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      "📘 Never used it, would like to learn": 21,
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      "😒 Heard of it and not interested": 109,
      "📘 Never used it, would like to learn": 143,
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      "📘 Never used it, would like to learn": 84,
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      "📘 Never used it, would like to learn": 130,
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      "📘 Never used it, would like to learn": 127,
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      "interest": 45.4
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      "📘 Never used it, would like to learn": 61,
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      "interest": 36.1
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    {
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      "📘 Never used it, would like to learn": 70,
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      "😒 Heard of it and not interested": 54,
      "📘 Never used it, would like to learn": 50,
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      "service": "AWS CodePipeline",
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      "📘 Never used it, would like to learn": 72,
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    {
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      "📘 Never used it, would like to learn": 82,
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      "service": "AWS Proton",
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      "📘 Never used it, would like to learn": 76,
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      "interest": 45.0
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      "category": "cicd",
      "service": "GitHub Actions",
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      "📘 Never used it, would like to learn": 61,
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      "📘 Never used it, would like to learn": 80,
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      "service": "Jenkins",
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      "📘 Never used it, would like to learn": 25,
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      "interest": 31.6
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      "service": "GitLab CI/CD",
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      "📘 Never used it, would like to learn": 90,
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      "interest": 50.8
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      "service": "Harness",
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      "😒 Heard of it and not interested": 45,
      "📘 Never used it, would like to learn": 65,
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      "service": "AWS SAM",
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      "😒 Heard of it and not interested": 62,
      "📘 Never used it, would like to learn": 71,
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      "interest": 53.4
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      "category": "serverless",
      "service": "Serverless Framework",
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      "😒 Heard of it and not interested": 68,
      "📘 Never used it, would like to learn": 73,
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    {
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      "😒 Heard of it and not interested": 62,
      "📘 Never used it, would like to learn": 87,
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      "interest": 58.4
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      "service": "Amplify",
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      "😒 Heard of it and not interested": 86,
      "📘 Never used it, would like to learn": 91,
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      "service": "AWS Application Composer",
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      "😒 Heard of it and not interested": 101,
      "📘 Never used it, would like to learn": 93,
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      "interest": 47.9
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    {
      "category": "serverless",
      "service": "AWS Chalice (Python)",
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      "😒 Heard of it and not interested": 74,
      "📘 Never used it, would like to learn": 61,
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    {
      "category": "serverless",
      "service": "Lamby (Ruby on Rails)",
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      "😒 Heard of it and not interested": 90,
      "📘 Never used it, would like to learn": 30,
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      "interest": 25.0
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    {
      "category": "serverless",
      "service": "serverless.tf",
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      "📘 Never used it, would like to learn": 68,
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    {
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      "📘 Never used it, would like to learn": 69,
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    {
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      "service": "ECS",
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      "📘 Never used it, would like to learn": 41,
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    {
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      "service": "EKS",
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      "📘 Never used it, would like to learn": 86,
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      "service": "Self-managed Kubernetes",
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      "📘 Never used it, would like to learn": 66,
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      "service": "Fargate",
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      "📘 Never used it, would like to learn": 56,
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    {
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      "📘 Never used it, would like to learn": 80,
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    {
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      "service": "Elastic Beanstalk",
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      "📘 Never used it, would like to learn": 40,
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      "interest": 24.1
    },
    {
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      "service": "Amazon Lightsail",
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      "😒 Heard of it and not interested": 175,
      "📘 Never used it, would like to learn": 68,
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    {
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      "service": "AWS App Runner",
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      "📘 Never used it, would like to learn": 111,
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    {
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      "service": "RedHat OpenShift on AWS (ROSA)",
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      "😒 Heard of it and not interested": 175,
      "📘 Never used it, would like to learn": 54,
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      "😒 Heard of it and not interested": 10,
      "📘 Never used it, would like to learn": 33,
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    },
    {
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      "😒 Heard of it and not interested": 126,
      "📘 Never used it, would like to learn": 114,
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    {
      "category": "nosql",
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      "😒 Heard of it and not interested": 143,
      "📘 Never used it, would like to learn": 138,
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    },
    {
      "category": "nosql",
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      "😒 Heard of it and not interested": 36,
      "📘 Never used it, would like to learn": 77,
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    },
    {
      "category": "nosql",
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      "😒 Heard of it and not interested": 88,
      "📘 Never used it, would like to learn": 113,
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      "interest": 56.2
    },
    {
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      "service": "ElasticCache - Valkey",
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      "😒 Heard of it and not interested": 45,
      "📘 Never used it, would like to learn": 190,
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    },
    {
      "category": "nosql",
      "service": "MemoryDB for Redis",
      "🤷 Never heard of it/not sure what it is": 97,
      "😒 Heard of it and not interested": 88,
      "📘 Never used it, would like to learn": 156,
      "🚫 Used it and would not use again": 9,
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    },
    {
      "category": "nosql",
      "service": "Neptune",
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      "😒 Heard of it and not interested": 90,
      "📘 Never used it, would like to learn": 143,
      "🚫 Used it and would not use again": 22,
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    },
    {
      "category": "nosql",
      "service": "Timestream",
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      "😒 Heard of it and not interested": 85,
      "📘 Never used it, would like to learn": 129,
      "🚫 Used it and would not use again": 16,
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    },
    {
      "category": "nosql",
      "service": "OpenSearch (Elasticsearch)",
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      "😒 Heard of it and not interested": 38,
      "📘 Never used it, would like to learn": 84,
      "🚫 Used it and would not use again": 43,
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      "interest": 68.9
    },
    {
      "category": "events",
      "service": "Step Functions",
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      "😒 Heard of it and not interested": 26,
      "📘 Never used it, would like to learn": 99,
      "🚫 Used it and would not use again": 22,
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      "interest": 79.2
    },
    {
      "category": "events",
      "service": "EventBridge",
      "🤷 Never heard of it/not sure what it is": 17,
      "😒 Heard of it and not interested": 12,
      "📘 Never used it, would like to learn": 53,
      "🚫 Used it and would not use again": 9,
      "✅ Used it and would use it again": 305,
      "responses": 396,
      "usage": 79.3,
      "retention": 97.1,
      "awareness": 95.7,
      "interest": 81.5
    },
    {
      "category": "events",
      "service": "EventBridge Pipes",
      "🤷 Never heard of it/not sure what it is": 79,
      "😒 Heard of it and not interested": 19,
      "📘 Never used it, would like to learn": 174,
      "🚫 Used it and would not use again": 8,
      "✅ Used it and would use it again": 112,
      "responses": 392,
      "usage": 30.6,
      "retention": 93.3,
      "awareness": 79.8,
      "interest": 90.2
    },
    {
      "category": "events",
      "service": "Kinesis",
      "🤷 Never heard of it/not sure what it is": 23,
      "😒 Heard of it and not interested": 38,
      "📘 Never used it, would like to learn": 104,
      "🚫 Used it and would not use again": 28,
      "✅ Used it and would use it again": 203,
      "responses": 396,
      "usage": 58.3,
      "retention": 87.9,
      "awareness": 94.2,
      "interest": 73.2
    },
    {
      "category": "events",
      "service": "MSK (Kafka)",
      "🤷 Never heard of it/not sure what it is": 52,
      "😒 Heard of it and not interested": 92,
      "📘 Never used it, would like to learn": 135,
      "🚫 Used it and would not use again": 34,
      "✅ Used it and would use it again": 79,
      "responses": 392,
      "usage": 28.8,
      "retention": 69.9,
      "awareness": 86.7,
      "interest": 59.5
    },
    {
      "category": "events",
      "service": "SQS",
      "🤷 Never heard of it/not sure what it is": 8,
      "😒 Heard of it and not interested": 6,
      "📘 Never used it, would like to learn": 20,
      "🚫 Used it and would not use again": 11,
      "✅ Used it and would use it again": 351,
      "responses": 396,
      "usage": 91.4,
      "retention": 97.0,
      "awareness": 98.0,
      "interest": 76.9
    },
    {
      "category": "events",
      "service": "SNS",
      "🤷 Never heard of it/not sure what it is": 8,
      "😒 Heard of it and not interested": 3,
      "📘 Never used it, would like to learn": 19,
      "🚫 Used it and would not use again": 13,
      "✅ Used it and would use it again": 355,
      "responses": 398,
      "usage": 92.5,
      "retention": 96.5,
      "awareness": 98.0,
      "interest": 86.4
    },
    {
      "category": "events",
      "service": "AmazonMQ",
      "🤷 Never heard of it/not sure what it is": 50,
      "😒 Heard of it and not interested": 119,
      "📘 Never used it, would like to learn": 130,
      "🚫 Used it and would not use again": 20,
      "✅ Used it and would use it again": 69,
      "responses": 388,
      "usage": 22.9,
      "retention": 77.5,
      "awareness": 87.1,
      "interest": 52.2
    },
    {
      "category": "events",
      "service": "Amazon AppFlow",
      "🤷 Never heard of it/not sure what it is": 165,
      "😒 Heard of it and not interested": 70,
      "📘 Never used it, would like to learn": 121,
      "🚫 Used it and would not use again": 13,
      "✅ Used it and would use it again": 21,
      "responses": 390,
      "usage": 8.7,
      "retention": 61.8,
      "awareness": 57.7,
      "interest": 63.4
    },
    {
      "category": "events",
      "service": "Amazon SWF",
      "🤷 Never heard of it/not sure what it is": 182,
      "😒 Heard of it and not interested": 90,
      "📘 Never used it, would like to learn": 72,
      "🚫 Used it and would not use again": 33,
      "✅ Used it and would use it again": 13,
      "responses": 390,
      "usage": 11.8,
      "retention": 28.3,
      "awareness": 53.3,
      "interest": 44.4
    },
    {
      "category": "events",
      "service": "DynamoDB Streams",
      "🤷 Never heard of it/not sure what it is": 80,
      "😒 Heard of it and not interested": 35,
      "📘 Never used it, would like to learn": 108,
      "🚫 Used it and would not use again": 9,
      "✅ Used it and would use it again": 160,
      "responses": 392,
      "usage": 43.1,
      "retention": 94.7,
      "awareness": 79.6,
      "interest": 75.5
    },
    {
      "category": "aiml",
      "service": "Amazon SageMaker",
      "🤷 Never heard of it/not sure what it is": 28,
      "😒 Heard of it and not interested": 89,
      "📘 Never used it, would like to learn": 129,
      "🚫 Used it and would not use again": 32,
      "✅ Used it and would use it again": 107,
      "responses": 385,
      "usage": 36.1,
      "retention": 77.0,
      "awareness": 92.7,
      "interest": 59.2
    },
    {
      "category": "aiml",
      "service": "Amazon Augmented AI",
      "🤷 Never heard of it/not sure what it is": 172,
      "😒 Heard of it and not interested": 78,
      "📘 Never used it, would like to learn": 103,
      "🚫 Used it and would not use again": 12,
      "✅ Used it and would use it again": 17,
      "responses": 382,
      "usage": 7.6,
      "retention": 58.6,
      "awareness": 55.0,
      "interest": 56.9
    },
    {
      "category": "aiml",
      "service": "Amazon Bedrock",
      "🤷 Never heard of it/not sure what it is": 44,
      "😒 Heard of it and not interested": 73,
      "📘 Never used it, would like to learn": 115,
      "🚫 Used it and would not use again": 9,
      "✅ Used it and would use it again": 142,
      "responses": 383,
      "usage": 39.4,
      "retention": 94.0,
      "awareness": 88.5,
      "interest": 61.2
    },
    {
      "category": "aiml",
      "service": "Amazon Comprehend",
      "🤷 Never heard of it/not sure what it is": 96,
      "😒 Heard of it and not interested": 74,
      "📘 Never used it, would like to learn": 111,
      "🚫 Used it and would not use again": 20,
      "✅ Used it and would use it again": 80,
      "responses": 381,
      "usage": 26.2,
      "retention": 80.0,
      "awareness": 74.8,
      "interest": 60.0
    },
    {
      "category": "aiml",
      "service": "Amazon Personalize",
      "🤷 Never heard of it/not sure what it is": 148,
      "😒 Heard of it and not interested": 85,
      "📘 Never used it, would like to learn": 108,
      "🚫 Used it and would not use again": 12,
      "✅ Used it and would use it again": 28,
      "responses": 381,
      "usage": 10.5,
      "retention": 70.0,
      "awareness": 61.2,
      "interest": 56.0
    },
    {
      "category": "aiml",
      "service": "Amazon Polly",
      "🤷 Never heard of it/not sure what it is": 71,
      "😒 Heard of it and not interested": 96,
      "📘 Never used it, would like to learn": 100,
      "🚫 Used it and would not use again": 23,
      "✅ Used it and would use it again": 90,
      "responses": 380,
      "usage": 29.7,
      "retention": 79.6,
      "awareness": 81.3,
      "interest": 51.0
    },
    {
      "category": "aiml",
      "service": "Amazon Rekognition",
      "🤷 Never heard of it/not sure what it is": 60,
      "😒 Heard of it and not interested": 78,
      "📘 Never used it, would like to learn": 116,
      "🚫 Used it and would not use again": 25,
      "✅ Used it and would use it again": 101,
      "responses": 380,
      "usage": 33.2,
      "retention": 80.2,
      "awareness": 84.2,
      "interest": 59.8
    },
    {
      "category": "aiml",
      "service": "Amazon Textract",
      "🤷 Never heard of it/not sure what it is": 78,
      "😒 Heard of it and not interested": 61,
      "📘 Never used it, would like to learn": 115,
      "🚫 Used it and would not use again": 22,
      "✅ Used it and would use it again": 107,
      "responses": 383,
      "usage": 33.7,
      "retention": 82.9,
      "awareness": 79.6,
      "interest": 65.3
    },
    {
      "category": "aiml",
      "service": "Amazon Translate",
      "🤷 Never heard of it/not sure what it is": 77,
      "😒 Heard of it and not interested": 73,
      "📘 Never used it, would like to learn": 126,
      "🚫 Used it and would not use again": 19,
      "✅ Used it and would use it again": 85,
      "responses": 380,
      "usage": 27.4,
      "retention": 81.7,
      "awareness": 79.7,
      "interest": 63.3
    },
    {
      "category": "aiml",
      "service": "Amazon Transcribe",
      "🤷 Never heard of it/not sure what it is": 83,
      "😒 Heard of it and not interested": 75,
      "📘 Never used it, would like to learn": 121,
      "🚫 Used it and would not use again": 16,
      "✅ Used it and would use it again": 86,
      "responses": 381,
      "usage": 26.8,
      "retention": 84.3,
      "awareness": 78.2,
      "interest": 61.7
    },
    {
      "category": "aiml",
      "service": "OpenAI",
      "🤷 Never heard of it/not sure what it is": 3,
      "😒 Heard of it and not interested": 52,
      "📘 Never used it, would like to learn": 51,
      "🚫 Used it and would not use again": 23,
      "✅ Used it and would use it again": 253,
      "responses": 382,
      "usage": 72.3,
      "retention": 91.7,
      "awareness": 99.2,
      "interest": 49.5
    },
    {
      "category": "aiml",
      "service": "GitHub Copilot",
      "🤷 Never heard of it/not sure what it is": 5,
      "😒 Heard of it and not interested": 58,
      "📘 Never used it, would like to learn": 77,
      "🚫 Used it and would not use again": 31,
      "✅ Used it and would use it again": 220,
      "responses": 391,
      "usage": 64.2,
      "retention": 87.6,
      "awareness": 98.7,
      "interest": 57.0
    },
    {
      "category": "aiml",
      "service": "Anthropic (directly)",
      "🤷 Never heard of it/not sure what it is": 45,
      "😒 Heard of it and not interested": 75,
      "📘 Never used it, would like to learn": 119,
      "🚫 Used it and would not use again": 8,
      "✅ Used it and would use it again": 137,
      "responses": 384,
      "usage": 37.8,
      "retention": 94.5,
      "awareness": 88.3,
      "interest": 61.3
    },
    {
      "category": "aiml",
      "service": "Amazon Q Developer",
      "🤷 Never heard of it/not sure what it is": 45,
      "😒 Heard of it and not interested": 103,
      "📘 Never used it, would like to learn": 69,
      "🚫 Used it and would not use again": 71,
      "✅ Used it and would use it again": 98,
      "responses": 386,
      "usage": 43.8,
      "retention": 58.0,
      "awareness": 88.3,
      "interest": 40.1
    },
    {
      "category": "aiml",
      "service": "Amazon Q Business",
      "🤷 Never heard of it/not sure what it is": 69,
      "😒 Heard of it and not interested": 138,
      "📘 Never used it, would like to learn": 100,
      "🚫 Used it and would not use again": 40,
      "✅ Used it and would use it again": 38,
      "responses": 385,
      "usage": 20.3,
      "retention": 48.7,
      "awareness": 82.1,
      "interest": 42.0
    }
  ],
  "happiness": {
    "iac": {
      "responses": 392,
      "data": [
        {
          "key": 1,
          "value": 4
        },
        {
          "key": 2,
          "value": 19
        },
        {
          "key": 3,
          "value": 92
        },
        {
          "key": 4,
          "value": 208
        },
        {
          "key": 5,
          "value": 69
        }
      ]
    },
    "cicd": {
      "responses": 382,
      "data": [
        {
          "key": 1,
          "value": 4
        },
        {
          "key": 2,
          "value": 18
        },
        {
          "key": 3,
          "value": 104
        },
        {
          "key": 4,
          "value": 173
        },
        {
          "key": 5,
          "value": 83
        }
      ]
    },
    "serverless": {
      "responses": 355,
      "data": [
        {
          "key": 1,
          "value": 8
        },
        {
          "key": 2,
          "value": 38
        },
        {
          "key": 3,
          "value": 140
        },
        {
          "key": 4,
          "value": 114
        },
        {
          "key": 5,
          "value": 55
        }
      ]
    },
    "containers": {
      "responses": 362,
      "data": [
        {
          "key": 1,
          "value": 7
        },
        {
          "key": 2,
          "value": 10
        },
        {
          "key": 3,
          "value": 73
        },
        {
          "key": 4,
          "value": 182
        },
        {
          "key": 5,
          "value": 90
        }
      ]
    },
    "nosql": {
      "responses": 353,
      "data": [
        {
          "key": 1,
          "value": 4
        },
        {
          "key": 2,
          "value": 6
        },
        {
          "key": 3,
          "value": 86
        },
        {
          "key": 4,
          "value": 172
        },
        {
          "key": 5,
          "value": 85
        }
      ]
    },
    "events": {
      "responses": 353,
      "data": [
        {
          "key": 1,
          "value": 1
        },
        {
          "key": 2,
          "value": 11
        },
        {
          "key": 3,
          "value": 77
        },
        {
          "key": 4,
          "value": 163
        },
        {
          "key": 5,
          "value": 101
        }
      ]
    },
    "aiml": {
      "responses": 343,
      "data": [
        {
          "key": 1,
          "value": 24
        },
        {
          "key": 2,
          "value": 46
        },
        {
          "key": 3,
          "value": 108
        },
        {
          "key": 4,
          "value": 107
        },
        {
          "key": 5,
          "value": 58
        }
      ]
    }
  },
  "community": {
    "responses": 399,
    "data": [
      {
        "key": "No, never heard of them",
        "value": 46
      },
      {
        "key": "No, but I've heard of them and I'm not interested",
        "value": 64
      },
      {
        "key": "No, but I would like to",
        "value": 80
      },
      {
        "key": "Yes, I did, but would not recommend it",
        "value": 20
      },
      {
        "key": "Yes, and I will continue to participate",
        "value": 189
      }
    ]
  },
  "graviton": {
    "responses": 398,
    "data": [
      {
        "key": "No, what is that?",
        "value": 41
      },
      {
        "key": "No, and I do not plan to",
        "value": 38
      },
      {
        "key": "No, but I would like to",
        "value": 102
      },
      {
        "key": "Yes I did, but I wouldn't recommend it",
        "value": 6
      },
      {
        "key": "Yes, and I prefer Graviton",
        "value": 211
      }
    ]
  },
  "age": {
    "responses": 397,
    "data": [
      {
        "key": "18 years old or under",
        "value": 0
      },
      {
        "key": "19-24 years old",
        "value": 6
      },
      {
        "key": "25-34 years old",
        "value": 71
      },
      {
        "key": "35-44 years old",
        "value": 153
      },
      {
        "key": "45-54 years old",
        "value": 125
      },
      {
        "key": "55-64 years old",
        "value": 36
      },
      {
        "key": "65 years old or older",
        "value": 6
      }
    ]
  },
  "region": {
    "responses": 399,
    "data": [
      {
        "key": "Africa",
        "value": 8
      },
      {
        "key": "Antarctica",
        "value": 0
      },
      {
        "key": "Asia",
        "value": 15
      },
      {
        "key": "Europe",
        "value": 155
      },
      {
        "key": "Oceania",
        "value": 32
      },
      {
        "key": "North America",
        "value": 180
      },
      {
        "key": "South America",
        "value": 9
      }
    ]
  },
  "experience": {
    "responses": 400,
    "data": [
      {
        "key": "Less than 1 year",
        "value": 3
      },
      {
        "key": "1-2 years",
        "value": 12
      },
      {
        "key": "3-5 years",
        "value": 48
      },
      {
        "key": "6-10 years",
        "value": 145
      },
      {
        "key": "11-15 years",
        "value": 101
      },
      {
        "key": "More than 15 years",
        "value": 91
      }
    ]
  },
  "size": {
    "responses": 394,
    "data": [
      {
        "key": "1-5",
        "value": 47
      },
      {
        "key": "6-25",
        "value": 41
      },
      {
        "key": "26-50",
        "value": 28
      },
      {
        "key": "51-150",
        "value": 45
      },
      {
        "key": "151-1000",
        "value": 88
      },
      {
        "key": "1001-5000",
        "value": 49
      },
      {
        "key": "More than 5000",
        "value": 96
      }
    ]
  },
  "industry": {
    "responses": 386,
    "data": [
      {
        "key": "Agriculture",
        "value": 5
      },
      {
        "key": "Automotive",
        "value": 2
      },
      {
        "key": "Computers & Electronics",
        "value": 17
      },
      {
        "key": "Consumer Goods",
        "value": 1
      },
      {
        "key": "Education",
        "value": 11
      },
      {
        "key": "Financial Services",
        "value": 43
      },
      {
        "key": "Gaming",
        "value": 8
      },
      {
        "key": "Government",
        "value": 14
      },
      {
        "key": "Healthcare",
        "value": 15
      },
      {
        "key": "Hospitality",
        "value": 4
      },
      {
        "key": "Life Sciences",
        "value": 4
      },
      {
        "key": "Manufacturing",
        "value": 7
      },
      {
        "key": "Marketing and Advertising",
        "value": 3
      },
      {
        "key": "Media & Entertainment",
        "value": 15
      },
      {
        "key": "Mining",
        "value": 1
      },
      {
        "key": "Non-Profit Organization",
        "value": 5
      },
      {
        "key": "Oil & Gas",
        "value": 2
      },
      {
        "key": "Power & Utilities",
        "value": 3
      },
      {
        "key": "Professional Services",
        "value": 49
      },
      {
        "key": "Real Estate & Construction",
        "value": 2
      },
      {
        "key": "Retail",
        "value": 4
      },
      {
        "key": "Software & Internet",
        "value": 157
      },
      {
        "key": "Telecommunications",
        "value": 10
      },
      {
        "key": "Transport & Logistics",
        "value": 0
      },
      {
        "key": "Travel",
        "value": 4
      },
      {
        "key": "Wholesale & Distribution",
        "value": 0
      }
    ]
  },
  "role": {
    "responses": 394,
    "data": [
      {
        "key": "Academic / Researcher",
        "value": 2
      },
      {
        "key": "Advisor / Consultant",
        "value": 19
      },
      {
        "key": "Business Executive",
        "value": 4
      },
      {
        "key": "Developer / Engineer",
        "value": 143
      },
      {
        "key": "Entrepreneur (Founder/Co-Founder)",
        "value": 27
      },
      {
        "key": "IT Executive",
        "value": 31
      },
      {
        "key": "IT Professional or Technical Manager",
        "value": 62
      },
      {
        "key": "Press / Media Analyst",
        "value": 0
      },
      {
        "key": "Sales / Marketing",
        "value": 0
      },
      {
        "key": "Solution or Systems Architect",
        "value": 94
      },
      {
        "key": "Student",
        "value": 1
      },
      {
        "key": "System Administrator",
        "value": 10
      },
      {
        "key": "Venture Capitalist",
        "value": 1
      }
    ]
  },
  "hero_builder": {
    "responses": 395,
    "data": [
      {
        "key": "Yes",
        "value": 68
      },
      {
        "key": "No",
        "value": 327
      }
    ]
  }
}