[2026-03-23T11:54:55.343Z] e-ba9cbbf6-3caa-45de-95d7-2a16e3ffa014 qsv_set_working_dir: ok(0.00s)
[2026-03-23T11:54:55.406Z] e-70eef397-ea10-4fcb-b71a-eb6520422782 qsv_get_working_dir: ok(0.00s)
[2026-03-23T11:54:55.406Z] s-70eef397-ea10-4fcb-b71a-eb6520422782 qsv_get_working_dir: qsv_get_working_dir | args: {}
[2026-03-23T11:54:56.956Z] e-c248af5c-e9e4-4065-b337-0a01178f7baa qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T11:54:56.956Z] s-c248af5c-e9e4-4065-b337-0a01178f7baa qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T11:54:58.138Z] s-ec63b637-331b-4bcc-abd8-df4814fd72fe qsv_list_files: qsv_list_files | args: {"directory":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC"}
[2026-03-23T11:54:58.138Z] e-ec63b637-331b-4bcc-abd8-df4814fd72fe qsv_list_files: ok(0.00s)
[2026-03-23T11:55:01.040Z] s-a42bf8e5-92fa-44e6-9a79-548fd4303194 qsv_count: qsv_count | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/HousingDB_post2010.csv","human_readable":true}
[2026-03-23T11:55:01.135Z] e-a42bf8e5-92fa-44e6-9a79-548fd4303194 qsv_count: ok(0.10s)
[2026-03-23T11:55:01.222Z] s-0e7c2a2c-b8ef-4d46-8d4c-758070b656ea qsv_count: qsv_count | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","human_readable":true}
[2026-03-23T11:55:01.263Z] e-0e7c2a2c-b8ef-4d46-8d4c-758070b656ea qsv_count: ok(0.04s)
[2026-03-23T11:55:01.649Z] s-57ae30b6-ce4b-4529-b4e5-b1dad9e1c5be qsv_count: qsv_count | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv","human_readable":true}
[2026-03-23T11:55:01.669Z] e-57ae30b6-ce4b-4529-b4e5-b1dad9e1c5be qsv_count: ok(0.02s)
[2026-03-23T11:55:01.866Z] s-e2ff2d05-29be-4e4c-acaa-1fe4182cb13f qsv_count: qsv_count | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","human_readable":true}
[2026-03-23T11:55:02.865Z] e-e2ff2d05-29be-4e4c-acaa-1fe4182cb13f qsv_count: ok(1.00s)
[2026-03-23T11:55:09.414Z] s-66cc67d7-1b17-4c9f-b946-b3196e145600 qsv_headers: qsv_headers | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/HousingDB_post2010.csv","just_names":true}
[2026-03-23T11:55:09.426Z] e-66cc67d7-1b17-4c9f-b946-b3196e145600 qsv_headers: ok(0.01s)
[2026-03-23T11:55:09.711Z] s-aac83396-3c53-451d-b392-f66b84226f16 qsv_headers: qsv_headers | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","just_names":true}
[2026-03-23T11:55:09.721Z] e-aac83396-3c53-451d-b392-f66b84226f16 qsv_headers: ok(0.01s)
[2026-03-23T11:55:10.073Z] s-408cbd3b-1f82-4386-8c42-e81a961ef1fa qsv_headers: qsv_headers | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv","just_names":true}
[2026-03-23T11:55:10.083Z] e-408cbd3b-1f82-4386-8c42-e81a961ef1fa qsv_headers: ok(0.01s)
[2026-03-23T11:55:13.839Z] s-b8ce9f14-07fd-4a79-9291-02de8b25b556 qsv_stats: qsv_stats | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/HousingDB_post2010.csv","cardinality":true,"infer_dates":true,"quartiles":true,"stats_jsonl":true}
[2026-03-23T11:55:14.054Z] e-b8ce9f14-07fd-4a79-9291-02de8b25b556 qsv_stats: ok(0.21s)
[2026-03-23T11:55:14.651Z] s-b0b207f2-dc25-4dd8-8146-9571ce17de32 qsv_stats: qsv_stats | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","cardinality":true,"infer_dates":true,"stats_jsonl":true}
[2026-03-23T11:55:16.125Z] e-b0b207f2-dc25-4dd8-8146-9571ce17de32 qsv_stats: ok(1.48s)
[2026-03-23T11:55:21.533Z] s-9973994d-b997-49bd-bd49-79ad4afd64d4 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/HousingDB_post2010.csv","sql":"\nSELECT \n  PermitYear AS year,\n  Job_Type,\n  Boro,\n  COUNT(*) AS num_jobs,\n  COALESCE(SUM(CAST(ClassANet AS FLOAT)), 0) AS net_residential_units,\n  COALESCE(SUM(CAST(ClassAProp AS FLOAT)), 0) AS proposed_residential_units\nFROM (SELECT * FROM read_csv('HousingDB_post2010.csv'))\nWHERE PermitYear >= 2010 AND PermitYear <= 2026\nGROUP BY PermitYear, Job_Type, Boro\nORDER BY year DESC, Job_Type, Boro\n","format":"csv","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/housing_supply_by_year_type.csv"}
[2026-03-23T11:55:22.004Z] e-9973994d-b997-49bd-bd49-79ad4afd64d4 qsv_sqlp: error(0.47s): tool returned error
[2026-03-23T11:55:25.268Z] s-e4f9c0b0-65b4-4fa4-88de-8492e5f5b2f7 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/HousingDB_post2010.csv","sql":"\nSELECT \n  PermitYear AS year,\n  Job_Type,\n  Boro,\n  COUNT(*) AS num_jobs,\n  SUM(CAST(ClassANet AS FLOAT)) AS net_residential_units,\n  SUM(CAST(ClassAProp AS FLOAT)) AS proposed_residential_units\nFROM _t_1\nWHERE PermitYear >= 2010 AND PermitYear <= 2026\nGROUP BY PermitYear, Job_Type, Boro\nORDER BY year DESC, Job_Type, Boro\n","format":"csv","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/housing_supply_by_year_type.csv"}
[2026-03-23T11:55:25.301Z] e-e4f9c0b0-65b4-4fa4-88de-8492e5f5b2f7 qsv_sqlp: ok(0.03s)
[2026-03-23T11:55:34.851Z] s-d7b4ba61-526e-4fa2-b503-480c0c752cbe qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/HousingDB_post2010.csv","sql":"\n-- Annual housing supply and completion summary by Permit Year\nSELECT \n  PermitYear AS year,\n  COUNT(*) AS total_jobs,\n  SUM(CASE WHEN Job_Type = 'New Building' THEN 1 ELSE 0 END) AS new_building_jobs,\n  SUM(CASE WHEN Job_Type = 'Alteration' THEN 1 ELSE 0 END) AS alteration_jobs,\n  SUM(CASE WHEN Job_Type = 'Demolition' THEN 1 ELSE 0 END) AS demolition_jobs,\n  ROUND(SUM(CAST(ClassANet AS FLOAT)), 0) AS net_residential_units_permitted,\n  ROUND(SUM(CAST(ClassAProp AS FLOAT)), 0) AS proposed_residential_units,\n  ROUND(SUM(CASE WHEN Job_Type = 'New Building' THEN CAST(ClassAProp AS FLOAT) ELSE 0 END), 0) AS new_units_proposed,\n  ROUND(SUM(CASE WHEN Job_Type = 'Demolition' THEN CAST(ClassANet AS FLOAT) ELSE 0 END), 0) AS units_demolished\nFROM _t_1\nWHERE PermitYear >= 2010 AND PermitYear <= 2026\nGROUP BY PermitYear\nORDER BY year DESC\n","format":"csv","output_file":"/Users/joelnatividad/Downloads/policy…[truncated]
[2026-03-23T11:55:34.874Z] e-d7b4ba61-526e-4fa2-b503-480c0c752cbe qsv_sqlp: ok(0.02s)
[2026-03-23T11:55:39.047Z] s-88901838-0770-4c11-b222-9a79d1cd3e08 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/HousingDB_post2010.csv","sql":"\n-- Job Status distribution and completion rates\nSELECT \n  Job_Status,\n  PermitYear,\n  COUNT(*) AS num_jobs,\n  ROUND(SUM(CAST(ClassANet AS FLOAT)), 0) AS net_residential_units\nFROM _t_1\nWHERE PermitYear >= 2015 AND PermitYear <= 2026\nGROUP BY Job_Status, PermitYear\nORDER BY PermitYear DESC, Job_Status\n","format":"csv","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/job_status_by_year.csv"}
[2026-03-23T11:55:39.071Z] e-88901838-0770-4c11-b222-9a79d1cd3e08 qsv_sqlp: ok(0.02s)
[2026-03-23T11:55:43.997Z] s-b5d93392-ad99-4e1d-86a3-3b364b51a196 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv","sql":"\n-- Subsidy expiration risk analysis: units at risk by program\nSELECT \n  subsidy_name,\n  COUNT(*) AS num_properties,\n  SUM(CAST(tot_units AS FLOAT)) AS total_units,\n  MIN(CAST(end_date AS DATE)) AS earliest_expiration,\n  MAX(CAST(end_date AS DATE)) AS latest_expiration,\n  SUM(CASE \n    WHEN CAST(end_date AS DATE) <= CAST('2026-03-23' AS DATE) THEN CAST(tot_units AS FLOAT) \n    ELSE 0 \n  END) AS units_already_expired,\n  SUM(CASE \n    WHEN CAST(end_date AS DATE) > CAST('2026-03-23' AS DATE) AND CAST(end_date AS DATE) <= DATE_ADD(CAST('2026-03-23' AS DATE), INTERVAL 5 YEAR) THEN CAST(tot_units AS FLOAT)\n    ELSE 0\n  END) AS units_expiring_5yrs,\n  SUM(CASE \n    WHEN CAST(end_date AS DATE) > CAST('2026-03-23' AS DATE) AND CAST(end_date AS DATE) <= DATE_ADD(CAST('2026-03-23' AS DATE), INTERVAL 10 YEAR) THEN CAST(tot_units AS FLOAT)\n    ELSE 0\n  END) AS units_expiring_10yrs\nFROM _t_1…[truncated]
[2026-03-23T11:55:44.235Z] e-b5d93392-ad99-4e1d-86a3-3b364b51a196 qsv_sqlp: error(0.24s): tool returned error
[2026-03-23T11:55:48.524Z] s-bfd33160-6b51-4e6b-889f-c84b8872813e qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv","sql":"\n-- Subsidy expiration risk analysis: units at risk by program\nSELECT \n  subsidy_name,\n  COUNT(*) AS num_properties,\n  SUM(CAST(tot_units AS FLOAT)) AS total_units,\n  MIN(CAST(end_date AS DATE)) AS earliest_expiration,\n  MAX(CAST(end_date AS DATE)) AS latest_expiration\nFROM _t_1\nWHERE subsidy_name IS NOT NULL\nGROUP BY subsidy_name\nORDER BY total_units DESC\nLIMIT 25\n","format":"csv","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/subsidy_expiration_risk.csv"}
[2026-03-23T11:55:48.643Z] e-bfd33160-6b51-4e6b-889f-c84b8872813e qsv_sqlp: error(0.12s): tool returned error
[2026-03-23T11:55:53.085Z] s-0cf8dc80-3421-4ba8-b67a-faaf841ffed7 qsv_frequency: qsv_frequency | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv","limit":"20","select":"subsidy_name,tenure,preservation,program","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/subsidy_frequency.csv"}
[2026-03-23T11:55:53.118Z] e-0cf8dc80-3421-4ba8-b67a-faaf841ffed7 qsv_frequency: ok(0.03s)
[2026-03-23T11:56:14.421Z] s-3b94d092-3121-44ad-a039-a4e62f7a168a qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","sql":"\n-- Identify underbuilt residential lots (zoning capacity analysis)\n-- Filter to residential zoning (R1 through R10) with unitsres > 0\nSELECT \n  boro,\n  community_board,\n  COUNT(*) AS num_underbuilt_lots,\n  SUM(CAST(residfar AS FLOAT)) AS total_allowable_far,\n  SUM(CAST(builtfar AS FLOAT)) AS total_current_far,\n  ROUND(AVG(CAST(residfar AS FLOAT)), 2) AS avg_allowable_far,\n  ROUND(AVG(CAST(builtfar AS FLOAT)), 2) AS avg_current_far,\n  ROUND(AVG(CAST(unitsres AS FLOAT)), 0) AS avg_current_units\nFROM _t_1\nWHERE CAST(residfar AS FLOAT) > 0 \n  AND CAST(builtfar AS FLOAT) < CAST(residfar AS FLOAT)\n  AND CAST(unitsres AS FLOAT) > 0\nGROUP BY boro, community_board\nORDER BY boro, community_board\n","format":"csv","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/pluto_underbuilt_capacity.csv"}
[2026-03-23T11:56:14.633Z] e-3b94d092-3121-44ad-a039-a4e62f7a168a qsv_sqlp: error(0.21s): tool returned error
[2026-03-23T11:56:19.301Z] s-d06104a0-d8b0-4097-9336-b74062b5757c qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","sql":"\n-- Identify underbuilt residential lots (zoning capacity analysis)\nSELECT \n  borough,\n  \"community board\",\n  COUNT(*) AS num_underbuilt_lots,\n  ROUND(AVG(CAST(residfar AS FLOAT)), 2) AS avg_allowable_residfar,\n  ROUND(AVG(CAST(builtfar AS FLOAT)), 2) AS avg_current_builtfar,\n  ROUND(AVG(CAST(unitsres AS FLOAT)), 0) AS avg_current_residential_units,\n  COUNT(*) AS count_lots\nFROM _t_1\nWHERE CAST(residfar AS FLOAT) > 0.0\nGROUP BY borough, \"community board\"\nORDER BY borough, \"community board\"\nLIMIT 100\n","format":"csv","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/pluto_capacity_summary.csv"}
[2026-03-23T11:56:19.875Z] e-d06104a0-d8b0-4097-9336-b74062b5757c qsv_sqlp: error(0.57s): tool returned error
[2026-03-23T11:56:24.566Z] s-8a05a7ea-b5f8-4083-9d41-e04ac5958791 qsv_frequency: qsv_frequency | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","limit":"15","select":"boro_name,sub_fin,sub_prog,sub_tax,ser_violation,tax_delinquency","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/furman_bbl_frequency.csv"}
[2026-03-23T11:56:24.674Z] e-8a05a7ea-b5f8-4083-9d41-e04ac5958791 qsv_frequency: ok(0.11s)
[2026-03-23T12:20:19.923Z] e-3c245a37-8824-4c48-82d2-9609bfcf1393 qsv_set_working_dir: ok(0.00s)
[2026-03-23T12:20:19.923Z] s-3c245a37-8824-4c48-82d2-9609bfcf1393 qsv_set_working_dir: qsv_set_working_dir | args: {"directory":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC"}
[2026-03-23T12:20:22.279Z] e-b82b756a-a91e-4fbf-853b-a69e3dfea980 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T12:20:22.279Z] s-b82b756a-a91e-4fbf-853b-a69e3dfea980 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T12:20:22.631Z] s-17bcacff-fe8e-4e0f-874b-d41f755928f4 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T12:20:22.631Z] e-17bcacff-fe8e-4e0f-874b-d41f755928f4 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T12:20:44.146Z] s-1834774b-052b-4d82-94b4-89921071a81a qsv_index: qsv_index | args: {"input_file":"/tmp/streeteasy/medianAskingRent_All.csv"}
[2026-03-23T12:20:44.150Z] e-1834774b-052b-4d82-94b4-89921071a81a qsv_index: error(0.00s): tool returned error
[2026-03-23T12:20:44.353Z] s-69ed7ef6-7ae4-4443-9657-00b73cebc2e0 qsv_sniff: qsv_sniff | args: {"input_file":"/tmp/streeteasy/medianAskingRent_All.csv"}
[2026-03-23T12:20:44.355Z] e-69ed7ef6-7ae4-4443-9657-00b73cebc2e0 qsv_sniff: error(0.00s): tool returned error
[2026-03-23T12:20:44.551Z] s-422827ce-c6c0-4436-9054-a367c039e6fc qsv_headers: qsv_headers | args: {"input_file":"/tmp/streeteasy/medianAskingRent_All.csv"}
[2026-03-23T12:20:44.552Z] e-422827ce-c6c0-4436-9054-a367c039e6fc qsv_headers: error(0.00s): tool returned error
[2026-03-23T12:20:54.286Z] s-55054bad-33ce-46b4-ae4f-26ddc4dfa058 qsv_set_working_dir: qsv_set_working_dir | args: {"directory":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/streeteasy_extracted"}
[2026-03-23T12:20:59.545Z] e-b9a21e9e-1306-46bd-a2ae-a3a56f3d2d3a qsv_set_working_dir: ok(0.00s)
[2026-03-23T12:21:01.482Z] s-19a4225f-c583-4ffd-a035-2053cf072f65 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T12:21:01.482Z] e-19a4225f-c583-4ffd-a035-2053cf072f65 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T12:21:01.634Z] s-7645b874-cfed-4aa4-bbee-00dd2247d815 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T12:21:01.635Z] e-7645b874-cfed-4aa4-bbee-00dd2247d815 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T12:21:02.646Z] s-d5ee122c-fb33-472e-8d6d-e332404dafb9 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T12:21:02.646Z] e-d5ee122c-fb33-472e-8d6d-e332404dafb9 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T12:21:03.448Z] s-68fedc3c-9b0c-4868-a3ed-f0185e52efab qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/streeteasy_extracted/medianAskingRent_All.csv","sql":"\nSELECT \n  areaName,\n  Borough,\n  areaType,\n  -- 2010 annual average\n  ROUND(((CAST(\"2010-01\" AS FLOAT) + CAST(\"2010-02\" AS FLOAT) + CAST(\"2010-03\" AS FLOAT) + CAST(\"2010-04\" AS FLOAT) + \n         CAST(\"2010-05\" AS FLOAT) + CAST(\"2010-06\" AS FLOAT) + CAST(\"2010-07\" AS FLOAT) + CAST(\"2010-08\" AS FLOAT) + \n         CAST(\"2010-09\" AS FLOAT) + CAST(\"2010-10\" AS FLOAT) + CAST(\"2010-11\" AS FLOAT) + CAST(\"2010-12\" AS FLOAT))/12), 0) as rent_2010,\n  -- 2015 annual average\n  ROUND(((CAST(\"2015-01\" AS FLOAT) + CAST(\"2015-02\" AS FLOAT) + CAST(\"2015-03\" AS FLOAT) + CAST(\"2015-04\" AS FLOAT) + \n         CAST(\"2015-05\" AS FLOAT) + CAST(\"2015-06\" AS FLOAT) + CAST(\"2015-07\" AS FLOAT) + CAST(\"2015-08\" AS FLOAT) + \n         CAST(\"2015-09\" AS FLOAT) + CAST(\"2015-10\" AS FLOAT) + CAST(\"2015-11\" AS FLOAT) + CAST(\"2015-12\" AS FLOAT))/12), 0) as rent_2015…[truncated]
[2026-03-23T12:21:03.610Z] s-ff01ddb0-2a5f-44cf-a68b-3a4160e15f10 qsv_headers: qsv_headers | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv"}
[2026-03-23T12:21:03.663Z] e-68fedc3c-9b0c-4868-a3ed-f0185e52efab qsv_sqlp: ok(0.21s)
[2026-03-23T12:21:03.676Z] e-ff01ddb0-2a5f-44cf-a68b-3a4160e15f10 qsv_headers: ok(0.07s)
[2026-03-23T12:21:03.736Z] s-0abf804a-f698-46f2-8aab-4ee16f1ae3e9 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T12:21:03.736Z] e-0abf804a-f698-46f2-8aab-4ee16f1ae3e9 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T12:21:03.820Z] s-afa65038-832e-4e07-aa0e-c2286a8bdbb3 qsv_headers: qsv_headers | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv"}
[2026-03-23T12:21:03.831Z] e-afa65038-832e-4e07-aa0e-c2286a8bdbb3 qsv_headers: ok(0.01s)
[2026-03-23T12:21:04.086Z] s-aa64a91a-78aa-4927-936c-2f06da3caee1 qsv_count: qsv_count | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv"}
[2026-03-23T12:21:04.096Z] e-aa64a91a-78aa-4927-936c-2f06da3caee1 qsv_count: ok(0.01s)
[2026-03-23T12:21:15.068Z] s-15218100-af56-4f5e-a751-e29990df727e qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"\nSELECT \n  bbl,\n  boro_name,\n  cd_name,\n  res_units,\n  start_421a,\n  end_421a,\n  start_421a_aff,\n  end_421a_aff,\n  ser_violation,\n  tax_delinquency,\n  assessed_value,\n  CASE \n    WHEN (prog_421a = 1 OR prog_421a_aff = 1) THEN 1\n    ELSE 0\n  END AS has_421a\nFROM _t_1\nWHERE prog_421a = 1 OR prog_421a_aff = 1\nLIMIT 10\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/temp_421a_sample.csv"}
[2026-03-23T12:21:15.348Z] e-15218100-af56-4f5e-a751-e29990df727e qsv_sqlp: ok(0.28s)
[2026-03-23T12:21:19.950Z] s-9440e585-c48c-4863-9135-149d35efca35 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"\nSELECT \n  bbl,\n  boro_name,\n  cd_name,\n  res_units,\n  year_built,\n  assessed_value,\n  ser_violation,\n  tax_delinquency,\n  CASE \n    WHEN prog_421a = 1 THEN 'Regular 421-a'\n    WHEN prog_421a_aff = 1 THEN 'Affordable 421-a'\n    ELSE NULL\n  END AS prog_type,\n  CASE \n    WHEN prog_421a = 1 THEN end_421a\n    WHEN prog_421a_aff = 1 THEN end_421a_aff\n    ELSE NULL\n  END AS end_date_raw,\n  CASE \n    WHEN prog_421a = 1 THEN start_421a\n    WHEN prog_421a_aff = 1 THEN start_421a_aff\n    ELSE NULL\n  END AS start_date_raw,\n  CASE \n    WHEN (prog_421a = 1 OR prog_421a_aff = 1) THEN 1\n    ELSE 0\n  END AS has_421a\nFROM _t_1\nWHERE prog_421a = 1 OR prog_421a_aff = 1\nORDER BY boro_name, end_date_raw\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/furman_421a_expiration_timeline.csv"}
[2026-03-23T12:21:19.970Z] e-9440e585-c48c-4863-9135-149d35efca35 qsv_sqlp: error(0.02s): tool returned error
[2026-03-23T12:21:20.419Z] s-a0e2a0af-bea6-4ca5-b22c-5eb9f85c9ea2 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/streeteasy_extracted/medianAskingRent_All.csv","sql":"\nSELECT \n  areaName,\n  Borough,\n  areaType,\n  ROUND(((CAST(\"2010-01\" AS FLOAT) + CAST(\"2010-02\" AS FLOAT) + CAST(\"2010-03\" AS FLOAT) + CAST(\"2010-04\" AS FLOAT) + \n         CAST(\"2010-05\" AS FLOAT) + CAST(\"2010-06\" AS FLOAT) + CAST(\"2010-07\" AS FLOAT) + CAST(\"2010-08\" AS FLOAT) + \n         CAST(\"2010-09\" AS FLOAT) + CAST(\"2010-10\" AS FLOAT) + CAST(\"2010-11\" AS FLOAT) + CAST(\"2010-12\" AS FLOAT))/12), 0) as rent_2010,\n  ROUND(((CAST(\"2019-01\" AS FLOAT) + CAST(\"2019-02\" AS FLOAT) + CAST(\"2019-03\" AS FLOAT) + CAST(\"2019-04\" AS FLOAT) + \n         CAST(\"2019-05\" AS FLOAT) + CAST(\"2019-06\" AS FLOAT) + CAST(\"2019-07\" AS FLOAT) + CAST(\"2019-08\" AS FLOAT) + \n         CAST(\"2019-09\" AS FLOAT) + CAST(\"2019-10\" AS FLOAT) + CAST(\"2019-11\" AS FLOAT) + CAST(\"2019-12\" AS FLOAT))/12), 0) as rent_2019,\n  ROUND(((CAST(\"2020-01\" AS FLOAT) + CAST(\"202…[truncated]
[2026-03-23T12:21:20.440Z] e-a0e2a0af-bea6-4ca5-b22c-5eb9f85c9ea2 qsv_sqlp: ok(0.02s)
[2026-03-23T12:21:24.853Z] s-da391ac3-15ce-4782-b998-df1534de1534 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"\nSELECT \n  bbl,\n  boro_name,\n  cd_name,\n  res_units,\n  year_built,\n  assessed_value,\n  COALESCE(ser_violation, 0) AS ser_violation,\n  COALESCE(tax_delinquency, 0) AS tax_delinquency,\n  CASE \n    WHEN prog_421a = 1 THEN 'Regular 421-a'\n    WHEN prog_421a_aff = 1 THEN 'Affordable 421-a'\n    ELSE NULL\n  END AS prog_type,\n  CASE \n    WHEN prog_421a = 1 THEN CAST(end_421a AS VARCHAR)\n    WHEN prog_421a_aff = 1 THEN CAST(end_421a_aff AS VARCHAR)\n    ELSE NULL\n  END AS end_date_yyyymmdd,\n  CASE \n    WHEN prog_421a = 1 THEN CAST(start_421a AS VARCHAR)\n    WHEN prog_421a_aff = 1 THEN CAST(start_421a_aff AS VARCHAR)\n    ELSE NULL\n  END AS start_date_yyyymmdd\nFROM _t_1\nWHERE prog_421a = 1 OR prog_421a_aff = 1\nORDER BY boro_name, end_date_yyyymmdd\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/furman_421a_expiration_timeline.csv"}
[2026-03-23T12:21:24.888Z] e-da391ac3-15ce-4782-b998-df1534de1534 qsv_sqlp: ok(0.04s)
[2026-03-23T12:21:26.283Z] s-89031b49-9755-4644-aaad-36c90bc3954c qsv_set_working_dir: qsv_set_working_dir | args: {"directory":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC"}
[2026-03-23T12:21:26.283Z] e-89031b49-9755-4644-aaad-36c90bc3954c qsv_set_working_dir: ok(0.00s)
[2026-03-23T12:21:26.426Z] s-e3d5102d-b59f-423f-901c-f3a0ddd4fa0f qsv_get_working_dir: qsv_get_working_dir | args: {}
[2026-03-23T12:21:26.426Z] e-e3d5102d-b59f-423f-901c-f3a0ddd4fa0f qsv_get_working_dir: ok(0.00s)
[2026-03-23T12:21:27.350Z] s-acf63f3c-cc14-4c0d-b191-93af8cbda1b2 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T12:21:27.353Z] e-acf63f3c-cc14-4c0d-b191-93af8cbda1b2 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T12:21:27.496Z] s-1b8154d9-9491-47e8-87eb-c76c62834912 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T12:21:27.496Z] e-1b8154d9-9491-47e8-87eb-c76c62834912 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T12:21:27.638Z] e-8b46ec16-cf79-4da0-9d15-06289fea0b6c qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T12:21:27.638Z] s-8b46ec16-cf79-4da0-9d15-06289fea0b6c qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T12:21:28.638Z] s-df1be8eb-409f-4fa2-a143-91c46acb26b0 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T12:21:28.638Z] s-bd5f0d4a-d37a-486a-bd52-6e6fc7ed5d73 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T12:21:28.638Z] e-bd5f0d4a-d37a-486a-bd52-6e6fc7ed5d73 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T12:21:28.639Z] e-df1be8eb-409f-4fa2-a143-91c46acb26b0 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T12:21:30.243Z] s-d924b65b-8863-463e-aa32-e5f78f36c7d9 qsv_index: qsv_index | args: {"input_file":"NYC311-2010-to-20260301.csv"}
[2026-03-23T12:21:44.989Z] s-cf2aad12-38b8-4501-9f52-c2c610db405f qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/streeteasy_extracted/medianAskingRent_All.csv","sql":"\nWITH base AS (\n  SELECT \n    areaName,\n    Borough,\n    areaType,\n    ROUND(((CAST(\"2010-01\" AS FLOAT) + CAST(\"2010-02\" AS FLOAT) + CAST(\"2010-03\" AS FLOAT) + CAST(\"2010-04\" AS FLOAT) + \n           CAST(\"2010-05\" AS FLOAT) + CAST(\"2010-06\" AS FLOAT) + CAST(\"2010-07\" AS FLOAT) + CAST(\"2010-08\" AS FLOAT) + \n           CAST(\"2010-09\" AS FLOAT) + CAST(\"2010-10\" AS FLOAT) + CAST(\"2010-11\" AS FLOAT) + CAST(\"2010-12\" AS FLOAT))/12), 0) as rent_2010,\n    ROUND(((CAST(\"2019-01\" AS FLOAT) + CAST(\"2019-02\" AS FLOAT) + CAST(\"2019-03\" AS FLOAT) + CAST(\"2019-04\" AS FLOAT) + \n           CAST(\"2019-05\" AS FLOAT) + CAST(\"2019-06\" AS FLOAT) + CAST(\"2019-07\" AS FLOAT) + CAST(\"2019-08\" AS FLOAT) + \n           CAST(\"2019-09\" AS FLOAT) + CAST(\"2019-10\" AS FLOAT) + CAST(\"2019-11\" AS FLOAT) + CAST(\"2019-12\" AS FLOAT))/12), 0) as rent_2019,\n    ROUND(((C…[truncated]
[2026-03-23T12:22:15.343Z] s-e50f79fa-9832-4d4c-bc63-32bad23b590c qsv_headers: qsv_headers | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv"}
[2026-03-23T12:22:28.570Z] e-d924b65b-8863-463e-aa32-e5f78f36c7d9 qsv_index: ok(58.33s)
[2026-03-23T12:22:28.639Z] e-cf2aad12-38b8-4501-9f52-c2c610db405f qsv_sqlp: ok(43.65s)
[2026-03-23T12:22:28.650Z] e-e50f79fa-9832-4d4c-bc63-32bad23b590c qsv_headers: ok(13.31s)
[2026-03-23T12:22:28.701Z] s-3f7bfd26-e4de-4e11-828b-7bf7a5bc2b06 qsv_count: qsv_count | args: {"input_file":"NYC311-2010-to-20260301.csv"}
[2026-03-23T12:22:28.711Z] e-3f7bfd26-e4de-4e11-828b-7bf7a5bc2b06 qsv_count: ok(0.01s)
[2026-03-23T12:22:28.823Z] s-857bb9dc-2080-4772-80e8-346ca68d4793 qsv_headers: qsv_headers | args: {"input_file":"NYC311-2010-to-20260301.csv"}
[2026-03-23T12:22:28.834Z] e-857bb9dc-2080-4772-80e8-346ca68d4793 qsv_headers: ok(0.01s)
[2026-03-23T12:22:32.409Z] s-bfa3aebd-fd37-4f19-a4bf-d4de4221c480 qsv_frequency: qsv_frequency | args: {"input_file":"NYC311-2010-to-20260301.csv","limit":"20","select":"4","output_file":"311_agency_frequency.csv"}
[2026-03-23T12:22:34.851Z] s-7aba0219-79a6-44ef-b6bd-ebd9fa37aa13 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/streeteasy_extracted/medianAskingRent_Studio.csv","sql":"\nWITH base AS (\n  SELECT \n    areaName, Borough, areaType,\n    ROUND(((CAST(\"2019-01\" AS FLOAT) + CAST(\"2019-02\" AS FLOAT) + CAST(\"2019-03\" AS FLOAT) + CAST(\"2019-04\" AS FLOAT) + \n           CAST(\"2019-05\" AS FLOAT) + CAST(\"2019-06\" AS FLOAT) + CAST(\"2019-07\" AS FLOAT) + CAST(\"2019-08\" AS FLOAT) + \n           CAST(\"2019-09\" AS FLOAT) + CAST(\"2019-10\" AS FLOAT) + CAST(\"2019-11\" AS FLOAT) + CAST(\"2019-12\" AS FLOAT))/12), 0) as rent_2019,\n    ROUND(((CAST(\"2022-01\" AS FLOAT) + CAST(\"2022-02\" AS FLOAT) + CAST(\"2022-03\" AS FLOAT) + CAST(\"2022-04\" AS FLOAT) + \n           CAST(\"2022-05\" AS FLOAT) + CAST(\"2022-06\" AS FLOAT) + CAST(\"2022-07\" AS FLOAT) + CAST(\"2022-08\" AS FLOAT) + \n           CAST(\"2022-09\" AS FLOAT) + CAST(\"2022-10\" AS FLOAT) + CAST(\"2022-11\" AS FLOAT) + CAST(\"2022-12\" AS FLOAT))/12), 0) as rent_2022,\n    ROUND(((CAST(\"2…[truncated]
[2026-03-23T13:42:53.835Z] s-e3cc2c91-2af0-455b-8331-a0825028d4f7 qsv_set_working_dir: qsv_set_working_dir | args: {"directory":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC"}
[2026-03-23T13:42:53.835Z] e-e3cc2c91-2af0-455b-8331-a0825028d4f7 qsv_set_working_dir: ok(0.00s)
[2026-03-23T13:42:55.066Z] e-4285fa72-c31d-413f-ac85-b0c6281e16fc qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T13:42:55.066Z] s-4285fa72-c31d-413f-ac85-b0c6281e16fc qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T13:42:56.496Z] s-8b413033-aeb3-4b73-927e-5c8b0190669c qsv_count: qsv_count | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv"}
[2026-03-23T13:42:56.544Z] e-8b413033-aeb3-4b73-927e-5c8b0190669c qsv_count: ok(0.05s)
[2026-03-23T13:42:59.248Z] s-c4fe9511-a916-4b3d-989a-d2d6e1dd33d3 qsv_count: qsv_count | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv"}
[2026-03-23T13:42:59.270Z] e-c4fe9511-a916-4b3d-989a-d2d6e1dd33d3 qsv_count: ok(0.02s)
[2026-03-23T13:43:08.152Z] s-8782e27c-2547-4ce2-a8a7-6ef102742bb4 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"\n-- Extract 421-a properties and build expiration timeline\nSELECT\n  CASE \n    WHEN prog_421a = 1 THEN 'Regular 421-a'\n    WHEN prog_421a_aff = 1 THEN 'Affordable Housing (421-a-AFF)'\n    ELSE 'Other'\n  END AS program_type,\n  CASE \n    WHEN prog_421a = 1 THEN CAST(end_421a AS VARCHAR)\n    WHEN prog_421a_aff = 1 THEN CAST(end_421a_aff AS VARCHAR)\n    ELSE NULL\n  END AS expiration_date,\n  COUNT(*) AS property_count,\n  SUM(COALESCE(res_units, 0)) AS total_residential_units,\n  SUM(CASE WHEN ser_violation > 0 THEN 1 ELSE 0 END) AS properties_with_violations,\n  SUM(CASE WHEN tax_delinquency = 1 THEN 1 ELSE 0 END) AS properties_delinquent\nFROM (\n  SELECT \n    bbl, boro_name, cd_name, res_units, \n    prog_421a, prog_421a_aff, \n    end_421a, end_421a_aff,\n    ser_violation, tax_delinquency\n  FROM FC_SHD_bbl_analysis_2025_05_13\n  WHERE prog_421a = 1 OR prog_421a_aff = 1\n)\nGROUP BY prog…[truncated]
[2026-03-23T13:43:08.238Z] e-8782e27c-2547-4ce2-a8a7-6ef102742bb4 qsv_sqlp: error(0.09s): tool returned error
[2026-03-23T13:43:11.053Z] s-d4bbadc4-7800-4c90-8be5-90b2037f5598 qsv_headers: qsv_headers | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","just_names":true}
[2026-03-23T13:43:11.067Z] e-d4bbadc4-7800-4c90-8be5-90b2037f5598 qsv_headers: ok(0.01s)
[2026-03-23T13:43:16.812Z] s-bcedbd73-53ff-4cdb-867c-dbed5d4dd664 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.parquet","sql":"\nSELECT\n  CASE \n    WHEN prog_421a = 1 THEN 'Regular 421-a'\n    WHEN prog_421a_aff = 1 THEN 'Affordable Housing (421-a-AFF)'\n  END AS program_type,\n  CASE \n    WHEN prog_421a = 1 AND end_421a IS NOT NULL THEN SUBSTR(CAST(end_421a AS VARCHAR), 1, 4)\n    WHEN prog_421a_aff = 1 AND end_421a_aff IS NOT NULL THEN SUBSTR(CAST(end_421a_aff AS VARCHAR), 1, 4)\n  END AS expiration_year,\n  COUNT(*) AS property_count,\n  CAST(SUM(COALESCE(CAST(res_units AS INTEGER), 0)) AS INTEGER) AS total_residential_units,\n  SUM(CASE WHEN CAST(ser_violation AS INTEGER) > 0 THEN 1 ELSE 0 END) AS properties_with_violations,\n  SUM(CASE WHEN tax_delinquency = 1 THEN 1 ELSE 0 END) AS properties_delinquent\nFROM read_csv_auto('FC_SHD_bbl_analysis_2025-05-13.parquet')\nWHERE prog_421a = 1 OR prog_421a_aff = 1\nGROUP BY program_type, expiration_year\nORDER BY expiration_year, program_type\n","output_file":"/Users/joel…[truncated]
[2026-03-23T13:43:17.134Z] e-bcedbd73-53ff-4cdb-867c-dbed5d4dd664 qsv_sqlp: error(0.33s): tool returned error
[2026-03-23T13:43:19.677Z] s-282e0a02-7eaa-4794-a6d4-8d84f28150eb qsv_set_working_dir: qsv_set_working_dir | args: {"directory":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC"}
[2026-03-23T13:43:19.677Z] e-282e0a02-7eaa-4794-a6d4-8d84f28150eb qsv_set_working_dir: ok(0.00s)
[2026-03-23T13:43:20.417Z] s-ccebd4cb-a091-4688-8ae0-a9ac16cdbd79 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T13:43:20.417Z] e-ccebd4cb-a091-4688-8ae0-a9ac16cdbd79 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T13:43:21.163Z] s-1f36ad12-3740-492c-9657-960bdf8723b9 qsv_browse_directory: qsv_browse_directory | args: {"directory":"/"}
[2026-03-23T13:43:21.163Z] e-1f36ad12-3740-492c-9657-960bdf8723b9 qsv_browse_directory: error(0.00s): tool returned error
[2026-03-23T13:43:21.253Z] s-4750947a-20b2-4714-803b-92761c65676e qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"\nSELECT\n  CASE \n    WHEN prog_421a = 1 THEN 'Regular 421-a'\n    WHEN prog_421a_aff = 1 THEN 'Affordable Housing (421-a-AFF)'\n  END AS program_type,\n  CASE \n    WHEN prog_421a = 1 AND end_421a IS NOT NULL THEN SUBSTR(CAST(end_421a AS VARCHAR), 1, 4)\n    WHEN prog_421a_aff = 1 AND end_421a_aff IS NOT NULL THEN SUBSTR(CAST(end_421a_aff AS VARCHAR), 1, 4)\n  END AS expiration_year,\n  COUNT(*) AS property_count,\n  CAST(SUM(COALESCE(CAST(res_units AS INTEGER), 0)) AS INTEGER) AS total_residential_units,\n  SUM(CASE WHEN CAST(ser_violation AS INTEGER) > 0 THEN 1 ELSE 0 END) AS properties_with_violations,\n  SUM(CASE WHEN tax_delinquency = 1 THEN 1 ELSE 0 END) AS properties_delinquent\nWHERE prog_421a = 1 OR prog_421a_aff = 1\nGROUP BY program_type, expiration_year\nORDER BY expiration_year, program_type\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/subsidy_expiration_timel…[truncated]
[2026-03-23T13:43:21.267Z] e-4750947a-20b2-4714-803b-92761c65676e qsv_sqlp: error(0.01s): tool returned error
[2026-03-23T13:43:25.941Z] s-3fee74ac-feb1-4fa1-8422-61beb6007737 qsv_headers: qsv_headers | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311-2010-to-20260301.csv"}
[2026-03-23T13:43:25.952Z] e-3fee74ac-feb1-4fa1-8422-61beb6007737 qsv_headers: ok(0.01s)
[2026-03-23T13:43:26.130Z] s-480d4cc5-c229-44a1-89e4-874aa1d0315c qsv_count: qsv_count | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311-2010-to-20260301.csv"}
[2026-03-23T13:43:26.141Z] e-480d4cc5-c229-44a1-89e4-874aa1d0315c qsv_count: ok(0.01s)
[2026-03-23T13:43:26.296Z] s-88b547b7-b716-4be8-9f1c-30bc6210a2c1 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"\nSELECT\n  CASE \n    WHEN _t_1.prog_421a = 1 THEN 'Regular 421-a'\n    WHEN _t_1.prog_421a_aff = 1 THEN 'Affordable Housing (421-a-AFF)'\n  END AS program_type,\n  CASE \n    WHEN _t_1.prog_421a = 1 AND _t_1.end_421a IS NOT NULL THEN SUBSTR(CAST(_t_1.end_421a AS VARCHAR), 1, 4)\n    WHEN _t_1.prog_421a_aff = 1 AND _t_1.end_421a_aff IS NOT NULL THEN SUBSTR(CAST(_t_1.end_421a_aff AS VARCHAR), 1, 4)\n  END AS expiration_year,\n  COUNT(*) AS property_count,\n  CAST(SUM(COALESCE(CAST(_t_1.res_units AS INTEGER), 0)) AS INTEGER) AS total_residential_units,\n  SUM(CASE WHEN CAST(_t_1.ser_violation AS INTEGER) > 0 THEN 1 ELSE 0 END) AS properties_with_violations,\n  SUM(CASE WHEN _t_1.tax_delinquency = 1 THEN 1 ELSE 0 END) AS properties_delinquent\nFROM _t_1\nWHERE _t_1.prog_421a = 1 OR _t_1.prog_421a_aff = 1\nGROUP BY program_type, expiration_year\nORDER BY expiration_year, program_type\n","output_file":"/…[truncated]
[2026-03-23T13:43:26.323Z] e-88b547b7-b716-4be8-9f1c-30bc6210a2c1 qsv_sqlp: ok(0.03s)
[2026-03-23T13:43:28.958Z] s-1fca322f-b532-410b-97ef-e18d4a5f258c qsv_slice: qsv_slice | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311-2010-to-20260301.csv","len":"5","start":"1"}
[2026-03-23T13:43:28.968Z] e-1fca322f-b532-410b-97ef-e18d4a5f258c qsv_slice: ok(0.01s)
[2026-03-23T13:43:31.684Z] s-f4db6019-27df-4a19-83f2-a3fcd5c3ee76 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"\nSELECT\n  _t_1.bbl,\n  _t_1.boro_name,\n  _t_1.cd_name,\n  _t_1.res_units,\n  _t_1.year_built,\n  _t_1.assessed_value,\n  CASE \n    WHEN _t_1.prog_421a = 1 THEN 'Regular 421-a'\n    WHEN _t_1.prog_421a_aff = 1 THEN 'Affordable Housing (421-a-AFF)'\n  END AS program_type,\n  CASE \n    WHEN _t_1.prog_421a = 1 THEN SUBSTR(CAST(_t_1.end_421a AS VARCHAR), 1, 4)\n    WHEN _t_1.prog_421a_aff = 1 THEN SUBSTR(CAST(_t_1.end_421a_aff AS VARCHAR), 1, 4)\n  END AS expiration_year,\n  CAST(_t_1.ser_violation AS INTEGER) AS serious_violations,\n  _t_1.tax_delinquency,\n  CASE WHEN _t_1.tax_delinquency = 1 THEN 'Yes' ELSE 'No' END AS is_delinquent\nFROM _t_1\nWHERE (_t_1.prog_421a = 1 OR _t_1.prog_421a_aff = 1)\nORDER BY expiration_year, _t_1.boro_name\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/subsidy_421a_detail.csv"}
[2026-03-23T13:43:31.720Z] e-f4db6019-27df-4a19-83f2-a3fcd5c3ee76 qsv_sqlp: ok(0.04s)
[2026-03-23T13:43:32.289Z] s-a6d73af2-8cb5-4bcc-8ee7-bf8e4e757ee8 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311-2010-to-20260301.csv","sql":"SELECT COUNT(*) as hpd_complaint_count FROM _t_1 WHERE \"Agency\" = 'HPD'"}
[2026-03-23T13:43:42.069Z] s-99655b67-7b61-41e5-808c-b4927f3a2078 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"\nSELECT\n  _t_1.boro_name,\n  '421-a (Regular)' AS program_name,\n  COUNT(*) AS property_count,\n  CAST(SUM(COALESCE(CAST(_t_1.res_units AS INTEGER), 0)) AS INTEGER) AS total_units,\n  SUM(CASE WHEN CAST(_t_1.ser_violation AS INTEGER) > 0 THEN 1 ELSE 0 END) AS properties_with_violations,\n  SUM(CASE WHEN _t_1.tax_delinquency = 1 THEN 1 ELSE 0 END) AS properties_delinquent,\n  CAST(ROUND(100.0 * SUM(CASE WHEN _t_1.tax_delinquency = 1 THEN 1 ELSE 0 END) / COUNT(*), 1) AS FLOAT) AS pct_delinquent\nFROM _t_1\nWHERE _t_1.prog_421a = 1\nGROUP BY _t_1.boro_name\nUNION ALL\nSELECT\n  _t_1.boro_name,\n  'J-51' AS program_name,\n  COUNT(*) AS property_count,\n  CAST(SUM(COALESCE(CAST(_t_1.res_units AS INTEGER), 0)) AS INTEGER) AS total_units,\n  SUM(CASE WHEN CAST(_t_1.ser_violation AS INTEGER) > 0 THEN 1 ELSE 0 END) AS properties_with_violations,\n  SUM(CASE WHEN _t_1.tax_delinquency = 1 THEN 1 ELSE 0 END) A…[truncated]
[2026-03-23T13:44:38.528Z] s-a2cdc831-d01b-46bf-90c5-7ed90682afed qsv_search: qsv_search | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311-2010-to-20260301.csv","regex":"^HPD$","count":true,"select":"Agency","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_filtered.csv"}
[2026-03-23T13:44:45.493Z] s-9b7f54c7-179f-47fe-924e-7916d9e16b15 qsv_search: qsv_search | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","regex":"^1$","count":true,"select":"prog_421a"}
[2026-03-23T13:45:08.133Z] e-a2cdc831-d01b-46bf-90c5-7ed90682afed qsv_search: ok(29.63s)
[2026-03-23T13:45:08.162Z] e-9b7f54c7-179f-47fe-924e-7916d9e16b15 qsv_search: ok(22.67s)
[2026-03-23T13:45:11.716Z] s-dcd8eb68-adda-4fb4-b547-6fe0512b1da1 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"\nSELECT\n  _t_1.boro_name,\n  '421-a (Regular)' AS program_name,\n  COUNT(*) AS property_count,\n  CAST(SUM(COALESCE(CAST(_t_1.res_units AS INTEGER), 0)) AS INTEGER) AS total_units,\n  SUM(CASE WHEN CAST(_t_1.ser_violation AS INTEGER) > 0 THEN 1 ELSE 0 END) AS properties_with_violations,\n  SUM(CASE WHEN _t_1.tax_delinquency = 1 THEN 1 ELSE 0 END) AS properties_delinquent\nFROM _t_1\nWHERE _t_1.prog_421a = 1\nGROUP BY _t_1.boro_name\nORDER BY _t_1.boro_name\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/subsidy_421a_borough.csv"}
[2026-03-23T13:45:11.795Z] e-dcd8eb68-adda-4fb4-b547-6fe0512b1da1 qsv_sqlp: ok(0.08s)
[2026-03-23T13:45:15.642Z] s-38302e31-cb6a-4551-a145-51c6151f966d qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv","sql":"\nSELECT\n  _t_1.subsidy_name,\n  COUNT(*) AS count_properties,\n  CAST(SUM(COALESCE(CAST(_t_1.res_units AS INTEGER), 0)) AS INTEGER) AS total_res_units,\n  CAST(SUM(COALESCE(CAST(_t_1.total_units AS INTEGER), 0)) AS INTEGER) AS total_units,\n  CAST(SUM(COALESCE(CAST(_t_1.subsidized_units AS INTEGER), 0)) AS INTEGER) AS subsidized_units\nFROM _t_1\nGROUP BY _t_1.subsidy_name\nORDER BY total_res_units DESC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/subsidy_by_name.csv"}
[2026-03-23T13:45:15.756Z] e-38302e31-cb6a-4551-a145-51c6151f966d qsv_sqlp: error(0.11s): tool returned error
[2026-03-23T13:45:18.491Z] s-1d86ab3f-4971-4b29-9057-4aa53b33154c qsv_headers: qsv_headers | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv","just_names":true}
[2026-03-23T13:45:18.502Z] e-1d86ab3f-4971-4b29-9057-4aa53b33154c qsv_headers: ok(0.01s)
[2026-03-23T13:45:23.245Z] s-882a345c-4d8e-4801-8015-ab5838a3795d qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv","sql":"\nSELECT\n  _t_1.subsidy_name,\n  COUNT(*) AS count_properties,\n  CAST(SUM(COALESCE(CAST(_t_1.tot_units AS INTEGER), 0)) AS INTEGER) AS total_units,\n  CAST(AVG(COALESCE(CAST(_t_1.reac_score AS FLOAT), NULL)) AS FLOAT) AS avg_reac_score,\n  _t_1.boro_name\nFROM _t_1\nWHERE _t_1.subsidy_name IS NOT NULL\nGROUP BY _t_1.subsidy_name, _t_1.boro_name\nORDER BY _t_1.subsidy_name, _t_1.boro_name\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/subsidy_by_name_borough.csv"}
[2026-03-23T13:45:23.370Z] e-882a345c-4d8e-4801-8015-ab5838a3795d qsv_sqlp: error(0.13s): tool returned error
[2026-03-23T13:45:26.620Z] s-100a9c3b-6b53-4b18-b0a5-8acc5a7816e6 qsv_stats: qsv_stats | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv","cardinality":true,"force":true,"infer_boolean":true,"select":"subsidy_name,tot_units,reac_score,boro_name"}
[2026-03-23T13:45:26.666Z] e-100a9c3b-6b53-4b18-b0a5-8acc5a7816e6 qsv_stats: ok(0.05s)
[2026-03-23T13:45:32.118Z] s-a0e7a286-dd94-4f95-a247-6319baf80204 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"\nSELECT\n  _t_1.boro_name,\n  COUNT(*) AS nycha_properties,\n  CAST(SUM(COALESCE(CAST(_t_1.res_units AS INTEGER), 0)) AS INTEGER) AS total_units,\n  CAST(SUM(COALESCE(CAST(_t_1.year_built AS INTEGER), 0)) / COUNT(*) AS INTEGER) AS avg_year_built,\n  SUM(CASE WHEN CAST(_t_1.ser_violation AS INTEGER) > 0 THEN 1 ELSE 0 END) AS properties_with_violations,\n  CAST(ROUND(100.0 * SUM(CASE WHEN CAST(_t_1.ser_violation AS INTEGER) > 0 THEN 1 ELSE 0 END) / COUNT(*), 1) AS FLOAT) AS pct_with_violations,\n  SUM(CASE WHEN _t_1.tax_delinquency = 1 THEN 1 ELSE 0 END) AS properties_delinquent,\n  CAST(ROUND(100.0 * SUM(CASE WHEN _t_1.tax_delinquency = 1 THEN 1 ELSE 0 END) / COUNT(*), 1) AS FLOAT) AS pct_delinquent\nFROM _t_1\nWHERE _t_1.data_nycha = 1\nGROUP BY _t_1.boro_name\nORDER BY _t_1.boro_name\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/nycha_summary_by_borough.csv"}
[2026-03-23T13:45:32.139Z] e-a0e7a286-dd94-4f95-a247-6319baf80204 qsv_sqlp: ok(0.02s)
[2026-03-23T13:45:35.561Z] s-fc8737b5-b81c-423b-b2a5-7bc2bf55a7f9 qsv_frequency: qsv_frequency | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","limit":"20","select":"ownertype"}
[2026-03-23T13:45:35.710Z] e-fc8737b5-b81c-423b-b2a5-7bc2bf55a7f9 qsv_frequency: ok(0.15s)
[2026-03-23T13:45:42.087Z] s-139f83ab-6a3b-41f3-8307-4ee97b0d7f14 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","sql":"\nSELECT\n  _t_1.BBL,\n  _t_1.borocode,\n  _t_1.cd,\n  _t_1.address,\n  _t_1.zonedist1,\n  CAST(_t_1.lotarea AS INTEGER) AS lot_area,\n  CAST(_t_1.bldgarea AS INTEGER) AS bldg_area,\n  CAST(_t_1.residfar AS FLOAT) AS resid_far,\n  CAST(_t_1.unitsres AS INTEGER) AS units_res,\n  CAST(_t_1.unitstotal AS INTEGER) AS units_total,\n  CAST(_t_1.yearbuilt AS INTEGER) AS year_built,\n  _t_1.landuse,\n  _t_1.bldgclass,\n  CASE WHEN _t_1.pfirm15_flag = 1 THEN 'Yes' ELSE 'No' END AS in_flood_zone_fema,\n  CASE WHEN _t_1.ownertype = 'C' THEN CAST(CAST(_t_1.lotarea AS FLOAT) * COALESCE(CAST(_t_1.residfar AS FLOAT), 0) / 800.0 AS INTEGER) ELSE 0 END AS estimated_potential_units\nFROM _t_1\nWHERE _t_1.ownertype = 'C'\n  AND (_t_1.zonedist1 LIKE '%R%' OR _t_1.zonedist1 LIKE '%M%' OR _t_1.zonedist1 LIKE '%C%')\nORDER BY lot_area DESC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo…[truncated]
[2026-03-23T13:45:42.223Z] e-139f83ab-6a3b-41f3-8307-4ee97b0d7f14 qsv_sqlp: error(0.14s): tool returned error
[2026-03-23T13:45:45.431Z] s-7fba263c-7c6b-4f9a-b2b8-d86572082fe6 qsv_headers: qsv_headers | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","just_names":true}
[2026-03-23T13:45:45.443Z] e-7fba263c-7c6b-4f9a-b2b8-d86572082fe6 qsv_headers: ok(0.01s)
[2026-03-23T13:45:50.173Z] s-d3e8c391-99cc-4d0b-890a-49014605d738 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","sql":"\nSELECT\n  _t_1.BBL,\n  _t_1.borough,\n  _t_1.\"community board\",\n  _t_1.address,\n  _t_1.zonedist1,\n  CAST(_t_1.lotarea AS INTEGER) AS lot_area,\n  CAST(_t_1.bldgarea AS INTEGER) AS bldg_area,\n  CAST(_t_1.residfar AS FLOAT) AS resid_far,\n  CAST(_t_1.unitsres AS INTEGER) AS units_res,\n  CAST(_t_1.unitstotal AS INTEGER) AS units_total,\n  CAST(_t_1.yearbuilt AS INTEGER) AS year_built,\n  _t_1.landuse,\n  _t_1.bldgclass,\n  CASE WHEN _t_1.pfirm15_flag = 1 THEN 'Yes' ELSE 'No' END AS in_flood_zone_fema,\n  CASE WHEN CAST(_t_1.residfar AS FLOAT) > 0 THEN CAST(CAST(_t_1.lotarea AS FLOAT) * CAST(_t_1.residfar AS FLOAT) / 800.0 AS INTEGER) ELSE 0 END AS estimated_potential_units\nFROM _t_1\nWHERE _t_1.ownertype = 'C'\n  AND (_t_1.zonedist1 LIKE '%R%' OR _t_1.zonedist1 LIKE '%M%' OR _t_1.zonedist1 LIKE '%C%')\nORDER BY lot_area DESC\n","output_file":"/Users/joelnatividad/Downloads/po…[truncated]
[2026-03-23T13:45:50.771Z] e-d3e8c391-99cc-4d0b-890a-49014605d738 qsv_sqlp: error(0.60s): tool returned error
[2026-03-23T13:45:55.423Z] s-1b1d82c3-a02a-477c-a391-2f2d308fe3ef qsv_search: qsv_search | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","regex":"^C$","output":"city_owned_lots.csv","select":"ownertype"}
[2026-03-23T13:45:55.616Z] e-1b1d82c3-a02a-477c-a391-2f2d308fe3ef qsv_search: ok(0.20s)
[2026-03-23T13:45:58.864Z] s-8d2b5566-d827-4164-b03b-0c6197e14488 qsv_search: qsv_search | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/city_owned_lots.csv","regex":"^[RMC]","output":"city_owned_residential_zoned.csv","select":"zonedist1"}
[2026-03-23T13:45:58.896Z] e-8d2b5566-d827-4164-b03b-0c6197e14488 qsv_search: ok(0.03s)
[2026-03-23T13:46:00.535Z] s-1ed8fb95-d7fe-4220-aa6e-b078c9072ec3 qsv_count: qsv_count | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/city_owned_residential_zoned.csv"}
[2026-03-23T13:46:00.554Z] e-1ed8fb95-d7fe-4220-aa6e-b078c9072ec3 qsv_count: ok(0.02s)
[2026-03-23T13:46:03.914Z] s-328ef9bc-5cad-4a02-ab24-e046d16ff587 qsv_select: qsv_select | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/city_owned_residential_zoned.csv","selection":"BBL,borough,address,zonedist1,landuse,bldgclass,lotarea,residfar,pfirm15_flag","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/city_owned_key_columns.csv"}
[2026-03-23T13:46:03.937Z] e-328ef9bc-5cad-4a02-ab24-e046d16ff587 qsv_select: ok(0.02s)
[2026-03-23T13:46:07.472Z] s-2a7ab5f1-12dd-4585-8e8a-3f14126e5da5 qsv_command: qsv_command | args: {"command":"sort","input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/city_owned_key_columns.csv","options":{"select":"lotarea","reverse":true,"numeric":true},"output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/city_owned_sorted_by_area.csv"}
[2026-03-23T13:46:07.489Z] e-2a7ab5f1-12dd-4585-8e8a-3f14126e5da5 qsv_command: ok(0.02s)
[2026-03-23T13:46:10.114Z] s-8539c68f-3d8a-40a9-ba36-46609a1da2b3 qsv_slice: qsv_slice | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/city_owned_sorted_by_area.csv","len":"51","start":"0","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/public_land_top50.csv"}
[2026-03-23T13:46:10.126Z] e-8539c68f-3d8a-40a9-ba36-46609a1da2b3 qsv_slice: ok(0.01s)
[2026-03-23T13:46:15.994Z] s-649a9d9e-fb7d-4172-8084-1aacc4230ed6 qsv_command: qsv_command | args: {"command":"stats","input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/city_owned_sorted_by_area.csv","options":{"select":"borough,zonedist1,lotarea,residfar,pfirm15_flag","everything":true},"output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/city_owned_stats.csv"}
[2026-03-23T13:46:16.028Z] e-649a9d9e-fb7d-4172-8084-1aacc4230ed6 qsv_command: ok(0.04s)
[2026-03-23T13:46:23.333Z] s-cf3099cc-c26c-4726-ae2b-c8d754a3e39c qsv_frequency: qsv_frequency | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","limit":"5","select":"data_nycha"}
[2026-03-23T13:46:23.364Z] e-cf3099cc-c26c-4726-ae2b-c8d754a3e39c qsv_frequency: ok(0.03s)
[2026-03-23T13:46:47.653Z] s-6f0776f1-7cf7-4429-b5e8-83b51ddc4a47 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"\nSELECT\n  CASE \n    WHEN _t_1.prog_421a = 1 THEN 'Regular 421-a'\n    WHEN _t_1.prog_421a_aff = 1 THEN 'Affordable Housing (421-a-AFF)'\n    WHEN _t_1.prog_j51 = 1 THEN 'J-51'\n    WHEN _t_1.prog_ml = 1 THEN 'Mitchell-Lama'\n    WHEN _t_1.prog_lihtc4 = 1 THEN 'LIHTC (4%)'\n    WHEN _t_1.prog_lihtc9 = 1 THEN 'LIHTC (9%)'\n    WHEN _t_1.prog_proj8 = 1 THEN 'Project-Based Section 8'\n  END AS program,\n  CASE \n    WHEN _t_1.prog_421a = 1 THEN SUBSTR(CAST(_t_1.end_421a AS VARCHAR), 1, 4)\n    WHEN _t_1.prog_421a_aff = 1 THEN SUBSTR(CAST(_t_1.end_421a_aff AS VARCHAR), 1, 4)\n    WHEN _t_1.prog_j51 = 1 THEN SUBSTR(CAST(_t_1.end_j51 AS VARCHAR), 1, 4)\n    WHEN _t_1.prog_ml = 1 THEN SUBSTR(CAST(_t_1.end_ml AS VARCHAR), 1, 4)\n    WHEN _t_1.prog_lihtc4 = 1 THEN SUBSTR(CAST(_t_1.end_lihtc4 AS VARCHAR), 1, 4)\n    WHEN _t_1.prog_lihtc9 = 1 THEN SUBSTR(CAST(_t_1.end_lihtc9 AS VARCHAR), 1, 4)\n    WHEN _t_1.…[truncated]
[2026-03-23T13:46:47.677Z] e-6f0776f1-7cf7-4429-b5e8-83b51ddc4a47 qsv_sqlp: ok(0.02s)
[2026-03-23T13:57:43.714Z] s-65b4ba46-e2aa-43bb-9394-d271d6883966 qsv_index: qsv_index | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv"}
[2026-03-23T13:57:45.973Z] e-65b4ba46-e2aa-43bb-9394-d271d6883966 qsv_index: ok(2.26s)
[2026-03-23T13:57:46.078Z] s-fb32a858-93e5-4306-b09b-0354dd9a7c8d qsv_sniff: qsv_sniff | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv"}
[2026-03-23T13:57:46.146Z] e-fb32a858-93e5-4306-b09b-0354dd9a7c8d qsv_sniff: ok(0.07s)
[2026-03-23T13:57:49.922Z] s-5eae41d8-0ad0-4b9c-b2ca-b643f608d16c qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    strftime('%Y', \"Created Date\") as year,\n    COUNT(*) as total_complaints,\n    COUNT(CASE WHEN \"Closed Date\" IS NOT NULL AND \"Closed Date\" != '' THEN 1 END) as closed_complaints,\n    COUNT(CASE WHEN \"Closed Date\" IS NULL OR \"Closed Date\" = '' THEN 1 END) as open_complaints\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\nGROUP BY year\nORDER BY year ASC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/311_hpd_annual_trend.csv"}
[2026-03-23T13:57:55.212Z] e-5eae41d8-0ad0-4b9c-b2ca-b643f608d16c qsv_sqlp: error(5.29s): tool returned error
[2026-03-23T13:58:01.064Z] s-909326c3-c31c-4c9f-b93a-da9f53411e71 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    CAST(strftime(\"Created Date\"::timestamp, '%Y') AS VARCHAR) as year,\n    COUNT(*) as total_complaints,\n    COUNT(CASE WHEN \"Closed Date\" IS NOT NULL AND \"Closed Date\" != '' THEN 1 END) as closed_complaints,\n    COUNT(CASE WHEN \"Closed Date\" IS NULL OR \"Closed Date\" = '' THEN 1 END) as open_complaints\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\nGROUP BY year\nORDER BY year ASC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/311_hpd_annual_trend.csv"}
[2026-03-23T13:58:01.142Z] e-909326c3-c31c-4c9f-b93a-da9f53411e71 qsv_sqlp: error(0.08s): tool returned error
[2026-03-23T13:58:05.172Z] s-171d53f4-da3b-4c8c-917f-fe65b69fd8ec qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    strftime(strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), '%Y') as year,\n    COUNT(*) as total_complaints,\n    COUNT(CASE WHEN \"Closed Date\" IS NOT NULL AND \"Closed Date\" != '' THEN 1 END) as closed_complaints,\n    COUNT(CASE WHEN \"Closed Date\" IS NULL OR \"Closed Date\" = '' THEN 1 END) as open_complaints\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\nGROUP BY year\nORDER BY year ASC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/311_hpd_annual_trend.csv"}
[2026-03-23T13:58:05.303Z] e-171d53f4-da3b-4c8c-917f-fe65b69fd8ec qsv_sqlp: ok(0.13s)
[2026-03-23T13:58:08.298Z] s-310bd6fe-a9e9-452a-8257-4d7c812180a8 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT DISTINCT\n    LEFT(\"Created Date\", 10) as date_sample,\n    COUNT(*) as count\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\nGROUP BY LEFT(\"Created Date\", 10)\nORDER BY date_sample DESC\nLIMIT 20\n"}
[2026-03-23T13:58:08.412Z] e-310bd6fe-a9e9-452a-8257-4d7c812180a8 qsv_sqlp: ok(0.11s)
[2026-03-23T13:58:11.421Z] s-2c234948-6589-451a-8455-cf1844905453 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    COUNT(*) as total_rows,\n    COUNT(DISTINCT LEFT(\"Created Date\", 7)) as distinct_year_months,\n    MIN(LEFT(\"Created Date\", 10)) as earliest_date,\n    MAX(LEFT(\"Created Date\", 10)) as latest_date\nFROM _t_1\n"}
[2026-03-23T13:58:11.525Z] e-2c234948-6589-451a-8455-cf1844905453 qsv_sqlp: ok(0.10s)
[2026-03-23T13:58:27.036Z] s-c2622ef9-6962-46a7-842f-c98d58adbde7 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    strftime(strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), '%Y') as year,\n    COUNT(*) as total_complaints,\n    COUNT(CASE WHEN \"Closed Date\" IS NOT NULL AND \"Closed Date\" != '' THEN 1 END) as closed_complaints,\n    COUNT(CASE WHEN \"Closed Date\" IS NULL OR \"Closed Date\" = '' THEN 1 END) as open_complaints\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\nGROUP BY year\nORDER BY year ASC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/311_hpd_annual_trend.csv"}
[2026-03-23T13:58:27.162Z] e-c2622ef9-6962-46a7-842f-c98d58adbde7 qsv_sqlp: ok(0.14s)
[2026-03-23T13:58:34.078Z] s-a7c7a3c1-05cd-4cd7-bc43-d2038daaed63 qsv_frequency: qsv_frequency | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","limit":"20","select":"\"Problem (formerly Complaint Type)\""}
[2026-03-23T13:58:34.220Z] e-a7c7a3c1-05cd-4cd7-bc43-d2038daaed63 qsv_frequency: ok(0.14s)
[2026-03-23T13:58:38.538Z] s-1cd62ab6-178a-4a47-9ba7-8ab3f7b5195a qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    strftime(strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), '%Y') as year,\n    \"Problem (formerly Complaint Type)\" as complaint_type,\n    COUNT(*) as count\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\n  AND \"Problem (formerly Complaint Type)\" IN (\n    'HEAT/HOT WATER', 'UNSANITARY CONDITION', 'PAINT/PLASTER', 'PLUMBING', \n    'DOOR/WINDOW', 'WATER LEAK', 'ELECTRIC', 'GENERAL', 'FLOORING/STAIRS', 'APPLIANCE'\n  )\nGROUP BY year, complaint_type\nORDER BY year ASC, count DESC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/311_hpd_complaint_types.csv"}
[2026-03-23T13:58:38.675Z] e-1cd62ab6-178a-4a47-9ba7-8ab3f7b5195a qsv_sqlp: ok(0.14s)
[2026-03-23T13:58:41.179Z] s-421fbc4b-d9d4-4cb3-8fb7-e8bd2415a41f qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    strftime(strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), '%Y') as year,\n    Borough as borough,\n    COUNT(*) as complaint_count\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\n  AND Borough IS NOT NULL AND Borough != ''\nGROUP BY year, borough\nORDER BY year ASC, complaint_count DESC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/311_hpd_borough_trend.csv"}
[2026-03-23T13:58:41.313Z] e-421fbc4b-d9d4-4cb3-8fb7-e8bd2415a41f qsv_sqlp: ok(0.13s)
[2026-03-23T13:58:45.403Z] s-b00bff1a-4872-47c0-91c1-57b9621e5a43 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    CAST(strftime(strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), '%m') AS INT) as month,\n    COUNT(*) as total_complaints,\n    COUNT(CASE WHEN \"Problem (formerly Complaint Type)\" = 'HEAT/HOT WATER' THEN 1 END) as heat_complaints,\n    ROUND(100.0 * COUNT(CASE WHEN \"Problem (formerly Complaint Type)\" = 'HEAT/HOT WATER' THEN 1 END) / COUNT(*), 2) as heat_pct\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\nGROUP BY month\nORDER BY month ASC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/311_hpd_seasonal.csv"}
[2026-03-23T13:58:45.530Z] e-b00bff1a-4872-47c0-91c1-57b9621e5a43 qsv_sqlp: ok(0.13s)
[2026-03-23T13:58:49.669Z] s-316179f6-cb91-4e21-b696-369464be835a qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    strftime(strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), '%Y') as year,\n    COUNT(*) as total_complaints_resolved,\n    CAST(\n        PERCENTILE_CONT(0.5) WITHIN GROUP (ORDER BY \n            CAST((strptime(\"Closed Date\", '%m/%d/%Y %I:%M:%S %p') - strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p')) AS INT) / 86400\n        ) AS INT\n    ) as median_resolution_days,\n    CAST(\n        AVG(\n            CAST((strptime(\"Closed Date\", '%m/%d/%Y %I:%M:%S %p') - strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p')) AS INT) / 86400\n        ) AS INT\n    ) as avg_resolution_days\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\n  AND \"Closed Date\" IS NOT NULL AND \"Closed Date\" != ''\nGROUP BY year\nORDER BY year ASC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/311_hpd_resolution_time.csv"}
[2026-03-23T13:58:49.748Z] e-316179f6-cb91-4e21-b696-369464be835a qsv_sqlp: error(0.08s): tool returned error
[2026-03-23T13:58:56.928Z] s-e17a6bef-8cfd-45e1-a854-d7a975e3d737 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    strftime(strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), '%Y') as year,\n    COUNT(*) as total_complaints_resolved,\n    CAST(\n        PERCENTILE_CONT(0.5) WITHIN GROUP (ORDER BY \n            DATEDIFF(day, strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), strptime(\"Closed Date\", '%m/%d/%Y %I:%M:%S %p'))\n        ) AS INT\n    ) as median_resolution_days,\n    CAST(\n        AVG(\n            DATEDIFF(day, strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), strptime(\"Closed Date\", '%m/%d/%Y %I:%M:%S %p'))\n        ) AS INT\n    ) as avg_resolution_days\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\n  AND \"Closed Date\" IS NOT NULL AND \"Closed Date\" != ''\nGROUP BY year\nORDER BY year ASC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/311_hpd_resolution_time.csv"}
[2026-03-23T13:58:57.006Z] e-e17a6bef-8cfd-45e1-a854-d7a975e3d737 qsv_sqlp: error(0.08s): tool returned error
[2026-03-23T13:59:01.076Z] s-12a7322e-b6a7-4683-9906-bc2c9ec5ea27 qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    strftime(strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), '%Y') as year,\n    COUNT(*) as total_complaints_resolved,\n    CAST(\n        PERCENTILE_CONT(0.5) WITHIN GROUP (ORDER BY \n            DATEDIFF('days', strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), strptime(\"Closed Date\", '%m/%d/%Y %I:%M:%S %p'))\n        ) AS INT\n    ) as median_resolution_days,\n    CAST(\n        AVG(\n            DATEDIFF('days', strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), strptime(\"Closed Date\", '%m/%d/%Y %I:%M:%S %p'))\n        ) AS INT\n    ) as avg_resolution_days\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\n  AND \"Closed Date\" IS NOT NULL AND \"Closed Date\" != ''\nGROUP BY year\nORDER BY year ASC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/311_hpd_resolution_time.csv"}
[2026-03-23T13:59:01.230Z] e-12a7322e-b6a7-4683-9906-bc2c9ec5ea27 qsv_sqlp: ok(0.15s)
[2026-03-23T13:59:04.849Z] s-70d83f8c-fa9e-4501-a95c-31fb54c5ed3f qsv_sqlp: qsv_sqlp | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/NYC311_HPD_complete.csv","sql":"\nSELECT \n    \"Problem (formerly Complaint Type)\" as complaint_type,\n    COUNT(*) as total_complaints,\n    CAST(\n        PERCENTILE_CONT(0.5) WITHIN GROUP (ORDER BY \n            DATEDIFF('days', strptime(\"Created Date\", '%m/%d/%Y %I:%M:%S %p'), strptime(\"Closed Date\", '%m/%d/%Y %I:%M:%S %p'))\n        ) AS INT\n    ) as median_resolution_days\nFROM _t_1\nWHERE \"Created Date\" IS NOT NULL AND \"Created Date\" != ''\n  AND \"Closed Date\" IS NOT NULL AND \"Closed Date\" != ''\n  AND \"Problem (formerly Complaint Type)\" IN (\n    'HEAT/HOT WATER', 'UNSANITARY CONDITION', 'PAINT/PLASTER', 'PLUMBING', \n    'DOOR/WINDOW', 'WATER LEAK', 'ELECTRIC', 'GENERAL', 'FLOORING/STAIRS', 'APPLIANCE'\n  )\nGROUP BY complaint_type\nORDER BY median_resolution_days DESC\n","output_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/311_hpd_resolution_by_type.csv"}
[2026-03-23T13:59:05.004Z] e-70d83f8c-fa9e-4501-a95c-31fb54c5ed3f qsv_sqlp: ok(0.16s)
[2026-03-23T13:59:14.814Z] s-24525abf-4315-4857-b714-a19648eecfcf qsv_get_working_dir: qsv_get_working_dir | args: {}
[2026-03-23T13:59:14.814Z] e-24525abf-4315-4857-b714-a19648eecfcf qsv_get_working_dir: ok(0.00s)
[2026-03-24T12:05:29.260Z] s-53bb9f87-a177-4fcc-a6ba-0827402d4da5 qsv_sqlp: Check 421-a field population in BBL analysis | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"SELECT \n  COUNT(*) as total_properties,\n  SUM(CASE WHEN prog_421a = 1 THEN 1 ELSE 0 END) as has_421a,\n  SUM(CASE WHEN prog_421a = 1 AND end_421a > 0 THEN 1 ELSE 0 END) as has_421a_with_end_date,\n  SUM(CASE WHEN prog_421a = 1 AND start_421a > 0 THEN 1 ELSE 0 END) as has_421a_with_start_date,\n  SUM(CASE WHEN prog_421a_aff = 1 THEN 1 ELSE 0 END) as has_421a_aff\nFROM _t_1"}
[2026-03-24T12:05:29.317Z] e-53bb9f87-a177-4fcc-a6ba-0827402d4da5 qsv_sqlp: ok(0.10s)
[2026-03-24T12:05:31.532Z] s-406c5f44-b753-4114-85c4-116aa47d6cb9 qsv_sqlp: Check 421-a field population in subsidy analysis | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv","sql":"SELECT \n  COUNT(*) as total_subsidies,\n  SUM(CASE WHEN prog_421a = 1 THEN 1 ELSE 0 END) as has_421a,\n  SUM(CASE WHEN prog_421a = 1 AND end_421a > 0 THEN 1 ELSE 0 END) as has_421a_with_end_date,\n  SUM(CASE WHEN prog_421a = 1 AND start_421a > 0 THEN 1 ELSE 0 END) as has_421a_with_start_date,\n  SUM(CASE WHEN prog_421a_aff = 1 THEN 1 ELSE 0 END) as has_421a_aff\nFROM _t_1"}
[2026-03-24T12:05:31.731Z] e-406c5f44-b753-4114-85c4-116aa47d6cb9 qsv_sqlp: error(0.20s): tool returned error
[2026-03-24T12:05:38.488Z] s-a3853503-6fc8-445a-9392-5b1049b9ce32 qsv_sqlp: Retry subsidy analysis with ignore_errors for UTF-8 issue | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_subsidy_analysis_2025-05-13.csv","sql":"SELECT \n  COUNT(*) as total_subsidies,\n  SUM(CASE WHEN prog_421a = 1 THEN 1 ELSE 0 END) as has_421a,\n  SUM(CASE WHEN prog_421a = 1 AND end_421a > 0 THEN 1 ELSE 0 END) as has_421a_with_end_date,\n  SUM(CASE WHEN prog_421a = 1 AND start_421a > 0 THEN 1 ELSE 0 END) as has_421a_with_start_date\nFROM _t_1","ignore_errors":true}
[2026-03-24T12:05:38.616Z] e-a3853503-6fc8-445a-9392-5b1049b9ce32 qsv_sqlp: error(0.13s): tool returned error
[2026-03-24T12:05:40.759Z] s-7a2ed80e-7bfe-443c-90bb-5ffd83b0dbd8 qsv_sqlp: Get 421-a expiration year distribution by borough | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"SELECT \n  end_421a,\n  COUNT(*) as properties,\n  SUM(res_units) as total_units,\n  boro_name\nFROM _t_1\nWHERE prog_421a = 1\nGROUP BY end_421a, boro_name\nORDER BY end_421a, boro_name"}
[2026-03-24T12:05:40.788Z] e-7a2ed80e-7bfe-443c-90bb-5ffd83b0dbd8 qsv_sqlp: ok(0.03s)
[2026-03-24T12:05:43.075Z] s-eccecf60-2d56-47a0-8391-134cc44eba2b qsv_sqlp: Get 421-a expiration timeline with condition indicators | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"SELECT \n  end_421a,\n  COUNT(*) as properties,\n  SUM(res_units) as total_units,\n  ROUND(AVG(ser_violation), 2) as avg_violations,\n  SUM(CASE WHEN tax_delinquency = 1 THEN 1 ELSE 0 END) as tax_delinquent\nFROM _t_1\nWHERE prog_421a = 1\nGROUP BY end_421a\nORDER BY end_421a"}
[2026-03-24T12:05:43.096Z] e-eccecf60-2d56-47a0-8391-134cc44eba2b qsv_sqlp: ok(0.02s)
[2026-03-24T12:05:50.709Z] s-8807a8b8-6f4e-4bde-be9a-46980e383bdc qsv_sqlp: Summarize 421-a expirations by time window | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"SELECT \n  CASE \n    WHEN end_421a <= 20260101 THEN 'Already expired or expiring 2026'\n    WHEN end_421a <= 20300101 THEN '2027-2030'\n    WHEN end_421a <= 20350101 THEN '2031-2035'\n    WHEN end_421a <= 20400101 THEN '2036-2040'\n    WHEN end_421a <= 20450101 THEN '2041-2045'\n    ELSE '2046+'\n  END as expiration_window,\n  COUNT(*) as properties,\n  SUM(res_units) as total_units,\n  SUM(CASE WHEN tax_delinquency = 1 THEN 1 ELSE 0 END) as tax_delinquent\nFROM _t_1\nWHERE prog_421a = 1\nGROUP BY expiration_window\nORDER BY expiration_window"}
[2026-03-24T12:05:50.727Z] e-8807a8b8-6f4e-4bde-be9a-46980e383bdc qsv_sqlp: ok(0.02s)
[2026-03-24T12:05:53.133Z] s-56c4eeee-54c3-46a0-be76-cbf5eff520b3 qsv_sqlp: Borough-level 421-a summary with near-term expirations | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"SELECT \n  boro_name,\n  COUNT(*) as properties_421a,\n  SUM(res_units) as total_units,\n  MIN(end_421a) as earliest_expiry,\n  MAX(end_421a) as latest_expiry,\n  SUM(CASE WHEN end_421a <= 20300101 THEN res_units ELSE 0 END) as units_expiring_by_2030,\n  SUM(CASE WHEN end_421a <= 20350101 THEN res_units ELSE 0 END) as units_expiring_by_2035\nFROM _t_1\nWHERE prog_421a = 1\nGROUP BY boro_name\nORDER BY total_units DESC"}
[2026-03-24T12:05:53.157Z] e-56c4eeee-54c3-46a0-be76-cbf5eff520b3 qsv_sqlp: ok(0.02s)
[2026-03-24T12:08:11.115Z] s-7633558b-4f00-4c9f-b5d1-d77fea472e56 qsv_sqlp: Annual expiration counts for timeline chart | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"SELECT \n  end_421a / 10000 as expiry_year,\n  COUNT(*) as properties,\n  SUM(res_units) as total_units\nFROM _t_1\nWHERE prog_421a = 1\nGROUP BY expiry_year\nORDER BY expiry_year"}
[2026-03-24T12:08:11.182Z] e-7633558b-4f00-4c9f-b5d1-d77fea472e56 qsv_sqlp: ok(0.09s)
[2026-03-24T12:08:12.851Z] s-966ad1b9-cb7d-4246-a8c0-2a1b332a5ff8 qsv_sqlp: Borough × year expiration data for dashboard | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"SELECT \n  boro_name,\n  end_421a / 10000 as expiry_year,\n  COUNT(*) as properties,\n  SUM(res_units) as total_units\nFROM _t_1\nWHERE prog_421a = 1\nGROUP BY boro_name, expiry_year\nORDER BY boro_name, expiry_year"}
[2026-03-24T12:08:12.882Z] e-966ad1b9-cb7d-4246-a8c0-2a1b332a5ff8 qsv_sqlp: ok(0.03s)
[2026-03-24T12:08:14.659Z] s-f9725628-6f08-44de-938a-17cd016a0606 qsv_sqlp: Start year distribution for program era analysis | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/FC_SHD_bbl_analysis_2025-05-13.csv","sql":"SELECT \n  start_421a / 10000 as start_year,\n  COUNT(*) as properties,\n  SUM(res_units) as total_units\nFROM _t_1\nWHERE prog_421a = 1\nGROUP BY start_year\nORDER BY start_year"}
[2026-03-24T12:08:14.676Z] e-f9725628-6f08-44de-938a-17cd016a0606 qsv_sqlp: ok(0.02s)
[2026-03-24T12:21:29.551Z] s-edde6fae-cdd1-4d95-b0aa-34f4fd658a47 qsv_sqlp: Borough-level public land summary from actual PLUTO data | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/public_land_inventory.csv","sql":"SELECT \n  borough_name,\n  COUNT(*) as parcels,\n  ROUND(SUM(lotarea) / 43560.0, 1) as total_acres,\n  SUM(unitsres) as existing_units,\n  ROUND(SUM(unused_residfar_sqft) / 800.0, 0) as potential_new_units,\n  SUM(CASE WHEN pfirm15_flag = 1 THEN 1 ELSE 0 END) as flood_zone_parcels,\n  ROUND(AVG(lotarea), 0) as avg_lot_sqft\nFROM _t_1\nGROUP BY borough_name\nORDER BY total_acres DESC"}
[2026-03-24T12:21:29.747Z] e-edde6fae-cdd1-4d95-b0aa-34f4fd658a47 qsv_sqlp: ok(0.22s)
[2026-03-24T12:21:32.879Z] s-50ea9ae9-372b-40c1-ba49-e02a7881e059 qsv_sqlp: Top zoning districts by development potential | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/public_land_inventory.csv","sql":"SELECT \n  borough_name,\n  zonedist1,\n  COUNT(*) as parcels,\n  ROUND(SUM(lotarea) / 43560.0, 2) as acres,\n  ROUND(SUM(unused_residfar_sqft) / 800.0, 0) as potential_units\nFROM _t_1\nWHERE unused_residfar_sqft > 0\nGROUP BY borough_name, zonedist1\nORDER BY potential_units DESC\nLIMIT 30"}
[2026-03-24T12:21:32.900Z] e-50ea9ae9-372b-40c1-ba49-e02a7881e059 qsv_sqlp: ok(0.02s)
[2026-03-24T12:21:34.786Z] s-0a7ad357-6a55-4295-8e44-b4c58d4e5573 qsv_sqlp: Developable parcels only (with unused FAR) | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/public_land_inventory.csv","sql":"SELECT \n  borough_name,\n  COUNT(*) as parcels,\n  ROUND(SUM(lotarea) / 43560.0, 1) as acres,\n  ROUND(SUM(unused_residfar_sqft) / 800.0, 0) as potential_units,\n  SUM(CASE WHEN pfirm15_flag = 1 THEN 1 ELSE 0 END) as in_flood_zone\nFROM _t_1\nWHERE unused_residfar_sqft > 0\nGROUP BY borough_name\nORDER BY potential_units DESC"}
[2026-03-24T12:21:34.803Z] e-0a7ad357-6a55-4295-8e44-b4c58d4e5573 qsv_sqlp: ok(0.02s)
[2026-03-24T12:21:44.795Z] s-687eabfd-8fe8-4406-a264-f29e6f283d42 qsv_sqlp: Count public vs private ownership in full PLUTO | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","sql":"SELECT \n  ownertype,\n  COUNT(*) as parcels,\n  ROUND(SUM(CAST(lotarea AS DOUBLE)) / 43560.0, 1) as total_acres,\n  SUM(CAST(unitsres AS INTEGER)) as res_units\nFROM _t_1\nWHERE ownertype IS NOT NULL AND ownertype != ''\nGROUP BY ownertype\nORDER BY parcels DESC","infer_len":"50000"}
[2026-03-24T12:21:45.384Z] e-687eabfd-8fe8-4406-a264-f29e6f283d42 qsv_sqlp: error(0.59s): tool returned error
[2026-03-24T12:21:52.027Z] s-2612a896-8f1a-4c9a-92cc-841a163f8179 qsv_sqlp: Public ownership types in PLUTO | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","sql":"SELECT \n  ownertype,\n  COUNT(*) as parcels,\n  ROUND(SUM(CAST(REPLACE(lotarea, ',', '') AS DOUBLE)) / 43560.0, 1) as total_acres\nFROM _t_1\nWHERE ownertype IS NOT NULL AND ownertype != ''\nGROUP BY ownertype\nORDER BY parcels DESC","ignore_errors":true,"infer_len":"50000"}
[2026-03-24T12:21:52.604Z] e-2612a896-8f1a-4c9a-92cc-841a163f8179 qsv_sqlp: ok(0.58s)
[2026-03-24T12:22:04.715Z] s-8a0c3797-690f-435c-add7-250fda87b97e qsv_sqlp: City-owned residentially-zoned parcels with development capacity | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","sql":"SELECT \n  borough,\n  COUNT(*) as parcels,\n  ROUND(SUM(CAST(REPLACE(lotarea, ',', '') AS DOUBLE)) / 43560.0, 1) as total_acres,\n  ROUND(SUM(CASE WHEN CAST(REPLACE(residfar, ',', '') AS DOUBLE) > 0 \n    THEN (CAST(REPLACE(residfar, ',', '') AS DOUBLE) * CAST(REPLACE(lotarea, ',', '') AS DOUBLE)) - CAST(REPLACE(bldgarea, ',', '') AS DOUBLE)\n    ELSE 0 END) / 800.0, 0) as potential_units,\n  SUM(CASE WHEN pfirm15_flag = '1' THEN 1 ELSE 0 END) as flood_zone,\n  ROUND(AVG(CAST(REPLACE(lotarea, ',', '') AS DOUBLE)), 0) as avg_lot_sqft\nFROM _t_1\nWHERE ownertype = 'C'\n  AND has_residential_zoning = '1'\nGROUP BY borough\nORDER BY potential_units DESC","ignore_errors":true,"infer_len":"50000"}
[2026-03-24T12:22:04.886Z] e-8a0c3797-690f-435c-add7-250fda87b97e qsv_sqlp: error(0.21s): tool returned error
[2026-03-24T12:22:07.718Z] s-f4029e54-c8df-4674-ac00-d848da8c0372 qsv_sqlp: Overall public land inventory summary stats | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/public_land_inventory.csv","sql":"SELECT COUNT(*) as total_parcels,\n  ROUND(SUM(lotarea) / 43560.0, 1) as total_acres,\n  SUM(unitsres) as existing_res_units,\n  ROUND(SUM(unused_residfar_sqft) / 800.0, 0) as potential_new_units,\n  SUM(CASE WHEN unused_residfar_sqft > 0 THEN 1 ELSE 0 END) as parcels_with_capacity,\n  SUM(CASE WHEN pfirm15_flag = 1 THEN 1 ELSE 0 END) as flood_zone_parcels,\n  ROUND(SUM(CASE WHEN pfirm15_flag = 1 THEN unused_residfar_sqft ELSE 0 END) / 800.0, 0) as flood_zone_potential_units\nFROM _t_1"}
[2026-03-24T12:22:07.754Z] e-f4029e54-c8df-4674-ac00-d848da8c0372 qsv_sqlp: ok(0.04s)
[2026-03-24T12:22:28.205Z] s-d4e48c87-5356-4254-94f2-0d4cdafe3d5d qsv_sqlp: Check largest parcels to understand lotarea scale | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/public_land_inventory.csv","sql":"SELECT lotarea, unused_residfar_sqft, residfar, bldgarea, borough_name, zonedist1, ownername\nFROM _t_1\nORDER BY lotarea DESC\nLIMIT 20"}
[2026-03-24T12:22:28.263Z] e-d4e48c87-5356-4254-94f2-0d4cdafe3d5d qsv_sqlp: ok(0.08s)
[2026-03-24T12:22:28.765Z] s-280e5a7a-63de-4d12-a781-549813179fad qsv_sqlp: View top opportunity parcels | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/public_land_top_opportunities.csv","sql":"SELECT * FROM _t_1 LIMIT 20"}
[2026-03-24T12:22:28.870Z] e-280e5a7a-63de-4d12-a781-549813179fad qsv_sqlp: ok(0.10s)
[2026-03-24T12:22:40.793Z] s-130ac8fe-0d53-4692-936a-5d07d543b06e qsv_sqlp: Largest city-owned parcels in PLUTO | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","sql":"SELECT borough, ownername, zonedist1, landuse,\n  CAST(REPLACE(lotarea, ',', '') AS DOUBLE) as lot_sqft,\n  ROUND(CAST(REPLACE(lotarea, ',', '') AS DOUBLE) / 43560.0, 2) as lot_acres,\n  CAST(REPLACE(residfar, ',', '') AS DOUBLE) as res_far,\n  CAST(REPLACE(unitsres, ',', '') AS INTEGER) as units\nFROM _t_1\nWHERE ownertype = 'C'\n  AND CAST(REPLACE(lotarea, ',', '') AS DOUBLE) > 10000\n  AND (zonedist1 LIKE 'R%' OR zonedist1 LIKE 'M%' OR zonedist1 LIKE 'C%')\nORDER BY lot_sqft DESC\nLIMIT 30","ignore_errors":true,"infer_len":"50000"}
[2026-03-24T12:22:40.940Z] e-130ac8fe-0d53-4692-936a-5d07d543b06e qsv_sqlp: error(0.15s): tool returned error
[2026-03-24T12:22:44.997Z] s-7401b431-6467-44fd-a09c-79c5f928fdf8 qsv_sqlp: Full city-owned land summary from raw PLUTO | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","sql":"SELECT \n  borough,\n  COUNT(*) as parcels,\n  ROUND(SUM(CAST(REPLACE(lotarea, ',', '') AS DOUBLE)) / 43560.0, 1) as total_acres,\n  SUM(CASE WHEN CAST(REPLACE(residfar, ',', '') AS DOUBLE) > 0 THEN 1 ELSE 0 END) as has_res_zoning,\n  ROUND(SUM(CASE WHEN CAST(REPLACE(residfar, ',', '') AS DOUBLE) > 0 \n    THEN CAST(REPLACE(residfar, ',', '') AS DOUBLE) * CAST(REPLACE(lotarea, ',', '') AS DOUBLE)\n    ELSE 0 END) / 800.0, 0) as max_buildable_units,\n  SUM(CASE WHEN pfirm15_flag = '1' THEN 1 ELSE 0 END) as flood_zone_parcels,\n  ROUND(SUM(CASE WHEN pfirm15_flag = '1' THEN CAST(REPLACE(lotarea, ',', '') AS DOUBLE) ELSE 0 END) / 43560.0, 1) as flood_zone_acres\nFROM _t_1\nWHERE ownertype = 'C'\nGROUP BY borough\nORDER BY total_acres DESC","ignore_errors":true,"infer_len":"50000"}
[2026-03-24T12:22:45.140Z] e-7401b431-6467-44fd-a09c-79c5f928fdf8 qsv_sqlp: error(0.14s): tool returned error
[2026-03-24T12:22:54.547Z] s-5ab2720f-3deb-48bd-bdaf-8c9f00805e9f qsv_sqlp: Full city-owned land summary - numeric columns | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","sql":"SELECT \n  borough,\n  COUNT(*) as parcels,\n  ROUND(SUM(CAST(lotarea AS DOUBLE)) / 43560.0, 1) as total_acres,\n  SUM(CASE WHEN residfar > 0 THEN 1 ELSE 0 END) as has_res_zoning,\n  ROUND(SUM(CASE WHEN residfar > 0 THEN CAST(residfar AS DOUBLE) * CAST(lotarea AS DOUBLE) ELSE 0 END) / 800.0, 0) as max_buildable_units,\n  SUM(CASE WHEN pfirm15_flag = 1 THEN 1 ELSE 0 END) as flood_zone_parcels\nFROM _t_1\nWHERE ownertype = 'C'\nGROUP BY borough\nORDER BY total_acres DESC","ignore_errors":true,"infer_len":"50000"}
[2026-03-24T12:22:55.119Z] e-5ab2720f-3deb-48bd-bdaf-8c9f00805e9f qsv_sqlp: error(0.58s): tool returned error
[2026-03-24T12:22:56.077Z] s-cffddc2f-3488-4f72-8921-a9c429ee0910 qsv_sqlp: Largest city-owned parcels by lot area | args: {"input_file":"/Users/joelnatividad/Downloads/policy-agent_demo-NYC/Primary_Land_Use_Tax_Lot_Output_(PLUTO)_20260206.csv","sql":"SELECT borough, ownername, zonedist1, landuse, lotarea, residfar, bldgarea\nFROM _t_1\nWHERE ownertype = 'C' AND lotarea > 10000\nORDER BY lotarea DESC\nLIMIT 30","ignore_errors":true,"infer_len":"50000"}
[2026-03-24T12:22:56.293Z] e-cffddc2f-3488-4f72-8921-a9c429ee0910 qsv_sqlp: error(0.22s): tool returned error
[2026-03-24T13:58:46.137Z] s-ecf78fc3-019d-400f-b6cc-6e7fcb635e5e qsv_index: qsv_index | args: {"input_file":"/tmp/NYCHA_2025_PNA.csv"}
[2026-03-24T13:58:46.137Z] e-ecf78fc3-019d-400f-b6cc-6e7fcb635e5e qsv_index: error(0.01s): tool returned error
[2026-03-24T13:58:46.247Z] s-250a7aaf-9a3a-4aaa-b1ff-c257ba3f7ad1 qsv_sniff: qsv_sniff | args: {"input_file":"/tmp/NYCHA_2025_PNA.csv"}
[2026-03-24T13:58:46.251Z] e-250a7aaf-9a3a-4aaa-b1ff-c257ba3f7ad1 qsv_sniff: error(0.00s): tool returned error
[2026-03-24T13:58:46.523Z] s-3e393e4b-bfdf-4bcb-8600-348ffe100020 qsv_count: qsv_count | args: {"input_file":"/tmp/NYCHA_2025_PNA.csv"}
[2026-03-24T13:58:46.525Z] e-3e393e4b-bfdf-4bcb-8600-348ffe100020 qsv_count: error(0.00s): tool returned error
[2026-03-24T13:58:51.417Z] e-27f3cb82-62b5-4077-aaf4-6482278b1682 qsv_get_working_dir: ok(0.00s)
[2026-03-24T13:58:51.417Z] s-27f3cb82-62b5-4077-aaf4-6482278b1682 qsv_get_working_dir: qsv_get_working_dir | args: {}