visit_rwanda_sentiment_analysis.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "visit-rwanda-sentiment-analysis.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyNVtozbt6J12pbMJL28EJAW",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/itisWasp/vsit-rwanda-sentiment/blob/main/visit_rwanda_sentiment_analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d9f0Z9qVV05f"
      },
      "source": [
        "# #VisitRwanda Sentiment Analysis"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jwObFr7mWIwy"
      },
      "source": [
        "## 1.Authenticate to Twitter"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C46i6l5dW8Ca"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import tweepy as tw\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RYvazTUoeTRs"
      },
      "source": [
        "#Twitter API connection\n",
        "consumer_key = 'ZUJtVbQsnlhjwPppB96Iy1zXn'\n",
        "consumer_secret = 'xK2BdKbAP0o6KqLGrXRzJdfmOpOf4XaKhGhFfEs7MBiBj9ctQK'\n",
        "access_token = '1437342555151249408-NSpHFFQF3m2fDEXwMg0pyUXOOBr0J4'\n",
        "access_token_secret ='0rheoIeGWe8ICV6fL3NKljDom7g8fCZyt4JnAjwBPvAzc'"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NUpyQ4USifJo"
      },
      "source": [
        "#Authenticate credentials\n",
        "auth = tw.OAuthHandler(consumer_key, consumer_secret)\n",
        "auth.set_access_token(access_token, access_token_secret)\n",
        "api = tw.API(auth, wait_on_rate_limit=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NcJUTwczWSSu"
      },
      "source": [
        "## 2.Get Tweets"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-upNp2iCjySa",
        "outputId": "f40fbfd8-d8eb-4db3-a6b3-2d0c373b483b"
      },
      "source": [
        "hashtag='#visitrwanda'\n",
        "query = tw.Cursor(api.search, q=hashtag).items(1000)\n",
        "tweets = [{'Tweets': tweet.text, 'TimeStamp': tweet.created_at} for tweet in query]\n",
        "print(tweets)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[{'Tweets': 'Love love the fact that we have great staycations in kigali … serene , spacious, amazing services .. fully furnishe… https://t.co/u4JPVVF5aL', 'TimeStamp': datetime.datetime(2021, 10, 18, 10, 6, 35)}, {'Tweets': 'Rwanda Gorilla Tours from South Africa\\nhttps://t.co/3Pg5Ic9CBG\\nEmail: kabirasafaris@gmail.com \\n#VisitRwanda… https://t.co/im5g9rTrpp', 'TimeStamp': datetime.datetime(2021, 10, 18, 10, 1, 5)}, {'Tweets': 'RT @Vbiruta: Ambiance électrique avec le panneau #VisitRwanda au Parc des Princes au lendemain de @Kwitaizina avec participation de @neymar…', 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 58, 53)}, {'Tweets': 'RT @Vbiruta: Content d’avoir pu assister au match du #PSG-Montpellier ce 25 Septembre au Parc des Princes, et d’avoir échangé avec des memb…', 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 58, 44)}, {'Tweets': '#RadissonBlu #RadissonBluKigali #MICE\\n#kigaliconventioncentre #Rwanda #Kigali #VisitRwanda #Staysafe #Travelsafe… https://t.co/hGqXuJa9Eb', 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 54, 39)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 45, 47)}, {'Tweets': 'Looking to mark that special day? \\nLook no further than #RadissonBlu &amp; #KigaliConventionCentre for the perfect back… https://t.co/uODJojRNsi', 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 39, 23)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 34, 26)}, {'Tweets': 'RT @mike_mutabazi: All you need is to travel😉\\nPrestigious Epic Hotel in @NyagatareDistr @visitrwanda_now #RwOT 😉They even have mountain bik…', 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 30, 24)}, {'Tweets': 'RT @mike_mutabazi: All you need is to travel😉\\nPrestigious Epic Hotel in @NyagatareDistr @visitrwanda_now #RwOT 😉They even have mountain bik…', 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 27, 16)}, {'Tweets': 'RT @mike_mutabazi: All you need is to travel😉\\nPrestigious Epic Hotel in @NyagatareDistr @visitrwanda_now #RwOT 😉They even have mountain bik…', 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 17, 39)}, {'Tweets': 'RT @UberLuxeSafaris: “Without new experiences, something inside of us sleeps. The sleeper must awaken.” – Frank Herbert\\n#luxurytravel #luxu…', 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 14, 27)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 10, 52)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 9, 39)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 9, 0)}, {'Tweets': 'RT @RwandaInUAE: Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to #InvestInR…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 59, 31)}, {'Tweets': '“Without new experiences, something inside of us sleeps. The sleeper must awaken.” – Frank Herbert\\n#luxurytravel… https://t.co/tU3ZA43bEs', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 53, 43)}, {'Tweets': \"RT @SahihiT: Live things are happening here, it's all about hunting!\\n\\nBook a day trip for a unique #gamedrive within  #akageranationalpark…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 52, 55)}, {'Tweets': 'RT @RwandaInUAE: Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to #InvestInR…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 40, 51)}, {'Tweets': \"Live things are happening here, it's all about hunting!\\n\\nBook a day trip for a unique #gamedrive within… https://t.co/T5HGhJXElG\", 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 39, 59)}, {'Tweets': 'RT @RwandaInUAE: Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to #InvestInR…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 30, 55)}, {'Tweets': 'RT @kabirasafaris: Contact Us\\xa0Kabira\\xa0Safaris Tours, for the best authentic African Jungle Tales Safaris\\nBook African Safari Tour Holidays o…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 21, 31)}, {'Tweets': 'RT @kabirasafaris: Contact Us\\xa0Kabira\\xa0Safaris Tours, for the best authentic African Jungle Tales Safaris\\nBook African Safari Tour Holidays o…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 21, 10)}, {'Tweets': 'RT @kabirasafaris: Contact Us\\xa0Kabira\\xa0Safaris Tours, for the best authentic African Jungle Tales Safaris\\nBook African Safari Tour Holidays o…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 20, 47)}, {'Tweets': 'RT @kabirasafaris: Contact Us\\xa0Kabira\\xa0Safaris Tours, for the best authentic African Jungle Tales Safaris\\nBook African Safari Tour Holidays o…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 19, 46)}, {'Tweets': 'RT @kabirasafaris: Contact Us\\xa0Kabira\\xa0Safaris Tours, for the best authentic African Jungle Tales Safaris\\nBook African Safari Tour Holidays o…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 18, 54)}, {'Tweets': 'RT @kabirasafaris: Contact Us\\xa0Kabira\\xa0Safaris Tours, for the best authentic African Jungle Tales Safaris\\nBook African Safari Tour Holidays o…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 18, 30)}, {'Tweets': 'RT @IamBebina: It’s the views for me😍😍 Eagle View Lodge… #VisitRwanda https://t.co/jjKxw7uGPw', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 17, 12)}, {'Tweets': 'RT @safarinewsrw: https://t.co/M4eTpkHkKE\\nBudget Gorilla Trek Rwanda Itineraries\\n@KatanaHugo @VolcanoesPark @visitrwanda_now @RDBrwanda @Ne…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 15, 7)}, {'Tweets': 'Contact Us\\xa0Kabira\\xa0Safaris Tours, for the best authentic African Jungle Tales Safaris\\nBook African Safari Tour Holid… https://t.co/XzCDavgK54', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 13, 36)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 13, 14)}, {'Tweets': 'RT @safarinewsrw: https://t.co/M4eTpkHkKE\\nBudget Gorilla Trek Rwanda Itineraries\\n@KatanaHugo @VolcanoesPark @visitrwanda_now @RDBrwanda @Ne…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 10, 34)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 8, 21)}, {'Tweets': 'RT @RwandaInUAE: Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to #InvestInR…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 5, 32)}, {'Tweets': 'RT @EllenDG_Safaris: An educational tour to new places is not just a fun get-away. It’s all about exploring new environments and cultures.…', 'TimeStamp': datetime.datetime(2021, 10, 18, 8, 0, 48)}, {'Tweets': 'RT @TuyisengeEpiph1: Reasons why #Rwanda should be your next destination to visit.\\n\\n#VisitRwanda https://t.co/OHSc8yrgNF', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 54, 58)}, {'Tweets': 'RT @mike_mutabazi: All you need is to travel😉\\nPrestigious Epic Hotel in @NyagatareDistr @visitrwanda_now #RwOT 😉They even have mountain bik…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 51, 20)}, {'Tweets': 'RT @TuyisengeEpiph1: Reasons why #Rwanda should be your next destination to visit.\\n\\n#VisitRwanda https://t.co/OHSc8yrgNF', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 50, 32)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 46, 24)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 45, 19)}, {'Tweets': 'RT @TuyisengeEpiph1: Reasons why #Rwanda should be your next destination to visit.\\n\\n#VisitRwanda https://t.co/OHSc8yrgNF', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 42, 37)}, {'Tweets': 'RT @RwandaInUAE: Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to #InvestInR…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 42, 28)}, {'Tweets': 'RT @RwandaInUAE: Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to #InvestInR…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 41, 46)}, {'Tweets': 'RT @RwandaInUAE: Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to #InvestInR…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 39, 29)}, {'Tweets': 'RT @vazqueztourst: Contact us to book your trip to the heart of Africa, Remarkable Rwanda.\\n\\nEmail: info@vazqueztours.com\\n_____________\\n#gor…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 39, 3)}, {'Tweets': 'An educational tour to new places is not just a fun get-away. It’s all about exploring new environments and culture… https://t.co/JgOht0ZTtm', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 37, 23)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 30, 14)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 28, 22)}, {'Tweets': 'Contact us to book your trip to the heart of Africa, Remarkable Rwanda.\\n\\nEmail: info@vazqueztours.com\\n_____________… https://t.co/gusv0jNc2A', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 27, 8)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 25, 36)}, {'Tweets': 'RT @Mouv_Idamange: Mouvement Idamange https://t.co/FsyeKF4vs5 \\nCommuniqué de presse du 17 10 21. Arrestations d’un journaliste et de nombre…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 25, 33)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 18, 4)}, {'Tweets': 'RT @mike_mutabazi: View from Shonga mountain (Key terrain😉). Eastern province\\n#VisitRwanda\\n#lightroommobile\\n#Phonephotography\\nEDIT vs DNG h…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 15, 41)}, {'Tweets': 'RT @mike_mutabazi: All you need is to travel😉\\nPrestigious Epic Hotel in @NyagatareDistr @visitrwanda_now #RwOT 😉They even have mountain bik…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 15, 31)}, {'Tweets': 'RT @safarinewsrw: https://t.co/M4eTpkHkKE\\nBudget Gorilla Trek Rwanda Itineraries\\n@KatanaHugo @VolcanoesPark @visitrwanda_now @RDBrwanda @Ne…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 3, 54)}, {'Tweets': 'RT @mike_mutabazi: All you need is to travel😉\\nPrestigious Epic Hotel in @NyagatareDistr @visitrwanda_now #RwOT 😉They even have mountain bik…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 3, 37)}, {'Tweets': 'RT @gorillasights: The beauty of Nyungwe National Park. lies to the southWest part of Rwanda. The park is home to Chimpanzees and is well k…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 3, 12)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 3, 6)}, {'Tweets': 'RT @safarinewsrw: https://t.co/M4eTpkHkKE\\nBudget Gorilla Trek Rwanda Itineraries\\n@KatanaHugo @VolcanoesPark @visitrwanda_now @RDBrwanda @Ne…', 'TimeStamp': datetime.datetime(2021, 10, 18, 7, 1, 48)}, {'Tweets': 'RT @RwandaInUAE: Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to #InvestInR…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 53, 43)}, {'Tweets': 'RT @safarinewsrw: https://t.co/M4eTpkHkKE\\nBudget Gorilla Trek Rwanda Itineraries\\n@KatanaHugo @VolcanoesPark @visitrwanda_now @RDBrwanda @Ne…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 51, 42)}, {'Tweets': 'RT @RwandaInUAE: Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to #InvestInR…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 51, 34)}, {'Tweets': 'RT @mike_mutabazi: All you need is to travel😉\\nPrestigious Epic Hotel in @NyagatareDistr @visitrwanda_now #RwOT 😉They even have mountain bik…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 46, 2)}, {'Tweets': '#Expo2020 #VisitRwanda https://t.co/xeKNeF0YoH', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 45, 39)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 42, 49)}, {'Tweets': 'All you need is to travel😉\\nPrestigious Epic Hotel in @NyagatareDistr @visitrwanda_now #RwOT 😉They even have mountai… https://t.co/emTuWMVbuX', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 35, 28)}, {'Tweets': 'RT @RwandaInUAE: Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to #InvestInR…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 32, 25)}, {'Tweets': 'RT @RwandaInUAE: Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to #InvestInR…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 27, 23)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 25, 48)}, {'Tweets': 'Deputy Director for the #Rwanda Pavilion @RwandaExpo2020 at #Expo2020Dubai  says that this is the right time to… https://t.co/JTXDD3Wp57', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 24, 28)}, {'Tweets': 'RT @SnowMediaTec: With Home App find your happy home in Rwanda https://t.co/AdJCQpOkHS\\nEasy way to buy and rent a house in Rwanda\\n#rwandaup…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 24, 9)}, {'Tweets': 'RT @janinefroend: In any case you didn’t know how rwandaful it is in the heart of Africa, please come and #VisitRwanda now!  #timetotravel…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 21, 6)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 16, 13)}, {'Tweets': 'RT @UmusambiV: Breeding Cattle Egrets with their buff orange wash colour on the breast and on the head @UmusambiV #BirdsSeenIn2021 #RwOT #B…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 3, 58)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 2, 29)}, {'Tweets': 'RT @UmusambiV: Breeding Cattle Egrets with their buff orange wash colour on the breast and on the head @UmusambiV #BirdsSeenIn2021 #RwOT #B…', 'TimeStamp': datetime.datetime(2021, 10, 18, 6, 1, 55)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 57, 31)}, {'Tweets': 'RT @UmusambiV: We have released a Spotted Eagle Owl, which our team of Vets and animal caregivers have been helping to recover for a month,…', 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 52, 19)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 51, 40)}, {'Tweets': 'RT @innocentm16: TEAM UGANDA:\\nFined tuned and Tested ahead of the 6TH round of African Rally Championship, the Mountain Gorilla Rally Rwand…', 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 49, 52)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 47, 30)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 46, 47)}, {'Tweets': 'RT @SahihiT: We are offering a special discount for Gorilla and chimpanzee trekking in both Rwanda and DR Congo.\\n\\n📨 sahihiafricatours@gmail…', 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 41, 15)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 40, 1)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 36, 59)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 33)}, {'Tweets': 'RT @jean11munezero: @CKibeho @UrugwiroVillage Lol Simperuka imaze igihe idakoreshwa ngo barimo kuyigurura se! Reka twitegure ko abari bashi…', 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 32, 49)}, {'Tweets': 'RT @Mouv_Idamange: Mouvement Idamange https://t.co/FsyeKF4vs5 \\nCommuniqué de presse du 17 10 21. Arrestations d’un journaliste et de nombre…', 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 29, 42)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 5, 1, 36)}, {'Tweets': '#BlackNarrative #NewAfrika #NewFuture #NewDesign #CityToCity #TasteMaking #VisitRwanda #TheRise https://t.co/bNcYDQt5mr', 'TimeStamp': datetime.datetime(2021, 10, 18, 4, 55, 14)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 4, 47, 21)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 18, 4, 44, 53)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 4, 44, 48)}, {'Tweets': '@CKibeho @UrugwiroVillage Lol Simperuka imaze igihe idakoreshwa ngo barimo kuyigurura se! Reka twitegure ko abari b… https://t.co/sH88oZe1mD', 'TimeStamp': datetime.datetime(2021, 10, 18, 4, 44, 20)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 4, 41, 43)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 4, 31, 7)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 4, 30, 29)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 3, 51, 52)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 18, 3, 36, 14)}, {'Tweets': 'RT @ToursUsalama: That time when Buffalo refuse to be the prey of the day!\\n\\nBook a 2 days trip to @AkageraPark to meet the big five.\\n\\n#book…', 'TimeStamp': datetime.datetime(2021, 10, 18, 2, 29, 52)}, {'Tweets': 'RT @MRCDUbumwe: Mouvement Idamange https://t.co/QZKn88aXSh \\nCommuniqué de presse du 17 10 21. Arrestations d’un journaliste et de nombreux…', 'TimeStamp': datetime.datetime(2021, 10, 18, 2, 5)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 18, 1, 7, 1)}, {'Tweets': 'RT @UmusambiV: We have released a Spotted Eagle Owl, which our team of Vets and animal caregivers have been helping to recover for a month,…', 'TimeStamp': datetime.datetime(2021, 10, 18, 0, 56, 48)}, {'Tweets': 'Straight Out Of #Kigali! #VisitRwanda https://t.co/TOVwxFNxEA', 'TimeStamp': datetime.datetime(2021, 10, 17, 23, 42, 46)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 23, 39, 45)}, {'Tweets': 'RT @MRCDUbumwe: Mouvement Idamange https://t.co/QZKn88aXSh \\nCommuniqué de presse du 17 10 21. Arrestations d’un journaliste et de nombreux…', 'TimeStamp': datetime.datetime(2021, 10, 17, 23, 31, 40)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 23, 3, 56)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 21, 42, 35)}, {'Tweets': '@nardrw @AfroTech @RDBrwanda It better be in @kigaliarenarw !!! @Philippe_N_ !!! @RDBrwanda , @cakamanzi  !!! @ufc… https://t.co/8Vi9JNAhu4', 'TimeStamp': datetime.datetime(2021, 10, 17, 21, 25, 48)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 17, 21, 14, 35)}, {'Tweets': 'RT @MDeFreese: #CarFreeDay today. Took a moment this morning to appreciate just how green @CityofKigali is this time of year. \\n\\n#GreenRwand…', 'TimeStamp': datetime.datetime(2021, 10, 17, 21, 13, 47)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 21, 12, 52)}, {'Tweets': 'https://t.co/M4eTpkHkKE\\nBudget Gorilla Trek Rwanda Itineraries\\n@KatanaHugo @VolcanoesPark @visitrwanda_now… https://t.co/ODaCjKVN9h', 'TimeStamp': datetime.datetime(2021, 10, 17, 21, 5, 49)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 56, 2)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 49, 19)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 46, 29)}, {'Tweets': 'RT @PaulKagame: Encouraging to see the mountain gorilla population in the Virungas has grown 25% in the last eight years. Conservation effo…', 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 39, 47)}, {'Tweets': 'RT @PaulKagame: Encouraging to see the mountain gorilla population in the Virungas has grown 25% in the last eight years. Conservation effo…', 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 35, 40)}, {'Tweets': 'In any case you didn’t know how rwandaful it is in the heart of Africa, please come and #VisitRwanda now!… https://t.co/svjpXfesxV', 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 25, 57)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 19, 23)}, {'Tweets': '@NdobaMugunga #VisitRwanda 🇷🇼', 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 8, 46)}, {'Tweets': 'It’s the views for me😍😍 Eagle View Lodge… #VisitRwanda https://t.co/jjKxw7uGPw', 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 6, 30)}, {'Tweets': 'RT @CNkulikiyinka: Wow! What a shot! And the focus… amazing! Thx again dear @2wsphotography \\nWhere in the North did you spot it? \\n#BirdsInR…', 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 6, 29)}, {'Tweets': 'RT @visitrwanda_now: 📍Lake Kivu🌊\\n\\nPlan your unforgettable trip today at https://t.co/2922JdJeDM\\n\\n#TemberaURwanda | #VisitRwanda🇷🇼 https://t…', 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 0, 30)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 20, 0, 18)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 55, 42)}, {'Tweets': 'Wow! What a shot! And the focus… amazing! Thx again dear @2wsphotography \\nWhere in the North did you spot it?… https://t.co/RezegURRsf', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 55, 42)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 54, 34)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 52, 54)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 50, 37)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 47, 38)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 40, 29)}, {'Tweets': 'https://t.co/zNQHxxk6Et \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/glz4PjBjC9', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 36, 34)}, {'Tweets': 'https://t.co/HC0VzH1T9C \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/MeDdzKRQ9f', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 36, 3)}, {'Tweets': 'https://t.co/ck2JnwrxVj \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/2qH0bPtHRv', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 35, 32)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 35, 17)}, {'Tweets': 'https://t.co/IQbVFu7I1p \\n\\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/Wms381TkO0', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 35, 3)}, {'Tweets': 'RT @mike_mutabazi: View from Shonga mountain (Key terrain😉). Eastern province\\n#VisitRwanda\\n#lightroommobile\\n#Phonephotography\\nEDIT vs DNG h…', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 34, 49)}, {'Tweets': 'RT @KGLLife: https://t.co/CCY88nmCPX \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX\\n#UC25thAnniversa…', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 34, 27)}, {'Tweets': 'https://t.co/CCY88nmCPX \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/p6VQJaPGl1', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 34, 26)}, {'Tweets': 'https://t.co/hqwstXeeyl \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/MQMknGRJE6', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 33, 39)}, {'Tweets': 'https://t.co/wM5pFHqEMN \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/yoQhZT95ge', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 33, 15)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 33, 3)}, {'Tweets': 'https://t.co/wLLAAlwnuL \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/3BQjFAV88C', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 32, 24)}, {'Tweets': 'https://t.co/hICSdq35dt \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/GxHRxZ7ets', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 29, 22)}, {'Tweets': 'https://t.co/2ftUqdNtzc \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/fhKbqMhdK4', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 26, 38)}, {'Tweets': 'https://t.co/5pEFK0Wahf \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/qoxjUYkHWs', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 26, 1)}, {'Tweets': 'https://t.co/7TdhzNQQtI \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/AMf8SQGmp2', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 25, 13)}, {'Tweets': 'https://t.co/0Wlza4BtLW \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/LqeLxpYEBq', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 24, 48)}, {'Tweets': 'RT @Mouv_Idamange: Mouvement Idamange https://t.co/FsyeKF4vs5 \\nCommuniqué de presse du 17 10 21. Arrestations d’un journaliste et de nombre…', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 24, 42)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 24, 27)}, {'Tweets': 'https://t.co/1bxrdlALx0 \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/Evw1DzJzBf', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 24, 19)}, {'Tweets': 'https://t.co/Ub0y2Q11Wc \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/2jAcPkK22Y', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 23, 35)}, {'Tweets': 'https://t.co/fEn5Dz2pSk \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/PbNSlBhckY', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 23, 5)}, {'Tweets': 'https://t.co/N0bxuDIv9f \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/o2C6jlLPxZ', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 22, 32)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 18, 19)}, {'Tweets': 'https://t.co/sbVqLgqEUI \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/jqhrfTz4DM', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 17, 55)}, {'Tweets': 'https://t.co/RcQTpEx5yW \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/Fr4G9fVLpq', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 16, 28)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 15, 18)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 14, 43)}, {'Tweets': 'RT @LuxSafaris: We offer Private luxury gorilla trekking and safari tours with Lux Gorilla Safaris. Contact one of our Travel Designers tod…', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 8, 29)}, {'Tweets': 'RT @wekarthur: Shots from @UmusambiV 😊… a place y’all #RwOT can check out when in #Kigali \\n\\n#visitrwanda @RDBrwanda https://t.co/ehzlu2kn9T', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 8, 6)}, {'Tweets': 'RT @KGLLife: https://t.co/uz93JQDomQ \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX\\n#UC25thAnniversa…', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 6, 55)}, {'Tweets': 'https://t.co/r4UN2kBZQD \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/6blE2L30ks', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 6, 42)}, {'Tweets': 'https://t.co/uz93JQDomQ \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/y38doAFPaI', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 6, 21)}, {'Tweets': 'https://t.co/fT3Vpma9Bq \\n\\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/Vt1UQAa2Y4', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 5, 26)}, {'Tweets': 'Mouvement Idamange https://t.co/QZKn88aXSh \\nCommuniqué de presse du 17 10 21. Arrestations d’un journaliste et de n… https://t.co/giyFan0V4W', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 5, 24)}, {'Tweets': 'https://t.co/NGDiXG3hW0 \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/WO8X7T5CPv', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 4, 57)}, {'Tweets': 'Mouvement Idamange https://t.co/FsyeKF4vs5 \\nCommuniqué de presse du 17 10 21. Arrestations d’un journaliste et de n… https://t.co/F9sTHAgRiC', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 4, 3)}, {'Tweets': 'Shots from @UmusambiV 😊… a place y’all #RwOT can check out when in #Kigali \\n\\n#visitrwanda @RDBrwanda https://t.co/ehzlu2kn9T', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 3, 40)}, {'Tweets': 'https://t.co/PD4t36AiBk \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/JpfI8CSWLL', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 2, 13)}, {'Tweets': 'https://t.co/jZ7A2xBKu8 \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/fmFb6GBQLi', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 1, 49)}, {'Tweets': '@Arsenal @WarnerBrosUK #visitrwanda', 'TimeStamp': datetime.datetime(2021, 10, 17, 19, 1, 23)}, {'Tweets': 'https://t.co/L5SuGPXoKc \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/VxLvv3c75I', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 53, 45)}, {'Tweets': 'https://t.co/o7UdxsdOFp \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/p7vNRmazzD', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 52, 26)}, {'Tweets': 'https://t.co/7Heei1Lzpt \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/pQLXNqN3ws', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 50, 25)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 50, 4)}, {'Tweets': 'https://t.co/PD4t36AiBk \\n\\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/Zy22xaISYs', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 47, 55)}, {'Tweets': 'RT @UmusambiV: We have released a Spotted Eagle Owl, which our team of Vets and animal caregivers have been helping to recover for a month,…', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 47, 9)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 43, 7)}, {'Tweets': 'RT @remy_ninsiima: An amazing place to visit, study and know the truth.\\nUmuco wo gusura, gutembera U Rwanda 🇷🇼 Ntugacike ahubwo uterwe inku…', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 41, 1)}, {'Tweets': 'RT @UmusambiV: We have released a Spotted Eagle Owl, which our team of Vets and animal caregivers have been helping to recover for a month,…', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 39, 50)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 35, 48)}, {'Tweets': 'Our lounge is well prepared, equipped with everything needed, come to us and be happy for alot we are preparing for… https://t.co/qSBPwCWkir', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 33, 41)}, {'Tweets': 'https://t.co/PD4t36AiBk \\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/zAppOMIDYy', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 32, 25)}, {'Tweets': 'https://t.co/jZ7A2xBKu8 \\n\\n#VisitRwanda\\n#Tuzatsinda\\n#madeinRwanda\\n#NtabeAriNjye\\n#RwOT\\n#Rwanda \\n#COVID19 \\n#COVAX… https://t.co/UEQZ1cCxl5', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 31, 56)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 29, 48)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 28, 52)}, {'Tweets': 'A perfect day for me is a good cup of coffee! Thanks to one of the best bartender / barista etc for this amazing pi… https://t.co/DWGQ2tnvga', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 28, 46)}, {'Tweets': 'RT @mike_mutabazi: View from Shonga mountain (Key terrain😉). Eastern province\\n#VisitRwanda\\n#lightroommobile\\n#Phonephotography\\nEDIT vs DNG h…', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 27, 37)}, {'Tweets': 'RT @mike_mutabazi: View from Shonga mountain (Key terrain😉). Eastern province\\n#VisitRwanda\\n#lightroommobile\\n#Phonephotography\\nEDIT vs DNG h…', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 11, 41)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 17, 18, 0, 51)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 17, 54, 48)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 17, 51, 51)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 17, 51, 6)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 17, 49, 13)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 17, 48, 7)}, {'Tweets': 'RT @gorillakabira: Rwanda Gorilla Trekking Safaris &amp; Tours + Costs (2022)\\nhttps://t.co/nJCo1Z7Uml\\nEmail: kabirasafaris@gmail.com \\n#VisitRwa…', 'TimeStamp': datetime.datetime(2021, 10, 17, 17, 46, 57)}, {'Tweets': 'RT @gorillakabira: Rwanda Gorilla Trekking Safaris &amp; Tours + Costs (2022)\\nhttps://t.co/nJCo1Z7Uml\\nEmail: kabirasafaris@gmail.com \\n#VisitRwa…', 'TimeStamp': datetime.datetime(2021, 10, 17, 17, 46, 19)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 17, 39, 8)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 17, 17, 7)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 17, 15, 52)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 17, 0, 23)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 16, 55)}, {'Tweets': 'RT @Real_Emmy250: Lake Kivu Rwanda \\n\\n#VisitRwanda https://t.co/rRYacHh25W', 'TimeStamp': datetime.datetime(2021, 10, 17, 16, 43, 17)}, {'Tweets': 'Lake Kivu Rwanda \\n\\n#VisitRwanda https://t.co/rRYacHh25W', 'TimeStamp': datetime.datetime(2021, 10, 17, 16, 42, 46)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 16, 39, 35)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 16, 34, 4)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 16, 33, 58)}, {'Tweets': 'RT @SahihiT: We are offering a special discount for Gorilla and chimpanzee trekking in both Rwanda and DR Congo.\\n\\n📨 sahihiafricatours@gmail…', 'TimeStamp': datetime.datetime(2021, 10, 17, 16, 24, 14)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 16, 19, 55)}, {'Tweets': 'RT @UmusambiV: We have released a Spotted Eagle Owl, which our team of Vets and animal caregivers have been helping to recover for a month,…', 'TimeStamp': datetime.datetime(2021, 10, 17, 16, 16, 5)}, {'Tweets': 'RT @UmusambiV: We have released a Spotted Eagle Owl, which our team of Vets and animal caregivers have been helping to recover for a month,…', 'TimeStamp': datetime.datetime(2021, 10, 17, 15, 43, 56)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 15, 37, 34)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 15, 33, 35)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 15, 24)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 15, 21, 47)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 15, 8, 11)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 15, 7, 42)}, {'Tweets': 'RT @Johnmugisha1: World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on the Ru…', 'TimeStamp': datetime.datetime(2021, 10, 17, 15, 6)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 15, 5, 21)}, {'Tweets': 'World Justice Project Annual Report on Law Enforcement 2021 puts #Rwanda at the forefront of sub-Saharan Africa on… https://t.co/aqPk49yGGO', 'TimeStamp': datetime.datetime(2021, 10, 17, 14, 51, 42)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 14, 39, 4)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 14, 35, 57)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 14, 34, 6)}, {'Tweets': 'RT @safirun_rw: #RwOT #safirunrw #delivery #logistic #Africa #rwanda #kigali #emobility\\n#visitrwanda #healthyfood #healthy #organic #grocer…', 'TimeStamp': datetime.datetime(2021, 10, 17, 14, 33, 22)}, {'Tweets': 'RT @innocentm16: TEAM UGANDA:\\nFined tuned and Tested ahead of the 6TH round of African Rally Championship, the Mountain Gorilla Rally Rwand…', 'TimeStamp': datetime.datetime(2021, 10, 17, 14, 25, 2)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 14, 15, 40)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 13, 46, 45)}, {'Tweets': 'RT @mike_mutabazi: View from Shonga mountain (Key terrain😉). Eastern province\\n#VisitRwanda\\n#lightroommobile\\n#Phonephotography\\nEDIT vs DNG h…', 'TimeStamp': datetime.datetime(2021, 10, 17, 13, 27, 2)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 13, 22, 18)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 13, 10, 24)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 13, 8, 56)}, {'Tweets': 'RT @UmusambiV: We have released a Spotted Eagle Owl, which our team of Vets and animal caregivers have been helping to recover for a month,…', 'TimeStamp': datetime.datetime(2021, 10, 17, 13, 6, 8)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 59, 18)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 59, 1)}, {'Tweets': \"RT @komezart: Mika Hirwa's heartwarming #DigitalPainting depicts a regal friendship between two royals in a #utopian universe. It is a cele…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 53, 33)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 49, 16)}, {'Tweets': 'Today @taluxurysafaris starting 3 days trip incredible in culture uniqueness of Rwanda 🇷🇼👣\\n@RwandaMuseums \\nPlanning… https://t.co/y6FJKGm8sp', 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 47, 42)}, {'Tweets': 'View from Shonga mountain (Key terrain😉). Eastern province\\n#VisitRwanda\\n#lightroommobile\\n#Phonephotography\\nEDIT vs… https://t.co/OX6bGrpvvU', 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 32, 20)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 30, 23)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 14, 10)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 12, 20)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 8, 38)}, {'Tweets': 'RT @UmusambiV: We have released a Spotted Eagle Owl, which our team of Vets and animal caregivers have been helping to recover for a month,…', 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 0, 21)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 12, 0, 18)}, {'Tweets': 'RT @MDeFreese: #CarFreeDay today. Took a moment this morning to appreciate just how green @CityofKigali is this time of year. \\n\\n#GreenRwand…', 'TimeStamp': datetime.datetime(2021, 10, 17, 11, 59, 54)}, {'Tweets': 'RT @innocentm16: TEAM UGANDA:\\nFined tuned and Tested ahead of the 6TH round of African Rally Championship, the Mountain Gorilla Rally Rwand…', 'TimeStamp': datetime.datetime(2021, 10, 17, 11, 55, 50)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 11, 53, 27)}, {'Tweets': 'RT @RwandaExpo2020: Visitors who have tried the #gorilla trek virtual reality experience said it felt as if they were physically teleported…', 'TimeStamp': datetime.datetime(2021, 10, 17, 11, 45, 38)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 11, 42, 18)}, {'Tweets': 'TEAM UGANDA:\\nFined tuned and Tested ahead of the 6TH round of African Rally Championship, the Mountain Gorilla Rall… https://t.co/qwz5lHJZf6', 'TimeStamp': datetime.datetime(2021, 10, 17, 11, 39, 18)}, {'Tweets': \"RT @gateteviews: This is how kids are being raised in Europe. Growing up in Africa, I saw people without a passport, wearing 'I love NYC' o…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 11, 32, 16)}, {'Tweets': '#VisitRwanda https://t.co/VJmszQJszn', 'TimeStamp': datetime.datetime(2021, 10, 17, 11, 11, 34)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 11, 5, 19)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 11, 2, 9)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 58, 53)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 56, 47)}, {'Tweets': 'RT @MDeFreese: #CarFreeDay today. Took a moment this morning to appreciate just how green @CityofKigali is this time of year. \\n\\n#GreenRwand…', 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 52, 33)}, {'Tweets': '@ecopeter7 #VisitRwanda that Rwanda gave @Arsenal almost 100million euros and my question is where is that money co… https://t.co/iX4GpNzLHH', 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 51, 53)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 49, 36)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 48, 52)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 40, 28)}, {'Tweets': \"RT @FactsOnRwanda: Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Index' b…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 40)}, {'Tweets': 'RT @MDeFreese: #CarFreeDay today. Took a moment this morning to appreciate just how green @CityofKigali is this time of year. \\n\\n#GreenRwand…', 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 39, 56)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 39, 11)}, {'Tweets': 'An amazing place to visit, study and know the truth.\\nUmuco wo gusura, gutembera U Rwanda 🇷🇼 Ntugacike ahubwo uterwe… https://t.co/sRgRdaZE7d', 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 38, 33)}, {'Tweets': \"Rwanda🇷🇼 is safer than Belgium🇧🇪, China🇨🇳, United States🇺🇸, France🇫🇷 and Portugal🇵🇹 on this year's 'Rule of Law Ind… https://t.co/QlFHUDWZ2O\", 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 36, 19)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 36, 7)}, {'Tweets': 'And #VisitRwanda next door @RwandaExpo2020 https://t.co/8QqEzPMpaQ', 'TimeStamp': datetime.datetime(2021, 10, 17, 10, 16, 11)}, {'Tweets': \"If you've been living in sins and wondering about your end. This is the one day , you have to be saved. You need to… https://t.co/TXgtJysbGv\", 'TimeStamp': datetime.datetime(2021, 10, 17, 9, 56, 3)}, {'Tweets': \"RT @IshAristide: I've seen beauty before but this was a discovery. ❤🇷🇼 \\n\\n#VisitRwanda https://t.co/re9kOTj4NX\", 'TimeStamp': datetime.datetime(2021, 10, 17, 9, 55, 7)}, {'Tweets': 'RT @MDeFreese: #CarFreeDay today. Took a moment this morning to appreciate just how green @CityofKigali is this time of year. \\n\\n#GreenRwand…', 'TimeStamp': datetime.datetime(2021, 10, 17, 9, 27, 54)}, {'Tweets': \"RT @bkmusavuli: RDC/ #VisitRwanda ET HONTE POLITIQUE\\nLorsque tous les politiciens d'un grand pays vont s'agenouiller devant le président d'…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 9, 25, 10)}, {'Tweets': 'RT @gorillakabira: Rwanda Gorilla Trekking Safaris &amp; Tours + Costs (2022)\\nhttps://t.co/nJCo1Z7Uml\\nEmail: kabirasafaris@gmail.com \\n#VisitRwa…', 'TimeStamp': datetime.datetime(2021, 10, 17, 9, 16, 24)}, {'Tweets': 'RT @MDeFreese: #CarFreeDay today. Took a moment this morning to appreciate just how green @CityofKigali is this time of year. \\n\\n#GreenRwand…', 'TimeStamp': datetime.datetime(2021, 10, 17, 9, 14, 50)}, {'Tweets': '#CarFreeDay today. Took a moment this morning to appreciate just how green @CityofKigali is this time of year.… https://t.co/dPFqV7ChV7', 'TimeStamp': datetime.datetime(2021, 10, 17, 9, 13, 55)}, {'Tweets': 'RT @EA_Tourism: TRAVEL NEWS | Fully vaccinated travelers &amp; children below 18years traveling to #Rwanda are no longer required to quarantine…', 'TimeStamp': datetime.datetime(2021, 10, 17, 8, 53, 22)}, {'Tweets': \"RT @mkngambi: Y'ello @KivuCleo - so nice to finally meet you. What a beautiful place. 😍\\n\\n#VisitRwanda 🇷🇼 https://t.co/dfYFuezdWC\", 'TimeStamp': datetime.datetime(2021, 10, 17, 8, 51, 17)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 8, 43, 9)}, {'Tweets': \"RT @Appo_Ir: Rero buriya @Stromae and Kigali Arena can be a moment we can't never forget😀. We need to redo this in a more better way and I…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 8, 28, 24)}, {'Tweets': 'RT @AkayezuV: #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 17, 8, 25, 16)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 8, 20, 21)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 8, 17, 50)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 8, 15, 6)}, {'Tweets': \"RT @cha_cya: @joes_fyn @JayREllis @JayREllis here is your bride @joes_fyn but in case this light hasn't come up you yet, atleast #VisitRwan…\", 'TimeStamp': datetime.datetime(2021, 10, 17, 7, 45, 40)}, {'Tweets': 'RT @UmusambiV: We have released a Spotted Eagle Owl, which our team of Vets and animal caregivers have been helping to recover for a month,…', 'TimeStamp': datetime.datetime(2021, 10, 17, 7, 45, 24)}, {'Tweets': 'We have released a Spotted Eagle Owl, which our team of Vets and animal caregivers have been helping to recover for… https://t.co/lcZAMWaH8J', 'TimeStamp': datetime.datetime(2021, 10, 17, 7, 43, 45)}, {'Tweets': 'RT @EA_Tourism: TRAVEL NEWS | Fully vaccinated travelers &amp; children below 18years traveling to #Rwanda are no longer required to quarantine…', 'TimeStamp': datetime.datetime(2021, 10, 17, 7, 43, 5)}, {'Tweets': 'We are offering a special discount for Gorilla and chimpanzee trekking in both Rwanda and DR Congo.\\n\\n📨 sahihiafrica… https://t.co/Imm5viyAv4', 'TimeStamp': datetime.datetime(2021, 10, 17, 7, 39, 42)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 7, 36, 37)}, {'Tweets': \"@joes_fyn @JayREllis @JayREllis here is your bride @joes_fyn but in case this light hasn't come up you yet, atleast… https://t.co/sgUnpcdOX7\", 'TimeStamp': datetime.datetime(2021, 10, 17, 7, 14, 32)}, {'Tweets': 'RT @MarieNtabugi: 💁🏾\\u200d♀️Les #Rwanda-ises du 21e siècle, entre tradition et modernité...\\n#NdumunyaRwandaKazi #VisitRwanda #RwOT🇷🇼 https://t.c…', 'TimeStamp': datetime.datetime(2021, 10, 17, 6, 50, 24)}, {'Tweets': 'RT @gorillakabira: Rwanda Gorilla Trekking Safaris &amp; Tours + Costs (2022)\\nhttps://t.co/nJCo1Z7Uml\\nEmail: kabirasafaris@gmail.com \\n#VisitRwa…', 'TimeStamp': datetime.datetime(2021, 10, 17, 6, 25, 39)}, {'Tweets': 'RT @gorillakabira: Rwanda Gorilla Trekking Safaris &amp; Tours + Costs (2022)\\nhttps://t.co/nJCo1Z7Uml\\nEmail: kabirasafaris@gmail.com \\n#VisitRwa…', 'TimeStamp': datetime.datetime(2021, 10, 17, 6, 25, 15)}, {'Tweets': 'RT @gorillakabira: Rwanda Gorilla Trekking Safaris &amp; Tours + Costs (2022)\\nhttps://t.co/nJCo1Z7Uml\\nEmail: kabirasafaris@gmail.com \\n#VisitRwa…', 'TimeStamp': datetime.datetime(2021, 10, 17, 6, 24, 17)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 5, 30, 11)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 5, 28, 27)}, {'Tweets': 'TRAVEL NEWS | Fully vaccinated travelers &amp; children below 18years traveling to #Rwanda are no longer required to qu… https://t.co/EnZCeFg6xu', 'TimeStamp': datetime.datetime(2021, 10, 17, 5, 22, 56)}, {'Tweets': 'RT @MutesiLinda: Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; amazing v…', 'TimeStamp': datetime.datetime(2021, 10, 17, 5, 8, 31)}, {'Tweets': 'Tucked away in Rebero #Kigali is #VillaKigali, a beautiful accommodation that offers you ‘your private luxury’ &amp; am… https://t.co/Q6hyeKIIyi', 'TimeStamp': datetime.datetime(2021, 10, 17, 4, 51, 10)}, {'Tweets': '@MokiaLaisin #VisitRwanda and we teach you another language.', 'TimeStamp': datetime.datetime(2021, 10, 17, 4, 9)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 17, 3, 30, 27)}, {'Tweets': 'RT @GustaveIraguha: Sparrow northern, taken yesterday afternoon 🐦😍Birds of Rwanda. If you enjoy my work, consider becoming a patron and sen…', 'TimeStamp': datetime.datetime(2021, 10, 16, 23, 53, 25)}, {'Tweets': 'RT @ToursUsalama: That time when Buffalo refuse to be the prey of the day!\\n\\nBook a 2 days trip to @AkageraPark to meet the big five.\\n\\n#book…', 'TimeStamp': datetime.datetime(2021, 10, 16, 23, 51, 46)}, {'Tweets': 'RT @Favourori_: Pack your bags &amp; move to Rwanda. \\n\\n#VisitRwanda https://t.co/vCrSiXG3vI', 'TimeStamp': datetime.datetime(2021, 10, 16, 23, 3, 11)}, {'Tweets': 'RT @Beautyofkigali: Vision City is multiphase housing development in Kigali, It is located at Gacuriro\\n#VisitRwanda \\n#VisitKigali https://t…', 'TimeStamp': datetime.datetime(2021, 10, 16, 22, 55, 25)}, {'Tweets': 'RT @AkayezuV: #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 16, 22, 43, 29)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 22, 29, 57)}, {'Tweets': 'Rwanda Gorilla Trekking Safaris &amp; Tours + Costs (2022)\\nhttps://t.co/nJCo1Z7Uml\\nEmail: kabirasafaris@gmail.com… https://t.co/kpX6kU3oS2', 'TimeStamp': datetime.datetime(2021, 10, 16, 21, 58, 50)}, {'Tweets': 'Magnificent #Birds Photos!  #VisitRwanda https://t.co/CakfOOX1HR', 'TimeStamp': datetime.datetime(2021, 10, 16, 21, 40, 12)}, {'Tweets': '#VisitRwanda #Rwanda https://t.co/EF7QqJUKjd', 'TimeStamp': datetime.datetime(2021, 10, 16, 21, 38, 44)}, {'Tweets': '#VisitRwanda Yellow Angry #Bird! https://t.co/g8sT1FUE2y', 'TimeStamp': datetime.datetime(2021, 10, 16, 20, 38, 5)}, {'Tweets': \"RT @Appo_Ir: Rero buriya @Stromae and Kigali Arena can be a moment we can't never forget😀. We need to redo this in a more better way and I…\", 'TimeStamp': datetime.datetime(2021, 10, 16, 20, 33, 6)}, {'Tweets': \"Rero buriya @Stromae and Kigali Arena can be a moment we can't never forget😀. We need to redo this in a more better… https://t.co/3Y7KqRhUc1\", 'TimeStamp': datetime.datetime(2021, 10, 16, 20, 26, 49)}, {'Tweets': 'RT @ByHeatherGD: Colors and Contrasts of Rwanda: https://t.co/8qk4KOXROF via @NatGeo @VisitRwanda_Now #Travel #VisitRwanda #Africa #OnAssig…', 'TimeStamp': datetime.datetime(2021, 10, 16, 20, 15, 8)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 19, 36, 12)}, {'Tweets': 'RT @bisethe: Remarkable Rwanda #VisitRwanda https://t.co/uouzQSlynS', 'TimeStamp': datetime.datetime(2021, 10, 16, 19, 34)}, {'Tweets': \"RT @IshAristide: I've seen beauty before but this was a discovery. ❤🇷🇼 \\n\\n#VisitRwanda https://t.co/re9kOTj4NX\", 'TimeStamp': datetime.datetime(2021, 10, 16, 19, 32, 39)}, {'Tweets': 'RT @Ignacendyzy: President Paul Kagame: People who criticize Rwanda’s partnership with Arsenal do so out of confusion or they don’t know wh…', 'TimeStamp': datetime.datetime(2021, 10, 16, 19, 29)}, {'Tweets': 'RT @RwandaInUAE: #Expo2020Dubai : Sheikh Hamdan bin Mohammed tours #Rwanda Pavilion @RwandaExpo2020 #RwandaExpo2020 #Expo2020 #VisitRwanda…', 'TimeStamp': datetime.datetime(2021, 10, 16, 19, 20, 39)}, {'Tweets': \"I've seen beauty before but this was a discovery. ❤🇷🇼 \\n\\n#VisitRwanda https://t.co/re9kOTj4NX\", 'TimeStamp': datetime.datetime(2021, 10, 16, 18, 33, 30)}, {'Tweets': 'RT @bisethe: Remarkable Rwanda #VisitRwanda https://t.co/uouzQSlynS', 'TimeStamp': datetime.datetime(2021, 10, 16, 18, 15, 31)}, {'Tweets': 'Colors and Contrasts of Rwanda: https://t.co/8qk4KOXROF via @NatGeo @VisitRwanda_Now #Travel #VisitRwanda #Africa #OnAssignment', 'TimeStamp': datetime.datetime(2021, 10, 16, 18, 10, 1)}, {'Tweets': 'RT @Karirima1: Ikiganiro cyihariye na Meya @MayorNyanza ku iterambere ry’Akarere ka @NyanzaDistrict @IGIHE  https://t.co/dnQsOE7OSC #Tember…', 'TimeStamp': datetime.datetime(2021, 10, 16, 17, 53, 21)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 16, 17, 10, 16)}, {'Tweets': 'A splendor of comfort\\nawaits you right here at #empathymanor.\\nBook your stay today and enjoy a\\ngrand experience. Ca… https://t.co/7lJnQYaHrE', 'TimeStamp': datetime.datetime(2021, 10, 16, 16, 28, 9)}, {'Tweets': 'RT @Philippe_N_: Obligatory stop ☕️ @Stafford_Coffee \\n\\n#VisitRwanda https://t.co/Ok7Pmgb9qT', 'TimeStamp': datetime.datetime(2021, 10, 16, 15, 50, 5)}, {'Tweets': \"RT @gateteviews: This is how kids are being raised in Europe. Growing up in Africa, I saw people without a passport, wearing 'I love NYC' o…\", 'TimeStamp': datetime.datetime(2021, 10, 16, 15, 42, 14)}, {'Tweets': \"RT @mkngambi: Y'ello @KivuCleo - so nice to finally meet you. What a beautiful place. 😍\\n\\n#VisitRwanda 🇷🇼 https://t.co/dfYFuezdWC\", 'TimeStamp': datetime.datetime(2021, 10, 16, 15, 34, 2)}, {'Tweets': 'RT @Karirima1: Ikiganiro cyihariye na Meya @MayorNyanza ku iterambere ry’Akarere ka @NyanzaDistrict @IGIHE  https://t.co/dnQsOE7OSC #Tember…', 'TimeStamp': datetime.datetime(2021, 10, 16, 15, 28, 48)}, {'Tweets': 'RT @MarieNtabugi: 💁🏾\\u200d♀️Les #Rwanda-ises du 21e siècle, entre tradition et modernité...\\n#NdumunyaRwandaKazi #VisitRwanda #RwOT🇷🇼 https://t.c…', 'TimeStamp': datetime.datetime(2021, 10, 16, 15, 21, 9)}, {'Tweets': 'RT @Karirima1: Ikiganiro cyihariye na Meya @MayorNyanza ku iterambere ry’Akarere ka @NyanzaDistrict @IGIHE  https://t.co/dnQsOE7OSC #Tember…', 'TimeStamp': datetime.datetime(2021, 10, 16, 15, 17, 45)}, {'Tweets': 'RT @bisethe: Remarkable Rwanda #VisitRwanda https://t.co/uouzQSlynS', 'TimeStamp': datetime.datetime(2021, 10, 16, 15, 15, 59)}, {'Tweets': 'RT @Karirima1: Ikiganiro cyihariye na Meya @MayorNyanza ku iterambere ry’Akarere ka @NyanzaDistrict @IGIHE  https://t.co/dnQsOE7OSC #Tember…', 'TimeStamp': datetime.datetime(2021, 10, 16, 15, 12, 18)}, {'Tweets': 'RT @ore_hon: #VisitRwanda @PSG_inside @Arsenal', 'TimeStamp': datetime.datetime(2021, 10, 16, 15, 9, 9)}, {'Tweets': 'RT @AkayezuV: #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 16, 15, 8, 59)}, {'Tweets': 'RT @BloomyWera7: Imagine getting arrested and charged for undermining a government everytime you criticize or have an opinion on any govern…', 'TimeStamp': datetime.datetime(2021, 10, 16, 14, 59, 4)}, {'Tweets': 'RT @MarieNtabugi: 💁🏾\\u200d♀️Les #Rwanda-ises du 21e siècle, entre tradition et modernité...\\n#NdumunyaRwandaKazi #VisitRwanda #RwOT🇷🇼 https://t.c…', 'TimeStamp': datetime.datetime(2021, 10, 16, 14, 46, 51)}, {'Tweets': 'RT @MarieNtabugi: 💁🏾\\u200d♀️Les #Rwanda-ises du 21e siècle, entre tradition et modernité...\\n#NdumunyaRwandaKazi #VisitRwanda #RwOT🇷🇼 https://t.c…', 'TimeStamp': datetime.datetime(2021, 10, 16, 14, 40, 20)}, {'Tweets': 'Chrismar Malta yamaze gusinyira Rayon sports from Brésil to Rayon sports\\n@van_for_sports_ \\n#visitrwanda @ Kicukiro,… https://t.co/kiFktaovGJ', 'TimeStamp': datetime.datetime(2021, 10, 16, 14, 40, 12)}, {'Tweets': 'RT @MarieNtabugi: 💁🏾\\u200d♀️Les #Rwanda-ises du 21e siècle, entre tradition et modernité...\\n#NdumunyaRwandaKazi #VisitRwanda #RwOT🇷🇼 https://t.c…', 'TimeStamp': datetime.datetime(2021, 10, 16, 14, 39, 33)}, {'Tweets': \"RT @bkmusavuli: RDC/ #VisitRwanda ET HONTE POLITIQUE\\nLorsque tous les politiciens d'un grand pays vont s'agenouiller devant le président d'…\", 'TimeStamp': datetime.datetime(2021, 10, 16, 14, 25, 43)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 14, 21, 10)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 14, 20, 14)}, {'Tweets': 'RT @Philippe_N_: Obligatory stop ☕️ @Stafford_Coffee \\n\\n#VisitRwanda https://t.co/Ok7Pmgb9qT', 'TimeStamp': datetime.datetime(2021, 10, 16, 14, 5, 45)}, {'Tweets': '#VisitRwanda\\n#InvestInRwanda https://t.co/fTU5OAemsI', 'TimeStamp': datetime.datetime(2021, 10, 16, 13, 55, 8)}, {'Tweets': 'Ikiganiro cyihariye na Meya @MayorNyanza ku iterambere ry’Akarere ka @NyanzaDistrict @IGIHE… https://t.co/3VvooqOAe6', 'TimeStamp': datetime.datetime(2021, 10, 16, 13, 51, 6)}, {'Tweets': 'A Commissioned Portrait\\nDone by me \\u2066@IshimweInnocen7\\u2069\\nMedium: Oil on Canvas\\nDone 2021\\nDm/ WhatsApp me at (+250)7840… https://t.co/QOG5PvSKOx', 'TimeStamp': datetime.datetime(2021, 10, 16, 13, 48, 9)}, {'Tweets': \"RT @bkmusavuli: RDC/ #VisitRwanda ET HONTE POLITIQUE\\nLorsque tous les politiciens d'un grand pays vont s'agenouiller devant le président d'…\", 'TimeStamp': datetime.datetime(2021, 10, 16, 13, 33, 4)}, {'Tweets': 'RT @darrellkofkin: Wonderful to meet with Dr @jenlove23 and @Pelly_Pi today and explore the barriers and opportunities to engage #Rwanda #D…', 'TimeStamp': datetime.datetime(2021, 10, 16, 13, 9, 58)}, {'Tweets': \"RT @bkmusavuli: RDC/ #VisitRwanda ET HONTE POLITIQUE\\nLorsque tous les politiciens d'un grand pays vont s'agenouiller devant le président d'…\", 'TimeStamp': datetime.datetime(2021, 10, 16, 13, 7, 24)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 16, 13, 0, 1)}, {'Tweets': 'Remarkable Rwanda #VisitRwanda https://t.co/uouzQSlynS', 'TimeStamp': datetime.datetime(2021, 10, 16, 12, 57, 58)}, {'Tweets': 'RT @LuxSafaris: We offer Private luxury gorilla trekking and safari tours with Lux Gorilla Safaris. Contact one of our Travel Designers tod…', 'TimeStamp': datetime.datetime(2021, 10, 16, 12, 49, 38)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 16, 12, 48, 53)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 16, 12, 44, 55)}, {'Tweets': 'That time when Buffalo refuse to be the prey of the day!\\n\\nBook a 2 days trip to @AkageraPark to meet the big five.… https://t.co/LL27rlp5ra', 'TimeStamp': datetime.datetime(2021, 10, 16, 12, 41, 18)}, {'Tweets': 'RT @Philippe_N_: Obligatory stop ☕️ @Stafford_Coffee \\n\\n#VisitRwanda https://t.co/Ok7Pmgb9qT', 'TimeStamp': datetime.datetime(2021, 10, 16, 12, 33, 58)}, {'Tweets': \"RT @mkngambi: Y'ello @KivuCleo - so nice to finally meet you. What a beautiful place. 😍\\n\\n#VisitRwanda 🇷🇼 https://t.co/dfYFuezdWC\", 'TimeStamp': datetime.datetime(2021, 10, 16, 12, 23, 24)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 12, 23, 9)}, {'Tweets': 'RT @Philippe_N_: Obligatory stop ☕️ @Stafford_Coffee \\n\\n#VisitRwanda https://t.co/Ok7Pmgb9qT', 'TimeStamp': datetime.datetime(2021, 10, 16, 12, 19, 53)}, {'Tweets': 'RT @MazimpakaJp: Driving through Nyungwe National Park #VisitRwanda https://t.co/SpuiFUPEGX', 'TimeStamp': datetime.datetime(2021, 10, 16, 12, 0, 24)}, {'Tweets': 'RT @HeritierRW: Well taken care of,,Breastfeeding is a responsibility. #VisitRwanda  😍😍 1/2 https://t.co/2jNBIg1fod', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 57, 12)}, {'Tweets': 'Wow! #VisitRwanda https://t.co/0sCvJlUVp4', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 45, 26)}, {'Tweets': \"RT @mkngambi: Y'ello @KivuCleo - so nice to finally meet you. What a beautiful place. 😍\\n\\n#VisitRwanda 🇷🇼 https://t.co/dfYFuezdWC\", 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 44, 59)}, {'Tweets': 'RT @Philippe_N_: Obligatory stop ☕️ @Stafford_Coffee \\n\\n#VisitRwanda https://t.co/Ok7Pmgb9qT', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 44, 58)}, {'Tweets': 'RT @Philippe_N_: Obligatory stop ☕️ @Stafford_Coffee \\n\\n#VisitRwanda https://t.co/Ok7Pmgb9qT', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 41, 24)}, {'Tweets': \"RDC/ #VisitRwanda ET HONTE POLITIQUE\\nLorsque tous les politiciens d'un grand pays vont s'agenouiller devant le prés… https://t.co/wznN6gpgph\", 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 40, 47)}, {'Tweets': 'RT @rwandan_oracle: @Philippe_N_ @Stafford_Coffee Amazing 👏 \\n\\n#Nyanza or #Butare ?\\n\\n#RwOT #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 33, 44)}, {'Tweets': '@Philippe_N_ @Stafford_Coffee Amazing 👏 \\n\\n#Nyanza or #Butare ?\\n\\n#RwOT #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 28, 10)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 27, 47)}, {'Tweets': 'RT @EllenDG_Safaris: We offer luxury tours where every destination you travel to, you are accompanied by our professional team by your side…', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 27, 8)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 15, 7)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 6, 53)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 5, 33)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 16, 11, 1, 18)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 57, 31)}, {'Tweets': 'RT @Philippe_N_: Obligatory stop ☕️ @Stafford_Coffee \\n\\n#VisitRwanda https://t.co/Ok7Pmgb9qT', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 53, 43)}, {'Tweets': 'Obligatory stop ☕️ @Stafford_Coffee \\n\\n#VisitRwanda https://t.co/Ok7Pmgb9qT', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 49, 34)}, {'Tweets': 'RT @GustaveIraguha: Sparrow northern, taken yesterday afternoon 🐦😍Birds of Rwanda. If you enjoy my work, consider becoming a patron and sen…', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 48, 44)}, {'Tweets': 'RT @gorillasights: The beauty of Nyungwe National Park. lies to the southWest part of Rwanda. The park is home to Chimpanzees and is well k…', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 41, 38)}, {'Tweets': 'RT @darrellkofkin: Wonderful to meet with Dr @jenlove23 and @Pelly_Pi today and explore the barriers and opportunities to engage #Rwanda #D…', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 40, 45)}, {'Tweets': 'RT @RwandaInUAE: #Expo2020Dubai : Sheikh Hamdan bin Mohammed tours #Rwanda Pavilion @RwandaExpo2020 #RwandaExpo2020 #Expo2020 #VisitRwanda…', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 28, 4)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 26, 36)}, {'Tweets': 'RT @RwandaInUAE: #Expo2020Dubai : Sheikh Hamdan bin Mohammed tours #Rwanda Pavilion @RwandaExpo2020 #RwandaExpo2020 #Expo2020 #VisitRwanda…', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 22, 27)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 14, 30)}, {'Tweets': 'RT @RwandaInUAE: #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 14, 19)}, {'Tweets': 'RT @RwandaInUAE: #Expo2020Dubai : Sheikh Hamdan bin Mohammed tours #Rwanda Pavilion @RwandaExpo2020 #RwandaExpo2020 #Expo2020 #VisitRwanda…', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 12, 34)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 10, 3, 3)}, {'Tweets': '@FlyRwandAir has the most kind flight attendants ever🥰 i flew frm JNB to LSK the other day, maaaan. big up to… https://t.co/zeGDTbHv3W', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 55, 20)}, {'Tweets': 'RT @RwandaInUAE: #Expo2020Dubai : Sheikh Hamdan bin Mohammed tours #Rwanda Pavilion @RwandaExpo2020 #RwandaExpo2020 #Expo2020 #VisitRwanda…', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 55, 11)}, {'Tweets': 'RT @RwandaInUAE: #Expo2020Dubai : Sheikh Hamdan bin Mohammed tours #Rwanda Pavilion @RwandaExpo2020 #RwandaExpo2020 #Expo2020 #VisitRwanda…', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 52, 3)}, {'Tweets': 'RT @KivuMarinaBay: When it comes to your conference needs, space is paramount. With certain conference and meeting rooms overlooking the en…', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 49, 31)}, {'Tweets': '#Expo2020Dubai : Sheikh Hamdan bin Mohammed tours #Rwanda Pavilion @RwandaExpo2020 #RwandaExpo2020 #Expo2020… https://t.co/AQkNLvTH5A', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 48, 45)}, {'Tweets': 'RT @ToursUsalama: Beautiful image of Kigali, always clean in nature &amp; the best place for honeymoon enjoyment!\\n\\nIs Rwanda on your bucket lis…', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 45, 27)}, {'Tweets': '#RwandaExpo2020 #Rwanda\\n#VisitRwanda https://t.co/aYoEttIIjm', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 44, 54)}, {'Tweets': 'We offer Private luxury gorilla trekking and safari tours with Lux Gorilla Safaris. Contact one of our Travel Desig… https://t.co/fnFG4fQbSw', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 41, 37)}, {'Tweets': 'Driving through Nyungwe National Park #VisitRwanda https://t.co/SpuiFUPEGX', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 38, 48)}, {'Tweets': 'RT @KivuMarinaBay: When it comes to your conference needs, space is paramount. With certain conference and meeting rooms overlooking the en…', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 35, 27)}, {'Tweets': \"RT @komezart: Mika Hirwa's heartwarming #DigitalPainting depicts a regal friendship between two royals in a #utopian universe. It is a cele…\", 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 34, 52)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 30, 30)}, {'Tweets': 'RT @ToursUsalama: Weekend vibes! where do you want to go?\\n\\nIs Rwanda on your bucket list? we are offering a discount for couples, family an…', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 29, 59)}, {'Tweets': 'RT @ToursUsalama: Taking the road for our adventure makes us feel happy, but @NyungwePark makes it memorable with these beautiful baboon cr…', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 29, 53)}, {'Tweets': 'RT @ToursUsalama: Beautiful image of Kigali, always clean in nature &amp; the best place for honeymoon enjoyment!\\n\\nIs Rwanda on your bucket lis…', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 29, 47)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 16, 9, 29, 10)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 55, 43)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 55, 23)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 55, 9)}, {'Tweets': 'RT @NoelKambanda: Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co…', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 50, 9)}, {'Tweets': 'RT @EllenDG_Safaris: We offer luxury tours where every destination you travel to, you are accompanied by our professional team by your side…', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 48, 1)}, {'Tweets': 'Rarely seen buffalo  in Rwanda’s volcano national park. \\n\\nA white buffalo not a true albino!  \\n\\n#VisitRwanda https://t.co/ySsgCWr8kU', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 45, 59)}, {'Tweets': 'RT @f_printing: SHOES✨\\nShop with us to experience the good the quality fair prices experience\\n\\nShop: @f_printing \\n📸@__visualcolour__ \\n\\n#RwO…', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 38, 55)}, {'Tweets': 'RT @GustaveIraguha: Sparrow northern, taken yesterday afternoon 🐦😍Birds of Rwanda. If you enjoy my work, consider becoming a patron and sen…', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 26, 46)}, {'Tweets': 'RT @GustaveIraguha: Sparrow northern, taken yesterday afternoon 🐦😍Birds of Rwanda. If you enjoy my work, consider becoming a patron and sen…', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 13, 1)}, {'Tweets': 'RT @GustaveIraguha: Sparrow northern, taken yesterday afternoon 🐦😍Birds of Rwanda. If you enjoy my work, consider becoming a patron and sen…', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 9, 4)}, {'Tweets': 'RT @GustaveIraguha: Sparrow northern, taken yesterday afternoon 🐦😍Birds of Rwanda. If you enjoy my work, consider becoming a patron and sen…', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 6, 34)}, {'Tweets': 'RT @GustaveIraguha: Sparrow northern, taken yesterday afternoon 🐦😍Birds of Rwanda. If you enjoy my work, consider becoming a patron and sen…', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 5, 2)}, {'Tweets': 'Sparrow northern, taken yesterday afternoon 🐦😍Birds of Rwanda. If you enjoy my work, consider becoming a patron and… https://t.co/3uMp1Vzxvv', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 4, 54)}, {'Tweets': 'We offer luxury tours where every destination you travel to, you are accompanied by our professional team by your s… https://t.co/ZbfiGn5Avr', 'TimeStamp': datetime.datetime(2021, 10, 16, 8, 0, 25)}, {'Tweets': 'Beautiful image of Kigali, always clean in nature &amp; the best place for honeymoon enjoyment!\\n\\nIs Rwanda on your buck… https://t.co/vKqoAFmRdi', 'TimeStamp': datetime.datetime(2021, 10, 16, 7, 48, 49)}, {'Tweets': 'RT @trengarajan: Gorillas • Nature • Kigali Arena sports • Resorts\\n\\nRwanda is bouncing back from covid.\\n\\n#VisitRwanda \\n\\nhttps://t.co/UJcZp8…', 'TimeStamp': datetime.datetime(2021, 10, 16, 7, 21, 35)}, {'Tweets': 'Dream Unity Fan Club ikomeje kwesa umuhigo itanga umusanzu wa miliyoni imwe buri kwezi (1000000 Frw) ishyigikira Ra… https://t.co/O4WuGsgurK', 'TimeStamp': datetime.datetime(2021, 10, 16, 7, 14, 2)}, {'Tweets': '#hydrabadibiryani #biryani #chickenkalimirch #kurrykingdom #kigali #rwanda🇷🇼 #visitrwanda #visitkurrykingdom #bar… https://t.co/q6coQJczuO', 'TimeStamp': datetime.datetime(2021, 10, 16, 7, 2, 43)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 16, 6, 51, 18)}, {'Tweets': 'RT @darrellkofkin: Wonderful to meet with Dr @jenlove23 and @Pelly_Pi today and explore the barriers and opportunities to engage #Rwanda #D…', 'TimeStamp': datetime.datetime(2021, 10, 16, 6, 32, 45)}, {'Tweets': 'RT @trengarajan: Gorillas • Nature • Kigali Arena sports • Resorts\\n\\nRwanda is bouncing back from covid.\\n\\n#VisitRwanda \\n\\nhttps://t.co/UJcZp8…', 'TimeStamp': datetime.datetime(2021, 10, 16, 6, 21, 49)}, {'Tweets': 'RT @trengarajan: Gorillas • Nature • Kigali Arena sports • Resorts\\n\\nRwanda is bouncing back from covid.\\n\\n#VisitRwanda \\n\\nhttps://t.co/UJcZp8…', 'TimeStamp': datetime.datetime(2021, 10, 16, 6, 21, 3)}, {'Tweets': 'RT @RDBrwanda: Earlier today, RDB Deputy CEO @zniyonkuru received former Ethiopian Prime Minister H.E Hailemariam Desalegn who is on a visi…', 'TimeStamp': datetime.datetime(2021, 10, 16, 6, 20, 32)}, {'Tweets': 'Hottest silent disco in town is at @iJURU_ONOMO . Saturday October 16th. Book your headphones on 0786279931. Rememb… https://t.co/ah8b1iRCiZ', 'TimeStamp': datetime.datetime(2021, 10, 16, 6, 18, 48)}, {'Tweets': \"Mika Hirwa's heartwarming #DigitalPainting depicts a regal friendship between two royals in a #utopian universe. It… https://t.co/fnftlD753D\", 'TimeStamp': datetime.datetime(2021, 10, 16, 6, 10, 3)}, {'Tweets': 'Gorillas • Nature • Kigali Arena sports • Resorts\\n\\nRwanda is bouncing back from covid.\\n\\n#VisitRwanda \\n\\nhttps://t.co/UJcZp83P7s', 'TimeStamp': datetime.datetime(2021, 10, 16, 6, 9, 54)}, {'Tweets': 'RT @RDBrwanda: Earlier today, RDB Deputy CEO @zniyonkuru received former Ethiopian Prime Minister H.E Hailemariam Desalegn who is on a visi…', 'TimeStamp': datetime.datetime(2021, 10, 16, 6, 1, 20)}, {'Tweets': 'RT @darrellkofkin: Wonderful to meet with Dr @jenlove23 and @Pelly_Pi today and explore the barriers and opportunities to engage #Rwanda #D…', 'TimeStamp': datetime.datetime(2021, 10, 16, 5, 54, 51)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 16, 5, 40, 24)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 16, 5, 35, 35)}, {'Tweets': 'Having a good time with this tallest has made the trip incredible... Coming back soon #wildlifelovers… https://t.co/R8WIXOOZyy', 'TimeStamp': datetime.datetime(2021, 10, 16, 5, 33, 37)}, {'Tweets': '#VisitRwanda https://t.co/5b4cpLGvKc', 'TimeStamp': datetime.datetime(2021, 10, 16, 5, 27, 48)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 16, 5, 19, 30)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 16, 5, 18, 6)}, {'Tweets': \"RT @mkngambi: Y'ello @KivuCleo - so nice to finally meet you. What a beautiful place. 😍\\n\\n#VisitRwanda 🇷🇼 https://t.co/dfYFuezdWC\", 'TimeStamp': datetime.datetime(2021, 10, 16, 4, 50, 2)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 16, 4, 37, 26)}, {'Tweets': 'Did you know that Rwanda has relaxed her restrictions for visitors? Fully vaccinated travelers will no longer need… https://t.co/gxsSgpA8gv', 'TimeStamp': datetime.datetime(2021, 10, 16, 4, 19, 21)}, {'Tweets': \"RT @gateteviews: This is how kids are being raised in Europe. Growing up in Africa, I saw people without a passport, wearing 'I love NYC' o…\", 'TimeStamp': datetime.datetime(2021, 10, 16, 1, 3, 20)}, {'Tweets': '#VisitRwanda https://t.co/eYshMcjFdK', 'TimeStamp': datetime.datetime(2021, 10, 16, 0, 23, 2)}, {'Tweets': '#VisitRwanda #RwandaWorks https://t.co/NypbiHxz6x', 'TimeStamp': datetime.datetime(2021, 10, 15, 23, 44, 43)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 23, 41, 15)}, {'Tweets': 'Formidable 😁🇷🇼😁 \\n\\n#RwOT #VisitRwanda https://t.co/IqS9jEP5Tt', 'TimeStamp': datetime.datetime(2021, 10, 15, 23, 20, 8)}, {'Tweets': '@michellekaram_ @travelwithTJD Formidable 😁🇷🇼😁 \\n\\n#RwOT #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 15, 23, 20, 2)}, {'Tweets': 'RT @RwandaSos: ⚠️ @EU_Commission, @EuropeanParliament , @hrw,  @amnesty, @UKParliament, @RFIAfrique , #CHOGAM2021 #visitrwanda, @EmmanuelMa…', 'TimeStamp': datetime.datetime(2021, 10, 15, 21, 35, 20)}, {'Tweets': '⚠️ @EU_Commission, @EuropeanParliament , @hrw,  @amnesty, @UKParliament, @RFIAfrique , #CHOGAM2021 #visitrwanda,… https://t.co/hUAaP7aJDy', 'TimeStamp': datetime.datetime(2021, 10, 15, 21, 28, 57)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 21, 22, 11)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 20, 28, 56)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 15, 20, 26, 17)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 20, 2, 51)}, {'Tweets': 'RT @AkayezuV: #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 59, 13)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 59, 11)}, {'Tweets': 'RT @ore_hon: #VisitRwanda @PSG_inside @Arsenal', 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 59, 6)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 44, 44)}, {'Tweets': 'RT @ikazerwanda: You don’t need therapy, you need @KivuMarinaBay \\n\\nSleep in. Read. Nature. Tranquility. Memories.Relax. Enjoy each moment…', 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 43, 1)}, {'Tweets': 'RT @KivuMarinaBay: We love being able to host special moments for our guests. Plan your next special event in total safety and a hidden gem…', 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 42, 48)}, {'Tweets': 'RT @KivuMarinaBay: It is always a pleasure having you stay with us! #mantismoments #VisitRwanda #RwOT', 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 42, 45)}, {'Tweets': 'RT @KivuMarinaBay: Our Tuesdays are for A good read, coffee, and stunning views... What about yours? #mantismoments #mantis #Rwanda #RwOT #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 42, 37)}, {'Tweets': \"RT @Kwitaizina: A big thank you to all our partners who made this year's #KwitaIzina gorilla naming ceremony a success!\\n\\n#VisitRwanda 🦍🇷🇼 h…\", 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 41, 46)}, {'Tweets': 'RT @KivuMarinaBay: A sweet dessert after your Sunday delicious meal will never go out of style! \\n\\nHave you tried our tasty desserts yet!?…', 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 41, 38)}, {'Tweets': 'RT @Archean_: What animal has the closest DNA to humans? According to science, around 5 species of apes share more than 93% of their DNA wi…', 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 34, 51)}, {'Tweets': 'RT @BloomyWera7: Imagine getting arrested and charged for undermining a government everytime you criticize or have an opinion on any govern…', 'TimeStamp': datetime.datetime(2021, 10, 15, 19, 14, 48)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 15, 18, 58, 29)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 18, 52, 13)}, {'Tweets': 'Your valuable presence is what we seek always. \\n#lakekivu \\n#VisitRwanda \\n#emeraudekivuresort \\n#fun #Kayak https://t.co/nOpNou56a9', 'TimeStamp': datetime.datetime(2021, 10, 15, 18, 45, 40)}, {'Tweets': 'RT @darrellkofkin: Wonderful to meet with Dr @jenlove23 and @Pelly_Pi today and explore the barriers and opportunities to engage #Rwanda #D…', 'TimeStamp': datetime.datetime(2021, 10, 15, 18, 35, 20)}, {'Tweets': 'Wonderful to meet with Dr @jenlove23 and @Pelly_Pi today and explore the barriers and opportunities to engage… https://t.co/kGFAHZxNaA', 'TimeStamp': datetime.datetime(2021, 10, 15, 18, 23, 4)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 18, 14, 35)}, {'Tweets': 'RT @RadissonKigali: \"AMAPIANO SATURDAY AT THE LOUNGE\"\\n\\nRendez-vous @ The #Lounge today from 6:00 PM - 9:00 PM for a classic evening spent w…', 'TimeStamp': datetime.datetime(2021, 10, 15, 18, 12, 23)}, {'Tweets': \"RT @RadissonKigali: Also,😌 don't forget about #LaPiazza Bar terrace #football games screened live on Tuesdays, Wednesdays, Saturdays, and S…\", 'TimeStamp': datetime.datetime(2021, 10, 15, 18, 12, 19)}, {'Tweets': 'RT @RadissonKigali: Hey there! Just a reminder that the #Lounge is now open 😌😌after being closed for almost two years due to #covid-19.\\n\\n#H…', 'TimeStamp': datetime.datetime(2021, 10, 15, 18, 12, 15)}, {'Tweets': '#VisitRwanda #FlyAfrika #TasteAfrika https://t.co/ljRaA7SyW0', 'TimeStamp': datetime.datetime(2021, 10, 15, 18, 1, 35)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 17, 58, 54)}, {'Tweets': 'RT @KibondoEditions: Only place to finde good books for you children!\\n\\nvisit @KibondoEditions and get the Best board books\\n\\nibitabo byiza b…', 'TimeStamp': datetime.datetime(2021, 10, 15, 17, 57, 13)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 17, 57, 4)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 17, 48, 58)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 15, 17, 46, 18)}, {'Tweets': 'Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture… https://t.co/dxFLEuCRmf', 'TimeStamp': datetime.datetime(2021, 10, 15, 17, 27, 43)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 17, 17, 59)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 15, 17, 16, 29)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 15, 17, 0, 1)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 15, 16, 53, 14)}, {'Tweets': 'RT @RDBrwanda: The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie led by H…', 'TimeStamp': datetime.datetime(2021, 10, 15, 16, 51, 17)}, {'Tweets': 'The RDB Chief Strategy and Compliance Officer, @LouiseKanyonga today received a delegation from the @OIFrancophonie… https://t.co/YB83dYbLIQ', 'TimeStamp': datetime.datetime(2021, 10, 15, 16, 36, 11)}, {'Tweets': 'RT @RDBrwanda: \"Bouncing back from the pandemic, Rwanda\\'s tourism industry hopes to reinvent itself and exploring new avenues for growth.\"…', 'TimeStamp': datetime.datetime(2021, 10, 15, 16, 29, 49)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 16, 17, 14)}, {'Tweets': 'RT @gorillakabira: Gorilla permit in Rwanda costs US$ 1500 each\\xa0and you are required to purchase a permit to see the gorillas in Rwanda. go…', 'TimeStamp': datetime.datetime(2021, 10, 15, 16, 2, 14)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 15, 59, 56)}, {'Tweets': 'RT @SsembogoJohn3: #VisitRwanda on @Arsenal @PSG_inside where do you think that money comes from definately from #Uganda where people who w…', 'TimeStamp': datetime.datetime(2021, 10, 15, 15, 53, 56)}, {'Tweets': 'RT @KibondoEditions: Only place to finde good books for you children!\\n\\nvisit @KibondoEditions and get the Best board books\\n\\nibitabo byiza b…', 'TimeStamp': datetime.datetime(2021, 10, 15, 15, 22, 6)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 15, 2, 23)}, {'Tweets': 'RT @KibondoEditions: Only place to finde good books for you children!\\n\\nvisit @KibondoEditions and get the Best board books\\n\\nibitabo byiza b…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 58, 12)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 55, 29)}, {'Tweets': 'RT @HeritierRW: Well taken care of,,Breastfeeding is a responsibility. #VisitRwanda  😍😍 1/2 https://t.co/2jNBIg1fod', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 51, 18)}, {'Tweets': 'RT @KibondoEditions: Only place to finde good books for you children!\\n\\nvisit @KibondoEditions and get the Best board books\\n\\nibitabo byiza b…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 50)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 48, 55)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 48, 43)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 38, 50)}, {'Tweets': 'RT @Badon250: ARKO BURIYA NTAKUNTU URWANDA RWAZA DUKORESHEREZA VIDEO YA #NATIONAL_ANTHEM RA. KO RUMAZE GUKIRA?\\n#RWANDA_NZIZA\\n#VISITRWANDA\\n#…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 34, 52)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 29, 49)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 26, 42)}, {'Tweets': 'Only place to finde good books for you children!\\n\\nvisit @KibondoEditions and get the Best board books\\n\\nibitabo byiz… https://t.co/r9uK39Bm7y', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 25, 21)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 20, 29)}, {'Tweets': 'RT @imfurarw: “A brand is no longer what we tell the consumer it is. It is what consumers tell each other it is.” \\nScott Cook\\n#onlinebusine…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 19, 47)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 16, 45)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 16, 20)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 13, 4)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 12, 11)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 12, 7)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 9, 36)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 8, 33)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 6, 46)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 6, 30)}, {'Tweets': 'RT @RwandaExpo2020: Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020 #Expo202…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 5, 30)}, {'Tweets': \"RT @mkngambi: Y'ello @KivuCleo - so nice to finally meet you. What a beautiful place. 😍\\n\\n#VisitRwanda 🇷🇼 https://t.co/dfYFuezdWC\", 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 5, 11)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 3, 46)}, {'Tweets': 'Hear about the experience that awaits you at the #Rwanda pavilion, directly from our visitors. #RwandaExpo2020… https://t.co/Zpu7R98yvU', 'TimeStamp': datetime.datetime(2021, 10, 15, 14, 3, 21)}, {'Tweets': 'RT @KaTiziano: @Wo_braa @Anarwabuneza @MirindiD @DianeGashumba Best places #VisitRwanda https://t.co/Xc0czyWtSB', 'TimeStamp': datetime.datetime(2021, 10, 15, 13, 56, 6)}, {'Tweets': '#VisitRwanda https://t.co/2TKhqjNc6A', 'TimeStamp': datetime.datetime(2021, 10, 15, 13, 29, 37)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 12, 39, 49)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 12, 28, 58)}, {'Tweets': 'RT @CriticalMassKgl: #VisitRwanda well represented 👏💪❤️🇷🇼 \\n#SustainableMobility\\n#ActiveMobility \\n#RwandaExpo2020 \\n#Kigali2025 \\n\\n40 Foreign…', 'TimeStamp': datetime.datetime(2021, 10, 15, 12, 23, 57)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 12, 18, 33)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 12, 8, 33)}, {'Tweets': 'Beauty of natural never cease to surprise with new features to the #naturallovers, evert seconds brings out new loo… https://t.co/dsfJQyi7Sh', 'TimeStamp': datetime.datetime(2021, 10, 15, 11, 57, 33)}, {'Tweets': '#VisitRwanda https://t.co/M6sAU7GvRx', 'TimeStamp': datetime.datetime(2021, 10, 15, 11, 45, 57)}, {'Tweets': \"RT @mkngambi: Y'ello @KivuCleo - so nice to finally meet you. What a beautiful place. 😍\\n\\n#VisitRwanda 🇷🇼 https://t.co/dfYFuezdWC\", 'TimeStamp': datetime.datetime(2021, 10, 15, 11, 43, 24)}, {'Tweets': \"Y'ello @KivuCleo - so nice to finally meet you. What a beautiful place. 😍\\n\\n#VisitRwanda 🇷🇼 https://t.co/dfYFuezdWC\", 'TimeStamp': datetime.datetime(2021, 10, 15, 11, 12, 24)}, {'Tweets': 'RT @AkayezuV: #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 15, 10, 58, 51)}, {'Tweets': '#VisitRwanda https://t.co/GH900eUSIc', 'TimeStamp': datetime.datetime(2021, 10, 15, 10, 44, 11)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 10, 26, 9)}, {'Tweets': '@liraduku @KivuCleo Jadore 😁🇷🇼🇨🇦🇷🇼 \\n\\n@visitrwanda_now @KivuCleo \\n\\n#RwOT #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 15, 10, 24, 50)}, {'Tweets': 'Formidable 😁🇷🇼🇨🇦🇷🇼😁\\n\\n@KivuCleo @visitrwanda_now\\n\\n#RwOT #VisitRwanda https://t.co/rANt68dpiK', 'TimeStamp': datetime.datetime(2021, 10, 15, 10, 24, 2)}, {'Tweets': 'RT @BloomyWera7: Imagine getting arrested and charged for undermining a government everytime you criticize or have an opinion on any govern…', 'TimeStamp': datetime.datetime(2021, 10, 15, 10, 23, 42)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 10, 16, 12)}, {'Tweets': \"RT @gateteviews: This is how kids are being raised in Europe. Growing up in Africa, I saw people without a passport, wearing 'I love NYC' o…\", 'TimeStamp': datetime.datetime(2021, 10, 15, 10, 7, 48)}, {'Tweets': 'RT @JustAskLtd: Weekend is here!! The time has come to let loose and create special moments @rushelkivu the #resort where people come first…', 'TimeStamp': datetime.datetime(2021, 10, 15, 10, 6, 47)}, {'Tweets': 'RT @BloomyWera7: Imagine getting arrested and charged for undermining a government everytime you criticize or have an opinion on any govern…', 'TimeStamp': datetime.datetime(2021, 10, 15, 10, 0, 38)}, {'Tweets': 'RT @JustAskLtd: GOOD NEEWS!! we now help you book a room, wedding and other ceremony venue, camping and much more @rushelkivu by calling 82…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 58, 11)}, {'Tweets': 'RT @JustAskLtd: Weekend is here!! The time has come to let loose and create special moments @rushelkivu the #resort where people come first…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 57, 33)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 51, 17)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 48, 53)}, {'Tweets': '#VisitRwanda  #RwandaNziza #RwoT https://t.co/tW5Le7PCNz', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 39, 3)}, {'Tweets': 'RT @AkayezuV: #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 37, 56)}, {'Tweets': 'RT @ore_hon: #VisitRwanda @PSG_inside @Arsenal', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 37, 38)}, {'Tweets': 'With Home App find your happy home in Rwanda https://t.co/AdJCQpOkHS\\nEasy way to buy and rent a house in Rwanda… https://t.co/x55dseDy97', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 35, 45)}, {'Tweets': 'RT @AkayezuV: #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 30, 19)}, {'Tweets': 'RT @AlainAbraham6: #icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nGreen Jumper \\n\\nWhatsapp:\\n+250 780897455\\n+86 16670101814\\n#vi…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 29, 38)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 29, 14)}, {'Tweets': 'RT @AlainAbraham6: #icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nYellow Jumper \\nWhatsapp:\\n+250 780897455\\n+86 16670101814\\n#vi…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 29, 8)}, {'Tweets': 'RT @AlainAbraham6: #icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nBlack Jumper \\nWhatsapp:\\n+250 780897455\\n+86 16670101814\\n#vis…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 28, 22)}, {'Tweets': 'RT @AlainAbraham6: #icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nDark red Jumper \\nWhatsapp:\\n+250 780897455\\n+86 16670101814\\n#…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 28, 6)}, {'Tweets': 'RT @BloomyWera7: Imagine getting arrested and charged for undermining a government everytime you criticize or have an opinion on any govern…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 27, 51)}, {'Tweets': 'RT @AlainAbraham6: #icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nDark red Jumper \\nWhatsapp:\\n+250 780897455\\n+86 16670101814\\n#…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 26, 51)}, {'Tweets': 'RT @AlainAbraham6: #icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nBlack Jumper \\nWhatsapp:\\n+250 780897455\\n+86 16670101814\\n#vis…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 26, 48)}, {'Tweets': 'RT @AlainAbraham6: #icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nYellow Jumper \\nWhatsapp:\\n+250 780897455\\n+86 16670101814\\n#vi…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 26, 41)}, {'Tweets': 'RT @AlainAbraham6: #icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nGreen Jumper \\n\\nWhatsapp:\\n+250 780897455\\n+86 16670101814\\n#vi…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 26, 29)}, {'Tweets': 'RT @AlainAbraham6: #icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nBlue Jumper \\nWhatsapp:\\n+250 780897455\\n+86 16670101814\\n#visi…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 24, 5)}, {'Tweets': 'RT @AkayezuV: #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 23, 43)}, {'Tweets': 'RT @ore_hon: #VisitRwanda @PSG_inside @Arsenal', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 23, 35)}, {'Tweets': '#icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nDark red Jumper \\nWhatsapp:\\n+250 780897455\\n+86 16670101… https://t.co/NYk4PULaJI', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 17, 59)}, {'Tweets': '#icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nBlack Jumper \\nWhatsapp:\\n+250 780897455\\n+86 16670101814… https://t.co/Wuk4lDM1ea', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 17, 22)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 17, 17)}, {'Tweets': '#icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nYellow Jumper \\nWhatsapp:\\n+250 780897455\\n+86 1667010181… https://t.co/OGpI7D1Uq0', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 17, 5)}, {'Tweets': '#icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nGreen Jumper \\n\\nWhatsapp:\\n+250 780897455\\n+86 1667010181… https://t.co/vANaRKnhaE', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 17, 1)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 16, 36)}, {'Tweets': '#icicestkigali \\nFeel trendy, Feel Proud 🇷🇼❤\\n@AlainAbraham6 \\n\\nBlue Jumper \\nWhatsapp:\\n+250 780897455\\n+86 16670101814… https://t.co/y6r2SNWscY', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 14, 13)}, {'Tweets': 'RT @JustAskLtd: Weekend is here!! The time has come to let loose and create special moments @rushelkivu the #resort where people come first…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 6, 39)}, {'Tweets': 'RT @SsembogoJohn3: #VisitRwanda on @Arsenal @PSG_inside where do you think that money comes from definately from #Uganda where people who w…', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 2, 13)}, {'Tweets': '#VisitRwanda on @Arsenal @PSG_inside where do you think that money comes from definately from #Uganda where people… https://t.co/6dmOSTfbN2', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 2, 5)}, {'Tweets': 'Great job @RubavuDistrict! #visitRwanda https://t.co/HdCicp2lSU', 'TimeStamp': datetime.datetime(2021, 10, 15, 9, 1, 48)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 8, 59, 42)}, {'Tweets': '@NamanyaRender #visitRwanda where do you think that money comes from?', 'TimeStamp': datetime.datetime(2021, 10, 15, 8, 58, 50)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 15, 8, 39, 42)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 8, 37, 21)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 8, 34, 5)}, {'Tweets': 'RT @KigaliMarriott: Our backyard 🌴 Time to turn on that out of office and dive into paradise. To explore our offers visit the #linkinbio\\n\\n#…', 'TimeStamp': datetime.datetime(2021, 10, 15, 8, 22, 16)}, {'Tweets': \"Contact: +250788625100 whatsapp / Call\\nAre u looking for an #apartments #House for #rent ? in #Kigali #Rwanda we're… https://t.co/OxGNwEei8w\", 'TimeStamp': datetime.datetime(2021, 10, 15, 8, 11, 22)}, {'Tweets': 'From crop to cup 🍃\\u2060\\n\\u2060\\nNothing tastes better than local Rwandan coffee prepared the traditional way\\u2060\\n\\u2060\\nJoin the Coff… https://t.co/hbZDX8VFRa', 'TimeStamp': datetime.datetime(2021, 10, 15, 8, 10, 37)}, {'Tweets': 'RT @KigaliMarriott: Our backyard 🌴 Time to turn on that out of office and dive into paradise. To explore our offers visit the #linkinbio\\n\\n#…', 'TimeStamp': datetime.datetime(2021, 10, 15, 8, 4, 56)}, {'Tweets': 'Beautiful baby #Gorillas #VisitRwanda https://t.co/D79rsIuGGy', 'TimeStamp': datetime.datetime(2021, 10, 15, 8, 3, 39)}, {'Tweets': 'Our backyard 🌴 Time to turn on that out of office and dive into paradise. To explore our offers visit the… https://t.co/GvXA1NgHiG', 'TimeStamp': datetime.datetime(2021, 10, 15, 7, 58, 39)}, {'Tweets': 'RT @FaustinMUNYAZIK: #GreenRwanda #VisitRwanda #InvestInRwanda', 'TimeStamp': datetime.datetime(2021, 10, 15, 7, 45, 55)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 7, 45, 48)}, {'Tweets': '“A brand is no longer what we tell the consumer it is. It is what consumers tell each other it is.” \\nScott Cook… https://t.co/pzW3SMhLBy', 'TimeStamp': datetime.datetime(2021, 10, 15, 7, 43, 7)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 7, 29, 16)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 7, 20, 48)}, {'Tweets': 'RT @f_printing: SHOES✨\\nShop with us to experience the good the quality fair prices experience\\n\\nShop: @f_printing \\n📸@__visualcolour__ \\n\\n#RwO…', 'TimeStamp': datetime.datetime(2021, 10, 15, 7, 19, 45)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 7, 14, 31)}, {'Tweets': 'RT @ToursUsalama: Weekend vibes! where do you want to go?\\n\\nIs Rwanda on your bucket list? we are offering a discount for couples, family an…', 'TimeStamp': datetime.datetime(2021, 10, 15, 7, 14, 14)}, {'Tweets': 'SHOES✨\\nShop with us to experience the good the quality fair prices experience\\n\\nShop: @f_printing \\n📸… https://t.co/0h3hbTCkol', 'TimeStamp': datetime.datetime(2021, 10, 15, 7, 13, 6)}, {'Tweets': 'Weekend is here!! The time has come to let loose and create special moments @rushelkivu the #resort where people co… https://t.co/7ZeW03wVsv', 'TimeStamp': datetime.datetime(2021, 10, 15, 6, 55, 40)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 6, 51, 45)}, {'Tweets': 'RT @IamBebina: 😍 #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 15, 6, 45, 44)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 6, 45, 36)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 6, 39)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 6, 25, 9)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 6, 23, 31)}, {'Tweets': 'RT @EllenDG_Safaris: Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture #heritage #…', 'TimeStamp': datetime.datetime(2021, 10, 15, 6, 19, 38)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 6, 10, 1)}, {'Tweets': 'Travel with us and get to explore the major historical and cultural sites of Rwanda.\\n#VisitRwanda #culture… https://t.co/Yri0qHmrWW', 'TimeStamp': datetime.datetime(2021, 10, 15, 5, 58, 32)}, {'Tweets': '@kakayamossy2000 @PatrickSegawa4 #VisitRwanda #investInRwanda', 'TimeStamp': datetime.datetime(2021, 10, 15, 5, 46, 33)}, {'Tweets': 'Weekend vibes! where do you want to go?\\n\\nIs Rwanda on your bucket list? we are offering a discount for couples, fam… https://t.co/kNEIvPsOaS', 'TimeStamp': datetime.datetime(2021, 10, 15, 5, 5, 23)}, {'Tweets': 'RT @SahihiT: Careful, it is always on hunt...!\\n\\nBook a day trip for a unique #gamedrive within  #akageranationalpark with us. This is the r…', 'TimeStamp': datetime.datetime(2021, 10, 15, 5, 3, 42)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 4, 52, 26)}, {'Tweets': \"Uru #Rwanda ni rwiza n'abarutuye ni beza.\\nU Rwanda ni rweme.\\n#RwandaNziza\\n#VisitRwanda \\n@visitrwanda_now… https://t.co/lTbvTc10Nh\", 'TimeStamp': datetime.datetime(2021, 10, 15, 4, 51, 43)}, {'Tweets': 'RT @RwandaExpo2020: Our new pavilion team member has made it to #DubaiExpo2020. Come say hi to Ikizere. #RwandaExpo2020  #VisitRwanda https…', 'TimeStamp': datetime.datetime(2021, 10, 15, 4, 46, 52)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 4, 43, 56)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 4, 43, 53)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 4, 39, 51)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 4, 31)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 4, 25, 39)}, {'Tweets': 'RT @RwandaExpo2020: Our new pavilion team member has made it to #DubaiExpo2020. Come say hi to Ikizere. #RwandaExpo2020  #VisitRwanda https…', 'TimeStamp': datetime.datetime(2021, 10, 15, 3, 54, 37)}, {'Tweets': 'Good morning #Rwanda @AkageraPark \\n#VisitRwanda https://t.co/yvJZd8vofc', 'TimeStamp': datetime.datetime(2021, 10, 15, 3, 35, 22)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 15, 3, 15, 19)}, {'Tweets': 'RT @MarketingLCarey: Belonging to the @Singita_ Private Villa Collection, Kataza House offers guests time to connect with nature and restor…', 'TimeStamp': datetime.datetime(2021, 10, 15, 2, 30, 47)}, {'Tweets': 'RT @gatjmv: #VisitRwanda @CleoLakeKivu https://t.co/utPBQjdDfq', 'TimeStamp': datetime.datetime(2021, 10, 15, 0, 39, 7)}, {'Tweets': 'RT @visitrwanda_now: 📍 Akagera National Park, Rwanda.\\n\\n📸 @Jeanmariewild \\n\\n#VisitRwanda https://t.co/WSRXWcNHVv', 'TimeStamp': datetime.datetime(2021, 10, 15, 0, 37, 35)}, {'Tweets': 'RT @visitrwanda_now: 📍Lake Kivu🌊\\n\\nPlan your unforgettable trip today at https://t.co/2922JdJeDM\\n\\n#TemberaURwanda | #VisitRwanda🇷🇼 https://t…', 'TimeStamp': datetime.datetime(2021, 10, 15, 0, 37, 29)}, {'Tweets': \"RT @AKageruka: #Rwanda's @oogorillasnest and @oonyungwehouse have been ranked the 1st and 2nd best resorts in Africa, and 25th and 26th bes…\", 'TimeStamp': datetime.datetime(2021, 10, 15, 0, 17, 50)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 23, 58)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 22, 30, 19)}, {'Tweets': 'RT @GustaveIraguha: The pied crow, on the garden feeder earlier today #BirdsSeenIn2021 #BirdsofRwanda #VisitRwanda #Love #NaturePhotography…', 'TimeStamp': datetime.datetime(2021, 10, 14, 22, 25, 4)}, {'Tweets': 'RT @GustaveIraguha: Greater blue eared starling, Lake Kivu, Rwanda 🇷🇼 2021 #VisitRwanda #BirdsSeenIn2021 #AdventureTime #BeautifulWorld #bi…', 'TimeStamp': datetime.datetime(2021, 10, 14, 22, 11, 18)}, {'Tweets': 'RT @GustaveIraguha: The pied crow, on the garden feeder earlier today 😍🐦 Birds of Rwanda 🇷🇼 #VisitRwanda #BirdsSeenIn2021 #AdventureTime #B…', 'TimeStamp': datetime.datetime(2021, 10, 14, 22, 10, 53)}, {'Tweets': 'RT @GustaveIraguha: The pied crow, on the garden feeder earlier today #BirdsSeenIn2021 #BirdsofRwanda #VisitRwanda #Love #NaturePhotography…', 'TimeStamp': datetime.datetime(2021, 10, 14, 22, 10, 45)}, {'Tweets': 'RT @GustaveIraguha: 🇷🇼Beautiful Rwanda 🇷🇼 I hope that gentle scenery heals your heart, Thank you! #VisitRwanda #BeautifulWorld #africageo #…', 'TimeStamp': datetime.datetime(2021, 10, 14, 22, 10, 41)}, {'Tweets': 'RT @GustaveIraguha: All good things are wild and free.\\n\"If you enjoy my work, consider becoming a patron and sending your support.  My PayP…', 'TimeStamp': datetime.datetime(2021, 10, 14, 22, 10, 34)}, {'Tweets': 'RT @GustaveIraguha: Slender-billed waiver, on the garden yesterday morning. If you enjoy my work, consider becoming a patron and sending yo…', 'TimeStamp': datetime.datetime(2021, 10, 14, 22, 10, 29)}, {'Tweets': 'RT @GustaveIraguha: chase every sunrise❤️ Beautiful Rwanda.\\n\"If you enjoy my work, consider becoming a patron and sending your support. My…', 'TimeStamp': datetime.datetime(2021, 10, 14, 22, 10, 24)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 21, 41, 41)}, {'Tweets': 'My friend, no competition here. #Kigali leads, others follow. \\n\\n#VisitRwanda \\n#Rwanda https://t.co/4gM7VsLSZ8 https://t.co/dDKTAZurIQ', 'TimeStamp': datetime.datetime(2021, 10, 14, 21, 37, 28)}, {'Tweets': \"RT @gateteviews: This is how kids are being raised in Europe. Growing up in Africa, I saw people without a passport, wearing 'I love NYC' o…\", 'TimeStamp': datetime.datetime(2021, 10, 14, 21, 34, 10)}, {'Tweets': 'RT @Muhirela: #Rwandaful #VisitRwanda #RwOT https://t.co/N5RceF80xA', 'TimeStamp': datetime.datetime(2021, 10, 14, 21, 27, 34)}, {'Tweets': 'RT @Manzi_X: What the hell🤭\\n\\nSo without warning, without giving him a chance to prepare legal representation @umubavu1112 Theo has been arr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 21, 26, 35)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 21, 8, 4)}, {'Tweets': '😍 #VisitRwanda https://t.co/yu5pCg9N0Y', 'TimeStamp': datetime.datetime(2021, 10, 14, 20, 56, 27)}, {'Tweets': 'RT @AmadouLePo: #VisitRwanda, faut reconnaître le Rwanda 🇷🇼 à des beautés époustouflantes, malgré que nous préférons @KeessoBlvck, @Mlle_Do…', 'TimeStamp': datetime.datetime(2021, 10, 14, 20, 51, 4)}, {'Tweets': '#Rwandaful #VisitRwanda #RwOT https://t.co/2jc0Z1yaUE https://t.co/N5RceF80xA', 'TimeStamp': datetime.datetime(2021, 10, 14, 20, 50, 12)}, {'Tweets': 'RT @Manzi_X: What the hell🤭\\n\\nSo without warning, without giving him a chance to prepare legal representation @umubavu1112 Theo has been arr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 20, 42, 13)}, {'Tweets': 'RT @FactsOnRwanda: Tour du Rwanda, the 14th Edition to  happen in 2022 from 20 to 27 February.\\n\\nIt will be the first edition after Rwanda w…', 'TimeStamp': datetime.datetime(2021, 10, 14, 20, 24, 41)}, {'Tweets': 'RT @GustaveIraguha: 🇷🇼Beautiful Rwanda 🇷🇼 I hope that gentle scenery heals your heart, Thank you! #VisitRwanda #BeautifulWorld #africageo #…', 'TimeStamp': datetime.datetime(2021, 10, 14, 20, 24, 20)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 20, 13, 18)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 19, 57, 54)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 19, 57, 46)}, {'Tweets': 'RT @Manzi_X: Hey @kenyansista \\n\\nI’m curious, I remember you and some other YouTuber once visited #VisitRwanda and told us that #Rwanda amaz…', 'TimeStamp': datetime.datetime(2021, 10, 14, 19, 39, 25)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 19, 35, 36)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 19, 33, 58)}, {'Tweets': '@rayon_sports #VisitRwanda  @rayon_sports  you enjoyed!! 👌🏼', 'TimeStamp': datetime.datetime(2021, 10, 14, 19, 11, 43)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 19, 5, 32)}, {'Tweets': 'RT @AmadouLePo: #VisitRwanda, faut reconnaître le Rwanda 🇷🇼 à des beautés époustouflantes, malgré que nous préférons @KeessoBlvck, @Mlle_Do…', 'TimeStamp': datetime.datetime(2021, 10, 14, 19, 3, 14)}, {'Tweets': 'RT @BloomyWera7: Imagine getting arrested and charged for undermining a government everytime you criticize or have an opinion on any govern…', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 58, 8)}, {'Tweets': 'RT @SnoweaSafaris: True definition of an enriching African Safari experience in Uganda: Gorilla trekking in Bwindi National Park\\n\\nWebsite:…', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 53, 26)}, {'Tweets': 'RT @SnoweaSafaris: An experience with the climbing lions in the Ishasha sector of Queen Elizabeth National Park in Uganda.\\n\\nDiscover more:…', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 53, 6)}, {'Tweets': 'RT @Flove_Rwanda: Find me by the B.E.A.C.H ( Best Escape Anyone Can Have) @_martinational_ \\n#madeinrwanda #totebag #visitrwanda https://t.c…', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 50, 29)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 45, 42)}, {'Tweets': 'RT @RobCyubahiro: On the list Maxime wahome she will be here as well. \\n\\nDriving Subaru Impreza N10 \\n\\n#VisitRwanda https://t.co/cIaY0JAV8n', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 40, 45)}, {'Tweets': 'RT @RobCyubahiro: On the list Maxime wahome she will be here as well. \\n\\nDriving Subaru Impreza N10 \\n\\n#VisitRwanda https://t.co/cIaY0JAV8n', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 40, 43)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 28, 30)}, {'Tweets': 'We Love Namibia and want to have a clean Capital as well. Clean country is better for everyone. Hopefully… https://t.co/458e5mRkiP', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 25, 27)}, {'Tweets': '@BloomyWera7 @kenyansista @wode_maya Can @wode_maya please come and gain more insight into #visitrwanda … the place… https://t.co/liv2812jNc', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 24, 16)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 24, 4)}, {'Tweets': 'RT @RwandaSos: #visitrwanda, @hrw ,@commonwealthsec ,@EU_Commission ,@RwandaParliamnt @UKParliament @EmmanuelMacron ,@Arsenal ,@PSG_inside…', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 23, 43)}, {'Tweets': '@AirMalta @MaltaGov Thank you for your service. Rwandans are grateful . Have a safe journey to Kigali #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 20, 20)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 18, 33)}, {'Tweets': '#Tarihinda. #VisitRwanda. [GN] https://t.co/HzlLHGfQRZ', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 5, 56)}, {'Tweets': 'Throwback Thursday: A perfect weekend @AkageraPark 🏕🦒🦓🦛\\U0001f9a3 #VisitRwanda https://t.co/N6jeWUPfeu', 'TimeStamp': datetime.datetime(2021, 10, 14, 18, 3)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 55)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 53, 10)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 49, 41)}, {'Tweets': 'RT @RobCyubahiro: On the list Maxime wahome she will be here as well. \\n\\nDriving Subaru Impreza N10 \\n\\n#VisitRwanda https://t.co/cIaY0JAV8n', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 44, 52)}, {'Tweets': '@KARANGWASewase Rwanda Mountain Gorilla Rally 2021 du 22-24 Oct this month.\\n22 Oct in Kigali perhaps Amahoro Stadiu… https://t.co/ZBzP6K0AFc', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 40, 29)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 36, 53)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 34, 59)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 33, 34)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 31, 58)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 28, 19)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 27, 57)}, {'Tweets': 'On the list Maxime wahome she will be here as well. \\n\\nDriving Subaru Impreza N10 \\n\\n#VisitRwanda https://t.co/cIaY0JAV8n', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 23, 31)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 19, 47)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 15, 50)}, {'Tweets': 'RT @ali_naka: Rwanda is just not Kigali, Goodmorning From Rubavu, Rwanda #VisitRwanda 🇷🇼 https://t.co/pGVGzdD70V', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 14, 40)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 17, 12, 1)}, {'Tweets': 'RT @BloomyWera7: Imagine getting arrested and charged for undermining a government everytime you criticize or have an opinion on any govern…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 56, 35)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 52, 48)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 52, 8)}, {'Tweets': 'RT @SahihiT: Careful, it is always on hunt...!\\n\\nBook a day trip for a unique #gamedrive within  #akageranationalpark with us. This is the r…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 46, 55)}, {'Tweets': \"#GHA #RWANDAHERITAGEday\\nLe patrimoine Rwandais regorge une diversité et authenticité culturelle impressionante. J'a… https://t.co/gwpfgAComk\", 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 43, 24)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 39, 18)}, {'Tweets': 'Hey @kenyansista \\n\\nI’m curious, I remember you and some other YouTuber once visited #VisitRwanda and told us that… https://t.co/yuyEc48Q0l', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 35, 16)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 32, 34)}, {'Tweets': 'RT @Manzi_X: What the hell🤭\\n\\nSo without warning, without giving him a chance to prepare legal representation @umubavu1112 Theo has been arr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 27, 46)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 27, 20)}, {'Tweets': '#VisitRwanda \\n#MICEinRwanda https://t.co/gUR0rCUbKi', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 25, 42)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 22, 48)}, {'Tweets': '#VisitRwanda How do you vaccinate a small African nation?\\xa0Rwanda’s health minister explains. https://t.co/QoX3B4Lh2M', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 22, 5)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 21, 49)}, {'Tweets': 'RT @RDBrwanda: PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainment, recr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 21, 44)}, {'Tweets': 'PUBLIC NOTICE: RDB would like to update the public on the following guidelines for tourism, hospitality, entertainm… https://t.co/0bUfLNsINN', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 20, 49)}, {'Tweets': 'RT @BloomyWera7: Imagine getting arrested and charged for undermining a government everytime you criticize or have an opinion on any govern…', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 17, 8)}, {'Tweets': 'Imagine getting arrested and charged for undermining a government everytime you criticize or have an opinion on any… https://t.co/oqPfUKdUlK', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 15, 32)}, {'Tweets': 'What the hell🤭\\n\\nSo without warning, without giving him a chance to prepare legal representation @umubavu1112 Theo h… https://t.co/AdHsYT15p4', 'TimeStamp': datetime.datetime(2021, 10, 14, 16, 2, 14)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 14, 15, 54, 6)}, {'Tweets': \"The weekend is upon us. Empathy is a way of life, come let's connect with you with the best hospitality treatment i… https://t.co/2kj4CCYR85\", 'TimeStamp': datetime.datetime(2021, 10, 14, 15, 44, 29)}, {'Tweets': '#VisitRwanda #RwandaExpo2020 #Rwanda https://t.co/QGVyrHaa78', 'TimeStamp': datetime.datetime(2021, 10, 14, 15, 42, 57)}, {'Tweets': 'RT @CriticalMassKgl: #VisitRwanda well represented 👏💪❤️🇷🇼 \\n#SustainableMobility\\n#ActiveMobility \\n#RwandaExpo2020 \\n#Kigali2025 \\n\\n40 Foreign…', 'TimeStamp': datetime.datetime(2021, 10, 14, 15, 42, 42)}, {'Tweets': 'RT @ore_hon: #VisitRwanda @PSG_inside @Arsenal', 'TimeStamp': datetime.datetime(2021, 10, 14, 15, 40, 18)}, {'Tweets': 'RT @CriticalMassKgl: #VisitRwanda well represented 👏💪❤️🇷🇼 \\n#SustainableMobility\\n#ActiveMobility \\n#RwandaExpo2020 \\n#Kigali2025 \\n\\n40 Foreign…', 'TimeStamp': datetime.datetime(2021, 10, 14, 14, 56, 44)}, {'Tweets': '#VisitRwanda well represented 👏💪❤️🇷🇼 \\n#SustainableMobility\\n#ActiveMobility \\n#RwandaExpo2020 \\n#Kigali2025 \\n\\n40 Forei… https://t.co/Tldf1i0Dum', 'TimeStamp': datetime.datetime(2021, 10, 14, 14, 53, 39)}, {'Tweets': 'This is true. All my Rwandan colleagues were vaccinated before me. The country is open for tourism and a great plac… https://t.co/eyuzy2qg4h', 'TimeStamp': datetime.datetime(2021, 10, 14, 14, 46, 43)}, {'Tweets': '@NewTimesRwanda @visitrwanda_now #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 14, 14, 33, 5)}, {'Tweets': 'QUOTE OF THE DAY.\\n 🛍️How to order🛍️: Send us a DM📮#fashion #rwandanbeauty #kigalirwanda #rwandan #rwandaupdates… https://t.co/G87IoPztHk', 'TimeStamp': datetime.datetime(2021, 10, 14, 14, 18, 9)}, {'Tweets': 'I 💛💙💚 it #VisitRwanda #Business #BusinessTrip #conference #retreats #familytime https://t.co/B5WdcEqxIc', 'TimeStamp': datetime.datetime(2021, 10, 14, 13, 54, 3)}, {'Tweets': 'Crafty cups make home more human✨ #madeinrwanda #visitrwanda #kgcraft https://t.co/dJuleU7t0P', 'TimeStamp': datetime.datetime(2021, 10, 14, 13, 44, 19)}, {'Tweets': 'RT @ore_hon: #VisitRwanda @PSG_inside @Arsenal', 'TimeStamp': datetime.datetime(2021, 10, 14, 13, 38, 23)}, {'Tweets': 'RT @AkayezuV: #VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 14, 13, 37, 51)}, {'Tweets': \"RT @RwandaInUK: 📢TRAVEL UPDATE✈️\\n𝗢𝗻 𝟭𝟭𝘁𝗵 𝗢𝗰𝘁𝗼𝗯𝗲𝗿 𝗥𝘄𝗮𝗻𝗱𝗮 𝘄𝗶𝗹𝗹 𝗯𝗲 𝗮𝗱𝗱𝗲𝗱 𝘁𝗼 𝗨𝗞'𝘀 𝘀𝗮𝗳𝗲 𝘁𝗿𝗮𝘃𝗲𝗹 𝗹𝗶𝘀𝘁.\\n\\nPassengers arriving from #Rwanda will no l…\", 'TimeStamp': datetime.datetime(2021, 10, 14, 12, 58, 47)}, {'Tweets': '#VisitRwanda 🇷🇼🇷🇼 https://t.co/QvDf4Hg1SR', 'TimeStamp': datetime.datetime(2021, 10, 14, 12, 2, 26)}, {'Tweets': 'RT @KaTiziano: @Wo_braa A Blessed country #Rwanda with dignity, strong vision and sustainable development. #VisitRwanda https://t.co/1y5erf…', 'TimeStamp': datetime.datetime(2021, 10, 14, 11, 58, 49)}, {'Tweets': 'RT @CremaRwanda: • Dont miss our BIRTHDAY GIVEAWAY, as we celebrate our 4th anniversary tomorrow October 14th! Simply visit us and win one…', 'TimeStamp': datetime.datetime(2021, 10, 14, 11, 56, 59)}, {'Tweets': 'RT @Ernesto_ugeziwe: JUST IN: A Senegalese Artist &amp; Painter @boubou_design sold his 3 paintings of @NelsonMandela for 100,000USD last night…', 'TimeStamp': datetime.datetime(2021, 10, 14, 11, 20, 43)}, {'Tweets': 'RT @makariosafaris: African moustached warbler \\nspotted by guide @ManziEric_RW at @AkageraPark #photo #bird #birdphotography #Birdsofparadi…', 'TimeStamp': datetime.datetime(2021, 10, 14, 11, 12, 17)}, {'Tweets': 'RT @makariosafaris: African moustached warbler \\nspotted by guide @ManziEric_RW at @AkageraPark #photo #bird #birdphotography #Birdsofparadi…', 'TimeStamp': datetime.datetime(2021, 10, 14, 11, 0, 2)}, {'Tweets': 'African moustached warbler \\nspotted by guide @ManziEric_RW at @AkageraPark #photo #bird #birdphotography… https://t.co/wrJB7Jr8aA', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 54, 27)}, {'Tweets': 'RT @KaTiziano: @Wo_braa A Blessed country #Rwanda with dignity, strong vision and sustainable development. #VisitRwanda https://t.co/1y5erf…', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 53, 4)}, {'Tweets': 'RT @FactsOnRwanda: Tour du Rwanda, the 14th Edition to  happen in 2022 from 20 to 27 February.\\n\\nIt will be the first edition after Rwanda w…', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 48, 15)}, {'Tweets': 'RT @visitrwanda_now: 📍Lake Kivu🌊\\n\\nPlan your unforgettable trip today at https://t.co/2922JdJeDM\\n\\n#TemberaURwanda | #VisitRwanda🇷🇼 https://t…', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 43, 44)}, {'Tweets': 'RT @GustaveIraguha: chase every sunrise❤️ Beautiful Rwanda.\\n\"If you enjoy my work, consider becoming a patron and sending your support. My…', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 41, 36)}, {'Tweets': 'RT @Innocentlaw_: Which business can one invest in Rwanda.#RwOT \\n#VisitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 35, 32)}, {'Tweets': 'Which business can one invest in Rwanda.#RwOT \\n#VisitRwanda https://t.co/5l97kWjgg4', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 35, 21)}, {'Tweets': 'RT @ore_hon: #VisitRwanda @PSG_inside @Arsenal', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 29, 52)}, {'Tweets': '#VisitRwanda https://t.co/iSyCEIJjAU', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 27, 46)}, {'Tweets': 'RT @KaTiziano: @Wo_braa A Blessed country #Rwanda with dignity, strong vision and sustainable development. #VisitRwanda https://t.co/1y5erf…', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 22, 31)}, {'Tweets': 'RT @FactsOnRwanda: Tour du Rwanda, the 14th Edition to  happen in 2022 from 20 to 27 February.\\n\\nIt will be the first edition after Rwanda w…', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 9, 52)}, {'Tweets': '#VisitRwanda @PSG_inside @Arsenal https://t.co/ucd7IJEGqm', 'TimeStamp': datetime.datetime(2021, 10, 14, 10, 1, 23)}, {'Tweets': 'RT @makariosafaris: Male Chin Spot Batis\\nspotted by guide @ManziEric_RW at @NyungwePark #photo #bird #birdphotography #Birdsofparadise #Bir…', 'TimeStamp': datetime.datetime(2021, 10, 14, 9, 50, 41)}, {'Tweets': 'RT @FiveVolcanoes: Sleep at the bottom of volcanoes, and feel at the top of the clouds.\\nBook your stay at https://t.co/u961d29nev\\n#FiveVolc…', 'TimeStamp': datetime.datetime(2021, 10, 14, 9, 32, 32)}, {'Tweets': 'RT @FiveVolcanoes: Sleep at the bottom of volcanoes, and feel at the top of the clouds.\\nBook your stay at https://t.co/u961d29nev\\n#FiveVolc…', 'TimeStamp': datetime.datetime(2021, 10, 14, 9, 30, 53)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 14, 9, 20, 52)}, {'Tweets': '#GreenRwanda #VisitRwanda #InvestInRwanda https://t.co/FHr0wz8Mjj', 'TimeStamp': datetime.datetime(2021, 10, 14, 9, 20, 24)}, {'Tweets': \"It's bad manners to keep a vacation waiting!!Whether you’re a budget-conscious trekker or a celebrity looking for t… https://t.co/867xWYb1w0\", 'TimeStamp': datetime.datetime(2021, 10, 14, 9, 18, 55)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 14, 9, 18, 54)}, {'Tweets': 'RT @AmadouLePo: #VisitRwanda, faut reconnaître le Rwanda 🇷🇼 à des beautés époustouflantes, malgré que nous préférons @KeessoBlvck, @Mlle_Do…', 'TimeStamp': datetime.datetime(2021, 10, 14, 9, 15, 55)}, {'Tweets': '#VisitRwanda https://t.co/AXuXPiJdKU', 'TimeStamp': datetime.datetime(2021, 10, 14, 9, 13, 58)}, {'Tweets': 'RT @AmadouLePo: #VisitRwanda, faut reconnaître le Rwanda 🇷🇼 à des beautés époustouflantes, malgré que nous préférons @KeessoBlvck, @Mlle_Do…', 'TimeStamp': datetime.datetime(2021, 10, 14, 9, 7, 31)}, {'Tweets': 'RT @SnoweaSafaris: True definition of an enriching African Safari experience in Uganda: Gorilla trekking in Bwindi National Park\\n\\nWebsite:…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 58, 37)}, {'Tweets': \"RT @TheogeneDybak: Good morning #Rwanda it's amazing to see, to visit and to live in the thousands hill's country. #VisitRwanda @RDBrwanda…\", 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 52, 23)}, {'Tweets': 'RT @Connectingdot_: Discussing findings with others widens the application of new knowledge into different contexts and dimensions, driving…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 49, 9)}, {'Tweets': 'RT @GustaveIraguha: Let these flowers, O Lord, Let our lives also 🙏 #VisitRwanda #haveaniceday #RwOT #BeautifulWorld #Flowers #Africa #expl…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 46, 17)}, {'Tweets': 'RT @GustaveIraguha: Great morning walk in the mountain Kigali, Rwanda 🇷🇼 #Visitrwanda #naturelovers #WorldPhotographyDay2021 #sunrise #RwOT…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 44, 37)}, {'Tweets': 'RT @GustaveIraguha: Sunrise in bokeh! ❤️ Rwanda Nziza 🇷🇼 #Visitrwanda #sunrise #NaturePhotography #RwOT https://t.co/z2J9LiugXy', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 40, 31)}, {'Tweets': 'RT @GustaveIraguha: Great morning walk in the mountain Kigali, Rwanda 🇷🇼 #Visitrwanda #naturelovers #WorldPhotographyDay2021 #sunrise #RwOT…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 40, 17)}, {'Tweets': 'RT @GustaveIraguha: Let these flowers, O Lord, Let our lives also 🙏 #VisitRwanda #haveaniceday #RwOT #BeautifulWorld #Flowers #Africa #expl…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 39, 1)}, {'Tweets': 'RT @GustaveIraguha: chase every sunrise❤️ Beautiful Rwanda.\\n\"If you enjoy my work, consider becoming a patron and sending your support. My…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 38, 16)}, {'Tweets': 'RT @MarketingLCarey: Belonging to the @Singita_ Private Villa Collection, Kataza House offers guests time to connect with nature and restor…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 33, 59)}, {'Tweets': 'RT @GustaveIraguha: Cinnamon-chested Bee eater, taken yesterday afternoon 🐦😍 Birds of Rwanda #visitrwanda #BirdsSeenIn2021 #birds #biodiver…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 32, 5)}, {'Tweets': 'RT @GustaveIraguha: Cinnamon-chested Bee-eater, taken yesterday afternoon 😍🐦Birds of Rwanda 🇷🇼 #VisitRwanda #BirdsSeenIn2021 #birdphotograp…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 31, 39)}, {'Tweets': 'RT @GustaveIraguha: The white-browed robin-chat, on the garden feeder yesterday morning😍🐦 Birds of Rwanda 🇷🇼 #VisitRwanda #Birding #BirdsSe…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 30, 54)}, {'Tweets': 'RT @GustaveIraguha: The white-browed robin-chat, on the garden feeder earlier today 😍🐦 Birds of Rwanda 🇷🇼 #visitrwanda #BirdsSeenIn2021 #lo…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 30, 33)}, {'Tweets': 'RT @GustaveIraguha: 🇷🇼Beautiful Rwanda 🇷🇼 I hope that gentle scenery heals your heart, Thank you! #VisitRwanda #BeautifulWorld #africageo #…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 30, 13)}, {'Tweets': 'RT @GustaveIraguha: All good things are wild and free.\\n\"If you enjoy my work, consider becoming a patron and sending your support.  My PayP…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 29, 59)}, {'Tweets': 'RT @FactsOnRwanda: Tour du Rwanda, the 14th Edition to  happen in 2022 from 20 to 27 February.\\n\\nIt will be the first edition after Rwanda w…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 29, 55)}, {'Tweets': 'RT @GustaveIraguha: Slender-billed waiver, on the garden yesterday morning. If you enjoy my work, consider becoming a patron and sending yo…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 29, 43)}, {'Tweets': 'RT @GustaveIraguha: chase every sunrise❤️ Beautiful Rwanda.\\n\"If you enjoy my work, consider becoming a patron and sending your support. My…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 29, 37)}, {'Tweets': 'RT @FactsOnRwanda: Tour du Rwanda, the 14th Edition to  happen in 2022 from 20 to 27 February.\\n\\nIt will be the first edition after Rwanda w…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 28, 21)}, {'Tweets': 'RT @GustaveIraguha: ~Never stop learning because Life never stops teaching~ #VisitRwanda #BeautifulWorld #NaturePhotography #NatureLovers #…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 28, 20)}, {'Tweets': 'RT @GustaveIraguha: The white-browed robin-chat, on the garden feeder earlier today 😍🐦 Birds of Rwanda 🇷🇼 #visitrwanda #BirdsSeenIn2021 #lo…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 28, 15)}, {'Tweets': 'RT @GustaveIraguha: Let these flowers, O Lord, Let our lives also 🙏 #VisitRwanda #haveaniceday #RwOT #BeautifulWorld #Flowers #Africa #expl…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 28, 9)}, {'Tweets': 'RT @GustaveIraguha: chase every sunrise❤️ Beautiful Rwanda.\\n\"If you enjoy my work, consider becoming a patron and sending your support. My…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 27, 56)}, {'Tweets': 'Tour du Rwanda, the 14th Edition to  happen in 2022 from 20 to 27 February.\\n\\nIt will be the first edition after Rwa… https://t.co/az5g2uypwe', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 27, 53)}, {'Tweets': \"Good morning #Rwanda it's amazing to see, to visit and to live in the thousands hill's country. #VisitRwanda… https://t.co/1yDYFjKRNK\", 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 23, 41)}, {'Tweets': 'RT @KaTiziano: @Wo_braa A Blessed country #Rwanda with dignity, strong vision and sustainable development. #VisitRwanda https://t.co/1y5erf…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 9, 18)}, {'Tweets': 'RT @KaTiziano: @Wo_braa @Anarwabuneza @MirindiD @DianeGashumba Best places #VisitRwanda https://t.co/Xc0czyWtSB', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 9, 3)}, {'Tweets': 'RT @KaTiziano: @Wo_braa @Anarwabuneza @MirindiD @DianeGashumba Best places #VisitRwanda https://t.co/Xc0czyWtSB', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 8, 51)}, {'Tweets': 'RT @KaTiziano: @Wo_braa A Blessed country #Rwanda with dignity, strong vision and sustainable development. #VisitRwanda https://t.co/1y5erf…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 8, 36)}, {'Tweets': 'RT @KaTiziano: @Wo_braa A Blessed country #Rwanda with dignity, strong vision and sustainable development. #VisitRwanda https://t.co/1y5erf…', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 6, 28)}, {'Tweets': 'From crop to cup 🍃\\u2060\\n\\u2060\\nCoffee from the green hills of the Rwanda is now being drunk all over the world thanks to the… https://t.co/DNYwNNSKRe', 'TimeStamp': datetime.datetime(2021, 10, 14, 8, 0, 57)}, {'Tweets': 'RT @MarketingLCarey: Belonging to the @Singita_ Private Villa Collection, Kataza House offers guests time to connect with nature and restor…', 'TimeStamp': datetime.datetime(2021, 10, 14, 7, 50, 27)}, {'Tweets': 'Discussing findings with others widens the application of new knowledge into different contexts and dimensions, dri… https://t.co/pELt1NqQ3b', 'TimeStamp': datetime.datetime(2021, 10, 14, 7, 49, 32)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 14, 7, 44, 36)}, {'Tweets': '@NeunjeP @SamsonKasumba Well…i gues you see why i have not much respect for many people. \\n#visitRwanda', 'TimeStamp': datetime.datetime(2021, 10, 14, 7, 34, 14)}, {'Tweets': 'Follow for daily posts and updates 😍❤️ \\n#baddie__gram\\n.\\n.\\n.\\n.\\n #abujaconnect #ankarafashion #kakawinning #mbada… https://t.co/3DsICFn2D6', 'TimeStamp': datetime.datetime(2021, 10, 14, 7, 31, 40)}, {'Tweets': 'Belonging to the @Singita_ Private Villa Collection, Kataza House offers guests time to connect with nature and res… https://t.co/hBfK9MQBb4', 'TimeStamp': datetime.datetime(2021, 10, 14, 7, 21, 52)}, {'Tweets': 'Gisenyi Beach… #VisitRwanda https://t.co/ZvVLLzJZDF', 'TimeStamp': datetime.datetime(2021, 10, 14, 6, 55, 24)}, {'Tweets': 'Gisenyi Beach… #VisitRwanda https://t.co/yScbU9NAy9', 'TimeStamp': datetime.datetime(2021, 10, 14, 6, 53, 12)}, {'Tweets': 'Gisenyi Beach… #VisitRwanda https://t.co/1OcLlmeHst', 'TimeStamp': datetime.datetime(2021, 10, 14, 6, 50, 15)}, {'Tweets': 'Gisenyi Beach… #VisitRwanda https://t.co/pVSOzbPUh8', 'TimeStamp': datetime.datetime(2021, 10, 14, 6, 49, 16)}, {'Tweets': 'Gisenyi Beach… #VisitRwanda https://t.co/Ati1jJrSNK', 'TimeStamp': datetime.datetime(2021, 10, 14, 6, 47, 51)}, {'Tweets': 'Gisenyi Beach… #VisitRwanda https://t.co/tz5pmayoPp', 'TimeStamp': datetime.datetime(2021, 10, 14, 6, 47, 5)}, {'Tweets': \"@CKibeho Where did you get that She is a lobbyist? Wasn't announced that she was just here on a private visit? Or y… https://t.co/1jZBHiLRBX\", 'TimeStamp': datetime.datetime(2021, 10, 14, 6, 25, 32)}, {'Tweets': 'RT @GustaveIraguha: chase every sunrise❤️ Beautiful Rwanda.\\n\"If you enjoy my work, consider becoming a patron and sending your support. My…', 'TimeStamp': datetime.datetime(2021, 10, 14, 5, 51, 52)}, {'Tweets': 'RT @GustaveIraguha: chase every sunrise❤️ Beautiful Rwanda.\\n\"If you enjoy my work, consider becoming a patron and sending your support. My…', 'TimeStamp': datetime.datetime(2021, 10, 14, 5, 49, 6)}, {'Tweets': 'RT @GustaveIraguha: chase every sunrise❤️ Beautiful Rwanda.\\n\"If you enjoy my work, consider becoming a patron and sending your support. My…', 'TimeStamp': datetime.datetime(2021, 10, 14, 5, 43, 50)}, {'Tweets': 'chase every sunrise❤️ Beautiful Rwanda.\\n\"If you enjoy my work, consider becoming a patron and sending your support.… https://t.co/B6q1O6D8aN', 'TimeStamp': datetime.datetime(2021, 10, 14, 5, 43, 36)}, {'Tweets': 'RT @fivetofivehotel: Enjoy a warm stay at our Hotel, including bed, breakfast, Lunch &amp; dinner, from as low as 50$. For more details visit h…', 'TimeStamp': datetime.datetime(2021, 10, 14, 5, 20, 32)}, {'Tweets': 'RT @fivetofivehotel: Enjoy a warm stay at our Hotel, including bed, breakfast, Lunch &amp; dinner, from as low as 50$. For more details visit h…', 'TimeStamp': datetime.datetime(2021, 10, 14, 5, 3, 54)}, {'Tweets': 'Enjoy a warm stay at our Hotel, including bed, breakfast, Lunch &amp; dinner, from as low as 50$. For more details visi… https://t.co/DESkqWSTXm', 'TimeStamp': datetime.datetime(2021, 10, 14, 5, 0, 1)}, {'Tweets': 'RT @KibondoEditions: The best place to find board books  at a good price &amp; make you child to grow up reading!\\n@KibondoEditions is there for…', 'TimeStamp': datetime.datetime(2021, 10, 14, 4, 35, 31)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 14, 4, 33, 17)}, {'Tweets': 'RT @KibondoEditions: The best place to find board books  at a good price &amp; make you child to grow up reading!\\n@KibondoEditions is there for…', 'TimeStamp': datetime.datetime(2021, 10, 14, 4, 28, 6)}, {'Tweets': 'The best place to find board books  at a good price &amp; make you child to grow up reading!\\n@KibondoEditions is there… https://t.co/i8v1wyOV0U', 'TimeStamp': datetime.datetime(2021, 10, 14, 4, 24, 41)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 14, 4, 19, 39)}, {'Tweets': 'RT @Vantorch1: @mutonidinnah @kanisekere @kemnique @DadydeMaximo @UMUKARITASI1 @umusore_witunze @NshutiLoosen @Mwiidishyi @Godwin_n1 @Tabti…', 'TimeStamp': datetime.datetime(2021, 10, 14, 4, 19, 17)}, {'Tweets': \"@Wo_braa @calmexhirwa #VisitRwanda on your own risks\\n\\nHeaven and hell do exist on earth. That's a rwandan reality by the way\", 'TimeStamp': datetime.datetime(2021, 10, 14, 4, 11, 3)}, {'Tweets': '르완다에는 4계절이 있습니다. 바로 우기와 건기가 번갈아가며 나타납니다. 평균 기온은 20도입니다. 꼭 기억하세요!\\n.\\n.\\n#visitrwanda #르완다가 #르완다여행 #날씨좋다 #날씨굿 #날씨좋은나라 https://t.co/tL5rISSWGm', 'TimeStamp': datetime.datetime(2021, 10, 14, 2, 47, 12)}, {'Tweets': 'RT @RwandaExpo2020: Our new pavilion team member has made it to #DubaiExpo2020. Come say hi to Ikizere. #RwandaExpo2020  #VisitRwanda https…', 'TimeStamp': datetime.datetime(2021, 10, 14, 1, 26, 11)}, {'Tweets': 'RT @SahihiT: Strive to make everyday the best day of your life, because there is no good reason not to. \\n\\n📨 sahihiafricatours@gmail.com\\n\\n#b…', 'TimeStamp': datetime.datetime(2021, 10, 14, 1, 9, 49)}, {'Tweets': 'RT @ToursUsalama: Taking the road for our adventure makes us feel happy, but @NyungwePark makes it memorable with these beautiful baboon cr…', 'TimeStamp': datetime.datetime(2021, 10, 14, 1, 9, 40)}, {'Tweets': 'RT @SahihiT: Careful, it is always on hunt...!\\n\\nBook a day trip for a unique #gamedrive within  #akageranationalpark with us. This is the r…', 'TimeStamp': datetime.datetime(2021, 10, 14, 1, 8, 51)}, {'Tweets': 'RT @SahihiT: Strive to make everyday the best day of your life, because there is no good reason not to. \\n\\n📨 sahihiafricatours@gmail.com\\n\\n#b…', 'TimeStamp': datetime.datetime(2021, 10, 14, 1, 8, 20)}, {'Tweets': '#VisitRwanda 🇷🇼 https://t.co/hOTwtKd3B4', 'TimeStamp': datetime.datetime(2021, 10, 13, 23, 54, 33)}, {'Tweets': 'RT @KibondoEditions: You can find board books  at @KibondoEditions \\n\\n #RwOT #rwanda \\nWhen you #VisitRwanda  buy one and if you are in Rwand…', 'TimeStamp': datetime.datetime(2021, 10, 13, 22, 29, 31)}, {'Tweets': 'RT @Vantorch1: @mutonidinnah @kanisekere @kemnique @DadydeMaximo @UMUKARITASI1 @umusore_witunze @NshutiLoosen @Mwiidishyi @Godwin_n1 @Tabti…', 'TimeStamp': datetime.datetime(2021, 10, 13, 22, 28, 53)}, {'Tweets': 'RT @Vantorch1: @DadydeMaximo @mutonidinnah @UMUFA_WINTORYI @kanisekere @kemnique @UMUKARITASI1 @umusore_witunze @NshutiLoosen @Mwiidishyi @…', 'TimeStamp': datetime.datetime(2021, 10, 13, 22, 27, 51)}, {'Tweets': 'RT @AmadouLePo: #VisitRwanda, faut reconnaître le Rwanda 🇷🇼 à des beautés époustouflantes, malgré que nous préférons @KeessoBlvck, @Mlle_Do…', 'TimeStamp': datetime.datetime(2021, 10, 13, 22, 24, 4)}, {'Tweets': '@haassaanvv Kori tes magnifiquement magnifique aussi hein ❤️❤️❤️❤️❤️\\n\\n#VisitRwanda #VisitGuinee #Tourisme #TL224 https://t.co/CooFNm8bXc', 'TimeStamp': datetime.datetime(2021, 10, 13, 22, 23, 21)}, {'Tweets': 'RT @AmadouLePo: #VisitRwanda, faut reconnaître le Rwanda 🇷🇼 à des beautés époustouflantes, malgré que nous préférons @KeessoBlvck, @Mlle_Do…', 'TimeStamp': datetime.datetime(2021, 10, 13, 22, 18, 9)}, {'Tweets': 'RT @AmadouLePo: #VisitRwanda, faut reconnaître le Rwanda 🇷🇼 à des beautés époustouflantes, malgré que nous préférons @KeessoBlvck, @Mlle_Do…', 'TimeStamp': datetime.datetime(2021, 10, 13, 22, 17, 20)}, {'Tweets': '#VisitRwanda, faut reconnaître le Rwanda 🇷🇼 à des beautés époustouflantes, malgré que nous préférons @KeessoBlvck,… https://t.co/yPm4hHJQDb', 'TimeStamp': datetime.datetime(2021, 10, 13, 22, 17, 15)}, {'Tweets': 'RT @Julio_Bizimungu: Another IMPORTANT resolution from the cabinet meeting: if you are visiting #Rwanda and you are fully vaccinated, you w…', 'TimeStamp': datetime.datetime(2021, 10, 13, 22, 3, 59)}, {'Tweets': 'Another IMPORTANT resolution from the cabinet meeting: if you are visiting #Rwanda and you are fully vaccinated, yo… https://t.co/Cwqy5no0BC', 'TimeStamp': datetime.datetime(2021, 10, 13, 22, 2, 42)}, {'Tweets': \"RT @gateteviews: This is how kids are being raised in Europe. Growing up in Africa, I saw people without a passport, wearing 'I love NYC' o…\", 'TimeStamp': datetime.datetime(2021, 10, 13, 21, 43, 57)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 21, 40, 8)}, {'Tweets': 'RT @Vantorch1: @DadydeMaximo @mutonidinnah @UMUFA_WINTORYI @kanisekere @kemnique @UMUKARITASI1 @umusore_witunze @NshutiLoosen @Mwiidishyi @…', 'TimeStamp': datetime.datetime(2021, 10, 13, 21, 35, 25)}, {'Tweets': 'RT @umusore_witunze: 🇷🇼Our Products🇷🇼 \\nWe offer affordable and quality clothes souvenirs such as T-shirts, hoodie, jumper, hats etc  for mo…', 'TimeStamp': datetime.datetime(2021, 10, 13, 21, 34, 27)}, {'Tweets': '@DadydeMaximo @mutonidinnah @UMUFA_WINTORYI @kanisekere @kemnique @UMUKARITASI1 @umusore_witunze @NshutiLoosen… https://t.co/Sv7SQtLV88', 'TimeStamp': datetime.datetime(2021, 10, 13, 21, 34, 26)}, {'Tweets': 'RT @KibondoEditions: You can find board books  at @KibondoEditions \\n\\n #RwOT #rwanda \\nWhen you #VisitRwanda  buy one and if you are in Rwand…', 'TimeStamp': datetime.datetime(2021, 10, 13, 21, 27, 28)}, {'Tweets': 'RT @iradukundagib: Here is my recent mural work at @OGCafe3 \\nYou can find them in Nyakabanda on thé main road from Nyabugogo to Tapis Rouge…', 'TimeStamp': datetime.datetime(2021, 10, 13, 21, 17, 46)}, {'Tweets': '@DadydeMaximo @mutonidinnah @kanisekere @UMUKARITASI1 @umusore_witunze @kemnique @NshutiLoosen @Mwiidishyi… https://t.co/hAWqhEI9W7', 'TimeStamp': datetime.datetime(2021, 10, 13, 21, 15, 11)}, {'Tweets': 'RT @KibondoEditions: You can find board books  at @KibondoEditions \\n\\n #RwOT #rwanda \\nWhen you #VisitRwanda  buy one and if you are in Rwand…', 'TimeStamp': datetime.datetime(2021, 10, 13, 21, 8, 5)}, {'Tweets': '@mutonidinnah @kanisekere @kemnique @DadydeMaximo @UMUKARITASI1 @umusore_witunze @NshutiLoosen @Mwiidishyi… https://t.co/QIU988aubO', 'TimeStamp': datetime.datetime(2021, 10, 13, 21, 6, 16)}, {'Tweets': 'You can find board books  at @KibondoEditions \\n\\n #RwOT #rwanda \\nWhen you #VisitRwanda  buy one and if you are in Rw… https://t.co/PfH1humnFZ', 'TimeStamp': datetime.datetime(2021, 10, 13, 21, 3, 36)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 20, 31, 15)}, {'Tweets': 'RT @CremaRwanda: • Dont miss our BIRTHDAY GIVEAWAY, as we celebrate our 4th anniversary tomorrow October 14th! Simply visit us and win one…', 'TimeStamp': datetime.datetime(2021, 10, 13, 20, 23, 6)}, {'Tweets': 'RT @CremaRwanda: • Dont miss our BIRTHDAY GIVEAWAY, as we celebrate our 4th anniversary tomorrow October 14th! Simply visit us and win one…', 'TimeStamp': datetime.datetime(2021, 10, 13, 20, 18, 56)}, {'Tweets': 'Taking the road for our adventure makes us feel happy, but @NyungwePark makes it memorable with these beautiful bab… https://t.co/dosLUXLcuw', 'TimeStamp': datetime.datetime(2021, 10, 13, 20, 3, 35)}, {'Tweets': 'RT @SahihiT: Strive to make everyday the best day of your life, because there is no good reason not to. \\n\\n📨 sahihiafricatours@gmail.com\\n\\n#b…', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 59, 39)}, {'Tweets': '#HelloWorld Happy #Wednesday from the beautiful nation of #Rwanda Want to #MeetMeInRwanda? #Visitrwanda… https://t.co/pekSRfJcq0', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 56, 11)}, {'Tweets': 'Strive to make everyday the best day of your life, because there is no good reason not to. \\n\\n📨 sahihiafricatours@gm… https://t.co/5u0YrH8HBL', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 54, 22)}, {'Tweets': 'RT @RwandaExpo2020: Welcome!!! Our doors are now open. Visit our pavilion to understand #Rwanda’s journey and ambitions towards #Vision2050…', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 54, 19)}, {'Tweets': 'Gorilla permit in Rwanda costs US$ 1500 each\\xa0and you are required to purchase a permit to see the gorillas in Rwand… https://t.co/OFqDdJUy4v', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 49, 54)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 41, 39)}, {'Tweets': 'RT @kabirasafaris: One Day Safari to Akagera National Park is favorable for tourists who have limited time but want to have a game drive in…', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 39, 39)}, {'Tweets': 'RT @kabirasafaris: One Day Safari to Akagera National Park is favorable for tourists who have limited time but want to have a game drive in…', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 37, 41)}, {'Tweets': 'RT @umusore_witunze: 🇷🇼Our Products🇷🇼 \\nWe offer affordable and quality clothes souvenirs such as T-shirts, hoodie, jumper, hats etc  for mo…', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 33, 13)}, {'Tweets': 'RT @umusore_witunze: 🇷🇼Our Products🇷🇼 \\nWe offer affordable and quality clothes souvenirs such as T-shirts, hoodie, jumper, hats etc  for mo…', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 32, 56)}, {'Tweets': 'RT @visitrwanda_now: 📍Lake Kivu🌊\\n\\nPlan your unforgettable trip today at https://t.co/2922JdJeDM\\n\\n#TemberaURwanda | #VisitRwanda🇷🇼 https://t…', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 29, 14)}, {'Tweets': 'RT @kabirasafaris: One Day Safari to Akagera National Park is favorable for tourists who have limited time but want to have a game drive in…', 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 17, 43)}, {'Tweets': \"RT @gateteviews: This is how kids are being raised in Europe. Growing up in Africa, I saw people without a passport, wearing 'I love NYC' o…\", 'TimeStamp': datetime.datetime(2021, 10, 13, 19, 11, 28)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 59, 13)}, {'Tweets': 'RT @KigaliPottery: A flowerless room is a soulless room, to my way of thinking; but even a solitary little vase of a living flower may rede…', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 45, 6)}, {'Tweets': '• Dont miss our BIRTHDAY GIVEAWAY, as we celebrate our 4th anniversary tomorrow October 14th! Simply visit us and w… https://t.co/5EcJS6xBe3', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 30, 51)}, {'Tweets': 'RT @ckanimba: \"Arsenal face questions over Visit Rwanda sponsorship deal amid human rights abuse allegations.\" #Rusesabagina #FreeRusesabag…', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 29, 40)}, {'Tweets': '#ATLF2021\\n#VisitRwanda \\n#MICEinRwanda\\n#MeetInRemarkableRwanda https://t.co/RGiAo28bmm', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 28, 55)}, {'Tweets': 'RT @ckanimba: \"Arsenal face questions over Visit Rwanda sponsorship deal amid human rights abuse allegations.\" #Rusesabagina #FreeRusesabag…', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 25, 33)}, {'Tweets': 'RT @f_printing: #madeinafrica shoes\\nGet yours today with us \\n\\n@f_printing \\n📸@__visualcolour__\\n\\n#RwOT\\n#sandals\\n#MadeInRwanda \\n#madeinafrica…', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 24, 48)}, {'Tweets': 'RT @f_printing: #madeinafrica shoes\\nGet yours today with us \\n\\n@f_printing \\n📸@__visualcolour__\\n\\n#RwOT\\n#sandals\\n#MadeInRwanda \\n#madeinafrica…', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 23, 6)}, {'Tweets': '#madeinafrica shoes\\nGet yours today with us \\n\\n@f_printing \\n📸@__visualcolour__\\n\\n#RwOT\\n#sandals\\n#MadeInRwanda… https://t.co/VWhhVs4IN2', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 22, 39)}, {'Tweets': 'RT @ckanimba: \"Arsenal face questions over Visit Rwanda sponsorship deal amid human rights abuse allegations.\" #Rusesabagina #FreeRusesabag…', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 19, 54)}, {'Tweets': '#Rwanda #VisitRwanda #Africa https://t.co/RfgeriMI2J', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 13, 35)}, {'Tweets': \"RT @Karirima1: Amateka y'Ibigega biherereye i #Nyanza, aho benshi bazi nko ku #Bigega👇🏿@IGIHE @NyanzaDistrict #TemberuRwanda #VisitRwanda…\", 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 9, 27)}, {'Tweets': 'RT @iradukundagib: Here is my recent mural work at @OGCafe3 \\nYou can find them in Nyakabanda on thé main road from Nyabugogo to Tapis Rouge…', 'TimeStamp': datetime.datetime(2021, 10, 13, 18, 7, 12)}, {'Tweets': \"We didn't forget those who likes kitenge styles is available at https://t.co/fIExnSE82a\\n.\\n.\\n.\\n.\\n.\\n.\\n.\\n.\\n.… https://t.co/ywBroTqfkf\", 'TimeStamp': datetime.datetime(2021, 10, 13, 17, 59, 21)}, {'Tweets': \"RT @Karirima1: Amateka y'Ibigega biherereye i #Nyanza, aho benshi bazi nko ku #Bigega👇🏿@IGIHE @NyanzaDistrict #TemberuRwanda #VisitRwanda…\", 'TimeStamp': datetime.datetime(2021, 10, 13, 17, 58, 31)}, {'Tweets': \"Amateka y'Ibigega biherereye i #Nyanza, aho benshi bazi nko ku #Bigega👇🏿@IGIHE @NyanzaDistrict #TemberuRwanda… https://t.co/hVfuEvcEiL\", 'TimeStamp': datetime.datetime(2021, 10, 13, 17, 53, 55)}, {'Tweets': '#Rwanda to host the 2021 Conference on Land Policy in #Africa\\n\\nAll is set for the fourth edition of the Conference… https://t.co/0vwKjgLUhg', 'TimeStamp': datetime.datetime(2021, 10, 13, 17, 53, 28)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 17, 45, 16)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 17, 44, 12)}, {'Tweets': '@ScientistSwanda Can’t wait to see you back in country of thousand hills for you and your family holidays… https://t.co/BPNXDkyxan', 'TimeStamp': datetime.datetime(2021, 10, 13, 17, 35, 4)}, {'Tweets': 'RT @aminallyly13: #VisitRwanda 🇷🇼 https://t.co/jfxeDY80yd', 'TimeStamp': datetime.datetime(2021, 10, 13, 17, 1, 17)}, {'Tweets': 'RT @HeritierRW: Well taken care of,,Breastfeeding is a responsibility. #VisitRwanda  😍😍 1/2 https://t.co/2jNBIg1fod', 'TimeStamp': datetime.datetime(2021, 10, 13, 16, 47, 4)}, {'Tweets': '#VisitRwanda https://t.co/aoot0Ozn4P', 'TimeStamp': datetime.datetime(2021, 10, 13, 16, 43, 14)}, {'Tweets': 'RT @HeritierRW: Well taken care of,,Breastfeeding is a responsibility. #VisitRwanda  😍😍 1/2 https://t.co/2jNBIg1fod', 'TimeStamp': datetime.datetime(2021, 10, 13, 16, 12, 31)}, {'Tweets': 'RT @7Augy7: Stay fit no matter how hard you get hit @aubreygabriel_ @valerian247 @kigaliserena #sportforlife #VisitRwanda #everydayworkout', 'TimeStamp': datetime.datetime(2021, 10, 13, 16, 11, 49)}, {'Tweets': 'RT @KfoodLtd: #VisitRwanda cc @albcontact @Rugusuki', 'TimeStamp': datetime.datetime(2021, 10, 13, 16, 6, 41)}, {'Tweets': 'Stay fit no matter how hard you get hit @aubreygabriel_ @valerian247 @kigaliserena #sportforlife #VisitRwanda… https://t.co/bFcXXOf3I9', 'TimeStamp': datetime.datetime(2021, 10, 13, 16, 4, 21)}, {'Tweets': 'RT @makariosafaris: Male Chin Spot Batis\\nspotted by guide @ManziEric_RW at @NyungwePark #photo #bird #birdphotography #Birdsofparadise #Bir…', 'TimeStamp': datetime.datetime(2021, 10, 13, 16, 1, 48)}, {'Tweets': 'RT @makariosafaris: Male Chin Spot Batis\\nspotted by guide @ManziEric_RW at @NyungwePark #photo #bird #birdphotography #Birdsofparadise #Bir…', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 54, 50)}, {'Tweets': '#RwandaExpo2020 #RwandaWorks #Rwanda #VisitRwanda https://t.co/a6UhscRU8k', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 49, 9)}, {'Tweets': 'RT @makariosafaris: Male Chin Spot Batis\\nspotted by guide @ManziEric_RW at @NyungwePark #photo #bird #birdphotography #Birdsofparadise #Bir…', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 42, 44)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 41, 55)}, {'Tweets': 'RT @aminallyly13: #VisitRwanda 🇷🇼 https://t.co/jfxeDY80yd', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 40, 41)}, {'Tweets': 'RT @makariosafaris: Male Chin Spot Batis\\nspotted by guide @ManziEric_RW at @NyungwePark #photo #bird #birdphotography #Birdsofparadise #Bir…', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 40, 17)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 36, 52)}, {'Tweets': 'RT @makariosafaris: Male Chin Spot Batis\\nspotted by guide @ManziEric_RW at @NyungwePark #photo #bird #birdphotography #Birdsofparadise #Bir…', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 36, 16)}, {'Tweets': 'RT @makariosafaris: Male Chin Spot Batis\\nspotted by guide @ManziEric_RW at @NyungwePark #photo #bird #birdphotography #Birdsofparadise #Bir…', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 35, 33)}, {'Tweets': '#VisitRwanda 🇷🇼 https://t.co/jfxeDY80yd', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 21, 40)}, {'Tweets': 'RT @KfoodLtd: #VisitRwanda cc @albcontact @Rugusuki', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 12, 9)}, {'Tweets': 'RT @KfoodLtd: #VisitRwanda cc @albcontact @Rugusuki', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 10, 27)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 15, 2, 24)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 56, 37)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 55, 29)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 43, 11)}, {'Tweets': 'Male Chin Spot Batis\\nspotted by guide @ManziEric_RW at @NyungwePark #photo #bird #birdphotography #Birdsofparadise… https://t.co/DmLjOsfwtX', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 42, 12)}, {'Tweets': '@bambi123_00 Tukajya tuvuga ngo fAnta ya orange yamAmariza #visitrwanda 💀💀💀🤣🤣', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 41, 40)}, {'Tweets': 'RT @KfoodLtd: #VisitRwanda cc @albcontact @Rugusuki', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 36, 24)}, {'Tweets': 'RT @HeritierRW: Well taken care of,,Breastfeeding is a responsibility. #VisitRwanda  😍😍 1/2 https://t.co/2jNBIg1fod', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 34, 18)}, {'Tweets': 'Bravo 👏 👏 #VisitRwanda https://t.co/ITsQWuIWQ9', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 30, 24)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 16, 44)}, {'Tweets': 'RT @RwandaExpo2020: Welcome!!! Our doors are now open. Visit our pavilion to understand #Rwanda’s journey and ambitions towards #Vision2050…', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 11, 15)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 10, 14)}, {'Tweets': 'RT @KfoodLtd: #VisitRwanda cc @albcontact @Rugusuki', 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 6, 34)}, {'Tweets': \"RT @gateteviews: This is how kids are being raised in Europe. Growing up in Africa, I saw people without a passport, wearing 'I love NYC' o…\", 'TimeStamp': datetime.datetime(2021, 10, 13, 14, 2, 27)}, {'Tweets': '@Arsenal @m8arteta @emirates @expo2020dubai #VisitRwanda 💕💕💕\\n#Arsenal 💕💕💕', 'TimeStamp': datetime.datetime(2021, 10, 13, 13, 42, 21)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 13, 42, 3)}, {'Tweets': 'RT @KfoodLtd: #VisitRwanda cc @albcontact @Rugusuki', 'TimeStamp': datetime.datetime(2021, 10, 13, 13, 40, 51)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 13, 34, 13)}, {'Tweets': '#VisitRwanda cc @albcontact @Rugusuki https://t.co/wgnRmwrQqO', 'TimeStamp': datetime.datetime(2021, 10, 13, 13, 22, 26)}, {'Tweets': 'RT @Suwimbabazi_M: #Rwanda will participate @ the #Dubai #Expo2020 under the “Opportunity District” where people transform dreams and aspir…', 'TimeStamp': datetime.datetime(2021, 10, 13, 13, 19, 45)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 13, 17, 58)}, {'Tweets': \"RT @KARANGWASewase: #VisitRwanda uwageze @RubavuDistrict yakirwa n'amahumbezi abyarwa n'uyu mugisha twahawe na Rurema.\", 'TimeStamp': datetime.datetime(2021, 10, 13, 13, 8, 50)}, {'Tweets': 'RT @moses_nezehose: Hey you , yes you 😂 Did you know that Mountain Gorillas 🦍 have 16 type of call and after facing nearly extinction,the p…', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 53, 9)}, {'Tweets': 'RT @nsanzimanasabin: Welcome to #VisitRwanda @RDBrwanda', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 46, 21)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 40, 47)}, {'Tweets': 'Faire affaires en Afrique, voici les pays les plus propices👉https://t.co/7WVsa3fZCh\\n#VisitRwanda #Kenya #Maroc #Togo', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 38, 32)}, {'Tweets': '#VisitRwanda where every destination you will visit will leave you its unique memories. @visitrwanda_now… https://t.co/Oz2CXEp30G', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 34)}, {'Tweets': 'RT @HeritierRW: Well taken care of,,Breastfeeding is a responsibility. #VisitRwanda  😍😍 1/2 https://t.co/2jNBIg1fod', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 24, 33)}, {'Tweets': 'RT @iradukundagib: Here is my recent mural work at @OGCafe3 \\nYou can find them in Nyakabanda on thé main road from Nyabugogo to Tapis Rouge…', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 19, 14)}, {'Tweets': 'Here is my recent mural work at @OGCafe3 \\nYou can find them in Nyakabanda on thé main road from Nyabugogo to Tapis… https://t.co/TQ3mSpbfyn', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 17, 16)}, {'Tweets': 'RT @kabirasafaris: One Day Safari to Akagera National Park is favorable for tourists who have limited time but want to have a game drive in…', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 14, 8)}, {'Tweets': 'A flowerless room is a soulless room, to my way of thinking; but even a solitary little vase of a living flower may… https://t.co/jgly9346XT', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 14, 4)}, {'Tweets': 'RT @kabirasafaris: One Day Safari to Akagera National Park is favorable for tourists who have limited time but want to have a game drive in…', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 13, 41)}, {'Tweets': 'RT @HeritierRW: Well taken care of,,Breastfeeding is a responsibility. #VisitRwanda  😍😍 1/2 https://t.co/2jNBIg1fod', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 11, 49)}, {'Tweets': 'RT @visitrwanda_now: 📍Lake Kivu🌊\\n\\nPlan your unforgettable trip today at https://t.co/2922JdJeDM\\n\\n#TemberaURwanda | #VisitRwanda🇷🇼 https://t…', 'TimeStamp': datetime.datetime(2021, 10, 13, 12, 1, 8)}, {'Tweets': \"RT @REGERO_NORBERT: Wampaye caption y'iyi photo \\n@freegisa2 \\n@KARANGWASewase \\n@EmileKarangwa \\n@JanvierPopote \\n@shaddyboo__92 \\n@CharlesRUZIN…\", 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 51, 39)}, {'Tweets': 'Sleep at the bottom of volcanoes, and feel at the top of the clouds.\\nBook your stay at https://t.co/u961d29nev… https://t.co/8H1GzEarOK', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 48, 28)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 45, 32)}, {'Tweets': 'RT @visitrwanda_now: 📍Lake Kivu🌊\\n\\nPlan your unforgettable trip today at https://t.co/2922JdJeDM\\n\\n#TemberaURwanda | #VisitRwanda🇷🇼 https://t…', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 43, 51)}, {'Tweets': 'RT @EacReservations: Did you know that Rwanda is open for Tourism? The country is known as a country of a thousand hills. Its capital city,…', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 40, 6)}, {'Tweets': 'RT @RDBrwanda: To secure the future of the majestic mountain gorillas, Rwanda is expanding @VolcanoesPark, benefiting the iconic species, t…', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 31, 56)}, {'Tweets': 'The #Rwanda pavilion today had the pleasure to receive H.H. Sheikh @HamdanMohammed,Crown Prince of Dubai. We were h… https://t.co/99BhK0yuNZ', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 20, 32)}, {'Tweets': '@Wo_braa @Anarwabuneza @MirindiD @DianeGashumba Best places #VisitRwanda https://t.co/Xc0czyWtSB', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 19, 44)}, {'Tweets': 'RT @nsanzimanasabin: Welcome to #VisitRwanda @RDBrwanda', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 18, 24)}, {'Tweets': '#RwandaExpo2020 #VisitRwanda #Rwanda https://t.co/tPIFaySFWI', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 15, 23)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 10)}, {'Tweets': '#VolcanoesNationalPark is one of the Africa’s oldest park, gazetted in 1925 and it is compact in size, occupying on… https://t.co/SLqPqt0go0', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 9, 29)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 8, 26)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 11, 0, 27)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 58, 10)}, {'Tweets': 'Got a chance to attend the 1st EARTE (East Africa regional Tourism Expo) in Arusha, and ofcourse we was well repres… https://t.co/eQsaGG0kAY', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 56, 59)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 55, 45)}, {'Tweets': '#VisitRwanda 🙌🙌🙌 https://t.co/n5MRkpYU3A', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 52, 14)}, {'Tweets': \"RT @REGERO_NORBERT: Wampaye caption y'iyi photo \\n@freegisa2 \\n@KARANGWASewase \\n@EmileKarangwa \\n@JanvierPopote \\n@shaddyboo__92 \\n@CharlesRUZIN…\", 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 46, 5)}, {'Tweets': \"RT @REGERO_NORBERT: Wampaye caption y'iyi photo \\n@freegisa2 \\n@KARANGWASewase \\n@EmileKarangwa \\n@JanvierPopote \\n@shaddyboo__92 \\n@CharlesRUZIN…\", 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 45, 22)}, {'Tweets': 'RT @HeritierRW: Well taken care of,,Breastfeeding is a responsibility. #VisitRwanda  😍😍 1/2 https://t.co/2jNBIg1fod', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 35, 33)}, {'Tweets': 'RT @nsanzimanasabin: Welcome to #VisitRwanda @RDBrwanda', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 31, 56)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 31, 52)}, {'Tweets': 'RT @HeritierRW: Well taken care of,,Breastfeeding is a responsibility. #VisitRwanda  😍😍 1/2 https://t.co/2jNBIg1fod', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 25, 37)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 23, 44)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 17, 16)}, {'Tweets': 'RT @moses_nezehose: Hey you , yes you 😂 Did you know that Mountain Gorillas 🦍 have 16 type of call and after facing nearly extinction,the p…', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 13, 50)}, {'Tweets': 'Hey you , yes you 😂 Did you know that Mountain Gorillas 🦍 have 16 type of call and after facing nearly extinction,t… https://t.co/1bSVYRgiYV', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 10, 17)}, {'Tweets': 'RT @HeritierRW: Well taken care of,,Breastfeeding is a responsibility. #VisitRwanda  😍😍 1/2 https://t.co/2jNBIg1fod', 'TimeStamp': datetime.datetime(2021, 10, 13, 10, 3, 49)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 43, 18)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 42, 47)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 38, 40)}, {'Tweets': 'RT @gorillasights: The beauty of Nyungwe National Park. lies to the southWest part of Rwanda. The park is home to Chimpanzees and is well k…', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 36, 34)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 27, 41)}, {'Tweets': 'RT @gorillasights: The beauty of Nyungwe National Park. lies to the southWest part of Rwanda. The park is home to Chimpanzees and is well k…', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 27, 1)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 26, 33)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 22, 38)}, {'Tweets': 'RT @kabirasafaris: One Day Safari to Akagera National Park is favorable for tourists who have limited time but want to have a game drive in…', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 22, 13)}, {'Tweets': 'RT @kabirasafaris: One Day Safari to Akagera National Park is favorable for tourists who have limited time but want to have a game drive in…', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 21, 53)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 15, 53)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 11, 35)}, {'Tweets': 'Trekking mountain gorillas in Rwanda – is this the ultimate wildlife adventure? \\n\\nShort answer: YES! \\n\\n#VisitRwanda… https://t.co/3A00qDRS6s', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 9, 48)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 9, 4, 53)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 56, 14)}, {'Tweets': \"RT @KARANGWASewase: #VisitRwanda uwageze @RubavuDistrict yakirwa n'amahumbezi abyarwa n'uyu mugisha twahawe na Rurema.\", 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 42, 47)}, {'Tweets': 'An unparalleled journey to iconic destinations in Africa. 12-day @emirates  Executive Private Jet Safari, Aug 26 to… https://t.co/G1YHhxgdQb', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 42, 38)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 42, 26)}, {'Tweets': 'The beauty of Nyungwe National Park. lies to the southWest part of Rwanda. The park is home to Chimpanzees and is w… https://t.co/yx8fEyws5c', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 38, 37)}, {'Tweets': 'RT @Archean_: What animal has the closest DNA to humans? According to science, around 5 species of apes share more than 93% of their DNA wi…', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 37, 26)}, {'Tweets': 'RT @HeritierRW: Well taken care of,,Breastfeeding is a responsibility. #VisitRwanda  😍😍 1/2 https://t.co/2jNBIg1fod', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 35, 47)}, {'Tweets': 'From crop to cup 🍃\\u2060\\n\\u2060\\nA cup of Rwandan coffee is prepared in the traditional way in the Kivu Belt. \\u2060\\n\\u2060\\nJoin the Cof… https://t.co/52HzeH1zBd', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 25, 37)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 23, 37)}, {'Tweets': 'RT @mutonidinnah: @UMUFA_WINTORYI @kanisekere @kemnique @DadydeMaximo @UMUKARITASI1 @umusore_witunze @NshutiLoosen @Mwiidishyi @Godwin_n1 @…', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 21, 28)}, {'Tweets': 'RT @KeithUg256: The kigali they never show you. They only use one street to advertise the city 😎 #VisitRwanda https://t.co/Pk8yBEsaCa', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 16, 29)}, {'Tweets': '@UMUFA_WINTORYI @kanisekere @kemnique @DadydeMaximo @UMUKARITASI1 @umusore_witunze @NshutiLoosen @Mwiidishyi… https://t.co/FcM9DHX9LI', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 13, 19)}, {'Tweets': 'RT @visitrwanda_now: 📍Lake Kivu🌊\\n\\nPlan your unforgettable trip today at https://t.co/2922JdJeDM\\n\\n#TemberaURwanda | #VisitRwanda🇷🇼 https://t…', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 13, 1)}, {'Tweets': 'RT @tanganyikalinks: Un hôtel où le traditionnel et le luxe se rencontrent,  dans un cadre calme et splendide au bord du #lackivu #Rwanda @…', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 12, 48)}, {'Tweets': 'What animal has the closest DNA to humans? According to science, around 5 species of apes share more than 93% of th… https://t.co/x4x5d9ySxi', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 12, 41)}, {'Tweets': 'RT @tanganyikalinks: Une destination idéale pour la lune de miel, pour se reposer en toute tranquillité, en appréciant la beauté du lac Kiv…', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 12, 39)}, {'Tweets': '\"#Rwanda\\'s conservation efforts are driving economic benefits through sustainable tourism in the nation.\"\\n\\nLearn ho… https://t.co/fsYVDCOOPg', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 12, 27)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 8, 2, 13)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 7, 58, 45)}, {'Tweets': 'Cyakora Igihugu cyayu ni cyiza pe 👌harakabaho U Rwanda n’Abanyarwanda. #VisitRwanda https://t.co/So2ryuQiqd', 'TimeStamp': datetime.datetime(2021, 10, 13, 7, 50, 41)}, {'Tweets': 'RT @mutonidinnah: @kanisekere @kemnique @DadydeMaximo @UMUKARITASI1 @umusore_witunze @NshutiLoosen @Mwiidishyi @Godwin_n1 @TabtilB @mugaboa…', 'TimeStamp': datetime.datetime(2021, 10, 13, 7, 50, 32)}, {'Tweets': 'RT @mutonidinnah: @kanisekere @kemnique @DadydeMaximo @UMUKARITASI1 @umusore_witunze @NshutiLoosen @Mwiidishyi @Godwin_n1 @TabtilB @mugaboa…', 'TimeStamp': datetime.datetime(2021, 10, 13, 7, 44, 15)}, {'Tweets': '@kanisekere @kemnique @DadydeMaximo @UMUKARITASI1 @umusore_witunze @NshutiLoosen @Mwiidishyi @Godwin_n1 @TabtilB… https://t.co/QwX3te85lX', 'TimeStamp': datetime.datetime(2021, 10, 13, 7, 43, 41)}, {'Tweets': 'RT @visitrwanda_now: 📍Lake Kivu🌊\\n\\nPlan your unforgettable trip today at https://t.co/2922JdJeDM\\n\\n#TemberaURwanda | #VisitRwanda🇷🇼 https://t…', 'TimeStamp': datetime.datetime(2021, 10, 13, 7, 40, 46)}, {'Tweets': \"#VisitRwanda uwageze @RubavuDistrict yakirwa n'amahumbezi abyarwa n'uyu mugisha twahawe na Rurema. https://t.co/RSgRxO14Ez\", 'TimeStamp': datetime.datetime(2021, 10, 13, 7, 40, 42)}, {'Tweets': 'RT @visitrwanda_now: 📍Lake Kivu🌊\\n\\nPlan your unforgettable trip today at https://t.co/2922JdJeDM\\n\\n#TemberaURwanda | #VisitRwanda🇷🇼 https://t…', 'TimeStamp': datetime.datetime(2021, 10, 13, 7, 39, 13)}, {'Tweets': \"Wampaye caption y'iyi photo \\n@freegisa2 \\n@KARANGWASewase \\n@EmileKarangwa \\n@JanvierPopote \\n@shaddyboo__92… https://t.co/JnKYYNzyqD\", 'TimeStamp': datetime.datetime(2021, 10, 13, 7, 30, 3)}, {'Tweets': 'RT @Wo_braa: Have finally understood why the,  \"Visit Rwanda\"\\nRwanda is becoming a paradise in Africa.\\n#VisitRwanda https://t.co/OQApzWmorl', 'TimeStamp': datetime.datetime(2021, 10, 13, 7, 26, 58)}]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "xd_XAOXJqcnn",
        "outputId": "fe35011b-0e70-44c8-da27-a5a73341ddf8"
      },
      "source": [
        "df = pd.DataFrame.from_dict(tweets)\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <th></th>\n",
              "      <th>Tweets</th>\n",
              "      <th>TimeStamp</th>\n",
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              "  </thead>\n",
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              "      <th>0</th>\n",
              "      <td>Love love the fact that we have great staycati...</td>\n",
              "      <td>2021-10-18 10:06:35</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Rwanda Gorilla Tours from South Africa\\nhttps:...</td>\n",
              "      <td>2021-10-18 10:01:05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>RT @Vbiruta: Ambiance électrique avec le panne...</td>\n",
              "      <td>2021-10-18 09:58:53</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>RT @Vbiruta: Content d’avoir pu assister au ma...</td>\n",
              "      <td>2021-10-18 09:58:44</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>#RadissonBlu #RadissonBluKigali #MICE\\n#kigali...</td>\n",
              "      <td>2021-10-18 09:54:39</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                              Tweets           TimeStamp\n",
              "0  Love love the fact that we have great staycati... 2021-10-18 10:06:35\n",
              "1  Rwanda Gorilla Tours from South Africa\\nhttps:... 2021-10-18 10:01:05\n",
              "2  RT @Vbiruta: Ambiance électrique avec le panne... 2021-10-18 09:58:53\n",
              "3  RT @Vbiruta: Content d’avoir pu assister au ma... 2021-10-18 09:58:44\n",
              "4  #RadissonBlu #RadissonBluKigali #MICE\\n#kigali... 2021-10-18 09:54:39"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uav0yW2BrhJ-"
      },
      "source": [
        "kivu_refs = ['Kivu', 'Lake Kivu', 'kivu','LakeKivu', 'lakekivu']\n",
        "gorilla_refs = ['Gorillas', 'gorilla', 'Volcanoes National Park', 'volcanoes national park']\n",
        "akagera_refs = ['Akagera National Park', 'akagera national park', 'akageranationalpark']\n",
        "kigali_refs = ['Kigali City', 'KigaliCity', 'kigali city', 'kigalicity']\n",
        "psg_refs = ['PSG','psg']\n",
        "arsenal_refs = ['Arsenal','arsenal']"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "Nw12cqtBsu1k",
        "outputId": "5512b706-16e7-4bd6-a192-402e7d6dcf29"
      },
      "source": [
        "def identity(tweet, refs):\n",
        "  flag = 0\n",
        "  for ref in refs:\n",
        "    if tweet.find(ref) != -1:\n",
        "      flag =1\n",
        "  return flag\n",
        "\n",
        "df['Kivu'] = df['Tweets'].apply(lambda x: identity(x, kivu_refs))\n",
        "df['Gorillas'] = df['Tweets'].apply(lambda x: identity(x, gorilla_refs))\n",
        "df['Akagera'] = df['Tweets'].apply(lambda x: identity(x, akagera_refs))\n",
        "df['PSG'] = df['Tweets'].apply(lambda x: identity(x, psg_refs))\n",
        "df['Arsenal'] = df['Tweets'].apply(lambda x: identity(x, arsenal_refs))\n",
        "\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Tweets</th>\n",
              "      <th>TimeStamp</th>\n",
              "      <th>Kivu</th>\n",
              "      <th>Gorillas</th>\n",
              "      <th>Akagera</th>\n",
              "      <th>PSG</th>\n",
              "      <th>Arsenal</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Love love the fact that we have great staycati...</td>\n",
              "      <td>2021-10-18 10:06:35</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Rwanda Gorilla Tours from South Africa\\nhttps:...</td>\n",
              "      <td>2021-10-18 10:01:05</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>RT @Vbiruta: Ambiance électrique avec le panne...</td>\n",
              "      <td>2021-10-18 09:58:53</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>RT @Vbiruta: Content d’avoir pu assister au ma...</td>\n",
              "      <td>2021-10-18 09:58:44</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>#RadissonBlu #RadissonBluKigali #MICE\\n#kigali...</td>\n",
              "      <td>2021-10-18 09:54:39</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                              Tweets  ... Arsenal\n",
              "0  Love love the fact that we have great staycati...  ...       0\n",
              "1  Rwanda Gorilla Tours from South Africa\\nhttps:...  ...       0\n",
              "2  RT @Vbiruta: Ambiance électrique avec le panne...  ...       0\n",
              "3  RT @Vbiruta: Content d’avoir pu assister au ma...  ...       0\n",
              "4  #RadissonBlu #RadissonBluKigali #MICE\\n#kigali...  ...       0\n",
              "\n",
              "[5 rows x 7 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "35uGhj6zWWVd"
      },
      "source": [
        "## 3.Preprocess"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QAOo_pis4iqD",
        "outputId": "0ad2124c-b370-45b5-aabb-afe5b71772b6"
      },
      "source": [
        "#import stopwords\n",
        "import nltk\n",
        "from nltk.corpus import stopwords\n",
        "\n",
        "#import textblob\n",
        "from textblob import Word, TextBlob"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n",
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data]   Package wordnet is already up-to-date!\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o4XrPFKZ6dYt",
        "outputId": "406da750-8f87-498d-9a66-391b38ba1a93"
      },
      "source": [
        "nltk.download('stopwords')\n",
        "nltk.download('wordnet')\n",
        "stop_words = stopwords.words('english')\n",
        "custom_stopwords = ['RT', '#VisitRwanda']"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n",
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data]   Package wordnet is already up-to-date!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "jdWHjFyT6xei",
        "outputId": "3aec9d3d-fc5f-4405-f13f-a171f6b701b0"
      },
      "source": [
        "def preprocess_tweets(tweet, custom_stopwords):\n",
        "  preprocessed_tweet = tweet\n",
        "  preprocessed_tweet.replace('[^\\w\\s]', '')\n",
        "  preprocessed_tweet = ' '.join(word for word in preprocessed_tweet.split() if word not in stop_words)\n",
        "  preprocessed_tweet = ' '.join(word for word in preprocessed_tweet.split() if word not in custom_stopwords)\n",
        "  preprocessed_tweet = ' '.join(Word(word).lemmatize() for word in preprocessed_tweet.split())\n",
        "\n",
        "  return (preprocessed_tweet)\n",
        "\n",
        "df['Preprocessed Tweets'] = df['Tweets'].apply(lambda x: preprocess_tweets(x, custom_stopwords))\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Tweets</th>\n",
              "      <th>TimeStamp</th>\n",
              "      <th>Kivu</th>\n",
              "      <th>Gorillas</th>\n",
              "      <th>Akagera</th>\n",
              "      <th>PSG</th>\n",
              "      <th>Arsenal</th>\n",
              "      <th>Preprocessed Tweets</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Love love the fact that we have great staycati...</td>\n",
              "      <td>2021-10-18 10:06:35</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Love love fact great staycations kigali … sere...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Rwanda Gorilla Tours from South Africa\\nhttps:...</td>\n",
              "      <td>2021-10-18 10:01:05</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Rwanda Gorilla Tours South Africa https://t.co...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>RT @Vbiruta: Ambiance électrique avec le panne...</td>\n",
              "      <td>2021-10-18 09:58:53</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>@Vbiruta: Ambiance électrique avec le panneau ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>RT @Vbiruta: Content d’avoir pu assister au ma...</td>\n",
              "      <td>2021-10-18 09:58:44</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>@Vbiruta: Content d’avoir pu assister au match...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>#RadissonBlu #RadissonBluKigali #MICE\\n#kigali...</td>\n",
              "      <td>2021-10-18 09:54:39</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>#RadissonBlu #RadissonBluKigali #MICE #kigalic...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                              Tweets  ...                                Preprocessed Tweets\n",
              "0  Love love the fact that we have great staycati...  ...  Love love fact great staycations kigali … sere...\n",
              "1  Rwanda Gorilla Tours from South Africa\\nhttps:...  ...  Rwanda Gorilla Tours South Africa https://t.co...\n",
              "2  RT @Vbiruta: Ambiance électrique avec le panne...  ...  @Vbiruta: Ambiance électrique avec le panneau ...\n",
              "3  RT @Vbiruta: Content d’avoir pu assister au ma...  ...  @Vbiruta: Content d’avoir pu assister au match...\n",
              "4  #RadissonBlu #RadissonBluKigali #MICE\\n#kigali...  ...  #RadissonBlu #RadissonBluKigali #MICE #kigalic...\n",
              "\n",
              "[5 rows x 8 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iWlNvgmoWbdP"
      },
      "source": [
        "## 4.Calculate Sentiment"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        },
        "id": "a6mMwmY0BzRI",
        "outputId": "bc466386-9f38-4378-c9d7-a4cf58ef951c"
      },
      "source": [
        "df['Polarity'] = df['Preprocessed Tweets'].apply(lambda x: TextBlob(x).sentiment[0])\n",
        "df['Subjectivity'] = df['Preprocessed Tweets'].apply(lambda x: TextBlob(x).sentiment[1])\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Tweets</th>\n",
              "      <th>TimeStamp</th>\n",
              "      <th>Kivu</th>\n",
              "      <th>Gorillas</th>\n",
              "      <th>Akagera</th>\n",
              "      <th>PSG</th>\n",
              "      <th>Arsenal</th>\n",
              "      <th>Preprocessed Tweets</th>\n",
              "      <th>Polarity</th>\n",
              "      <th>Subjectivity</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Love love the fact that we have great staycati...</td>\n",
              "      <td>2021-10-18 10:06:35</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Love love fact great staycations kigali … sere...</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.7125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Rwanda Gorilla Tours from South Africa\\nhttps:...</td>\n",
              "      <td>2021-10-18 10:01:05</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Rwanda Gorilla Tours South Africa https://t.co...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>RT @Vbiruta: Ambiance électrique avec le panne...</td>\n",
              "      <td>2021-10-18 09:58:53</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>@Vbiruta: Ambiance électrique avec le panneau ...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>RT @Vbiruta: Content d’avoir pu assister au ma...</td>\n",
              "      <td>2021-10-18 09:58:44</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>@Vbiruta: Content d’avoir pu assister au match...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>#RadissonBlu #RadissonBluKigali #MICE\\n#kigali...</td>\n",
              "      <td>2021-10-18 09:54:39</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>#RadissonBlu #RadissonBluKigali #MICE #kigalic...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                              Tweets  ... Subjectivity\n",
              "0  Love love the fact that we have great staycati...  ...       0.7125\n",
              "1  Rwanda Gorilla Tours from South Africa\\nhttps:...  ...       0.0000\n",
              "2  RT @Vbiruta: Ambiance électrique avec le panne...  ...       0.0000\n",
              "3  RT @Vbiruta: Content d’avoir pu assister au ma...  ...       0.0000\n",
              "4  #RadissonBlu #RadissonBluKigali #MICE\\n#kigali...  ...       0.0000\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 142
        },
        "id": "ZOIiBmUgHyMq",
        "outputId": "127ec70b-4b97-412d-d9f3-40a34787f054"
      },
      "source": [
        "df[df['Gorillas'] == 1][['Gorillas', 'Polarity', 'Subjectivity']].groupby('Gorillas').agg([np.mean, np.max, np.median])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead tr th {\n",
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              "\n",
              "    .dataframe thead tr:last-of-type th {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th colspan=\"3\" halign=\"left\">Polarity</th>\n",
              "      <th colspan=\"3\" halign=\"left\">Subjectivity</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th>mean</th>\n",
              "      <th>amax</th>\n",
              "      <th>median</th>\n",
              "      <th>mean</th>\n",
              "      <th>amax</th>\n",
              "      <th>median</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Gorillas</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.07125</td>\n",
              "      <td>0.85</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.161984</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Polarity              Subjectivity            \n",
              "             mean  amax median         mean amax median\n",
              "Gorillas                                               \n",
              "1         0.07125  0.85    0.0     0.161984  1.0    0.0"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 142
        },
        "id": "LyJjleF8IvPw",
        "outputId": "7de65169-ffed-457c-a786-0b8725299002"
      },
      "source": [
        "df[df['Kivu'] == 1][['Kivu', 'Polarity', 'Subjectivity']].groupby('Kivu').agg([np.mean, np.max, np.median])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead tr th {\n",
              "        text-align: left;\n",
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              "\n",
              "    .dataframe thead tr:last-of-type th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th colspan=\"3\" halign=\"left\">Polarity</th>\n",
              "      <th colspan=\"3\" halign=\"left\">Subjectivity</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th>mean</th>\n",
              "      <th>amax</th>\n",
              "      <th>median</th>\n",
              "      <th>mean</th>\n",
              "      <th>amax</th>\n",
              "      <th>median</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Kivu</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.397415</td>\n",
              "      <td>0.8</td>\n",
              "      <td>0.483333</td>\n",
              "      <td>0.634005</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.775</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      Polarity                Subjectivity            \n",
              "          mean amax    median         mean amax median\n",
              "Kivu                                                  \n",
              "1     0.397415  0.8  0.483333     0.634005  1.0  0.775"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 142
        },
        "id": "1MhmmvIRJFGc",
        "outputId": "2fe9e14f-a594-41b4-fa8f-2fe36426de58"
      },
      "source": [
        "df[df['Akagera'] == 1][['Akagera', 'Polarity', 'Subjectivity']].groupby('Akagera').agg([np.mean, np.max, np.median])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead tr th {\n",
              "        text-align: left;\n",
              "    }\n",
              "\n",
              "    .dataframe thead tr:last-of-type th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th colspan=\"3\" halign=\"left\">Polarity</th>\n",
              "      <th colspan=\"3\" halign=\"left\">Subjectivity</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th>mean</th>\n",
              "      <th>amax</th>\n",
              "      <th>median</th>\n",
              "      <th>mean</th>\n",
              "      <th>amax</th>\n",
              "      <th>median</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Akagera</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.083523</td>\n",
              "      <td>0.272727</td>\n",
              "      <td>-0.235714</td>\n",
              "      <td>0.470833</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.271429</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Polarity                     Subjectivity               \n",
              "             mean      amax    median         mean amax    median\n",
              "Akagera                                                          \n",
              "1       -0.083523  0.272727 -0.235714     0.470833  1.0  0.271429"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 142
        },
        "id": "aHnIErl4JCtQ",
        "outputId": "76a63bc2-80dd-412e-a417-8cb422af431f"
      },
      "source": [
        "df[df['PSG'] == 1][['PSG', 'Polarity', 'Subjectivity']].groupby('PSG').agg([np.mean, np.max, np.median])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead tr th {\n",
              "        text-align: left;\n",
              "    }\n",
              "\n",
              "    .dataframe thead tr:last-of-type th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th colspan=\"3\" halign=\"left\">Polarity</th>\n",
              "      <th colspan=\"3\" halign=\"left\">Subjectivity</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th>mean</th>\n",
              "      <th>amax</th>\n",
              "      <th>median</th>\n",
              "      <th>mean</th>\n",
              "      <th>amax</th>\n",
              "      <th>median</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PSG</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Polarity             Subjectivity            \n",
              "        mean amax median         mean amax median\n",
              "PSG                                              \n",
              "1        0.0  0.0    0.0          0.0  0.0    0.0"
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 142
        },
        "id": "R31sip4hJBmt",
        "outputId": "53feacb2-7a83-4698-9a2d-3e13695f4283"
      },
      "source": [
        "df[df['Arsenal'] == 1][['Arsenal', 'Polarity', 'Subjectivity']].groupby('Arsenal').agg([np.mean, np.max, np.median])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead tr th {\n",
              "        text-align: left;\n",
              "    }\n",
              "\n",
              "    .dataframe thead tr:last-of-type th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th colspan=\"3\" halign=\"left\">Polarity</th>\n",
              "      <th colspan=\"3\" halign=\"left\">Subjectivity</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th>mean</th>\n",
              "      <th>amax</th>\n",
              "      <th>median</th>\n",
              "      <th>mean</th>\n",
              "      <th>amax</th>\n",
              "      <th>median</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Arsenal</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.022556</td>\n",
              "      <td>0.142857</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.050188</td>\n",
              "      <td>0.317857</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Polarity                  Subjectivity                 \n",
              "             mean      amax median         mean      amax median\n",
              "Arsenal                                                         \n",
              "1        0.022556  0.142857    0.0     0.050188  0.317857    0.0"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6roeazR6WgHS"
      },
      "source": [
        "## 5.**Visualize** "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "xOQBi2zuMQ_0",
        "outputId": "7a616034-51c6-46a1-ef12-a7b820b5c0e8"
      },
      "source": [
        "kivu = df[df['Kivu'] == 1][['TimeStamp', 'Polarity']]\n",
        "kivu = kivu.sort_values(by='TimeStamp', ascending=True)\n",
        "kivu['MA Polarity'] = kivu.Polarity.rolling(10, min_periods=3).mean()\n",
        "\n",
        "gorillas = df[df['Gorillas'] == 1][['TimeStamp', 'Polarity']]\n",
        "gorillas = gorillas.sort_values(by='TimeStamp', ascending=True)\n",
        "gorillas['MA Polarity'] = gorillas.Polarity.rolling(10, min_periods=3).mean()\n",
        "\n",
        "akagera = df[df['Akagera'] == 1][['TimeStamp', 'Polarity']]\n",
        "akagera = akagera.sort_values(by='TimeStamp', ascending=True)\n",
        "akagera['MA Polarity'] = akagera.Polarity.rolling(10, min_periods=3).mean()\n",
        "\n",
        "psg = df[df['PSG'] == 1][['TimeStamp', 'Polarity']]\n",
        "psg = psg.sort_values(by='TimeStamp', ascending=True)\n",
        "psg['MA Polarity'] = psg.Polarity.rolling(10, min_periods=3).mean()\n",
        "\n",
        "arsenal = df[df['Arsenal'] == 1][['TimeStamp', 'Polarity']]\n",
        "arsenal = arsenal.sort_values(by='TimeStamp', ascending=True)\n",
        "arsenal['MA Polarity'] = arsenal.Polarity.rolling(10, min_periods=3).mean()\n",
        "\n",
        "arsenal.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TimeStamp</th>\n",
              "      <th>Polarity</th>\n",
              "      <th>MA Polarity</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>908</th>\n",
              "      <td>2021-10-13 13:42:21</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>863</th>\n",
              "      <td>2021-10-13 18:19:54</td>\n",
              "      <td>0.142857</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>859</th>\n",
              "      <td>2021-10-13 18:25:33</td>\n",
              "      <td>0.142857</td>\n",
              "      <td>0.095238</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>857</th>\n",
              "      <td>2021-10-13 18:29:40</td>\n",
              "      <td>0.142857</td>\n",
              "      <td>0.107143</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>739</th>\n",
              "      <td>2021-10-14 10:01:23</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.085714</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              TimeStamp  Polarity  MA Polarity\n",
              "908 2021-10-13 13:42:21  0.000000          NaN\n",
              "863 2021-10-13 18:19:54  0.142857          NaN\n",
              "859 2021-10-13 18:25:33  0.142857     0.095238\n",
              "857 2021-10-13 18:29:40  0.142857     0.107143\n",
              "739 2021-10-14 10:01:23  0.000000     0.085714"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 680
        },
        "id": "XHdpEfJcMMgU",
        "outputId": "b29ac65d-abfa-4c13-ac71-fb16d70de6fa"
      },
      "source": [
        "fig, axes = plt.subplots(2, 1, figsize=(13,10))\n",
        "axes[0].plot(kivu['TimeStamp'], kivu['MA Polarity'])\n",
        "axes[0].set_title('\\n'.join(['Lake Kivu 10 Tweet Moving Average Polarity']))\n",
        "\n",
        "axes[1].plot(gorillas['TimeStamp'], gorillas['MA Polarity'], color='red')\n",
        "axes[1].set_title('\\n'.join(['Gorillas 10 Tweet Moving Average Polarity']))\n",
        "\n",
        "fig.suptitle('\\n'.join(['Visit Rwanda Sentiment Analysis']), y=0.98)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 0.98, 'Visit Rwanda Sentiment Analysis')"
            ]
          },
          "metadata": {},
          "execution_count": 49
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 936x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 624
        },
        "id": "4TGeoDWtP9VF",
        "outputId": "a59b4630-a881-4fe0-b627-ddb514c01eb7"
      },
      "source": [
        "fig, axes = plt.subplots(2, 1, figsize=(13,10))\n",
        "axes[0].plot(akagera['TimeStamp'], akagera['MA Polarity'], color='orange')\n",
        "axes[0].set_title('\\n'.join(['Gorillas 10 Tweet Moving Average Polarity']))\n",
        "\n",
        "axes[1].plot(psg['TimeStamp'], psg['MA Polarity'], color='green')\n",
        "axes[1].set_title('\\n'.join(['Gorillas 10 Tweet Moving Average Polarity']))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Gorillas 10 Tweet Moving Average Polarity')"
            ]
          },
          "metadata": {},
          "execution_count": 48
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 936x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 624
        },
        "id": "l-mircWrQLiE",
        "outputId": "7f22ccba-59e5-4b23-a85f-f29e2dd38705"
      },
      "source": [
        "fig, axes = plt.subplots(2, 1, figsize=(13,10))\n",
        "axes[0].plot(arsenal['TimeStamp'], arsenal['MA Polarity'], color='chocolate')\n",
        "axes[0].set_title('\\n'.join(['Gorillas 10 Tweet Moving Average Polarity']))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Gorillas 10 Tweet Moving Average Polarity')"
            ]
          },
          "metadata": {},
          "execution_count": 53
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 936x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}