.412559
+134,CVS Health,134,User_134,Neutral,Nothing to complain about.,2023-02-06 10:01:53.412559
+135,CVS Health,135,User_135,Neutral,Met my expectations.,2023-07-06 10:01:53.412559
+136,CVS Health,136,User_136,Positive,Incredible service!,2023-05-13 10:01:53.412559
+137,CVS Health,137,User_137,Positive,Loving the new product.,2023-10-26 10:01:53.412559
+138,CVS Health,138,User_138,Positive,Fantastic experience!,2023-10-07 10:01:53.412559
+139,CVS Health,139,User_139,Positive,Very satisfied with the results.,2023-06-28 10:01:53.412559
+140,CVS Health,140,User_140,Positive,Exceeds my expectations.,2023-02-16 10:01:53.412559
+141,CVS Health,141,User_141,Negative,Very disappointed!,2023-07-08 10:01:53.412559
+142,CVS Health,142,User_142,Negative,Poor customer service.,2023-03-23 10:01:53.412559
+143,CVS Health,143,User_143,Negative,Not worth the money.,2023-10-18 10:01:53.412559
+144,CVS Health,144,User_144,Negative,Had a bad experience.,2023-10-12 10:01:53.412559
+145,CVS Health,145,User_145,Negative,Would not recommend.,2023-05-10 10:01:53.412559
+146,CVS Health,146,User_146,Neutral,It was okay.,2023-09-20 10:01:53.412559
+147,CVS Health,147,User_147,Neutral,Nothing special but not bad.,2023-01-08 10:01:53.412559
+148,CVS Health,148,User_148,Neutral,Average experience.,2023-04-09 10:01:53.412559
+149,CVS Health,149,User_149,Neutral,Nothing to complain about.,2023-08-19 10:01:53.412559
+150,CVS Health,150,User_150,Neutral,Met my expectations.,2024-01-03 10:01:53.412559
+151,Berkshire Hathaway,151,User_151,Positive,Incredible service!,2023-10-01 10:01:53.412559
+152,Berkshire Hathaway,152,User_152,Positive,Loving the new product.,2023-10-28 10:01:53.412559
+153,Berkshire Hathaway,153,User_153,Positive,Fantastic experience!,2023-11-29 10:01:53.412559
+154,Berkshire Hathaway,154,User_154,Positive,Very satisfied with the results.,2023-01-24 10:01:53.412559
+155,Berkshire Hathaway,155,User_155,Positive,Exceeds my expectations.,2023-04-10 10:01:53.412559
+156,Berkshire Hathaway,156,User_156,Negative,Very disappointed!,2023-11-29 10:01:53.412559
+157,Berkshire Hathaway,157,User_157,Negative,Poor customer service.,2023-09-10 10:01:53.412559
+158,Berkshire Hathaway,158,User_158,Negative,Not worth the money.,2023-07-04 10:01:53.412559
+159,Berkshire Hathaway,159,User_159,Negative,Had a bad experience.,2023-11-24 10:01:53.412559
+160,Berkshire Hathaway,160,User_160,Negative,Would not recommend.,2023-11-18 10:01:53.412559
+161,Berkshire Hathaway,161,User_161,Neutral,It was okay.,2023-10-02 10:01:53.412559
+162,Berkshire Hathaway,162,User_162,Neutral,Nothing special but not bad.,2023-12-23 10:01:53.412559
+163,Berkshire Hathaway,163,User_163,Neutral,Average experience.,2023-09-22 10:01:53.412559
+164,Berkshire Hathaway,164,User_164,Neutral,Nothing to complain about.,2023-08-30 10:01:53.412559
+165,Berkshire Hathaway,165,User_165,Neutral,Met my expectations.,2023-05-24 10:01:53.412559
+166,Berkshire Hathaway,166,User_166,Positive,Incredible service!,2023-04-01 10:01:53.412559
+167,Berkshire Hathaway,167,User_167,Positive,Loving the new product.,2023-04-24 10:01:53.412559
+168,Berkshire Hathaway,168,User_168,Positive,Fantastic experience!,2023-12-02 10:01:53.412559
+169,Berkshire Hathaway,169,User_169,Positive,Very satisfied with the results.,2023-07-08 10:01:53.412559
+170,Berkshire Hathaway,170,User_170,Positive,Exceeds my expectations.,2023-01-21 10:01:53.412559
+171,Berkshire Hathaway,171,User_171,Negative,Very disappointed!,2023-06-06 10:01:53.412559
+172,Berkshire Hathaway,172,User_172,Negative,Poor customer service.,2023-06-03 10:01:53.412559
+173,Berkshire Hathaway,173,User_173,Negative,Not worth the money.,2023-04-25 10:01:53.412559
+174,Berkshire Hathaway,174,User_174,Negative,Had a bad experience.,2023-01-30 10:01:53.412559
+175,Berkshire Hathaway,175,User_175,Negative,Would not recommend.,2023-05-02 10:01:53.412559
+176,Berkshire Hathaway,176,User_176,Neutral,It was okay.,2023-03-29 10:01:53.412559
+177,Berkshire Hathaway,177,User_177,Neutral,Nothing special but not bad.,2023-06-15 10:01:53.412559
+178,Berkshire Hathaway,178,User_178,Neutral,Average experience.,2023-12-31 10:01:53.412559
+179,Berkshire Hathaway,179,User_179,Neutral,Nothing to complain about.,2023-08-21 10:01:53.412559
+180,Berkshire Hathaway,180,User_180,Neutral,Met my expectations.,2023-09-13 10:01:53.412559
+181,Alphabet (Google),181,User_181,Positive,Incredible service!,2023-05-06 10:01:53.412559
+182,Alphabet (Google),182,User_182,Positive,Loving the new product.,2023-11-27 10:01:53.412559
+183,Alphabet (Google),183,User_183,Positive,Fantastic experience!,2023-10-19 10:01:53.412559
+184,Alphabet (Google),184,User_184,Positive,Very satisfied with the results.,2023-01-18 10:01:53.412559
+185,Alphabet (Google),185,User_185,Positive,Exceeds my expectations.,2023-11-28 10:01:53.412559
+186,Alphabet (Google),186,User_186,Negative,Very disappointed!,2023-07-08 10:01:53.412559
+187,Alphabet (Google),187,User_187,Negative,Poor customer service.,2023-06-06 10:01:53.412559
+188,Alphabet (Google),188,User_188,Negative,Not worth the money.,2023-03-25 10:01:53.412559
+189,Alphabet (Google),189,User_189,Negative,Had a bad experience.,2023-02-15 10:01:53.412559
+190,Alphabet (Google),190,User_190,Negative,Would not recommend.,2023-10-06 10:01:53.412559
+191,Alphabet (Google),191,User_191,Neutral,It was okay.,2023-02-14 10:01:53.412559
+192,Alphabet (Google),192,User_192,Neutral,Nothing special but not bad.,2023-07-31 10:01:53.412559
+193,Alphabet (Google),193,User_193,Neutral,Average experience.,2023-09-29 10:01:53.412559
+194,Alphabet (Google),194,User_194,Neutral,Nothing to complain about.,2023-06-20 10:01:53.412559
+195,Alphabet (Google),195,User_195,Neutral,Met my expectations.,2023-04-26 10:01:53.412559
+196,Alphabet (Google),196,User_196,Positive,Incredible service!,2023-12-20 10:01:53.412559
+197,Alphabet (Google),197,User_197,Positive,Loving the new product.,2023-05-14 10:01:53.412559
+198,Alphabet (Google),198,User_198,Positive,Fantastic experience!,2023-08-16 10:01:53.412559
+199,Alphabet (Google),199,User_199,Positive,Very satisfied with the results.,2023-11-01 10:01:53.412559
+200,Alphabet (Google),200,User_200,Positive,Exceeds my expectations.,2023-08-09 10:01:53.412559
+201,Alphabet (Google),201,User_201,Negative,Very disappointed!,2023-01-29 10:01:53.412559
+202,Alphabet (Google),202,User_202,Negative,Poor customer service.,2023-03-13 10:01:53.412559
+203,Alphabet (Google),203,User_203,Negative,Not worth the money.,2023-09-21 10:01:53.412559
+204,Alphabet (Google),204,User_204,Negative,Had a bad experience.,2023-08-27 10:01:53.412559
+205,Alphabet (Google),205,User_205,Negative,Would not recommend.,2023-07-28 10:01:53.412559
+206,Alphabet (Google),206,User_206,Neutral,It was okay.,2023-10-23 10:01:53.412559
+207,Alphabet (Google),207,User_207,Neutral,Nothing special but not bad.,2023-08-07 10:01:53.412559
+208,Alphabet (Google),208,User_208,Neutral,Average experience.,2023-07-13 10:01:53.412559
+209,Alphabet (Google),209,User_209,Neutral,Nothing to complain about.,2023-07-21 10:01:53.412559
+210,Alphabet (Google),210,User_210,Neutral,Met my expectations.,2023-08-08 10:01:53.412559
+211,Facebook,211,User_211,Positive,Incredible service!,2023-02-17 10:01:53.412559
+212,Facebook,212,User_212,Positive,Loving the new product.,2023-02-06 10:01:53.412559
+213,Facebook,213,User_213,Positive,Fantastic experience!,2023-01-16 10:01:53.412559
+214,Facebook,214,User_214,Positive,Very satisfied with the results.,2023-04-19 10:01:53.412559
+215,Facebook,215,User_215,Positive,Exceeds my expectations.,2023-08-05 10:01:53.412559
+216,Facebook,216,User_216,Negative,Very disappointed!,2023-05-23 10:01:53.412559
+217,Facebook,217,User_217,Negative,Poor customer service.,2023-07-06 10:01:53.412559
+218,Facebook,218,User_218,Negative,Not worth the money.,2023-05-10 10:01:53.412559
+219,Facebook,219,User_219,Negative,Had a bad experience.,2023-06-10 10:01:53.412559
+220,Facebook,220,User_220,Negative,Would not recommend.,2023-04-26 10:01:53.412559
+221,Facebook,221,User_221,Neutral,It was okay.,2023-09-20 10:01:53.412559
+222,Facebook,222,User_222,Neutral,Nothing special but not bad.,2023-02-01 10:01:53.412559
+223,Facebook,223,User_223,Neutral,Average experience.,2023-08-10 10:01:53.412559
+224,Facebook,224,User_224,Neutral,Nothing to complain about.,2023-06-05 10:01:53.412559
+225,Facebook,225,User_225,Neutral,Met my expectations.,2023-11-10 10:01:53.412559
+226,Facebook,226,User_226,Positive,Incredible service!,2023-11-08 10:01:53.412559
+227,Facebook,227,User_227,Positive,Loving the new product.,2023-06-28 10:01:53.412559
+228,Facebook,228,User_228,Positive,Fantastic experience!,2023-06-02 10:01:53.412559
+229,Facebook,229,User_229,Positive,Very satisfied with the results.,2023-02-03 10:01:53.412559
+230,Facebook,230,User_230,Positive,Exceeds my expectations.,2023-03-13 10:01:53.412559
+231,Facebook,231,User_231,Negative,Very disappointed!,2023-02-09 10:01:53.412559
+232,Facebook,232,User_232,Negative,Poor customer service.,2023-10-27 10:01:53.412559
+233,Facebook,233,User_233,Negative,Not worth the money.,2023-03-19 10:01:53.412559
+234,Facebook,234,User_234,Negative,Had a bad experience.,2023-10-29 10:01:53.412559
+235,Facebook,235,User_235,Negative,Would not recommend.,2023-11-03 10:01:53.412559
+236,Facebook,236,User_236,Neutral,It was okay.,2023-08-11 10:01:53.412559
+237,Facebook,237,User_237,Neutral,Nothing special but not bad.,2024-01-04 10:01:53.412559
+238,Facebook,238,User_238,Neutral,Average experience.,2023-09-21 10:01:53.412559
+239,Facebook,239,User_239,Neutral,Nothing to complain about.,2023-10-19 10:01:53.412559
+240,Facebook,240,User_240,Neutral,Met my expectations.,2023-09-27 10:01:53.412559
+241,JPMorgan Chase,241,User_241,Positive,Incredible service!,2023-02-01 10:01:53.412559
+242,JPMorgan Chase,242,User_242,Positive,Loving the new product.,2023-07-23 10:01:53.412559
+243,JPMorgan Chase,243,User_243,Positive,Fantastic experience!,2023-03-07 10:01:53.412559
+244,JPMorgan Chase,244,User_244,Positive,Very satisfied with the results.,2023-12-12 10:01:53.412559
+245,JPMorgan Chase,245,User_245,Positive,Exceeds my expectations.,2023-12-24 10:01:53.412559
+246,JPMorgan Chase,246,User_246,Negative,Very disappointed!,2023-02-18 10:01:53.412559
+247,JPMorgan Chase,247,User_247,Negative,Poor customer service.,2023-10-22 10:01:53.412559
+248,JPMorgan Chase,248,User_248,Negative,Not worth the money.,2023-04-03 10:01:53.412559
+249,JPMorgan Chase,249,User_249,Negative,Had a bad experience.,2023-02-07 10:01:53.412559
+250,JPMorgan Chase,250,User_250,Negative,Would not recommend.,2023-05-18 10:01:53.412559
+251,JPMorgan Chase,251,User_251,Neutral,It was okay.,2023-08-25 10:01:53.412559
+252,JPMorgan Chase,252,User_252,Neutral,Nothing special but not bad.,2023-09-17 10:01:53.412559
+253,JPMorgan Chase,253,User_253,Neutral,Average experience.,2023-02-10 10:01:53.412559
+254,JPMorgan Chase,254,User_254,Neutral,Nothing to complain about.,2023-09-18 10:01:53.412559
+255,JPMorgan Chase,255,User_255,Neutral,Met my expectations.,2023-10-22 10:01:53.412559
+256,JPMorgan Chase,256,User_256,Positive,Incredible service!,2023-07-21 10:01:53.412559
+257,JPMorgan Chase,257,User_257,Positive,Loving the new product.,2023-09-16 10:01:53.412559
+258,JPMorgan Chase,258,User_258,Positive,Fantastic experience!,2023-03-26 10:01:53.412559
+259,JPMorgan Chase,259,User_259,Positive,Very satisfied with the results.,2023-05-21 10:01:53.412559
+260,JPMorgan Chase,260,User_260,Positive,Exceeds my expectations.,2023-07-13 10:01:53.412559
+261,JPMorgan Chase,261,User_261,Negative,Very disappointed!,2023-05-14 10:01:53.412559
+262,JPMorgan Chase,262,User_262,Negative,Poor customer service.,2023-08-02 10:01:53.412559
+263,JPMorgan Chase,263,User_263,Negative,Not worth the money.,2023-10-23 10:01:53.412559
+264,JPMorgan Chase,264,User_264,Negative,Had a bad experience.,2023-12-18 10:01:53.412559
+265,JPMorgan Chase,265,User_265,Negative,Would not recommend.,2023-06-22 10:01:53.412559
+266,JPMorgan Chase,266,User_266,Neutral,It was okay.,2023-10-24 10:01:53.412559
+267,JPMorgan Chase,267,User_267,Neutral,Nothing special but not bad.,2023-06-30 10:01:53.412559
+268,JPMorgan Chase,268,User_268,Neutral,Average experience.,2023-01-30 10:01:53.412559
+269,JPMorgan Chase,269,User_269,Neutral,Nothing to complain about.,2023-11-24 10:01:53.412559
+270,JPMorgan Chase,270,User_270,Neutral,Met my expectations.,2023-12-30 10:01:53.412559
+271,Johnson & Johnson,271,User_271,Positive,Incredible service!,2023-10-23 10:01:53.412559
+272,Johnson & Johnson,272,User_272,Positive,Loving the new product.,2023-04-29 10:01:53.412559
+273,Johnson & Johnson,273,User_273,Positive,Fantastic experience!,2023-10-18 10:01:53.412559
+274,Johnson & Johnson,274,User_274,Positive,Very satisfied with the results.,2023-02-03 10:01:53.412559
+275,Johnson & Johnson,275,User_275,Positive,Exceeds my expectations.,2023-09-03 10:01:53.412559
+276,Johnson & Johnson,276,User_276,Negative,Very disappointed!,2023-10-21 10:01:53.412559
+277,Johnson & Johnson,277,User_277,Negative,Poor customer service.,2023-05-31 10:01:53.412559
+278,Johnson & Johnson,278,User_278,Negative,Not worth the money.,2023-10-05 10:01:53.412559
+279,Johnson & Johnson,279,User_279,Negative,Had a bad experience.,2023-08-14 10:01:53.412559
+280,Johnson & Johnson,280,User_280,Negative,Would not recommend.,2023-12-11 10:01:53.412559
+281,Johnson & Johnson,281,User_281,Neutral,It was okay.,2023-01-07 10:01:53.412559
+282,Johnson & Johnson,282,User_282,Neutral,Nothing special but not bad.,2023-03-15 10:01:53.412559
+283,Johnson & Johnson,283,User_283,Neutral,Average experience.,2023-12-28 10:01:53.412559
+284,Johnson & Johnson,284,User_284,Neutral,Nothing to complain about.,2023-02-18 10:01:53.412559
+285,Johnson & Johnson,285,User_285,Neutral,Met my expectations.,2023-09-15 10:01:53.412559
+286,Johnson & Johnson,286,User_286,Positive,Incredible service!,2023-11-23 10:01:53.412559
+287,Johnson & Johnson,287,User_287,Positive,Loving the new product.,2023-04-26 10:01:53.412559
+288,Johnson & Johnson,288,User_288,Positive,Fantastic experience!,2023-04-06 10:01:53.412559
+289,Johnson & Johnson,289,User_289,Positive,Very satisfied with the results.,2023-12-12 10:01:53.412559
+290,Johnson & Johnson,290,User_290,Positive,Exceeds my expectations.,2023-02-13 10:01:53.412559
+291,Johnson & Johnson,291,User_291,Negative,Very disappointed!,2023-06-04 10:01:53.412559
+292,Johnson & Johnson,292,User_292,Negative,Poor customer service.,2023-05-30 10:01:53.412559
+293,Johnson & Johnson,293,User_293,Negative,Not worth the money.,2023-07-22 10:01:53.412559
+294,Johnson & Johnson,294,User_294,Negative,Had a bad experience.,2023-10-06 10:01:53.412559
+295,Johnson & Johnson,295,User_295,Negative,Would not recommend.,2023-12-19 10:01:53.412559
+296,Johnson & Johnson,296,User_296,Neutral,It was okay.,2023-02-17 10:01:53.412559
+297,Johnson & Johnson,297,User_297,Neutral,Nothing special but not bad.,2023-03-29 10:01:53.412559
+298,Johnson & Johnson,298,User_298,Neutral,Average experience.,2023-10-29 10:01:53.412559
+299,Johnson & Johnson,299,User_299,Neutral,Nothing to complain about.,2023-04-08 10:01:53.412559
+300,Johnson & Johnson,300,User_300,Neutral,Met my expectations.,2023-06-28 10:01:53.412559