diff --git a/src/data.js b/src/data.js
index e54f6d63..cb321cf2 100644
--- a/src/data.js
+++ b/src/data.js
@@ -672,7 +672,7 @@ module.exports = [
     url: 'https://loftwah.github.io/uses',
     twitter: '@loftwah',
     emoji: '🚀',
-    country: 'au',
+    country: '🇦🇺',
     computer: 'windows',
     phone: 'android',
     tags: [
@@ -929,7 +929,7 @@ module.exports = [
     url: 'https://taisukemino.com/uses/',
     emoji: '☀️',
     country: '🇯🇵',
-    computer: 'mac',
+    computer: 'apple',
     phone: 'iphone',
     tags: [
       'Crypto',
@@ -1167,7 +1167,7 @@ module.exports = [
     name: 'Joshua Rose',
     description:
       'Loves Christ, loves family, loves programming, full stack dev',
-    url: 'https://jrgiant.tech/Uses',
+    url: 'https://jrgiant.tech/uses',
     twitter: '@JrGiant',
     emoji: '✝',
     country: '🇺🇸',
@@ -1481,26 +1481,6 @@ module.exports = [
       'Blogger',
     ],
   },
-  {
-    name: 'Erick Mwamodo',
-    description: 'Web Engineer, Designer, All-Round Entrepreneur',
-    url: 'https://mwamodo.com/uses',
-    twitter: '@_mwamodo_',
-    emoji: '🔥',
-    country: '🇰🇪',
-    computer: 'apple',
-    phone: 'android',
-    tags: [
-      'Full Stack',
-      'JavaScript',
-      'React',
-      'Gatsby',
-      'AlpineJS',
-      'PHP',
-      'Laravel',
-      'Tailwind CSS',
-    ],
-  },
   {
     name: 'Jeromey Balderrama',
     description: 'Web Developer, Designer, Photographer, Drummer',
@@ -3174,7 +3154,7 @@ module.exports = [
     url: 'https://axellarsson.com/blog/what-i-use/',
     twitter: '@Axellarsson93',
     emoji: '🥳',
-    country: 'se',
+    country: '🇸🇪',
     computer: 'apple',
     phone: 'iphone',
     tags: [
@@ -3282,26 +3262,6 @@ module.exports = [
       'Linux',
     ],
   },
-  {
-    name: 'Gerardo Jaramillo',
-    description: 'Developer and Dreamer',
-    url: 'https://www.codingwithjerry.com/uses',
-    twitter: '@gerardojaras',
-    emoji: '🎧',
-    country: '🇬🇹',
-    computer: 'apple',
-    phone: 'android',
-    tags: [
-      'Developer',
-      'Blogger',
-      'Laravel',
-      'Angular',
-      'Vue.js',
-      'Gatsby',
-      'Wordpress',
-      'Full Stack',
-    ],
-  },
   {
     name: 'Andrew Nguyen Vo',
     description: 'Lover of code, coffee, and karaoke',
@@ -4151,34 +4111,6 @@ module.exports = [
       'Open Source',
     ],
   },
-  {
-    name: 'Colin Principe',
-    description:
-      'Software Guild graduate, Full stack developer, Java backend, Angular/React frontend.',
-    url: 'https://principe.io/uses/',
-    twitter: '@cprincipe',
-    country: '🇨🇦',
-    computer: 'apple',
-    phone: 'android',
-    tags: [
-      'React',
-      'Angular',
-      'Node.js',
-      'Full Stack',
-      'MongoDB',
-      'Jest',
-      'Jasmine',
-      'Karma',
-      'Storybook',
-      'Java',
-      'AWS Lambda',
-      'DynamoDB',
-      'Software Guild',
-      'Bitbucket',
-      'Bamboo',
-      'Cloud Foundry',
-    ],
-  },
   {
     name: 'Ahmed Ibrahim',
     description:
@@ -4199,25 +4131,6 @@ module.exports = [
       'Cloud',
     ],
   },
-  {
-    name: 'Aris Ripandi',
-    description: 'Full-stack web developer & educator. Open Source enthusiast.',
-    url: 'https://kataris.id/uses',
-    twitter: '@riipandi',
-    emoji: '🧐',
-    country: '🇮🇩',
-    computer: 'apple',
-    phone: 'iphone',
-    tags: [
-      'Developer',
-      'Full Stack',
-      'React',
-      'Laravel',
-      'Spring Boot',
-      'DevOps',
-      'Tailwind CSS',
-    ],
-  },
   {
     name: 'Martin Chammah',
     description: 'Gatsby Fan, Full-stack web developer, architect',
@@ -4406,28 +4319,6 @@ module.exports = [
       'Terraform',
     ],
   },
-  {
-    name: 'Michael Stokoe',
-    description: 'Back-end PHP Developer. Gamer, musician and motorcyclist.',
-    url: 'https://msweb.dev/uses',
-    twitter: '@_itzMS',
-    emoji: '😎',
-    country: '🇬🇧',
-    computer: 'linux',
-    phone: 'iphone',
-    tags: [
-      'PHP',
-      'Laravel',
-      'JavaScript',
-      'Vue.js',
-      'Developer',
-      'Engineer',
-      'AWS',
-      'Azure',
-      'HTML',
-      'CSS',
-    ],
-  },
   {
     name: 'Fabian Vallejos',
     description:
@@ -4558,33 +4449,6 @@ module.exports = [
     phone: 'iphone',
     tags: ['WordPress', 'Developer', 'CSS', 'Front End'],
   },
-  {
-    name: 'Misir Jafarov',
-    description:
-      'Human, full stack developer, and Open source developer from the world.',
-    url: 'https://themisir.com/uses/',
-    emoji: '✌',
-    country: '🇦🇿',
-    computer: 'windows',
-    phone: 'android',
-    twitter: '@themisir',
-    tags: [
-      'Developer',
-      'Full Stack',
-      'C#',
-      'JavaScript',
-      'TypeScript',
-      'AspNet Core',
-      'React',
-      'Flutter',
-      'Dart',
-      'Node.js',
-      'Debian',
-      'Docker',
-      'Kubernetes',
-      'DevOps',
-    ],
-  },
   {
     name: 'John SJ Anderson',
     description:
@@ -5018,29 +4882,6 @@ module.exports = [
       'Entrepreneur',
     ],
   },
-  {
-    name: 'Didier Catz',
-    description:
-      'Creative Developer & Interaction enthousiast. In love with modern JS, typography, jazz and homemade cappuccino.',
-    url: 'https://didiercatz.com/uses',
-    twitter: '@didiercatz',
-    emoji: '🎹',
-    country: '🇳🇱',
-    computer: 'apple',
-    phone: 'iphone',
-    tags: [
-      'Developer',
-      'JavaScript',
-      'Svelte',
-      'Node.js',
-      'CSS',
-      'Tailwind CSS',
-      'Entrepreneur',
-      'Open Source Software',
-      'Animation',
-      'Musician',
-    ],
-  },
   {
     name: 'Sagar Soni',
     description:
@@ -5179,27 +5020,6 @@ module.exports = [
       'DevOps',
     ],
   },
-  {
-    name: 'José Cabeda',
-    description: 'Data Engineer at day and Full Stack at night',
-    url: 'https://cabeda.me/uses',
-    twitter: '@Jumpingtolife',
-    emoji: '📚',
-    country: '🇵🇹',
-    computer: 'windows',
-    phone: 'android',
-    tags: [
-      'Back End',
-      'Python',
-      'Typescript',
-      'Full Stack',
-      'Software Engineer',
-      'Data Engineer',
-      'SQL',
-      'DBT',
-      'Business Intelligence',
-    ],
-  },
   {
     name: 'Roberto Vázquez González',
     description:
@@ -5809,25 +5629,6 @@ module.exports = [
       'Serverless',
     ],
   },
-  {
-    name: 'Patrick Tumbucon',
-    description:
-      'ML software engineer on the clock, fullstack developer and general hobbyist in my free time',
-    url: 'https://patricktumbucon.com/posts/uses',
-    twitter: '@patrickisd3ad',
-    emoji: '🌿',
-    country: '🇺🇸',
-    computer: 'windows',
-    phone: 'iphone',
-    tags: [
-      'Software Engineer',
-      'Machine Learning',
-      'Distributed Systems',
-      'Vue.js',
-      'Python',
-      'Scala',
-    ],
-  },
   {
     name: 'Marco Poletto',
     description: 'Frontend Developer, UI engineer, Mentor',
@@ -6952,7 +6753,7 @@ module.exports = [
     url: 'https://www.maoudia.com/uses',
     twitter: '@aoudiamoncef',
     emoji: '👨‍💻',
-    country: 'FR',
+    country: '🇫🇷',
     computer: 'linux',
     phone: 'android',
     tags: [
@@ -7121,25 +6922,6 @@ module.exports = [
       'Swift',
     ],
   },
-  {
-    name: 'Ali Ahsan',
-    description: 'CS Masters Student with a knack for software development',
-    url: 'https://aliahsan.tech/uses',
-    twitter: '@aliahsan07',
-    emoji: '🦉',
-    country: '🇵🇰',
-    computer: 'apple',
-    phone: 'android',
-    tags: [
-      'Developer',
-      'Student',
-      'React',
-      'JavaScript',
-      'Python',
-      'Gatsby',
-      'Node.js',
-    ],
-  },
   {
     name: 'Michael Kutz',
     description:
@@ -8619,24 +8401,6 @@ module.exports = [
       'Entrepreneur',
     ],
   },
-  {
-    name: 'Roman Husar',
-    description: 'Tinkering, all the time.',
-    url: 'https://seemslikelegit.com/uses',
-    twitter: '@seemslikelegit',
-    emoji: '➰',
-    country: '🇺🇦',
-    computer: 'apple',
-    phone: 'iphone',
-    tags: [
-      'Software Engineer',
-      'Full Stack',
-      'JavaScript',
-      'PostgreSQL',
-      'React',
-      'Node.js',
-    ],
-  },
   {
     name: 'Stephen Senkomago Musoke',
     description:
@@ -9817,18 +9581,6 @@ module.exports = [
       'Full Stack',
     ],
   },
-  {
-    name: 'Dany Paredes',
-    description:
-      'I was a .NET guy, my last years ❤️ { #js & #sass } and play[ #react #vue #angular #sveltejs]',
-    url: 'https://danywalls.com/uses',
-    twitter: '@danywalls',
-    emoji: '🏀',
-    country: '🇩🇴',
-    computer: 'linux',
-    phone: 'iphone',
-    tags: ['Developer', '.NET', 'Typescript', 'JavaScript', 'Sass'],
-  },
   {
     name: 'Thomas Weibenfalk',
     description:
@@ -10463,28 +10215,6 @@ module.exports = [
     phone: 'iphone',
     tags: ['Developer', 'Full Stack', 'PHP', 'JavaScript', 'CSS', 'Vue.js'],
   },
-  {
-    name: 'Max Schmeling',
-    description:
-      'CTO @Clipisode. ❤️ web dev/mobile/open source. Husband, father, drummer. #Royals and #Chiefs fan.',
-    url: 'https://maxschmeling.me/uses',
-    twitter: '@maxschmeling',
-    emoji: '⛲️',
-    country: '🇺🇸',
-    computer: 'apple',
-    phone: 'iphone',
-    tags: [
-      'Developer',
-      'Full Stack',
-      'JavaScript',
-      'React',
-      'React Native',
-      'Node.js',
-      'CSS',
-      'Ruby',
-      'Ruby on Rails',
-    ],
-  },
   {
     name: 'Pawel Grzybek',
     description: 'Software Engineer',
@@ -10560,26 +10290,6 @@ module.exports = [
       'CSS',
     ],
   },
-  {
-    name: 'Andrew Baisden',
-    description: 'Full Stack Developer, Creative, Gamer, Anime Addict',
-    url: 'https://andrewbaisden.com/uses',
-    twitter: '@andrewbaisden',
-    emoji: '😎',
-    country: '🇬🇧',
-    computer: 'apple',
-    phone: 'iphone',
-    tags: [
-      'Developer',
-      'Full Stack',
-      'Front End',
-      'HTML',
-      'CSS',
-      'JavaScript',
-      'React',
-      'Node.js',
-    ],
-  },
   {
     name: 'Ben Congdon',
     description: 'Golang, Python, Rust. Runs in the Cloud.',
@@ -11969,27 +11679,6 @@ module.exports = [
       'CSS',
     ],
   },
-  {
-    name: 'Tarik Omercehajic',
-    description:
-      'DevOps Engineer @BicomSystems. Mechanical Engineer in free time :)',
-    url: 'https://robotz.tech/uses/',
-    twitter: '@tariktz',
-    emoji: '🚀',
-    country: '🇧🇦',
-    computer: 'apple',
-    phone: 'android',
-    tags: [
-      'Full Stack',
-      'DevOps',
-      'PHP',
-      'JavaScript',
-      'Go',
-      'Vue.js',
-      'Web Developer',
-      'WordPress',
-    ],
-  },
   {
     name: 'Socheat Sok',
     description:
@@ -12210,28 +11899,6 @@ module.exports = [
       'Accessibility',
     ],
   },
-  {
-    name: 'Simran Raj',
-    description: 'Front End Developer',
-    url: 'https://www.simranraj.in/',
-    emoji: '🤓',
-    country: '🇮🇳',
-    computer: 'apple',
-    phone: 'android',
-    tags: [
-      'Front End',
-      'Developer',
-      'Designer',
-      'Angular',
-      'JavaScript',
-      'React',
-      'Typescript',
-      'GraphQL',
-      'Bootstrap',
-      'Problem Solver',
-      'Gamer',
-    ],
-  },
   {
     name: 'Stan Lo',
     description: 'Developer at Ticketsolve, creator of Goby',
@@ -12611,7 +12278,7 @@ module.exports = [
       'A passionate developer who likes learning new technologies. Currently Principal DevOps Architect @ Advanced',
     url: 'https://www.paulmowat.co.uk/uses/',
     emoji: '🥃',
-    country: 'GB',
+    country: '🇬🇧',
     computer: 'windows',
     phone: 'android',
     tags: [