From 5c72cbd9985579382c88be271c2c68699bcd1be8 Mon Sep 17 00:00:00 2001
From: minhkhul <118945681+minhkhul@users.noreply.github.com>
Date: Thu, 12 Sep 2024 17:40:54 -0400
Subject: [PATCH 01/15] Correct pypi classifier string (#2055)

---
 _delphi_utils_python/pyproject.toml | 2 +-
 _template_python/pyproject.toml     | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/_delphi_utils_python/pyproject.toml b/_delphi_utils_python/pyproject.toml
index f7f14e8c2..c47590a29 100644
--- a/_delphi_utils_python/pyproject.toml
+++ b/_delphi_utils_python/pyproject.toml
@@ -13,7 +13,7 @@ classifiers = [
     "Development Status :: 5 - Production/Stable",
     "Intended Audience :: Developers",
     "Programming Language :: Python :: 3.8",
-    "License :: MIT",
+    "License :: OSI Approved :: MIT License",
 ]
 dependencies = [
     "boto3",
diff --git a/_template_python/pyproject.toml b/_template_python/pyproject.toml
index c29d9650e..2f84aaa00 100644
--- a/_template_python/pyproject.toml
+++ b/_template_python/pyproject.toml
@@ -13,7 +13,7 @@ classifiers = [
     "Development Status :: 5 - Production/Stable",
     "Intended Audience :: Developers",
     "Programming Language :: Python :: 3.8",
-    "License :: MIT",
+    "License :: OSI Approved :: MIT License",
 ]
 dependencies = [
     "delphi-utils",

From 12a97123506ece1f383109b24fb6558655364928 Mon Sep 17 00:00:00 2001
From: aysim319 <aysim319@users.noreply.github.com>
Date: Wed, 18 Sep 2024 17:41:41 -0400
Subject: [PATCH 02/15] Fix unstructured logging variable formatting (#2029)

Co-authored-by: george <george.haff@gmail.com>
Co-authored-by: minhkhul <118945681+minhkhul@users.noreply.github.com>
---
 _delphi_utils_python/README.md                | 11 +++++-
 _delphi_utils_python/delphi_utils/export.py   |  6 ++--
 .../delphi_utils/flash_eval/eval_day.py       |  3 +-
 _delphi_utils_python/delphi_utils/logger.py   | 10 +++---
 _delphi_utils_python/delphi_utils/runner.py   | 19 +++++++---
 _delphi_utils_python/tests/test_export.py     | 10 +++---
 changehc/delphi_changehc/run.py               | 34 +++++++++---------
 changehc/delphi_changehc/sensor.py            | 14 ++++----
 changehc/delphi_changehc/update_sensor.py     | 19 +++++-----
 changehc/tests/test_update_sensor.py          |  3 +-
 .../download_claims_ftp_files.py              |  2 +-
 claims_hosp/delphi_claims_hosp/indicator.py   | 11 +++---
 .../delphi_claims_hosp/modify_claims_drops.py |  2 +-
 claims_hosp/delphi_claims_hosp/run.py         | 12 +++----
 .../delphi_claims_hosp/update_indicator.py    | 26 +++++++-------
 claims_hosp/tests/test_update_indicator.py    | 21 ++++++-----
 .../download_claims_ftp_files.py              |  2 +-
 .../modify_claims_drops.py                    |  2 +-
 doctor_visits/delphi_doctor_visits/patch.py   | 11 +++---
 doctor_visits/delphi_doctor_visits/run.py     | 35 ++++++++++---------
 doctor_visits/delphi_doctor_visits/sensor.py  |  2 +-
 .../delphi_doctor_visits/update_sensor.py     |  6 ++--
 .../delphi_google_symptoms/date_utils.py      |  2 +-
 .../delphi_google_symptoms/patch.py           | 11 +++---
 google_symptoms/delphi_google_symptoms/run.py |  9 ++---
 nssp/delphi_nssp/run.py                       |  2 +-
 nwss_wastewater/delphi_nwss/run.py            |  2 +-
 .../delphi_quidel_covidtest/pull.py           |  6 ++--
 .../delphi_quidel_covidtest/run.py            |  2 +-
 29 files changed, 163 insertions(+), 132 deletions(-)

diff --git a/_delphi_utils_python/README.md b/_delphi_utils_python/README.md
index 0ac6350bf..e1b091cae 100644
--- a/_delphi_utils_python/README.md
+++ b/_delphi_utils_python/README.md
@@ -22,13 +22,22 @@ Source code can be found here:
 
 ## Logger Usage
 
+To make our structured logging as useful as it can be, particularly within the context of how we use logs in Elastic, the `event` argument (typically the first unnamed arg) should be a static string (to make filtering easier), and each dynamic/varying value should be specified in an individual meaningfully- and consistently-named argument to the logger call (for use in filtering, thresholding, grouping, visualization, etc).
+
+### Commonly used argument names:
+- data_source
+- geo_type
+- signal
+- issue_date
+- filename
+
 Single-thread usage.
 
 ```py
 from delphi_utils.logger import get_structured_logger
 
 logger = get_structured_logger('my_logger')
-logger.info('Hello, world!')
+logger.info('Hello', name='World')
 ```
 
 Multi-thread usage.
diff --git a/_delphi_utils_python/delphi_utils/export.py b/_delphi_utils_python/delphi_utils/export.py
index 37f8faf98..8ac5de48e 100644
--- a/_delphi_utils_python/delphi_utils/export.py
+++ b/_delphi_utils_python/delphi_utils/export.py
@@ -22,8 +22,10 @@ def filter_contradicting_missing_codes(df, sensor, metric, date, logger=None):
     for mask in masks:
         if not logger is None and df.loc[mask].size > 0:
             logger.info(
-                "Filtering contradictory missing code in " +
-                "{0}_{1}_{2}.".format(sensor, metric, date.strftime(format="%Y-%m-%d"))
+                "Filtering contradictory missing code",
+                sensor=sensor,
+                metric=metric,
+                date=date.strftime(format="%Y-%m-%d"),
             )
             df = df.loc[~mask]
         elif logger is None and df.loc[mask].size > 0:
diff --git a/_delphi_utils_python/delphi_utils/flash_eval/eval_day.py b/_delphi_utils_python/delphi_utils/flash_eval/eval_day.py
index 660fca042..3c8012803 100644
--- a/_delphi_utils_python/delphi_utils/flash_eval/eval_day.py
+++ b/_delphi_utils_python/delphi_utils/flash_eval/eval_day.py
@@ -153,8 +153,7 @@ def output(evd_ranking, day, lag, signal, logger):
             p_text += f"\t{start_link}|*{index}*, {'{:.2f}'.format(value)}>\n"
         else:
             break
-    name = f"Signal: {signal} Lag: {lag}"
-    logger.info(name, payload=p_text)
+    logger.info("FLaSH: worth inspecting", signal=signal, lag=lag, payload=p_text)
 
 
 def evd_ranking_fn(ts_streams, EVD_max, EVD_min):
diff --git a/_delphi_utils_python/delphi_utils/logger.py b/_delphi_utils_python/delphi_utils/logger.py
index c0e4502a8..30fd78059 100644
--- a/_delphi_utils_python/delphi_utils/logger.py
+++ b/_delphi_utils_python/delphi_utils/logger.py
@@ -1,11 +1,11 @@
 """Structured logger utility for creating JSON logs.
 
-See the delphi_utils README.md for usage examples.
+To make our structured logging as useful as it can be, particularly within the context of how we use logs in Elastic,
+the `event` argument (typically the first unnamed arg) should be a static string (to make filtering easier),
+and each dynamic/varying value should be specified in an individual meaningfully- and consistently-named argument
+to the logger call (for use in filtering, thresholding, grouping, visualization, etc)
 
-The Delphi group uses two ~identical versions of this file.
-Try to keep them in sync with edits, for sanity.
-  https://github.com/cmu-delphi/covidcast-indicators/blob/main/_delphi_utils_python/delphi_utils/logger.py
-  https://github.com/cmu-delphi/delphi-epidata/blob/dev/src/common/logger.py
+See the delphi_utils README.md for usage examples.
 """
 
 import contextlib
diff --git a/_delphi_utils_python/delphi_utils/runner.py b/_delphi_utils_python/delphi_utils/runner.py
index abc28ba19..9083371aa 100644
--- a/_delphi_utils_python/delphi_utils/runner.py
+++ b/_delphi_utils_python/delphi_utils/runner.py
@@ -51,6 +51,7 @@ def run_indicator_pipeline(indicator_fn:  Callable[[Params], None],
 
     #Get version and indicator name for startup
     ind_name = indicator_fn.__module__.replace(".run", "")
+
     #Check for version.cfg in indicator directory
     if os.path.exists("version.cfg"):
         with open("version.cfg") as ver_file:
@@ -59,9 +60,15 @@ def run_indicator_pipeline(indicator_fn:  Callable[[Params], None],
                 if "current_version" in line:
                     current_version = str.strip(line)
                     current_version = current_version.replace("current_version = ", "")
-    #Logging - Starting Indicator
-        logger.info(f"Started {ind_name} with covidcast-indicators version {current_version}")
-    else: logger.info(f"Started {ind_name} without version.cfg")
+        logger.info(
+            "Started a covidcast-indicator",
+            indicator_name=ind_name,
+            current_version=current_version,
+        )
+    else:
+        logger.info(
+            "Started a covidcast-indicator without version.cfg", indicator_name=ind_name
+        )
 
     indicator_fn(params)
     validator = validator_fn(params)
@@ -77,8 +84,10 @@ def run_indicator_pipeline(indicator_fn:  Callable[[Params], None],
             break
         time.sleep(1)
     else:
-        logger.error(f"Flash step timed out ({timer} s), terminating",
-                elapsed_time_in_seconds = round(time.time() - start, 2))
+        logger.error(
+            "Flash step timed out, terminating",
+            elapsed_time_in_seconds=round(time.time() - start, 2),
+        )
         t1.terminate()
         t1.join()
     if validator:
diff --git a/_delphi_utils_python/tests/test_export.py b/_delphi_utils_python/tests/test_export.py
index 3e72f1d7f..c9c1f8483 100644
--- a/_delphi_utils_python/tests/test_export.py
+++ b/_delphi_utils_python/tests/test_export.py
@@ -323,12 +323,13 @@ def test_export_df_with_missingness(self, tmp_path):
 
     @mock.patch("delphi_utils.logger")
     def test_export_df_with_contradictory_missingness(self, mock_logger, tmp_path):
-
+        sensor = "test"
+        geo_res = "state"
         create_export_csv(
             df=self.DF3.copy(),
             export_dir=tmp_path,
-            geo_res="state",
-            sensor="test",
+            sensor=sensor,
+            geo_res=geo_res,
             logger=mock_logger
         )
         assert set(listdir(tmp_path)) == set(
@@ -339,8 +340,9 @@ def test_export_df_with_contradictory_missingness(self, mock_logger, tmp_path):
             ]
         )
         assert pd.read_csv(join(tmp_path, "20200315_state_test.csv")).size > 0
+        date_str = datetime.strftime(self.TIMES[0], "%Y-%m-%d")
         mock_logger.info.assert_called_once_with(
-            "Filtering contradictory missing code in test_None_2020-02-15."
+            "Filtering contradictory missing code", sensor=sensor, metric=None, date=date_str
         )
 
     def test_export_sort(self, tmp_path):
diff --git a/changehc/delphi_changehc/run.py b/changehc/delphi_changehc/run.py
index 92a03e6c5..9c15b221d 100644
--- a/changehc/delphi_changehc/run.py
+++ b/changehc/delphi_changehc/run.py
@@ -25,7 +25,7 @@ def retrieve_files(params, filedate, logger):
     if files["denom"] is None:
 
         ## download recent files from FTP server
-        logger.info("downloading recent files through SFTP")
+        logger.info("Downloading recent files through SFTP")
         download_counts(filedate, params["indicator"]["input_cache_dir"], params["indicator"]["ftp_conn"])
 
         denom_file = "%s/%s_Counts_Products_Denom.dat.gz" % (params["indicator"]["input_cache_dir"],filedate)
@@ -157,18 +157,20 @@ def run_module(params: Dict[str, Dict[str, Any]]):
 
     startdate, enddate = process_dates(params, startdate_dt, enddate_dt)
 
-    logger.info("generating signal and exporting to CSV",
-        first_sensor_date = startdate,
-        last_sensor_date = enddate,
-        drop_date = dropdate,
-        n_backfill_days = n_backfill_days,
-        n_waiting_days = n_waiting_days,
-        geos = params["indicator"]["geos"],
-        export_dir = params["common"]["export_dir"],
-        parallel = params["indicator"]["parallel"],
-        weekday = params["indicator"]["weekday"],
-        types = params["indicator"]["types"],
-        se = params["indicator"]["se"])
+    logger.info(
+        "Generating signal and exporting to CSV",
+        first_sensor_date=startdate,
+        last_sensor_date=enddate,
+        drop_date=dropdate,
+        n_backfill_days=n_backfill_days,
+        n_waiting_days=n_waiting_days,
+        geos=params["indicator"]["geos"],
+        export_dir=params["common"]["export_dir"],
+        parallel=params["indicator"]["parallel"],
+        weekday=params["indicator"]["weekday"],
+        types=params["indicator"]["types"],
+        se=params["indicator"]["se"],
+    )
 
     ## start generating
     stats = []
@@ -176,9 +178,9 @@ def run_module(params: Dict[str, Dict[str, Any]]):
         for numtype in params["indicator"]["types"]:
             for weekday in params["indicator"]["weekday"]:
                 if weekday:
-                    logger.info("starting weekday adj", geo = geo, numtype = numtype)
+                    logger.info("Starting weekday adj", geo_type=geo, numtype=numtype)
                 else:
-                    logger.info("starting no adj", geo = geo, numtype = numtype)
+                    logger.info("Starting no adj", geo_type=geo, numtype=numtype)
                 su_inst = CHCSensorUpdater(
                     startdate,
                     enddate,
@@ -211,7 +213,7 @@ def run_module(params: Dict[str, Dict[str, Any]]):
                 )
                 stats.extend(more_stats)
 
-            logger.info("finished processing", geo = geo)
+            logger.info("Finished processing", geo_type=geo)
 
     elapsed_time_in_seconds = round(time.time() - start_time, 2)
     min_max_date = stats and min(s[0] for s in stats)
diff --git a/changehc/delphi_changehc/sensor.py b/changehc/delphi_changehc/sensor.py
index 0449f07df..9a1fd29e0 100644
--- a/changehc/delphi_changehc/sensor.py
+++ b/changehc/delphi_changehc/sensor.py
@@ -118,10 +118,10 @@ def fit(y_data, first_sensor_date, geo_id, logger, num_col="num", den_col="den")
         se_valid = valid_rates.eval('sqrt(rate * (1 - rate) / den)')
         rate_data['se'] = se_valid
 
-        logger.debug("{0}: {1:.3f},[{2:.3f}]".format(
-            geo_id, rate_data['rate'][-1], rate_data['se'][-1]
-        ))
-        return {"geo_id": geo_id,
-                "rate": 100 * rate_data['rate'],
-                "se": 100 * rate_data['se'],
-                "incl": include}
+        logger.debug(
+            ".fit() DEBUG - last rate/se for geo",
+            geo_value=geo_id,
+            value=rate_data["rate"][-1],
+            se=rate_data["se"][-1],
+        )
+        return {"geo_id": geo_id, "rate": 100 * rate_data["rate"], "se": 100 * rate_data["se"], "incl": include}
diff --git a/changehc/delphi_changehc/update_sensor.py b/changehc/delphi_changehc/update_sensor.py
index edae85517..7c78dc020 100644
--- a/changehc/delphi_changehc/update_sensor.py
+++ b/changehc/delphi_changehc/update_sensor.py
@@ -41,7 +41,7 @@ def write_to_csv(df, geo_level, write_se, day_shift, out_name, logger, output_pa
     assert df[suspicious_se_mask].empty, " se contains suspiciously large values"
     assert not df["se"].isna().any(), " se contains nan values"
     if write_se:
-        logger.info("========= WARNING: WRITING SEs TO {0} =========".format(out_name))
+        logger.info("WARNING: WRITING SEs", filename=out_name)
     else:
         df["se"] = np.nan
 
@@ -49,9 +49,7 @@ def write_to_csv(df, geo_level, write_se, day_shift, out_name, logger, output_pa
     suspicious_val_mask = df["val"].gt(90)
     if not df[suspicious_val_mask].empty:
         for geo in df.loc[suspicious_val_mask, "geo_id"]:
-            logger.warning("value suspiciously high, {0}: {1}".format(
-                geo, out_name
-            ))
+            logger.warning("Value suspiciously high", geo_value=geo, filename=out_name)
 
     dates = create_export_csv(
         df,
@@ -62,10 +60,8 @@ def write_to_csv(df, geo_level, write_se, day_shift, out_name, logger, output_pa
         sensor=out_name,
         write_empty_days=True
     )
-    logger.debug("wrote {0} rows for {1} {2}".format(
-        df.size, df["geo_id"].unique().size, geo_level
-    ))
-    logger.debug("wrote files to {0}".format(output_path))
+    logger.debug("Wrote rows", num_rows=df.size, geo_type=geo_level, num_geo_ids=df["geo_id"].unique().size)
+    logger.debug("Wrote files", export_dir=output_path)
     return dates
 
 
@@ -148,8 +144,9 @@ def geo_reindex(self, data):
         geo = self.geo
         gmpr = GeoMapper()
         if geo not in {"county", "state", "msa", "hrr", "nation", "hhs"}:
-            self.logger.error("{0} is invalid, pick one of 'county', "
-                          "'state', 'msa', 'hrr', 'hss','nation'".format(geo))
+            self.logger.error(
+                "Geo is invalid, pick one of 'county', " "'state', 'msa', 'hrr', 'hss','nation'", geo_type=geo
+            )
             return False
         if geo == "county":
             data_frame = gmpr.fips_to_megacounty(data,
@@ -224,7 +221,7 @@ def update_sensor(self,
                 dfs.append(res)
         else:
             n_cpu = min(10, cpu_count())
-            self.logger.debug("starting pool with {0} workers".format(n_cpu))
+            self.logger.debug("Starting pool", n_workers=n_cpu)
             with Pool(n_cpu) as pool:
                 pool_results = []
                 for geo_id, sub_data in data_frame.groupby(level=0,as_index=False):
diff --git a/changehc/tests/test_update_sensor.py b/changehc/tests/test_update_sensor.py
index 7ef25a608..d2e7ee2f3 100644
--- a/changehc/tests/test_update_sensor.py
+++ b/changehc/tests/test_update_sensor.py
@@ -9,6 +9,7 @@
 import pandas as pd
 import numpy as np
 from boto3 import Session
+from delphi_utils import get_structured_logger
 from moto import mock_s3
 import pytest
 
@@ -28,7 +29,7 @@
 DENOM_FILEPATH = PARAMS["indicator"]["input_denom_file"]
 DROP_DATE = pd.to_datetime(PARAMS["indicator"]["drop_date"])
 OUTPATH="test_data/"
-TEST_LOGGER = logging.getLogger()
+TEST_LOGGER = get_structured_logger()
 
 class TestCHCSensorUpdater:
     """Tests for updating the sensors."""
diff --git a/claims_hosp/delphi_claims_hosp/download_claims_ftp_files.py b/claims_hosp/delphi_claims_hosp/download_claims_ftp_files.py
index 2ce093488..ee6e98286 100644
--- a/claims_hosp/delphi_claims_hosp/download_claims_ftp_files.py
+++ b/claims_hosp/delphi_claims_hosp/download_claims_ftp_files.py
@@ -57,7 +57,7 @@ def download(ftp_credentials, out_path, logger):
     """Pull the latest raw files."""
     current_time = datetime.datetime.now()
     seconds_in_day = 24 * 60 * 60
-    logger.info("starting download", time=current_time)
+    logger.info("Starting download")
 
     # open client
     client = paramiko.SSHClient()
diff --git a/claims_hosp/delphi_claims_hosp/indicator.py b/claims_hosp/delphi_claims_hosp/indicator.py
index 4ad3ef7df..c5ac4e886 100644
--- a/claims_hosp/delphi_claims_hosp/indicator.py
+++ b/claims_hosp/delphi_claims_hosp/indicator.py
@@ -143,7 +143,10 @@ def fit(y_data, first_date, geo_id, num_col="num", den_col="den"):
         se_valid = valid_rates.eval('sqrt(rate * (1 - rate) / den)')
         rate_data['se'] = se_valid
 
-        logging.debug("%s: %05.3f, [%05.3f]",
-                      geo_id, rate_data['rate'][-1], rate_data['se'][-1])
-        return {"geo_id": geo_id, "rate": 100 * rate_data['rate'],
-                "se": 100 * rate_data['se'], "incl": include}
+        logging.debug(
+            ".fit() DEBUG - last rate/se for geo",
+            geo_value=geo_id,
+            value=rate_data["rate"][-1],
+            se=rate_data["se"][-1],
+        )
+        return {"geo_id": geo_id, "rate": 100 * rate_data["rate"], "se": 100 * rate_data["se"], "incl": include}
diff --git a/claims_hosp/delphi_claims_hosp/modify_claims_drops.py b/claims_hosp/delphi_claims_hosp/modify_claims_drops.py
index 0ab93ebcc..19a962884 100644
--- a/claims_hosp/delphi_claims_hosp/modify_claims_drops.py
+++ b/claims_hosp/delphi_claims_hosp/modify_claims_drops.py
@@ -57,5 +57,5 @@ def modify_and_write(data_path, logger, test_mode=False):
             dfs_list.append(dfs)
         else:
             dfs.to_csv(out_path, index=False)
-            logger.info(f"Wrote {out_path}")
+            logger.info("Wrote modified csv", filename=out_path)
     return files, dfs_list
diff --git a/claims_hosp/delphi_claims_hosp/run.py b/claims_hosp/delphi_claims_hosp/run.py
index 53c4cd33b..a9752072c 100644
--- a/claims_hosp/delphi_claims_hosp/run.py
+++ b/claims_hosp/delphi_claims_hosp/run.py
@@ -116,9 +116,9 @@ def run_module(params):
     for geo in params["indicator"]["geos"]:
         for weekday in params["indicator"]["weekday"]:
             if weekday:
-                logger.info("starting weekday adj", geo = geo)
+                logger.info("Starting weekday adj", geo_type=geo)
             else:
-                logger.info("starting no weekday adj", geo =  geo)
+                logger.info("Starting no weekday adj", geo_type=geo)
 
             signal_name = Config.signal_weekday_name if weekday else Config.signal_name
             if params["indicator"]["write_se"]:
@@ -126,7 +126,7 @@ def run_module(params):
                     "supply obfuscated prefix in params.json"
                 signal_name = params["indicator"]["obfuscated_prefix"] + "_" + signal_name
 
-            logger.info("Updating signal name", signal_name = signal_name)
+            logger.info("Updating signal name", signal=signal_name)
             updater = ClaimsHospIndicatorUpdater(
                 startdate,
                 enddate,
@@ -135,16 +135,16 @@ def run_module(params):
                 params["indicator"]["parallel"],
                 weekday,
                 params["indicator"]["write_se"],
-                signal_name
+                signal_name,
+                logger,
             )
             updater.update_indicator(
                 claims_file,
                 params["common"]["export_dir"],
-                logger,
             )
             max_dates.append(updater.output_dates[-1])
             n_csv_export.append(len(updater.output_dates))
-        logger.info("finished updating", geo = geo)
+        logger.info("Finished updating", geo_type=geo)
 
     # Remove all the raw files
     for fn in os.listdir(params["indicator"]["input_dir"]):
diff --git a/claims_hosp/delphi_claims_hosp/update_indicator.py b/claims_hosp/delphi_claims_hosp/update_indicator.py
index df3f3308f..5ba8ddd22 100644
--- a/claims_hosp/delphi_claims_hosp/update_indicator.py
+++ b/claims_hosp/delphi_claims_hosp/update_indicator.py
@@ -7,7 +7,6 @@
 """
 
 # standard packages
-import logging
 from multiprocessing import Pool, cpu_count
 
 # third party
@@ -28,8 +27,7 @@ class ClaimsHospIndicatorUpdater:
     # pylint: disable=too-many-instance-attributes, too-many-arguments
     # all variables are used
 
-    def __init__(self, startdate, enddate, dropdate, geo, parallel, weekday,
-                 write_se, signal_name):
+    def __init__(self, startdate, enddate, dropdate, geo, parallel, weekday, write_se, signal_name, logger):
         """
         Initialize updater for the claims-based hospitalization indicator.
 
@@ -53,6 +51,7 @@ def __init__(self, startdate, enddate, dropdate, geo, parallel, weekday,
         # init in shift_dates, declared here for pylint
         self.burnindate, self.fit_dates, self.burn_in_dates, self.output_dates = \
             [None] * 4
+        self.logger = logger
 
         assert (
                 self.startdate > (Config.FIRST_DATA_DATE + Config.BURN_IN_PERIOD)
@@ -114,9 +113,9 @@ def geo_reindex(self, data):
         elif self.geo == "hrr":
             data_frame = data  # data is already adjusted in aggregation step above
         else:
-            logging.error(
-                "%s is invalid, pick one of 'county', 'state', 'msa', 'hrr', 'hhs', nation'",
-                self.geo)
+            self.logger.error(
+                "Geo is invalid, pick one of 'county', 'state', 'msa', 'hrr', 'hhs', nation'", geo_type=self.geo
+            )
             return False
 
         unique_geo_ids = pd.unique(data_frame[self.geo])
@@ -133,7 +132,7 @@ def geo_reindex(self, data):
         data_frame.fillna(0, inplace=True)
         return data_frame
 
-    def update_indicator(self, input_filepath, outpath, logger):
+    def update_indicator(self, input_filepath, outpath):
         """
         Generate and output indicator values.
 
@@ -159,7 +158,7 @@ def update_indicator(self, input_filepath, outpath, logger):
                 ["num"],
                 Config.DATE_COL,
                 [1, 1e5],
-                logger,
+                self.logger,
             )
             if self.weekday
             else None
@@ -182,7 +181,7 @@ def update_indicator(self, input_filepath, outpath, logger):
                 valid_inds[geo_id] = np.array(res.loc[final_output_inds, "incl"])
         else:
             n_cpu = min(Config.MAX_CPU_POOL, cpu_count())
-            logging.debug("starting pool with %d workers", n_cpu)
+            self.logger.debug("Starting pool", n_workers=n_cpu)
             with Pool(n_cpu) as pool:
                 pool_results = []
                 for geo_id, sub_data in data_frame.groupby(level=0, as_index=False):
@@ -217,7 +216,7 @@ def update_indicator(self, input_filepath, outpath, logger):
         }
 
         self.write_to_csv(output_dict, outpath)
-        logging.debug("wrote files to %s", outpath)
+        self.logger.debug("Wrote files", export_dir=outpath)
 
     def write_to_csv(self, output_dict, output_path="./receiving"):
         """
@@ -229,8 +228,7 @@ def write_to_csv(self, output_dict, output_path="./receiving"):
 
         """
         if self.write_se:
-            logging.info("========= WARNING: WRITING SEs TO %s =========",
-                         self.signal_name)
+            self.logger.info("WARNING: WRITING SEs", signal=self.signal_name)
 
         geo_level = output_dict["geo_level"]
         dates = output_dict["dates"]
@@ -255,7 +253,7 @@ def write_to_csv(self, output_dict, output_path="./receiving"):
                         assert not np.isnan(val), "value for included value is nan"
                         assert not np.isnan(se), "se for included rate is nan"
                         if val > 90:
-                            logging.warning("value suspicious, %s: %d", geo_id, val)
+                            self.logger.warning("Value suspicious", geo_type=geo_level, geo_value=geo_id, value=val)
                         assert se < 5, f"se suspicious, {geo_id}: {se}"
                         if self.write_se:
                             assert val > 0 and se > 0, "p=0, std_err=0 invalid"
@@ -267,4 +265,4 @@ def write_to_csv(self, output_dict, output_path="./receiving"):
                                 "%s,%f,%s,%s,%s\n" % (geo_id, val, "NA", "NA", "NA"))
                         out_n += 1
 
-        logging.debug("wrote %d rows for %d %s", out_n, len(geo_ids), geo_level)
+        self.logger.debug("Wrote rows", num_rows=out_n, geo_type=geo_level, num_geo_ids=len(geo_ids))
diff --git a/claims_hosp/tests/test_update_indicator.py b/claims_hosp/tests/test_update_indicator.py
index 1471be655..5ca527287 100644
--- a/claims_hosp/tests/test_update_indicator.py
+++ b/claims_hosp/tests/test_update_indicator.py
@@ -51,7 +51,8 @@ def test_shift_dates(self):
             self.parallel,
             self.weekday,
             self.write_se,
-            Config.signal_name
+            Config.signal_name,
+            TEST_LOGGER
         )
         ## Test init
         assert updater.startdate.month == 2
@@ -72,7 +73,8 @@ def test_geo_reindex(self):
             self.parallel,
             self.weekday,
             self.write_se,
-            Config.signal_name
+            Config.signal_name,
+            TEST_LOGGER
         )
         updater.shift_dates()
         data_frame = updater.geo_reindex(self.small_test_data.reset_index())
@@ -90,13 +92,13 @@ def test_update_indicator(self):
                 self.parallel,
                 self.weekday,
                 self.write_se,
-                Config.signal_name
+                Config.signal_name,
+                TEST_LOGGER
             )
 
             updater.update_indicator(
                 DATA_FILEPATH,
-                td.name,
-                TEST_LOGGER
+                td.name
             )
 
             assert len(os.listdir(td.name)) == len(
@@ -112,7 +114,8 @@ def test_write_to_csv_results(self):
             self.parallel,
             self.weekday,
             self.write_se,
-            Config.signal_name
+            Config.signal_name,
+            TEST_LOGGER
         )
 
         res0 = {
@@ -192,7 +195,8 @@ def test_write_to_csv_with_se_results(self):
             self.parallel,
             True,
             True,
-            signal_name
+            signal_name,
+            TEST_LOGGER
         )
 
         res0 = {
@@ -243,7 +247,8 @@ def test_write_to_csv_wrong_results(self):
             self.parallel,
             self.weekday,
             self.write_se,
-            Config.signal_name
+            Config.signal_name,
+            TEST_LOGGER
         )
 
         res0 = {
diff --git a/doctor_visits/delphi_doctor_visits/download_claims_ftp_files.py b/doctor_visits/delphi_doctor_visits/download_claims_ftp_files.py
index 9d51768be..6cb42364a 100644
--- a/doctor_visits/delphi_doctor_visits/download_claims_ftp_files.py
+++ b/doctor_visits/delphi_doctor_visits/download_claims_ftp_files.py
@@ -59,7 +59,7 @@ def download(ftp_credentials, out_path, logger, issue_date=None):
     else:
         current_time = datetime.datetime.strptime(issue_date, "%Y-%m-%d").replace(hour=23, minute=59, second=59)
 
-    logger.info("starting download", time=current_time)
+    logger.info("Starting download")
     seconds_in_day = 24 * 60 * 60
 
     # open client
diff --git a/doctor_visits/delphi_doctor_visits/modify_claims_drops.py b/doctor_visits/delphi_doctor_visits/modify_claims_drops.py
index daed93d58..3be9393e4 100644
--- a/doctor_visits/delphi_doctor_visits/modify_claims_drops.py
+++ b/doctor_visits/delphi_doctor_visits/modify_claims_drops.py
@@ -48,5 +48,5 @@ def modify_and_write(f, logger, test_mode=False):
 
     if not test_mode:
         dfs.to_csv(out_path, index=False)
-        logger.info(f"Wrote {out_path}")
+        logger.info("Wrote modified csv", filename=out_path)
     return dfs
diff --git a/doctor_visits/delphi_doctor_visits/patch.py b/doctor_visits/delphi_doctor_visits/patch.py
index 32b6d308f..32c62dd6b 100644
--- a/doctor_visits/delphi_doctor_visits/patch.py
+++ b/doctor_visits/delphi_doctor_visits/patch.py
@@ -45,16 +45,19 @@ def patch():
     start_issue = datetime.strptime(params["patch"]["start_issue"], "%Y-%m-%d")
     end_issue = datetime.strptime(params["patch"]["end_issue"], "%Y-%m-%d")
 
-    logger.info(f"""Start patching {params["patch"]["patch_dir"]}""")
-    logger.info(f"""Start issue: {start_issue.strftime("%Y-%m-%d")}""")
-    logger.info(f"""End issue: {end_issue.strftime("%Y-%m-%d")}""")
+    logger.info(
+        "Starting patching",
+        patch_directory=params["patch"]["patch_dir"],
+        start_issue=start_issue.strftime("%Y-%m-%d"),
+        end_issue=end_issue.strftime("%Y-%m-%d"),
+    )
 
     makedirs(params["patch"]["patch_dir"], exist_ok=True)
 
     current_issue = start_issue
 
     while current_issue <= end_issue:
-        logger.info(f"""Running issue {current_issue.strftime("%Y-%m-%d")}""")
+        logger.info("Running issue", issue_date=current_issue.strftime("%Y-%m-%d"))
 
         params["patch"]["current_issue"] = current_issue.strftime("%Y-%m-%d")
 
diff --git a/doctor_visits/delphi_doctor_visits/run.py b/doctor_visits/delphi_doctor_visits/run.py
index 3c941534a..2dccffc8c 100644
--- a/doctor_visits/delphi_doctor_visits/run.py
+++ b/doctor_visits/delphi_doctor_visits/run.py
@@ -88,32 +88,33 @@ def run_module(params, logger=None):  # pylint: disable=too-many-statements
     startdate_dt = enddate_dt - timedelta(days=n_backfill_days)
     enddate = str(enddate_dt.date())
     startdate = str(startdate_dt.date())
-    logger.info("drop date:\t\t%s", dropdate)
-    logger.info("first sensor date:\t%s", startdate)
-    logger.info("last sensor date:\t%s", enddate)
-    logger.info("n_backfill_days:\t%s", n_backfill_days)
-    logger.info("n_waiting_days:\t%s", n_waiting_days)
+
+    logger.info(
+        "Using params",
+        startdate=startdate,
+        enddate=enddate,
+        dropdate=dropdate,
+        n_backfill_days=n_backfill_days,
+        n_waiting_days=n_waiting_days,
+        export_dir=export_dir,
+        parallel=params["indicator"]["parallel"],
+        weekday=params["indicator"]["weekday"],
+        write_se=se,
+        prefix=prefix,
+    )
 
     ## geographies
     geos = ["state", "msa", "hrr", "county", "hhs", "nation"]
 
-
-    ## print out other vars
-    logger.info("outpath:\t\t%s", export_dir)
-    logger.info("parallel:\t\t%s", params["indicator"]["parallel"])
-    logger.info("weekday:\t\t%s", params["indicator"]["weekday"])
-    logger.info("write se:\t\t%s", se)
-    logger.info("obfuscated prefix:\t%s", prefix)
-
     max_dates = []
     n_csv_export = []
     ## start generating
     for geo in geos:
         for weekday in params["indicator"]["weekday"]:
             if weekday:
-                logger.info("starting %s, weekday adj", geo)
+                logger.info("Starting with weekday adj", geo_type=geo)
             else:
-                logger.info("starting %s, no adj", geo)
+                logger.info("Starting with no adj", geo_type=geo)
             sensor = update_sensor(
                 filepath=claims_file,
                 startdate=startdate,
@@ -137,8 +138,8 @@ def run_module(params, logger=None):  # pylint: disable=too-many-statements
             write_to_csv(sensor, geo, se, out_name, logger, export_dir)
             max_dates.append(sensor.date.max())
             n_csv_export.append(sensor.date.unique().shape[0])
-            logger.debug(f"wrote files to {export_dir}")
-        logger.info("finished updating", geo = geo)
+            logger.debug("Wrote files", export_dir=export_dir)
+        logger.info("Finished updating", geo_type=geo)
 
     # Remove all the raw files
     for fn in os.listdir(params["indicator"]["input_dir"]):
diff --git a/doctor_visits/delphi_doctor_visits/sensor.py b/doctor_visits/delphi_doctor_visits/sensor.py
index b5a645ea8..91faa20cf 100644
--- a/doctor_visits/delphi_doctor_visits/sensor.py
+++ b/doctor_visits/delphi_doctor_visits/sensor.py
@@ -239,7 +239,7 @@ def fit(y_data,
         se[include] = np.sqrt(
             np.divide((new_rates[include] * (1 - new_rates[include])), den[include]))
 
-        logger.debug(f"{geo_id}: {new_rates[-1]:.3f},[{se[-1]:.3f}]")
+        logger.debug(".fit() DEBUG - last rate/se for geo", geo_value=geo_id, value=new_rates[-1], se=se[-1])
 
         included_indices = [x for x in final_sensor_idxs if include[x]]
 
diff --git a/doctor_visits/delphi_doctor_visits/update_sensor.py b/doctor_visits/delphi_doctor_visits/update_sensor.py
index 125c0df18..4cac1e81c 100644
--- a/doctor_visits/delphi_doctor_visits/update_sensor.py
+++ b/doctor_visits/delphi_doctor_visits/update_sensor.py
@@ -34,7 +34,7 @@ def write_to_csv(output_df: pd.DataFrame, geo_level, se, out_name, logger, outpu
       output_path: outfile path to write the csv (default is current directory)
     """
     if se:
-        logger.info(f"========= WARNING: WRITING SEs TO {out_name} =========")
+        logger.info("WARNING: WRITING SEs", filename=out_name)
 
     out_n = 0
     for d in set(output_df["date"]):
@@ -64,7 +64,7 @@ def write_to_csv(output_df: pd.DataFrame, geo_level, se, out_name, logger, outpu
                     outfile.write(
                         "%s,%f,%s,%s,%s\n" % (geo_id, sensor, "NA", "NA", "NA"))
                 out_n += 1
-    logger.debug(f"wrote {out_n} rows for {geo_level}")
+    logger.debug("Wrote rows", num_rows=out_n, geo_type=geo_level)
 
 
 def update_sensor(
@@ -177,7 +177,7 @@ def update_sensor(
 
     else:
         n_cpu = min(10, cpu_count())
-        logger.debug(f"starting pool with {n_cpu} workers")
+        logger.debug("Starting pool", n_workers=n_cpu)
 
         with Pool(n_cpu) as pool:
             pool_results = []
diff --git a/google_symptoms/delphi_google_symptoms/date_utils.py b/google_symptoms/delphi_google_symptoms/date_utils.py
index ebfe5109a..2ad6244e9 100644
--- a/google_symptoms/delphi_google_symptoms/date_utils.py
+++ b/google_symptoms/delphi_google_symptoms/date_utils.py
@@ -98,7 +98,7 @@ def generate_num_export_days(params: Dict, logger) -> [int]:
                 expected_date_diff += global_max_expected_lag
 
             if latest_date_diff > expected_date_diff:
-                logger.info(f"Missing dates from: {to_datetime(min(gs_metadata.max_time)).date()}")
+                logger.info("Missing date", date=to_datetime(min(gs_metadata.max_time)).date())
 
             num_export_days = expected_date_diff
 
diff --git a/google_symptoms/delphi_google_symptoms/patch.py b/google_symptoms/delphi_google_symptoms/patch.py
index 01d099c4f..85df89394 100755
--- a/google_symptoms/delphi_google_symptoms/patch.py
+++ b/google_symptoms/delphi_google_symptoms/patch.py
@@ -58,16 +58,19 @@ def patch(params):
     issue_date = datetime.strptime(params["patch"]["start_issue"], "%Y-%m-%d")
     end_issue = datetime.strptime(params["patch"]["end_issue"], "%Y-%m-%d")
 
-    logger.info(f"""Start patching {params["patch"]["patch_dir"]}""")
-    logger.info(f"""Start issue: {issue_date.strftime("%Y-%m-%d")}""")
-    logger.info(f"""End issue: {end_issue.strftime("%Y-%m-%d")}""")
+    logger.info(
+        "Starting patching",
+        patch_directory=params["patch"]["patch_dir"],
+        start_issue=issue_date.strftime("%Y-%m-%d"),
+        end_issue=end_issue.strftime("%Y-%m-%d"),
+    )
 
     makedirs(params["patch"]["patch_dir"], exist_ok=True)
 
     patch_dates = generate_patch_dates(params)
 
     while issue_date <= end_issue:
-        logger.info(f"""Running issue {issue_date.strftime("%Y-%m-%d")}""")
+        logger.info("Running issue", issue_date=issue_date.strftime("%Y-%m-%d"))
 
         # Output dir setup
         current_issue_yyyymmdd = issue_date.strftime("%Y%m%d")
diff --git a/google_symptoms/delphi_google_symptoms/run.py b/google_symptoms/delphi_google_symptoms/run.py
index 8303a9a8a..8ad1d6d10 100644
--- a/google_symptoms/delphi_google_symptoms/run.py
+++ b/google_symptoms/delphi_google_symptoms/run.py
@@ -80,10 +80,8 @@ def run_module(params, logger=None):
         if len(df_pull) == 0:
             continue
         for metric, smoother in product(COMBINED_METRIC, SMOOTHERS):
-            logger.info("generating signal and exporting to CSV",
-                        geo_res=geo_res,
-                        metric=metric,
-                        smoother=smoother)
+            sensor_name = "_".join([smoother, "search"])
+            logger.info("Generating signal and exporting to CSV", geo_type=geo_res, signal=f"{metric}_{sensor_name}")
             df = df_pull
             df["val"] = df[metric].astype(float)
             df["val"] = df[["geo_id", "val"]].groupby(
@@ -94,9 +92,8 @@ def run_module(params, logger=None):
             # Drop early entries where data insufficient for smoothing
             df = df.loc[~df["val"].isnull(), :]
             df = df.reset_index()
-            sensor_name = "_".join([smoother, "search"])
             if len(df) == 0:
-                logger.info("No data for %s_%s_%s", geo_res, metric.lower(), sensor_name)
+                logger.info("No data for signal", geo_type=geo_res, signal=f"{metric}_{sensor_name}")
                 continue
             exported_csv_dates = create_export_csv(
                 df,
diff --git a/nssp/delphi_nssp/run.py b/nssp/delphi_nssp/run.py
index 931cd7c71..b22d03c20 100644
--- a/nssp/delphi_nssp/run.py
+++ b/nssp/delphi_nssp/run.py
@@ -90,7 +90,7 @@ def run_module(params):
         for geo in GEOS:
             df = df_pull.copy()
             df["val"] = df[signal]
-            logger.info("Generating signal and exporting to CSV", metric=signal)
+            logger.info("Generating signal and exporting to CSV", geo_type=geo, signal=signal)
             if geo == "nation":
                 df = df[df["geography"] == "United States"]
                 df["geo_id"] = "us"
diff --git a/nwss_wastewater/delphi_nwss/run.py b/nwss_wastewater/delphi_nwss/run.py
index 378849ba5..60bfc84c7 100644
--- a/nwss_wastewater/delphi_nwss/run.py
+++ b/nwss_wastewater/delphi_nwss/run.py
@@ -146,7 +146,7 @@ def run_module(params):
         df = generate_weights(df, sensor)
 
         for geo in GEOS:
-            logger.info("Generating signal and exporting to CSV", metric=sensor)
+            logger.info("Generating signal and exporting to CSV", geo_type=geo, signal=sensor)
             if geo == "nation":
                 agg_df = weighted_nation_sum(df, sensor)
             else:
diff --git a/quidel_covidtest/delphi_quidel_covidtest/pull.py b/quidel_covidtest/delphi_quidel_covidtest/pull.py
index d9f23f2ec..560f89456 100644
--- a/quidel_covidtest/delphi_quidel_covidtest/pull.py
+++ b/quidel_covidtest/delphi_quidel_covidtest/pull.py
@@ -56,7 +56,7 @@ def get_from_s3(start_date, end_date, bucket, logger):
     seen_files = set()
     for search_date in [start_date + timedelta(days=x) for x in range(n_days)]:
         if search_date in s3_files.keys():
-            logger.info(f"Pulling data received on {search_date.date()}")
+            logger.info("Pulling data received on date", search_date=search_date.date())
 
             # Fetch data received on the same day
             for fn in s3_files[search_date]:
@@ -110,11 +110,11 @@ def fix_date(df, logger):
     df.insert(2, "timestamp", df["TestDate"])
 
     mask = df["TestDate"] <= df["StorageDate"]
-    logger.info(f"Removing {((len(df) - np.sum(mask)) * 100 / len(df)):.2f}% of unusual data")
+    logger.info("Removing unusual data", percent=round((len(df) - np.sum(mask)) * 100 / len(df), 2))
     df = df[mask]
 
     mask = df["StorageDate"] - df["TestDate"] > pd.Timedelta(days=90)
-    logger.info(f"Fixing {(np.sum(mask) * 100 / len(df)):.2f}% of outdated data")
+    logger.info("Fixing outdated data", percent=round((np.sum(mask) * 100 / len(df)), 2))
     df["timestamp"].values[mask] = df["StorageDate"].values[mask]
     return df
 
diff --git a/quidel_covidtest/delphi_quidel_covidtest/run.py b/quidel_covidtest/delphi_quidel_covidtest/run.py
index a59e0c101..e6974b6aa 100644
--- a/quidel_covidtest/delphi_quidel_covidtest/run.py
+++ b/quidel_covidtest/delphi_quidel_covidtest/run.py
@@ -164,7 +164,7 @@ def run_module(params: Dict[str, Any]):
     n_cpu = min(8, cpu_count()) # for parallelization
     with pool_and_threadedlogger(logger, n_cpu) as (pool, threaded_logger):
         # for using loggers in multiple threads
-        logger.info("Parallelizing sensor generation", n_cpu=n_cpu)
+        logger.info("Parallelizing sensor generation", n_workers=n_cpu)
         pool_results = []
         for geo_res in NONPARENT_GEO_RESOLUTIONS:
             geo_data, res_key = geo_map(geo_res, data)

From 9edcc92c8739367c8565a805f51e8e1fdbf5f51e Mon Sep 17 00:00:00 2001
From: Brian Clark <clark.bg@gmail.com>
Date: Mon, 21 Oct 2024 09:21:59 -0400
Subject: [PATCH 03/15] Update path for pyenv shims

---
 Jenkinsfile | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/Jenkinsfile b/Jenkinsfile
index 1b9485ca5..3fcdc904a 100644
--- a/Jenkinsfile
+++ b/Jenkinsfile
@@ -18,6 +18,10 @@ def deploy_production = [:]
 
 pipeline {
     agent any
+    environment {
+        // Set the PATH variable to include the pyenv shims directory.
+        PATH = "/var/lib/jenkins/.pyenv/shims:${env.PATH}"
+    }
     stages {
         stage('Build dev/feature branch') {
             when  {

From 1a03d5676f954553210ac07f7a9ae98a18d5ca70 Mon Sep 17 00:00:00 2001
From: Brian Clark <clark.bg@gmail.com>
Date: Mon, 21 Oct 2024 16:40:41 -0400
Subject: [PATCH 04/15] Update differ bucket access

---
 ansible/vault.yaml | 528 ++++++++++++++++++++++-----------------------
 1 file changed, 264 insertions(+), 264 deletions(-)

diff --git a/ansible/vault.yaml b/ansible/vault.yaml
index bf979841a..1a674592b 100644
--- a/ansible/vault.yaml
+++ b/ansible/vault.yaml
@@ -1,265 +1,265 @@
 $ANSIBLE_VAULT;1.1;AES256
-63313737356234663364633839353638393064663937643934333430643832363065646138333038
-3133663766613235613137383736383030636236323166370a366235353833306336336432376333
-61336662656336336530326463663761366232393063326365366561386636636165396430623165
-6131643963386231650a356137646637333266613966343631656136303438303932326638363038
-30653364343436383433663639393633356633393836613263663537366335316130323365653736
-31353831343864383932393661383431346337353863643063636632313666613562306237623930
-63633061343263626139613337376333653562653432363763306535663735373433336636376437
-37646265373831613461363838303635306662633637643535623961376564653265663633656537
-66663134383638636138386137626133613964363333643133356365356237313935363531373066
-61626337396232316535376339306162316266366261383630623466306634643533326166386234
-65323262363337343261633638336364333230343035653032383031333431623032643432353136
-66653865623931313266326161343064383938636435306636383033313731323762383462303238
-34643562306264316130316266623838613361393462663361386234626661353838363036323937
-31653432623236303263643739326561306131316337313030636563363838353638353665343339
-38383938333164383337623634363430366232666231323539373239363266623339306434313162
-66393238663031376231386431666132643139383731323535313839643864633239346364303333
-61623238303038663833396663633963323863636139616631373036376337396262643862633939
-61646662653238396532613962376237623561313461333061356663343664306563386539376633
-32616433333163643066313330666263653939303932653835303562623061363833636435643534
-62336561306335346664333833306335323364613039653263373334616134313962613630386262
-63306630333739616137346338383964346365663836353166653236636663366539396431323032
-33366362346462303865623937363032363233316530656534383164393138323565306139306461
-35656266633636393631353435386337333039303535343233353134333839376163316262316533
-62313764306330316339623033636436313539326664353339326635613462316362333661363635
-66326565636439353466656663303663636237333965393961656637623933636366653562663564
-38373463626139313234623333306261666239303135333965656537393338323763666131366330
-38303435353765366162373430393231656139316238613839353432306231343130373038376135
-33396232636131653534666164313131333861336130636664643730393631626361353739303835
-31666132643830376335343938376338666538663865613132313130323736616237323134333031
-35656663346464383233646362663736633230613437643834383833633637656161303865343362
-64303636616262383865343332353139633432626565666233656436653761626563653639613334
-64313030643363323665613965353565393762323065323735306337373833373035396430376137
-62383063626430313532653261616230336164666461613966623032323965623962373830626236
-37356361326562613634376261336436346535333831643764343932356334616535343364316563
-64333731383831323165663530613736323461643836363438343134633635336431376664366364
-37326565613631613333313632666538383966363739666338626431643734636565616665653938
-37623839313030653733626263656666363362373135623562653462363330366136373938663532
-30343436303863636636353931656562303565626631323238356463373330393161373932373965
-34636638633764616430336131363734323932656135343032636564383231363731663963666663
-38376263333938643933363336373637396237303961653062343866363632663532336434643063
-63353739343033396130643638396365336332626439313231396361383736373036393838623532
-35383566333238626131343530313463326631313462333462396233613438333365613932663237
-35376232383238323636343335643236656135333766386565326337643466363064616131616430
-33643131363639363164316438656364386532626134386666613533643831326162363961666332
-62303938666565393938393133363734613365303136623638613532333033346465633830333164
-30333363376338373063373338393435626566356338393036303939353236633339373538613661
-63653064616338313135373238383432363138356665386638343434326337343862313431333535
-33633761333836376238376530636236613165353266363433663065633038626532343462353164
-61396530373532343831303331316236373834363538333632323664633363636133373438376234
-34343136363734333963383865646361653233393132373938633930366462383632333839353861
-63353030373137633161396165636366613337646461353265616263303663393636303231386234
-39356263323831313439333630376365343530336539663139373933336265303834623734656339
-35326239333163346335316138303831303063613839353164663563363737303834343132393237
-30376132303862386137626333653539303133366233303335356636303737353661306163313165
-35623865336130633366633131343838343830613537626539306566306439393737343438386162
-65393937323337306439663435346132386530353564333730626533373537646461646339323530
-31613033376539653363636332346238316632306463343436346239633364306638663464396639
-30653661616636663762353461366330613337643531336239346163306234313330663435336439
-61333334393937303933393965663030656232336464313135323164323030656134663030346366
-63613638623666363936613065643137636662306662396332643362333439393732326263623461
-37396135353033353832393763356439643566373738336438623234396365613136616432633636
-31363735393664303039333233313636326564363963616365646337373065363937306164643239
-38636131633563616339343734313836613462646636323163336136623034613965633433633035
-33396636323662343638616463303731306665616232643161613937356530303562383033626365
-64393835636365383432653330633538336435373336623833626337363264373665383530663538
-62316266326634376133666334336563656662666536353434306232373465623835346233316664
-63643966613363366363363265626435626132346532333864623834323061383235623034316139
-31386163623133366365353766373764323833363035333835383163656363386338386433323365
-38616437353530643739306365386134376364623665313965656533323334306438393031623434
-62373632633636663832353465353666333362663266623633376337393330353635386533343235
-63633938343062336436356334616633393331666562313165666664343133393935633465393739
-66633031323531346630343265663933666338623765663163336435343632303132313139656637
-64653030633938326439336331393763316161326464303231353066626464633836323431303666
-63316230623539333663623961393434393239373132363935326635383930626436636135386663
-61343433666365336638393639323038333032363462663734353031376463383531393661396333
-32386666316230613463333964323332373765333962383764613931643266313839333639383964
-34663761336166366532383138623230613037646165363039613138316464306135366366373136
-32353937663863333738356166623836303863343665353564326562313937333965646132626664
-62323434313964636564393432636534396261346265353336636564386338363137386632306661
-32653938393831646136613464663532313531636331633264303230306134623431333564666130
-66363330326661393339373235383530656562316531373666656638343038336164323363343637
-61653131313462356538656232643237623038666664663435363134363162306538383930373637
-63633539623265393137393332336463653132363661356365656237663461613764663837323336
-34613732363466353836363064383661626431363061613430616562396161366430363362336338
-35626265336562336134633538326365383365383766663731633738323430633365663266393061
-63396365303462386665343666346133303661616435663566303634363833303663383464623237
-30393364326333393932303462386435616163366165646463383765396132663166316666656462
-36346266636539663336646231366463353839363639613765313663303232633163356565643565
-61633163373335316362343835663364626336656236373361373830303463363965333432363134
-37333961636163373963613263353039636266376265333632363163363334353563323533663064
-33323234623035336232326238623838383533616533626665643133636233313062343137376263
-36653762666562633837356362383662663338616635646535393139356336346639326264643835
-61356531316366373038666166643434656633623635333238303831656338336539313931383762
-63376434373435646562623934346437316465303565313564613365663533303665363662653039
-61343363383438633236643664396533373134633963386638396236386561373161376365303832
-33333563306662623137633231613566353361643735666364653233666136313230633338323764
-65373334633836623666396637363166323631383835356666336461636433653464366138343630
-33323064353661633131303830613534636164643432303165376437346161373739333633616533
-63356331373061663463623435653632353433316261343562303837336135616636353864313432
-34643362303063363861646639336236623533636463306137393034633837643331653739643662
-65613763373665343830363063643738326439306164633533376339366265336466313432643136
-36386561343862376463306438326539393163356165313936323939323831343339393433643135
-38303862393932306161383236663466653933353932616537383965316464643762363331336137
-35663533316466613862373634323535663434303563386232306339613239633732346238323163
-61313330356631396135313765646435336633643038653835363436386363373138666266656162
-39363833396165323236376635626130623034336139336233333931323933306664333533653361
-35646139666131643430353731326137363135316236383833373631396266666463626464353365
-65666630633437343235336561366566366139393965383663623534643333383637646662313134
-30363161613464656632313536373631633166313162303761303835343338643366306330343232
-65656238346132383134626564333336306463643962383530343064343263643435363638366637
-62393337313732353230366536383434386332383837303161366166663430656335333733653738
-34386637353132323939323162323734643936666563663037353832666330366538333138653536
-62343462353835333232376666653538346564343566303135333434303963393032623564303034
-62653732666135383666623061646339366563316564613031303639323732666362326630643931
-35333436313236666563376131336233396336626161313863393962386638656634346137646530
-66376563336432633331643939623834353162613030326163383565396334383839643661363737
-36666363636237366537376565656465663834646665333930653132393461636334303334396161
-30363332303938336462646632303435643635363163333431343032616432646233353463396632
-32303938623263366634376536353764616361393430393361316263336239333633396666666566
-62633032383131636162333336306139356239313732383939323662386333363635663634616633
-61393262616162623966393264323466343738303566653862353939303637303039363136623662
-66336166326336373962306138373137313731656330373036656662363964646665386131656334
-36353432636238636161633131363161316438306430356233383232303163633764633736343264
-62346664663362656634666634353939663937613863383037333861386135353338613461663466
-36386463373938383637653733333637656362663061396466373563653861386630346330626261
-33656164363362306433356137346335363830306461303431333461393238373838336235666463
-33316235363338383435303939656331636639623733636566396536383461353534613331356139
-36333165303562313236623265613136653935346237343361636136343835363162656636313564
-63373063336434376232393662316634343734333534363537373637636264643666383835303536
-65653534393839623063396433663630363263626232613065663031333235636333643062313065
-30333330636339313032653431646639373465633633386166646139343461643964356263623738
-34356661663339386135383732643039613034326436643334656564646564326333323239333235
-38383562353263623265623230323333623536323139366462316665626537656132356561616361
-39313639333638656565393531646564643038336564623635343438376533343732663635653031
-30633231383431663834313066396362636238386332633665663661633733373836656335313239
-33386638393935346361376637663539663832393763343662643363623165316331336463663134
-62633832336236633831653837643764323031663734376262373866643036613931306633343065
-34383637646534373135306230376163356461646136393463623866303834333636633536336263
-33373066366333663063623638643035343161353633633631643461383332353263303962303432
-33303737336137643463343333633065643237333539383563376662373833623931333366373833
-65653733653363613561316365646363353535323838386133646532353364306639646561323937
-66396663383934616665653833646661333630303737666239383365363530393430323439353030
-36393064393163663234393665393233393534376236633139626662666330666461633437646466
-35346262663265386236366431623937396330616230306533616266616265653638643732653164
-39336232376239656134356363636332343631653133653231366338373535313363646430653137
-34653435396338306436346664383932336130393966643561373062396438363839363938313036
-38303761616630303265313665623535633032626333323932386535376166353534663262653130
-39313664616166383530343463633561306137313162346335356562346636383239323765343962
-35393462653034386662306438363533333865343634343565653164613566313331653832613035
-31646462363465316133653433653165633530643666633031643133656638323132653335626431
-37613631366332663165306264373736353532376431326131623764353238623762393763373365
-33663738626263663936373138613764386437656432303135656265636365353834616465633062
-66306435396639663533633465396664303936313936613330646564613630303131373437313538
-31306637643434303635316563323662643433643531626332613437353261313963373933623062
-37303331366561386233353665346236643363326537616532306236646533646163343862386333
-33343335373864636232323538356663343230323362346533323865383630613666366364383964
-65633434353763323033386231623737363033376438616162333339643463323730333435663566
-31323139326465393261653335366330313936383939313735353133393938313066636533336664
-31346166613434326665333866633762663338636335373965613435396539363834326338386564
-37626666653961376265343138323934373234636161373037656530643832663764346632623734
-38306461646231636666623166323334323765373639343665663537356564356332366632623434
-62353666306635393237313838313739313330623466376638653766613734663964666334313834
-32353137333564343334613937353766663532323063663233623865656439323864393838643038
-30613164356138316534643166633834663531653664306563333834636632346635666662323435
-62366662353930373637613032316639323836626166663766396461626130393031383331343734
-61633165663461353336303761613637323435383033363437396531613332323037346562643835
-38643938616436303062323763396338353365653738323838353865313533666639646462633933
-33323235666334623137363331313565366631633533643834323530333462386539626335303935
-37323161613762333932303465656238333435333162383338396565313665373537336439336539
-63326133353762346366313963383636666438633439346436306661366563373934663034653037
-32656463363338656562613332613566323531353964613139376530303437396139656530396166
-61626561663836643333653736316530393566666364633563633336666431616531663233343065
-39353036336566613934316434306261626363636536643265393230623630316562636265373766
-39396166373565616464386234363639323839346234303063666239323337366330663538303532
-32366338323263323530633762336438303037623330316666383836356630346235333065383263
-35333734623461373331393436666164656433646361323638353430373739656338306438333231
-31623632356231616663613734343965326662636330646533363538303562323433643430333565
-61356639383464393538666134396634366264333338396435363336656334376530343162373464
-66396336363136666335613737666330646536663364643733353761306534363863656461383331
-37373061333138373331356535316338626238326134626330356234376133316163663264643333
-38646131323063343032613765663232323164303338303634336366353238663532356335376638
-64323165663261363431646532383037666262626638373131653663303931383535636236316531
-36343736363431316661383031626633343334653164393231303339303564373665623434326639
-64383062373566313562653836326665623531316531303334306431383466313763636338383035
-30383762336666343639623138623961366365303631656438636466613663653537623635636262
-32616662303765343237373936623664383035333437663436333231353239663966343764303761
-30663837356435383333333237393664386631313337366437333735626136313561336465303934
-61623934346330626435303034366636306364376466623364366433326539653466353232616465
-61393632336463383262663235323665353931613065326565656336396261356235303737383662
-62333035316265646533653061363266303037653766366262326631376466343932313530653238
-30323165633338386637333865313761646633633735393238643464653638343934376435343962
-34323934383038323439626239336332653330366263343961356438373939373065393036633536
-64643839636261633234666663303063386438303132633166636631356166316535666132356161
-36333535663235663562383935663463336638383565326630393337663930376632666364353239
-61336233393166623937386666313464626633353430663064366631323831333739356261393837
-35333631383034313463336263353135656234623535303233353465316166623132333063386366
-35393234646139323132326163396632353763353262363139613562346266656266626435336330
-30616566353163326336386266666136643233393662643562376337366433306139393438373130
-37383565643931646632323664353363613763396434646565373333623638646463373639386237
-61616335363936303461326161396662383936336434626562613036633035373062663065356563
-39336233366262666631373439386632396637323737373165353538363335326664316531306261
-39333834383532393431343434396336393731303431336365636434646465613165386561393765
-33386333626366333262356539313134626533356465653239306235366562646533636334366137
-64323735633865343839653136343338313466346639323165663334343534376635656166633236
-37386365643737353361643935663039323537376562336238363937313036623765646538393530
-62353062333630613764633162363836643431373162303065653065666331303065616133323862
-65393731646566343939643031623835663064623561656533303962616335336234643939346165
-62613064373438366535353236346363613964326465333737306163633535653464636632336136
-36386230313931373836663062383164663463616535376431396632386431313161323463336562
-31323334326535613031303431376263356532316461343332376466646639646334353764376637
-34366334306166663030323134616234393665386533663964653538303430333135376234623139
-30353034373636396630396337643637363633306665636161613836343037303462336433643739
-37616635633139323866366138656336653065373437643861323966633639383965666133616236
-61313565383364333337643831313063626662633730343563666631643661623461333961363531
-32646562643130616132306262656536303330363431346562666361653435356138623435346334
-32313036633930323235613133643538393731353438373731306439646430316134313964303933
-63363638313266313532656232323939643031363162373837356230353934666131623436343464
-32643662366638643239363634653338343962326430313034343130323533316466613334393939
-66643131666330306530313635633734633565646336333366643330386262303737363866303037
-31396565303139656164306262666263656262383836313139343735346264616137636261386361
-37636466363865303362636661316436306439613262303933336135306264383262376439643663
-64663934323936353065623736623665643732346238336465656562373433656335313361323565
-37303562363466336139633065636236393236313831306330346234376639373635663638386330
-31653138396437313966353935633633336664333265303137343836653366333263656463623338
-66353061623431656366636137633035333138393135396433633566336435313337313835346130
-35633633323136653263623639613336623430333766666434333663616238306332613062626238
-38346438643638653063643133663962643831353866633434646436316239303030666338396263
-32393266333133616265646661633266393036343833316339633133336637623936306230363536
-33623264653939666466356666313465643863333765313930383761366335646237333735393230
-64353164666238313263373566376131323336636162396664653238306634303330616162333030
-37633561333932316233363666306234656335623033643962653932313266303564316135316334
-31633262646337393565366130656635626637336162366362383533303431396166303338353532
-64363366363961313633646231633165633836663939623039396662643462646431336230366439
-31633061366631353762663538316365616339653333356463336536323737356238383063313161
-34646233646137346362396134333665363230356339663664363538326530663539663436663562
-31303736333964366461386631326535333564336134316365336135326438363436326339333838
-65623039626261623563316537313231643065626136326163373835663536333666613734376337
-39373538656631326533616231653031346563613333663339383663316538663331643430326362
-36653931663732616532363765346537636333613666363137636363613331303639616263373736
-34386364663839613165323037363261656134323439613861623361333761386264303833346133
-39393031616665666133393532633731306662303531313137316266636137353363373835376336
-65323466356639356339326134626234353430623666393731386236366236343861633665616635
-31363761613566303031646535303737623731653834663465343766333939646130316533323536
-39373261363466623166666364366361356535646431643365353832333837333231306465333231
-36613561623535366565313538366232666537633064653838626334303438333662666231333935
-66623166633236393963316564346334663836623437353332346235623062393465326562313932
-34373139306162666163636130386162303538353537313365353133626262303233333064626331
-39386330343364653231363161323336303830303836626461666565333337666239333563636330
-62396463373663646238616536623033373732666130363963646566643963386162616433336631
-30623931666334383761313962626638636562626435333762356335333765373234643936353135
-66396464393161336461363166343639343534633962353130633436626133353736383637353436
-35383931316263373562663731333266393539383631373635633061393638643535643534313636
-33656335386431333337313834373135356538366131646539623963653039383034303563383938
-63363064646134383161326230363361626466393138633865393537663166306238383663383761
-34626639343564646430316133353466306364663464306263353231336566343234383464623566
-39383232633862373163353731653962363963666138656231643364663730386334633938323230
-62363335366539653437323865663535613232343832396138356335373331646435656336323264
-32386261633337323937353862636464346361303432633061653138316466316261363236646537
-65616261626264373464393362376436633865643264316139363866313838343133616230396633
-38643834643734383039653537313366663533646236343632636663616464326433653639646337
-34613161356335636232356436333533303435373161303862356331633132656162653937373936
-32326437323463336563353835313235333731663663303039656166343164356433376438663139
-33313762343737323566353938323836323832393331356530356633366437353265393365623261
-37343034663436303239
+35373831653035353532356664326238343363633038313666363937356535383930386266303436
+6332366333303937343433643364363130613535396162310a356266613334313536396464653165
+65653530383462356536656235396339663937643835313232313132663832373536376330336230
+6135303831393331620a653039326539656335336265383539366462346434633261373938356366
+33363566663565633966303634643565623136376462316638393263623163353433336132303032
+34376361373739643830396466666538323437306661633833616166393238653566616338396433
+39613164383262373236636464316334396264323833626362373938646363623461626637303261
+61623335353836336663343466613033366261326665633739346435323161653334333130633962
+66363436386130633338396662326234633334323461323239356431303434653563353234303236
+38663738656264653237626266636466373630636436336533663063613362633237376265356237
+34653934353532636561396462616361663532613530623766313961383361313635303938633362
+33306566663039373237396234346338613931626665656131356465323831663731303833643933
+66316435393664323166303334346239353030633466633561663431333530613835333337343966
+35663839653730643764323539333065633437333331353665366433386638353961663364633834
+65353166633039623837623939303763633561363931323561346165343437646134336665396264
+38306337613864343534353637376361323034653439663537316363643737316235623534396634
+30636435643464313834316133663764356133353666353036643032323263373439353363383465
+31343163653863633237633132646434663130356538313835663238383535396263616162346564
+61613132366136333436343434633139383536303061366338393637353764363164333761616635
+64316565636666333466313762373361326535383864666364663232643435323331353737316330
+31633738323533636262626264653632313638356239353235623636663638353334363934656264
+61666439623937363464316232343561623634323031326139356434363864323836313138303032
+33663965613961643434376333303332356139373066656163363737313833336634376533636130
+61353463366664356463363336633036386562646539386331633932613935643730636566313466
+31356263666631363635646466386233356133653834666133313136623165353238343731343161
+33326337663235643164663664326638656134663332376136383164336637333033306263396464
+65626431366564653832386462643431303137666532396635323966303734386365343632663733
+30313530323863393737623162646537383864353733633933613336323365363763313832623462
+66363563356462393938376632333338623232656130643666313463313765626431396132613165
+66663433303234383864323632303531616436663461396335333966303932666165353630316461
+39386438353965323036643433613232663935663938653030613662623136376365393666363535
+32333334333161656636343563663732626230353964626433633236396233613362393636343161
+63303863323961323466396532396132616437626365303164303832303834383466383437303966
+33656635623966326662656630363730326664643637383636616334393363636261663465336536
+65346438366165666331386531653835306461636431616539333366393239633536316166373862
+32613339366334343131636163376438646233393137626165383334306133653733646232306339
+66393435663132636235376130356132303037336535386461326365616137363332373262323634
+61303966376364623666366561306364356163353865613466636137323435313165663466366362
+31386462363739303430326438643436333635373236623237656230616631666131366462336561
+31623063393163623238386336336131353437373565333338643031363661366231383932626434
+66663836323666663865303938633338663563643130353334623831363961326435663765313634
+64356430383164636430653765653565653262336565353136633239393666316666633063323234
+66346537316432346531313362386533653765343561663338333734323437343935376239646464
+35336534366331393663663766616365666130353530306331336135373064373833343731643932
+32666362336236643237326636373739653032666165316164633138323233623936366462373964
+32323862633830623261623961316161323430396631633639396332393862363231313361326364
+30376331376238303934386562326266666264663434373564353839363634316664356531356632
+66376264336232346661633133373935633065363930636162326531303438366263346265393634
+61643833373630613836333337623931376231636533653536393563316436366665383030393637
+63373864376535663765313136363134656563303731666633653362366364316139313337633663
+62626139393430326136396331633532613135313762616133323665396531366634643932666266
+30663863653466643765663739666431663838376633316165353637663961376466376265363132
+61656363646534306165376134353265653230643039613964313462336161366636316433333930
+63393264396230363164373437306330346563346164633933393461363035643034346461336466
+38353336303264383166393633306663646265373932323663633032333162643831323331333262
+63313631653031633532626133303537616338306132396664643166333431663434653934383739
+39303738323966616262316164643935393261396361663066643239646638636431356164346635
+30653261656537613733313064643038396133363965656533666134343332663238626665626461
+32636162353337363762343832323234646564383565623065323136363536383766636539346339
+61643537653763383739613036363430316533363531383734633739323765613137623538636133
+31323731393461363765363231373061373831633433663036363539633230653430396335393037
+33646138366462323963653038356239656461323839636332313162333335313461636433653539
+34623161666333313038303934636539343334623730653762346334373533623264323532336433
+32616465353133336361323933393561356238643834646534376265353261316434386638373639
+39356264353833343635386536313961326662623435323236323835323266353131316462613031
+62326238373238633334646134303739386439613566336331623664313139303534303839626564
+36636237396666383966386163346631623534303733313531376432306466393330393061376132
+64303435653935303164336336653132653863366662616163326239383435306639333863616134
+61356164323966626161363864396533363130613434363365383262663937393439346665396134
+63383837643633323234363239626431363835666635366230353464373136336432366564636561
+65663236373664623039356165303365643439656561663236666337366535343731343163646636
+61373463393734313666313932613039336265343132613963373164663932623130333630336562
+32353662353439323338316335346261663831393861393637323734633939666534323532633437
+66626330626634666531346264373561353963636334333139383735666131373265313136396462
+36316266376338363965383731626130666237636638326637303330663535373461363265303239
+35383161326131353534313530623734346334383231373762303739636230613136303166356264
+64303937336461346162393365356436633239306434303163336161383236646265636331363333
+63626332643662613839323036383134346662393565656630656262663061656661663533333763
+63663934666361313961343338616532393661626365636134346331383861336431646662663033
+66316438646463636637656532376366636632326635666134366136656534366339306362383538
+32363763313265303035663436663132383539393166363961316631336464323363353466336161
+61303366306436383266616261316630396563373836663433663366616436613333323365653463
+65373730306234353331626634306162353930313539653738353434613461316665343961613338
+65613864643637363464616664663463303237313238373565393431653632366137366530643836
+61313264383238396430653631353431313562386561653362373830376261386538363666303039
+66316632633665393961346339313338363131373361653638633435383033393239383965636631
+32383865316662643636316362373065323364666262343139656363376265653638383134373837
+35383264633164326533633731306239333837353632326137383237333464356133353462613136
+30646436333935363263626131613864356163363633326662623465336362623061383166326163
+37356430663830366434653131653636626466353665666330343566306364303065393136383331
+34336239646563323664663733643130373463386135626561333361313039343932353530643061
+33323361383337623162363061343632643137623837386433366637356562346561373039666636
+65656534326632666532313333616236613032333536303664353564343962346163636132626130
+32373635323739353231336139643461363962333562316364666161643064356264353762383565
+64666663653761393135343238373064323064383263313330613265313230356133663964383336
+65633761643631656363323732646463623963616466396137383131363532393838376335303362
+31323538333264313163336362306461313538316330393261333061323162303330313536616662
+30373431343761313230616563303565326639353963326666313137633233303034333266613735
+63353835333739356231323538363336346337346236373661633132313331333865623238323436
+63373936356431316136376163383032653733313331666332383135313934336664633263613232
+30626339393365643735653761316636353632613663646539363238356332346230346638383432
+31346133346430306265353064643361396539613938326434366464303537643733613961313163
+33363564646230613865306335306262343735396330653864633039613565323033646436323334
+32393130613864646637616436653965356462636530653961653231383932626263336466613334
+37356132383361313762623637303337633763373363643938623230666230306238313135626434
+62663264373532656430393534643030386162656665323432323238626632363731613061646664
+33333033316664363365666164613333613439376462663565366132623833623432656537373737
+38646238653237633338363935626462383335333637356638396262313461336532646233353733
+39383038643039323062643165333039636233643034653930366133356135653839626136323336
+63646265366537373361386336396137383461336337323562646232653262396437366162383838
+37616330656562323238633362376637613964393630633037303039666663346634343133663831
+34383139656561393363323034343337643935353864343165626563646330656632646135333438
+34306533326364353561623762613162363431306364656634356138306233633565643938353432
+39616165316162383830626436623864316331356263626231376261356235666561323862323962
+38316237613065663233636133323566633335316361353838336466643966303530363163373431
+36613539323066643936353039353430643734303465343866303334366665623134373961346236
+32356137613036313066313864353766623961383738366262356364313061383735666436636430
+66353031323533333832643231343137653061623362306466386239396662383332343838613033
+36653263653038656562636666376663323363323239383630643663313539303461323434636139
+62626333313739336136623962343235636332623065626432326637313538346162663762656632
+61313332323338633938313164383536316161333263643037373863376634366538393065663936
+62623134373132363162386266656164653964353462303339376365316630333461363761643661
+65663064303666303236633630623230356432323931396138623862323863616535316165636463
+63373539396638373463393732653361313331666130636264616665636238623461616238613061
+32333539643961303566383365656165306264653536303365383639663738323666333030323631
+65363531346334386134633137393862316233633864363364376436663165363166366432373334
+64643338373539313131646138633963653033386236313663336266323664363661663535363539
+66373336626265636536313161386366623031633966393832633664313732643164623264373032
+37633666623534613137363765326136363462643735303130333532653433633831643736653763
+34656337656139633837343433663366303737316665613930383139646663373434316437346665
+63616130366232633835303439613638653362633764313333366435363734373536346230343031
+62623564646434396136303062653838616430306335393138316332626436353335393131303235
+33376664613931643536656238343366383332663737383331316339313330306364303861303634
+61356239356437636532623164656430356437396264333034656337366535656232353533623764
+65396639626635363032366232316561393365643737306135343134313032653963376564656265
+33356261643765336463366537643262323934383461613333633931333162313533613030386431
+32353263326537363034663138383163656461623462613738616463363830343138653138386532
+33626631623132313466633664623461643137643734326133353936653735306637343134366262
+35643864663737306230323331383637396165323864636533656331326165353264643061376661
+39313661333361616434333362643936663235363132353834373134303861656138346334613864
+32373163653362326537623335376236363962623561396430623439393038303838336166646234
+30323561333963306239623163373637666231656238623935313766393438646539326233656232
+63373136306635326263343333623461396333303339336561636132383564346163393263633464
+37313030653163643561373937663832613461383338383062636534303137656236323631613233
+62636639386236653737393631666635623832316361306165343035386536376261633636323332
+62383565663735613034323664363364653662393966323463613538393061336535393736663636
+39343939633932656633383030633164356130346138336263666235666632386235383162316161
+63393338313236353565393431623961636462336364313735623235343363373332626535393466
+35613730356164326662393362663735636430666337366633313430643631306462316133366636
+32393262326238656564663963613365613661343166383863623230643336616631656265343133
+33396435353933343963616263663337636264396136373163633865316333663839346665313036
+36353562346334623535653132313666396331383764366462623035333731336639346361333835
+36613435313839623233626633306562363461353036343639633362636537393362613432666232
+31623232653566636261623966356362333532303536353439326439643464623165626635333262
+38643236303534323238626635653332313966616566636331376438613633363432383330663037
+32376330336130653737623535333730643963356264653963313232326564303465323563326131
+38306164333061633033616561376263346635663237383133393961646330373039313265386661
+61326130653736643735646632343635343866346463383236343334653865643365633338303966
+63326536306166373334643662633434323034636538663866383736613736656437343439326237
+66653263613763383933376235636639613930616166313663393130323662636437396461393939
+37313431333237396465393466633835666365333439633266353634306431646564333262656232
+37363534373233646235303937333933346533306637333431396437633438396539313061313338
+35376137666132663566653939666532323232303466333536656364653337653337353063393939
+39343961643337353238383765396337653631396635323564333861366439393938623964363234
+34383262633838646363663738663461396238636661643466323464323732316135663165363236
+64633435393364323734356635323237306536383362613665353531383264386538353263396362
+31353862376166346538663231663732353066393736666266386231353130306232393864316137
+64643666303061653266343437313034633662323335383761386237336435633738646665633931
+36326532613466383365346138323466333432343166343037316663646562336661343739623738
+30326362366437323436376634316664633931646661323937333936666165303630666432353662
+32643931356664643266353530396436343730353766386663323735656132386363373063313936
+37383330623563363763343331623961333238633838616234616134373538636338336437353135
+35356538633239643233353162366530343739653030363365303134343631326265653664313462
+38333530303037303262323466626261313961386233656137376661656663303632666232336537
+36616266646534333238616434383564343938373132663839636165323061376163353536393361
+65653430366333623364343631333961333736633362623934653264323266666666653763363039
+34303966376662626635353839346163633936656366646236313239643239363066636237623832
+64633135356234623161303439373238303361326438656338626432323732316239656664336533
+31353666363131666537386563613062633861376230376339333836383538313666616338333263
+64663365333337626162353831363032326363373064303961303037383565663265386562383663
+34666637666162366337336637666238393561613665643161643564316539333038373839346132
+63303066323832653364623439313631386663653865646565383166336531306332303330666561
+63643933353332623564383933653964643463653930626434326562643230616432666638653665
+31386664643737336262643438353532346632343466646136613232393838363863643833663764
+38346530626339646462343662653863613765633863643564323866363333636431643734356161
+31663837346131646532633838393766336261613061326264333937393334356338383633383961
+37356539663132653166316362303064373431633036366465306263376239313336666361636531
+30633865383535643537333735323662393936613935373539306435653033616133366663623533
+61346630383433633634353431396530343032366535653466383162383134366234653961366634
+31373739333261656165376531616536623032636530303361333266643561333064306334393065
+65303639643137343933653538656336363932333465373432636161386232336339616363343539
+66616132343535323936616438313335313262363963393731336262333764303738316537386661
+36383161616462323431666464633464656561623638326163313132353534643565356635353130
+32653835306237663966376561623233636433613235343761336233643631313235346137316361
+65326338613066653930643065643465343762333661633266393232306563303739333539306463
+64646139623631613863376465616163643862333030373735376331336137613131346133393834
+32636563646664636533646262636532373562366463393633336564373833303337613666336432
+31613038646531663163336437373262396138363764383863633234643762616363643761613835
+30666630313937643833353935306165656435333039306531386365386437656238376339343634
+66626161643335393263336530646166623135623132353432323964376266643161313033626338
+39323832393562613164333538656236663139623633636461323833323236376238393062306263
+36343862623634323332643765663833396437353936393262376531366565393239643837393737
+61636461616166323431393933373537366665363630336635656533623731363132663337663733
+61393936386362373661323931396539393438373330396633326138303237366138613039393032
+33633234623034396231643266653564316138666139343062623361653530633065393736303064
+32643633623939326563363633346331633732616364333236653734626635646665336665393539
+61326363633666326631616436633236363863393364326130313632613064353230353065623965
+37366539346230353665653933653862386330313530353331396637353464633161663064366266
+61303265663237333065376665663138313737363432663839623032636338346533393763666531
+33343162373132623464653763343732653361663366363965353836363939306230656437333965
+31666463383664613966646132666431383665373061326361646463383262373061316636343734
+33633664383633643031383561646139656363653835666234616438626165613731396535333732
+38366136623437356532373436616237396135313732376635643138623537356138653738353537
+33656334616666353836633132303039346532323963363431383339666161623931623563623937
+39303134663565393930613939376564363332373561376534313537646265303239383138663336
+31316133326661303366646261326433363539663365363763643537353165336164333066636431
+33363738376465303435373064643336353962343732376461663638303566356435313935383830
+37653638336338306538383232626231666562333532356532383634313437626466376564303863
+39656333383835393035323966623834326232373136623963323239313134326335323338343661
+34313233323466383262656238623839616636396463616463366666656432643331333761613134
+62366531653639383265393833633132373361613833653239373665373537373231363361333062
+38356238646531383736363530616439363930363733383532303330386330353161643639363934
+66373436613633626139613033633432623766363633646632323632653264393435363336333731
+63366330346530326535663734323066613736383063616337616265396664633938633837636461
+33303633666361313930613866356233373335633066373939643437356537313861323534333735
+37656630653336313139616536363666303737643432316566633962633933656137633061336139
+36623636383237666139623931316535353631306665626131346361303164386663653534613530
+38366130343034313734643735373363643234373839623962653562623932323832386364616138
+63306265616132346330336139306262623435393739643131363639613235366662616266343338
+65323436383137313065303534376236663537376436383133343533663839316561313738376635
+61303965356334326138666165366338663632333366356465313765373165356530303038346565
+37383835636263306438373763393230323231326366333333353762333062373039316661323330
+34313564363766636439636465306133366161313033323331663765626338396138323930306365
+32636432653330383564633464396536333633363831336635386537316334323163656663653532
+36373430373363633333343134323136663361643934363265313464366630346338303535363233
+64353763316133666133656335633466633332353461326538653733666436383261616365363233
+36373139363533343130383734666161616439393539633032636338303636633837393338393366
+62373732303433663039353161356539646539613365616334643530663662363266316163353466
+31633563363966366636616135333831326262666135633464343334343564626538666236393131
+35353564616630653635373964656461376266323361313861663165373766353834313836303866
+61643532303562356135633837323136373432313131393065393531346131663264383966326562
+37643464326430313734653133313264336634363431633136336334333939366666633761386531
+38336664313031636661313837646461653133616139616265336530393531653237316165363062
+35643337393037653665336330666637656532366135613635393431306631393566376561306234
+37623265303633316434613938663366623966663434393161653635303033633862633533366364
+37343737393338323936333035333366613166653165363737343136383036386264613864376365
+30376261303665323439623866326633646337626534663031386164323362333230346134623466
+65323735646465346663643266643564633434316131353561303966653062616332306436343234
+63313131643436646237343231363331356632616234346362383431666566383263383463323734
+64666332363130353332643731623830616430636233366237613139623864646338303561653230
+39663039323939643939303130633333313565366463636232386235363435333534356135666463
+33666436383364376164396266303339393234396538313566316336393264656135613132643366
+63353037306137313436336631303436363665333633623366326538613834663337313462343530
+62333936396232666633303062623934653131616364363139656539386666663063623763643465
+35333035363738663731613637633337346361396363343334393637373434346564393766393633
+62633433346563396163356266366136353965306662316232666261393336626537393130643163
+35656333313864623334306437663537623831656536633232333433653336616464383561303937
+35376466333964396430346161306633393862366262623134333963656234633061356264333235
+34626438326536396663323338613762613536376234376535626134386237373963383865376238
+62396636653437396564303163613366353766333936303438393062646362373535306136316162
+34396136396636326632663033343538323530663764636166306130306164613936626139323939
+39643831613537616263323661336232336661643263383534616535366163323030626261346232
+30633265323734636330383037656638656134323438666339656164306634313364636232353263
+37623364376435363431

From 3450dfc09ff8c4bbc9d89c28ddc78b81f52e2ee6 Mon Sep 17 00:00:00 2001
From: nmdefries <42820733+nmdefries@users.noreply.github.com>
Date: Mon, 28 Oct 2024 08:21:11 -0400
Subject: [PATCH 05/15] Add `nchs-mortality` raw data backups and backup export
 utility (#2065)

* add helper fn in utils to save backup data to csv

* use helper to save nchs data to disk right after pulling

* add backup dir param

* import backup utility

* update arg name

* add gzip + fix old json template log + remove table_name

* fix current tests to take backup dirs and custom_run flag into account

* add logging

* fix log getsize of backup file

* lint

* lint

* lint

* lint

* add backup test

* remove deep copy

---------

Co-authored-by: minhkhul <minhkhul@andrew.cmu.edu>
Co-authored-by: minhkhul <118945681+minhkhul@users.noreply.github.com>
---
 _delphi_utils_python/delphi_utils/__init__.py |  13 +-
 _delphi_utils_python/delphi_utils/export.py   |  75 ++++++++++-
 .../nchs_mortality-params-prod.json.j2        |   1 +
 nchs_mortality/delphi_nchs_mortality/pull.py  |  22 +++-
 nchs_mortality/delphi_nchs_mortality/run.py   |   6 +-
 nchs_mortality/params.json.template           |   3 +-
 nchs_mortality/raw_data_backups/.gitignore    | 120 ++++++++++++++++++
 nchs_mortality/tests/conftest.py              |   4 +-
 .../tests/raw_data_backups/.gitignore         |   2 +
 nchs_mortality/tests/test_pull.py             |  18 ++-
 10 files changed, 245 insertions(+), 19 deletions(-)
 create mode 100644 nchs_mortality/raw_data_backups/.gitignore
 create mode 100644 nchs_mortality/tests/raw_data_backups/.gitignore

diff --git a/_delphi_utils_python/delphi_utils/__init__.py b/_delphi_utils_python/delphi_utils/__init__.py
index 7a418551d..ca5693eaf 100644
--- a/_delphi_utils_python/delphi_utils/__init__.py
+++ b/_delphi_utils_python/delphi_utils/__init__.py
@@ -4,15 +4,14 @@
 from __future__ import absolute_import
 
 from .archive import ArchiveDiffer, GitArchiveDiffer, S3ArchiveDiffer
-from .export import create_export_csv
-from .utils import read_params
-
-from .slack_notifier import SlackNotifier
-from .logger import get_structured_logger
+from .export import create_backup_csv, create_export_csv
 from .geomap import GeoMapper
-from .smooth import Smoother
-from .signal import add_prefix
+from .logger import get_structured_logger
 from .nancodes import Nans
+from .signal import add_prefix
+from .slack_notifier import SlackNotifier
+from .smooth import Smoother
+from .utils import read_params
 from .weekday import Weekday
 
 __version__ = "0.3.25"
diff --git a/_delphi_utils_python/delphi_utils/export.py b/_delphi_utils_python/delphi_utils/export.py
index 8ac5de48e..82493032e 100644
--- a/_delphi_utils_python/delphi_utils/export.py
+++ b/_delphi_utils_python/delphi_utils/export.py
@@ -1,16 +1,18 @@
 """Export data in the format expected by the Delphi API."""
 # -*- coding: utf-8 -*-
+import gzip
+import logging
 from datetime import datetime
-from os.path import join
+from os.path import getsize, join
 from typing import Optional
-import logging
 
-from epiweeks import Week
 import numpy as np
 import pandas as pd
+from epiweeks import Week
 
 from .nancodes import Nans
 
+
 def filter_contradicting_missing_codes(df, sensor, metric, date, logger=None):
     """Find values with contradictory missingness codes, filter them, and log."""
     columns = ["val", "se", "sample_size"]
@@ -132,3 +134,70 @@ def create_export_csv(
             export_df = export_df.sort_values(by="geo_id")
         export_df.to_csv(export_file, index=False, na_rep="NA")
     return dates
+
+
+def create_backup_csv(
+    df: pd.DataFrame,
+    backup_dir: str,
+    custom_run: bool,
+    issue: Optional[str] = None,
+    geo_res: Optional[str] = None,
+    sensor: Optional[str] = None,
+    metric: Optional[str] = None,
+    logger: Optional[logging.Logger] = None,
+):
+    """Save data for use as a backup.
+
+    This function is meant to save raw data fetched from data sources.
+    Therefore, it avoids manipulating the data as much as possible to
+    preserve the input.
+
+    When only required arguments are passed, data will be saved to a file of
+    the format `<export_dir>/<today's date as YYYYMMDD>.csv`. Optional arguments
+    should be passed if the source data is fetched from different tables or
+    in batches by signal, geo, etc.
+
+    Parameters
+    ----------
+    df: pd.DataFrame
+        Columns: geo_id, timestamp, val, se, sample_size
+    backup_dir: str
+        Backup directory
+    custom_run: bool
+        Flag indicating if the current run is a patch, or other run where
+        backups aren't needed. If so, don't save any data to disk
+    issue: Optional[str]
+        The date the data was fetched, in YYYYMMDD format. Defaults to "today"
+        if not provided
+    geo_res: Optional[str]
+        Geographic resolution of the data
+    sensor: Optional[str]
+        Sensor that has been calculated (cumulative_counts vs new_counts)
+    metric: Optional[str]
+        Metric we are considering, if any.
+    logger: Optional[logging.Logger]
+        Pass a logger object here to log information about name and size of the backup file.
+
+    Returns
+    ---------
+    dates: pd.Series[datetime]
+        Series of dates for which CSV files were exported.
+    """
+    if not custom_run:
+        # Label the file with today's date (the date the data was fetched).
+        if not issue:
+            issue = datetime.today().strftime("%Y%m%d")
+
+        backup_filename = [issue, geo_res, metric, sensor]
+        backup_filename = "_".join(filter(None, backup_filename)) + ".csv.gz"
+        backup_file = join(backup_dir, backup_filename)
+
+        with gzip.open(backup_file, "wt", newline="") as f:
+            df.to_csv(f, index=False, na_rep="NA")
+
+        if logger:
+            logger.info(
+                "Backup file created",
+                backup_file=backup_file,
+                backup_size=getsize(backup_file),
+            )
diff --git a/ansible/templates/nchs_mortality-params-prod.json.j2 b/ansible/templates/nchs_mortality-params-prod.json.j2
index dbd39598b..4b0d0c4f7 100644
--- a/ansible/templates/nchs_mortality-params-prod.json.j2
+++ b/ansible/templates/nchs_mortality-params-prod.json.j2
@@ -1,6 +1,7 @@
 {
   "common": {
     "daily_export_dir": "./daily_receiving",
+    "backup_dir": "./raw_data_backups",
     "log_filename": "/var/log/indicators/nchs_mortality.log",
     "weekly_export_dir": "/common/covidcast/receiving/nchs-mortality"
   },
diff --git a/nchs_mortality/delphi_nchs_mortality/pull.py b/nchs_mortality/delphi_nchs_mortality/pull.py
index 18bbfd59a..ad54e457a 100644
--- a/nchs_mortality/delphi_nchs_mortality/pull.py
+++ b/nchs_mortality/delphi_nchs_mortality/pull.py
@@ -1,15 +1,17 @@
 # -*- coding: utf-8 -*-
 """Functions for pulling NCHS mortality data API."""
 
+import logging
 from typing import Optional
 
 import numpy as np
 import pandas as pd
+from delphi_utils import create_backup_csv
+from delphi_utils.geomap import GeoMapper
 from sodapy import Socrata
 
-from delphi_utils.geomap import GeoMapper
+from .constants import METRICS, NEWLINE, RENAME
 
-from .constants import METRICS, RENAME, NEWLINE
 
 def standardize_columns(df):
     """Rename columns to comply with a standard set.
@@ -22,7 +24,13 @@ def standardize_columns(df):
     return df.rename(columns=dict(rename_pairs))
 
 
-def pull_nchs_mortality_data(socrata_token: str, test_file: Optional[str] = None):
+def pull_nchs_mortality_data(
+    socrata_token: str,
+    backup_dir: str,
+    custom_run: bool,
+    logger: Optional[logging.Logger] = None,
+    test_file: Optional[str] = None,
+):
     """Pull the latest NCHS Mortality data, and conforms it into a dataset.
 
     The output dataset has:
@@ -40,6 +48,10 @@ def pull_nchs_mortality_data(socrata_token: str, test_file: Optional[str] = None
     ----------
     socrata_token: str
         My App Token for pulling the NCHS mortality data
+    backup_dir: str
+        Directory to which to save raw backup data
+    custom_run: bool
+        Flag indicating if the current run is a patch. If so, don't save any data to disk
     test_file: Optional[str]
         When not null, name of file from which to read test data
 
@@ -60,6 +72,10 @@ def pull_nchs_mortality_data(socrata_token: str, test_file: Optional[str] = None
         client = Socrata("data.cdc.gov", socrata_token)
         results = client.get("r8kw-7aab", limit=10**10)
         df = pd.DataFrame.from_records(results)
+
+    create_backup_csv(df, backup_dir, custom_run=custom_run, logger=logger)
+
+    if not test_file:
         # drop "By Total" rows
         df = df[df["group"].transform(str.lower) == "by week"]
 
diff --git a/nchs_mortality/delphi_nchs_mortality/run.py b/nchs_mortality/delphi_nchs_mortality/run.py
index 50ce46cfb..4e88e9d61 100644
--- a/nchs_mortality/delphi_nchs_mortality/run.py
+++ b/nchs_mortality/delphi_nchs_mortality/run.py
@@ -59,6 +59,8 @@ def run_module(params: Dict[str, Any]):
                 days=date.today().weekday() + 2)
         export_start_date = export_start_date.strftime('%Y-%m-%d')
     daily_export_dir = params["common"]["daily_export_dir"]
+    backup_dir = params["common"]["backup_dir"]
+    custom_run = params["common"].get("custom_run", False)
     socrata_token = params["indicator"]["socrata_token"]
     test_file = params["indicator"].get("test_file", None)
 
@@ -70,7 +72,9 @@ def run_module(params: Dict[str, Any]):
         daily_arch_diff.update_cache()
 
     stats = []
-    df_pull = pull_nchs_mortality_data(socrata_token, test_file)
+    df_pull = pull_nchs_mortality_data(
+        socrata_token, backup_dir, custom_run=custom_run, test_file=test_file, logger=logger
+    )
     for metric in METRICS:
         for geo in ["state", "nation"]:
             if metric == 'percent_of_expected_deaths':
diff --git a/nchs_mortality/params.json.template b/nchs_mortality/params.json.template
index ed16c620c..2e829de24 100644
--- a/nchs_mortality/params.json.template
+++ b/nchs_mortality/params.json.template
@@ -2,7 +2,8 @@
   "common": {
     "daily_export_dir": "./daily_receiving",
     "weekly_export_dir": "./receiving",
-    "log_filename": "/var/log/indicators/nchs_mortality.log",
+    "backup_dir": "./raw_data_backups",
+    "log_filename": "./nchs_mortality.log",
     "log_exceptions": false
   },
   "indicator": {
diff --git a/nchs_mortality/raw_data_backups/.gitignore b/nchs_mortality/raw_data_backups/.gitignore
new file mode 100644
index 000000000..552154e09
--- /dev/null
+++ b/nchs_mortality/raw_data_backups/.gitignore
@@ -0,0 +1,120 @@
+# You should hard commit a prototype for this file, but we
+# want to avoid accidental adding of API tokens and other
+# private data parameters
+params.json
+
+# Do not commit output files
+receiving/*.csv
+
+# Remove macOS files
+.DS_Store
+
+# virtual environment
+dview/
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+coverage.xml
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+.static_storage/
+.media/
+local_settings.py
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# celery beat schedule file
+celerybeat-schedule
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
diff --git a/nchs_mortality/tests/conftest.py b/nchs_mortality/tests/conftest.py
index 6ad0f9c59..383d1c782 100644
--- a/nchs_mortality/tests/conftest.py
+++ b/nchs_mortality/tests/conftest.py
@@ -14,8 +14,10 @@
 
 PARAMS = {
   "common": {
+    "custom_run": True,
     "daily_export_dir": "./daily_receiving",
-    "weekly_export_dir": "./receiving"
+    "weekly_export_dir": "./receiving",
+    "backup_dir": "./raw_data_backups"
   },
   "indicator": {
     "export_start_date": "2020-04-11",
diff --git a/nchs_mortality/tests/raw_data_backups/.gitignore b/nchs_mortality/tests/raw_data_backups/.gitignore
new file mode 100644
index 000000000..2b7efbb36
--- /dev/null
+++ b/nchs_mortality/tests/raw_data_backups/.gitignore
@@ -0,0 +1,2 @@
+*.csv
+*.gz
\ No newline at end of file
diff --git a/nchs_mortality/tests/test_pull.py b/nchs_mortality/tests/test_pull.py
index fa58b04a5..4f18210f6 100644
--- a/nchs_mortality/tests/test_pull.py
+++ b/nchs_mortality/tests/test_pull.py
@@ -1,3 +1,4 @@
+import os
 import pytest
 
 import pandas as pd
@@ -34,7 +35,7 @@ def test_standardize_columns(self):
         pd.testing.assert_frame_equal(expected, df)
 
     def test_good_file(self):
-        df = pull_nchs_mortality_data(SOCRATA_TOKEN, "test_data.csv")
+        df = pull_nchs_mortality_data(SOCRATA_TOKEN, backup_dir = "", custom_run = True, test_file = "test_data.csv")
 
         # Test columns
         assert (
@@ -90,9 +91,20 @@ def test_good_file(self):
     def test_bad_file_with_inconsistent_time_col(self):
         with pytest.raises(ValueError):
             pull_nchs_mortality_data(
-                SOCRATA_TOKEN, "bad_data_with_inconsistent_time_col.csv"
+                SOCRATA_TOKEN, backup_dir = "", custom_run = True, test_file = "bad_data_with_inconsistent_time_col.csv"
             )
 
     def test_bad_file_with_missing_cols(self):
         with pytest.raises(ValueError):
-            pull_nchs_mortality_data(SOCRATA_TOKEN, "bad_data_with_missing_cols.csv")
+            pull_nchs_mortality_data(SOCRATA_TOKEN, backup_dir = "", custom_run = True, test_file = "bad_data_with_missing_cols.csv")
+
+    def test_backup_today_data(self):
+        today = pd.Timestamp.today().strftime("%Y%m%d")
+        backup_dir = "./raw_data_backups"
+        pull_nchs_mortality_data(SOCRATA_TOKEN, backup_dir = backup_dir, custom_run = False, test_file = "test_data.csv")
+        backup_file = f"{backup_dir}/{today}.csv.gz"
+        backup_df = pd.read_csv(backup_file)
+        source_df = pd.read_csv("test_data/test_data.csv")
+        pd.testing.assert_frame_equal(source_df, backup_df)
+        if os.path.exists(backup_file):
+            os.remove(backup_file)

From 57368e909ff2f68a9d0ceed5fe0bea432a39f665 Mon Sep 17 00:00:00 2001
From: aysim319 <aysim319@users.noreply.github.com>
Date: Tue, 5 Nov 2024 12:34:24 -0500
Subject: [PATCH 06/15] 2034 add retry loop to Google symptoms data pull
 (#2057)

* first implementation

* add testing and more robust conditions

* revert unneeded change

* only retry once and added other applicable error

* lint

* fixed test

* lint
---
 .../delphi_google_symptoms/pull.py            | 29 +++++++++++---
 google_symptoms/tests/test_pull.py            | 38 +++++++++++++++++++
 2 files changed, 61 insertions(+), 6 deletions(-)

diff --git a/google_symptoms/delphi_google_symptoms/pull.py b/google_symptoms/delphi_google_symptoms/pull.py
index 8a485de4f..a8c4cdfde 100644
--- a/google_symptoms/delphi_google_symptoms/pull.py
+++ b/google_symptoms/delphi_google_symptoms/pull.py
@@ -1,11 +1,14 @@
 """Retrieve data and wrangle into appropriate format."""
 # -*- coding: utf-8 -*-
+import random
 import re
+import time
 from datetime import date, datetime  # pylint: disable=unused-import
 
 import numpy as np
 import pandas as pd
 import pandas_gbq
+from google.api_core.exceptions import BadRequest, InternalServerError, ServerError
 from google.oauth2 import service_account
 
 from .constants import COMBINED_METRIC, DC_FIPS, DTYPE_CONVERSIONS, METRICS, SYMPTOM_SETS
@@ -184,16 +187,30 @@ def pull_gs_data_one_geolevel(level, date_range):
     pd.DataFrame
     """
     query = produce_query(level, date_range)
+    df = None
+
+    # recommends to only try once for 500/503 error
+    try:
+        df = pandas_gbq.read_gbq(query, progress_bar_type=None, dtypes=DTYPE_CONVERSIONS)
+    # pylint: disable=W0703
+    except Exception as e:
+        # sometimes google throws out 400 error when it's 500
+        # https://github.com/googleapis/python-bigquery/issues/23
+        if (
+            # pylint: disable=E1101
+            (isinstance(e, BadRequest) and e.reason == "backendError")
+            or isinstance(e, (ServerError, InternalServerError))
+        ):
+            time.sleep(2 + random.randint(0, 1000) / 1000.0)
+        else:
+            raise e
+    if df is None:
+        df = pandas_gbq.read_gbq(query, progress_bar_type=None, dtypes=DTYPE_CONVERSIONS)
 
-    df = pandas_gbq.read_gbq(query, progress_bar_type=None, dtypes = DTYPE_CONVERSIONS)
     if len(df) == 0:
-        df = pd.DataFrame(
-            columns=["open_covid_region_code", "date"] +
-            list(colname_map.keys())
-        )
+        df = pd.DataFrame(columns=["open_covid_region_code", "date"] + list(colname_map.keys()))
 
     df = preprocess(df, level)
-
     return df
 
 
diff --git a/google_symptoms/tests/test_pull.py b/google_symptoms/tests/test_pull.py
index 16792ab16..4367995b8 100644
--- a/google_symptoms/tests/test_pull.py
+++ b/google_symptoms/tests/test_pull.py
@@ -2,7 +2,10 @@
 import mock
 from freezegun import freeze_time
 from datetime import date, datetime
+from google.api_core.exceptions import BadRequest, ServerError
+
 import pandas as pd
+from google.rpc import error_details_pb2
 from pandas.testing import assert_frame_equal
 
 from delphi_google_symptoms.pull import (
@@ -120,6 +123,41 @@ def test_pull_one_gs_no_dates(self, mock_read_gbq):
         expected = pd.DataFrame(columns=new_keep_cols)
         assert_frame_equal(output, expected, check_dtype = False)
 
+    def test_pull_one_gs_retry_success(self):
+        info = error_details_pb2.ErrorInfo(
+            reason="backendError",
+        )
+        badRequestException = BadRequest(message="message", error_info=info)
+        serverErrorException = ServerError(message="message")
+
+        with mock.patch("pandas_gbq.read_gbq") as mock_read_gbq:
+            mock_read_gbq.side_effect = [badRequestException, pd.DataFrame()]
+
+            output = pull_gs_data_one_geolevel("state", ["", ""])
+            expected = pd.DataFrame(columns=new_keep_cols)
+            assert_frame_equal(output, expected, check_dtype = False)
+            assert mock_read_gbq.call_count == 2
+
+    def test_pull_one_gs_retry_too_many(self):
+        info = error_details_pb2.ErrorInfo(
+            reason="backendError",
+        )
+        badRequestException = BadRequest(message="message", error_info=info)
+
+        with mock.patch("pandas_gbq.read_gbq") as mock_read_gbq:
+            with pytest.raises(BadRequest):
+                mock_read_gbq.side_effect = [badRequestException, badRequestException, pd.DataFrame()]
+                pull_gs_data_one_geolevel("state", ["", ""])
+
+
+    def test_pull_one_gs_retry_bad(self):
+        badRequestException = BadRequest(message="message", )
+
+        with mock.patch("pandas_gbq.read_gbq") as mock_read_gbq:
+            with pytest.raises(BadRequest):
+                mock_read_gbq.side_effect = [badRequestException,pd.DataFrame()]
+                pull_gs_data_one_geolevel("state", ["", ""])
+
     def test_preprocess_no_data(self):
         output = preprocess(pd.DataFrame(columns=keep_cols), "state")
         expected = pd.DataFrame(columns=new_keep_cols)

From 9dbbc59dbda79720908aab8e105814b7aa9605c6 Mon Sep 17 00:00:00 2001
From: minhkhul <118945681+minhkhul@users.noreply.github.com>
Date: Thu, 7 Nov 2024 18:18:08 -0500
Subject: [PATCH 07/15] 2070 add backup of source data to nssp (#2072)

* base changes

* backup dir

* add test

* lint

* adding tests for create_backup_csv

* also writing into parquet

* adding pyarrow as dependency

* clean test

* adjusting logic to match new naming format and chunking

* moving dependencies

* lint

* made test more robust

* fix test

* clean up

* adding parqut into gitignore

* placate the linter

---------

Co-authored-by: Amaris Sim <aysim319@gmail.com>
---
 _delphi_utils_python/delphi_utils/export.py   |  27 ++--
 _delphi_utils_python/pyproject.toml           |   1 +
 _delphi_utils_python/tests/test_export.py     |  24 +++-
 ansible/templates/nssp-params-prod.json.j2    |   1 +
 .../tests/raw_data_backups/.gitignore         |   3 +-
 nchs_mortality/tests/test_pull.py             |  28 +++-
 nssp/delphi_nssp/pull.py                      |  17 ++-
 nssp/delphi_nssp/run.py                       |   4 +-
 nssp/params.json.template                     |   1 +
 nssp/raw_data_backups/.gitignore              | 120 ++++++++++++++++++
 nssp/tests/test_pull.py                       |  51 +++++---
 nssp/tests/test_raw_data_backups/.gitignore   |   3 +
 12 files changed, 236 insertions(+), 44 deletions(-)
 create mode 100644 nssp/raw_data_backups/.gitignore
 create mode 100644 nssp/tests/test_raw_data_backups/.gitignore

diff --git a/_delphi_utils_python/delphi_utils/export.py b/_delphi_utils_python/delphi_utils/export.py
index 82493032e..82a460abe 100644
--- a/_delphi_utils_python/delphi_utils/export.py
+++ b/_delphi_utils_python/delphi_utils/export.py
@@ -1,6 +1,5 @@
 """Export data in the format expected by the Delphi API."""
 # -*- coding: utf-8 -*-
-import gzip
 import logging
 from datetime import datetime
 from os.path import getsize, join
@@ -189,15 +188,21 @@ def create_backup_csv(
             issue = datetime.today().strftime("%Y%m%d")
 
         backup_filename = [issue, geo_res, metric, sensor]
-        backup_filename = "_".join(filter(None, backup_filename)) + ".csv.gz"
+        backup_filename = "_".join(filter(None, backup_filename))
         backup_file = join(backup_dir, backup_filename)
-
-        with gzip.open(backup_file, "wt", newline="") as f:
-            df.to_csv(f, index=False, na_rep="NA")
-
-        if logger:
-            logger.info(
-                "Backup file created",
-                backup_file=backup_file,
-                backup_size=getsize(backup_file),
+        try:
+            # defacto data format is csv, but parquet preserved data types (keeping both as intermidary measures)
+            df.to_csv(
+                f"{backup_file}.csv.gz", index=False, na_rep="NA", compression="gzip"
             )
+            df.to_parquet(f"{backup_file}.parquet", index=False)
+
+            if logger:
+                logger.info(
+                    "Backup file created",
+                    backup_file=backup_file,
+                    backup_size=getsize(f"{backup_file}.csv.gz"),
+                )
+        # pylint: disable=W0703
+        except Exception as e:
+            logger.info("Backup file creation failed", msg=e)
diff --git a/_delphi_utils_python/pyproject.toml b/_delphi_utils_python/pyproject.toml
index c47590a29..9ec3f5fc5 100644
--- a/_delphi_utils_python/pyproject.toml
+++ b/_delphi_utils_python/pyproject.toml
@@ -23,6 +23,7 @@ dependencies = [
     "gitpython",
     "importlib_resources>=1.3",
     "numpy",
+    "pyarrow",
     "pandas>=1.1.0",
     "requests",
     "slackclient",
diff --git a/_delphi_utils_python/tests/test_export.py b/_delphi_utils_python/tests/test_export.py
index c9c1f8483..1d11b7068 100644
--- a/_delphi_utils_python/tests/test_export.py
+++ b/_delphi_utils_python/tests/test_export.py
@@ -1,15 +1,16 @@
 """Tests for exporting CSV files."""
 from datetime import datetime
+import logging
 from os import listdir
 from os.path import join
-from typing import Any, Dict, List
+from typing import Any, Dict
 
 import mock
 import numpy as np
 import pandas as pd
 from pandas.testing import assert_frame_equal
 
-from delphi_utils import create_export_csv, Nans
+from delphi_utils import create_export_csv, Nans, create_backup_csv, get_structured_logger
 
 
 def _set_df_dtypes(df: pd.DataFrame, dtypes: Dict[str, Any]) -> pd.DataFrame:
@@ -386,3 +387,22 @@ def test_export_sort(self, tmp_path):
         })
         sorted_csv = _set_df_dtypes(pd.read_csv(join(tmp_path, "20200215_county_test.csv")), dtypes={"geo_id": str})
         assert_frame_equal(sorted_csv,expected_df)
+
+    def test_create_backup_regular(self, caplog, tmp_path):
+        caplog.set_level(logging.INFO)
+        logger = get_structured_logger()
+        today = datetime.strftime(datetime.today(), "%Y%m%d")
+        dtypes = self.DF.dtypes.to_dict()
+        del dtypes["timestamp"]
+        geo_res = "county"
+        metric = "test"
+        sensor = "deaths"
+        create_backup_csv(df=self.DF, backup_dir=tmp_path, custom_run=False, issue=None, geo_res=geo_res, metric=metric, sensor=sensor, logger=logger)
+        assert "Backup file created" in caplog.text
+
+        actual = pd.read_csv(join(tmp_path, f"{today}_{geo_res}_{metric}_{sensor}.csv.gz"), dtype=dtypes, parse_dates=["timestamp"])
+        assert self.DF.equals(actual)
+
+        actual_parquet = pd.read_parquet(join(tmp_path, f"{today}_{geo_res}_{metric}_{sensor}.parquet"))
+        assert actual_parquet.equals(actual)
+
diff --git a/ansible/templates/nssp-params-prod.json.j2 b/ansible/templates/nssp-params-prod.json.j2
index b131b6130..1ff73d843 100644
--- a/ansible/templates/nssp-params-prod.json.j2
+++ b/ansible/templates/nssp-params-prod.json.j2
@@ -1,6 +1,7 @@
 {
   "common": {
     "export_dir": "/common/covidcast/receiving/nssp",
+    "backup_dir": "./raw_data_backups",
     "log_filename": "/var/log/indicators/nssp.log",
     "log_exceptions": false
   },
diff --git a/nchs_mortality/tests/raw_data_backups/.gitignore b/nchs_mortality/tests/raw_data_backups/.gitignore
index 2b7efbb36..3d44aa305 100644
--- a/nchs_mortality/tests/raw_data_backups/.gitignore
+++ b/nchs_mortality/tests/raw_data_backups/.gitignore
@@ -1,2 +1,3 @@
 *.csv
-*.gz
\ No newline at end of file
+*.gz
+*.parquet
\ No newline at end of file
diff --git a/nchs_mortality/tests/test_pull.py b/nchs_mortality/tests/test_pull.py
index 4f18210f6..39d44d9b3 100644
--- a/nchs_mortality/tests/test_pull.py
+++ b/nchs_mortality/tests/test_pull.py
@@ -1,7 +1,10 @@
+import glob
 import os
 import pytest
 
 import pandas as pd
+
+from delphi_utils import get_structured_logger
 from delphi_utils.geomap import GeoMapper
 
 from delphi_nchs_mortality.pull import pull_nchs_mortality_data, standardize_columns
@@ -98,13 +101,30 @@ def test_bad_file_with_missing_cols(self):
         with pytest.raises(ValueError):
             pull_nchs_mortality_data(SOCRATA_TOKEN, backup_dir = "", custom_run = True, test_file = "bad_data_with_missing_cols.csv")
 
-    def test_backup_today_data(self):
+    def test_backup_today_data(self, caplog):
         today = pd.Timestamp.today().strftime("%Y%m%d")
         backup_dir = "./raw_data_backups"
-        pull_nchs_mortality_data(SOCRATA_TOKEN, backup_dir = backup_dir, custom_run = False, test_file = "test_data.csv")
-        backup_file = f"{backup_dir}/{today}.csv.gz"
-        backup_df = pd.read_csv(backup_file)
+        logger = get_structured_logger()
+        pull_nchs_mortality_data(SOCRATA_TOKEN, backup_dir = backup_dir, custom_run = False, test_file = "test_data.csv", logger=logger)
+
+        # Check logger used:
+        assert "Backup file created" in caplog.text
+
+        # Check that backup file was created
+        backup_files = glob.glob(f"{backup_dir}/{today}*")
+        assert len(backup_files) == 2, "Backup file was not created"
+
         source_df = pd.read_csv("test_data/test_data.csv")
+        for backup_file in backup_files:
+            if backup_file.endswith(".csv.gz"):
+                backup_df = pd.read_csv(backup_file)
+            else:
+                backup_df = pd.read_parquet(backup_file)
+            pd.testing.assert_frame_equal(source_df, backup_df)
+
+        backup_file_parquet = f"{backup_dir}/{today}.parquet"
+        backup_df = pd.read_parquet(backup_file_parquet)
         pd.testing.assert_frame_equal(source_df, backup_df)
+
         if os.path.exists(backup_file):
             os.remove(backup_file)
diff --git a/nssp/delphi_nssp/pull.py b/nssp/delphi_nssp/pull.py
index ece94fab4..de6934bc8 100644
--- a/nssp/delphi_nssp/pull.py
+++ b/nssp/delphi_nssp/pull.py
@@ -1,9 +1,11 @@
 # -*- coding: utf-8 -*-
 """Functions for pulling NSSP ER data."""
-
+import logging
 import textwrap
+from typing import Optional
 
 import pandas as pd
+from delphi_utils import create_backup_csv
 from sodapy import Socrata
 
 from .constants import NEWLINE, SIGNALS, SIGNALS_MAP, TYPE_DICT
@@ -27,7 +29,7 @@ def warn_string(df, type_dict):
     return warn
 
 
-def pull_nssp_data(socrata_token: str):
+def pull_nssp_data(socrata_token: str, backup_dir: str, custom_run: bool, logger: Optional[logging.Logger] = None):
     """Pull the latest NSSP ER visits data, and conforms it into a dataset.
 
     The output dataset has:
@@ -38,9 +40,13 @@ def pull_nssp_data(socrata_token: str):
     Parameters
     ----------
     socrata_token: str
-        My App Token for pulling the NWSS data (could be the same as the nchs data)
-    test_file: Optional[str]
-        When not null, name of file from which to read test data
+        My App Token for pulling the NSSP data (could be the same as the nchs data)
+    backup_dir: str
+        Directory to which to save raw backup data
+    custom_run: bool
+        Flag indicating if the current run is a patch. If so, don't save any data to disk
+    logger: Optional[logging.Logger]
+        logger object
 
     Returns
     -------
@@ -59,6 +65,7 @@ def pull_nssp_data(socrata_token: str):
         results.extend(page)
         offset += limit
     df_ervisits = pd.DataFrame.from_records(results)
+    create_backup_csv(df_ervisits, backup_dir, custom_run, logger=logger)
     df_ervisits = df_ervisits.rename(columns={"week_end": "timestamp"})
     df_ervisits = df_ervisits.rename(columns=SIGNALS_MAP)
 
diff --git a/nssp/delphi_nssp/run.py b/nssp/delphi_nssp/run.py
index b22d03c20..b512e8aba 100644
--- a/nssp/delphi_nssp/run.py
+++ b/nssp/delphi_nssp/run.py
@@ -78,12 +78,14 @@ def run_module(params):
         log_exceptions=params["common"].get("log_exceptions", True),
     )
     export_dir = params["common"]["export_dir"]
+    backup_dir = params["common"]["backup_dir"]
+    custom_run = params["common"].get("custom_run", False)
     socrata_token = params["indicator"]["socrata_token"]
 
     run_stats = []
     ## build the base version of the signal at the most detailed geo level you can get.
     ## compute stuff here or farm out to another function or file
-    df_pull = pull_nssp_data(socrata_token)
+    df_pull = pull_nssp_data(socrata_token, backup_dir, custom_run=custom_run, logger=logger)
     ## aggregate
     geo_mapper = GeoMapper()
     for signal in SIGNALS:
diff --git a/nssp/params.json.template b/nssp/params.json.template
index df989ede7..1805baebb 100644
--- a/nssp/params.json.template
+++ b/nssp/params.json.template
@@ -1,6 +1,7 @@
 {
   "common": {
     "export_dir": "./receiving",
+    "backup_dir": "./raw_data_backups",
     "log_filename": "./nssp.log",
     "log_exceptions": false
   },
diff --git a/nssp/raw_data_backups/.gitignore b/nssp/raw_data_backups/.gitignore
new file mode 100644
index 000000000..3c515981b
--- /dev/null
+++ b/nssp/raw_data_backups/.gitignore
@@ -0,0 +1,120 @@
+# You should hard commit a prototype for this file, but we
+# want to avoid accidental adding of API tokens and other
+# private data parameters
+params.json
+
+# Do not commit output files
+receiving/*.csv
+
+# Remove macOS files
+.DS_Store
+
+# virtual environment
+dview/
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+coverage.xml
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+.static_storage/
+.media/
+local_settings.py
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# celery beat schedule file
+celerybeat-schedule
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
\ No newline at end of file
diff --git a/nssp/tests/test_pull.py b/nssp/tests/test_pull.py
index b356341f6..d0ebbc550 100644
--- a/nssp/tests/test_pull.py
+++ b/nssp/tests/test_pull.py
@@ -1,29 +1,23 @@
-from datetime import datetime, date
+import glob
 import json
-import unittest
 from unittest.mock import patch, MagicMock
-import tempfile
 import os
-import time
-from datetime import datetime
-import pdb
+
 import pandas as pd
-import pandas.api.types as ptypes
 
 from delphi_nssp.pull import (
     pull_nssp_data,
 )
-from delphi_nssp.constants import (
-    SIGNALS,
-    NEWLINE,
-    SIGNALS_MAP,
-    TYPE_DICT,
-)
+from delphi_nssp.constants import SIGNALS
 
+from delphi_utils import get_structured_logger
 
-class TestPullNSSPData(unittest.TestCase):
+class TestPullNSSPData:
     @patch("delphi_nssp.pull.Socrata")
-    def test_pull_nssp_data(self, mock_socrata):
+    def test_pull_nssp_data(self, mock_socrata, caplog):
+        today = pd.Timestamp.today().strftime("%Y%m%d")
+        backup_dir = 'test_raw_data_backups'
+
         # Load test data
         with open("test_data/page.txt", "r") as f:
             test_data = json.load(f)
@@ -33,10 +27,27 @@ def test_pull_nssp_data(self, mock_socrata):
         mock_client.get.side_effect = [test_data, []]  # Return test data on first call, empty list on second call
         mock_socrata.return_value = mock_client
 
+        custom_run = False
+        logger = get_structured_logger()
         # Call function with test token
         test_token = "test_token"
-        result = pull_nssp_data(test_token)
-        print(result)
+        result = pull_nssp_data(test_token, backup_dir, custom_run, logger)
+
+        # Check logger used:
+        assert "Backup file created" in caplog.text
+
+        # Check that backup file was created
+        backup_files = glob.glob(f"{backup_dir}/{today}*")
+        assert len(backup_files) == 2, "Backup file was not created"
+
+        expected_data = pd.DataFrame(test_data)
+        for backup_file in backup_files:
+            if backup_file.endswith(".csv.gz"):
+                dtypes = expected_data.dtypes.to_dict()
+                actual_data = pd.read_csv(backup_file, dtype=dtypes)
+            else:
+                actual_data = pd.read_parquet(backup_file)
+            pd.testing.assert_frame_equal(expected_data, actual_data)
 
         # Check that Socrata client was initialized with correct arguments
         mock_socrata.assert_called_once_with("data.cdc.gov", test_token)
@@ -55,6 +66,6 @@ def test_pull_nssp_data(self, mock_socrata):
         for signal in SIGNALS:
             assert result[signal].notnull().all(), f"{signal} has rogue NaN"
 
-
-if __name__ == "__main__":
-    unittest.main()
+        # clean up
+        for file in backup_files:
+            os.remove(file)
\ No newline at end of file
diff --git a/nssp/tests/test_raw_data_backups/.gitignore b/nssp/tests/test_raw_data_backups/.gitignore
new file mode 100644
index 000000000..4007b678f
--- /dev/null
+++ b/nssp/tests/test_raw_data_backups/.gitignore
@@ -0,0 +1,3 @@
+*.gz
+*.csv
+*.parquet
\ No newline at end of file

From e7eccaa30de49d2d9f855c97d68e175c174101d1 Mon Sep 17 00:00:00 2001
From: aysim319 <aysim319@users.noreply.github.com>
Date: Wed, 13 Nov 2024 13:20:19 -0500
Subject: [PATCH 08/15] more logging and cleaned logic (#2076)

* more logging and cleaned logic

* changed variable names

* lint

* add param to test

* fix test

* consistent location for custom run flag
---
 .../delphi_google_symptoms/constants.py         | 17 +++++++++--------
 .../delphi_google_symptoms/date_utils.py        |  2 +-
 google_symptoms/delphi_google_symptoms/patch.py |  2 +-
 google_symptoms/delphi_google_symptoms/pull.py  | 12 +++++++-----
 google_symptoms/delphi_google_symptoms/run.py   | 16 ++++++++++------
 google_symptoms/params.json.template            |  1 +
 google_symptoms/tests/test_patch.py             |  2 +-
 google_symptoms/tests/test_pull.py              | 14 +++++++++-----
 8 files changed, 39 insertions(+), 27 deletions(-)

diff --git a/google_symptoms/delphi_google_symptoms/constants.py b/google_symptoms/delphi_google_symptoms/constants.py
index 795ac3df7..b4d51af26 100644
--- a/google_symptoms/delphi_google_symptoms/constants.py
+++ b/google_symptoms/delphi_google_symptoms/constants.py
@@ -30,14 +30,15 @@
     METRICS = METRICS + SYMPTOM_SETS[combmetric]
 
 SMOOTHERS = ["raw", "smoothed"]
-GEO_RESOLUTIONS = [
-    "state",
-    "county",
-    "msa",
-    "hrr",
-    "hhs",
-    "nation"
-]
+
+GEO_RESOLUTIONS = {
+    "state": "state",
+    "county": "county",
+    "msa": "county",
+    "hrr": "county",
+    "hhs": "state",
+    "nation": "state",
+}
 
 SMOOTHERS_MAP = {
     "raw":               (Smoother("identity", impute_method=None),
diff --git a/google_symptoms/delphi_google_symptoms/date_utils.py b/google_symptoms/delphi_google_symptoms/date_utils.py
index 2ad6244e9..1d9de2cd4 100644
--- a/google_symptoms/delphi_google_symptoms/date_utils.py
+++ b/google_symptoms/delphi_google_symptoms/date_utils.py
@@ -98,7 +98,7 @@ def generate_num_export_days(params: Dict, logger) -> [int]:
                 expected_date_diff += global_max_expected_lag
 
             if latest_date_diff > expected_date_diff:
-                logger.info("Missing date", date=to_datetime(min(gs_metadata.max_time)).date())
+                logger.info("Lag is more than expected", expected_lag=expected_date_diff, lag=latest_date_diff)
 
             num_export_days = expected_date_diff
 
diff --git a/google_symptoms/delphi_google_symptoms/patch.py b/google_symptoms/delphi_google_symptoms/patch.py
index 85df89394..f6782f2e8 100755
--- a/google_symptoms/delphi_google_symptoms/patch.py
+++ b/google_symptoms/delphi_google_symptoms/patch.py
@@ -78,7 +78,7 @@ def patch(params):
         makedirs(f"{current_issue_dir}", exist_ok=True)
 
         params["common"]["export_dir"] = f"""{current_issue_dir}"""
-        params["indicator"]["custom_run"] = True
+        params["common"]["custom_run"] = True
 
         date_settings = patch_dates[issue_date]
 
diff --git a/google_symptoms/delphi_google_symptoms/pull.py b/google_symptoms/delphi_google_symptoms/pull.py
index a8c4cdfde..22ad29723 100644
--- a/google_symptoms/delphi_google_symptoms/pull.py
+++ b/google_symptoms/delphi_google_symptoms/pull.py
@@ -158,7 +158,7 @@ def produce_query(level, date_range):
     return query
 
 
-def pull_gs_data_one_geolevel(level, date_range):
+def pull_gs_data_one_geolevel(level, date_range, logger):
     """Pull latest data for a single geo level.
 
     Fetch data and transform it into the appropriate format, as described in
@@ -209,6 +209,9 @@ def pull_gs_data_one_geolevel(level, date_range):
 
     if len(df) == 0:
         df = pd.DataFrame(columns=["open_covid_region_code", "date"] + list(colname_map.keys()))
+        logger.info(
+            "No data available for date range", geo_level=level, start_date=date_range[0], end_date=date_range[1]
+        )
 
     df = preprocess(df, level)
     return df
@@ -232,7 +235,7 @@ def initialize_credentials(credentials):
     pandas_gbq.context.project = credentials.project_id
 
 
-def pull_gs_data(credentials, export_start_date, export_end_date, num_export_days, custom_run_flag):
+def pull_gs_data(credentials, export_start_date, export_end_date, num_export_days, custom_run_flag, logger):
     """Pull latest dataset for each geo level and combine.
 
     PS:  No information for PR
@@ -264,10 +267,9 @@ def pull_gs_data(credentials, export_start_date, export_end_date, num_export_day
     dfs = {}
 
     # For state level data
-    dfs["state"] = pull_gs_data_one_geolevel("state", retrieve_dates)
+    dfs["state"] = pull_gs_data_one_geolevel("state", retrieve_dates, logger)
     # For county level data
-    dfs["county"] = pull_gs_data_one_geolevel("county", retrieve_dates)
-
+    dfs["county"] = pull_gs_data_one_geolevel("county", retrieve_dates, logger)
 
     # Add District of Columbia as county
     try:
diff --git a/google_symptoms/delphi_google_symptoms/run.py b/google_symptoms/delphi_google_symptoms/run.py
index 8ad1d6d10..00e9d10d8 100644
--- a/google_symptoms/delphi_google_symptoms/run.py
+++ b/google_symptoms/delphi_google_symptoms/run.py
@@ -58,7 +58,7 @@ def run_module(params, logger=None):
     num_export_days = generate_num_export_days(params, logger)
     # safety check for patch parameters exists in file, but not running custom runs/patches
     custom_run_flag = (
-        False if not params["indicator"].get("custom_run", False) else params["indicator"].get("custom_run", False)
+        False if not params["common"].get("custom_run", False) else params["indicator"].get("custom_run", False)
     )
 
     # Pull GS data
@@ -68,17 +68,21 @@ def run_module(params, logger=None):
         export_end_date,
         num_export_days,
         custom_run_flag,
+        logger,
     )
-    for geo_res in GEO_RESOLUTIONS:
+
+    for geo_res, mapped_res in GEO_RESOLUTIONS.items():
+        df_pull = dfs[mapped_res]
+        if len(df_pull) == 0:
+            logger.info("Skipping processing; No data available for geo", geo_type=geo_res)
+            continue
         if geo_res == "state":
             df_pull = dfs["state"]
         elif geo_res in ["hhs", "nation"]:
-            df_pull = geo_map(dfs["state"], geo_res)
+            df_pull = geo_map(dfs[mapped_res], geo_res)
         else:
-            df_pull = geo_map(dfs["county"], geo_res)
+            df_pull = geo_map(dfs[mapped_res], geo_res)
 
-        if len(df_pull) == 0:
-            continue
         for metric, smoother in product(COMBINED_METRIC, SMOOTHERS):
             sensor_name = "_".join([smoother, "search"])
             logger.info("Generating signal and exporting to CSV", geo_type=geo_res, signal=f"{metric}_{sensor_name}")
diff --git a/google_symptoms/params.json.template b/google_symptoms/params.json.template
index daa5666f4..537d6e273 100644
--- a/google_symptoms/params.json.template
+++ b/google_symptoms/params.json.template
@@ -2,6 +2,7 @@
   "common": {
     "export_dir": "./receiving",
     "log_exceptions": false,
+    "custom_run": false,
     "log_filename": "./google-symptoms.log"
   },
   "indicator": {
diff --git a/google_symptoms/tests/test_patch.py b/google_symptoms/tests/test_patch.py
index 4eb782860..8caef9247 100644
--- a/google_symptoms/tests/test_patch.py
+++ b/google_symptoms/tests/test_patch.py
@@ -54,7 +54,7 @@ def mocked_patch(self, params_):
              mock_patch("delphi_google_symptoms.pull.pandas_gbq.read_gbq") as mock_read_gbq, \
              mock_patch("delphi_google_symptoms.pull.initialize_credentials", return_value=None), \
              mock_patch("delphi_google_symptoms.date_utils.covidcast.metadata", return_value=covidcast_metadata), \
-             mock_patch("delphi_google_symptoms.run.GEO_RESOLUTIONS", new=["state"]):
+             mock_patch("delphi_google_symptoms.run.GEO_RESOLUTIONS", new={"state": "state"}):
             def side_effect(*args, **kwargs):
                 if "symptom_search_sub_region_1_daily" in args[0]:
                     df = state_data_gap
diff --git a/google_symptoms/tests/test_pull.py b/google_symptoms/tests/test_pull.py
index 4367995b8..c21be3f48 100644
--- a/google_symptoms/tests/test_pull.py
+++ b/google_symptoms/tests/test_pull.py
@@ -12,6 +12,7 @@
     pull_gs_data, preprocess, format_dates_for_query, pull_gs_data_one_geolevel)
 from delphi_google_symptoms.constants import METRICS, COMBINED_METRIC
 from conftest import TEST_DIR
+from delphi_utils import get_structured_logger
 
 good_input = {
     "state": f"{TEST_DIR}/test_data/small_states_daily.csv",
@@ -30,6 +31,7 @@
 
 
 class TestPullGoogleSymptoms:
+    logger = get_structured_logger()
     @freeze_time("2021-01-05")
     @mock.patch("pandas_gbq.read_gbq")
     @mock.patch("delphi_google_symptoms.pull.initialize_credentials")
@@ -49,7 +51,9 @@ def test_good_file(self, mock_credentials, mock_read_gbq):
         end_date = datetime.combine(date.today(), datetime.min.time())
 
         dfs = pull_gs_data("", datetime.strptime(
-            "20201230", "%Y%m%d"), datetime.combine(date.today(), datetime.min.time()), 0, False)
+            "20201230", "%Y%m%d"),
+                           datetime.combine(date.today(), datetime.min.time()),
+                           0, False, self.logger)
 
         for level in ["county", "state"]:
             df = dfs[level]
@@ -119,7 +123,7 @@ def test_format_dates_for_query(self):
     def test_pull_one_gs_no_dates(self, mock_read_gbq):
         mock_read_gbq.return_value = pd.DataFrame()
 
-        output = pull_gs_data_one_geolevel("state", ["", ""])
+        output = pull_gs_data_one_geolevel("state", ["", ""], self.logger)
         expected = pd.DataFrame(columns=new_keep_cols)
         assert_frame_equal(output, expected, check_dtype = False)
 
@@ -133,7 +137,7 @@ def test_pull_one_gs_retry_success(self):
         with mock.patch("pandas_gbq.read_gbq") as mock_read_gbq:
             mock_read_gbq.side_effect = [badRequestException, pd.DataFrame()]
 
-            output = pull_gs_data_one_geolevel("state", ["", ""])
+            output = pull_gs_data_one_geolevel("state", ["", ""], self.logger)
             expected = pd.DataFrame(columns=new_keep_cols)
             assert_frame_equal(output, expected, check_dtype = False)
             assert mock_read_gbq.call_count == 2
@@ -147,7 +151,7 @@ def test_pull_one_gs_retry_too_many(self):
         with mock.patch("pandas_gbq.read_gbq") as mock_read_gbq:
             with pytest.raises(BadRequest):
                 mock_read_gbq.side_effect = [badRequestException, badRequestException, pd.DataFrame()]
-                pull_gs_data_one_geolevel("state", ["", ""])
+                pull_gs_data_one_geolevel("state", ["", ""], self.logger)
 
 
     def test_pull_one_gs_retry_bad(self):
@@ -156,7 +160,7 @@ def test_pull_one_gs_retry_bad(self):
         with mock.patch("pandas_gbq.read_gbq") as mock_read_gbq:
             with pytest.raises(BadRequest):
                 mock_read_gbq.side_effect = [badRequestException,pd.DataFrame()]
-                pull_gs_data_one_geolevel("state", ["", ""])
+                pull_gs_data_one_geolevel("state", ["", ""], self.logger)
 
     def test_preprocess_no_data(self):
         output = preprocess(pd.DataFrame(columns=keep_cols), "state")

From feea58d900cdb2ac4988d4cf1fb9ef96bbb54181 Mon Sep 17 00:00:00 2001
From: minhkhul <118945681+minhkhul@users.noreply.github.com>
Date: Sun, 17 Nov 2024 18:10:39 -0500
Subject: [PATCH 09/15] Add NSSP secondary source (#2074)

* base changes

* lint

* lint

* add test

* fix hhs bug + doc to readme + fix signal grouping

* fix weird nan

* logging + error details

* test data sync

* typo in pull.py

* region to lower

* add log

* fix str bug

* add backup data mechanism

* adjust details.md

* appease linter

* add tests for secondary source backup

* Update signal names to _2023RVR in constants.py

* clarify _2023RVR signals in DETAILS.md
---
 nssp/DETAILS.md                         |  25 +++++-
 nssp/README.md                          |   5 ++
 nssp/delphi_nssp/constants.py           |  26 ++++++
 nssp/delphi_nssp/pull.py                | 105 +++++++++++++++++++-----
 nssp/delphi_nssp/run.py                 |  53 +++++++++++-
 nssp/tests/test_data/secondary_page.txt |  73 ++++++++++++++++
 nssp/tests/test_pull.py                 |  59 ++++++++++++-
 7 files changed, 318 insertions(+), 28 deletions(-)
 create mode 100644 nssp/tests/test_data/secondary_page.txt

diff --git a/nssp/DETAILS.md b/nssp/DETAILS.md
index 539697baa..692d85559 100644
--- a/nssp/DETAILS.md
+++ b/nssp/DETAILS.md
@@ -2,12 +2,29 @@
 
 We import the NSSP Emergency Department Visit data, including percentage and smoothed percentage of ER visits attributable to a given pathogen, from the CDC website. The data is provided at the county level, state level and national level; we do a population-weighted mean to aggregate from county data up to the HRR and MSA levels.
 
+There are 2 sources we grab data from for nssp:
+- Primary source: https://data.cdc.gov/Public-Health-Surveillance/NSSP-Emergency-Department-Visit-Trajectories-by-St/rdmq-nq56/data_preview
+- Secondary (2023RVR) source: https://data.cdc.gov/Public-Health-Surveillance/2023-Respiratory-Virus-Response-NSSP-Emergency-Dep/7mra-9cq9/data_preview
+There are 8 signals output from the primary source and 4 output from secondary. There are no smoothed signals from secondary source.
+
+Note that the data produced from secondary source are mostly the same as their primary source equivalent, with past analysis shows around 95% of datapoints having less than 0.1 value difference and the other 5% having a 0.1 to 1.2 value difference. 
+
 ## Geographical Levels
-* `state`: reported using two-letter postal code
-* `county`: reported using fips code
-* `national`: just `us` for now
+Primary source:
+* `state`: reported from source using two-letter postal code
+* `county`: reported from source using fips code
+* `national`: just `us` for now, reported from source
+* `hhs`, `hrr`, `msa`: not reported from source, so we computed them from county-level data using a weighted mean. Each county is assigned a weight equal to its population in the last census (2020).
+
+Secondary (2023RVR) source:
+* `state`: reported from source
+* `hhs`: reported from source
+* `national`: reported from source
+
 ## Metrics
 *  `percent_visits_covid`, `percent_visits_rsv`, `percent_visits_influenza`: percentage of emergency department patient visits for specified pathogen.
 *  `percent_visits_combined`: sum of the three percentages of visits for flu, rsv and covid.
 *  `smoothed_percent_visits_covid`, `smoothed_percent_visits_rsv`, `smoothed_percent_visits_influenza`: 3 week moving average of the percentage of emergency department patient visits for specified pathogen.
-*  `smoothed_percent_visits_combined`: 3 week moving average of the sum of the three percentages of visits for flu, rsv and covid.
\ No newline at end of file
+*  `smoothed_percent_visits_combined`: 3 week moving average of the sum of the three percentages of visits for flu, rsv and covid.
+*  `percent_visits_covid_2023RVR`, `percent_visits_rsv_2023RVR`, `percent_visits_influenza_2023RVR`: Taken from secondary source, percentage of emergency department patient visits for specified pathogen.
+*  `percent_visits_combined_2023RVR`: Taken from secondary source, sum of the three percentages of visits for flu, rsv and covid.
diff --git a/nssp/README.md b/nssp/README.md
index 4bba6f626..c3f57b94b 100644
--- a/nssp/README.md
+++ b/nssp/README.md
@@ -1,6 +1,11 @@
 # NSSP Emergency Department Visit data
 
 We import the NSSP Emergency Department Visit data, currently only the smoothed concentration, from the CDC website, aggregate to the state and national level from the wastewater sample site level, and export the aggregated data.
+
+There are 2 sources we grab data from for nssp:
+- Primary source: https://data.cdc.gov/Public-Health-Surveillance/NSSP-Emergency-Department-Visit-Trajectories-by-St/rdmq-nq56/data_preview
+- Secondary source: https://data.cdc.gov/Public-Health-Surveillance/2023-Respiratory-Virus-Response-NSSP-Emergency-Dep/7mra-9cq9/data_preview
+
 For details see the `DETAILS.md` file in this directory.
 
 ## Create a MyAppToken
diff --git a/nssp/delphi_nssp/constants.py b/nssp/delphi_nssp/constants.py
index 9b98d2012..76d51b927 100644
--- a/nssp/delphi_nssp/constants.py
+++ b/nssp/delphi_nssp/constants.py
@@ -41,3 +41,29 @@
         "fips": str,
     }
 )
+
+SECONDARY_COLS_MAP = {
+    "week_end": "timestamp",
+    "geography": "geo_value",
+    "percent_visits": "val",
+    "pathogen": "signal",
+}
+
+SECONDARY_SIGNALS_MAP = {
+    "COVID-19": "pct_ed_visits_covid_2023RVR",
+    "Influenza": "pct_ed_visits_influenza_2023RVR",
+    "RSV": "pct_ed_visits_rsv_2023RVR",
+    "Combined": "pct_ed_visits_combined_2023RVR",
+}
+
+SECONDARY_SIGNALS = [val for (key, val) in SECONDARY_SIGNALS_MAP.items()]
+SECONDARY_GEOS = ["state", "nation", "hhs"]
+
+SECONDARY_TYPE_DICT = {
+    "timestamp": "datetime64[ns]",
+    "geo_value": str,
+    "val": float,
+    "geo_type": str,
+    "signal": str,
+}
+SECONDARY_KEEP_COLS = [key for (key, val) in SECONDARY_TYPE_DICT.items()]
diff --git a/nssp/delphi_nssp/pull.py b/nssp/delphi_nssp/pull.py
index de6934bc8..94058dea8 100644
--- a/nssp/delphi_nssp/pull.py
+++ b/nssp/delphi_nssp/pull.py
@@ -8,7 +8,16 @@
 from delphi_utils import create_backup_csv
 from sodapy import Socrata
 
-from .constants import NEWLINE, SIGNALS, SIGNALS_MAP, TYPE_DICT
+from .constants import (
+    NEWLINE,
+    SECONDARY_COLS_MAP,
+    SECONDARY_KEEP_COLS,
+    SECONDARY_SIGNALS_MAP,
+    SECONDARY_TYPE_DICT,
+    SIGNALS,
+    SIGNALS_MAP,
+    TYPE_DICT,
+)
 
 
 def warn_string(df, type_dict):
@@ -29,42 +38,50 @@ def warn_string(df, type_dict):
     return warn
 
 
-def pull_nssp_data(socrata_token: str, backup_dir: str, custom_run: bool, logger: Optional[logging.Logger] = None):
-    """Pull the latest NSSP ER visits data, and conforms it into a dataset.
-
-    The output dataset has:
-
-    - Each row corresponds to a single observation
-    - Each row additionally has columns for the signals in SIGNALS
+def pull_with_socrata_api(socrata_token: str, dataset_id: str):
+    """Pull data from Socrata API.
 
     Parameters
     ----------
     socrata_token: str
         My App Token for pulling the NSSP data (could be the same as the nchs data)
-    backup_dir: str
-        Directory to which to save raw backup data
-    custom_run: bool
-        Flag indicating if the current run is a patch. If so, don't save any data to disk
-    logger: Optional[logging.Logger]
-        logger object
+    dataset_id: str
+        The dataset id to pull data from
 
     Returns
     -------
-    pd.DataFrame
-        Dataframe as described above.
+    list of dictionaries, each representing a row in the dataset
     """
-    # Pull data from Socrata API
     client = Socrata("data.cdc.gov", socrata_token)
     results = []
     offset = 0
     limit = 50000  # maximum limit allowed by SODA 2.0
     while True:
-        page = client.get("rdmq-nq56", limit=limit, offset=offset)
+        page = client.get(dataset_id, limit=limit, offset=offset)
         if not page:
             break  # exit the loop if no more results
         results.extend(page)
         offset += limit
-    df_ervisits = pd.DataFrame.from_records(results)
+    return results
+
+
+def pull_nssp_data(socrata_token: str, backup_dir: str, custom_run: bool, logger: Optional[logging.Logger] = None):
+    """Pull the latest NSSP ER visits primary dataset.
+
+    https://data.cdc.gov/Public-Health-Surveillance/NSSP-Emergency-Department-Visit-Trajectories-by-St/rdmq-nq56/data_preview
+
+    Parameters
+    ----------
+    socrata_token: str
+        My App Token for pulling the NSSP data (could be the same as the nchs data)
+
+    Returns
+    -------
+    pd.DataFrame
+        Dataframe as described above.
+    """
+    socrata_results = pull_with_socrata_api(socrata_token, "rdmq-nq56")
+    df_ervisits = pd.DataFrame.from_records(socrata_results)
     create_backup_csv(df_ervisits, backup_dir, custom_run, logger=logger)
     df_ervisits = df_ervisits.rename(columns={"week_end": "timestamp"})
     df_ervisits = df_ervisits.rename(columns=SIGNALS_MAP)
@@ -79,3 +96,53 @@ def pull_nssp_data(socrata_token: str, backup_dir: str, custom_run: bool, logger
 
     keep_columns = ["timestamp", "geography", "county", "fips"]
     return df_ervisits[SIGNALS + keep_columns]
+
+
+def secondary_pull_nssp_data(
+    socrata_token: str, backup_dir: str, custom_run: bool, logger: Optional[logging.Logger] = None
+):
+    """Pull the latest NSSP ER visits secondary dataset.
+
+    https://data.cdc.gov/Public-Health-Surveillance/2023-Respiratory-Virus-Response-NSSP-Emergency-Dep/7mra-9cq9/data_preview
+
+    The output dataset has:
+
+    - Each row corresponds to a single observation
+
+    Parameters
+    ----------
+    socrata_token: str
+        My App Token for pulling the NSSP data (could be the same as the nchs data)
+
+    Returns
+    -------
+    pd.DataFrame
+        Dataframe as described above.
+    """
+    socrata_results = pull_with_socrata_api(socrata_token, "7mra-9cq9")
+    df_ervisits = pd.DataFrame.from_records(socrata_results)
+    create_backup_csv(df_ervisits, backup_dir, custom_run, sensor="secondary", logger=logger)
+    df_ervisits = df_ervisits.rename(columns=SECONDARY_COLS_MAP)
+
+    # geo_type is not provided in the dataset, so we infer it from the geo_value
+    # which is either state names, "National" or hhs region numbers
+    df_ervisits["geo_type"] = "state"
+
+    df_ervisits.loc[df_ervisits["geo_value"] == "National", "geo_type"] = "nation"
+
+    hhs_region_mask = df_ervisits["geo_value"].str.lower().str.startswith("region ")
+    df_ervisits.loc[hhs_region_mask, "geo_value"] = df_ervisits.loc[hhs_region_mask, "geo_value"].str.replace(
+        "Region ", ""
+    )
+    df_ervisits.loc[hhs_region_mask, "geo_type"] = "hhs"
+
+    df_ervisits["signal"] = df_ervisits["signal"].map(SECONDARY_SIGNALS_MAP)
+
+    df_ervisits = df_ervisits[SECONDARY_KEEP_COLS]
+
+    try:
+        df_ervisits = df_ervisits.astype(SECONDARY_TYPE_DICT)
+    except KeyError as exc:
+        raise ValueError(warn_string(df_ervisits, SECONDARY_TYPE_DICT)) from exc
+
+    return df_ervisits
diff --git a/nssp/delphi_nssp/run.py b/nssp/delphi_nssp/run.py
index b512e8aba..417c49ab2 100644
--- a/nssp/delphi_nssp/run.py
+++ b/nssp/delphi_nssp/run.py
@@ -31,8 +31,8 @@
 from delphi_utils.geomap import GeoMapper
 from delphi_utils.nancodes import add_default_nancodes
 
-from .constants import AUXILIARY_COLS, CSV_COLS, GEOS, SIGNALS
-from .pull import pull_nssp_data
+from .constants import AUXILIARY_COLS, CSV_COLS, GEOS, SECONDARY_GEOS, SECONDARY_SIGNALS, SIGNALS
+from .pull import pull_nssp_data, secondary_pull_nssp_data
 
 
 def add_needed_columns(df, col_names=None):
@@ -83,6 +83,8 @@ def run_module(params):
     socrata_token = params["indicator"]["socrata_token"]
 
     run_stats = []
+
+    logger.info("Generating primary signals")
     ## build the base version of the signal at the most detailed geo level you can get.
     ## compute stuff here or farm out to another function or file
     df_pull = pull_nssp_data(socrata_token, backup_dir, custom_run=custom_run, logger=logger)
@@ -139,5 +141,52 @@ def run_module(params):
             if len(dates) > 0:
                 run_stats.append((max(dates), len(dates)))
 
+    logger.info("Generating secondary signals")
+    secondary_df_pull = secondary_pull_nssp_data(socrata_token, backup_dir, custom_run, logger)
+    for signal in SECONDARY_SIGNALS:
+        secondary_df_pull_signal = secondary_df_pull[secondary_df_pull["signal"] == signal]
+        if secondary_df_pull_signal.empty:
+            logger.warning("No data found for signal", signal=signal)
+            continue
+        for geo in SECONDARY_GEOS:
+            df = secondary_df_pull_signal.copy()
+            logger.info("Generating signal and exporting to CSV", geo_type=geo, signal=signal)
+            if geo == "state":
+                df = df[(df["geo_type"] == "state")]
+                df["geo_id"] = df["geo_value"].apply(
+                    lambda x: (
+                        us.states.lookup(x).abbr.lower()
+                        if us.states.lookup(x)
+                        else ("dc" if x == "District of Columbia" else x)
+                    )
+                )
+                unexpected_state_names = df[df["geo_id"] == df["geo_value"]]
+                if unexpected_state_names.shape[0] > 0:
+                    logger.error(
+                        "Unexpected state names",
+                        unexpected_state_names=unexpected_state_names["geo_value"].unique(),
+                    )
+                    raise RuntimeError
+            elif geo == "nation":
+                df = df[(df["geo_type"] == "nation")]
+                df["geo_id"] = "us"
+            elif geo == "hhs":
+                df = df[(df["geo_type"] == "hhs")]
+                df["geo_id"] = df["geo_value"]
+            # add se, sample_size, and na codes
+            missing_cols = set(CSV_COLS) - set(df.columns)
+            df = add_needed_columns(df, col_names=list(missing_cols))
+            df_csv = df[CSV_COLS + ["timestamp"]]
+            # actual export
+            dates = create_export_csv(
+                df_csv,
+                geo_res=geo,
+                export_dir=export_dir,
+                sensor=signal,
+                weekly_dates=True,
+            )
+            if len(dates) > 0:
+                run_stats.append((max(dates), len(dates)))
+
     ## log this indicator run
     logging(start_time, run_stats, logger)
diff --git a/nssp/tests/test_data/secondary_page.txt b/nssp/tests/test_data/secondary_page.txt
new file mode 100644
index 000000000..4b4aaaca7
--- /dev/null
+++ b/nssp/tests/test_data/secondary_page.txt
@@ -0,0 +1,73 @@
+[
+    {
+        "week_end": "2022-10-01T00:00:00.000",
+        "pathogen": "COVID-19", "geography": "National",
+        "percent_visits": "1.8",
+        "status": "Reporting",
+        "trend_on_date": "Decreasing",
+        "recent_trend": "Decreasing"
+    },
+    {
+        "week_end": "2022-10-01T00:00:00.000",
+        "pathogen": "Influenza",
+        "geography": "National",
+        "percent_visits": "0.5",
+        "status": "Reporting",
+        "trend_on_date": "Increasing",
+        "recent_trend": "Increasing"
+    },
+    {
+        "week_end": "2022-10-01T00:00:00.000",
+        "pathogen": "RSV",
+        "geography": "National",
+        "percent_visits": "0.5",
+        "status": "Reporting",
+        "trend_on_date": "Increasing",
+        "recent_trend": "Increasing"
+    },
+    {
+        "week_end": "2022-10-01T00:00:00.000",
+        "pathogen": "Combined",
+        "geography": "National",
+        "percent_visits": "2.8",
+        "status": "Reporting",
+        "trend_on_date": "Decreasing",
+        "recent_trend": "Decreasing"
+    },
+    {
+        "week_end": "2022-10-15T00:00:00.000",
+        "pathogen": "COVID-19",
+        "geography": "National",
+        "percent_visits": "1.6",
+        "status": "Reporting",
+        "trend_on_date": "Decreasing",
+        "recent_trend": "Decreasing"
+    },
+    {
+        "week_end": "2022-10-15T00:00:00.000",
+        "pathogen": "Influenza",
+        "geography": "National",
+        "percent_visits": "0.9",
+        "status": "Reporting",
+        "trend_on_date": "Increasing",
+        "recent_trend": "Increasing"
+    },
+    {
+        "week_end": "2022-10-15T00:00:00.000",
+        "pathogen": "RSV",
+        "geography": "National",
+        "percent_visits": "0.7",
+        "status": "Reporting",
+        "trend_on_date": "Increasing",
+        "recent_trend": "Increasing"
+    },
+    {
+        "week_end": "2022-10-15T00:00:00.000",
+        "pathogen": "Combined",
+        "geography": "National",
+        "percent_visits": "3.2",
+        "status": "Reporting",
+        "trend_on_date": "Increasing",
+        "recent_trend": "Decreasing"
+    }
+]
\ No newline at end of file
diff --git a/nssp/tests/test_pull.py b/nssp/tests/test_pull.py
index d0ebbc550..30debd6cd 100644
--- a/nssp/tests/test_pull.py
+++ b/nssp/tests/test_pull.py
@@ -7,8 +7,20 @@
 
 from delphi_nssp.pull import (
     pull_nssp_data,
+    secondary_pull_nssp_data,
+    pull_with_socrata_api,
+)
+
+from delphi_nssp.constants import (
+    NEWLINE,
+    SECONDARY_COLS_MAP,
+    SECONDARY_KEEP_COLS,
+    SECONDARY_SIGNALS_MAP,
+    SECONDARY_TYPE_DICT,
+    SIGNALS,
+    SIGNALS_MAP,
+    TYPE_DICT,
 )
-from delphi_nssp.constants import SIGNALS
 
 from delphi_utils import get_structured_logger
 
@@ -66,6 +78,47 @@ def test_pull_nssp_data(self, mock_socrata, caplog):
         for signal in SIGNALS:
             assert result[signal].notnull().all(), f"{signal} has rogue NaN"
 
-        # clean up
         for file in backup_files:
-            os.remove(file)
\ No newline at end of file
+            os.remove(file)
+
+    @patch("delphi_nssp.pull.Socrata")
+    def test_secondary_pull_nssp_data(self, mock_socrata):
+        today = pd.Timestamp.today().strftime("%Y%m%d")
+        backup_dir = 'test_raw_data_backups'
+
+        # Load test data
+        with open("test_data/secondary_page.txt", "r") as f:
+            test_data = json.load(f)
+
+        # Mock Socrata client and its get method
+        mock_client = MagicMock()
+        mock_client.get.side_effect = [test_data, []]  # Return test data on first call, empty list on second call
+        mock_socrata.return_value = mock_client
+
+        custom_run = False
+        logger = get_structured_logger()
+        # Call function with test token
+        test_token = "test_token"
+        result = secondary_pull_nssp_data(test_token, backup_dir, custom_run, logger)
+        # print(result)
+
+        # Check that Socrata client was initialized with correct arguments
+        mock_socrata.assert_called_once_with("data.cdc.gov", test_token)
+
+        # Check that get method was called with correct arguments
+        mock_client.get.assert_any_call("7mra-9cq9", limit=50000, offset=0)
+
+        for col in SECONDARY_KEEP_COLS:
+            assert result[col].notnull().all(), f"{col} has rogue NaN"
+
+        assert result[result['geo_value'].str.startswith('Region') ].empty, "'Region ' need to be removed from geo_value for geo_type 'hhs'"
+        assert (result[result['geo_type'] == 'nation']['geo_value'] == 'National').all(), "All rows with geo_type 'nation' must have geo_value 'National'"
+
+        # Check that backup file was created
+        backup_files = glob.glob(f"{backup_dir}/{today}*")
+        assert len(backup_files) == 2, "Backup file was not created"
+        for file in backup_files:
+            os.remove(file)
+
+if __name__ == "__main__":
+    unittest.main()

From 9f1d4a0c6b4d120da7055b09e415ce9eba0c0b54 Mon Sep 17 00:00:00 2001
From: minhkhul <118945681+minhkhul@users.noreply.github.com>
Date: Mon, 25 Nov 2024 17:17:47 -0500
Subject: [PATCH 10/15] Update create-release.yml (#2083)

---
 .github/workflows/create-release.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/create-release.yml b/.github/workflows/create-release.yml
index a8cb6c3bb..229f284b6 100644
--- a/.github/workflows/create-release.yml
+++ b/.github/workflows/create-release.yml
@@ -61,7 +61,7 @@ jobs:
           bump2version --list ${{ github.event.inputs.versionName }} | grep ^new_version | sed -r s,"^.*=",,
       - name: Copy version to indicator directory
         run: |
-          indicator_list=("changehc" "claims_hosp" "doctor_visits" "google_symptoms" "hhs_hosp" "nchs_mortality" "quidel_covidtest" "sir_complainsalot")
+          indicator_list=("changehc" "claims_hosp" "doctor_visits" "google_symptoms" "hhs_hosp" "nchs_mortality" "nssp" "quidel_covidtest" "sir_complainsalot")
           for path in ${indicator_list[@]}; do
             echo "current_version = ${{ steps.indicators.outputs.version }}" > $path/version.cfg
           done

From 5ff844a8187484ee7c293c02f274790af72ef70b Mon Sep 17 00:00:00 2001
From: aysim319 <aysim319@users.noreply.github.com>
Date: Tue, 10 Dec 2024 10:58:20 -0500
Subject: [PATCH 11/15] Nhsn indicator (#2080)

* first implimentation

* figuring out metric/sensor to use

* first take

* working on test

* added preliminary data source

* adding indicator for gitaction

* lint

* replace with setup.py

* more lint

* fixed date range for test

* lint

* Update DETAILS.md

* fix output data

* analysis in progress

* lint and suggestions

* more analysis

* add hhs geo aggregate

* more analysis

* update DETAILS.md

* Update nhsn/params.json.template

Co-authored-by: minhkhul <118945681+minhkhul@users.noreply.github.com>

* Update nhsn/params.json.template

Co-authored-by: minhkhul <118945681+minhkhul@users.noreply.github.com>

* cleaning up anaylsis

* rename geo_id column name

* suggested / needed to deploy

* adding default locations for deployment

* fix geo aggregation for hhs

Co-authored-by: minhkhul <118945681+minhkhul@users.noreply.github.com>

* Update nhsn/params.json.template

Co-authored-by: minhkhul <118945681+minhkhul@users.noreply.github.com>

* lint

* needed to add hhs in to geo for tests

* fixed and added more plots

* cleaning up notebook and adding details

* new signal name

* needed to update the type dict also

---------

Co-authored-by: minhkhul <118945681+minhkhul@users.noreply.github.com>
---
 .github/workflows/python-ci.yml               |    2 +
 Jenkinsfile                                   |    2 +-
 ansible/templates/nhsn-params-prod.json.j2    |   30 +
 .../sir_complainsalot-params-prod.json.j2     |    4 +
 ansible/vars.yaml                             |    3 +
 nhsn/DETAILS.md                               |   30 +
 nhsn/Makefile                                 |   32 +
 nhsn/delphi_nhsn/__init__.py                  |   13 +
 nhsn/delphi_nhsn/__main__.py                  |   13 +
 nhsn/delphi_nhsn/constants.py                 |   31 +
 nhsn/delphi_nhsn/pull.py                      |  123 +
 nhsn/delphi_nhsn/run.py                       |  102 +
 nhsn/notebook/analysis.ipynb                  | 7931 +++++++++++++++++
 nhsn/params.json.template                     |   30 +
 nhsn/raw_data_backups/.gitignore              |    0
 nhsn/receiving/.gitignore                     |    0
 nhsn/setup.py                                 |   32 +
 nhsn/static/.gitignore                        |    0
 nhsn/tests/backups/.gitignore                 |    0
 nhsn/tests/conftest.py                        |   73 +
 nhsn/tests/receiving/.gitignore               |    0
 nhsn/tests/test_data/page.json                | 2126 +++++
 nhsn/tests/test_data/prelim_page.json         | 2126 +++++
 nhsn/tests/test_pull.py                       |  148 +
 nhsn/tests/test_run.py                        |   49 +
 25 files changed, 12899 insertions(+), 1 deletion(-)
 create mode 100644 ansible/templates/nhsn-params-prod.json.j2
 create mode 100644 nhsn/DETAILS.md
 create mode 100644 nhsn/Makefile
 create mode 100644 nhsn/delphi_nhsn/__init__.py
 create mode 100644 nhsn/delphi_nhsn/__main__.py
 create mode 100644 nhsn/delphi_nhsn/constants.py
 create mode 100644 nhsn/delphi_nhsn/pull.py
 create mode 100644 nhsn/delphi_nhsn/run.py
 create mode 100644 nhsn/notebook/analysis.ipynb
 create mode 100644 nhsn/params.json.template
 create mode 100644 nhsn/raw_data_backups/.gitignore
 create mode 100644 nhsn/receiving/.gitignore
 create mode 100644 nhsn/setup.py
 create mode 100644 nhsn/static/.gitignore
 create mode 100644 nhsn/tests/backups/.gitignore
 create mode 100644 nhsn/tests/conftest.py
 create mode 100644 nhsn/tests/receiving/.gitignore
 create mode 100644 nhsn/tests/test_data/page.json
 create mode 100644 nhsn/tests/test_data/prelim_page.json
 create mode 100644 nhsn/tests/test_pull.py
 create mode 100644 nhsn/tests/test_run.py

diff --git a/.github/workflows/python-ci.yml b/.github/workflows/python-ci.yml
index 6e23c61d2..498a9555c 100644
--- a/.github/workflows/python-ci.yml
+++ b/.github/workflows/python-ci.yml
@@ -39,6 +39,8 @@ jobs:
             dir: "delphi_quidel_covidtest"
           - package: "sir_complainsalot"
             dir: "delphi_sir_complainsalot"
+          - package: "nhsn"
+            dir: "delphi_nhsn"
     defaults:
       run:
         working-directory: ${{ matrix.package }}
diff --git a/Jenkinsfile b/Jenkinsfile
index 3fcdc904a..35d6788ae 100644
--- a/Jenkinsfile
+++ b/Jenkinsfile
@@ -10,7 +10,7 @@
    - TODO: #527 Get this list automatically from python-ci.yml at runtime.
  */
 
-def indicator_list = ['backfill_corrections', 'changehc', 'claims_hosp', 'google_symptoms', 'hhs_hosp', 'nchs_mortality', 'quidel_covidtest', 'sir_complainsalot', 'doctor_visits', 'nwss_wastewater', 'nssp']
+def indicator_list = ['backfill_corrections', 'changehc', 'claims_hosp', 'google_symptoms', 'hhs_hosp', 'nchs_mortality', 'quidel_covidtest', 'sir_complainsalot', 'doctor_visits', 'nwss_wastewater', 'nssp', 'nhsn']
 def build_package_main = [:]
 def build_package_prod = [:]
 def deploy_staging = [:]
diff --git a/ansible/templates/nhsn-params-prod.json.j2 b/ansible/templates/nhsn-params-prod.json.j2
new file mode 100644
index 000000000..436017ba9
--- /dev/null
+++ b/ansible/templates/nhsn-params-prod.json.j2
@@ -0,0 +1,30 @@
+{
+  "common": {
+    "export_dir": "/common/covidcast/receiving/nhsn",
+    "backup_dir": "./raw_data_backups",
+    "log_filename": "/var/log/indicators/nhsn.log",
+    "log_exceptions": false
+  },
+  "indicator": {
+    "wip_signal": true,
+    "static_file_dir": "./static",
+    "socrata_token": "{{ nhsn_token }}"
+  },
+  "validation": {
+    "common": {
+      "data_source": "nhsn",
+      "api_credentials": "{{ validation_api_key }}",
+      "span_length": 15,
+      "min_expected_lag": {"all": "7"},
+      "max_expected_lag": {"all": "13"},
+      "dry_run": true,
+      "suppressed_errors": []
+    },
+    "static": {
+      "minimum_sample_size": 0,
+      "missing_se_allowed": true,
+      "missing_sample_size_allowed": true
+    },
+    "dynamic": {}
+  }
+}
diff --git a/ansible/templates/sir_complainsalot-params-prod.json.j2 b/ansible/templates/sir_complainsalot-params-prod.json.j2
index 324728767..7bb2d179a 100644
--- a/ansible/templates/sir_complainsalot-params-prod.json.j2
+++ b/ansible/templates/sir_complainsalot-params-prod.json.j2
@@ -45,6 +45,10 @@
     "nssp": {
       "max_age":19,
       "maintainers": []
+    },
+    "nhsn": {
+      "max_age":19,
+      "maintainers": []
     }
   }
 }
diff --git a/ansible/vars.yaml b/ansible/vars.yaml
index ff9ba135c..a50cda37b 100644
--- a/ansible/vars.yaml
+++ b/ansible/vars.yaml
@@ -59,6 +59,9 @@ nwss_wastewater_token: "{{ vault_cdc_socrata_token }}"
 # nssp
 nssp_token: "{{ vault_cdc_socrata_token }}"
 
+# nhsn
+nhsn_token: "{{ vault_cdc_socrata_token }}"
+
 # SirCAL
 sir_complainsalot_api_key: "{{ vault_sir_complainsalot_api_key }}"
 sir_complainsalot_slack_token: "{{ vault_sir_complainsalot_slack_token }}"
diff --git a/nhsn/DETAILS.md b/nhsn/DETAILS.md
new file mode 100644
index 000000000..900f2f62e
--- /dev/null
+++ b/nhsn/DETAILS.md
@@ -0,0 +1,30 @@
+# NHSN data
+
+We import the NHSN Weekly Hospital Respiratory Data
+
+There are 2 sources we grab data from for nhsn:
+Note that they are from the same source, but with different cadence and one reporting preliminary data for the previous reporting week 
+
+Primary source: https://data.cdc.gov/Public-Health-Surveillance/Weekly-Hospital-Respiratory-Data-HRD-Metrics-by-Ju/ua7e-t2fy/about_data
+Secondary (preliminary source): https://data.cdc.gov/Public-Health-Surveillance/Weekly-Hospital-Respiratory-Data-HRD-Metrics-by-Ju/mpgq-jmmr/about_data
+
+## Geographical Levels
+* `state`: reported using two-letter postal code
+* `national`: just `us` for now
+* `hhs`: reporting using Geomapper with state level 
+
+## Metrics
+*  `confirmed_admissions_covid`: total number of confirmed admission for covid
+*  `confirmed_admissions_flu`: total number of confirmed admission for flu
+*  `prelim_confirmed_admissions_covid`: total number of confirmed admission for covid from preliminary source
+*  `prelim_confirmed_admissions_flu`: total number of confirmed admission for flu  from preliminary source
+
+## Additional Notes
+HHS dataset and NHSN dataset covers the equivalent data of hospital admission for covid and flu.
+As a general trend, HHS and NHSN data matches pretty well.
+However, there are differences between some of the states, notably for GA (untill 2023), LA, NV, PR (late 2020-early 2021), TN all have HHS substantially lower, HHS is substantially lower than NHSN.
+
+Some states have this spike in NHSN or hhs where the other source doesn't have a spike and spikes don't happen at the same time_values across states
+
+More details regarding the analysis is available in the [analysis.ipynb](notebook%2Fanalysis.ipynb)
+(may require installing additional packages to work)
\ No newline at end of file
diff --git a/nhsn/Makefile b/nhsn/Makefile
new file mode 100644
index 000000000..390113eef
--- /dev/null
+++ b/nhsn/Makefile
@@ -0,0 +1,32 @@
+.PHONY = venv, lint, test, clean
+
+dir = $(shell find ./delphi_* -name __init__.py | grep -o 'delphi_[_[:alnum:]]*' | head -1)
+venv:
+	python3.8 -m venv env
+
+install: venv
+	. env/bin/activate; \
+	pip install wheel ; \
+	pip install -e ../_delphi_utils_python ;\
+	pip install -e .
+
+install-ci: venv
+	. env/bin/activate; \
+	pip install wheel ; \
+	pip install ../_delphi_utils_python ;\
+	pip install .
+
+lint:
+	. env/bin/activate; pylint $(dir) --rcfile=../pyproject.toml
+	. env/bin/activate; pydocstyle $(dir)
+
+format:
+	. env/bin/activate; darker $(dir)
+
+test:
+	. env/bin/activate ;\
+	(cd tests && ../env/bin/pytest --cov=$(dir) --cov-report=term-missing)
+
+clean:
+	rm -rf env
+	rm -f params.json
diff --git a/nhsn/delphi_nhsn/__init__.py b/nhsn/delphi_nhsn/__init__.py
new file mode 100644
index 000000000..52a507259
--- /dev/null
+++ b/nhsn/delphi_nhsn/__init__.py
@@ -0,0 +1,13 @@
+# -*- coding: utf-8 -*-
+"""Module to pull and clean indicators from the XXXXX source.
+
+This file defines the functions that are made public by the module. As the
+module is intended to be executed though the main method, these are primarily
+for testing.
+"""
+
+from __future__ import absolute_import
+
+from . import run
+
+__version__ = "0.1.0"
diff --git a/nhsn/delphi_nhsn/__main__.py b/nhsn/delphi_nhsn/__main__.py
new file mode 100644
index 000000000..67d95f968
--- /dev/null
+++ b/nhsn/delphi_nhsn/__main__.py
@@ -0,0 +1,13 @@
+# -*- coding: utf-8 -*-
+"""Call the function run_module when executed.
+
+This file indicates that calling the module (`python -m MODULE_NAME`) will
+call the function `run_module` found within the run.py file. There should be
+no need to change this template.
+"""
+
+from delphi_utils import read_params
+
+from .run import run_module  # pragma: no cover
+
+run_module(read_params())  # pragma: no cover
diff --git a/nhsn/delphi_nhsn/constants.py b/nhsn/delphi_nhsn/constants.py
new file mode 100644
index 000000000..e6e6e4359
--- /dev/null
+++ b/nhsn/delphi_nhsn/constants.py
@@ -0,0 +1,31 @@
+"""Registry for signal names."""
+
+GEOS = ["state", "nation", "hhs"]
+
+# column name from socrata
+TOTAL_ADMISSION_COVID_API = "totalconfc19newadm"
+TOTAL_ADMISSION_FLU_API = "totalconfflunewadm"
+
+SIGNALS_MAP = {
+    "confirmed_admissions_covid_ew": TOTAL_ADMISSION_COVID_API,
+    "confirmed_admissions_flu_ew": TOTAL_ADMISSION_FLU_API,
+}
+
+TYPE_DICT = {
+    "timestamp": "datetime64[ns]",
+    "geo_id": str,
+    "confirmed_admissions_covid_ew": float,
+    "confirmed_admissions_flu_ew": float,
+}
+
+# signal mapping for secondary, preliminary source
+PRELIM_SIGNALS_MAP = {
+    "confirmed_admissions_covid_ew_prelim": TOTAL_ADMISSION_COVID_API,
+    "confirmed_admissions_flu_ew_prelim": TOTAL_ADMISSION_FLU_API,
+}
+PRELIM_TYPE_DICT = {
+    "timestamp": "datetime64[ns]",
+    "geo_id": str,
+    "confirmed_admissions_covid_ew_prelim": float,
+    "confirmed_admissions_flu_ew_prelim": float,
+}
diff --git a/nhsn/delphi_nhsn/pull.py b/nhsn/delphi_nhsn/pull.py
new file mode 100644
index 000000000..7c200bf3a
--- /dev/null
+++ b/nhsn/delphi_nhsn/pull.py
@@ -0,0 +1,123 @@
+# -*- coding: utf-8 -*-
+"""Functions for pulling NSSP ER data."""
+import logging
+from typing import Optional
+
+import pandas as pd
+from delphi_utils import create_backup_csv
+from sodapy import Socrata
+
+from .constants import PRELIM_SIGNALS_MAP, PRELIM_TYPE_DICT, SIGNALS_MAP, TYPE_DICT
+
+
+def pull_data(socrata_token: str, dataset_id: str):
+    """Pull data from Socrata API."""
+    client = Socrata("data.cdc.gov", socrata_token)
+    results = []
+    offset = 0
+    limit = 50000  # maximum limit allowed by SODA 2.0
+    while True:
+        page = client.get(dataset_id, limit=limit, offset=offset)
+        if not page:
+            break  # exit the loop if no more results
+        results.extend(page)
+        offset += limit
+
+    df = pd.DataFrame.from_records(results)
+    return df
+
+
+def pull_nhsn_data(socrata_token: str, backup_dir: str, custom_run: bool, logger: Optional[logging.Logger] = None):
+    """Pull the latest NSSP ER visits data, and conforms it into a dataset.
+
+    The output dataset has:
+
+    - Each row corresponds to a single observation
+    - Each row additionally has columns for the signals in SIGNALS
+
+    Parameters
+    ----------
+    socrata_token: str
+        My App Token for pulling the NHSN data
+    backup_dir: str
+        Directory to which to save raw backup data
+    custom_run: bool
+        Flag indicating if the current run is a patch. If so, don't save any data to disk
+    logger: Optional[logging.Logger]
+        logger object
+
+    Returns
+    -------
+    pd.DataFrame
+        Dataframe as described above.
+    """
+    # Pull data from Socrata API
+    df = pull_data(socrata_token, dataset_id="ua7e-t2fy")
+
+    keep_columns = list(TYPE_DICT.keys())
+
+    if not df.empty:
+        create_backup_csv(df, backup_dir, custom_run, logger=logger)
+
+        df = df.rename(columns={"weekendingdate": "timestamp", "jurisdiction": "geo_id"})
+
+        for signal, col_name in SIGNALS_MAP.items():
+            df[signal] = df[col_name]
+
+        df = df[keep_columns]
+        df["geo_id"] = df["geo_id"].str.lower()
+        df.loc[df["geo_id"] == "usa", "geo_id"] = "us"
+        df = df.astype(TYPE_DICT)
+    else:
+        df = pd.DataFrame(columns=keep_columns)
+
+    return df
+
+
+def pull_preliminary_nhsn_data(
+    socrata_token: str, backup_dir: str, custom_run: bool, logger: Optional[logging.Logger] = None
+):
+    """Pull the latest NSSP ER visits data, and conforms it into a dataset.
+
+    The output dataset has:
+
+    - Each row corresponds to a single observation
+    - Each row additionally has columns for the signals in SIGNALS
+
+    Parameters
+    ----------
+    socrata_token: str
+        My App Token for pulling the NHSN data
+    backup_dir: str
+        Directory to which to save raw backup data
+    custom_run: bool
+        Flag indicating if the current run is a patch. If so, don't save any data to disk
+    logger: Optional[logging.Logger]
+        logger object
+
+    Returns
+    -------
+    pd.DataFrame
+        Dataframe as described above.
+    """
+    # Pull data from Socrata API
+    df = pull_data(socrata_token, dataset_id="mpgq-jmmr")
+
+    keep_columns = list(PRELIM_TYPE_DICT.keys())
+
+    if not df.empty:
+        create_backup_csv(df, backup_dir, custom_run, sensor="prelim", logger=logger)
+
+        df = df.rename(columns={"weekendingdate": "timestamp", "jurisdiction": "geo_id"})
+
+        for signal, col_name in PRELIM_SIGNALS_MAP.items():
+            df[signal] = df[col_name]
+
+        df = df[keep_columns]
+        df = df.astype(PRELIM_TYPE_DICT)
+        df["geo_id"] = df["geo_id"].str.lower()
+        df.loc[df["geo_id"] == "usa", "geo_id"] = "us"
+    else:
+        df = pd.DataFrame(columns=keep_columns)
+
+    return df
diff --git a/nhsn/delphi_nhsn/run.py b/nhsn/delphi_nhsn/run.py
new file mode 100644
index 000000000..80f7cab47
--- /dev/null
+++ b/nhsn/delphi_nhsn/run.py
@@ -0,0 +1,102 @@
+# -*- coding: utf-8 -*-
+"""Functions to call when running the function.
+
+This module should contain a function called `run_module`, that is executed
+when the module is run with `python -m MODULE_NAME`.  `run_module`'s lone argument should be a
+nested dictionary of parameters loaded from the params.json file.  We expect the `params` to have
+the following structure:
+    - "common":
+        - "export_dir": str, directory to which the results are exported
+        - "log_filename": (optional) str, path to log file
+    - "indicator": (optional)
+        - "wip_signal": (optional) Any[str, bool], list of signals that are works in progress, or
+            True if all signals in the registry are works in progress, or False if only
+            unpublished signals are.  See `delphi_utils.add_prefix()`
+        - Any other indicator-specific settings
+"""
+import time
+from datetime import date, datetime, timedelta
+
+import numpy as np
+from delphi_utils import GeoMapper, get_structured_logger
+from delphi_utils.export import create_export_csv
+
+from .constants import GEOS, PRELIM_SIGNALS_MAP, SIGNALS_MAP
+from .pull import pull_nhsn_data, pull_preliminary_nhsn_data
+
+
+def run_module(params):
+    """
+    Run the indicator.
+
+    Arguments
+    --------
+    params:  Dict[str, Any]
+        Nested dictionary of parameters.
+    """
+    start_time = time.time()
+    logger = get_structured_logger(
+        __name__,
+        filename=params["common"].get("log_filename"),
+        log_exceptions=params["common"].get("log_exceptions", True),
+    )
+    export_dir = params["common"]["export_dir"]
+    backup_dir = params["common"]["backup_dir"]
+    custom_run = params["common"].get("custom_run", False)
+    socrata_token = params["indicator"]["socrata_token"]
+    export_start_date = params["indicator"]["export_start_date"]
+    run_stats = []
+
+    if export_start_date == "latest":  # Find the previous Saturday
+        export_start_date = date.today() - timedelta(days=date.today().weekday() + 2)
+        export_start_date = export_start_date.strftime("%Y-%m-%d")
+
+    nhsn_df = pull_nhsn_data(socrata_token, backup_dir, custom_run=custom_run, logger=logger)
+    preliminary_nhsn_df = pull_preliminary_nhsn_data(socrata_token, backup_dir, custom_run=custom_run, logger=logger)
+
+    geo_mapper = GeoMapper()
+    signal_df_dict = {signal: nhsn_df for signal in SIGNALS_MAP}
+    signal_df_dict.update({signal: preliminary_nhsn_df for signal in PRELIM_SIGNALS_MAP})
+
+    for signal, df_pull in signal_df_dict.items():
+        for geo in GEOS:
+            df = df_pull.copy()
+            df = df[["timestamp", "geo_id", signal]]
+            df.rename({signal: "val"}, axis=1, inplace=True)
+            if geo == "nation":
+                df = df[df["geo_id"] == "us"]
+            elif geo == "hhs":
+                df = df[df["geo_id"] != "us"]
+                df.rename(columns={"geo_id": "state_id"}, inplace=True)
+                df = geo_mapper.add_geocode(df, "state_id", "state_code", from_col="state_id")
+                df = geo_mapper.add_geocode(df, "state_code", "hhs", from_col="state_code", new_col="hhs")
+                df = geo_mapper.replace_geocode(
+                    df, from_col="state_code", from_code="state_code", new_col="geo_id", new_code="hhs"
+                )
+            else:
+                df = df[df_pull["geo_id"] != "us"]
+            df["se"] = np.nan
+            df["sample_size"] = np.nan
+            dates = create_export_csv(
+                df,
+                geo_res=geo,
+                export_dir=export_dir,
+                start_date=datetime.strptime(export_start_date, "%Y-%m-%d"),
+                sensor=signal,
+                weekly_dates=True,
+            )
+            if len(dates) > 0:
+                run_stats.append((max(dates), len(dates)))
+
+    elapsed_time_in_seconds = round(time.time() - start_time, 2)
+    min_max_date = run_stats and min(s[0] for s in run_stats)
+    csv_export_count = sum(s[-1] for s in run_stats)
+    max_lag_in_days = min_max_date and (datetime.now() - min_max_date).days
+    formatted_min_max_date = min_max_date and min_max_date.strftime("%Y-%m-%d")
+    logger.info(
+        "Completed indicator run",
+        elapsed_time_in_seconds=elapsed_time_in_seconds,
+        csv_export_count=csv_export_count,
+        max_lag_in_days=max_lag_in_days,
+        oldest_final_export_date=formatted_min_max_date,
+    )
diff --git a/nhsn/notebook/analysis.ipynb b/nhsn/notebook/analysis.ipynb
new file mode 100644
index 000000000..a679e6d78
--- /dev/null
+++ b/nhsn/notebook/analysis.ipynb
@@ -0,0 +1,7931 @@
+{
+ "cells": [
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "# Setup\n",
+    "install plotly\n",
+    "locally run nhsn indicator in order to generate the data\n",
+    "get api key for epidata and fill in the API_KEY \n"
+   ],
+   "id": "ac71b219bacb886e"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T21:05:46.881968Z",
+     "start_time": "2024-12-06T21:05:46.869306Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from pathlib import Path\n",
+    "import pandas as pd\n",
+    "import os\n",
+    "\n",
+    "from delphi_nhsn.constants import SIGNALS_MAP, PRELIM_SIGNALS_MAP\n",
+    "from delphi_epidata import Epidata\n",
+    "from epiweeks import Week\n",
+    "API_KEY = os.environ.get('DELPHI_API_KEY')\n",
+    "\n",
+    "CSV_PATH = Path(os.path.abspath('')).parent.joinpath('receiving')\n",
+    "SIGNALS = list(SIGNALS_MAP.keys()) + list(PRELIM_SIGNALS_MAP.keys())\n",
+    "Epidata.auth = (\"epidata\", API_KEY)\n"
+   ],
+   "id": "initial_id",
+   "outputs": [],
+   "execution_count": 106
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T19:45:52.690687Z",
+     "start_time": "2024-12-06T19:45:52.686556Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "def get_nhsn_df(geo, pathogen, prelim=False):\n",
+    "    lst = []\n",
+    "    geo_filter = f'*{geo}'\n",
+    "    pathogen_filter = f'confirmed_admissions_{pathogen}.csv'\n",
+    "    prelim_filter = f'prelim_' if prelim else \"\"\n",
+    "    filter = f\"{geo_filter}_{prelim_filter}{pathogen_filter}\"\n",
+    "    for files in Path(CSV_PATH).glob(filter):\n",
+    "        filename_parts = files.name.split('_')\n",
+    "        signal = \"_\".join(filename_parts[3:]).replace('.csv', '')\n",
+    "        time_value = filename_parts[1]\n",
+    "        df = pd.read_csv(files)\n",
+    "        df['signal'] = signal\n",
+    "        df['time_value'] = time_value\n",
+    "        df[\"geo_id\"] = df[\"geo_id\"].astype(str)\n",
+    "        if geo == \"nation\":\n",
+    "            df[\"geo_id\"] = \"US\"\n",
+    "        elif geo == \"state\":\n",
+    "            df[\"geo_id\"] = df[\"geo_id\"].str.upper()\n",
+    "        df.time_value = df.time_value.astype(str)\n",
+    "        lst.append(df)\n",
+    "    df = pd.concat(lst)\n",
+    "    df = df.drop(columns=['se','sample_size'], axis=1)\n",
+    "    return df"
+   ],
+   "id": "fd6cc0b834450ccc",
+   "outputs": [],
+   "execution_count": 95
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T19:45:54.311661Z",
+     "start_time": "2024-12-06T19:45:54.307487Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "def get_hhs_df(geo, pathogen):\n",
+    "    response = Epidata.covidcast(\"hhs\", f\"confirmed_admissions_{pathogen}_1d\",\n",
+    "                      geo_type=geo, time_values=Epidata.range(\"20200808\", \"20240426\"),\n",
+    "                              geo_value=\"*\", as_of=None, time_type=\"day\")\n",
+    "    df = pd.DataFrame.from_dict(response[\"epidata\"])\n",
+    "    df.rename(columns={\"geo_value\": \"geo_id\", \"value\": \"val\", \"stderr\": \"se\"}, inplace=True)\n",
+    "    df = df[[\"geo_id\", \"time_value\", \"val\", \"signal\"]]\n",
+    "    df[\"time_value\"] = pd.to_datetime(df[\"time_value\"], format=\"%Y%m%d\")\n",
+    "    # aggregating over 7 days matching epiweek for nhsn\n",
+    "    df[\"week_time\"] = df[\"time_value\"].apply(lambda x: Week.fromdate(x))\n",
+    "    df = df.groupby([\"geo_id\", \"signal\", \"week_time\"]).val.sum().reset_index()\n",
+    "    df[\"geo_id\"] = df[\"geo_id\"].astype(str)\n",
+    "    if geo != \"hhs\":\n",
+    "        df[\"geo_id\"] = df[\"geo_id\"].str.upper()\n",
+    "    df.rename({\"week_time\": \"time_value\"}, axis=1, inplace=True)\n",
+    "    df.time_value = df.time_value.astype(str)\n",
+    "    return df\n"
+   ],
+   "id": "c2b36cc1a6812be3",
+   "outputs": [],
+   "execution_count": 96
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T19:45:55.884628Z",
+     "start_time": "2024-12-06T19:45:55.881237Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "def generate_spearman(nhsn_df, hhs_df, slice_col):\n",
+    "    \n",
+    "    joined = pd.merge(nhsn_df, hhs_df, on=[\"geo_id\", \"time_value\"], how=\"left\", suffixes=[\"_nhsn\", \"_hhs\"])\n",
+    "    \n",
+    "    spearmanr_df = joined.groupby(slice_col)[[\"val_nhsn\", \"val_hhs\"]].corr(\"spearman\").iloc[0::2,-1].reset_index()\n",
+    "    spearmanr_df.rename({\"val_hhs\": \"correlation\"}, axis=1, inplace=True)\n",
+    "    spearmanr_df = spearmanr_df[[slice_col, \"correlation\"]]\n",
+    "    spearmanr_df[slice_col] = spearmanr_df[slice_col].str.upper()\n",
+    "    return spearmanr_df\n",
+    "    "
+   ],
+   "id": "a21bf17412d82522",
+   "outputs": [],
+   "execution_count": 97
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T19:45:57.349603Z",
+     "start_time": "2024-12-06T19:45:57.344672Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from plotly.offline import init_notebook_mode\n",
+    "\n",
+    "init_notebook_mode(connected=True)\n",
+    "\n",
+    "def plot_spearman_choropleth(nhsn_df, hhs_df, pathogen, prelim_flag, geo_val, download=False):\n",
+    "    spearmanr = generate_spearman(nhsn_df, hhs_df, \"geo_id\")\n",
+    "    title = f'Spearman Correlations between {geo_val} HHS {pathogen} admission and NHSN {pathogen} admission'\n",
+    "    filename = f'spearman_choropleth_{pathogen}_{geo_val}'\n",
+    "    \n",
+    "    if prelim_flag:\n",
+    "        title = f\"{title} (prelim data)\"\n",
+    "        filename = f\"{filename}_prelim\"\n",
+    "    \n",
+    "    filename = filename + \".pdf\"\n",
+    "        \n",
+    "    fig = go.Figure(data=go.Choropleth(\n",
+    "        locations=spearmanr['geo_id'], # Spatial coordinates\n",
+    "        z = spearmanr['correlation'].astype(float), # Data to be color-coded\n",
+    "        locationmode = 'USA-states', # set of locations match entries in `locations`\n",
+    "        colorscale = 'Viridis',\n",
+    "        colorbar_title = \"spearman rank\",\n",
+    "    ))\n",
+    "    \n",
+    "    fig.update_layout(\n",
+    "        title_text = title,\n",
+    "        geo_scope='usa', # limite map scope to USA\n",
+    "    )\n",
+    "    \n",
+    "    if download:\n",
+    "        pio.write_image(fig, filename, format='pdf')\n",
+    "    \n",
+    "    else:\n",
+    "        fig.show()\n"
+   ],
+   "id": "e7e54b9bd736a29d",
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "        <script type=\"text/javascript\">\n",
+       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
+       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
+       "        if (typeof require !== 'undefined') {\n",
+       "        require.undef(\"plotly\");\n",
+       "        requirejs.config({\n",
+       "            paths: {\n",
+       "                'plotly': ['https://cdn.plot.ly/plotly-2.35.2.min']\n",
+       "            }\n",
+       "        });\n",
+       "        require(['plotly'], function(Plotly) {\n",
+       "            window._Plotly = Plotly;\n",
+       "        });\n",
+       "        }\n",
+       "        </script>\n",
+       "        "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 98
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T19:45:59.173894Z",
+     "start_time": "2024-12-06T19:45:59.168723Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from plotly.offline import init_notebook_mode\n",
+    "\n",
+    "init_notebook_mode(connected=True)\n",
+    "\n",
+    "def plot_timeplot(df, pathogen, prelim_flag, geo_val, y_col,download=False):\n",
+    "    df.sort_values(\"time_value\", inplace=True)\n",
+    "\n",
+    "    if y_col == \"correlation\":\n",
+    "        title = f'Spearman Correlations between {pathogen} {geo_val} HHS and NHSN over time'\n",
+    "        filename = f'spearman_timeplot_{pathogen}_{geo_val}'\n",
+    "    elif y_col == \"count\":\n",
+    "        title = f'{geo_val} NHSN count over time'\n",
+    "        filename = f'{geo_val}_{pathogen}_nhsn_row_count_timeplot'\n",
+    "    elif y_col == \"diff_percentage\":\n",
+    "        title = f'{geo_val} proportion between nhsn vs hhs ((nhsn-hhs)/hhs)'\n",
+    "        filename = f'{geo_val}_{pathogen}_nhsn_diff_percentage_timeplot'\n",
+    "        df.to_csv(f\"{filename}.csv\", index=False)\n",
+    "    elif y_col == \"val\":\n",
+    "        title = f'{geo_val} NHSN value over time'\n",
+    "        filename = f'{geo_val}_{pathogen}_nhsn_timeplot'\n",
+    "        df.to_csv(f\"{filename}.csv\", index=False)\n",
+    "    elif y_col == \"val_hhs\":\n",
+    "        title = f'{geo_val} HHS value over time'\n",
+    "        filename = f'{geo_val}_{pathogen}_hhs_timeplot'\n",
+    "        y_col = \"val\"\n",
+    "\n",
+    "    \n",
+    "    if prelim_flag:\n",
+    "        filename = f\"{filename}_prelim\"\n",
+    "        title = f\"{title} (prelim data)\"\n",
+    "    \n",
+    "    filename = filename + \".pdf\"\n",
+    "        \n",
+    "    fig = go.Figure()\n",
+    "    fig.add_trace(go.Scatter(x=df['time_value'], y=df[y_col], mode='lines', name='Time Series'))\n",
+    "    fig.update_layout(title=title)\n",
+    "\n",
+    "    if download:\n",
+    "        pio.write_image(fig, filename, format='pdf')\n",
+    "    else:\n",
+    "        fig.show()"
+   ],
+   "id": "7c1338ae44f73d22",
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "        <script type=\"text/javascript\">\n",
+       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
+       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
+       "        if (typeof require !== 'undefined') {\n",
+       "        require.undef(\"plotly\");\n",
+       "        requirejs.config({\n",
+       "            paths: {\n",
+       "                'plotly': ['https://cdn.plot.ly/plotly-2.35.2.min']\n",
+       "            }\n",
+       "        });\n",
+       "        require(['plotly'], function(Plotly) {\n",
+       "            window._Plotly = Plotly;\n",
+       "        });\n",
+       "        }\n",
+       "        </script>\n",
+       "        "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 99
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T19:46:01.622458Z",
+     "start_time": "2024-12-06T19:46:01.397580Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "import pandas as pd\n",
+    "from plotly.offline import init_notebook_mode\n",
+    "\n",
+    "init_notebook_mode(connected=True)\n",
+    "\n",
+    "geo_type = \"state\"\n",
+    "pathogen = \"covid\"\n",
+    "nhsn_df = get_nhsn_df(geo_type, pathogen)\n",
+    "\n",
+    "def plot_choropleth_overtime(df, pathogen, prelim_flag, geo_val, z_col):\n",
+    "    color_bar_title = \"\"\n",
+    "    layout_title = \"\" \n",
+    "    if z_col == \"val\" :\n",
+    "        color_bar_title = f'{geo_val} Total Confirmed {pathogen} Cases'\n",
+    "        layout_title = f'{geo_val} NHSN total confirmed {pathogen} cases' \n",
+    "\n",
+    "    elif z_col == \"diff_percentage\":\n",
+    "        color_bar_title = f\"{geo_val} difference in percentage ((nhsn-hhs)/hhs)\"\n",
+    "        layout_title = f'Proportion between NHSN and HHS for {geo_val} confirmed {pathogen} over time'\n",
+    "    \n",
+    "    if prelim_flag:\n",
+    "        layout_title = f'{layout_title} (prelim data)'\n",
+    "        \n",
+    "    df[\"time_value\"] = pd.to_datetime(df.time_value.map(lambda x: str(x)+'-0'), format=\"%Y%W-%w\")\n",
+    "    \n",
+    "    data_slider = []\n",
+    "    \n",
+    "    for time_value in df['time_value'].unique():\n",
+    "        df_segmented =  df[(df['time_value']== time_value)]\n",
+    "    \n",
+    "        data_each_yr = dict(\n",
+    "                            type='choropleth',\n",
+    "                            locations = df_segmented['geo_id'],\n",
+    "                            z=df_segmented[z_col].astype(float),\n",
+    "                            locationmode='USA-states',\n",
+    "                            colorscale = 'Viridis',\n",
+    "                            colorbar= {'title': color_bar_title},)\n",
+    "    \n",
+    "        data_slider.append(data_each_yr)\n",
+    "    \n",
+    "    steps = []\n",
+    "    for idx, time_value in enumerate(sorted(df['time_value'].unique())):\n",
+    "        step = {\n",
+    "                    \"method\":'restyle',\n",
+    "                    \"args\":[\n",
+    "                        {'visible': [False] * len(data_slider)}\n",
+    "                    ],\n",
+    "                    \"label\": f\"Epiweek {Week.fromdate(pd.to_datetime(time_value))}\"\n",
+    "                }\n",
+    "        step['args'][0][\"visible\"][idx] = True\n",
+    "        steps.append(step)\n",
+    "    \n",
+    "    sliders = [dict(active=0, pad={\"t\": 1}, steps=steps)]\n",
+    "    \n",
+    "    layout = dict(title =layout_title, geo=dict(scope='usa',\n",
+    "                           projection={'type': 'albers usa'}),\n",
+    "                  sliders=sliders)\n",
+    "    \n",
+    "    fig = go.Figure(data=data_slider, layout=layout)\n",
+    "    \n",
+    "    fig.show()\n"
+   ],
+   "id": "7a077af8d4d1caed",
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "        <script type=\"text/javascript\">\n",
+       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
+       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
+       "        if (typeof require !== 'undefined') {\n",
+       "        require.undef(\"plotly\");\n",
+       "        requirejs.config({\n",
+       "            paths: {\n",
+       "                'plotly': ['https://cdn.plot.ly/plotly-2.35.2.min']\n",
+       "            }\n",
+       "        });\n",
+       "        require(['plotly'], function(Plotly) {\n",
+       "            window._Plotly = Plotly;\n",
+       "        });\n",
+       "        }\n",
+       "        </script>\n",
+       "        "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 100
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T19:46:03.864513Z",
+     "start_time": "2024-12-06T19:46:03.857987Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from plotly.offline import init_notebook_mode\n",
+    "\n",
+    "init_notebook_mode(connected=True)\n",
+    "\n",
+    "def plot_compare_timeplot(nhsn_df, hhs_df, pathogen, prelim_flag=\"False\", geo_val=\"\", download=False, val_cutoff=100, percent_cutoff=20):\n",
+    "    \"\"\"\n",
+    "    \n",
+    "    Parameters\n",
+    "    ----------\n",
+    "    nhsn_df\n",
+    "    hhs_df\n",
+    "    pathogen\n",
+    "    geo_val\n",
+    "    download\n",
+    "    val_cutoff: min value to consider for suspicous\n",
+    "    percent_cutoff: min percentage of difference between NHSN and HHS to consider for suspicous\n",
+    "\n",
+    "    Returns\n",
+    "    -------\n",
+    "\n",
+    "    \"\"\"\n",
+    "    title = f'{geo_val} NHSN vs HHS value over time with (diff > {percent_cutoff}% and val > {val_cutoff}) markers'\n",
+    "    filename = f'nhsn_vs_hhs_timeplot_{geo_val}_{pathogen}'\n",
+    "    \n",
+    "    if prelim_flag:\n",
+    "        title = f\"{title} (prelim data)\"\n",
+    "        filename = f\"{filename}_prelim\"\n",
+    "\n",
+    "    fig = go.Figure()\n",
+    "    fig.add_trace(go.Scatter(x=nhsn_df['time_value'], y=nhsn_df[\"val\"], mode='lines', name='NHSN Time Series'))\n",
+    "    fig.add_trace(go.Scatter(x=hhs_df['time_value'], y=hhs_df[\"val\"], mode='lines', name='HHS Time Series'))\n",
+    "    \n",
+    "    joined = pd.merge(nhsn_df, hhs_df, on=[\"geo_id\", \"time_value\"], how=\"left\", suffixes=[\"_nhsn\", \"_hhs\"])\n",
+    "    joined = joined[[\"geo_id\", \"time_value\", \"val_nhsn\", \"val_hhs\"]]\n",
+    "    joined[\"diff_percentage\"] = ((joined[\"val_nhsn\"] - joined[\"val_hhs\"]) / joined[\"val_hhs\"]) * 100\n",
+    "    joined.sort_values(by=\"time_value\", inplace=True)\n",
+    "    percent_filter = (abs(joined[\"diff_percentage\"]) > percent_cutoff)\n",
+    "    num_filter = (joined['val_nhsn'] > val_cutoff)\n",
+    "    sus_data = joined[(percent_filter & num_filter)]\n",
+    "    sus_data.sort_values(by=\"time_value\", inplace=True)\n",
+    "    if len(sus_data) > 0:\n",
+    "        sus_data.to_csv(f\"{filename}.csv\", index=False)\n",
+    "    \n",
+    "    fig.add_trace(go.Scatter(x=sus_data['time_value'], y=sus_data[\"val_nhsn\"] , mode='markers', name=f'NHSN points', marker={\"color\":\"green\"}))\n",
+    "    fig.add_trace(go.Scatter(x=sus_data['time_value'], y=sus_data[\"val_hhs\"] , mode='markers', name=f'HHS points', marker={\"color\":\"green\"}))\n",
+    "\n",
+    "    fig.update_layout(title=title)\n",
+    "    \n",
+    "    if download:\n",
+    "        pio.write_image(fig, f\"{filename}.pdf\", format='pdf')\n",
+    "    else:\n",
+    "        fig.show()\n"
+   ],
+   "id": "3bf257e9913f5742",
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "        <script type=\"text/javascript\">\n",
+       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
+       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
+       "        if (typeof require !== 'undefined') {\n",
+       "        require.undef(\"plotly\");\n",
+       "        requirejs.config({\n",
+       "            paths: {\n",
+       "                'plotly': ['https://cdn.plot.ly/plotly-2.35.2.min']\n",
+       "            }\n",
+       "        });\n",
+       "        require(['plotly'], function(Plotly) {\n",
+       "            window._Plotly = Plotly;\n",
+       "        });\n",
+       "        }\n",
+       "        </script>\n",
+       "        "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 101
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T19:46:15.969120Z",
+     "start_time": "2024-12-06T19:46:15.964371Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "import plotly.graph_objects as go\n",
+    "from plotly.offline import init_notebook_mode\n",
+    "import plotly.io as pio\n",
+    "\n",
+    "init_notebook_mode(connected=True)\n",
+    "\n",
+    "def plot_count_overtime(df, pathogen, prelim_flag, geo_val, y_col, download=False):\n",
+    "\n",
+    "    title = f'{geo_val} NHSN row count over time'\n",
+    "    filename = f'{geo_val}_{pathogen}_nhsn_rowcount_overtime'\n",
+    "\n",
+    "    if prelim_flag:\n",
+    "        filename = f\"{filename}_prelim\"\n",
+    "        title = f\"{title} (prelim data)\"\n",
+    "    \n",
+    "    \n",
+    "    df.sort_values(\"time_value\", inplace=True)\n",
+    "    fig = go.Figure()\n",
+    "    for geo_id in df[\"geo_id\"].unique():\n",
+    "        partial_df = df[df[\"geo_id\"] == geo_id]\n",
+    "        partial_df.sort_values(\"time_value\", inplace=True)\n",
+    "        if any(partial_df[\"count\"] == 0):\n",
+    "            partial_df.to_csv(f\"{geo_id}_{filename}_missing.csv\", index=False)\n",
+    "        fig.add_trace(go.Histogram(x=partial_df['time_value'], y=partial_df[y_col], name=geo_id))\n",
+    "    fig.update_layout(title=title, barmode='stack')\n",
+    "\n",
+    "    \n",
+    "    if download:\n",
+    "        pio.write_image(fig, f\"{filename}.pdf\", format='pdf')\n",
+    "    else:\n",
+    "        fig.show()\n",
+    "    "
+   ],
+   "id": "d3b6e9396c9b1723",
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "        <script type=\"text/javascript\">\n",
+       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
+       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
+       "        if (typeof require !== 'undefined') {\n",
+       "        require.undef(\"plotly\");\n",
+       "        requirejs.config({\n",
+       "            paths: {\n",
+       "                'plotly': ['https://cdn.plot.ly/plotly-2.35.2.min']\n",
+       "            }\n",
+       "        });\n",
+       "        require(['plotly'], function(Plotly) {\n",
+       "            window._Plotly = Plotly;\n",
+       "        });\n",
+       "        }\n",
+       "        </script>\n",
+       "        "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 102
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "# all analysis download",
+   "id": "2e81b397bdd67170"
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "",
+   "id": "1b935bb75e8e37cf"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T19:53:47.785286Z",
+     "start_time": "2024-12-06T19:53:19.199988Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "from itertools import product\n",
+    "geos = [\"nation\", \"state\", \"hhs\"]\n",
+    "hhs_pathogen_mapping = {\"flu\": \"influenza\", \"covid\": \"covid\"}\n",
+    "geo_pathogen_flag_combo = list(product(geos, hhs_pathogen_mapping.keys(), [True, False]))\n",
+    "percent_cutoff = 30\n",
+    "val_cutoff = 100\n",
+    "\n",
+    "for geo, pathogen, prelim_flag in geo_pathogen_flag_combo:\n",
+    "    nhsn_df = get_nhsn_df(geo, pathogen, prelim_flag)\n",
+    "    hhs_df = get_hhs_df(geo, hhs_pathogen_mapping[pathogen])\n",
+    "    spearmanr = generate_spearman(nhsn_df, hhs_df, \"time_value\")\n",
+    "    joined = pd.merge(nhsn_df, hhs_df, on=[\"geo_id\", \"time_value\"], how=\"left\", suffixes=[\"_nhsn\", \"_hhs\"])\n",
+    "    joined = joined[[\"geo_id\", \"time_value\", \"val_nhsn\", \"val_hhs\"]]\n",
+    "    joined[\"diff_percentage\"] = ((joined[\"val_nhsn\"] - joined[\"val_hhs\"]) / joined[\"val_hhs\"]) * 100\n",
+    "    row_count_df = nhsn_df[[\"geo_id\",\"time_value\"]].value_counts().reset_index(name=\"count\")\n",
+    "    if geo == \"state\":\n",
+    "        # plot_timeplot(spearmanr, pathogen, prelim_flag, geo, y_col=\"correlation\", download=True)\n",
+    "        pass\n",
+    "    else:\n",
+    "        plot_timeplot(joined, pathogen, prelim_flag, geo, y_col=\"diff_percentage\", download=True)\n",
+    "\n",
+    "    if geo != \"state\":\n",
+    "        plot_timeplot(nhsn_df, pathogen, prelim_flag, geo, y_col=\"val\", download=True)\n",
+    "        plot_timeplot(hhs_df, pathogen, prelim_flag, geo, y_col=\"val_hhs\", download=True)\n",
+    "\n",
+    "    plot_count_overtime(row_count_df, pathogen, prelim_flag, geo, y_col=\"count\", download=True)\n",
+    "    # \n",
+    "    # if geo == \"state\":\n",
+    "    #     plot_spearman_choropleth(nhsn_df, hhs_df, pathogen, prelim_flag, geo, download=True)\n",
+    "    # \n",
+    "    if geo == \"hhs\":\n",
+    "        geos = list(nhsn_df.geo_id.unique())\n",
+    "        for geo_val in geos:\n",
+    "            part_nhsn_df = nhsn_df[nhsn_df[\"geo_id\"] == geo_val].sort_values(by=\"time_value\")\n",
+    "            part_hhs_df = hhs_df[hhs_df[\"geo_id\"] == geo_val].sort_values(by=\"time_value\")\n",
+    "\n",
+    "            plot_compare_timeplot(part_nhsn_df, part_hhs_df, pathogen, prelim_flag, geo_val=geo_val, val_cutoff=val_cutoff, percent_cutoff=percent_cutoff, download=True)\n",
+    "    elif geo == \"nation\":\n",
+    "        plot_compare_timeplot(nhsn_df, hhs_df, pathogen, prelim_flag, geo_val=\"us\", val_cutoff=val_cutoff, percent_cutoff=percent_cutoff, download=True)"
+   ],
+   "id": "2efa75ca5d6496c5",
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/3735297055.py:21: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/3735297055.py:21: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/3735297055.py:21: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/3735297055.py:21: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/3735297055.py:21: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/3735297055.py:21: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/3735297055.py:21: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/3735297055.py:21: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n",
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/832067892.py:42: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 105
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "# Spearman over time example",
+   "id": "f9979b019260fb75"
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "pathogen_mapping = {\"flu\": \"influenza\", \"covid\": \"covid\"}\n",
+    "pathogen = \"covid\"\n",
+    "prelim_flag = False\n",
+    "geo = \"state\"\n",
+    "\n",
+    "nhsn_df = get_nhsn_df(geo, pathogen, prelim_flag)\n",
+    "hhs_df = get_hhs_df(geo, pathogen_mapping[pathogen])\n",
+    "spearmanr = generate_spearman(nhsn_df, hhs_df, \"time_value\")\n",
+    "plot_timeplot(spearmanr, pathogen, prelim_flag, geo, y_col=\"correlation\", download=True)\n"
+   ],
+   "id": "3c13ddde889337dd",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "# Spearman over geo",
+   "id": "389ff20f354256f0"
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "pathogen_mapping = {\"flu\": \"influenza\", \"covid\": \"covid\"}\n",
+    "pathogen = \"covid\"\n",
+    "prelim_flag = False\n",
+    "geo = \"state\"\n",
+    "\n",
+    "nhsn_df = get_nhsn_df(geo, pathogen, prelim_flag)\n",
+    "hhs_df = get_hhs_df(geo, pathogen_mapping[pathogen])\n",
+    "plot_spearman_choropleth(nhsn_df, hhs_df, pathogen, prelim_flag, geo, download=True)\n"
+   ],
+   "id": "e134e9da693e3be1",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "# comparison over time across geo",
+   "id": "a5c34a5e6c662b36"
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "pathogen_mapping = {\"flu\": \"influenza\", \"covid\": \"covid\"}\n",
+    "pathogen = \"covid\"\n",
+    "prelim_flag = False\n",
+    "geo = \"state\"\n",
+    "\n",
+    "nhsn_df = get_nhsn_df(geo, pathogen, prelim_flag)\n",
+    "hhs_df = get_hhs_df(geo, pathogen_mapping[pathogen])\n",
+    "joined = pd.merge(nhsn_df, hhs_df, on=[\"geo_id\", \"time_value\"], how=\"left\", suffixes=[\"_nhsn\", \"_hhs\"])\n",
+    "joined = joined[[\"geo_id\", \"time_value\", \"val_nhsn\", \"val_hhs\"]]\n",
+    "joined[\"diff_percentage\"] = ((joined[\"val_nhsn\"] - joined[\"val_hhs\"]) / joined[\"val_hhs\"]) * 100\n",
+    "plot_choropleth_overtime(joined, pathogen, prelim_flag, geo, z_col=\"diff_percentage\")"
+   ],
+   "id": "aa8d00e6d6c8e888",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "# compare count over time",
+   "id": "291a7b1da3535a4c"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T17:28:43.754542Z",
+     "start_time": "2024-12-06T17:28:42.709301Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "pathogen_mapping = {\"flu\": \"influenza\", \"covid\": \"covid\"}\n",
+    "pathogen = \"covid\"\n",
+    "prelim_flag = False\n",
+    "geo = \"hhs\"\n",
+    "val_cutoff = 100\n",
+    "percent_cutoff = 30\n",
+    "\n",
+    "\n",
+    "nhsn_df = get_nhsn_df(geo, pathogen).sort_values(by=\"time_value\")\n",
+    "hhs_df = get_hhs_df(geo, pathogen_mapping[pathogen]).sort_values(by=\"time_value\")\n",
+    "\n",
+    "row_count_df = nhsn_df[[\"geo_id\",\"time_value\"]].value_counts().reset_index(name=\"count\")\n",
+    "plot_count_overtime(row_count_df, pathogen, prelim_flag, geo, y_col=\"count\", download=False)\n"
+   ],
+   "id": "d6a49cb0a01eeb93",
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/s6/ytv8f9z11q32lhh5ksxrp_tm0000gn/T/ipykernel_91259/3450248032.py:22: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "data": [
+        {
+         "name": "1",
+         "x": [
+          "202032",
+          "202033",
+          "202034",
+          "202035",
+          "202036",
+          "202037",
+          "202038",
+          "202039",
+          "202040",
+          "202041",
+          "202042",
+          "202043",
+          "202044",
+          "202045",
+          "202046",
+          "202047",
+          "202048",
+          "202049",
+          "202050",
+          "202051",
+          "202052",
+          "202053",
+          "202101",
+          "202102",
+          "202103",
+          "202104",
+          "202105",
+          "202106",
+          "202107",
+          "202108",
+          "202109",
+          "202110",
+          "202111",
+          "202112",
+          "202113",
+          "202114",
+          "202115",
+          "202116",
+          "202117",
+          "202118",
+          "202119",
+          "202120",
+          "202121",
+          "202122",
+          "202123",
+          "202124",
+          "202125",
+          "202126",
+          "202127",
+          "202128",
+          "202129",
+          "202130",
+          "202131",
+          "202132",
+          "202133",
+          "202134",
+          "202135",
+          "202136",
+          "202137",
+          "202138",
+          "202139",
+          "202140",
+          "202141",
+          "202142",
+          "202143",
+          "202144",
+          "202145",
+          "202146",
+          "202147",
+          "202148",
+          "202149",
+          "202150",
+          "202151",
+          "202152",
+          "202201",
+          "202202",
+          "202203",
+          "202204",
+          "202205",
+          "202206",
+          "202207",
+          "202208",
+          "202209",
+          "202210",
+          "202211",
+          "202212",
+          "202213",
+          "202214",
+          "202215",
+          "202216",
+          "202217",
+          "202218",
+          "202219",
+          "202220",
+          "202221",
+          "202222",
+          "202223",
+          "202224",
+          "202225",
+          "202226",
+          "202227",
+          "202228",
+          "202229",
+          "202230",
+          "202231",
+          "202232",
+          "202233",
+          "202234",
+          "202235",
+          "202236",
+          "202237",
+          "202238",
+          "202239",
+          "202240",
+          "202241",
+          "202242",
+          "202243",
+          "202244",
+          "202245",
+          "202246",
+          "202247",
+          "202248",
+          "202249",
+          "202250",
+          "202251",
+          "202252",
+          "202301",
+          "202302",
+          "202303",
+          "202304",
+          "202305",
+          "202306",
+          "202307",
+          "202308",
+          "202309",
+          "202310",
+          "202311",
+          "202312",
+          "202313",
+          "202314",
+          "202315",
+          "202316",
+          "202317",
+          "202318",
+          "202319",
+          "202320",
+          "202321",
+          "202322",
+          "202323",
+          "202324",
+          "202325",
+          "202326",
+          "202327",
+          "202328",
+          "202329",
+          "202330",
+          "202331",
+          "202332",
+          "202333",
+          "202334",
+          "202335",
+          "202336",
+          "202337",
+          "202338",
+          "202339",
+          "202340",
+          "202341",
+          "202342",
+          "202343",
+          "202344",
+          "202345",
+          "202346",
+          "202347",
+          "202348",
+          "202349",
+          "202350",
+          "202351",
+          "202352",
+          "202401",
+          "202402",
+          "202403",
+          "202404",
+          "202405",
+          "202406",
+          "202407",
+          "202408",
+          "202409",
+          "202410",
+          "202411",
+          "202412",
+          "202413",
+          "202414",
+          "202415",
+          "202416",
+          "202417",
+          "202418",
+          "202419",
+          "202420",
+          "202421",
+          "202422",
+          "202423",
+          "202424",
+          "202425",
+          "202426",
+          "202427",
+          "202428",
+          "202429",
+          "202430",
+          "202431",
+          "202432",
+          "202433",
+          "202434",
+          "202435",
+          "202436",
+          "202437",
+          "202438",
+          "202439",
+          "202440",
+          "202441",
+          "202442",
+          "202443",
+          "202444",
+          "202445",
+          "202446",
+          "202447"
+         ],
+         "y": [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+         ],
+         "type": "histogram"
+        },
+        {
+         "name": "6",
+         "x": [
+          "202032",
+          "202033",
+          "202034",
+          "202035",
+          "202036",
+          "202037",
+          "202038",
+          "202039",
+          "202040",
+          "202041",
+          "202042",
+          "202043",
+          "202044",
+          "202045",
+          "202046",
+          "202047",
+          "202048",
+          "202049",
+          "202050",
+          "202051",
+          "202052",
+          "202053",
+          "202101",
+          "202102",
+          "202103",
+          "202104",
+          "202105",
+          "202106",
+          "202107",
+          "202108",
+          "202109",
+          "202110",
+          "202111",
+          "202112",
+          "202113",
+          "202114",
+          "202115",
+          "202116",
+          "202117",
+          "202118",
+          "202119",
+          "202120",
+          "202121",
+          "202122",
+          "202123",
+          "202124",
+          "202125",
+          "202126",
+          "202127",
+          "202128",
+          "202129",
+          "202130",
+          "202131",
+          "202132",
+          "202133",
+          "202134",
+          "202135",
+          "202136",
+          "202137",
+          "202138",
+          "202139",
+          "202140",
+          "202141",
+          "202142",
+          "202143",
+          "202144",
+          "202145",
+          "202146",
+          "202147",
+          "202148",
+          "202149",
+          "202150",
+          "202151",
+          "202152",
+          "202201",
+          "202202",
+          "202203",
+          "202204",
+          "202205",
+          "202206",
+          "202207",
+          "202208",
+          "202209",
+          "202210",
+          "202211",
+          "202212",
+          "202213",
+          "202214",
+          "202215",
+          "202216",
+          "202217",
+          "202218",
+          "202219",
+          "202220",
+          "202221",
+          "202222",
+          "202223",
+          "202224",
+          "202225",
+          "202226",
+          "202227",
+          "202228",
+          "202229",
+          "202230",
+          "202231",
+          "202232",
+          "202233",
+          "202234",
+          "202235",
+          "202236",
+          "202237",
+          "202238",
+          "202239",
+          "202240",
+          "202241",
+          "202242",
+          "202243",
+          "202244",
+          "202245",
+          "202246",
+          "202247",
+          "202248",
+          "202249",
+          "202250",
+          "202251",
+          "202252",
+          "202301",
+          "202302",
+          "202303",
+          "202304",
+          "202305",
+          "202306",
+          "202307",
+          "202308",
+          "202309",
+          "202310",
+          "202311",
+          "202312",
+          "202313",
+          "202314",
+          "202315",
+          "202316",
+          "202317",
+          "202318",
+          "202319",
+          "202320",
+          "202321",
+          "202322",
+          "202323",
+          "202324",
+          "202325",
+          "202326",
+          "202327",
+          "202328",
+          "202329",
+          "202330",
+          "202331",
+          "202332",
+          "202333",
+          "202334",
+          "202335",
+          "202336",
+          "202337",
+          "202338",
+          "202339",
+          "202340",
+          "202341",
+          "202342",
+          "202343",
+          "202344",
+          "202345",
+          "202346",
+          "202347",
+          "202348",
+          "202349",
+          "202350",
+          "202351",
+          "202352",
+          "202401",
+          "202402",
+          "202403",
+          "202404",
+          "202405",
+          "202406",
+          "202407",
+          "202408",
+          "202409",
+          "202410",
+          "202411",
+          "202412",
+          "202413",
+          "202414",
+          "202415",
+          "202416",
+          "202417",
+          "202418",
+          "202419",
+          "202420",
+          "202421",
+          "202422",
+          "202423",
+          "202424",
+          "202425",
+          "202426",
+          "202427",
+          "202428",
+          "202429",
+          "202430",
+          "202431",
+          "202432",
+          "202433",
+          "202434",
+          "202435",
+          "202436",
+          "202437",
+          "202438",
+          "202439",
+          "202440",
+          "202441",
+          "202442",
+          "202443",
+          "202444",
+          "202445",
+          "202446",
+          "202447"
+         ],
+         "y": [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+         ],
+         "type": "histogram"
+        },
+        {
+         "name": "9",
+         "x": [
+          "202032",
+          "202033",
+          "202034",
+          "202035",
+          "202036",
+          "202037",
+          "202038",
+          "202039",
+          "202040",
+          "202041",
+          "202042",
+          "202043",
+          "202044",
+          "202045",
+          "202046",
+          "202047",
+          "202048",
+          "202049",
+          "202050",
+          "202051",
+          "202052",
+          "202053",
+          "202101",
+          "202102",
+          "202103",
+          "202104",
+          "202105",
+          "202106",
+          "202107",
+          "202108",
+          "202109",
+          "202110",
+          "202111",
+          "202112",
+          "202113",
+          "202114",
+          "202115",
+          "202116",
+          "202117",
+          "202118",
+          "202119",
+          "202120",
+          "202121",
+          "202122",
+          "202123",
+          "202124",
+          "202125",
+          "202126",
+          "202127",
+          "202128",
+          "202129",
+          "202130",
+          "202131",
+          "202132",
+          "202133",
+          "202134",
+          "202135",
+          "202136",
+          "202137",
+          "202138",
+          "202139",
+          "202140",
+          "202141",
+          "202142",
+          "202143",
+          "202144",
+          "202145",
+          "202146",
+          "202147",
+          "202148",
+          "202149",
+          "202150",
+          "202151",
+          "202152",
+          "202201",
+          "202202",
+          "202203",
+          "202204",
+          "202205",
+          "202206",
+          "202207",
+          "202208",
+          "202209",
+          "202210",
+          "202211",
+          "202212",
+          "202213",
+          "202214",
+          "202215",
+          "202216",
+          "202217",
+          "202218",
+          "202219",
+          "202220",
+          "202221",
+          "202222",
+          "202223",
+          "202224",
+          "202225",
+          "202226",
+          "202227",
+          "202228",
+          "202229",
+          "202230",
+          "202231",
+          "202232",
+          "202233",
+          "202234",
+          "202235",
+          "202236",
+          "202237",
+          "202238",
+          "202239",
+          "202240",
+          "202241",
+          "202242",
+          "202243",
+          "202244",
+          "202245",
+          "202246",
+          "202247",
+          "202248",
+          "202249",
+          "202250",
+          "202251",
+          "202252",
+          "202301",
+          "202302",
+          "202303",
+          "202304",
+          "202305",
+          "202306",
+          "202307",
+          "202308",
+          "202309",
+          "202310",
+          "202311",
+          "202312",
+          "202313",
+          "202314",
+          "202315",
+          "202316",
+          "202317",
+          "202318",
+          "202319",
+          "202320",
+          "202321",
+          "202322",
+          "202323",
+          "202324",
+          "202325",
+          "202326",
+          "202327",
+          "202328",
+          "202329",
+          "202330",
+          "202331",
+          "202332",
+          "202333",
+          "202334",
+          "202335",
+          "202336",
+          "202337",
+          "202338",
+          "202339",
+          "202340",
+          "202341",
+          "202342",
+          "202343",
+          "202344",
+          "202345",
+          "202346",
+          "202347",
+          "202348",
+          "202349",
+          "202350",
+          "202351",
+          "202352",
+          "202401",
+          "202402",
+          "202403",
+          "202404",
+          "202405",
+          "202406",
+          "202407",
+          "202408",
+          "202409",
+          "202410",
+          "202411",
+          "202412",
+          "202413",
+          "202414",
+          "202415",
+          "202416",
+          "202417",
+          "202418",
+          "202419",
+          "202420",
+          "202421",
+          "202422",
+          "202423",
+          "202424",
+          "202425",
+          "202426",
+          "202427",
+          "202428",
+          "202429",
+          "202430",
+          "202431",
+          "202432",
+          "202433",
+          "202434",
+          "202435",
+          "202436",
+          "202437",
+          "202438",
+          "202439",
+          "202440",
+          "202441",
+          "202442",
+          "202443",
+          "202444",
+          "202445",
+          "202446",
+          "202447"
+         ],
+         "y": [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+         ],
+         "type": "histogram"
+        },
+        {
+         "name": "8",
+         "x": [
+          "202032",
+          "202033",
+          "202034",
+          "202035",
+          "202036",
+          "202037",
+          "202038",
+          "202039",
+          "202040",
+          "202041",
+          "202042",
+          "202043",
+          "202044",
+          "202045",
+          "202046",
+          "202047",
+          "202048",
+          "202049",
+          "202050",
+          "202051",
+          "202052",
+          "202053",
+          "202101",
+          "202102",
+          "202103",
+          "202104",
+          "202105",
+          "202106",
+          "202107",
+          "202108",
+          "202109",
+          "202110",
+          "202111",
+          "202112",
+          "202113",
+          "202114",
+          "202115",
+          "202116",
+          "202117",
+          "202118",
+          "202119",
+          "202120",
+          "202121",
+          "202122",
+          "202123",
+          "202124",
+          "202125",
+          "202126",
+          "202127",
+          "202128",
+          "202129",
+          "202130",
+          "202131",
+          "202132",
+          "202133",
+          "202134",
+          "202135",
+          "202136",
+          "202137",
+          "202138",
+          "202139",
+          "202140",
+          "202141",
+          "202142",
+          "202143",
+          "202144",
+          "202145",
+          "202146",
+          "202147",
+          "202148",
+          "202149",
+          "202150",
+          "202151",
+          "202152",
+          "202201",
+          "202202",
+          "202203",
+          "202204",
+          "202205",
+          "202206",
+          "202207",
+          "202208",
+          "202209",
+          "202210",
+          "202211",
+          "202212",
+          "202213",
+          "202214",
+          "202215",
+          "202216",
+          "202217",
+          "202218",
+          "202219",
+          "202220",
+          "202221",
+          "202222",
+          "202223",
+          "202224",
+          "202225",
+          "202226",
+          "202227",
+          "202228",
+          "202229",
+          "202230",
+          "202231",
+          "202232",
+          "202233",
+          "202234",
+          "202235",
+          "202236",
+          "202237",
+          "202238",
+          "202239",
+          "202240",
+          "202241",
+          "202242",
+          "202243",
+          "202244",
+          "202245",
+          "202246",
+          "202247",
+          "202248",
+          "202249",
+          "202250",
+          "202251",
+          "202252",
+          "202301",
+          "202302",
+          "202303",
+          "202304",
+          "202305",
+          "202306",
+          "202307",
+          "202308",
+          "202309",
+          "202310",
+          "202311",
+          "202312",
+          "202313",
+          "202314",
+          "202315",
+          "202316",
+          "202317",
+          "202318",
+          "202319",
+          "202320",
+          "202321",
+          "202322",
+          "202323",
+          "202324",
+          "202325",
+          "202326",
+          "202327",
+          "202328",
+          "202329",
+          "202330",
+          "202331",
+          "202332",
+          "202333",
+          "202334",
+          "202335",
+          "202336",
+          "202337",
+          "202338",
+          "202339",
+          "202340",
+          "202341",
+          "202342",
+          "202343",
+          "202344",
+          "202345",
+          "202346",
+          "202347",
+          "202348",
+          "202349",
+          "202350",
+          "202351",
+          "202352",
+          "202401",
+          "202402",
+          "202403",
+          "202404",
+          "202405",
+          "202406",
+          "202407",
+          "202408",
+          "202409",
+          "202410",
+          "202411",
+          "202412",
+          "202413",
+          "202414",
+          "202415",
+          "202416",
+          "202417",
+          "202418",
+          "202419",
+          "202420",
+          "202421",
+          "202422",
+          "202423",
+          "202424",
+          "202425",
+          "202426",
+          "202427",
+          "202428",
+          "202429",
+          "202430",
+          "202431",
+          "202432",
+          "202433",
+          "202434",
+          "202435",
+          "202436",
+          "202437",
+          "202438",
+          "202439",
+          "202440",
+          "202441",
+          "202442",
+          "202443",
+          "202444",
+          "202445",
+          "202446",
+          "202447"
+         ],
+         "y": [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+         ],
+         "type": "histogram"
+        },
+        {
+         "name": "2",
+         "x": [
+          "202032",
+          "202033",
+          "202034",
+          "202035",
+          "202036",
+          "202037",
+          "202038",
+          "202039",
+          "202040",
+          "202041",
+          "202042",
+          "202043",
+          "202044",
+          "202045",
+          "202046",
+          "202047",
+          "202048",
+          "202049",
+          "202050",
+          "202051",
+          "202052",
+          "202053",
+          "202101",
+          "202102",
+          "202103",
+          "202104",
+          "202105",
+          "202106",
+          "202107",
+          "202108",
+          "202109",
+          "202110",
+          "202111",
+          "202112",
+          "202113",
+          "202114",
+          "202115",
+          "202116",
+          "202117",
+          "202118",
+          "202119",
+          "202120",
+          "202121",
+          "202122",
+          "202123",
+          "202124",
+          "202125",
+          "202126",
+          "202127",
+          "202128",
+          "202129",
+          "202130",
+          "202131",
+          "202132",
+          "202133",
+          "202134",
+          "202135",
+          "202136",
+          "202137",
+          "202138",
+          "202139",
+          "202140",
+          "202141",
+          "202142",
+          "202143",
+          "202144",
+          "202145",
+          "202146",
+          "202147",
+          "202148",
+          "202149",
+          "202150",
+          "202151",
+          "202152",
+          "202201",
+          "202202",
+          "202203",
+          "202204",
+          "202205",
+          "202206",
+          "202207",
+          "202208",
+          "202209",
+          "202210",
+          "202211",
+          "202212",
+          "202213",
+          "202214",
+          "202215",
+          "202216",
+          "202217",
+          "202218",
+          "202219",
+          "202220",
+          "202221",
+          "202222",
+          "202223",
+          "202224",
+          "202225",
+          "202226",
+          "202227",
+          "202228",
+          "202229",
+          "202230",
+          "202231",
+          "202232",
+          "202233",
+          "202234",
+          "202235",
+          "202236",
+          "202237",
+          "202238",
+          "202239",
+          "202240",
+          "202241",
+          "202242",
+          "202243",
+          "202244",
+          "202245",
+          "202246",
+          "202247",
+          "202248",
+          "202249",
+          "202250",
+          "202251",
+          "202252",
+          "202301",
+          "202302",
+          "202303",
+          "202304",
+          "202305",
+          "202306",
+          "202307",
+          "202308",
+          "202309",
+          "202310",
+          "202311",
+          "202312",
+          "202313",
+          "202314",
+          "202315",
+          "202316",
+          "202317",
+          "202318",
+          "202319",
+          "202320",
+          "202321",
+          "202322",
+          "202323",
+          "202324",
+          "202325",
+          "202326",
+          "202327",
+          "202328",
+          "202329",
+          "202330",
+          "202331",
+          "202332",
+          "202333",
+          "202334",
+          "202335",
+          "202336",
+          "202337",
+          "202338",
+          "202339",
+          "202340",
+          "202341",
+          "202342",
+          "202343",
+          "202344",
+          "202345",
+          "202346",
+          "202347",
+          "202348",
+          "202349",
+          "202350",
+          "202351",
+          "202352",
+          "202401",
+          "202402",
+          "202403",
+          "202404",
+          "202405",
+          "202406",
+          "202407",
+          "202408",
+          "202409",
+          "202410",
+          "202411",
+          "202412",
+          "202413",
+          "202414",
+          "202415",
+          "202416",
+          "202417",
+          "202418",
+          "202419",
+          "202420",
+          "202421",
+          "202422",
+          "202423",
+          "202424",
+          "202425",
+          "202426",
+          "202427",
+          "202428",
+          "202429",
+          "202430",
+          "202431",
+          "202432",
+          "202433",
+          "202434",
+          "202435",
+          "202436",
+          "202437",
+          "202438",
+          "202439",
+          "202440",
+          "202441",
+          "202442",
+          "202443",
+          "202444",
+          "202445",
+          "202446",
+          "202447"
+         ],
+         "y": [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+         ],
+         "type": "histogram"
+        },
+        {
+         "name": "5",
+         "x": [
+          "202032",
+          "202033",
+          "202034",
+          "202035",
+          "202036",
+          "202037",
+          "202038",
+          "202039",
+          "202040",
+          "202041",
+          "202042",
+          "202043",
+          "202044",
+          "202045",
+          "202046",
+          "202047",
+          "202048",
+          "202049",
+          "202050",
+          "202051",
+          "202052",
+          "202053",
+          "202101",
+          "202102",
+          "202103",
+          "202104",
+          "202105",
+          "202106",
+          "202107",
+          "202108",
+          "202109",
+          "202110",
+          "202111",
+          "202112",
+          "202113",
+          "202114",
+          "202115",
+          "202116",
+          "202117",
+          "202118",
+          "202119",
+          "202120",
+          "202121",
+          "202122",
+          "202123",
+          "202124",
+          "202125",
+          "202126",
+          "202127",
+          "202128",
+          "202129",
+          "202130",
+          "202131",
+          "202132",
+          "202133",
+          "202134",
+          "202135",
+          "202136",
+          "202137",
+          "202138",
+          "202139",
+          "202140",
+          "202141",
+          "202142",
+          "202143",
+          "202144",
+          "202145",
+          "202146",
+          "202147",
+          "202148",
+          "202149",
+          "202150",
+          "202151",
+          "202152",
+          "202201",
+          "202202",
+          "202203",
+          "202204",
+          "202205",
+          "202206",
+          "202207",
+          "202208",
+          "202209",
+          "202210",
+          "202211",
+          "202212",
+          "202213",
+          "202214",
+          "202215",
+          "202216",
+          "202217",
+          "202218",
+          "202219",
+          "202220",
+          "202221",
+          "202222",
+          "202223",
+          "202224",
+          "202225",
+          "202226",
+          "202227",
+          "202228",
+          "202229",
+          "202230",
+          "202231",
+          "202232",
+          "202233",
+          "202234",
+          "202235",
+          "202236",
+          "202237",
+          "202238",
+          "202239",
+          "202240",
+          "202241",
+          "202242",
+          "202243",
+          "202244",
+          "202245",
+          "202246",
+          "202247",
+          "202248",
+          "202249",
+          "202250",
+          "202251",
+          "202252",
+          "202301",
+          "202302",
+          "202303",
+          "202304",
+          "202305",
+          "202306",
+          "202307",
+          "202308",
+          "202309",
+          "202310",
+          "202311",
+          "202312",
+          "202313",
+          "202314",
+          "202315",
+          "202316",
+          "202317",
+          "202318",
+          "202319",
+          "202320",
+          "202321",
+          "202322",
+          "202323",
+          "202324",
+          "202325",
+          "202326",
+          "202327",
+          "202328",
+          "202329",
+          "202330",
+          "202331",
+          "202332",
+          "202333",
+          "202334",
+          "202335",
+          "202336",
+          "202337",
+          "202338",
+          "202339",
+          "202340",
+          "202341",
+          "202342",
+          "202343",
+          "202344",
+          "202345",
+          "202346",
+          "202347",
+          "202348",
+          "202349",
+          "202350",
+          "202351",
+          "202352",
+          "202401",
+          "202402",
+          "202403",
+          "202404",
+          "202405",
+          "202406",
+          "202407",
+          "202408",
+          "202409",
+          "202410",
+          "202411",
+          "202412",
+          "202413",
+          "202414",
+          "202415",
+          "202416",
+          "202417",
+          "202418",
+          "202419",
+          "202420",
+          "202421",
+          "202422",
+          "202423",
+          "202424",
+          "202425",
+          "202426",
+          "202427",
+          "202428",
+          "202429",
+          "202430",
+          "202431",
+          "202432",
+          "202433",
+          "202434",
+          "202435",
+          "202436",
+          "202437",
+          "202438",
+          "202439",
+          "202440",
+          "202441",
+          "202442",
+          "202443",
+          "202444",
+          "202445",
+          "202446",
+          "202447"
+         ],
+         "y": [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+         ],
+         "type": "histogram"
+        },
+        {
+         "name": "4",
+         "x": [
+          "202032",
+          "202033",
+          "202034",
+          "202035",
+          "202036",
+          "202037",
+          "202038",
+          "202039",
+          "202040",
+          "202041",
+          "202042",
+          "202043",
+          "202044",
+          "202045",
+          "202046",
+          "202047",
+          "202048",
+          "202049",
+          "202050",
+          "202051",
+          "202052",
+          "202053",
+          "202101",
+          "202102",
+          "202103",
+          "202104",
+          "202105",
+          "202106",
+          "202107",
+          "202108",
+          "202109",
+          "202110",
+          "202111",
+          "202112",
+          "202113",
+          "202114",
+          "202115",
+          "202116",
+          "202117",
+          "202118",
+          "202119",
+          "202120",
+          "202121",
+          "202122",
+          "202123",
+          "202124",
+          "202125",
+          "202126",
+          "202127",
+          "202128",
+          "202129",
+          "202130",
+          "202131",
+          "202132",
+          "202133",
+          "202134",
+          "202135",
+          "202136",
+          "202137",
+          "202138",
+          "202139",
+          "202140",
+          "202141",
+          "202142",
+          "202143",
+          "202144",
+          "202145",
+          "202146",
+          "202147",
+          "202148",
+          "202149",
+          "202150",
+          "202151",
+          "202152",
+          "202201",
+          "202202",
+          "202203",
+          "202204",
+          "202205",
+          "202206",
+          "202207",
+          "202208",
+          "202209",
+          "202210",
+          "202211",
+          "202212",
+          "202213",
+          "202214",
+          "202215",
+          "202216",
+          "202217",
+          "202218",
+          "202219",
+          "202220",
+          "202221",
+          "202222",
+          "202223",
+          "202224",
+          "202225",
+          "202226",
+          "202227",
+          "202228",
+          "202229",
+          "202230",
+          "202231",
+          "202232",
+          "202233",
+          "202234",
+          "202235",
+          "202236",
+          "202237",
+          "202238",
+          "202239",
+          "202240",
+          "202241",
+          "202242",
+          "202243",
+          "202244",
+          "202245",
+          "202246",
+          "202247",
+          "202248",
+          "202249",
+          "202250",
+          "202251",
+          "202252",
+          "202301",
+          "202302",
+          "202303",
+          "202304",
+          "202305",
+          "202306",
+          "202307",
+          "202308",
+          "202309",
+          "202310",
+          "202311",
+          "202312",
+          "202313",
+          "202314",
+          "202315",
+          "202316",
+          "202317",
+          "202318",
+          "202319",
+          "202320",
+          "202321",
+          "202322",
+          "202323",
+          "202324",
+          "202325",
+          "202326",
+          "202327",
+          "202328",
+          "202329",
+          "202330",
+          "202331",
+          "202332",
+          "202333",
+          "202334",
+          "202335",
+          "202336",
+          "202337",
+          "202338",
+          "202339",
+          "202340",
+          "202341",
+          "202342",
+          "202343",
+          "202344",
+          "202345",
+          "202346",
+          "202347",
+          "202348",
+          "202349",
+          "202350",
+          "202351",
+          "202352",
+          "202401",
+          "202402",
+          "202403",
+          "202404",
+          "202405",
+          "202406",
+          "202407",
+          "202408",
+          "202409",
+          "202410",
+          "202411",
+          "202412",
+          "202413",
+          "202414",
+          "202415",
+          "202416",
+          "202417",
+          "202418",
+          "202419",
+          "202420",
+          "202421",
+          "202422",
+          "202423",
+          "202424",
+          "202425",
+          "202426",
+          "202427",
+          "202428",
+          "202429",
+          "202430",
+          "202431",
+          "202432",
+          "202433",
+          "202434",
+          "202435",
+          "202436",
+          "202437",
+          "202438",
+          "202439",
+          "202440",
+          "202441",
+          "202442",
+          "202443",
+          "202444",
+          "202445",
+          "202446",
+          "202447"
+         ],
+         "y": [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+         ],
+         "type": "histogram"
+        },
+        {
+         "name": "3",
+         "x": [
+          "202032",
+          "202033",
+          "202034",
+          "202035",
+          "202036",
+          "202037",
+          "202038",
+          "202039",
+          "202040",
+          "202041",
+          "202042",
+          "202043",
+          "202044",
+          "202045",
+          "202046",
+          "202047",
+          "202048",
+          "202049",
+          "202050",
+          "202051",
+          "202052",
+          "202053",
+          "202101",
+          "202102",
+          "202103",
+          "202104",
+          "202105",
+          "202106",
+          "202107",
+          "202108",
+          "202109",
+          "202110",
+          "202111",
+          "202112",
+          "202113",
+          "202114",
+          "202115",
+          "202116",
+          "202117",
+          "202118",
+          "202119",
+          "202120",
+          "202121",
+          "202122",
+          "202123",
+          "202124",
+          "202125",
+          "202126",
+          "202127",
+          "202128",
+          "202129",
+          "202130",
+          "202131",
+          "202132",
+          "202133",
+          "202134",
+          "202135",
+          "202136",
+          "202137",
+          "202138",
+          "202139",
+          "202140",
+          "202141",
+          "202142",
+          "202143",
+          "202144",
+          "202145",
+          "202146",
+          "202147",
+          "202148",
+          "202149",
+          "202150",
+          "202151",
+          "202152",
+          "202201",
+          "202202",
+          "202203",
+          "202204",
+          "202205",
+          "202206",
+          "202207",
+          "202208",
+          "202209",
+          "202210",
+          "202211",
+          "202212",
+          "202213",
+          "202214",
+          "202215",
+          "202216",
+          "202217",
+          "202218",
+          "202219",
+          "202220",
+          "202221",
+          "202222",
+          "202223",
+          "202224",
+          "202225",
+          "202226",
+          "202227",
+          "202228",
+          "202229",
+          "202230",
+          "202231",
+          "202232",
+          "202233",
+          "202234",
+          "202235",
+          "202236",
+          "202237",
+          "202238",
+          "202239",
+          "202240",
+          "202241",
+          "202242",
+          "202243",
+          "202244",
+          "202245",
+          "202246",
+          "202247",
+          "202248",
+          "202249",
+          "202250",
+          "202251",
+          "202252",
+          "202301",
+          "202302",
+          "202303",
+          "202304",
+          "202305",
+          "202306",
+          "202307",
+          "202308",
+          "202309",
+          "202310",
+          "202311",
+          "202312",
+          "202313",
+          "202314",
+          "202315",
+          "202316",
+          "202317",
+          "202318",
+          "202319",
+          "202320",
+          "202321",
+          "202322",
+          "202323",
+          "202324",
+          "202325",
+          "202326",
+          "202327",
+          "202328",
+          "202329",
+          "202330",
+          "202331",
+          "202332",
+          "202333",
+          "202334",
+          "202335",
+          "202336",
+          "202337",
+          "202338",
+          "202339",
+          "202340",
+          "202341",
+          "202342",
+          "202343",
+          "202344",
+          "202345",
+          "202346",
+          "202347",
+          "202348",
+          "202349",
+          "202350",
+          "202351",
+          "202352",
+          "202401",
+          "202402",
+          "202403",
+          "202404",
+          "202405",
+          "202406",
+          "202407",
+          "202408",
+          "202409",
+          "202410",
+          "202411",
+          "202412",
+          "202413",
+          "202414",
+          "202415",
+          "202416",
+          "202417",
+          "202418",
+          "202419",
+          "202420",
+          "202421",
+          "202422",
+          "202423",
+          "202424",
+          "202425",
+          "202426",
+          "202427",
+          "202428",
+          "202429",
+          "202430",
+          "202431",
+          "202432",
+          "202433",
+          "202434",
+          "202435",
+          "202436",
+          "202437",
+          "202438",
+          "202439",
+          "202440",
+          "202441",
+          "202442",
+          "202443",
+          "202444",
+          "202445",
+          "202446",
+          "202447"
+         ],
+         "y": [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+         ],
+         "type": "histogram"
+        },
+        {
+         "name": "10",
+         "x": [
+          "202032",
+          "202033",
+          "202034",
+          "202035",
+          "202036",
+          "202037",
+          "202038",
+          "202039",
+          "202040",
+          "202041",
+          "202042",
+          "202043",
+          "202044",
+          "202045",
+          "202046",
+          "202047",
+          "202048",
+          "202049",
+          "202050",
+          "202051",
+          "202052",
+          "202053",
+          "202101",
+          "202102",
+          "202103",
+          "202104",
+          "202105",
+          "202106",
+          "202107",
+          "202108",
+          "202109",
+          "202110",
+          "202111",
+          "202112",
+          "202113",
+          "202114",
+          "202115",
+          "202116",
+          "202117",
+          "202118",
+          "202119",
+          "202120",
+          "202121",
+          "202122",
+          "202123",
+          "202124",
+          "202125",
+          "202126",
+          "202127",
+          "202128",
+          "202129",
+          "202130",
+          "202131",
+          "202132",
+          "202133",
+          "202134",
+          "202135",
+          "202136",
+          "202137",
+          "202138",
+          "202139",
+          "202140",
+          "202141",
+          "202142",
+          "202143",
+          "202144",
+          "202145",
+          "202146",
+          "202147",
+          "202148",
+          "202149",
+          "202150",
+          "202151",
+          "202152",
+          "202201",
+          "202202",
+          "202203",
+          "202204",
+          "202205",
+          "202206",
+          "202207",
+          "202208",
+          "202209",
+          "202210",
+          "202211",
+          "202212",
+          "202213",
+          "202214",
+          "202215",
+          "202216",
+          "202217",
+          "202218",
+          "202219",
+          "202220",
+          "202221",
+          "202222",
+          "202223",
+          "202224",
+          "202225",
+          "202226",
+          "202227",
+          "202228",
+          "202229",
+          "202230",
+          "202231",
+          "202232",
+          "202233",
+          "202234",
+          "202235",
+          "202236",
+          "202237",
+          "202238",
+          "202239",
+          "202240",
+          "202241",
+          "202242",
+          "202243",
+          "202244",
+          "202245",
+          "202246",
+          "202247",
+          "202248",
+          "202249",
+          "202250",
+          "202251",
+          "202252",
+          "202301",
+          "202302",
+          "202303",
+          "202304",
+          "202305",
+          "202306",
+          "202307",
+          "202308",
+          "202309",
+          "202310",
+          "202311",
+          "202312",
+          "202313",
+          "202314",
+          "202315",
+          "202316",
+          "202317",
+          "202318",
+          "202319",
+          "202320",
+          "202321",
+          "202322",
+          "202323",
+          "202324",
+          "202325",
+          "202326",
+          "202327",
+          "202328",
+          "202329",
+          "202330",
+          "202331",
+          "202332",
+          "202333",
+          "202334",
+          "202335",
+          "202336",
+          "202337",
+          "202338",
+          "202339",
+          "202340",
+          "202341",
+          "202342",
+          "202343",
+          "202344",
+          "202345",
+          "202346",
+          "202347",
+          "202348",
+          "202349",
+          "202350",
+          "202351",
+          "202352",
+          "202401",
+          "202402",
+          "202403",
+          "202404",
+          "202405",
+          "202406",
+          "202407",
+          "202408",
+          "202409",
+          "202410",
+          "202411",
+          "202412",
+          "202413",
+          "202414",
+          "202415",
+          "202416",
+          "202417",
+          "202418",
+          "202419",
+          "202420",
+          "202421",
+          "202422",
+          "202423",
+          "202424",
+          "202425",
+          "202426",
+          "202427",
+          "202428",
+          "202429",
+          "202430",
+          "202431",
+          "202432",
+          "202433",
+          "202434",
+          "202435",
+          "202436",
+          "202437",
+          "202438",
+          "202439",
+          "202440",
+          "202441",
+          "202442",
+          "202443",
+          "202444",
+          "202445",
+          "202446",
+          "202447"
+         ],
+         "y": [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+         ],
+         "type": "histogram"
+        },
+        {
+         "name": "7",
+         "x": [
+          "202032",
+          "202033",
+          "202034",
+          "202035",
+          "202036",
+          "202037",
+          "202038",
+          "202039",
+          "202040",
+          "202041",
+          "202042",
+          "202043",
+          "202044",
+          "202045",
+          "202046",
+          "202047",
+          "202048",
+          "202049",
+          "202050",
+          "202051",
+          "202052",
+          "202053",
+          "202101",
+          "202102",
+          "202103",
+          "202104",
+          "202105",
+          "202106",
+          "202107",
+          "202108",
+          "202109",
+          "202110",
+          "202111",
+          "202112",
+          "202113",
+          "202114",
+          "202115",
+          "202116",
+          "202117",
+          "202118",
+          "202119",
+          "202120",
+          "202121",
+          "202122",
+          "202123",
+          "202124",
+          "202125",
+          "202126",
+          "202127",
+          "202128",
+          "202129",
+          "202130",
+          "202131",
+          "202132",
+          "202133",
+          "202134",
+          "202135",
+          "202136",
+          "202137",
+          "202138",
+          "202139",
+          "202140",
+          "202141",
+          "202142",
+          "202143",
+          "202144",
+          "202145",
+          "202146",
+          "202147",
+          "202148",
+          "202149",
+          "202150",
+          "202151",
+          "202152",
+          "202201",
+          "202202",
+          "202203",
+          "202204",
+          "202205",
+          "202206",
+          "202207",
+          "202208",
+          "202209",
+          "202210",
+          "202211",
+          "202212",
+          "202213",
+          "202214",
+          "202215",
+          "202216",
+          "202217",
+          "202218",
+          "202219",
+          "202220",
+          "202221",
+          "202222",
+          "202223",
+          "202224",
+          "202225",
+          "202226",
+          "202227",
+          "202228",
+          "202229",
+          "202230",
+          "202231",
+          "202232",
+          "202233",
+          "202234",
+          "202235",
+          "202236",
+          "202237",
+          "202238",
+          "202239",
+          "202240",
+          "202241",
+          "202242",
+          "202243",
+          "202244",
+          "202245",
+          "202246",
+          "202247",
+          "202248",
+          "202249",
+          "202250",
+          "202251",
+          "202252",
+          "202301",
+          "202302",
+          "202303",
+          "202304",
+          "202305",
+          "202306",
+          "202307",
+          "202308",
+          "202309",
+          "202310",
+          "202311",
+          "202312",
+          "202313",
+          "202314",
+          "202315",
+          "202316",
+          "202317",
+          "202318",
+          "202319",
+          "202320",
+          "202321",
+          "202322",
+          "202323",
+          "202324",
+          "202325",
+          "202326",
+          "202327",
+          "202328",
+          "202329",
+          "202330",
+          "202331",
+          "202332",
+          "202333",
+          "202334",
+          "202335",
+          "202336",
+          "202337",
+          "202338",
+          "202339",
+          "202340",
+          "202341",
+          "202342",
+          "202343",
+          "202344",
+          "202345",
+          "202346",
+          "202347",
+          "202348",
+          "202349",
+          "202350",
+          "202351",
+          "202352",
+          "202401",
+          "202402",
+          "202403",
+          "202404",
+          "202405",
+          "202406",
+          "202407",
+          "202408",
+          "202409",
+          "202410",
+          "202411",
+          "202412",
+          "202413",
+          "202414",
+          "202415",
+          "202416",
+          "202417",
+          "202418",
+          "202419",
+          "202420",
+          "202421",
+          "202422",
+          "202423",
+          "202424",
+          "202425",
+          "202426",
+          "202427",
+          "202428",
+          "202429",
+          "202430",
+          "202431",
+          "202432",
+          "202433",
+          "202434",
+          "202435",
+          "202436",
+          "202437",
+          "202438",
+          "202439",
+          "202440",
+          "202441",
+          "202442",
+          "202443",
+          "202444",
+          "202445",
+          "202446",
+          "202447"
+         ],
+         "y": [
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1,
+          1
+         ],
+         "type": "histogram"
+        }
+       ],
+       "layout": {
+        "template": {
+         "data": {
+          "histogram2dcontour": [
+           {
+            "type": "histogram2dcontour",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "choropleth": [
+           {
+            "type": "choropleth",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            }
+           }
+          ],
+          "histogram2d": [
+           {
+            "type": "histogram2d",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "heatmap": [
+           {
+            "type": "heatmap",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "heatmapgl": [
+           {
+            "type": "heatmapgl",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "contourcarpet": [
+           {
+            "type": "contourcarpet",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            }
+           }
+          ],
+          "contour": [
+           {
+            "type": "contour",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "surface": [
+           {
+            "type": "surface",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "mesh3d": [
+           {
+            "type": "mesh3d",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            }
+           }
+          ],
+          "scatter": [
+           {
+            "marker": {
+             "line": {
+              "color": "#283442"
+             }
+            },
+            "type": "scatter"
+           }
+          ],
+          "parcoords": [
+           {
+            "type": "parcoords",
+            "line": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "scatterpolargl": [
+           {
+            "type": "scatterpolargl",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "bar": [
+           {
+            "error_x": {
+             "color": "#f2f5fa"
+            },
+            "error_y": {
+             "color": "#f2f5fa"
+            },
+            "marker": {
+             "line": {
+              "color": "rgb(17,17,17)",
+              "width": 0.5
+             },
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "bar"
+           }
+          ],
+          "scattergeo": [
+           {
+            "type": "scattergeo",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "scatterpolar": [
+           {
+            "type": "scatterpolar",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "histogram": [
+           {
+            "marker": {
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "histogram"
+           }
+          ],
+          "scattergl": [
+           {
+            "marker": {
+             "line": {
+              "color": "#283442"
+             }
+            },
+            "type": "scattergl"
+           }
+          ],
+          "scatter3d": [
+           {
+            "type": "scatter3d",
+            "line": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            },
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "scattermapbox": [
+           {
+            "type": "scattermapbox",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "scatterternary": [
+           {
+            "type": "scatterternary",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "scattercarpet": [
+           {
+            "type": "scattercarpet",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "carpet": [
+           {
+            "aaxis": {
+             "endlinecolor": "#A2B1C6",
+             "gridcolor": "#506784",
+             "linecolor": "#506784",
+             "minorgridcolor": "#506784",
+             "startlinecolor": "#A2B1C6"
+            },
+            "baxis": {
+             "endlinecolor": "#A2B1C6",
+             "gridcolor": "#506784",
+             "linecolor": "#506784",
+             "minorgridcolor": "#506784",
+             "startlinecolor": "#A2B1C6"
+            },
+            "type": "carpet"
+           }
+          ],
+          "table": [
+           {
+            "cells": {
+             "fill": {
+              "color": "#506784"
+             },
+             "line": {
+              "color": "rgb(17,17,17)"
+             }
+            },
+            "header": {
+             "fill": {
+              "color": "#2a3f5f"
+             },
+             "line": {
+              "color": "rgb(17,17,17)"
+             }
+            },
+            "type": "table"
+           }
+          ],
+          "barpolar": [
+           {
+            "marker": {
+             "line": {
+              "color": "rgb(17,17,17)",
+              "width": 0.5
+             },
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "barpolar"
+           }
+          ],
+          "pie": [
+           {
+            "automargin": true,
+            "type": "pie"
+           }
+          ]
+         },
+         "layout": {
+          "autotypenumbers": "strict",
+          "colorway": [
+           "#636efa",
+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
+           "#FF97FF",
+           "#FECB52"
+          ],
+          "font": {
+           "color": "#f2f5fa"
+          },
+          "hovermode": "closest",
+          "hoverlabel": {
+           "align": "left"
+          },
+          "paper_bgcolor": "rgb(17,17,17)",
+          "plot_bgcolor": "rgb(17,17,17)",
+          "polar": {
+           "bgcolor": "rgb(17,17,17)",
+           "angularaxis": {
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "ticks": ""
+           },
+           "radialaxis": {
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "ticks": ""
+           }
+          },
+          "ternary": {
+           "bgcolor": "rgb(17,17,17)",
+           "aaxis": {
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "ticks": ""
+           },
+           "caxis": {
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "ticks": ""
+           }
+          },
+          "coloraxis": {
+           "colorbar": {
+            "outlinewidth": 0,
+            "ticks": ""
+           }
+          },
+          "colorscale": {
+           "sequential": [
+            [
+             0.0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
+            ],
+            [
+             0.5555555555555556,
+             "#d8576b"
+            ],
+            [
+             0.6666666666666666,
+             "#ed7953"
+            ],
+            [
+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1.0,
+             "#f0f921"
+            ]
+           ],
+           "sequentialminus": [
+            [
+             0.0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
+            ],
+            [
+             0.5555555555555556,
+             "#d8576b"
+            ],
+            [
+             0.6666666666666666,
+             "#ed7953"
+            ],
+            [
+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1.0,
+             "#f0f921"
+            ]
+           ],
+           "diverging": [
+            [
+             0,
+             "#8e0152"
+            ],
+            [
+             0.1,
+             "#c51b7d"
+            ],
+            [
+             0.2,
+             "#de77ae"
+            ],
+            [
+             0.3,
+             "#f1b6da"
+            ],
+            [
+             0.4,
+             "#fde0ef"
+            ],
+            [
+             0.5,
+             "#f7f7f7"
+            ],
+            [
+             0.6,
+             "#e6f5d0"
+            ],
+            [
+             0.7,
+             "#b8e186"
+            ],
+            [
+             0.8,
+             "#7fbc41"
+            ],
+            [
+             0.9,
+             "#4d9221"
+            ],
+            [
+             1,
+             "#276419"
+            ]
+           ]
+          },
+          "xaxis": {
+           "gridcolor": "#283442",
+           "linecolor": "#506784",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "#283442",
+           "automargin": true,
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "gridcolor": "#283442",
+           "linecolor": "#506784",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "#283442",
+           "automargin": true,
+           "zerolinewidth": 2
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "rgb(17,17,17)",
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "#C8D4E3",
+            "gridwidth": 2
+           },
+           "yaxis": {
+            "backgroundcolor": "rgb(17,17,17)",
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "#C8D4E3",
+            "gridwidth": 2
+           },
+           "zaxis": {
+            "backgroundcolor": "rgb(17,17,17)",
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "#C8D4E3",
+            "gridwidth": 2
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#f2f5fa"
+           }
+          },
+          "annotationdefaults": {
+           "arrowcolor": "#f2f5fa",
+           "arrowhead": 0,
+           "arrowwidth": 1
+          },
+          "geo": {
+           "bgcolor": "rgb(17,17,17)",
+           "landcolor": "rgb(17,17,17)",
+           "subunitcolor": "#506784",
+           "showland": true,
+           "showlakes": true,
+           "lakecolor": "rgb(17,17,17)"
+          },
+          "title": {
+           "x": 0.05
+          },
+          "updatemenudefaults": {
+           "bgcolor": "#506784",
+           "borderwidth": 0
+          },
+          "sliderdefaults": {
+           "bgcolor": "#C8D4E3",
+           "borderwidth": 1,
+           "bordercolor": "rgb(17,17,17)",
+           "tickwidth": 0
+          },
+          "mapbox": {
+           "style": "dark"
+          }
+         }
+        },
+        "title": {
+         "text": "hhs NHSN row count over time"
+        },
+        "barmode": "stack"
+       },
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       }
+      },
+      "text/html": [
+       "<div>                            <div id=\"6b733029-59c8-45e8-aeba-d0a4ed6efeac\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"6b733029-59c8-45e8-aeba-d0a4ed6efeac\")) {                    Plotly.newPlot(                        \"6b733029-59c8-45e8-aeba-d0a4ed6efeac\",                        [{\"name\":\"1\",\"x\":[\"202032\",\"202033\",\"202034\",\"202035\",\"202036\",\"202037\",\"202038\",\"202039\",\"202040\",\"202041\",\"202042\",\"202043\",\"202044\",\"202045\",\"202046\",\"202047\",\"202048\",\"202049\",\"202050\",\"202051\",\"202052\",\"202053\",\"202101\",\"202102\",\"202103\",\"202104\",\"202105\",\"202106\",\"202107\",\"202108\",\"202109\",\"202110\",\"202111\",\"202112\",\"202113\",\"202114\",\"202115\",\"202116\",\"202117\",\"202118\",\"202119\",\"202120\",\"202121\",\"202122\",\"202123\",\"202124\",\"202125\",\"202126\",\"202127\",\"202128\",\"202129\",\"202130\",\"202131\",\"202132\",\"202133\",\"202134\",\"202135\",\"202136\",\"202137\",\"202138\",\"202139\",\"202140\",\"202141\",\"202142\",\"202143\",\"202144\",\"202145\",\"202146\",\"202147\",\"202148\",\"202149\",\"202150\",\"202151\",\"202152\",\"202201\",\"202202\",\"202203\",\"202204\",\"202205\",\"202206\",\"202207\",\"202208\",\"202209\",\"202210\",\"202211\",\"202212\",\"202213\",\"202214\",\"202215\",\"202216\",\"202217\",\"202218\",\"202219\",\"202220\",\"202221\",\"202222\",\"202223\",\"202224\",\"202225\",\"202226\",\"202227\",\"202228\",\"202229\",\"202230\",\"202231\",\"202232\",\"202233\",\"202234\",\"202235\",\"202236\",\"202237\",\"202238\",\"202239\",\"202240\",\"202241\",\"202242\",\"202243\",\"202244\",\"202245\",\"202246\",\"202247\",\"202248\",\"202249\",\"202250\",\"202251\",\"202252\",\"202301\",\"202302\",\"202303\",\"202304\",\"202305\",\"202306\",\"202307\",\"202308\",\"202309\",\"202310\",\"202311\",\"202312\",\"202313\",\"202314\",\"202315\",\"202316\",\"202317\",\"202318\",\"202319\",\"202320\",\"202321\",\"202322\",\"202323\",\"202324\",\"202325\",\"202326\",\"202327\",\"202328\",\"202329\",\"202330\",\"202331\",\"202332\",\"202333\",\"202334\",\"202335\",\"202336\",\"202337\",\"202338\",\"202339\",\"202340\",\"202341\",\"202342\",\"202343\",\"202344\",\"202345\",\"202346\",\"202347\",\"202348\",\"202349\",\"202350\",\"202351\",\"202352\",\"202401\",\"202402\",\"202403\",\"202404\",\"202405\",\"202406\",\"202407\",\"202408\",\"202409\",\"202410\",\"202411\",\"202412\",\"202413\",\"202414\",\"202415\",\"202416\",\"202417\",\"202418\",\"202419\",\"202420\",\"202421\",\"202422\",\"202423\",\"202424\",\"202425\",\"202426\",\"202427\",\"202428\",\"202429\",\"202430\",\"202431\",\"202432\",\"202433\",\"202434\",\"202435\",\"202436\",\"202437\",\"202438\",\"202439\",\"202440\",\"202441\",\"202442\",\"202443\",\"202444\",\"202445\",\"202446\",\"202447\"],\"y\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],\"type\":\"histogram\"},{\"name\":\"6\",\"x\":[\"202032\",\"202033\",\"202034\",\"202035\",\"202036\",\"202037\",\"202038\",\"202039\",\"202040\",\"202041\",\"202042\",\"202043\",\"202044\",\"202045\",\"202046\",\"202047\",\"202048\",\"202049\",\"202050\",\"202051\",\"202052\",\"202053\",\"202101\",\"202102\",\"202103\",\"202104\",\"202105\",\"202106\",\"202107\",\"202108\",\"202109\",\"202110\",\"202111\",\"202112\",\"202113\",\"202114\",\"202115\",\"202116\",\"202117\",\"202118\",\"202119\",\"202120\",\"202121\",\"202122\",\"202123\",\"202124\",\"202125\",\"202126\",\"202127\",\"202128\",\"202129\",\"202130\",\"202131\",\"202132\",\"202133\",\"202134\",\"202135\",\"202136\",\"202137\",\"202138\",\"202139\",\"202140\",\"202141\",\"202142\",\"202143\",\"202144\",\"202145\",\"202146\",\"202147\",\"202148\",\"202149\",\"202150\",\"202151\",\"202152\",\"202201\",\"202202\",\"202203\",\"202204\",\"202205\",\"202206\",\"202207\",\"202208\",\"202209\",\"202210\",\"202211\",\"202212\",\"202213\",\"202214\",\"202215\",\"202216\",\"202217\",\"202218\",\"202219\",\"202220\",\"202221\",\"202222\",\"202223\",\"202224\",\"202225\",\"202226\",\"202227\",\"202228\",\"202229\",\"202230\",\"202231\",\"202232\",\"202233\",\"202234\",\"202235\",\"202236\",\"202237\",\"202238\",\"202239\",\"202240\",\"202241\",\"202242\",\"202243\",\"202244\",\"202245\",\"202246\",\"202247\",\"202248\",\"202249\",\"202250\",\"202251\",\"202252\",\"202301\",\"202302\",\"202303\",\"202304\",\"202305\",\"202306\",\"202307\",\"202308\",\"202309\",\"202310\",\"202311\",\"202312\",\"202313\",\"202314\",\"202315\",\"202316\",\"202317\",\"202318\",\"202319\",\"202320\",\"202321\",\"202322\",\"202323\",\"202324\",\"202325\",\"202326\",\"202327\",\"202328\",\"202329\",\"202330\",\"202331\",\"202332\",\"202333\",\"202334\",\"202335\",\"202336\",\"202337\",\"202338\",\"202339\",\"202340\",\"202341\",\"202342\",\"202343\",\"202344\",\"202345\",\"202346\",\"202347\",\"202348\",\"202349\",\"202350\",\"202351\",\"202352\",\"202401\",\"202402\",\"202403\",\"202404\",\"202405\",\"202406\",\"202407\",\"202408\",\"202409\",\"202410\",\"202411\",\"202412\",\"202413\",\"202414\",\"202415\",\"202416\",\"202417\",\"202418\",\"202419\",\"202420\",\"202421\",\"202422\",\"202423\",\"202424\",\"202425\",\"202426\",\"202427\",\"202428\",\"202429\",\"202430\",\"202431\",\"202432\",\"202433\",\"202434\",\"202435\",\"202436\",\"202437\",\"202438\",\"202439\",\"202440\",\"202441\",\"202442\",\"202443\",\"202444\",\"202445\",\"202446\",\"202447\"],\"y\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],\"type\":\"histogram\"},{\"name\":\"9\",\"x\":[\"202032\",\"202033\",\"202034\",\"202035\",\"202036\",\"202037\",\"202038\",\"202039\",\"202040\",\"202041\",\"202042\",\"202043\",\"202044\",\"202045\",\"202046\",\"202047\",\"202048\",\"202049\",\"202050\",\"202051\",\"202052\",\"202053\",\"202101\",\"202102\",\"202103\",\"202104\",\"202105\",\"202106\",\"202107\",\"202108\",\"202109\",\"202110\",\"202111\",\"202112\",\"202113\",\"202114\",\"202115\",\"202116\",\"202117\",\"202118\",\"202119\",\"202120\",\"202121\",\"202122\",\"202123\",\"202124\",\"202125\",\"202126\",\"202127\",\"202128\",\"202129\",\"202130\",\"202131\",\"202132\",\"202133\",\"202134\",\"202135\",\"202136\",\"202137\",\"202138\",\"202139\",\"202140\",\"202141\",\"202142\",\"202143\",\"202144\",\"202145\",\"202146\",\"202147\",\"202148\",\"202149\",\"202150\",\"202151\",\"202152\",\"202201\",\"202202\",\"202203\",\"202204\",\"202205\",\"202206\",\"202207\",\"202208\",\"202209\",\"202210\",\"202211\",\"202212\",\"202213\",\"202214\",\"202215\",\"202216\",\"202217\",\"202218\",\"202219\",\"202220\",\"202221\",\"202222\",\"202223\",\"202224\",\"202225\",\"202226\",\"202227\",\"202228\",\"202229\",\"202230\",\"202231\",\"202232\",\"202233\",\"202234\",\"202235\",\"202236\",\"202237\",\"202238\",\"202239\",\"202240\",\"202241\",\"202242\",\"202243\",\"202244\",\"202245\",\"202246\",\"202247\",\"202248\",\"202249\",\"202250\",\"202251\",\"202252\",\"202301\",\"202302\",\"202303\",\"202304\",\"202305\",\"202306\",\"202307\",\"202308\",\"202309\",\"202310\",\"202311\",\"202312\",\"202313\",\"202314\",\"202315\",\"202316\",\"202317\",\"202318\",\"202319\",\"202320\",\"202321\",\"202322\",\"202323\",\"202324\",\"202325\",\"202326\",\"202327\",\"202328\",\"202329\",\"202330\",\"202331\",\"202332\",\"202333\",\"202334\",\"202335\",\"202336\",\"202337\",\"202338\",\"202339\",\"202340\",\"202341\",\"202342\",\"202343\",\"202344\",\"202345\",\"202346\",\"202347\",\"202348\",\"202349\",\"202350\",\"202351\",\"202352\",\"202401\",\"202402\",\"202403\",\"202404\",\"202405\",\"202406\",\"202407\",\"202408\",\"202409\",\"202410\",\"202411\",\"202412\",\"202413\",\"202414\",\"202415\",\"202416\",\"202417\",\"202418\",\"202419\",\"202420\",\"202421\",\"202422\",\"202423\",\"202424\",\"202425\",\"202426\",\"202427\",\"202428\",\"202429\",\"202430\",\"202431\",\"202432\",\"202433\",\"202434\",\"202435\",\"202436\",\"202437\",\"202438\",\"202439\",\"202440\",\"202441\",\"202442\",\"202443\",\"202444\",\"202445\",\"202446\",\"202447\"],\"y\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],\"type\":\"histogram\"},{\"name\":\"8\",\"x\":[\"202032\",\"202033\",\"202034\",\"202035\",\"202036\",\"202037\",\"202038\",\"202039\",\"202040\",\"202041\",\"202042\",\"202043\",\"202044\",\"202045\",\"202046\",\"202047\",\"202048\",\"202049\",\"202050\",\"202051\",\"202052\",\"202053\",\"202101\",\"202102\",\"202103\",\"202104\",\"202105\",\"202106\",\"202107\",\"202108\",\"202109\",\"202110\",\"202111\",\"202112\",\"202113\",\"202114\",\"202115\",\"202116\",\"202117\",\"202118\",\"202119\",\"202120\",\"202121\",\"202122\",\"202123\",\"202124\",\"202125\",\"202126\",\"202127\",\"202128\",\"202129\",\"202130\",\"202131\",\"202132\",\"202133\",\"202134\",\"202135\",\"202136\",\"202137\",\"202138\",\"202139\",\"202140\",\"202141\",\"202142\",\"202143\",\"202144\",\"202145\",\"202146\",\"202147\",\"202148\",\"202149\",\"202150\",\"202151\",\"202152\",\"202201\",\"202202\",\"202203\",\"202204\",\"202205\",\"202206\",\"202207\",\"202208\",\"202209\",\"202210\",\"202211\",\"202212\",\"202213\",\"202214\",\"202215\",\"202216\",\"202217\",\"202218\",\"202219\",\"202220\",\"202221\",\"202222\",\"202223\",\"202224\",\"202225\",\"202226\",\"202227\",\"202228\",\"202229\",\"202230\",\"202231\",\"202232\",\"202233\",\"202234\",\"202235\",\"202236\",\"202237\",\"202238\",\"202239\",\"202240\",\"202241\",\"202242\",\"202243\",\"202244\",\"202245\",\"202246\",\"202247\",\"202248\",\"202249\",\"202250\",\"202251\",\"202252\",\"202301\",\"202302\",\"202303\",\"202304\",\"202305\",\"202306\",\"202307\",\"202308\",\"202309\",\"202310\",\"202311\",\"202312\",\"202313\",\"202314\",\"202315\",\"202316\",\"202317\",\"202318\",\"202319\",\"202320\",\"202321\",\"202322\",\"202323\",\"202324\",\"202325\",\"202326\",\"202327\",\"202328\",\"202329\",\"202330\",\"202331\",\"202332\",\"202333\",\"202334\",\"202335\",\"202336\",\"202337\",\"202338\",\"202339\",\"202340\",\"202341\",\"202342\",\"202343\",\"202344\",\"202345\",\"202346\",\"202347\",\"202348\",\"202349\",\"202350\",\"202351\",\"202352\",\"202401\",\"202402\",\"202403\",\"202404\",\"202405\",\"202406\",\"202407\",\"202408\",\"202409\",\"202410\",\"202411\",\"202412\",\"202413\",\"202414\",\"202415\",\"202416\",\"202417\",\"202418\",\"202419\",\"202420\",\"202421\",\"202422\",\"202423\",\"202424\",\"202425\",\"202426\",\"202427\",\"202428\",\"202429\",\"202430\",\"202431\",\"202432\",\"202433\",\"202434\",\"202435\",\"202436\",\"202437\",\"202438\",\"202439\",\"202440\",\"202441\",\"202442\",\"202443\",\"202444\",\"202445\",\"202446\",\"202447\"],\"y\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],\"type\":\"histogram\"},{\"name\":\"2\",\"x\":[\"202032\",\"202033\",\"202034\",\"202035\",\"202036\",\"202037\",\"202038\",\"202039\",\"202040\",\"202041\",\"202042\",\"202043\",\"202044\",\"202045\",\"202046\",\"202047\",\"202048\",\"202049\",\"202050\",\"202051\",\"202052\",\"202053\",\"202101\",\"202102\",\"202103\",\"202104\",\"202105\",\"202106\",\"202107\",\"202108\",\"202109\",\"202110\",\"202111\",\"202112\",\"202113\",\"202114\",\"202115\",\"202116\",\"202117\",\"202118\",\"202119\",\"202120\",\"202121\",\"202122\",\"202123\",\"202124\",\"202125\",\"202126\",\"202127\",\"202128\",\"202129\",\"202130\",\"202131\",\"202132\",\"202133\",\"202134\",\"202135\",\"202136\",\"202137\",\"202138\",\"202139\",\"202140\",\"202141\",\"202142\",\"202143\",\"202144\",\"202145\",\"202146\",\"202147\",\"202148\",\"202149\",\"202150\",\"202151\",\"202152\",\"202201\",\"202202\",\"202203\",\"202204\",\"202205\",\"202206\",\"202207\",\"202208\",\"202209\",\"202210\",\"202211\",\"202212\",\"202213\",\"202214\",\"202215\",\"202216\",\"202217\",\"202218\",\"202219\",\"202220\",\"202221\",\"202222\",\"202223\",\"202224\",\"202225\",\"202226\",\"202227\",\"202228\",\"202229\",\"202230\",\"202231\",\"202232\",\"202233\",\"202234\",\"202235\",\"202236\",\"202237\",\"202238\",\"202239\",\"202240\",\"202241\",\"202242\",\"202243\",\"202244\",\"202245\",\"202246\",\"202247\",\"202248\",\"202249\",\"202250\",\"202251\",\"202252\",\"202301\",\"202302\",\"202303\",\"202304\",\"202305\",\"202306\",\"202307\",\"202308\",\"202309\",\"202310\",\"202311\",\"202312\",\"202313\",\"202314\",\"202315\",\"202316\",\"202317\",\"202318\",\"202319\",\"202320\",\"202321\",\"202322\",\"202323\",\"202324\",\"202325\",\"202326\",\"202327\",\"202328\",\"202329\",\"202330\",\"202331\",\"202332\",\"202333\",\"202334\",\"202335\",\"202336\",\"202337\",\"202338\",\"202339\",\"202340\",\"202341\",\"202342\",\"202343\",\"202344\",\"202345\",\"202346\",\"202347\",\"202348\",\"202349\",\"202350\",\"202351\",\"202352\",\"202401\",\"202402\",\"202403\",\"202404\",\"202405\",\"202406\",\"202407\",\"202408\",\"202409\",\"202410\",\"202411\",\"202412\",\"202413\",\"202414\",\"202415\",\"202416\",\"202417\",\"202418\",\"202419\",\"202420\",\"202421\",\"202422\",\"202423\",\"202424\",\"202425\",\"202426\",\"202427\",\"202428\",\"202429\",\"202430\",\"202431\",\"202432\",\"202433\",\"202434\",\"202435\",\"202436\",\"202437\",\"202438\",\"202439\",\"202440\",\"202441\",\"202442\",\"202443\",\"202444\",\"202445\",\"202446\",\"202447\"],\"y\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],\"type\":\"histogram\"},{\"name\":\"5\",\"x\":[\"202032\",\"202033\",\"202034\",\"202035\",\"202036\",\"202037\",\"202038\",\"202039\",\"202040\",\"202041\",\"202042\",\"202043\",\"202044\",\"202045\",\"202046\",\"202047\",\"202048\",\"202049\",\"202050\",\"202051\",\"202052\",\"202053\",\"202101\",\"202102\",\"202103\",\"202104\",\"202105\",\"202106\",\"202107\",\"202108\",\"202109\",\"202110\",\"202111\",\"202112\",\"202113\",\"202114\",\"202115\",\"202116\",\"202117\",\"202118\",\"202119\",\"202120\",\"202121\",\"202122\",\"202123\",\"202124\",\"202125\",\"202126\",\"202127\",\"202128\",\"202129\",\"202130\",\"202131\",\"202132\",\"202133\",\"202134\",\"202135\",\"202136\",\"202137\",\"202138\",\"202139\",\"202140\",\"202141\",\"202142\",\"202143\",\"202144\",\"202145\",\"202146\",\"202147\",\"202148\",\"202149\",\"202150\",\"202151\",\"202152\",\"202201\",\"202202\",\"202203\",\"202204\",\"202205\",\"202206\",\"202207\",\"202208\",\"202209\",\"202210\",\"202211\",\"202212\",\"202213\",\"202214\",\"202215\",\"202216\",\"202217\",\"202218\",\"202219\",\"202220\",\"202221\",\"202222\",\"202223\",\"202224\",\"202225\",\"202226\",\"202227\",\"202228\",\"202229\",\"202230\",\"202231\",\"202232\",\"202233\",\"202234\",\"202235\",\"202236\",\"202237\",\"202238\",\"202239\",\"202240\",\"202241\",\"202242\",\"202243\",\"202244\",\"202245\",\"202246\",\"202247\",\"202248\",\"202249\",\"202250\",\"202251\",\"202252\",\"202301\",\"202302\",\"202303\",\"202304\",\"202305\",\"202306\",\"202307\",\"202308\",\"202309\",\"202310\",\"202311\",\"202312\",\"202313\",\"202314\",\"202315\",\"202316\",\"202317\",\"202318\",\"202319\",\"202320\",\"202321\",\"202322\",\"202323\",\"202324\",\"202325\",\"202326\",\"202327\",\"202328\",\"202329\",\"202330\",\"202331\",\"202332\",\"202333\",\"202334\",\"202335\",\"202336\",\"202337\",\"202338\",\"202339\",\"202340\",\"202341\",\"202342\",\"202343\",\"202344\",\"202345\",\"202346\",\"202347\",\"202348\",\"202349\",\"202350\",\"202351\",\"202352\",\"202401\",\"202402\",\"202403\",\"202404\",\"202405\",\"202406\",\"202407\",\"202408\",\"202409\",\"202410\",\"202411\",\"202412\",\"202413\",\"202414\",\"202415\",\"202416\",\"202417\",\"202418\",\"202419\",\"202420\",\"202421\",\"202422\",\"202423\",\"202424\",\"202425\",\"202426\",\"202427\",\"202428\",\"202429\",\"202430\",\"202431\",\"202432\",\"202433\",\"202434\",\"202435\",\"202436\",\"202437\",\"202438\",\"202439\",\"202440\",\"202441\",\"202442\",\"202443\",\"202444\",\"202445\",\"202446\",\"202447\"],\"y\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],\"type\":\"histogram\"},{\"name\":\"4\",\"x\":[\"202032\",\"202033\",\"202034\",\"202035\",\"202036\",\"202037\",\"202038\",\"202039\",\"202040\",\"202041\",\"202042\",\"202043\",\"202044\",\"202045\",\"202046\",\"202047\",\"202048\",\"202049\",\"202050\",\"202051\",\"202052\",\"202053\",\"202101\",\"202102\",\"202103\",\"202104\",\"202105\",\"202106\",\"202107\",\"202108\",\"202109\",\"202110\",\"202111\",\"202112\",\"202113\",\"202114\",\"202115\",\"202116\",\"202117\",\"202118\",\"202119\",\"202120\",\"202121\",\"202122\",\"202123\",\"202124\",\"202125\",\"202126\",\"202127\",\"202128\",\"202129\",\"202130\",\"202131\",\"202132\",\"202133\",\"202134\",\"202135\",\"202136\",\"202137\",\"202138\",\"202139\",\"202140\",\"202141\",\"202142\",\"202143\",\"202144\",\"202145\",\"202146\",\"202147\",\"202148\",\"202149\",\"202150\",\"202151\",\"202152\",\"202201\",\"202202\",\"202203\",\"202204\",\"202205\",\"202206\",\"202207\",\"202208\",\"202209\",\"202210\",\"202211\",\"202212\",\"202213\",\"202214\",\"202215\",\"202216\",\"202217\",\"202218\",\"202219\",\"202220\",\"202221\",\"202222\",\"202223\",\"202224\",\"202225\",\"202226\",\"202227\",\"202228\",\"202229\",\"202230\",\"202231\",\"202232\",\"202233\",\"202234\",\"202235\",\"202236\",\"202237\",\"202238\",\"202239\",\"202240\",\"202241\",\"202242\",\"202243\",\"202244\",\"202245\",\"202246\",\"202247\",\"202248\",\"202249\",\"202250\",\"202251\",\"202252\",\"202301\",\"202302\",\"202303\",\"202304\",\"202305\",\"202306\",\"202307\",\"202308\",\"202309\",\"202310\",\"202311\",\"202312\",\"202313\",\"202314\",\"202315\",\"202316\",\"202317\",\"202318\",\"202319\",\"202320\",\"202321\",\"202322\",\"202323\",\"202324\",\"202325\",\"202326\",\"202327\",\"202328\",\"202329\",\"202330\",\"202331\",\"202332\",\"202333\",\"202334\",\"202335\",\"202336\",\"202337\",\"202338\",\"202339\",\"202340\",\"202341\",\"202342\",\"202343\",\"202344\",\"202345\",\"202346\",\"202347\",\"202348\",\"202349\",\"202350\",\"202351\",\"202352\",\"202401\",\"202402\",\"202403\",\"202404\",\"202405\",\"202406\",\"202407\",\"202408\",\"202409\",\"202410\",\"202411\",\"202412\",\"202413\",\"202414\",\"202415\",\"202416\",\"202417\",\"202418\",\"202419\",\"202420\",\"202421\",\"202422\",\"202423\",\"202424\",\"202425\",\"202426\",\"202427\",\"202428\",\"202429\",\"202430\",\"202431\",\"202432\",\"202433\",\"202434\",\"202435\",\"202436\",\"202437\",\"202438\",\"202439\",\"202440\",\"202441\",\"202442\",\"202443\",\"202444\",\"202445\",\"202446\",\"202447\"],\"y\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],\"type\":\"histogram\"},{\"name\":\"3\",\"x\":[\"202032\",\"202033\",\"202034\",\"202035\",\"202036\",\"202037\",\"202038\",\"202039\",\"202040\",\"202041\",\"202042\",\"202043\",\"202044\",\"202045\",\"202046\",\"202047\",\"202048\",\"202049\",\"202050\",\"202051\",\"202052\",\"202053\",\"202101\",\"202102\",\"202103\",\"202104\",\"202105\",\"202106\",\"202107\",\"202108\",\"202109\",\"202110\",\"202111\",\"202112\",\"202113\",\"202114\",\"202115\",\"202116\",\"202117\",\"202118\",\"202119\",\"202120\",\"202121\",\"202122\",\"202123\",\"202124\",\"202125\",\"202126\",\"202127\",\"202128\",\"202129\",\"202130\",\"202131\",\"202132\",\"202133\",\"202134\",\"202135\",\"202136\",\"202137\",\"202138\",\"202139\",\"202140\",\"202141\",\"202142\",\"202143\",\"202144\",\"202145\",\"202146\",\"202147\",\"202148\",\"202149\",\"202150\",\"202151\",\"202152\",\"202201\",\"202202\",\"202203\",\"202204\",\"202205\",\"202206\",\"202207\",\"202208\",\"202209\",\"202210\",\"202211\",\"202212\",\"202213\",\"202214\",\"202215\",\"202216\",\"202217\",\"202218\",\"202219\",\"202220\",\"202221\",\"202222\",\"202223\",\"202224\",\"202225\",\"202226\",\"202227\",\"202228\",\"202229\",\"202230\",\"202231\",\"202232\",\"202233\",\"202234\",\"202235\",\"202236\",\"202237\",\"202238\",\"202239\",\"202240\",\"202241\",\"202242\",\"202243\",\"202244\",\"202245\",\"202246\",\"202247\",\"202248\",\"202249\",\"202250\",\"202251\",\"202252\",\"202301\",\"202302\",\"202303\",\"202304\",\"202305\",\"202306\",\"202307\",\"202308\",\"202309\",\"202310\",\"202311\",\"202312\",\"202313\",\"202314\",\"202315\",\"202316\",\"202317\",\"202318\",\"202319\",\"202320\",\"202321\",\"202322\",\"202323\",\"202324\",\"202325\",\"202326\",\"202327\",\"202328\",\"202329\",\"202330\",\"202331\",\"202332\",\"202333\",\"202334\",\"202335\",\"202336\",\"202337\",\"202338\",\"202339\",\"202340\",\"202341\",\"202342\",\"202343\",\"202344\",\"202345\",\"202346\",\"202347\",\"202348\",\"202349\",\"202350\",\"202351\",\"202352\",\"202401\",\"202402\",\"202403\",\"202404\",\"202405\",\"202406\",\"202407\",\"202408\",\"202409\",\"202410\",\"202411\",\"202412\",\"202413\",\"202414\",\"202415\",\"202416\",\"202417\",\"202418\",\"202419\",\"202420\",\"202421\",\"202422\",\"202423\",\"202424\",\"202425\",\"202426\",\"202427\",\"202428\",\"202429\",\"202430\",\"202431\",\"202432\",\"202433\",\"202434\",\"202435\",\"202436\",\"202437\",\"202438\",\"202439\",\"202440\",\"202441\",\"202442\",\"202443\",\"202444\",\"202445\",\"202446\",\"202447\"],\"y\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],\"type\":\"histogram\"},{\"name\":\"10\",\"x\":[\"202032\",\"202033\",\"202034\",\"202035\",\"202036\",\"202037\",\"202038\",\"202039\",\"202040\",\"202041\",\"202042\",\"202043\",\"202044\",\"202045\",\"202046\",\"202047\",\"202048\",\"202049\",\"202050\",\"202051\",\"202052\",\"202053\",\"202101\",\"202102\",\"202103\",\"202104\",\"202105\",\"202106\",\"202107\",\"202108\",\"202109\",\"202110\",\"202111\",\"202112\",\"202113\",\"202114\",\"202115\",\"202116\",\"202117\",\"202118\",\"202119\",\"202120\",\"202121\",\"202122\",\"202123\",\"202124\",\"202125\",\"202126\",\"202127\",\"202128\",\"202129\",\"202130\",\"202131\",\"202132\",\"202133\",\"202134\",\"202135\",\"202136\",\"202137\",\"202138\",\"202139\",\"202140\",\"202141\",\"202142\",\"202143\",\"202144\",\"202145\",\"202146\",\"202147\",\"202148\",\"202149\",\"202150\",\"202151\",\"202152\",\"202201\",\"202202\",\"202203\",\"202204\",\"202205\",\"202206\",\"202207\",\"202208\",\"202209\",\"202210\",\"202211\",\"202212\",\"202213\",\"202214\",\"202215\",\"202216\",\"202217\",\"202218\",\"202219\",\"202220\",\"202221\",\"202222\",\"202223\",\"202224\",\"202225\",\"202226\",\"202227\",\"202228\",\"202229\",\"202230\",\"202231\",\"202232\",\"202233\",\"202234\",\"202235\",\"202236\",\"202237\",\"202238\",\"202239\",\"202240\",\"202241\",\"202242\",\"202243\",\"202244\",\"202245\",\"202246\",\"202247\",\"202248\",\"202249\",\"202250\",\"202251\",\"202252\",\"202301\",\"202302\",\"202303\",\"202304\",\"202305\",\"202306\",\"202307\",\"202308\",\"202309\",\"202310\",\"202311\",\"202312\",\"202313\",\"202314\",\"202315\",\"202316\",\"202317\",\"202318\",\"202319\",\"202320\",\"202321\",\"202322\",\"202323\",\"202324\",\"202325\",\"202326\",\"202327\",\"202328\",\"202329\",\"202330\",\"202331\",\"202332\",\"202333\",\"202334\",\"202335\",\"202336\",\"202337\",\"202338\",\"202339\",\"202340\",\"202341\",\"202342\",\"202343\",\"202344\",\"202345\",\"202346\",\"202347\",\"202348\",\"202349\",\"202350\",\"202351\",\"202352\",\"202401\",\"202402\",\"202403\",\"202404\",\"202405\",\"202406\",\"202407\",\"202408\",\"202409\",\"202410\",\"202411\",\"202412\",\"202413\",\"202414\",\"202415\",\"202416\",\"202417\",\"202418\",\"202419\",\"202420\",\"202421\",\"202422\",\"202423\",\"202424\",\"202425\",\"202426\",\"202427\",\"202428\",\"202429\",\"202430\",\"202431\",\"202432\",\"202433\",\"202434\",\"202435\",\"202436\",\"202437\",\"202438\",\"202439\",\"202440\",\"202441\",\"202442\",\"202443\",\"202444\",\"202445\",\"202446\",\"202447\"],\"y\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],\"type\":\"histogram\"},{\"name\":\"7\",\"x\":[\"202032\",\"202033\",\"202034\",\"202035\",\"202036\",\"202037\",\"202038\",\"202039\",\"202040\",\"202041\",\"202042\",\"202043\",\"202044\",\"202045\",\"202046\",\"202047\",\"202048\",\"202049\",\"202050\",\"202051\",\"202052\",\"202053\",\"202101\",\"202102\",\"202103\",\"202104\",\"202105\",\"202106\",\"202107\",\"202108\",\"202109\",\"202110\",\"202111\",\"202112\",\"202113\",\"202114\",\"202115\",\"202116\",\"202117\",\"202118\",\"202119\",\"202120\",\"202121\",\"202122\",\"202123\",\"202124\",\"202125\",\"202126\",\"202127\",\"202128\",\"202129\",\"202130\",\"202131\",\"202132\",\"202133\",\"202134\",\"202135\",\"202136\",\"202137\",\"202138\",\"202139\",\"202140\",\"202141\",\"202142\",\"202143\",\"202144\",\"202145\",\"202146\",\"202147\",\"202148\",\"202149\",\"202150\",\"202151\",\"202152\",\"202201\",\"202202\",\"202203\",\"202204\",\"202205\",\"202206\",\"202207\",\"202208\",\"202209\",\"202210\",\"202211\",\"202212\",\"202213\",\"202214\",\"202215\",\"202216\",\"202217\",\"202218\",\"202219\",\"202220\",\"202221\",\"202222\",\"202223\",\"202224\",\"202225\",\"202226\",\"202227\",\"202228\",\"202229\",\"202230\",\"202231\",\"202232\",\"202233\",\"202234\",\"202235\",\"202236\",\"202237\",\"202238\",\"202239\",\"202240\",\"202241\",\"202242\",\"202243\",\"202244\",\"202245\",\"202246\",\"202247\",\"202248\",\"202249\",\"202250\",\"202251\",\"202252\",\"202301\",\"202302\",\"202303\",\"202304\",\"202305\",\"202306\",\"202307\",\"202308\",\"202309\",\"202310\",\"202311\",\"202312\",\"202313\",\"202314\",\"202315\",\"202316\",\"202317\",\"202318\",\"202319\",\"202320\",\"202321\",\"202322\",\"202323\",\"202324\",\"202325\",\"202326\",\"202327\",\"202328\",\"202329\",\"202330\",\"202331\",\"202332\",\"202333\",\"202334\",\"202335\",\"202336\",\"202337\",\"202338\",\"202339\",\"202340\",\"202341\",\"202342\",\"202343\",\"202344\",\"202345\",\"202346\",\"202347\",\"202348\",\"202349\",\"202350\",\"202351\",\"202352\",\"202401\",\"202402\",\"202403\",\"202404\",\"202405\",\"202406\",\"202407\",\"202408\",\"202409\",\"202410\",\"202411\",\"202412\",\"202413\",\"202414\",\"202415\",\"202416\",\"202417\",\"202418\",\"202419\",\"202420\",\"202421\",\"202422\",\"202423\",\"202424\",\"202425\",\"202426\",\"202427\",\"202428\",\"202429\",\"202430\",\"202431\",\"202432\",\"202433\",\"202434\",\"202435\",\"202436\",\"202437\",\"202438\",\"202439\",\"202440\",\"202441\",\"202442\",\"202443\",\"202444\",\"202445\",\"202446\",\"202447\"],\"y\":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],\"type\":\"histogram\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"marker\":{\"line\":{\"color\":\"#283442\"}},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#f2f5fa\"},\"error_y\":{\"color\":\"#f2f5fa\"},\"marker\":{\"line\":{\"color\":\"rgb(17,17,17)\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"marker\":{\"line\":{\"color\":\"#283442\"}},\"type\":\"scattergl\"}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#A2B1C6\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"minorgridcolor\":\"#506784\",\"startlinecolor\":\"#A2B1C6\"},\"baxis\":{\"endlinecolor\":\"#A2B1C6\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"minorgridcolor\":\"#506784\",\"startlinecolor\":\"#A2B1C6\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#506784\"},\"line\":{\"color\":\"rgb(17,17,17)\"}},\"header\":{\"fill\":{\"color\":\"#2a3f5f\"},\"line\":{\"color\":\"rgb(17,17,17)\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"rgb(17,17,17)\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#f2f5fa\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"rgb(17,17,17)\",\"plot_bgcolor\":\"rgb(17,17,17)\",\"polar\":{\"bgcolor\":\"rgb(17,17,17)\",\"angularaxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"rgb(17,17,17)\",\"aaxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"#283442\",\"linecolor\":\"#506784\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#283442\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"#283442\",\"linecolor\":\"#506784\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#283442\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"rgb(17,17,17)\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#C8D4E3\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"rgb(17,17,17)\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#C8D4E3\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"rgb(17,17,17)\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#C8D4E3\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#f2f5fa\"}},\"annotationdefaults\":{\"arrowcolor\":\"#f2f5fa\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"rgb(17,17,17)\",\"landcolor\":\"rgb(17,17,17)\",\"subunitcolor\":\"#506784\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"rgb(17,17,17)\"},\"title\":{\"x\":0.05},\"updatemenudefaults\":{\"bgcolor\":\"#506784\",\"borderwidth\":0},\"sliderdefaults\":{\"bgcolor\":\"#C8D4E3\",\"borderwidth\":1,\"bordercolor\":\"rgb(17,17,17)\",\"tickwidth\":0},\"mapbox\":{\"style\":\"dark\"}}},\"title\":{\"text\":\"hhs NHSN row count over time\"},\"barmode\":\"stack\"},                        {\"responsive\": true}                    ).then(function(){\n",
+       "                            \n",
+       "var gd = document.getElementById('6b733029-59c8-45e8-aeba-d0a4ed6efeac');\n",
+       "var x = new MutationObserver(function (mutations, observer) {{\n",
+       "        var display = window.getComputedStyle(gd).display;\n",
+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
+       "    x.observe(outputEl, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "                        })                };                });            </script>        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 52
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-12-06T17:35:17.610585Z",
+     "start_time": "2024-12-06T17:35:17.110549Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "pathogen_mapping = {\"flu\": \"influenza\", \"covid\": \"covid\"}\n",
+    "pathogen = \"covid\"\n",
+    "prelim_flag = False\n",
+    "geo = \"nation\"\n",
+    "val_cutoff = 100\n",
+    "percent_cutoff = 30\n",
+    "\n",
+    "\n",
+    "nhsn_df = get_nhsn_df(geo, pathogen).sort_values(by=\"time_value\")\n",
+    "hhs_df = get_hhs_df(geo, pathogen_mapping[pathogen]).sort_values(by=\"time_value\")\n",
+    "\n",
+    "plot_timeplot(nhsn_df, pathogen, prelim_flag, geo, y_col=\"val\", download=False)\n"
+   ],
+   "id": "8b2d28e0592f8398",
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "data": [
+        {
+         "mode": "lines",
+         "name": "Time Series",
+         "x": [
+          "202032",
+          "202033",
+          "202034",
+          "202035",
+          "202036",
+          "202037",
+          "202038",
+          "202039",
+          "202040",
+          "202041",
+          "202042",
+          "202043",
+          "202044",
+          "202045",
+          "202046",
+          "202047",
+          "202048",
+          "202049",
+          "202050",
+          "202051",
+          "202052",
+          "202053",
+          "202101",
+          "202102",
+          "202103",
+          "202104",
+          "202105",
+          "202106",
+          "202107",
+          "202108",
+          "202109",
+          "202110",
+          "202111",
+          "202112",
+          "202113",
+          "202114",
+          "202115",
+          "202116",
+          "202117",
+          "202118",
+          "202119",
+          "202120",
+          "202121",
+          "202122",
+          "202123",
+          "202124",
+          "202125",
+          "202126",
+          "202127",
+          "202128",
+          "202129",
+          "202130",
+          "202131",
+          "202132",
+          "202133",
+          "202134",
+          "202135",
+          "202136",
+          "202137",
+          "202138",
+          "202139",
+          "202140",
+          "202141",
+          "202142",
+          "202143",
+          "202144",
+          "202145",
+          "202146",
+          "202147",
+          "202148",
+          "202149",
+          "202150",
+          "202151",
+          "202152",
+          "202201",
+          "202202",
+          "202203",
+          "202204",
+          "202205",
+          "202206",
+          "202207",
+          "202208",
+          "202209",
+          "202210",
+          "202211",
+          "202212",
+          "202213",
+          "202214",
+          "202215",
+          "202216",
+          "202217",
+          "202218",
+          "202219",
+          "202220",
+          "202221",
+          "202222",
+          "202223",
+          "202224",
+          "202225",
+          "202226",
+          "202227",
+          "202228",
+          "202229",
+          "202230",
+          "202231",
+          "202232",
+          "202233",
+          "202234",
+          "202235",
+          "202236",
+          "202237",
+          "202238",
+          "202239",
+          "202240",
+          "202241",
+          "202242",
+          "202243",
+          "202244",
+          "202245",
+          "202246",
+          "202247",
+          "202248",
+          "202249",
+          "202250",
+          "202251",
+          "202252",
+          "202301",
+          "202302",
+          "202303",
+          "202304",
+          "202305",
+          "202306",
+          "202307",
+          "202308",
+          "202309",
+          "202310",
+          "202311",
+          "202312",
+          "202313",
+          "202314",
+          "202315",
+          "202316",
+          "202317",
+          "202318",
+          "202319",
+          "202320",
+          "202321",
+          "202322",
+          "202323",
+          "202324",
+          "202325",
+          "202326",
+          "202327",
+          "202328",
+          "202329",
+          "202330",
+          "202331",
+          "202332",
+          "202333",
+          "202334",
+          "202335",
+          "202336",
+          "202337",
+          "202338",
+          "202339",
+          "202340",
+          "202341",
+          "202342",
+          "202343",
+          "202344",
+          "202345",
+          "202346",
+          "202347",
+          "202348",
+          "202349",
+          "202350",
+          "202351",
+          "202352",
+          "202401",
+          "202402",
+          "202403",
+          "202404",
+          "202405",
+          "202406",
+          "202407",
+          "202408",
+          "202409",
+          "202410",
+          "202411",
+          "202412",
+          "202413",
+          "202414",
+          "202415",
+          "202416",
+          "202417",
+          "202418",
+          "202419",
+          "202420",
+          "202421",
+          "202422",
+          "202423",
+          "202424",
+          "202425",
+          "202426",
+          "202427",
+          "202428",
+          "202429",
+          "202430",
+          "202431",
+          "202432",
+          "202433",
+          "202434",
+          "202435",
+          "202436",
+          "202437",
+          "202438",
+          "202439",
+          "202440",
+          "202441",
+          "202442",
+          "202443",
+          "202444",
+          "202445",
+          "202446",
+          "202447"
+         ],
+         "y": [
+          39044.0,
+          36630.0,
+          36884.0,
+          35479.0,
+          32862.0,
+          29806.0,
+          27753.0,
+          27983.0,
+          31764.0,
+          37341.0,
+          40762.0,
+          45768.0,
+          50681.0,
+          59181.0,
+          74354.0,
+          86620.0,
+          91099.0,
+          101861.0,
+          108114.0,
+          112537.0,
+          113135.0,
+          120582.0,
+          127805.0,
+          119444.0,
+          105947.0,
+          90412.0,
+          77985.0,
+          63688.0,
+          51376.0,
+          46648.0,
+          39252.0,
+          37692.0,
+          36491.0,
+          37993.0,
+          39616.0,
+          42289.0,
+          44057.0,
+          41785.0,
+          37591.0,
+          33309.0,
+          28365.0,
+          25158.0,
+          22611.0,
+          18465.0,
+          16434.0,
+          14744.0,
+          13889.0,
+          15195.0,
+          18552.0,
+          25131.0,
+          36160.0,
+          52828.0,
+          70899.0,
+          85855.0,
+          92944.0,
+          94588.0,
+          93239.0,
+          88158.0,
+          79162.0,
+          67736.0,
+          58072.0,
+          51742.0,
+          45975.0,
+          41499.0,
+          38325.0,
+          36374.0,
+          39216.0,
+          42109.0,
+          44641.0,
+          51335.0,
+          56785.0,
+          56180.0,
+          62906.0,
+          101068.0,
+          141463.0,
+          156308.0,
+          146731.0,
+          129555.0,
+          100498.0,
+          74568.0,
+          51731.0,
+          36090.0,
+          26373.0,
+          19997.0,
+          15090.0,
+          12245.0,
+          11223.0,
+          10749.0,
+          11510.0,
+          13057.0,
+          15164.0,
+          18535.0,
+          21401.0,
+          25345.0,
+          27447.0,
+          29181.0,
+          30750.0,
+          31794.0,
+          34117.0,
+          37635.0,
+          40932.0,
+          44777.0,
+          47330.0,
+          46511.0,
+          46285.0,
+          43438.0,
+          40569.0,
+          39210.0,
+          36675.0,
+          33410.0,
+          30546.0,
+          28167.0,
+          26185.0,
+          24808.0,
+          24056.0,
+          24129.0,
+          24409.0,
+          25577.0,
+          29429.0,
+          25298.0,
+          27713.0,
+          35801.0,
+          36585.0,
+          38964.0,
+          40405.0,
+          45810.0,
+          45571.0,
+          38762.0,
+          32565.0,
+          29089.0,
+          27269.0,
+          26945.0,
+          26105.0,
+          24737.0,
+          23149.0,
+          20871.0,
+          18987.0,
+          17906.0,
+          16399.0,
+          14934.0,
+          13794.0,
+          12262.0,
+          10475.0,
+          10190.0,
+          10159.0,
+          8827.0,
+          8197.0,
+          7822.0,
+          7472.0,
+          7005.0,
+          6716.0,
+          6853.0,
+          6990.0,
+          7624.0,
+          8394.0,
+          9501.0,
+          11190.0,
+          13533.0,
+          16686.0,
+          19694.0,
+          21025.0,
+          22621.0,
+          21897.0,
+          20754.0,
+          19618.0,
+          18362.0,
+          17516.0,
+          16756.0,
+          16613.0,
+          15797.0,
+          18182.0,
+          18949.0,
+          20720.0,
+          24502.0,
+          25121.0,
+          26842.0,
+          31196.0,
+          36633.0,
+          37777.0,
+          33734.0,
+          28270.0,
+          25254.0,
+          23070.0,
+          22341.0,
+          21358.0,
+          19539.0,
+          17167.0,
+          14900.0,
+          12001.0,
+          10386.0,
+          8946.0,
+          8209.0,
+          7286.0,
+          6414.0,
+          5803.0,
+          3842.0,
+          2408.0,
+          2231.0,
+          2291.0,
+          2358.0,
+          2590.0,
+          2943.0,
+          3473.0,
+          3848.0,
+          5042.0,
+          5669.0,
+          6261.0,
+          7047.0,
+          7417.0,
+          7767.0,
+          7978.0,
+          8008.0,
+          7757.0,
+          7327.0,
+          6894.0,
+          6184.0,
+          5339.0,
+          4197.0,
+          1955.0,
+          2064.0,
+          2928.0,
+          4612.0,
+          7694.0,
+          7574.0,
+          7653.0
+         ],
+         "type": "scatter"
+        }
+       ],
+       "layout": {
+        "template": {
+         "data": {
+          "histogram2dcontour": [
+           {
+            "type": "histogram2dcontour",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "choropleth": [
+           {
+            "type": "choropleth",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            }
+           }
+          ],
+          "histogram2d": [
+           {
+            "type": "histogram2d",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "heatmap": [
+           {
+            "type": "heatmap",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "heatmapgl": [
+           {
+            "type": "heatmapgl",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "contourcarpet": [
+           {
+            "type": "contourcarpet",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            }
+           }
+          ],
+          "contour": [
+           {
+            "type": "contour",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "surface": [
+           {
+            "type": "surface",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            },
+            "colorscale": [
+             [
+              0.0,
+              "#0d0887"
+             ],
+             [
+              0.1111111111111111,
+              "#46039f"
+             ],
+             [
+              0.2222222222222222,
+              "#7201a8"
+             ],
+             [
+              0.3333333333333333,
+              "#9c179e"
+             ],
+             [
+              0.4444444444444444,
+              "#bd3786"
+             ],
+             [
+              0.5555555555555556,
+              "#d8576b"
+             ],
+             [
+              0.6666666666666666,
+              "#ed7953"
+             ],
+             [
+              0.7777777777777778,
+              "#fb9f3a"
+             ],
+             [
+              0.8888888888888888,
+              "#fdca26"
+             ],
+             [
+              1.0,
+              "#f0f921"
+             ]
+            ]
+           }
+          ],
+          "mesh3d": [
+           {
+            "type": "mesh3d",
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
+            }
+           }
+          ],
+          "scatter": [
+           {
+            "marker": {
+             "line": {
+              "color": "#283442"
+             }
+            },
+            "type": "scatter"
+           }
+          ],
+          "parcoords": [
+           {
+            "type": "parcoords",
+            "line": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "scatterpolargl": [
+           {
+            "type": "scatterpolargl",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "bar": [
+           {
+            "error_x": {
+             "color": "#f2f5fa"
+            },
+            "error_y": {
+             "color": "#f2f5fa"
+            },
+            "marker": {
+             "line": {
+              "color": "rgb(17,17,17)",
+              "width": 0.5
+             },
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "bar"
+           }
+          ],
+          "scattergeo": [
+           {
+            "type": "scattergeo",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "scatterpolar": [
+           {
+            "type": "scatterpolar",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "histogram": [
+           {
+            "marker": {
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "histogram"
+           }
+          ],
+          "scattergl": [
+           {
+            "marker": {
+             "line": {
+              "color": "#283442"
+             }
+            },
+            "type": "scattergl"
+           }
+          ],
+          "scatter3d": [
+           {
+            "type": "scatter3d",
+            "line": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            },
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "scattermapbox": [
+           {
+            "type": "scattermapbox",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "scatterternary": [
+           {
+            "type": "scatterternary",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "scattercarpet": [
+           {
+            "type": "scattercarpet",
+            "marker": {
+             "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+             }
+            }
+           }
+          ],
+          "carpet": [
+           {
+            "aaxis": {
+             "endlinecolor": "#A2B1C6",
+             "gridcolor": "#506784",
+             "linecolor": "#506784",
+             "minorgridcolor": "#506784",
+             "startlinecolor": "#A2B1C6"
+            },
+            "baxis": {
+             "endlinecolor": "#A2B1C6",
+             "gridcolor": "#506784",
+             "linecolor": "#506784",
+             "minorgridcolor": "#506784",
+             "startlinecolor": "#A2B1C6"
+            },
+            "type": "carpet"
+           }
+          ],
+          "table": [
+           {
+            "cells": {
+             "fill": {
+              "color": "#506784"
+             },
+             "line": {
+              "color": "rgb(17,17,17)"
+             }
+            },
+            "header": {
+             "fill": {
+              "color": "#2a3f5f"
+             },
+             "line": {
+              "color": "rgb(17,17,17)"
+             }
+            },
+            "type": "table"
+           }
+          ],
+          "barpolar": [
+           {
+            "marker": {
+             "line": {
+              "color": "rgb(17,17,17)",
+              "width": 0.5
+             },
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "barpolar"
+           }
+          ],
+          "pie": [
+           {
+            "automargin": true,
+            "type": "pie"
+           }
+          ]
+         },
+         "layout": {
+          "autotypenumbers": "strict",
+          "colorway": [
+           "#636efa",
+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
+           "#FF97FF",
+           "#FECB52"
+          ],
+          "font": {
+           "color": "#f2f5fa"
+          },
+          "hovermode": "closest",
+          "hoverlabel": {
+           "align": "left"
+          },
+          "paper_bgcolor": "rgb(17,17,17)",
+          "plot_bgcolor": "rgb(17,17,17)",
+          "polar": {
+           "bgcolor": "rgb(17,17,17)",
+           "angularaxis": {
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "ticks": ""
+           },
+           "radialaxis": {
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "ticks": ""
+           }
+          },
+          "ternary": {
+           "bgcolor": "rgb(17,17,17)",
+           "aaxis": {
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "ticks": ""
+           },
+           "caxis": {
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "ticks": ""
+           }
+          },
+          "coloraxis": {
+           "colorbar": {
+            "outlinewidth": 0,
+            "ticks": ""
+           }
+          },
+          "colorscale": {
+           "sequential": [
+            [
+             0.0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
+            ],
+            [
+             0.5555555555555556,
+             "#d8576b"
+            ],
+            [
+             0.6666666666666666,
+             "#ed7953"
+            ],
+            [
+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1.0,
+             "#f0f921"
+            ]
+           ],
+           "sequentialminus": [
+            [
+             0.0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
+            ],
+            [
+             0.5555555555555556,
+             "#d8576b"
+            ],
+            [
+             0.6666666666666666,
+             "#ed7953"
+            ],
+            [
+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1.0,
+             "#f0f921"
+            ]
+           ],
+           "diverging": [
+            [
+             0,
+             "#8e0152"
+            ],
+            [
+             0.1,
+             "#c51b7d"
+            ],
+            [
+             0.2,
+             "#de77ae"
+            ],
+            [
+             0.3,
+             "#f1b6da"
+            ],
+            [
+             0.4,
+             "#fde0ef"
+            ],
+            [
+             0.5,
+             "#f7f7f7"
+            ],
+            [
+             0.6,
+             "#e6f5d0"
+            ],
+            [
+             0.7,
+             "#b8e186"
+            ],
+            [
+             0.8,
+             "#7fbc41"
+            ],
+            [
+             0.9,
+             "#4d9221"
+            ],
+            [
+             1,
+             "#276419"
+            ]
+           ]
+          },
+          "xaxis": {
+           "gridcolor": "#283442",
+           "linecolor": "#506784",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "#283442",
+           "automargin": true,
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "gridcolor": "#283442",
+           "linecolor": "#506784",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "#283442",
+           "automargin": true,
+           "zerolinewidth": 2
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "rgb(17,17,17)",
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "#C8D4E3",
+            "gridwidth": 2
+           },
+           "yaxis": {
+            "backgroundcolor": "rgb(17,17,17)",
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "#C8D4E3",
+            "gridwidth": 2
+           },
+           "zaxis": {
+            "backgroundcolor": "rgb(17,17,17)",
+            "gridcolor": "#506784",
+            "linecolor": "#506784",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "#C8D4E3",
+            "gridwidth": 2
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#f2f5fa"
+           }
+          },
+          "annotationdefaults": {
+           "arrowcolor": "#f2f5fa",
+           "arrowhead": 0,
+           "arrowwidth": 1
+          },
+          "geo": {
+           "bgcolor": "rgb(17,17,17)",
+           "landcolor": "rgb(17,17,17)",
+           "subunitcolor": "#506784",
+           "showland": true,
+           "showlakes": true,
+           "lakecolor": "rgb(17,17,17)"
+          },
+          "title": {
+           "x": 0.05
+          },
+          "updatemenudefaults": {
+           "bgcolor": "#506784",
+           "borderwidth": 0
+          },
+          "sliderdefaults": {
+           "bgcolor": "#C8D4E3",
+           "borderwidth": 1,
+           "bordercolor": "rgb(17,17,17)",
+           "tickwidth": 0
+          },
+          "mapbox": {
+           "style": "dark"
+          }
+         }
+        },
+        "title": {
+         "text": "nation NHSN value over time"
+        }
+       },
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       }
+      },
+      "text/html": [
+       "<div>                            <div id=\"9b5f41ee-eecd-4f09-afa1-f1c4db46038f\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"9b5f41ee-eecd-4f09-afa1-f1c4db46038f\")) {                    Plotly.newPlot(                        \"9b5f41ee-eecd-4f09-afa1-f1c4db46038f\",                        [{\"mode\":\"lines\",\"name\":\"Time Series\",\"x\":[\"202032\",\"202033\",\"202034\",\"202035\",\"202036\",\"202037\",\"202038\",\"202039\",\"202040\",\"202041\",\"202042\",\"202043\",\"202044\",\"202045\",\"202046\",\"202047\",\"202048\",\"202049\",\"202050\",\"202051\",\"202052\",\"202053\",\"202101\",\"202102\",\"202103\",\"202104\",\"202105\",\"202106\",\"202107\",\"202108\",\"202109\",\"202110\",\"202111\",\"202112\",\"202113\",\"202114\",\"202115\",\"202116\",\"202117\",\"202118\",\"202119\",\"202120\",\"202121\",\"202122\",\"202123\",\"202124\",\"202125\",\"202126\",\"202127\",\"202128\",\"202129\",\"202130\",\"202131\",\"202132\",\"202133\",\"202134\",\"202135\",\"202136\",\"202137\",\"202138\",\"202139\",\"202140\",\"202141\",\"202142\",\"202143\",\"202144\",\"202145\",\"202146\",\"202147\",\"202148\",\"202149\",\"202150\",\"202151\",\"202152\",\"202201\",\"202202\",\"202203\",\"202204\",\"202205\",\"202206\",\"202207\",\"202208\",\"202209\",\"202210\",\"202211\",\"202212\",\"202213\",\"202214\",\"202215\",\"202216\",\"202217\",\"202218\",\"202219\",\"202220\",\"202221\",\"202222\",\"202223\",\"202224\",\"202225\",\"202226\",\"202227\",\"202228\",\"202229\",\"202230\",\"202231\",\"202232\",\"202233\",\"202234\",\"202235\",\"202236\",\"202237\",\"202238\",\"202239\",\"202240\",\"202241\",\"202242\",\"202243\",\"202244\",\"202245\",\"202246\",\"202247\",\"202248\",\"202249\",\"202250\",\"202251\",\"202252\",\"202301\",\"202302\",\"202303\",\"202304\",\"202305\",\"202306\",\"202307\",\"202308\",\"202309\",\"202310\",\"202311\",\"202312\",\"202313\",\"202314\",\"202315\",\"202316\",\"202317\",\"202318\",\"202319\",\"202320\",\"202321\",\"202322\",\"202323\",\"202324\",\"202325\",\"202326\",\"202327\",\"202328\",\"202329\",\"202330\",\"202331\",\"202332\",\"202333\",\"202334\",\"202335\",\"202336\",\"202337\",\"202338\",\"202339\",\"202340\",\"202341\",\"202342\",\"202343\",\"202344\",\"202345\",\"202346\",\"202347\",\"202348\",\"202349\",\"202350\",\"202351\",\"202352\",\"202401\",\"202402\",\"202403\",\"202404\",\"202405\",\"202406\",\"202407\",\"202408\",\"202409\",\"202410\",\"202411\",\"202412\",\"202413\",\"202414\",\"202415\",\"202416\",\"202417\",\"202418\",\"202419\",\"202420\",\"202421\",\"202422\",\"202423\",\"202424\",\"202425\",\"202426\",\"202427\",\"202428\",\"202429\",\"202430\",\"202431\",\"202432\",\"202433\",\"202434\",\"202435\",\"202436\",\"202437\",\"202438\",\"202439\",\"202440\",\"202441\",\"202442\",\"202443\",\"202444\",\"202445\",\"202446\",\"202447\"],\"y\":[39044.0,36630.0,36884.0,35479.0,32862.0,29806.0,27753.0,27983.0,31764.0,37341.0,40762.0,45768.0,50681.0,59181.0,74354.0,86620.0,91099.0,101861.0,108114.0,112537.0,113135.0,120582.0,127805.0,119444.0,105947.0,90412.0,77985.0,63688.0,51376.0,46648.0,39252.0,37692.0,36491.0,37993.0,39616.0,42289.0,44057.0,41785.0,37591.0,33309.0,28365.0,25158.0,22611.0,18465.0,16434.0,14744.0,13889.0,15195.0,18552.0,25131.0,36160.0,52828.0,70899.0,85855.0,92944.0,94588.0,93239.0,88158.0,79162.0,67736.0,58072.0,51742.0,45975.0,41499.0,38325.0,36374.0,39216.0,42109.0,44641.0,51335.0,56785.0,56180.0,62906.0,101068.0,141463.0,156308.0,146731.0,129555.0,100498.0,74568.0,51731.0,36090.0,26373.0,19997.0,15090.0,12245.0,11223.0,10749.0,11510.0,13057.0,15164.0,18535.0,21401.0,25345.0,27447.0,29181.0,30750.0,31794.0,34117.0,37635.0,40932.0,44777.0,47330.0,46511.0,46285.0,43438.0,40569.0,39210.0,36675.0,33410.0,30546.0,28167.0,26185.0,24808.0,24056.0,24129.0,24409.0,25577.0,29429.0,25298.0,27713.0,35801.0,36585.0,38964.0,40405.0,45810.0,45571.0,38762.0,32565.0,29089.0,27269.0,26945.0,26105.0,24737.0,23149.0,20871.0,18987.0,17906.0,16399.0,14934.0,13794.0,12262.0,10475.0,10190.0,10159.0,8827.0,8197.0,7822.0,7472.0,7005.0,6716.0,6853.0,6990.0,7624.0,8394.0,9501.0,11190.0,13533.0,16686.0,19694.0,21025.0,22621.0,21897.0,20754.0,19618.0,18362.0,17516.0,16756.0,16613.0,15797.0,18182.0,18949.0,20720.0,24502.0,25121.0,26842.0,31196.0,36633.0,37777.0,33734.0,28270.0,25254.0,23070.0,22341.0,21358.0,19539.0,17167.0,14900.0,12001.0,10386.0,8946.0,8209.0,7286.0,6414.0,5803.0,3842.0,2408.0,2231.0,2291.0,2358.0,2590.0,2943.0,3473.0,3848.0,5042.0,5669.0,6261.0,7047.0,7417.0,7767.0,7978.0,8008.0,7757.0,7327.0,6894.0,6184.0,5339.0,4197.0,1955.0,2064.0,2928.0,4612.0,7694.0,7574.0,7653.0],\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"marker\":{\"line\":{\"color\":\"#283442\"}},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#f2f5fa\"},\"error_y\":{\"color\":\"#f2f5fa\"},\"marker\":{\"line\":{\"color\":\"rgb(17,17,17)\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"marker\":{\"line\":{\"color\":\"#283442\"}},\"type\":\"scattergl\"}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#A2B1C6\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"minorgridcolor\":\"#506784\",\"startlinecolor\":\"#A2B1C6\"},\"baxis\":{\"endlinecolor\":\"#A2B1C6\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"minorgridcolor\":\"#506784\",\"startlinecolor\":\"#A2B1C6\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#506784\"},\"line\":{\"color\":\"rgb(17,17,17)\"}},\"header\":{\"fill\":{\"color\":\"#2a3f5f\"},\"line\":{\"color\":\"rgb(17,17,17)\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"rgb(17,17,17)\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#f2f5fa\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"rgb(17,17,17)\",\"plot_bgcolor\":\"rgb(17,17,17)\",\"polar\":{\"bgcolor\":\"rgb(17,17,17)\",\"angularaxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"rgb(17,17,17)\",\"aaxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"#283442\",\"linecolor\":\"#506784\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#283442\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"#283442\",\"linecolor\":\"#506784\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#283442\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"rgb(17,17,17)\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#C8D4E3\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"rgb(17,17,17)\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#C8D4E3\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"rgb(17,17,17)\",\"gridcolor\":\"#506784\",\"linecolor\":\"#506784\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#C8D4E3\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#f2f5fa\"}},\"annotationdefaults\":{\"arrowcolor\":\"#f2f5fa\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"rgb(17,17,17)\",\"landcolor\":\"rgb(17,17,17)\",\"subunitcolor\":\"#506784\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"rgb(17,17,17)\"},\"title\":{\"x\":0.05},\"updatemenudefaults\":{\"bgcolor\":\"#506784\",\"borderwidth\":0},\"sliderdefaults\":{\"bgcolor\":\"#C8D4E3\",\"borderwidth\":1,\"bordercolor\":\"rgb(17,17,17)\",\"tickwidth\":0},\"mapbox\":{\"style\":\"dark\"}}},\"title\":{\"text\":\"nation NHSN value over time\"}},                        {\"responsive\": true}                    ).then(function(){\n",
+       "                            \n",
+       "var gd = document.getElementById('9b5f41ee-eecd-4f09-afa1-f1c4db46038f');\n",
+       "var x = new MutationObserver(function (mutations, observer) {{\n",
+       "        var display = window.getComputedStyle(gd).display;\n",
+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
+       "    x.observe(outputEl, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "                        })                };                });            </script>        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 55
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/nhsn/params.json.template b/nhsn/params.json.template
new file mode 100644
index 000000000..0c9d42f66
--- /dev/null
+++ b/nhsn/params.json.template
@@ -0,0 +1,30 @@
+{
+  "common": {
+    "export_dir": "./receiving",
+    "log_filename": "nhsn.log",
+    "backup_dir": "./raw_data_backups"
+
+  },
+    "indicator": {
+    "wip_signal": true,
+    "export_start_date": "2020-08-01",
+    "static_file_dir": "./static",
+    "socrata_token": ""
+  },
+  "validation": {
+    "common": {
+      "data_source": "nhsn",
+      "span_length": 14,
+      "min_expected_lag": {"all": "1"},
+      "max_expected_lag": {"all": "3"},
+      "dry_run": true,
+      "suppressed_errors": []
+    },
+    "static": {
+      "minimum_sample_size": 0,
+      "missing_se_allowed": true,
+      "missing_sample_size_allowed": true
+    },
+    "dynamic": {}
+  }
+}
diff --git a/nhsn/raw_data_backups/.gitignore b/nhsn/raw_data_backups/.gitignore
new file mode 100644
index 000000000..e69de29bb
diff --git a/nhsn/receiving/.gitignore b/nhsn/receiving/.gitignore
new file mode 100644
index 000000000..e69de29bb
diff --git a/nhsn/setup.py b/nhsn/setup.py
new file mode 100644
index 000000000..d7dabe241
--- /dev/null
+++ b/nhsn/setup.py
@@ -0,0 +1,32 @@
+from setuptools import setup
+from setuptools import find_packages
+
+required = [
+    "numpy",
+    "pandas",
+    "pydocstyle",
+    "pytest",
+    "pytest-cov",
+    "pylint==2.8.3",
+    "delphi-utils",
+    "sodapy",
+    "epiweeks",
+    "freezegun",
+    "us",
+]
+
+setup(
+    name="delphi_nhsn",
+    version="0.1.0",
+    description="Indicators NHSN Hospital Respiratory Data",
+    author="",
+    author_email="",
+    url="https://github.com/cmu-delphi/covidcast-indicators",
+    install_requires=required,
+    classifiers=[
+        "Development Status :: 1 - Planning",
+        "Intended Audience :: Developers",
+        "Programming Language :: Python :: 3.8",
+    ],
+    packages=find_packages(),
+)
diff --git a/nhsn/static/.gitignore b/nhsn/static/.gitignore
new file mode 100644
index 000000000..e69de29bb
diff --git a/nhsn/tests/backups/.gitignore b/nhsn/tests/backups/.gitignore
new file mode 100644
index 000000000..e69de29bb
diff --git a/nhsn/tests/conftest.py b/nhsn/tests/conftest.py
new file mode 100644
index 000000000..525d8ae7e
--- /dev/null
+++ b/nhsn/tests/conftest.py
@@ -0,0 +1,73 @@
+import copy
+import json
+from unittest.mock import patch
+
+import pytest
+from pathlib import Path
+
+from delphi_nhsn.run import run_module
+
+TEST_DIR = Path(__file__).parent
+
+# test data generated with following url with socrata:
+# https://data.cdc.gov/resource/ua7e-t2fy.json?$where=weekendingdate%20between%20%272021-08-19T00:00:00.000%27%20and%20%272021-10-19T00:00:00.000%27%20and%20jurisdiction%20in(%27CO%27,%27USA%27)
+# preliminary source
+# https://data.cdc.gov/resource/mpgq-jmmr.json?$where=weekendingdate%20between%20%272021-08-19T00:00:00.000%27%20and%20%272021-10-19T00:00:00.000%27%20and%20jurisdiction%20in(%27CO%27,%27USA%27)
+# queries the nhsn data with timestamp (2021-08-19, 2021-10-19) with CO and USA data
+
+
+with open("test_data/page.json", "r") as f:
+    TEST_DATA = json.load(f)
+
+with open("test_data/prelim_page.json", "r") as f:
+    PRELIM_TEST_DATA = json.load(f)
+
+@pytest.fixture(scope="session")
+def params():
+    params = {
+        "common": {
+            "export_dir": f"{TEST_DIR}/receiving",
+            "log_filename": f"{TEST_DIR}/test.log",
+            "backup_dir": f"{TEST_DIR}/backups",
+            "custom_run": False
+        },
+        "indicator": {
+            "wip_signal": True,
+            "export_start_date": "2020-08-01",
+            "static_file_dir": "./static",
+            "socrata_token": "test_token"
+        },
+        "validation": {
+            "common": {
+                "span_length": 14,
+                "min_expected_lag": {"all": "3"},
+                "max_expected_lag": {"all": "4"},
+            }
+        }
+    }
+    return copy.deepcopy(params)
+
+@pytest.fixture
+def params_w_patch(params):
+    params_copy = copy.deepcopy(params)
+    params_copy["patch"] = {
+            "start_issue": "2024-06-27",
+            "end_issue": "2024-06-29",
+            "patch_dir": "./patch_dir"
+        }
+    return params_copy
+
+@pytest.fixture(scope="function")
+def run_as_module(params):
+    with patch('sodapy.Socrata.get') as mock_get:
+        def side_effect(*args, **kwargs):
+            if kwargs['offset'] == 0:
+                if "ua7e-t2fy" in args[0]:
+                    return TEST_DATA
+                if "mpgq-jmmr" in args[0]:
+                    return PRELIM_TEST_DATA
+            else:
+                return []
+        mock_get.side_effect = side_effect
+        run_module(params)
+
diff --git a/nhsn/tests/receiving/.gitignore b/nhsn/tests/receiving/.gitignore
new file mode 100644
index 000000000..e69de29bb
diff --git a/nhsn/tests/test_data/page.json b/nhsn/tests/test_data/page.json
new file mode 100644
index 000000000..749147244
--- /dev/null
+++ b/nhsn/tests/test_data/page.json
@@ -0,0 +1,2126 @@
+[
+  {
+    "weekendingdate": "2021-08-21T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10282.71",
+    "numinptbedsadult": "9090.29",
+    "numinptbedsped": "742.29",
+    "numinptbedsocc": "7004.43",
+    "numinptbedsoccadult": "6343.0",
+    "numinptbedsoccped": "247.71",
+    "numicubeds": "1868.0",
+    "numicubedsadult": "1336.71",
+    "numicubedsped": "366.71",
+    "numicubedsocc": "1253.14",
+    "numicubedsoccadult": "961.0",
+    "numicubedsoccped": "135.29",
+    "numconfc19hosppatsadult": "590.71",
+    "numconfc19hosppatsped": "9.43",
+    "totalconfc19hosppats": "600.14",
+    "totalconffluhosppats": "0.0",
+    "numconfc19icupatsadult": "232.43",
+    "totalconfc19icupats": "232.43",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "34.0",
+    "numconfc19newadmadult18to49": "291.0",
+    "totalconfc19newadmadult": "818.0",
+    "numconfc19newadmunk": "2.0",
+    "totalconfc19newadm": "852.0",
+    "totalconfflunewadm": "0.0",
+    "pctinptbedsocc": "0.6812",
+    "pctconfc19inptbeds": "0.0584",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.6708",
+    "pctconfc19icubeds": "0.1244",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9601",
+    "pctconfc19newadmped": "0.0399",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "92.93",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "78.79",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-08-21T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "750150.99",
+    "numinptbedsadult": "679540.51",
+    "numinptbedsped": "51335.02",
+    "numinptbedsocc": "572345.09",
+    "numinptbedsoccadult": "526399.17",
+    "numinptbedsoccped": "32810.36",
+    "numicubeds": "120768.79",
+    "numicubedsadult": "91030.4",
+    "numicubedsped": "21419.35",
+    "numicubedsocc": "89853.28",
+    "numicubedsoccadult": "70595.31",
+    "numicubedsoccped": "14112.02",
+    "numconfc19hosppatsadult": "92782.24",
+    "numconfc19hosppatsped": "1268.64",
+    "totalconfc19hosppats": "94050.88",
+    "totalconffluhosppats": "292.67",
+    "numconfc19icupatsadult": "24692.91",
+    "totalconfc19icupats": "24692.91",
+    "totalconffluicupats": "45.57",
+    "totalconfc19newadmped": "2170.0",
+    "numconfc19newadmadult18to49": "27365.0",
+    "totalconfc19newadmadult": "90776.0",
+    "numconfc19newadmunk": "4827.0",
+    "totalconfc19newadm": "92946.0",
+    "totalconfflunewadm": "280.0",
+    "pctinptbedsocc": "0.763",
+    "pctconfc19inptbeds": "0.1254",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.744",
+    "pctconfc19icubeds": "0.2045",
+    "pctconffluicubeds": "0.0004",
+    "pctconfc19newadmadult": "0.9767",
+    "pctconfc19newadmped": "0.0233",
+    "numinptbedshosprep": "5396",
+    "numinptbedsocchosprep": "5396",
+    "numicubedshosprep": "5396",
+    "numicubedsocchosprep": "5396",
+    "totalconfc19hosppatshosprep": "5393",
+    "totalconffluhosppatshosprep": "4417",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5393",
+    "totalconffluicupatshosprep": "4415",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5276",
+    "totalconfc19newadmadulthosprep": "5392",
+    "totalconfc19newadmhosprep": "5392",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4415",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5396",
+    "pcticubedsocchosprep": "5396",
+    "pctconfc19inptbedshosprep": "5393",
+    "pctconffluinptbedshosprep": "4417",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5393",
+    "pctconffluicubedshosprep": "4415",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9492",
+    "numinptbedsoccperchosprep": "0.9492",
+    "numicubedsperchosprep": "0.9492",
+    "numicubedsoccperchosprep": "0.9492",
+    "totalconfc19hosppatsperc": "0.9486",
+    "totalconffluhosppatsperc": "0.777",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9486",
+    "totalconffluicupatsperchosprep": "0.7766",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9281",
+    "totalconfc19newadmadultp": "0.9485",
+    "totalconfc19newadmperchosprep": "94.85",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "77.66",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9492",
+    "pcticubedsoccperchosprep": "0.9492",
+    "pctconfc19inptbedsperchosprep": "0.9486",
+    "pctconffluinptbedsperchosprep": "0.777",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9486",
+    "pctconffluicubedsperchosprep": "0.7766",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.07",
+    "numinptbedsoccperchospre": "0.07",
+    "numicubedsperchosprepabschg": "0.07",
+    "numicubedsoccperchosprepabschg": "0.07",
+    "totalconfc19hosppatsperc_1": "0.07",
+    "totalconffluhosppatsperc_1": "0.14",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.07",
+    "totalconffluicupatsperch": "0.19",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.07",
+    "totalconfc19newadmadultp_1": "0.07",
+    "totalconfc19newadmpercho": "0.07",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.16",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0007",
+    "pcticubedsoccperchosprepabschg": "0.0007",
+    "pctconfc19inptbedspercho": "0.0007",
+    "pctconffluinptbedspercho": "0.0014",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0007",
+    "pctconffluicubedsperchos": "0.0019",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-08-28T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10325.86",
+    "numinptbedsadult": "9081.29",
+    "numinptbedsped": "792.14",
+    "numinptbedsocc": "7014.88",
+    "numinptbedsoccadult": "6343.88",
+    "numinptbedsoccped": "267.14",
+    "numicubeds": "1871.43",
+    "numicubedsadult": "1332.57",
+    "numicubedsped": "372.71",
+    "numicubedsocc": "1271.07",
+    "numicubedsoccadult": "974.21",
+    "numicubedsoccped": "135.14",
+    "numconfc19hosppatsadult": "667.52",
+    "numconfc19hosppatsped": "13.57",
+    "totalconfc19hosppats": "681.1",
+    "totalconffluhosppats": "0.14",
+    "numconfc19icupatsadult": "270.48",
+    "totalconfc19icupats": "270.48",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "29.0",
+    "numconfc19newadmadult18to49": "303.0",
+    "totalconfc19newadmadult": "806.0",
+    "numconfc19newadmunk": "3.0",
+    "totalconfc19newadm": "835.0",
+    "totalconfflunewadm": "1.0",
+    "pctinptbedsocc": "0.6794",
+    "pctconfc19inptbeds": "0.066",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.6792",
+    "pctconfc19icubeds": "0.1445",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9653",
+    "pctconfc19newadmped": "0.0347",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "92.93",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "78.79",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-08-28T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "746800.48",
+    "numinptbedsadult": "675884.36",
+    "numinptbedsped": "51791.88",
+    "numinptbedsocc": "573492.92",
+    "numinptbedsoccadult": "527355.92",
+    "numinptbedsoccped": "33078.85",
+    "numicubeds": "119528.11",
+    "numicubedsadult": "91033.85",
+    "numicubedsped": "21257.74",
+    "numicubedsocc": "91262.45",
+    "numicubedsoccadult": "72164.42",
+    "numicubedsoccped": "13993.38",
+    "numconfc19hosppatsadult": "101087.27",
+    "numconfc19hosppatsped": "1396.21",
+    "totalconfc19hosppats": "102483.48",
+    "totalconffluhosppats": "288.3",
+    "numconfc19icupatsadult": "27299.54",
+    "totalconfc19icupats": "27299.54",
+    "totalconffluicupats": "57.86",
+    "totalconfc19newadmped": "2427.0",
+    "numconfc19newadmadult18to49": "27003.0",
+    "totalconfc19newadmadult": "92169.0",
+    "numconfc19newadmunk": "5004.0",
+    "totalconfc19newadm": "94596.0",
+    "totalconfflunewadm": "262.0",
+    "pctinptbedsocc": "0.7679",
+    "pctconfc19inptbeds": "0.1372",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7635",
+    "pctconfc19icubeds": "0.2284",
+    "pctconffluicubeds": "0.0005",
+    "pctconfc19newadmadult": "0.9743",
+    "pctconfc19newadmped": "0.0257",
+    "numinptbedshosprep": "5395",
+    "numinptbedsocchosprep": "5395",
+    "numicubedshosprep": "5395",
+    "numicubedsocchosprep": "5395",
+    "totalconfc19hosppatshosprep": "5392",
+    "totalconffluhosppatshosprep": "4401",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5392",
+    "totalconffluicupatshosprep": "4398",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5275",
+    "totalconfc19newadmadulthosprep": "5391",
+    "totalconfc19newadmhosprep": "5391",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4397",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5395",
+    "pcticubedsocchosprep": "5395",
+    "pctconfc19inptbedshosprep": "5392",
+    "pctconffluinptbedshosprep": "4401",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5392",
+    "pctconffluicubedshosprep": "4398",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.949",
+    "numinptbedsoccperchosprep": "0.949",
+    "numicubedsperchosprep": "0.949",
+    "numicubedsoccperchosprep": "0.949",
+    "totalconfc19hosppatsperc": "0.9485",
+    "totalconffluhosppatsperc": "0.7741",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9485",
+    "totalconffluicupatsperchosprep": "0.7736",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9279",
+    "totalconfc19newadmadultp": "0.9483",
+    "totalconfc19newadmperchosprep": "94.83",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "77.34",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.949",
+    "pcticubedsoccperchosprep": "0.949",
+    "pctconfc19inptbedsperchosprep": "0.9485",
+    "pctconffluinptbedsperchosprep": "0.7741",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9485",
+    "pctconffluicubedsperchosprep": "0.7736",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "-0.02",
+    "numinptbedsoccperchospre": "-0.02",
+    "numicubedsperchosprepabschg": "-0.02",
+    "numicubedsoccperchosprepabschg": "-0.02",
+    "totalconfc19hosppatsperc_1": "-0.02",
+    "totalconffluhosppatsperc_1": "-0.28",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "-0.02",
+    "totalconffluicupatsperch": "-0.3",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "-0.02",
+    "totalconfc19newadmadultp_1": "-0.02",
+    "totalconfc19newadmpercho": "-0.02",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-0.32",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "-0.0002",
+    "pcticubedsoccperchosprepabschg": "-0.0002",
+    "pctconfc19inptbedspercho": "-0.0002",
+    "pctconffluinptbedspercho": "-0.0028",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "-0.0002",
+    "pctconffluicubedsperchos": "-0.003",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-04T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10361.86",
+    "numinptbedsadult": "9163.57",
+    "numinptbedsped": "744.43",
+    "numinptbedsocc": "7160.86",
+    "numinptbedsoccadult": "6415.29",
+    "numinptbedsoccped": "328.0",
+    "numicubeds": "1939.71",
+    "numicubedsadult": "1400.0",
+    "numicubedsped": "370.43",
+    "numicubedsocc": "1307.29",
+    "numicubedsoccadult": "983.71",
+    "numicubedsoccped": "154.29",
+    "numconfc19hosppatsadult": "795.29",
+    "numconfc19hosppatsped": "16.43",
+    "totalconfc19hosppats": "811.71",
+    "totalconffluhosppats": "0.86",
+    "numconfc19icupatsadult": "303.14",
+    "totalconfc19icupats": "303.14",
+    "totalconffluicupats": "0.43",
+    "totalconfc19newadmped": "38.0",
+    "numconfc19newadmadult18to49": "346.0",
+    "totalconfc19newadmadult": "962.0",
+    "numconfc19newadmunk": "1.0",
+    "totalconfc19newadm": "1000.0",
+    "totalconfflunewadm": "3.0",
+    "pctinptbedsocc": "0.6911",
+    "pctconfc19inptbeds": "0.0783",
+    "pctconffluinptbeds": "0.0001",
+    "pcticubedsocc": "0.674",
+    "pctconfc19icubeds": "0.1563",
+    "pctconffluicubeds": "0.0002",
+    "pctconfc19newadmadult": "0.962",
+    "pctconfc19newadmped": "0.038",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "92.93",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "78.79",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-04T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "744845.48",
+    "numinptbedsadult": "674286.14",
+    "numinptbedsped": "49228.93",
+    "numinptbedsocc": "571971.34",
+    "numinptbedsoccadult": "525311.57",
+    "numinptbedsoccped": "32162.6",
+    "numicubeds": "119670.24",
+    "numicubedsadult": "91266.24",
+    "numicubedsped": "20645.68",
+    "numicubedsocc": "92231.82",
+    "numicubedsoccadult": "72946.77",
+    "numicubedsoccped": "13867.3",
+    "numconfc19hosppatsadult": "103092.79",
+    "numconfc19hosppatsped": "1521.71",
+    "totalconfc19hosppats": "104614.5",
+    "totalconffluhosppats": "330.64",
+    "numconfc19icupatsadult": "28298.92",
+    "totalconfc19icupats": "28298.92",
+    "totalconffluicupats": "57.45",
+    "totalconfc19newadmped": "2667.0",
+    "numconfc19newadmadult18to49": "26689.0",
+    "totalconfc19newadmadult": "90574.0",
+    "numconfc19newadmunk": "4902.0",
+    "totalconfc19newadm": "93241.0",
+    "totalconfflunewadm": "282.0",
+    "pctinptbedsocc": "0.7679",
+    "pctconfc19inptbeds": "0.1405",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7707",
+    "pctconfc19icubeds": "0.2365",
+    "pctconffluicubeds": "0.0005",
+    "pctconfc19newadmadult": "0.9714",
+    "pctconfc19newadmped": "0.0286",
+    "numinptbedshosprep": "5396",
+    "numinptbedsocchosprep": "5396",
+    "numicubedshosprep": "5396",
+    "numicubedsocchosprep": "5396",
+    "totalconfc19hosppatshosprep": "5393",
+    "totalconffluhosppatshosprep": "4398",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5393",
+    "totalconffluicupatshosprep": "4395",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5276",
+    "totalconfc19newadmadulthosprep": "5392",
+    "totalconfc19newadmhosprep": "5392",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4396",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5396",
+    "pcticubedsocchosprep": "5396",
+    "pctconfc19inptbedshosprep": "5393",
+    "pctconffluinptbedshosprep": "4398",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5393",
+    "pctconffluicubedshosprep": "4395",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9492",
+    "numinptbedsoccperchosprep": "0.9492",
+    "numicubedsperchosprep": "0.9492",
+    "numicubedsoccperchosprep": "0.9492",
+    "totalconfc19hosppatsperc": "0.9486",
+    "totalconffluhosppatsperc": "0.7736",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9486",
+    "totalconffluicupatsperchosprep": "0.7731",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9281",
+    "totalconfc19newadmadultp": "0.9485",
+    "totalconfc19newadmperchosprep": "94.85",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "77.33",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9492",
+    "pcticubedsoccperchosprep": "0.9492",
+    "pctconfc19inptbedsperchosprep": "0.9486",
+    "pctconffluinptbedsperchosprep": "0.7736",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9486",
+    "pctconffluicubedsperchosprep": "0.7731",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.02",
+    "numinptbedsoccperchospre": "0.02",
+    "numicubedsperchosprepabschg": "0.02",
+    "numicubedsoccperchosprepabschg": "0.02",
+    "totalconfc19hosppatsperc_1": "0.02",
+    "totalconffluhosppatsperc_1": "-0.05",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.02",
+    "totalconffluicupatsperch": "-0.05",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.02",
+    "totalconfc19newadmadultp_1": "0.02",
+    "totalconfc19newadmpercho": "0.02",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-0.02",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0002",
+    "pcticubedsoccperchosprepabschg": "0.0002",
+    "pctconfc19inptbedspercho": "0.0002",
+    "pctconffluinptbedspercho": "-0.0005",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0002",
+    "pctconffluicubedsperchos": "-0.0005",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-11T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10395.29",
+    "numinptbedsadult": "9181.14",
+    "numinptbedsped": "757.43",
+    "numinptbedsocc": "7102.86",
+    "numinptbedsoccadult": "6390.29",
+    "numinptbedsoccped": "319.29",
+    "numicubeds": "1878.0",
+    "numicubedsadult": "1334.43",
+    "numicubedsped": "397.14",
+    "numicubedsocc": "1322.0",
+    "numicubedsoccadult": "999.14",
+    "numicubedsoccped": "179.29",
+    "numconfc19hosppatsadult": "855.86",
+    "numconfc19hosppatsped": "18.0",
+    "totalconfc19hosppats": "873.86",
+    "totalconffluhosppats": "0.29",
+    "numconfc19icupatsadult": "335.0",
+    "totalconfc19icupats": "335.0",
+    "totalconffluicupats": "0.29",
+    "totalconfc19newadmped": "41.0",
+    "numconfc19newadmadult18to49": "347.0",
+    "totalconfc19newadmadult": "941.0",
+    "numconfc19newadmunk": "4.0",
+    "totalconfc19newadm": "982.0",
+    "totalconfflunewadm": "2.0",
+    "pctinptbedsocc": "0.6833",
+    "pctconfc19inptbeds": "0.0841",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.7039",
+    "pctconfc19icubeds": "0.1784",
+    "pctconffluicubeds": "0.0002",
+    "pctconfc19newadmadult": "0.9582",
+    "pctconfc19newadmped": "0.0418",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "92.93",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "78.79",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-11T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "742400.99",
+    "numinptbedsadult": "672327.6",
+    "numinptbedsped": "51767.94",
+    "numinptbedsocc": "568865.8",
+    "numinptbedsoccadult": "522555.9",
+    "numinptbedsoccped": "33668.85",
+    "numicubeds": "119269.2",
+    "numicubedsadult": "91001.5",
+    "numicubedsped": "21275.26",
+    "numicubedsocc": "92364.54",
+    "numicubedsoccadult": "73185.37",
+    "numicubedsoccped": "14285.86",
+    "numconfc19hosppatsadult": "101186.65",
+    "numconfc19hosppatsped": "1542.21",
+    "totalconfc19hosppats": "102728.87",
+    "totalconffluhosppats": "309.41",
+    "numconfc19icupatsadult": "28185.24",
+    "totalconfc19icupats": "28185.24",
+    "totalconffluicupats": "55.3",
+    "totalconfc19newadmped": "2476.0",
+    "numconfc19newadmadult18to49": "24765.0",
+    "totalconfc19newadmadult": "85686.0",
+    "numconfc19newadmunk": "4480.0",
+    "totalconfc19newadm": "88162.0",
+    "totalconfflunewadm": "247.0",
+    "pctinptbedsocc": "0.7663",
+    "pctconfc19inptbeds": "0.1384",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7744",
+    "pctconfc19icubeds": "0.2363",
+    "pctconffluicubeds": "0.0005",
+    "pctconfc19newadmadult": "0.9719",
+    "pctconfc19newadmped": "0.0281",
+    "numinptbedshosprep": "5395",
+    "numinptbedsocchosprep": "5395",
+    "numicubedshosprep": "5395",
+    "numicubedsocchosprep": "5395",
+    "totalconfc19hosppatshosprep": "5392",
+    "totalconffluhosppatshosprep": "4379",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5392",
+    "totalconffluicupatshosprep": "4376",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5274",
+    "totalconfc19newadmadulthosprep": "5391",
+    "totalconfc19newadmhosprep": "5391",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4377",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5395",
+    "pcticubedsocchosprep": "5395",
+    "pctconfc19inptbedshosprep": "5392",
+    "pctconffluinptbedshosprep": "4379",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5392",
+    "pctconffluicubedshosprep": "4376",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.949",
+    "numinptbedsoccperchosprep": "0.949",
+    "numicubedsperchosprep": "0.949",
+    "numicubedsoccperchosprep": "0.949",
+    "totalconfc19hosppatsperc": "0.9485",
+    "totalconffluhosppatsperc": "0.7703",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9485",
+    "totalconffluicupatsperchosprep": "0.7697",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9277",
+    "totalconfc19newadmadultp": "0.9483",
+    "totalconfc19newadmperchosprep": "94.83",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "76.99",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.949",
+    "pcticubedsoccperchosprep": "0.949",
+    "pctconfc19inptbedsperchosprep": "0.9485",
+    "pctconffluinptbedsperchosprep": "0.7703",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9485",
+    "pctconffluicubedsperchosprep": "0.7697",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "-0.02",
+    "numinptbedsoccperchospre": "-0.02",
+    "numicubedsperchosprepabschg": "-0.02",
+    "numicubedsoccperchosprepabschg": "-0.02",
+    "totalconfc19hosppatsperc_1": "-0.02",
+    "totalconffluhosppatsperc_1": "-0.33",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "-0.02",
+    "totalconffluicupatsperch": "-0.33",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "-0.04",
+    "totalconfc19newadmadultp_1": "-0.02",
+    "totalconfc19newadmpercho": "-0.02",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-0.33",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "-0.0002",
+    "pcticubedsoccperchosprepabschg": "-0.0002",
+    "pctconfc19inptbedspercho": "-0.0002",
+    "pctconffluinptbedspercho": "-0.0033",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "-0.0002",
+    "pctconffluicubedsperchos": "-0.0033",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-18T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10476.14",
+    "numinptbedsadult": "9251.14",
+    "numinptbedsped": "750.0",
+    "numinptbedsocc": "7340.38",
+    "numinptbedsoccadult": "6605.38",
+    "numinptbedsoccped": "356.29",
+    "numicubeds": "1812.43",
+    "numicubedsadult": "1331.29",
+    "numicubedsped": "417.14",
+    "numicubedsocc": "1282.05",
+    "numicubedsoccadult": "1015.62",
+    "numicubedsoccped": "217.14",
+    "numconfc19hosppatsadult": "886.76",
+    "numconfc19hosppatsped": "14.43",
+    "totalconfc19hosppats": "901.19",
+    "totalconffluhosppats": "0.0",
+    "numconfc19icupatsadult": "355.07",
+    "totalconfc19icupats": "355.07",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "24.0",
+    "numconfc19newadmadult18to49": "336.0",
+    "totalconfc19newadmadult": "931.0",
+    "numconfc19newadmunk": "4.0",
+    "totalconfc19newadm": "955.0",
+    "totalconfflunewadm": "0.0",
+    "pctinptbedsocc": "0.7007",
+    "pctconfc19inptbeds": "0.086",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.7074",
+    "pctconfc19icubeds": "0.1959",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9749",
+    "pctconfc19newadmped": "0.0251",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "92.93",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "78.79",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-18T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "743361.31",
+    "numinptbedsadult": "672737.5",
+    "numinptbedsped": "51159.55",
+    "numinptbedsocc": "577511.09",
+    "numinptbedsoccadult": "530000.29",
+    "numinptbedsoccped": "34247.45",
+    "numicubeds": "119256.47",
+    "numicubedsadult": "90798.21",
+    "numicubedsped": "20908.8",
+    "numicubedsocc": "92343.47",
+    "numicubedsoccadult": "73185.44",
+    "numicubedsoccped": "14310.5",
+    "numconfc19hosppatsadult": "94483.65",
+    "numconfc19hosppatsped": "1412.23",
+    "totalconfc19hosppats": "95895.88",
+    "totalconffluhosppats": "284.98",
+    "numconfc19icupatsadult": "27151.26",
+    "totalconfc19icupats": "27151.26",
+    "totalconffluicupats": "67.43",
+    "totalconfc19newadmped": "2379.0",
+    "numconfc19newadmadult18to49": "21561.0",
+    "totalconfc19newadmadult": "76790.0",
+    "numconfc19newadmunk": "4010.0",
+    "totalconfc19newadm": "79169.0",
+    "totalconfflunewadm": "261.0",
+    "pctinptbedsocc": "0.7769",
+    "pctconfc19inptbeds": "0.129",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7743",
+    "pctconfc19icubeds": "0.2277",
+    "pctconffluicubeds": "0.0006",
+    "pctconfc19newadmadult": "0.97",
+    "pctconfc19newadmped": "0.03",
+    "numinptbedshosprep": "5398",
+    "numinptbedsocchosprep": "5398",
+    "numicubedshosprep": "5398",
+    "numicubedsocchosprep": "5398",
+    "totalconfc19hosppatshosprep": "5395",
+    "totalconffluhosppatshosprep": "4366",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5395",
+    "totalconffluicupatshosprep": "4361",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5278",
+    "totalconfc19newadmadulthosprep": "5394",
+    "totalconfc19newadmhosprep": "5394",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4362",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5398",
+    "pcticubedsocchosprep": "5398",
+    "pctconfc19inptbedshosprep": "5395",
+    "pctconffluinptbedshosprep": "4366",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5395",
+    "pctconffluicubedshosprep": "4361",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9495",
+    "numinptbedsoccperchosprep": "0.9495",
+    "numicubedsperchosprep": "0.9495",
+    "numicubedsoccperchosprep": "0.9495",
+    "totalconfc19hosppatsperc": "0.949",
+    "totalconffluhosppatsperc": "0.768",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.949",
+    "totalconffluicupatsperchosprep": "0.7671",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9284",
+    "totalconfc19newadmadultp": "0.9488",
+    "totalconfc19newadmperchosprep": "94.88",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "76.73",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9495",
+    "pcticubedsoccperchosprep": "0.9495",
+    "pctconfc19inptbedsperchosprep": "0.949",
+    "pctconffluinptbedsperchosprep": "0.768",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.949",
+    "pctconffluicubedsperchosprep": "0.7671",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.05",
+    "numinptbedsoccperchospre": "0.05",
+    "numicubedsperchosprepabschg": "0.05",
+    "numicubedsoccperchosprepabschg": "0.05",
+    "totalconfc19hosppatsperc_1": "0.05",
+    "totalconffluhosppatsperc_1": "-0.23",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.05",
+    "totalconffluicupatsperch": "-0.26",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.07",
+    "totalconfc19newadmadultp_1": "0.05",
+    "totalconfc19newadmpercho": "0.05",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-0.26",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0005",
+    "pcticubedsoccperchosprepabschg": "0.0005",
+    "pctconfc19inptbedspercho": "0.0005",
+    "pctconffluinptbedspercho": "-0.0023",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0005",
+    "pctconffluicubedsperchos": "-0.0026",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-25T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10463.14",
+    "numinptbedsadult": "9234.71",
+    "numinptbedsped": "660.71",
+    "numinptbedsocc": "7255.57",
+    "numinptbedsoccadult": "6512.71",
+    "numinptbedsoccped": "301.43",
+    "numicubeds": "1803.43",
+    "numicubedsadult": "1322.29",
+    "numicubedsped": "306.14",
+    "numicubedsocc": "1263.0",
+    "numicubedsoccadult": "996.71",
+    "numicubedsoccped": "157.71",
+    "numconfc19hosppatsadult": "881.43",
+    "numconfc19hosppatsped": "14.43",
+    "totalconfc19hosppats": "895.86",
+    "totalconffluhosppats": "0.0",
+    "numconfc19icupatsadult": "337.0",
+    "totalconfc19icupats": "337.0",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "31.0",
+    "numconfc19newadmadult18to49": "274.0",
+    "totalconfc19newadmadult": "962.0",
+    "numconfc19newadmunk": "9.0",
+    "totalconfc19newadm": "993.0",
+    "totalconfflunewadm": "0.0",
+    "pctinptbedsocc": "0.6934",
+    "pctconfc19inptbeds": "0.0856",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.7003",
+    "pctconfc19icubeds": "0.1869",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9688",
+    "pctconfc19newadmped": "0.0312",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "92.93",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "78.79",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-25T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "741350.4",
+    "numinptbedsadult": "671327.23",
+    "numinptbedsped": "50705.01",
+    "numinptbedsocc": "571176.7",
+    "numinptbedsoccadult": "524034.78",
+    "numinptbedsoccped": "34189.04",
+    "numicubeds": "118806.55",
+    "numicubedsadult": "90455.86",
+    "numicubedsped": "21079.05",
+    "numicubedsocc": "91121.6",
+    "numicubedsoccadult": "72020.5",
+    "numicubedsoccped": "14283.63",
+    "numconfc19hosppatsadult": "84589.63",
+    "numconfc19hosppatsped": "1299.24",
+    "totalconfc19hosppats": "85888.87",
+    "totalconffluhosppats": "272.38",
+    "numconfc19icupatsadult": "24967.04",
+    "totalconfc19icupats": "24967.04",
+    "totalconffluicupats": "56.14",
+    "totalconfc19newadmped": "1949.0",
+    "numconfc19newadmadult18to49": "18280.0",
+    "totalconfc19newadmadult": "65791.0",
+    "numconfc19newadmunk": "3675.0",
+    "totalconfc19newadm": "67740.0",
+    "totalconfflunewadm": "234.0",
+    "pctinptbedsocc": "0.7705",
+    "pctconfc19inptbeds": "0.1159",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.767",
+    "pctconfc19icubeds": "0.2101",
+    "pctconffluicubeds": "0.0005",
+    "pctconfc19newadmadult": "0.9712",
+    "pctconfc19newadmped": "0.0288",
+    "numinptbedshosprep": "5397",
+    "numinptbedsocchosprep": "5397",
+    "numicubedshosprep": "5397",
+    "numicubedsocchosprep": "5397",
+    "totalconfc19hosppatshosprep": "5394",
+    "totalconffluhosppatshosprep": "4372",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5394",
+    "totalconffluicupatshosprep": "4366",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5277",
+    "totalconfc19newadmadulthosprep": "5393",
+    "totalconfc19newadmhosprep": "5393",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4368",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5397",
+    "pcticubedsocchosprep": "5397",
+    "pctconfc19inptbedshosprep": "5394",
+    "pctconffluinptbedshosprep": "4372",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5394",
+    "pctconffluicubedshosprep": "4366",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9493",
+    "numinptbedsoccperchosprep": "0.9493",
+    "numicubedsperchosprep": "0.9493",
+    "numicubedsoccperchosprep": "0.9493",
+    "totalconfc19hosppatsperc": "0.9488",
+    "totalconffluhosppatsperc": "0.769",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9488",
+    "totalconffluicupatsperchosprep": "0.768",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9282",
+    "totalconfc19newadmadultp": "0.9486",
+    "totalconfc19newadmperchosprep": "94.86",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "76.83",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9493",
+    "pcticubedsoccperchosprep": "0.9493",
+    "pctconfc19inptbedsperchosprep": "0.9488",
+    "pctconffluinptbedsperchosprep": "0.769",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9488",
+    "pctconffluicubedsperchosprep": "0.768",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "-0.02",
+    "numinptbedsoccperchospre": "-0.02",
+    "numicubedsperchosprepabschg": "-0.02",
+    "numicubedsoccperchosprepabschg": "-0.02",
+    "totalconfc19hosppatsperc_1": "-0.02",
+    "totalconffluhosppatsperc_1": "0.11",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "-0.02",
+    "totalconffluicupatsperch": "0.09",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "-0.02",
+    "totalconfc19newadmadultp_1": "-0.02",
+    "totalconfc19newadmpercho": "-0.02",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.11",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "-0.0002",
+    "pcticubedsoccperchosprepabschg": "-0.0002",
+    "pctconfc19inptbedspercho": "-0.0002",
+    "pctconffluinptbedspercho": "0.0011",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "-0.0002",
+    "pctconffluicubedsperchos": "0.0009",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-02T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10417.57",
+    "numinptbedsadult": "9192.71",
+    "numinptbedsped": "657.71",
+    "numinptbedsocc": "7275.74",
+    "numinptbedsoccadult": "6520.74",
+    "numinptbedsoccped": "317.86",
+    "numicubeds": "1807.71",
+    "numicubedsadult": "1331.57",
+    "numicubedsped": "301.14",
+    "numicubedsocc": "1314.93",
+    "numicubedsoccadult": "1039.21",
+    "numicubedsoccped": "176.14",
+    "numconfc19hosppatsadult": "860.76",
+    "numconfc19hosppatsped": "23.43",
+    "totalconfc19hosppats": "884.19",
+    "totalconffluhosppats": "0.0",
+    "numconfc19icupatsadult": "310.26",
+    "totalconfc19icupats": "310.26",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "49.0",
+    "numconfc19newadmadult18to49": "274.0",
+    "totalconfc19newadmadult": "921.0",
+    "numconfc19newadmunk": "0.0",
+    "totalconfc19newadm": "970.0",
+    "totalconfflunewadm": "0.0",
+    "pctinptbedsocc": "0.6984",
+    "pctconfc19inptbeds": "0.0849",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.7274",
+    "pctconfc19icubeds": "0.1716",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9495",
+    "pctconfc19newadmped": "0.0505",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "92.93",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "78.79",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-02T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "740148.71",
+    "numinptbedsadult": "669456.02",
+    "numinptbedsped": "50239.71",
+    "numinptbedsocc": "565301.31",
+    "numinptbedsoccadult": "518444.26",
+    "numinptbedsoccped": "33398.35",
+    "numicubeds": "118016.14",
+    "numicubedsadult": "89835.76",
+    "numicubedsped": "20933.11",
+    "numicubedsocc": "89779.08",
+    "numicubedsoccadult": "70591.46",
+    "numicubedsoccped": "14267.9",
+    "numconfc19hosppatsadult": "73540.56",
+    "numconfc19hosppatsped": "1161.02",
+    "totalconfc19hosppats": "74701.58",
+    "totalconffluhosppats": "253.17",
+    "numconfc19icupatsadult": "21970.69",
+    "totalconfc19icupats": "21970.69",
+    "totalconffluicupats": "51.0",
+    "totalconfc19newadmped": "1642.0",
+    "numconfc19newadmadult18to49": "15107.0",
+    "totalconfc19newadmadult": "56434.0",
+    "numconfc19newadmunk": "3264.0",
+    "totalconfc19newadm": "58076.0",
+    "totalconfflunewadm": "253.0",
+    "pctinptbedsocc": "0.7638",
+    "pctconfc19inptbeds": "0.1009",
+    "pctconffluinptbeds": "0.0003",
+    "pcticubedsocc": "0.7607",
+    "pctconfc19icubeds": "0.1862",
+    "pctconffluicubeds": "0.0004",
+    "pctconfc19newadmadult": "0.9717",
+    "pctconfc19newadmped": "0.0283",
+    "numinptbedshosprep": "5399",
+    "numinptbedsocchosprep": "5399",
+    "numicubedshosprep": "5399",
+    "numicubedsocchosprep": "5399",
+    "totalconfc19hosppatshosprep": "5396",
+    "totalconffluhosppatshosprep": "4397",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5396",
+    "totalconffluicupatshosprep": "4388",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5279",
+    "totalconfc19newadmadulthosprep": "5395",
+    "totalconfc19newadmhosprep": "5395",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4391",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5399",
+    "pcticubedsocchosprep": "5399",
+    "pctconfc19inptbedshosprep": "5396",
+    "pctconffluinptbedshosprep": "4397",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5396",
+    "pctconffluicubedshosprep": "4388",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9497",
+    "numinptbedsoccperchosprep": "0.9497",
+    "numicubedsperchosprep": "0.9497",
+    "numicubedsoccperchosprep": "0.9497",
+    "totalconfc19hosppatsperc": "0.9492",
+    "totalconffluhosppatsperc": "0.7734",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9492",
+    "totalconffluicupatsperchosprep": "0.7719",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9286",
+    "totalconfc19newadmadultp": "0.949",
+    "totalconfc19newadmperchosprep": "94.9",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "77.24",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9497",
+    "pcticubedsoccperchosprep": "0.9497",
+    "pctconfc19inptbedsperchosprep": "0.9492",
+    "pctconffluinptbedsperchosprep": "0.7734",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9492",
+    "pctconffluicubedsperchosprep": "0.7719",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.04",
+    "numinptbedsoccperchospre": "0.04",
+    "numicubedsperchosprepabschg": "0.04",
+    "numicubedsoccperchosprepabschg": "0.04",
+    "totalconfc19hosppatsperc_1": "0.04",
+    "totalconffluhosppatsperc_1": "0.44",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.04",
+    "totalconffluicupatsperch": "0.39",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.04",
+    "totalconfc19newadmadultp_1": "0.04",
+    "totalconfc19newadmpercho": "0.04",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.4",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0004",
+    "pcticubedsoccperchosprepabschg": "0.0004",
+    "pctconfc19inptbedspercho": "0.0004",
+    "pctconffluinptbedspercho": "0.0044",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0004",
+    "pctconffluicubedsperchos": "0.0039",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-09T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10435.0",
+    "numinptbedsadult": "9200.71",
+    "numinptbedsped": "667.14",
+    "numinptbedsocc": "7363.83",
+    "numinptbedsoccadult": "6586.98",
+    "numinptbedsoccped": "324.86",
+    "numicubeds": "1801.14",
+    "numicubedsadult": "1326.29",
+    "numicubedsped": "299.86",
+    "numicubedsocc": "1378.29",
+    "numicubedsoccadult": "1100.29",
+    "numicubedsoccped": "181.0",
+    "numconfc19hosppatsadult": "902.43",
+    "numconfc19hosppatsped": "21.43",
+    "totalconfc19hosppats": "923.86",
+    "totalconffluhosppats": "0.14",
+    "numconfc19icupatsadult": "313.57",
+    "totalconfc19icupats": "313.57",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "36.0",
+    "numconfc19newadmadult18to49": "318.0",
+    "totalconfc19newadmadult": "1043.0",
+    "numconfc19newadmunk": "4.0",
+    "totalconfc19newadm": "1079.0",
+    "totalconfflunewadm": "1.0",
+    "pctinptbedsocc": "0.7057",
+    "pctconfc19inptbeds": "0.0885",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.7652",
+    "pctconfc19icubeds": "0.1741",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9666",
+    "pctconfc19newadmped": "0.0334",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "92.93",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "78.79",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-09T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "733424.54",
+    "numinptbedsadult": "664396.0",
+    "numinptbedsped": "49907.38",
+    "numinptbedsocc": "559358.6",
+    "numinptbedsoccadult": "512696.2",
+    "numinptbedsoccped": "33474.79",
+    "numicubeds": "116653.35",
+    "numicubedsadult": "88638.07",
+    "numicubedsped": "20853.11",
+    "numicubedsocc": "87458.7",
+    "numicubedsoccadult": "68650.56",
+    "numicubedsoccped": "13957.53",
+    "numconfc19hosppatsadult": "63806.61",
+    "numconfc19hosppatsped": "1008.47",
+    "totalconfc19hosppats": "64815.08",
+    "totalconffluhosppats": "275.72",
+    "numconfc19icupatsadult": "19250.85",
+    "totalconfc19icupats": "19250.85",
+    "totalconffluicupats": "57.57",
+    "totalconfc19newadmped": "1373.0",
+    "numconfc19newadmadult18to49": "13335.0",
+    "totalconfc19newadmadult": "50371.0",
+    "numconfc19newadmunk": "2933.0",
+    "totalconfc19newadm": "51744.0",
+    "totalconfflunewadm": "341.0",
+    "pctinptbedsocc": "0.7627",
+    "pctconfc19inptbeds": "0.0884",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7497",
+    "pctconfc19icubeds": "0.165",
+    "pctconffluicubeds": "0.0005",
+    "pctconfc19newadmadult": "0.9735",
+    "pctconfc19newadmped": "0.0265",
+    "numinptbedshosprep": "5400",
+    "numinptbedsocchosprep": "5400",
+    "numicubedshosprep": "5400",
+    "numicubedsocchosprep": "5400",
+    "totalconfc19hosppatshosprep": "5397",
+    "totalconffluhosppatshosprep": "4387",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5397",
+    "totalconffluicupatshosprep": "4374",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5280",
+    "totalconfc19newadmadulthosprep": "5396",
+    "totalconfc19newadmhosprep": "5396",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4379",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5400",
+    "pcticubedsocchosprep": "5400",
+    "pctconfc19inptbedshosprep": "5397",
+    "pctconffluinptbedshosprep": "4387",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5397",
+    "pctconffluicubedshosprep": "4374",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9499",
+    "numinptbedsoccperchosprep": "0.9499",
+    "numicubedsperchosprep": "0.9499",
+    "numicubedsoccperchosprep": "0.9499",
+    "totalconfc19hosppatsperc": "0.9493",
+    "totalconffluhosppatsperc": "0.7717",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9493",
+    "totalconffluicupatsperchosprep": "0.7694",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9288",
+    "totalconfc19newadmadultp": "0.9492",
+    "totalconfc19newadmperchosprep": "94.92",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "77.03",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9499",
+    "pcticubedsoccperchosprep": "0.9499",
+    "pctconfc19inptbedsperchosprep": "0.9493",
+    "pctconffluinptbedsperchosprep": "0.7717",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9493",
+    "pctconffluicubedsperchosprep": "0.7694",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.02",
+    "numinptbedsoccperchospre": "0.02",
+    "numicubedsperchosprepabschg": "0.02",
+    "numicubedsoccperchosprepabschg": "0.02",
+    "totalconfc19hosppatsperc_1": "0.02",
+    "totalconffluhosppatsperc_1": "-0.18",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.02",
+    "totalconffluicupatsperch": "-0.25",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.02",
+    "totalconfc19newadmadultp_1": "0.02",
+    "totalconfc19newadmpercho": "0.02",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-0.21",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0002",
+    "pcticubedsoccperchosprepabschg": "0.0002",
+    "pctconfc19inptbedspercho": "0.0002",
+    "pctconffluinptbedspercho": "-0.0018",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0002",
+    "pctconffluicubedsperchos": "-0.0025",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-16T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10426.29",
+    "numinptbedsadult": "9195.0",
+    "numinptbedsped": "664.14",
+    "numinptbedsocc": "7365.71",
+    "numinptbedsoccadult": "6590.86",
+    "numinptbedsoccped": "322.71",
+    "numicubeds": "1820.57",
+    "numicubedsadult": "1345.29",
+    "numicubedsped": "300.29",
+    "numicubedsocc": "1362.0",
+    "numicubedsoccadult": "1088.0",
+    "numicubedsoccped": "176.71",
+    "numconfc19hosppatsadult": "996.86",
+    "numconfc19hosppatsped": "19.57",
+    "totalconfc19hosppats": "1016.43",
+    "totalconffluhosppats": "0.86",
+    "numconfc19icupatsadult": "346.14",
+    "totalconfc19icupats": "346.14",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "38.0",
+    "numconfc19newadmadult18to49": "332.0",
+    "totalconfc19newadmadult": "1193.0",
+    "numconfc19newadmunk": "8.0",
+    "totalconfc19newadm": "1231.0",
+    "totalconfflunewadm": "0.0",
+    "pctinptbedsocc": "0.7065",
+    "pctconfc19inptbeds": "0.0975",
+    "pctconffluinptbeds": "0.0001",
+    "pcticubedsocc": "0.7481",
+    "pctconfc19icubeds": "0.1901",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9691",
+    "pctconfc19newadmped": "0.0309",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "92.93",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "78.79",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-16T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "729772.05",
+    "numinptbedsadult": "660758.41",
+    "numinptbedsped": "53387.68",
+    "numinptbedsocc": "556817.29",
+    "numinptbedsoccadult": "510524.46",
+    "numinptbedsoccped": "35679.97",
+    "numicubeds": "114471.4",
+    "numicubedsadult": "86925.11",
+    "numicubedsped": "21902.45",
+    "numicubedsocc": "85344.84",
+    "numicubedsoccadult": "66877.69",
+    "numicubedsoccped": "14657.22",
+    "numconfc19hosppatsadult": "55448.05",
+    "numconfc19hosppatsped": "847.15",
+    "totalconfc19hosppats": "56295.2",
+    "totalconffluhosppats": "259.85",
+    "numconfc19icupatsadult": "18104.6",
+    "totalconfc19icupats": "18104.6",
+    "totalconffluicupats": "39.33",
+    "totalconfc19newadmped": "1301.0",
+    "numconfc19newadmadult18to49": "11532.0",
+    "totalconfc19newadmadult": "44677.0",
+    "numconfc19newadmunk": "1982.0",
+    "totalconfc19newadm": "45978.0",
+    "totalconfflunewadm": "266.0",
+    "pctinptbedsocc": "0.763",
+    "pctconfc19inptbeds": "0.0771",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7456",
+    "pctconfc19icubeds": "0.1582",
+    "pctconffluicubeds": "0.0003",
+    "pctconfc19newadmadult": "0.9717",
+    "pctconfc19newadmped": "0.0283",
+    "numinptbedshosprep": "5396",
+    "numinptbedsocchosprep": "5396",
+    "numicubedshosprep": "5396",
+    "numicubedsocchosprep": "5396",
+    "totalconfc19hosppatshosprep": "5396",
+    "totalconffluhosppatshosprep": "4317",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5396",
+    "totalconffluicupatshosprep": "4306",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5278",
+    "totalconfc19newadmadulthosprep": "5394",
+    "totalconfc19newadmhosprep": "5394",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4307",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5396",
+    "pcticubedsocchosprep": "5396",
+    "pctconfc19inptbedshosprep": "5396",
+    "pctconffluinptbedshosprep": "4317",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5396",
+    "pctconffluicubedshosprep": "4306",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9492",
+    "numinptbedsoccperchosprep": "0.9492",
+    "numicubedsperchosprep": "0.9492",
+    "numicubedsoccperchosprep": "0.9492",
+    "totalconfc19hosppatsperc": "0.9492",
+    "totalconffluhosppatsperc": "0.7594",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9492",
+    "totalconffluicupatsperchosprep": "0.7574",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9284",
+    "totalconfc19newadmadultp": "0.9488",
+    "totalconfc19newadmperchosprep": "94.88",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "75.76",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9492",
+    "pcticubedsoccperchosprep": "0.9492",
+    "pctconfc19inptbedsperchosprep": "0.9492",
+    "pctconffluinptbedsperchosprep": "0.7594",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9492",
+    "pctconffluicubedsperchosprep": "0.7574",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "-0.07",
+    "numinptbedsoccperchospre": "-0.07",
+    "numicubedsperchosprepabschg": "-0.07",
+    "numicubedsoccperchosprepabschg": "-0.07",
+    "totalconfc19hosppatsperc_1": "-0.02",
+    "totalconffluhosppatsperc_1": "-1.23",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "-0.02",
+    "totalconffluicupatsperch": "-1.2",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "-0.04",
+    "totalconfc19newadmadultp_1": "-0.04",
+    "totalconfc19newadmpercho": "-0.04",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-1.27",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "-0.0007",
+    "pcticubedsoccperchosprepabschg": "-0.0007",
+    "pctconfc19inptbedspercho": "-0.0002",
+    "pctconffluinptbedspercho": "-0.0123",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "-0.0002",
+    "pctconffluicubedsperchos": "-0.012",
+    "pctconfrsvicubedsperchos": "0.0"
+  }
+]
\ No newline at end of file
diff --git a/nhsn/tests/test_data/prelim_page.json b/nhsn/tests/test_data/prelim_page.json
new file mode 100644
index 000000000..374639f14
--- /dev/null
+++ b/nhsn/tests/test_data/prelim_page.json
@@ -0,0 +1,2126 @@
+[
+  {
+    "weekendingdate": "2021-08-21T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10282.71",
+    "numinptbedsadult": "9090.29",
+    "numinptbedsped": "742.29",
+    "numinptbedsocc": "7004.43",
+    "numinptbedsoccadult": "6343.0",
+    "numinptbedsoccped": "247.71",
+    "numicubeds": "1868.0",
+    "numicubedsadult": "1336.71",
+    "numicubedsped": "366.71",
+    "numicubedsocc": "1253.14",
+    "numicubedsoccadult": "961.0",
+    "numicubedsoccped": "135.29",
+    "numconfc19hosppatsadult": "590.71",
+    "numconfc19hosppatsped": "9.43",
+    "totalconfc19hosppats": "600.14",
+    "totalconffluhosppats": "0.0",
+    "numconfc19icupatsadult": "232.43",
+    "totalconfc19icupats": "232.43",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "34.0",
+    "numconfc19newadmadult18to49": "291.0",
+    "totalconfc19newadmadult": "818.0",
+    "numconfc19newadmunk": "2.0",
+    "totalconfc19newadm": "852.0",
+    "totalconfflunewadm": "0.0",
+    "pctinptbedsocc": "0.6812",
+    "pctconfc19inptbeds": "0.0584",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.6708",
+    "pctconfc19icubeds": "0.1244",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9601",
+    "pctconfc19newadmped": "0.0399",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "0.9293",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7879",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-08-21T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "750150.99",
+    "numinptbedsadult": "679540.51",
+    "numinptbedsped": "51335.02",
+    "numinptbedsocc": "572345.09",
+    "numinptbedsoccadult": "526399.17",
+    "numinptbedsoccped": "32810.36",
+    "numicubeds": "120768.79",
+    "numicubedsadult": "91030.4",
+    "numicubedsped": "21419.35",
+    "numicubedsocc": "89853.28",
+    "numicubedsoccadult": "70595.31",
+    "numicubedsoccped": "14112.02",
+    "numconfc19hosppatsadult": "92782.24",
+    "numconfc19hosppatsped": "1268.64",
+    "totalconfc19hosppats": "94050.88",
+    "totalconffluhosppats": "292.67",
+    "numconfc19icupatsadult": "24692.91",
+    "totalconfc19icupats": "24692.91",
+    "totalconffluicupats": "45.57",
+    "totalconfc19newadmped": "2170.0",
+    "numconfc19newadmadult18to49": "27365.0",
+    "totalconfc19newadmadult": "90776.0",
+    "numconfc19newadmunk": "4827.0",
+    "totalconfc19newadm": "92946.0",
+    "totalconfflunewadm": "280.0",
+    "pctinptbedsocc": "0.763",
+    "pctconfc19inptbeds": "0.1254",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.744",
+    "pctconfc19icubeds": "0.2045",
+    "pctconffluicubeds": "0.0004",
+    "pctconfc19newadmadult": "0.9767",
+    "pctconfc19newadmped": "0.0233",
+    "numinptbedshosprep": "5396",
+    "numinptbedsocchosprep": "5396",
+    "numicubedshosprep": "5396",
+    "numicubedsocchosprep": "5396",
+    "totalconfc19hosppatshosprep": "5393",
+    "totalconffluhosppatshosprep": "4417",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5393",
+    "totalconffluicupatshosprep": "4415",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5276",
+    "totalconfc19newadmadulthosprep": "5392",
+    "totalconfc19newadmhosprep": "5392",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4415",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5396",
+    "pcticubedsocchosprep": "5396",
+    "pctconfc19inptbedshosprep": "5393",
+    "pctconffluinptbedshosprep": "4417",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5393",
+    "pctconffluicubedshosprep": "4415",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9477",
+    "numinptbedsoccperchosprep": "0.9477",
+    "numicubedsperchosprep": "0.9477",
+    "numicubedsoccperchosprep": "0.9477",
+    "totalconfc19hosppatsperc": "0.9471",
+    "totalconffluhosppatsperc": "0.7757",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9471",
+    "totalconffluicupatsperchosprep": "0.7754",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9266",
+    "totalconfc19newadmadultp": "0.947",
+    "totalconfc19newadmperchosprep": "0.947",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7754",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9477",
+    "pcticubedsoccperchosprep": "0.9477",
+    "pctconfc19inptbedsperchosprep": "0.9471",
+    "pctconffluinptbedsperchosprep": "0.7757",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9471",
+    "pctconffluicubedsperchosprep": "0.7754",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0007",
+    "numinptbedsoccperchospre": "0.0007",
+    "numicubedsperchosprepabschg": "0.0007",
+    "numicubedsoccperchosprepabschg": "0.0007",
+    "totalconfc19hosppatsperc_1": "0.0007",
+    "totalconffluhosppatsperc_1": "0.0014",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0007",
+    "totalconffluicupatsperch": "0.0019",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0007",
+    "totalconfc19newadmadultp_1": "0.0007",
+    "totalconfc19newadmpercho": "0.0007",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0016",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0007",
+    "pcticubedsoccperchosprepabschg": "0.0007",
+    "pctconfc19inptbedspercho": "0.0007",
+    "pctconffluinptbedspercho": "0.0014",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0007",
+    "pctconffluicubedsperchos": "0.0019",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-08-28T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10325.86",
+    "numinptbedsadult": "9081.29",
+    "numinptbedsped": "792.14",
+    "numinptbedsocc": "7014.88",
+    "numinptbedsoccadult": "6343.88",
+    "numinptbedsoccped": "267.14",
+    "numicubeds": "1871.43",
+    "numicubedsadult": "1332.57",
+    "numicubedsped": "372.71",
+    "numicubedsocc": "1271.07",
+    "numicubedsoccadult": "974.21",
+    "numicubedsoccped": "135.14",
+    "numconfc19hosppatsadult": "667.52",
+    "numconfc19hosppatsped": "13.57",
+    "totalconfc19hosppats": "681.1",
+    "totalconffluhosppats": "0.14",
+    "numconfc19icupatsadult": "270.48",
+    "totalconfc19icupats": "270.48",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "29.0",
+    "numconfc19newadmadult18to49": "303.0",
+    "totalconfc19newadmadult": "806.0",
+    "numconfc19newadmunk": "3.0",
+    "totalconfc19newadm": "835.0",
+    "totalconfflunewadm": "1.0",
+    "pctinptbedsocc": "0.6794",
+    "pctconfc19inptbeds": "0.066",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.6792",
+    "pctconfc19icubeds": "0.1445",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9653",
+    "pctconfc19newadmped": "0.0347",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "0.9293",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7879",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-08-28T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "746800.48",
+    "numinptbedsadult": "675884.36",
+    "numinptbedsped": "51791.88",
+    "numinptbedsocc": "573492.92",
+    "numinptbedsoccadult": "527355.92",
+    "numinptbedsoccped": "33078.85",
+    "numicubeds": "119528.11",
+    "numicubedsadult": "91033.85",
+    "numicubedsped": "21257.74",
+    "numicubedsocc": "91262.45",
+    "numicubedsoccadult": "72164.42",
+    "numicubedsoccped": "13993.38",
+    "numconfc19hosppatsadult": "101087.27",
+    "numconfc19hosppatsped": "1396.21",
+    "totalconfc19hosppats": "102483.48",
+    "totalconffluhosppats": "288.3",
+    "numconfc19icupatsadult": "27299.54",
+    "totalconfc19icupats": "27299.54",
+    "totalconffluicupats": "57.86",
+    "totalconfc19newadmped": "2427.0",
+    "numconfc19newadmadult18to49": "27003.0",
+    "totalconfc19newadmadult": "92169.0",
+    "numconfc19newadmunk": "5004.0",
+    "totalconfc19newadm": "94596.0",
+    "totalconfflunewadm": "262.0",
+    "pctinptbedsocc": "0.7679",
+    "pctconfc19inptbeds": "0.1372",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7635",
+    "pctconfc19icubeds": "0.2284",
+    "pctconffluicubeds": "0.0005",
+    "pctconfc19newadmadult": "0.9743",
+    "pctconfc19newadmped": "0.0257",
+    "numinptbedshosprep": "5395",
+    "numinptbedsocchosprep": "5395",
+    "numicubedshosprep": "5395",
+    "numicubedsocchosprep": "5395",
+    "totalconfc19hosppatshosprep": "5392",
+    "totalconffluhosppatshosprep": "4401",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5392",
+    "totalconffluicupatshosprep": "4398",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5275",
+    "totalconfc19newadmadulthosprep": "5391",
+    "totalconfc19newadmhosprep": "5391",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4397",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5395",
+    "pcticubedsocchosprep": "5395",
+    "pctconfc19inptbedshosprep": "5392",
+    "pctconffluinptbedshosprep": "4401",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5392",
+    "pctconffluicubedshosprep": "4398",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9475",
+    "numinptbedsoccperchosprep": "0.9475",
+    "numicubedsperchosprep": "0.9475",
+    "numicubedsoccperchosprep": "0.9475",
+    "totalconfc19hosppatsperc": "0.947",
+    "totalconffluhosppatsperc": "0.7729",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.947",
+    "totalconffluicupatsperchosprep": "0.7724",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9264",
+    "totalconfc19newadmadultp": "0.9468",
+    "totalconfc19newadmperchosprep": "0.9468",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7722",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9475",
+    "pcticubedsoccperchosprep": "0.9475",
+    "pctconfc19inptbedsperchosprep": "0.947",
+    "pctconffluinptbedsperchosprep": "0.7729",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.947",
+    "pctconffluicubedsperchosprep": "0.7724",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "-0.0002",
+    "numinptbedsoccperchospre": "-0.0002",
+    "numicubedsperchosprepabschg": "-0.0002",
+    "numicubedsoccperchosprepabschg": "-0.0002",
+    "totalconfc19hosppatsperc_1": "-0.0002",
+    "totalconffluhosppatsperc_1": "-0.0028",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "-0.0002",
+    "totalconffluicupatsperch": "-0.003",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "-0.0002",
+    "totalconfc19newadmadultp_1": "-0.0002",
+    "totalconfc19newadmpercho": "-0.0002",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-0.0032",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "-0.0002",
+    "pcticubedsoccperchosprepabschg": "-0.0002",
+    "pctconfc19inptbedspercho": "-0.0002",
+    "pctconffluinptbedspercho": "-0.0028",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "-0.0002",
+    "pctconffluicubedsperchos": "-0.003",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-04T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10361.86",
+    "numinptbedsadult": "9163.57",
+    "numinptbedsped": "744.43",
+    "numinptbedsocc": "7160.86",
+    "numinptbedsoccadult": "6415.29",
+    "numinptbedsoccped": "328.0",
+    "numicubeds": "1939.71",
+    "numicubedsadult": "1400.0",
+    "numicubedsped": "370.43",
+    "numicubedsocc": "1307.29",
+    "numicubedsoccadult": "983.71",
+    "numicubedsoccped": "154.29",
+    "numconfc19hosppatsadult": "795.29",
+    "numconfc19hosppatsped": "16.43",
+    "totalconfc19hosppats": "811.71",
+    "totalconffluhosppats": "0.86",
+    "numconfc19icupatsadult": "303.14",
+    "totalconfc19icupats": "303.14",
+    "totalconffluicupats": "0.43",
+    "totalconfc19newadmped": "38.0",
+    "numconfc19newadmadult18to49": "346.0",
+    "totalconfc19newadmadult": "962.0",
+    "numconfc19newadmunk": "1.0",
+    "totalconfc19newadm": "1000.0",
+    "totalconfflunewadm": "3.0",
+    "pctinptbedsocc": "0.6911",
+    "pctconfc19inptbeds": "0.0783",
+    "pctconffluinptbeds": "0.0001",
+    "pcticubedsocc": "0.674",
+    "pctconfc19icubeds": "0.1563",
+    "pctconffluicubeds": "0.0002",
+    "pctconfc19newadmadult": "0.962",
+    "pctconfc19newadmped": "0.038",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "0.9293",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7879",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-04T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "744845.48",
+    "numinptbedsadult": "674286.14",
+    "numinptbedsped": "49228.93",
+    "numinptbedsocc": "571971.34",
+    "numinptbedsoccadult": "525311.57",
+    "numinptbedsoccped": "32162.6",
+    "numicubeds": "119670.24",
+    "numicubedsadult": "91266.24",
+    "numicubedsped": "20645.68",
+    "numicubedsocc": "92231.82",
+    "numicubedsoccadult": "72946.77",
+    "numicubedsoccped": "13867.3",
+    "numconfc19hosppatsadult": "103092.79",
+    "numconfc19hosppatsped": "1521.71",
+    "totalconfc19hosppats": "104614.5",
+    "totalconffluhosppats": "330.64",
+    "numconfc19icupatsadult": "28298.92",
+    "totalconfc19icupats": "28298.92",
+    "totalconffluicupats": "57.45",
+    "totalconfc19newadmped": "2667.0",
+    "numconfc19newadmadult18to49": "26689.0",
+    "totalconfc19newadmadult": "90574.0",
+    "numconfc19newadmunk": "4902.0",
+    "totalconfc19newadm": "93241.0",
+    "totalconfflunewadm": "282.0",
+    "pctinptbedsocc": "0.7679",
+    "pctconfc19inptbeds": "0.1405",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7707",
+    "pctconfc19icubeds": "0.2365",
+    "pctconffluicubeds": "0.0005",
+    "pctconfc19newadmadult": "0.9714",
+    "pctconfc19newadmped": "0.0286",
+    "numinptbedshosprep": "5396",
+    "numinptbedsocchosprep": "5396",
+    "numicubedshosprep": "5396",
+    "numicubedsocchosprep": "5396",
+    "totalconfc19hosppatshosprep": "5393",
+    "totalconffluhosppatshosprep": "4398",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5393",
+    "totalconffluicupatshosprep": "4395",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5276",
+    "totalconfc19newadmadulthosprep": "5392",
+    "totalconfc19newadmhosprep": "5392",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4396",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5396",
+    "pcticubedsocchosprep": "5396",
+    "pctconfc19inptbedshosprep": "5393",
+    "pctconffluinptbedshosprep": "4398",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5393",
+    "pctconffluicubedshosprep": "4395",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9477",
+    "numinptbedsoccperchosprep": "0.9477",
+    "numicubedsperchosprep": "0.9477",
+    "numicubedsoccperchosprep": "0.9477",
+    "totalconfc19hosppatsperc": "0.9471",
+    "totalconffluhosppatsperc": "0.7724",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9471",
+    "totalconffluicupatsperchosprep": "0.7719",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9266",
+    "totalconfc19newadmadultp": "0.947",
+    "totalconfc19newadmperchosprep": "0.947",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.772",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9477",
+    "pcticubedsoccperchosprep": "0.9477",
+    "pctconfc19inptbedsperchosprep": "0.9471",
+    "pctconffluinptbedsperchosprep": "0.7724",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9471",
+    "pctconffluicubedsperchosprep": "0.7719",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0002",
+    "numinptbedsoccperchospre": "0.0002",
+    "numicubedsperchosprepabschg": "0.0002",
+    "numicubedsoccperchosprepabschg": "0.0002",
+    "totalconfc19hosppatsperc_1": "0.0002",
+    "totalconffluhosppatsperc_1": "-0.0005",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0002",
+    "totalconffluicupatsperch": "-0.0005",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0002",
+    "totalconfc19newadmadultp_1": "0.0002",
+    "totalconfc19newadmpercho": "0.0002",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-0.0002",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0002",
+    "pcticubedsoccperchosprepabschg": "0.0002",
+    "pctconfc19inptbedspercho": "0.0002",
+    "pctconffluinptbedspercho": "-0.0005",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0002",
+    "pctconffluicubedsperchos": "-0.0005",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-11T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10395.29",
+    "numinptbedsadult": "9181.14",
+    "numinptbedsped": "757.43",
+    "numinptbedsocc": "7102.86",
+    "numinptbedsoccadult": "6390.29",
+    "numinptbedsoccped": "319.29",
+    "numicubeds": "1878.0",
+    "numicubedsadult": "1334.43",
+    "numicubedsped": "397.14",
+    "numicubedsocc": "1322.0",
+    "numicubedsoccadult": "999.14",
+    "numicubedsoccped": "179.29",
+    "numconfc19hosppatsadult": "855.86",
+    "numconfc19hosppatsped": "18.0",
+    "totalconfc19hosppats": "873.86",
+    "totalconffluhosppats": "0.29",
+    "numconfc19icupatsadult": "335.0",
+    "totalconfc19icupats": "335.0",
+    "totalconffluicupats": "0.29",
+    "totalconfc19newadmped": "41.0",
+    "numconfc19newadmadult18to49": "347.0",
+    "totalconfc19newadmadult": "941.0",
+    "numconfc19newadmunk": "4.0",
+    "totalconfc19newadm": "982.0",
+    "totalconfflunewadm": "2.0",
+    "pctinptbedsocc": "0.6833",
+    "pctconfc19inptbeds": "0.0841",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.7039",
+    "pctconfc19icubeds": "0.1784",
+    "pctconffluicubeds": "0.0002",
+    "pctconfc19newadmadult": "0.9582",
+    "pctconfc19newadmped": "0.0418",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "0.9293",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7879",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-11T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "742400.99",
+    "numinptbedsadult": "672327.6",
+    "numinptbedsped": "51767.94",
+    "numinptbedsocc": "568865.8",
+    "numinptbedsoccadult": "522555.9",
+    "numinptbedsoccped": "33668.85",
+    "numicubeds": "119269.2",
+    "numicubedsadult": "91001.5",
+    "numicubedsped": "21275.26",
+    "numicubedsocc": "92364.54",
+    "numicubedsoccadult": "73185.37",
+    "numicubedsoccped": "14285.86",
+    "numconfc19hosppatsadult": "101186.65",
+    "numconfc19hosppatsped": "1542.21",
+    "totalconfc19hosppats": "102728.87",
+    "totalconffluhosppats": "309.41",
+    "numconfc19icupatsadult": "28185.24",
+    "totalconfc19icupats": "28185.24",
+    "totalconffluicupats": "55.3",
+    "totalconfc19newadmped": "2476.0",
+    "numconfc19newadmadult18to49": "24765.0",
+    "totalconfc19newadmadult": "85686.0",
+    "numconfc19newadmunk": "4480.0",
+    "totalconfc19newadm": "88162.0",
+    "totalconfflunewadm": "247.0",
+    "pctinptbedsocc": "0.7663",
+    "pctconfc19inptbeds": "0.1384",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7744",
+    "pctconfc19icubeds": "0.2363",
+    "pctconffluicubeds": "0.0005",
+    "pctconfc19newadmadult": "0.9719",
+    "pctconfc19newadmped": "0.0281",
+    "numinptbedshosprep": "5395",
+    "numinptbedsocchosprep": "5395",
+    "numicubedshosprep": "5395",
+    "numicubedsocchosprep": "5395",
+    "totalconfc19hosppatshosprep": "5392",
+    "totalconffluhosppatshosprep": "4379",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5392",
+    "totalconffluicupatshosprep": "4376",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5274",
+    "totalconfc19newadmadulthosprep": "5391",
+    "totalconfc19newadmhosprep": "5391",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4377",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5395",
+    "pcticubedsocchosprep": "5395",
+    "pctconfc19inptbedshosprep": "5392",
+    "pctconffluinptbedshosprep": "4379",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5392",
+    "pctconffluicubedshosprep": "4376",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9475",
+    "numinptbedsoccperchosprep": "0.9475",
+    "numicubedsperchosprep": "0.9475",
+    "numicubedsoccperchosprep": "0.9475",
+    "totalconfc19hosppatsperc": "0.947",
+    "totalconffluhosppatsperc": "0.7691",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.947",
+    "totalconffluicupatsperchosprep": "0.7685",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9262",
+    "totalconfc19newadmadultp": "0.9468",
+    "totalconfc19newadmperchosprep": "0.9468",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7687",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9475",
+    "pcticubedsoccperchosprep": "0.9475",
+    "pctconfc19inptbedsperchosprep": "0.947",
+    "pctconffluinptbedsperchosprep": "0.7691",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.947",
+    "pctconffluicubedsperchosprep": "0.7685",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "-0.0002",
+    "numinptbedsoccperchospre": "-0.0002",
+    "numicubedsperchosprepabschg": "-0.0002",
+    "numicubedsoccperchosprepabschg": "-0.0002",
+    "totalconfc19hosppatsperc_1": "-0.0002",
+    "totalconffluhosppatsperc_1": "-0.0033",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "-0.0002",
+    "totalconffluicupatsperch": "-0.0033",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "-0.0004",
+    "totalconfc19newadmadultp_1": "-0.0002",
+    "totalconfc19newadmpercho": "-0.0002",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-0.0033",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "-0.0002",
+    "pcticubedsoccperchosprepabschg": "-0.0002",
+    "pctconfc19inptbedspercho": "-0.0002",
+    "pctconffluinptbedspercho": "-0.0033",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "-0.0002",
+    "pctconffluicubedsperchos": "-0.0033",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-18T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10476.14",
+    "numinptbedsadult": "9251.14",
+    "numinptbedsped": "750.0",
+    "numinptbedsocc": "7340.38",
+    "numinptbedsoccadult": "6605.38",
+    "numinptbedsoccped": "356.29",
+    "numicubeds": "1812.43",
+    "numicubedsadult": "1331.29",
+    "numicubedsped": "417.14",
+    "numicubedsocc": "1282.05",
+    "numicubedsoccadult": "1015.62",
+    "numicubedsoccped": "217.14",
+    "numconfc19hosppatsadult": "886.76",
+    "numconfc19hosppatsped": "14.43",
+    "totalconfc19hosppats": "901.19",
+    "totalconffluhosppats": "0.0",
+    "numconfc19icupatsadult": "355.07",
+    "totalconfc19icupats": "355.07",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "24.0",
+    "numconfc19newadmadult18to49": "336.0",
+    "totalconfc19newadmadult": "931.0",
+    "numconfc19newadmunk": "4.0",
+    "totalconfc19newadm": "955.0",
+    "totalconfflunewadm": "0.0",
+    "pctinptbedsocc": "0.7007",
+    "pctconfc19inptbeds": "0.086",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.7074",
+    "pctconfc19icubeds": "0.1959",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9749",
+    "pctconfc19newadmped": "0.0251",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "0.9293",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7879",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-18T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "743361.31",
+    "numinptbedsadult": "672737.5",
+    "numinptbedsped": "51159.55",
+    "numinptbedsocc": "577511.09",
+    "numinptbedsoccadult": "530000.29",
+    "numinptbedsoccped": "34247.45",
+    "numicubeds": "119256.47",
+    "numicubedsadult": "90798.21",
+    "numicubedsped": "20908.8",
+    "numicubedsocc": "92343.47",
+    "numicubedsoccadult": "73185.44",
+    "numicubedsoccped": "14310.5",
+    "numconfc19hosppatsadult": "94483.65",
+    "numconfc19hosppatsped": "1412.23",
+    "totalconfc19hosppats": "95895.88",
+    "totalconffluhosppats": "284.98",
+    "numconfc19icupatsadult": "27151.26",
+    "totalconfc19icupats": "27151.26",
+    "totalconffluicupats": "67.43",
+    "totalconfc19newadmped": "2379.0",
+    "numconfc19newadmadult18to49": "21561.0",
+    "totalconfc19newadmadult": "76790.0",
+    "numconfc19newadmunk": "4010.0",
+    "totalconfc19newadm": "79169.0",
+    "totalconfflunewadm": "261.0",
+    "pctinptbedsocc": "0.7769",
+    "pctconfc19inptbeds": "0.129",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7743",
+    "pctconfc19icubeds": "0.2277",
+    "pctconffluicubeds": "0.0006",
+    "pctconfc19newadmadult": "0.97",
+    "pctconfc19newadmped": "0.03",
+    "numinptbedshosprep": "5398",
+    "numinptbedsocchosprep": "5398",
+    "numicubedshosprep": "5398",
+    "numicubedsocchosprep": "5398",
+    "totalconfc19hosppatshosprep": "5395",
+    "totalconffluhosppatshosprep": "4366",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5395",
+    "totalconffluicupatshosprep": "4361",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5278",
+    "totalconfc19newadmadulthosprep": "5394",
+    "totalconfc19newadmhosprep": "5394",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4362",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5398",
+    "pcticubedsocchosprep": "5398",
+    "pctconfc19inptbedshosprep": "5395",
+    "pctconffluinptbedshosprep": "4366",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5395",
+    "pctconffluicubedshosprep": "4361",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.948",
+    "numinptbedsoccperchosprep": "0.948",
+    "numicubedsperchosprep": "0.948",
+    "numicubedsoccperchosprep": "0.948",
+    "totalconfc19hosppatsperc": "0.9475",
+    "totalconffluhosppatsperc": "0.7668",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9475",
+    "totalconffluicupatsperchosprep": "0.7659",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9269",
+    "totalconfc19newadmadultp": "0.9473",
+    "totalconfc19newadmperchosprep": "0.9473",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7661",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.948",
+    "pcticubedsoccperchosprep": "0.948",
+    "pctconfc19inptbedsperchosprep": "0.9475",
+    "pctconffluinptbedsperchosprep": "0.7668",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9475",
+    "pctconffluicubedsperchosprep": "0.7659",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0005",
+    "numinptbedsoccperchospre": "0.0005",
+    "numicubedsperchosprepabschg": "0.0005",
+    "numicubedsoccperchosprepabschg": "0.0005",
+    "totalconfc19hosppatsperc_1": "0.0005",
+    "totalconffluhosppatsperc_1": "-0.0023",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0005",
+    "totalconffluicupatsperch": "-0.0026",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0007",
+    "totalconfc19newadmadultp_1": "0.0005",
+    "totalconfc19newadmpercho": "0.0005",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-0.0026",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0005",
+    "pcticubedsoccperchosprepabschg": "0.0005",
+    "pctconfc19inptbedspercho": "0.0005",
+    "pctconffluinptbedspercho": "-0.0023",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0005",
+    "pctconffluicubedsperchos": "-0.0026",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-25T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10463.14",
+    "numinptbedsadult": "9234.71",
+    "numinptbedsped": "660.71",
+    "numinptbedsocc": "7255.57",
+    "numinptbedsoccadult": "6512.71",
+    "numinptbedsoccped": "301.43",
+    "numicubeds": "1803.43",
+    "numicubedsadult": "1322.29",
+    "numicubedsped": "306.14",
+    "numicubedsocc": "1263.0",
+    "numicubedsoccadult": "996.71",
+    "numicubedsoccped": "157.71",
+    "numconfc19hosppatsadult": "881.43",
+    "numconfc19hosppatsped": "14.43",
+    "totalconfc19hosppats": "895.86",
+    "totalconffluhosppats": "0.0",
+    "numconfc19icupatsadult": "337.0",
+    "totalconfc19icupats": "337.0",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "31.0",
+    "numconfc19newadmadult18to49": "274.0",
+    "totalconfc19newadmadult": "962.0",
+    "numconfc19newadmunk": "9.0",
+    "totalconfc19newadm": "993.0",
+    "totalconfflunewadm": "0.0",
+    "pctinptbedsocc": "0.6934",
+    "pctconfc19inptbeds": "0.0856",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.7003",
+    "pctconfc19icubeds": "0.1869",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9688",
+    "pctconfc19newadmped": "0.0312",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "0.9293",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7879",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-09-25T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "741350.4",
+    "numinptbedsadult": "671327.23",
+    "numinptbedsped": "50705.01",
+    "numinptbedsocc": "571176.7",
+    "numinptbedsoccadult": "524034.78",
+    "numinptbedsoccped": "34189.04",
+    "numicubeds": "118806.55",
+    "numicubedsadult": "90455.86",
+    "numicubedsped": "21079.05",
+    "numicubedsocc": "91121.6",
+    "numicubedsoccadult": "72020.5",
+    "numicubedsoccped": "14283.63",
+    "numconfc19hosppatsadult": "84589.63",
+    "numconfc19hosppatsped": "1299.24",
+    "totalconfc19hosppats": "85888.87",
+    "totalconffluhosppats": "272.38",
+    "numconfc19icupatsadult": "24967.04",
+    "totalconfc19icupats": "24967.04",
+    "totalconffluicupats": "56.14",
+    "totalconfc19newadmped": "1949.0",
+    "numconfc19newadmadult18to49": "18280.0",
+    "totalconfc19newadmadult": "65791.0",
+    "numconfc19newadmunk": "3675.0",
+    "totalconfc19newadm": "67740.0",
+    "totalconfflunewadm": "234.0",
+    "pctinptbedsocc": "0.7705",
+    "pctconfc19inptbeds": "0.1159",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.767",
+    "pctconfc19icubeds": "0.2101",
+    "pctconffluicubeds": "0.0005",
+    "pctconfc19newadmadult": "0.9712",
+    "pctconfc19newadmped": "0.0288",
+    "numinptbedshosprep": "5397",
+    "numinptbedsocchosprep": "5397",
+    "numicubedshosprep": "5397",
+    "numicubedsocchosprep": "5397",
+    "totalconfc19hosppatshosprep": "5394",
+    "totalconffluhosppatshosprep": "4372",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5394",
+    "totalconffluicupatshosprep": "4366",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5277",
+    "totalconfc19newadmadulthosprep": "5393",
+    "totalconfc19newadmhosprep": "5393",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4368",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5397",
+    "pcticubedsocchosprep": "5397",
+    "pctconfc19inptbedshosprep": "5394",
+    "pctconffluinptbedshosprep": "4372",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5394",
+    "pctconffluicubedshosprep": "4366",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9478",
+    "numinptbedsoccperchosprep": "0.9478",
+    "numicubedsperchosprep": "0.9478",
+    "numicubedsoccperchosprep": "0.9478",
+    "totalconfc19hosppatsperc": "0.9473",
+    "totalconffluhosppatsperc": "0.7678",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9473",
+    "totalconffluicupatsperchosprep": "0.7668",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9268",
+    "totalconfc19newadmadultp": "0.9471",
+    "totalconfc19newadmperchosprep": "0.9471",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7671",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9478",
+    "pcticubedsoccperchosprep": "0.9478",
+    "pctconfc19inptbedsperchosprep": "0.9473",
+    "pctconffluinptbedsperchosprep": "0.7678",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9473",
+    "pctconffluicubedsperchosprep": "0.7668",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "-0.0002",
+    "numinptbedsoccperchospre": "-0.0002",
+    "numicubedsperchosprepabschg": "-0.0002",
+    "numicubedsoccperchosprepabschg": "-0.0002",
+    "totalconfc19hosppatsperc_1": "-0.0002",
+    "totalconffluhosppatsperc_1": "0.0011",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "-0.0002",
+    "totalconffluicupatsperch": "0.0009",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "-0.0002",
+    "totalconfc19newadmadultp_1": "-0.0002",
+    "totalconfc19newadmpercho": "-0.0002",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0011",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "-0.0002",
+    "pcticubedsoccperchosprepabschg": "-0.0002",
+    "pctconfc19inptbedspercho": "-0.0002",
+    "pctconffluinptbedspercho": "0.0011",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "-0.0002",
+    "pctconffluicubedsperchos": "0.0009",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-02T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10417.57",
+    "numinptbedsadult": "9192.71",
+    "numinptbedsped": "657.71",
+    "numinptbedsocc": "7275.74",
+    "numinptbedsoccadult": "6520.74",
+    "numinptbedsoccped": "317.86",
+    "numicubeds": "1807.71",
+    "numicubedsadult": "1331.57",
+    "numicubedsped": "301.14",
+    "numicubedsocc": "1314.93",
+    "numicubedsoccadult": "1039.21",
+    "numicubedsoccped": "176.14",
+    "numconfc19hosppatsadult": "860.76",
+    "numconfc19hosppatsped": "23.43",
+    "totalconfc19hosppats": "884.19",
+    "totalconffluhosppats": "0.0",
+    "numconfc19icupatsadult": "310.26",
+    "totalconfc19icupats": "310.26",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "49.0",
+    "numconfc19newadmadult18to49": "274.0",
+    "totalconfc19newadmadult": "921.0",
+    "numconfc19newadmunk": "0.0",
+    "totalconfc19newadm": "970.0",
+    "totalconfflunewadm": "0.0",
+    "pctinptbedsocc": "0.6984",
+    "pctconfc19inptbeds": "0.0849",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.7274",
+    "pctconfc19icubeds": "0.1716",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9495",
+    "pctconfc19newadmped": "0.0505",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "0.9293",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7879",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-02T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "740148.71",
+    "numinptbedsadult": "669456.02",
+    "numinptbedsped": "50239.71",
+    "numinptbedsocc": "565301.31",
+    "numinptbedsoccadult": "518444.26",
+    "numinptbedsoccped": "33398.35",
+    "numicubeds": "118016.14",
+    "numicubedsadult": "89835.76",
+    "numicubedsped": "20933.11",
+    "numicubedsocc": "89779.08",
+    "numicubedsoccadult": "70591.46",
+    "numicubedsoccped": "14267.9",
+    "numconfc19hosppatsadult": "73540.56",
+    "numconfc19hosppatsped": "1161.02",
+    "totalconfc19hosppats": "74701.58",
+    "totalconffluhosppats": "253.17",
+    "numconfc19icupatsadult": "21970.69",
+    "totalconfc19icupats": "21970.69",
+    "totalconffluicupats": "51.0",
+    "totalconfc19newadmped": "1642.0",
+    "numconfc19newadmadult18to49": "15107.0",
+    "totalconfc19newadmadult": "56434.0",
+    "numconfc19newadmunk": "3264.0",
+    "totalconfc19newadm": "58076.0",
+    "totalconfflunewadm": "253.0",
+    "pctinptbedsocc": "0.7638",
+    "pctconfc19inptbeds": "0.1009",
+    "pctconffluinptbeds": "0.0003",
+    "pcticubedsocc": "0.7607",
+    "pctconfc19icubeds": "0.1862",
+    "pctconffluicubeds": "0.0004",
+    "pctconfc19newadmadult": "0.9717",
+    "pctconfc19newadmped": "0.0283",
+    "numinptbedshosprep": "5399",
+    "numinptbedsocchosprep": "5399",
+    "numicubedshosprep": "5399",
+    "numicubedsocchosprep": "5399",
+    "totalconfc19hosppatshosprep": "5396",
+    "totalconffluhosppatshosprep": "4397",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5396",
+    "totalconffluicupatshosprep": "4388",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5279",
+    "totalconfc19newadmadulthosprep": "5395",
+    "totalconfc19newadmhosprep": "5395",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4391",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5399",
+    "pcticubedsocchosprep": "5399",
+    "pctconfc19inptbedshosprep": "5396",
+    "pctconffluinptbedshosprep": "4397",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5396",
+    "pctconffluicubedshosprep": "4388",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9482",
+    "numinptbedsoccperchosprep": "0.9482",
+    "numicubedsperchosprep": "0.9482",
+    "numicubedsoccperchosprep": "0.9482",
+    "totalconfc19hosppatsperc": "0.9477",
+    "totalconffluhosppatsperc": "0.7722",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9477",
+    "totalconffluicupatsperchosprep": "0.7706",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9271",
+    "totalconfc19newadmadultp": "0.9475",
+    "totalconfc19newadmperchosprep": "0.9475",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7712",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9482",
+    "pcticubedsoccperchosprep": "0.9482",
+    "pctconfc19inptbedsperchosprep": "0.9477",
+    "pctconffluinptbedsperchosprep": "0.7722",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9477",
+    "pctconffluicubedsperchosprep": "0.7706",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0004",
+    "numinptbedsoccperchospre": "0.0004",
+    "numicubedsperchosprepabschg": "0.0004",
+    "numicubedsoccperchosprepabschg": "0.0004",
+    "totalconfc19hosppatsperc_1": "0.0004",
+    "totalconffluhosppatsperc_1": "0.0044",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0004",
+    "totalconffluicupatsperch": "0.0039",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0004",
+    "totalconfc19newadmadultp_1": "0.0004",
+    "totalconfc19newadmpercho": "0.0004",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.004",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0004",
+    "pcticubedsoccperchosprepabschg": "0.0004",
+    "pctconfc19inptbedspercho": "0.0004",
+    "pctconffluinptbedspercho": "0.0044",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0004",
+    "pctconffluicubedsperchos": "0.0039",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-09T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10435.0",
+    "numinptbedsadult": "9200.71",
+    "numinptbedsped": "667.14",
+    "numinptbedsocc": "7363.83",
+    "numinptbedsoccadult": "6586.98",
+    "numinptbedsoccped": "324.86",
+    "numicubeds": "1801.14",
+    "numicubedsadult": "1326.29",
+    "numicubedsped": "299.86",
+    "numicubedsocc": "1378.29",
+    "numicubedsoccadult": "1100.29",
+    "numicubedsoccped": "181.0",
+    "numconfc19hosppatsadult": "902.43",
+    "numconfc19hosppatsped": "21.43",
+    "totalconfc19hosppats": "923.86",
+    "totalconffluhosppats": "0.14",
+    "numconfc19icupatsadult": "313.57",
+    "totalconfc19icupats": "313.57",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "36.0",
+    "numconfc19newadmadult18to49": "318.0",
+    "totalconfc19newadmadult": "1043.0",
+    "numconfc19newadmunk": "4.0",
+    "totalconfc19newadm": "1079.0",
+    "totalconfflunewadm": "1.0",
+    "pctinptbedsocc": "0.7057",
+    "pctconfc19inptbeds": "0.0885",
+    "pctconffluinptbeds": "0.0",
+    "pcticubedsocc": "0.7652",
+    "pctconfc19icubeds": "0.1741",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9666",
+    "pctconfc19newadmped": "0.0334",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "0.9293",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7879",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-09T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "733424.54",
+    "numinptbedsadult": "664396.0",
+    "numinptbedsped": "49907.38",
+    "numinptbedsocc": "559358.6",
+    "numinptbedsoccadult": "512696.2",
+    "numinptbedsoccped": "33474.79",
+    "numicubeds": "116653.35",
+    "numicubedsadult": "88638.07",
+    "numicubedsped": "20853.11",
+    "numicubedsocc": "87458.7",
+    "numicubedsoccadult": "68650.56",
+    "numicubedsoccped": "13957.53",
+    "numconfc19hosppatsadult": "63806.61",
+    "numconfc19hosppatsped": "1008.47",
+    "totalconfc19hosppats": "64815.08",
+    "totalconffluhosppats": "275.72",
+    "numconfc19icupatsadult": "19250.85",
+    "totalconfc19icupats": "19250.85",
+    "totalconffluicupats": "57.57",
+    "totalconfc19newadmped": "1373.0",
+    "numconfc19newadmadult18to49": "13335.0",
+    "totalconfc19newadmadult": "50371.0",
+    "numconfc19newadmunk": "2933.0",
+    "totalconfc19newadm": "51744.0",
+    "totalconfflunewadm": "341.0",
+    "pctinptbedsocc": "0.7627",
+    "pctconfc19inptbeds": "0.0884",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7497",
+    "pctconfc19icubeds": "0.165",
+    "pctconffluicubeds": "0.0005",
+    "pctconfc19newadmadult": "0.9735",
+    "pctconfc19newadmped": "0.0265",
+    "numinptbedshosprep": "5400",
+    "numinptbedsocchosprep": "5400",
+    "numicubedshosprep": "5400",
+    "numicubedsocchosprep": "5400",
+    "totalconfc19hosppatshosprep": "5397",
+    "totalconffluhosppatshosprep": "4387",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5397",
+    "totalconffluicupatshosprep": "4374",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5280",
+    "totalconfc19newadmadulthosprep": "5396",
+    "totalconfc19newadmhosprep": "5396",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4379",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5400",
+    "pcticubedsocchosprep": "5400",
+    "pctconfc19inptbedshosprep": "5397",
+    "pctconffluinptbedshosprep": "4387",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5397",
+    "pctconffluicubedshosprep": "4374",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9484",
+    "numinptbedsoccperchosprep": "0.9484",
+    "numicubedsperchosprep": "0.9484",
+    "numicubedsoccperchosprep": "0.9484",
+    "totalconfc19hosppatsperc": "0.9478",
+    "totalconffluhosppatsperc": "0.7705",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9478",
+    "totalconffluicupatsperchosprep": "0.7682",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9273",
+    "totalconfc19newadmadultp": "0.9477",
+    "totalconfc19newadmperchosprep": "0.9477",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7691",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9484",
+    "pcticubedsoccperchosprep": "0.9484",
+    "pctconfc19inptbedsperchosprep": "0.9478",
+    "pctconffluinptbedsperchosprep": "0.7705",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9478",
+    "pctconffluicubedsperchosprep": "0.7682",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0002",
+    "numinptbedsoccperchospre": "0.0002",
+    "numicubedsperchosprepabschg": "0.0002",
+    "numicubedsoccperchosprepabschg": "0.0002",
+    "totalconfc19hosppatsperc_1": "0.0002",
+    "totalconffluhosppatsperc_1": "-0.0018",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0002",
+    "totalconffluicupatsperch": "-0.0025",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0002",
+    "totalconfc19newadmadultp_1": "0.0002",
+    "totalconfc19newadmpercho": "0.0002",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-0.0021",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0002",
+    "pcticubedsoccperchosprepabschg": "0.0002",
+    "pctconfc19inptbedspercho": "0.0002",
+    "pctconffluinptbedspercho": "-0.0018",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0002",
+    "pctconffluicubedsperchos": "-0.0025",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-16T00:00:00.000",
+    "jurisdiction": "CO",
+    "numinptbeds": "10426.29",
+    "numinptbedsadult": "9195.0",
+    "numinptbedsped": "664.14",
+    "numinptbedsocc": "7365.71",
+    "numinptbedsoccadult": "6590.86",
+    "numinptbedsoccped": "322.71",
+    "numicubeds": "1820.57",
+    "numicubedsadult": "1345.29",
+    "numicubedsped": "300.29",
+    "numicubedsocc": "1362.0",
+    "numicubedsoccadult": "1088.0",
+    "numicubedsoccped": "176.71",
+    "numconfc19hosppatsadult": "996.86",
+    "numconfc19hosppatsped": "19.57",
+    "totalconfc19hosppats": "1016.43",
+    "totalconffluhosppats": "0.86",
+    "numconfc19icupatsadult": "346.14",
+    "totalconfc19icupats": "346.14",
+    "totalconffluicupats": "0.0",
+    "totalconfc19newadmped": "38.0",
+    "numconfc19newadmadult18to49": "332.0",
+    "totalconfc19newadmadult": "1193.0",
+    "numconfc19newadmunk": "8.0",
+    "totalconfc19newadm": "1231.0",
+    "totalconfflunewadm": "0.0",
+    "pctinptbedsocc": "0.7065",
+    "pctconfc19inptbeds": "0.0975",
+    "pctconffluinptbeds": "0.0001",
+    "pcticubedsocc": "0.7481",
+    "pctconfc19icubeds": "0.1901",
+    "pctconffluicubeds": "0.0",
+    "pctconfc19newadmadult": "0.9691",
+    "pctconfc19newadmped": "0.0309",
+    "numinptbedshosprep": "92",
+    "numinptbedsocchosprep": "92",
+    "numicubedshosprep": "92",
+    "numicubedsocchosprep": "92",
+    "totalconfc19hosppatshosprep": "92",
+    "totalconffluhosppatshosprep": "78",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "92",
+    "totalconffluicupatshosprep": "78",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "90",
+    "totalconfc19newadmadulthosprep": "92",
+    "totalconfc19newadmhosprep": "92",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "78",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "92",
+    "pcticubedsocchosprep": "92",
+    "pctconfc19inptbedshosprep": "92",
+    "pctconffluinptbedshosprep": "78",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "92",
+    "pctconffluicubedshosprep": "78",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9293",
+    "numinptbedsoccperchosprep": "0.9293",
+    "numicubedsperchosprep": "0.9293",
+    "numicubedsoccperchosprep": "0.9293",
+    "totalconfc19hosppatsperc": "0.9293",
+    "totalconffluhosppatsperc": "0.7879",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9293",
+    "totalconffluicupatsperchosprep": "0.7879",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9091",
+    "totalconfc19newadmadultp": "0.9293",
+    "totalconfc19newadmperchosprep": "0.9293",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7879",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9293",
+    "pcticubedsoccperchosprep": "0.9293",
+    "pctconfc19inptbedsperchosprep": "0.9293",
+    "pctconffluinptbedsperchosprep": "0.7879",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9293",
+    "pctconffluicubedsperchosprep": "0.7879",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "0.0",
+    "numinptbedsoccperchospre": "0.0",
+    "numicubedsperchosprepabschg": "0.0",
+    "numicubedsoccperchosprepabschg": "0.0",
+    "totalconfc19hosppatsperc_1": "0.0",
+    "totalconffluhosppatsperc_1": "0.0",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "0.0",
+    "totalconffluicupatsperch": "0.0",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "0.0",
+    "totalconfc19newadmadultp_1": "0.0",
+    "totalconfc19newadmpercho": "0.0",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "0.0",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "0.0",
+    "pcticubedsoccperchosprepabschg": "0.0",
+    "pctconfc19inptbedspercho": "0.0",
+    "pctconffluinptbedspercho": "0.0",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "0.0",
+    "pctconffluicubedsperchos": "0.0",
+    "pctconfrsvicubedsperchos": "0.0"
+  },
+  {
+    "weekendingdate": "2021-10-16T00:00:00.000",
+    "jurisdiction": "USA",
+    "numinptbeds": "729772.05",
+    "numinptbedsadult": "660758.41",
+    "numinptbedsped": "53387.68",
+    "numinptbedsocc": "556817.29",
+    "numinptbedsoccadult": "510524.46",
+    "numinptbedsoccped": "35679.97",
+    "numicubeds": "114471.4",
+    "numicubedsadult": "86925.11",
+    "numicubedsped": "21902.45",
+    "numicubedsocc": "85344.84",
+    "numicubedsoccadult": "66877.69",
+    "numicubedsoccped": "14657.22",
+    "numconfc19hosppatsadult": "55448.05",
+    "numconfc19hosppatsped": "847.15",
+    "totalconfc19hosppats": "56295.2",
+    "totalconffluhosppats": "259.85",
+    "numconfc19icupatsadult": "18104.6",
+    "totalconfc19icupats": "18104.6",
+    "totalconffluicupats": "39.33",
+    "totalconfc19newadmped": "1301.0",
+    "numconfc19newadmadult18to49": "11532.0",
+    "totalconfc19newadmadult": "44677.0",
+    "numconfc19newadmunk": "1982.0",
+    "totalconfc19newadm": "45978.0",
+    "totalconfflunewadm": "266.0",
+    "pctinptbedsocc": "0.763",
+    "pctconfc19inptbeds": "0.0771",
+    "pctconffluinptbeds": "0.0004",
+    "pcticubedsocc": "0.7456",
+    "pctconfc19icubeds": "0.1582",
+    "pctconffluicubeds": "0.0003",
+    "pctconfc19newadmadult": "0.9717",
+    "pctconfc19newadmped": "0.0283",
+    "numinptbedshosprep": "5396",
+    "numinptbedsocchosprep": "5396",
+    "numicubedshosprep": "5396",
+    "numicubedsocchosprep": "5396",
+    "totalconfc19hosppatshosprep": "5396",
+    "totalconffluhosppatshosprep": "4317",
+    "totalconfrsvhosppatshosprep": "0",
+    "totalconfc19icupatshosprep": "5396",
+    "totalconffluicupatshosprep": "4306",
+    "totalconfrsvicupatshosprep": "0",
+    "totalconfc19newadmpedhosprep": "5278",
+    "totalconfc19newadmadulthosprep": "5394",
+    "totalconfc19newadmhosprep": "5394",
+    "totalconfflunewadmpedhosprep": "0",
+    "totalconfflunewadmadulthosprep": "0",
+    "totalconfflunewadmhosprep": "4307",
+    "totalconfrsvnewadmpedhosprep": "0",
+    "totalconfrsvnewadmadulthosprep": "0",
+    "totalconfrsvnewadmhosprep": "0",
+    "pctinptbedsocchosprep": "5396",
+    "pcticubedsocchosprep": "5396",
+    "pctconfc19inptbedshosprep": "5396",
+    "pctconffluinptbedshosprep": "4317",
+    "pctconfrsvinptbedshosprep": "0",
+    "pctconfc19icubedshosprep": "5396",
+    "pctconffluicubedshosprep": "4306",
+    "pctconfrsvicubedshosprep": "0",
+    "numinptbedsperchosprep": "0.9477",
+    "numinptbedsoccperchosprep": "0.9477",
+    "numicubedsperchosprep": "0.9477",
+    "numicubedsoccperchosprep": "0.9477",
+    "totalconfc19hosppatsperc": "0.9477",
+    "totalconffluhosppatsperc": "0.7582",
+    "totalconfrsvhosppatsperc": "0.0",
+    "totalconfc19icupatsperchosprep": "0.9477",
+    "totalconffluicupatsperchosprep": "0.7562",
+    "totalconfrsvicupatsperchosprep": "0.0",
+    "totalconfc19newadmpedper": "0.9269",
+    "totalconfc19newadmadultp": "0.9473",
+    "totalconfc19newadmperchosprep": "0.9473",
+    "totalconfflunewadmpedper": "0.0",
+    "totalconfflunewadmadultp": "0.0",
+    "totalconfflunewadmperchosprep": "0.7564",
+    "totalconfrsvnewadmpedper": "0.0",
+    "totalconfrsvnewadmadultp": "0.0",
+    "totalconfrsvnewadmperchosprep": "0.0",
+    "pctinptbedsoccperchosprep": "0.9477",
+    "pcticubedsoccperchosprep": "0.9477",
+    "pctconfc19inptbedsperchosprep": "0.9477",
+    "pctconffluinptbedsperchosprep": "0.7582",
+    "pctconfrsvinptbedsperchosprep": "0.0",
+    "pctconfc19icubedsperchosprep": "0.9477",
+    "pctconffluicubedsperchosprep": "0.7562",
+    "pctconfrsvicubedsperchosprep": "0.0",
+    "numinptbedsperchosprepabschg": "-0.0007",
+    "numinptbedsoccperchospre": "-0.0007",
+    "numicubedsperchosprepabschg": "-0.0007",
+    "numicubedsoccperchosprepabschg": "-0.0007",
+    "totalconfc19hosppatsperc_1": "-0.0002",
+    "totalconffluhosppatsperc_1": "-0.0123",
+    "totalconfrsvhosppatsperc_1": "0.0",
+    "totalconfc19icupatsperch": "-0.0002",
+    "totalconffluicupatsperch": "-0.0119",
+    "totalconfrsvicupatsperch": "0.0",
+    "totalconfc19newadmpedper_1": "-0.0004",
+    "totalconfc19newadmadultp_1": "-0.0004",
+    "totalconfc19newadmpercho": "-0.0004",
+    "totalconfflunewadmpedper_1": "0.0",
+    "totalconfflunewadmadultp_1": "0.0",
+    "totalconfflunewadmpercho": "-0.0126",
+    "totalconfrsvnewadmpedper_1": "0.0",
+    "totalconfrsvnewadmadultp_1": "0.0",
+    "totalconfrsvnewadmpercho": "0.0",
+    "pctinptbedsoccperchospre": "-0.0007",
+    "pcticubedsoccperchosprepabschg": "-0.0007",
+    "pctconfc19inptbedspercho": "-0.0002",
+    "pctconffluinptbedspercho": "-0.0123",
+    "pctconfrsvinptbedspercho": "0.0",
+    "pctconfc19icubedsperchos": "-0.0002",
+    "pctconffluicubedsperchos": "-0.0119",
+    "pctconfrsvicubedsperchos": "0.0"
+  }
+]
\ No newline at end of file
diff --git a/nhsn/tests/test_pull.py b/nhsn/tests/test_pull.py
new file mode 100644
index 000000000..c09c838d7
--- /dev/null
+++ b/nhsn/tests/test_pull.py
@@ -0,0 +1,148 @@
+import glob
+from unittest.mock import patch, MagicMock
+import os
+import pytest
+
+import pandas as pd
+
+from delphi_nhsn.pull import (
+    pull_nhsn_data,
+    pull_data,
+    pull_preliminary_nhsn_data
+)
+from delphi_nhsn.constants import SIGNALS_MAP, PRELIM_SIGNALS_MAP
+
+from delphi_utils import get_structured_logger
+from conftest import TEST_DATA, PRELIM_TEST_DATA
+
+
+DATASETS = [{"id":"ua7e-t2fy",
+             "test_data": TEST_DATA},
+            {"id":"mpgq-jmmr",
+             "test_data":PRELIM_TEST_DATA}
+            ]
+
+
+class TestPullNHSNData:
+    @patch("delphi_nhsn.pull.Socrata")
+    @pytest.mark.parametrize('dataset', DATASETS, ids=["data", "prelim_data"])
+    def test_socrata_call(self, mock_socrata, dataset, params):
+        test_token = params["indicator"]["socrata_token"]
+
+        # Mock Socrata client and its get method
+        mock_client = MagicMock()
+        mock_socrata.return_value = mock_client
+        mock_client.get.side_effect = [[]]
+
+        pull_data(test_token, dataset["id"])
+
+        # Check that Socrata client was initialized with correct arguments
+        mock_socrata.assert_called_once_with("data.cdc.gov", test_token)
+
+        # Check that get method was called with correct arguments
+        mock_client.get.assert_any_call(dataset["id"], limit=50000, offset=0)
+
+    def test_pull_nhsn_data_output(self, caplog, params):
+        with patch('sodapy.Socrata.get') as mock_get:
+            mock_get.side_effect = [TEST_DATA, []]
+            backup_dir = params["common"]["backup_dir"]
+            test_token = params["indicator"]["socrata_token"]
+            custom_run = True
+
+            logger = get_structured_logger()
+
+            result = pull_nhsn_data(test_token, backup_dir, custom_run, logger)
+
+            # Check result
+            assert result["timestamp"].notnull().all(), "timestamp has rogue NaN"
+            assert result["geo_id"].notnull().all(), "geography has rogue NaN"
+
+            # Check for each signal in SIGNALS
+            for signal in SIGNALS_MAP.keys():
+                assert result[signal].notnull().all(), f"{signal} has rogue NaN"
+    def test_pull_nhsn_data_backup(self, caplog, params):
+        with patch('sodapy.Socrata.get') as mock_get:
+            mock_get.side_effect = [TEST_DATA, []]
+
+            today = pd.Timestamp.today().strftime("%Y%m%d")
+            backup_dir = params["common"]["backup_dir"]
+            custom_run = params["common"]["custom_run"]
+            test_token = params["indicator"]["socrata_token"]
+
+            # Load test data
+            expected_data = pd.DataFrame(TEST_DATA)
+
+            logger = get_structured_logger()
+            # Call function with test token
+            pull_nhsn_data(test_token, backup_dir, custom_run, logger)
+
+            # Check logger used:
+            assert "Backup file created" in caplog.text
+
+            # Check that backup file was created
+            backup_files = glob.glob(f"{backup_dir}/{today}*")
+            assert len(backup_files) == 2, "Backup file was not created"
+
+            for backup_file in backup_files:
+                if backup_file.endswith(".csv.gz"):
+                    dtypes = expected_data.dtypes.to_dict()
+                    actual_data = pd.read_csv(backup_file, dtype=dtypes)
+                else:
+                    actual_data = pd.read_parquet(backup_file)
+                pd.testing.assert_frame_equal(expected_data, actual_data)
+
+            # clean up
+            for file in backup_files:
+                os.remove(file)
+    def test_pull_prelim_nhsn_data_output(self, caplog, params):
+        with patch('sodapy.Socrata.get') as mock_get:
+            mock_get.side_effect = [PRELIM_TEST_DATA, []]
+            backup_dir = params["common"]["backup_dir"]
+            test_token = params["indicator"]["socrata_token"]
+            custom_run = True
+
+            logger = get_structured_logger()
+
+            result = pull_preliminary_nhsn_data(test_token, backup_dir, custom_run, logger)
+
+            # Check result
+            assert result["timestamp"].notnull().all(), "timestamp has rogue NaN"
+            assert result["geo_id"].notnull().all(), "geography has rogue NaN"
+
+            # Check for each signal in SIGNALS
+            for signal in PRELIM_SIGNALS_MAP.keys():
+                assert result[signal].notnull().all(), f"{signal} has rogue NaN"
+    def test_pull_prelim_nhsn_data_backup(self, caplog, params):
+        with patch('sodapy.Socrata.get') as mock_get:
+            mock_get.side_effect = [PRELIM_TEST_DATA, []]
+
+            today = pd.Timestamp.today().strftime("%Y%m%d")
+            backup_dir = params["common"]["backup_dir"]
+            custom_run = params["common"]["custom_run"]
+            test_token = params["indicator"]["socrata_token"]
+
+            # Load test data
+            expected_data = pd.DataFrame(PRELIM_TEST_DATA)
+
+            logger = get_structured_logger()
+            # Call function with test token
+            pull_preliminary_nhsn_data(test_token, backup_dir, custom_run, logger)
+
+            # Check logger used:
+            assert "Backup file created" in caplog.text
+
+            # Check that backup file was created
+            backup_files = glob.glob(f"{backup_dir}/{today}*")
+            assert len(backup_files) == 2, "Backup file was not created"
+
+            for backup_file in backup_files:
+                if backup_file.endswith(".csv.gz"):
+                    dtypes = expected_data.dtypes.to_dict()
+                    actual_data = pd.read_csv(backup_file, dtype=dtypes)
+                else:
+                    actual_data = pd.read_parquet(backup_file)
+                pd.testing.assert_frame_equal(expected_data, actual_data)
+
+            # clean up
+            for file in backup_files:
+                os.remove(file)
\ No newline at end of file
diff --git a/nhsn/tests/test_run.py b/nhsn/tests/test_run.py
new file mode 100644
index 000000000..cfc47e50f
--- /dev/null
+++ b/nhsn/tests/test_run.py
@@ -0,0 +1,49 @@
+import os
+from pathlib import Path
+
+import pandas as pd
+from epiweeks import Week
+
+from delphi_nhsn.constants import SIGNALS_MAP, PRELIM_SIGNALS_MAP
+
+
+class TestRun:
+    def generate_week_file_prefix(self, dates):
+
+        epiweeks_lst = [ Week.fromdate(pd.to_datetime(str(date))) for date in dates ]
+        date_prefix = [
+            str(t.year) + str(t.week).zfill(2)
+            for t in epiweeks_lst
+        ]
+        return date_prefix
+
+    def test_output_files_exist(self, params, run_as_module):
+        export_dir = params["common"]["export_dir"]
+        csv_files = [f.name for f in Path(export_dir).glob("*.csv")]
+        geos = ["nation", "state", "hhs"]
+        metrics = list(SIGNALS_MAP.keys()) + list(PRELIM_SIGNALS_MAP.keys())
+        dates = [
+            "2021-08-21", "2021-08-28", "2021-09-04",
+            "2021-09-11", "2021-09-18", "2021-09-25",
+            "2021-10-02", "2021-10-09", "2021-10-16"
+        ]
+        date_prefix = self.generate_week_file_prefix(dates)
+
+        expected_files = []
+        for geo in geos:
+            for d in date_prefix:
+                for metric in metrics:
+                    expected_files += [f"weekly_{d}_{geo}_{metric}.csv"]
+        assert set(csv_files).issubset(set(expected_files))
+
+        for geo in geos:
+            df = pd.read_csv(
+                f"{export_dir}/weekly_{date_prefix[3]}_{geo}_{metrics[0]}.csv")
+
+            expected_columns = [
+                "geo_id", "val", "se", "sample_size",
+            ]
+            assert (df.columns.values == expected_columns).all()
+
+        for file in Path(export_dir).glob("*.csv"):
+            os.remove(file)

From 0cd6b18329bb9501fc48bdd15fe3d09a3b4afcf9 Mon Sep 17 00:00:00 2001
From: aysim319 <aysim319@users.noreply.github.com>
Date: Tue, 10 Dec 2024 15:47:22 -0500
Subject: [PATCH 12/15] adding missing param and fixing typo (#2084)

---
 ansible/templates/nhsn-params-prod.json.j2 | 3 ++-
 nhsn/delphi_nhsn/pull.py                   | 4 ++--
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/ansible/templates/nhsn-params-prod.json.j2 b/ansible/templates/nhsn-params-prod.json.j2
index 436017ba9..97ad4b0ff 100644
--- a/ansible/templates/nhsn-params-prod.json.j2
+++ b/ansible/templates/nhsn-params-prod.json.j2
@@ -8,7 +8,8 @@
   "indicator": {
     "wip_signal": true,
     "static_file_dir": "./static",
-    "socrata_token": "{{ nhsn_token }}"
+    "socrata_token": "{{ nhsn_token }}",
+    "export_start_date": "2020-08-08"
   },
   "validation": {
     "common": {
diff --git a/nhsn/delphi_nhsn/pull.py b/nhsn/delphi_nhsn/pull.py
index 7c200bf3a..2e1114142 100644
--- a/nhsn/delphi_nhsn/pull.py
+++ b/nhsn/delphi_nhsn/pull.py
@@ -28,7 +28,7 @@ def pull_data(socrata_token: str, dataset_id: str):
 
 
 def pull_nhsn_data(socrata_token: str, backup_dir: str, custom_run: bool, logger: Optional[logging.Logger] = None):
-    """Pull the latest NSSP ER visits data, and conforms it into a dataset.
+    """Pull the latest NHSN hospital admission data, and conforms it into a dataset.
 
     The output dataset has:
 
@@ -77,7 +77,7 @@ def pull_nhsn_data(socrata_token: str, backup_dir: str, custom_run: bool, logger
 def pull_preliminary_nhsn_data(
     socrata_token: str, backup_dir: str, custom_run: bool, logger: Optional[logging.Logger] = None
 ):
-    """Pull the latest NSSP ER visits data, and conforms it into a dataset.
+    """Pull the latest preliminary NHSN hospital admission data, and conforms it into a dataset.
 
     The output dataset has:
 

From df0c7bd4bd8a012d82781aac1271a5e8de26231c Mon Sep 17 00:00:00 2001
From: Delphi Deploy Bot <delphibot@example.com>
Date: Wed, 11 Dec 2024 16:34:32 +0000
Subject: [PATCH 13/15] chore: bump delphi_utils to 0.3.26

---
 _delphi_utils_python/.bumpversion.cfg         | 2 +-
 _delphi_utils_python/delphi_utils/__init__.py | 2 +-
 _delphi_utils_python/pyproject.toml           | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/_delphi_utils_python/.bumpversion.cfg b/_delphi_utils_python/.bumpversion.cfg
index 08040f0ec..72694edd8 100644
--- a/_delphi_utils_python/.bumpversion.cfg
+++ b/_delphi_utils_python/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.3.25
+current_version = 0.3.26
 commit = True
 message = chore: bump delphi_utils to {new_version}
 tag = False
diff --git a/_delphi_utils_python/delphi_utils/__init__.py b/_delphi_utils_python/delphi_utils/__init__.py
index ca5693eaf..76fe90490 100644
--- a/_delphi_utils_python/delphi_utils/__init__.py
+++ b/_delphi_utils_python/delphi_utils/__init__.py
@@ -14,4 +14,4 @@
 from .utils import read_params
 from .weekday import Weekday
 
-__version__ = "0.3.25"
+__version__ = "0.3.26"
diff --git a/_delphi_utils_python/pyproject.toml b/_delphi_utils_python/pyproject.toml
index 9ec3f5fc5..e27b79e27 100644
--- a/_delphi_utils_python/pyproject.toml
+++ b/_delphi_utils_python/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "delphi-utils"
-version = "0.3.25"
+version = "0.3.26"
 description = "Shared Utility Functions for Indicators"
 readme = "README.md"
 requires-python = "== 3.8.*"

From 1ed64d03d8b13ca77d0f88f5c5bd839969f0ae93 Mon Sep 17 00:00:00 2001
From: Delphi Deploy Bot <delphibot@example.com>
Date: Wed, 11 Dec 2024 16:34:32 +0000
Subject: [PATCH 14/15] chore: bump covidcast-indicators to 0.3.57

---
 .bumpversion.cfg | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.bumpversion.cfg b/.bumpversion.cfg
index 547bad12d..ca0bfeb0b 100644
--- a/.bumpversion.cfg
+++ b/.bumpversion.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 0.3.56
+current_version = 0.3.57
 commit = True
 message = chore: bump covidcast-indicators to {new_version}
 tag = False

From 98d12ae15c45e7df4c61e819f215afe088f21e35 Mon Sep 17 00:00:00 2001
From: minhkhul <minhkhul@users.noreply.github.com>
Date: Wed, 11 Dec 2024 16:34:33 +0000
Subject: [PATCH 15/15] [create-pull-request] automated change

---
 changehc/version.cfg          | 2 +-
 claims_hosp/version.cfg       | 2 +-
 doctor_visits/version.cfg     | 2 +-
 google_symptoms/version.cfg   | 2 +-
 hhs_hosp/version.cfg          | 2 +-
 nchs_mortality/version.cfg    | 2 +-
 nssp/version.cfg              | 1 +
 quidel_covidtest/version.cfg  | 2 +-
 sir_complainsalot/version.cfg | 2 +-
 9 files changed, 9 insertions(+), 8 deletions(-)
 create mode 100644 nssp/version.cfg

diff --git a/changehc/version.cfg b/changehc/version.cfg
index ed4b085f1..6fa3a2551 100644
--- a/changehc/version.cfg
+++ b/changehc/version.cfg
@@ -1 +1 @@
-current_version = 0.3.56
+current_version = 0.3.57
diff --git a/claims_hosp/version.cfg b/claims_hosp/version.cfg
index ed4b085f1..6fa3a2551 100644
--- a/claims_hosp/version.cfg
+++ b/claims_hosp/version.cfg
@@ -1 +1 @@
-current_version = 0.3.56
+current_version = 0.3.57
diff --git a/doctor_visits/version.cfg b/doctor_visits/version.cfg
index ed4b085f1..6fa3a2551 100644
--- a/doctor_visits/version.cfg
+++ b/doctor_visits/version.cfg
@@ -1 +1 @@
-current_version = 0.3.56
+current_version = 0.3.57
diff --git a/google_symptoms/version.cfg b/google_symptoms/version.cfg
index ed4b085f1..6fa3a2551 100644
--- a/google_symptoms/version.cfg
+++ b/google_symptoms/version.cfg
@@ -1 +1 @@
-current_version = 0.3.56
+current_version = 0.3.57
diff --git a/hhs_hosp/version.cfg b/hhs_hosp/version.cfg
index ed4b085f1..6fa3a2551 100644
--- a/hhs_hosp/version.cfg
+++ b/hhs_hosp/version.cfg
@@ -1 +1 @@
-current_version = 0.3.56
+current_version = 0.3.57
diff --git a/nchs_mortality/version.cfg b/nchs_mortality/version.cfg
index ed4b085f1..6fa3a2551 100644
--- a/nchs_mortality/version.cfg
+++ b/nchs_mortality/version.cfg
@@ -1 +1 @@
-current_version = 0.3.56
+current_version = 0.3.57
diff --git a/nssp/version.cfg b/nssp/version.cfg
new file mode 100644
index 000000000..6fa3a2551
--- /dev/null
+++ b/nssp/version.cfg
@@ -0,0 +1 @@
+current_version = 0.3.57
diff --git a/quidel_covidtest/version.cfg b/quidel_covidtest/version.cfg
index ed4b085f1..6fa3a2551 100644
--- a/quidel_covidtest/version.cfg
+++ b/quidel_covidtest/version.cfg
@@ -1 +1 @@
-current_version = 0.3.56
+current_version = 0.3.57
diff --git a/sir_complainsalot/version.cfg b/sir_complainsalot/version.cfg
index ed4b085f1..6fa3a2551 100644
--- a/sir_complainsalot/version.cfg
+++ b/sir_complainsalot/version.cfg
@@ -1 +1 @@
-current_version = 0.3.56
+current_version = 0.3.57