{
 "dataset": "State of Jobs — DeUnemployment monthly index",
 "url": "https://deunemployment.com/report",
 "data_as_of": "2026-09-14",
 "generated_at": 1789388062,
 "license": "CC BY 4.0",
 "license_url": "https://creativecommons.org/licenses/by/4.0/",
 "citation": "DeUnemployment, \"State of Jobs — September 2026\", https://deunemployment.com/report",
 "methodology_url": "https://deunemployment.com/about-data",
 "data_library_url": "https://deunemployment.com/data",
 "cross_tabs": {
  "generated_at": 1789379979.3766227,
  "build": 1789305452115,
  "rows_measured": 6564432,
  "audit_sample": 217558,
  "ghost": {
   "old_gt90_pct": 33.6,
   "fresh_seen7_pct": 46.98,
   "old_and_fresh_pct": 17.07,
   "ghost_of_old_pct": 50.79
  },
  "pay_vs_longevity": {
   "with_pay": {
    "n": 812943,
    "median_age_days": 22,
    "stale90_pct": 25.7
   },
   "without_pay": {
    "n": 5751489,
    "median_age_days": 27,
    "stale90_pct": 28.27
   }
  },
  "sources": [
   {
    "ats": "dark",
    "n": 3919178,
    "salary_pct": 13.86,
    "median_age_days": 26,
    "stale60_pct": 36.65,
    "pub_missing_pct": 1.5
   },
   {
    "ats": "workday",
    "n": 841759,
    "salary_pct": 10.88,
    "median_age_days": 12,
    "stale60_pct": 0.0,
    "pub_missing_pct": 47.76
   },
   {
    "ats": "phenom",
    "n": 299912,
    "salary_pct": 9.35,
    "median_age_days": 32,
    "stale60_pct": 34.3,
    "pub_missing_pct": 0.0
   },
   {
    "ats": "smartrecruiters",
    "n": 212816,
    "salary_pct": 6.32,
    "median_age_days": 46,
    "stale60_pct": 44.51,
    "pub_missing_pct": 0.0
   },
   {
    "ats": "greenhouse",
    "n": 160987,
    "salary_pct": 9.79,
    "median_age_days": 58,
    "stale60_pct": 49.14,
    "pub_missing_pct": 0.24
   },
   {
    "ats": "paycom",
    "n": 125492,
    "salary_pct": 10.0,
    "median_age_days": 69,
    "stale60_pct": 54.0,
    "pub_missing_pct": 0.34
   },
   {
    "ats": "paylocity",
    "n": 110639,
    "salary_pct": 13.32,
    "median_age_days": 24,
    "stale60_pct": 27.83,
    "pub_missing_pct": 0.0
   },
   {
    "ats": "oraclecloud",
    "n": 108176,
    "salary_pct": 5.49,
    "median_age_days": 23,
    "stale60_pct": 20.84,
    "pub_missing_pct": 0.0
   },
   {
    "ats": "ukg",
    "n": 102015,
    "salary_pct": 21.78,
    "median_age_days": 33,
    "stale60_pct": 33.38,
    "pub_missing_pct": 0.0
   },
   {
    "ats": "jibe",
    "n": 100640,
    "salary_pct": 7.61,
    "median_age_days": 47,
    "stale60_pct": 44.97,
    "pub_missing_pct": 0.0
   },
   {
    "ats": "workable",
    "n": 77559,
    "salary_pct": 12.46,
    "median_age_days": 73,
    "stale60_pct": 55.01,
    "pub_missing_pct": 0.0
   },
   {
    "ats": "dayforce",
    "n": 71186,
    "salary_pct": 17.92,
    "median_age_days": 33,
    "stale60_pct": 33.06,
    "pub_missing_pct": 0.0
   },
   {
    "ats": "lever",
    "n": 64267,
    "salary_pct": 5.69,
    "median_age_days": 101,
    "stale60_pct": 60.47,
    "pub_missing_pct": 0.0
   },
   {
    "ats": "ashby",
    "n": 48524,
    "salary_pct": 3.99,
    "median_age_days": 51,
    "stale60_pct": 44.42,
    "pub_missing_pct": 0.0
   },
   {
    "ats": "recruitee",
    "n": 34485,
    "salary_pct": 1.92,
    "median_age_days": 96,
    "stale60_pct": 62.21,
    "pub_missing_pct": 0.0
   }
  ],
  "countries": [
   {
    "cc": "US",
    "n": 3460508,
    "salary_pct": 15.72,
    "median_age_days": 25,
    "top_roles": [
     {
      "role": "other",
      "n": 1295166
     },
     {
      "role": "manager",
      "n": 404129
     },
     {
      "role": "nurse",
      "n": 388757
     }
    ]
   },
   {
    "cc": "",
    "n": 1642133,
    "salary_pct": 8.88,
    "median_age_days": 34,
    "top_roles": [
     {
      "role": "other",
      "n": 842164
     },
     {
      "role": "manager",
      "n": 153704
     },
     {
      "role": "engineer",
      "n": 136109
     }
    ]
   },
   {
    "cc": "GB",
    "n": 341703,
    "salary_pct": 24.36,
    "median_age_days": 13,
    "top_roles": [
     {
      "role": "other",
      "n": 90805
     },
     {
      "role": "manager",
      "n": 53955
     },
     {
      "role": "engineer",
      "n": 50482
     }
    ]
   },
   {
    "cc": "CA",
    "n": 186406,
    "salary_pct": 15.8,
    "median_age_days": 26,
    "top_roles": [
     {
      "role": "other",
      "n": 75134
     },
     {
      "role": "engineer",
      "n": 23243
     },
     {
      "role": "manager",
      "n": 22551
     }
    ]
   },
   {
    "cc": "DE",
    "n": 173171,
    "salary_pct": 0.47,
    "median_age_days": 25,
    "top_roles": [
     {
      "role": "other",
      "n": 137065
     },
     {
      "role": "engineer",
      "n": 12383
     },
     {
      "role": "manager",
      "n": 9250
     }
    ]
   },
   {
    "cc": "IN",
    "n": 152550,
    "salary_pct": 0.68,
    "median_age_days": 53,
    "top_roles": [
     {
      "role": "engineer",
      "n": 43763
     },
     {
      "role": "other",
      "n": 39182
     },
     {
      "role": "manager",
      "n": 18921
     }
    ]
   },
   {
    "cc": "FR",
    "n": 83081,
    "salary_pct": 0.59,
    "median_age_days": 42,
    "top_roles": [
     {
      "role": "other",
      "n": 56488
     },
     {
      "role": "engineer",
      "n": 6752
     },
     {
      "role": "admin",
      "n": 5489
     }
    ]
   },
   {
    "cc": "AE",
    "n": 34211,
    "salary_pct": 2.98,
    "median_age_days": 61,
    "top_roles": [
     {
      "role": "other",
      "n": 9729
     },
     {
      "role": "engineer",
      "n": 7188
     },
     {
      "role": "manager",
      "n": 6728
     }
    ]
   },
   {
    "cc": "AU",
    "n": 29422,
    "salary_pct": 5.61,
    "median_age_days": 26,
    "top_roles": [
     {
      "role": "other",
      "n": 8024
     },
     {
      "role": "manager",
      "n": 5237
     },
     {
      "role": "engineer",
      "n": 4291
     }
    ]
   },
   {
    "cc": "CH",
    "n": 28371,
    "salary_pct": 0.37,
    "median_age_days": 18,
    "top_roles": [
     {
      "role": "other",
      "n": 18499
     },
     {
      "role": "engineer",
      "n": 3189
     },
     {
      "role": "manager",
      "n": 2318
     }
    ]
   },
   {
    "cc": "NL",
    "n": 24267,
    "salary_pct": 0.83,
    "median_age_days": 48,
    "top_roles": [
     {
      "role": "other",
      "n": 12738
     },
     {
      "role": "engineer",
      "n": 4086
     },
     {
      "role": "manager",
      "n": 2896
     }
    ]
   },
   {
    "cc": "SG",
    "n": 23842,
    "salary_pct": 0.71,
    "median_age_days": 33,
    "top_roles": [
     {
      "role": "engineer",
      "n": 7678
     },
     {
      "role": "other",
      "n": 5768
     },
     {
      "role": "manager",
      "n": 4860
     }
    ]
   },
   {
    "cc": "AT",
    "n": 20349,
    "salary_pct": 0.54,
    "median_age_days": 13,
    "top_roles": [
     {
      "role": "other",
      "n": 14034
     },
     {
      "role": "engineer",
      "n": 2422
     },
     {
      "role": "manager",
      "n": 1310
     }
    ]
   },
   {
    "cc": "ES",
    "n": 18530,
    "salary_pct": 0.87,
    "median_age_days": 42,
    "top_roles": [
     {
      "role": "other",
      "n": 7875
     },
     {
      "role": "engineer",
      "n": 4424
     },
     {
      "role": "manager",
      "n": 2335
     }
    ]
   },
   {
    "cc": "MX",
    "n": 17411,
    "salary_pct": 1.75,
    "median_age_days": 25,
    "top_roles": [
     {
      "role": "other",
      "n": 7538
     },
     {
      "role": "engineer",
      "n": 4086
     },
     {
      "role": "manager",
      "n": 2330
     }
    ]
   },
   {
    "cc": "PL",
    "n": 16123,
    "salary_pct": 1.1,
    "median_age_days": 34,
    "top_roles": [
     {
      "role": "other",
      "n": 5984
     },
     {
      "role": "engineer",
      "n": 5842
     },
     {
      "role": "manager",
      "n": 1964
     }
    ]
   },
   {
    "cc": "ZA",
    "n": 15687,
    "salary_pct": 0.65,
    "median_age_days": 5,
    "top_roles": [
     {
      "role": "other",
      "n": 3622
     },
     {
      "role": "engineer",
      "n": 3473
     },
     {
      "role": "manager",
      "n": 2980
     }
    ]
   },
   {
    "cc": "ID",
    "n": 15388,
    "salary_pct": 0.03,
    "median_age_days": 18,
    "top_roles": [
     {
      "role": "other",
      "n": 4417
     },
     {
      "role": "manager",
      "n": 3030
     },
     {
      "role": "sales",
      "n": 2397
     }
    ]
   },
   {
    "cc": "CN",
    "n": 15364,
    "salary_pct": 0.4,
    "median_age_days": 29,
    "top_roles": [
     {
      "role": "other",
      "n": 5851
     },
     {
      "role": "engineer",
      "n": 3877
     },
     {
      "role": "manager",
      "n": 2828
     }
    ]
   },
   {
    "cc": "BR",
    "n": 15182,
    "salary_pct": 0.71,
    "median_age_days": 32,
    "top_roles": [
     {
      "role": "other",
      "n": 9621
     },
     {
      "role": "engineer",
      "n": 2471
     },
     {
      "role": "manager",
      "n": 1116
     }
    ]
   }
  ],
  "definitions": {
   "ghost_of_old_pct": "share of postings older than 90 days that our crawler still re-saw within 7 days",
   "pay_vs_longevity": "median listing age and stale-90 share for postings that state pay vs those that do not",
   "sources": "per source platform: n, salary-disclosure %, median listing age, stale-60 %, publish-date missing %"
  }
 },
 "definitions": {
  "still_listed_after_Nd_pct": "share of postings whose source-reported publication date is older than N days — a listing-age measure, NOT a verification that the role is still open",
  "salary_disclosure_pct": "share of postings that state any pay figure; the figure itself is not validated"
 },
 "totals": {
  "job_postings_indexed": 6811344,
  "live_with_full_descriptions": 3588091,
  "postings_sampled": 6564432,
  "countries_with_openings": 82
 },
 "rates": {
  "salary_disclosure_pct": 12.4,
  "remote_pct": 3.1,
  "still_open_after_30d_pct": 46.3,
  "still_open_after_60d_pct": 34.6,
  "still_open_after_90d_pct": 29.7,
  "median_listing_age_days": 26,
  "age_measured_postings": 5983595
 },
 "top": {
  "countries": [
   [
    "US",
    3576639
   ],
   [
    "GB",
    346830
   ],
   [
    "CA",
    186488
   ],
   [
    "DE",
    173704
   ],
   [
    "IN",
    152828
   ],
   [
    "FR",
    83622
   ],
   [
    "AE",
    34211
   ],
   [
    "AU",
    29463
   ],
   [
    "CH",
    28777
   ],
   [
    "NL",
    24965
   ],
   [
    "SG",
    24371
   ],
   [
    "AT",
    20352
   ],
   [
    "ES",
    19257
   ],
   [
    "MX",
    17826
   ],
   [
    "PL",
    16678
   ]
  ],
  "cities": [
   [
    "London",
    69616
   ],
   [
    "Berlin",
    44879
   ],
   [
    "Chicago",
    31624
   ],
   [
    "Gb",
    30411
   ],
   [
    "Bengaluru",
    30150
   ],
   [
    "San Francisco",
    29700
   ],
   [
    "Ch",
    28137
   ],
   [
    "Los Angeles",
    27197
   ],
   [
    "Houston",
    26983
   ],
   [
    "Atlanta",
    24998
   ],
   [
    "Austin",
    24395
   ],
   [
    "Bangalore",
    24164
   ],
   [
    "Nordrhein-Westfalen",
    24072
   ],
   [
    "Not Specified",
    23681
   ],
   [
    "Ae",
    22972
   ],
   [
    "Hamburg",
    22370
   ],
   [
    "Boston",
    22264
   ],
   [
    "Dallas",
    21677
   ],
   [
    "Mumbai",
    18381
   ],
   [
    "Toronto",
    17979
   ],
   [
    "München",
    17892
   ],
   [
    "Hyderabad",
    17585
   ],
   [
    "Pe",
    16754
   ],
   [
    "Charlotte",
    16504
   ],
   [
    "Zürich",
    16262
   ]
  ],
  "sources": [
   [
    "dark",
    3919178
   ],
   [
    "workday",
    841759
   ],
   [
    "phenom",
    299912
   ],
   [
    "smartrecruiters",
    212816
   ],
   [
    "greenhouse",
    160987
   ],
   [
    "paycom",
    125492
   ],
   [
    "paylocity",
    110639
   ],
   [
    "oraclecloud",
    108176
   ],
   [
    "ukg",
    102015
   ],
   [
    "jibe",
    100640
   ],
   [
    "workable",
    77559
   ],
   [
    "dayforce",
    71186
   ]
  ],
  "companies": [
   [
    "Walmart",
    37251
   ],
   [
    "Western Express",
    31180
   ],
   [
    "Dominos",
    23779
   ],
   [
    "Time Experts Gmbh - Dortmund",
    14211
   ],
   [
    "Medipersonal - Eine Marke Von Ipersonal",
    11072
   ],
   [
    "Uber",
    10544
   ],
   [
    "Marriott International",
    10235
   ],
   [
    "Premier Transportation",
    10212
   ],
   [
    "Groupementmousquetaires",
    10157
   ],
   [
    "Postal Jobs Source (A Division Of Labor Services)",
    9989
   ],
   [
    "Confidential",
    9958
   ],
   [
    "Babki",
    9915
   ],
   [
    "Arwa Personaldienstleistungen",
    9896
   ],
   [
    "Jpmorganchase",
    9181
   ],
   [
    "Aecom",
    8232
   ],
   [
    "Medical Solutions",
    7808
   ],
   [
    "Albertsons Companies",
    7698
   ],
   [
    "Towntasks",
    7516
   ],
   [
    "Us Customs And Border Protection",
    7365
   ],
   [
    "Energy Jobline Zr",
    7329
   ],
   [
    "Good Samaritan",
    6992
   ],
   [
    "Malone Healthcare",
    6897
   ],
   [
    "Adecco",
    6772
   ],
   [
    "Instacart Shoppers",
    6496
   ],
   [
    "Sevita",
    6445
   ]
  ],
  "title_terms": [
   [
    "manager",
    615456
   ],
   [
    "engineer",
    367767
   ],
   [
    "senior",
    328893
   ],
   [
    "sales",
    282845
   ],
   [
    "assistant",
    280989
   ],
   [
    "associate",
    261263
   ],
   [
    "specialist",
    204035
   ],
   [
    "nurse",
    200177
   ],
   [
    "driver",
    185168
   ],
   [
    "technician",
    184404
   ],
   [
    "service",
    165859
   ],
   [
    "lead",
    134725
   ],
   [
    "director",
    128728
   ],
   [
    "registered",
    111888
   ],
   [
    "truck",
    111841
   ],
   [
    "executive",
    107792
   ],
   [
    "care",
    104733
   ],
   [
    "customer",
    103428
   ],
   [
    "analyst",
    97523
   ],
   [
    "business",
    91011
   ],
   [
    "operations",
    90376
   ],
   [
    "support",
    89276
   ],
   [
    "shift",
    86821
   ],
   [
    "consultant",
    84685
   ],
   [
    "coordinator",
    84614
   ],
   [
    "project",
    84585
   ],
   [
    "marketing",
    84449
   ],
   [
    "data",
    83947
   ],
   [
    "software",
    83940
   ],
   [
    "officer",
    83579
   ],
   [
    "developer",
    83141
   ],
   [
    "retail",
    82216
   ],
   [
    "account",
    81243
   ],
   [
    "supervisor",
    80146
   ],
   [
    "development",
    80024
   ],
   [
    "representative",
    77923
   ],
   [
    "hiring",
    74215
   ],
   [
    "product",
    72980
   ],
   [
    "home",
    72007
   ],
   [
    "store",
    71199
   ]
  ]
 },
 "quality_metrics": {
  "arrangement": {
   "remote_pct": 3.1,
   "hybrid_pct": 1.6,
   "onsite_pct": 0.4,
   "unknown_pct": 94.8,
   "stated_pct": 5.2,
   "of_stated": {
    "remote": 60.2,
    "hybrid": 31.9,
    "onsite": 7.8
   }
  },
  "remote_pay_gap": {
   "remote_mean_annual_usd": 96158,
   "nonremote_mean_annual_usd": 87399,
   "gap_pct": 10,
   "n_remote": 15402,
   "n_nonremote": 641993
  },
  "pay_band": {
   "ranges_pct": 7,
   "wide_50k_pct": 11.1,
   "vague_pct": 5.9,
   "width_buckets": {
    "0-10": 14.8,
    "10-25": 28.4,
    "25-50": 25.3,
    "50-100": 23.8,
    "100+": 7.6
   }
  },
  "agency": {
   "share_pct": 6.2,
   "salary_pct": 19.4
  },
  "visa": {
   "sponsorship_pct": 0.7,
   "requires_work_auth_pct": 0.4
  },
  "ai": {
   "share_pct": 2.1,
   "top_terms": [
    {
     "term": "machine learning",
     "jobs": 31351
    },
    {
     "term": "ai-powered",
     "jobs": 30508
    },
    {
     "term": "artificial intelligence",
     "jobs": 23411
    },
    {
     "term": "data science",
     "jobs": 23387
    },
    {
     "term": "ai-driven",
     "jobs": 18832
    },
    {
     "term": "llm",
     "jobs": 10938
    },
    {
     "term": "generative ai",
     "jobs": 10913
    },
    {
     "term": "genai",
     "jobs": 6128
    },
    {
     "term": "copilot",
     "jobs": 5765
    },
    {
     "term": "computer vision",
     "jobs": 5486
    },
    {
     "term": "openai",
     "jobs": 5093
    },
    {
     "term": "chatgpt",
     "jobs": 4890
    },
    {
     "term": "deep learning",
     "jobs": 4007
    },
    {
     "term": "mlops",
     "jobs": 2671
    },
    {
     "term": "prompt engineering",
     "jobs": 2403
    },
    {
     "term": "pytorch",
     "jobs": 1872
    },
    {
     "term": "tensorflow",
     "jobs": 1367
    },
    {
     "term": "gen ai",
     "jobs": 1260
    },
    {
     "term": "large language model",
     "jobs": 643
    },
    {
     "term": "neural network",
     "jobs": 305
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   ]
  },
  "compliance": {
   "eeo_pct": 1.7,
   "pay_transparency_pct": 2.5
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   "dup_pct": 9.3,
   "top": [
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     "records": 6766
    },
    {
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     "records": 2494
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    {
     "key": "truckdriversus com::cdl a truck driver::|",
     "records": 2187
    },
    {
     "key": "truckdriversus com::cdl a company drivers::|",
     "records": 1735
    },
    {
     "key": "optimumperm com::physician::|us",
     "records": 1246
    },
    {
     "key": "wawa wd1 myworkdayjobs com::customer service associate::|",
     "records": 1151
    },
    {
     "key": "bridgestone wd5 myworkdayjobs com::automotive technician::|",
     "records": 1124
    },
    {
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     "records": 1112
    },
    {
     "key": "optimumperm com::radiology physician::|us",
     "records": 1075
    },
    {
     "key": "truckdriversus com::cdl a truck drivers great routes available::|",
     "records": 1026
    },
    {
     "key": "davita wd1 myworkdayjobs com::registered nurse::|",
     "records": 980
    },
    {
     "key": "truckdriversus com::cdl a dedicated truck driver::|",
     "records": 958
    },
    {
     "key": "davita wd1 myworkdayjobs com::patient care technician::|",
     "records": 928
    },
    {
     "key": "coastmedicalservice com::rehab physical therapist::|",
     "records": 923
    },
    {
     "key": "promopoisk com::smm::|",
     "records": 839
    }
   ]
  },
  "seniority": {
   "junior_pct": 10.1,
   "mid_pct": 78.1,
   "senior_pct": 11.9
  },
  "experience": {
   "entry_pct": 2.8,
   "entry_of_stated_pct": 22,
   "states_years_pct": 12.9,
   "credential_pct": 18.3
  },
  "language": {
   "english_pct": 75.6,
   "other_pct": 24.4
  },
  "concentration": {
   "companies": 408086,
   "top20_share_pct": 6.3,
   "hhi": 4.4
  },
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    "jobs": 444817
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    "jobs": 434086
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    "jobs": 429294
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    "jobs": 275019
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    "jobs": 238512
   },
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    "jobs": 188410
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   {
    "skill": "inventory",
    "jobs": 188305
   },
   {
    "skill": "cdl",
    "jobs": 161673
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    "jobs": 131432
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    "skill": "recruitment",
    "jobs": 122855
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    "skill": "organizational",
    "jobs": 107298
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    "skill": "logistics",
    "jobs": 106753
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    "skill": "attention to detail",
    "jobs": 95521
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    "skill": "excel",
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    "jobs": 87613
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   {
    "skill": "project management",
    "jobs": 55611
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    "skill": "python",
    "jobs": 45512
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   {
    "skill": "agile",
    "jobs": 44816
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    "skill": "java",
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}