{
  "dataset": "Global Import-Export Route HS4 Flows (1995-2024)",
  "description": "Annual export values between country pairs by HS4 product group, with a count of active HS6 products within each group.",
  "coverage": "1995-2024 annual observations where available",
  "rowMeaning": "one year, exporter-importer route, and HS4 product group",
  "includes": [
    "Annual export value in US dollars",
    "Exporter and importer country codes",
    "Active HS6 product count"
  ],
  "metricDefinitions": [
    "HS4 is a four-digit Harmonized System product group.",
    "Fields marked USD are monetary values denominated in US dollars.",
    "Count fields report the number of items named in the field, such as products, partners, or routes.",
    "Country fields ending in ISO3 use three-letter ISO 3166-1 country codes."
  ],
  "columns": [
    "year",
    "exporter_iso3",
    "importer_iso3",
    "hs4",
    "export_value_usd",
    "active_hs6_count"
  ],
  "columnTypes": {
    "year": "uint16",
    "exporter_iso3": "string",
    "importer_iso3": "string",
    "hs4": "string",
    "export_value_usd": "float64",
    "active_hs6_count": "uint64"
  },
  "rows": [
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "AFG",
      "hs4": "0406",
      "export_value_usd": 29371.9483117527,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "AFG",
      "hs4": "7503",
      "export_value_usd": 90.19109892698503,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "AFG",
      "hs4": "8465",
      "export_value_usd": 11.321187689895021,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "3209",
      "export_value_usd": 467.7882949558251,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "3404",
      "export_value_usd": 111.41761127230353,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "4010",
      "export_value_usd": 60730.2139485916,
      "active_hs6_count": 2
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "4015",
      "export_value_usd": 274.29282231611836,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "4823",
      "export_value_usd": 29.650804870081856,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "4911",
      "export_value_usd": 1496.4305334145567,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "6309",
      "export_value_usd": 465.92993125201014,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "7802",
      "export_value_usd": 301.3655441633075,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "8201",
      "export_value_usd": 28.177656815289595,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "8428",
      "export_value_usd": 3216.830522393096,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "8431",
      "export_value_usd": 61153.89690769114,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ARE",
      "hs4": "8708",
      "export_value_usd": 50233.56798767378,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "ATG",
      "hs4": "8473",
      "export_value_usd": 168.6820297095006,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "AUT",
      "hs4": "8420",
      "export_value_usd": 1.4426402501669764,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "BEL",
      "hs4": "9021",
      "export_value_usd": 5822.647948708469,
      "active_hs6_count": 2
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "BEL",
      "hs4": "9405",
      "export_value_usd": 7.154587450271626,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "BHR",
      "hs4": "8203",
      "export_value_usd": 4628.520595843986,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "BHR",
      "hs4": "8414",
      "export_value_usd": 458.66568439086365,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "BHR",
      "hs4": "8465",
      "export_value_usd": 33.370783239864934,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "BHS",
      "hs4": "3923",
      "export_value_usd": 775.1915077282674,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "BHS",
      "hs4": "7503",
      "export_value_usd": 1.6659871179617243,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "BMU",
      "hs4": "9999",
      "export_value_usd": 9684.099288501184,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "BOL",
      "hs4": "9999",
      "export_value_usd": 59.35189733516015,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "BRA",
      "hs4": "9018",
      "export_value_usd": 18838.235601481538,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "BRB",
      "hs4": "8504",
      "export_value_usd": 127.32220822237198,
      "active_hs6_count": 2
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "CAN",
      "hs4": "2106",
      "export_value_usd": 722.2053549477062,
      "active_hs6_count": 2
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "CAN",
      "hs4": "6109",
      "export_value_usd": 330.39438081334356,
      "active_hs6_count": 2
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "CAN",
      "hs4": "7318",
      "export_value_usd": 53.85137228612173,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "CAN",
      "hs4": "7326",
      "export_value_usd": 182.92657910572046,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "CAN",
      "hs4": "8420",
      "export_value_usd": 2.7164939352464215,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "CAN",
      "hs4": "8512",
      "export_value_usd": 132.74899127551896,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "CHN",
      "hs4": "1604",
      "export_value_usd": 12.186558276018049,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "CHN",
      "hs4": "7307",
      "export_value_usd": 9.584043565247141,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "CHN",
      "hs4": "7320",
      "export_value_usd": 55.18819287672429,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "CHN",
      "hs4": "8704",
      "export_value_usd": 251.30277081575278,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "COL",
      "hs4": "0405",
      "export_value_usd": 367.7704866967394,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "COL",
      "hs4": "0406",
      "export_value_usd": 26.40346919382885,
      "active_hs6_count": 2
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "COL",
      "hs4": "1509",
      "export_value_usd": 0.12881660010717685,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "COL",
      "hs4": "1513",
      "export_value_usd": 24.474842430164422,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "COL",
      "hs4": "2005",
      "export_value_usd": 1.1248299789969294,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "COL",
      "hs4": "2402",
      "export_value_usd": 331889.57007696695,
      "active_hs6_count": 2
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "COL",
      "hs4": "3209",
      "export_value_usd": 11.031766095482986,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "COL",
      "hs4": "3303",
      "export_value_usd": 504.2315495927828,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "COL",
      "hs4": "3401",
      "export_value_usd": 7.008274878079604,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
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      "active_hs6_count": 1
    },
    {
      "year": 2018,
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      "hs4": "3923",
      "export_value_usd": 2942.4743727223135,
      "active_hs6_count": 2
    },
    {
      "year": 2018,
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      "hs4": "4016",
      "export_value_usd": 71.69890056955259,
      "active_hs6_count": 1
    },
    {
      "year": 2018,
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      "hs4": "4202",
      "export_value_usd": 41.13630895691853,
      "active_hs6_count": 2
    },
    {
      "year": 2018,
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      "hs4": "4911",
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      "active_hs6_count": 1
    },
    {
      "year": 2018,
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      "hs4": "6309",
      "export_value_usd": 13860.502483643857,
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    },
    {
      "year": 2018,
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    },
    {
      "year": 2018,
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    },
    {
      "year": 2018,
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      "hs4": "8205",
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      "active_hs6_count": 2
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
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      "hs4": "8408",
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      "active_hs6_count": 1
    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
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      "hs4": "8413",
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    },
    {
      "year": 2018,
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      "hs4": "8443",
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    },
    {
      "year": 2018,
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    },
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    },
    {
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    },
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      "year": 2018,
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    },
    {
      "year": 2018,
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    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
      "importer_iso3": "COL",
      "hs4": "9105",
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      "active_hs6_count": 1
    },
    {
      "year": 2018,
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      "hs4": "9504",
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    },
    {
      "year": 2018,
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    },
    {
      "year": 2018,
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    },
    {
      "year": 2018,
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      "importer_iso3": "CRI",
      "hs4": "8517",
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    },
    {
      "year": 2018,
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    },
    {
      "year": 2018,
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      "importer_iso3": "CZE",
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    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
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    {
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    },
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    },
    {
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    },
    {
      "year": 2018,
      "exporter_iso3": "ABW",
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    },
    {
      "year": 2018,
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      "importer_iso3": "DOM",
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    },
    {
      "year": 2018,
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      "hs4": "3210",
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    },
    {
      "year": 2018,
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    },
    {
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    },
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    },
    {
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