{
  "id": "d6e2a61e-e297-4eb4-9866-5fb355fbc2ea",
  "synthetic": true,
  "generator": "indian-fakedata@2.1.0",
  "firstName": "Sarwan",
  "lastName": "Das",
  "fatherName": "Shetan Das",
  "motherName": "Girijarani Kumari",
  "spouseName": "Kishan Das",
  "gender": "female",
  "age": 40,
  "dateOfBirth": "1986-01-05",
  "bloodGroup": "B+",
  "heightCm": 144.0,
  "weightKg": 44.1,
  "bmi": 21.3,
  "appearance": {
    "heightCm": 144.0,
    "build": "average",
    "faceShape": "round",
    "skinTone": "deep_brown",
    "noseType": "button",
    "eyeColor": "dark_brown",
    "eyeShape": "almond",
    "hairColor": "black",
    "hairTexture": "wavy",
    "hairLength": "medium",
    "facialHair": null
  },
  "aadhaarNumber": "839128189565",
  "panNumber": "FMMPD7406C",
  "voterIdNumber": "YSR0818288",
  "phoneNumber": "9444448053",
  "email": "sarwan.das645@gmail.com",
  "nativeScript": {
    "script": "Telugu",
    "language": "Telugu",
    "firstName": "సర్వన",
    "lastName": "దస",
    "district": "గుంతుర",
    "addressLine": "492/గ, జయనగర, గుంతుర"
  },
  "state": "Andhra Pradesh",
  "stateCode": "AP",
  "district": "Guntur",
  "areaType": "urban",
  "addressLine": "492/G, Jayanagar, Guntur",
  "locality": "Jayanagar",
  "pinCode": "500766",
  "geo": {
    "latitude": 15.7495,
    "longitude": 80.2038
  },
  "religion": "Hindu",
  "caste": "Madiga",
  "socialCategory": "SC",
  "motherTongue": "Telugu",
  "secondLanguage": "Hindi",
  "education": "graduate",
  "occupation": "other_worker",
  "employmentTimeline": [
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      "jobTitle": "Receptionist",
      "sector": "private",
      "occupation": "other_worker",
      "employerType": "private",
      "startYear": 2007,
      "status": "completed",
      "monthlyWageINR": 48000,
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      "endYear": 2009
    },
    {
      "jobTitle": "Sales Executive",
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      "occupation": "other_worker",
      "employerType": "private",
      "startYear": 2009,
      "status": "completed",
      "monthlyWageINR": 74200,
      "location": "Guntur",
      "endYear": 2022
    },
    {
      "jobTitle": "IT Support Executive",
      "sector": "private",
      "occupation": "other_worker",
      "employerType": "private",
      "startYear": 2022,
      "status": "current",
      "monthlyWageINR": 102900,
      "location": "Guntur"
    }
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  "dietaryPreference": "non_vegetarian",
  "disability": "none",
  "isMigrant": true,
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  "bankIFSC": "KKBK0682206",
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  "bankAccountNumber": "50991831492",
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  "healthInsurance": "none",
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  "vehicleType": "two_wheeler",
  "hasInternetAccess": true,
  "hasSmartphone": true,
  "usesSocialMedia": false,
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    "conscientiousness": 36,
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    "strengths": [
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      "stands their ground"
    ],
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      "procrastinates under pressure"
    ],
    "traitLabels": [
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      "easy-going",
      "outgoing",
      "assertive",
      "sensitive"
    ],
    "communicationStyle": "expressive",
    "decisionStyle": "intuitive",
    "socialBehavior": "outgoing"
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  "politicalLeaning": "regionalist",
  "religiosity": "somewhat_religious",
  "cognitiveProfile": {
    "aptitudeScore": 75,
    "numeracyScore": 58,
    "literacyScore": 88,
    "digitalLiteracyScore": 84,
    "financialLiteracyScore": 75
  },
  "interests": {
    "primarySport": "hockey",
    "petPreference": "cats",
    "entertainment": [
      "Bollywood",
      "TV Serials",
      "Cricket Matches",
      "Religious Programs"
    ],
    "readingHabit": "rare",
    "musicPreference": "Bollywood",
    "preferredSocialMedia": "Facebook"
  },
  "habits": {
    "tobaccoUse": "none",
    "alcoholUse": "none",
    "exerciseFrequency": "daily",
    "avgSleepHours": 6.7,
    "cooksAtHome": true,
    "chronotype": "moderate"
  },
  "educationDetails": {
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    "institutionType": "government",
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    "competitiveExamPercentile": null
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      "level": "primary",
      "stageName": "Primary School",
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      "boardOrUniversity": "AP State Board",
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      "score": "52.8%"
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    {
      "level": "middle",
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      "level": "secondary",
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      "boardOrUniversity": "AP State Board",
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      "endYear": 2002,
      "status": "completed",
      "score": "61.0%"
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    {
      "level": "higher_secondary",
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      "institutionType": "government",
      "boardOrUniversity": "AP State Board",
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      "endYear": 2004,
      "status": "completed",
      "stream": "PCM",
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    },
    {
      "level": "graduate",
      "stageName": "Bachelor's Degree",
      "institutionName": "Government Post Graduate College, Guntur",
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      "boardOrUniversity": "University of Andhra Pradesh",
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      "endYear": 2008,
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      "score": "56.5%"
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  "moviePreferences": {
    "genres": [
      "Drama",
      "Sports drama/Biopic",
      "Family drama"
    ],
    "favoriteLanguages": [
      "Telugu",
      "Hindi"
    ],
    "anime": false,
    "animePreferences": null,
    "favoriteAnimeTitles": null,
    "primaryPlatform": "television",
    "watchFrequency": "occasional"
  },
  "culturalProfile": {
    "entrepreneurialScore": 37,
    "academicOrientation": 32,
    "artisticInclination": 40,
    "militaryTradition": 8,
    "agriculturalRootedness": 15,
    "artisanTradition": 22,
    "bureaucraticOrientation": 5,
    "socialActivism": 86,
    "communityBonding": 63,
    "migrationTendency": 38,
    "careerPreference": "teaching",
    "familyStructure": "extended_family",
    "savingsOrientation": 21,
    "riskAppetite": 15
  },
  "householdSize": 1,
  "householdAssets": {
    "hasRadioTransistor": false,
    "hasTelevision": true,
    "hasComputer": true,
    "hasPhone": true,
    "hasBicycle": false,
    "hasScooter": true,
    "hasCar": false,
    "bankingService": true,
    "treatedWaterSource": true,
    "latrineFacility": true,
    "numberOfRooms": 5,
    "roofMaterial": "metal_sheet",
    "wallMaterial": "burnt_brick",
    "cookingFuel": "lpg",
    "lightingSource": "electricity",
    "drinkingWaterSource": "handpump"
  },
  "probabilityMetrics": {
    "nationalReligionFreq": 0.803301791826052,
    "stateGivenReligionProb": 0.04704225981630054,
    "casteGivenContextProb": 0.09917355371900827,
    "lastNameGivenCasteProb": 0.2857142857142857,
    "socialCategoryProb": 0.19834710743801653,
    "educationProb": 0.14598540145985403,
    "occupationProb": 0.4087193460490463,
    "jointProbability": 6.388948194089085e-05
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  "generatedAt": "2026-09-25T15:56:00.972087",
  "seed": 7,
  "skills": {
    "technical": [
      "Commercial Cooking"
    ],
    "soft": [
      "Teamwork",
      "Time Management"
    ],
    "certifications": [],
    "languages": [
      {
        "language": "Telugu",
        "speaking": "native",
        "reading": "fluent",
        "writing": "fluent"
      },
      {
        "language": "Hindi",
        "speaking": "intermediate",
        "reading": "intermediate",
        "writing": "intermediate"
      },
      {
        "language": "English",
        "speaking": "intermediate",
        "reading": "intermediate",
        "writing": "intermediate"
      }
    ]
  },
  "lifeEvents": [
    {
      "year": 1986,
      "event": "born",
      "detail": "Born in Guntur."
    },
    {
      "year": 2004,
      "event": "migrated",
      "detail": "Migrated from Karnataka to Andhra Pradesh."
    },
    {
      "year": 2007,
      "event": "job_started",
      "detail": "Started working as Receptionist."
    },
    {
      "year": 2009,
      "event": "job_changed",
      "detail": "Changed job to Sales Executive."
    },
    {
      "year": 2009,
      "event": "married",
      "detail": "Married Kishan Das."
    },
    {
      "year": 2010,
      "event": "child_born",
      "detail": "Birth of child 1."
    },
    {
      "year": 2022,
      "event": "job_changed",
      "detail": "Changed job to IT Support Executive."
    }
  ],
  "householdEconomy": {
    "monthlyBudget": {
      "food": 46324,
      "housing": 19007,
      "transport": 8691,
      "education": 6372,
      "health": 8706,
      "other": 0
    },
    "loans": [],
    "creditHistory": {
      "score": 782,
      "activeLoans": 0,
      "missedPayments12m": 0,
      "oldestAccountYears": 0
    }
  }
}