{
 "id": "inventory_sales_ratio",
 "title": "US retailers' inventories-to-sales ratio (monthly)",
 "label": "Public data, not my business",
 "source": "US Census Bureau, Manufacturing and Trade Inventories and Sales (MTIS), series Retailers: Inventories to Sales Ratio (RETAILIRSA) and Total Business: Inventories to Sales Ratio (ISRATIO), retrieved from FRED, Federal Reserve Bank of St. Louis",
 "source_urls": {
  "fred_retail_csv": "https://fred.stlouisfed.org/graph/fredgraph.csv?id=RETAILIRSA",
  "fred_total_business_csv": "https://fred.stlouisfed.org/graph/fredgraph.csv?id=ISRATIO",
  "fred_retail_page": "https://fred.stlouisfed.org/series/RETAILIRSA",
  "fred_total_business_page": "https://fred.stlouisfed.org/series/ISRATIO",
  "census_mtis_latest_report": "https://www.census.gov/mtis/current/index.html",
  "census_mtis_adjusted_time_series_xlsx": "https://www.census.gov/mtis/www/data/text/timeseries1.xlsx",
  "census_mtis_home_with_revision_notices": "https://www.census.gov/mtis/index.html",
  "census_mtis_program": "https://www.census.gov/mtis/index.html"
 },
 "license": "FRED lists both series as Public Domain: Citation Requested. Suggested citation: U.S. Census Bureau, Retailers: Inventories to Sales Ratio [RETAILIRSA], retrieved from FRED, Federal Reserve Bank of St. Louis.",
 "retrieved": "2026-10-07",
 "period": "Jan 1992 to Jul 2026 (415 months)",
 "release": "Census MTIS release dated Wednesday, September 16, 2026 (July 2026 data); FRED shows the series updated Sep 16, 2026 9:02 AM CDT, next release Oct 15, 2026",
 "unit": "Ratio of end-of-month inventories to that month's sales, seasonally adjusted (a ratio of 1.25 means about 1.25 months of sales held as inventory)",
 "query": "No API key. fredgraph.csv for each series id (columns observation_date and the series id), every row kept, none dropped (415 monthly rows each, no gaps, identical month sets). Cross-checks: (1) all 415 months of both ratios equal the Census adjusted time series workbook (sheet Inventories to Sales Ratios, columns Total Business and Total Retail Trade, 0 differences); (2) the total-business ratio for July 2026 (1.30) and July 2025 (1.37) equal the values quoted in the Census MTIS press release text.",
 "caveat": "Seasonally adjusted, end-of-period ratios; the retailers series is the Census retail trade total (including motor vehicle and parts dealers), not e-commerce only and not any one company. The total business series is retailers plus manufacturers plus merchant wholesalers. Recent months are revised (July 2026 is preliminary, June 2026 revised): Census says revised retail estimates (revised not adjusted figures were scheduled for September 28, 2026) are to be reflected in the August 2026 release scheduled for October 15, 2026, so the values here, which come from the September 16, 2026 release, may change. Retail estimates cover businesses with paid employees only; before the April 2025 benchmark report they also included nonemployers.",
 "census_revision_notice": "Intention to Revise - Monthly retail and monthly wholesale estimates are anticipated to be revised based on historical corrections and the results of the 2023 and 2024 Annual Integrated Economic Survey. Revised not adjusted estimates and corresponding adjusted estimates are tentatively scheduled for release on September 28, 2026 and October 26, 2026, respectively. Revisions to the retail estimates are anticipated to be reflected in the August 2026 MTIS release scheduled for October 15, 2026. Revisions to the wholesale estimates are anticipated to be reflected in the September 2026 MTIS release scheduled for November 17, 2026.",
 "latest": {
  "month": "2026-07",
  "retail": 1.27,
  "total_business": 1.3,
  "retail_same_month_prior_year": 1.28,
  "total_business_same_month_prior_year": 1.37
 },
 "extremes": {
  "retail_max": {
   "month": "1995-04",
   "retail": 1.75,
   "total_business": 1.48
  },
  "retail_min": {
   "month": "2021-06",
   "retail": 1.09,
   "total_business": 1.26
  },
  "retail_2020": {
   "2020-01": 1.44,
   "2020-03": 1.54,
   "2020-04": 1.68,
   "2020-05": 1.33
  },
  "retail_min_since_2021": {
   "month": "2021-06",
   "retail": 1.09,
   "total_business": 1.26
  },
  "retail_avg_2015_to_2019": 1.47
 },
 "series": [
  {
   "month": "1992-01",
   "retail": 1.65,
   "total_business": 1.56
  },
  {
   "month": "1992-02",
   "retail": 1.66,
   "total_business": 1.56
  },
  {
   "month": "1992-03",
   "retail": 1.67,
   "total_business": 1.53
  },
  {
   "month": "1992-04",
   "retail": 1.68,
   "total_business": 1.53
  },
  {
   "month": "1992-05",
   "retail": 1.68,
   "total_business": 1.52
  },
  {
   "month": "1992-06",
   "retail": 1.68,
   "total_business": 1.52
  },
  {
   "month": "1992-07",
   "retail": 1.69,
   "total_business": 1.51
  },
  {
   "month": "1992-08",
   "retail": 1.69,
   "total_business": 1.53
  },
  {
   "month": "1992-09",
   "retail": 1.67,
   "total_business": 1.51
  },
  {
   "month": "1992-10",
   "retail": 1.66,
   "total_business": 1.51
  },
  {
   "month": "1992-11",
   "retail": 1.67,
   "total_business": 1.51
  },
  {
   "month": "1992-12",
   "retail": 1.68,
   "total_business": 1.51
  },
  {
   "month": "1993-01",
   "retail": 1.67,
   "total_business": 1.5
  },
  {
   "month": "1993-02",
   "retail": 1.7,
   "total_business": 1.5
  },
  {
   "month": "1993-03",
   "retail": 1.73,
   "total_business": 1.52
  },
  {
   "month": "1993-04",
   "retail": 1.69,
   "total_business": 1.51
  },
  {
   "month": "1993-05",
   "retail": 1.68,
   "total_business": 1.49
  },
  {
   "month": "1993-06",
   "retail": 1.69,
   "total_business": 1.5
  },
  {
   "month": "1993-07",
   "retail": 1.67,
   "total_business": 1.5
  },
  {
   "month": "1993-08",
   "retail": 1.67,
   "total_business": 1.5
  },
  {
   "month": "1993-09",
   "retail": 1.67,
   "total_business": 1.49
  },
  {
   "month": "1993-10",
   "retail": 1.67,
   "total_business": 1.48
  },
  {
   "month": "1993-11",
   "retail": 1.66,
   "total_business": 1.49
  },
  {
   "month": "1993-12",
   "retail": 1.66,
   "total_business": 1.49
  },
  {
   "month": "1994-01",
   "retail": 1.66,
   "total_business": 1.48
  },
  {
   "month": "1994-02",
   "retail": 1.65,
   "total_business": 1.47
  },
  {
   "month": "1994-03",
   "retail": 1.62,
   "total_business": 1.46
  },
  {
   "month": "1994-04",
   "retail": 1.63,
   "total_business": 1.46
  },
  {
   "month": "1994-05",
   "retail": 1.67,
   "total_business": 1.47
  },
  {
   "month": "1994-06",
   "retail": 1.67,
   "total_business": 1.47
  },
  {
   "month": "1994-07",
   "retail": 1.67,
   "total_business": 1.47
  },
  {
   "month": "1994-08",
   "retail": 1.67,
   "total_business": 1.45
  },
  {
   "month": "1994-09",
   "retail": 1.67,
   "total_business": 1.46
  },
  {
   "month": "1994-10",
   "retail": 1.67,
   "total_business": 1.45
  },
  {
   "month": "1994-11",
   "retail": 1.67,
   "total_business": 1.45
  },
  {
   "month": "1994-12",
   "retail": 1.68,
   "total_business": 1.44
  },
  {
   "month": "1995-01",
   "retail": 1.69,
   "total_business": 1.45
  },
  {
   "month": "1995-02",
   "retail": 1.73,
   "total_business": 1.46
  },
  {
   "month": "1995-03",
   "retail": 1.73,
   "total_business": 1.48
  },
  {
   "month": "1995-04",
   "retail": 1.75,
   "total_business": 1.48
  },
  {
   "month": "1995-05",
   "retail": 1.73,
   "total_business": 1.49
  },
  {
   "month": "1995-06",
   "retail": 1.71,
   "total_business": 1.48
  },
  {
   "month": "1995-07",
   "retail": 1.72,
   "total_business": 1.49
  },
  {
   "month": "1995-08",
   "retail": 1.71,
   "total_business": 1.48
  },
  {
   "month": "1995-09",
   "retail": 1.71,
   "total_business": 1.47
  },
  {
   "month": "1995-10",
   "retail": 1.73,
   "total_business": 1.49
  },
  {
   "month": "1995-11",
   "retail": 1.72,
   "total_business": 1.48
  },
  {
   "month": "1995-12",
   "retail": 1.7,
   "total_business": 1.45
  },
  {
   "month": "1996-01",
   "retail": 1.7,
   "total_business": 1.5
  },
  {
   "month": "1996-02",
   "retail": 1.68,
   "total_business": 1.5
  },
  {
   "month": "1996-03",
   "retail": 1.67,
   "total_business": 1.46
  },
  {
   "month": "1996-04",
   "retail": 1.65,
   "total_business": 1.46
  },
  {
   "month": "1996-05",
   "retail": 1.65,
   "total_business": 1.45
  },
  {
   "month": "1996-06",
   "retail": 1.67,
   "total_business": 1.44
  },
  {
   "month": "1996-07",
   "retail": 1.68,
   "total_business": 1.45
  },
  {
   "month": "1996-08",
   "retail": 1.69,
   "total_business": 1.45
  },
  {
   "month": "1996-09",
   "retail": 1.67,
   "total_business": 1.44
  },
  {
   "month": "1996-10",
   "retail": 1.66,
   "total_business": 1.44
  },
  {
   "month": "1996-11",
   "retail": 1.66,
   "total_business": 1.43
  },
  {
   "month": "1996-12",
   "retail": 1.66,
   "total_business": 1.43
  },
  {
   "month": "1997-01",
   "retail": 1.64,
   "total_business": 1.43
  },
  {
   "month": "1997-02",
   "retail": 1.64,
   "total_business": 1.41
  },
  {
   "month": "1997-03",
   "retail": 1.62,
   "total_business": 1.4
  },
  {
   "month": "1997-04",
   "retail": 1.66,
   "total_business": 1.41
  },
  {
   "month": "1997-05",
   "retail": 1.66,
   "total_business": 1.42
  },
  {
   "month": "1997-06",
   "retail": 1.65,
   "total_business": 1.42
  },
  {
   "month": "1997-07",
   "retail": 1.64,
   "total_business": 1.41
  },
  {
   "month": "1997-08",
   "retail": 1.64,
   "total_business": 1.41
  },
  {
   "month": "1997-09",
   "retail": 1.64,
   "total_business": 1.41
  },
  {
   "month": "1997-10",
   "retail": 1.64,
   "total_business": 1.42
  },
  {
   "month": "1997-11",
   "retail": 1.65,
   "total_business": 1.41
  },
  {
   "month": "1997-12",
   "retail": 1.64,
   "total_business": 1.42
  },
  {
   "month": "1998-01",
   "retail": 1.64,
   "total_business": 1.43
  },
  {
   "month": "1998-02",
   "retail": 1.65,
   "total_business": 1.42
  },
  {
   "month": "1998-03",
   "retail": 1.65,
   "total_business": 1.43
  },
  {
   "month": "1998-04",
   "retail": 1.63,
   "total_business": 1.43
  },
  {
   "month": "1998-05",
   "retail": 1.61,
   "total_business": 1.43
  },
  {
   "month": "1998-06",
   "retail": 1.6,
   "total_business": 1.44
  },
  {
   "month": "1998-07",
   "retail": 1.62,
   "total_business": 1.45
  },
  {
   "month": "1998-08",
   "retail": 1.63,
   "total_business": 1.44
  },
  {
   "month": "1998-09",
   "retail": 1.63,
   "total_business": 1.44
  },
  {
   "month": "1998-10",
   "retail": 1.61,
   "total_business": 1.43
  },
  {
   "month": "1998-11",
   "retail": 1.61,
   "total_business": 1.43
  },
  {
   "month": "1998-12",
   "retail": 1.6,
   "total_business": 1.42
  },
  {
   "month": "1999-01",
   "retail": 1.61,
   "total_business": 1.42
  },
  {
   "month": "1999-02",
   "retail": 1.6,
   "total_business": 1.41
  },
  {
   "month": "1999-03",
   "retail": 1.6,
   "total_business": 1.42
  },
  {
   "month": "1999-04",
   "retail": 1.6,
   "total_business": 1.42
  },
  {
   "month": "1999-05",
   "retail": 1.6,
   "total_business": 1.4
  },
  {
   "month": "1999-06",
   "retail": 1.6,
   "total_business": 1.4
  },
  {
   "month": "1999-07",
   "retail": 1.59,
   "total_business": 1.4
  },
  {
   "month": "1999-08",
   "retail": 1.58,
   "total_business": 1.39
  },
  {
   "month": "1999-09",
   "retail": 1.58,
   "total_business": 1.39
  },
  {
   "month": "1999-10",
   "retail": 1.59,
   "total_business": 1.39
  },
  {
   "month": "1999-11",
   "retail": 1.58,
   "total_business": 1.39
  },
  {
   "month": "1999-12",
   "retail": 1.56,
   "total_business": 1.39
  },
  {
   "month": "2000-01",
   "retail": 1.58,
   "total_business": 1.38
  },
  {
   "month": "2000-02",
   "retail": 1.56,
   "total_business": 1.4
  },
  {
   "month": "2000-03",
   "retail": 1.54,
   "total_business": 1.38
  },
  {
   "month": "2000-04",
   "retail": 1.59,
   "total_business": 1.39
  },
  {
   "month": "2000-05",
   "retail": 1.59,
   "total_business": 1.4
  },
  {
   "month": "2000-06",
   "retail": 1.59,
   "total_business": 1.4
  },
  {
   "month": "2000-07",
   "retail": 1.61,
   "total_business": 1.41
  },
  {
   "month": "2000-08",
   "retail": 1.61,
   "total_business": 1.42
  },
  {
   "month": "2000-09",
   "retail": 1.59,
   "total_business": 1.4
  },
  {
   "month": "2000-10",
   "retail": 1.61,
   "total_business": 1.42
  },
  {
   "month": "2000-11",
   "retail": 1.62,
   "total_business": 1.43
  },
  {
   "month": "2000-12",
   "retail": 1.63,
   "total_business": 1.42
  },
  {
   "month": "2001-01",
   "retail": 1.61,
   "total_business": 1.43
  },
  {
   "month": "2001-02",
   "retail": 1.6,
   "total_business": 1.42
  },
  {
   "month": "2001-03",
   "retail": 1.61,
   "total_business": 1.44
  },
  {
   "month": "2001-04",
   "retail": 1.58,
   "total_business": 1.45
  },
  {
   "month": "2001-05",
   "retail": 1.58,
   "total_business": 1.43
  },
  {
   "month": "2001-06",
   "retail": 1.58,
   "total_business": 1.44
  },
  {
   "month": "2001-07",
   "retail": 1.59,
   "total_business": 1.43
  },
  {
   "month": "2001-08",
   "retail": 1.59,
   "total_business": 1.42
  },
  {
   "month": "2001-09",
   "retail": 1.64,
   "total_business": 1.44
  },
  {
   "month": "2001-10",
   "retail": 1.47,
   "total_business": 1.39
  },
  {
   "month": "2001-11",
   "retail": 1.51,
   "total_business": 1.39
  },
  {
   "month": "2001-12",
   "retail": 1.54,
   "total_business": 1.39
  },
  {
   "month": "2002-01",
   "retail": 1.54,
   "total_business": 1.39
  },
  {
   "month": "2002-02",
   "retail": 1.54,
   "total_business": 1.37
  },
  {
   "month": "2002-03",
   "retail": 1.54,
   "total_business": 1.37
  },
  {
   "month": "2002-04",
   "retail": 1.52,
   "total_business": 1.35
  },
  {
   "month": "2002-05",
   "retail": 1.55,
   "total_business": 1.35
  },
  {
   "month": "2002-06",
   "retail": 1.55,
   "total_business": 1.35
  },
  {
   "month": "2002-07",
   "retail": 1.54,
   "total_business": 1.35
  },
  {
   "month": "2002-08",
   "retail": 1.53,
   "total_business": 1.34
  },
  {
   "month": "2002-09",
   "retail": 1.58,
   "total_business": 1.36
  },
  {
   "month": "2002-10",
   "retail": 1.57,
   "total_business": 1.36
  },
  {
   "month": "2002-11",
   "retail": 1.58,
   "total_business": 1.35
  },
  {
   "month": "2002-12",
   "retail": 1.56,
   "total_business": 1.37
  },
  {
   "month": "2003-01",
   "retail": 1.56,
   "total_business": 1.35
  },
  {
   "month": "2003-02",
   "retail": 1.59,
   "total_business": 1.36
  },
  {
   "month": "2003-03",
   "retail": 1.59,
   "total_business": 1.35
  },
  {
   "month": "2003-04",
   "retail": 1.58,
   "total_business": 1.37
  },
  {
   "month": "2003-05",
   "retail": 1.58,
   "total_business": 1.37
  },
  {
   "month": "2003-06",
   "retail": 1.56,
   "total_business": 1.34
  },
  {
   "month": "2003-07",
   "retail": 1.54,
   "total_business": 1.33
  },
  {
   "month": "2003-08",
   "retail": 1.52,
   "total_business": 1.32
  },
  {
   "month": "2003-09",
   "retail": 1.54,
   "total_business": 1.31
  },
  {
   "month": "2003-10",
   "retail": 1.55,
   "total_business": 1.31
  },
  {
   "month": "2003-11",
   "retail": 1.56,
   "total_business": 1.31
  },
  {
   "month": "2003-12",
   "retail": 1.55,
   "total_business": 1.31
  },
  {
   "month": "2004-01",
   "retail": 1.55,
   "total_business": 1.31
  },
  {
   "month": "2004-02",
   "retail": 1.55,
   "total_business": 1.3
  },
  {
   "month": "2004-03",
   "retail": 1.54,
   "total_business": 1.28
  },
  {
   "month": "2004-04",
   "retail": 1.57,
   "total_business": 1.29
  },
  {
   "month": "2004-05",
   "retail": 1.55,
   "total_business": 1.29
  },
  {
   "month": "2004-06",
   "retail": 1.58,
   "total_business": 1.3
  },
  {
   "month": "2004-07",
   "retail": 1.58,
   "total_business": 1.31
  },
  {
   "month": "2004-08",
   "retail": 1.59,
   "total_business": 1.31
  },
  {
   "month": "2004-09",
   "retail": 1.55,
   "total_business": 1.3
  },
  {
   "month": "2004-10",
   "retail": 1.55,
   "total_business": 1.29
  },
  {
   "month": "2004-11",
   "retail": 1.55,
   "total_business": 1.29
  },
  {
   "month": "2004-12",
   "retail": 1.53,
   "total_business": 1.28
  },
  {
   "month": "2005-01",
   "retail": 1.56,
   "total_business": 1.29
  },
  {
   "month": "2005-02",
   "retail": 1.54,
   "total_business": 1.29
  },
  {
   "month": "2005-03",
   "retail": 1.54,
   "total_business": 1.29
  },
  {
   "month": "2005-04",
   "retail": 1.53,
   "total_business": 1.28
  },
  {
   "month": "2005-05",
   "retail": 1.54,
   "total_business": 1.29
  },
  {
   "month": "2005-06",
   "retail": 1.48,
   "total_business": 1.27
  },
  {
   "month": "2005-07",
   "retail": 1.44,
   "total_business": 1.26
  },
  {
   "month": "2005-08",
   "retail": 1.47,
   "total_business": 1.26
  },
  {
   "month": "2005-09",
   "retail": 1.48,
   "total_business": 1.25
  },
  {
   "month": "2005-10",
   "retail": 1.49,
   "total_business": 1.25
  },
  {
   "month": "2005-11",
   "retail": 1.49,
   "total_business": 1.25
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}