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  "name": "population-growth-estimates-and-projections",
  "title": "Population Growth",
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          {
            "name": "2092",
            "type": "any"
          },
          {
            "name": "2093",
            "type": "any"
          },
          {
            "name": "2094",
            "type": "any"
          },
          {
            "name": "2095",
            "type": "any"
          },
          {
            "name": "2096",
            "type": "any"
          },
          {
            "name": "2097",
            "type": "any"
          },
          {
            "name": "2098",
            "type": "any"
          },
          {
            "name": "2099",
            "type": "any"
          },
          {
            "name": "2100",
            "type": "any"
          }
        ]
      }
    }
  ],
  "views": [
    {
      "name": "population-growth-estimates",
      "resources": [
        {
          "name": "population-estimates",
          "transform": [
            {
              "expression": "data['region'] === 'WORLD'",
              "type": "filter"
            }
          ]
        }
      ],
      "spec": {
        "group": "year",
        "series": [
          "population"
        ],
        "type": "line"
      },
      "specType": "simple",
      "title": "Population Growth - World Estimates"
    },
    {
      "name": "population-growth-projections",
      "resources": [
        {
          "name": "population-no-change",
          "transform": [
            {
              "expression": "data['region'] === 'WORLD'",
              "type": "filter"
            }
          ]
        }
      ],
      "spec": {
        "group": "year",
        "series": [
          "population"
        ],
        "type": "line"
      },
      "specType": "simple",
      "title": "Population Growth - World Projections (No change)"
    },
    {
      "name": "population-growth-projections-low",
      "resources": [
        {
          "name": "population-low-fertility",
          "transform": [
            {
              "expression": "data['region'] === 'WORLD'",
              "type": "filter"
            }
          ]
        }
      ],
      "spec": {
        "group": "year",
        "series": [
          "population"
        ],
        "type": "line"
      },
      "specType": "simple",
      "title": "Population Growth - World Projections (Low Fertility)"
    },
    {
      "name": "population-growth-projections-medium",
      "resources": [
        {
          "name": "population-medium-fertility",
          "transform": [
            {
              "expression": "data['region'] === 'WORLD'",
              "type": "filter"
            }
          ]
        }
      ],
      "spec": {
        "group": "year",
        "series": [
          "population"
        ],
        "type": "line"
      },
      "specType": "simple",
      "title": "Population Growth - World Projections (Medium Fertility)"
    },
    {
      "name": "population-growth-projections-high",
      "resources": [
        {
          "name": "population-high-fertility",
          "transform": [
            {
              "expression": "data['region'] === 'WORLD'",
              "type": "filter"
            }
          ]
        }
      ],
      "spec": {
        "group": "year",
        "series": [
          "population"
        ],
        "type": "line"
      },
      "specType": "simple",
      "title": "Population Growth - World Projections (High Fertility)"
    }
  ],
  "readme": "Total Population - Both Sexes. De facto population in a country, area or region as of 1 July of the year indicated. Figures are presented in thousands.\n\n## Data\n\nData comes from [United Nations' Population Division datasets](https://esa.un.org/unpd/wpp/Download/Standard/Population/). Total population (both sexes combined) by region, subregion and country, annually for 1950-2100 (thousands). Data is cleaned, normalized, \"un-pivoted\", and represented in nice machine readable way in CSV format. Dataset represented here has several resources:\n* Estimates from 1950 - 2015. Original\n* Medium fertility variant, 2015 - 2100\n* High fertility variant, 2015 - 2100\n* Low fertility variant, 2015 - 2100\n* Constant fertility variant, 2015 - 2100\n* Instant replacement fertility variant, 2015 - 2100\n* Momentum fertility variant, 2015 - 2100\n* Zero Migration variant, 2015 - 2100\n* Constant Mortality variant, 2015 - 2100\n\n## Processing\n\n1. You will need python 3.6 and [datapackage-pipelines](https://github.com/frictionlessdata/datapackage-pipelines) to process the data.\n2. Create `pipeline-spec.yaml` and copy from below.\n3. run `dpp run population-growth`\n\n```yaml\npopulation-growth:\n  pipeline:\n    -\n      run: add_resource\n      parameters:\n        name: population-estimates\n        url: https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/EXCEL_FILES/1_Population/WPP2017_POP_F01_1_TOTAL_POPULATION_BOTH_SEXES.xlsx\n        format: xlsx\n        skip_rows: 17\n        headers: [index, variant, region, notes, country-code, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]\n        sheet: ESTIMATES\n    -\n      run: add_resource\n      parameters:\n        name: population-medium-fertility\n        url: https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/EXCEL_FILES/1_Population/WPP2017_POP_F01_1_TOTAL_POPULATION_BOTH_SEXES.xlsx\n        format: xlsx\n        skip_rows: 17\n        headers: [index, variant, region, notes, country-code, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]\n        sheet: MEDIUM VARIANT\n    -\n      run: add_resource\n      parameters:\n        name: population-high-fertility\n        url: https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/EXCEL_FILES/1_Population/WPP2017_POP_F01_1_TOTAL_POPULATION_BOTH_SEXES.xlsx\n        format: xlsx\n        skip_rows: 17\n        headers: [index, variant, region, notes, country-code, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]\n        sheet: HIGH VARIANT\n    -\n      run: add_resource\n      parameters:\n        name: population-low-fertility\n        url: https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/EXCEL_FILES/1_Population/WPP2017_POP_F01_1_TOTAL_POPULATION_BOTH_SEXES.xlsx\n        format: xlsx\n        skip_rows: 17\n        headers: [index, variant, region, notes, country-code, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]\n        sheet: LOW VARIANT\n    -\n      run: add_resource\n      parameters:\n        name: population-constant-fertility\n        url: https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/EXCEL_FILES/1_Population/WPP2017_POP_F01_1_TOTAL_POPULATION_BOTH_SEXES.xlsx\n        format: xlsx\n        skip_rows: 17\n        headers: [index, variant, region, notes, country-code, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]\n        sheet: CONSTANT-FERTILITY\n    -\n      run: add_resource\n      parameters:\n        name: population-instant-replacement\n        url: https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/EXCEL_FILES/1_Population/WPP2017_POP_F01_1_TOTAL_POPULATION_BOTH_SEXES.xlsx\n        format: xlsx\n        skip_rows: 17\n        headers: [index, variant, region, notes, country-code, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]\n        sheet: INSTANT-REPLACEMENT\n    -\n      run: add_resource\n      parameters:\n        name: population-momentum\n        url: https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/EXCEL_FILES/1_Population/WPP2017_POP_F01_1_TOTAL_POPULATION_BOTH_SEXES.xlsx\n        format: xlsx\n        skip_rows: 17\n        headers: [index, variant, region, notes, country-code, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]\n        sheet: MOMENTUM\n    -\n      run: add_resource\n      parameters:\n        name: population-zero-migration\n        url: https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/EXCEL_FILES/1_Population/WPP2017_POP_F01_1_TOTAL_POPULATION_BOTH_SEXES.xlsx\n        format: xlsx\n        skip_rows: 17\n        headers: [index, variant, region, notes, country-code, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]\n        sheet: ZERO-MIGRATION\n    -\n      run: add_resource\n      parameters:\n        name: population-constant-mortality\n        url: https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/EXCEL_FILES/1_Population/WPP2017_POP_F01_1_TOTAL_POPULATION_BOTH_SEXES.xlsx\n        format: xlsx\n        skip_rows: 17\n        headers: [index, variant, region, notes, country-code, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]\n        sheet: CONSTANT-MORTALITY\n    -\n      run: add_resource\n      parameters:\n        name: population-no-change\n        url: https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/EXCEL_FILES/1_Population/WPP2017_POP_F01_1_TOTAL_POPULATION_BOTH_SEXES.xlsx\n        format: xlsx\n        skip_rows: 17\n        headers: [index, variant, region, notes, country-code, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]\n        sheet: NO CHANGE\n    -\n      run: stream_remote_resources\n    -\n      run: delete_fields\n      parameters:\n        resources:\n          - population-estimates\n          - population-medium-fertility\n          - population-high-fertility\n          - population-low-fertility\n          - population-zero-migration\n          - population-momentum\n          - population-instant-replacement\n          - population-constant-fertility\n          - population-constant-mortality\n          - population-no-change\n        fields:\n          - index\n          - variant\n          - notes\n          - country-code\n    -\n      run: unpivot\n      parameters:\n        resources:\n          - population-estimates\n          - population-medium-fertility\n          - population-high-fertility\n          - population-low-fertility\n          - population-zero-migration\n          - population-momentum\n          - population-instant-replacement\n          - population-constant-fertility\n          - population-constant-mortality\n          - population-no-change\n        extraKeyFields:\n          -\n            name: year\n            type: year\n        extraValueField:\n          name: population\n          type: number\n        unpivot:\n          -\n            name: ([0-9]{4})\n            keys:\n              year: \\1\n    -\n      run: dump.to_path\n```\n\n## Licence\n\nUnited Nations, Department of Economic and Social Affairs, Population Division (2017). World Population Prospects: The 2017 Revision, DVD Edition.\n"
}