case_id,primary_concept_id,task_type,answer_mode,classification,iris_concept_ids,iris_statuses,gold_series_ids,matched_series_ids,matched_transforms,matched_units,reason_codes,question
fred_sem_0001,FRED-C001,concept_series_disambiguation,numeric,excluded,,,CPIAUCSL,,,,FRED-C001:US_CPI_HEADLINE_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C001:US_CPI_HEADLINE_YOY:series_mismatch:benchmark=CPIAUCSL:iris=CPIAUCNS|FRED-C001:no_candidate_iris_concept,A user needs Headline Consumer Price Index for June 2026. Use CPIAUCSL and avoid the nearby but different CPILFESL series for Core Consumer Price Index; what is the value and unit?
fred_sem_0002,FRED-C001,transform_unit,numeric,fully_supported,US_CPI_HEADLINE_MOM,supported,CPIAUCSL,CPIAUCSL,percent_change_previous_period,percent,,What was the previous-period change in Headline Consumer Price Index across May 2026 to June 2026? Use the frozen CPIAUCSL observations and report the requested change unit.
fred_sem_0003,FRED-C001,point_in_time_vintage,numeric,excluded,,,CPIAUCSL,,,,FRED-C001:US_CPI_HEADLINE_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C001:US_CPI_HEADLINE_YOY:series_mismatch:benchmark=CPIAUCSL:iris=CPIAUCNS|FRED-C001:no_candidate_iris_concept,"Using only information frozen as of 2026-07-29, report the latest available reading of Headline Consumer Price Index and its observation date or period."
fred_sem_0004,FRED-C001,cross_series_reasoning,numeric,fully_supported,US_CPI_HEADLINE_MOM|US_CPI_CORE_MOM,supported,CPIAUCSL|CPILFESL,CPIAUCSL|CPILFESL,percent_change_previous_period|percent_change_previous_period,percent|percent,,Compare recent movement rather than raw levels: by how many percentage points does the change in Headline Consumer Price Index exceed the change in Core Consumer Price Index in the 2026-07-29 snapshot?
fred_sem_0005,FRED-C002,direct_retrieval,numeric,excluded,,,CPILFESL,,,,FRED-C002:US_CPI_CORE_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C002:US_CPI_CORE_YOY:series_mismatch:benchmark=CPILFESL:iris=CPILFENS|FRED-C002:no_candidate_iris_concept,"For June 2026, what was the reported level of Core Consumer Price Index in series CPILFESL? Use the snapshot dated 2026-07-29 and state the unit."
fred_sem_0006,FRED-C002,transform_unit,numeric,fully_supported,US_CPI_CORE_MOM,supported,CPILFESL,CPILFESL,percent_change_previous_period,percent,,"Derive, rather than merely copy, the period-over-period movement in Core Consumer Price Index (CPILFESL) for May 2026 to June 2026. By what percentage did it change?"
fred_sem_0007,FRED-C002,point_in_time_vintage,numeric,excluded,,,CPILFESL,,,,FRED-C002:US_CPI_CORE_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C002:US_CPI_CORE_YOY:series_mismatch:benchmark=CPILFESL:iris=CPILFENS|FRED-C002:no_candidate_iris_concept,"Stand at the benchmark cutoff of 2026-07-29 rather than today's live page. Which CPILFESL record was then the newest for Core Consumer Price Index, and what did it report?"
fred_sem_0008,FRED-C002,cross_series_reasoning,numeric,excluded,,,CPILFESL|CUSR0000SAH1,,,,FRED-C007:no_concept_mapping|FRED-C002:no_candidate_iris_concept,"First compute the latest period-over-period result for CPILFESL, then for CUSR0000SAH1. What is the first result minus the second, in percentage points?"
fred_sem_0009,FRED-C003,direct_retrieval,numeric,excluded,,,PCEPI,,,,FRED-C003:no_concept_mapping,"According to the 2026-07-29 FRED snapshot, what observation does PCEPI give for PCE Price Index in May 2026?"
fred_sem_0010,FRED-C003,concept_series_disambiguation,numeric,excluded,,,PCEPI,,,,FRED-C003:no_concept_mapping,"Select the series that measures PCE Price Index: it is PCEPI, not PCEPILFE, which represents Core PCE Price Index. What is the archived May 2026 observation?"
fred_sem_0011,FRED-C003,point_in_time_vintage,numeric,excluded,,,PCEPI,,,,FRED-C003:no_concept_mapping,"From the archived provider response dated 2026-07-29, select the last non-null PCE Price Index data point. Give both its period and value."
fred_sem_0012,FRED-C003,cross_series_reasoning,numeric,excluded,,,PCEPI|PCEPILFE,,,,FRED-C003:no_concept_mapping|FRED-C004:no_candidate_contract,"From the archived observations, quantify the gap between the latest changes in PCE Price Index and Core PCE Price Index. Use PCEPI minus PCEPILFE."
fred_sem_0013,FRED-C004,direct_retrieval,numeric,excluded,,,PCEPILFE,,,,FRED-C004:US_CORE_PCE_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C004:US_CORE_PCE_YOY:transform_mismatch:benchmark=level:iris=percent_change_yoy,"Look up series PCEPILFE in the frozen provider response. What numeric reading represents Core PCE Price Index for May 2026, expressed in index points (2017=100)?"
fred_sem_0014,FRED-C004,concept_series_disambiguation,numeric,excluded,,,PCEPILFE,,,,FRED-C004:US_CORE_PCE_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C004:US_CORE_PCE_YOY:transform_mismatch:benchmark=level:iris=percent_change_yoy,"The wording refers to Core PCE Price Index. After resolving that phrase to PCEPILFE instead of PCEPI, report the value stored for May 2026."
fred_sem_0015,FRED-C004,transform_unit,numeric,fully_supported,US_CORE_PCE_MOM,supported,PCEPILFE,PCEPILFE,percent_change_previous_period,percent,,"Do not report the raw level of PCEPILFE. Instead, use the two frozen observations for April 2026 to May 2026 and determine the requested change in Core PCE Price Index."
fred_sem_0016,FRED-C004,cross_series_reasoning,numeric,fully_supported,US_CORE_PCE_MOM|US_PPI_FINAL_DEMAND_MOM,supported,PCEPILFE|PPIFIS,PCEPILFE|PPIFIS,percent_change_previous_period|percent_change_previous_period,percent|percent,,"An analyst contrasts momentum in Core PCE Price Index with Producer Price Index: Final Demand. After separately deriving each latest change, what percentage-point difference results?"
fred_sem_0017,FRED-C005,concept_series_disambiguation,numeric,excluded,,,PPIFIS,,,,FRED-C005:US_PPI_FINAL_DEMAND_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C005:US_PPI_FINAL_DEMAND_YOY:series_mismatch:benchmark=PPIFIS:iris=PPIFID|FRED-C005:no_candidate_iris_concept,"The wording refers to Producer Price Index: Final Demand. After resolving that phrase to PPIFIS instead of CPIAUCSL, report the value stored for June 2026."
fred_sem_0018,FRED-C005,transform_unit,numeric,fully_supported,US_PPI_FINAL_DEMAND_MOM,supported,PPIFIS,PPIFIS,percent_change_previous_period,percent,,"Do not report the raw level of PPIFIS. Instead, use the two frozen observations for May 2026 to June 2026 and determine the requested change in Producer Price Index: Final Demand."
fred_sem_0019,FRED-C005,point_in_time_vintage,numeric,excluded,,,PPIFIS,,,,FRED-C005:US_PPI_FINAL_DEMAND_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C005:US_PPI_FINAL_DEMAND_YOY:series_mismatch:benchmark=PPIFIS:iris=PPIFID|FRED-C005:no_candidate_iris_concept,"Respect the explicit as-of boundary 2026-07-29. For Producer Price Index: Final Demand, identify the terminal observation preserved in the snapshot and state its unit."
fred_sem_0020,FRED-C005,cross_series_reasoning,numeric,fully_supported,US_PPI_FINAL_DEMAND_MOM|US_CPI_HEADLINE_MOM,supported,PPIFIS|CPIAUCSL,PPIFIS|CPIAUCSL,percent_change_previous_period|percent_change_previous_period,percent|percent,,Calculate two transformations from the frozen data: the latest movement in PPIFIS and in CPIAUCSL. How far apart are they when the latter is subtracted from the former?
fred_sem_0021,FRED-C006,direct_retrieval,numeric,excluded,,,GDPDEF,,,,FRED-C006:no_concept_mapping,Read the GDPDEF data point corresponding to 2026 Q1 from the benchmark evidence. What level of GDP Implicit Price Deflator was recorded?
fred_sem_0022,FRED-C006,transform_unit,numeric,excluded,,,GDPDEF,,,,FRED-C006:no_concept_mapping,"Recompute the period-to-period result for GDP Implicit Price Deflator from its GDPDEF inputs spanning 2025 Q4 to 2026 Q1. By what percentage did it change, after benchmark rounding?"
fred_sem_0023,FRED-C006,point_in_time_vintage,numeric,excluded,,,GDPDEF,,,,FRED-C006:no_concept_mapping,"Without consulting a newer release, use the 2026-07-29 archive to find the most recent available value of GDP Implicit Price Deflator (GDPDEF). Which period is represented?"
fred_sem_0024,FRED-C006,cross_series_reasoning,numeric,excluded,,,GDPDEF|PCEPI,,,,FRED-C006:no_concept_mapping|FRED-C003:no_concept_mapping,"What is the spread between the previous-period changes of GDP Implicit Price Deflator and PCE Price Index, defined explicitly as GDPDEF change minus PCEPI change?"
fred_sem_0025,FRED-C007,direct_retrieval,numeric,excluded,,,CUSR0000SAH1,,,,FRED-C007:no_concept_mapping,"In a reproducible answer based on the 2026-07-29 snapshot, state the June 2026 value of CPI: Shelter and identify the reported unit."
fred_sem_0026,FRED-C007,concept_series_disambiguation,numeric,excluded,,,CUSR0000SAH1,,,,FRED-C007:no_concept_mapping,"Map the requested indicator to CUSR0000SAH1 for CPI: Shelter, while treating CPIAUCSL as a confounder. What observation and unit should be returned for June 2026?"
fred_sem_0027,FRED-C007,point_in_time_vintage,numeric,excluded,,,CUSR0000SAH1,,,,FRED-C007:no_concept_mapping,"A time-bounded request is made as of 2026-07-29. Report the latest evidence then stored for CPI: Shelter, including observation period, value, and unit."
fred_sem_0028,FRED-C007,cross_series_reasoning,numeric,excluded,,,CUSR0000SAH1|CPIAUCSL,,,,FRED-C007:no_concept_mapping|FRED-C001:no_candidate_iris_concept,"Use the 2026-07-29 evidence to compare the latest changes, not the reported levels, of CPI: Shelter and Headline Consumer Price Index. Report the signed gap in percentage points."
fred_sem_0029,FRED-C008,direct_retrieval,numeric,fully_supported,US_UNEMPLOYMENT_RATE,supported,UNRATE,UNRATE,level,percent,,"The requested metric is Unemployment Rate, series UNRATE. What number appears for June 2026 in the frozen data, in percent?"
fred_sem_0030,FRED-C008,concept_series_disambiguation,numeric,fully_supported,US_UNEMPLOYMENT_RATE,supported,UNRATE,UNRATE,level,percent,,A retrieval system must distinguish Unemployment Rate (UNRATE) from Labor Force Participation Rate (CIVPART). Give the June 2026 value for the first concept only.
fred_sem_0031,FRED-C008,transform_unit,numeric,excluded,,,UNRATE,,,,FRED-C008:task_not_applicable|FRED-C008:no_candidate_iris_concept,By how many percentage points did it change for Unemployment Rate (UNRATE) from May 2026 to June 2026? Calculate from the raw observations in the frozen FRED snapshot.
fred_sem_0032,FRED-C008,cross_series_reasoning,numeric,excluded,,,UNRATE|CIVPART,,,,FRED-C008:US_UNEMPLOYMENT_RATE:transform_mismatch:benchmark=change_previous_period:iris=level|FRED-C011:no_concept_mapping|FRED-C008:no_candidate_iris_concept,Derive the most recent movement for both UNRATE and CIVPART. By how many percentage points is the first above or below the second?
fred_sem_0033,FRED-C009,concept_series_disambiguation,numeric,excluded,,,PAYEMS,,,,FRED-C009:US_NONFARM_PAYROLLS:transform_mismatch:benchmark=level:iris=change_previous_period|FRED-C009:no_candidate_iris_concept,A retrieval system must distinguish Total Nonfarm Payroll Employment (PAYEMS) from Job Openings: Total Nonfarm (JTSJOL). Give the June 2026 value for the first concept only.
fred_sem_0034,FRED-C009,transform_unit,numeric,excluded,,,PAYEMS,,,,FRED-C009:US_NONFARM_PAYROLLS:transform_mismatch:benchmark=percent_change_previous_period:iris=change_previous_period|FRED-C009:no_candidate_iris_concept,By what percentage did it change for Total Nonfarm Payroll Employment (PAYEMS) from May 2026 to June 2026? Calculate from the raw observations in the frozen FRED snapshot.
fred_sem_0035,FRED-C009,point_in_time_vintage,numeric,excluded,,,PAYEMS,,,,FRED-C009:US_NONFARM_PAYROLLS:transform_mismatch:benchmark=level:iris=change_previous_period|FRED-C009:no_candidate_iris_concept,Limit the evidence to the FRED snapshot captured on 2026-07-29. What latest value and period were available for Total Nonfarm Payroll Employment (PAYEMS)?
fred_sem_0036,FRED-C009,cross_series_reasoning,numeric,excluded,,,PAYEMS|JTSJOL,,,,FRED-C009:US_NONFARM_PAYROLLS:transform_mismatch:benchmark=percent_change_previous_period:iris=change_previous_period|FRED-C014:no_concept_mapping|FRED-C009:no_candidate_iris_concept,"For a cross-series momentum check, compute change(PAYEMS) − change(JTSJOL) from their preserved observations. What value does this produce?"
fred_sem_0037,FRED-C010,direct_retrieval,numeric,fully_supported,US_INITIAL_JOBLESS_CLAIMS,supported,ICSA,ICSA,level,claims,,"What value did FRED report for Initial Unemployment Claims (ICSA) in July 18, 2026, using the benchmark snapshot frozen on 2026-07-29? Give the answer in claims."
fred_sem_0038,FRED-C010,transform_unit,numeric,excluded,,,ICSA,,,,FRED-C010:US_INITIAL_JOBLESS_CLAIMS:transform_mismatch:benchmark=percent_change_previous_period:iris=level|FRED-C010:US_INITIAL_JOBLESS_CLAIMS:series_mismatch:benchmark=ICSA:iris=IC4WSA|FRED-C010:US_INITIAL_JOBLESS_CLAIMS:series_mismatch:benchmark=ICSA:iris=CCSA|FRED-C010:no_candidate_iris_concept,"Using ICSA, compute the change in Initial Unemployment Claims over July 11, 2026 to July 18, 2026. By what percentage did it change, with the result rounded to the benchmark precision?"
fred_sem_0039,FRED-C010,point_in_time_vintage,numeric,fully_supported,US_INITIAL_JOBLESS_CLAIMS,supported,ICSA,ICSA,level,claims,,"At the 2026-07-29 data cutoff, identify the most recent non-missing ICSA observation. What was its value, unit, and period?"
fred_sem_0040,FRED-C010,cross_series_reasoning,numeric,excluded,,,ICSA|PAYEMS,,,,FRED-C010:US_INITIAL_JOBLESS_CLAIMS:transform_mismatch:benchmark=percent_change_previous_period:iris=level|FRED-C010:US_INITIAL_JOBLESS_CLAIMS:series_mismatch:benchmark=ICSA:iris=IC4WSA|FRED-C010:US_INITIAL_JOBLESS_CLAIMS:series_mismatch:benchmark=ICSA:iris=CCSA|FRED-C009:US_NONFARM_PAYROLLS:transform_mismatch:benchmark=percent_change_previous_period:iris=change_previous_period|FRED-C010:no_candidate_iris_concept|FRED-C009:no_candidate_iris_concept,"Using each series' latest two frozen observations, subtract the previous-period movement of Total Nonfarm Payroll Employment (PAYEMS) from that of Initial Unemployment Claims (ICSA). What is the difference in percentage points?"
fred_sem_0041,FRED-C011,direct_retrieval,numeric,excluded,,,CIVPART,,,,FRED-C011:no_concept_mapping,"Using the frozen FRED data, retrieve Labor Force Participation Rate for June 2026. What was the CIVPART observation in percent?"
fred_sem_0042,FRED-C011,concept_series_disambiguation,numeric,excluded,,,CIVPART,,,,FRED-C011:no_concept_mapping,Disambiguate Labor Force Participation Rate from Employment-Population Ratio: what did CIVPART report for June 2026 as preserved in the 2026-07-29 snapshot?
fred_sem_0043,FRED-C011,point_in_time_vintage,numeric,excluded,,,CIVPART,,,,FRED-C011:no_concept_mapping,"Using only information frozen as of 2026-07-29, report the latest available reading of Labor Force Participation Rate and its observation date or period."
fred_sem_0044,FRED-C011,cross_series_reasoning,numeric,excluded,,,CIVPART|EMRATIO,,,,FRED-C011:no_concept_mapping|FRED-C012:no_concept_mapping,Compare recent movement rather than raw levels: by how many percentage points does the change in Labor Force Participation Rate exceed the change in Employment-Population Ratio in the 2026-07-29 snapshot?
fred_sem_0045,FRED-C012,direct_retrieval,numeric,excluded,,,EMRATIO,,,,FRED-C012:no_concept_mapping,"For June 2026, what was the reported level of Employment-Population Ratio in series EMRATIO? Use the snapshot dated 2026-07-29 and state the unit."
fred_sem_0046,FRED-C012,concept_series_disambiguation,numeric,excluded,,,EMRATIO,,,,FRED-C012:no_concept_mapping,"Using FRED, answer specifically for Employment-Population Ratio (EMRATIO) in June 2026, rather than substituting Labor Force Participation Rate (CIVPART). What was reported?"
fred_sem_0047,FRED-C012,transform_unit,numeric,excluded,,,EMRATIO,,,,FRED-C012:no_concept_mapping,"Apply the benchmark's deterministic two-observation transform to EMRATIO over May 2026 to June 2026. For Employment-Population Ratio, By how many percentage points did it change?"
fred_sem_0048,FRED-C012,cross_series_reasoning,numeric,excluded,,,EMRATIO|UNRATE,,,,FRED-C012:no_concept_mapping|FRED-C008:US_UNEMPLOYMENT_RATE:transform_mismatch:benchmark=change_previous_period:iris=level|FRED-C008:no_candidate_iris_concept,"First compute the latest period-over-period result for EMRATIO, then for UNRATE. What is the first result minus the second, in percentage points?"
fred_sem_0049,FRED-C013,concept_series_disambiguation,numeric,excluded,,,CES0500000003,,,,FRED-C013:no_concept_mapping,"Using FRED, answer specifically for Average Hourly Earnings: Total Private (CES0500000003) in June 2026, rather than substituting Total Nonfarm Payroll Employment (PAYEMS). What was reported?"
fred_sem_0050,FRED-C013,transform_unit,numeric,excluded,,,CES0500000003,,,,FRED-C013:no_concept_mapping,"Apply the benchmark's deterministic two-observation transform to CES0500000003 over May 2026 to June 2026. For Average Hourly Earnings: Total Private, By what percentage did it change?"
fred_sem_0051,FRED-C013,point_in_time_vintage,numeric,excluded,,,CES0500000003,,,,FRED-C013:no_concept_mapping,"From the archived provider response dated 2026-07-29, select the last non-null Average Hourly Earnings: Total Private data point. Give both its period and value."
fred_sem_0052,FRED-C013,cross_series_reasoning,numeric,excluded,,,CES0500000003|CPIAUCSL,,,,FRED-C013:no_concept_mapping|FRED-C001:no_candidate_iris_concept,"From the archived observations, quantify the gap between the latest changes in Average Hourly Earnings: Total Private and Headline Consumer Price Index. Use CES0500000003 minus CPIAUCSL."
fred_sem_0053,FRED-C014,direct_retrieval,numeric,excluded,,,JTSJOL,,,,FRED-C014:no_concept_mapping,"Look up series JTSJOL in the frozen provider response. What numeric reading represents Job Openings: Total Nonfarm for May 2026, expressed in thousands of openings?"
fred_sem_0054,FRED-C014,transform_unit,numeric,excluded,,,JTSJOL,,,,FRED-C014:no_concept_mapping,"From the archived current and preceding readings of Job Openings: Total Nonfarm, calculate its movement across April 2026 to May 2026. By what percentage did it change?"
fred_sem_0055,FRED-C014,point_in_time_vintage,numeric,excluded,,,JTSJOL,,,,FRED-C014:no_concept_mapping,What would a retrieval made at the fixed snapshot date 2026-07-29 return as the latest JTSJOL observation? Include the period attached to Job Openings: Total Nonfarm.
fred_sem_0056,FRED-C014,cross_series_reasoning,numeric,excluded,,,JTSJOL|ICSA,,,,FRED-C014:no_concept_mapping|FRED-C010:US_INITIAL_JOBLESS_CLAIMS:transform_mismatch:benchmark=percent_change_previous_period:iris=level|FRED-C010:US_INITIAL_JOBLESS_CLAIMS:series_mismatch:benchmark=ICSA:iris=IC4WSA|FRED-C010:US_INITIAL_JOBLESS_CLAIMS:series_mismatch:benchmark=ICSA:iris=CCSA|FRED-C010:no_candidate_iris_concept,"An analyst contrasts momentum in Job Openings: Total Nonfarm with Initial Unemployment Claims. After separately deriving each latest change, what percentage-point difference results?"
fred_sem_0057,FRED-C015,direct_retrieval,numeric,excluded,,,GDPC1,,,,FRED-C015:US_REAL_GDP_QOQ:series_mismatch:benchmark=GDPC1:iris=A191RL1Q225SBEA|FRED-C015:no_candidate_iris_concept,"An analyst needs the archived 2026 Q1 observation for Real Gross Domestic Product. From GDPC1, return the value together with its billions of chained 2017 dollars, SAAR unit."
fred_sem_0058,FRED-C015,concept_series_disambiguation,numeric,excluded,,,GDPC1,,,,FRED-C015:US_REAL_GDP_QOQ:series_mismatch:benchmark=GDPC1:iris=A191RL1Q225SBEA|FRED-C015:no_candidate_iris_concept,"Avoid a concept-selection error between Real Gross Domestic Product and GDP Implicit Price Deflator. Using the former's GDPC1 series, what number applies to 2026 Q1?"
fred_sem_0059,FRED-C015,point_in_time_vintage,numeric,excluded,,,GDPC1,,,,FRED-C015:US_REAL_GDP_QOQ:series_mismatch:benchmark=GDPC1:iris=A191RL1Q225SBEA|FRED-C015:no_candidate_iris_concept,"Respect the explicit as-of boundary 2026-07-29. For Real Gross Domestic Product, identify the terminal observation preserved in the snapshot and state its unit."
fred_sem_0060,FRED-C015,cross_series_reasoning,numeric,excluded,,,GDPC1|RPI,,,,FRED-C015:US_REAL_GDP_QOQ:series_mismatch:benchmark=GDPC1:iris=A191RL1Q225SBEA|FRED-C017:no_concept_mapping|FRED-C015:no_candidate_iris_concept,Calculate two transformations from the frozen data: the latest movement in GDPC1 and in RPI. How far apart are they when the latter is subtracted from the former?
fred_sem_0061,FRED-C016,direct_retrieval,numeric,excluded,,,INDPRO,,,,FRED-C016:US_INDUSTRIAL_PRODUCTION_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C016:no_candidate_iris_concept,Read the INDPRO data point corresponding to June 2026 from the benchmark evidence. What level of Industrial Production Index was recorded?
fred_sem_0062,FRED-C016,concept_series_disambiguation,numeric,excluded,,,INDPRO,,,,FRED-C016:US_INDUSTRIAL_PRODUCTION_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C016:no_candidate_iris_concept,Which frozen value answers the request for Industrial Production Index in June 2026? Retrieve INDPRO; do not answer with the related GDPC1 measure.
fred_sem_0063,FRED-C016,transform_unit,numeric,fully_supported,US_INDUSTRIAL_PRODUCTION_MOM,supported,INDPRO,INDPRO,percent_change_previous_period,percent,,"An analyst asks for movement rather than level. Based on INDPRO during May 2026 to June 2026, what transformed change should be reported for Industrial Production Index?"
fred_sem_0064,FRED-C016,cross_series_reasoning,numeric,excluded,,,INDPRO|GDPC1,,,,FRED-C016:task_not_applicable|FRED-C015:US_REAL_GDP_QOQ:series_mismatch:benchmark=GDPC1:iris=A191RL1Q225SBEA|FRED-C016:no_candidate_iris_concept|FRED-C015:no_candidate_iris_concept,"What is the spread between the previous-period changes of Industrial Production Index and Real Gross Domestic Product, defined explicitly as INDPRO change minus GDPC1 change?"
fred_sem_0065,FRED-C017,concept_series_disambiguation,numeric,excluded,,,RPI,,,,FRED-C017:no_concept_mapping,Which frozen value answers the request for Real Personal Income in May 2026? Retrieve RPI; do not answer with the related PI measure.
fred_sem_0066,FRED-C017,transform_unit,numeric,excluded,,,RPI,,,,FRED-C017:no_concept_mapping,"An analyst asks for movement rather than level. Based on RPI during April 2026 to May 2026, what transformed change should be reported for Real Personal Income?"
fred_sem_0067,FRED-C017,point_in_time_vintage,numeric,excluded,,,RPI,,,,FRED-C017:no_concept_mapping,"A time-bounded request is made as of 2026-07-29. Report the latest evidence then stored for Real Personal Income, including observation period, value, and unit."
fred_sem_0068,FRED-C017,cross_series_reasoning,numeric,excluded,,,RPI|PI,,,,FRED-C017:no_concept_mapping|FRED-C018:no_concept_mapping,"Use the 2026-07-29 evidence to compare the latest changes, not the reported levels, of Real Personal Income and Personal Income. Report the signed gap in percentage points."
fred_sem_0069,FRED-C018,direct_retrieval,numeric,excluded,,,PI,,,,FRED-C018:no_concept_mapping,"The requested metric is Personal Income, series PI. What number appears for May 2026 in the frozen data, in billions of U.S. dollars, SAAR?"
fred_sem_0070,FRED-C018,transform_unit,numeric,excluded,,,PI,,,,FRED-C018:no_concept_mapping,Use the preserved pair of observations to derive the change in Personal Income for April 2026 to May 2026. State the operation implied by: By what percentage did it change?
fred_sem_0071,FRED-C018,point_in_time_vintage,numeric,excluded,,,PI,,,,FRED-C018:no_concept_mapping,"As of the benchmark freeze on 2026-07-29, what was the latest available Personal Income observation in FRED, and which observation period did it cover?"
fred_sem_0072,FRED-C018,cross_series_reasoning,numeric,excluded,,,PI|PCEC96,,,,FRED-C018:no_concept_mapping|FRED-C039:no_concept_mapping,Derive the most recent movement for both PI and PCEC96. By how many percentage points is the first above or below the second?
fred_sem_0073,FRED-C019,direct_retrieval,numeric,excluded,,,OPHNFB,,,,FRED-C019:no_concept_mapping,Return the archived FRED observation—not an estimate—for Nonfarm Business Labor Productivity during 2026 Q1. Use OPHNFB and report index points (2017=100).
fred_sem_0074,FRED-C019,concept_series_disambiguation,numeric,excluded,,,OPHNFB,,,,FRED-C019:no_concept_mapping,"For 2026 Q1, retrieve Nonfarm Business Labor Productivity, not Real Gross Domestic Product. Which value comes from OPHNFB rather than GDPC1 in the frozen FRED snapshot?"
fred_sem_0075,FRED-C019,point_in_time_vintage,numeric,excluded,,,OPHNFB,,,,FRED-C019:no_concept_mapping,Limit the evidence to the FRED snapshot captured on 2026-07-29. What latest value and period were available for Nonfarm Business Labor Productivity (OPHNFB)?
fred_sem_0076,FRED-C019,cross_series_reasoning,numeric,excluded,,,OPHNFB|GDPC1,,,,FRED-C019:no_concept_mapping|FRED-C015:US_REAL_GDP_QOQ:series_mismatch:benchmark=GDPC1:iris=A191RL1Q225SBEA|FRED-C015:no_candidate_iris_concept,"For a cross-series momentum check, compute change(OPHNFB) − change(GDPC1) from their preserved observations. What value does this produce?"
fred_sem_0077,FRED-C020,direct_retrieval,numeric,excluded,,,TCU,,,,FRED-C020:no_concept_mapping,"What value did FRED report for Total Capacity Utilization (TCU) in June 2026, using the benchmark snapshot frozen on 2026-07-29? Give the answer in percent of capacity."
fred_sem_0078,FRED-C020,concept_series_disambiguation,numeric,excluded,,,TCU,,,,FRED-C020:no_concept_mapping,A user needs Total Capacity Utilization for June 2026. Use TCU and avoid the nearby but different UNRATE series for Unemployment Rate; what is the value and unit?
fred_sem_0079,FRED-C020,transform_unit,numeric,excluded,,,TCU,,,,FRED-C020:no_concept_mapping,What was the previous-period change in Total Capacity Utilization across May 2026 to June 2026? Use the frozen TCU observations and report the requested change unit.
fred_sem_0080,FRED-C020,cross_series_reasoning,numeric,excluded,,,TCU|UNRATE,,,,FRED-C020:no_concept_mapping|FRED-C008:US_UNEMPLOYMENT_RATE:transform_mismatch:benchmark=change_previous_period:iris=level|FRED-C008:no_candidate_iris_concept,"Using each series' latest two frozen observations, subtract the previous-period movement of Unemployment Rate (UNRATE) from that of Total Capacity Utilization (TCU). What is the difference in percentage points?"
fred_sem_0081,FRED-C021,direct_retrieval,numeric,partial_candidate,FED_RATE_PATH,candidate,DFF,DFF,level,percent,candidate_status_excluded_from_main_accuracy,"Using the frozen FRED data, retrieve Effective Federal Funds Rate for July 27, 2026. What was the DFF observation in percent?"
fred_sem_0082,FRED-C021,concept_series_disambiguation,numeric,partial_candidate,FED_RATE_PATH,candidate,DFF,DFF,level,percent,candidate_status_excluded_from_main_accuracy,"Disambiguate Effective Federal Funds Rate from Bank Prime Loan Rate: what did DFF report for July 27, 2026 as preserved in the 2026-07-29 snapshot?"
fred_sem_0083,FRED-C021,transform_unit,numeric,excluded,,,DFF,,,,FRED-C021:no_supported_iris_concept|FRED-C021:task_not_applicable,"Derive, rather than merely copy, the period-over-period movement in Effective Federal Funds Rate (DFF) for July 26, 2026 to July 27, 2026. By how many percentage points did it change?"
fred_sem_0084,FRED-C021,point_in_time_vintage,numeric,partial_candidate,FED_RATE_PATH,candidate,DFF,DFF,level,percent,candidate_status_excluded_from_main_accuracy,"Stand at the benchmark cutoff of 2026-07-29 rather than today's live page. Which DFF record was then the newest for Effective Federal Funds Rate, and what did it report?"
fred_sem_0085,FRED-C022,direct_retrieval,numeric,fully_supported,US_3M_TREASURY_YIELD,supported,DGS3MO,DGS3MO,level,percent,,"For July 27, 2026, what was the reported level of 3-Month Treasury Yield in series DGS3MO? Use the snapshot dated 2026-07-29 and state the unit."
fred_sem_0086,FRED-C022,concept_series_disambiguation,numeric,fully_supported,US_3M_TREASURY_YIELD,supported,DGS3MO,DGS3MO,level,percent,,"Using FRED, answer specifically for 3-Month Treasury Yield (DGS3MO) in July 27, 2026, rather than substituting 2-Year Treasury Yield (DGS2). What was reported?"
fred_sem_0087,FRED-C022,transform_unit,numeric,excluded,,,DGS3MO,,,,FRED-C022:task_not_applicable|FRED-C022:no_candidate_iris_concept,"Apply the benchmark's deterministic two-observation transform to DGS3MO over July 24, 2026 to July 27, 2026. For 3-Month Treasury Yield, By how many percentage points did it change?"
fred_sem_0088,FRED-C022,point_in_time_vintage,numeric,fully_supported,US_3M_TREASURY_YIELD,supported,DGS3MO,DGS3MO,level,percent,,"From the archived provider response dated 2026-07-29, select the last non-null 3-Month Treasury Yield data point. Give both its period and value."
fred_sem_0089,FRED-C023,direct_retrieval,numeric,excluded,,,DGS2,,,,FRED-C023:no_concept_mapping,"According to the 2026-07-29 FRED snapshot, what observation does DGS2 give for 2-Year Treasury Yield in July 27, 2026?"
fred_sem_0090,FRED-C023,concept_series_disambiguation,numeric,excluded,,,DGS2,,,,FRED-C023:no_concept_mapping,"Select the series that measures 2-Year Treasury Yield: it is DGS2, not DGS10, which represents 10-Year Treasury Yield. What is the archived July 27, 2026 observation?"
fred_sem_0091,FRED-C023,transform_unit,numeric,excluded,,,DGS2,,,,FRED-C023:no_concept_mapping,"From the archived current and preceding readings of 2-Year Treasury Yield, calculate its movement across July 24, 2026 to July 27, 2026. By how many percentage points did it change?"
fred_sem_0092,FRED-C023,point_in_time_vintage,numeric,excluded,,,DGS2,,,,FRED-C023:no_concept_mapping,What would a retrieval made at the fixed snapshot date 2026-07-29 return as the latest DGS2 observation? Include the period attached to 2-Year Treasury Yield.
fred_sem_0093,FRED-C024,direct_retrieval,numeric,excluded,,,DGS10,,,,FRED-C024:no_concept_mapping,"Look up series DGS10 in the frozen provider response. What numeric reading represents 10-Year Treasury Yield for July 27, 2026, expressed in percent?"
fred_sem_0094,FRED-C024,concept_series_disambiguation,numeric,excluded,,,DGS10,,,,FRED-C024:no_concept_mapping,"The wording refers to 10-Year Treasury Yield. After resolving that phrase to DGS10 instead of DGS2, report the value stored for July 27, 2026."
fred_sem_0095,FRED-C024,transform_unit,numeric,excluded,,,DGS10,,,,FRED-C024:no_concept_mapping,"Do not report the raw level of DGS10. Instead, use the two frozen observations for July 24, 2026 to July 27, 2026 and determine the requested change in 10-Year Treasury Yield."
fred_sem_0096,FRED-C024,point_in_time_vintage,numeric,excluded,,,DGS10,,,,FRED-C024:no_concept_mapping,"Respect the explicit as-of boundary 2026-07-29. For 10-Year Treasury Yield, identify the terminal observation preserved in the snapshot and state its unit."
fred_sem_0097,FRED-C025,direct_retrieval,numeric,excluded,,,T10Y2Y,,,,FRED-C025:no_concept_mapping,"An analyst needs the archived July 28, 2026 observation for 10-Year Minus 2-Year Treasury Spread. From T10Y2Y, return the value together with its percentage points unit."
fred_sem_0098,FRED-C025,concept_series_disambiguation,numeric,excluded,,,T10Y2Y,,,,FRED-C025:no_concept_mapping,"Avoid a concept-selection error between 10-Year Minus 2-Year Treasury Spread and 10-Year Treasury Yield. Using the former's T10Y2Y series, what number applies to July 28, 2026?"
fred_sem_0099,FRED-C025,transform_unit,numeric,excluded,,,T10Y2Y,,,,FRED-C025:no_concept_mapping,"Recompute the period-to-period result for 10-Year Minus 2-Year Treasury Spread from its T10Y2Y inputs spanning July 27, 2026 to July 28, 2026. By how many percentage points did it change, after benchmark rounding?"
fred_sem_0100,FRED-C025,point_in_time_vintage,numeric,excluded,,,T10Y2Y,,,,FRED-C025:no_concept_mapping,"Without consulting a newer release, use the 2026-07-29 archive to find the most recent available value of 10-Year Minus 2-Year Treasury Spread (T10Y2Y). Which period is represented?"
fred_sem_0101,FRED-C026,direct_retrieval,numeric,excluded,,,M2SL,,,,FRED-C026:no_concept_mapping,Read the M2SL data point corresponding to June 2026 from the benchmark evidence. What level of M2 Money Stock was recorded?
fred_sem_0102,FRED-C026,concept_series_disambiguation,numeric,excluded,,,M2SL,,,,FRED-C026:no_concept_mapping,Which frozen value answers the request for M2 Money Stock in June 2026? Retrieve M2SL; do not answer with the related BOGMBASE measure.
fred_sem_0103,FRED-C026,transform_unit,numeric,excluded,,,M2SL,,,,FRED-C026:no_concept_mapping,"An analyst asks for movement rather than level. Based on M2SL during May 2026 to June 2026, what transformed change should be reported for M2 Money Stock?"
fred_sem_0104,FRED-C026,point_in_time_vintage,numeric,excluded,,,M2SL,,,,FRED-C026:no_concept_mapping,"A time-bounded request is made as of 2026-07-29. Report the latest evidence then stored for M2 Money Stock, including observation period, value, and unit."
fred_sem_0105,FRED-C027,direct_retrieval,numeric,excluded,,,BOGMBASE,,,,FRED-C027:no_concept_mapping,"In a reproducible answer based on the 2026-07-29 snapshot, state the June 2026 value of Monetary Base and identify the reported unit."
fred_sem_0106,FRED-C027,concept_series_disambiguation,numeric,excluded,,,BOGMBASE,,,,FRED-C027:no_concept_mapping,"Map the requested indicator to BOGMBASE for Monetary Base, while treating M2SL as a confounder. What observation and unit should be returned for June 2026?"
fred_sem_0107,FRED-C027,transform_unit,numeric,excluded,,,BOGMBASE,,,,FRED-C027:no_concept_mapping,Use the preserved pair of observations to derive the change in Monetary Base for May 2026 to June 2026. State the operation implied by: By what percentage did it change?
fred_sem_0108,FRED-C027,point_in_time_vintage,numeric,excluded,,,BOGMBASE,,,,FRED-C027:no_concept_mapping,"As of the benchmark freeze on 2026-07-29, what was the latest available Monetary Base observation in FRED, and which observation period did it cover?"
fred_sem_0109,FRED-C028,direct_retrieval,numeric,excluded,,,DPRIME,,,,FRED-C028:no_concept_mapping,"The requested metric is Bank Prime Loan Rate, series DPRIME. What number appears for July 22, 2026 in the frozen data, in percent?"
fred_sem_0110,FRED-C028,concept_series_disambiguation,numeric,excluded,,,DPRIME,,,,FRED-C028:no_concept_mapping,"A retrieval system must distinguish Bank Prime Loan Rate (DPRIME) from Effective Federal Funds Rate (DFF). Give the July 22, 2026 value for the first concept only."
fred_sem_0111,FRED-C028,transform_unit,numeric,excluded,,,DPRIME,,,,FRED-C028:no_concept_mapping,"By how many percentage points did it change for Bank Prime Loan Rate (DPRIME) from July 21, 2026 to July 22, 2026? Calculate from the raw observations in the frozen FRED snapshot."
fred_sem_0112,FRED-C028,point_in_time_vintage,numeric,excluded,,,DPRIME,,,,FRED-C028:no_concept_mapping,Limit the evidence to the FRED snapshot captured on 2026-07-29. What latest value and period were available for Bank Prime Loan Rate (DPRIME)?
fred_sem_0113,FRED-C029,direct_retrieval,numeric,excluded,,,BUSLOANS,,,,FRED-C029:no_concept_mapping,Return the archived FRED observation—not an estimate—for Commercial and Industrial Loans during June 2026. Use BUSLOANS and report billions of U.S. dollars.
fred_sem_0114,FRED-C029,concept_series_disambiguation,numeric,excluded,,,BUSLOANS,,,,FRED-C029:no_concept_mapping,"For June 2026, retrieve Commercial and Industrial Loans, not Consumer Loans at Commercial Banks. Which value comes from BUSLOANS rather than CONSUMER in the frozen FRED snapshot?"
fred_sem_0115,FRED-C029,transform_unit,numeric,excluded,,,BUSLOANS,,,,FRED-C029:no_concept_mapping,"Using BUSLOANS, compute the change in Commercial and Industrial Loans over May 2026 to June 2026. By what percentage did it change, with the result rounded to the benchmark precision?"
fred_sem_0116,FRED-C029,point_in_time_vintage,numeric,excluded,,,BUSLOANS,,,,FRED-C029:no_concept_mapping,"At the 2026-07-29 data cutoff, identify the most recent non-missing BUSLOANS observation. What was its value, unit, and period?"
fred_sem_0117,FRED-C030,direct_retrieval,numeric,excluded,,,CONSUMER,,,,FRED-C030:no_concept_mapping,"What value did FRED report for Consumer Loans at Commercial Banks (CONSUMER) in June 2026, using the benchmark snapshot frozen on 2026-07-29? Give the answer in billions of U.S. dollars."
fred_sem_0118,FRED-C030,concept_series_disambiguation,numeric,excluded,,,CONSUMER,,,,FRED-C030:no_concept_mapping,A user needs Consumer Loans at Commercial Banks for June 2026. Use CONSUMER and avoid the nearby but different TOTALSL series for Total Consumer Credit Outstanding; what is the value and unit?
fred_sem_0119,FRED-C030,transform_unit,numeric,excluded,,,CONSUMER,,,,FRED-C030:no_concept_mapping,What was the previous-period change in Consumer Loans at Commercial Banks across May 2026 to June 2026? Use the frozen CONSUMER observations and report the requested change unit.
fred_sem_0120,FRED-C030,point_in_time_vintage,numeric,excluded,,,CONSUMER,,,,FRED-C030:no_concept_mapping,"Using only information frozen as of 2026-07-29, report the latest available reading of Consumer Loans at Commercial Banks and its observation date or period."
fred_sem_0121,FRED-C031,concept_series_disambiguation,numeric,fully_supported,US_CREDIT_CARD_DELINQUENCY_RATE,supported,DRCCLACBS,DRCCLACBS,level,percent,,A user needs Credit Card Delinquency Rate for 2026 Q1. Use DRCCLACBS and avoid the nearby but different TOTALSL series for Total Consumer Credit Outstanding; what is the value and unit?
fred_sem_0122,FRED-C031,transform_unit,numeric,excluded,,,DRCCLACBS,,,,FRED-C031:task_not_applicable|FRED-C031:no_candidate_iris_concept,What was the previous-period change in Credit Card Delinquency Rate across 2025 Q4 to 2026 Q1? Use the frozen DRCCLACBS observations and report the requested change unit.
fred_sem_0123,FRED-C031,point_in_time_vintage,numeric,fully_supported,US_CREDIT_CARD_DELINQUENCY_RATE,supported,DRCCLACBS,DRCCLACBS,level,percent,,"Using only information frozen as of 2026-07-29, report the latest available reading of Credit Card Delinquency Rate and its observation date or period."
fred_sem_0124,FRED-C031,ambiguous_unsupported,clarification,fully_supported,US_CREDIT_CARD_DELINQUENCY_RATE,supported,,DRCCLACBS,level,percent,,"The phrase Credit Card Delinquency Rate could lead to DRCCLACBS or the related TOTALSL, and “latest” has no cutoff. How should a financial-data assistant handle this request?"
fred_sem_0125,FRED-C032,direct_retrieval,numeric,excluded,,,TOTALSL,,,,FRED-C032:no_concept_mapping,"For May 2026, what was the reported level of Total Consumer Credit Outstanding in series TOTALSL? Use the snapshot dated 2026-07-29 and state the unit."
fred_sem_0126,FRED-C032,transform_unit,numeric,excluded,,,TOTALSL,,,,FRED-C032:no_concept_mapping,"Derive, rather than merely copy, the period-over-period movement in Total Consumer Credit Outstanding (TOTALSL) for April 2026 to May 2026. By what percentage did it change?"
fred_sem_0127,FRED-C032,point_in_time_vintage,numeric,excluded,,,TOTALSL,,,,FRED-C032:no_concept_mapping,"Stand at the benchmark cutoff of 2026-07-29 rather than today's live page. Which TOTALSL record was then the newest for Total Consumer Credit Outstanding, and what did it report?"
fred_sem_0128,FRED-C032,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C032:no_concept_mapping,"Suppose a request names Total Consumer Credit Outstanding but leaves the intended series and as-of date unspecified. Before choosing between TOTALSL and CONSUMER, what should the system ask?"
fred_sem_0129,FRED-C033,direct_retrieval,numeric,excluded,,,NFCI,,,,FRED-C033:no_concept_mapping,"According to the 2026-07-29 FRED snapshot, what observation does NFCI give for National Financial Conditions Index in July 24, 2026?"
fred_sem_0130,FRED-C033,concept_series_disambiguation,numeric,excluded,,,NFCI,,,,FRED-C033:no_concept_mapping,"Select the series that measures National Financial Conditions Index: it is NFCI, not DFF, which represents Effective Federal Funds Rate. What is the archived July 24, 2026 observation?"
fred_sem_0131,FRED-C033,point_in_time_vintage,numeric,excluded,,,NFCI,,,,FRED-C033:no_concept_mapping,"From the archived provider response dated 2026-07-29, select the last non-null National Financial Conditions Index data point. Give both its period and value."
fred_sem_0132,FRED-C033,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C033:no_concept_mapping,"No temporal cutoff is supplied for a query about National Financial Conditions Index, and Effective Federal Funds Rate is also a plausible interpretation. Should the assistant guess a value or seek clarification, and about what?"
fred_sem_0133,FRED-C034,direct_retrieval,numeric,excluded,,,HOUST,,,,FRED-C034:US_HOUSING_STARTS:transform_mismatch:benchmark=level:iris=scale_thousands_to_millions|FRED-C034:no_candidate_iris_concept,"Look up series HOUST in the frozen provider response. What numeric reading represents Housing Starts for June 2026, expressed in thousands of units, SAAR?"
fred_sem_0134,FRED-C034,concept_series_disambiguation,numeric,excluded,,,HOUST,,,,FRED-C034:US_HOUSING_STARTS:transform_mismatch:benchmark=level:iris=scale_thousands_to_millions|FRED-C034:no_candidate_iris_concept,"The wording refers to Housing Starts. After resolving that phrase to HOUST instead of PERMIT, report the value stored for June 2026."
fred_sem_0135,FRED-C034,transform_unit,numeric,excluded,,,HOUST,,,,FRED-C034:US_HOUSING_STARTS:transform_mismatch:benchmark=percent_change_previous_period:iris=scale_thousands_to_millions|FRED-C034:no_candidate_iris_concept,"Do not report the raw level of HOUST. Instead, use the two frozen observations for May 2026 to June 2026 and determine the requested change in Housing Starts."
fred_sem_0136,FRED-C034,ambiguous_unsupported,clarification,fully_supported,US_HOUSING_STARTS,supported,,HOUST,scale_thousands_to_millions,millions,,An underspecified retrieval mentions Housing Starts without fixing HOUST against PERMIT or defining “latest.” Describe the correct non-hallucinating response.
fred_sem_0137,FRED-C035,concept_series_disambiguation,numeric,excluded,,,PERMIT,,,,FRED-C035:no_concept_mapping,"The wording refers to Building Permits. After resolving that phrase to PERMIT instead of HSN1F, report the value stored for June 2026."
fred_sem_0138,FRED-C035,transform_unit,numeric,excluded,,,PERMIT,,,,FRED-C035:no_concept_mapping,"Do not report the raw level of PERMIT. Instead, use the two frozen observations for May 2026 to June 2026 and determine the requested change in Building Permits."
fred_sem_0139,FRED-C035,point_in_time_vintage,numeric,excluded,,,PERMIT,,,,FRED-C035:no_concept_mapping,"Respect the explicit as-of boundary 2026-07-29. For Building Permits, identify the terminal observation preserved in the snapshot and state its unit."
fred_sem_0140,FRED-C035,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C035:no_concept_mapping,"A financial question can map either to PERMIT for Building Permits or to HSN1F for New Single-Family Home Sales. With no as-of date, what information must be obtained before data access?"
fred_sem_0141,FRED-C036,direct_retrieval,numeric,excluded,,,HSN1F,,,,FRED-C036:no_concept_mapping,Read the HSN1F data point corresponding to June 2026 from the benchmark evidence. What level of New Single-Family Home Sales was recorded?
fred_sem_0142,FRED-C036,transform_unit,numeric,excluded,,,HSN1F,,,,FRED-C036:no_concept_mapping,"Recompute the period-to-period result for New Single-Family Home Sales from its HSN1F inputs spanning May 2026 to June 2026. By what percentage did it change, after benchmark rounding?"
fred_sem_0143,FRED-C036,point_in_time_vintage,numeric,excluded,,,HSN1F,,,,FRED-C036:no_concept_mapping,"Without consulting a newer release, use the 2026-07-29 archive to find the most recent available value of New Single-Family Home Sales (HSN1F). Which period is represented?"
fred_sem_0144,FRED-C036,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C036:no_concept_mapping,"The requester wants a current New Single-Family Home Sales number, yet current is undated and the concept could be confused with Housing Starts. What should the assistant clarify rather than assume?"
fred_sem_0145,FRED-C037,direct_retrieval,numeric,excluded,,,USSTHPI,,,,FRED-C037:no_concept_mapping,"In a reproducible answer based on the 2026-07-29 snapshot, state the 2026 Q1 value of FHFA U.S. House Price Index and identify the reported unit."
fred_sem_0146,FRED-C037,concept_series_disambiguation,numeric,excluded,,,USSTHPI,,,,FRED-C037:no_concept_mapping,"Map the requested indicator to USSTHPI for FHFA U.S. House Price Index, while treating HOUST as a confounder. What observation and unit should be returned for 2026 Q1?"
fred_sem_0147,FRED-C037,point_in_time_vintage,numeric,excluded,,,USSTHPI,,,,FRED-C037:no_concept_mapping,"A time-bounded request is made as of 2026-07-29. Report the latest evidence then stored for FHFA U.S. House Price Index, including observation period, value, and unit."
fred_sem_0148,FRED-C037,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C037:no_concept_mapping,"Treat HOUST as a semantic confounder for USSTHPI. If a user omits both the series distinction and cutoff date when asking about FHFA U.S. House Price Index, what is the proper response?"
fred_sem_0149,FRED-C038,direct_retrieval,numeric,excluded,,,MORTGAGE30US,,,,FRED-C038:no_concept_mapping,"The requested metric is 30-Year Fixed Mortgage Rate, series MORTGAGE30US. What number appears for July 23, 2026 in the frozen data, in percent?"
fred_sem_0150,FRED-C038,concept_series_disambiguation,numeric,excluded,,,MORTGAGE30US,,,,FRED-C038:no_concept_mapping,"A retrieval system must distinguish 30-Year Fixed Mortgage Rate (MORTGAGE30US) from 10-Year Treasury Yield (DGS10). Give the July 23, 2026 value for the first concept only."
fred_sem_0151,FRED-C038,transform_unit,numeric,excluded,,,MORTGAGE30US,,,,FRED-C038:no_concept_mapping,"By how many percentage points did it change for 30-Year Fixed Mortgage Rate (MORTGAGE30US) from July 16, 2026 to July 23, 2026? Calculate from the raw observations in the frozen FRED snapshot."
fred_sem_0152,FRED-C038,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C038:no_concept_mapping,Can a unique numeric answer be given for an undated request about 30-Year Fixed Mortgage Rate when both MORTGAGE30US and DGS10 are plausible? State the required resolution behavior.
fred_sem_0153,FRED-C039,concept_series_disambiguation,numeric,excluded,,,PCEC96,,,,FRED-C039:no_concept_mapping,A retrieval system must distinguish Real Personal Consumption Expenditures (PCEC96) from Real Personal Income (RPI). Give the May 2026 value for the first concept only.
fred_sem_0154,FRED-C039,transform_unit,numeric,excluded,,,PCEC96,,,,FRED-C039:no_concept_mapping,By what percentage did it change for Real Personal Consumption Expenditures (PCEC96) from April 2026 to May 2026? Calculate from the raw observations in the frozen FRED snapshot.
fred_sem_0155,FRED-C039,point_in_time_vintage,numeric,excluded,,,PCEC96,,,,FRED-C039:no_concept_mapping,Limit the evidence to the FRED snapshot captured on 2026-07-29. What latest value and period were available for Real Personal Consumption Expenditures (PCEC96)?
fred_sem_0156,FRED-C039,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C039:no_concept_mapping,"Before retrieving Real Personal Consumption Expenditures, the assistant notices ambiguity between PCEC96 and RPI plus a missing as-of boundary. What questions should it ask the user?"
fred_sem_0157,FRED-C040,direct_retrieval,numeric,excluded,,,RSAFS,,,,FRED-C040:US_RETAIL_SALES_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C040:no_candidate_iris_concept,"What value did FRED report for Advance Retail Sales (RSAFS) in June 2026, using the benchmark snapshot frozen on 2026-07-29? Give the answer in millions of U.S. dollars."
fred_sem_0158,FRED-C040,transform_unit,numeric,fully_supported,US_RETAIL_SALES_MOM,supported,RSAFS,RSAFS,percent_change_previous_period,percent,,"Using RSAFS, compute the change in Advance Retail Sales over May 2026 to June 2026. By what percentage did it change, with the result rounded to the benchmark precision?"
fred_sem_0159,FRED-C040,point_in_time_vintage,numeric,excluded,,,RSAFS,,,,FRED-C040:US_RETAIL_SALES_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C040:no_candidate_iris_concept,"At the 2026-07-29 data cutoff, identify the most recent non-missing RSAFS observation. What was its value, unit, and period?"
fred_sem_0160,FRED-C040,ambiguous_unsupported,clarification,fully_supported,US_RETAIL_SALES_MOM,supported,,RSAFS,percent_change_previous_period,percent,,"A user asks, ""What is the latest advance retail sales?"" but gives no as-of date and does not resolve RSAFS versus AMTMNO (Total Manufacturing New Orders). What clarification is required before returning a number?"
fred_sem_0161,FRED-C041,direct_retrieval,numeric,excluded,,,DGORDER,,,,FRED-C041:US_DURABLE_GOODS_ORDERS_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C041:no_candidate_iris_concept,"Using the frozen FRED data, retrieve Durable Goods New Orders for June 2026. What was the DGORDER observation in millions of U.S. dollars?"
fred_sem_0162,FRED-C041,concept_series_disambiguation,numeric,excluded,,,DGORDER,,,,FRED-C041:US_DURABLE_GOODS_ORDERS_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C041:no_candidate_iris_concept,Disambiguate Durable Goods New Orders from Total Manufacturing New Orders: what did DGORDER report for June 2026 as preserved in the 2026-07-29 snapshot?
fred_sem_0163,FRED-C041,point_in_time_vintage,numeric,excluded,,,DGORDER,,,,FRED-C041:US_DURABLE_GOODS_ORDERS_MOM:transform_mismatch:benchmark=level:iris=percent_change_previous_period|FRED-C041:no_candidate_iris_concept,"Using only information frozen as of 2026-07-29, report the latest available reading of Durable Goods New Orders and its observation date or period."
fred_sem_0164,FRED-C041,ambiguous_unsupported,clarification,fully_supported,US_DURABLE_GOODS_ORDERS_MOM,supported,,DGORDER,percent_change_previous_period,percent,,"The phrase Durable Goods New Orders could lead to DGORDER or the related AMTMNO, and “latest” has no cutoff. How should a financial-data assistant handle this request?"
fred_sem_0165,FRED-C042,direct_retrieval,numeric,excluded,,,AMTMNO,,,,FRED-C042:no_concept_mapping,"For May 2026, what was the reported level of Total Manufacturing New Orders in series AMTMNO? Use the snapshot dated 2026-07-29 and state the unit."
fred_sem_0166,FRED-C042,concept_series_disambiguation,numeric,excluded,,,AMTMNO,,,,FRED-C042:no_concept_mapping,"Using FRED, answer specifically for Total Manufacturing New Orders (AMTMNO) in May 2026, rather than substituting Total Business Inventories (BUSINV). What was reported?"
fred_sem_0167,FRED-C042,transform_unit,numeric,excluded,,,AMTMNO,,,,FRED-C042:no_concept_mapping,"Apply the benchmark's deterministic two-observation transform to AMTMNO over April 2026 to May 2026. For Total Manufacturing New Orders, By what percentage did it change?"
fred_sem_0168,FRED-C042,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C042:no_concept_mapping,"Suppose a request names Total Manufacturing New Orders but leaves the intended series and as-of date unspecified. Before choosing between AMTMNO and BUSINV, what should the system ask?"
fred_sem_0169,FRED-C043,concept_series_disambiguation,numeric,excluded,,,BUSINV,,,,FRED-C043:no_concept_mapping,"Using FRED, answer specifically for Total Business Inventories (BUSINV) in May 2026, rather than substituting Advance Retail Sales (RSAFS). What was reported?"
fred_sem_0170,FRED-C043,transform_unit,numeric,excluded,,,BUSINV,,,,FRED-C043:no_concept_mapping,"Apply the benchmark's deterministic two-observation transform to BUSINV over April 2026 to May 2026. For Total Business Inventories, By what percentage did it change?"
fred_sem_0171,FRED-C043,point_in_time_vintage,numeric,excluded,,,BUSINV,,,,FRED-C043:no_concept_mapping,"From the archived provider response dated 2026-07-29, select the last non-null Total Business Inventories data point. Give both its period and value."
fred_sem_0172,FRED-C043,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C043:no_concept_mapping,"No temporal cutoff is supplied for a query about Total Business Inventories, and Advance Retail Sales is also a plausible interpretation. Should the assistant guess a value or seek clarification, and about what?"
fred_sem_0173,FRED-C044,direct_retrieval,numeric,excluded,,,EXPGS,,,,FRED-C044:no_concept_mapping,"Look up series EXPGS in the frozen provider response. What numeric reading represents Exports of Goods and Services for 2026 Q1, expressed in billions of U.S. dollars, SAAR?"
fred_sem_0174,FRED-C044,transform_unit,numeric,excluded,,,EXPGS,,,,FRED-C044:no_concept_mapping,"From the archived current and preceding readings of Exports of Goods and Services, calculate its movement across 2025 Q4 to 2026 Q1. By what percentage did it change?"
fred_sem_0175,FRED-C044,point_in_time_vintage,numeric,excluded,,,EXPGS,,,,FRED-C044:no_concept_mapping,What would a retrieval made at the fixed snapshot date 2026-07-29 return as the latest EXPGS observation? Include the period attached to Exports of Goods and Services.
fred_sem_0176,FRED-C044,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C044:no_concept_mapping,An underspecified retrieval mentions Exports of Goods and Services without fixing EXPGS against IMPGS or defining “latest.” Describe the correct non-hallucinating response.
fred_sem_0177,FRED-C045,direct_retrieval,numeric,excluded,,,IMPGS,,,,FRED-C045:no_concept_mapping,"An analyst needs the archived 2026 Q1 observation for Imports of Goods and Services. From IMPGS, return the value together with its billions of U.S. dollars, SAAR unit."
fred_sem_0178,FRED-C045,concept_series_disambiguation,numeric,excluded,,,IMPGS,,,,FRED-C045:no_concept_mapping,"Avoid a concept-selection error between Imports of Goods and Services and Goods and Services Trade Balance. Using the former's IMPGS series, what number applies to 2026 Q1?"
fred_sem_0179,FRED-C045,point_in_time_vintage,numeric,excluded,,,IMPGS,,,,FRED-C045:no_concept_mapping,"Respect the explicit as-of boundary 2026-07-29. For Imports of Goods and Services, identify the terminal observation preserved in the snapshot and state its unit."
fred_sem_0180,FRED-C045,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C045:no_concept_mapping,"A financial question can map either to IMPGS for Imports of Goods and Services or to BOPGSTB for Goods and Services Trade Balance. With no as-of date, what information must be obtained before data access?"
fred_sem_0181,FRED-C046,direct_retrieval,numeric,excluded,,,BOPGSTB,,,,FRED-C046:no_concept_mapping,Read the BOPGSTB data point corresponding to May 2026 from the benchmark evidence. What level of Goods and Services Trade Balance was recorded?
fred_sem_0182,FRED-C046,concept_series_disambiguation,numeric,excluded,,,BOPGSTB,,,,FRED-C046:no_concept_mapping,Which frozen value answers the request for Goods and Services Trade Balance in May 2026? Retrieve BOPGSTB; do not answer with the related EXPGS measure.
fred_sem_0183,FRED-C046,transform_unit,numeric,excluded,,,BOPGSTB,,,,FRED-C046:no_concept_mapping,"An analyst asks for movement rather than level. Based on BOPGSTB during April 2026 to May 2026, what transformed change should be reported for Goods and Services Trade Balance?"
fred_sem_0184,FRED-C046,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C046:no_concept_mapping,"The requester wants a current Goods and Services Trade Balance number, yet current is undated and the concept could be confused with Exports of Goods and Services. What should the assistant clarify rather than assume?"
fred_sem_0185,FRED-C047,concept_series_disambiguation,numeric,excluded,,,DTWEXBGS,,,,FRED-C047:no_concept_mapping,"Which frozen value answers the request for Nominal Broad U.S. Dollar Index in July 24, 2026? Retrieve DTWEXBGS; do not answer with the related DGS10 measure."
fred_sem_0186,FRED-C047,transform_unit,numeric,excluded,,,DTWEXBGS,,,,FRED-C047:no_concept_mapping,"An analyst asks for movement rather than level. Based on DTWEXBGS during July 23, 2026 to July 24, 2026, what transformed change should be reported for Nominal Broad U.S. Dollar Index?"
fred_sem_0187,FRED-C047,point_in_time_vintage,numeric,excluded,,,DTWEXBGS,,,,FRED-C047:no_concept_mapping,"A time-bounded request is made as of 2026-07-29. Report the latest evidence then stored for Nominal Broad U.S. Dollar Index, including observation period, value, and unit."
fred_sem_0188,FRED-C047,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C047:no_concept_mapping,"Treat DGS10 as a semantic confounder for DTWEXBGS. If a user omits both the series distinction and cutoff date when asking about Nominal Broad U.S. Dollar Index, what is the proper response?"
fred_sem_0189,FRED-C048,direct_retrieval,numeric,excluded,,,GFDEBTN,,,,FRED-C048:no_concept_mapping,"The requested metric is Total Public Federal Debt, series GFDEBTN. What number appears for 2026 Q1 in the frozen data, in millions of U.S. dollars?"
fred_sem_0190,FRED-C048,transform_unit,numeric,excluded,,,GFDEBTN,,,,FRED-C048:no_concept_mapping,Use the preserved pair of observations to derive the change in Total Public Federal Debt for 2025 Q4 to 2026 Q1. State the operation implied by: By what percentage did it change?
fred_sem_0191,FRED-C048,point_in_time_vintage,numeric,excluded,,,GFDEBTN,,,,FRED-C048:no_concept_mapping,"As of the benchmark freeze on 2026-07-29, what was the latest available Total Public Federal Debt observation in FRED, and which observation period did it cover?"
fred_sem_0192,FRED-C048,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C048:no_concept_mapping,Can a unique numeric answer be given for an undated request about Total Public Federal Debt when both GFDEBTN and FYFSD are plausible? State the required resolution behavior.
fred_sem_0193,FRED-C049,direct_retrieval,numeric,excluded,,,FYFSD,,,,FRED-C049:no_concept_mapping,Return the archived FRED observation—not an estimate—for Federal Surplus or Deficit during fiscal year 2025. Use FYFSD and report millions of U.S. dollars.
fred_sem_0194,FRED-C049,concept_series_disambiguation,numeric,excluded,,,FYFSD,,,,FRED-C049:no_concept_mapping,"For fiscal year 2025, retrieve Federal Surplus or Deficit, not Federal Government Current Receipts. Which value comes from FYFSD rather than FGRECPT in the frozen FRED snapshot?"
fred_sem_0195,FRED-C049,point_in_time_vintage,numeric,excluded,,,FYFSD,,,,FRED-C049:no_concept_mapping,Limit the evidence to the FRED snapshot captured on 2026-07-29. What latest value and period were available for Federal Surplus or Deficit (FYFSD)?
fred_sem_0196,FRED-C049,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C049:no_concept_mapping,"Before retrieving Federal Surplus or Deficit, the assistant notices ambiguity between FYFSD and FGRECPT plus a missing as-of boundary. What questions should it ask the user?"
fred_sem_0197,FRED-C050,direct_retrieval,numeric,excluded,,,FGRECPT,,,,FRED-C050:no_concept_mapping,"What value did FRED report for Federal Government Current Receipts (FGRECPT) in 2026 Q1, using the benchmark snapshot frozen on 2026-07-29? Give the answer in billions of U.S. dollars, SAAR."
fred_sem_0198,FRED-C050,concept_series_disambiguation,numeric,excluded,,,FGRECPT,,,,FRED-C050:no_concept_mapping,A user needs Federal Government Current Receipts for 2026 Q1. Use FGRECPT and avoid the nearby but different PI series for Personal Income; what is the value and unit?
fred_sem_0199,FRED-C050,transform_unit,numeric,excluded,,,FGRECPT,,,,FRED-C050:no_concept_mapping,What was the previous-period change in Federal Government Current Receipts across 2025 Q4 to 2026 Q1? Use the frozen FGRECPT observations and report the requested change unit.
fred_sem_0200,FRED-C050,ambiguous_unsupported,clarification,excluded,,,,,,,FRED-C050:no_concept_mapping,"A user asks, ""What is the latest federal government current receipts?"" but gives no as-of date and does not resolve FGRECPT versus PI (Personal Income). What clarification is required before returning a number?"