Sample: Clean Employee Data

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All personal/company information mentioned within this context is entirely fictional and is solely intended for illustrative purposes.
Clean employee sample
{
  "member_id": 1234,
  "member_full_name": "Jane A. Doe",
  "member_name_first": "Jane",
  "member_name_middle": "A.",
  "member_name_last": "Doe",
  "member_websites_professional_network": "https://www.professional_network.com/profile/janedoe",
  "member_picture_url": "https://www.example.com/janedoe.jpg",
  "member_description": "Experienced data analyst with a passion for insights.",
  "member_job_title": "Data Analyst",
  "is_decision_maker": 1,
  "member_job_description": "Analyzing large datasets to extract meaningful insights.",
  "company_id": 67890,
  "member_experience": [
    {
      "title": "Senior Data Analyst",
      "description": "Leading data analysis projects.",
      "order_in_profile": 1,
      "company_name": "Example Company",
      "company_url": "https://www.example-company.com",
      "company_id": 987654,
      "date_from": "2019-06-01",
      "date_from_year": 2019,
      "date_from_month": 6,
      "date_to": "2023-08-01",
      "date_to_year": 2023,
      "date_to_month": 8,
      "location": "San Francisco, CA",
      "duration": "4 years 2 months",
      "duration_months": 50,
      "department": "Data Science",
      "management_level": "Senior"
    }
  ],
  "member_education": [
    {
      "title": "Bachelor of Science in Computer Science",
      "major": "Computer Science",
      "date_from": "2015-09-01",
      "date_to": "2019-05-01",
      "description": "Studied data structures, algorithms, and machine learning.",
      "activities_and_societies": "AI Club, Coding Bootcamp",
      "institution_url": "https://www.example-university.edu"
    }
  ],
  "member_languages": [
    {
      "language": "English",
      "proficiency": "Native",
      "order_in_profile": 1
    }
  ],
  "member_certifications": [
    {
      "title": "Certified Data Analyst",
      "issuer": "Example Institute",
      "credential_id": "DA123456",
      "certificate_url": "https://www.example-certificates.com/DA123456",
      "date_from": "2020-05-01",
      "date_from_year": 2020,
      "date_from_month": 5,
      "date_to": "2025-05-01",
      "date_to_year": 2025,
      "date_to_month": 5,
      "issuer_url": "https://www.example-institute.com",
      "order_in_profile": 1
    }
  ],
  "member_courses": [
    {
      "organizer": "Example Courses",
      "title": "Machine Learning",
      "order_in_profile": 1
    }
  ],
  "member_awards": [
    {
      "title": "Best Data Scientist Award",
      "issuer": "Example Company",
      "description": "Recognized for outstanding contributions to data analytics.",
      "date": "2022-12-01",
      "date_year": 2022,
      "date_month": 12,
      "date_day": 1,
      "order_in_profile": 1
    }
  ],
  "member_activity": [
    {
      "activity_url": "https://www.professional_network.com/posts/example-company-123456",
      "title": "Example Company is excited to introduce our Team Spotlight featuring Jane Doe!",
      "action": "Liked by",
      "order_in_profile": 1,
    }
  ],
  "member_skills": ["Python," "SQL," "Data Visualization"],
  "member_recommendations": [
    {
      "recommendation": "Jane is a top-notch analyst with deep insights into big data.",
      "referee_url": "https://www.professional-network.com/profile/johndoe",
      "order_in_profile": 1,
      "referee_name": "John Doe"
    }
  ],
  "member_recommendations_count": 5,
  "member_connections_count": 500,
  "member_location_raw_address": "123 Main St, New York, NY",
  "member_location_country": "USA",
  "member_location_regions": "New York, NY",
  "member_last_updated": "2024-03-01",
  "member_is_deleted": 0,
  "member_department": "Data Science",
  "member_management_level": "Senior",
  "is_working": 1,
  "is_hidden": 0,
  "member_generated_headline": "Expert in Big Data & Machine Learning",
  "member_headline": "Senior Data Analyst at Example Company",
  "member_shorthand_names": ["JaneD", "JDoe"],
  "member_follower_count": 150,
  "total_experience_duration": "4 years",
  "total_experience_duration_months": 48,
  "member_public_profile_id": "123456789",
  "member_organizations": [
    {
      "organization": "Example Organization",
      "position": "Lead Software Engineer",
      "description": "Led a team of developers providing great services.",
      "date_from": "2019-06",
      "date_from_year": 2019,
      "date_from_month": 6,
      "date_to": "2023-09",
      "date_to_year": 2023,
      "date_to_month": 9,
      "order_in_profile": 1
    }
  ],
  "member_patents": [
    {
      "title": "Data Synchronization System",
      "status": "Granted",
      "inventors": [
        {
          "full_name": "John Doe",
          "profile_url": "https://www.professional-network.com/profile/johndoe",
          "order_in_profile": 1
        },
        {
          "full_name": "Jane Smith",
          "profile_url": "https://www.professional-network.com/profile/janesmith",
          "order_in_profile": 2
        }
      ],
      "date": "2022-01-01",
      "date_year": 2022,
      "date_month": 1,
      "date_day": 1,
      "patent_url": "https://wwww.patents.example.com/US1234567",
      "description": "A method for efficient synchronization of distributed systems in real-time environments.",
      "patent_or_application_number": "US1234567B2",
      "order_in_profile": 1
    }
  ],
  "member_publications": [
    {
      "title": "Microservices Architecture in Cloud Environments",
      "publisher": "Journal of Software Systems",
      "date": "2024-08-01",
      "date_year": 2024,
      "date_month": 8,
      "date_day": 1,
      "description": "An in-depth analysis of architectural patterns and scalability challenges in cloud-native microservices.",
      "authors": [
        {
          "full_name": "John Doe",
          "profile_url": "https://www.professional-network.com/profile/johndoe",
          "order_in_profile": 1
        }
      ],
      "publication_url": "https://www.publications.example.com/microservices-architecture",
      "order_in_profile": 1
    }
  ]
}
{
  "member_id": 1234,
  "member_full_name": "Jane A. Doe",
  "member_name_first": "Jane",
  "member_name_middle": "A.",
  "member_name_last": "Doe",
  "member_websites_professional_network": "https://www.professional_network.com/profile/janedoe",
  "member_picture_url": "https://www.example.com/janedoe.jpg",
  "member_description": "Experienced data analyst with a passion for insights.",
  "member_job_title": "Data Analyst",
  "is_decision_maker": 1,
  "member_job_description": "Analyzing large datasets to extract meaningful insights.",
  "company_id": 67890,
  "member_experience": [
    {
      "title": "Senior Data Analyst",
      "description": "Leading data analysis projects.",
      "order_in_profile": 1,
      "company_name": "Example Company",
      "company_url": "https://www.example-company.com",
      "company_id": 987654,
      "date_from": "2019-06-01",
      "date_from_year": 2019,
      "date_from_month": 6,
      "date_to": "2023-08-01",
      "date_to_year": 2023,
      "date_to_month": 8,
      "location": "San Francisco, CA",
      "duration": "4 years 2 months",
      "duration_months": 50,
      "department": "Data Science",
      "management_level": "Senior"
    }
  ],
  "member_education": [
    {
      "title": "Bachelor of Science in Computer Science",
      "major": "Computer Science",
      "date_from": "2015-09-01",
      "date_to": "2019-05-01",
      "description": "Studied data structures, algorithms, and machine learning.",
      "activities_and_societies": "AI Club, Coding Bootcamp",
      "institution_url": "https://www.example-university.edu"
    }
  ],
  "member_languages": [
    {
      "language": "English",
      "proficiency": "Native",
      "order_in_profile": 1
    }
  ],
  "member_certifications": [
    {
      "title": "Certified Data Analyst",
      "issuer": "Example Institute",
      "credential_id": "DA123456",
      "certificate_url": "https://www.example-certificates.com/DA123456",
      "date_from": "2020-05-01",
      "date_from_year": 2020,
      "date_from_month": 5,
      "date_to": "2025-05-01",
      "date_to_year": 2025,
      "date_to_month": 5,
      "issuer_url": "https://www.example-institute.com",
      "order_in_profile": 1
    }
  ],
  "member_courses": [
    {
      "organizer": "Example Courses",
      "title": "Machine Learning",
      "order_in_profile": 1
    }
  ],
  "member_awards": [
    {
      "title": "Best Data Scientist Award",
      "issuer": "Example Company",
      "description": "Recognized for outstanding contributions to data analytics.",
      "date": "2022-12-01",
      "date_year": 2022,
      "date_month": 12,
      "date_day": 1,
      "order_in_profile": 1
    }
  ],
  "member_activity": [
    {
      "activity_url": "https://www.professional_network.com/posts/example-company-123456",
      "title": "Example Company is excited to introduce our Team Spotlight featuring Jane Doe!",
      "action": "Liked by",
      "order_in_profile": 1,
    }
  ],
  "member_skills": ["Python," "SQL," "Data Visualization"],
  "member_recommendations": [
    {
      "recommendation": "Jane is a top-notch analyst with deep insights into big data.",
      "referee_url": "https://www.professional-network.com/profile/johndoe",
      "order_in_profile": 1,
      "referee_name": "John Doe"
    }
  ],
  "member_recommendations_count": 5,
  "member_connections_count": 500,
  "member_location_raw_address": "123 Main St, New York, NY",
  "member_location_country": "USA",
  "member_location_regions": "New York, NY",
  "member_last_updated": "2024-03-01",
  "member_is_deleted": 0,
  "member_department": "Data Science",
  "member_management_level": "Senior",
  "is_working": 1,
  "is_hidden": 0,
  "member_generated_headline": "Expert in Big Data & Machine Learning",
  "member_headline": "Senior Data Analyst at Example Company",
  "member_shorthand_names": ["JaneD", "JDoe"],
  "member_follower_count": 150,
  "total_experience_duration": "4 years",
  "total_experience_duration_months": 48,
  "member_public_profile_id": "123456789",
  "member_organizations": [
    {
      "organization": "Example Organization",
      "position": "Lead Software Engineer",
      "description": "Led a team of developers providing great services.",
      "date_from": "2019-06",
      "date_from_year": 2019,
      "date_from_month": 6,
      "date_to": "2023-09",
      "date_to_year": 2023,
      "date_to_month": 9,
      "order_in_profile": 1
    }
  ],
  "member_patents": [
    {
      "title": "Data Synchronization System",
      "status": "Granted",
      "inventors": [
        {
          "full_name": "John Doe",
          "profile_url": "https://www.professional-network.com/profile/johndoe",
          "order_in_profile": 1
        },
        {
          "full_name": "Jane Smith",
          "profile_url": "https://www.professional-network.com/profile/janesmith",
          "order_in_profile": 2
        }
      ],
      "date": "2022-01-01",
      "date_year": 2022,
      "date_month": 1,
      "date_day": 1,
      "patent_url": "https://wwww.patents.example.com/US1234567",
      "description": "A method for efficient synchronization of distributed systems in real-time environments.",
      "patent_or_application_number": "US1234567B2",
      "order_in_profile": 1
    }
  ],
  "member_publications": [
    {
      "title": "Microservices Architecture in Cloud Environments",
      "publisher": "Journal of Software Systems",
      "date": "2024-08-01",
      "date_year": 2024,
      "date_month": 8,
      "date_day": 1,
      "description": "An in-depth analysis of architectural patterns and scalability challenges in cloud-native microservices.",
      "authors": [
        {
          "full_name": "John Doe",
          "profile_url": "https://www.professional-network.com/profile/johndoe",
          "order_in_profile": 1
        }
      ],
      "publication_url": "https://www.publications.example.com/microservices-architecture",
      "order_in_profile": 1
    }
  ]
}
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Dictionary: Clean Employee Data
Base Employee Data