{
  "_id": "6a106316acfb0bcc41ca81df",
  "Package": "oddstream",
  "Type": "Package",
  "Title": "Outlier Detection in Data Streams",
  "Version": "0.5.1",
  "Maintainer": "Priyanga Dilini Talagala <pritalagala@gmail.com>",
  "Authors@R": "c(\nperson(\"Priyanga Dilini\", \"Talagala\", email=\"pritalagala@gmail.com\", role= c(\"aut\",\"cre\")),\nperson(\"Rob J.\", \"Hyndman\", role=c(\"ths\")),\nperson(\"Kate\", \"Smith-Miles\", role=c(\"ths\"))\n)",
  "Description": "We proposes a framework that provides real time support\nfor early detection of anomalous series within a large\ncollection of streaming time series data. By definition,\nanomalies are rare in comparison to a system's typical\nbehaviour. We define an anomaly as an observation that is very\nunlikely given the forecast distribution. The algorithm first\nforecasts a boundary for the system's typical behaviour using a\nrepresentative sample of the typical behaviour of the system.\nAn approach based on extreme value theory is used for this\nboundary prediction process. Then a sliding window is used to\ntest for anomalous series within the newly arrived collection\nof series. Feature based representation of time series is used\nas the input to the model. To cope with concept drift, the\nforecast boundary for the system's typical behaviour is updated\nperiodically.  More details regarding the algorithm can be\nfound in Talagala, P. D., Hyndman, R. J., Smith-Miles, K., et\nal. (2019) <doi:10.1080/10618600.2019.1617160>.",
  "BugReports": "https://github.com/pridiltal/oddstream/issues",
  "License": "GPL-3",
  "LazyData": "true",
  "RoxygenNote": "7.1.0",
  "Encoding": "UTF-8",
  "Config/pak/sysreqs": "libicu-dev",
  "Repository": "https://pridiltal.r-universe.dev",
  "Date/Publication": "2020-04-02 09:12:41 UTC",
  "RemoteUrl": "https://github.com/pridiltal/oddstream",
  "RemoteRef": "HEAD",
  "RemoteSha": "acb95325e27b475fb6c91151cf6f3d18ca622563",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-08 07:27:07 UTC",
    "User": "root"
  },
  "Author": "Priyanga Dilini Talagala [aut, cre],\nRob J. Hyndman [ths],\nKate Smith-Miles [ths]",
  "MD5sum": "6dad5aba8b90d172f0a11cc22c1bb64d",
  "_user": "pridiltal",
  "_type": "src",
  "_file": "oddstream_0.5.1.tar.gz",
  "_fileid": "ad653414c535c2439f6f66ec66f50f34cbea4da18528798575e1201293d8bbff",
  "_filesize": 2721733,
  "_sha256": "ad653414c535c2439f6f66ec66f50f34cbea4da18528798575e1201293d8bbff",
  "_created": "2026-05-08T07:27:07.000Z",
  "_published": "2026-05-22T14:07:18.146Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77396021837,
      "time": 183,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "6874113138"
    },
    {
      "job": 77396021713,
      "time": 173,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "6874110718"
    },
    {
      "job": 77396022109,
      "time": 134,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "6874099593"
    },
    {
      "job": 77396021645,
      "time": 173,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "6874108860"
    },
    {
      "job": 77396021438,
      "time": 207,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6874065348"
    },
    {
      "job": 77396021099,
      "time": 135,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7162491218"
    },
    {
      "job": 77396021878,
      "time": 113,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "6874094464"
    },
    {
      "job": 77396021677,
      "time": 132,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "6874099414"
    },
    {
      "job": 77396021943,
      "time": 112,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "6874094211"
    }
  ],
  "_buildurl": "https://github.com/r-universe/pridiltal/actions/runs/25542841401",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/pridiltal/oddstream",
  "_commit": {
    "id": "acb95325e27b475fb6c91151cf6f3d18ca622563",
    "author": "Priyanga Talagala <pritalagala@gmail.com>",
    "committer": "Priyanga Talagala <pritalagala@gmail.com>",
    "message": "updated get_pc_space to handle small datasets\n",
    "time": 1585818761
  },
  "_maintainer": {
    "name": "Priyanga Dilini Talagala",
    "email": "pritalagala@gmail.com",
    "login": "pridiltal",
    "uuid": 20311818
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.4.0",
      "role": "Depends"
    },
    {
      "package": "pcaPP",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "ks",
      "role": "Imports"
    },
    {
      "package": "MASS",
      "role": "Imports"
    },
    {
      "package": "RcppRoll",
      "role": "Imports"
    },
    {
      "package": "mgcv",
      "role": "Imports"
    },
    {
      "package": "moments",
      "role": "Imports"
    },
    {
      "package": "RColorBrewer",
      "role": "Imports"
    },
    {
      "package": "mvtsplot",
      "role": "Imports"
    },
    {
      "package": "tibble",
      "role": "Imports"
    },
    {
      "package": "reshape",
      "role": "Imports"
    },
    {
      "package": "dplyr",
      "role": "Imports"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "tidyr",
      "role": "Imports"
    },
    {
      "package": "kernlab",
      "role": "Imports"
    },
    {
      "package": "magrittr",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    },
    {
      "package": "tidyverse",
      "role": "Suggests"
    }
  ],
  "_owner": "pridiltal",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 64,
  "_contributors": [
    {
      "user": "pridiltal",
      "count": 146,
      "uuid": 20311818
    }
  ],
  "_userbio": {
    "uuid": 20311818,
    "type": "user",
    "name": "Priyanga Dilini Talagala",
    "description": "PhD in Statistics, 2019 🌏 📷📈 🏛\r\n\r\n\r\n"
  },
  "_downloads": {
    "count": 200,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/oddstream"
  },
  "_devurl": "https://github.com/pridiltal/oddstream",
  "_searchresults": 17,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/oddstream.html",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/pridiltal/oddstream",
  "_realowner": "pridiltal",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.5.0",
      "date": "2019-12-16"
    }
  ],
  "_exports": [
    "%>%",
    "extract_tsfeatures",
    "find_odd_streams",
    "get_pc_space",
    "gg_featurespace",
    "set_outlier_threshold"
  ],
  "_datasets": [
    {
      "name": "anomalous_stream",
      "title": "Multivariate timeseries dataset with an anomalous event.",
      "object": "anomalous_stream",
      "class": [
        "data.frame"
      ],
      "fields": [
        "X1.1365e.07",
        "X1.1585e.07",
        "X1.1777e.07",
        "X1.2246e.07",
        "X1.2786e.07",
        "X1.2318e.07",
        "X1.1959e.07",
        "X1.217e.07",
        "X1.2249e.07",
        "X1.2111e.07",
        "X1.1851e.07",
        "X1.2216e.07",
        "X1.1808e.07",
        "X1.1602e.07",
        "X1.142e.07",
        "X1.1413e.07",
        "X1.1469e.07",
        "X1.1398e.07",
        "X1.148e.07",
        "X1.1325e.07",
        "X1.1278e.07",
        "X1.1226e.07",
        "X1.133e.07",
        "X1.1332e.07",
        "X1.1292e.07",
        "X1.1268e.07",
        "X1.1445e.07",
        "X1.1252e.07",
        "X1.1357e.07",
        "X1.1364e.07",
        "X1.1447e.07",
        "X1.1625e.07",
        "X1.1459e.07",
        "X1.1288e.07",
        "X1.1359e.07",
        "X1.1301e.07",
        "X1.151e.07",
        "X1.1487e.07",
        "X1.1515e.07",
        "X1.1585e.07.1",
        "X1.1419e.07",
        "X1.1509e.07",
        "X1.1627e.07",
        "X1.1509e.07.1",
        "X1.1425e.07",
        "X1.1454e.07",
        "X1.1382e.07",
        "X1.1496e.07",
        "X1.1683e.07",
        "X1.1456e.07",
        "X1.1538e.07",
        "X1.1596e.07",
        "X1.1496e.07.1",
        "X1.1355e.07",
        "X1.1298e.07",
        "X1.1249e.07",
        "X1.1479e.07",
        "X1.1683e.07.1",
        "X1.1861e.07",
        "X1.2068e.07",
        "X1.225e.07",
        "X1.2185e.07",
        "X1.2341e.07",
        "X1.2717e.07",
        "X1.3024e.07",
        "X1.2868e.07",
        "X1.2666e.07",
        "X1.2256e.07",
        "X1.1998e.07",
        "X1.2091e.07",
        "X1.2124e.07",
        "X1.1788e.07",
        "X1.1999e.07",
        "X1.1802e.07",
        "X1.1683e.07.2",
        "X1.1709e.07",
        "X1.1409e.07",
        "X1.1272e.07",
        "X1.1233e.07",
        "X1.1421e.07",
        "X1.1665e.07",
        "X1.1739e.07",
        "X1.1725e.07",
        "X1.196e.07",
        "X1.1927e.07",
        "X1.1874e.07",
        "X1.1813e.07",
        "X1.1743e.07",
        "X1.1837e.07",
        "X1.2024e.07",
        "X1.1912e.07",
        "X1.1889e.07",
        "X1.192e.07",
        "X1.1658e.07",
        "X1.1489e.07",
        "X1.1403e.07",
        "X1.1274e.07",
        "X1.1238e.07",
        "X1.1257e.07",
        "X1.1245e.07",
        "X1.1217e.07",
        "X1.1196e.07",
        "X1.1258e.07",
        "X1.1452e.07",
        "X1.1402e.07",
        "X1.1534e.07",
        "X1.1742e.07",
        "X1.1733e.07",
        "X1.1912e.07.1",
        "X1.2334e.07",
        "X1.2791e.07",
        "X1.4028e.07",
        "X1.3802e.07",
        "X1.3822e.07",
        "X1.3921e.07",
        "X1.3196e.07",
        "X1.3393e.07",
        "X1.3859e.07",
        "X1.4964e.07",
        "X1.4098e.07",
        "X1.3974e.07",
        "X1.2888e.07",
        "X1.2061e.07",
        "X1.1617e.07",
        "X1.1478e.07",
        "X1.1399e.07",
        "X1.128e.07",
        "X1.1429e.07",
        "X1.1522e.07",
        "X1.1526e.07",
        "X1.1515e.07.1",
        "X1.1544e.07",
        "X1.1828e.07",
        "X1.2095e.07",
        "X1.1579e.07",
        "X1.1623e.07",
        "X1.1668e.07",
        "X1.1645e.07",
        "X1.1675e.07",
        "X1.1794e.07",
        "X1.1964e.07",
        "X1.1699e.07",
        "X1.1607e.07",
        "X1.1642e.07",
        "X1.1541e.07",
        "X1.1595e.07",
        "X1.1761e.07",
        "X1.2004e.07",
        "X1.167e.07",
        "X1.1409e.07.1",
        "X1.1566e.07",
        "X1.1613e.07",
        "X1.1353e.07",
        "X1.1306e.07",
        "X1.1399e.07.1",
        "X1.141e.07",
        "X1.1556e.07",
        "X1.1674e.07",
        "X1.1515e.07.2",
        "X1.1764e.07",
        "X1.1585e.07.2",
        "X1.1398e.07.1",
        "X1.135e.07",
        "X1.1627e.07.1",
        "X1.1706e.07",
        "X1.1634e.07",
        "X1.145e.07",
        "X1.1565e.07",
        "X1.1454e.07.1",
        "X1.1748e.07",
        "X1.1942e.07",
        "X1.1775e.07",
        "X1.2238e.07",
        "X1.2193e.07",
        "X1.199e.07",
        "X1.2044e.07",
        "X1.2132e.07",
        "X1.2073e.07",
        "X1.2351e.07",
        "X1.2756e.07",
        "X1.2966e.07",
        "X1.3251e.07",
        "X1.2877e.07",
        "X1.1922e.07",
        "X1.1724e.07",
        "X1.1446e.07",
        "X1.1336e.07",
        "X1.1239e.07",
        "X1.1264e.07",
        "X1.131e.07",
        "X1.1523e.07",
        "X1.1454e.07.2",
        "X1.1434e.07",
        "X1.161e.07",
        "X1.1597e.07",
        "X1.1929e.07",
        "X1.1933e.07",
        "X1.1765e.07",
        "X1.1506e.07",
        "X1.1399e.07.2",
        "X1.1541e.07.1",
        "X1.1519e.07",
        "X1.1676e.07",
        "X1.1814e.07",
        "X1.2159e.07",
        "X1.1917e.07",
        "X1.1964e.07.1",
        "X1.197e.07",
        "X1.1511e.07",
        "X1.1434e.07.1",
        "X1.1307e.07",
        "X1.1324e.07",
        "X1.1466e.07",
        "X1.1551e.07",
        "X1.1324e.07.1",
        "X1.1279e.07",
        "X1.1331e.07",
        "X1.137e.07",
        "X1.1758e.07",
        "X1.151e.07.1",
        "X1.1351e.07",
        "X1.1303e.07",
        "X1.1262e.07",
        "X1.1268e.07.1",
        "X1.1287e.07",
        "X1.1325e.07.1",
        "X1.1414e.07",
        "X1.1382e.07.1",
        "X1.135e.07.1",
        "X1.1366e.07",
        "X1.1385e.07",
        "X1.1315e.07",
        "X1.1601e.07",
        "X1.1899e.07",
        "X1.1704e.07",
        "X1.1603e.07",
        "X1.1528e.07",
        "X1.145e.07.1",
        "X1.1913e.07",
        "X1.214e.07",
        "X1.1698e.07",
        "X1.1518e.07",
        "X1.1579e.07.1",
        "X1.1293e.07",
        "X1.1433e.07",
        "X1.1518e.07.1",
        "X1.1535e.07",
        "X1.1488e.07",
        "X1.1466e.07.1",
        "X1.1306e.07.1",
        "X1.1809e.07",
        "X1.2447e.07",
        "X1.2125e.07",
        "X1.2381e.07",
        "X1.2231e.07",
        "X1.1674e.07.1",
        "X1.1676e.07.1",
        "X1.1494e.07",
        "X1.1604e.07",
        "X1.2351e.07.1",
        "X1.1816e.07",
        "X1.1442e.07",
        "X1.1422e.07",
        "X1.1628e.07",
        "X1.1794e.07.1",
        "X1.146e.07",
        "X1.1583e.07",
        "X1.1695e.07",
        "X1.1481e.07",
        "X1.1509e.07.2",
        "X1.1821e.07",
        "X1.1966e.07",
        "X1.1859e.07",
        "X1.1983e.07",
        "X1.2664e.07",
        "X1.3025e.07",
        "X1.2582e.07",
        "X1.2182e.07",
        "X1.189e.07",
        "X1.2065e.07",
        "X1.2401e.07",
        "X1.1924e.07",
        "X1.2321e.07",
        "X1.2548e.07",
        "X1.2386e.07",
        "X1.1616e.07",
        "X1.1566e.07.1",
        "X1.1545e.07",
        "X1.1468e.07",
        "X1.1374e.07",
        "X1.134e.07",
        "X1.1305e.07",
        "X1.1257e.07.1",
        "X1.1335e.07",
        "X1.154e.07",
        "X1.1505e.07",
        "X1.166e.07",
        "X1.1828e.07.1",
        "X1.1551e.07.1",
        "X1.1555e.07",
        "X1.1477e.07",
        "X1.1447e.07.1",
        "X1.1549e.07",
        "X1.1868e.07",
        "X1.15e.07",
        "X1.1519e.07.1",
        "X1.1459e.07.1",
        "X1.1347e.07",
        "X1.1234e.07",
        "X1.1284e.07",
        "X1.1335e.07.1",
        "X1.1223e.07",
        "X1.1236e.07",
        "X1.1249e.07.1",
        "X1.1224e.07",
        "X1.123e.07",
        "X1.13e.07",
        "X1.1226e.07.1",
        "X1.1345e.07",
        "X1.1417e.07",
        "X1.1605e.07",
        "X1.1714e.07",
        "X1.1717e.07",
        "X1.176e.07",
        "X1.1724e.07.1",
        "X1.1859e.07.1",
        "X1.173e.07",
        "X1.1698e.07.1",
        "X1.1644e.07",
        "X1.1536e.07",
        "X1.1491e.07",
        "X1.1313e.07",
        "X1.1259e.07",
        "X1.1255e.07",
        "X1.129e.07",
        "X1.1285e.07",
        "X1.1381e.07",
        "X1.1424e.07",
        "X1.1477e.07.1",
        "X1.1348e.07",
        "X1.1317e.07",
        "X1.1444e.07",
        "X1.1455e.07",
        "X1.1386e.07",
        "X1.15e.07.1",
        "X1.1493e.07",
        "X1.1474e.07",
        "X1.1591e.07",
        "X1.1909e.07",
        "X1.1828e.07.2",
        "X1.219e.07",
        "X1.1732e.07",
        "X1.1615e.07",
        "X1.1831e.07",
        "X1.1853e.07",
        "X1.1485e.07",
        "X1.1734e.07",
        "X1.1556e.07.1",
        "X1.1319e.07",
        "X1.1278e.07.1",
        "X1.1444e.07.1",
        "X1.172e.07",
        "X1.157e.07",
        "X1.1597e.07.1",
        "X1.1549e.07.1",
        "X1.1296e.07",
        "X1.1254e.07",
        "X1.1304e.07",
        "X1.1304e.07.1",
        "X1.1739e.07.1",
        "X1.1863e.07",
        "X1.1641e.07",
        "X1.2113e.07",
        "X1.2404e.07",
        "X1.2166e.07",
        "X1.1911e.07",
        "X1.18e.07",
        "X1.2094e.07",
        "X1.2399e.07",
        "X1.2442e.07",
        "X1.1901e.07",
        "X1.1666e.07",
        "X1.1701e.07",
        "X1.1447e.07.2",
        "X1.143e.07",
        "X1.1338e.07",
        "X1.1265e.07",
        "X1.1358e.07",
        "X1.1328e.07",
        "X1.171e.07",
        "X1.1716e.07",
        "X1.1942e.07.1",
        "X1.181e.07",
        "X1.1573e.07",
        "X1.1398e.07.2",
        "X1.1322e.07",
        "X1.134e.07.1",
        "X1.1242e.07",
        "X1.125e.07",
        "X1.1334e.07",
        "X1.1492e.07",
        "X1.1424e.07.1",
        "X1.143e.07.1",
        "X1.1303e.07.1",
        "X1.1314e.07",
        "X1.1369e.07",
        "X1.1321e.07",
        "X1.129e.07.1",
        "X1.1622e.07",
        "X1.1331e.07.1",
        "X1.1405e.07",
        "X1.132e.07",
        "X1.1231e.07",
        "X1.1346e.07",
        "X1.1534e.07.1",
        "X1.1835e.07",
        "X1.1785e.07",
        "X1.1628e.07.1",
        "X1.1502e.07",
        "X1.1562e.07",
        "X1.1338e.07.1",
        "X1.1848e.07",
        "X1.1762e.07",
        "X1.1624e.07",
        "X1.1687e.07",
        "X1.1675e.07.1",
        "X1.1545e.07.1",
        "X1.1678e.07",
        "X1.1712e.07",
        "X1.1669e.07",
        "X1.1946e.07",
        "X1.1824e.07",
        "X1.1654e.07",
        "X1.1661e.07",
        "X1.1923e.07",
        "X1.1561e.07",
        "X1.1482e.07",
        "X1.1618e.07",
        "X1.1658e.07.1",
        "X1.1955e.07",
        "X1.2097e.07",
        "X1.2097e.07.1",
        "X1.2268e.07",
        "X1.2e.07",
        "X1.1584e.07",
        "X1.155e.07",
        "X1.1642e.07.1",
        "X1.1635e.07",
        "X1.1505e.07.1",
        "X1.1424e.07.2",
        "X1.1561e.07.1",
        "X1.1576e.07",
        "X1.1653e.07",
        "X1.1587e.07",
        "X1.1478e.07.1",
        "X1.1411e.07",
        "X1.1384e.07",
        "X1.1476e.07",
        "X1.1523e.07.1",
        "X1.1355e.07.1",
        "X1.173e.07.1",
        "X1.1935e.07",
        "X1.1817e.07",
        "X1.1733e.07.1",
        "X1.159e.07",
        "X1.1545e.07.2",
        "X1.1379e.07",
        "X1.1287e.07.1",
        "X1.1363e.07",
        "X1.1597e.07.2",
        "X1.1654e.07.1",
        "X1.1741e.07",
        "X1.1578e.07",
        "X1.1499e.07",
        "X1.1828e.07.3",
        "X1.1547e.07",
        "X1.1777e.07.1",
        "X1.2387e.07",
        "X1.2223e.07",
        "X1.1874e.07.1",
        "X1.1594e.07",
        "X1.1588e.07",
        "X1.1459e.07.2",
        "X1.1531e.07",
        "X1.1473e.07",
        "X1.1774e.07",
        "X1.173e.07.2",
        "X1.1758e.07.1",
        "X1.1852e.07",
        "X1.1622e.07.1",
        "X1.1344e.07",
        "X1.1298e.07.1",
        "X1.1236e.07.1",
        "X1.1281e.07",
        "X1.133e.07.1",
        "X1.1337e.07",
        "X1.1401e.07",
        "X1.138e.07",
        "X1.1618e.07.1",
        "X1.1473e.07.1",
        "X1.1558e.07",
        "X1.1424e.07.3",
        "X1.1626e.07",
        "X1.1928e.07",
        "X1.2124e.07.1",
        "X1.2034e.07",
        "X1.207e.07",
        "X1.2273e.07",
        "X1.2326e.07",
        "X1.2564e.07",
        "X1.2465e.07",
        "X1.2527e.07",
        "X1.2045e.07",
        "X1.1861e.07.1",
        "X1.1563e.07",
        "X1.1644e.07.1",
        "X1.1425e.07.1",
        "X1.1395e.07",
        "X1.1906e.07",
        "X1.1733e.07.2",
        "X1.1805e.07",
        "X1.1987e.07",
        "X1.1949e.07",
        "X1.2341e.07.1",
        "X1.1944e.07",
        "X1.2517e.07",
        "X1.2653e.07",
        "X1.2884e.07",
        "X1.3191e.07",
        "X1.3312e.07",
        "X1.2914e.07",
        "X1.2326e.07.1",
        "X1.2061e.07.1",
        "X1.2463e.07",
        "X1.1729e.07",
        "X1.1451e.07",
        "X1.129e.07.2",
        "X1.1449e.07",
        "X1.1377e.07",
        "X1.1311e.07",
        "X1.1265e.07.1",
        "X1.1241e.07",
        "X1.1251e.07",
        "X1.141e.07.1",
        "X1.1398e.07.3",
        "X1.1433e.07.1",
        "X1.1239e.07.1",
        "X1.1315e.07.1",
        "X1.1506e.07.1",
        "X1.1554e.07",
        "X1.1618e.07.2",
        "X1.1705e.07",
        "X1.1726e.07",
        "X1.1484e.07",
        "X1.1408e.07",
        "X1.1478e.07.2",
        "X1.1329e.07",
        "X1.1405e.07.1",
        "X1.1388e.07",
        "X1.1412e.07",
        "X1.1663e.07",
        "X1.1469e.07.1",
        "X1.1416e.07",
        "X1.1363e.07.1",
        "X1.1677e.07",
        "X1.1318e.07",
        "X1.1426e.07",
        "X1.1364e.07.1",
        "X1.1282e.07",
        "X1.1423e.07",
        "X1.1786e.07",
        "X1.1581e.07",
        "X1.1665e.07.1",
        "X1.1539e.07",
        "X1.1626e.07.1",
        "X1.1854e.07",
        "X1.1826e.07",
        "X1.1629e.07",
        "X1.1489e.07.1",
        "X1.1354e.07",
        "X1.1303e.07.2",
        "X1.1407e.07",
        "X1.1311e.07.1",
        "X1.127e.07",
        "X1.141e.07.2",
        "X1.1356e.07",
        "X1.1479e.07.1",
        "X1.1374e.07.1",
        "X1.1272e.07.1",
        "X1.1237e.07",
        "X1.1268e.07.2",
        "X1.1282e.07.1",
        "X1.144e.07",
        "X1.1835e.07.1",
        "X1.2403e.07",
        "X1.1909e.07.1",
        "X1.1719e.07",
        "X1.1742e.07.1",
        "X1.1778e.07",
        "X1.1552e.07",
        "X1.149e.07",
        "X1.1471e.07",
        "X1.13e.07.1",
        "X1.1402e.07.1",
        "X1.1388e.07.1",
        "X1.1465e.07",
        "X1.1494e.07.1",
        "X1.1508e.07",
        "X1.1679e.07",
        "X1.1727e.07",
        "X1.1743e.07.1",
        "X1.1588e.07.1",
        "X1.1557e.07",
        "X1.1523e.07.2",
        "X1.1621e.07",
        "X1.1479e.07.2",
        "X1.1444e.07.2",
        "X1.1494e.07.2",
        "X1.1591e.07.1",
        "X1.1561e.07.2",
        "X1.1439e.07",
        "X1.1507e.07",
        "X1.1524e.07",
        "X1.1744e.07",
        "X1.1728e.07",
        "X1.2173e.07",
        "X1.1683e.07.3",
        "X1.1402e.07.2",
        "X1.1425e.07.2",
        "X1.1437e.07",
        "X1.143e.07.2",
        "X1.1484e.07.1",
        "X1.1518e.07.2",
        "X1.1561e.07.3",
        "X1.1409e.07.2",
        "X1.1264e.07.1",
        "X1.1184e.07",
        "X1.1176e.07",
        "X1.1239e.07.2",
        "X1.1195e.07"
      ],
      "rows": 1459,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "anomalous_stream",
      "title": "Multivariate timeseries dataset with an anomalous event.",
      "topics": [
        "anomalous_stream"
      ]
    },
    {
      "page": "extract_tsfeatures",
      "title": "Extract features from a collection of time series",
      "topics": [
        "extract_tsfeatures"
      ]
    },
    {
      "page": "find_odd_streams",
      "title": "Detect outlying series within a collection of sreaming time series",
      "topics": [
        "find_odd_streams"
      ]
    },
    {
      "page": "get_pc_space",
      "title": "Define a feature space using the PCA components of the feature matrix",
      "topics": [
        "get_pc_space"
      ]
    },
    {
      "page": "gg_featurespace",
      "title": "Produces a ggplot object of two dimensional feature space.",
      "topics": [
        "gg_featurespace"
      ]
    },
    {
      "page": "oddstream",
      "title": "oddstream: A package for Outlier Detection in Data Streams",
      "topics": [
        "oddstream"
      ]
    },
    {
      "page": "set_outlier_threshold",
      "title": "Set a threshold for outlier detection",
      "topics": [
        "set_outlier_threshold"
      ]
    }
  ],
  "_pkglogo": "https://github.com/pridiltal/oddstream/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/pridiltal/oddstream/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "cpp11",
    "dplyr",
    "farver",
    "FNN",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "kernlab",
    "KernSmooth",
    "ks",
    "labeling",
    "lattice",
    "lifecycle",
    "magrittr",
    "MASS",
    "Matrix",
    "mclust",
    "mgcv",
    "moments",
    "multicool",
    "mvtnorm",
    "mvtsplot",
    "nlme",
    "pcaPP",
    "pillar",
    "pkgconfig",
    "plyr",
    "pracma",
    "purrr",
    "R6",
    "RColorBrewer",
    "Rcpp",
    "RcppRoll",
    "reshape",
    "rlang",
    "S7",
    "scales",
    "stringi",
    "stringr",
    "tibble",
    "tidyr",
    "tidyselect",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_score": 4.73559889969818,
  "_indexed": true,
  "_nocasepkg": "oddstream",
  "_universes": [
    "pridiltal"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.5.1",
      "date": "2026-05-08T07:29:48.000Z",
      "distro": "noble",
      "commit": "acb95325e27b475fb6c91151cf6f3d18ca622563",
      "fileid": "d896819c262159919cfd134678d86cf59cb9b2359429315df90bfdc720b784e1",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/pridiltal/actions/runs/25542841401"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.5.1",
      "date": "2026-05-08T07:29:40.000Z",
      "distro": "noble",
      "commit": "acb95325e27b475fb6c91151cf6f3d18ca622563",
      "fileid": "8367cbe5fe97242d9949974ecc6b5057969729cc90d63cabc5ee14fde9397cec",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/pridiltal/actions/runs/25542841401"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.5.1",
      "date": "2026-05-08T07:28:51.000Z",
      "commit": "acb95325e27b475fb6c91151cf6f3d18ca622563",
      "fileid": "35e0578d096c084f960c19a24310564f185a14e7a6d8576fbd9758c704b2f606",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/pridiltal/actions/runs/25542841401"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.5.1",
      "date": "2026-05-08T07:29:30.000Z",
      "commit": "acb95325e27b475fb6c91151cf6f3d18ca622563",
      "fileid": "b94f9bbd8129e67103f94f6e08f60b629e5163134d191f774067b6c7dc6c38ed",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/pridiltal/actions/runs/25542841401"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.5.1",
      "date": "2026-05-08T07:28:27.000Z",
      "commit": "acb95325e27b475fb6c91151cf6f3d18ca622563",
      "fileid": "dc0bc1d76a1efce82117519ec00042b8648f840bbf41683a8fa89527c95934e4",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/pridiltal/actions/runs/25542841401"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.5.1",
      "date": "2026-05-08T07:28:40.000Z",
      "commit": "acb95325e27b475fb6c91151cf6f3d18ca622563",
      "fileid": "452a02cd8a2d3ad072883e66fabb8f1006397b877b10d318c420ea73a49aa822",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/pridiltal/actions/runs/25542841401"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.5.1",
      "date": "2026-05-08T07:28:23.000Z",
      "commit": "acb95325e27b475fb6c91151cf6f3d18ca622563",
      "fileid": "35d5079e6fbdf75e73a48cc35728e971e21b4193f4fe86d127384f2e8ba70ddb",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/pridiltal/actions/runs/25542841401"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.5.1",
      "date": "2026-05-22T14:06:50.000Z",
      "commit": "acb95325e27b475fb6c91151cf6f3d18ca622563",
      "fileid": "af470392d217850f8241f63045e1c5c980391da5fbf56cc7346d551edf710d15",
      "status": "success",
      "buildurl": "https://github.com/r-universe/pridiltal/actions/runs/25542841401"
    }
  ]
}