From 217fcfc779dab8eee668701e1a5fdf461e39ba6b Mon Sep 17 00:00:00 2001 From: Katie Mazaitis Date: Fri, 30 Jun 2023 14:12:44 -0400 Subject: [PATCH 01/31] Set default older_than to tomorrow --- src/acquisition/covid_hosp/common/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/acquisition/covid_hosp/common/utils.py b/src/acquisition/covid_hosp/common/utils.py index 5f718ad69..fcdbca0ef 100644 --- a/src/acquisition/covid_hosp/common/utils.py +++ b/src/acquisition/covid_hosp/common/utils.py @@ -194,7 +194,7 @@ def update_dataset(database, network, newer_than=None, older_than=None): with database.connect() as db: max_issue = db.get_max_issue(logger=logger) - older_than = datetime.datetime.today().date() if newer_than is None else older_than + older_than = (datetime.datetime.today().date() + datetime.timedelta(days=1)) if newer_than is None else older_than newer_than = max_issue if newer_than is None else newer_than daily_issues = Utils.issues_to_fetch(metadata, newer_than, older_than, logger=logger) if not daily_issues: From 193ef7bf186c9920e1f1e2313675c3b5be91002a Mon Sep 17 00:00:00 2001 From: Kathryn M Mazaitis Date: Fri, 30 Jun 2023 14:34:02 -0400 Subject: [PATCH 02/31] Fix test to include today's posts --- .../acquisition/covid_hosp/state_daily/test_scenarios.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py index 2054d19c8..272a5349e 100644 --- a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py +++ b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py @@ -47,7 +47,7 @@ def setUp(self): cur.execute('delete from api_user') cur.execute('insert into api_user(api_key, email) values("key", "email")') - @freeze_time("2021-03-16") + @freeze_time("2021-03-15") def test_acquire_dataset(self): """Acquire a new dataset.""" @@ -76,7 +76,7 @@ def test_acquire_dataset(self): row = response['epidata'][0] self.assertEqual(row['state'], 'WY') self.assertEqual(row['date'], 20201209) - self.assertEqual(row['issue'], 20210315) + self.assertEqual(row['issue'], 20210315) # include today's data by default self.assertEqual(row['critical_staffing_shortage_today_yes'], 8) self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) actual = row['inpatient_bed_covid_utilization'] From 3e34f5c0c375f84b97eedb1e3e61afe7a7a5db0a Mon Sep 17 00:00:00 2001 From: george haff Date: Fri, 14 Jul 2023 16:22:41 -0400 Subject: [PATCH 03/31] look for new issues from later in the same day as the last issue --- src/acquisition/covid_hosp/common/utils.py | 26 ++++++++++++++++------ 1 file changed, 19 insertions(+), 7 deletions(-) diff --git a/src/acquisition/covid_hosp/common/utils.py b/src/acquisition/covid_hosp/common/utils.py index fcdbca0ef..9d37f56d8 100644 --- a/src/acquisition/covid_hosp/common/utils.py +++ b/src/acquisition/covid_hosp/common/utils.py @@ -195,26 +195,38 @@ def update_dataset(database, network, newer_than=None, older_than=None): max_issue = db.get_max_issue(logger=logger) older_than = (datetime.datetime.today().date() + datetime.timedelta(days=1)) if newer_than is None else older_than - newer_than = max_issue if newer_than is None else newer_than + newer_than = (max_issue - datetime.timedelta(days=1)) if newer_than is None else newer_than daily_issues = Utils.issues_to_fetch(metadata, newer_than, older_than, logger=logger) if not daily_issues: logger.info("no new issues; nothing to do") return False for issue, revisions in daily_issues.items(): issue_int = int(issue.strftime("%Y%m%d")) - # download the dataset and add it to the database - dataset = Utils.merge_by_key_cols([network.fetch_dataset(url, logger=logger) for url, _ in revisions], - db.KEY_COLS, - logger=logger) - # add metadata to the database + # download new dataset(s) and save associated metadata + dataset_list = [] all_metadata = [] for url, index in revisions: - all_metadata.append((url, metadata.loc[index].reset_index().to_json())) + with database.connect() as db: + already_in_db = db.contains_revision(url): + if already_in_db: + logger.info(f"already collected revision: {url}") + else: + dataset_list.append( network.fetch_dataset(url, logger=logger) ) + all_metadata.append((url, metadata.loc[index].reset_index().to_json())) + if not dataset_list: + # we already had all of this issue's revisions in our db, so move on to the next issue + continue + dataset = Utils.merge_by_key_cols(dataset_list, + db.KEY_COLS, + logger=logger) datasets.append(( issue_int, dataset, all_metadata )) + if not datasets: + logger.info("all issues already collected; nothing to do") + return False with database.connect() as db: for issue_int, dataset, all_metadata in datasets: db.insert_dataset(issue_int, dataset, logger=logger) From 58e95192b15692c88b880d1b7001ec4d25f18d8e Mon Sep 17 00:00:00 2001 From: george haff Date: Fri, 14 Jul 2023 16:32:13 -0400 Subject: [PATCH 04/31] remove extraneous colon --- src/acquisition/covid_hosp/common/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/acquisition/covid_hosp/common/utils.py b/src/acquisition/covid_hosp/common/utils.py index 9d37f56d8..a35493b7e 100644 --- a/src/acquisition/covid_hosp/common/utils.py +++ b/src/acquisition/covid_hosp/common/utils.py @@ -207,7 +207,7 @@ def update_dataset(database, network, newer_than=None, older_than=None): all_metadata = [] for url, index in revisions: with database.connect() as db: - already_in_db = db.contains_revision(url): + already_in_db = db.contains_revision(url) if already_in_db: logger.info(f"already collected revision: {url}") else: From 2099ab7340e4c153ea10b3b765f0067cc7c4edc5 Mon Sep 17 00:00:00 2001 From: Kathryn M Mazaitis Date: Mon, 17 Jul 2023 15:07:20 -0400 Subject: [PATCH 05/31] add/fix most tests. unit tests: * factor out mocks for "it's not there yet" / "it's already there" cases * check both cases * tests pass integration tests (specifically state_daily): * move second 3/15 entry and the 3/16 entry to a separate metadata file * add new dataset file for 3/16 showing new day of data * make sure first and second 3/15 entries have different data * add checks for pretend-it's-3/16 * test still broken; ran out of steam when it came time to complete the ON DUPLICATE KEY UPDATE clause --- .../covid_hosp/state_daily/test_scenarios.py | 139 +++++++++++------- src/acquisition/covid_hosp/common/database.py | 2 +- src/acquisition/covid_hosp/common/utils.py | 36 +++-- .../covid_hosp/state_daily/dataset0.csv | 2 +- .../covid_hosp/state_daily/dataset1.csv | 2 + .../covid_hosp/state_daily/metadata.csv | 2 - .../covid_hosp/state_daily/metadata2.csv | 5 + .../covid_hosp/common/test_utils.py | 54 ++++--- 8 files changed, 153 insertions(+), 89 deletions(-) create mode 100644 testdata/acquisition/covid_hosp/state_daily/dataset1.csv create mode 100644 testdata/acquisition/covid_hosp/state_daily/metadata2.csv diff --git a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py index 272a5349e..b173b683b 100644 --- a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py +++ b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py @@ -47,62 +47,95 @@ def setUp(self): cur.execute('delete from api_user') cur.execute('insert into api_user(api_key, email) values("key", "email")') - @freeze_time("2021-03-15") def test_acquire_dataset(self): """Acquire a new dataset.""" - # make sure the data does not yet exist - with self.subTest(name='no data yet'): - response = Epidata.covid_hosp('MA', Epidata.range(20200101, 20210101)) - self.assertEqual(response['result'], -2, response) - - # acquire sample data into local database - # mock out network calls to external hosts - with self.subTest(name='first acquisition'), \ - patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata()) as mock_fetch_meta, \ - patch.object(Network, 'fetch_dataset', side_effect=[self.test_utils.load_sample_dataset("dataset0.csv"), # dataset for 3/13 - self.test_utils.load_sample_dataset("dataset0.csv"), # first dataset for 3/15 - self.test_utils.load_sample_dataset()] # second dataset for 3/15 - ) as mock_fetch: - acquired = Update.run() - self.assertTrue(acquired) - self.assertEqual(mock_fetch_meta.call_count, 1) - - # make sure the data now exists - with self.subTest(name='initial data checks'): - response = Epidata.covid_hosp('WY', Epidata.range(20200101, 20210101)) - self.assertEqual(response['result'], 1) - self.assertEqual(len(response['epidata']), 1) - row = response['epidata'][0] - self.assertEqual(row['state'], 'WY') - self.assertEqual(row['date'], 20201209) - self.assertEqual(row['issue'], 20210315) # include today's data by default - self.assertEqual(row['critical_staffing_shortage_today_yes'], 8) - self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) - actual = row['inpatient_bed_covid_utilization'] - expected = 0.11729857819905214 - self.assertAlmostEqual(actual, expected) - self.assertIsNone(row['critical_staffing_shortage_today_no']) - - # expect 61 fields per row (63 database columns, except `id` and `record_type`) - self.assertEqual(len(row), 118) - - with self.subTest(name='all date batches acquired'): - response = Epidata.covid_hosp('WY', Epidata.range(20200101, 20210101), issues=20210313) - self.assertEqual(response['result'], 1) - - # re-acquisition of the same dataset should be a no-op - with self.subTest(name='second acquisition'), \ - patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata()) as mock_fetch_meta, \ - patch.object(Network, 'fetch_dataset', return_value=self.test_utils.load_sample_dataset()) as mock_fetch: - acquired = Update.run() - self.assertFalse(acquired) - - # make sure the data still exists - with self.subTest(name='final data checks'): - response = Epidata.covid_hosp('WY', Epidata.range(20200101, 20210101)) - self.assertEqual(response['result'], 1) - self.assertEqual(len(response['epidata']), 1) + with freeze_time("2021-03-15"): + # make sure the data does not yet exist + with self.subTest(name='no data yet'): + response = Epidata.covid_hosp('MA', Epidata.range(20200101, 20210101)) + self.assertEqual(response['result'], -2, response) + + # acquire sample data into local database + # mock out network calls to external hosts + with self.subTest(name='first acquisition'), \ + patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata()) as mock_fetch_meta, \ + patch.object(Network, 'fetch_dataset', side_effect=[self.test_utils.load_sample_dataset("dataset0.csv"), # dataset for 3/13 + self.test_utils.load_sample_dataset("dataset0.csv")] # dataset for 3/15 + ) as mock_fetch: + acquired = Update.run() + self.assertTrue(acquired) + self.assertEqual(mock_fetch_meta.call_count, 1) + + # make sure the data now exists + with self.subTest(name='initial data checks'): + response = Epidata.covid_hosp('WY', Epidata.range(20200101, 20210101)) + self.assertEqual(response['result'], 1) + self.assertEqual(len(response['epidata']), 1) + row = response['epidata'][0] + self.assertEqual(row['state'], 'WY') + self.assertEqual(row['date'], 20201209) + self.assertEqual(row['issue'], 20210315) # include today's data by default + self.assertEqual(row['critical_staffing_shortage_today_yes'], 5) + self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) + self.assertIsNone(row['critical_staffing_shortage_today_no']) + + # expect 61 fields per row (63 database columns, except `id` and `record_type`) + self.assertEqual(len(row), 118) + + with self.subTest(name='all date batches acquired'): + response = Epidata.covid_hosp('WY', Epidata.range(20200101, 20210101), issues=20210313) + self.assertEqual(response['result'], 1) + + # re-acquisition of the same dataset should be a no-op + with self.subTest(name='second acquisition'), \ + patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata()) as mock_fetch_meta, \ + patch.object(Network, 'fetch_dataset', side_effect=[self.test_utils.load_sample_dataset(), # late posted dataset for 3/15 + self.test_utils.load_sample_dataset("dataset1.csv")] # dataset for 3/16 + ) as mock_fetch: + acquired = Update.run() + self.assertFalse(acquired) + + # make sure the data still exists + response = Epidata.covid_hosp('WY', Epidata.range(20200101, 20210101)) + self.assertEqual(response['result'], 1) + self.assertEqual(len(response['epidata']), 1) + + with freeze_time("2021-03-16"): + # simulate issue posted after yesterday's run + with self.subTest(name='late issue posted'), \ + patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata("metadata2.csv")) as mock_fetch_meta, \ + patch.object(Network, 'fetch_dataset', return_value=self.test_utils.load_sample_dataset()) as mock_fetch: + acquired = Update.run() + self.assertTrue(acquired) + self.assertEqual(mock_fetch_meta.call_count, 1) + + # make sure everything was filed correctly + with self.subTest(name='late issue data checks'): + response = Epidata.covid_hosp('WY', Epidata.range(20200101, 20210101)) + self.assertEqual(response['result'], 2) + self.assertEqual(len(response['epidata']), 1) + row = response['epidata'][0] # data from 03-15, dataset.csv + self.assertEqual(row['state'], 'WY') + self.assertEqual(row['date'], 20201209) + self.assertEqual(row['issue'], 20210315) # include today's data by default + self.assertEqual(row['critical_staffing_shortage_today_yes'], 8) + self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) + self.assertIsNone(row['critical_staffing_shortage_today_no']) + row = response['epidata'][1] # data from 03-16, dataset1.csv + self.assertEqual(row['state'], 'WY') + self.assertEqual(row['date'], 20201210) + self.assertEqual(row['issue'], 20210315) # include today's data by default + self.assertEqual(row['critical_staffing_shortage_today_yes'], 8) + self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) + self.assertIsNone(row['critical_staffing_shortage_today_no']) + + # expect 61 fields per row (63 database columns, except `id` and `record_type`) + self.assertEqual(len(row), 118) + + with self.subTest(name='all date batches acquired'): + response = Epidata.covid_hosp('WY', Epidata.range(20200101, 20210101), issues=20210316) + self.assertEqual(response['result'], 1) @freeze_time("2021-03-16") diff --git a/src/acquisition/covid_hosp/common/database.py b/src/acquisition/covid_hosp/common/database.py index 4fd0981a1..bf0e9e9b7 100644 --- a/src/acquisition/covid_hosp/common/database.py +++ b/src/acquisition/covid_hosp/common/database.py @@ -188,7 +188,7 @@ def nan_safe_dtype(dtype, value): value_placeholders = ', '.join(['%s'] * num_columns) columns = ', '.join(f'`{i.sql_name}`' for i in dataframe_columns_and_types + self.additional_fields) sql = f'INSERT INTO `{self.table_name}` (`id`, `{self.publication_col_name}`, {columns}) ' \ - f'VALUES ({value_placeholders})' + f'VALUES ({value_placeholders})' # TODO: add ON DUPLICATE KEY UPDATE here for when we need to backfill yesterday's issue id_and_publication_date = (0, publication_date) if logger: logger.info('updating values', count=len(dataframe.index)) diff --git a/src/acquisition/covid_hosp/common/utils.py b/src/acquisition/covid_hosp/common/utils.py index a35493b7e..3b902477e 100644 --- a/src/acquisition/covid_hosp/common/utils.py +++ b/src/acquisition/covid_hosp/common/utils.py @@ -191,33 +191,39 @@ def update_dataset(database, network, newer_than=None, older_than=None): metadata = network.fetch_metadata(logger=logger) datasets = [] - with database.connect() as db: - max_issue = db.get_max_issue(logger=logger) - - older_than = (datetime.datetime.today().date() + datetime.timedelta(days=1)) if newer_than is None else older_than - newer_than = (max_issue - datetime.timedelta(days=1)) if newer_than is None else newer_than + # daily runs specify no bounds; patching runs specify at least one bound + patching = any(bound is not None for bound in (newer_than, older_than)) + if older_than is None: + older_than = (datetime.datetime.today().date() + datetime.timedelta(days=1)) + if newer_than is None: + with database.connect() as db: + max_issue = db.get_max_issue(logger=logger) + newer_than = (max_issue - datetime.timedelta(days=1)) daily_issues = Utils.issues_to_fetch(metadata, newer_than, older_than, logger=logger) if not daily_issues: logger.info("no new issues; nothing to do") return False for issue, revisions in daily_issues.items(): issue_int = int(issue.strftime("%Y%m%d")) - # download new dataset(s) and save associated metadata + # download dataset(s) and save associated metadata dataset_list = [] all_metadata = [] for url, index in revisions: - with database.connect() as db: - already_in_db = db.contains_revision(url) - if already_in_db: - logger.info(f"already collected revision: {url}") - else: - dataset_list.append( network.fetch_dataset(url, logger=logger) ) + if not patching: + # for daily runs, we only want new datasets + with database.connect() as db: + already_in_db = db.contains_revision(url) + if already_in_db: + logger.info(f"already collected revision: {url}") + if patching or not already_in_db: + dataset_list.append(network.fetch_dataset(url, logger=logger)) all_metadata.append((url, metadata.loc[index].reset_index().to_json())) if not dataset_list: - # we already had all of this issue's revisions in our db, so move on to the next issue + # we already had everything for this issue or the issue was empty: + # move on to the next issue continue dataset = Utils.merge_by_key_cols(dataset_list, - db.KEY_COLS, + database.KEY_COLS, logger=logger) datasets.append(( issue_int, @@ -225,7 +231,7 @@ def update_dataset(database, network, newer_than=None, older_than=None): all_metadata )) if not datasets: - logger.info("all issues already collected; nothing to do") + logger.info(f"{len(daily_issues)} issues checked containing {sum(len(revisions) for revisions in daily_issues.values())} revisions; nothing to do") return False with database.connect() as db: for issue_int, dataset, all_metadata in datasets: diff --git a/testdata/acquisition/covid_hosp/state_daily/dataset0.csv b/testdata/acquisition/covid_hosp/state_daily/dataset0.csv index d0dce36c6..7eb295b2f 100644 --- a/testdata/acquisition/covid_hosp/state_daily/dataset0.csv +++ b/testdata/acquisition/covid_hosp/state_daily/dataset0.csv @@ -51,4 +51,4 @@ MI,30,129,4,32,127,4,41,159,23598,163,18003,163,3812,159,376,163,162,159,9,159,9 MN,21,116,2,26,111,2,63,138,10358,139,7558,139,1516,138,182,139,70,138,3,138,2,138,806,139,346,138,355,139,1490,138,1358,139,26,138,21,138,1019,139,0.7296775439273991,139,7558,10358,0.2082417582417582,138,1516,7280,0.151630326065213,138,1516,9998,0.365364308342133,138,346,947,0.7909715407262021,139,806,1019,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 MO,47,78,16,62,63,16,22,137,17433,141,13521,141,2611,137,315,141,239,137,5,137,18,137,1615,141,645,137,604,141,2546,137,2307,141,65,137,26,137,1931,141,0.7755980037859233,141,13521,17433,0.1964487247009254,137,2611,13291,0.1523959610109146,137,2611,17133,0.3456591639871382,137,645,1866,0.8363542206110823,141,1615,1931,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 MS,21,85,2,30,76,2,12,106,8799,108,5637,108,1254,106,142,108,30,106,3,106,5,106,718,108,338,106,263,108,1234,106,1066,108,20,106,5,106,881,108,0.6406409819297647,108,5637,8799,0.2250134577426879,106,1254,5573,0.143922873866636,106,1254,8713,0.3953216374269006,106,338,855,0.8149829738933031,108,718,881,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -WY,8,,2,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.2272985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020/12/09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 +WY,5,,5,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.2272985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020/12/09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 diff --git a/testdata/acquisition/covid_hosp/state_daily/dataset1.csv b/testdata/acquisition/covid_hosp/state_daily/dataset1.csv new file mode 100644 index 000000000..c94697a57 --- /dev/null +++ b/testdata/acquisition/covid_hosp/state_daily/dataset1.csv @@ -0,0 +1,2 @@ +state,critical_staffing_shortage_today_yes,critical_staffing_shortage_today_no,critical_staffing_shortage_today_not_reported,critical_staffing_shortage_anticipated_within_week_yes,critical_staffing_shortage_anticipated_within_week_no,critical_staffing_shortage_anticipated_within_week_not_reported,hospital_onset_covid,hospital_onset_covid_coverage,inpatient_beds,inpatient_beds_coverage,inpatient_beds_used,inpatient_beds_used_coverage,inpatient_beds_used_covid,inpatient_beds_used_covid_coverage,previous_day_admission_adult_covid_confirmed,previous_day_admission_adult_covid_confirmed_coverage,previous_day_admission_adult_covid_suspected,previous_day_admission_adult_covid_suspected_coverage,previous_day_admission_pediatric_covid_confirmed,previous_day_admission_pediatric_covid_confirmed_coverage,previous_day_admission_pediatric_covid_suspected,previous_day_admission_pediatric_covid_suspected_coverage,staffed_adult_icu_bed_occupancy,staffed_adult_icu_bed_occupancy_coverage,staffed_icu_adult_patients_confirmed_and_suspected_covid,staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage,staffed_icu_adult_patients_confirmed_covid,staffed_icu_adult_patients_confirmed_covid_coverage,total_adult_patients_hospitalized_confirmed_and_suspected_covid,total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_adult_patients_hospitalized_confirmed_covid,total_adult_patients_hospitalized_confirmed_covid_coverage,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_pediatric_patients_hospitalized_confirmed_covid,total_pediatric_patients_hospitalized_confirmed_covid_coverage,total_staffed_adult_icu_beds,total_staffed_adult_icu_beds_coverage,inpatient_beds_utilization,inpatient_beds_utilization_coverage,inpatient_beds_utilization_numerator,inpatient_beds_utilization_denominator,percent_of_inpatients_with_covid,percent_of_inpatients_with_covid_coverage,percent_of_inpatients_with_covid_numerator,percent_of_inpatients_with_covid_denominator,inpatient_bed_covid_utilization,inpatient_bed_covid_utilization_coverage,inpatient_bed_covid_utilization_numerator,inpatient_bed_covid_utilization_denominator,adult_icu_bed_covid_utilization,adult_icu_bed_covid_utilization_coverage,adult_icu_bed_covid_utilization_numerator,adult_icu_bed_covid_utilization_denominator,adult_icu_bed_utilization,adult_icu_bed_utilization_coverage,adult_icu_bed_utilization_numerator,adult_icu_bed_utilization_denominator,reporting_cutoff_start,deaths_covid,deaths_covid_coverage,geocoded_state,icu_patients_confirmed_influenza,icu_patients_confirmed_influenza_coverage,on_hand_supply_therapeutic_a_casirivimab_imdevimab_courses,on_hand_supply_therapeutic_b_bamlanivimab_courses,on_hand_supply_therapeutic_c_bamlanivimab_etesevimab_courses,previous_day_admission_adult_covid_confirmed_18-19,previous_day_admission_adult_covid_confirmed_18-19_coverage,previous_day_admission_adult_covid_confirmed_20-29,previous_day_admission_adult_covid_confirmed_20-29_coverage,previous_day_admission_adult_covid_confirmed_30-39,previous_day_admission_adult_covid_confirmed_30-39_coverage,previous_day_admission_adult_covid_confirmed_40-49,previous_day_admission_adult_covid_confirmed_40-49_coverage,previous_day_admission_adult_covid_confirmed_50-59,previous_day_admission_adult_covid_confirmed_50-59_coverage,previous_day_admission_adult_covid_confirmed_60-69,previous_day_admission_adult_covid_confirmed_60-69_coverage,previous_day_admission_adult_covid_confirmed_70-79,previous_day_admission_adult_covid_confirmed_70-79_coverage,previous_day_admission_adult_covid_confirmed_80+,previous_day_admission_adult_covid_confirmed_80+_coverage,previous_day_admission_adult_covid_confirmed_unknown,previous_day_admission_adult_covid_confirmed_unknown_coverage,previous_day_admission_adult_covid_suspected_18-19,previous_day_admission_adult_covid_suspected_18-19_coverage,previous_day_admission_adult_covid_suspected_20-29,previous_day_admission_adult_covid_suspected_20-29_coverage,previous_day_admission_adult_covid_suspected_30-39,previous_day_admission_adult_covid_suspected_30-39_coverage,previous_day_admission_adult_covid_suspected_40-49,previous_day_admission_adult_covid_suspected_40-49_coverage,previous_day_admission_adult_covid_suspected_50-59,previous_day_admission_adult_covid_suspected_50-59_coverage,previous_day_admission_adult_covid_suspected_60_69,previous_day_admission_adult_covid_suspected_60-69_coverage,previous_day_admission_adult_covid_suspected_70-79,previous_day_admission_adult_covid_suspected_70-79_coverage,previous_day_admission_adult_covid_suspected_80,previous_day_admission_adult_covid_suspected_80+_coverage,previous_day_admission_adult_covid_suspected_unknown,previous_day_admission_adult_covid_suspected_unknown_coverage,previous_day_admission_influenza_confirmed,previous_day_admission_influenza_confirmed_coverage,previous_day_deaths_covid_and_influenza,previous_day_deaths_covid_and_influenza_coverage,previous_day_deaths_influenza,previous_day_deaths_influenza_coverage,previous_week_therapeutic_a_casirivimab_imdevimab_courses_used,previous_week_therapeutic_b_bamlanivimab_courses_used,previous_week_therapeutic_c_bamlanivimab_etesevimab_courses_used,total_patients_hospitalized_confirmed_influenza,total_patients_hospitalized_confirmed_influenza_coverage,total_patients_hospitalized_confirmed_influenza_covid,total_patients_hospitalized_confirmed_influenza_covid_coverage +WY,8,,2,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.1172985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020/12/10,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 diff --git a/testdata/acquisition/covid_hosp/state_daily/metadata.csv b/testdata/acquisition/covid_hosp/state_daily/metadata.csv index b8080899c..a2ad5d31b 100644 --- a/testdata/acquisition/covid_hosp/state_daily/metadata.csv +++ b/testdata/acquisition/covid_hosp/state_daily/metadata.csv @@ -1,5 +1,3 @@ Update Date,Days Since Update,User,Rows,Row Change,Columns,Column Change,Metadata Published,Metadata Updates,Column Level Metadata,Column Level Metadata Updates,Archive Link 03/13/2021 03:31:46 PM,1,Janell So,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
\n\n
The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-12 23:06"", ""Program Code"": ""009:028 - Department of Health and Human Services - Emerging and Zoonotic Infectious Diseases"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""True"", ""Bureau Code"": ""009:00 - Department of Health and Human Services"", ""Public Access Level"": ""Public""}","{""updates"": {""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Last Update"": ""2021-03-12 23:06""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://us-dhhs-aa.s3.us-east-2.amazonaws.com/6xf2-c3ie_2021-03-13T15-31-46.csv 03/15/2021 00:00:00 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
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The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
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No statistical analysis is applied to account for non-response and/or to account for missing data.
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The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test0.csv -03/15/2021 00:00:01 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
\n\n
The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test.csv -03/16/2021 00:00:00 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
\n\n
The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test.csv diff --git a/testdata/acquisition/covid_hosp/state_daily/metadata2.csv b/testdata/acquisition/covid_hosp/state_daily/metadata2.csv new file mode 100644 index 000000000..b8080899c --- /dev/null +++ b/testdata/acquisition/covid_hosp/state_daily/metadata2.csv @@ -0,0 +1,5 @@ +Update Date,Days Since Update,User,Rows,Row Change,Columns,Column Change,Metadata Published,Metadata Updates,Column Level Metadata,Column Level Metadata Updates,Archive Link +03/13/2021 03:31:46 PM,1,Janell So,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
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The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-12 23:06"", ""Program Code"": ""009:028 - Department of Health and Human Services - Emerging and Zoonotic Infectious Diseases"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""True"", ""Bureau Code"": ""009:00 - Department of Health and Human Services"", ""Public Access Level"": ""Public""}","{""updates"": {""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Last Update"": ""2021-03-12 23:06""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://us-dhhs-aa.s3.us-east-2.amazonaws.com/6xf2-c3ie_2021-03-13T15-31-46.csv +03/15/2021 00:00:00 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
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The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
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The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test0.csv +03/15/2021 00:00:01 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
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The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
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No statistical analysis is applied to account for non-response and/or to account for missing data.
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The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test.csv +03/16/2021 00:00:00 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
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The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
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No statistical analysis is applied to account for non-response and/or to account for missing data.
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The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test.csv diff --git a/tests/acquisition/covid_hosp/common/test_utils.py b/tests/acquisition/covid_hosp/common/test_utils.py index 85dbd110c..005fcc0f2 100644 --- a/tests/acquisition/covid_hosp/common/test_utils.py +++ b/tests/acquisition/covid_hosp/common/test_utils.py @@ -109,34 +109,54 @@ def test_run_skip_old_dataset(self): mock_connection.insert_metadata.assert_not_called() mock_connection.insert_dataset.assert_not_called() - def test_run_acquire_new_dataset(self): - """Acquire a new dataset.""" - + def _create_update_mocks(self, contains_revisions): mock_network = MagicMock() mock_network.fetch_metadata.return_value = \ self.test_utils.load_sample_metadata() fake_dataset = pd.DataFrame({"date": [pd.Timestamp("2020/1/1")], "state": ["ca"]}) mock_network.fetch_dataset.return_value = fake_dataset mock_database = MagicMock() + mock_logger = MagicMock() + mock_database.logger.return_value = mock_logger with mock_database.connect() as mock_connection: pass - type(mock_connection).KEY_COLS = PropertyMock(return_value=["state", "date"]) + mock_database.KEY_COLS = ["state", "date"] mock_connection.get_max_issue.return_value = pd.Timestamp("1900/1/1") + mock_connection.contains_revision.return_value = contains_revisions + with patch.object(Utils, 'issues_to_fetch') as mock_issues: mock_issues.return_value = {pd.Timestamp("2021/3/15"): [("url1", pd.Timestamp("2021-03-15 00:00:00")), ("url2", pd.Timestamp("2021-03-15 00:00:00"))]} result = Utils.update_dataset(database=mock_database, network=mock_network) - self.assertTrue(result) - - # should have been called twice - mock_connection.insert_metadata.assert_called() - assert mock_connection.insert_metadata.call_count == 2 - # most recent call should be for the final revision at url2 - args = mock_connection.insert_metadata.call_args[0] - self.assertEqual(args[:2], (20210315, "url2")) - pd.testing.assert_frame_equal( - mock_connection.insert_dataset.call_args[0][1], - pd.DataFrame({"state": ["ca"], "date": [pd.Timestamp("2020/1/1")]}) - ) - self.assertEqual(mock_connection.insert_dataset.call_args[0][0], 20210315) + return (result, mock_connection, mock_logger) + + def test_run_acquire_new_dataset(self): + """Acquire a new dataset.""" + + with self.subTest(name="new data"): + (result, mock_connection, mock_logger) = self._create_update_mocks(False) + + # for debugging: + print(mock_logger.info.call_args_list) + + self.assertTrue(result) + + # should have been called twice + mock_connection.insert_metadata.assert_called() + assert mock_connection.insert_metadata.call_count == 2 + # most recent call should be for the final revision at url2 + args = mock_connection.insert_metadata.call_args[0] + self.assertEqual(args[:2], (20210315, "url2")) + pd.testing.assert_frame_equal( + mock_connection.insert_dataset.call_args[0][1], + pd.DataFrame({"state": ["ca"], "date": [pd.Timestamp("2020/1/1")]}) + ) + self.assertEqual(mock_connection.insert_dataset.call_args[0][0], 20210315) + + with self.subTest(name="old data"): + (result, mock_connection, mock_logger) = self._create_update_mocks(True) + + print(mock_logger.info.call_args_list) + + self.assertFalse(result) From 34e56c379c67e2594d48f11c7d3b3bf54b854460 Mon Sep 17 00:00:00 2001 From: george haff Date: Wed, 19 Jul 2023 10:55:56 -0400 Subject: [PATCH 06/31] added ON DUPLICATE KEY UPDATE clause --- src/acquisition/covid_hosp/common/database.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/src/acquisition/covid_hosp/common/database.py b/src/acquisition/covid_hosp/common/database.py index bf0e9e9b7..ec00f662a 100644 --- a/src/acquisition/covid_hosp/common/database.py +++ b/src/acquisition/covid_hosp/common/database.py @@ -186,9 +186,13 @@ def nan_safe_dtype(dtype, value): num_columns = 2 + len(dataframe_columns_and_types) + len(self.additional_fields) value_placeholders = ', '.join(['%s'] * num_columns) - columns = ', '.join(f'`{i.sql_name}`' for i in dataframe_columns_and_types + self.additional_fields) + col_names = [f'`{i.sql_name}`' for i in dataframe_columns_and_types + self.additional_fields] + columns = ', '.join(col_names) + updates = ', '.join(f'{c}=new_values.{c}' for c in col_names) + # NOTE: list in `updates` presumes `publication_col_name` is part of the unique key and thus not needed in UPDATE sql = f'INSERT INTO `{self.table_name}` (`id`, `{self.publication_col_name}`, {columns}) ' \ - f'VALUES ({value_placeholders})' # TODO: add ON DUPLICATE KEY UPDATE here for when we need to backfill yesterday's issue + f'VALUES ({value_placeholders}) AS new_values ' \ + f'ON DUPLICATE KEY UPDATE {updates}' id_and_publication_date = (0, publication_date) if logger: logger.info('updating values', count=len(dataframe.index)) From af210a7f20b231e375fbb069e40f9bbf18a875d9 Mon Sep 17 00:00:00 2001 From: george haff Date: Wed, 19 Jul 2023 12:09:13 -0400 Subject: [PATCH 07/31] make 'Archive Link' urls unique, as theyre used for the 'revision' identifier in metadata --- testdata/acquisition/covid_hosp/state_daily/metadata2.csv | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/testdata/acquisition/covid_hosp/state_daily/metadata2.csv b/testdata/acquisition/covid_hosp/state_daily/metadata2.csv index b8080899c..4b8016f54 100644 --- a/testdata/acquisition/covid_hosp/state_daily/metadata2.csv +++ b/testdata/acquisition/covid_hosp/state_daily/metadata2.csv @@ -1,5 +1,5 @@ Update Date,Days Since Update,User,Rows,Row Change,Columns,Column Change,Metadata Published,Metadata Updates,Column Level Metadata,Column Level Metadata Updates,Archive Link 03/13/2021 03:31:46 PM,1,Janell So,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
\n\n
The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-12 23:06"", ""Program Code"": ""009:028 - Department of Health and Human Services - Emerging and Zoonotic Infectious Diseases"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""True"", ""Bureau Code"": ""009:00 - Department of Health and Human Services"", ""Public Access Level"": ""Public""}","{""updates"": {""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Last Update"": ""2021-03-12 23:06""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://us-dhhs-aa.s3.us-east-2.amazonaws.com/6xf2-c3ie_2021-03-13T15-31-46.csv 03/15/2021 00:00:00 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
\n\n
The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test0.csv -03/15/2021 00:00:01 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
\n\n
The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test.csv -03/16/2021 00:00:00 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
\n\n
The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test.csv +03/15/2021 00:00:01 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
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The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
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The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test1.csv +03/16/2021 00:00:00 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
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The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
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No statistical analysis is applied to account for non-response and/or to account for missing data.
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The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test2.csv From 9d7f7c208d1d0ddcab7d760f1a0da3348b7557ff Mon Sep 17 00:00:00 2001 From: Dmitry Shemetov Date: Tue, 25 Jul 2023 19:18:27 -0700 Subject: [PATCH 08/31] fix(covid_hosp): test for older_than fix --- .../covid_hosp/state_daily/test_scenarios.py | 30 +++++++++++-------- 1 file changed, 17 insertions(+), 13 deletions(-) diff --git a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py index b173b683b..89df3ce2d 100644 --- a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py +++ b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py @@ -59,10 +59,11 @@ def test_acquire_dataset(self): # acquire sample data into local database # mock out network calls to external hosts with self.subTest(name='first acquisition'), \ - patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata()) as mock_fetch_meta, \ - patch.object(Network, 'fetch_dataset', side_effect=[self.test_utils.load_sample_dataset("dataset0.csv"), # dataset for 3/13 - self.test_utils.load_sample_dataset("dataset0.csv")] # dataset for 3/15 - ) as mock_fetch: + patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata()) as mock_fetch_meta, \ + patch.object(Network, 'fetch_dataset', side_effect=[ + self.test_utils.load_sample_dataset("dataset0.csv"), # dataset for 3/13 + self.test_utils.load_sample_dataset("dataset0.csv") # dataset for 3/15 + ]) as mock_fetch: acquired = Update.run() self.assertTrue(acquired) self.assertEqual(mock_fetch_meta.call_count, 1) @@ -89,10 +90,11 @@ def test_acquire_dataset(self): # re-acquisition of the same dataset should be a no-op with self.subTest(name='second acquisition'), \ - patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata()) as mock_fetch_meta, \ - patch.object(Network, 'fetch_dataset', side_effect=[self.test_utils.load_sample_dataset(), # late posted dataset for 3/15 - self.test_utils.load_sample_dataset("dataset1.csv")] # dataset for 3/16 - ) as mock_fetch: + patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata()) as mock_fetch_meta, \ + patch.object(Network, 'fetch_dataset', side_effect=[ + self.test_utils.load_sample_dataset("dataset0.csv"), + self.test_utils.load_sample_dataset("dataset0.csv") + ]) as mock_fetch: acquired = Update.run() self.assertFalse(acquired) @@ -105,7 +107,7 @@ def test_acquire_dataset(self): # simulate issue posted after yesterday's run with self.subTest(name='late issue posted'), \ patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata("metadata2.csv")) as mock_fetch_meta, \ - patch.object(Network, 'fetch_dataset', return_value=self.test_utils.load_sample_dataset()) as mock_fetch: + patch.object(Network, 'fetch_dataset', return_value=self.test_utils.load_sample_dataset("dataset1.csv")) as mock_fetch: acquired = Update.run() self.assertTrue(acquired) self.assertEqual(mock_fetch_meta.call_count, 1) @@ -113,19 +115,21 @@ def test_acquire_dataset(self): # make sure everything was filed correctly with self.subTest(name='late issue data checks'): response = Epidata.covid_hosp('WY', Epidata.range(20200101, 20210101)) - self.assertEqual(response['result'], 2) - self.assertEqual(len(response['epidata']), 1) - row = response['epidata'][0] # data from 03-15, dataset.csv + self.assertEqual(response['result'], 1) + self.assertEqual(len(response['epidata']), 2) + + row = response['epidata'][0] # data from 03-15, dataset0.csv self.assertEqual(row['state'], 'WY') self.assertEqual(row['date'], 20201209) self.assertEqual(row['issue'], 20210315) # include today's data by default self.assertEqual(row['critical_staffing_shortage_today_yes'], 8) self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) self.assertIsNone(row['critical_staffing_shortage_today_no']) + row = response['epidata'][1] # data from 03-16, dataset1.csv self.assertEqual(row['state'], 'WY') self.assertEqual(row['date'], 20201210) - self.assertEqual(row['issue'], 20210315) # include today's data by default + self.assertEqual(row['issue'], 20210316) # include today's data by default self.assertEqual(row['critical_staffing_shortage_today_yes'], 8) self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) self.assertIsNone(row['critical_staffing_shortage_today_no']) From 3603d7f05bea80a82e14f36c70de2780a3f14145 Mon Sep 17 00:00:00 2001 From: Brian Clark Date: Mon, 30 Oct 2023 12:44:25 -0400 Subject: [PATCH 09/31] Remove New Relic startup wrapper - Delete the wrapper file - Don't copy the wrapper into the Docker image --- devops/Dockerfile | 4 +--- devops/start_wrapper.sh | 10 ---------- 2 files changed, 1 insertion(+), 13 deletions(-) delete mode 100644 devops/start_wrapper.sh diff --git a/devops/Dockerfile b/devops/Dockerfile index 97dc0e2c8..3c5ff2672 100644 --- a/devops/Dockerfile +++ b/devops/Dockerfile @@ -7,7 +7,6 @@ FROM tiangolo/meinheld-gunicorn:python3.8 LABEL org.opencontainers.image.source=https://github.com/cmu-delphi/delphi-epidata COPY ./devops/gunicorn_conf.py /app -COPY ./devops/start_wrapper.sh / RUN mkdir -p /app/delphi/epidata COPY ./src/server /app/delphi/epidata/server COPY ./src/common /app/delphi/epidata/common @@ -18,7 +17,6 @@ COPY requirements.api.txt /app/requirements_also.txt RUN ln -s -f /usr/share/zoneinfo/America/New_York /etc/localtime \ && rm -rf /app/delphi/epidata/__pycache__ \ && chmod -R o+r /app/delphi/epidata \ - && chmod 755 /start_wrapper.sh \ && pip install --no-cache-dir -r /tmp/requirements.txt -r requirements_also.txt # the file /tmp/requirements.txt is created in the parent docker definition. (see: # https://github.com/tiangolo/meinheld-gunicorn-docker/blob/master/docker-images/python3.8.dockerfile#L5 ) @@ -28,4 +26,4 @@ RUN ln -s -f /usr/share/zoneinfo/America/New_York /etc/localtime \ ENV PYTHONUNBUFFERED 1 ENTRYPOINT [ "/entrypoint.sh" ] -CMD [ "/start_wrapper.sh" ] +CMD [ "/start.sh" ] diff --git a/devops/start_wrapper.sh b/devops/start_wrapper.sh deleted file mode 100644 index a5192d6e3..000000000 --- a/devops/start_wrapper.sh +++ /dev/null @@ -1,10 +0,0 @@ -#!/usr/bin/env sh -set -e - -# If a New Relic license key is found then we start with custom New Relic -# commands, otherwise we start via start.sh. -if [ -z "${NEW_RELIC_LICENSE_KEY}" ]; then - sh /start.sh -else - newrelic-admin run-program /start.sh -fi From b334f3af55a3a22f0768449137167b4bbdf036e1 Mon Sep 17 00:00:00 2001 From: Brian Clark Date: Mon, 30 Oct 2023 12:54:00 -0400 Subject: [PATCH 10/31] Remove newrelic/add sentry packages --- requirements.api.txt | 2 +- requirements.dev.txt | 1 + 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/requirements.api.txt b/requirements.api.txt index d2c47f64b..841cf42cb 100644 --- a/requirements.api.txt +++ b/requirements.api.txt @@ -5,7 +5,6 @@ Flask-Limiter==3.3.0 jinja2==3.0.3 more_itertools==8.4.0 mysqlclient==2.1.1 -newrelic orjson==3.4.7 pandas==1.2.3 python-dotenv==0.15.0 @@ -18,3 +17,4 @@ structlog==22.1.0 tenacity==7.0.0 typing-extensions werkzeug==2.2.3 +sentry-sdk[flask] diff --git a/requirements.dev.txt b/requirements.dev.txt index a92efdf8d..5442c0618 100644 --- a/requirements.dev.txt +++ b/requirements.dev.txt @@ -21,3 +21,4 @@ selenium==4.7.2 sqlalchemy-stubs>=0.3 tenacity==7.0.0 xlrd==2.0.1 +sentry-sdk[flask] From fba6dd52aca7b8c348c7de939acc9476a057a8dd Mon Sep 17 00:00:00 2001 From: Brian Clark Date: Mon, 30 Oct 2023 13:06:29 -0400 Subject: [PATCH 11/31] Add Sentry SDK config Adds imports for - `os` for access to the system environment - `sentry_sdk` for Sentry goodness Adds a default Sentry config that is useful and verbose for development - This will only be enabled if a Sentry DSN is supplied, otherwise it is ignored - These defaults can/will be turned down a bit for production via our config repo --- src/server/main.py | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/src/server/main.py b/src/server/main.py index a91a91ee2..d6332a478 100644 --- a/src/server/main.py +++ b/src/server/main.py @@ -1,5 +1,7 @@ +import os import pathlib import logging +import sentry_sdk from typing import Dict, Callable from flask import request, send_file, Response, send_from_directory, jsonify @@ -13,6 +15,18 @@ from .endpoints.admin import bp as admin_bp, enable_admin from ._limiter import limiter, apply_limit +SENTRY_DSN = os.environ.get('SENTRY_DSN') +if SENTRY_DSN: + sentry_sdk.init( + dsn=SENTRY_DSN, + traces_sample_rate=float(os.environ.get('SENTRY_TRACES_SAMPLE_RATE', 1.0)), + profiles_sample_rate=float(os.environ.get('SENTRY_PROFILES_SAMPLE_RATE', 1.0)), + environment=str(os.environ.get('SENTRY_ENVIRONMENT', 'development')), + debug=str(os.environ.get('SENTRY_DEBUG', 'True')), + attach_stacktrace=str(os.environ.get('SENTRY_ATTACH_STACKTRACE', 'True')) + ) + + __all__ = ["app"] logger = get_structured_logger("webapp_main") From c533e376bc9d1983d82ce722ad5467cb1ff094ca Mon Sep 17 00:00:00 2001 From: Alex Reinhart Date: Mon, 6 Nov 2023 09:20:08 -0500 Subject: [PATCH 12/31] New CTIS publication --- docs/symptom-survey/publications.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/docs/symptom-survey/publications.md b/docs/symptom-survey/publications.md index 149e5d379..0a145cba0 100644 --- a/docs/symptom-survey/publications.md +++ b/docs/symptom-survey/publications.md @@ -26,6 +26,9 @@ Pandemic"](https://www.pnas.org/topic/548) in *PNAS*: Research publications using the survey data include: +- W. Dempsey (2023). [Addressing selection bias and measurement error in + COVID-19 case count data using auxiliary information](https://doi.org/10.1214/23-AOAS1744). + *Annals of Applied Statistics* 17 (4), 2903-2923. - Ma, M.Z., Chen, S.X. (2023). [Beyond the surface: accounting for confounders in understanding the link between collectivism and COVID-19 pandemic in the United States](https://doi.org/10.1186/s12889-023-16384-2). *BMC Public @@ -33,7 +36,7 @@ Research publications using the survey data include: - C.K. Ettman, E. Badillo Goicoechea, and E.A. Stuart (2023). [Evolution of depression and anxiety over the COVID-19 pandemic and across demographic groups in a large sample of U.S. adults](https://doi.org/10.1016/j.focus.2023.100140). - *AJPM Focus*. + *AJPM Focus* 2 (4), 100140. - M. Rubinstein, Z. Branson, and E.H. Kennedy (2023). [Heterogeneous interventional effects with multiple mediators: Semiparametric and nonparametric approaches](https://doi.org/10.1515/jci-2022-0070). *Journal of From 08de322948ac6d55ad394d7c2fab62cbd257372b Mon Sep 17 00:00:00 2001 From: Rostyslav Zatserkovnyi Date: Tue, 7 Nov 2023 23:27:09 +0200 Subject: [PATCH 13/31] Add API key from secrets (#1339) --- .github/workflows/performance-tests-one-time.yml | 8 +++++--- .github/workflows/performance-tests.yml | 2 ++ 2 files changed, 7 insertions(+), 3 deletions(-) diff --git a/.github/workflows/performance-tests-one-time.yml b/.github/workflows/performance-tests-one-time.yml index f11c02c4d..effda8e8c 100644 --- a/.github/workflows/performance-tests-one-time.yml +++ b/.github/workflows/performance-tests-one-time.yml @@ -1,9 +1,9 @@ -name: One-time performance testing - 26th October 2023 +name: One-time performance testing - 8th November 2023 -# Run "At every 30th minute on day-of-month 26 in October" +# Run "At every 30th minute on day-of-month 8 in November" on: schedule: - - cron: '*/30 * 26 10 *' + - cron: '*/30 * 8 11 *' # Add some extra perms to comment on a PR permissions: @@ -65,6 +65,8 @@ jobs: path: delphi-admin - name: Build & run Locust continue-on-error: true # sometimes ~2-5 queries fail, we shouldn't end the run if that's the case + env: + PERFTEST_API_KEY: ${{secrets.PERFTEST_API_KEY}} run: | cd delphi-admin/load-testing/locust docker build -t locust . diff --git a/.github/workflows/performance-tests.yml b/.github/workflows/performance-tests.yml index ec30856d0..be87de13f 100644 --- a/.github/workflows/performance-tests.yml +++ b/.github/workflows/performance-tests.yml @@ -73,6 +73,8 @@ jobs: path: delphi-admin - name: Build & run Locust continue-on-error: true # sometimes ~2-5 queries fail, we shouldn't end the run if that's the case + env: + PERFTEST_API_KEY: ${{secrets.PERFTEST_API_KEY}} run: | cd delphi-admin/load-testing/locust docker build -t locust . From 0593e120737737a24af14e2427d3cf1cd9b70cf7 Mon Sep 17 00:00:00 2001 From: Brian Clark Date: Tue, 7 Nov 2023 10:36:30 -0500 Subject: [PATCH 14/31] Add comment --- .env.example | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.env.example b/.env.example index 51cac1ae4..0ffe2a1e8 100644 --- a/.env.example +++ b/.env.example @@ -4,3 +4,6 @@ FLASK_SECRET=abc #API_KEY_REQUIRED_STARTING_AT=2021-07-30 API_KEY_ADMIN_PASSWORD=abc API_KEY_REGISTER_WEBHOOK_TOKEN=abc + +# Sentry +# If setting a Sentry DSN, note that the URL should NOT be quoted! From 824f9a9f7397f0a1b9171d3f73e36a6f5a54fce7 Mon Sep 17 00:00:00 2001 From: Brian Clark Date: Wed, 8 Nov 2023 14:53:18 -0500 Subject: [PATCH 15/31] Update Makefile to create an .env file - Updates our Makefile with a new target to create an empty .env file if one does not already exist. If one already exists it won't be altered. - Updates the `web:` target to use the .env file when starting the container. --- dev/local/Makefile | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/dev/local/Makefile b/dev/local/Makefile index 84c308257..c4318d99d 100644 --- a/dev/local/Makefile +++ b/dev/local/Makefile @@ -77,6 +77,7 @@ LOG_REDIS:=delphi_redis_instance_$(NOW).log WEB_CONTAINER_ID:=$(shell docker ps -q --filter 'name=delphi_web_epidata') DATABASE_CONTAINER_ID:=$(shell docker ps -q --filter 'name=delphi_database_epidata') REDIS_CONTAINER_ID:=$(shell docker ps -q --filter 'name=delphi_redis') +ENV_FILE:=repos/delphi/delphi-epidata/.env M1= ifeq ($(shell uname -smp), Darwin arm64 arm) @@ -106,6 +107,7 @@ web: @# see https://github.com/tiangolo/meinheld-gunicorn-docker#module_name @docker run --rm -p 127.0.0.1:10080:80 \ $(M1) \ + --env-file $(ENV_FILE) \ --env "MODULE_NAME=delphi.epidata.server.main" \ --env "SQLALCHEMY_DATABASE_URI=$(sqlalchemy_uri)" \ --env "FLASK_SECRET=abc" --env "FLASK_PREFIX=/epidata" --env "LOG_DEBUG" \ @@ -170,7 +172,7 @@ redis: --name delphi_redis delphi_redis >$(LOG_REDIS) 2>&1 & .PHONY=all -all: db web py redis +all: env db web py redis .PHONY=test test: @@ -211,3 +213,7 @@ sql: .PHONY=clean clean: @docker images -f "dangling=true" -q | xargs docker rmi >/dev/null 2>&1 + +.PHONY=env +env: + @touch $(ENV_FILE) From 05d5536995c1158126791337ff1031c94f145ccf Mon Sep 17 00:00:00 2001 From: Brian Clark Date: Thu, 9 Nov 2023 14:18:17 -0500 Subject: [PATCH 16/31] Update the README with Sentry information --- docs/epidata_development.md | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/docs/epidata_development.md b/docs/epidata_development.md index 29a0fdde7..149a086d8 100644 --- a/docs/epidata_development.md +++ b/docs/epidata_development.md @@ -388,3 +388,13 @@ The command above maps two local directories into the container: - `/repos/delphi/delphi-epidata/src`: Just the source code, which forms the container's `delphi.epidata` python package. +## instrumentation with Sentry + +Delphi uses [Sentry](https://sentry.io/welcome/) in production for debugging, APM, and other observability purposes. You can instrument your local environment if you want to take advantage of Sentry's features during the development process. In most cases this option is available to internal Delphi team members only. + +The bare minimum to set up instrumentation is to supply the DSN for the [epidata-api](https://cmu-delphi.sentry.io/projects/epidata-api/?project=4506123377442816) Sentry project to the application environment. + +- You can get the DSN from the Sentry [project's keys config](https://cmu-delphi.sentry.io/settings/projects/epidata-api/keys/), or by asking someone in the prodsys, DevOps, or sysadmin space. +- Once you have the DSN, add it to your local `.env` file and rebuild your containers to start sending telemetry to Sentry. + +Additional internal documentation for Sentry can be found [here](https://bookstack.delphi.cmu.edu/books/systems-handbook/page/sentry). \ No newline at end of file From 2f18b196d917bd9d5184ee33f39d9e47e8042948 Mon Sep 17 00:00:00 2001 From: Brian Clark Date: Thu, 9 Nov 2023 16:16:57 -0500 Subject: [PATCH 17/31] Add newline --- docs/epidata_development.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/epidata_development.md b/docs/epidata_development.md index 149a086d8..c8c35e11f 100644 --- a/docs/epidata_development.md +++ b/docs/epidata_development.md @@ -397,4 +397,4 @@ The bare minimum to set up instrumentation is to supply the DSN for the [epidata - You can get the DSN from the Sentry [project's keys config](https://cmu-delphi.sentry.io/settings/projects/epidata-api/keys/), or by asking someone in the prodsys, DevOps, or sysadmin space. - Once you have the DSN, add it to your local `.env` file and rebuild your containers to start sending telemetry to Sentry. -Additional internal documentation for Sentry can be found [here](https://bookstack.delphi.cmu.edu/books/systems-handbook/page/sentry). \ No newline at end of file +Additional internal documentation for Sentry can be found [here](https://bookstack.delphi.cmu.edu/books/systems-handbook/page/sentry). From 2fc8e196a6f3ab16296ad514d5c7385702930dd4 Mon Sep 17 00:00:00 2001 From: Brian Clark Date: Fri, 10 Nov 2023 13:48:36 -0500 Subject: [PATCH 18/31] Update requirements.dev.txt Co-authored-by: melange396 --- requirements.dev.txt | 1 - 1 file changed, 1 deletion(-) diff --git a/requirements.dev.txt b/requirements.dev.txt index 5442c0618..a92efdf8d 100644 --- a/requirements.dev.txt +++ b/requirements.dev.txt @@ -21,4 +21,3 @@ selenium==4.7.2 sqlalchemy-stubs>=0.3 tenacity==7.0.0 xlrd==2.0.1 -sentry-sdk[flask] From 85c9a70930b40167c4591e0dd808be46f4c748c7 Mon Sep 17 00:00:00 2001 From: Dmitry Shemetov Date: Fri, 10 Nov 2023 16:41:35 -0800 Subject: [PATCH 19/31] refactor(covid_hosp test): small name change --- .../acquisition/covid_hosp/state_daily/test_scenarios.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py index 89df3ce2d..d88fcf4ba 100644 --- a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py +++ b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py @@ -59,7 +59,8 @@ def test_acquire_dataset(self): # acquire sample data into local database # mock out network calls to external hosts with self.subTest(name='first acquisition'), \ - patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata()) as mock_fetch_meta, \ + patch.object(Network, 'fetch_metadata', + return_value=self.test_utils.load_sample_metadata("metadata.csv")) as mock_fetch_meta, \ patch.object(Network, 'fetch_dataset', side_effect=[ self.test_utils.load_sample_dataset("dataset0.csv"), # dataset for 3/13 self.test_utils.load_sample_dataset("dataset0.csv") # dataset for 3/15 @@ -90,7 +91,8 @@ def test_acquire_dataset(self): # re-acquisition of the same dataset should be a no-op with self.subTest(name='second acquisition'), \ - patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata()) as mock_fetch_meta, \ + patch.object(Network, 'fetch_metadata', + return_value=self.test_utils.load_sample_metadata("metadata.csv")) as mock_fetch_meta, \ patch.object(Network, 'fetch_dataset', side_effect=[ self.test_utils.load_sample_dataset("dataset0.csv"), self.test_utils.load_sample_dataset("dataset0.csv") From 08c22ec0adac7eb26d114c25aa9e264d77c86061 Mon Sep 17 00:00:00 2001 From: Dmitry Shemetov Date: Fri, 10 Nov 2023 16:42:44 -0800 Subject: [PATCH 20/31] fix(covid_hosp test): fix update scenarios test --- .../covid_hosp/state_daily/test_scenarios.py | 14 +++++++++----- src/acquisition/covid_hosp/common/utils.py | 2 +- .../covid_hosp/state_daily/dataset0.csv | 2 +- .../covid_hosp/state_daily/dataset1.csv | 2 +- .../covid_hosp/state_daily/dataset2.csv | 2 ++ 5 files changed, 14 insertions(+), 8 deletions(-) create mode 100644 testdata/acquisition/covid_hosp/state_daily/dataset2.csv diff --git a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py index d88fcf4ba..d74adc0bc 100644 --- a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py +++ b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py @@ -108,8 +108,12 @@ def test_acquire_dataset(self): with freeze_time("2021-03-16"): # simulate issue posted after yesterday's run with self.subTest(name='late issue posted'), \ - patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata("metadata2.csv")) as mock_fetch_meta, \ - patch.object(Network, 'fetch_dataset', return_value=self.test_utils.load_sample_dataset("dataset1.csv")) as mock_fetch: + patch.object(Network, 'fetch_metadata', + return_value=self.test_utils.load_sample_metadata("metadata2.csv")) as mock_fetch_meta, \ + patch.object(Network, 'fetch_dataset', side_effect=[ + self.test_utils.load_sample_dataset("dataset1.csv"), + self.test_utils.load_sample_dataset("dataset2.csv"), + ]) as mock_fetch: acquired = Update.run() self.assertTrue(acquired) self.assertEqual(mock_fetch_meta.call_count, 1) @@ -120,7 +124,7 @@ def test_acquire_dataset(self): self.assertEqual(response['result'], 1) self.assertEqual(len(response['epidata']), 2) - row = response['epidata'][0] # data from 03-15, dataset0.csv + row = response['epidata'][0] # data from 03-15 00:01AM, dataset1.csv self.assertEqual(row['state'], 'WY') self.assertEqual(row['date'], 20201209) self.assertEqual(row['issue'], 20210315) # include today's data by default @@ -128,11 +132,11 @@ def test_acquire_dataset(self): self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) self.assertIsNone(row['critical_staffing_shortage_today_no']) - row = response['epidata'][1] # data from 03-16, dataset1.csv + row = response['epidata'][1] # data from 03-16 00:00AM, dataset1.csv self.assertEqual(row['state'], 'WY') self.assertEqual(row['date'], 20201210) self.assertEqual(row['issue'], 20210316) # include today's data by default - self.assertEqual(row['critical_staffing_shortage_today_yes'], 8) + self.assertEqual(row['critical_staffing_shortage_today_yes'], 10) self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) self.assertIsNone(row['critical_staffing_shortage_today_no']) diff --git a/src/acquisition/covid_hosp/common/utils.py b/src/acquisition/covid_hosp/common/utils.py index 3b902477e..d4ff4163f 100644 --- a/src/acquisition/covid_hosp/common/utils.py +++ b/src/acquisition/covid_hosp/common/utils.py @@ -188,7 +188,7 @@ def update_dataset(database, network, newer_than=None, older_than=None): Whether a new dataset was acquired. """ logger = database.logger() - + metadata = network.fetch_metadata(logger=logger) datasets = [] # daily runs specify no bounds; patching runs specify at least one bound diff --git a/testdata/acquisition/covid_hosp/state_daily/dataset0.csv b/testdata/acquisition/covid_hosp/state_daily/dataset0.csv index 7eb295b2f..e32615dfc 100644 --- a/testdata/acquisition/covid_hosp/state_daily/dataset0.csv +++ b/testdata/acquisition/covid_hosp/state_daily/dataset0.csv @@ -51,4 +51,4 @@ MI,30,129,4,32,127,4,41,159,23598,163,18003,163,3812,159,376,163,162,159,9,159,9 MN,21,116,2,26,111,2,63,138,10358,139,7558,139,1516,138,182,139,70,138,3,138,2,138,806,139,346,138,355,139,1490,138,1358,139,26,138,21,138,1019,139,0.7296775439273991,139,7558,10358,0.2082417582417582,138,1516,7280,0.151630326065213,138,1516,9998,0.365364308342133,138,346,947,0.7909715407262021,139,806,1019,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 MO,47,78,16,62,63,16,22,137,17433,141,13521,141,2611,137,315,141,239,137,5,137,18,137,1615,141,645,137,604,141,2546,137,2307,141,65,137,26,137,1931,141,0.7755980037859233,141,13521,17433,0.1964487247009254,137,2611,13291,0.1523959610109146,137,2611,17133,0.3456591639871382,137,645,1866,0.8363542206110823,141,1615,1931,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 MS,21,85,2,30,76,2,12,106,8799,108,5637,108,1254,106,142,108,30,106,3,106,5,106,718,108,338,106,263,108,1234,106,1066,108,20,106,5,106,881,108,0.6406409819297647,108,5637,8799,0.2250134577426879,106,1254,5573,0.143922873866636,106,1254,8713,0.3953216374269006,106,338,855,0.8149829738933031,108,718,881,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -WY,5,,5,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.2272985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020/12/09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 +WY,5,,5,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.2272985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 diff --git a/testdata/acquisition/covid_hosp/state_daily/dataset1.csv b/testdata/acquisition/covid_hosp/state_daily/dataset1.csv index c94697a57..3aa806720 100644 --- a/testdata/acquisition/covid_hosp/state_daily/dataset1.csv +++ b/testdata/acquisition/covid_hosp/state_daily/dataset1.csv @@ -1,2 +1,2 @@ state,critical_staffing_shortage_today_yes,critical_staffing_shortage_today_no,critical_staffing_shortage_today_not_reported,critical_staffing_shortage_anticipated_within_week_yes,critical_staffing_shortage_anticipated_within_week_no,critical_staffing_shortage_anticipated_within_week_not_reported,hospital_onset_covid,hospital_onset_covid_coverage,inpatient_beds,inpatient_beds_coverage,inpatient_beds_used,inpatient_beds_used_coverage,inpatient_beds_used_covid,inpatient_beds_used_covid_coverage,previous_day_admission_adult_covid_confirmed,previous_day_admission_adult_covid_confirmed_coverage,previous_day_admission_adult_covid_suspected,previous_day_admission_adult_covid_suspected_coverage,previous_day_admission_pediatric_covid_confirmed,previous_day_admission_pediatric_covid_confirmed_coverage,previous_day_admission_pediatric_covid_suspected,previous_day_admission_pediatric_covid_suspected_coverage,staffed_adult_icu_bed_occupancy,staffed_adult_icu_bed_occupancy_coverage,staffed_icu_adult_patients_confirmed_and_suspected_covid,staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage,staffed_icu_adult_patients_confirmed_covid,staffed_icu_adult_patients_confirmed_covid_coverage,total_adult_patients_hospitalized_confirmed_and_suspected_covid,total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_adult_patients_hospitalized_confirmed_covid,total_adult_patients_hospitalized_confirmed_covid_coverage,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_pediatric_patients_hospitalized_confirmed_covid,total_pediatric_patients_hospitalized_confirmed_covid_coverage,total_staffed_adult_icu_beds,total_staffed_adult_icu_beds_coverage,inpatient_beds_utilization,inpatient_beds_utilization_coverage,inpatient_beds_utilization_numerator,inpatient_beds_utilization_denominator,percent_of_inpatients_with_covid,percent_of_inpatients_with_covid_coverage,percent_of_inpatients_with_covid_numerator,percent_of_inpatients_with_covid_denominator,inpatient_bed_covid_utilization,inpatient_bed_covid_utilization_coverage,inpatient_bed_covid_utilization_numerator,inpatient_bed_covid_utilization_denominator,adult_icu_bed_covid_utilization,adult_icu_bed_covid_utilization_coverage,adult_icu_bed_covid_utilization_numerator,adult_icu_bed_covid_utilization_denominator,adult_icu_bed_utilization,adult_icu_bed_utilization_coverage,adult_icu_bed_utilization_numerator,adult_icu_bed_utilization_denominator,reporting_cutoff_start,deaths_covid,deaths_covid_coverage,geocoded_state,icu_patients_confirmed_influenza,icu_patients_confirmed_influenza_coverage,on_hand_supply_therapeutic_a_casirivimab_imdevimab_courses,on_hand_supply_therapeutic_b_bamlanivimab_courses,on_hand_supply_therapeutic_c_bamlanivimab_etesevimab_courses,previous_day_admission_adult_covid_confirmed_18-19,previous_day_admission_adult_covid_confirmed_18-19_coverage,previous_day_admission_adult_covid_confirmed_20-29,previous_day_admission_adult_covid_confirmed_20-29_coverage,previous_day_admission_adult_covid_confirmed_30-39,previous_day_admission_adult_covid_confirmed_30-39_coverage,previous_day_admission_adult_covid_confirmed_40-49,previous_day_admission_adult_covid_confirmed_40-49_coverage,previous_day_admission_adult_covid_confirmed_50-59,previous_day_admission_adult_covid_confirmed_50-59_coverage,previous_day_admission_adult_covid_confirmed_60-69,previous_day_admission_adult_covid_confirmed_60-69_coverage,previous_day_admission_adult_covid_confirmed_70-79,previous_day_admission_adult_covid_confirmed_70-79_coverage,previous_day_admission_adult_covid_confirmed_80+,previous_day_admission_adult_covid_confirmed_80+_coverage,previous_day_admission_adult_covid_confirmed_unknown,previous_day_admission_adult_covid_confirmed_unknown_coverage,previous_day_admission_adult_covid_suspected_18-19,previous_day_admission_adult_covid_suspected_18-19_coverage,previous_day_admission_adult_covid_suspected_20-29,previous_day_admission_adult_covid_suspected_20-29_coverage,previous_day_admission_adult_covid_suspected_30-39,previous_day_admission_adult_covid_suspected_30-39_coverage,previous_day_admission_adult_covid_suspected_40-49,previous_day_admission_adult_covid_suspected_40-49_coverage,previous_day_admission_adult_covid_suspected_50-59,previous_day_admission_adult_covid_suspected_50-59_coverage,previous_day_admission_adult_covid_suspected_60_69,previous_day_admission_adult_covid_suspected_60-69_coverage,previous_day_admission_adult_covid_suspected_70-79,previous_day_admission_adult_covid_suspected_70-79_coverage,previous_day_admission_adult_covid_suspected_80,previous_day_admission_adult_covid_suspected_80+_coverage,previous_day_admission_adult_covid_suspected_unknown,previous_day_admission_adult_covid_suspected_unknown_coverage,previous_day_admission_influenza_confirmed,previous_day_admission_influenza_confirmed_coverage,previous_day_deaths_covid_and_influenza,previous_day_deaths_covid_and_influenza_coverage,previous_day_deaths_influenza,previous_day_deaths_influenza_coverage,previous_week_therapeutic_a_casirivimab_imdevimab_courses_used,previous_week_therapeutic_b_bamlanivimab_courses_used,previous_week_therapeutic_c_bamlanivimab_etesevimab_courses_used,total_patients_hospitalized_confirmed_influenza,total_patients_hospitalized_confirmed_influenza_coverage,total_patients_hospitalized_confirmed_influenza_covid,total_patients_hospitalized_confirmed_influenza_covid_coverage -WY,8,,2,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.1172985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020/12/10,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 +WY,8,,2,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.1172985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 diff --git a/testdata/acquisition/covid_hosp/state_daily/dataset2.csv b/testdata/acquisition/covid_hosp/state_daily/dataset2.csv new file mode 100644 index 000000000..864a72498 --- /dev/null +++ b/testdata/acquisition/covid_hosp/state_daily/dataset2.csv @@ -0,0 +1,2 @@ +state,critical_staffing_shortage_today_yes,critical_staffing_shortage_today_no,critical_staffing_shortage_today_not_reported,critical_staffing_shortage_anticipated_within_week_yes,critical_staffing_shortage_anticipated_within_week_no,critical_staffing_shortage_anticipated_within_week_not_reported,hospital_onset_covid,hospital_onset_covid_coverage,inpatient_beds,inpatient_beds_coverage,inpatient_beds_used,inpatient_beds_used_coverage,inpatient_beds_used_covid,inpatient_beds_used_covid_coverage,previous_day_admission_adult_covid_confirmed,previous_day_admission_adult_covid_confirmed_coverage,previous_day_admission_adult_covid_suspected,previous_day_admission_adult_covid_suspected_coverage,previous_day_admission_pediatric_covid_confirmed,previous_day_admission_pediatric_covid_confirmed_coverage,previous_day_admission_pediatric_covid_suspected,previous_day_admission_pediatric_covid_suspected_coverage,staffed_adult_icu_bed_occupancy,staffed_adult_icu_bed_occupancy_coverage,staffed_icu_adult_patients_confirmed_and_suspected_covid,staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage,staffed_icu_adult_patients_confirmed_covid,staffed_icu_adult_patients_confirmed_covid_coverage,total_adult_patients_hospitalized_confirmed_and_suspected_covid,total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_adult_patients_hospitalized_confirmed_covid,total_adult_patients_hospitalized_confirmed_covid_coverage,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_pediatric_patients_hospitalized_confirmed_covid,total_pediatric_patients_hospitalized_confirmed_covid_coverage,total_staffed_adult_icu_beds,total_staffed_adult_icu_beds_coverage,inpatient_beds_utilization,inpatient_beds_utilization_coverage,inpatient_beds_utilization_numerator,inpatient_beds_utilization_denominator,percent_of_inpatients_with_covid,percent_of_inpatients_with_covid_coverage,percent_of_inpatients_with_covid_numerator,percent_of_inpatients_with_covid_denominator,inpatient_bed_covid_utilization,inpatient_bed_covid_utilization_coverage,inpatient_bed_covid_utilization_numerator,inpatient_bed_covid_utilization_denominator,adult_icu_bed_covid_utilization,adult_icu_bed_covid_utilization_coverage,adult_icu_bed_covid_utilization_numerator,adult_icu_bed_covid_utilization_denominator,adult_icu_bed_utilization,adult_icu_bed_utilization_coverage,adult_icu_bed_utilization_numerator,adult_icu_bed_utilization_denominator,reporting_cutoff_start,deaths_covid,deaths_covid_coverage,geocoded_state,icu_patients_confirmed_influenza,icu_patients_confirmed_influenza_coverage,on_hand_supply_therapeutic_a_casirivimab_imdevimab_courses,on_hand_supply_therapeutic_b_bamlanivimab_courses,on_hand_supply_therapeutic_c_bamlanivimab_etesevimab_courses,previous_day_admission_adult_covid_confirmed_18-19,previous_day_admission_adult_covid_confirmed_18-19_coverage,previous_day_admission_adult_covid_confirmed_20-29,previous_day_admission_adult_covid_confirmed_20-29_coverage,previous_day_admission_adult_covid_confirmed_30-39,previous_day_admission_adult_covid_confirmed_30-39_coverage,previous_day_admission_adult_covid_confirmed_40-49,previous_day_admission_adult_covid_confirmed_40-49_coverage,previous_day_admission_adult_covid_confirmed_50-59,previous_day_admission_adult_covid_confirmed_50-59_coverage,previous_day_admission_adult_covid_confirmed_60-69,previous_day_admission_adult_covid_confirmed_60-69_coverage,previous_day_admission_adult_covid_confirmed_70-79,previous_day_admission_adult_covid_confirmed_70-79_coverage,previous_day_admission_adult_covid_confirmed_80+,previous_day_admission_adult_covid_confirmed_80+_coverage,previous_day_admission_adult_covid_confirmed_unknown,previous_day_admission_adult_covid_confirmed_unknown_coverage,previous_day_admission_adult_covid_suspected_18-19,previous_day_admission_adult_covid_suspected_18-19_coverage,previous_day_admission_adult_covid_suspected_20-29,previous_day_admission_adult_covid_suspected_20-29_coverage,previous_day_admission_adult_covid_suspected_30-39,previous_day_admission_adult_covid_suspected_30-39_coverage,previous_day_admission_adult_covid_suspected_40-49,previous_day_admission_adult_covid_suspected_40-49_coverage,previous_day_admission_adult_covid_suspected_50-59,previous_day_admission_adult_covid_suspected_50-59_coverage,previous_day_admission_adult_covid_suspected_60_69,previous_day_admission_adult_covid_suspected_60-69_coverage,previous_day_admission_adult_covid_suspected_70-79,previous_day_admission_adult_covid_suspected_70-79_coverage,previous_day_admission_adult_covid_suspected_80,previous_day_admission_adult_covid_suspected_80+_coverage,previous_day_admission_adult_covid_suspected_unknown,previous_day_admission_adult_covid_suspected_unknown_coverage,previous_day_admission_influenza_confirmed,previous_day_admission_influenza_confirmed_coverage,previous_day_deaths_covid_and_influenza,previous_day_deaths_covid_and_influenza_coverage,previous_day_deaths_influenza,previous_day_deaths_influenza_coverage,previous_week_therapeutic_a_casirivimab_imdevimab_courses_used,previous_week_therapeutic_b_bamlanivimab_courses_used,previous_week_therapeutic_c_bamlanivimab_etesevimab_courses_used,total_patients_hospitalized_confirmed_influenza,total_patients_hospitalized_confirmed_influenza_coverage,total_patients_hospitalized_confirmed_influenza_covid,total_patients_hospitalized_confirmed_influenza_covid_coverage +WY,10,,2,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.1172985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020-12-10,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 From fbb8992d33d8cc764a7f5fd4d74b3a814ce71f16 Mon Sep 17 00:00:00 2001 From: Dmitry Shemetov Date: Fri, 10 Nov 2023 18:20:51 -0800 Subject: [PATCH 21/31] refactor(covid_hosp test): simplify --- .../covid_hosp/state_daily/test_scenarios.py | 41 +++++++++----- .../covid_hosp/state_daily/dataset.csv | 2 +- .../covid_hosp/state_daily/dataset0.csv | 54 ------------------- .../covid_hosp/state_daily/dataset1.csv | 2 - .../covid_hosp/state_daily/dataset2.csv | 2 - .../covid_hosp/state_daily/metadata.csv | 4 +- .../covid_hosp/state_daily/metadata2.csv | 10 ++-- 7 files changed, 38 insertions(+), 77 deletions(-) delete mode 100644 testdata/acquisition/covid_hosp/state_daily/dataset0.csv delete mode 100644 testdata/acquisition/covid_hosp/state_daily/dataset1.csv delete mode 100644 testdata/acquisition/covid_hosp/state_daily/dataset2.csv diff --git a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py index d74adc0bc..06e22abcf 100644 --- a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py +++ b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py @@ -47,6 +47,17 @@ def setUp(self): cur.execute('delete from api_user') cur.execute('insert into api_user(api_key, email) values("key", "email")') + def get_modified_dataset(self, critical_staffing_shortage_today_yes, reporting_cutoff_start): + """Get a simplified version of a test dataset. + + Only WY data is modified. The issue date is specified in the metadata file. + """ + df = self.test_utils.load_sample_dataset() + df_new = pd.DataFrame(df[df["state"] == "WY"], columns=df.columns).reset_index(drop=True) + df_new["critical_staffing_shortage_today_yes"] = critical_staffing_shortage_today_yes + df_new["reporting_cutoff_start"] = reporting_cutoff_start + return df_new + def test_acquire_dataset(self): """Acquire a new dataset.""" @@ -58,12 +69,13 @@ def test_acquire_dataset(self): # acquire sample data into local database # mock out network calls to external hosts + # issues: 3/13, 3/15 with self.subTest(name='first acquisition'), \ patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata("metadata.csv")) as mock_fetch_meta, \ patch.object(Network, 'fetch_dataset', side_effect=[ - self.test_utils.load_sample_dataset("dataset0.csv"), # dataset for 3/13 - self.test_utils.load_sample_dataset("dataset0.csv") # dataset for 3/15 + self.test_utils.load_sample_dataset(), + self.test_utils.load_sample_dataset() ]) as mock_fetch: acquired = Update.run() self.assertTrue(acquired) @@ -78,7 +90,7 @@ def test_acquire_dataset(self): self.assertEqual(row['state'], 'WY') self.assertEqual(row['date'], 20201209) self.assertEqual(row['issue'], 20210315) # include today's data by default - self.assertEqual(row['critical_staffing_shortage_today_yes'], 5) + self.assertEqual(row['critical_staffing_shortage_today_yes'], 8) self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) self.assertIsNone(row['critical_staffing_shortage_today_no']) @@ -90,12 +102,13 @@ def test_acquire_dataset(self): self.assertEqual(response['result'], 1) # re-acquisition of the same dataset should be a no-op + # issues: 3/13, 3/15 with self.subTest(name='second acquisition'), \ patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata("metadata.csv")) as mock_fetch_meta, \ patch.object(Network, 'fetch_dataset', side_effect=[ - self.test_utils.load_sample_dataset("dataset0.csv"), - self.test_utils.load_sample_dataset("dataset0.csv") + self.test_utils.load_sample_dataset(), + self.test_utils.load_sample_dataset() ]) as mock_fetch: acquired = Update.run() self.assertFalse(acquired) @@ -111,8 +124,10 @@ def test_acquire_dataset(self): patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata("metadata2.csv")) as mock_fetch_meta, \ patch.object(Network, 'fetch_dataset', side_effect=[ - self.test_utils.load_sample_dataset("dataset1.csv"), - self.test_utils.load_sample_dataset("dataset2.csv"), + self.get_modified_dataset(critical_staffing_shortage_today_yes = 9, reporting_cutoff_start="2020-12-09"), + self.get_modified_dataset(critical_staffing_shortage_today_yes = 10, reporting_cutoff_start="2020-12-09"), + self.get_modified_dataset(critical_staffing_shortage_today_yes = 11, reporting_cutoff_start="2020-12-10"), + self.get_modified_dataset(critical_staffing_shortage_today_yes = 12, reporting_cutoff_start="2020-12-10"), ]) as mock_fetch: acquired = Update.run() self.assertTrue(acquired) @@ -124,19 +139,21 @@ def test_acquire_dataset(self): self.assertEqual(response['result'], 1) self.assertEqual(len(response['epidata']), 2) - row = response['epidata'][0] # data from 03-15 00:01AM, dataset1.csv + # should have data from 03-15 00:00:01AM + row = response['epidata'][0] self.assertEqual(row['state'], 'WY') self.assertEqual(row['date'], 20201209) self.assertEqual(row['issue'], 20210315) # include today's data by default - self.assertEqual(row['critical_staffing_shortage_today_yes'], 8) + self.assertEqual(row['critical_staffing_shortage_today_yes'], 10) self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) self.assertIsNone(row['critical_staffing_shortage_today_no']) - row = response['epidata'][1] # data from 03-16 00:00AM, dataset1.csv + # should have data from 03-16 00:00:01AM, dataset4.csv + row = response['epidata'][1] self.assertEqual(row['state'], 'WY') self.assertEqual(row['date'], 20201210) self.assertEqual(row['issue'], 20210316) # include today's data by default - self.assertEqual(row['critical_staffing_shortage_today_yes'], 10) + self.assertEqual(row['critical_staffing_shortage_today_yes'], 12) self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) self.assertIsNone(row['critical_staffing_shortage_today_no']) @@ -164,7 +181,7 @@ def test_acquire_specific_issue(self): self.assertEqual(pre_max_issue, pd.Timestamp('1900-01-01 00:00:00')) with self.subTest(name='first acquisition'), \ patch.object(Network, 'fetch_metadata', return_value=self.test_utils.load_sample_metadata()) as mock_fetch_meta, \ - patch.object(Network, 'fetch_dataset', side_effect=[self.test_utils.load_sample_dataset("dataset0.csv")] + patch.object(Network, 'fetch_dataset', side_effect=[self.test_utils.load_sample_dataset()] ) as mock_fetch: acquired = Utils.update_dataset(Database, Network, diff --git a/testdata/acquisition/covid_hosp/state_daily/dataset.csv b/testdata/acquisition/covid_hosp/state_daily/dataset.csv index fed00532c..5e6997b1e 100644 --- a/testdata/acquisition/covid_hosp/state_daily/dataset.csv +++ b/testdata/acquisition/covid_hosp/state_daily/dataset.csv @@ -51,4 +51,4 @@ MI,30,129,4,32,127,4,41,159,23598,163,18003,163,3812,159,376,163,162,159,9,159,9 MN,21,116,2,26,111,2,63,138,10358,139,7558,139,1516,138,182,139,70,138,3,138,2,138,806,139,346,138,355,139,1490,138,1358,139,26,138,21,138,1019,139,0.7296775439273991,139,7558,10358,0.2082417582417582,138,1516,7280,0.151630326065213,138,1516,9998,0.365364308342133,138,346,947,0.7909715407262021,139,806,1019,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 MO,47,78,16,62,63,16,22,137,17433,141,13521,141,2611,137,315,141,239,137,5,137,18,137,1615,141,645,137,604,141,2546,137,2307,141,65,137,26,137,1931,141,0.7755980037859233,141,13521,17433,0.1964487247009254,137,2611,13291,0.1523959610109146,137,2611,17133,0.3456591639871382,137,645,1866,0.8363542206110823,141,1615,1931,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 MS,21,85,2,30,76,2,12,106,8799,108,5637,108,1254,106,142,108,30,106,3,106,5,106,718,108,338,106,263,108,1234,106,1066,108,20,106,5,106,881,108,0.6406409819297647,108,5637,8799,0.2250134577426879,106,1254,5573,0.143922873866636,106,1254,8713,0.3953216374269006,106,338,855,0.8149829738933031,108,718,881,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -WY,8,,2,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.1172985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020/12/09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 +WY,8,,2,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.1172985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 diff --git a/testdata/acquisition/covid_hosp/state_daily/dataset0.csv b/testdata/acquisition/covid_hosp/state_daily/dataset0.csv deleted file mode 100644 index e32615dfc..000000000 --- a/testdata/acquisition/covid_hosp/state_daily/dataset0.csv +++ /dev/null @@ -1,54 +0,0 @@ -state,critical_staffing_shortage_today_yes,critical_staffing_shortage_today_no,critical_staffing_shortage_today_not_reported,critical_staffing_shortage_anticipated_within_week_yes,critical_staffing_shortage_anticipated_within_week_no,critical_staffing_shortage_anticipated_within_week_not_reported,hospital_onset_covid,hospital_onset_covid_coverage,inpatient_beds,inpatient_beds_coverage,inpatient_beds_used,inpatient_beds_used_coverage,inpatient_beds_used_covid,inpatient_beds_used_covid_coverage,previous_day_admission_adult_covid_confirmed,previous_day_admission_adult_covid_confirmed_coverage,previous_day_admission_adult_covid_suspected,previous_day_admission_adult_covid_suspected_coverage,previous_day_admission_pediatric_covid_confirmed,previous_day_admission_pediatric_covid_confirmed_coverage,previous_day_admission_pediatric_covid_suspected,previous_day_admission_pediatric_covid_suspected_coverage,staffed_adult_icu_bed_occupancy,staffed_adult_icu_bed_occupancy_coverage,staffed_icu_adult_patients_confirmed_and_suspected_covid,staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage,staffed_icu_adult_patients_confirmed_covid,staffed_icu_adult_patients_confirmed_covid_coverage,total_adult_patients_hospitalized_confirmed_and_suspected_covid,total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_adult_patients_hospitalized_confirmed_covid,total_adult_patients_hospitalized_confirmed_covid_coverage,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_pediatric_patients_hospitalized_confirmed_covid,total_pediatric_patients_hospitalized_confirmed_covid_coverage,total_staffed_adult_icu_beds,total_staffed_adult_icu_beds_coverage,inpatient_beds_utilization,inpatient_beds_utilization_coverage,inpatient_beds_utilization_numerator,inpatient_beds_utilization_denominator,percent_of_inpatients_with_covid,percent_of_inpatients_with_covid_coverage,percent_of_inpatients_with_covid_numerator,percent_of_inpatients_with_covid_denominator,inpatient_bed_covid_utilization,inpatient_bed_covid_utilization_coverage,inpatient_bed_covid_utilization_numerator,inpatient_bed_covid_utilization_denominator,adult_icu_bed_covid_utilization,adult_icu_bed_covid_utilization_coverage,adult_icu_bed_covid_utilization_numerator,adult_icu_bed_covid_utilization_denominator,adult_icu_bed_utilization,adult_icu_bed_utilization_coverage,adult_icu_bed_utilization_numerator,adult_icu_bed_utilization_denominator,reporting_cutoff_start,deaths_covid,deaths_covid_coverage,geocoded_state,icu_patients_confirmed_influenza,icu_patients_confirmed_influenza_coverage,on_hand_supply_therapeutic_a_casirivimab_imdevimab_courses,on_hand_supply_therapeutic_b_bamlanivimab_courses,on_hand_supply_therapeutic_c_bamlanivimab_etesevimab_courses,previous_day_admission_adult_covid_confirmed_18-19,previous_day_admission_adult_covid_confirmed_18-19_coverage,previous_day_admission_adult_covid_confirmed_20-29,previous_day_admission_adult_covid_confirmed_20-29_coverage,previous_day_admission_adult_covid_confirmed_30-39,previous_day_admission_adult_covid_confirmed_30-39_coverage,previous_day_admission_adult_covid_confirmed_40-49,previous_day_admission_adult_covid_confirmed_40-49_coverage,previous_day_admission_adult_covid_confirmed_50-59,previous_day_admission_adult_covid_confirmed_50-59_coverage,previous_day_admission_adult_covid_confirmed_60-69,previous_day_admission_adult_covid_confirmed_60-69_coverage,previous_day_admission_adult_covid_confirmed_70-79,previous_day_admission_adult_covid_confirmed_70-79_coverage,previous_day_admission_adult_covid_confirmed_80+,previous_day_admission_adult_covid_confirmed_80+_coverage,previous_day_admission_adult_covid_confirmed_unknown,previous_day_admission_adult_covid_confirmed_unknown_coverage,previous_day_admission_adult_covid_suspected_18-19,previous_day_admission_adult_covid_suspected_18-19_coverage,previous_day_admission_adult_covid_suspected_20-29,previous_day_admission_adult_covid_suspected_20-29_coverage,previous_day_admission_adult_covid_suspected_30-39,previous_day_admission_adult_covid_suspected_30-39_coverage,previous_day_admission_adult_covid_suspected_40-49,previous_day_admission_adult_covid_suspected_40-49_coverage,previous_day_admission_adult_covid_suspected_50-59,previous_day_admission_adult_covid_suspected_50-59_coverage,previous_day_admission_adult_covid_suspected_60_69,previous_day_admission_adult_covid_suspected_60-69_coverage,previous_day_admission_adult_covid_suspected_70-79,previous_day_admission_adult_covid_suspected_70-79_coverage,previous_day_admission_adult_covid_suspected_80,previous_day_admission_adult_covid_suspected_80+_coverage,previous_day_admission_adult_covid_suspected_unknown,previous_day_admission_adult_covid_suspected_unknown_coverage,previous_day_admission_influenza_confirmed,previous_day_admission_influenza_confirmed_coverage,previous_day_deaths_covid_and_influenza,previous_day_deaths_covid_and_influenza_coverage,previous_day_deaths_influenza,previous_day_deaths_influenza_coverage,previous_week_therapeutic_a_casirivimab_imdevimab_courses_used,previous_week_therapeutic_b_bamlanivimab_courses_used,previous_week_therapeutic_c_bamlanivimab_etesevimab_courses_used,total_patients_hospitalized_confirmed_influenza,total_patients_hospitalized_confirmed_influenza_coverage,total_patients_hospitalized_confirmed_influenza_covid,total_patients_hospitalized_confirmed_influenza_covid_coverage -AK,4,20,0,3,21,0,2,24,1625,24,936,24,140,24,18,24,1,24,1,24,1,24,96,24,22,24,21,24,129,24,123,24,11,24,10,24,131,24,0.576,24,936,1625,0.1495726495726495,24,140,936,0.0861538461538461,24,140,1625,0.1679389312977099,24,22,131,0.732824427480916,24,96,131,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -AL,36,74,7,40,69,8,35,111,15116,116,11358,116,2484,111,336,113,110,111,4,111,8,111,1274,116,605,111,584,113,2464,111,2271,113,20,111,14,111,1458,116,0.7513892564170416,116,11358,15116,0.2200567298014457,110,2405,10929,0.1648954405210833,110,2405,14585,0.4105113636363636,110,578,1408,0.8737997256515775,116,1274,1458,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -AR,37,71,2,42,66,2,7,108,9297,110,6743,110,1205,108,153,110,272,108,0,108,10,108,815,110,311,108,308,110,1177,108,975,110,28,108,10,108,1027,110,0.7252877272238356,110,6743,9297,0.1789958407605466,108,1205,6732,0.1301858254105445,108,1205,9256,0.3079207920792079,108,311,1010,0.7935735150925024,110,815,1027,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -AZ,38,81,3,42,77,3,60,119,16657,122,12769,122,3711,119,459,122,267,119,6,119,10,119,1532,122,774,119,755,122,3664,119,3185,122,47,119,26,119,2155,122,0.7665846190790658,122,12769,16657,0.2965241709948062,119,3711,12515,0.227041908840624,119,3711,16345,0.3712230215827338,119,774,2085,0.7109048723897912,122,1532,2155,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -CA,113,275,27,137,253,25,114,407,67724,415,51751,415,14178,405,1964,415,593,407,29,405,16,405,6548,413,2939,405,2933,413,14008,405,13314,413,170,405,131,405,7872,413,0.7641456499911405,415,51751,67724,0.2780817887614004,405,14178,50985,0.2127136062892893,405,14178,66653,0.388345665961945,405,2939,7568,0.8318089430894309,413,6548,7872,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -CO,11,79,13,17,73,13,45,101,11800,103,7939,103,1664,101,221,103,100,101,5,101,10,101,1049,103,455,101,437,103,1636,101,1518,103,28,101,17,101,1538,103,0.6727966101694915,103,7939,11800,0.2117317724901387,101,1664,7859,0.1428816761119697,101,1664,11646,0.3033333333333333,101,455,1500,0.6820546163849155,103,1049,1538,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -CT,2,37,1,3,36,1,33,39,8858,40,6765,40,1394,39,166,40,78,39,3,39,1,39,665,40,264,39,249,40,1376,39,1231,40,18,39,15,39,1129,40,0.7637164145405283,40,6765,8858,0.2077805932329706,39,1394,6709,0.1591324200913242,39,1394,8760,0.2384823848238482,39,264,1107,0.5890168290522586,40,665,1129,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -DC,0,12,2,0,12,2,6,12,3645,14,2916,14,295,13,24,14,72,13,1,13,13,13,296,14,64,12,61,13,265,13,249,14,30,13,11,13,359,14,0.8,14,2916,3645,0.1046470379567222,13,295,2819,0.0839977220956719,13,295,3512,0.1887905604719764,12,64,339,0.8245125348189415,14,296,359,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -DE,1,14,1,3,12,1,5,15,3274,16,2379,16,434,15,43,16,26,15,8,15,1,15,156,16,57,15,55,16,426,15,395,16,8,15,7,15,186,16,0.726634086744044,16,2379,3274,0.1839762611275964,15,434,2359,0.1338679827267119,15,434,3242,0.3166666666666666,15,57,180,0.8387096774193549,16,156,186,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -FL,9,249,11,29,229,11,100,263,57986,269,43794,269,5248,263,677,269,269,263,10,263,11,263,4971,269,1015,263,977,269,5203,263,4790,269,45,263,29,263,6229,269,0.7552512675473391,269,43794,57986,0.1220947816578647,263,5248,42983,0.0922109184193418,263,5248,56913,0.1685766483972762,263,1015,6021,0.7980414191684059,269,4971,6229,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -GA,32,126,13,39,119,13,21,168,22424,171,17776,171,3268,168,470,171,172,168,11,168,51,168,2328,171,796,168,762,171,3200,168,2899,171,68,168,15,168,2632,171,0.7927220834819836,171,17776,22424,0.1858824867754962,168,3268,17581,0.147666169626316,168,3268,22131,0.3087664856477889,168,796,2578,0.8844984802431611,171,2328,2632,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -HI,1,25,0,2,24,0,0,26,2645,26,1813,26,72,26,4,26,12,26,0,26,1,26,155,26,21,26,19,26,70,26,55,26,2,26,0,26,229,26,0.6854442344045368,26,1813,2645,0.0397131825703254,26,72,1813,0.0272211720226843,26,72,2645,0.0917030567685589,26,21,229,0.6768558951965066,26,155,229,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -IA,4,75,47,5,75,46,7,124,8452,126,4806,126,793,124,71,126,22,124,0,124,0,124,469,126,262,124,160,126,787,124,765,126,6,124,6,124,697,126,0.5686228111689541,126,4806,8452,0.1672642902341278,124,793,4741,0.0949928126497364,124,793,8348,0.3864306784660767,124,262,678,0.672883787661406,126,469,697,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -MT,16,50,1,18,48,1,9,66,3206,67,2177,67,356,66,54,67,20,66,1,66,0,66,159,67,71,66,72,67,352,66,352,67,4,66,2,66,237,67,0.6790393013100436,67,2177,3206,0.164967562557924,66,356,2158,0.1124092200820966,66,356,3167,0.3212669683257919,66,71,221,0.6708860759493671,67,159,237,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -NC,9,119,4,13,115,4,46,128,24092,132,18256,132,2824,128,326,132,265,128,4,128,18,128,2064,132,641,128,617,132,2785,128,2444,132,39,128,17,128,2496,132,0.7577619126681056,132,18256,24092,0.156523666999224,128,2824,18042,0.1187053383774695,128,2824,23790,0.2632443531827515,128,641,2435,0.8269230769230769,132,2064,2496,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -ND,21,26,3,20,27,3,2,49,2573,50,1636,50,253,49,18,48,2,46,0,49,0,49,66,48,51,49,50,50,253,49,240,50,0,49,0,49,88,48,0.635833657209483,50,1636,2573,0.1569478908188585,49,253,1612,0.0993325480957989,49,253,2547,0.2738095238095238,47,23,84,0.75,48,66,88,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -NE,16,84,1,26,74,1,17,100,5399,101,3409,101,716,100,74,101,26,100,2,100,0,100,376,101,190,100,183,101,708,100,686,101,8,100,8,100,570,101,0.6314132246712354,101,3409,5399,0.212778603268945,100,716,3365,0.1346117691295356,100,716,5319,0.3429602888086642,100,190,554,0.6596491228070176,101,376,570,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -NH,5,24,1,7,22,1,15,30,3117,30,2188,30,268,30,43,30,19,30,0,30,0,30,175,30,69,30,59,30,268,30,241,30,0,30,0,30,282,30,0.7019570099454604,30,2188,3117,0.1224862888482632,30,268,2188,0.0859801090792428,30,268,3117,0.2446808510638297,30,69,282,0.6205673758865248,30,175,282,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -NJ,11,83,2,10,82,4,161,95,23202,96,17216,96,3738,95,470,96,259,95,4,95,4,95,1606,96,679,95,666,96,3718,95,3430,96,20,95,7,95,2459,96,0.7420049995690027,96,17216,23202,0.2186476368741226,95,3738,17096,0.1621269951422623,95,3738,23056,0.2797692624639472,95,679,2427,0.6531110207401383,96,1606,2459,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -NM,18,35,1,18,35,1,10,52,4461,54,3079,53,837,52,140,54,19,53,0,52,1,50,431,53,218,52,219,53,828,52,792,53,9,52,3,52,432,54,0.6969216840199185,53,3079,4418,0.2781655034895314,52,837,3009,0.1943348038077548,52,837,4307,0.5304136253041363,52,218,411,0.9976851851851852,53,431,432,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -NV,9,51,2,15,45,2,80,60,8655,62,6900,62,1956,60,154,62,135,60,1,60,5,60,737,62,352,60,385,62,1949,60,1804,62,7,60,18,60,1065,62,0.7972270363951474,62,6900,8655,0.2885381324679156,60,1956,6779,0.2306059891535015,60,1956,8482,0.3591836734693877,60,352,980,0.692018779342723,62,737,1065,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -NY,23,171,10,22,172,10,174,195,59150,204,42745,204,7352,195,964,204,325,195,3,195,19,195,4180,204,1276,195,1159,204,7226,195,6247,204,126,195,51,195,6835,204,0.722654268808115,204,42745,59150,0.1733471658964444,195,7352,42412,0.1256967002906479,195,7352,58490,0.190504628247238,195,1276,6698,0.6115581565471836,204,4180,6835,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -OH,39,185,5,63,161,5,230,224,33828,229,22677,229,5436,225,604,229,282,225,19,225,37,225,3151,229,1225,225,1187,229,5338,225,5033,229,98,225,61,225,4234,229,0.6703618304363249,229,22677,33828,0.24215965787598,225,5436,22448,0.1622057112165428,225,5436,33513,0.2939764818814495,225,1225,4167,0.7442135096835144,229,3151,4234,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -OK,48,96,11,56,88,11,50,153,10853,155,7667,155,1674,153,312,155,79,153,3,153,16,153,1060,155,443,153,492,155,1637,153,1657,155,37,153,31,153,1185,155,0.706440615498019,155,7667,10853,0.2268600081311831,153,1674,7379,0.1594741354672763,153,1674,10497,0.3969534050179211,153,443,1116,0.8945147679324894,155,1060,1185,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -OR,5,58,2,7,56,2,13,63,6621,65,4919,65,666,63,51,65,83,63,0,63,34,63,541,65,137,63,124,65,654,63,552,65,12,63,5,63,794,65,0.7429391330614711,65,4919,6621,0.1388078365985827,63,666,4798,0.1029525428968928,63,666,6469,0.1760925449871465,63,137,778,0.681360201511335,65,541,794,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -PA,41,181,6,44,178,6,132,222,37110,228,28259,228,7014,222,724,228,472,222,8,222,17,222,3256,228,1383,222,1360,228,6922,222,6360,228,92,222,58,222,3991,228,0.7614928590676368,228,28259,37110,0.2502140410958904,222,7014,28032,0.1909766656683094,222,7014,36727,0.3567191127160175,222,1383,3877,0.8158356301678777,228,3256,3991,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -PR,1,0,68,1,0,68,23,66,9298,69,5316,69,660,67,38,66,63,66,2,65,18,66,478,69,96,67,90,66,624,67,480,66,36,66,7,65,681,69,0.5717358571735858,69,5316,9298,0.1303574955559944,67,660,5063,0.0733659404179635,67,660,8996,0.1476923076923077,67,96,650,0.7019089574155654,69,478,681,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -RI,3,11,1,3,11,1,9,14,2291,15,1951,14,504,14,30,15,0,14,0,14,0,14,143,15,52,14,55,15,498,14,436,15,6,14,6,14,177,15,0.8515931907463989,14,1951,2291,0.2648449816079873,13,504,1903,0.2272317403065825,14,504,2218,0.3209876543209876,14,52,162,0.807909604519774,15,143,177,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -SC,22,63,2,31,54,2,12,85,11395,87,8947,87,1310,85,186,87,99,85,0,85,3,85,1015,87,295,85,291,87,1307,85,1112,87,3,85,1,85,1301,87,0.7851689337428697,87,8947,11395,0.1482571299230421,85,1310,8836,0.1167141838916607,85,1310,11224,0.2352472089314194,85,295,1254,0.7801691006917756,87,1015,1301,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -SD,11,50,3,14,47,3,88,61,2876,64,1748,64,444,61,45,64,12,61,0,61,0,61,176,64,83,61,89,64,440,61,440,64,4,61,4,61,261,64,0.60778859527121,64,1748,2876,0.2642857142857143,61,444,1680,0.1606367583212735,61,444,2764,0.3387755102040816,61,83,245,0.6743295019157088,64,176,261,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -TN,23,76,45,43,56,45,32,99,19907,144,12813,126,2815,99,311,99,123,99,0,99,4,99,1782,141,688,99,659,99,2791,99,2573,99,24,99,17,99,2134,144,0.6951120273422666,126,12813,18433,0.2356437301188682,99,2815,11946,0.1682304428375067,99,2815,16733,0.343142144638404,99,688,2005,0.8579682233991334,141,1782,2077,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -TX,147,439,5,176,410,5,87,586,71468,591,53428,591,9734,586,1154,591,714,586,16,586,63,586,6577,591,2712,586,2679,591,9612,586,9055,591,122,586,81,586,7939,591,0.747579336206414,591,53428,71468,0.1845343039678477,586,9734,52749,0.1379300572465,586,9734,70572,0.3512043512043512,586,2712,7722,0.8284418692530545,591,6577,7939,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -UT,6,52,1,7,51,1,1,58,6217,59,3625,59,585,58,94,59,10,58,2,58,0,58,482,59,196,58,194,59,577,58,554,59,8,58,0,58,663,59,0.5830786552999839,59,3625,6217,0.1643258426966292,58,585,3560,0.0955726188531285,58,585,6121,0.303875968992248,58,196,645,0.726998491704374,59,482,663,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -VA,30,70,8,39,61,8,33,105,19094,108,13128,108,2195,105,201,108,294,105,1,105,14,105,1467,108,450,105,397,108,2156,105,1702,108,39,105,22,105,2052,108,0.6875458259138997,108,13128,19094,0.1691584463625154,105,2195,12976,0.1165507354112462,105,2195,18833,0.2263581488933601,105,450,1988,0.7149122807017544,108,1467,2052,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -VI,1,1,0,2,0,0,0,2,168,2,88,2,3,2,0,2,0,2,0,2,1,2,13,2,2,2,2,2,2,2,2,2,1,2,0,2,20,2,0.5238095238095238,2,88,168,0.034090909090909,2,3,88,0.0178571428571428,2,3,168,0.1,2,2,20,0.65,2,13,20,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -VT,0,16,1,1,15,1,0,16,1312,17,765,17,11,16,0,17,3,16,0,16,0,16,65,17,2,16,1,17,11,16,9,17,0,16,0,16,111,17,0.583079268292683,17,765,1312,0.014647137150466,16,11,751,0.0086274509803921,16,11,1275,0.0192307692307692,16,2,104,0.5855855855855856,17,65,111,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -WA,13,89,2,20,82,2,24,102,13929,104,9476,104,1118,102,78,104,102,102,0,102,16,102,998,104,264,102,243,104,1100,102,996,104,18,102,13,102,1365,104,0.6803072725967406,104,9476,13929,0.1191262653169952,102,1118,9385,0.0809031044214487,102,1118,13819,0.1965748324646314,102,264,1343,0.7311355311355311,104,998,1365,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -WI,53,93,3,57,89,3,19,146,13998,149,8873,147,1630,144,355,149,85,146,2,146,1,146,1064,147,351,144,372,147,1619,144,1590,147,11,144,4,144,1660,149,0.6437640571718783,147,8873,13783,0.1896230805025593,144,1630,8596,0.1218509381774688,144,1630,13377,0.2222925902469917,144,351,1579,0.6409638554216868,147,1064,1660,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -WV,17,42,4,19,40,4,14,59,6240,63,4554,63,799,59,81,63,47,59,0,59,2,59,520,63,196,59,199,63,791,59,755,63,8,59,1,59,653,63,0.7298076923076923,63,4554,6240,0.1801984663960306,59,799,4434,0.1323505052178234,59,799,6037,0.327212020033389,59,196,599,0.7963246554364471,63,520,653,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -ID,7,44,1,8,43,1,9,51,3768,52,2206,52,480,51,67,52,12,51,1,51,0,51,241,52,115,51,113,52,473,51,463,52,7,51,5,51,318,52,0.5854564755838642,52,2206,3768,0.2238805970149253,51,480,2144,0.1304347826086956,51,480,3680,0.3807947019867549,51,115,302,0.7578616352201258,52,241,318,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -IL,36,147,18,41,142,18,48,196,30979,201,21251,201,5144,196,482,201,401,196,6,196,19,196,2484,201,1060,196,968,201,5040,196,4397,201,104,196,51,196,3566,201,0.6859808257206494,201,21251,30979,0.2447775398524863,196,5144,21015,0.1684127815610267,196,5144,30544,0.3027706369608683,196,1060,3501,0.696578799775659,201,2484,3566,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -IN,29,133,2,34,128,2,10,162,18918,164,13102,164,3127,162,381,164,191,162,3,162,5,162,1712,164,718,162,690,164,3098,162,2803,164,29,162,11,162,2214,164,0.6925679247277725,164,13102,18918,0.2413181046457786,162,3127,12958,0.1668356186309555,162,3127,18743,0.3322535863026377,162,718,2161,0.7732610659439928,164,1712,2214,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -KS,39,107,4,53,93,4,19,147,8897,150,5448,150,1232,147,166,150,68,147,0,147,0,147,701,150,290,147,282,150,1225,147,1092,150,7,147,4,147,866,150,0.6123412386197594,150,5448,8897,0.2281904056306723,147,1232,5399,0.1401433284040495,147,1232,8791,0.3460620525059666,147,290,838,0.8094688221709007,150,701,866,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -KY,4,30,90,7,115,2,18,122,14268,124,8694,124,1806,122,424,124,93,122,1,122,1,122,1261,124,440,122,445,124,1800,122,1635,124,6,122,7,122,1723,124,0.6093355761143818,124,8694,14268,0.2113022113022113,122,1806,8547,0.1282033080144814,122,1806,14087,0.2623732856290995,122,440,1677,0.7318630295995356,124,1261,1723,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -LA,38,173,10,43,168,10,20,211,14074,221,9304,221,1393,221,176,212,14,212,3,212,1,212,1365,221,441,221,434,221,1382,221,2192,221,11,221,8,221,1846,221,0.6610771635640188,221,9304,14074,0.1497205503009458,221,1393,9304,0.0989768367201932,221,1393,14074,0.2388949079089924,221,441,1846,0.7394366197183099,221,1365,1846,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -MA,9,91,1,8,92,1,67,100,19217,101,15086,101,1745,100,235,101,109,100,2,100,1,100,1032,101,381,100,355,101,1710,100,1518,101,35,100,17,100,1476,101,0.7850340844044336,101,15086,19217,0.1164497831164497,100,1745,14985,0.0914234819510661,100,1745,19087,0.2627586206896551,100,381,1450,0.6991869918699187,101,1032,1476,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -MD,9,49,1,11,47,1,42,58,12067,59,9632,59,2134,58,229,59,345,58,1,58,8,58,1052,59,439,58,384,59,2081,58,1646,59,53,58,9,58,1339,59,0.7982099941990553,59,9632,12067,0.2228720626631853,58,2134,9575,0.1785027185278126,58,2134,11955,0.3376923076923077,58,439,1300,0.7856609410007468,59,1052,1339,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -ME,10,21,8,8,23,8,1,38,3307,39,2213,39,230,38,19,39,32,38,0,38,0,38,248,39,64,38,55,39,230,38,183,39,0,38,0,38,328,39,0.6691865739340792,39,2213,3307,0.1055045871559633,38,230,2180,0.0702933985330073,38,230,3272,0.2012578616352201,38,64,318,0.7560975609756098,39,248,328,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -MI,30,129,4,32,127,4,41,159,23598,163,18003,163,3812,159,376,163,162,159,9,159,9,159,2209,163,873,159,842,163,3689,159,3407,163,123,159,24,159,2649,163,0.7629036359013476,163,18003,23598,0.2133303486484974,159,3812,17869,0.1629407993160931,159,3812,23395,0.334610962054427,159,873,2609,0.8338995847489619,163,2209,2649,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -MN,21,116,2,26,111,2,63,138,10358,139,7558,139,1516,138,182,139,70,138,3,138,2,138,806,139,346,138,355,139,1490,138,1358,139,26,138,21,138,1019,139,0.7296775439273991,139,7558,10358,0.2082417582417582,138,1516,7280,0.151630326065213,138,1516,9998,0.365364308342133,138,346,947,0.7909715407262021,139,806,1019,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -MO,47,78,16,62,63,16,22,137,17433,141,13521,141,2611,137,315,141,239,137,5,137,18,137,1615,141,645,137,604,141,2546,137,2307,141,65,137,26,137,1931,141,0.7755980037859233,141,13521,17433,0.1964487247009254,137,2611,13291,0.1523959610109146,137,2611,17133,0.3456591639871382,137,645,1866,0.8363542206110823,141,1615,1931,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -MS,21,85,2,30,76,2,12,106,8799,108,5637,108,1254,106,142,108,30,106,3,106,5,106,718,108,338,106,263,108,1234,106,1066,108,20,106,5,106,881,108,0.6406409819297647,108,5637,8799,0.2250134577426879,106,1254,5573,0.143922873866636,106,1254,8713,0.3953216374269006,106,338,855,0.8149829738933031,108,718,881,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 -WY,5,,5,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.2272985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 diff --git a/testdata/acquisition/covid_hosp/state_daily/dataset1.csv b/testdata/acquisition/covid_hosp/state_daily/dataset1.csv deleted file mode 100644 index 3aa806720..000000000 --- a/testdata/acquisition/covid_hosp/state_daily/dataset1.csv +++ /dev/null @@ -1,2 +0,0 @@ -state,critical_staffing_shortage_today_yes,critical_staffing_shortage_today_no,critical_staffing_shortage_today_not_reported,critical_staffing_shortage_anticipated_within_week_yes,critical_staffing_shortage_anticipated_within_week_no,critical_staffing_shortage_anticipated_within_week_not_reported,hospital_onset_covid,hospital_onset_covid_coverage,inpatient_beds,inpatient_beds_coverage,inpatient_beds_used,inpatient_beds_used_coverage,inpatient_beds_used_covid,inpatient_beds_used_covid_coverage,previous_day_admission_adult_covid_confirmed,previous_day_admission_adult_covid_confirmed_coverage,previous_day_admission_adult_covid_suspected,previous_day_admission_adult_covid_suspected_coverage,previous_day_admission_pediatric_covid_confirmed,previous_day_admission_pediatric_covid_confirmed_coverage,previous_day_admission_pediatric_covid_suspected,previous_day_admission_pediatric_covid_suspected_coverage,staffed_adult_icu_bed_occupancy,staffed_adult_icu_bed_occupancy_coverage,staffed_icu_adult_patients_confirmed_and_suspected_covid,staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage,staffed_icu_adult_patients_confirmed_covid,staffed_icu_adult_patients_confirmed_covid_coverage,total_adult_patients_hospitalized_confirmed_and_suspected_covid,total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_adult_patients_hospitalized_confirmed_covid,total_adult_patients_hospitalized_confirmed_covid_coverage,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_pediatric_patients_hospitalized_confirmed_covid,total_pediatric_patients_hospitalized_confirmed_covid_coverage,total_staffed_adult_icu_beds,total_staffed_adult_icu_beds_coverage,inpatient_beds_utilization,inpatient_beds_utilization_coverage,inpatient_beds_utilization_numerator,inpatient_beds_utilization_denominator,percent_of_inpatients_with_covid,percent_of_inpatients_with_covid_coverage,percent_of_inpatients_with_covid_numerator,percent_of_inpatients_with_covid_denominator,inpatient_bed_covid_utilization,inpatient_bed_covid_utilization_coverage,inpatient_bed_covid_utilization_numerator,inpatient_bed_covid_utilization_denominator,adult_icu_bed_covid_utilization,adult_icu_bed_covid_utilization_coverage,adult_icu_bed_covid_utilization_numerator,adult_icu_bed_covid_utilization_denominator,adult_icu_bed_utilization,adult_icu_bed_utilization_coverage,adult_icu_bed_utilization_numerator,adult_icu_bed_utilization_denominator,reporting_cutoff_start,deaths_covid,deaths_covid_coverage,geocoded_state,icu_patients_confirmed_influenza,icu_patients_confirmed_influenza_coverage,on_hand_supply_therapeutic_a_casirivimab_imdevimab_courses,on_hand_supply_therapeutic_b_bamlanivimab_courses,on_hand_supply_therapeutic_c_bamlanivimab_etesevimab_courses,previous_day_admission_adult_covid_confirmed_18-19,previous_day_admission_adult_covid_confirmed_18-19_coverage,previous_day_admission_adult_covid_confirmed_20-29,previous_day_admission_adult_covid_confirmed_20-29_coverage,previous_day_admission_adult_covid_confirmed_30-39,previous_day_admission_adult_covid_confirmed_30-39_coverage,previous_day_admission_adult_covid_confirmed_40-49,previous_day_admission_adult_covid_confirmed_40-49_coverage,previous_day_admission_adult_covid_confirmed_50-59,previous_day_admission_adult_covid_confirmed_50-59_coverage,previous_day_admission_adult_covid_confirmed_60-69,previous_day_admission_adult_covid_confirmed_60-69_coverage,previous_day_admission_adult_covid_confirmed_70-79,previous_day_admission_adult_covid_confirmed_70-79_coverage,previous_day_admission_adult_covid_confirmed_80+,previous_day_admission_adult_covid_confirmed_80+_coverage,previous_day_admission_adult_covid_confirmed_unknown,previous_day_admission_adult_covid_confirmed_unknown_coverage,previous_day_admission_adult_covid_suspected_18-19,previous_day_admission_adult_covid_suspected_18-19_coverage,previous_day_admission_adult_covid_suspected_20-29,previous_day_admission_adult_covid_suspected_20-29_coverage,previous_day_admission_adult_covid_suspected_30-39,previous_day_admission_adult_covid_suspected_30-39_coverage,previous_day_admission_adult_covid_suspected_40-49,previous_day_admission_adult_covid_suspected_40-49_coverage,previous_day_admission_adult_covid_suspected_50-59,previous_day_admission_adult_covid_suspected_50-59_coverage,previous_day_admission_adult_covid_suspected_60_69,previous_day_admission_adult_covid_suspected_60-69_coverage,previous_day_admission_adult_covid_suspected_70-79,previous_day_admission_adult_covid_suspected_70-79_coverage,previous_day_admission_adult_covid_suspected_80,previous_day_admission_adult_covid_suspected_80+_coverage,previous_day_admission_adult_covid_suspected_unknown,previous_day_admission_adult_covid_suspected_unknown_coverage,previous_day_admission_influenza_confirmed,previous_day_admission_influenza_confirmed_coverage,previous_day_deaths_covid_and_influenza,previous_day_deaths_covid_and_influenza_coverage,previous_day_deaths_influenza,previous_day_deaths_influenza_coverage,previous_week_therapeutic_a_casirivimab_imdevimab_courses_used,previous_week_therapeutic_b_bamlanivimab_courses_used,previous_week_therapeutic_c_bamlanivimab_etesevimab_courses_used,total_patients_hospitalized_confirmed_influenza,total_patients_hospitalized_confirmed_influenza_coverage,total_patients_hospitalized_confirmed_influenza_covid,total_patients_hospitalized_confirmed_influenza_covid_coverage -WY,8,,2,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.1172985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020-12-09,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 diff --git a/testdata/acquisition/covid_hosp/state_daily/dataset2.csv b/testdata/acquisition/covid_hosp/state_daily/dataset2.csv deleted file mode 100644 index 864a72498..000000000 --- a/testdata/acquisition/covid_hosp/state_daily/dataset2.csv +++ /dev/null @@ -1,2 +0,0 @@ -state,critical_staffing_shortage_today_yes,critical_staffing_shortage_today_no,critical_staffing_shortage_today_not_reported,critical_staffing_shortage_anticipated_within_week_yes,critical_staffing_shortage_anticipated_within_week_no,critical_staffing_shortage_anticipated_within_week_not_reported,hospital_onset_covid,hospital_onset_covid_coverage,inpatient_beds,inpatient_beds_coverage,inpatient_beds_used,inpatient_beds_used_coverage,inpatient_beds_used_covid,inpatient_beds_used_covid_coverage,previous_day_admission_adult_covid_confirmed,previous_day_admission_adult_covid_confirmed_coverage,previous_day_admission_adult_covid_suspected,previous_day_admission_adult_covid_suspected_coverage,previous_day_admission_pediatric_covid_confirmed,previous_day_admission_pediatric_covid_confirmed_coverage,previous_day_admission_pediatric_covid_suspected,previous_day_admission_pediatric_covid_suspected_coverage,staffed_adult_icu_bed_occupancy,staffed_adult_icu_bed_occupancy_coverage,staffed_icu_adult_patients_confirmed_and_suspected_covid,staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage,staffed_icu_adult_patients_confirmed_covid,staffed_icu_adult_patients_confirmed_covid_coverage,total_adult_patients_hospitalized_confirmed_and_suspected_covid,total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_adult_patients_hospitalized_confirmed_covid,total_adult_patients_hospitalized_confirmed_covid_coverage,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid,total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage,total_pediatric_patients_hospitalized_confirmed_covid,total_pediatric_patients_hospitalized_confirmed_covid_coverage,total_staffed_adult_icu_beds,total_staffed_adult_icu_beds_coverage,inpatient_beds_utilization,inpatient_beds_utilization_coverage,inpatient_beds_utilization_numerator,inpatient_beds_utilization_denominator,percent_of_inpatients_with_covid,percent_of_inpatients_with_covid_coverage,percent_of_inpatients_with_covid_numerator,percent_of_inpatients_with_covid_denominator,inpatient_bed_covid_utilization,inpatient_bed_covid_utilization_coverage,inpatient_bed_covid_utilization_numerator,inpatient_bed_covid_utilization_denominator,adult_icu_bed_covid_utilization,adult_icu_bed_covid_utilization_coverage,adult_icu_bed_covid_utilization_numerator,adult_icu_bed_covid_utilization_denominator,adult_icu_bed_utilization,adult_icu_bed_utilization_coverage,adult_icu_bed_utilization_numerator,adult_icu_bed_utilization_denominator,reporting_cutoff_start,deaths_covid,deaths_covid_coverage,geocoded_state,icu_patients_confirmed_influenza,icu_patients_confirmed_influenza_coverage,on_hand_supply_therapeutic_a_casirivimab_imdevimab_courses,on_hand_supply_therapeutic_b_bamlanivimab_courses,on_hand_supply_therapeutic_c_bamlanivimab_etesevimab_courses,previous_day_admission_adult_covid_confirmed_18-19,previous_day_admission_adult_covid_confirmed_18-19_coverage,previous_day_admission_adult_covid_confirmed_20-29,previous_day_admission_adult_covid_confirmed_20-29_coverage,previous_day_admission_adult_covid_confirmed_30-39,previous_day_admission_adult_covid_confirmed_30-39_coverage,previous_day_admission_adult_covid_confirmed_40-49,previous_day_admission_adult_covid_confirmed_40-49_coverage,previous_day_admission_adult_covid_confirmed_50-59,previous_day_admission_adult_covid_confirmed_50-59_coverage,previous_day_admission_adult_covid_confirmed_60-69,previous_day_admission_adult_covid_confirmed_60-69_coverage,previous_day_admission_adult_covid_confirmed_70-79,previous_day_admission_adult_covid_confirmed_70-79_coverage,previous_day_admission_adult_covid_confirmed_80+,previous_day_admission_adult_covid_confirmed_80+_coverage,previous_day_admission_adult_covid_confirmed_unknown,previous_day_admission_adult_covid_confirmed_unknown_coverage,previous_day_admission_adult_covid_suspected_18-19,previous_day_admission_adult_covid_suspected_18-19_coverage,previous_day_admission_adult_covid_suspected_20-29,previous_day_admission_adult_covid_suspected_20-29_coverage,previous_day_admission_adult_covid_suspected_30-39,previous_day_admission_adult_covid_suspected_30-39_coverage,previous_day_admission_adult_covid_suspected_40-49,previous_day_admission_adult_covid_suspected_40-49_coverage,previous_day_admission_adult_covid_suspected_50-59,previous_day_admission_adult_covid_suspected_50-59_coverage,previous_day_admission_adult_covid_suspected_60_69,previous_day_admission_adult_covid_suspected_60-69_coverage,previous_day_admission_adult_covid_suspected_70-79,previous_day_admission_adult_covid_suspected_70-79_coverage,previous_day_admission_adult_covid_suspected_80,previous_day_admission_adult_covid_suspected_80+_coverage,previous_day_admission_adult_covid_suspected_unknown,previous_day_admission_adult_covid_suspected_unknown_coverage,previous_day_admission_influenza_confirmed,previous_day_admission_influenza_confirmed_coverage,previous_day_deaths_covid_and_influenza,previous_day_deaths_covid_and_influenza_coverage,previous_day_deaths_influenza,previous_day_deaths_influenza_coverage,previous_week_therapeutic_a_casirivimab_imdevimab_courses_used,previous_week_therapeutic_b_bamlanivimab_courses_used,previous_week_therapeutic_c_bamlanivimab_etesevimab_courses_used,total_patients_hospitalized_confirmed_influenza,total_patients_hospitalized_confirmed_influenza_coverage,total_patients_hospitalized_confirmed_influenza_covid,total_patients_hospitalized_confirmed_influenza_covid_coverage -WY,10,,2,7,22,2,5,29,1729,31,856,31,198,29,26,31,15,29,0,29,0,29,58,31,32,29,32,31,196,29,189,31,2,29,2,29,137,31,0.4950838635049161,31,856,1729,0.2362768496420047,29,198,838,0.1172985781990521,29,198,1688,0.2519685039370078,29,32,127,0.4233576642335766,31,58,137,2020-12-10,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56 diff --git a/testdata/acquisition/covid_hosp/state_daily/metadata.csv b/testdata/acquisition/covid_hosp/state_daily/metadata.csv index a2ad5d31b..6ca34cca5 100644 --- a/testdata/acquisition/covid_hosp/state_daily/metadata.csv +++ b/testdata/acquisition/covid_hosp/state_daily/metadata.csv @@ -1,3 +1,3 @@ Update Date,Days Since Update,User,Rows,Row Change,Columns,Column Change,Metadata Published,Metadata Updates,Column Level Metadata,Column Level Metadata Updates,Archive Link -03/13/2021 03:31:46 PM,1,Janell So,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
\n\n
The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-12 23:06"", ""Program Code"": ""009:028 - Department of Health and Human Services - Emerging and Zoonotic Infectious Diseases"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""True"", ""Bureau Code"": ""009:00 - Department of Health and Human Services"", ""Public Access Level"": ""Public""}","{""updates"": {""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Last Update"": ""2021-03-12 23:06""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://us-dhhs-aa.s3.us-east-2.amazonaws.com/6xf2-c3ie_2021-03-13T15-31-46.csv -03/15/2021 00:00:00 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
\n\n
The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test0.csv +03/13/2021 00:00:00 AM,0,0,0,0,0,0,0,0,0,0,https://test0.csv +03/15/2021 00:00:00 AM,0,0,0,0,0,0,0,0,0,0,https://test1.csv diff --git a/testdata/acquisition/covid_hosp/state_daily/metadata2.csv b/testdata/acquisition/covid_hosp/state_daily/metadata2.csv index 4b8016f54..866d1bef2 100644 --- a/testdata/acquisition/covid_hosp/state_daily/metadata2.csv +++ b/testdata/acquisition/covid_hosp/state_daily/metadata2.csv @@ -1,5 +1,7 @@ Update Date,Days Since Update,User,Rows,Row Change,Columns,Column Change,Metadata Published,Metadata Updates,Column Level Metadata,Column Level Metadata Updates,Archive Link -03/13/2021 03:31:46 PM,1,Janell So,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
\n\n
The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-12 23:06"", ""Program Code"": ""009:028 - Department of Health and Human Services - Emerging and Zoonotic Infectious Diseases"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""True"", ""Bureau Code"": ""009:00 - Department of Health and Human Services"", ""Public Access Level"": ""Public""}","{""updates"": {""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Last Update"": ""2021-03-12 23:06""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://us-dhhs-aa.s3.us-east-2.amazonaws.com/6xf2-c3ie_2021-03-13T15-31-46.csv -03/15/2021 00:00:00 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
\n\n
The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
\n\n
The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test0.csv -03/15/2021 00:00:01 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
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The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
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No statistical analysis is applied to account for non-response and/or to account for missing data.
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The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test1.csv -03/16/2021 00:00:00 AM,0,Stormy Kick,53,0,61,0,"{""name"": ""COVID-19 Reported Patient Impact and Hospital Capacity by State"", ""description"": ""
The following dataset provides state-aggregated data for hospital utilization. These are derived from reports with facility-level granularity across two main sources: (1) HHS TeleTracking, and (2) reporting provided directly to HHS Protect by state/territorial health departments on behalf of their healthcare facilities.
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The file will be updated daily and provides the latest values reported by each facility within the last four days. This allows for a more comprehensive picture of the hospital utilization within a state by ensuring a hospital is represented, even if they miss a single day of reporting.
\n\n
No statistical analysis is applied to account for non-response and/or to account for missing data.
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The below table displays one value for each field (i.e., column). Sometimes, reports for a given facility will be provided to both HHS TeleTracking and HHS Protect. When this occurs, to ensure that there are not duplicate reports, deduplication is applied: specifically, HHS selects the TeleTracking record provided directly by the facility over the state-provided data to HHS Protect.
"", ""Archive Repository"": ""https://healthdata.gov/d/4cnb-m4rz"", ""Contact Email"": ""HealthData@hhs.gov"", ""Language"": ""English"", ""Contact Name"": ""HealthData.gov Team"", ""Last Update"": ""2021-03-15 23:08"", ""Program Code"": ""009:028"", ""Publisher"": ""U.S. Department of Health & Human Services"", ""Is Quality Data"": ""true"", ""Bureau Code"": ""009:0"", ""Public Access Level"": ""public""}","{""updates"": {""Last Update"": ""2021-03-15 23:08""}, ""additions"": {}, ""deletions"": {}}","[{""name"": ""state"", ""dataTypeName"": ""text"", ""description"": ""1. The two digit state code"", ""fieldName"": ""state""}, {""name"": ""critical_staffing_shortage_today_yes"", ""dataTypeName"": ""number"", ""description"": ""2. Number of hospitals reporting a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_yes""}, {""name"": ""critical_staffing_shortage_today_no"", ""dataTypeName"": ""number"", ""description"": ""3. Number of hospitals reporting as not having a critical staffing shortage today in this state."", ""fieldName"": ""critical_staffing_shortage_today_no""}, {""name"": ""critical_staffing_shortage_today_not_reported"", ""dataTypeName"": ""number"", ""description"": ""4. Number of hospitals not reporting staffing shortage today status in this state."", ""fieldName"": ""critical_staffing_shortage_today_not_reported""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_yes"", ""dataTypeName"": ""number"", ""description"": ""5. Number of hospitals reporting that they anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_yes""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_no"", ""dataTypeName"": ""number"", ""description"": ""6. Number of hospitals reporting that they do not anticipate a critical staffing shortage within a week in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_no""}, {""name"": ""critical_staffing_shortage_anticipated_within_week_not_reported"", ""dataTypeName"": ""number"", ""description"": ""7. Number of hospitals not reporting staffing shortage within week status in this state."", ""fieldName"": ""critical_staffing_shortage_anticipated_within_week_not_reported""}, {""name"": ""hospital_onset_covid"", ""dataTypeName"": ""number"", ""description"": ""8. Total current inpatients with onset of suspected or laboratory-confirmed COVID-19 fourteen or more days after admission for a condition other than COVID-19 in this state."", ""fieldName"": ""hospital_onset_covid""}, {""name"": ""hospital_onset_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""9. Number of hospitals reporting \""hospital_onset_covid\"" in this state"", ""fieldName"": ""hospital_onset_covid_coverage""}, {""name"": ""inpatient_beds"", ""dataTypeName"": ""number"", ""description"": ""10. Reported total number of staffed inpatient beds including all overflow and surge/expansion beds used for inpatients (includes all ICU beds) in this state"", ""fieldName"": ""inpatient_beds""}, {""name"": ""inpatient_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""11. Number of hospitals reporting \""inpatient_beds\"" in this state"", ""fieldName"": ""inpatient_beds_coverage""}, {""name"": ""inpatient_beds_used"", ""dataTypeName"": ""number"", ""description"": ""12. Reported total number of staffed inpatient beds that are occupied in this state"", ""fieldName"": ""inpatient_beds_used""}, {""name"": ""inpatient_beds_used_coverage"", ""dataTypeName"": ""number"", ""description"": ""13. Number of hospitals reporting \""inpatient_beds_used\"" in this state"", ""fieldName"": ""inpatient_beds_used_coverage""}, {""name"": ""inpatient_beds_used_covid"", ""dataTypeName"": ""number"", ""description"": ""14. Reported patients currently hospitalized in an inpatient bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""inpatient_beds_used_covid""}, {""name"": ""inpatient_beds_used_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""15. Number of hospitals reporting \""inpatient_beds_used_covid\"" in this state"", ""fieldName"": ""inpatient_beds_used_covid_coverage""}, {""name"": ""previous_day_admission_adult_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""16. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed""}, {""name"": ""previous_day_admission_adult_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""17. Number of hospitals reporting \""previous_day_admission_adult_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_adult_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""18. Number of patients who were admitted to an adult inpatient bed on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected""}, {""name"": ""previous_day_admission_adult_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""19. Number of hospitals reporting \""previous_day_admission_adult_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_adult_covid_suspected_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed"", ""dataTypeName"": ""number"", ""description"": ""20. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had confirmed COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed""}, {""name"": ""previous_day_admission_pediatric_covid_confirmed_coverage"", ""dataTypeName"": ""number"", ""description"": ""21. Number of hospitals reporting \""previous_day_admission_pediatric_covid_confirmed\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_confirmed_coverage""}, {""name"": ""previous_day_admission_pediatric_covid_suspected"", ""dataTypeName"": ""number"", ""description"": ""22. Number of pediatric patients who were admitted to an inpatient bed, including NICU, PICU, newborn, and nursery, on the previous calendar day who had suspected COVID-19 at the time of admission in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected""}, {""name"": ""previous_day_admission_pediatric_covid_suspected_coverage"", ""dataTypeName"": ""number"", ""description"": ""23. Number of hospitals reporting \""previous_day_admission_pediatric_covid_suspected\"" in this state"", ""fieldName"": ""previous_day_admission_pediatric_covid_suspected_coverage""}, {""name"": ""staffed_adult_icu_bed_occupancy"", ""dataTypeName"": ""number"", ""description"": ""24. Reported total number of staffed inpatient adult ICU beds that are occupied in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy""}, {""name"": ""staffed_adult_icu_bed_occupancy_coverage"", ""dataTypeName"": ""number"", ""description"": ""25. Number of hospitals reporting \""staffed_adult_icu_bed_occupancy\"" in this state"", ""fieldName"": ""staffed_adult_icu_bed_occupancy_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""26. Reported patients currently hospitalized in an adult ICU bed who have suspected or confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""27. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_and_suspected_covid_coverage""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""28. Reported patients currently hospitalized in an adult ICU bed who have confirmed COVID-19 in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid""}, {""name"": ""staffed_icu_adult_patients_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""29. Number of hospitals reporting \""staffed_icu_adult_patients_confirmed_covid\"" in this state"", ""fieldName"": ""staffed_icu_adult_patients_confirmed_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""30. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed or suspected COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""31. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""32. Reported patients currently hospitalized in an adult inpatient bed who have laboratory-confirmed COVID-19. This include those in observation beds."", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid""}, {""name"": ""total_adult_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""33. Number of hospitals reporting \""total_adult_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_adult_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid"", ""dataTypeName"": ""number"", ""description"": ""34. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are suspected or laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""35. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_and_suspected_covid_coverage""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid"", ""dataTypeName"": ""number"", ""description"": ""36. Reported patients currently hospitalized in a pediatric inpatient bed, including NICU, newborn, and nursery, who are laboratory-confirmed-positive for COVID-19. This include those in observation beds."", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid""}, {""name"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""37. Number of hospitals reporting \""total_pediatric_patients_hospitalized_confirmed_covid\"" in this state"", ""fieldName"": ""total_pediatric_patients_hospitalized_confirmed_covid_coverage""}, {""name"": ""total_staffed_adult_icu_beds"", ""dataTypeName"": ""number"", ""description"": ""38. Reported total number of staffed inpatient adult ICU beds in this state"", ""fieldName"": ""total_staffed_adult_icu_beds""}, {""name"": ""total_staffed_adult_icu_beds_coverage"", ""dataTypeName"": ""number"", ""description"": ""39. Number of hospitals reporting \""total_staffed_adult_icu_beds\"" in this state"", ""fieldName"": ""total_staffed_adult_icu_beds_coverage""}, {""name"": ""inpatient_beds_utilization"", ""dataTypeName"": ""number"", ""description"": ""40. Percentage of inpatient beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_beds_utilization""}, {""name"": ""inpatient_beds_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""41. Number of hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_coverage""}, {""name"": ""inpatient_beds_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""42. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_numerator""}, {""name"": ""inpatient_beds_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""43. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used\"" and \""inpatient_beds\"""", ""fieldName"": ""inpatient_beds_utilization_denominator""}, {""name"": ""percent_of_inpatients_with_covid"", ""dataTypeName"": ""number"", ""description"": ""44. Percentage of inpatient population who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\"" fields."", ""fieldName"": ""percent_of_inpatients_with_covid""}, {""name"": ""percent_of_inpatients_with_covid_coverage"", ""dataTypeName"": ""number"", ""description"": ""45. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_coverage""}, {""name"": ""percent_of_inpatients_with_covid_numerator"", ""dataTypeName"": ""number"", ""description"": ""46. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_numerator""}, {""name"": ""percent_of_inpatients_with_covid_denominator"", ""dataTypeName"": ""number"", ""description"": ""47. Sum of \""inpatient_beds_used\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds_used\""."", ""fieldName"": ""percent_of_inpatients_with_covid_denominator""}, {""name"": ""inpatient_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""48. Percentage of total (used/available) inpatient beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""inpatient_beds_used_covid\"" and \""inpatient_beds\"" fields."", ""fieldName"": ""inpatient_bed_covid_utilization""}, {""name"": ""inpatient_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""49. Number of hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_coverage""}, {""name"": ""inpatient_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""50. Sum of \""inpatient_beds_used_covid\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_numerator""}, {""name"": ""inpatient_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""51. Sum of \""inpatient_beds\"" for hospitals reporting both \""inpatient_beds_used_covid\"" and \""inpatient_beds\""."", ""fieldName"": ""inpatient_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_covid_utilization"", ""dataTypeName"": ""number"", ""description"": ""52. Percentage of total staffed adult ICU beds currently utilized by patients who have suspected or confirmed COVID-19 in this state. This number only accounts for hospitals in the state that report both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_covid_utilization""}, {""name"": ""adult_icu_bed_covid_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""53. Number of hospitals reporting both both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_coverage""}, {""name"": ""adult_icu_bed_covid_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""54. Sum of \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_numerator""}, {""name"": ""adult_icu_bed_covid_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""55. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_icu_adult_patients_confirmed_and_suspected_covid\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_covid_utilization_denominator""}, {""name"": ""adult_icu_bed_utilization"", ""dataTypeName"": ""number"", ""description"": ""56. Percentage of staffed adult ICU beds that are being utilized in this state. This number only accounts for hospitals in the state that report both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\"" fields."", ""fieldName"": ""adult_icu_bed_utilization""}, {""name"": ""adult_icu_bed_utilization_coverage"", ""dataTypeName"": ""number"", ""description"": ""57. Number of hospitals reporting both both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_coverage""}, {""name"": ""adult_icu_bed_utilization_numerator"", ""dataTypeName"": ""number"", ""description"": ""58. Sum of \""staffed_adult_icu_bed_occupancy\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_numerator""}, {""name"": ""adult_icu_bed_utilization_denominator"", ""dataTypeName"": ""number"", ""description"": ""59. Sum of \""total_staffed_adult_icu_beds\"" for hospitals reporting both \""staffed_adult_icu_bed_occupancy\"" and \""total_staffed_adult_icu_beds\""."", ""fieldName"": ""adult_icu_bed_utilization_denominator""}, {""name"": ""reporting_cutoff_start"", ""dataTypeName"": ""calendar_date"", ""description"": ""60. Look back date start - The latest reports from each hospital is summed for this report starting with this date."", ""fieldName"": ""reporting_cutoff_start""}, {""name"": ""geocoded_state"", ""dataTypeName"": ""point"", ""description"": """", ""fieldName"": ""geocoded_state""}]","{""updates"": [], ""additions"": [], ""deletions"": []}",https://test2.csv +03/13/2021 00:00:00 AM,0,0,0,0,0,0,0,0,0,0,https://test0.csv +03/15/2021 00:00:00 AM,0,0,0,0,0,0,0,0,0,0,https://test1.csv +03/15/2021 00:00:01 AM,0,0,0,0,0,0,0,0,0,0,https://test2.csv +03/15/2021 00:00:02 AM,0,0,0,0,0,0,0,0,0,0,https://test3.csv +03/16/2021 00:00:00 AM,0,0,0,0,0,0,0,0,0,0,https://test4.csv +03/16/2021 00:00:01 AM,0,0,0,0,0,0,0,0,0,0,https://test5.csv From a3563100c225b5fb02d36d15ceb4893367247f7b Mon Sep 17 00:00:00 2001 From: Dmitry Shemetov Date: Fri, 10 Nov 2023 18:34:08 -0800 Subject: [PATCH 22/31] doc(covid_hosp): fix comment --- .../acquisition/covid_hosp/state_daily/test_scenarios.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py index 06e22abcf..14bf678a5 100644 --- a/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py +++ b/integrations/acquisition/covid_hosp/state_daily/test_scenarios.py @@ -148,7 +148,7 @@ def test_acquire_dataset(self): self.assertEqual(row['total_patients_hospitalized_confirmed_influenza_covid_coverage'], 56) self.assertIsNone(row['critical_staffing_shortage_today_no']) - # should have data from 03-16 00:00:01AM, dataset4.csv + # should have data from 03-16 00:00:01AM row = response['epidata'][1] self.assertEqual(row['state'], 'WY') self.assertEqual(row['date'], 20201210) From b7be4464e705135041a952d3382dfbae26f2f079 Mon Sep 17 00:00:00 2001 From: Brian Clark Date: Mon, 13 Nov 2023 09:03:24 -0500 Subject: [PATCH 23/31] Place in alphabetical order --- requirements.api.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.api.txt b/requirements.api.txt index 841cf42cb..b00eb3e06 100644 --- a/requirements.api.txt +++ b/requirements.api.txt @@ -12,9 +12,9 @@ pyyaml redis==3.5.3 requests==2.31.0 scipy==1.10.0 +sentry-sdk[flask] SQLAlchemy==1.4.40 structlog==22.1.0 tenacity==7.0.0 typing-extensions werkzeug==2.2.3 -sentry-sdk[flask] From eecc6b8ebbb709a5cded05f892a00356c612fae3 Mon Sep 17 00:00:00 2001 From: george haff Date: Tue, 14 Nov 2023 09:29:28 -0500 Subject: [PATCH 24/31] small clarifications in variable names, comments, log messages, and logic in incoming metadata processing --- src/acquisition/covid_hosp/common/utils.py | 30 ++++++++++++++-------- 1 file changed, 20 insertions(+), 10 deletions(-) diff --git a/src/acquisition/covid_hosp/common/utils.py b/src/acquisition/covid_hosp/common/utils.py index d4ff4163f..b72aec8f2 100644 --- a/src/acquisition/covid_hosp/common/utils.py +++ b/src/acquisition/covid_hosp/common/utils.py @@ -192,16 +192,25 @@ def update_dataset(database, network, newer_than=None, older_than=None): metadata = network.fetch_metadata(logger=logger) datasets = [] # daily runs specify no bounds; patching runs specify at least one bound - patching = any(bound is not None for bound in (newer_than, older_than)) + is_patch_run = any(bound is not None for bound in (newer_than, older_than)) + if is_patch_run: + logger.warn('runing update_dataset() as a "patch" with some specific date bound[s] specified;' + ' this will include and overwrite any revisions that were already collected.', + newer_than=newer_than, older_than=older_than) if older_than is None: + # by default, include days "older than tomorrow" which thus includes "today" older_than = (datetime.datetime.today().date() + datetime.timedelta(days=1)) if newer_than is None: + # by default, include days "newer than the day before the last update" + # which thus includes the day of the last update (in case there are new updates + # that day which were published after the one we already ingested) with database.connect() as db: max_issue = db.get_max_issue(logger=logger) newer_than = (max_issue - datetime.timedelta(days=1)) + logger.info("looking up issues in date range", newer_than=newer_than, older_than=older_than) daily_issues = Utils.issues_to_fetch(metadata, newer_than, older_than, logger=logger) if not daily_issues: - logger.info("no new issues; nothing to do") + logger.info("no issues found in date range; nothing to do") return False for issue, revisions in daily_issues.items(): issue_int = int(issue.strftime("%Y%m%d")) @@ -209,13 +218,12 @@ def update_dataset(database, network, newer_than=None, older_than=None): dataset_list = [] all_metadata = [] for url, index in revisions: - if not patching: - # for daily runs, we only want new datasets - with database.connect() as db: - already_in_db = db.contains_revision(url) - if already_in_db: - logger.info(f"already collected revision: {url}") - if patching or not already_in_db: + with database.connect() as db: + already_in_db = db.contains_revision(url) + if already_in_db: + logger.info(f"already collected revision: {url}") + if is_patch_run or not already_in_db: + logger.info(f"including dataset revision: {url}") dataset_list.append(network.fetch_dataset(url, logger=logger)) all_metadata.append((url, metadata.loc[index].reset_index().to_json())) if not dataset_list: @@ -230,8 +238,10 @@ def update_dataset(database, network, newer_than=None, older_than=None): dataset, all_metadata )) + tot_revs = sum(len(revisions) for revisions in daily_issues.values()) + logger.info(f"{len(daily_issues)} issues checked w/ {tot_revs} revisions, resulting in {len(datasets)} datasets.") if not datasets: - logger.info(f"{len(daily_issues)} issues checked containing {sum(len(revisions) for revisions in daily_issues.values())} revisions; nothing to do") + logger.info("nothing to do, exiting") return False with database.connect() as db: for issue_int, dataset, all_metadata in datasets: From 6ce89a9ee0a0fd268db98ccf227065615a7bedda Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" <41898282+github-actions[bot]@users.noreply.github.com> Date: Tue, 14 Nov 2023 09:52:17 -0500 Subject: [PATCH 25/31] Update Google Docs Meta Data (#1346) Co-authored-by: melange396 --- src/server/endpoints/covidcast_utils/db_signals.csv | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/src/server/endpoints/covidcast_utils/db_signals.csv b/src/server/endpoints/covidcast_utils/db_signals.csv index 850a43b8b..01b878c80 100644 --- a/src/server/endpoints/covidcast_utils/db_signals.csv +++ b/src/server/endpoints/covidcast_utils/db_signals.csv @@ -146,10 +146,10 @@ This item was shown to respondents starting in Wave 10, March 2, 2021. Discontinued as of Wave 11, May 19, 2021.",Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Date,Percentage,percent,public,bad,TRUE,TRUE,FALSE,TRUE,TRUE,https://cmu-delphi.github.io/delphi-epidata/api/covidcast-signals/fb-survey.html#mental-health-indicators fb-survey,smoothed_wfelt_isolated_7d,TRUE,smoothed_felt_isolated_7d,FALSE,Felt Isolated (Last Seven Days) (Unweighted),FALSE,,,Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Date,Percentage,percent,public,bad,TRUE,FALSE,FALSE,TRUE,TRUE, -fb-survey,smoothed_whad_covid_ever,FALSE,smoothed_whad_covid_ever,FALSE,Ever Had COVID-19,TRUE,Estimated percentage of people who report having ever had COVID-19.,"Estimated percentage of people who report having ever had COVID-19. +fb-survey,smoothed_whad_covid_ever,FALSE,smoothed_whad_covid_ever,FALSE,Ever Had COVID-19,FALSE,Estimated percentage of people who report having ever had COVID-19.,"Estimated percentage of people who report having ever had COVID-19. Based on survey item B13. This item was shown to respondents starting in Wave 11, May 19, 2021.",Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Date,Percentage,percent,late,bad,TRUE,TRUE,FALSE,TRUE,TRUE,https://cmu-delphi.github.io/delphi-epidata/api/covidcast-signals/fb-survey.html#testing-indicators -fb-survey,smoothed_whad_covid_ever,TRUE,smoothed_had_covid_ever,FALSE,Ever Had COVID-19 (Unweighted),TRUE,,,Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Date,Percentage,percent,late,bad,TRUE,FALSE,FALSE,TRUE,TRUE, +fb-survey,smoothed_whad_covid_ever,TRUE,smoothed_had_covid_ever,FALSE,Ever Had COVID-19 (Unweighted),FALSE,,,Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Date,Percentage,percent,late,bad,TRUE,FALSE,FALSE,TRUE,TRUE, fb-survey,smoothed_whesitancy_reason_allergic,FALSE,smoothed_whesitancy_reason_allergic,FALSE,Vaccine Hesitancy: Allergic,FALSE,Estimated percentage of respondents who say they are hesitant to get vaccinated because they are worried about having an allergic reaction,"Estimated percentage of respondents who say they are hesitant to get vaccinated because they are worried about having an allergic reaction, among respondents who answered ""Yes, probably"", ""No, probably not"", or ""No, definitely not"" when asked if they would get vaccinated if offered. This item was shown to respondents starting in Wave 8, February 8, 2021. @@ -163,7 +163,7 @@ fb-survey,smoothed_whesitancy_reason_cost,TRUE,smoothed_hesitancy_reason_cost,FA fb-survey,smoothed_whesitancy_reason_dislike_vaccines,FALSE,smoothed_whesitancy_reason_dislike_vaccines,FALSE,Vaccine Hesitancy: Dislike Vaccines,FALSE,Estimated percentage of respondents who say they are hesitant to get vaccinated because they dislike vaccines,"Estimated percentage of respondents who say they are hesitant to get vaccinated because they dislike vaccines, among respondents who answered ""Yes, probably"", ""No, probably not"", or ""No, definitely not"" when asked if they would get vaccinated if offered. This item was shown to respondents starting in Wave 8, February 8, 2021.",Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Date,Percentage,percent,public,neutral,TRUE,TRUE,FALSE,TRUE,TRUE,https://cmu-delphi.github.io/delphi-epidata/api/covidcast-signals/fb-survey.html#reasons-for-hesitancy -fb-survey,smoothed_whesitancy_reason_dislike_vaccines,TRUE,smoothed_hesitancy_reason_dislike_vaccines,FALSE,Vaccine Hesitancy: Dislike Vaccines (Unweighted),TRUE,,,Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Date,Percentage,percent,public,neutral,TRUE,FALSE,FALSE,TRUE,TRUE, +fb-survey,smoothed_whesitancy_reason_dislike_vaccines,TRUE,smoothed_hesitancy_reason_dislike_vaccines,FALSE,Vaccine Hesitancy: Dislike Vaccines (Unweighted),FALSE,,,Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Date,Percentage,percent,public,neutral,TRUE,FALSE,FALSE,TRUE,TRUE, fb-survey,smoothed_whesitancy_reason_dislike_vaccines_generally,FALSE,smoothed_whesitancy_reason_dislike_vaccines_generally,FALSE,Vaccine Hesitance: Dislike Vaccines Generally,FALSE,Estimated percentage of respondents who say they are hesitant to get vaccinated because they dislike vaccines generally,"Estimated percentage of respondents who say they are hesitant to get vaccinated because they dislike vaccines generally, among respondents who answered ""Yes, probably"", ""No, probably not"", or ""No, definitely not"" when asked if they would get vaccinated if offered. This item was shown to respondents starting in Wave 12, December 19, 2021.",Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Day,Percentage,percent,public,neutral,TRUE,TRUE,FALSE,TRUE,TRUE,https://cmu-delphi.github.io/delphi-epidata/api/covidcast-signals/fb-survey.html#reasons-for-hesitancy @@ -231,7 +231,7 @@ fb-survey,smoothed_winperson_school_fulltime_oldest,FALSE,smoothed_winperson_sch This item was shown to respondents starting in Wave 12, December 19, 2021.",Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Day,Percentage,percent,public,neutral,TRUE,TRUE,FALSE,TRUE,TRUE,https://cmu-delphi.github.io/delphi-epidata/api/covidcast-signals/fb-survey.html#schooling-indicators fb-survey,smoothed_winperson_school_fulltime_oldest,TRUE,smoothed_inperson_school_fulltime_oldest,FALSE,In-person School Full-time (Oldest Child) (Unweighted),FALSE,,,Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Day,Percentage,percent,public,neutral,TRUE,FALSE,FALSE,TRUE,TRUE, fb-survey,smoothed_winperson_school_parttime,FALSE,smoothed_winperson_school_parttime,FALSE,In-person School Part-time,FALSE,Estimated percentage of people who had any children attending in-person school on a part-time basis,"Estimated percentage of people who had any children attending in-person school on a part-time basis, among people reporting any pre-K-grade 12 children in their household.",Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Date,Percentage,percent,public,neutral,TRUE,TRUE,FALSE,TRUE,TRUE,https://cmu-delphi.github.io/delphi-epidata/api/covidcast-signals/fb-survey.html#schooling-indicators -fb-survey,smoothed_winperson_school_parttime,TRUE,smoothed_inperson_school_parttime,FALSE,In-person School Part-time (Unweighted),TRUE,,,Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Date,Percentage,percent,public,neutral,TRUE,FALSE,FALSE,TRUE,TRUE, +fb-survey,smoothed_winperson_school_parttime,TRUE,smoothed_inperson_school_parttime,FALSE,In-person School Part-time (Unweighted),FALSE,,,Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Date,Percentage,percent,public,neutral,TRUE,FALSE,FALSE,TRUE,TRUE, fb-survey,smoothed_winperson_school_parttime_oldest,FALSE,smoothed_winperson_school_parttime_oldest,FALSE,In-person School Part-time (Oldest Child),FALSE,Estimated percentage of people whose oldest child is attending in-person school on a part-time basis,"Estimated percentage of people whose oldest child is attending in-person school on a part-time basis, among people reporting any pre-K-grade 12 children in their household. This item was shown to respondents starting in Wave 12, December 19, 2021.",Delphi US COVID-19 Trends and Impact Survey,covid,Self-reported (survey),"county,hrr,msa,nation,state",day,Day,Percentage,percent,public,neutral,TRUE,TRUE,FALSE,TRUE,TRUE,https://cmu-delphi.github.io/delphi-epidata/api/covidcast-signals/fb-survey.html#schooling-indicators From 07af4ff989043ff546c0b4bf21df7a0c669e2cf1 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Tue, 14 Nov 2023 15:45:11 +0000 Subject: [PATCH 26/31] chore(deps): bump werkzeug from 2.2.3 to 2.3.8 Bumps [werkzeug](https://github.com/pallets/werkzeug) from 2.2.3 to 2.3.8. - [Release notes](https://github.com/pallets/werkzeug/releases) - [Changelog](https://github.com/pallets/werkzeug/blob/main/CHANGES.rst) - [Commits](https://github.com/pallets/werkzeug/compare/2.2.3...2.3.8) --- updated-dependencies: - dependency-name: werkzeug dependency-type: direct:production ... Signed-off-by: dependabot[bot] --- requirements.api.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.api.txt b/requirements.api.txt index d2c47f64b..0beae734a 100644 --- a/requirements.api.txt +++ b/requirements.api.txt @@ -17,4 +17,4 @@ SQLAlchemy==1.4.40 structlog==22.1.0 tenacity==7.0.0 typing-extensions -werkzeug==2.2.3 +werkzeug==2.3.8 From 511723cfe64297849a43cc16a2ae84e7ff45cf9d Mon Sep 17 00:00:00 2001 From: melange396 Date: Tue, 14 Nov 2023 12:00:54 -0500 Subject: [PATCH 27/31] Return api server host and db host info from diagnostic endpt (#1343) * added api server host and db host info to data returned in diagnostics endpoint --- src/server/endpoints/admin.py | 26 ++++++++++++++++++++++---- 1 file changed, 22 insertions(+), 4 deletions(-) diff --git a/src/server/endpoints/admin.py b/src/server/endpoints/admin.py index a6f941b48..2931e6a29 100644 --- a/src/server/endpoints/admin.py +++ b/src/server/endpoints/admin.py @@ -1,11 +1,13 @@ +import json from pathlib import Path +import socket from typing import Dict, List, Set from flask import Blueprint, make_response, render_template_string, request from werkzeug.exceptions import NotFound, Unauthorized from werkzeug.utils import redirect -from .._common import log_info_with_request +from .._common import db, log_info_with_request from .._config import ADMIN_PASSWORD, API_KEY_REGISTRATION_FORM_LINK, API_KEY_REMOVAL_REQUEST_LINK, REGISTER_WEBHOOK_TOKEN from .._db import WriteSession from .._security import resolve_auth_token @@ -130,6 +132,22 @@ def diags(): # such as a full current "X-Forwarded-For" path as inserted into headers by intermediate proxies... # (but only when initiated purposefully by us to keep junk out of the logs) _require_admin() - log_info_with_request("diagnostics", headers=request.headers) - response_text = f"request path: {request.headers.get('X-Forwarded-For', 'idk')}" - return make_response(response_text, 200, {'content-type': 'text/plain'}) + + try: + serving_host = socket.gethostbyname_ex(socket.gethostname()) + except e: + serving_host = e + + try: + db_host = db.execute('SELECT @@hostname AS hn').fetchone()['hn'] + except e: + db_host = e + + log_info_with_request("diagnostics", headers=request.headers, serving_host=serving_host, database_host=db_host) + + response_data = { + 'request_path': request.headers.get('X-Forwarded-For', 'idfk'), + 'serving_host': serving_host, + 'database_host': db_host, + } + return make_response(json.dumps(response_data), 200, {'content-type': 'text/plain'}) From 254692a6c233630ca5ea5336b7d258922b26cf10 Mon Sep 17 00:00:00 2001 From: Brian Clark Date: Tue, 14 Nov 2023 14:22:38 -0500 Subject: [PATCH 28/31] Updates to Sentry SDK config and env vars - Set `debug` and `attach_stacktrace` to `False` - Reordered a bit - Added a decent way to make an env var work as a boolean - Better formatting (spaces around `=`) --- src/server/main.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/src/server/main.py b/src/server/main.py index d6332a478..2ec07e5a5 100644 --- a/src/server/main.py +++ b/src/server/main.py @@ -18,12 +18,12 @@ SENTRY_DSN = os.environ.get('SENTRY_DSN') if SENTRY_DSN: sentry_sdk.init( - dsn=SENTRY_DSN, - traces_sample_rate=float(os.environ.get('SENTRY_TRACES_SAMPLE_RATE', 1.0)), - profiles_sample_rate=float(os.environ.get('SENTRY_PROFILES_SAMPLE_RATE', 1.0)), - environment=str(os.environ.get('SENTRY_ENVIRONMENT', 'development')), - debug=str(os.environ.get('SENTRY_DEBUG', 'True')), - attach_stacktrace=str(os.environ.get('SENTRY_ATTACH_STACKTRACE', 'True')) + dsn = SENTRY_DSN, + environment = os.environ.get('SENTRY_ENVIRONMENT', 'development'), + profiles_sample_rate = float(os.environ.get('SENTRY_PROFILES_SAMPLE_RATE', 1.0)), + traces_sample_rate = float(os.environ.get('SENTRY_TRACES_SAMPLE_RATE', 1.0)), + attach_stacktrace = os.environ.get('SENTRY_ATTACH_STACKTRACE', 'False').lower() in ('true', '1', 't'), + debug = os.environ.get('SENTRY_DEBUG', 'False').lower() in ('true', '1', 't') ) From 1a0df5d603a586927c28602c3bbdd43e0d27b4eb Mon Sep 17 00:00:00 2001 From: Brian Clark Date: Tue, 14 Nov 2023 17:33:17 -0500 Subject: [PATCH 29/31] Move .env file creation to web target --- dev/local/Makefile | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/dev/local/Makefile b/dev/local/Makefile index c4318d99d..d0854a064 100644 --- a/dev/local/Makefile +++ b/dev/local/Makefile @@ -105,6 +105,7 @@ web: @# Run the web server @# MODULE_NAME specifies the location of the `app` variable, the actual WSGI application object to run. @# see https://github.com/tiangolo/meinheld-gunicorn-docker#module_name + @touch $(ENV_FILE) @docker run --rm -p 127.0.0.1:10080:80 \ $(M1) \ --env-file $(ENV_FILE) \ @@ -172,7 +173,7 @@ redis: --name delphi_redis delphi_redis >$(LOG_REDIS) 2>&1 & .PHONY=all -all: env db web py redis +all: db web py redis .PHONY=test test: @@ -213,7 +214,3 @@ sql: .PHONY=clean clean: @docker images -f "dangling=true" -q | xargs docker rmi >/dev/null 2>&1 - -.PHONY=env -env: - @touch $(ENV_FILE) From db06fa549243f4bf6277f20b79a7c41bd119970a Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Tue, 14 Nov 2023 18:42:04 -0500 Subject: [PATCH 30/31] chore(deps-dev): bump aiohttp from 3.8.5 to 3.8.6 (#1348) Bumps [aiohttp](https://github.com/aio-libs/aiohttp) from 3.8.5 to 3.8.6. - [Release notes](https://github.com/aio-libs/aiohttp/releases) - [Changelog](https://github.com/aio-libs/aiohttp/blob/master/CHANGES.rst) - [Commits](https://github.com/aio-libs/aiohttp/compare/v3.8.5...v3.8.6) --- updated-dependencies: - dependency-name: aiohttp dependency-type: direct:development ... Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- requirements.dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.dev.txt b/requirements.dev.txt index a92efdf8d..bd138b1ed 100644 --- a/requirements.dev.txt +++ b/requirements.dev.txt @@ -1,4 +1,4 @@ -aiohttp==3.8.5 +aiohttp==3.8.6 black>=20.8b1 bump2version==1.0.1 covidcast==0.1.5 From 0424631c1f5ffc50e79dfa7864db8c7cd25a54fb Mon Sep 17 00:00:00 2001 From: dshemetov Date: Wed, 15 Nov 2023 18:25:53 +0000 Subject: [PATCH 31/31] chore: release delphi-epidata 4.1.14 --- .bumpversion.cfg | 2 +- dev/local/setup.cfg | 2 +- src/client/delphi_epidata.R | 2 +- src/client/delphi_epidata.js | 2 +- src/client/packaging/npm/package.json | 2 +- src/client/packaging/pypi/delphi_epidata/__init__.py | 2 +- src/client/packaging/pypi/setup.py | 2 +- src/server/_config.py | 2 +- 8 files changed, 8 insertions(+), 8 deletions(-) diff --git a/.bumpversion.cfg b/.bumpversion.cfg index d1d480cc8..614561f44 100644 --- a/.bumpversion.cfg +++ b/.bumpversion.cfg @@ -1,5 +1,5 @@ [bumpversion] -current_version = 4.1.13 +current_version = 4.1.14 commit = False tag = False diff --git a/dev/local/setup.cfg b/dev/local/setup.cfg index 99ec9583f..efbcc9114 100644 --- a/dev/local/setup.cfg +++ b/dev/local/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = Delphi Development -version = 4.1.13 +version = 4.1.14 [options] packages = diff --git a/src/client/delphi_epidata.R b/src/client/delphi_epidata.R index d1ea7604b..c4d374957 100644 --- a/src/client/delphi_epidata.R +++ b/src/client/delphi_epidata.R @@ -15,7 +15,7 @@ Epidata <- (function() { # API base url BASE_URL <- getOption('epidata.url', default = 'https://api.delphi.cmu.edu/epidata/') - client_version <- '4.1.13' + client_version <- '4.1.14' auth <- getOption("epidata.auth", default = NA) diff --git a/src/client/delphi_epidata.js b/src/client/delphi_epidata.js index 1ead2aeea..e6d99c43c 100644 --- a/src/client/delphi_epidata.js +++ b/src/client/delphi_epidata.js @@ -22,7 +22,7 @@ } })(this, function (exports, fetchImpl, jQuery) { const BASE_URL = "https://api.delphi.cmu.edu/epidata/"; - const client_version = "4.1.13"; + const client_version = "4.1.14"; // Helper function to cast values and/or ranges to strings function _listitem(value) { diff --git a/src/client/packaging/npm/package.json b/src/client/packaging/npm/package.json index 4c1069fd9..86b5d311b 100644 --- a/src/client/packaging/npm/package.json +++ b/src/client/packaging/npm/package.json @@ -2,7 +2,7 @@ "name": "delphi_epidata", "description": "Delphi Epidata API Client", "authors": "Delphi Group", - "version": "4.1.13", + "version": "4.1.14", "license": "MIT", "homepage": "https://github.com/cmu-delphi/delphi-epidata", "bugs": { diff --git a/src/client/packaging/pypi/delphi_epidata/__init__.py b/src/client/packaging/pypi/delphi_epidata/__init__.py index 1628aeb61..5f1081981 100644 --- a/src/client/packaging/pypi/delphi_epidata/__init__.py +++ b/src/client/packaging/pypi/delphi_epidata/__init__.py @@ -1,4 +1,4 @@ from .delphi_epidata import Epidata name = "delphi_epidata" -__version__ = "4.1.13" +__version__ = "4.1.14" diff --git a/src/client/packaging/pypi/setup.py b/src/client/packaging/pypi/setup.py index 13b2441d6..d1068928c 100644 --- a/src/client/packaging/pypi/setup.py +++ b/src/client/packaging/pypi/setup.py @@ -5,7 +5,7 @@ setuptools.setup( name="delphi_epidata", - version="4.1.13", + version="4.1.14", author="David Farrow", author_email="dfarrow0@gmail.com", description="A programmatic interface to Delphi's Epidata API.", diff --git a/src/server/_config.py b/src/server/_config.py index caed3ffb9..c8465daec 100644 --- a/src/server/_config.py +++ b/src/server/_config.py @@ -7,7 +7,7 @@ load_dotenv() -VERSION = "4.1.13" +VERSION = "4.1.14" MAX_RESULTS = int(10e6) MAX_COMPATIBILITY_RESULTS = int(3650)