{
  "format": "dataset-manifest/1",
  "slug": "environment-and-sustainability",
  "version": 2,
  "seed": "environment-and-sustainability:1",
  "spec": {
    "format": "dataset/1",
    "slug": "environment-and-sustainability",
    "name": "Sustainability Insights",
    "tagline": "A comprehensive view of environmental projects and their impacts over time.",
    "description": "Nonprofits drive environmental preservation through various projects aimed at improving sustainability efforts. Employees manage waste at facilities, monitor air quality, and oversee renewable energy initiatives while also engaging with community contributions to support their programs. Each of these elements plays a critical role in shaping the organization’s impact on the planet, creating a holistic approach to environmental health. The focus on improving water bodies complements the efforts in waste management and renewable energy, forming interconnected areas of concern and action.\n\nThe tables within this dataset reflect distinct aspects of the nonprofit’s operations. The 'waste_management' table details different facilities, their capacities, and the types of waste they handle. 'projects' showcases ongoing and completed initiatives, including their goals and outcomes. 'air_quality' holds data on pollution levels monitored across various locations, indicating trends over time. The 'water_bodies' table maps significant water sources and their current states, while 'renewable_energy' lists various energy projects, including sources and production metrics. Lastly, the 'contributions' table captures funding sources, including donations from individuals and organizations that support the nonprofit’s mission.\n\nThis dataset allows developers to explore relationships between air quality improvements and waste management efforts, analyze the effectiveness of renewable energy projects, and assess how contributions correlate with project success. Questions such as how waste management influences air quality, the impact of contributions on project outcomes, and the trends in water body health can be investigated.  Practicing with this data provides insights into environmental trends and the efficacy of sustainability initiatives.\n\nPlease note that the data is synthetic, designed to mimic real-world figures and relationships, providing a realistic yet fictional backdrop for analysis and practice.",
    "domain": "nonprofit",
    "shape": "time-series",
    "useCases": [
      "analytics-demo",
      "bi-dashboards"
    ],
    "keywords": [
      "environment",
      "sustainability",
      "nonprofit",
      "emissions",
      "renewable energy",
      "waste management",
      "air quality",
      "water bodies"
    ],
    "locale": "en",
    "license": "CC0-1.0",
    "version": 1,
    "tables": {
      "waste_management": {
        "description": "This table contains data on various waste management facilities, including their capacity and operational status. Each row represents a facility linked to specific projects aimed at reducing waste.",
        "rows": 200,
        "columns": {
          "id": {
            "kind": "pk",
            "description": "Unique identifier for the waste management facility."
          },
          "facility_name": {
            "kind": "words",
            "max": 3,
            "description": "The name of the waste management facility.",
            "pool": [
              "recycling",
              "center",
              "facility",
              "hub",
              "plant",
              "station",
              "services",
              "operations",
              "site",
              "management",
              "disposal",
              "solutions",
              "collection",
              "processing",
              "environment",
              "resource",
              "innovation",
              "clean",
              "sustainability",
              "waste"
            ],
            "min": 1
          },
          "location": {
            "kind": "city",
            "description": "City where the facility is located."
          },
          "capacity_tons": {
            "kind": "int",
            "min": 10,
            "max": 500,
            "description": "Maximum waste capacity of the facility in tons."
          },
          "operational_status": {
            "kind": "enum",
            "values": [
              "operational",
              "under_construction",
              "closed"
            ],
            "description": "Current operational status of the facility."
          },
          "project_id": {
            "kind": "fk",
            "ref": "projects.id",
            "nullable": true,
            "description": "Reference to the project associated with this facility."
          }
        }
      },
      "projects": {
        "description": "This table outlines various environmental projects undertaken by the nonprofit. Each project has a start and end date, along with a description of its goals.",
        "rows": 150,
        "columns": {
          "id": {
            "kind": "pk",
            "description": "Unique identifier for the project."
          },
          "project_name": {
            "kind": "words",
            "max": 3,
            "description": "Name of the environmental project.",
            "pool": [
              "green",
              "initiative",
              "project",
              "sustainability",
              "conservation",
              "restoration",
              "education",
              "community",
              "action",
              "awareness",
              "development",
              "partnership",
              "research",
              "impact",
              "strategy",
              "innovation",
              "efficiency",
              "climate",
              "biodiversity",
              "engagement"
            ],
            "min": 1
          },
          "start_date": {
            "kind": "date",
            "from": "2015-01-01",
            "to": "2023-01-01",
            "description": "Start date of the project.",
            "trend": "growing"
          },
          "end_date": {
            "kind": "date",
            "from": "2015-01-01",
            "to": "2025-01-01",
            "description": "End date of the project, if applicable.",
            "trend": "growing"
          },
          "description": {
            "kind": "sentence",
            "max": 200,
            "description": "Brief description of the project's goals and methods."
          }
        }
      },
      "air_quality": {
        "description": "This table captures air quality data from various monitoring stations over time. Each row represents a recorded measurement linked to specific locations and projects.",
        "rows": 300,
        "columns": {
          "id": {
            "kind": "pk",
            "description": "Unique identifier for the air quality record."
          },
          "monitoring_station": {
            "kind": "words",
            "max": 3,
            "description": "Name of the air quality monitoring station.",
            "pool": [
              "station",
              "monitoring",
              "air",
              "quality",
              "sensor",
              "data",
              "network",
              "environment",
              "research",
              "analysis",
              "system",
              "location",
              "site",
              "assessment",
              "program",
              "initiative",
              "project",
              "partnership",
              "collaboration"
            ],
            "min": 1
          },
          "measurement_date": {
            "kind": "date",
            "from": "2015-01-01",
            "to": "2023-01-01",
            "description": "Date of the air quality measurement."
          },
          "pm25": {
            "kind": "decimal",
            "min": 0,
            "max": 500,
            "scale": 2,
            "description": "PM2.5 concentration in micrograms per cubic meter.",
            "distribution": "normal"
          },
          "project_id": {
            "kind": "fk",
            "ref": "projects.id",
            "nullable": true,
            "description": "Reference to the project associated with this monitoring."
          }
        }
      },
      "water_bodies": {
        "description": "This table includes data on various water bodies, their quality metrics, and any associated projects aimed at preservation.",
        "rows": 100,
        "columns": {
          "id": {
            "kind": "pk",
            "description": "Unique identifier for the water body."
          },
          "body_name": {
            "kind": "words",
            "max": 3,
            "description": "Name of the water body.",
            "pool": [
              "river",
              "lake",
              "pond",
              "stream",
              "creek",
              "bay",
              "ocean",
              "reservoir",
              "wetland",
              "estuary",
              "delta",
              "spring",
              "waterway",
              "canal",
              "fjord",
              "basin",
              "source",
              "body",
              "aquifer",
              "channel"
            ],
            "min": 1
          },
          "quality_index": {
            "kind": "decimal",
            "min": 0,
            "max": 100,
            "scale": 2,
            "description": "Water quality index on a scale from 0 to 100.",
            "distribution": "high"
          },
          "project_id": {
            "kind": "fk",
            "ref": "projects.id",
            "nullable": true,
            "description": "Reference to the preservation project associated with this water body."
          }
        }
      },
      "renewable_energy": {
        "description": "This table tracks renewable energy sources and their outputs over time. Each row corresponds to a reporting period for a particular source.",
        "rows": 250,
        "columns": {
          "id": {
            "kind": "pk",
            "description": "Unique identifier for the renewable energy entry."
          },
          "source_type": {
            "kind": "enum",
            "values": [
              "solar",
              "wind",
              "hydro"
            ],
            "description": "Type of renewable energy source."
          },
          "output_mwh": {
            "kind": "decimal",
            "min": 0,
            "max": 1000,
            "scale": 2,
            "description": "Energy output in megawatt-hours.",
            "distribution": "normal"
          },
          "reporting_date": {
            "kind": "date",
            "from": "2015-01-01",
            "to": "2023-01-01",
            "description": "Date of the energy output record.",
            "trend": "seasonal"
          }
        }
      },
      "contributions": {
        "description": "This table records contributions made by individuals and organizations to various projects. Each entry includes donor information and the amount contributed.",
        "rows": 350,
        "columns": {
          "id": {
            "kind": "pk",
            "description": "Unique identifier for the contribution."
          },
          "donor_name": {
            "kind": "fullName",
            "description": "Name of the donor or organization.",
            "pool": [
              "foundation",
              "organization",
              "company",
              "donor",
              "partner",
              "group",
              "association",
              "trust",
              "initiative",
              "network",
              "supporter",
              "enterprise",
              "collaborator",
              "investor",
              "community",
              "entity",
              "charity",
              "benefactor",
              "sponsor",
              "institution"
            ]
          },
          "amount": {
            "kind": "decimal",
            "min": 10,
            "max": 100000,
            "scale": 2,
            "description": "Amount contributed in USD.",
            "distribution": "long-tail"
          },
          "project_id": {
            "kind": "fk",
            "ref": "projects.id",
            "description": "Reference to the project funded by the contribution."
          },
          "contribution_date": {
            "kind": "date",
            "from": "2015-01-01",
            "to": "2023-01-01",
            "description": "Date of the contribution.",
            "trend": "growing"
          }
        }
      }
    },
    "structure": "multi-table",
    "traits": [
      "categorical",
      "timestamped",
      "monetary"
    ],
    "analysisQuestions": [
      "What trends can be observed in air quality measurements over the years?",
      "How do contributions from donors vary by project type?",
      "Which waste management facilities have the highest capacities and how are they performing?",
      "What is the relationship between renewable energy output and project duration?",
      "How does water quality correlate with nearby environmental projects?"
    ],
    "suggestedQueries": [
      {
        "title": "Join Waste Management and Projects",
        "sql": "SELECT wm.facility_name, p.project_name FROM waste_management wm JOIN projects p ON wm.project_id = p.id;"
      },
      {
        "title": "Average Contribution by Project",
        "sql": "SELECT p.project_name, AVG(c.amount) AS avg_contribution FROM contributions c JOIN projects p ON c.project_id = p.id GROUP BY p.project_name;"
      },
      {
        "title": "Air Quality Trends Over Time",
        "sql": "SELECT measurement_date, AVG(pm25) AS avg_pm25 FROM air_quality GROUP BY measurement_date ORDER BY measurement_date;"
      },
      {
        "title": "Energy Output by Source Type",
        "sql": "SELECT source_type, SUM(output_mwh) AS total_output FROM renewable_energy GROUP BY source_type;"
      },
      {
        "title": "Contributions Over Time",
        "sql": "SELECT contribution_date, SUM(amount) AS total_contributions FROM contributions GROUP BY contribution_date ORDER BY contribution_date;"
      }
    ],
    "usageScenarios": [
      {
        "title": "Environmental Analysts",
        "body": "Environmental analysts can use the dataset to evaluate the effectiveness of various sustainability projects over time. By analyzing air quality trends and correlating them with specific initiatives, they can provide insights into what strategies are most effective in improving environmental health."
      },
      {
        "title": "Research Institutions",
        "body": "Research institutions can leverage this dataset to study the impact of renewable energy sources on emissions reduction. By examining the data on energy outputs and project timelines, researchers can explore the relationship between investment in renewable technologies and actual environmental benefits."
      },
      {
        "title": "Nonprofit Fundraisers",
        "body": "Fundraisers at nonprofits can utilize the contributions data to identify which projects attract the most donor interest. Understanding donor behavior and project success can help in strategizing future fundraising efforts and tailoring messages to potential supporters."
      },
      {
        "title": "Policy Makers",
        "body": "Policy makers can analyze this dataset to inform decisions about environmental regulations and funding allocations. By evaluating the success of different projects and their impacts on air and water quality, they can make data-driven decisions that promote sustainability efforts effectively."
      }
    ]
  },
  "counts": {
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    "air_quality": 300,
    "contributions": 350,
    "renewable_energy": 250,
    "waste_management": 200,
    "water_bodies": 100
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