{
  "aliases": null,
  "backlinks": null,
  "body": "\n## Statement\n\nLet $\\mu$ and $\\nu$ be [[probability distributions|0QB913WM5E]] on $\\mathbb{R}$ with its Borel σ-algebra.\nIf $\\mu((-\\infty, x]) = \\nu((-\\infty, x])$ for each $x \\in \\mathbb{R}$, then $\\mu(B) = \\nu(B)$ for each Borel set $B \\subseteq \\mathbb{R}$.\n\n## Remarks\n\nIn other words, two real random variables with the same [[cumulative distribution function|0MXMS3AE13]] are identically distributed.\nThe half-lines $(-\\infty, x]$ are closed under finite intersections and generate the [[Borel σ-algebra|0BVHZXWKCD]]. The proof uses Dynkin's π-λ theorem to pass from these half-lines to all Borel sets.\nSo to describe a real distribution, it is enough to give its cumulative distribution function.\n\n## Explanations\n\n### L1 human\n\nIf you know $P(X \\le x)$ for every $x$, then you know the probability of every reasonable event about $X$.\nFor example, $P(a \u003c X \\le b)$ is a difference of two values of the function, and more complex sets come from such intervals.\n",
  "commit": "545acf83a9b75c8ddc375ef8b23d2ae101a4d7e4",
  "front": {
    "kind": "statement",
    "msc": [
      "60E05"
    ],
    "name": "The cumulative distribution function determines the distribution",
    "role": "theorem",
    "sources": [
      {
        "locator": "Properties",
        "url": "https://en.wikipedia.org/wiki/Cumulative_distribution_function"
      }
    ],
    "tag": "0JEVZAFDY6",
    "uses": [
      "0MXMS3AE13",
      "0QB913WM5E",
      "0BVHZXWKCD"
    ]
  },
  "kind": "statement",
  "link": "https://math2.tamnd.com/node/0JEVZAFDY6/",
  "links": [
    {
      "field": "uses",
      "target": "0MXMS3AE13"
    },
    {
      "field": "uses",
      "target": "0QB913WM5E"
    },
    {
      "field": "uses",
      "target": "0BVHZXWKCD"
    }
  ],
  "markdown": "https://math2.tamnd.com/node/0JEVZAFDY6.md",
  "msc": [
    "60E05"
  ],
  "name": "The cumulative distribution function determines the distribution",
  "prov": null,
  "role": "theorem",
  "source": "https://github.com/tamnd/math2/blob/main/nodes/0JE/0JEVZAFDY6.md",
  "status": null,
  "tag": "0JEVZAFDY6",
  "uri": "m2://0JEVZAFDY6",
  "url": "https://math2.tamnd.com/wiki/the-cumulative-distribution-function-determines-the-distribution/",
  "writing": {
    "tag": "0JEVZAFDY6",
    "kind": "statement",
    "level": "W0",
    "next": [
      {
        "what": "an inventory row",
        "note": "the row of the inventory that the node accounts for",
        "have": 0,
        "want": 1
      }
    ]
  }
}
