diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 35c7214..88c5fe4 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -16,7 +16,7 @@ jobs:
fail-fast: false
matrix:
os: [ubuntu-latest]
- python-version: ["3.8", "3.9", "3.10"]
+ python-version: ["3.9", "3.10"]
steps:
- uses: actions/checkout@v2
with:
diff --git a/ndbc_api/api/handlers/http/stations.py b/ndbc_api/api/handlers/http/stations.py
index 4a9cfcd..7071f6b 100644
--- a/ndbc_api/api/handlers/http/stations.py
+++ b/ndbc_api/api/handlers/http/stations.py
@@ -47,7 +47,8 @@ def historical_stations(cls, handler: Any) -> pd.DataFrame:
except (AttributeError, ValueError, TypeError) as e:
raise ResponseException(
'Failed to execute `station` request.') from e
- return HistoricalStationsParser.df_from_response(resp, use_timestamp=False)
+ return HistoricalStationsParser.df_from_response(resp,
+ use_timestamp=False)
@classmethod
def nearest_station(
@@ -154,9 +155,9 @@ def _nearest(df: pd.DataFrame, lat_a: float, lon_a: float):
# Calculate distances using Haversine formula
df_filtered['distance'] = df_filtered.apply(
- lambda row: StationsHandler._distance(lat_a, lon_a, row['Lat'], row['Lon']),
- axis=1
- )
+ lambda row: StationsHandler._distance(lat_a, lon_a, row['Lat'], row[
+ 'Lon']),
+ axis=1)
# Find the index of the closest row
smallest_distance = df_filtered['distance'].min()
@@ -173,9 +174,9 @@ def _radial_search(df: pd.DataFrame, lat_a: float, lon_a: float,
# Calculate distances using Haversine formula
df_filtered['distance'] = df_filtered.apply(
- lambda row: StationsHandler._distance(lat_a, lon_a, row['Lat'], row['Lon']),
- axis=1
- )
+ lambda row: StationsHandler._distance(lat_a, lon_a, row['Lat'], row[
+ 'Lon']),
+ axis=1)
df_filtered.sort_values(by='distance', inplace=True)
diff --git a/ndbc_api/api/handlers/opendap/data.py b/ndbc_api/api/handlers/opendap/data.py
index 8dbc46e..08a2468 100644
--- a/ndbc_api/api/handlers/opendap/data.py
+++ b/ndbc_api/api/handlers/opendap/data.py
@@ -1,7 +1,7 @@
from datetime import datetime, timedelta
from typing import Any
-import netCDF4 as nc
+import xarray
from ndbc_api.api.handlers._base import BaseHandler
from ndbc_api.api.parsers.opendap.adcp import AdcpParser
@@ -31,7 +31,7 @@ def adcp(
start_time: datetime = datetime.now() - timedelta(days=30),
end_time: datetime = datetime.now(),
use_timestamp: bool = True,
- ) -> 'nc.Dataset':
+ ) -> xarray.Dataset:
"""adcp"""
try:
reqs = AdcpRequest.build_request(station_id=station_id,
@@ -54,7 +54,7 @@ def cwind(
start_time: datetime = datetime.now() - timedelta(days=30),
end_time: datetime = datetime.now(),
use_timestamp: bool = True,
- ) -> 'nc.Dataset':
+ ) -> xarray.Dataset:
"""cwind"""
try:
reqs = CwindRequest.build_request(station_id=station_id,
@@ -77,7 +77,7 @@ def ocean(
start_time: datetime = datetime.now() - timedelta(days=30),
end_time: datetime = datetime.now(),
use_timestamp: bool = True,
- ) -> 'nc.Dataset':
+ ) -> xarray.Dataset:
"""ocean"""
try:
reqs = OceanRequest.build_request(station_id=station_id,
@@ -100,12 +100,12 @@ def pwind(
start_time: datetime = datetime.now() - timedelta(days=30),
end_time: datetime = datetime.now(),
use_timestamp: bool = True,
- ) -> 'nc.Dataset':
+ ) -> xarray.Dataset:
"""pwind"""
try:
reqs = PwindRequest.build_request(station_id=station_id,
- start_time=start_time,
- end_time=end_time)
+ start_time=start_time,
+ end_time=end_time)
except Exception as e:
raise RequestException('Failed to build request.') from e
try:
@@ -113,7 +113,7 @@ def pwind(
except Exception as e:
raise ResponseException('Failed to execute requests.') from e
return PwindParser.nc_from_responses(responses=resps,
- use_timestamp=use_timestamp)
+ use_timestamp=use_timestamp)
@classmethod
def stdmet(
@@ -123,7 +123,7 @@ def stdmet(
start_time: datetime = datetime.now() - timedelta(days=30),
end_time: datetime = datetime.now(),
use_timestamp: bool = True,
- ) -> 'nc.Dataset':
+ ) -> xarray.Dataset:
"""stdmet"""
try:
reqs = StdmetRequest.build_request(station_id=station_id,
@@ -146,12 +146,12 @@ def swden(
start_time: datetime = datetime.now() - timedelta(days=30),
end_time: datetime = datetime.now(),
use_timestamp: bool = True,
- ) -> 'nc.Dataset':
+ ) -> xarray.Dataset:
"""swden"""
try:
reqs = SwdenRequest.build_request(station_id=station_id,
- start_time=start_time,
- end_time=end_time)
+ start_time=start_time,
+ end_time=end_time)
except Exception as e:
raise RequestException('Failed to build request.') from e
try:
@@ -159,7 +159,7 @@ def swden(
except Exception as e:
raise ResponseException('Failed to execute requests.') from e
return SwdenParser.nc_from_responses(responses=resps,
- use_timestamp=use_timestamp)
+ use_timestamp=use_timestamp)
@classmethod
def wlevel(
@@ -169,12 +169,12 @@ def wlevel(
start_time: datetime = datetime.now() - timedelta(days=30),
end_time: datetime = datetime.now(),
use_timestamp: bool = True,
- ) -> 'nc.Dataset':
+ ) -> xarray.Dataset:
"""wlevel"""
try:
reqs = WlevelRequest.build_request(station_id=station_id,
- start_time=start_time,
- end_time=end_time)
+ start_time=start_time,
+ end_time=end_time)
except Exception as e:
raise RequestException('Failed to build request.') from e
try:
@@ -182,4 +182,4 @@ def wlevel(
except Exception as e:
raise ResponseException('Failed to execute requests.') from e
return WlevelParser.nc_from_responses(responses=resps,
- use_timestamp=use_timestamp)
+ use_timestamp=use_timestamp)
diff --git a/ndbc_api/api/parsers/http/_base.py b/ndbc_api/api/parsers/http/_base.py
index 0cce406..6465bf9 100644
--- a/ndbc_api/api/parsers/http/_base.py
+++ b/ndbc_api/api/parsers/http/_base.py
@@ -28,7 +28,7 @@ def df_from_responses(cls,
if use_timestamp:
try:
df = df.reset_index().drop_duplicates(subset='timestamp',
- keep='first')
+ keep='first')
df = df.set_index('timestamp').sort_index()
except KeyError as e:
raise ParserException from e
@@ -43,7 +43,8 @@ def _read_response(cls, response: dict,
if not data:
return pd.DataFrame()
# check that parsed names match parsed values or revert
- if len([v.strip() for v in data[0].strip('\n').split(' ') if v]) != len(names):
+ if len([v.strip() for v in data[0].strip('\n').split(' ') if v
+ ]) != len(names):
names = cls.REVERT_COL_NAMES
if '(' in data[0]:
data = cls._clean_data(data)
diff --git a/ndbc_api/api/parsers/http/_xml.py b/ndbc_api/api/parsers/http/_xml.py
index 5b31454..486b306 100644
--- a/ndbc_api/api/parsers/http/_xml.py
+++ b/ndbc_api/api/parsers/http/_xml.py
@@ -22,6 +22,7 @@ def root_from_response(cls, response: dict) -> ET.ElementTree:
try:
root = ET.fromstring(body)
- return ET.ElementTree(root)
+ return ET.ElementTree(root)
except Exception as e:
- raise ParserException("failed to obtain XML root from response body") from e
+ raise ParserException(
+ "failed to obtain XML root from response body") from e
diff --git a/ndbc_api/api/parsers/http/active_stations.py b/ndbc_api/api/parsers/http/active_stations.py
index ad2da1e..c2ea1ef 100644
--- a/ndbc_api/api/parsers/http/active_stations.py
+++ b/ndbc_api/api/parsers/http/active_stations.py
@@ -11,7 +11,9 @@ class ActiveStationsParser(XMLParser):
"""
@classmethod
- def df_from_response(cls, response: dict, use_timestamp: bool = False) -> pd.DataFrame:
+ def df_from_response(cls,
+ response: dict,
+ use_timestamp: bool = False) -> pd.DataFrame:
"""
Reads the response body and parses it into a DataFrame.
@@ -27,24 +29,38 @@ def df_from_response(cls, response: dict, use_timestamp: bool = False) -> pd.Dat
station_data = []
for station in root.findall('station'):
station_info = {
- 'Station': station.get('id'),
- 'Lat': float(station.get('lat')),
- 'Lon': float(station.get('lon')),
- 'Elevation': float(station.get('elev')) if station.get('elev') else pd.NA,
- 'Name': station.get('name'),
- 'Owner': station.get('owner'),
- 'Program': station.get('pgm'),
- 'Type': station.get('type'),
- 'Includes Meteorology': station.get('met') == 'y',
- 'Includes Currents': station.get('currents') == 'y',
- 'Includes Water Quality': station.get('waterquality') == 'y',
- 'DART Program': station.get('dart') == 'y'
+ 'Station':
+ station.get('id'),
+ 'Lat':
+ float(station.get('lat')),
+ 'Lon':
+ float(station.get('lon')),
+ 'Elevation':
+ float(station.get('elev'))
+ if station.get('elev') else pd.NA,
+ 'Name':
+ station.get('name'),
+ 'Owner':
+ station.get('owner'),
+ 'Program':
+ station.get('pgm'),
+ 'Type':
+ station.get('type'),
+ 'Includes Meteorology':
+ station.get('met') == 'y',
+ 'Includes Currents':
+ station.get('currents') == 'y',
+ 'Includes Water Quality':
+ station.get('waterquality') == 'y',
+ 'DART Program':
+ station.get('dart') == 'y'
}
station_data.append(station_info)
- df = pd.DataFrame(station_data) # Create DataFrame from the extracted data
+ df = pd.DataFrame(
+ station_data) # Create DataFrame from the extracted data
except ET.ParseError as e:
raise ParserException(f"Error parsing XML data: {e}") from e
- return df
\ No newline at end of file
+ return df
diff --git a/ndbc_api/api/parsers/http/historical_stations.py b/ndbc_api/api/parsers/http/historical_stations.py
index 7580b0a..3333e43 100644
--- a/ndbc_api/api/parsers/http/historical_stations.py
+++ b/ndbc_api/api/parsers/http/historical_stations.py
@@ -9,9 +9,11 @@ class HistoricalStationsParser(XMLParser):
"""
Parser for active station information from XML data.
"""
-
+
@classmethod
- def df_from_response(cls, response: dict, use_timestamp: bool = False) -> pd.DataFrame:
+ def df_from_response(cls,
+ response: dict,
+ use_timestamp: bool = False) -> pd.DataFrame:
"""
Reads the response body and parses it into a DataFrame.
@@ -31,22 +33,37 @@ def df_from_response(cls, response: dict, use_timestamp: bool = False) -> pd.Dat
station_owner = station.get('owner')
station_program = station.get('pgm')
station_type = station.get('type')
-
+
for history in station.findall('history'):
station_info = {
- 'Station': station_id,
- 'Lat': float(history.get('lat')),
- 'Lon': float(history.get('lng')),
- 'Elevation': float(history.get('elev')) if history.get('elev') else pd.NA,
- 'Name': station_name,
- 'Owner': station_owner,
- 'Program': station_program,
- 'Type': station_type,
- 'Includes Meteorology': history.get('met') == 'y',
- 'Hull Type': history.get('hull'),
- 'Anemometer Height': float(history.get('anemom_height')) if history.get('anemom_height') else pd.NA,
- 'Start Date': history.get('start'),
- 'End Date': history.get('stop'),
+ 'Station':
+ station_id,
+ 'Lat':
+ float(history.get('lat')),
+ 'Lon':
+ float(history.get('lng')),
+ 'Elevation':
+ float(history.get('elev'))
+ if history.get('elev') else pd.NA,
+ 'Name':
+ station_name,
+ 'Owner':
+ station_owner,
+ 'Program':
+ station_program,
+ 'Type':
+ station_type,
+ 'Includes Meteorology':
+ history.get('met') == 'y',
+ 'Hull Type':
+ history.get('hull'),
+ 'Anemometer Height':
+ float(history.get('anemom_height'))
+ if history.get('anemom_height') else pd.NA,
+ 'Start Date':
+ history.get('start'),
+ 'End Date':
+ history.get('stop'),
}
station_data.append(station_info)
@@ -55,4 +72,4 @@ def df_from_response(cls, response: dict, use_timestamp: bool = False) -> pd.Dat
except ET.ParseError as e:
raise ParserException(f"Error parsing XML data: {e}") from e
- return df
\ No newline at end of file
+ return df
diff --git a/ndbc_api/api/parsers/opendap/_base.py b/ndbc_api/api/parsers/opendap/_base.py
index d06ae68..027e225 100644
--- a/ndbc_api/api/parsers/opendap/_base.py
+++ b/ndbc_api/api/parsers/opendap/_base.py
@@ -1,11 +1,12 @@
import os
import tempfile
-from typing import List
+from typing import List, Optional
-import netCDF4 as nc
+import xarray
+import xarray
from ndbc_api.exceptions import ParserException
-from ndbc_api.utilities.opendap.dataset import join_netcdf4
+from ndbc_api.utilities.opendap.dataset import concat_datasets
class BaseParser:
@@ -14,10 +15,11 @@ class BaseParser:
SPATIAL_DIMS = ['latitude', 'longitude']
@classmethod
- def nc_from_responses(cls,
- responses: List[dict],
- use_timestamp: bool = False,
- ) -> 'nc.Dataset':
+ def nc_from_responses(
+ cls,
+ responses: List[dict],
+ use_timestamp: bool = False,
+ ) -> xarray.Dataset:
"""Build the netCDF dataset from the responses.
Args:
@@ -25,7 +27,7 @@ def nc_from_responses(cls,
server regardless of content or HTTP code.
Returns:
- nc.Dataset: The netCDF dataset.
+ xarray.open_dataset: The netCDF dataset.
"""
datasets = []
for r in responses:
@@ -36,27 +38,20 @@ def nc_from_responses(cls,
else:
content = r
try:
- with tempfile.NamedTemporaryFile(delete=False, suffix='.nc', dir=os.getcwd()) as temp_file:
- temp_file.write(content)
- temp_file.flush()
- temp_file.close()
-
- ds = nc.Dataset(temp_file.name, 'r', format='NETCDF4')
- datasets.append(ds)
-
- os.remove(temp_file.name)
- datasets.append(ds)
+ xrds = xarray.open_dataset(content)
+ datasets.append(xrds)
except Exception as e:
raise ParserException from e
- return cls._join_netcdf4(datasets)
+ return cls._merge_datasets(datasets)
@classmethod
- def _join_netcdf4(
- cls,
- datasets: List['nc.Dataset'],
- ) -> 'nc.Dataset':
- """Joins multiple netCDF4 datasets using their shared dimensions.
+ def _merge_datasets(
+ cls,
+ datasets: List[xarray.Dataset],
+ temporal_dim_name: Optional[str] = None,
+ ) -> xarray.Dataset:
+ """Joins multiple xarray datasets using their shared dimensions.
Handles cases where datasets might not have the same variables,
but requires that all datasets share the same dimensions. For
@@ -64,7 +59,7 @@ def _join_netcdf4(
have `time`, `latitude`, and `longitude` dimensions.
Args:
- datasets (List[netCDF4.Dataset]): A list of netCDF4 datasets
+ temporal_dim_name (List[xarray.Dataset]): A list of netCDF4 datasets
to join.
dimension_names (List[str]): A list of dimension names to join
the datasets on. Defaults to `['time', 'latitude', 'longitude']`.
@@ -72,7 +67,7 @@ def _join_netcdf4(
Returns:
A netCDF4.Dataset object containing the joined data.
"""
- return join_netcdf4(
+ return concat_datasets(
datasets,
- cls.TEMPORAL_DIM,
+ temporal_dim_name if temporal_dim_name else cls.TEMPORAL_DIM,
)
diff --git a/ndbc_api/api/parsers/opendap/adcp.py b/ndbc_api/api/parsers/opendap/adcp.py
index 4ceaea0..851bc40 100644
--- a/ndbc_api/api/parsers/opendap/adcp.py
+++ b/ndbc_api/api/parsers/opendap/adcp.py
@@ -11,5 +11,7 @@ class AdcpParser(BaseParser):
SPATIAL_DIMS = ['latitude', 'longitude', 'depth']
@classmethod
- def nc_from_responses(cls, responses: List[dict], use_timestamp: bool = False) -> pd.DataFrame:
+ def nc_from_responses(cls,
+ responses: List[dict],
+ use_timestamp: bool = False) -> pd.DataFrame:
return super(AdcpParser, cls).nc_from_responses(responses)
diff --git a/ndbc_api/api/parsers/opendap/cwind.py b/ndbc_api/api/parsers/opendap/cwind.py
index a5bcb27..d32b355 100644
--- a/ndbc_api/api/parsers/opendap/cwind.py
+++ b/ndbc_api/api/parsers/opendap/cwind.py
@@ -11,6 +11,7 @@ class CwindParser(BaseParser):
SPATIAL_DIMS = ['latitude', 'longitude', 'instrument', 'water_depth']
@classmethod
- def nc_from_responses(cls, responses: List[dict], use_timestamp: bool = False) -> pd.DataFrame:
- return super(CwindParser,
- cls).nc_from_responses(responses)
+ def nc_from_responses(cls,
+ responses: List[dict],
+ use_timestamp: bool = False) -> pd.DataFrame:
+ return super(CwindParser, cls).nc_from_responses(responses)
diff --git a/ndbc_api/api/parsers/opendap/ocean.py b/ndbc_api/api/parsers/opendap/ocean.py
index ddc5df1..df5661e 100644
--- a/ndbc_api/api/parsers/opendap/ocean.py
+++ b/ndbc_api/api/parsers/opendap/ocean.py
@@ -11,6 +11,7 @@ class OceanParser(BaseParser):
SPATIAL_DIMS = ['latitude', 'longitude', 'instrument', 'water_depth']
@classmethod
- def nc_from_responses(cls, responses: List[dict], use_timestamp: bool = False) -> pd.DataFrame:
- return super(OceanParser,
- cls).nc_from_responses(responses)
+ def nc_from_responses(cls,
+ responses: List[dict],
+ use_timestamp: bool = False) -> pd.DataFrame:
+ return super(OceanParser, cls).nc_from_responses(responses)
diff --git a/ndbc_api/api/parsers/opendap/pwind.py b/ndbc_api/api/parsers/opendap/pwind.py
index dca0fff..455b641 100644
--- a/ndbc_api/api/parsers/opendap/pwind.py
+++ b/ndbc_api/api/parsers/opendap/pwind.py
@@ -1,7 +1,6 @@
from typing import List
-import netCDF4 as nc
-
+import xarray
from ndbc_api.api.parsers.opendap._base import BaseParser
@@ -12,6 +11,7 @@ class PwindParser(BaseParser):
SPATIAL_DIMS = ['latitude', 'longitude', 'instrument', 'water_depth']
@classmethod
- def nc_from_responses(cls, responses: List[dict], use_timestamp: bool = False) -> 'nc.Dataset':
- return super(PwindParser,
- cls).nc_from_responses(responses)
+ def nc_from_responses(cls,
+ responses: List[dict],
+ use_timestamp: bool = False) -> xarray.Dataset:
+ return super(PwindParser, cls).nc_from_responses(responses)
diff --git a/ndbc_api/api/parsers/opendap/stdmet.py b/ndbc_api/api/parsers/opendap/stdmet.py
index 0654e94..0544912 100644
--- a/ndbc_api/api/parsers/opendap/stdmet.py
+++ b/ndbc_api/api/parsers/opendap/stdmet.py
@@ -1,7 +1,6 @@
from typing import List
-import netCDF4 as nc
-
+import xarray
from ndbc_api.api.parsers.opendap._base import BaseParser
@@ -12,6 +11,7 @@ class StdmetParser(BaseParser):
SPATIAL_DIMS = ['latitude', 'longitude', 'instrument', 'water_depth']
@classmethod
- def nc_from_responses(cls, responses: List[dict], use_timestamp: bool = False) -> 'nc.Dataset':
- return super(StdmetParser,
- cls).nc_from_responses(responses)
+ def nc_from_responses(cls,
+ responses: List[dict],
+ use_timestamp: bool = False) -> xarray.Dataset:
+ return super(StdmetParser, cls).nc_from_responses(responses)
diff --git a/ndbc_api/api/parsers/opendap/swden.py b/ndbc_api/api/parsers/opendap/swden.py
index ab14ebb..8956d5e 100644
--- a/ndbc_api/api/parsers/opendap/swden.py
+++ b/ndbc_api/api/parsers/opendap/swden.py
@@ -11,6 +11,7 @@ class SwdenParser(BaseParser):
SPATIAL_DIMS = ['latitude', 'longitude', 'frequency']
@classmethod
- def nc_from_responses(cls, responses: List[dict], use_timestamp: bool = False) -> pd.DataFrame:
- return super(SwdenParser,
- cls).nc_from_responses(responses)
+ def nc_from_responses(cls,
+ responses: List[dict],
+ use_timestamp: bool = False) -> pd.DataFrame:
+ return super(SwdenParser, cls).nc_from_responses(responses)
diff --git a/ndbc_api/api/parsers/opendap/wlevel.py b/ndbc_api/api/parsers/opendap/wlevel.py
index 99dd2c1..44709c9 100644
--- a/ndbc_api/api/parsers/opendap/wlevel.py
+++ b/ndbc_api/api/parsers/opendap/wlevel.py
@@ -11,6 +11,7 @@ class WlevelParser(BaseParser):
SPATIAL_DIMS = ['latitude', 'longitude', 'frequency']
@classmethod
- def nc_from_responses(cls, responses: List[dict], use_timestamp: bool = False) -> pd.DataFrame:
- return super(WlevelParser,
- cls).nc_from_responses(responses)
+ def nc_from_responses(cls,
+ responses: List[dict],
+ use_timestamp: bool = False) -> pd.DataFrame:
+ return super(WlevelParser, cls).nc_from_responses(responses)
diff --git a/ndbc_api/api/requests/opendap/_base.py b/ndbc_api/api/requests/opendap/_base.py
index c4b12ee..d3e9da4 100644
--- a/ndbc_api/api/requests/opendap/_base.py
+++ b/ndbc_api/api/requests/opendap/_base.py
@@ -22,7 +22,8 @@ def build_request(cls, station_id: str, start_time: datetime,
now = datetime.strptime(os.getenv('MOCKDATE'), '%Y-%m-%d')
else:
now = datetime.now()
- is_historical = (now - start_time) >= timedelta(days=45) # we use 45 rather than 44 for opendap data
+ is_historical = (now - start_time) >= timedelta(
+ days=45) # we use 45 rather than 44 for opendap data
if is_historical:
return cls._build_request_historical(
station_id=station_id,
diff --git a/ndbc_api/api/requests/opendap/wlevel.py b/ndbc_api/api/requests/opendap/wlevel.py
index bf7c0fa..11bd1db 100644
--- a/ndbc_api/api/requests/opendap/wlevel.py
+++ b/ndbc_api/api/requests/opendap/wlevel.py
@@ -13,4 +13,4 @@ class WlevelRequest(BaseRequest):
def build_request(cls, station_id: str, start_time: datetime,
end_time: datetime) -> List[str]:
return super(WlevelRequest, cls).build_request(station_id, start_time,
- end_time)
+ end_time)
diff --git a/ndbc_api/ndbc_api.py b/ndbc_api/ndbc_api.py
index b47cb9b..b9838c1 100644
--- a/ndbc_api/ndbc_api.py
+++ b/ndbc_api/ndbc_api.py
@@ -26,19 +26,17 @@
handler.
"""
import logging
-import itertools
import pickle
import warnings
-from concurrent.futures import ThreadPoolExecutor
+from concurrent.futures import ThreadPoolExecutor, as_completed
from datetime import datetime, timedelta
-from typing import Any, List, Sequence, Tuple, Union
+from typing import Any, List, Sequence, Tuple, Union, Dict
+import xarray
import pandas as pd
-import netCDF4 as nc
from .api.handlers.http.data import DataHandler
from .api.handlers.http.stations import StationsHandler
-from .api.handlers.opendap.data import OpenDapDataHandler
from .config import (DEFAULT_CACHE_LIMIT, HTTP_BACKOFF_FACTOR, HTTP_DEBUG,
HTTP_DELAY, HTTP_RETRY, LOGGER_NAME, VERIFY_HTTPS)
from .exceptions import (HandlerException, ParserException, RequestException,
@@ -46,7 +44,8 @@
from .utilities.req_handler import RequestHandler
from .utilities.singleton import Singleton
from .utilities.log_formatter import LogFormatter
-from .utilities.opendap.dataset import join_netcdf4, filter_netcdf4_by_variable, filter_netcdf4_by_time_range
+from .api.handlers.opendap.data import OpenDapDataHandler
+from .utilities.opendap.dataset import concat_datasets, merge_datasets, filter_dataset_by_variable, filter_dataset_by_time_range
class NdbcApi(metaclass=Singleton):
@@ -253,7 +252,8 @@ def stations(self, as_df: bool = True) -> Union[pd.DataFrame, dict]:
except (ResponseException, ValueError, KeyError) as e:
raise ResponseException('Failed to handle returned data.') from e
- def historical_stations(self, as_df: bool = True) -> Union[pd.DataFrame, dict]:
+ def historical_stations(self,
+ as_df: bool = True) -> Union[pd.DataFrame, dict]:
"""Get historical stations and station metadata from the NDBC.
Query the NDBC data service for the historical data buoys
@@ -280,7 +280,6 @@ def historical_stations(self, as_df: bool = True) -> Union[pd.DataFrame, dict]:
except (ResponseException, ValueError, KeyError) as e:
raise ResponseException('Failed to handle returned data.') from e
-
def nearest_station(
self,
lat: Union[str, float, None] = None,
@@ -457,8 +456,8 @@ def get_data(
cols: List[str] = None,
station_ids: Union[Sequence[Union[int, str]], None] = None,
modes: Union[List[str], None] = None,
- use_opendap: bool = False
- ) -> Union[pd.DataFrame, 'nc.Dataset', dict]:
+ use_opendap: bool = False,
+ ) -> Union[pd.DataFrame, xarray.Dataset, dict]:
"""Execute data query against the specified NDBC station(s).
Query the NDBC data service for station-level measurements, using the
@@ -522,7 +521,6 @@ def get_data(
handle_station_ids: List[Union[int, str]] = []
handle_modes: List[str] = []
- station_id_as_column: bool = True if station_id is None else False
if station_id is not None:
handle_station_ids.append(station_id)
@@ -533,6 +531,10 @@ def get_data(
if modes is not None:
handle_modes.extend(modes)
+ for mode in handle_modes:
+ if mode not in self.get_modes(use_opendap):
+ raise RequestException(f"Mode {mode} is not available.")
+
self.log(logging.INFO,
message=(f"Processing request for station_ids "
f"{handle_station_ids} and modes "
@@ -540,77 +542,49 @@ def get_data(
# accumulated_data records the handled response and parsed station_id
# as a tuple, with the data as the first value and the id as the second.
- accumulated_data: List[Tuple[Union[pd.DataFrame, dict], str]] = []
- with ThreadPoolExecutor(max_workers=len(handle_station_ids) *
- len(handle_modes)) as executor:
- data_requests = list(
- itertools.product(handle_station_ids, handle_modes))
- futures = [
- executor.submit(self._handle_get_data,
- station_id=station_id,
- mode=mode,
- start_time=start_time,
- end_time=end_time,
- use_timestamp=use_timestamp,
- as_df=as_df,
- cols=cols,
- use_opendap=use_opendap,
- ) for station_id, mode in data_requests
- ]
- for i, future in enumerate(futures):
- try:
- data = future.result()
- self.log(
- level=logging.DEBUG,
- station_id=data_requests[i][0],
- mode=data_requests[i][1],
- message=(
- f"Successfully processed request for station_id "
- f"{data_requests[i][0]} and mode "
- f"{data_requests[i][1]}"))
- accumulated_data.append(data)
- except (RequestException, ResponseException,
- HandlerException) as e:
- self.log(
- level=logging.WARN,
- station_id=data_requests[i][0],
- mode=data_requests[i][1],
- message=(f"Failed to process request for station_id "
- f"{data_requests[i][0]} and mode "
- f"{data_requests[i][1]} with error: {e}"))
- continue
-
- self.log(logging.INFO,
- message=(f"Finished processing request for "
- f"station_ids {handle_station_ids} and "
- f"modes {handle_modes} with "
- f"{len(accumulated_data)} results"))
-
- # check that we have some response
- if len(accumulated_data) == 0:
- self.log(logging.WARN,
- message=(f"No data was returned for station_ids "
- f"{handle_station_ids} and modes "
- f"{handle_modes}"))
- raise ResponseException(
- f'No data was returned for station_ids {handle_station_ids} '
- f'and modes {handle_modes}')
- # handle the default case where a single station_id and mode are specified
- if len(accumulated_data) == 1:
- self.log(logging.DEBUG,
- message=(f"Returning data for single station_id "
- f"{handle_station_ids[0]} and mode "
- f"{handle_modes[0]}"))
- return accumulated_data[0][0]
- # handle the case where multiple station_ids and modes are specified
- self.log(logging.DEBUG,
- message=(f"Returning data for multiple station_ids "
- f"{handle_station_ids} and modes "
- f"{handle_modes}"))
- return self._handle_accumulate_data(accumulated_data,
- station_id_as_column,
- use_opendap=use_opendap)
-
+ accumulated_data: Dict[str, Dict[str, Union[pd.DataFrame, dict]]] = {}
+ for mode in handle_modes:
+ accumulated_data[mode] = []
+
+ with ThreadPoolExecutor(
+ max_workers=len(handle_station_ids)) as station_executor:
+ station_futures = {}
+ for station_id in handle_station_ids:
+ station_futures[station_id] = station_executor.submit(
+ self._handle_get_data,
+ mode=mode,
+ station_id=station_id,
+ start_time=start_time,
+ end_time=end_time,
+ use_timestamp=use_timestamp,
+ as_df=as_df,
+ cols=cols,
+ use_opendap=use_opendap,
+ )
+
+ for future in as_completed(station_futures.values()):
+ try:
+ station_data, station_id = future.result()
+ self.log(
+ level=logging.DEBUG,
+ station_id=station_id,
+ message=
+ f"Successfully processed request for station_id {station_id}"
+ )
+ if as_df:
+ station_data['station_id'] = station_id
+ accumulated_data[mode].append(station_data)
+ except (RequestException, ResponseException,
+ HandlerException) as e:
+ self.log(
+ level=logging.WARN,
+ station_id=station_id,
+ message=(f"Failed to process request for station_id "
+ f"{station_id} with error: {e}"))
+ self.log(logging.INFO, message="Finished processing request.")
+ return self._handle_accumulate_data(accumulated_data)
+
+
def get_modes(self, use_opendap: bool = False) -> List[str]:
"""Get the list of supported modes for `get_data(...)`.
@@ -622,34 +596,22 @@ def get_modes(self, use_opendap: bool = False) -> List[str]:
(List[str]) the available modalities.
"""
if use_opendap:
- return [v for v in vars(self._opendap_data_api) if not v.startswith('_')]
+ return [
+ v for v in vars(self._opendap_data_api) if not v.startswith('_')
+ ]
return [v for v in vars(self._data_api) if not v.startswith('_')]
@staticmethod
- def save_netcdf_dataset(temp_dataset: nc.Dataset, output_filepath: str):
+ def save_netcdf_dataset(dataset: xarray.Dataset, output_filepath: str):
"""
Saves a netCDF4 dataset from a temporary file to a user-specified file path.
Args:
- temp_dataset: The netCDF4.Dataset object opened from the temporary file.
- output_filepath: The desired file path to save the dataset.
-
- Returns:
- None: The dataset is saved to the specified location.
+ dataset: The xarray dataset to save.
+ output_filepath: The path to save the dataset to.
"""
- new_dataset = nc.Dataset(output_filepath, 'w', format='NETCDF4', diskless=True, persist=True)
+ dataset.to_netcdf(output_filepath)
- for dim_name, dim in temp_dataset.dimensions.items():
- new_dataset.createDimension(dim_name, len(dim) if not dim.isunlimited() else None)
-
- for var_name, var in temp_dataset.variables.items():
- new_var = new_dataset.createVariable(var_name, var.datatype, var.dimensions)
- new_var.setncatts(var.__dict__)
- new_var[:] = var[:]
-
- new_dataset.close()
- temp_dataset.close()
-
""" PRIVATE """
def _get_request_handler(
@@ -729,52 +691,51 @@ def _handle_data(data: pd.DataFrame,
return data
def _handle_accumulate_data(
- self,
- accumulated_data: List[Tuple[Union[pd.DataFrame, dict], str]],
- station_id_as_column: bool = False,
- use_opendap: bool = False,
- ) -> Union[pd.DataFrame, dict]:
+ self,
+ accumulated_data: Dict[str, List[Union[pd.DataFrame, dict, xarray.Dataset]]],
+ ) -> Union[pd.DataFrame, dict]:
"""Accumulate the data from multiple stations and modes."""
- return_as_df = isinstance(accumulated_data[0][0], pd.DataFrame)
+ for k in list(accumulated_data.keys()):
+ if not accumulated_data[k]:
+ del accumulated_data[k]
+
+ if not accumulated_data:
+ return {}
+
+ return_as_df = isinstance(accumulated_data[list(accumulated_data.keys())[-1]][0], pd.DataFrame)
+ use_opendap = isinstance(accumulated_data[list(accumulated_data.keys())[-1]][0], xarray.Dataset)
- data: Union[List[pd.DataFrame], List['nc.Dataset'], dict] = [] if return_as_df or use_opendap else {}
+ data: Union[List[pd.DataFrame], List[xarray.Dataset],
+ dict] = [] if return_as_df or use_opendap else {}
- for d in accumulated_data:
+ for mode, station_data in accumulated_data.items():
if return_as_df:
- if station_id_as_column:
- d[0].insert(0, 'station_id', d[1])
- data.append(d[0])
+ data.extend(station_data)
elif use_opendap:
- data.append(d[0])
+ data.extend(station_data)
else:
- d_data, d_station_id = d[0], d[1]
- if station_id_as_column:
- # the keys need to be updated to include the station_id
- # as a prefix before we update the `data` dict.
- d_data = {
- f'{d_station_id}_{k}': v for k, v in d_data.items()
- }
- # the keys across modes should be unique so a simple update
- # is sufficient.
- data.update(d_data)
+ data[mode] = station_data
if return_as_df:
- return pd.concat(data)
+ df = pd.concat(data, axis=0)
+ df.reset_index(inplace=True, drop=False)
+ df.set_index(['timestamp', 'station_id'], inplace=True)
+ return df
elif use_opendap:
- return join_netcdf4(data)
+ return merge_datasets(data)
return data
def _handle_get_data(
- self,
- mode: str,
- station_id: str,
- start_time: datetime,
- end_time: datetime,
- use_timestamp: bool,
- as_df: bool = True,
- cols: List[str] = None,
- use_opendap: bool = False,
- ) -> Tuple[Union[pd.DataFrame, 'nc.Dataset', dict], str]:
+ self,
+ mode: str,
+ station_id: str,
+ start_time: datetime,
+ end_time: datetime,
+ use_timestamp: bool,
+ as_df: bool = True,
+ cols: List[str] = None,
+ use_opendap: bool = False,
+ ) -> Tuple[Union[pd.DataFrame, xarray.Dataset, dict], str]:
start_time = self._handle_timestamp(start_time)
end_time = self._handle_timestamp(end_time)
station_id = self._parse_station_id(station_id)
@@ -798,15 +759,15 @@ def _handle_get_data(
f'Failed to handle API call.\nRaised from {e}') from e
if use_timestamp:
if use_opendap:
- data = filter_netcdf4_by_time_range(data, start_time, end_time)
+ data = filter_dataset_by_time_range(data, start_time, end_time)
else:
data = self._enforce_timerange(df=data,
- start_time=start_time,
- end_time=end_time)
+ start_time=start_time,
+ end_time=end_time)
try:
if use_opendap:
if cols:
- handled_data = filter_netcdf4_by_variable(data, cols)
+ handled_data = filter_dataset_by_variable(data, cols)
else:
handled_data = data
else:
diff --git a/ndbc_api/utilities/opendap/dataset.py b/ndbc_api/utilities/opendap/dataset.py
index 1fcec55..68d1b36 100644
--- a/ndbc_api/utilities/opendap/dataset.py
+++ b/ndbc_api/utilities/opendap/dataset.py
@@ -1,17 +1,15 @@
-import tempfile
-import os
from datetime import datetime
from typing import List, Union
-import netCDF4 as nc
+import xarray
import numpy as np
-def join_netcdf4(
- datasets: List['nc.Dataset'],
+def concat_datasets(
+ datasets: List[xarray.Dataset],
temporal_dim_name: str = 'time',
-) -> 'nc.Dataset':
- """Joins multiple netCDF4 datasets using their shared dimensions.
+) -> xarray.Dataset:
+ """Joins multiple xarray datasets using their shared dimensions.
Handles cases where datasets might not have the same variables,
but requires that all datasets share the same dimensions. For
@@ -19,82 +17,43 @@ def join_netcdf4(
have `time`, `latitude`, and `longitude` dimensions.
Args:
- datasets (List[netCDF4.Dataset]): A list of netCDF4 datasets
+ datasets (List[xarray.Dataset]): A list of xarray datasets
to join.
dimension_names (List[str]): A list of dimension names to join
the datasets on. Defaults to `['time', 'latitude', 'longitude']`.
Returns:
- A netCDF4.Dataset object containing the joined data.
+ A xarray.Dataset object containing the joined data.
"""
- unique_dim_values = {}
- for dim_name in datasets[0].dimensions.keys():
- all_values = np.concatenate([ds.variables[dim_name][:] for ds in datasets])
- unique_values, indices = np.unique(all_values, return_inverse=True)
- unique_dim_values[dim_name] = unique_values
-
- with tempfile.NamedTemporaryFile(delete=True, suffix='.nc', dir=os.getcwd()) as temp_file:
- output_ds = nc.Dataset(temp_file.name, 'w', format='NETCDF4')
-
- # create time dimension
- output_ds.createDimension(temporal_dim_name, len(unique_dim_values[temporal_dim_name]))
- temporal_var = datasets[0].variables[temporal_dim_name]
- fill_value = getattr(temporal_var, '_FillValue', 'f8')
- time_var = output_ds.createVariable(temporal_dim_name, fill_value, (temporal_dim_name,))
- time_var[:] = unique_dim_values[temporal_dim_name]
- time_var.units = datasets[0].variables[temporal_dim_name].units
-
- # create other spatial dimensions
- for dim_name in unique_dim_values:
- if dim_name == temporal_dim_name:
- continue
- output_ds.createDimension(dim_name, len(unique_dim_values[dim_name]))
- spatial_var = datasets[0].variables[dim_name]
- fill_value = getattr(spatial_var, '_FillValue', 'f8')
- dim_var = output_ds.createVariable(dim_name, fill_value, (dim_name,))
- dim_var[:] = unique_dim_values[dim_name]
- if hasattr(datasets[0].variables[dim_name], 'units'):
- dim_var.units = datasets[0].variables[dim_name].units
-
- all_variables = set()
- for ds in datasets:
- all_variables.update(ds.variables.keys())
+ result = xarray.concat(datasets, dim=temporal_dim_name)
+ return result
- for var_name in all_variables:
- if var_name in unique_dim_values:
- continue
- datasets_with_var = [ds for ds in datasets if var_name in ds.variables]
- if not datasets_with_var:
- continue
- var1 = datasets_with_var[0].variables[var_name]
- fill_value = getattr(var1, '_FillValue', None)
- if not fill_value:
- continue
+def merge_datasets(datasets: List[xarray.Dataset],) -> xarray.Dataset:
+ """Merges multiple xarray datasets using their shared dimensions.
- out_var = output_ds.createVariable(var_name, var1.datatype, var1.dimensions, fill_value=fill_value)
- out_var.setncatts(var1.__dict__)
-
- # create an empty array to store the merged data
- combined_data = np.full((len(unique_dim_values[temporal_dim_name]),) + var1.shape[1:], fill_value, dtype=var1.datatype)
+ Handles cases where datasets might not have the same variables,
+ but requires that all datasets share the same dimensions. For
+ data stored on the THREDDS server, all datasets are expected to
+ have `time`, `latitude`, and `longitude` dimensions.
- # fill in data from each dataset based on their time indices
- for ds in datasets_with_var:
- var = ds.variables[var_name]
- time_values = ds.variables[temporal_dim_name][:]
- indices = np.where(np.in1d(unique_dim_values[temporal_dim_name], time_values))[0]
- combined_data[indices, ...] = var[:]
+ Args:
+ datasets (List[xarray.Dataset]): A list of xarray datasets
+ to join.
- out_var[:] = combined_data
+ Returns:
+ A xarray.Dataset object containing the merged data.
+ """
+ result = xarray.merge(datasets, compat='override')
+ return result
- return output_ds
-def filter_netcdf4_by_time_range(
- dataset: nc.Dataset,
+def filter_dataset_by_time_range(
+ dataset: xarray.Dataset,
start_time: datetime,
end_time: datetime,
temporal_dim_name: str = 'time',
-) -> nc.Dataset:
+) -> xarray.Dataset:
"""
Filters a netCDF4 Dataset to keep only data within a specified time range.
@@ -106,55 +65,14 @@ def filter_netcdf4_by_time_range(
Returns:
The modified netCDF4 Dataset object with data outside the time range removed.
"""
- with tempfile.NamedTemporaryFile(delete=True, suffix='.nc', dir=os.getcwd()) as temp_file:
- output_ds = nc.Dataset(temp_file.name, 'w', format='NETCDF4')
-
- time_var = dataset.variables[temporal_dim_name]
- time_units = time_var.units
-
- start_time_num = nc.date2num(start_time, time_units)
- end_time_num = nc.date2num(end_time, time_units)
-
- time_values = time_var[:].squeeze()
- time_indices = np.where((time_values >= start_time_num) & (time_values <= end_time_num))[0]
-
- output_ds.createDimension(temporal_dim_name, len(time_indices))
- new_time_var = output_ds.createVariable(temporal_dim_name, time_var.datatype, (temporal_dim_name,))
- new_time_var.units = time_var.units
- new_time_var[:] = time_values[time_indices]
-
- # copy the spatial dimensions
- for dim_name in dataset.dimensions.keys():
- if dim_name == temporal_dim_name:
- continue
- dim_var = dataset.variables[dim_name]
- output_ds.createDimension(dim_name, len(dim_var))
- out_var = output_ds.createVariable(dim_name, dim_var.datatype, (dim_name,))
- if hasattr(dim_var, 'units'):
- out_var.units = dim_var.units
- out_var[:] = dim_var[:]
-
- for var_name, var in dataset.variables.items():
- if var_name in dataset.dimensions:
- continue
- if temporal_dim_name in var.dimensions:
- var_data = var[:]
- if var_data.ndim > 1:
- filtered_data = var_data[time_indices, ...]
- new_shape = (len(time_indices),) + var_data.shape[1:]
- else:
- filtered_data = var_data[time_indices]
- new_shape = (len(time_indices),)
- new_var = output_ds.createVariable(var_name, var.datatype, var.dimensions, fill_value=getattr(var, '_FillValue', None))
- new_var.setncatts(var.__dict__)
- new_var[:] = filtered_data.reshape(new_shape)
-
- return output_ds
-
-def filter_netcdf4_by_variable(
- dataset: nc.Dataset,
+ filtered_ds = dataset.sel({temporal_dim_name: slice(start_time, end_time)})
+ return filtered_ds
+
+
+def filter_dataset_by_variable(
+ dataset: xarray.Dataset,
cols: Union[List[str], None] = None,
-) -> nc.Dataset:
+) -> xarray.Dataset:
"""
Filters a netCDF4 Dataset to keep only data with variables whose names are in cols.
@@ -165,27 +83,6 @@ def filter_netcdf4_by_variable(
Returns:
The modified netCDF4 Dataset object with data with variables not in cols removed.
"""
- with tempfile.NamedTemporaryFile(delete=True, suffix='.nc', dir=os.getcwd()) as temp_file:
- output_ds = nc.Dataset(temp_file.name, 'w', format='NETCDF4')
-
- # copy dimensions
- for dim_name in dataset.dimensions.keys():
- dim_var = dataset.variables[dim_name]
- output_ds.createDimension(dim_name, len(dim_var))
- out_var = output_ds.createVariable(dim_name, dim_var.datatype, (dim_name,))
- if hasattr(dim_var, 'units'):
- out_var.units = dim_var.units
- out_var[:] = dim_var[:]
-
- # copy variables
- if not cols:
- cols = dataset.variables.keys()
- for var_name in cols:
- if var_name in dataset.dimensions.keys():
- continue
- var = dataset.variables[var_name]
- out_var = output_ds.createVariable(var_name, var.datatype, var.dimensions)
- out_var.setncatts(var.__dict__)
- out_var[:] = var[:]
-
- return output_ds
+ if cols is None:
+ return dataset
+ return dataset[cols]
diff --git a/ndbc_api/utilities/req_handler.py b/ndbc_api/utilities/req_handler.py
index 1fd48be..6e12889 100644
--- a/ndbc_api/utilities/req_handler.py
+++ b/ndbc_api/utilities/req_handler.py
@@ -205,7 +205,10 @@ def execute_request(self, station_id: Union[str, int], url: str,
message=f'Response status: {response.status_code}')
if response.status_code != 200: # web request did not succeed
return dict(status=response.status_code, body='')
- elif any(['netcdf' in response.headers.get('Content-Type').lower(), 'octet' in response.headers.get('Content-Type').lower()]):
+ elif any([
+ 'netcdf' in response.headers.get('Content-Type').lower(),
+ 'octet' in response.headers.get('Content-Type').lower()
+ ]):
return dict(status=response.status_code, body=response.content)
return dict(status=response.status_code, body=response.text)
diff --git a/notebooks/overview.ipynb b/notebooks/overview.ipynb
index 5d5aa9d..35c214b 100644
--- a/notebooks/overview.ipynb
+++ b/notebooks/overview.ipynb
@@ -192,7 +192,7 @@
"
Prediction and Research Moored Array in the At... | \n",
" International Partners | \n",
" buoy | \n",
- " True | \n",
+ " False | \n",
" False | \n",
" False | \n",
" False | \n",
@@ -243,7 +243,7 @@
" ... | \n",
" \n",
" \n",
- " 1338 | \n",
+ " 1339 | \n",
" yata2 | \n",
" 59.548 | \n",
" -139.733 | \n",
@@ -258,7 +258,7 @@
" False | \n",
"
\n",
" \n",
- " 1339 | \n",
+ " 1340 | \n",
" ygnn6 | \n",
" 43.262 | \n",
" -79.064 | \n",
@@ -273,7 +273,7 @@
" False | \n",
"
\n",
" \n",
- " 1340 | \n",
+ " 1341 | \n",
" yktv2 | \n",
" 37.227 | \n",
" -76.479 | \n",
@@ -288,7 +288,7 @@
" False | \n",
"
\n",
" \n",
- " 1341 | \n",
+ " 1342 | \n",
" yrsv2 | \n",
" 37.414 | \n",
" -76.712 | \n",
@@ -303,7 +303,7 @@
" False | \n",
"
\n",
" \n",
- " 1342 | \n",
+ " 1343 | \n",
" zbqn7 | \n",
" 33.955 | \n",
" -77.935 | \n",
@@ -319,7 +319,7 @@
"
\n",
" \n",
"\n",
- "1343 rows × 12 columns
\n",
+ "1344 rows × 12 columns
\n",
""
],
"text/plain": [
@@ -330,11 +330,11 @@
"3 13008 15.000 -38.000 0.0 \n",
"4 13009 8.000 -38.000 0.0 \n",
"... ... ... ... ... \n",
- "1338 yata2 59.548 -139.733 \n",
- "1339 ygnn6 43.262 -79.064 73.0 \n",
- "1340 yktv2 37.227 -76.479 3.7 \n",
- "1341 yrsv2 37.414 -76.712 11.0 \n",
- "1342 zbqn7 33.955 -77.935 \n",
+ "1339 yata2 59.548 -139.733 \n",
+ "1340 ygnn6 43.262 -79.064 73.0 \n",
+ "1341 yktv2 37.227 -76.479 3.7 \n",
+ "1342 yrsv2 37.414 -76.712 11.0 \n",
+ "1343 zbqn7 33.955 -77.935 \n",
"\n",
" Name \\\n",
"0 Sturgeon Bay CG Station, WI \n",
@@ -343,11 +343,11 @@
"3 Reggae \n",
"4 Lambada \n",
"... ... \n",
- "1338 9453220 - Yakutat, Yakutat Bay, AK \n",
- "1339 Niagara Coast Guard Station, NY \n",
- "1340 8637689 - Yorktown USCG Training Center, VA \n",
- "1341 Taskinas Creek, Chesapeake Bay Reserve, VA \n",
- "1342 Zeke's Basin, North Carolina \n",
+ "1339 9453220 - Yakutat, Yakutat Bay, AK \n",
+ "1340 Niagara Coast Guard Station, NY \n",
+ "1341 8637689 - Yorktown USCG Training Center, VA \n",
+ "1342 Taskinas Creek, Chesapeake Bay Reserve, VA \n",
+ "1343 Zeke's Basin, North Carolina \n",
"\n",
" Owner \\\n",
"0 U.S.C.G. Marine Reporting Stations \n",
@@ -356,24 +356,24 @@
"3 Prediction and Research Moored Array in the At... \n",
"4 Prediction and Research Moored Array in the At... \n",
"... ... \n",
- "1338 NOS \n",
- "1339 NWS Eastern Region \n",
- "1340 NOS \n",
- "1341 National Estuarine Research Reserve System \n",
+ "1339 NOS \n",
+ "1340 NWS Eastern Region \n",
+ "1341 NOS \n",
"1342 National Estuarine Research Reserve System \n",
+ "1343 National Estuarine Research Reserve System \n",
"\n",
" Program Type Includes Meteorology Includes Currents \\\n",
"0 IOOS Partners fixed False False \n",
"1 International Partners buoy True False \n",
- "2 International Partners buoy True False \n",
+ "2 International Partners buoy False False \n",
"3 International Partners buoy True False \n",
"4 International Partners buoy True False \n",
"... ... ... ... ... \n",
- "1338 NOS/CO-OPS fixed True False \n",
- "1339 IOOS Partners fixed True False \n",
- "1340 NOS/CO-OPS fixed True False \n",
- "1341 NERRS fixed True False \n",
- "1342 NERRS fixed False False \n",
+ "1339 NOS/CO-OPS fixed True False \n",
+ "1340 IOOS Partners fixed True False \n",
+ "1341 NOS/CO-OPS fixed True False \n",
+ "1342 NERRS fixed True False \n",
+ "1343 NERRS fixed False False \n",
"\n",
" Includes Water Quality DART Program \n",
"0 False False \n",
@@ -382,13 +382,13 @@
"3 False False \n",
"4 False False \n",
"... ... ... \n",
- "1338 False False \n",
"1339 False False \n",
"1340 False False \n",
"1341 False False \n",
"1342 False False \n",
+ "1343 False False \n",
"\n",
- "[1343 rows x 12 columns]"
+ "[1344 rows x 12 columns]"
]
},
"execution_count": 5,
@@ -468,20 +468,9 @@
"cell_type": "code",
"execution_count": 7,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['adcp', 'cwind', 'ocean', 'pwind', 'stdmet', 'swden', 'wlevel']"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
- "api.get_modes(use_opendap=True)"
+ "# api.get_modes(use_opendap=True)"
]
},
{
@@ -563,7 +552,7 @@
" \n",
" \n",
" \n",
- " 1278 | \n",
+ " 1279 | \n",
" tplm2 | \n",
" 38.899 | \n",
" -76.436 | \n",
@@ -589,8 +578,8 @@
" IOOS Partners | \n",
" buoy | \n",
" True | \n",
- " False | \n",
- " False | \n",
+ " True | \n",
+ " True | \n",
" False | \n",
" 9.369909 | \n",
"
\n",
@@ -693,8 +682,8 @@
" \n",
" 239 | \n",
" 44402 | \n",
- " 39.295 | \n",
- " -70.700 | \n",
+ " 39.314 | \n",
+ " -70.717 | \n",
" 0.0 | \n",
" SOUTHEAST BLOCK CANYON - 130 NM SE of Fire Isl... | \n",
" NDBC | \n",
@@ -704,7 +693,7 @@
" False | \n",
" False | \n",
" True | \n",
- " 497.152323 | \n",
+ " 495.825675 | \n",
"
\n",
" \n",
" 1178 | \n",
@@ -745,7 +734,7 @@
],
"text/plain": [
" Station Lat Lon Elevation \\\n",
- "1278 tplm2 38.899 -76.436 0.0 \n",
+ "1279 tplm2 38.899 -76.436 0.0 \n",
"213 44063 38.963 -76.448 0.0 \n",
"622 apam2 38.983 -76.479 1.4 \n",
"729 cpvm2 38.995 -76.388 3.4 \n",
@@ -753,12 +742,12 @@
"... ... ... ... ... \n",
"693 cblo1 41.981 -80.556 177.0 \n",
"270 45142 42.740 -79.290 174.0 \n",
- "239 44402 39.295 -70.700 0.0 \n",
+ "239 44402 39.314 -70.717 0.0 \n",
"1178 rprn6 43.263 -77.598 75.0 \n",
"1167 rcrn6 43.269 -77.626 76.7 \n",
"\n",
" Name \\\n",
- "1278 Thomas Point, MD \n",
+ "1279 Thomas Point, MD \n",
"213 Annapolis, MD \n",
"622 8575512 - Annapolis, MD \n",
"729 8575437 - Chesapeake Bay Bridge Visibility, MD \n",
@@ -771,7 +760,7 @@
"1167 9052058 - Rochester, NY \n",
"\n",
" Owner \\\n",
- "1278 NDBC \n",
+ "1279 NDBC \n",
"213 Chesapeake Bay Interpretive Buoy System (CBIBS) \n",
"622 NOS \n",
"729 NOAA NOS PORTS \n",
@@ -784,7 +773,7 @@
"1167 NOS \n",
"\n",
" Program Type Includes Meteorology \\\n",
- "1278 NDBC Meteorological/Ocean fixed True \n",
+ "1279 NDBC Meteorological/Ocean fixed True \n",
"213 IOOS Partners buoy True \n",
"622 NOS/CO-OPS fixed True \n",
"729 NOS/CO-OPS fixed True \n",
@@ -797,15 +786,15 @@
"1167 NOS/CO-OPS fixed True \n",
"\n",
" Includes Currents Includes Water Quality DART Program distance \n",
- "1278 False False False 2.177979 \n",
- "213 False False False 9.369909 \n",
+ "1279 False False False 2.177979 \n",
+ "213 True True False 9.369909 \n",
"622 False False False 12.225590 \n",
"729 False False False 13.307985 \n",
"678 False False False 26.506690 \n",
"... ... ... ... ... \n",
"693 False False False 491.192873 \n",
"270 False False False 492.561301 \n",
- "239 False False True 497.152323 \n",
+ "239 False False True 495.825675 \n",
"1178 False False False 497.635930 \n",
"1167 False False False 498.756609 \n",
"\n",
@@ -836,7 +825,7 @@
{
"data": {
"text/plain": [
- "'23226'"
+ "'tplm2'"
]
},
"execution_count": 10,
@@ -845,7 +834,7 @@
}
],
"source": [
- "api.nearest_station(lat=38.88, lon=76.43)"
+ "api.nearest_station(lat=38.88, lon=-76.43)"
]
},
{
@@ -1180,7 +1169,9 @@
" 'May 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm252024.txt.gz&dir=data/stdmet/May/',\n",
" 'Jun 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm262024.txt.gz&dir=data/stdmet/Jun/',\n",
" 'Jul 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm272024.txt.gz&dir=data/stdmet/Jul/',\n",
- " 'Aug 2024': 'https://www.ndbc.noaa.gov/data/stdmet/Aug/tplm2.txt',\n",
+ " 'Aug 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm282024.txt.gz&dir=data/stdmet/Aug/',\n",
+ " 'Sep 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm292024.txt.gz&dir=data/stdmet/Sep/',\n",
+ " 'Oct 2024': 'https://www.ndbc.noaa.gov/data/stdmet/Oct/tplm2.txt',\n",
" '1985': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm2h1985.txt.gz&dir=data/historical/stdmet/',\n",
" '1986': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm2h1986.txt.gz&dir=data/historical/stdmet/',\n",
" '1987': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm2h1987.txt.gz&dir=data/historical/stdmet/',\n",
@@ -1227,7 +1218,9 @@
" 'May 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm252024.txt.gz&dir=data/cwind/May/',\n",
" 'Jun 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm262024.txt.gz&dir=data/cwind/Jun/',\n",
" 'Jul 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm272024.txt.gz&dir=data/cwind/Jul/',\n",
- " 'Aug 2024': 'https://www.ndbc.noaa.gov/data/cwind/Aug/tplm2.txt',\n",
+ " 'Aug 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm282024.txt.gz&dir=data/cwind/Aug/',\n",
+ " 'Sep 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm292024.txt.gz&dir=data/cwind/Sep/',\n",
+ " 'Oct 2024': 'https://www.ndbc.noaa.gov/data/cwind/Oct/tplm2.txt',\n",
" '1990': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm2c1990.txt.gz&dir=data/historical/cwind/',\n",
" '1991': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm2c1991.txt.gz&dir=data/historical/cwind/',\n",
" '1992': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm2c1992.txt.gz&dir=data/historical/cwind/',\n",
@@ -1312,8 +1305,8 @@
" Jun 2024 | \n",
" Jul 2024 | \n",
" Aug 2024 | \n",
- " 1985 | \n",
- " 1986 | \n",
+ " Sep 2024 | \n",
+ " Oct 2024 | \n",
" ... | \n",
" 2014 | \n",
" 2015 | \n",
@@ -1337,9 +1330,9 @@
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
- " https://www.ndbc.noaa.gov/data/stdmet/Aug/tplm... | \n",
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
+ " https://www.ndbc.noaa.gov/data/stdmet/Oct/tplm... | \n",
" ... | \n",
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
@@ -1361,9 +1354,9 @@
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
- " https://www.ndbc.noaa.gov/data/cwind/Aug/tplm2... | \n",
- " NaN | \n",
- " NaN | \n",
+ " https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
+ " https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
+ " https://www.ndbc.noaa.gov/data/cwind/Oct/tplm2... | \n",
" ... | \n",
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
" https://www.ndbc.noaa.gov/download_data.php?fi... | \n",
@@ -1378,7 +1371,7 @@
"
\n",
" \n",
"\n",
- "2 rows × 47 columns
\n",
+ "2 rows × 49 columns
\n",
""
],
"text/plain": [
@@ -1411,16 +1404,16 @@
"Continuous winds data https://www.ndbc.noaa.gov/download_data.php?fi... \n",
"\n",
" Aug 2024 \\\n",
- "Standard meteorological data https://www.ndbc.noaa.gov/data/stdmet/Aug/tplm... \n",
- "Continuous winds data https://www.ndbc.noaa.gov/data/cwind/Aug/tplm2... \n",
- "\n",
- " 1985 \\\n",
"Standard meteorological data https://www.ndbc.noaa.gov/download_data.php?fi... \n",
- "Continuous winds data NaN \n",
+ "Continuous winds data https://www.ndbc.noaa.gov/download_data.php?fi... \n",
"\n",
- " 1986 \\\n",
+ " Sep 2024 \\\n",
"Standard meteorological data https://www.ndbc.noaa.gov/download_data.php?fi... \n",
- "Continuous winds data NaN \n",
+ "Continuous winds data https://www.ndbc.noaa.gov/download_data.php?fi... \n",
+ "\n",
+ " Oct 2024 \\\n",
+ "Standard meteorological data https://www.ndbc.noaa.gov/data/stdmet/Oct/tplm... \n",
+ "Continuous winds data https://www.ndbc.noaa.gov/data/cwind/Oct/tplm2... \n",
"\n",
" ... \\\n",
"Standard meteorological data ... \n",
@@ -1466,7 +1459,7 @@
"Standard meteorological data https://www.ndbc.noaa.gov/download_data.php?fi... \n",
"Continuous winds data https://www.ndbc.noaa.gov/download_data.php?fi... \n",
"\n",
- "[2 rows x 47 columns]"
+ "[2 rows x 49 columns]"
]
},
"execution_count": 16,
@@ -1541,18 +1534,24 @@
" vertical-align: top;\n",
" }\n",
"\n",
- " .dataframe thead th {\n",
- " text-align: right;\n",
+ " .dataframe thead tr th {\n",
+ " text-align: left;\n",
" }\n",
"\n",
"\n",
" \n",
- " \n",
+ "
\n",
" timestamp | \n",
" 2020-01-01 00:00:00 | \n",
" 2020-01-01 01:00:00 | \n",
" 2020-01-01 02:00:00 | \n",
"
\n",
+ " \n",
+ " station_id | \n",
+ " tplm2 | \n",
+ " tplm2 | \n",
+ " tplm2 | \n",
+ "
\n",
" \n",
" \n",
" \n",
@@ -1638,20 +1637,21 @@
""
],
"text/plain": [
- "timestamp 2020-01-01 00:00:00 2020-01-01 01:00:00 2020-01-01 02:00:00\n",
- "WDIR 188.0 273.0 286.0\n",
- "WSPD 6.1 6.0 4.7\n",
- "GST 6.2 6.9 5.6\n",
- "WVHT NaN NaN NaN\n",
- "DPD NaN NaN NaN\n",
- "APD NaN NaN NaN\n",
- "MWD NaN NaN NaN\n",
- "PRES 1006.1 1006.8 1007.3\n",
- "ATMP 9.5 9.3 8.7\n",
- "WTMP 6.6 6.6 6.5\n",
- "DEWP -0.3 -0.6 -1.4\n",
- "VIS NaN NaN NaN\n",
- "TIDE NaN NaN NaN"
+ "timestamp 2020-01-01 00:00:00 2020-01-01 01:00:00 2020-01-01 02:00:00\n",
+ "station_id tplm2 tplm2 tplm2\n",
+ "WDIR 188.0 273.0 286.0\n",
+ "WSPD 6.1 6.0 4.7\n",
+ "GST 6.2 6.9 5.6\n",
+ "WVHT NaN NaN NaN\n",
+ "DPD NaN NaN NaN\n",
+ "APD NaN NaN NaN\n",
+ "MWD NaN NaN NaN\n",
+ "PRES 1006.1 1006.8 1007.3\n",
+ "ATMP 9.5 9.3 8.7\n",
+ "WTMP 6.6 6.6 6.5\n",
+ "DEWP -0.3 -0.6 -1.4\n",
+ "VIS NaN NaN NaN\n",
+ "TIDE NaN NaN NaN"
]
},
"execution_count": 18,
@@ -1673,7 +1673,7 @@
"output_type": "stream",
"text": [
"\n",
- "DatetimeIndex: 17280 entries, 2020-01-01 00:00:00 to 2022-01-01 00:00:00\n",
+ "MultiIndex: 17280 entries, (Timestamp('2020-01-01 00:00:00'), 'tplm2') to (Timestamp('2022-01-01 00:00:00'), 'tplm2')\n",
"Data columns (total 13 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
@@ -1691,7 +1691,7 @@
" 11 VIS 0 non-null float64\n",
" 12 TIDE 0 non-null float64\n",
"dtypes: float64(13)\n",
- "memory usage: 1.8 MB\n"
+ "memory usage: 2.4+ MB\n"
]
}
],
@@ -1721,331 +1721,331 @@
{
"data": {
"text/plain": [
- "{'WDIR': {Timestamp('2020-01-01 00:00:00'): 188.0,\n",
- " Timestamp('2020-01-01 01:00:00'): 273.0,\n",
- " Timestamp('2020-01-01 02:00:00'): 286.0,\n",
- " Timestamp('2020-01-01 03:00:00'): 278.0,\n",
- " Timestamp('2020-01-01 04:00:00'): 293.0,\n",
- " Timestamp('2020-01-01 05:00:00'): 297.0,\n",
- " Timestamp('2020-01-01 06:00:00'): 296.0,\n",
- " Timestamp('2020-01-01 07:00:00'): 287.0,\n",
- " Timestamp('2020-01-01 08:00:00'): 287.0,\n",
- " Timestamp('2020-01-01 09:00:00'): 282.0,\n",
- " Timestamp('2020-01-01 10:00:00'): 286.0,\n",
- " Timestamp('2020-01-01 11:00:00'): 276.0,\n",
- " Timestamp('2020-01-01 12:00:00'): 271.0,\n",
- " Timestamp('2020-01-01 13:00:00'): 275.0,\n",
- " Timestamp('2020-01-01 14:00:00'): 266.0,\n",
- " Timestamp('2020-01-01 15:00:00'): 269.0,\n",
- " Timestamp('2020-01-01 16:00:00'): 270.0,\n",
- " Timestamp('2020-01-01 17:00:00'): 260.0,\n",
- " Timestamp('2020-01-01 18:00:00'): 252.0,\n",
- " Timestamp('2020-01-01 19:00:00'): 257.0,\n",
- " Timestamp('2020-01-01 20:00:00'): 271.0,\n",
- " Timestamp('2020-01-01 21:00:00'): 269.0,\n",
- " Timestamp('2020-01-01 22:00:00'): 281.0,\n",
- " Timestamp('2020-01-01 23:00:00'): 298.0,\n",
- " Timestamp('2020-01-02 00:00:00'): 285.0},\n",
- " 'WSPD': {Timestamp('2020-01-01 00:00:00'): 6.1,\n",
- " Timestamp('2020-01-01 01:00:00'): 6.0,\n",
- " Timestamp('2020-01-01 02:00:00'): 4.7,\n",
- " Timestamp('2020-01-01 03:00:00'): 5.1,\n",
- " Timestamp('2020-01-01 04:00:00'): 6.4,\n",
- " Timestamp('2020-01-01 05:00:00'): 10.0,\n",
- " Timestamp('2020-01-01 06:00:00'): 7.4,\n",
- " Timestamp('2020-01-01 07:00:00'): 6.3,\n",
- " Timestamp('2020-01-01 08:00:00'): 4.4,\n",
- " Timestamp('2020-01-01 09:00:00'): 7.5,\n",
- " Timestamp('2020-01-01 10:00:00'): 6.1,\n",
- " Timestamp('2020-01-01 11:00:00'): 7.1,\n",
- " Timestamp('2020-01-01 12:00:00'): 6.0,\n",
- " Timestamp('2020-01-01 13:00:00'): 5.0,\n",
- " Timestamp('2020-01-01 14:00:00'): 5.7,\n",
- " Timestamp('2020-01-01 15:00:00'): 8.2,\n",
- " Timestamp('2020-01-01 16:00:00'): 7.1,\n",
- " Timestamp('2020-01-01 17:00:00'): 8.1,\n",
- " Timestamp('2020-01-01 18:00:00'): 7.2,\n",
- " Timestamp('2020-01-01 19:00:00'): 7.1,\n",
- " Timestamp('2020-01-01 20:00:00'): 6.1,\n",
- " Timestamp('2020-01-01 21:00:00'): 4.7,\n",
- " Timestamp('2020-01-01 22:00:00'): 4.2,\n",
- " Timestamp('2020-01-01 23:00:00'): 2.4,\n",
- " Timestamp('2020-01-02 00:00:00'): 2.4},\n",
- " 'GST': {Timestamp('2020-01-01 00:00:00'): 6.2,\n",
- " Timestamp('2020-01-01 01:00:00'): 6.9,\n",
- " Timestamp('2020-01-01 02:00:00'): 5.6,\n",
- " Timestamp('2020-01-01 03:00:00'): 6.1,\n",
- " Timestamp('2020-01-01 04:00:00'): 7.2,\n",
- " Timestamp('2020-01-01 05:00:00'): 11.5,\n",
- " Timestamp('2020-01-01 06:00:00'): 8.2,\n",
- " Timestamp('2020-01-01 07:00:00'): 7.2,\n",
- " Timestamp('2020-01-01 08:00:00'): 5.7,\n",
- " Timestamp('2020-01-01 09:00:00'): 9.1,\n",
- " Timestamp('2020-01-01 10:00:00'): 7.2,\n",
- " Timestamp('2020-01-01 11:00:00'): 8.2,\n",
- " Timestamp('2020-01-01 12:00:00'): 7.1,\n",
- " Timestamp('2020-01-01 13:00:00'): 5.8,\n",
- " Timestamp('2020-01-01 14:00:00'): 6.2,\n",
- " Timestamp('2020-01-01 15:00:00'): 9.7,\n",
- " Timestamp('2020-01-01 16:00:00'): 7.8,\n",
- " Timestamp('2020-01-01 17:00:00'): 8.5,\n",
- " Timestamp('2020-01-01 18:00:00'): 8.2,\n",
- " Timestamp('2020-01-01 19:00:00'): 7.9,\n",
- " Timestamp('2020-01-01 20:00:00'): 6.8,\n",
- " Timestamp('2020-01-01 21:00:00'): 5.2,\n",
- " Timestamp('2020-01-01 22:00:00'): 4.8,\n",
- " Timestamp('2020-01-01 23:00:00'): 2.5,\n",
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+ " Timestamp('2020-01-01 21:00:00'): nan,\n",
+ " Timestamp('2020-01-01 22:00:00'): nan,\n",
+ " Timestamp('2020-01-01 23:00:00'): nan,\n",
+ " Timestamp('2020-01-02 00:00:00'): nan},\n",
+ " 'DPD': {Timestamp('2020-01-01 00:00:00'): nan,\n",
+ " Timestamp('2020-01-01 01:00:00'): nan,\n",
+ " Timestamp('2020-01-01 02:00:00'): nan,\n",
+ " Timestamp('2020-01-01 03:00:00'): nan,\n",
+ " Timestamp('2020-01-01 04:00:00'): nan,\n",
+ " Timestamp('2020-01-01 05:00:00'): nan,\n",
+ " Timestamp('2020-01-01 06:00:00'): nan,\n",
+ " Timestamp('2020-01-01 07:00:00'): nan,\n",
+ " Timestamp('2020-01-01 08:00:00'): nan,\n",
+ " Timestamp('2020-01-01 09:00:00'): nan,\n",
+ " Timestamp('2020-01-01 10:00:00'): nan,\n",
+ " Timestamp('2020-01-01 11:00:00'): nan,\n",
+ " Timestamp('2020-01-01 12:00:00'): nan,\n",
+ " Timestamp('2020-01-01 13:00:00'): nan,\n",
+ " Timestamp('2020-01-01 14:00:00'): nan,\n",
+ " Timestamp('2020-01-01 15:00:00'): nan,\n",
+ " Timestamp('2020-01-01 16:00:00'): nan,\n",
+ " Timestamp('2020-01-01 17:00:00'): nan,\n",
+ " Timestamp('2020-01-01 18:00:00'): nan,\n",
+ " Timestamp('2020-01-01 19:00:00'): nan,\n",
+ " Timestamp('2020-01-01 20:00:00'): nan,\n",
+ " Timestamp('2020-01-01 21:00:00'): nan,\n",
+ " Timestamp('2020-01-01 22:00:00'): nan,\n",
+ " Timestamp('2020-01-01 23:00:00'): nan,\n",
+ " Timestamp('2020-01-02 00:00:00'): nan},\n",
+ " 'APD': {Timestamp('2020-01-01 00:00:00'): nan,\n",
+ " Timestamp('2020-01-01 01:00:00'): nan,\n",
+ " Timestamp('2020-01-01 02:00:00'): nan,\n",
+ " Timestamp('2020-01-01 03:00:00'): nan,\n",
+ " Timestamp('2020-01-01 04:00:00'): nan,\n",
+ " Timestamp('2020-01-01 05:00:00'): nan,\n",
+ " Timestamp('2020-01-01 06:00:00'): nan,\n",
+ " Timestamp('2020-01-01 07:00:00'): nan,\n",
+ " Timestamp('2020-01-01 08:00:00'): nan,\n",
+ " Timestamp('2020-01-01 09:00:00'): nan,\n",
+ " Timestamp('2020-01-01 10:00:00'): nan,\n",
+ " Timestamp('2020-01-01 11:00:00'): nan,\n",
+ " Timestamp('2020-01-01 12:00:00'): nan,\n",
+ " Timestamp('2020-01-01 13:00:00'): nan,\n",
+ " Timestamp('2020-01-01 14:00:00'): nan,\n",
+ " Timestamp('2020-01-01 15:00:00'): nan,\n",
+ " Timestamp('2020-01-01 16:00:00'): nan,\n",
+ " Timestamp('2020-01-01 17:00:00'): nan,\n",
+ " Timestamp('2020-01-01 18:00:00'): nan,\n",
+ " Timestamp('2020-01-01 19:00:00'): nan,\n",
+ " Timestamp('2020-01-01 20:00:00'): nan,\n",
+ " Timestamp('2020-01-01 21:00:00'): nan,\n",
+ " Timestamp('2020-01-01 22:00:00'): nan,\n",
+ " Timestamp('2020-01-01 23:00:00'): nan,\n",
+ " Timestamp('2020-01-02 00:00:00'): nan},\n",
+ " 'MWD': {Timestamp('2020-01-01 00:00:00'): nan,\n",
+ " Timestamp('2020-01-01 01:00:00'): nan,\n",
+ " Timestamp('2020-01-01 02:00:00'): nan,\n",
+ " Timestamp('2020-01-01 03:00:00'): nan,\n",
+ " Timestamp('2020-01-01 04:00:00'): nan,\n",
+ " Timestamp('2020-01-01 05:00:00'): nan,\n",
+ " Timestamp('2020-01-01 06:00:00'): nan,\n",
+ " Timestamp('2020-01-01 07:00:00'): nan,\n",
+ " Timestamp('2020-01-01 08:00:00'): nan,\n",
+ " Timestamp('2020-01-01 09:00:00'): nan,\n",
+ " Timestamp('2020-01-01 10:00:00'): nan,\n",
+ " Timestamp('2020-01-01 11:00:00'): nan,\n",
+ " Timestamp('2020-01-01 12:00:00'): nan,\n",
+ " Timestamp('2020-01-01 13:00:00'): nan,\n",
+ " Timestamp('2020-01-01 14:00:00'): nan,\n",
+ " Timestamp('2020-01-01 15:00:00'): nan,\n",
+ " Timestamp('2020-01-01 16:00:00'): nan,\n",
+ " Timestamp('2020-01-01 17:00:00'): nan,\n",
+ " Timestamp('2020-01-01 18:00:00'): nan,\n",
+ " Timestamp('2020-01-01 19:00:00'): nan,\n",
+ " Timestamp('2020-01-01 20:00:00'): nan,\n",
+ " Timestamp('2020-01-01 21:00:00'): nan,\n",
+ " Timestamp('2020-01-01 22:00:00'): nan,\n",
+ " Timestamp('2020-01-01 23:00:00'): nan,\n",
+ " Timestamp('2020-01-02 00:00:00'): nan},\n",
+ " 'PRES': {Timestamp('2020-01-01 00:00:00'): 1006.1,\n",
+ " Timestamp('2020-01-01 01:00:00'): 1006.8,\n",
+ " Timestamp('2020-01-01 02:00:00'): 1007.3,\n",
+ " Timestamp('2020-01-01 03:00:00'): 1007.8,\n",
+ " Timestamp('2020-01-01 04:00:00'): 1007.7,\n",
+ " Timestamp('2020-01-01 05:00:00'): 1007.6,\n",
+ " Timestamp('2020-01-01 06:00:00'): 1008.1,\n",
+ " Timestamp('2020-01-01 07:00:00'): 1008.7,\n",
+ " Timestamp('2020-01-01 08:00:00'): 1009.3,\n",
+ " Timestamp('2020-01-01 09:00:00'): 1009.2,\n",
+ " Timestamp('2020-01-01 10:00:00'): 1009.4,\n",
+ " Timestamp('2020-01-01 11:00:00'): 1009.8,\n",
+ " Timestamp('2020-01-01 12:00:00'): 1010.1,\n",
+ " Timestamp('2020-01-01 13:00:00'): 1010.6,\n",
+ " Timestamp('2020-01-01 14:00:00'): 1011.6,\n",
+ " Timestamp('2020-01-01 15:00:00'): 1012.1,\n",
+ " Timestamp('2020-01-01 16:00:00'): 1012.1,\n",
+ " Timestamp('2020-01-01 17:00:00'): 1011.3,\n",
+ " Timestamp('2020-01-01 18:00:00'): 1010.8,\n",
+ " Timestamp('2020-01-01 19:00:00'): 1010.5,\n",
+ " Timestamp('2020-01-01 20:00:00'): 1010.9,\n",
+ " Timestamp('2020-01-01 21:00:00'): 1011.8,\n",
+ " Timestamp('2020-01-01 22:00:00'): 1012.5,\n",
+ " Timestamp('2020-01-01 23:00:00'): 1013.2,\n",
+ " Timestamp('2020-01-02 00:00:00'): 1013.7},\n",
+ " 'ATMP': {Timestamp('2020-01-01 00:00:00'): 9.5,\n",
+ " Timestamp('2020-01-01 01:00:00'): 9.3,\n",
+ " Timestamp('2020-01-01 02:00:00'): 8.7,\n",
+ " Timestamp('2020-01-01 03:00:00'): 7.8,\n",
+ " Timestamp('2020-01-01 04:00:00'): 7.1,\n",
+ " Timestamp('2020-01-01 05:00:00'): 7.0,\n",
+ " Timestamp('2020-01-01 06:00:00'): 6.5,\n",
+ " Timestamp('2020-01-01 07:00:00'): 6.2,\n",
+ " Timestamp('2020-01-01 08:00:00'): 5.9,\n",
+ " Timestamp('2020-01-01 09:00:00'): 5.9,\n",
+ " Timestamp('2020-01-01 10:00:00'): 5.7,\n",
+ " Timestamp('2020-01-01 11:00:00'): 5.9,\n",
+ " Timestamp('2020-01-01 12:00:00'): 5.8,\n",
+ " Timestamp('2020-01-01 13:00:00'): 5.7,\n",
+ " Timestamp('2020-01-01 14:00:00'): 5.7,\n",
+ " Timestamp('2020-01-01 15:00:00'): 6.1,\n",
+ " Timestamp('2020-01-01 16:00:00'): 6.5,\n",
+ " Timestamp('2020-01-01 17:00:00'): 6.8,\n",
+ " Timestamp('2020-01-01 18:00:00'): 7.2,\n",
+ " Timestamp('2020-01-01 19:00:00'): 7.6,\n",
+ " Timestamp('2020-01-01 20:00:00'): 8.1,\n",
+ " Timestamp('2020-01-01 21:00:00'): 8.7,\n",
+ " Timestamp('2020-01-01 22:00:00'): 8.6,\n",
+ " Timestamp('2020-01-01 23:00:00'): 8.1,\n",
+ " Timestamp('2020-01-02 00:00:00'): 7.7},\n",
+ " 'WTMP': {Timestamp('2020-01-01 00:00:00'): 6.6,\n",
+ " Timestamp('2020-01-01 01:00:00'): 6.6,\n",
+ " Timestamp('2020-01-01 02:00:00'): 6.5,\n",
+ " Timestamp('2020-01-01 03:00:00'): 6.5,\n",
+ " Timestamp('2020-01-01 04:00:00'): 6.5,\n",
+ " Timestamp('2020-01-01 05:00:00'): 6.4,\n",
+ " Timestamp('2020-01-01 06:00:00'): 6.4,\n",
+ " Timestamp('2020-01-01 07:00:00'): 6.4,\n",
+ " Timestamp('2020-01-01 08:00:00'): 6.4,\n",
+ " Timestamp('2020-01-01 09:00:00'): 6.3,\n",
+ " Timestamp('2020-01-01 10:00:00'): 6.2,\n",
+ " Timestamp('2020-01-01 11:00:00'): 6.2,\n",
+ " Timestamp('2020-01-01 12:00:00'): 6.1,\n",
+ " Timestamp('2020-01-01 13:00:00'): 6.1,\n",
+ " Timestamp('2020-01-01 14:00:00'): 6.3,\n",
+ " Timestamp('2020-01-01 15:00:00'): 6.3,\n",
+ " Timestamp('2020-01-01 16:00:00'): 6.4,\n",
+ " Timestamp('2020-01-01 17:00:00'): 6.5,\n",
+ " Timestamp('2020-01-01 18:00:00'): 6.3,\n",
+ " Timestamp('2020-01-01 19:00:00'): 6.4,\n",
+ " Timestamp('2020-01-01 20:00:00'): 6.4,\n",
+ " Timestamp('2020-01-01 21:00:00'): 6.4,\n",
+ " Timestamp('2020-01-01 22:00:00'): 6.4,\n",
+ " Timestamp('2020-01-01 23:00:00'): 6.4,\n",
+ " Timestamp('2020-01-02 00:00:00'): 6.4},\n",
+ " 'DEWP': {Timestamp('2020-01-01 00:00:00'): -0.3,\n",
+ " Timestamp('2020-01-01 01:00:00'): -0.6,\n",
+ " Timestamp('2020-01-01 02:00:00'): -1.4,\n",
+ " Timestamp('2020-01-01 03:00:00'): -2.3,\n",
+ " Timestamp('2020-01-01 04:00:00'): -2.5,\n",
+ " Timestamp('2020-01-01 05:00:00'): -2.8,\n",
+ " Timestamp('2020-01-01 06:00:00'): -2.2,\n",
+ " Timestamp('2020-01-01 07:00:00'): -3.0,\n",
+ " Timestamp('2020-01-01 08:00:00'): -2.5,\n",
+ " Timestamp('2020-01-01 09:00:00'): -3.3,\n",
+ " Timestamp('2020-01-01 10:00:00'): -3.7,\n",
+ " Timestamp('2020-01-01 11:00:00'): -4.1,\n",
+ " Timestamp('2020-01-01 12:00:00'): -4.1,\n",
+ " Timestamp('2020-01-01 13:00:00'): -4.3,\n",
+ " Timestamp('2020-01-01 14:00:00'): -4.9,\n",
+ " Timestamp('2020-01-01 15:00:00'): -6.0,\n",
+ " Timestamp('2020-01-01 16:00:00'): -5.1,\n",
+ " Timestamp('2020-01-01 17:00:00'): -6.3,\n",
+ " Timestamp('2020-01-01 18:00:00'): -5.6,\n",
+ " Timestamp('2020-01-01 19:00:00'): -6.4,\n",
+ " Timestamp('2020-01-01 20:00:00'): -5.4,\n",
+ " Timestamp('2020-01-01 21:00:00'): -4.6,\n",
+ " Timestamp('2020-01-01 22:00:00'): -5.5,\n",
+ " Timestamp('2020-01-01 23:00:00'): -7.0,\n",
+ " Timestamp('2020-01-02 00:00:00'): -8.0},\n",
+ " 'VIS': {Timestamp('2020-01-01 00:00:00'): nan,\n",
+ " Timestamp('2020-01-01 01:00:00'): nan,\n",
+ " Timestamp('2020-01-01 02:00:00'): nan,\n",
+ " Timestamp('2020-01-01 03:00:00'): nan,\n",
+ " Timestamp('2020-01-01 04:00:00'): nan,\n",
+ " Timestamp('2020-01-01 05:00:00'): nan,\n",
+ " Timestamp('2020-01-01 06:00:00'): nan,\n",
+ " Timestamp('2020-01-01 07:00:00'): nan,\n",
+ " Timestamp('2020-01-01 08:00:00'): nan,\n",
+ " Timestamp('2020-01-01 09:00:00'): nan,\n",
+ " Timestamp('2020-01-01 10:00:00'): nan,\n",
+ " Timestamp('2020-01-01 11:00:00'): nan,\n",
+ " Timestamp('2020-01-01 12:00:00'): nan,\n",
+ " Timestamp('2020-01-01 13:00:00'): nan,\n",
+ " Timestamp('2020-01-01 14:00:00'): nan,\n",
+ " Timestamp('2020-01-01 15:00:00'): nan,\n",
+ " Timestamp('2020-01-01 16:00:00'): nan,\n",
+ " Timestamp('2020-01-01 17:00:00'): nan,\n",
+ " Timestamp('2020-01-01 18:00:00'): nan,\n",
+ " Timestamp('2020-01-01 19:00:00'): nan,\n",
+ " Timestamp('2020-01-01 20:00:00'): nan,\n",
+ " Timestamp('2020-01-01 21:00:00'): nan,\n",
+ " Timestamp('2020-01-01 22:00:00'): nan,\n",
+ " Timestamp('2020-01-01 23:00:00'): nan,\n",
+ " Timestamp('2020-01-02 00:00:00'): nan},\n",
+ " 'TIDE': {Timestamp('2020-01-01 00:00:00'): nan,\n",
+ " Timestamp('2020-01-01 01:00:00'): nan,\n",
+ " Timestamp('2020-01-01 02:00:00'): nan,\n",
+ " Timestamp('2020-01-01 03:00:00'): nan,\n",
+ " Timestamp('2020-01-01 04:00:00'): nan,\n",
+ " Timestamp('2020-01-01 05:00:00'): nan,\n",
+ " Timestamp('2020-01-01 06:00:00'): nan,\n",
+ " Timestamp('2020-01-01 07:00:00'): nan,\n",
+ " Timestamp('2020-01-01 08:00:00'): nan,\n",
+ " Timestamp('2020-01-01 09:00:00'): nan,\n",
+ " Timestamp('2020-01-01 10:00:00'): nan,\n",
+ " Timestamp('2020-01-01 11:00:00'): nan,\n",
+ " Timestamp('2020-01-01 12:00:00'): nan,\n",
+ " Timestamp('2020-01-01 13:00:00'): nan,\n",
+ " Timestamp('2020-01-01 14:00:00'): nan,\n",
+ " Timestamp('2020-01-01 15:00:00'): nan,\n",
+ " Timestamp('2020-01-01 16:00:00'): nan,\n",
+ " Timestamp('2020-01-01 17:00:00'): nan,\n",
+ " Timestamp('2020-01-01 18:00:00'): nan,\n",
+ " Timestamp('2020-01-01 19:00:00'): nan,\n",
+ " Timestamp('2020-01-01 20:00:00'): nan,\n",
+ " Timestamp('2020-01-01 21:00:00'): nan,\n",
+ " Timestamp('2020-01-01 22:00:00'): nan,\n",
+ " Timestamp('2020-01-01 23:00:00'): nan,\n",
+ " Timestamp('2020-01-02 00:00:00'): nan}}]}"
]
},
"execution_count": 20,
@@ -2117,88 +2117,87 @@
"\n",
" \n",
" \n",
- " | \n",
- " station_id | \n",
+ " timestamp | \n",
+ " 2023-01-01 00:00:00 | \n",
+ " 2023-01-01 01:00:00 | \n",
+ " 2023-01-01 02:00:00 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
" WDIR | \n",
+ " 141.0 | \n",
+ " 182.0 | \n",
+ " 172.0 | \n",
+ "
\n",
+ " \n",
" WSPD | \n",
- " GST | \n",
- " WVHT | \n",
- " DPD | \n",
- " APD | \n",
- " MWD | \n",
- " PRES | \n",
- " ATMP | \n",
- " WTMP | \n",
- " DEWP | \n",
- " VIS | \n",
- " TIDE | \n",
+ " 6.9 | \n",
+ " 5.5 | \n",
+ " 6.5 | \n",
"
\n",
" \n",
- " timestamp | \n",
- " | \n",
- " | \n",
- " | \n",
- " | \n",
- " | \n",
- " | \n",
- " | \n",
- " | \n",
- " | \n",
- " | \n",
- " | \n",
- " | \n",
- " | \n",
- " | \n",
+ " GST | \n",
+ " 7.2 | \n",
+ " 5.7 | \n",
+ " 6.7 | \n",
"
\n",
- " \n",
- " \n",
" \n",
- " 2023-01-01 00:00:00 | \n",
- " apam2 | \n",
- " 124.0 | \n",
- " 1.6 | \n",
- " 3.5 | \n",
- " NaN | \n",
+ " WVHT | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
- " 1010.4 | \n",
- " 9.7 | \n",
- " 6.9 | \n",
+ "
\n",
+ " \n",
+ " DPD | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
- " 2023-01-01 00:06:00 | \n",
- " apam2 | \n",
- " 120.0 | \n",
- " 2.0 | \n",
- " 2.6 | \n",
+ " APD | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
+ "
\n",
+ " \n",
+ " MWD | \n",
" NaN | \n",
- " 1010.7 | \n",
- " 9.4 | \n",
- " 6.9 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ " PRES | \n",
+ " 1011.3 | \n",
+ " 1011.5 | \n",
+ " 1011.8 | \n",
+ "
\n",
+ " \n",
+ " ATMP | \n",
+ " 10.5 | \n",
+ " 10.1 | \n",
+ " 8.5 | \n",
+ "
\n",
+ " \n",
+ " WTMP | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
- " 2023-01-01 00:12:00 | \n",
- " apam2 | \n",
- " 140.0 | \n",
- " 1.6 | \n",
- " 2.8 | \n",
+ " DEWP | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
+ "
\n",
+ " \n",
+ " VIS | \n",
" NaN | \n",
- " 1010.7 | \n",
- " 9.6 | \n",
- " 6.9 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ " TIDE | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
@@ -2208,17 +2207,20 @@
""
],
"text/plain": [
- " station_id WDIR WSPD GST WVHT DPD APD MWD PRES \\\n",
- "timestamp \n",
- "2023-01-01 00:00:00 apam2 124.0 1.6 3.5 NaN NaN NaN NaN 1010.4 \n",
- "2023-01-01 00:06:00 apam2 120.0 2.0 2.6 NaN NaN NaN NaN 1010.7 \n",
- "2023-01-01 00:12:00 apam2 140.0 1.6 2.8 NaN NaN NaN NaN 1010.7 \n",
- "\n",
- " ATMP WTMP DEWP VIS TIDE \n",
- "timestamp \n",
- "2023-01-01 00:00:00 9.7 6.9 NaN NaN NaN \n",
- "2023-01-01 00:06:00 9.4 6.9 NaN NaN NaN \n",
- "2023-01-01 00:12:00 9.6 6.9 NaN NaN NaN "
+ "timestamp 2023-01-01 00:00:00 2023-01-01 01:00:00 2023-01-01 02:00:00\n",
+ "WDIR 141.0 182.0 172.0\n",
+ "WSPD 6.9 5.5 6.5\n",
+ "GST 7.2 5.7 6.7\n",
+ "WVHT NaN NaN NaN\n",
+ "DPD NaN NaN NaN\n",
+ "APD NaN NaN NaN\n",
+ "MWD NaN NaN NaN\n",
+ "PRES 1011.3 1011.5 1011.8\n",
+ "ATMP 10.5 10.1 8.5\n",
+ "WTMP NaN NaN NaN\n",
+ "DEWP NaN NaN NaN\n",
+ "VIS NaN NaN NaN\n",
+ "TIDE NaN NaN NaN"
]
},
"execution_count": 22,
@@ -2227,7 +2229,7 @@
}
],
"source": [
- "df_annapolis_met.loc[df_annapolis_met.station_id == 'apam2'].head(3)"
+ "df_annapolis_met.xs('tplm2', level='station_id').head(3).T"
]
},
{
@@ -2240,25 +2242,24 @@
"output_type": "stream",
"text": [
"\n",
- "DatetimeIndex: 262327 entries, 2023-01-01 00:00:00 to 2024-01-01 00:00:00\n",
- "Data columns (total 14 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 station_id 262327 non-null object \n",
- " 1 WDIR 174972 non-null float64\n",
- " 2 WSPD 175498 non-null float64\n",
- " 3 GST 175434 non-null float64\n",
- " 4 WVHT 60238 non-null float64\n",
- " 5 DPD 60238 non-null float64\n",
- " 6 APD 0 non-null float64\n",
- " 7 MWD 0 non-null float64\n",
- " 8 PRES 113842 non-null float64\n",
- " 9 ATMP 257523 non-null float64\n",
- " 10 WTMP 166710 non-null float64\n",
- " 11 DEWP 82673 non-null float64\n",
- " 12 VIS 34757 non-null float64\n",
- " 13 TIDE 0 non-null float64\n",
- "dtypes: float64(13), object(1)\n",
+ "MultiIndex: 262327 entries, (Timestamp('2023-01-01 00:00:00'), 'tplm2') to (Timestamp('2024-01-01 00:00:00'), 'apam2')\n",
+ "Data columns (total 13 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 WDIR 174972 non-null float64\n",
+ " 1 WSPD 175498 non-null float64\n",
+ " 2 GST 175434 non-null float64\n",
+ " 3 WVHT 60238 non-null float64\n",
+ " 4 DPD 60238 non-null float64\n",
+ " 5 APD 0 non-null float64\n",
+ " 6 MWD 0 non-null float64\n",
+ " 7 PRES 113842 non-null float64\n",
+ " 8 ATMP 257523 non-null float64\n",
+ " 9 WTMP 166710 non-null float64\n",
+ " 10 DEWP 82673 non-null float64\n",
+ " 11 VIS 34757 non-null float64\n",
+ " 12 TIDE 0 non-null float64\n",
+ "dtypes: float64(13)\n",
"memory usage: 30.0+ MB\n"
]
}
@@ -2282,28034 +2283,31037 @@
{
"data": {
"text/plain": [
- "{'tplm2_WDIR': {Timestamp('2023-01-01 00:00:00'): 134.0,\n",
- " Timestamp('2023-01-01 00:10:00'): 146.0,\n",
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- " Timestamp('2023-01-07 21:20:00'): 315.0,\n",
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- " Timestamp('2023-01-08 00:20:00'): 286.0,\n",
- " Timestamp('2023-01-08 00:30:00'): 289.0,\n",
- " ...},\n",
- " 'tplm2_WSPD': {Timestamp('2023-01-01 00:00:00'): 7.3,\n",
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- " Timestamp('2023-01-30 05:00:00'): nan,\n",
- " Timestamp('2023-01-30 06:00:00'): nan,\n",
- " Timestamp('2023-01-30 07:00:00'): nan,\n",
- " Timestamp('2023-01-30 08:00:00'): nan,\n",
- " Timestamp('2023-01-30 09:00:00'): nan,\n",
- " Timestamp('2023-01-30 10:00:00'): nan,\n",
- " Timestamp('2023-01-30 11:00:00'): nan,\n",
- " Timestamp('2023-01-30 12:00:00'): nan,\n",
- " Timestamp('2023-01-30 13:00:00'): nan,\n",
- " Timestamp('2023-01-30 14:00:00'): nan,\n",
- " Timestamp('2023-01-30 15:00:00'): nan,\n",
- " Timestamp('2023-01-30 16:00:00'): nan,\n",
- " Timestamp('2023-01-30 17:00:00'): nan,\n",
- " Timestamp('2023-01-30 18:00:00'): nan,\n",
- " Timestamp('2023-01-30 19:00:00'): nan,\n",
- " Timestamp('2023-01-30 20:00:00'): nan,\n",
- " Timestamp('2023-01-30 21:00:00'): nan,\n",
- " Timestamp('2023-01-30 22:00:00'): nan,\n",
- " Timestamp('2023-01-30 23:00:00'): nan,\n",
- " Timestamp('2023-01-31 00:00:00'): nan,\n",
- " Timestamp('2023-01-31 01:00:00'): nan,\n",
- " Timestamp('2023-01-31 02:00:00'): nan,\n",
- " Timestamp('2023-01-31 03:00:00'): nan,\n",
- " Timestamp('2023-01-31 04:00:00'): nan,\n",
- " Timestamp('2023-01-31 05:00:00'): nan,\n",
- " Timestamp('2023-01-31 06:00:00'): nan,\n",
- " Timestamp('2023-01-31 07:00:00'): nan,\n",
- " Timestamp('2023-01-31 08:00:00'): nan,\n",
- " Timestamp('2023-01-31 09:00:00'): nan,\n",
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- " Timestamp('2023-01-31 12:00:00'): nan,\n",
- " Timestamp('2023-01-31 13:00:00'): nan,\n",
- " Timestamp('2023-01-31 14:00:00'): nan,\n",
- " Timestamp('2023-01-31 15:00:00'): nan,\n",
- " Timestamp('2023-01-31 16:00:00'): nan,\n",
- " Timestamp('2023-01-31 17:00:00'): nan,\n",
- " Timestamp('2023-01-31 18:00:00'): nan,\n",
- " Timestamp('2023-01-31 19:00:00'): nan,\n",
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- " Timestamp('2023-01-31 21:00:00'): nan,\n",
- " Timestamp('2023-01-31 22:00:00'): nan,\n",
- " Timestamp('2023-01-31 23:00:00'): nan,\n",
- " Timestamp('2023-02-01 00:00:00'): nan,\n",
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- " Timestamp('2023-02-01 02:00:00'): nan,\n",
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- " Timestamp('2023-02-01 04:00:00'): nan,\n",
- " Timestamp('2023-02-01 05:00:00'): nan,\n",
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- " Timestamp('2023-02-01 07:00:00'): nan,\n",
- " Timestamp('2023-02-01 08:00:00'): nan,\n",
- " Timestamp('2023-02-01 09:00:00'): nan,\n",
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- " Timestamp('2023-02-01 11:00:00'): nan,\n",
- " Timestamp('2023-02-01 12:00:00'): nan,\n",
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- " Timestamp('2023-02-01 14:00:00'): nan,\n",
- " Timestamp('2023-02-01 15:00:00'): nan,\n",
- " Timestamp('2023-02-01 16:00:00'): nan,\n",
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- " Timestamp('2023-02-01 21:00:00'): nan,\n",
- " Timestamp('2023-02-01 22:00:00'): nan,\n",
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- " Timestamp('2023-02-02 02:00:00'): nan,\n",
- " Timestamp('2023-02-02 03:00:00'): nan,\n",
- " Timestamp('2023-02-02 04:00:00'): nan,\n",
- " Timestamp('2023-02-02 05:00:00'): nan,\n",
- " Timestamp('2023-02-02 06:00:00'): nan,\n",
- " Timestamp('2023-02-02 07:00:00'): nan,\n",
- " Timestamp('2023-02-02 09:00:00'): nan,\n",
- " Timestamp('2023-02-02 10:00:00'): nan,\n",
- " Timestamp('2023-02-02 11:00:00'): nan,\n",
- " Timestamp('2023-02-02 12:00:00'): nan,\n",
- " Timestamp('2023-02-02 13:00:00'): nan,\n",
- " Timestamp('2023-02-02 14:00:00'): nan,\n",
- " Timestamp('2023-02-02 15:00:00'): nan,\n",
- " Timestamp('2023-02-02 16:00:00'): nan,\n",
- " Timestamp('2023-02-02 17:00:00'): nan,\n",
- " Timestamp('2023-02-02 18:00:00'): nan,\n",
- " Timestamp('2023-02-02 19:00:00'): nan,\n",
- " Timestamp('2023-02-02 20:00:00'): nan,\n",
- " Timestamp('2023-02-02 21:00:00'): nan,\n",
- " Timestamp('2023-02-02 22:00:00'): nan,\n",
- " Timestamp('2023-02-02 23:00:00'): nan,\n",
- " Timestamp('2023-02-03 00:00:00'): nan,\n",
- " Timestamp('2023-02-03 01:00:00'): nan,\n",
- " Timestamp('2023-02-03 02:00:00'): nan,\n",
- " Timestamp('2023-02-03 03:00:00'): nan,\n",
- " Timestamp('2023-02-03 04:00:00'): nan,\n",
- " Timestamp('2023-02-03 05:00:00'): nan,\n",
- " Timestamp('2023-02-03 06:00:00'): nan,\n",
- " Timestamp('2023-02-03 07:00:00'): nan,\n",
- " Timestamp('2023-02-03 08:00:00'): nan,\n",
- " Timestamp('2023-02-03 09:00:00'): nan,\n",
- " Timestamp('2023-02-03 10:00:00'): nan,\n",
- " Timestamp('2023-02-03 11:00:00'): nan,\n",
- " Timestamp('2023-02-03 12:00:00'): nan,\n",
- " Timestamp('2023-02-03 13:00:00'): nan,\n",
- " Timestamp('2023-02-03 14:00:00'): nan,\n",
- " Timestamp('2023-02-03 15:00:00'): nan,\n",
- " Timestamp('2023-02-03 16:00:00'): nan,\n",
- " Timestamp('2023-02-03 17:00:00'): nan,\n",
- " Timestamp('2023-02-03 18:00:00'): nan,\n",
- " Timestamp('2023-02-03 19:00:00'): nan,\n",
- " Timestamp('2023-02-03 20:00:00'): nan,\n",
- " Timestamp('2023-02-03 21:00:00'): nan,\n",
- " Timestamp('2023-02-03 22:00:00'): nan,\n",
- " Timestamp('2023-02-03 23:00:00'): nan,\n",
- " Timestamp('2023-02-04 00:00:00'): nan,\n",
- " Timestamp('2023-02-04 01:00:00'): nan,\n",
- " Timestamp('2023-02-04 02:00:00'): nan,\n",
- " Timestamp('2023-02-04 03:00:00'): nan,\n",
- " Timestamp('2023-02-04 04:00:00'): nan,\n",
- " Timestamp('2023-02-04 05:00:00'): nan,\n",
- " Timestamp('2023-02-04 06:00:00'): nan,\n",
- " Timestamp('2023-02-04 07:00:00'): nan,\n",
- " Timestamp('2023-02-04 08:00:00'): nan,\n",
- " Timestamp('2023-02-04 09:00:00'): nan,\n",
- " Timestamp('2023-02-04 10:00:00'): nan,\n",
- " Timestamp('2023-02-04 11:00:00'): nan,\n",
- " Timestamp('2023-02-04 12:00:00'): nan,\n",
- " Timestamp('2023-02-04 13:00:00'): nan,\n",
- " Timestamp('2023-02-04 14:00:00'): nan,\n",
- " Timestamp('2023-02-04 15:00:00'): nan,\n",
- " Timestamp('2023-02-04 16:00:00'): nan,\n",
- " Timestamp('2023-02-04 17:00:00'): nan,\n",
- " Timestamp('2023-02-04 18:00:00'): nan,\n",
- " Timestamp('2023-02-04 19:00:00'): nan,\n",
- " Timestamp('2023-02-04 20:00:00'): nan,\n",
- " Timestamp('2023-02-04 21:00:00'): nan,\n",
- " Timestamp('2023-02-04 22:00:00'): nan,\n",
- " Timestamp('2023-02-04 23:00:00'): nan,\n",
- " Timestamp('2023-02-05 00:00:00'): nan,\n",
- " Timestamp('2023-02-05 01:00:00'): nan,\n",
- " Timestamp('2023-02-05 02:00:00'): nan,\n",
- " Timestamp('2023-02-05 03:00:00'): nan,\n",
- " Timestamp('2023-02-05 04:00:00'): nan,\n",
- " Timestamp('2023-02-05 05:00:00'): nan,\n",
- " Timestamp('2023-02-05 06:00:00'): nan,\n",
- " Timestamp('2023-02-05 07:00:00'): nan,\n",
- " Timestamp('2023-02-05 08:00:00'): nan,\n",
- " Timestamp('2023-02-05 09:00:00'): nan,\n",
- " Timestamp('2023-02-05 10:00:00'): nan,\n",
- " Timestamp('2023-02-05 11:00:00'): nan,\n",
- " Timestamp('2023-02-05 12:00:00'): nan,\n",
- " Timestamp('2023-02-05 13:00:00'): nan,\n",
- " Timestamp('2023-02-05 14:00:00'): nan,\n",
- " Timestamp('2023-02-05 15:00:00'): nan,\n",
- " Timestamp('2023-02-05 16:00:00'): nan,\n",
- " Timestamp('2023-02-05 17:00:00'): nan,\n",
- " Timestamp('2023-02-05 18:00:00'): nan,\n",
- " Timestamp('2023-02-05 19:00:00'): nan,\n",
- " Timestamp('2023-02-05 20:00:00'): nan,\n",
- " Timestamp('2023-02-05 21:00:00'): nan,\n",
- " Timestamp('2023-02-05 22:00:00'): nan,\n",
- " Timestamp('2023-02-05 23:00:00'): nan,\n",
- " Timestamp('2023-02-06 00:00:00'): nan,\n",
- " Timestamp('2023-02-06 01:00:00'): nan,\n",
- " Timestamp('2023-02-06 02:00:00'): nan,\n",
- " Timestamp('2023-02-06 03:00:00'): nan,\n",
- " Timestamp('2023-02-06 04:00:00'): nan,\n",
- " Timestamp('2023-02-06 05:00:00'): nan,\n",
- " Timestamp('2023-02-06 06:00:00'): nan,\n",
- " Timestamp('2023-02-06 07:00:00'): nan,\n",
- " Timestamp('2023-02-06 08:00:00'): nan,\n",
- " Timestamp('2023-02-06 09:00:00'): nan,\n",
- " Timestamp('2023-02-06 10:00:00'): nan,\n",
- " Timestamp('2023-02-06 11:00:00'): nan,\n",
- " Timestamp('2023-02-06 12:00:00'): nan,\n",
- " Timestamp('2023-02-06 13:00:00'): nan,\n",
- " Timestamp('2023-02-06 14:00:00'): nan,\n",
- " Timestamp('2023-02-06 15:00:00'): nan,\n",
- " Timestamp('2023-02-06 16:00:00'): nan,\n",
- " Timestamp('2023-02-06 17:00:00'): nan,\n",
- " Timestamp('2023-02-06 18:00:00'): nan,\n",
- " Timestamp('2023-02-06 19:00:00'): nan,\n",
- " Timestamp('2023-02-06 20:00:00'): nan,\n",
- " Timestamp('2023-02-06 21:00:00'): nan,\n",
- " Timestamp('2023-02-06 22:00:00'): nan,\n",
- " Timestamp('2023-02-06 23:00:00'): nan,\n",
- " Timestamp('2023-02-07 00:00:00'): nan,\n",
- " Timestamp('2023-02-07 01:00:00'): nan,\n",
- " Timestamp('2023-02-07 02:00:00'): nan,\n",
- " Timestamp('2023-02-07 03:00:00'): nan,\n",
- " Timestamp('2023-02-07 04:00:00'): nan,\n",
- " Timestamp('2023-02-07 05:00:00'): nan,\n",
- " Timestamp('2023-02-07 06:00:00'): nan,\n",
- " Timestamp('2023-02-07 07:00:00'): nan,\n",
- " Timestamp('2023-02-07 08:00:00'): nan,\n",
- " Timestamp('2023-02-07 09:00:00'): nan,\n",
- " Timestamp('2023-02-07 10:00:00'): nan,\n",
- " Timestamp('2023-02-07 11:00:00'): nan,\n",
- " Timestamp('2023-02-07 12:00:00'): nan,\n",
- " Timestamp('2023-02-07 13:00:00'): nan,\n",
- " Timestamp('2023-02-07 14:00:00'): nan,\n",
- " Timestamp('2023-02-07 15:00:00'): nan,\n",
- " Timestamp('2023-02-07 16:00:00'): nan,\n",
- " Timestamp('2023-02-07 17:00:00'): nan,\n",
- " Timestamp('2023-02-07 18:00:00'): nan,\n",
- " Timestamp('2023-02-07 19:00:00'): nan,\n",
- " Timestamp('2023-02-07 20:00:00'): nan,\n",
- " Timestamp('2023-02-07 21:00:00'): nan,\n",
- " Timestamp('2023-02-07 22:00:00'): nan,\n",
- " Timestamp('2023-02-07 23:00:00'): nan,\n",
- " Timestamp('2023-02-08 00:00:00'): nan,\n",
- " Timestamp('2023-02-08 01:00:00'): nan,\n",
- " Timestamp('2023-02-08 02:00:00'): nan,\n",
- " Timestamp('2023-02-08 03:00:00'): nan,\n",
- " Timestamp('2023-02-08 04:00:00'): nan,\n",
- " Timestamp('2023-02-08 05:00:00'): nan,\n",
- " Timestamp('2023-02-08 06:00:00'): nan,\n",
- " Timestamp('2023-02-08 07:00:00'): nan,\n",
- " Timestamp('2023-02-08 08:00:00'): nan,\n",
- " Timestamp('2023-02-08 09:00:00'): nan,\n",
- " Timestamp('2023-02-08 10:00:00'): nan,\n",
- " Timestamp('2023-02-08 11:00:00'): nan,\n",
- " Timestamp('2023-02-08 12:00:00'): nan,\n",
- " Timestamp('2023-02-08 13:00:00'): nan,\n",
- " Timestamp('2023-02-08 14:00:00'): nan,\n",
- " Timestamp('2023-02-08 15:00:00'): nan,\n",
- " Timestamp('2023-02-08 16:00:00'): nan,\n",
- " Timestamp('2023-02-08 17:00:00'): nan,\n",
- " Timestamp('2023-02-08 18:00:00'): nan,\n",
- " Timestamp('2023-02-08 19:00:00'): nan,\n",
- " Timestamp('2023-02-08 20:00:00'): nan,\n",
- " Timestamp('2023-02-08 21:00:00'): nan,\n",
- " Timestamp('2023-02-08 22:00:00'): nan,\n",
- " Timestamp('2023-02-08 23:00:00'): nan,\n",
- " Timestamp('2023-02-09 00:00:00'): nan,\n",
- " Timestamp('2023-02-09 01:00:00'): nan,\n",
- " Timestamp('2023-02-09 02:00:00'): nan,\n",
- " Timestamp('2023-02-09 03:00:00'): nan,\n",
- " Timestamp('2023-02-09 04:00:00'): nan,\n",
- " Timestamp('2023-02-09 05:00:00'): nan,\n",
- " Timestamp('2023-02-09 06:00:00'): nan,\n",
- " Timestamp('2023-02-09 07:00:00'): nan,\n",
- " Timestamp('2023-02-09 08:00:00'): nan,\n",
- " Timestamp('2023-02-09 09:00:00'): nan,\n",
- " Timestamp('2023-02-09 10:00:00'): nan,\n",
- " Timestamp('2023-02-09 11:00:00'): nan,\n",
- " Timestamp('2023-02-09 12:00:00'): nan,\n",
- " Timestamp('2023-02-09 13:00:00'): nan,\n",
- " Timestamp('2023-02-09 14:00:00'): nan,\n",
- " Timestamp('2023-02-09 15:00:00'): nan,\n",
- " Timestamp('2023-02-09 16:00:00'): nan,\n",
- " Timestamp('2023-02-09 17:00:00'): nan,\n",
- " Timestamp('2023-02-09 18:00:00'): nan,\n",
- " Timestamp('2023-02-09 19:00:00'): nan,\n",
- " Timestamp('2023-02-09 20:00:00'): nan,\n",
- " Timestamp('2023-02-09 21:00:00'): nan,\n",
- " Timestamp('2023-02-09 22:00:00'): nan,\n",
- " Timestamp('2023-02-09 23:00:00'): nan,\n",
- " Timestamp('2023-02-10 00:00:00'): nan,\n",
- " Timestamp('2023-02-10 01:00:00'): nan,\n",
- " Timestamp('2023-02-10 03:00:00'): nan,\n",
- " Timestamp('2023-02-10 04:00:00'): nan,\n",
- " Timestamp('2023-02-10 05:00:00'): nan,\n",
- " Timestamp('2023-02-10 06:00:00'): nan,\n",
- " Timestamp('2023-02-10 07:00:00'): nan,\n",
- " Timestamp('2023-02-10 08:00:00'): nan,\n",
- " Timestamp('2023-02-10 09:00:00'): nan,\n",
- " Timestamp('2023-02-10 10:00:00'): nan,\n",
- " Timestamp('2023-02-10 11:00:00'): nan,\n",
- " Timestamp('2023-02-10 12:00:00'): nan,\n",
- " Timestamp('2023-02-10 13:00:00'): nan,\n",
- " Timestamp('2023-02-10 14:00:00'): nan,\n",
- " Timestamp('2023-02-10 15:00:00'): nan,\n",
- " Timestamp('2023-02-10 16:00:00'): nan,\n",
- " Timestamp('2023-02-10 17:00:00'): nan,\n",
- " Timestamp('2023-02-10 18:00:00'): nan,\n",
- " Timestamp('2023-02-10 19:00:00'): nan,\n",
- " Timestamp('2023-02-10 20:00:00'): nan,\n",
- " Timestamp('2023-02-10 21:00:00'): nan,\n",
- " Timestamp('2023-02-10 22:00:00'): nan,\n",
- " Timestamp('2023-02-10 23:00:00'): nan,\n",
- " Timestamp('2023-02-11 00:00:00'): nan,\n",
- " Timestamp('2023-02-11 01:00:00'): nan,\n",
- " Timestamp('2023-02-11 02:00:00'): nan,\n",
- " Timestamp('2023-02-11 03:00:00'): nan,\n",
- " Timestamp('2023-02-11 04:00:00'): nan,\n",
- " Timestamp('2023-02-11 05:00:00'): nan,\n",
- " Timestamp('2023-02-11 06:00:00'): nan,\n",
- " Timestamp('2023-02-11 07:00:00'): nan,\n",
- " Timestamp('2023-02-11 08:00:00'): nan,\n",
- " Timestamp('2023-02-11 09:00:00'): nan,\n",
- " Timestamp('2023-02-11 10:00:00'): nan,\n",
- " Timestamp('2023-02-11 11:00:00'): nan,\n",
- " Timestamp('2023-02-11 12:00:00'): nan,\n",
- " Timestamp('2023-02-11 13:00:00'): nan,\n",
- " Timestamp('2023-02-11 14:00:00'): nan,\n",
- " Timestamp('2023-02-11 15:00:00'): nan,\n",
- " Timestamp('2023-02-11 16:00:00'): nan,\n",
- " Timestamp('2023-02-11 17:00:00'): nan,\n",
- " Timestamp('2023-02-11 18:00:00'): nan,\n",
- " Timestamp('2023-02-11 19:00:00'): nan,\n",
- " ...},\n",
- " 'tplm2_DPD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
- " Timestamp('2023-01-01 01:00:00'): nan,\n",
- " Timestamp('2023-01-01 02:00:00'): nan,\n",
- " Timestamp('2023-01-01 03:00:00'): nan,\n",
- " Timestamp('2023-01-01 04:00:00'): nan,\n",
- " Timestamp('2023-01-01 05:00:00'): nan,\n",
- " Timestamp('2023-01-01 06:00:00'): nan,\n",
- " Timestamp('2023-01-01 07:00:00'): nan,\n",
- " Timestamp('2023-01-01 08:00:00'): nan,\n",
- " Timestamp('2023-01-01 09:00:00'): nan,\n",
- " Timestamp('2023-01-01 10:00:00'): nan,\n",
- " Timestamp('2023-01-01 11:00:00'): nan,\n",
- " Timestamp('2023-01-01 12:00:00'): nan,\n",
- " Timestamp('2023-01-01 13:00:00'): nan,\n",
- " Timestamp('2023-01-01 14:00:00'): nan,\n",
- " Timestamp('2023-01-01 15:00:00'): nan,\n",
- " Timestamp('2023-01-01 16:00:00'): nan,\n",
- " Timestamp('2023-01-01 17:00:00'): nan,\n",
- " Timestamp('2023-01-01 18:00:00'): nan,\n",
- " Timestamp('2023-01-01 19:00:00'): nan,\n",
- " Timestamp('2023-01-01 20:00:00'): nan,\n",
- " Timestamp('2023-01-01 21:00:00'): nan,\n",
- " Timestamp('2023-01-01 22:00:00'): nan,\n",
- " Timestamp('2023-01-01 23:00:00'): nan,\n",
- " Timestamp('2023-01-02 00:00:00'): nan,\n",
- " Timestamp('2023-01-02 01:00:00'): nan,\n",
- " Timestamp('2023-01-02 02:00:00'): nan,\n",
- " Timestamp('2023-01-02 03:00:00'): nan,\n",
- " Timestamp('2023-01-02 04:00:00'): nan,\n",
- " Timestamp('2023-01-02 05:00:00'): nan,\n",
- " Timestamp('2023-01-02 06:00:00'): nan,\n",
- " Timestamp('2023-01-02 07:00:00'): nan,\n",
- " Timestamp('2023-01-02 08:00:00'): nan,\n",
- " Timestamp('2023-01-02 09:00:00'): nan,\n",
- " Timestamp('2023-01-02 10:00:00'): nan,\n",
- " Timestamp('2023-01-02 11:00:00'): nan,\n",
- " Timestamp('2023-01-02 12:00:00'): nan,\n",
- " Timestamp('2023-01-02 13:00:00'): nan,\n",
- " Timestamp('2023-01-02 14:00:00'): nan,\n",
- " Timestamp('2023-01-02 15:00:00'): nan,\n",
- " Timestamp('2023-01-02 16:00:00'): nan,\n",
- " Timestamp('2023-01-02 17:00:00'): nan,\n",
- " Timestamp('2023-01-02 18:00:00'): nan,\n",
- " Timestamp('2023-01-02 19:00:00'): nan,\n",
- " Timestamp('2023-01-02 20:00:00'): nan,\n",
- " Timestamp('2023-01-02 21:00:00'): nan,\n",
- " Timestamp('2023-01-02 22:00:00'): nan,\n",
- " Timestamp('2023-01-02 23:00:00'): nan,\n",
- " Timestamp('2023-01-03 00:00:00'): nan,\n",
- " Timestamp('2023-01-03 01:00:00'): nan,\n",
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- " Timestamp('2023-02-01 18:00:00'): nan,\n",
- " Timestamp('2023-02-01 19:00:00'): nan,\n",
- " Timestamp('2023-02-01 20:00:00'): nan,\n",
- " Timestamp('2023-02-01 21:00:00'): nan,\n",
- " Timestamp('2023-02-01 22:00:00'): nan,\n",
- " Timestamp('2023-02-01 23:00:00'): nan,\n",
- " Timestamp('2023-02-02 00:00:00'): nan,\n",
- " Timestamp('2023-02-02 01:00:00'): nan,\n",
- " Timestamp('2023-02-02 02:00:00'): nan,\n",
- " Timestamp('2023-02-02 03:00:00'): nan,\n",
- " Timestamp('2023-02-02 04:00:00'): nan,\n",
- " Timestamp('2023-02-02 05:00:00'): nan,\n",
- " Timestamp('2023-02-02 06:00:00'): nan,\n",
- " Timestamp('2023-02-02 07:00:00'): nan,\n",
- " Timestamp('2023-02-02 09:00:00'): nan,\n",
- " Timestamp('2023-02-02 10:00:00'): nan,\n",
- " Timestamp('2023-02-02 11:00:00'): nan,\n",
- " Timestamp('2023-02-02 12:00:00'): nan,\n",
- " Timestamp('2023-02-02 13:00:00'): nan,\n",
- " Timestamp('2023-02-02 14:00:00'): nan,\n",
- " Timestamp('2023-02-02 15:00:00'): nan,\n",
- " Timestamp('2023-02-02 16:00:00'): nan,\n",
- " Timestamp('2023-02-02 17:00:00'): nan,\n",
- " Timestamp('2023-02-02 18:00:00'): nan,\n",
- " Timestamp('2023-02-02 19:00:00'): nan,\n",
- " Timestamp('2023-02-02 20:00:00'): nan,\n",
- " Timestamp('2023-02-02 21:00:00'): nan,\n",
- " Timestamp('2023-02-02 22:00:00'): nan,\n",
- " Timestamp('2023-02-02 23:00:00'): nan,\n",
- " Timestamp('2023-02-03 00:00:00'): nan,\n",
- " Timestamp('2023-02-03 01:00:00'): nan,\n",
- " Timestamp('2023-02-03 02:00:00'): nan,\n",
- " Timestamp('2023-02-03 03:00:00'): nan,\n",
- " Timestamp('2023-02-03 04:00:00'): nan,\n",
- " Timestamp('2023-02-03 05:00:00'): nan,\n",
- " Timestamp('2023-02-03 06:00:00'): nan,\n",
- " Timestamp('2023-02-03 07:00:00'): nan,\n",
- " Timestamp('2023-02-03 08:00:00'): nan,\n",
- " Timestamp('2023-02-03 09:00:00'): nan,\n",
- " Timestamp('2023-02-03 10:00:00'): nan,\n",
- " Timestamp('2023-02-03 11:00:00'): nan,\n",
- " Timestamp('2023-02-03 12:00:00'): nan,\n",
- " Timestamp('2023-02-03 13:00:00'): nan,\n",
- " Timestamp('2023-02-03 14:00:00'): nan,\n",
- " Timestamp('2023-02-03 15:00:00'): nan,\n",
- " Timestamp('2023-02-03 16:00:00'): nan,\n",
- " Timestamp('2023-02-03 17:00:00'): nan,\n",
- " Timestamp('2023-02-03 18:00:00'): nan,\n",
- " Timestamp('2023-02-03 19:00:00'): nan,\n",
- " Timestamp('2023-02-03 20:00:00'): nan,\n",
- " Timestamp('2023-02-03 21:00:00'): nan,\n",
- " Timestamp('2023-02-03 22:00:00'): nan,\n",
- " Timestamp('2023-02-03 23:00:00'): nan,\n",
- " Timestamp('2023-02-04 00:00:00'): nan,\n",
- " Timestamp('2023-02-04 01:00:00'): nan,\n",
- " Timestamp('2023-02-04 02:00:00'): nan,\n",
- " Timestamp('2023-02-04 03:00:00'): nan,\n",
- " Timestamp('2023-02-04 04:00:00'): nan,\n",
- " Timestamp('2023-02-04 05:00:00'): nan,\n",
- " Timestamp('2023-02-04 06:00:00'): nan,\n",
- " Timestamp('2023-02-04 07:00:00'): nan,\n",
- " Timestamp('2023-02-04 08:00:00'): nan,\n",
- " Timestamp('2023-02-04 09:00:00'): nan,\n",
- " Timestamp('2023-02-04 10:00:00'): nan,\n",
- " Timestamp('2023-02-04 11:00:00'): nan,\n",
- " Timestamp('2023-02-04 12:00:00'): nan,\n",
- " Timestamp('2023-02-04 13:00:00'): nan,\n",
- " Timestamp('2023-02-04 14:00:00'): nan,\n",
- " Timestamp('2023-02-04 15:00:00'): nan,\n",
- " Timestamp('2023-02-04 16:00:00'): nan,\n",
- " Timestamp('2023-02-04 17:00:00'): nan,\n",
- " Timestamp('2023-02-04 18:00:00'): nan,\n",
- " Timestamp('2023-02-04 19:00:00'): nan,\n",
- " Timestamp('2023-02-04 20:00:00'): nan,\n",
- " Timestamp('2023-02-04 21:00:00'): nan,\n",
- " Timestamp('2023-02-04 22:00:00'): nan,\n",
- " Timestamp('2023-02-04 23:00:00'): nan,\n",
- " Timestamp('2023-02-05 00:00:00'): nan,\n",
- " Timestamp('2023-02-05 01:00:00'): nan,\n",
- " Timestamp('2023-02-05 02:00:00'): nan,\n",
- " Timestamp('2023-02-05 03:00:00'): nan,\n",
- " Timestamp('2023-02-05 04:00:00'): nan,\n",
- " Timestamp('2023-02-05 05:00:00'): nan,\n",
- " Timestamp('2023-02-05 06:00:00'): nan,\n",
- " Timestamp('2023-02-05 07:00:00'): nan,\n",
- " Timestamp('2023-02-05 08:00:00'): nan,\n",
- " Timestamp('2023-02-05 09:00:00'): nan,\n",
- " Timestamp('2023-02-05 10:00:00'): nan,\n",
- " Timestamp('2023-02-05 11:00:00'): nan,\n",
- " Timestamp('2023-02-05 12:00:00'): nan,\n",
- " Timestamp('2023-02-05 13:00:00'): nan,\n",
- " Timestamp('2023-02-05 14:00:00'): nan,\n",
- " Timestamp('2023-02-05 15:00:00'): nan,\n",
- " Timestamp('2023-02-05 16:00:00'): nan,\n",
- " Timestamp('2023-02-05 17:00:00'): nan,\n",
- " Timestamp('2023-02-05 18:00:00'): nan,\n",
- " Timestamp('2023-02-05 19:00:00'): nan,\n",
- " Timestamp('2023-02-05 20:00:00'): nan,\n",
- " Timestamp('2023-02-05 21:00:00'): nan,\n",
- " Timestamp('2023-02-05 22:00:00'): nan,\n",
- " Timestamp('2023-02-05 23:00:00'): nan,\n",
- " Timestamp('2023-02-06 00:00:00'): nan,\n",
- " Timestamp('2023-02-06 01:00:00'): nan,\n",
- " Timestamp('2023-02-06 02:00:00'): nan,\n",
- " Timestamp('2023-02-06 03:00:00'): nan,\n",
- " Timestamp('2023-02-06 04:00:00'): nan,\n",
- " Timestamp('2023-02-06 05:00:00'): nan,\n",
- " Timestamp('2023-02-06 06:00:00'): nan,\n",
- " Timestamp('2023-02-06 07:00:00'): nan,\n",
- " Timestamp('2023-02-06 08:00:00'): nan,\n",
- " Timestamp('2023-02-06 09:00:00'): nan,\n",
- " Timestamp('2023-02-06 10:00:00'): nan,\n",
- " Timestamp('2023-02-06 11:00:00'): nan,\n",
- " Timestamp('2023-02-06 12:00:00'): nan,\n",
- " Timestamp('2023-02-06 13:00:00'): nan,\n",
- " Timestamp('2023-02-06 14:00:00'): nan,\n",
- " Timestamp('2023-02-06 15:00:00'): nan,\n",
- " Timestamp('2023-02-06 16:00:00'): nan,\n",
- " Timestamp('2023-02-06 17:00:00'): nan,\n",
- " Timestamp('2023-02-06 18:00:00'): nan,\n",
- " Timestamp('2023-02-06 19:00:00'): nan,\n",
- " Timestamp('2023-02-06 20:00:00'): nan,\n",
- " Timestamp('2023-02-06 21:00:00'): nan,\n",
- " Timestamp('2023-02-06 22:00:00'): nan,\n",
- " Timestamp('2023-02-06 23:00:00'): nan,\n",
- " Timestamp('2023-02-07 00:00:00'): nan,\n",
- " Timestamp('2023-02-07 01:00:00'): nan,\n",
- " Timestamp('2023-02-07 02:00:00'): nan,\n",
- " Timestamp('2023-02-07 03:00:00'): nan,\n",
- " Timestamp('2023-02-07 04:00:00'): nan,\n",
- " Timestamp('2023-02-07 05:00:00'): nan,\n",
- " Timestamp('2023-02-07 06:00:00'): nan,\n",
- " Timestamp('2023-02-07 07:00:00'): nan,\n",
- " Timestamp('2023-02-07 08:00:00'): nan,\n",
- " Timestamp('2023-02-07 09:00:00'): nan,\n",
- " Timestamp('2023-02-07 10:00:00'): nan,\n",
- " Timestamp('2023-02-07 11:00:00'): nan,\n",
- " Timestamp('2023-02-07 12:00:00'): nan,\n",
- " Timestamp('2023-02-07 13:00:00'): nan,\n",
- " Timestamp('2023-02-07 14:00:00'): nan,\n",
- " Timestamp('2023-02-07 15:00:00'): nan,\n",
- " Timestamp('2023-02-07 16:00:00'): nan,\n",
- " Timestamp('2023-02-07 17:00:00'): nan,\n",
- " Timestamp('2023-02-07 18:00:00'): nan,\n",
- " Timestamp('2023-02-07 19:00:00'): nan,\n",
- " Timestamp('2023-02-07 20:00:00'): nan,\n",
- " Timestamp('2023-02-07 21:00:00'): nan,\n",
- " Timestamp('2023-02-07 22:00:00'): nan,\n",
- " Timestamp('2023-02-07 23:00:00'): nan,\n",
- " Timestamp('2023-02-08 00:00:00'): nan,\n",
- " Timestamp('2023-02-08 01:00:00'): nan,\n",
- " Timestamp('2023-02-08 02:00:00'): nan,\n",
- " Timestamp('2023-02-08 03:00:00'): nan,\n",
- " Timestamp('2023-02-08 04:00:00'): nan,\n",
- " Timestamp('2023-02-08 05:00:00'): nan,\n",
- " Timestamp('2023-02-08 06:00:00'): nan,\n",
- " Timestamp('2023-02-08 07:00:00'): nan,\n",
- " Timestamp('2023-02-08 08:00:00'): nan,\n",
- " Timestamp('2023-02-08 09:00:00'): nan,\n",
- " Timestamp('2023-02-08 10:00:00'): nan,\n",
- " Timestamp('2023-02-08 11:00:00'): nan,\n",
- " Timestamp('2023-02-08 12:00:00'): nan,\n",
- " Timestamp('2023-02-08 13:00:00'): nan,\n",
- " Timestamp('2023-02-08 14:00:00'): nan,\n",
- " Timestamp('2023-02-08 15:00:00'): nan,\n",
- " Timestamp('2023-02-08 16:00:00'): nan,\n",
- " Timestamp('2023-02-08 17:00:00'): nan,\n",
- " Timestamp('2023-02-08 18:00:00'): nan,\n",
- " Timestamp('2023-02-08 19:00:00'): nan,\n",
- " Timestamp('2023-02-08 20:00:00'): nan,\n",
- " Timestamp('2023-02-08 21:00:00'): nan,\n",
- " Timestamp('2023-02-08 22:00:00'): nan,\n",
- " Timestamp('2023-02-08 23:00:00'): nan,\n",
- " Timestamp('2023-02-09 00:00:00'): nan,\n",
- " Timestamp('2023-02-09 01:00:00'): nan,\n",
- " Timestamp('2023-02-09 02:00:00'): nan,\n",
- " Timestamp('2023-02-09 03:00:00'): nan,\n",
- " Timestamp('2023-02-09 04:00:00'): nan,\n",
- " Timestamp('2023-02-09 05:00:00'): nan,\n",
- " Timestamp('2023-02-09 06:00:00'): nan,\n",
- " Timestamp('2023-02-09 07:00:00'): nan,\n",
- " Timestamp('2023-02-09 08:00:00'): nan,\n",
- " Timestamp('2023-02-09 09:00:00'): nan,\n",
- " Timestamp('2023-02-09 10:00:00'): nan,\n",
- " Timestamp('2023-02-09 11:00:00'): nan,\n",
- " Timestamp('2023-02-09 12:00:00'): nan,\n",
- " Timestamp('2023-02-09 13:00:00'): nan,\n",
- " Timestamp('2023-02-09 14:00:00'): nan,\n",
- " Timestamp('2023-02-09 15:00:00'): nan,\n",
- " Timestamp('2023-02-09 16:00:00'): nan,\n",
- " Timestamp('2023-02-09 17:00:00'): nan,\n",
- " Timestamp('2023-02-09 18:00:00'): nan,\n",
- " Timestamp('2023-02-09 19:00:00'): nan,\n",
- " Timestamp('2023-02-09 20:00:00'): nan,\n",
- " Timestamp('2023-02-09 21:00:00'): nan,\n",
- " Timestamp('2023-02-09 22:00:00'): nan,\n",
- " Timestamp('2023-02-09 23:00:00'): nan,\n",
- " Timestamp('2023-02-10 00:00:00'): nan,\n",
- " Timestamp('2023-02-10 01:00:00'): nan,\n",
- " Timestamp('2023-02-10 03:00:00'): nan,\n",
- " Timestamp('2023-02-10 04:00:00'): nan,\n",
- " Timestamp('2023-02-10 05:00:00'): nan,\n",
- " Timestamp('2023-02-10 06:00:00'): nan,\n",
- " Timestamp('2023-02-10 07:00:00'): nan,\n",
- " Timestamp('2023-02-10 08:00:00'): nan,\n",
- " Timestamp('2023-02-10 09:00:00'): nan,\n",
- " Timestamp('2023-02-10 10:00:00'): nan,\n",
- " Timestamp('2023-02-10 11:00:00'): nan,\n",
- " Timestamp('2023-02-10 12:00:00'): nan,\n",
- " Timestamp('2023-02-10 13:00:00'): nan,\n",
- " Timestamp('2023-02-10 14:00:00'): nan,\n",
- " Timestamp('2023-02-10 15:00:00'): nan,\n",
- " Timestamp('2023-02-10 16:00:00'): nan,\n",
- " Timestamp('2023-02-10 17:00:00'): nan,\n",
- " Timestamp('2023-02-10 18:00:00'): nan,\n",
- " Timestamp('2023-02-10 19:00:00'): nan,\n",
- " Timestamp('2023-02-10 20:00:00'): nan,\n",
- " Timestamp('2023-02-10 21:00:00'): nan,\n",
- " Timestamp('2023-02-10 22:00:00'): nan,\n",
- " Timestamp('2023-02-10 23:00:00'): nan,\n",
- " Timestamp('2023-02-11 00:00:00'): nan,\n",
- " Timestamp('2023-02-11 01:00:00'): nan,\n",
- " Timestamp('2023-02-11 02:00:00'): nan,\n",
- " Timestamp('2023-02-11 03:00:00'): nan,\n",
- " Timestamp('2023-02-11 04:00:00'): nan,\n",
- " Timestamp('2023-02-11 05:00:00'): nan,\n",
- " Timestamp('2023-02-11 06:00:00'): nan,\n",
- " Timestamp('2023-02-11 07:00:00'): nan,\n",
- " Timestamp('2023-02-11 08:00:00'): nan,\n",
- " Timestamp('2023-02-11 09:00:00'): nan,\n",
- " Timestamp('2023-02-11 10:00:00'): nan,\n",
- " Timestamp('2023-02-11 11:00:00'): nan,\n",
- " Timestamp('2023-02-11 12:00:00'): nan,\n",
- " Timestamp('2023-02-11 13:00:00'): nan,\n",
- " Timestamp('2023-02-11 14:00:00'): nan,\n",
- " Timestamp('2023-02-11 15:00:00'): nan,\n",
- " Timestamp('2023-02-11 16:00:00'): nan,\n",
- " Timestamp('2023-02-11 17:00:00'): nan,\n",
- " Timestamp('2023-02-11 18:00:00'): nan,\n",
- " Timestamp('2023-02-11 19:00:00'): nan,\n",
- " ...},\n",
- " 'tplm2_APD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
- " Timestamp('2023-01-01 01:00:00'): nan,\n",
- " Timestamp('2023-01-01 02:00:00'): nan,\n",
- " Timestamp('2023-01-01 03:00:00'): nan,\n",
- " Timestamp('2023-01-01 04:00:00'): nan,\n",
- " Timestamp('2023-01-01 05:00:00'): nan,\n",
- " Timestamp('2023-01-01 06:00:00'): nan,\n",
- " Timestamp('2023-01-01 07:00:00'): nan,\n",
- " Timestamp('2023-01-01 08:00:00'): nan,\n",
- " Timestamp('2023-01-01 09:00:00'): nan,\n",
- " Timestamp('2023-01-01 10:00:00'): nan,\n",
- " Timestamp('2023-01-01 11:00:00'): nan,\n",
- " Timestamp('2023-01-01 12:00:00'): nan,\n",
- " Timestamp('2023-01-01 13:00:00'): nan,\n",
- " Timestamp('2023-01-01 14:00:00'): nan,\n",
- " Timestamp('2023-01-01 15:00:00'): nan,\n",
- " Timestamp('2023-01-01 16:00:00'): nan,\n",
- " Timestamp('2023-01-01 17:00:00'): nan,\n",
- " Timestamp('2023-01-01 18:00:00'): nan,\n",
- " Timestamp('2023-01-01 19:00:00'): nan,\n",
- " Timestamp('2023-01-01 20:00:00'): nan,\n",
- " Timestamp('2023-01-01 21:00:00'): nan,\n",
- " Timestamp('2023-01-01 22:00:00'): nan,\n",
- " Timestamp('2023-01-01 23:00:00'): nan,\n",
- " Timestamp('2023-01-02 00:00:00'): nan,\n",
- " Timestamp('2023-01-02 01:00:00'): nan,\n",
- " Timestamp('2023-01-02 02:00:00'): nan,\n",
- " Timestamp('2023-01-02 03:00:00'): nan,\n",
- " Timestamp('2023-01-02 04:00:00'): nan,\n",
- " Timestamp('2023-01-02 05:00:00'): nan,\n",
- " Timestamp('2023-01-02 06:00:00'): nan,\n",
- " Timestamp('2023-01-02 07:00:00'): nan,\n",
- " Timestamp('2023-01-02 08:00:00'): nan,\n",
- " Timestamp('2023-01-02 09:00:00'): nan,\n",
- " Timestamp('2023-01-02 10:00:00'): nan,\n",
- " Timestamp('2023-01-02 11:00:00'): nan,\n",
- " Timestamp('2023-01-02 12:00:00'): nan,\n",
- " Timestamp('2023-01-02 13:00:00'): nan,\n",
- " Timestamp('2023-01-02 14:00:00'): nan,\n",
- " Timestamp('2023-01-02 15:00:00'): nan,\n",
- " Timestamp('2023-01-02 16:00:00'): nan,\n",
- " Timestamp('2023-01-02 17:00:00'): nan,\n",
- " Timestamp('2023-01-02 18:00:00'): nan,\n",
- " Timestamp('2023-01-02 19:00:00'): nan,\n",
- " Timestamp('2023-01-02 20:00:00'): nan,\n",
- " Timestamp('2023-01-02 21:00:00'): nan,\n",
- " Timestamp('2023-01-02 22:00:00'): nan,\n",
- " Timestamp('2023-01-02 23:00:00'): nan,\n",
- " Timestamp('2023-01-03 00:00:00'): nan,\n",
- " Timestamp('2023-01-03 01:00:00'): nan,\n",
- " Timestamp('2023-01-03 02:00:00'): nan,\n",
- " Timestamp('2023-01-03 03:00:00'): nan,\n",
- " Timestamp('2023-01-03 04:00:00'): nan,\n",
- " Timestamp('2023-01-03 05:00:00'): nan,\n",
- " Timestamp('2023-01-03 06:00:00'): nan,\n",
- " Timestamp('2023-01-03 07:00:00'): nan,\n",
- " Timestamp('2023-01-03 08:00:00'): nan,\n",
- " Timestamp('2023-01-03 09:00:00'): nan,\n",
- " Timestamp('2023-01-03 10:00:00'): nan,\n",
- " Timestamp('2023-01-03 11:00:00'): nan,\n",
- " Timestamp('2023-01-03 12:00:00'): nan,\n",
- " Timestamp('2023-01-03 13:00:00'): nan,\n",
- " Timestamp('2023-01-03 14:00:00'): nan,\n",
- " Timestamp('2023-01-03 15:00:00'): nan,\n",
- " Timestamp('2023-01-03 16:00:00'): nan,\n",
- " Timestamp('2023-01-03 17:00:00'): nan,\n",
- " Timestamp('2023-01-03 18:00:00'): nan,\n",
- " Timestamp('2023-01-03 19:00:00'): nan,\n",
- " Timestamp('2023-01-03 20:00:00'): nan,\n",
- " Timestamp('2023-01-03 21:00:00'): nan,\n",
- " Timestamp('2023-01-03 22:00:00'): nan,\n",
- " Timestamp('2023-01-03 23:00:00'): nan,\n",
- " Timestamp('2023-01-04 00:00:00'): nan,\n",
- " Timestamp('2023-01-04 01:00:00'): nan,\n",
- " Timestamp('2023-01-04 02:00:00'): nan,\n",
- " Timestamp('2023-01-04 03:00:00'): nan,\n",
- " Timestamp('2023-01-04 04:00:00'): nan,\n",
- " Timestamp('2023-01-04 05:00:00'): nan,\n",
- " Timestamp('2023-01-04 06:00:00'): nan,\n",
- " Timestamp('2023-01-04 07:00:00'): nan,\n",
- " Timestamp('2023-01-04 08:00:00'): nan,\n",
- " Timestamp('2023-01-04 09:00:00'): nan,\n",
- " Timestamp('2023-01-04 10:00:00'): nan,\n",
- " Timestamp('2023-01-04 11:00:00'): nan,\n",
- " Timestamp('2023-01-04 12:00:00'): nan,\n",
- " Timestamp('2023-01-04 13:00:00'): nan,\n",
- " Timestamp('2023-01-04 14:00:00'): nan,\n",
- " Timestamp('2023-01-04 15:00:00'): nan,\n",
- " Timestamp('2023-01-04 16:00:00'): nan,\n",
- " Timestamp('2023-01-04 17:00:00'): nan,\n",
- " Timestamp('2023-01-04 18:00:00'): nan,\n",
- " Timestamp('2023-01-04 19:00:00'): nan,\n",
- " Timestamp('2023-01-04 20:00:00'): nan,\n",
- " Timestamp('2023-01-04 21:00:00'): nan,\n",
- " Timestamp('2023-01-04 22:00:00'): nan,\n",
- " Timestamp('2023-01-04 23:00:00'): nan,\n",
- " Timestamp('2023-01-05 00:00:00'): nan,\n",
- " Timestamp('2023-01-05 01:00:00'): nan,\n",
- " Timestamp('2023-01-05 02:00:00'): nan,\n",
- " Timestamp('2023-01-05 03:00:00'): nan,\n",
- " Timestamp('2023-01-05 04:00:00'): nan,\n",
- " Timestamp('2023-01-05 05:00:00'): nan,\n",
- " Timestamp('2023-01-05 06:00:00'): nan,\n",
- " Timestamp('2023-01-05 07:00:00'): nan,\n",
- " Timestamp('2023-01-05 08:00:00'): nan,\n",
- " Timestamp('2023-01-05 09:00:00'): nan,\n",
- " Timestamp('2023-01-05 10:00:00'): nan,\n",
- " Timestamp('2023-01-05 11:00:00'): nan,\n",
- " Timestamp('2023-01-05 13:00:00'): nan,\n",
- " Timestamp('2023-01-05 14:00:00'): nan,\n",
- " Timestamp('2023-01-05 16:00:00'): nan,\n",
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- " Timestamp('2023-02-04 08:00:00'): nan,\n",
- " Timestamp('2023-02-04 09:00:00'): nan,\n",
- " Timestamp('2023-02-04 10:00:00'): nan,\n",
- " Timestamp('2023-02-04 11:00:00'): nan,\n",
- " Timestamp('2023-02-04 12:00:00'): nan,\n",
- " Timestamp('2023-02-04 13:00:00'): nan,\n",
- " Timestamp('2023-02-04 14:00:00'): nan,\n",
- " Timestamp('2023-02-04 15:00:00'): nan,\n",
- " Timestamp('2023-02-04 16:00:00'): nan,\n",
- " Timestamp('2023-02-04 17:00:00'): nan,\n",
- " Timestamp('2023-02-04 18:00:00'): nan,\n",
- " Timestamp('2023-02-04 19:00:00'): nan,\n",
- " Timestamp('2023-02-04 20:00:00'): nan,\n",
- " Timestamp('2023-02-04 21:00:00'): nan,\n",
- " Timestamp('2023-02-04 22:00:00'): nan,\n",
- " Timestamp('2023-02-04 23:00:00'): nan,\n",
- " Timestamp('2023-02-05 00:00:00'): nan,\n",
- " Timestamp('2023-02-05 01:00:00'): nan,\n",
- " Timestamp('2023-02-05 02:00:00'): nan,\n",
- " Timestamp('2023-02-05 03:00:00'): nan,\n",
- " Timestamp('2023-02-05 04:00:00'): nan,\n",
- " Timestamp('2023-02-05 05:00:00'): nan,\n",
- " Timestamp('2023-02-05 06:00:00'): nan,\n",
- " Timestamp('2023-02-05 07:00:00'): nan,\n",
- " Timestamp('2023-02-05 08:00:00'): nan,\n",
- " Timestamp('2023-02-05 09:00:00'): nan,\n",
- " Timestamp('2023-02-05 10:00:00'): nan,\n",
- " Timestamp('2023-02-05 11:00:00'): nan,\n",
- " Timestamp('2023-02-05 12:00:00'): nan,\n",
- " Timestamp('2023-02-05 13:00:00'): nan,\n",
- " Timestamp('2023-02-05 14:00:00'): nan,\n",
- " Timestamp('2023-02-05 15:00:00'): nan,\n",
- " Timestamp('2023-02-05 16:00:00'): nan,\n",
- " Timestamp('2023-02-05 17:00:00'): nan,\n",
- " Timestamp('2023-02-05 18:00:00'): nan,\n",
- " Timestamp('2023-02-05 19:00:00'): nan,\n",
- " Timestamp('2023-02-05 20:00:00'): nan,\n",
- " Timestamp('2023-02-05 21:00:00'): nan,\n",
- " Timestamp('2023-02-05 22:00:00'): nan,\n",
- " Timestamp('2023-02-05 23:00:00'): nan,\n",
- " Timestamp('2023-02-06 00:00:00'): nan,\n",
- " Timestamp('2023-02-06 01:00:00'): nan,\n",
- " Timestamp('2023-02-06 02:00:00'): nan,\n",
- " Timestamp('2023-02-06 03:00:00'): nan,\n",
- " Timestamp('2023-02-06 04:00:00'): nan,\n",
- " Timestamp('2023-02-06 05:00:00'): nan,\n",
- " Timestamp('2023-02-06 06:00:00'): nan,\n",
- " Timestamp('2023-02-06 07:00:00'): nan,\n",
- " Timestamp('2023-02-06 08:00:00'): nan,\n",
- " Timestamp('2023-02-06 09:00:00'): nan,\n",
- " Timestamp('2023-02-06 10:00:00'): nan,\n",
- " Timestamp('2023-02-06 11:00:00'): nan,\n",
- " Timestamp('2023-02-06 12:00:00'): nan,\n",
- " Timestamp('2023-02-06 13:00:00'): nan,\n",
- " Timestamp('2023-02-06 14:00:00'): nan,\n",
- " Timestamp('2023-02-06 15:00:00'): nan,\n",
- " Timestamp('2023-02-06 16:00:00'): nan,\n",
- " Timestamp('2023-02-06 17:00:00'): nan,\n",
- " Timestamp('2023-02-06 18:00:00'): nan,\n",
- " Timestamp('2023-02-06 19:00:00'): nan,\n",
- " Timestamp('2023-02-06 20:00:00'): nan,\n",
- " Timestamp('2023-02-06 21:00:00'): nan,\n",
- " Timestamp('2023-02-06 22:00:00'): nan,\n",
- " Timestamp('2023-02-06 23:00:00'): nan,\n",
- " Timestamp('2023-02-07 00:00:00'): nan,\n",
- " Timestamp('2023-02-07 01:00:00'): nan,\n",
- " Timestamp('2023-02-07 02:00:00'): nan,\n",
- " Timestamp('2023-02-07 03:00:00'): nan,\n",
- " Timestamp('2023-02-07 04:00:00'): nan,\n",
- " Timestamp('2023-02-07 05:00:00'): nan,\n",
- " Timestamp('2023-02-07 06:00:00'): nan,\n",
- " Timestamp('2023-02-07 07:00:00'): nan,\n",
- " Timestamp('2023-02-07 08:00:00'): nan,\n",
- " Timestamp('2023-02-07 09:00:00'): nan,\n",
- " Timestamp('2023-02-07 10:00:00'): nan,\n",
- " Timestamp('2023-02-07 11:00:00'): nan,\n",
- " Timestamp('2023-02-07 12:00:00'): nan,\n",
- " Timestamp('2023-02-07 13:00:00'): nan,\n",
- " Timestamp('2023-02-07 14:00:00'): nan,\n",
- " Timestamp('2023-02-07 15:00:00'): nan,\n",
- " Timestamp('2023-02-07 16:00:00'): nan,\n",
- " Timestamp('2023-02-07 17:00:00'): nan,\n",
- " Timestamp('2023-02-07 18:00:00'): nan,\n",
- " Timestamp('2023-02-07 19:00:00'): nan,\n",
- " Timestamp('2023-02-07 20:00:00'): nan,\n",
- " Timestamp('2023-02-07 21:00:00'): nan,\n",
- " Timestamp('2023-02-07 22:00:00'): nan,\n",
- " Timestamp('2023-02-07 23:00:00'): nan,\n",
- " Timestamp('2023-02-08 00:00:00'): nan,\n",
- " Timestamp('2023-02-08 01:00:00'): nan,\n",
- " Timestamp('2023-02-08 02:00:00'): nan,\n",
- " Timestamp('2023-02-08 03:00:00'): nan,\n",
- " Timestamp('2023-02-08 04:00:00'): nan,\n",
- " Timestamp('2023-02-08 05:00:00'): nan,\n",
- " Timestamp('2023-02-08 06:00:00'): nan,\n",
- " Timestamp('2023-02-08 07:00:00'): nan,\n",
- " Timestamp('2023-02-08 08:00:00'): nan,\n",
- " Timestamp('2023-02-08 09:00:00'): nan,\n",
- " Timestamp('2023-02-08 10:00:00'): nan,\n",
- " Timestamp('2023-02-08 11:00:00'): nan,\n",
- " Timestamp('2023-02-08 12:00:00'): nan,\n",
- " Timestamp('2023-02-08 13:00:00'): nan,\n",
- " Timestamp('2023-02-08 14:00:00'): nan,\n",
- " Timestamp('2023-02-08 15:00:00'): nan,\n",
- " Timestamp('2023-02-08 16:00:00'): nan,\n",
- " Timestamp('2023-02-08 17:00:00'): nan,\n",
- " Timestamp('2023-02-08 18:00:00'): nan,\n",
- " Timestamp('2023-02-08 19:00:00'): nan,\n",
- " Timestamp('2023-02-08 20:00:00'): nan,\n",
- " Timestamp('2023-02-08 21:00:00'): nan,\n",
- " Timestamp('2023-02-08 22:00:00'): nan,\n",
- " Timestamp('2023-02-08 23:00:00'): nan,\n",
- " Timestamp('2023-02-09 00:00:00'): nan,\n",
- " Timestamp('2023-02-09 01:00:00'): nan,\n",
- " Timestamp('2023-02-09 02:00:00'): nan,\n",
- " Timestamp('2023-02-09 03:00:00'): nan,\n",
- " Timestamp('2023-02-09 04:00:00'): nan,\n",
- " Timestamp('2023-02-09 05:00:00'): nan,\n",
- " Timestamp('2023-02-09 06:00:00'): nan,\n",
- " Timestamp('2023-02-09 07:00:00'): nan,\n",
- " Timestamp('2023-02-09 08:00:00'): nan,\n",
- " Timestamp('2023-02-09 09:00:00'): nan,\n",
- " Timestamp('2023-02-09 10:00:00'): nan,\n",
- " Timestamp('2023-02-09 11:00:00'): nan,\n",
- " Timestamp('2023-02-09 12:00:00'): nan,\n",
- " Timestamp('2023-02-09 13:00:00'): nan,\n",
- " Timestamp('2023-02-09 14:00:00'): nan,\n",
- " Timestamp('2023-02-09 15:00:00'): nan,\n",
- " Timestamp('2023-02-09 16:00:00'): nan,\n",
- " Timestamp('2023-02-09 17:00:00'): nan,\n",
- " Timestamp('2023-02-09 18:00:00'): nan,\n",
- " Timestamp('2023-02-09 19:00:00'): nan,\n",
- " Timestamp('2023-02-09 20:00:00'): nan,\n",
- " Timestamp('2023-02-09 21:00:00'): nan,\n",
- " Timestamp('2023-02-09 22:00:00'): nan,\n",
- " Timestamp('2023-02-09 23:00:00'): nan,\n",
- " Timestamp('2023-02-10 00:00:00'): nan,\n",
- " Timestamp('2023-02-10 01:00:00'): nan,\n",
- " Timestamp('2023-02-10 03:00:00'): nan,\n",
- " Timestamp('2023-02-10 04:00:00'): nan,\n",
- " Timestamp('2023-02-10 05:00:00'): nan,\n",
- " Timestamp('2023-02-10 06:00:00'): nan,\n",
- " Timestamp('2023-02-10 07:00:00'): nan,\n",
- " Timestamp('2023-02-10 08:00:00'): nan,\n",
- " Timestamp('2023-02-10 09:00:00'): nan,\n",
- " Timestamp('2023-02-10 10:00:00'): nan,\n",
- " Timestamp('2023-02-10 11:00:00'): nan,\n",
- " Timestamp('2023-02-10 12:00:00'): nan,\n",
- " Timestamp('2023-02-10 13:00:00'): nan,\n",
- " Timestamp('2023-02-10 14:00:00'): nan,\n",
- " Timestamp('2023-02-10 15:00:00'): nan,\n",
- " Timestamp('2023-02-10 16:00:00'): nan,\n",
- " Timestamp('2023-02-10 17:00:00'): nan,\n",
- " Timestamp('2023-02-10 18:00:00'): nan,\n",
- " Timestamp('2023-02-10 19:00:00'): nan,\n",
- " Timestamp('2023-02-10 20:00:00'): nan,\n",
- " Timestamp('2023-02-10 21:00:00'): nan,\n",
- " Timestamp('2023-02-10 22:00:00'): nan,\n",
- " Timestamp('2023-02-10 23:00:00'): nan,\n",
- " Timestamp('2023-02-11 00:00:00'): nan,\n",
- " Timestamp('2023-02-11 01:00:00'): nan,\n",
- " Timestamp('2023-02-11 02:00:00'): nan,\n",
- " Timestamp('2023-02-11 03:00:00'): nan,\n",
- " Timestamp('2023-02-11 04:00:00'): nan,\n",
- " Timestamp('2023-02-11 05:00:00'): nan,\n",
- " Timestamp('2023-02-11 06:00:00'): nan,\n",
- " Timestamp('2023-02-11 07:00:00'): nan,\n",
- " Timestamp('2023-02-11 08:00:00'): nan,\n",
- " Timestamp('2023-02-11 09:00:00'): nan,\n",
- " Timestamp('2023-02-11 10:00:00'): nan,\n",
- " Timestamp('2023-02-11 11:00:00'): nan,\n",
- " Timestamp('2023-02-11 12:00:00'): nan,\n",
- " Timestamp('2023-02-11 13:00:00'): nan,\n",
- " Timestamp('2023-02-11 14:00:00'): nan,\n",
- " Timestamp('2023-02-11 15:00:00'): nan,\n",
- " Timestamp('2023-02-11 16:00:00'): nan,\n",
- " Timestamp('2023-02-11 17:00:00'): nan,\n",
- " Timestamp('2023-02-11 18:00:00'): nan,\n",
- " Timestamp('2023-02-11 19:00:00'): nan,\n",
- " ...},\n",
- " 'tplm2_MWD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
- " Timestamp('2023-01-01 01:00:00'): nan,\n",
- " Timestamp('2023-01-01 02:00:00'): nan,\n",
- " Timestamp('2023-01-01 03:00:00'): nan,\n",
- " Timestamp('2023-01-01 04:00:00'): nan,\n",
- " Timestamp('2023-01-01 05:00:00'): nan,\n",
- " Timestamp('2023-01-01 06:00:00'): nan,\n",
- " Timestamp('2023-01-01 07:00:00'): nan,\n",
- " Timestamp('2023-01-01 08:00:00'): nan,\n",
- " Timestamp('2023-01-01 09:00:00'): nan,\n",
- " Timestamp('2023-01-01 10:00:00'): nan,\n",
- " Timestamp('2023-01-01 11:00:00'): nan,\n",
- " Timestamp('2023-01-01 12:00:00'): nan,\n",
- " Timestamp('2023-01-01 13:00:00'): nan,\n",
- " Timestamp('2023-01-01 14:00:00'): nan,\n",
- " Timestamp('2023-01-01 15:00:00'): nan,\n",
- " Timestamp('2023-01-01 16:00:00'): nan,\n",
- " Timestamp('2023-01-01 17:00:00'): nan,\n",
- " Timestamp('2023-01-01 18:00:00'): nan,\n",
- " Timestamp('2023-01-01 19:00:00'): nan,\n",
- " Timestamp('2023-01-01 20:00:00'): nan,\n",
- " Timestamp('2023-01-01 21:00:00'): nan,\n",
- " Timestamp('2023-01-01 22:00:00'): nan,\n",
- " Timestamp('2023-01-01 23:00:00'): nan,\n",
- " Timestamp('2023-01-02 00:00:00'): nan,\n",
- " Timestamp('2023-01-02 01:00:00'): nan,\n",
- " Timestamp('2023-01-02 02:00:00'): nan,\n",
- " Timestamp('2023-01-02 03:00:00'): nan,\n",
- " Timestamp('2023-01-02 04:00:00'): nan,\n",
- " Timestamp('2023-01-02 05:00:00'): nan,\n",
- " Timestamp('2023-01-02 06:00:00'): nan,\n",
- " Timestamp('2023-01-02 07:00:00'): nan,\n",
- " Timestamp('2023-01-02 08:00:00'): nan,\n",
- " Timestamp('2023-01-02 09:00:00'): nan,\n",
- " Timestamp('2023-01-02 10:00:00'): nan,\n",
- " Timestamp('2023-01-02 11:00:00'): nan,\n",
- " Timestamp('2023-01-02 12:00:00'): nan,\n",
- " Timestamp('2023-01-02 13:00:00'): nan,\n",
- " Timestamp('2023-01-02 14:00:00'): nan,\n",
- " Timestamp('2023-01-02 15:00:00'): nan,\n",
- " Timestamp('2023-01-02 16:00:00'): nan,\n",
- " Timestamp('2023-01-02 17:00:00'): nan,\n",
- " Timestamp('2023-01-02 18:00:00'): nan,\n",
- " Timestamp('2023-01-02 19:00:00'): nan,\n",
- " Timestamp('2023-01-02 20:00:00'): nan,\n",
- " Timestamp('2023-01-02 21:00:00'): nan,\n",
- " Timestamp('2023-01-02 22:00:00'): nan,\n",
- " Timestamp('2023-01-02 23:00:00'): nan,\n",
- " Timestamp('2023-01-03 00:00:00'): nan,\n",
- " Timestamp('2023-01-03 01:00:00'): nan,\n",
- " Timestamp('2023-01-03 02:00:00'): nan,\n",
- " Timestamp('2023-01-03 03:00:00'): nan,\n",
- " Timestamp('2023-01-03 04:00:00'): nan,\n",
- " Timestamp('2023-01-03 05:00:00'): nan,\n",
- " Timestamp('2023-01-03 06:00:00'): nan,\n",
- " Timestamp('2023-01-03 07:00:00'): nan,\n",
- " Timestamp('2023-01-03 08:00:00'): nan,\n",
- " Timestamp('2023-01-03 09:00:00'): nan,\n",
- " Timestamp('2023-01-03 10:00:00'): nan,\n",
- " Timestamp('2023-01-03 11:00:00'): nan,\n",
- " Timestamp('2023-01-03 12:00:00'): nan,\n",
- " Timestamp('2023-01-03 13:00:00'): nan,\n",
- " Timestamp('2023-01-03 14:00:00'): nan,\n",
- " Timestamp('2023-01-03 15:00:00'): nan,\n",
- " Timestamp('2023-01-03 16:00:00'): nan,\n",
- " Timestamp('2023-01-03 17:00:00'): nan,\n",
- " Timestamp('2023-01-03 18:00:00'): nan,\n",
- " Timestamp('2023-01-03 19:00:00'): nan,\n",
- " Timestamp('2023-01-03 20:00:00'): nan,\n",
- " Timestamp('2023-01-03 21:00:00'): nan,\n",
- " Timestamp('2023-01-03 22:00:00'): nan,\n",
- " Timestamp('2023-01-03 23:00:00'): nan,\n",
- " Timestamp('2023-01-04 00:00:00'): nan,\n",
- " Timestamp('2023-01-04 01:00:00'): nan,\n",
- " Timestamp('2023-01-04 02:00:00'): nan,\n",
- " Timestamp('2023-01-04 03:00:00'): nan,\n",
- " Timestamp('2023-01-04 04:00:00'): nan,\n",
- " Timestamp('2023-01-04 05:00:00'): nan,\n",
- " Timestamp('2023-01-04 06:00:00'): nan,\n",
- " Timestamp('2023-01-04 07:00:00'): nan,\n",
- " Timestamp('2023-01-04 08:00:00'): nan,\n",
- " Timestamp('2023-01-04 09:00:00'): nan,\n",
- " Timestamp('2023-01-04 10:00:00'): nan,\n",
- " Timestamp('2023-01-04 11:00:00'): nan,\n",
- " Timestamp('2023-01-04 12:00:00'): nan,\n",
- " Timestamp('2023-01-04 13:00:00'): nan,\n",
- " Timestamp('2023-01-04 14:00:00'): nan,\n",
- " Timestamp('2023-01-04 15:00:00'): nan,\n",
- " Timestamp('2023-01-04 16:00:00'): nan,\n",
- " Timestamp('2023-01-04 17:00:00'): nan,\n",
- " Timestamp('2023-01-04 18:00:00'): nan,\n",
- " Timestamp('2023-01-04 19:00:00'): nan,\n",
- " Timestamp('2023-01-04 20:00:00'): nan,\n",
- " Timestamp('2023-01-04 21:00:00'): nan,\n",
- " Timestamp('2023-01-04 22:00:00'): nan,\n",
- " Timestamp('2023-01-04 23:00:00'): nan,\n",
- " Timestamp('2023-01-05 00:00:00'): nan,\n",
- " Timestamp('2023-01-05 01:00:00'): nan,\n",
- " Timestamp('2023-01-05 02:00:00'): nan,\n",
- " Timestamp('2023-01-05 03:00:00'): nan,\n",
- " Timestamp('2023-01-05 04:00:00'): nan,\n",
- " Timestamp('2023-01-05 05:00:00'): nan,\n",
- " Timestamp('2023-01-05 06:00:00'): nan,\n",
- " Timestamp('2023-01-05 07:00:00'): nan,\n",
- " Timestamp('2023-01-05 08:00:00'): nan,\n",
- " Timestamp('2023-01-05 09:00:00'): nan,\n",
- " Timestamp('2023-01-05 10:00:00'): nan,\n",
- " Timestamp('2023-01-05 11:00:00'): nan,\n",
- " Timestamp('2023-01-05 13:00:00'): nan,\n",
- " Timestamp('2023-01-05 14:00:00'): nan,\n",
- " Timestamp('2023-01-05 16:00:00'): nan,\n",
- " Timestamp('2023-01-05 17:00:00'): nan,\n",
- " Timestamp('2023-01-05 18:00:00'): nan,\n",
- " Timestamp('2023-01-05 19:00:00'): nan,\n",
- " Timestamp('2023-01-05 20:00:00'): nan,\n",
- " Timestamp('2023-01-05 21:00:00'): nan,\n",
- " Timestamp('2023-01-05 22:00:00'): nan,\n",
- " Timestamp('2023-01-05 23:00:00'): nan,\n",
- " Timestamp('2023-01-06 00:00:00'): nan,\n",
- " Timestamp('2023-01-06 01:00:00'): nan,\n",
- " Timestamp('2023-01-06 02:00:00'): nan,\n",
- " Timestamp('2023-01-06 03:00:00'): nan,\n",
- " Timestamp('2023-01-06 04:00:00'): nan,\n",
- " Timestamp('2023-01-06 05:00:00'): nan,\n",
- " Timestamp('2023-01-06 06:00:00'): nan,\n",
- " Timestamp('2023-01-06 07:00:00'): nan,\n",
- " Timestamp('2023-01-06 08:00:00'): nan,\n",
- " Timestamp('2023-01-06 09:00:00'): nan,\n",
- " Timestamp('2023-01-06 10:00:00'): nan,\n",
- " Timestamp('2023-01-06 11:00:00'): nan,\n",
- " Timestamp('2023-01-06 12:00:00'): nan,\n",
- " Timestamp('2023-01-06 13:00:00'): nan,\n",
- " Timestamp('2023-01-06 14:00:00'): nan,\n",
- " Timestamp('2023-01-06 15:00:00'): nan,\n",
- " Timestamp('2023-01-06 16:00:00'): nan,\n",
- " Timestamp('2023-01-06 17:00:00'): nan,\n",
- " Timestamp('2023-01-06 18:00:00'): nan,\n",
- " Timestamp('2023-01-06 19:00:00'): nan,\n",
- " Timestamp('2023-01-06 20:00:00'): nan,\n",
- " Timestamp('2023-01-06 21:00:00'): nan,\n",
- " Timestamp('2023-01-06 22:00:00'): nan,\n",
- " Timestamp('2023-01-06 23:00:00'): nan,\n",
- " Timestamp('2023-01-07 00:00:00'): nan,\n",
- " Timestamp('2023-01-07 01:00:00'): nan,\n",
- " Timestamp('2023-01-07 02:00:00'): nan,\n",
- " Timestamp('2023-01-07 03:00:00'): nan,\n",
- " Timestamp('2023-01-07 04:00:00'): nan,\n",
- " Timestamp('2023-01-07 05:00:00'): nan,\n",
- " Timestamp('2023-01-07 06:00:00'): nan,\n",
- " Timestamp('2023-01-07 07:00:00'): nan,\n",
- " Timestamp('2023-01-07 08:00:00'): nan,\n",
- " Timestamp('2023-01-07 09:00:00'): nan,\n",
- " Timestamp('2023-01-07 10:00:00'): nan,\n",
- " Timestamp('2023-01-07 11:00:00'): nan,\n",
- " Timestamp('2023-01-07 12:00:00'): nan,\n",
- " Timestamp('2023-01-07 13:00:00'): nan,\n",
- " Timestamp('2023-01-07 14:00:00'): nan,\n",
- " Timestamp('2023-01-07 15:00:00'): nan,\n",
- " Timestamp('2023-01-07 16:00:00'): nan,\n",
- " Timestamp('2023-01-07 17:00:00'): nan,\n",
- " Timestamp('2023-01-07 18:00:00'): nan,\n",
- " Timestamp('2023-01-07 19:00:00'): nan,\n",
- " Timestamp('2023-01-07 20:00:00'): nan,\n",
- " Timestamp('2023-01-07 21:00:00'): nan,\n",
- " Timestamp('2023-01-07 22:00:00'): nan,\n",
- " Timestamp('2023-01-07 23:00:00'): nan,\n",
- " Timestamp('2023-01-08 00:00:00'): nan,\n",
- " Timestamp('2023-01-08 01:00:00'): nan,\n",
- " Timestamp('2023-01-08 02:00:00'): nan,\n",
- " Timestamp('2023-01-08 03:00:00'): nan,\n",
- " Timestamp('2023-01-08 04:00:00'): nan,\n",
- " Timestamp('2023-01-08 05:00:00'): nan,\n",
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- " Timestamp('2023-02-04 22:00:00'): 1033.3,\n",
- " Timestamp('2023-02-04 23:00:00'): 1033.3,\n",
- " Timestamp('2023-02-05 00:00:00'): 1033.1,\n",
- " Timestamp('2023-02-05 01:00:00'): 1032.2,\n",
- " Timestamp('2023-02-05 02:00:00'): 1031.5,\n",
- " Timestamp('2023-02-05 03:00:00'): 1030.9,\n",
- " Timestamp('2023-02-05 04:00:00'): 1030.4,\n",
- " Timestamp('2023-02-05 05:00:00'): 1029.8,\n",
- " Timestamp('2023-02-05 06:00:00'): 1029.0,\n",
- " Timestamp('2023-02-05 07:00:00'): 1028.4,\n",
- " Timestamp('2023-02-05 08:00:00'): 1028.0,\n",
- " Timestamp('2023-02-05 09:00:00'): 1027.5,\n",
- " Timestamp('2023-02-05 10:00:00'): 1027.4,\n",
- " Timestamp('2023-02-05 11:00:00'): 1027.3,\n",
- " Timestamp('2023-02-05 12:00:00'): 1027.1,\n",
- " Timestamp('2023-02-05 13:00:00'): 1026.4,\n",
- " Timestamp('2023-02-05 14:00:00'): 1026.1,\n",
- " Timestamp('2023-02-05 15:00:00'): 1025.2,\n",
- " Timestamp('2023-02-05 16:00:00'): 1024.7,\n",
- " Timestamp('2023-02-05 17:00:00'): 1023.0,\n",
- " Timestamp('2023-02-05 18:00:00'): 1021.4,\n",
- " Timestamp('2023-02-05 19:00:00'): 1020.5,\n",
- " Timestamp('2023-02-05 20:00:00'): 1019.2,\n",
- " Timestamp('2023-02-05 21:00:00'): 1017.9,\n",
- " Timestamp('2023-02-05 22:00:00'): 1017.7,\n",
- " Timestamp('2023-02-05 23:00:00'): 1017.8,\n",
- " Timestamp('2023-02-06 00:00:00'): 1017.2,\n",
- " Timestamp('2023-02-06 01:00:00'): 1017.2,\n",
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- " Timestamp('2023-02-06 03:00:00'): 1017.6,\n",
- " Timestamp('2023-02-06 04:00:00'): 1017.3,\n",
- " Timestamp('2023-02-06 05:00:00'): 1017.0,\n",
- " Timestamp('2023-02-06 06:00:00'): 1016.1,\n",
- " Timestamp('2023-02-06 07:00:00'): 1014.7,\n",
- " Timestamp('2023-02-06 08:00:00'): 1014.2,\n",
- " Timestamp('2023-02-06 09:00:00'): 1013.9,\n",
- " Timestamp('2023-02-06 10:00:00'): 1014.2,\n",
- " Timestamp('2023-02-06 11:00:00'): 1014.9,\n",
- " Timestamp('2023-02-06 12:00:00'): 1015.8,\n",
- " Timestamp('2023-02-06 13:00:00'): 1016.6,\n",
- " Timestamp('2023-02-06 14:00:00'): 1017.4,\n",
- " Timestamp('2023-02-06 15:00:00'): 1017.9,\n",
- " Timestamp('2023-02-06 16:00:00'): 1018.3,\n",
- " Timestamp('2023-02-06 17:00:00'): 1018.4,\n",
- " Timestamp('2023-02-06 18:00:00'): 1018.5,\n",
- " Timestamp('2023-02-06 19:00:00'): 1018.8,\n",
- " Timestamp('2023-02-06 20:00:00'): 1019.6,\n",
- " Timestamp('2023-02-06 21:00:00'): 1020.5,\n",
- " Timestamp('2023-02-06 22:00:00'): 1021.3,\n",
- " Timestamp('2023-02-06 23:00:00'): 1022.5,\n",
- " Timestamp('2023-02-07 00:00:00'): 1023.9,\n",
- " Timestamp('2023-02-07 01:00:00'): 1024.8,\n",
- " Timestamp('2023-02-07 02:00:00'): 1025.3,\n",
- " Timestamp('2023-02-07 03:00:00'): 1026.2,\n",
- " Timestamp('2023-02-07 04:00:00'): 1026.4,\n",
- " Timestamp('2023-02-07 05:00:00'): 1026.3,\n",
- " Timestamp('2023-02-07 06:00:00'): 1026.5,\n",
- " Timestamp('2023-02-07 07:00:00'): 1027.2,\n",
- " Timestamp('2023-02-07 08:00:00'): 1027.7,\n",
- " Timestamp('2023-02-07 09:00:00'): 1028.2,\n",
- " Timestamp('2023-02-07 10:00:00'): 1028.6,\n",
- " Timestamp('2023-02-07 11:00:00'): 1028.5,\n",
- " Timestamp('2023-02-07 12:00:00'): 1028.9,\n",
- " Timestamp('2023-02-07 13:00:00'): 1029.3,\n",
- " Timestamp('2023-02-07 14:00:00'): 1029.8,\n",
- " Timestamp('2023-02-07 15:00:00'): 1029.7,\n",
- " Timestamp('2023-02-07 16:00:00'): 1029.6,\n",
- " Timestamp('2023-02-07 17:00:00'): 1028.7,\n",
- " Timestamp('2023-02-07 18:00:00'): 1026.9,\n",
- " Timestamp('2023-02-07 19:00:00'): 1026.0,\n",
- " Timestamp('2023-02-07 20:00:00'): 1024.5,\n",
- " Timestamp('2023-02-07 21:00:00'): 1023.9,\n",
- " Timestamp('2023-02-07 22:00:00'): 1023.8,\n",
- " Timestamp('2023-02-07 23:00:00'): 1023.1,\n",
- " Timestamp('2023-02-08 00:00:00'): 1022.6,\n",
- " Timestamp('2023-02-08 01:00:00'): 1022.6,\n",
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- " Timestamp('2023-02-08 03:00:00'): 1022.0,\n",
- " Timestamp('2023-02-08 04:00:00'): 1021.0,\n",
- " Timestamp('2023-02-08 05:00:00'): 1021.0,\n",
- " Timestamp('2023-02-08 06:00:00'): 1020.9,\n",
- " Timestamp('2023-02-08 07:00:00'): 1021.1,\n",
- " Timestamp('2023-02-08 08:00:00'): 1020.8,\n",
- " Timestamp('2023-02-08 09:00:00'): 1020.7,\n",
- " Timestamp('2023-02-08 10:00:00'): 1021.3,\n",
- " Timestamp('2023-02-08 11:00:00'): 1022.1,\n",
- " Timestamp('2023-02-08 12:00:00'): 1023.1,\n",
- " Timestamp('2023-02-08 13:00:00'): 1023.5,\n",
- " Timestamp('2023-02-08 14:00:00'): 1024.3,\n",
- " Timestamp('2023-02-08 15:00:00'): 1024.5,\n",
- " Timestamp('2023-02-08 16:00:00'): 1025.1,\n",
- " Timestamp('2023-02-08 17:00:00'): 1024.7,\n",
- " Timestamp('2023-02-08 18:00:00'): 1024.1,\n",
- " Timestamp('2023-02-08 19:00:00'): 1024.0,\n",
- " Timestamp('2023-02-08 20:00:00'): 1024.0,\n",
- " Timestamp('2023-02-08 21:00:00'): 1024.5,\n",
- " Timestamp('2023-02-08 22:00:00'): 1025.0,\n",
- " Timestamp('2023-02-08 23:00:00'): 1025.7,\n",
- " Timestamp('2023-02-09 00:00:00'): 1026.0,\n",
- " Timestamp('2023-02-09 01:00:00'): 1026.5,\n",
- " Timestamp('2023-02-09 02:00:00'): 1026.7,\n",
- " Timestamp('2023-02-09 03:00:00'): 1027.1,\n",
- " Timestamp('2023-02-09 04:00:00'): 1027.3,\n",
- " Timestamp('2023-02-09 05:00:00'): 1027.1,\n",
- " Timestamp('2023-02-09 06:00:00'): 1026.8,\n",
- " Timestamp('2023-02-09 07:00:00'): 1026.4,\n",
- " Timestamp('2023-02-09 08:00:00'): 1026.2,\n",
- " Timestamp('2023-02-09 09:00:00'): 1025.4,\n",
- " Timestamp('2023-02-09 10:00:00'): 1025.3,\n",
- " Timestamp('2023-02-09 11:00:00'): 1025.0,\n",
- " Timestamp('2023-02-09 12:00:00'): 1024.8,\n",
- " Timestamp('2023-02-09 13:00:00'): 1024.2,\n",
- " Timestamp('2023-02-09 14:00:00'): 1023.6,\n",
- " Timestamp('2023-02-09 15:00:00'): 1022.6,\n",
- " Timestamp('2023-02-09 16:00:00'): 1021.6,\n",
- " Timestamp('2023-02-09 17:00:00'): 1019.8,\n",
- " Timestamp('2023-02-09 18:00:00'): 1018.7,\n",
- " Timestamp('2023-02-09 19:00:00'): 1017.6,\n",
- " Timestamp('2023-02-09 20:00:00'): 1015.9,\n",
- " Timestamp('2023-02-09 21:00:00'): 1015.0,\n",
- " Timestamp('2023-02-09 22:00:00'): 1014.0,\n",
- " Timestamp('2023-02-09 23:00:00'): 1013.6,\n",
- " Timestamp('2023-02-10 00:00:00'): 1012.9,\n",
- " Timestamp('2023-02-10 01:00:00'): 1012.7,\n",
- " Timestamp('2023-02-10 03:00:00'): 1011.7,\n",
- " Timestamp('2023-02-10 04:00:00'): 1010.8,\n",
- " Timestamp('2023-02-10 05:00:00'): 1010.7,\n",
- " Timestamp('2023-02-10 06:00:00'): 1010.4,\n",
- " Timestamp('2023-02-10 07:00:00'): 1010.7,\n",
- " Timestamp('2023-02-10 08:00:00'): 1010.9,\n",
- " Timestamp('2023-02-10 09:00:00'): 1011.0,\n",
- " Timestamp('2023-02-10 10:00:00'): 1011.5,\n",
- " Timestamp('2023-02-10 11:00:00'): 1012.4,\n",
- " Timestamp('2023-02-10 12:00:00'): 1013.8,\n",
- " Timestamp('2023-02-10 13:00:00'): 1015.4,\n",
- " Timestamp('2023-02-10 14:00:00'): 1016.3,\n",
- " Timestamp('2023-02-10 15:00:00'): 1016.9,\n",
- " Timestamp('2023-02-10 16:00:00'): 1017.3,\n",
- " Timestamp('2023-02-10 17:00:00'): 1017.1,\n",
- " Timestamp('2023-02-10 18:00:00'): 1017.0,\n",
- " Timestamp('2023-02-10 19:00:00'): 1017.0,\n",
- " Timestamp('2023-02-10 20:00:00'): 1017.4,\n",
- " Timestamp('2023-02-10 21:00:00'): 1018.0,\n",
- " Timestamp('2023-02-10 22:00:00'): 1018.9,\n",
- " Timestamp('2023-02-10 23:00:00'): 1019.8,\n",
- " Timestamp('2023-02-11 00:00:00'): 1020.4,\n",
- " Timestamp('2023-02-11 01:00:00'): 1021.8,\n",
- " Timestamp('2023-02-11 02:00:00'): 1022.4,\n",
- " Timestamp('2023-02-11 03:00:00'): 1022.0,\n",
- " Timestamp('2023-02-11 04:00:00'): 1021.7,\n",
- " Timestamp('2023-02-11 05:00:00'): 1022.1,\n",
- " Timestamp('2023-02-11 06:00:00'): 1022.5,\n",
- " Timestamp('2023-02-11 07:00:00'): 1022.6,\n",
- " Timestamp('2023-02-11 08:00:00'): 1022.9,\n",
- " Timestamp('2023-02-11 09:00:00'): 1023.0,\n",
- " Timestamp('2023-02-11 10:00:00'): 1024.3,\n",
- " Timestamp('2023-02-11 11:00:00'): 1025.3,\n",
- " Timestamp('2023-02-11 12:00:00'): 1026.6,\n",
- " Timestamp('2023-02-11 13:00:00'): 1027.7,\n",
- " Timestamp('2023-02-11 14:00:00'): 1028.6,\n",
- " Timestamp('2023-02-11 15:00:00'): 1028.7,\n",
- " Timestamp('2023-02-11 16:00:00'): 1028.9,\n",
- " Timestamp('2023-02-11 17:00:00'): 1028.6,\n",
- " Timestamp('2023-02-11 18:00:00'): 1027.9,\n",
- " Timestamp('2023-02-11 19:00:00'): 1028.1,\n",
- " ...},\n",
- " 'tplm2_ATMP': {Timestamp('2023-01-01 00:00:00'): 10.5,\n",
- " Timestamp('2023-01-01 01:00:00'): 10.1,\n",
- " Timestamp('2023-01-01 02:00:00'): 8.5,\n",
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- " Timestamp('2023-01-01 04:00:00'): 12.0,\n",
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- " Timestamp('2023-01-01 06:00:00'): 13.1,\n",
- " Timestamp('2023-01-01 07:00:00'): 12.7,\n",
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- " Timestamp('2023-01-01 11:00:00'): 11.0,\n",
- " Timestamp('2023-01-01 12:00:00'): 11.3,\n",
- " Timestamp('2023-01-01 13:00:00'): 10.1,\n",
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- " Timestamp('2023-01-01 15:00:00'): 11.8,\n",
- " Timestamp('2023-01-01 16:00:00'): 12.9,\n",
- " Timestamp('2023-01-01 17:00:00'): 13.8,\n",
- " Timestamp('2023-01-01 18:00:00'): 15.0,\n",
- " Timestamp('2023-01-01 19:00:00'): 13.1,\n",
- " Timestamp('2023-01-01 20:00:00'): 11.6,\n",
- " Timestamp('2023-01-01 21:00:00'): 10.7,\n",
- " Timestamp('2023-01-01 22:00:00'): 8.3,\n",
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- " Timestamp('2023-01-02 06:00:00'): 7.0,\n",
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- " Timestamp('2023-01-02 13:00:00'): 6.3,\n",
- " Timestamp('2023-01-02 14:00:00'): 7.0,\n",
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- " Timestamp('2023-01-02 18:00:00'): 10.0,\n",
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- " Timestamp('2023-01-03 11:00:00'): 8.5,\n",
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- " Timestamp('2023-01-03 13:00:00'): 9.1,\n",
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- " Timestamp('2023-01-03 18:00:00'): 13.9,\n",
- " Timestamp('2023-01-03 19:00:00'): 12.5,\n",
- " Timestamp('2023-01-03 20:00:00'): 11.1,\n",
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- " Timestamp('2023-02-05 08:00:00'): nan,\n",
- " Timestamp('2023-02-05 09:00:00'): nan,\n",
- " Timestamp('2023-02-05 10:00:00'): nan,\n",
- " Timestamp('2023-02-05 11:00:00'): nan,\n",
- " Timestamp('2023-02-05 12:00:00'): nan,\n",
- " Timestamp('2023-02-05 13:00:00'): nan,\n",
- " Timestamp('2023-02-05 14:00:00'): nan,\n",
- " Timestamp('2023-02-05 15:00:00'): nan,\n",
- " Timestamp('2023-02-05 16:00:00'): nan,\n",
- " Timestamp('2023-02-05 17:00:00'): nan,\n",
- " Timestamp('2023-02-05 18:00:00'): nan,\n",
- " Timestamp('2023-02-05 19:00:00'): nan,\n",
- " Timestamp('2023-02-05 20:00:00'): nan,\n",
- " Timestamp('2023-02-05 21:00:00'): nan,\n",
- " Timestamp('2023-02-05 22:00:00'): nan,\n",
- " Timestamp('2023-02-05 23:00:00'): nan,\n",
- " Timestamp('2023-02-06 00:00:00'): nan,\n",
- " Timestamp('2023-02-06 01:00:00'): nan,\n",
- " Timestamp('2023-02-06 02:00:00'): nan,\n",
- " Timestamp('2023-02-06 03:00:00'): nan,\n",
- " Timestamp('2023-02-06 04:00:00'): nan,\n",
- " Timestamp('2023-02-06 05:00:00'): nan,\n",
- " Timestamp('2023-02-06 06:00:00'): nan,\n",
- " Timestamp('2023-02-06 07:00:00'): nan,\n",
- " Timestamp('2023-02-06 08:00:00'): nan,\n",
- " Timestamp('2023-02-06 09:00:00'): nan,\n",
- " Timestamp('2023-02-06 10:00:00'): nan,\n",
- " Timestamp('2023-02-06 11:00:00'): nan,\n",
- " Timestamp('2023-02-06 12:00:00'): nan,\n",
- " Timestamp('2023-02-06 13:00:00'): nan,\n",
- " Timestamp('2023-02-06 14:00:00'): nan,\n",
- " Timestamp('2023-02-06 15:00:00'): nan,\n",
- " Timestamp('2023-02-06 16:00:00'): nan,\n",
- " Timestamp('2023-02-06 17:00:00'): nan,\n",
- " Timestamp('2023-02-06 18:00:00'): nan,\n",
- " Timestamp('2023-02-06 19:00:00'): nan,\n",
- " Timestamp('2023-02-06 20:00:00'): nan,\n",
- " Timestamp('2023-02-06 21:00:00'): nan,\n",
- " Timestamp('2023-02-06 22:00:00'): nan,\n",
- " Timestamp('2023-02-06 23:00:00'): nan,\n",
- " Timestamp('2023-02-07 00:00:00'): nan,\n",
- " Timestamp('2023-02-07 01:00:00'): nan,\n",
- " Timestamp('2023-02-07 02:00:00'): nan,\n",
- " Timestamp('2023-02-07 03:00:00'): nan,\n",
- " Timestamp('2023-02-07 04:00:00'): nan,\n",
- " Timestamp('2023-02-07 05:00:00'): nan,\n",
- " Timestamp('2023-02-07 06:00:00'): nan,\n",
- " Timestamp('2023-02-07 07:00:00'): nan,\n",
- " Timestamp('2023-02-07 08:00:00'): nan,\n",
- " Timestamp('2023-02-07 09:00:00'): nan,\n",
- " Timestamp('2023-02-07 10:00:00'): nan,\n",
- " Timestamp('2023-02-07 11:00:00'): nan,\n",
- " Timestamp('2023-02-07 12:00:00'): nan,\n",
- " Timestamp('2023-02-07 13:00:00'): nan,\n",
- " Timestamp('2023-02-07 14:00:00'): nan,\n",
- " Timestamp('2023-02-07 15:00:00'): nan,\n",
- " Timestamp('2023-02-07 16:00:00'): nan,\n",
- " Timestamp('2023-02-07 17:00:00'): nan,\n",
- " Timestamp('2023-02-07 18:00:00'): nan,\n",
- " Timestamp('2023-02-07 19:00:00'): nan,\n",
- " Timestamp('2023-02-07 20:00:00'): nan,\n",
- " Timestamp('2023-02-07 21:00:00'): nan,\n",
- " Timestamp('2023-02-07 22:00:00'): nan,\n",
- " Timestamp('2023-02-07 23:00:00'): nan,\n",
- " Timestamp('2023-02-08 00:00:00'): nan,\n",
- " Timestamp('2023-02-08 01:00:00'): nan,\n",
- " Timestamp('2023-02-08 02:00:00'): nan,\n",
- " Timestamp('2023-02-08 03:00:00'): nan,\n",
- " Timestamp('2023-02-08 04:00:00'): nan,\n",
- " Timestamp('2023-02-08 05:00:00'): nan,\n",
- " Timestamp('2023-02-08 06:00:00'): nan,\n",
- " Timestamp('2023-02-08 07:00:00'): nan,\n",
- " Timestamp('2023-02-08 08:00:00'): nan,\n",
- " Timestamp('2023-02-08 09:00:00'): nan,\n",
- " Timestamp('2023-02-08 10:00:00'): nan,\n",
- " Timestamp('2023-02-08 11:00:00'): nan,\n",
- " Timestamp('2023-02-08 12:00:00'): nan,\n",
- " Timestamp('2023-02-08 13:00:00'): nan,\n",
- " Timestamp('2023-02-08 14:00:00'): nan,\n",
- " Timestamp('2023-02-08 15:00:00'): nan,\n",
- " Timestamp('2023-02-08 16:00:00'): nan,\n",
- " Timestamp('2023-02-08 17:00:00'): nan,\n",
- " Timestamp('2023-02-08 18:00:00'): nan,\n",
- " Timestamp('2023-02-08 19:00:00'): nan,\n",
- " Timestamp('2023-02-08 20:00:00'): nan,\n",
- " Timestamp('2023-02-08 21:00:00'): nan,\n",
- " Timestamp('2023-02-08 22:00:00'): nan,\n",
- " Timestamp('2023-02-08 23:00:00'): nan,\n",
- " Timestamp('2023-02-09 00:00:00'): nan,\n",
- " Timestamp('2023-02-09 01:00:00'): nan,\n",
- " Timestamp('2023-02-09 02:00:00'): nan,\n",
- " Timestamp('2023-02-09 03:00:00'): nan,\n",
- " Timestamp('2023-02-09 04:00:00'): nan,\n",
- " Timestamp('2023-02-09 05:00:00'): nan,\n",
- " Timestamp('2023-02-09 06:00:00'): nan,\n",
- " Timestamp('2023-02-09 07:00:00'): nan,\n",
- " Timestamp('2023-02-09 08:00:00'): nan,\n",
- " Timestamp('2023-02-09 09:00:00'): nan,\n",
- " Timestamp('2023-02-09 10:00:00'): nan,\n",
- " Timestamp('2023-02-09 11:00:00'): nan,\n",
- " Timestamp('2023-02-09 12:00:00'): nan,\n",
- " Timestamp('2023-02-09 13:00:00'): nan,\n",
- " Timestamp('2023-02-09 14:00:00'): nan,\n",
- " Timestamp('2023-02-09 15:00:00'): nan,\n",
- " Timestamp('2023-02-09 16:00:00'): nan,\n",
- " Timestamp('2023-02-09 17:00:00'): nan,\n",
- " Timestamp('2023-02-09 18:00:00'): nan,\n",
- " Timestamp('2023-02-09 19:00:00'): nan,\n",
- " Timestamp('2023-02-09 20:00:00'): nan,\n",
- " Timestamp('2023-02-09 21:00:00'): nan,\n",
- " Timestamp('2023-02-09 22:00:00'): nan,\n",
- " Timestamp('2023-02-09 23:00:00'): nan,\n",
- " Timestamp('2023-02-10 00:00:00'): nan,\n",
- " Timestamp('2023-02-10 01:00:00'): nan,\n",
- " Timestamp('2023-02-10 03:00:00'): nan,\n",
- " Timestamp('2023-02-10 04:00:00'): nan,\n",
- " Timestamp('2023-02-10 05:00:00'): nan,\n",
- " Timestamp('2023-02-10 06:00:00'): nan,\n",
- " Timestamp('2023-02-10 07:00:00'): nan,\n",
- " Timestamp('2023-02-10 08:00:00'): nan,\n",
- " Timestamp('2023-02-10 09:00:00'): nan,\n",
- " Timestamp('2023-02-10 10:00:00'): nan,\n",
- " Timestamp('2023-02-10 11:00:00'): nan,\n",
- " Timestamp('2023-02-10 12:00:00'): nan,\n",
- " Timestamp('2023-02-10 13:00:00'): nan,\n",
- " Timestamp('2023-02-10 14:00:00'): nan,\n",
- " Timestamp('2023-02-10 15:00:00'): nan,\n",
- " Timestamp('2023-02-10 16:00:00'): nan,\n",
- " Timestamp('2023-02-10 17:00:00'): nan,\n",
- " Timestamp('2023-02-10 18:00:00'): nan,\n",
- " Timestamp('2023-02-10 19:00:00'): nan,\n",
- " Timestamp('2023-02-10 20:00:00'): nan,\n",
- " Timestamp('2023-02-10 21:00:00'): nan,\n",
- " Timestamp('2023-02-10 22:00:00'): nan,\n",
- " Timestamp('2023-02-10 23:00:00'): nan,\n",
- " Timestamp('2023-02-11 00:00:00'): nan,\n",
- " Timestamp('2023-02-11 01:00:00'): nan,\n",
- " Timestamp('2023-02-11 02:00:00'): nan,\n",
- " Timestamp('2023-02-11 03:00:00'): nan,\n",
- " Timestamp('2023-02-11 04:00:00'): nan,\n",
- " Timestamp('2023-02-11 05:00:00'): nan,\n",
- " Timestamp('2023-02-11 06:00:00'): nan,\n",
- " Timestamp('2023-02-11 07:00:00'): nan,\n",
- " Timestamp('2023-02-11 08:00:00'): nan,\n",
- " Timestamp('2023-02-11 09:00:00'): nan,\n",
- " Timestamp('2023-02-11 10:00:00'): nan,\n",
- " Timestamp('2023-02-11 11:00:00'): nan,\n",
- " Timestamp('2023-02-11 12:00:00'): nan,\n",
- " Timestamp('2023-02-11 13:00:00'): nan,\n",
- " Timestamp('2023-02-11 14:00:00'): nan,\n",
- " Timestamp('2023-02-11 15:00:00'): nan,\n",
- " Timestamp('2023-02-11 16:00:00'): nan,\n",
- " Timestamp('2023-02-11 17:00:00'): nan,\n",
- " Timestamp('2023-02-11 18:00:00'): nan,\n",
- " Timestamp('2023-02-11 19:00:00'): nan,\n",
- " ...},\n",
- " 'tplm2_DEWP': {Timestamp('2023-01-01 00:00:00'): nan,\n",
- " Timestamp('2023-01-01 01:00:00'): nan,\n",
- " Timestamp('2023-01-01 02:00:00'): nan,\n",
- " Timestamp('2023-01-01 03:00:00'): nan,\n",
- " Timestamp('2023-01-01 04:00:00'): nan,\n",
- " Timestamp('2023-01-01 05:00:00'): nan,\n",
- " Timestamp('2023-01-01 06:00:00'): nan,\n",
- " Timestamp('2023-01-01 07:00:00'): nan,\n",
- " Timestamp('2023-01-01 08:00:00'): nan,\n",
- " Timestamp('2023-01-01 09:00:00'): nan,\n",
- " Timestamp('2023-01-01 10:00:00'): nan,\n",
- " Timestamp('2023-01-01 11:00:00'): nan,\n",
- " Timestamp('2023-01-01 12:00:00'): nan,\n",
- " Timestamp('2023-01-01 13:00:00'): nan,\n",
- " Timestamp('2023-01-01 14:00:00'): nan,\n",
- " Timestamp('2023-01-01 15:00:00'): nan,\n",
- " Timestamp('2023-01-01 16:00:00'): nan,\n",
- " Timestamp('2023-01-01 17:00:00'): nan,\n",
- " Timestamp('2023-01-01 18:00:00'): nan,\n",
- " Timestamp('2023-01-01 19:00:00'): nan,\n",
- " Timestamp('2023-01-01 20:00:00'): nan,\n",
- " Timestamp('2023-01-01 21:00:00'): nan,\n",
- " Timestamp('2023-01-01 22:00:00'): nan,\n",
- " Timestamp('2023-01-01 23:00:00'): nan,\n",
- " Timestamp('2023-01-02 00:00:00'): nan,\n",
- " Timestamp('2023-01-02 01:00:00'): nan,\n",
- " Timestamp('2023-01-02 02:00:00'): nan,\n",
- " Timestamp('2023-01-02 03:00:00'): nan,\n",
- " Timestamp('2023-01-02 04:00:00'): nan,\n",
- " Timestamp('2023-01-02 05:00:00'): nan,\n",
- " Timestamp('2023-01-02 06:00:00'): nan,\n",
- " Timestamp('2023-01-02 07:00:00'): nan,\n",
- " Timestamp('2023-01-02 08:00:00'): nan,\n",
- " Timestamp('2023-01-02 09:00:00'): nan,\n",
- " Timestamp('2023-01-02 10:00:00'): nan,\n",
- " Timestamp('2023-01-02 11:00:00'): nan,\n",
- " Timestamp('2023-01-02 12:00:00'): nan,\n",
- " Timestamp('2023-01-02 13:00:00'): nan,\n",
- " Timestamp('2023-01-02 14:00:00'): nan,\n",
- " Timestamp('2023-01-02 15:00:00'): nan,\n",
- " Timestamp('2023-01-02 16:00:00'): nan,\n",
- " Timestamp('2023-01-02 17:00:00'): nan,\n",
- " Timestamp('2023-01-02 18:00:00'): nan,\n",
- " Timestamp('2023-01-02 19:00:00'): nan,\n",
- " Timestamp('2023-01-02 20:00:00'): nan,\n",
- " Timestamp('2023-01-02 21:00:00'): nan,\n",
- " Timestamp('2023-01-02 22:00:00'): nan,\n",
- " Timestamp('2023-01-02 23:00:00'): nan,\n",
- " Timestamp('2023-01-03 00:00:00'): nan,\n",
- " Timestamp('2023-01-03 01:00:00'): nan,\n",
- " Timestamp('2023-01-03 02:00:00'): nan,\n",
- " Timestamp('2023-01-03 03:00:00'): nan,\n",
- " Timestamp('2023-01-03 04:00:00'): nan,\n",
- " Timestamp('2023-01-03 05:00:00'): nan,\n",
- " Timestamp('2023-01-03 06:00:00'): nan,\n",
- " Timestamp('2023-01-03 07:00:00'): nan,\n",
- " Timestamp('2023-01-03 08:00:00'): nan,\n",
- " Timestamp('2023-01-03 09:00:00'): nan,\n",
- " Timestamp('2023-01-03 10:00:00'): nan,\n",
- " Timestamp('2023-01-03 11:00:00'): nan,\n",
- " Timestamp('2023-01-03 12:00:00'): nan,\n",
- " Timestamp('2023-01-03 13:00:00'): nan,\n",
- " Timestamp('2023-01-03 14:00:00'): nan,\n",
- " Timestamp('2023-01-03 15:00:00'): nan,\n",
- " Timestamp('2023-01-03 16:00:00'): nan,\n",
- " Timestamp('2023-01-03 17:00:00'): nan,\n",
- " Timestamp('2023-01-03 18:00:00'): nan,\n",
- " Timestamp('2023-01-03 19:00:00'): nan,\n",
- " Timestamp('2023-01-03 20:00:00'): nan,\n",
- " Timestamp('2023-01-03 21:00:00'): nan,\n",
- " Timestamp('2023-01-03 22:00:00'): nan,\n",
- " Timestamp('2023-01-03 23:00:00'): nan,\n",
- " Timestamp('2023-01-04 00:00:00'): nan,\n",
- " Timestamp('2023-01-04 01:00:00'): nan,\n",
- " Timestamp('2023-01-04 02:00:00'): nan,\n",
- " Timestamp('2023-01-04 03:00:00'): nan,\n",
- " Timestamp('2023-01-04 04:00:00'): nan,\n",
- " Timestamp('2023-01-04 05:00:00'): nan,\n",
- " Timestamp('2023-01-04 06:00:00'): nan,\n",
- " Timestamp('2023-01-04 07:00:00'): nan,\n",
- " Timestamp('2023-01-04 08:00:00'): nan,\n",
- " Timestamp('2023-01-04 09:00:00'): nan,\n",
- " Timestamp('2023-01-04 10:00:00'): nan,\n",
- " Timestamp('2023-01-04 11:00:00'): nan,\n",
- " Timestamp('2023-01-04 12:00:00'): nan,\n",
- " Timestamp('2023-01-04 13:00:00'): nan,\n",
- " Timestamp('2023-01-04 14:00:00'): nan,\n",
- " Timestamp('2023-01-04 15:00:00'): nan,\n",
- " Timestamp('2023-01-04 16:00:00'): nan,\n",
- " Timestamp('2023-01-04 17:00:00'): nan,\n",
- " Timestamp('2023-01-04 18:00:00'): nan,\n",
- " Timestamp('2023-01-04 19:00:00'): nan,\n",
- " Timestamp('2023-01-04 20:00:00'): nan,\n",
- " Timestamp('2023-01-04 21:00:00'): nan,\n",
- " Timestamp('2023-01-04 22:00:00'): nan,\n",
- " Timestamp('2023-01-04 23:00:00'): nan,\n",
- " Timestamp('2023-01-05 00:00:00'): nan,\n",
- " Timestamp('2023-01-05 01:00:00'): nan,\n",
- " Timestamp('2023-01-05 02:00:00'): nan,\n",
- " Timestamp('2023-01-05 03:00:00'): nan,\n",
- " Timestamp('2023-01-05 04:00:00'): nan,\n",
- " Timestamp('2023-01-05 05:00:00'): nan,\n",
- " Timestamp('2023-01-05 06:00:00'): nan,\n",
- " Timestamp('2023-01-05 07:00:00'): nan,\n",
- " Timestamp('2023-01-05 08:00:00'): nan,\n",
- " Timestamp('2023-01-05 09:00:00'): nan,\n",
- " Timestamp('2023-01-05 10:00:00'): nan,\n",
- " Timestamp('2023-01-05 11:00:00'): nan,\n",
- " Timestamp('2023-01-05 13:00:00'): nan,\n",
- " Timestamp('2023-01-05 14:00:00'): nan,\n",
- " Timestamp('2023-01-05 16:00:00'): nan,\n",
- " Timestamp('2023-01-05 17:00:00'): nan,\n",
- " Timestamp('2023-01-05 18:00:00'): nan,\n",
- " Timestamp('2023-01-05 19:00:00'): nan,\n",
- " Timestamp('2023-01-05 20:00:00'): nan,\n",
- " Timestamp('2023-01-05 21:00:00'): nan,\n",
- " Timestamp('2023-01-05 22:00:00'): nan,\n",
- " Timestamp('2023-01-05 23:00:00'): nan,\n",
- " Timestamp('2023-01-06 00:00:00'): nan,\n",
- " Timestamp('2023-01-06 01:00:00'): nan,\n",
- " Timestamp('2023-01-06 02:00:00'): nan,\n",
- " Timestamp('2023-01-06 03:00:00'): nan,\n",
- " Timestamp('2023-01-06 04:00:00'): nan,\n",
- " Timestamp('2023-01-06 05:00:00'): nan,\n",
- " Timestamp('2023-01-06 06:00:00'): nan,\n",
- " Timestamp('2023-01-06 07:00:00'): nan,\n",
- " Timestamp('2023-01-06 08:00:00'): nan,\n",
- " Timestamp('2023-01-06 09:00:00'): nan,\n",
- " Timestamp('2023-01-06 10:00:00'): nan,\n",
- " Timestamp('2023-01-06 11:00:00'): nan,\n",
- " Timestamp('2023-01-06 12:00:00'): nan,\n",
- " Timestamp('2023-01-06 13:00:00'): nan,\n",
- " Timestamp('2023-01-06 14:00:00'): nan,\n",
- " Timestamp('2023-01-06 15:00:00'): nan,\n",
- " Timestamp('2023-01-06 16:00:00'): nan,\n",
- " Timestamp('2023-01-06 17:00:00'): nan,\n",
- " Timestamp('2023-01-06 18:00:00'): nan,\n",
- " Timestamp('2023-01-06 19:00:00'): nan,\n",
- " Timestamp('2023-01-06 20:00:00'): nan,\n",
- " Timestamp('2023-01-06 21:00:00'): nan,\n",
- " Timestamp('2023-01-06 22:00:00'): nan,\n",
- " Timestamp('2023-01-06 23:00:00'): nan,\n",
- " Timestamp('2023-01-07 00:00:00'): nan,\n",
- " Timestamp('2023-01-07 01:00:00'): nan,\n",
- " Timestamp('2023-01-07 02:00:00'): nan,\n",
- " Timestamp('2023-01-07 03:00:00'): nan,\n",
- " Timestamp('2023-01-07 04:00:00'): nan,\n",
- " Timestamp('2023-01-07 05:00:00'): nan,\n",
- " Timestamp('2023-01-07 06:00:00'): nan,\n",
- " Timestamp('2023-01-07 07:00:00'): nan,\n",
- " Timestamp('2023-01-07 08:00:00'): nan,\n",
- " Timestamp('2023-01-07 09:00:00'): nan,\n",
- " Timestamp('2023-01-07 10:00:00'): nan,\n",
- " Timestamp('2023-01-07 11:00:00'): nan,\n",
- " Timestamp('2023-01-07 12:00:00'): nan,\n",
- " Timestamp('2023-01-07 13:00:00'): nan,\n",
- " Timestamp('2023-01-07 14:00:00'): nan,\n",
- " Timestamp('2023-01-07 15:00:00'): nan,\n",
- " Timestamp('2023-01-07 16:00:00'): nan,\n",
- " Timestamp('2023-01-07 17:00:00'): nan,\n",
- " Timestamp('2023-01-07 18:00:00'): nan,\n",
- " Timestamp('2023-01-07 19:00:00'): nan,\n",
- " Timestamp('2023-01-07 20:00:00'): nan,\n",
- " Timestamp('2023-01-07 21:00:00'): nan,\n",
- " Timestamp('2023-01-07 22:00:00'): nan,\n",
- " Timestamp('2023-01-07 23:00:00'): nan,\n",
- " Timestamp('2023-01-08 00:00:00'): nan,\n",
- " Timestamp('2023-01-08 01:00:00'): nan,\n",
- " Timestamp('2023-01-08 02:00:00'): nan,\n",
- " Timestamp('2023-01-08 03:00:00'): nan,\n",
- " Timestamp('2023-01-08 04:00:00'): nan,\n",
- " Timestamp('2023-01-08 05:00:00'): nan,\n",
- " Timestamp('2023-01-08 06:00:00'): nan,\n",
- " Timestamp('2023-01-08 07:00:00'): nan,\n",
- " Timestamp('2023-01-08 08:00:00'): nan,\n",
- " Timestamp('2023-01-08 09:00:00'): nan,\n",
- " Timestamp('2023-01-08 10:00:00'): nan,\n",
- " Timestamp('2023-01-08 11:00:00'): nan,\n",
- " Timestamp('2023-01-08 12:00:00'): nan,\n",
- " Timestamp('2023-01-08 13:00:00'): nan,\n",
- " Timestamp('2023-01-08 14:00:00'): nan,\n",
- " Timestamp('2023-01-08 15:00:00'): nan,\n",
- " Timestamp('2023-01-08 16:00:00'): nan,\n",
- " Timestamp('2023-01-08 17:00:00'): nan,\n",
- " Timestamp('2023-01-08 18:00:00'): nan,\n",
- " Timestamp('2023-01-08 19:00:00'): nan,\n",
- " Timestamp('2023-01-08 20:00:00'): nan,\n",
- " Timestamp('2023-01-08 21:00:00'): nan,\n",
- " Timestamp('2023-01-08 22:00:00'): nan,\n",
- " Timestamp('2023-01-08 23:00:00'): nan,\n",
- " Timestamp('2023-01-09 00:00:00'): nan,\n",
- " Timestamp('2023-01-09 01:00:00'): nan,\n",
- " Timestamp('2023-01-09 02:00:00'): nan,\n",
- " Timestamp('2023-01-09 03:00:00'): nan,\n",
- " Timestamp('2023-01-09 04:00:00'): nan,\n",
- " Timestamp('2023-01-09 05:00:00'): nan,\n",
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- " Timestamp('2023-02-07 21:00:00'): nan,\n",
- " Timestamp('2023-02-07 22:00:00'): nan,\n",
- " Timestamp('2023-02-07 23:00:00'): nan,\n",
- " Timestamp('2023-02-08 00:00:00'): nan,\n",
- " Timestamp('2023-02-08 01:00:00'): nan,\n",
- " Timestamp('2023-02-08 02:00:00'): nan,\n",
- " Timestamp('2023-02-08 03:00:00'): nan,\n",
- " Timestamp('2023-02-08 04:00:00'): nan,\n",
- " Timestamp('2023-02-08 05:00:00'): nan,\n",
- " Timestamp('2023-02-08 06:00:00'): nan,\n",
- " Timestamp('2023-02-08 07:00:00'): nan,\n",
- " Timestamp('2023-02-08 08:00:00'): nan,\n",
- " Timestamp('2023-02-08 09:00:00'): nan,\n",
- " Timestamp('2023-02-08 10:00:00'): nan,\n",
- " Timestamp('2023-02-08 11:00:00'): nan,\n",
- " Timestamp('2023-02-08 12:00:00'): nan,\n",
- " Timestamp('2023-02-08 13:00:00'): nan,\n",
- " Timestamp('2023-02-08 14:00:00'): nan,\n",
- " Timestamp('2023-02-08 15:00:00'): nan,\n",
- " Timestamp('2023-02-08 16:00:00'): nan,\n",
- " Timestamp('2023-02-08 17:00:00'): nan,\n",
- " Timestamp('2023-02-08 18:00:00'): nan,\n",
- " Timestamp('2023-02-08 19:00:00'): nan,\n",
- " Timestamp('2023-02-08 20:00:00'): nan,\n",
- " Timestamp('2023-02-08 21:00:00'): nan,\n",
- " Timestamp('2023-02-08 22:00:00'): nan,\n",
- " Timestamp('2023-02-08 23:00:00'): nan,\n",
- " Timestamp('2023-02-09 00:00:00'): nan,\n",
- " Timestamp('2023-02-09 01:00:00'): nan,\n",
- " Timestamp('2023-02-09 02:00:00'): nan,\n",
- " Timestamp('2023-02-09 03:00:00'): nan,\n",
- " Timestamp('2023-02-09 04:00:00'): nan,\n",
- " Timestamp('2023-02-09 05:00:00'): nan,\n",
- " Timestamp('2023-02-09 06:00:00'): nan,\n",
- " Timestamp('2023-02-09 07:00:00'): nan,\n",
- " Timestamp('2023-02-09 08:00:00'): nan,\n",
- " Timestamp('2023-02-09 09:00:00'): nan,\n",
- " Timestamp('2023-02-09 10:00:00'): nan,\n",
- " Timestamp('2023-02-09 11:00:00'): nan,\n",
- " Timestamp('2023-02-09 12:00:00'): nan,\n",
- " Timestamp('2023-02-09 13:00:00'): nan,\n",
- " Timestamp('2023-02-09 14:00:00'): nan,\n",
- " Timestamp('2023-02-09 15:00:00'): nan,\n",
- " Timestamp('2023-02-09 16:00:00'): nan,\n",
- " Timestamp('2023-02-09 17:00:00'): nan,\n",
- " Timestamp('2023-02-09 18:00:00'): nan,\n",
- " Timestamp('2023-02-09 19:00:00'): nan,\n",
- " Timestamp('2023-02-09 20:00:00'): nan,\n",
- " Timestamp('2023-02-09 21:00:00'): nan,\n",
- " Timestamp('2023-02-09 22:00:00'): nan,\n",
- " Timestamp('2023-02-09 23:00:00'): nan,\n",
- " Timestamp('2023-02-10 00:00:00'): nan,\n",
- " Timestamp('2023-02-10 01:00:00'): nan,\n",
- " Timestamp('2023-02-10 03:00:00'): nan,\n",
- " Timestamp('2023-02-10 04:00:00'): nan,\n",
- " Timestamp('2023-02-10 05:00:00'): nan,\n",
- " Timestamp('2023-02-10 06:00:00'): nan,\n",
- " Timestamp('2023-02-10 07:00:00'): nan,\n",
- " Timestamp('2023-02-10 08:00:00'): nan,\n",
- " Timestamp('2023-02-10 09:00:00'): nan,\n",
- " Timestamp('2023-02-10 10:00:00'): nan,\n",
- " Timestamp('2023-02-10 11:00:00'): nan,\n",
- " Timestamp('2023-02-10 12:00:00'): nan,\n",
- " Timestamp('2023-02-10 13:00:00'): nan,\n",
- " Timestamp('2023-02-10 14:00:00'): nan,\n",
- " Timestamp('2023-02-10 15:00:00'): nan,\n",
- " Timestamp('2023-02-10 16:00:00'): nan,\n",
- " Timestamp('2023-02-10 17:00:00'): nan,\n",
- " Timestamp('2023-02-10 18:00:00'): nan,\n",
- " Timestamp('2023-02-10 19:00:00'): nan,\n",
- " Timestamp('2023-02-10 20:00:00'): nan,\n",
- " Timestamp('2023-02-10 21:00:00'): nan,\n",
- " Timestamp('2023-02-10 22:00:00'): nan,\n",
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- " Timestamp('2023-02-11 01:00:00'): nan,\n",
- " Timestamp('2023-02-11 02:00:00'): nan,\n",
- " Timestamp('2023-02-11 03:00:00'): nan,\n",
- " Timestamp('2023-02-11 04:00:00'): nan,\n",
- " Timestamp('2023-02-11 05:00:00'): nan,\n",
- " Timestamp('2023-02-11 06:00:00'): nan,\n",
- " Timestamp('2023-02-11 07:00:00'): nan,\n",
- " Timestamp('2023-02-11 08:00:00'): nan,\n",
- " Timestamp('2023-02-11 09:00:00'): nan,\n",
- " Timestamp('2023-02-11 10:00:00'): nan,\n",
- " Timestamp('2023-02-11 11:00:00'): nan,\n",
- " Timestamp('2023-02-11 12:00:00'): nan,\n",
- " Timestamp('2023-02-11 13:00:00'): nan,\n",
- " Timestamp('2023-02-11 14:00:00'): nan,\n",
- " Timestamp('2023-02-11 15:00:00'): nan,\n",
- " Timestamp('2023-02-11 16:00:00'): nan,\n",
- " Timestamp('2023-02-11 17:00:00'): nan,\n",
- " Timestamp('2023-02-11 18:00:00'): nan,\n",
- " Timestamp('2023-02-11 19:00:00'): nan,\n",
- " ...},\n",
- " 'tplm2_VIS': {Timestamp('2023-01-01 00:00:00'): nan,\n",
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- " Timestamp('2023-01-01 13:00:00'): nan,\n",
- " Timestamp('2023-01-01 14:00:00'): nan,\n",
- " Timestamp('2023-01-01 15:00:00'): nan,\n",
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- " Timestamp('2023-01-01 17:00:00'): nan,\n",
- " Timestamp('2023-01-01 18:00:00'): nan,\n",
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- " Timestamp('2023-01-01 20:00:00'): nan,\n",
- " Timestamp('2023-01-01 21:00:00'): nan,\n",
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- " Timestamp('2023-01-02 00:00:00'): nan,\n",
- " Timestamp('2023-01-02 01:00:00'): nan,\n",
- " Timestamp('2023-01-02 02:00:00'): nan,\n",
- " Timestamp('2023-01-02 03:00:00'): nan,\n",
- " Timestamp('2023-01-02 04:00:00'): nan,\n",
- " Timestamp('2023-01-02 05:00:00'): nan,\n",
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- " Timestamp('2023-01-02 07:00:00'): nan,\n",
- " Timestamp('2023-01-02 08:00:00'): nan,\n",
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- " Timestamp('2023-01-02 12:00:00'): nan,\n",
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- " Timestamp('2023-01-02 15:00:00'): nan,\n",
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- " Timestamp('2023-01-02 17:00:00'): nan,\n",
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- " Timestamp('2023-01-03 05:00:00'): nan,\n",
- " Timestamp('2023-01-03 06:00:00'): nan,\n",
- " Timestamp('2023-01-03 07:00:00'): nan,\n",
- " Timestamp('2023-01-03 08:00:00'): nan,\n",
- " Timestamp('2023-01-03 09:00:00'): nan,\n",
- " Timestamp('2023-01-03 10:00:00'): nan,\n",
- " Timestamp('2023-01-03 11:00:00'): nan,\n",
- " Timestamp('2023-01-03 12:00:00'): nan,\n",
- " Timestamp('2023-01-03 13:00:00'): nan,\n",
- " Timestamp('2023-01-03 14:00:00'): nan,\n",
- " Timestamp('2023-01-03 15:00:00'): nan,\n",
- " Timestamp('2023-01-03 16:00:00'): nan,\n",
- " Timestamp('2023-01-03 17:00:00'): nan,\n",
- " Timestamp('2023-01-03 18:00:00'): nan,\n",
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- " Timestamp('2023-01-04 00:00:00'): nan,\n",
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- " Timestamp('2023-01-04 04:00:00'): nan,\n",
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- " Timestamp('2023-01-04 08:00:00'): nan,\n",
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- " Timestamp('2023-01-04 12:00:00'): nan,\n",
- " Timestamp('2023-01-04 13:00:00'): nan,\n",
- " Timestamp('2023-01-04 14:00:00'): nan,\n",
- " Timestamp('2023-01-04 15:00:00'): nan,\n",
- " Timestamp('2023-01-04 16:00:00'): nan,\n",
- " Timestamp('2023-01-04 17:00:00'): nan,\n",
- " Timestamp('2023-01-04 18:00:00'): nan,\n",
- " Timestamp('2023-01-04 19:00:00'): nan,\n",
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- " Timestamp('2023-01-04 21:00:00'): nan,\n",
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- " Timestamp('2023-01-04 23:00:00'): nan,\n",
- " Timestamp('2023-01-05 00:00:00'): nan,\n",
- " Timestamp('2023-01-05 01:00:00'): nan,\n",
- " Timestamp('2023-01-05 02:00:00'): nan,\n",
- " Timestamp('2023-01-05 03:00:00'): nan,\n",
- " Timestamp('2023-01-05 04:00:00'): nan,\n",
- " Timestamp('2023-01-05 05:00:00'): nan,\n",
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- " Timestamp('2023-01-05 07:00:00'): nan,\n",
- " Timestamp('2023-01-05 08:00:00'): nan,\n",
- " Timestamp('2023-01-05 09:00:00'): nan,\n",
- " Timestamp('2023-01-05 10:00:00'): nan,\n",
- " Timestamp('2023-01-05 11:00:00'): nan,\n",
- " Timestamp('2023-01-05 13:00:00'): nan,\n",
- " Timestamp('2023-01-05 14:00:00'): nan,\n",
- " Timestamp('2023-01-05 16:00:00'): nan,\n",
- " Timestamp('2023-01-05 17:00:00'): nan,\n",
- " Timestamp('2023-01-05 18:00:00'): nan,\n",
- " Timestamp('2023-01-05 19:00:00'): nan,\n",
- " Timestamp('2023-01-05 20:00:00'): nan,\n",
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- " Timestamp('2023-01-05 22:00:00'): nan,\n",
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- " Timestamp('2023-01-06 02:00:00'): nan,\n",
- " Timestamp('2023-01-06 03:00:00'): nan,\n",
- " Timestamp('2023-01-06 04:00:00'): nan,\n",
- " Timestamp('2023-01-06 05:00:00'): nan,\n",
- " Timestamp('2023-01-06 06:00:00'): nan,\n",
- " Timestamp('2023-01-06 07:00:00'): nan,\n",
- " Timestamp('2023-01-06 08:00:00'): nan,\n",
- " Timestamp('2023-01-06 09:00:00'): nan,\n",
- " Timestamp('2023-01-06 10:00:00'): nan,\n",
- " Timestamp('2023-01-06 11:00:00'): nan,\n",
- " Timestamp('2023-01-06 12:00:00'): nan,\n",
- " Timestamp('2023-01-06 13:00:00'): nan,\n",
- " Timestamp('2023-01-06 14:00:00'): nan,\n",
- " Timestamp('2023-01-06 15:00:00'): nan,\n",
- " Timestamp('2023-01-06 16:00:00'): nan,\n",
- " Timestamp('2023-01-06 17:00:00'): nan,\n",
- " Timestamp('2023-01-06 18:00:00'): nan,\n",
- " Timestamp('2023-01-06 19:00:00'): nan,\n",
- " Timestamp('2023-01-06 20:00:00'): nan,\n",
- " Timestamp('2023-01-06 21:00:00'): nan,\n",
- " Timestamp('2023-01-06 22:00:00'): nan,\n",
- " Timestamp('2023-01-06 23:00:00'): nan,\n",
- " Timestamp('2023-01-07 00:00:00'): nan,\n",
- " Timestamp('2023-01-07 01:00:00'): nan,\n",
- " Timestamp('2023-01-07 02:00:00'): nan,\n",
- " Timestamp('2023-01-07 03:00:00'): nan,\n",
- " Timestamp('2023-01-07 04:00:00'): nan,\n",
- " Timestamp('2023-01-07 05:00:00'): nan,\n",
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- " Timestamp('2023-01-07 08:00:00'): nan,\n",
- " Timestamp('2023-01-07 09:00:00'): nan,\n",
- " Timestamp('2023-01-07 10:00:00'): nan,\n",
- " Timestamp('2023-01-07 11:00:00'): nan,\n",
- " Timestamp('2023-01-07 12:00:00'): nan,\n",
- " Timestamp('2023-01-07 13:00:00'): nan,\n",
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- " Timestamp('2023-01-07 15:00:00'): nan,\n",
- " Timestamp('2023-01-07 16:00:00'): nan,\n",
- " Timestamp('2023-01-07 17:00:00'): nan,\n",
- " Timestamp('2023-01-07 18:00:00'): nan,\n",
- " Timestamp('2023-01-07 19:00:00'): nan,\n",
- " Timestamp('2023-01-07 20:00:00'): nan,\n",
- " Timestamp('2023-01-07 21:00:00'): nan,\n",
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- " Timestamp('2023-01-08 02:00:00'): nan,\n",
- " Timestamp('2023-01-08 03:00:00'): nan,\n",
- " Timestamp('2023-01-08 04:00:00'): nan,\n",
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- " Timestamp('2023-01-09 02:00:00'): nan,\n",
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- " Timestamp('2023-01-09 05:00:00'): nan,\n",
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- " Timestamp('2023-01-09 09:00:00'): nan,\n",
- " Timestamp('2023-01-09 10:00:00'): nan,\n",
- " Timestamp('2023-01-09 11:00:00'): nan,\n",
- " Timestamp('2023-01-09 12:00:00'): nan,\n",
- " Timestamp('2023-01-09 13:00:00'): nan,\n",
- " Timestamp('2023-01-09 14:00:00'): nan,\n",
- " Timestamp('2023-01-09 15:00:00'): nan,\n",
- " Timestamp('2023-01-09 16:00:00'): nan,\n",
- " Timestamp('2023-01-09 17:00:00'): nan,\n",
- " Timestamp('2023-01-09 18:00:00'): nan,\n",
- " Timestamp('2023-01-09 19:00:00'): nan,\n",
- " Timestamp('2023-01-09 20:00:00'): nan,\n",
- " Timestamp('2023-01-09 21:00:00'): nan,\n",
- " Timestamp('2023-01-09 22:00:00'): nan,\n",
- " Timestamp('2023-01-09 23:00:00'): nan,\n",
- " Timestamp('2023-01-10 00:00:00'): nan,\n",
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- " Timestamp('2023-01-10 03:00:00'): nan,\n",
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- " Timestamp('2023-01-10 05:00:00'): nan,\n",
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- " Timestamp('2023-01-11 00:00:00'): nan,\n",
- " Timestamp('2023-01-11 01:00:00'): nan,\n",
- " Timestamp('2023-01-11 02:00:00'): nan,\n",
- " Timestamp('2023-01-11 03:00:00'): nan,\n",
- " Timestamp('2023-01-11 04:00:00'): nan,\n",
- " Timestamp('2023-01-11 05:00:00'): nan,\n",
- " Timestamp('2023-01-11 06:00:00'): nan,\n",
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- " Timestamp('2023-01-11 08:00:00'): nan,\n",
- " Timestamp('2023-01-11 09:00:00'): nan,\n",
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- " Timestamp('2023-01-11 12:00:00'): nan,\n",
- " Timestamp('2023-01-11 13:00:00'): nan,\n",
- " Timestamp('2023-01-11 14:00:00'): nan,\n",
- " Timestamp('2023-01-11 15:00:00'): nan,\n",
- " Timestamp('2023-01-11 16:00:00'): nan,\n",
- " Timestamp('2023-01-11 17:00:00'): nan,\n",
- " Timestamp('2023-01-11 18:00:00'): nan,\n",
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- " Timestamp('2023-02-10 11:00:00'): nan,\n",
- " Timestamp('2023-02-10 12:00:00'): nan,\n",
- " Timestamp('2023-02-10 13:00:00'): nan,\n",
- " Timestamp('2023-02-10 14:00:00'): nan,\n",
- " Timestamp('2023-02-10 15:00:00'): nan,\n",
- " Timestamp('2023-02-10 16:00:00'): nan,\n",
- " Timestamp('2023-02-10 17:00:00'): nan,\n",
- " Timestamp('2023-02-10 18:00:00'): nan,\n",
- " Timestamp('2023-02-10 19:00:00'): nan,\n",
- " Timestamp('2023-02-10 20:00:00'): nan,\n",
- " Timestamp('2023-02-10 21:00:00'): nan,\n",
- " Timestamp('2023-02-10 22:00:00'): nan,\n",
- " Timestamp('2023-02-10 23:00:00'): nan,\n",
- " Timestamp('2023-02-11 00:00:00'): nan,\n",
- " Timestamp('2023-02-11 01:00:00'): nan,\n",
- " Timestamp('2023-02-11 02:00:00'): nan,\n",
- " Timestamp('2023-02-11 03:00:00'): nan,\n",
- " Timestamp('2023-02-11 04:00:00'): nan,\n",
- " Timestamp('2023-02-11 05:00:00'): nan,\n",
- " Timestamp('2023-02-11 06:00:00'): nan,\n",
- " Timestamp('2023-02-11 07:00:00'): nan,\n",
- " Timestamp('2023-02-11 08:00:00'): nan,\n",
- " Timestamp('2023-02-11 09:00:00'): nan,\n",
- " Timestamp('2023-02-11 10:00:00'): nan,\n",
- " Timestamp('2023-02-11 11:00:00'): nan,\n",
- " Timestamp('2023-02-11 12:00:00'): nan,\n",
- " Timestamp('2023-02-11 13:00:00'): nan,\n",
- " Timestamp('2023-02-11 14:00:00'): nan,\n",
- " Timestamp('2023-02-11 15:00:00'): nan,\n",
- " Timestamp('2023-02-11 16:00:00'): nan,\n",
- " Timestamp('2023-02-11 17:00:00'): nan,\n",
- " Timestamp('2023-02-11 18:00:00'): nan,\n",
- " Timestamp('2023-02-11 19:00:00'): nan,\n",
- " ...},\n",
- " 'tplm2_TIDE': {Timestamp('2023-01-01 00:00:00'): nan,\n",
- " Timestamp('2023-01-01 01:00:00'): nan,\n",
- " Timestamp('2023-01-01 02:00:00'): nan,\n",
- " Timestamp('2023-01-01 03:00:00'): nan,\n",
- " Timestamp('2023-01-01 04:00:00'): nan,\n",
- " Timestamp('2023-01-01 05:00:00'): nan,\n",
- " Timestamp('2023-01-01 06:00:00'): nan,\n",
- " Timestamp('2023-01-01 07:00:00'): nan,\n",
- " Timestamp('2023-01-01 08:00:00'): nan,\n",
- " Timestamp('2023-01-01 09:00:00'): nan,\n",
- " Timestamp('2023-01-01 10:00:00'): nan,\n",
- " Timestamp('2023-01-01 11:00:00'): nan,\n",
- " Timestamp('2023-01-01 12:00:00'): nan,\n",
- " Timestamp('2023-01-01 13:00:00'): nan,\n",
- " Timestamp('2023-01-01 14:00:00'): nan,\n",
- " Timestamp('2023-01-01 15:00:00'): nan,\n",
- " Timestamp('2023-01-01 16:00:00'): nan,\n",
- " Timestamp('2023-01-01 17:00:00'): nan,\n",
- " Timestamp('2023-01-01 18:00:00'): nan,\n",
- " Timestamp('2023-01-01 19:00:00'): nan,\n",
- " Timestamp('2023-01-01 20:00:00'): nan,\n",
- " Timestamp('2023-01-01 21:00:00'): nan,\n",
- " Timestamp('2023-01-01 22:00:00'): nan,\n",
- " Timestamp('2023-01-01 23:00:00'): nan,\n",
- " Timestamp('2023-01-02 00:00:00'): nan,\n",
- " Timestamp('2023-01-02 01:00:00'): nan,\n",
- " Timestamp('2023-01-02 02:00:00'): nan,\n",
- " Timestamp('2023-01-02 03:00:00'): nan,\n",
- " Timestamp('2023-01-02 04:00:00'): nan,\n",
- " Timestamp('2023-01-02 05:00:00'): nan,\n",
- " Timestamp('2023-01-02 06:00:00'): nan,\n",
- " Timestamp('2023-01-02 07:00:00'): nan,\n",
- " Timestamp('2023-01-02 08:00:00'): nan,\n",
- " Timestamp('2023-01-02 09:00:00'): nan,\n",
- " Timestamp('2023-01-02 10:00:00'): nan,\n",
- " Timestamp('2023-01-02 11:00:00'): nan,\n",
- " Timestamp('2023-01-02 12:00:00'): nan,\n",
- " Timestamp('2023-01-02 13:00:00'): nan,\n",
- " Timestamp('2023-01-02 14:00:00'): nan,\n",
- " Timestamp('2023-01-02 15:00:00'): nan,\n",
- " Timestamp('2023-01-02 16:00:00'): nan,\n",
- " Timestamp('2023-01-02 17:00:00'): nan,\n",
- " Timestamp('2023-01-02 18:00:00'): nan,\n",
- " Timestamp('2023-01-02 19:00:00'): nan,\n",
- " Timestamp('2023-01-02 20:00:00'): nan,\n",
- " Timestamp('2023-01-02 21:00:00'): nan,\n",
- " Timestamp('2023-01-02 22:00:00'): nan,\n",
- " Timestamp('2023-01-02 23:00:00'): nan,\n",
- " Timestamp('2023-01-03 00:00:00'): nan,\n",
- " Timestamp('2023-01-03 01:00:00'): nan,\n",
- " Timestamp('2023-01-03 02:00:00'): nan,\n",
- " Timestamp('2023-01-03 03:00:00'): nan,\n",
- " Timestamp('2023-01-03 04:00:00'): nan,\n",
- " Timestamp('2023-01-03 05:00:00'): nan,\n",
- " Timestamp('2023-01-03 06:00:00'): nan,\n",
- " Timestamp('2023-01-03 07:00:00'): nan,\n",
- " Timestamp('2023-01-03 08:00:00'): nan,\n",
- " Timestamp('2023-01-03 09:00:00'): nan,\n",
- " Timestamp('2023-01-03 10:00:00'): nan,\n",
- " Timestamp('2023-01-03 11:00:00'): nan,\n",
- " Timestamp('2023-01-03 12:00:00'): nan,\n",
- " Timestamp('2023-01-03 13:00:00'): nan,\n",
- " Timestamp('2023-01-03 14:00:00'): nan,\n",
- " Timestamp('2023-01-03 15:00:00'): nan,\n",
- " Timestamp('2023-01-03 16:00:00'): nan,\n",
- " Timestamp('2023-01-03 17:00:00'): nan,\n",
- " Timestamp('2023-01-03 18:00:00'): nan,\n",
- " Timestamp('2023-01-03 19:00:00'): nan,\n",
- " Timestamp('2023-01-03 20:00:00'): nan,\n",
- " Timestamp('2023-01-03 21:00:00'): nan,\n",
- " Timestamp('2023-01-03 22:00:00'): nan,\n",
- " Timestamp('2023-01-03 23:00:00'): nan,\n",
- " Timestamp('2023-01-04 00:00:00'): nan,\n",
- " Timestamp('2023-01-04 01:00:00'): nan,\n",
- " Timestamp('2023-01-04 02:00:00'): nan,\n",
- " Timestamp('2023-01-04 03:00:00'): nan,\n",
- " Timestamp('2023-01-04 04:00:00'): nan,\n",
- " Timestamp('2023-01-04 05:00:00'): nan,\n",
- " Timestamp('2023-01-04 06:00:00'): nan,\n",
- " Timestamp('2023-01-04 07:00:00'): nan,\n",
- " Timestamp('2023-01-04 08:00:00'): nan,\n",
- " Timestamp('2023-01-04 09:00:00'): nan,\n",
- " Timestamp('2023-01-04 10:00:00'): nan,\n",
- " Timestamp('2023-01-04 11:00:00'): nan,\n",
- " Timestamp('2023-01-04 12:00:00'): nan,\n",
- " Timestamp('2023-01-04 13:00:00'): nan,\n",
- " Timestamp('2023-01-04 14:00:00'): nan,\n",
- " Timestamp('2023-01-04 15:00:00'): nan,\n",
- " Timestamp('2023-01-04 16:00:00'): nan,\n",
- " Timestamp('2023-01-04 17:00:00'): nan,\n",
- " Timestamp('2023-01-04 18:00:00'): nan,\n",
- " Timestamp('2023-01-04 19:00:00'): nan,\n",
- " Timestamp('2023-01-04 20:00:00'): nan,\n",
- " Timestamp('2023-01-04 21:00:00'): nan,\n",
- " Timestamp('2023-01-04 22:00:00'): nan,\n",
- " Timestamp('2023-01-04 23:00:00'): nan,\n",
- " Timestamp('2023-01-05 00:00:00'): nan,\n",
- " Timestamp('2023-01-05 01:00:00'): nan,\n",
- " Timestamp('2023-01-05 02:00:00'): nan,\n",
- " Timestamp('2023-01-05 03:00:00'): nan,\n",
- " Timestamp('2023-01-05 04:00:00'): nan,\n",
- " Timestamp('2023-01-05 05:00:00'): nan,\n",
- " Timestamp('2023-01-05 06:00:00'): nan,\n",
- " Timestamp('2023-01-05 07:00:00'): nan,\n",
- " Timestamp('2023-01-05 08:00:00'): nan,\n",
- " Timestamp('2023-01-05 09:00:00'): nan,\n",
- " Timestamp('2023-01-05 10:00:00'): nan,\n",
- " Timestamp('2023-01-05 11:00:00'): nan,\n",
- " Timestamp('2023-01-05 13:00:00'): nan,\n",
- " Timestamp('2023-01-05 14:00:00'): nan,\n",
- " Timestamp('2023-01-05 16:00:00'): nan,\n",
- " Timestamp('2023-01-05 17:00:00'): nan,\n",
- " Timestamp('2023-01-05 18:00:00'): nan,\n",
- " Timestamp('2023-01-05 19:00:00'): nan,\n",
- " Timestamp('2023-01-05 20:00:00'): nan,\n",
- " Timestamp('2023-01-05 21:00:00'): nan,\n",
- " Timestamp('2023-01-05 22:00:00'): nan,\n",
- " Timestamp('2023-01-05 23:00:00'): nan,\n",
- " Timestamp('2023-01-06 00:00:00'): nan,\n",
- " Timestamp('2023-01-06 01:00:00'): nan,\n",
- " Timestamp('2023-01-06 02:00:00'): nan,\n",
- " Timestamp('2023-01-06 03:00:00'): nan,\n",
- " Timestamp('2023-01-06 04:00:00'): nan,\n",
- " Timestamp('2023-01-06 05:00:00'): nan,\n",
- " Timestamp('2023-01-06 06:00:00'): nan,\n",
- " Timestamp('2023-01-06 07:00:00'): nan,\n",
- " Timestamp('2023-01-06 08:00:00'): nan,\n",
- " Timestamp('2023-01-06 09:00:00'): nan,\n",
- " Timestamp('2023-01-06 10:00:00'): nan,\n",
- " Timestamp('2023-01-06 11:00:00'): nan,\n",
- " Timestamp('2023-01-06 12:00:00'): nan,\n",
- " Timestamp('2023-01-06 13:00:00'): nan,\n",
- " Timestamp('2023-01-06 14:00:00'): nan,\n",
- " Timestamp('2023-01-06 15:00:00'): nan,\n",
- " Timestamp('2023-01-06 16:00:00'): nan,\n",
- " Timestamp('2023-01-06 17:00:00'): nan,\n",
- " Timestamp('2023-01-06 18:00:00'): nan,\n",
- " Timestamp('2023-01-06 19:00:00'): nan,\n",
- " Timestamp('2023-01-06 20:00:00'): nan,\n",
- " Timestamp('2023-01-06 21:00:00'): nan,\n",
- " Timestamp('2023-01-06 22:00:00'): nan,\n",
- " Timestamp('2023-01-06 23:00:00'): nan,\n",
- " Timestamp('2023-01-07 00:00:00'): nan,\n",
- " Timestamp('2023-01-07 01:00:00'): nan,\n",
- " Timestamp('2023-01-07 02:00:00'): nan,\n",
- " Timestamp('2023-01-07 03:00:00'): nan,\n",
- " Timestamp('2023-01-07 04:00:00'): nan,\n",
- " Timestamp('2023-01-07 05:00:00'): nan,\n",
- " Timestamp('2023-01-07 06:00:00'): nan,\n",
- " Timestamp('2023-01-07 07:00:00'): nan,\n",
- " Timestamp('2023-01-07 08:00:00'): nan,\n",
- " Timestamp('2023-01-07 09:00:00'): nan,\n",
- " Timestamp('2023-01-07 10:00:00'): nan,\n",
- " Timestamp('2023-01-07 11:00:00'): nan,\n",
- " Timestamp('2023-01-07 12:00:00'): nan,\n",
- " Timestamp('2023-01-07 13:00:00'): nan,\n",
- " Timestamp('2023-01-07 14:00:00'): nan,\n",
- " Timestamp('2023-01-07 15:00:00'): nan,\n",
- " Timestamp('2023-01-07 16:00:00'): nan,\n",
- " Timestamp('2023-01-07 17:00:00'): nan,\n",
- " Timestamp('2023-01-07 18:00:00'): nan,\n",
- " Timestamp('2023-01-07 19:00:00'): nan,\n",
- " Timestamp('2023-01-07 20:00:00'): nan,\n",
- " Timestamp('2023-01-07 21:00:00'): nan,\n",
- " Timestamp('2023-01-07 22:00:00'): nan,\n",
- " Timestamp('2023-01-07 23:00:00'): nan,\n",
- " Timestamp('2023-01-08 00:00:00'): nan,\n",
- " Timestamp('2023-01-08 01:00:00'): nan,\n",
- " Timestamp('2023-01-08 02:00:00'): nan,\n",
- " Timestamp('2023-01-08 03:00:00'): nan,\n",
- " Timestamp('2023-01-08 04:00:00'): nan,\n",
- " Timestamp('2023-01-08 05:00:00'): nan,\n",
- " Timestamp('2023-01-08 06:00:00'): nan,\n",
- " Timestamp('2023-01-08 07:00:00'): nan,\n",
- " Timestamp('2023-01-08 08:00:00'): nan,\n",
- " Timestamp('2023-01-08 09:00:00'): nan,\n",
- " Timestamp('2023-01-08 10:00:00'): nan,\n",
- " Timestamp('2023-01-08 11:00:00'): nan,\n",
- " Timestamp('2023-01-08 12:00:00'): nan,\n",
- " Timestamp('2023-01-08 13:00:00'): nan,\n",
- " Timestamp('2023-01-08 14:00:00'): nan,\n",
- " Timestamp('2023-01-08 15:00:00'): nan,\n",
- " Timestamp('2023-01-08 16:00:00'): nan,\n",
- " Timestamp('2023-01-08 17:00:00'): nan,\n",
- " Timestamp('2023-01-08 18:00:00'): nan,\n",
- " Timestamp('2023-01-08 19:00:00'): nan,\n",
- " Timestamp('2023-01-08 20:00:00'): nan,\n",
- " Timestamp('2023-01-08 21:00:00'): nan,\n",
- " Timestamp('2023-01-08 22:00:00'): nan,\n",
- " Timestamp('2023-01-08 23:00:00'): nan,\n",
- " Timestamp('2023-01-09 00:00:00'): nan,\n",
- " Timestamp('2023-01-09 01:00:00'): nan,\n",
- " Timestamp('2023-01-09 02:00:00'): nan,\n",
- " Timestamp('2023-01-09 03:00:00'): nan,\n",
- " Timestamp('2023-01-09 04:00:00'): nan,\n",
- " Timestamp('2023-01-09 05:00:00'): nan,\n",
- " Timestamp('2023-01-09 06:00:00'): nan,\n",
- " Timestamp('2023-01-09 07:00:00'): nan,\n",
- " Timestamp('2023-01-09 08:00:00'): nan,\n",
- " Timestamp('2023-01-09 09:00:00'): nan,\n",
- " Timestamp('2023-01-09 10:00:00'): nan,\n",
- " Timestamp('2023-01-09 11:00:00'): nan,\n",
- " Timestamp('2023-01-09 12:00:00'): nan,\n",
- " Timestamp('2023-01-09 13:00:00'): nan,\n",
- " Timestamp('2023-01-09 14:00:00'): nan,\n",
- " Timestamp('2023-01-09 15:00:00'): nan,\n",
- " Timestamp('2023-01-09 16:00:00'): nan,\n",
- " Timestamp('2023-01-09 17:00:00'): nan,\n",
- " Timestamp('2023-01-09 18:00:00'): nan,\n",
- " Timestamp('2023-01-09 19:00:00'): nan,\n",
- " Timestamp('2023-01-09 20:00:00'): nan,\n",
- " Timestamp('2023-01-09 21:00:00'): nan,\n",
- " Timestamp('2023-01-09 22:00:00'): nan,\n",
- " Timestamp('2023-01-09 23:00:00'): nan,\n",
- " Timestamp('2023-01-10 00:00:00'): nan,\n",
- " Timestamp('2023-01-10 01:00:00'): nan,\n",
- " Timestamp('2023-01-10 02:00:00'): nan,\n",
- " Timestamp('2023-01-10 03:00:00'): nan,\n",
- " Timestamp('2023-01-10 04:00:00'): nan,\n",
- " Timestamp('2023-01-10 05:00:00'): nan,\n",
- " Timestamp('2023-01-10 06:00:00'): nan,\n",
- " Timestamp('2023-01-10 07:00:00'): nan,\n",
- " Timestamp('2023-01-10 08:00:00'): nan,\n",
- " Timestamp('2023-01-10 09:00:00'): nan,\n",
- " Timestamp('2023-01-10 10:00:00'): nan,\n",
- " Timestamp('2023-01-10 11:00:00'): nan,\n",
- " Timestamp('2023-01-10 12:00:00'): nan,\n",
- " Timestamp('2023-01-10 13:00:00'): nan,\n",
- " Timestamp('2023-01-10 14:00:00'): nan,\n",
- " Timestamp('2023-01-10 15:00:00'): nan,\n",
- " Timestamp('2023-01-10 16:00:00'): nan,\n",
- " Timestamp('2023-01-10 17:00:00'): nan,\n",
- " Timestamp('2023-01-10 18:00:00'): nan,\n",
- " Timestamp('2023-01-10 19:00:00'): nan,\n",
- " Timestamp('2023-01-10 20:00:00'): nan,\n",
- " Timestamp('2023-01-10 21:00:00'): nan,\n",
- " Timestamp('2023-01-10 22:00:00'): nan,\n",
- " Timestamp('2023-01-10 23:00:00'): nan,\n",
- " Timestamp('2023-01-11 00:00:00'): nan,\n",
- " Timestamp('2023-01-11 01:00:00'): nan,\n",
- " Timestamp('2023-01-11 02:00:00'): nan,\n",
- " Timestamp('2023-01-11 03:00:00'): nan,\n",
- " Timestamp('2023-01-11 04:00:00'): nan,\n",
- " Timestamp('2023-01-11 05:00:00'): nan,\n",
- " Timestamp('2023-01-11 06:00:00'): nan,\n",
- " Timestamp('2023-01-11 07:00:00'): nan,\n",
- " Timestamp('2023-01-11 08:00:00'): nan,\n",
- " Timestamp('2023-01-11 09:00:00'): nan,\n",
- " Timestamp('2023-01-11 10:00:00'): nan,\n",
- " Timestamp('2023-01-11 11:00:00'): nan,\n",
- " Timestamp('2023-01-11 12:00:00'): nan,\n",
- " Timestamp('2023-01-11 13:00:00'): nan,\n",
- " Timestamp('2023-01-11 14:00:00'): nan,\n",
- " Timestamp('2023-01-11 15:00:00'): nan,\n",
- " Timestamp('2023-01-11 16:00:00'): nan,\n",
- " Timestamp('2023-01-11 17:00:00'): nan,\n",
- " Timestamp('2023-01-11 18:00:00'): nan,\n",
- " Timestamp('2023-01-11 19:00:00'): nan,\n",
- " Timestamp('2023-01-11 20:00:00'): nan,\n",
- " Timestamp('2023-01-11 21:00:00'): nan,\n",
- " Timestamp('2023-01-11 22:00:00'): nan,\n",
- " Timestamp('2023-01-11 23:00:00'): nan,\n",
- " Timestamp('2023-01-12 00:00:00'): nan,\n",
- " Timestamp('2023-01-12 01:00:00'): nan,\n",
- " Timestamp('2023-01-12 02:00:00'): nan,\n",
- " Timestamp('2023-01-12 03:00:00'): nan,\n",
- " Timestamp('2023-01-12 04:00:00'): nan,\n",
- " Timestamp('2023-01-12 05:00:00'): nan,\n",
- " Timestamp('2023-01-12 06:00:00'): nan,\n",
- " Timestamp('2023-01-12 07:00:00'): nan,\n",
- " Timestamp('2023-01-12 08:00:00'): nan,\n",
- " Timestamp('2023-01-12 09:00:00'): nan,\n",
- " Timestamp('2023-01-12 10:00:00'): nan,\n",
- " Timestamp('2023-01-12 11:00:00'): nan,\n",
- " Timestamp('2023-01-12 12:00:00'): nan,\n",
- " Timestamp('2023-01-12 13:00:00'): nan,\n",
- " Timestamp('2023-01-12 14:00:00'): nan,\n",
- " Timestamp('2023-01-12 15:00:00'): nan,\n",
- " Timestamp('2023-01-12 16:00:00'): nan,\n",
- " Timestamp('2023-01-12 17:00:00'): nan,\n",
- " Timestamp('2023-01-12 18:00:00'): nan,\n",
- " Timestamp('2023-01-12 19:00:00'): nan,\n",
- " Timestamp('2023-01-12 20:00:00'): nan,\n",
- " Timestamp('2023-01-12 21:00:00'): nan,\n",
- " Timestamp('2023-01-12 22:00:00'): nan,\n",
- " Timestamp('2023-01-12 23:00:00'): nan,\n",
- " Timestamp('2023-01-13 00:00:00'): nan,\n",
- " Timestamp('2023-01-13 01:00:00'): nan,\n",
- " Timestamp('2023-01-13 02:00:00'): nan,\n",
- " Timestamp('2023-01-13 03:00:00'): nan,\n",
- " Timestamp('2023-01-13 04:00:00'): nan,\n",
- " Timestamp('2023-01-13 05:00:00'): nan,\n",
- " Timestamp('2023-01-13 06:00:00'): nan,\n",
- " Timestamp('2023-01-13 07:00:00'): nan,\n",
- " Timestamp('2023-01-13 08:00:00'): nan,\n",
- " Timestamp('2023-01-13 09:00:00'): nan,\n",
- " Timestamp('2023-01-13 10:00:00'): nan,\n",
- " Timestamp('2023-01-13 11:00:00'): nan,\n",
- " Timestamp('2023-01-13 12:00:00'): nan,\n",
- " Timestamp('2023-01-13 13:00:00'): nan,\n",
- " Timestamp('2023-01-13 14:00:00'): nan,\n",
- " Timestamp('2023-01-13 15:00:00'): nan,\n",
- " Timestamp('2023-01-13 16:00:00'): nan,\n",
- " Timestamp('2023-01-13 17:00:00'): nan,\n",
- " Timestamp('2023-01-13 18:00:00'): nan,\n",
- " Timestamp('2023-01-13 19:00:00'): nan,\n",
- " Timestamp('2023-01-13 20:00:00'): nan,\n",
- " Timestamp('2023-01-13 21:00:00'): nan,\n",
- " Timestamp('2023-01-13 22:00:00'): nan,\n",
- " Timestamp('2023-01-13 23:00:00'): nan,\n",
- " Timestamp('2023-01-14 00:00:00'): nan,\n",
- " Timestamp('2023-01-14 01:00:00'): nan,\n",
- " Timestamp('2023-01-14 02:00:00'): nan,\n",
- " Timestamp('2023-01-14 03:00:00'): nan,\n",
- " Timestamp('2023-01-14 04:00:00'): nan,\n",
- " Timestamp('2023-01-14 05:00:00'): nan,\n",
- " Timestamp('2023-01-14 06:00:00'): nan,\n",
- " Timestamp('2023-01-14 07:00:00'): nan,\n",
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- " Timestamp('2023-02-06 07:00:00'): nan,\n",
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- " Timestamp('2023-02-06 13:00:00'): nan,\n",
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- " Timestamp('2023-02-06 17:00:00'): nan,\n",
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- " Timestamp('2023-02-06 21:00:00'): nan,\n",
- " Timestamp('2023-02-06 22:00:00'): nan,\n",
- " Timestamp('2023-02-06 23:00:00'): nan,\n",
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- " Timestamp('2023-02-07 01:00:00'): nan,\n",
- " Timestamp('2023-02-07 02:00:00'): nan,\n",
- " Timestamp('2023-02-07 03:00:00'): nan,\n",
- " Timestamp('2023-02-07 04:00:00'): nan,\n",
- " Timestamp('2023-02-07 05:00:00'): nan,\n",
- " Timestamp('2023-02-07 06:00:00'): nan,\n",
- " Timestamp('2023-02-07 07:00:00'): nan,\n",
- " Timestamp('2023-02-07 08:00:00'): nan,\n",
- " Timestamp('2023-02-07 09:00:00'): nan,\n",
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- " Timestamp('2023-02-07 11:00:00'): nan,\n",
- " Timestamp('2023-02-07 12:00:00'): nan,\n",
- " Timestamp('2023-02-07 13:00:00'): nan,\n",
- " Timestamp('2023-02-07 14:00:00'): nan,\n",
- " Timestamp('2023-02-07 15:00:00'): nan,\n",
- " Timestamp('2023-02-07 16:00:00'): nan,\n",
- " Timestamp('2023-02-07 17:00:00'): nan,\n",
- " Timestamp('2023-02-07 18:00:00'): nan,\n",
- " Timestamp('2023-02-07 19:00:00'): nan,\n",
- " Timestamp('2023-02-07 20:00:00'): nan,\n",
- " Timestamp('2023-02-07 21:00:00'): nan,\n",
- " Timestamp('2023-02-07 22:00:00'): nan,\n",
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- " Timestamp('2023-02-08 01:00:00'): nan,\n",
- " Timestamp('2023-02-08 02:00:00'): nan,\n",
- " Timestamp('2023-02-08 03:00:00'): nan,\n",
- " Timestamp('2023-02-08 04:00:00'): nan,\n",
- " Timestamp('2023-02-08 05:00:00'): nan,\n",
- " Timestamp('2023-02-08 06:00:00'): nan,\n",
- " Timestamp('2023-02-08 07:00:00'): nan,\n",
- " Timestamp('2023-02-08 08:00:00'): nan,\n",
- " Timestamp('2023-02-08 09:00:00'): nan,\n",
- " Timestamp('2023-02-08 10:00:00'): nan,\n",
- " Timestamp('2023-02-08 11:00:00'): nan,\n",
- " Timestamp('2023-02-08 12:00:00'): nan,\n",
- " Timestamp('2023-02-08 13:00:00'): nan,\n",
- " Timestamp('2023-02-08 14:00:00'): nan,\n",
- " Timestamp('2023-02-08 15:00:00'): nan,\n",
- " Timestamp('2023-02-08 16:00:00'): nan,\n",
- " Timestamp('2023-02-08 17:00:00'): nan,\n",
- " Timestamp('2023-02-08 18:00:00'): nan,\n",
- " Timestamp('2023-02-08 19:00:00'): nan,\n",
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- " Timestamp('2023-02-08 21:00:00'): nan,\n",
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- " Timestamp('2023-02-08 23:00:00'): nan,\n",
- " Timestamp('2023-02-09 00:00:00'): nan,\n",
- " Timestamp('2023-02-09 01:00:00'): nan,\n",
- " Timestamp('2023-02-09 02:00:00'): nan,\n",
- " Timestamp('2023-02-09 03:00:00'): nan,\n",
- " Timestamp('2023-02-09 04:00:00'): nan,\n",
- " Timestamp('2023-02-09 05:00:00'): nan,\n",
- " Timestamp('2023-02-09 06:00:00'): nan,\n",
- " Timestamp('2023-02-09 07:00:00'): nan,\n",
- " Timestamp('2023-02-09 08:00:00'): nan,\n",
- " Timestamp('2023-02-09 09:00:00'): nan,\n",
- " Timestamp('2023-02-09 10:00:00'): nan,\n",
- " Timestamp('2023-02-09 11:00:00'): nan,\n",
- " Timestamp('2023-02-09 12:00:00'): nan,\n",
- " Timestamp('2023-02-09 13:00:00'): nan,\n",
- " Timestamp('2023-02-09 14:00:00'): nan,\n",
- " Timestamp('2023-02-09 15:00:00'): nan,\n",
- " Timestamp('2023-02-09 16:00:00'): nan,\n",
- " Timestamp('2023-02-09 17:00:00'): nan,\n",
- " Timestamp('2023-02-09 18:00:00'): nan,\n",
- " Timestamp('2023-02-09 19:00:00'): nan,\n",
- " Timestamp('2023-02-09 20:00:00'): nan,\n",
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- " Timestamp('2023-02-09 22:00:00'): nan,\n",
- " Timestamp('2023-02-09 23:00:00'): nan,\n",
- " Timestamp('2023-02-10 00:00:00'): nan,\n",
- " Timestamp('2023-02-10 01:00:00'): nan,\n",
- " Timestamp('2023-02-10 03:00:00'): nan,\n",
- " Timestamp('2023-02-10 04:00:00'): nan,\n",
- " Timestamp('2023-02-10 05:00:00'): nan,\n",
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- " Timestamp('2023-02-10 07:00:00'): nan,\n",
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- " Timestamp('2023-02-10 11:00:00'): nan,\n",
- " Timestamp('2023-02-10 12:00:00'): nan,\n",
- " Timestamp('2023-02-10 13:00:00'): nan,\n",
- " Timestamp('2023-02-10 14:00:00'): nan,\n",
- " Timestamp('2023-02-10 15:00:00'): nan,\n",
- " Timestamp('2023-02-10 16:00:00'): nan,\n",
- " Timestamp('2023-02-10 17:00:00'): nan,\n",
- " Timestamp('2023-02-10 18:00:00'): nan,\n",
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- " Timestamp('2023-02-10 22:00:00'): nan,\n",
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- " Timestamp('2023-02-11 04:00:00'): nan,\n",
- " Timestamp('2023-02-11 05:00:00'): nan,\n",
- " Timestamp('2023-02-11 06:00:00'): nan,\n",
- " Timestamp('2023-02-11 07:00:00'): nan,\n",
- " Timestamp('2023-02-11 08:00:00'): nan,\n",
- " Timestamp('2023-02-11 09:00:00'): nan,\n",
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- " Timestamp('2023-02-11 11:00:00'): nan,\n",
- " Timestamp('2023-02-11 12:00:00'): nan,\n",
- " Timestamp('2023-02-11 13:00:00'): nan,\n",
- " Timestamp('2023-02-11 14:00:00'): nan,\n",
- " Timestamp('2023-02-11 15:00:00'): nan,\n",
- " Timestamp('2023-02-11 16:00:00'): nan,\n",
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- " Timestamp('2023-02-11 19:00:00'): nan,\n",
- " ...},\n",
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- " Timestamp('2023-01-05 01:30:00'): nan,\n",
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- " Timestamp('2023-01-05 04:00:00'): 194.0,\n",
- " Timestamp('2023-01-05 04:06:00'): 200.0,\n",
- " ...},\n",
- " 'apam2_WSPD': {Timestamp('2023-01-01 00:00:00'): 1.6,\n",
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- " Timestamp('2023-01-04 02:00:00'): 2.0,\n",
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- " Timestamp('2023-01-04 11:30:00'): 1.7,\n",
- " Timestamp('2023-01-04 11:36:00'): 2.2,\n",
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- " Timestamp('2023-01-04 18:06:00'): 3.4,\n",
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- " Timestamp('2023-01-04 20:36:00'): 1.2,\n",
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- " Timestamp('2023-01-04 20:54:00'): 0.1,\n",
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- " Timestamp('2023-01-04 21:06:00'): 1.6,\n",
- " Timestamp('2023-01-04 21:12:00'): 2.3,\n",
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- " Timestamp('2023-01-04 21:24:00'): 4.0,\n",
- " Timestamp('2023-01-04 21:30:00'): 3.3,\n",
- " Timestamp('2023-01-04 21:36:00'): 2.3,\n",
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- " Timestamp('2023-01-05 02:30:00'): 2.5,\n",
- " Timestamp('2023-01-05 02:36:00'): 2.1,\n",
- " Timestamp('2023-01-05 02:42:00'): 1.7,\n",
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- " Timestamp('2023-01-05 03:00:00'): 1.9,\n",
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- " Timestamp('2023-01-05 03:24:00'): 1.3,\n",
- " Timestamp('2023-01-05 03:30:00'): 1.1,\n",
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- " Timestamp('2023-01-05 04:00:00'): 1.3,\n",
- " Timestamp('2023-01-05 04:06:00'): 1.1,\n",
- " ...},\n",
- " 'apam2_GST': {Timestamp('2023-01-01 00:00:00'): 3.5,\n",
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- " Timestamp('2023-01-01 05:12:00'): 4.0,\n",
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- " Timestamp('2023-01-04 02:12:00'): nan,\n",
- " Timestamp('2023-01-04 02:18:00'): nan,\n",
- " Timestamp('2023-01-04 02:24:00'): nan,\n",
- " Timestamp('2023-01-04 02:30:00'): nan,\n",
- " Timestamp('2023-01-04 02:36:00'): nan,\n",
- " Timestamp('2023-01-04 02:42:00'): nan,\n",
- " Timestamp('2023-01-04 02:48:00'): nan,\n",
- " Timestamp('2023-01-04 02:54:00'): nan,\n",
- " Timestamp('2023-01-04 03:00:00'): nan,\n",
- " Timestamp('2023-01-04 03:06:00'): nan,\n",
- " Timestamp('2023-01-04 03:12:00'): nan,\n",
- " Timestamp('2023-01-04 03:18:00'): nan,\n",
- " Timestamp('2023-01-04 03:24:00'): nan,\n",
- " Timestamp('2023-01-04 03:30:00'): nan,\n",
- " Timestamp('2023-01-04 03:36:00'): nan,\n",
- " Timestamp('2023-01-04 03:42:00'): nan,\n",
- " Timestamp('2023-01-04 03:48:00'): nan,\n",
- " Timestamp('2023-01-04 03:54:00'): nan,\n",
- " Timestamp('2023-01-04 04:00:00'): nan,\n",
- " Timestamp('2023-01-04 04:06:00'): nan,\n",
- " Timestamp('2023-01-04 04:12:00'): nan,\n",
- " Timestamp('2023-01-04 04:18:00'): nan,\n",
- " Timestamp('2023-01-04 04:24:00'): nan,\n",
- " Timestamp('2023-01-04 04:30:00'): nan,\n",
- " Timestamp('2023-01-04 04:36:00'): nan,\n",
- " Timestamp('2023-01-04 04:42:00'): nan,\n",
- " Timestamp('2023-01-04 04:48:00'): nan,\n",
- " Timestamp('2023-01-04 04:54:00'): nan,\n",
- " Timestamp('2023-01-04 05:00:00'): nan,\n",
- " Timestamp('2023-01-04 05:06:00'): nan,\n",
- " Timestamp('2023-01-04 05:12:00'): nan,\n",
- " Timestamp('2023-01-04 05:18:00'): nan,\n",
- " Timestamp('2023-01-04 05:24:00'): nan,\n",
- " Timestamp('2023-01-04 05:30:00'): nan,\n",
- " Timestamp('2023-01-04 05:36:00'): nan,\n",
- " Timestamp('2023-01-04 05:42:00'): nan,\n",
- " Timestamp('2023-01-04 05:48:00'): nan,\n",
- " Timestamp('2023-01-04 05:54:00'): nan,\n",
- " Timestamp('2023-01-04 06:00:00'): nan,\n",
- " Timestamp('2023-01-04 06:06:00'): nan,\n",
- " Timestamp('2023-01-04 06:12:00'): nan,\n",
- " Timestamp('2023-01-04 06:18:00'): nan,\n",
- " Timestamp('2023-01-04 06:24:00'): nan,\n",
- " Timestamp('2023-01-04 06:30:00'): nan,\n",
- " Timestamp('2023-01-04 06:36:00'): nan,\n",
- " Timestamp('2023-01-04 06:42:00'): nan,\n",
- " Timestamp('2023-01-04 06:48:00'): nan,\n",
- " Timestamp('2023-01-04 06:54:00'): nan,\n",
- " Timestamp('2023-01-04 07:00:00'): nan,\n",
- " Timestamp('2023-01-04 07:06:00'): nan,\n",
- " Timestamp('2023-01-04 07:12:00'): nan,\n",
- " Timestamp('2023-01-04 07:18:00'): nan,\n",
- " Timestamp('2023-01-04 07:24:00'): nan,\n",
- " Timestamp('2023-01-04 07:30:00'): nan,\n",
- " Timestamp('2023-01-04 07:36:00'): nan,\n",
- " Timestamp('2023-01-04 07:42:00'): nan,\n",
- " Timestamp('2023-01-04 07:48:00'): nan,\n",
- " Timestamp('2023-01-04 07:54:00'): nan,\n",
- " Timestamp('2023-01-04 08:00:00'): nan,\n",
- " Timestamp('2023-01-04 08:06:00'): nan,\n",
- " Timestamp('2023-01-04 08:12:00'): nan,\n",
- " Timestamp('2023-01-04 08:18:00'): nan,\n",
- " Timestamp('2023-01-04 08:24:00'): nan,\n",
- " Timestamp('2023-01-04 08:30:00'): nan,\n",
- " Timestamp('2023-01-04 08:36:00'): nan,\n",
- " Timestamp('2023-01-04 08:42:00'): nan,\n",
- " Timestamp('2023-01-04 08:48:00'): nan,\n",
- " Timestamp('2023-01-04 08:54:00'): nan,\n",
- " Timestamp('2023-01-04 09:00:00'): nan,\n",
- " Timestamp('2023-01-04 09:06:00'): nan,\n",
- " Timestamp('2023-01-04 09:12:00'): nan,\n",
- " Timestamp('2023-01-04 09:18:00'): nan,\n",
- " Timestamp('2023-01-04 09:24:00'): nan,\n",
- " Timestamp('2023-01-04 09:30:00'): nan,\n",
- " Timestamp('2023-01-04 09:36:00'): nan,\n",
- " Timestamp('2023-01-04 09:42:00'): nan,\n",
- " Timestamp('2023-01-04 09:48:00'): nan,\n",
- " Timestamp('2023-01-04 09:54:00'): nan,\n",
- " Timestamp('2023-01-04 10:00:00'): nan,\n",
- " Timestamp('2023-01-04 10:06:00'): nan,\n",
- " Timestamp('2023-01-04 10:12:00'): nan,\n",
- " Timestamp('2023-01-04 10:18:00'): nan,\n",
- " Timestamp('2023-01-04 10:24:00'): nan,\n",
- " Timestamp('2023-01-04 10:30:00'): nan,\n",
- " Timestamp('2023-01-04 10:36:00'): nan,\n",
- " Timestamp('2023-01-04 10:42:00'): nan,\n",
- " Timestamp('2023-01-04 10:48:00'): nan,\n",
- " Timestamp('2023-01-04 10:54:00'): nan,\n",
- " Timestamp('2023-01-04 11:00:00'): nan,\n",
- " Timestamp('2023-01-04 11:06:00'): nan,\n",
- " Timestamp('2023-01-04 11:12:00'): nan,\n",
- " Timestamp('2023-01-04 11:18:00'): nan,\n",
- " Timestamp('2023-01-04 11:24:00'): nan,\n",
- " Timestamp('2023-01-04 11:30:00'): nan,\n",
- " Timestamp('2023-01-04 11:36:00'): nan,\n",
- " Timestamp('2023-01-04 11:42:00'): nan,\n",
- " Timestamp('2023-01-04 11:48:00'): nan,\n",
- " Timestamp('2023-01-04 11:54:00'): nan,\n",
- " Timestamp('2023-01-04 12:00:00'): nan,\n",
- " Timestamp('2023-01-04 12:06:00'): nan,\n",
- " Timestamp('2023-01-04 12:12:00'): nan,\n",
- " Timestamp('2023-01-04 12:18:00'): nan,\n",
- " Timestamp('2023-01-04 12:24:00'): nan,\n",
- " Timestamp('2023-01-04 12:30:00'): nan,\n",
- " Timestamp('2023-01-04 12:36:00'): nan,\n",
- " Timestamp('2023-01-04 12:42:00'): nan,\n",
- " Timestamp('2023-01-04 12:48:00'): nan,\n",
- " Timestamp('2023-01-04 12:54:00'): nan,\n",
- " Timestamp('2023-01-04 13:00:00'): nan,\n",
- " Timestamp('2023-01-04 13:06:00'): nan,\n",
- " Timestamp('2023-01-04 13:12:00'): nan,\n",
- " Timestamp('2023-01-04 13:18:00'): nan,\n",
- " Timestamp('2023-01-04 13:24:00'): nan,\n",
- " Timestamp('2023-01-04 13:30:00'): nan,\n",
- " Timestamp('2023-01-04 13:36:00'): nan,\n",
- " Timestamp('2023-01-04 13:42:00'): nan,\n",
- " Timestamp('2023-01-04 13:48:00'): nan,\n",
- " Timestamp('2023-01-04 13:54:00'): nan,\n",
- " Timestamp('2023-01-04 14:00:00'): nan,\n",
- " Timestamp('2023-01-04 14:06:00'): nan,\n",
- " Timestamp('2023-01-04 14:12:00'): nan,\n",
- " Timestamp('2023-01-04 14:18:00'): nan,\n",
- " Timestamp('2023-01-04 14:24:00'): nan,\n",
- " Timestamp('2023-01-04 14:30:00'): nan,\n",
- " Timestamp('2023-01-04 14:36:00'): nan,\n",
- " Timestamp('2023-01-04 14:42:00'): nan,\n",
- " Timestamp('2023-01-04 14:48:00'): nan,\n",
- " Timestamp('2023-01-04 14:54:00'): nan,\n",
- " Timestamp('2023-01-04 15:00:00'): nan,\n",
- " Timestamp('2023-01-04 15:06:00'): nan,\n",
- " Timestamp('2023-01-04 15:12:00'): nan,\n",
- " Timestamp('2023-01-04 15:18:00'): nan,\n",
- " Timestamp('2023-01-04 15:24:00'): nan,\n",
- " Timestamp('2023-01-04 15:30:00'): nan,\n",
- " Timestamp('2023-01-04 15:36:00'): nan,\n",
- " Timestamp('2023-01-04 15:42:00'): nan,\n",
- " Timestamp('2023-01-04 15:48:00'): nan,\n",
- " Timestamp('2023-01-04 15:54:00'): nan,\n",
- " Timestamp('2023-01-04 16:00:00'): nan,\n",
- " Timestamp('2023-01-04 16:06:00'): nan,\n",
- " Timestamp('2023-01-04 16:12:00'): nan,\n",
- " Timestamp('2023-01-04 16:18:00'): nan,\n",
- " Timestamp('2023-01-04 16:24:00'): nan,\n",
- " Timestamp('2023-01-04 16:30:00'): nan,\n",
- " Timestamp('2023-01-04 16:36:00'): nan,\n",
- " Timestamp('2023-01-04 16:42:00'): nan,\n",
- " Timestamp('2023-01-04 16:48:00'): nan,\n",
- " Timestamp('2023-01-04 16:54:00'): nan,\n",
- " Timestamp('2023-01-04 17:00:00'): nan,\n",
- " Timestamp('2023-01-04 17:06:00'): nan,\n",
- " Timestamp('2023-01-04 17:12:00'): nan,\n",
- " Timestamp('2023-01-04 17:18:00'): nan,\n",
- " Timestamp('2023-01-04 17:24:00'): nan,\n",
- " Timestamp('2023-01-04 17:30:00'): nan,\n",
- " Timestamp('2023-01-04 17:36:00'): nan,\n",
- " Timestamp('2023-01-04 17:42:00'): nan,\n",
- " Timestamp('2023-01-04 17:48:00'): nan,\n",
- " Timestamp('2023-01-04 17:54:00'): nan,\n",
- " Timestamp('2023-01-04 18:00:00'): nan,\n",
- " Timestamp('2023-01-04 18:06:00'): nan,\n",
- " Timestamp('2023-01-04 18:12:00'): nan,\n",
- " Timestamp('2023-01-04 18:18:00'): nan,\n",
- " Timestamp('2023-01-04 18:24:00'): nan,\n",
- " Timestamp('2023-01-04 18:30:00'): nan,\n",
- " Timestamp('2023-01-04 18:36:00'): nan,\n",
- " Timestamp('2023-01-04 18:42:00'): nan,\n",
- " Timestamp('2023-01-04 18:48:00'): nan,\n",
- " Timestamp('2023-01-04 18:54:00'): nan,\n",
- " Timestamp('2023-01-04 19:00:00'): nan,\n",
- " Timestamp('2023-01-04 19:06:00'): nan,\n",
- " Timestamp('2023-01-04 19:12:00'): nan,\n",
- " Timestamp('2023-01-04 19:18:00'): nan,\n",
- " Timestamp('2023-01-04 19:24:00'): nan,\n",
- " Timestamp('2023-01-04 19:30:00'): nan,\n",
- " Timestamp('2023-01-04 19:36:00'): nan,\n",
- " Timestamp('2023-01-04 19:42:00'): nan,\n",
- " Timestamp('2023-01-04 19:48:00'): nan,\n",
- " Timestamp('2023-01-04 19:54:00'): nan,\n",
- " Timestamp('2023-01-04 20:00:00'): nan,\n",
- " Timestamp('2023-01-04 20:06:00'): nan,\n",
- " Timestamp('2023-01-04 20:12:00'): nan,\n",
- " Timestamp('2023-01-04 20:18:00'): nan,\n",
- " Timestamp('2023-01-04 20:24:00'): nan,\n",
- " Timestamp('2023-01-04 20:30:00'): nan,\n",
- " Timestamp('2023-01-04 20:36:00'): nan,\n",
- " Timestamp('2023-01-04 20:42:00'): nan,\n",
- " Timestamp('2023-01-04 20:48:00'): nan,\n",
- " Timestamp('2023-01-04 20:54:00'): nan,\n",
- " Timestamp('2023-01-04 21:00:00'): nan,\n",
- " Timestamp('2023-01-04 21:06:00'): nan,\n",
- " Timestamp('2023-01-04 21:12:00'): nan,\n",
- " Timestamp('2023-01-04 21:18:00'): nan,\n",
- " Timestamp('2023-01-04 21:24:00'): nan,\n",
- " Timestamp('2023-01-04 21:30:00'): nan,\n",
- " Timestamp('2023-01-04 21:36:00'): nan,\n",
- " Timestamp('2023-01-04 21:42:00'): nan,\n",
- " Timestamp('2023-01-04 21:48:00'): nan,\n",
- " Timestamp('2023-01-04 21:54:00'): nan,\n",
- " Timestamp('2023-01-04 22:00:00'): nan,\n",
- " Timestamp('2023-01-04 22:06:00'): nan,\n",
- " Timestamp('2023-01-04 22:12:00'): nan,\n",
- " Timestamp('2023-01-04 22:18:00'): nan,\n",
- " Timestamp('2023-01-04 22:24:00'): nan,\n",
- " Timestamp('2023-01-04 22:30:00'): nan,\n",
- " Timestamp('2023-01-04 22:36:00'): nan,\n",
- " Timestamp('2023-01-04 22:42:00'): nan,\n",
- " Timestamp('2023-01-04 22:48:00'): nan,\n",
- " Timestamp('2023-01-04 22:54:00'): nan,\n",
- " Timestamp('2023-01-04 23:00:00'): nan,\n",
- " Timestamp('2023-01-04 23:06:00'): nan,\n",
- " Timestamp('2023-01-04 23:12:00'): nan,\n",
- " Timestamp('2023-01-04 23:18:00'): nan,\n",
- " Timestamp('2023-01-04 23:24:00'): nan,\n",
- " Timestamp('2023-01-04 23:30:00'): nan,\n",
- " Timestamp('2023-01-04 23:36:00'): nan,\n",
- " Timestamp('2023-01-04 23:42:00'): nan,\n",
- " Timestamp('2023-01-04 23:48:00'): nan,\n",
- " Timestamp('2023-01-04 23:54:00'): nan,\n",
- " Timestamp('2023-01-05 00:00:00'): nan,\n",
- " Timestamp('2023-01-05 00:06:00'): nan,\n",
- " Timestamp('2023-01-05 00:12:00'): nan,\n",
- " Timestamp('2023-01-05 00:18:00'): nan,\n",
- " Timestamp('2023-01-05 00:24:00'): nan,\n",
- " Timestamp('2023-01-05 00:30:00'): nan,\n",
- " Timestamp('2023-01-05 00:36:00'): nan,\n",
- " Timestamp('2023-01-05 00:42:00'): nan,\n",
- " Timestamp('2023-01-05 00:48:00'): nan,\n",
- " Timestamp('2023-01-05 00:54:00'): nan,\n",
- " Timestamp('2023-01-05 01:00:00'): nan,\n",
- " Timestamp('2023-01-05 01:06:00'): nan,\n",
- " Timestamp('2023-01-05 01:12:00'): nan,\n",
- " Timestamp('2023-01-05 01:18:00'): nan,\n",
- " Timestamp('2023-01-05 01:24:00'): nan,\n",
- " Timestamp('2023-01-05 01:30:00'): nan,\n",
- " Timestamp('2023-01-05 01:36:00'): nan,\n",
- " Timestamp('2023-01-05 01:42:00'): nan,\n",
- " Timestamp('2023-01-05 01:48:00'): nan,\n",
- " Timestamp('2023-01-05 01:54:00'): nan,\n",
- " Timestamp('2023-01-05 02:00:00'): nan,\n",
- " Timestamp('2023-01-05 02:06:00'): nan,\n",
- " Timestamp('2023-01-05 02:12:00'): nan,\n",
- " Timestamp('2023-01-05 02:18:00'): nan,\n",
- " Timestamp('2023-01-05 02:24:00'): nan,\n",
- " Timestamp('2023-01-05 02:30:00'): nan,\n",
- " Timestamp('2023-01-05 02:36:00'): nan,\n",
- " Timestamp('2023-01-05 02:42:00'): nan,\n",
- " Timestamp('2023-01-05 02:48:00'): nan,\n",
- " Timestamp('2023-01-05 02:54:00'): nan,\n",
- " Timestamp('2023-01-05 03:00:00'): nan,\n",
- " Timestamp('2023-01-05 03:06:00'): nan,\n",
- " Timestamp('2023-01-05 03:12:00'): nan,\n",
- " Timestamp('2023-01-05 03:18:00'): nan,\n",
- " Timestamp('2023-01-05 03:24:00'): nan,\n",
- " Timestamp('2023-01-05 03:30:00'): nan,\n",
- " Timestamp('2023-01-05 03:36:00'): nan,\n",
- " Timestamp('2023-01-05 03:42:00'): nan,\n",
- " Timestamp('2023-01-05 03:48:00'): nan,\n",
- " Timestamp('2023-01-05 03:54:00'): nan,\n",
- " Timestamp('2023-01-05 04:00:00'): nan,\n",
- " Timestamp('2023-01-05 04:06:00'): nan,\n",
- " ...},\n",
- " 'apam2_DPD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
- " Timestamp('2023-01-01 00:06:00'): nan,\n",
- " Timestamp('2023-01-01 00:12:00'): nan,\n",
- " Timestamp('2023-01-01 00:18:00'): nan,\n",
- " Timestamp('2023-01-01 00:24:00'): nan,\n",
- " Timestamp('2023-01-01 00:30:00'): nan,\n",
- " Timestamp('2023-01-01 00:36:00'): nan,\n",
- " Timestamp('2023-01-01 00:42:00'): nan,\n",
- " Timestamp('2023-01-01 01:00:00'): nan,\n",
- " Timestamp('2023-01-01 01:06:00'): nan,\n",
- " Timestamp('2023-01-01 01:12:00'): nan,\n",
- " Timestamp('2023-01-01 01:18:00'): nan,\n",
- " Timestamp('2023-01-01 01:24:00'): nan,\n",
- " Timestamp('2023-01-01 01:30:00'): nan,\n",
- " Timestamp('2023-01-01 01:36:00'): nan,\n",
- " Timestamp('2023-01-01 01:42:00'): nan,\n",
- " Timestamp('2023-01-01 01:48:00'): nan,\n",
- " Timestamp('2023-01-01 01:54:00'): nan,\n",
- " Timestamp('2023-01-01 02:00:00'): nan,\n",
- " Timestamp('2023-01-01 02:06:00'): nan,\n",
- " Timestamp('2023-01-01 02:12:00'): nan,\n",
- " Timestamp('2023-01-01 02:18:00'): nan,\n",
- " Timestamp('2023-01-01 02:24:00'): nan,\n",
- " Timestamp('2023-01-01 02:30:00'): nan,\n",
- " Timestamp('2023-01-01 02:36:00'): nan,\n",
- " Timestamp('2023-01-01 02:42:00'): nan,\n",
- " Timestamp('2023-01-01 02:48:00'): nan,\n",
- " Timestamp('2023-01-01 02:54:00'): nan,\n",
- " Timestamp('2023-01-01 03:00:00'): nan,\n",
- " Timestamp('2023-01-01 03:06:00'): nan,\n",
- " Timestamp('2023-01-01 03:12:00'): nan,\n",
- " Timestamp('2023-01-01 03:18:00'): nan,\n",
- " Timestamp('2023-01-01 03:24:00'): nan,\n",
- " Timestamp('2023-01-01 03:30:00'): nan,\n",
- " Timestamp('2023-01-01 03:36:00'): nan,\n",
- " Timestamp('2023-01-01 03:42:00'): nan,\n",
- " Timestamp('2023-01-01 03:48:00'): nan,\n",
- " Timestamp('2023-01-01 03:54:00'): nan,\n",
- " Timestamp('2023-01-01 04:00:00'): nan,\n",
- " Timestamp('2023-01-01 04:06:00'): nan,\n",
- " Timestamp('2023-01-01 04:12:00'): nan,\n",
- " Timestamp('2023-01-01 04:18:00'): nan,\n",
- " Timestamp('2023-01-01 04:24:00'): nan,\n",
- " Timestamp('2023-01-01 04:30:00'): nan,\n",
- " Timestamp('2023-01-01 04:36:00'): nan,\n",
- " Timestamp('2023-01-01 04:42:00'): nan,\n",
- " Timestamp('2023-01-01 04:48:00'): nan,\n",
- " Timestamp('2023-01-01 04:54:00'): nan,\n",
- " Timestamp('2023-01-01 05:00:00'): nan,\n",
- " Timestamp('2023-01-01 05:06:00'): nan,\n",
- " Timestamp('2023-01-01 05:12:00'): nan,\n",
- " Timestamp('2023-01-01 05:18:00'): nan,\n",
- " Timestamp('2023-01-01 05:24:00'): nan,\n",
- " Timestamp('2023-01-01 05:30:00'): nan,\n",
- " Timestamp('2023-01-01 05:36:00'): nan,\n",
- " Timestamp('2023-01-01 05:42:00'): nan,\n",
- " Timestamp('2023-01-01 05:48:00'): nan,\n",
- " Timestamp('2023-01-01 05:54:00'): nan,\n",
- " Timestamp('2023-01-01 06:00:00'): nan,\n",
- " Timestamp('2023-01-01 06:06:00'): nan,\n",
- " Timestamp('2023-01-01 06:12:00'): nan,\n",
- " Timestamp('2023-01-01 06:18:00'): nan,\n",
- " Timestamp('2023-01-01 06:24:00'): nan,\n",
- " Timestamp('2023-01-01 06:30:00'): nan,\n",
- " Timestamp('2023-01-01 06:36:00'): nan,\n",
- " Timestamp('2023-01-01 06:42:00'): nan,\n",
- " Timestamp('2023-01-01 06:48:00'): nan,\n",
- " Timestamp('2023-01-01 06:54:00'): nan,\n",
- " Timestamp('2023-01-01 07:00:00'): nan,\n",
- " Timestamp('2023-01-01 07:06:00'): nan,\n",
- " Timestamp('2023-01-01 07:12:00'): nan,\n",
- " Timestamp('2023-01-01 07:18:00'): nan,\n",
- " Timestamp('2023-01-01 07:24:00'): nan,\n",
- " Timestamp('2023-01-01 07:30:00'): nan,\n",
- " Timestamp('2023-01-01 07:36:00'): nan,\n",
- " Timestamp('2023-01-01 07:42:00'): nan,\n",
- " Timestamp('2023-01-01 07:48:00'): nan,\n",
- " Timestamp('2023-01-01 07:54:00'): nan,\n",
- " Timestamp('2023-01-01 08:00:00'): nan,\n",
- " Timestamp('2023-01-01 08:06:00'): nan,\n",
- " Timestamp('2023-01-01 08:12:00'): nan,\n",
- " Timestamp('2023-01-01 08:18:00'): nan,\n",
- " Timestamp('2023-01-01 08:24:00'): nan,\n",
- " Timestamp('2023-01-01 08:30:00'): nan,\n",
- " Timestamp('2023-01-01 08:36:00'): nan,\n",
- " Timestamp('2023-01-01 08:42:00'): nan,\n",
- " Timestamp('2023-01-01 08:48:00'): nan,\n",
- " Timestamp('2023-01-01 08:54:00'): nan,\n",
- " Timestamp('2023-01-01 09:00:00'): nan,\n",
- " Timestamp('2023-01-01 09:06:00'): nan,\n",
- " Timestamp('2023-01-01 09:12:00'): nan,\n",
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- " Timestamp('2023-01-04 08:18:00'): nan,\n",
- " Timestamp('2023-01-04 08:24:00'): nan,\n",
- " Timestamp('2023-01-04 08:30:00'): nan,\n",
- " Timestamp('2023-01-04 08:36:00'): nan,\n",
- " Timestamp('2023-01-04 08:42:00'): nan,\n",
- " Timestamp('2023-01-04 08:48:00'): nan,\n",
- " Timestamp('2023-01-04 08:54:00'): nan,\n",
- " Timestamp('2023-01-04 09:00:00'): nan,\n",
- " Timestamp('2023-01-04 09:06:00'): nan,\n",
- " Timestamp('2023-01-04 09:12:00'): nan,\n",
- " Timestamp('2023-01-04 09:18:00'): nan,\n",
- " Timestamp('2023-01-04 09:24:00'): nan,\n",
- " Timestamp('2023-01-04 09:30:00'): nan,\n",
- " Timestamp('2023-01-04 09:36:00'): nan,\n",
- " Timestamp('2023-01-04 09:42:00'): nan,\n",
- " Timestamp('2023-01-04 09:48:00'): nan,\n",
- " Timestamp('2023-01-04 09:54:00'): nan,\n",
- " Timestamp('2023-01-04 10:00:00'): nan,\n",
- " Timestamp('2023-01-04 10:06:00'): nan,\n",
- " Timestamp('2023-01-04 10:12:00'): nan,\n",
- " Timestamp('2023-01-04 10:18:00'): nan,\n",
- " Timestamp('2023-01-04 10:24:00'): nan,\n",
- " Timestamp('2023-01-04 10:30:00'): nan,\n",
- " Timestamp('2023-01-04 10:36:00'): nan,\n",
- " Timestamp('2023-01-04 10:42:00'): nan,\n",
- " Timestamp('2023-01-04 10:48:00'): nan,\n",
- " Timestamp('2023-01-04 10:54:00'): nan,\n",
- " Timestamp('2023-01-04 11:00:00'): nan,\n",
- " Timestamp('2023-01-04 11:06:00'): nan,\n",
- " Timestamp('2023-01-04 11:12:00'): nan,\n",
- " Timestamp('2023-01-04 11:18:00'): nan,\n",
- " Timestamp('2023-01-04 11:24:00'): nan,\n",
- " Timestamp('2023-01-04 11:30:00'): nan,\n",
- " Timestamp('2023-01-04 11:36:00'): nan,\n",
- " Timestamp('2023-01-04 11:42:00'): nan,\n",
- " Timestamp('2023-01-04 11:48:00'): nan,\n",
- " Timestamp('2023-01-04 11:54:00'): nan,\n",
- " Timestamp('2023-01-04 12:00:00'): nan,\n",
- " Timestamp('2023-01-04 12:06:00'): nan,\n",
- " Timestamp('2023-01-04 12:12:00'): nan,\n",
- " Timestamp('2023-01-04 12:18:00'): nan,\n",
- " Timestamp('2023-01-04 12:24:00'): nan,\n",
- " Timestamp('2023-01-04 12:30:00'): nan,\n",
- " Timestamp('2023-01-04 12:36:00'): nan,\n",
- " Timestamp('2023-01-04 12:42:00'): nan,\n",
- " Timestamp('2023-01-04 12:48:00'): nan,\n",
- " Timestamp('2023-01-04 12:54:00'): nan,\n",
- " Timestamp('2023-01-04 13:00:00'): nan,\n",
- " Timestamp('2023-01-04 13:06:00'): nan,\n",
- " Timestamp('2023-01-04 13:12:00'): nan,\n",
- " Timestamp('2023-01-04 13:18:00'): nan,\n",
- " Timestamp('2023-01-04 13:24:00'): nan,\n",
- " Timestamp('2023-01-04 13:30:00'): nan,\n",
- " Timestamp('2023-01-04 13:36:00'): nan,\n",
- " Timestamp('2023-01-04 13:42:00'): nan,\n",
- " Timestamp('2023-01-04 13:48:00'): nan,\n",
- " Timestamp('2023-01-04 13:54:00'): nan,\n",
- " Timestamp('2023-01-04 14:00:00'): nan,\n",
- " Timestamp('2023-01-04 14:06:00'): nan,\n",
- " Timestamp('2023-01-04 14:12:00'): nan,\n",
- " Timestamp('2023-01-04 14:18:00'): nan,\n",
- " Timestamp('2023-01-04 14:24:00'): nan,\n",
- " Timestamp('2023-01-04 14:30:00'): nan,\n",
- " Timestamp('2023-01-04 14:36:00'): nan,\n",
- " Timestamp('2023-01-04 14:42:00'): nan,\n",
- " Timestamp('2023-01-04 14:48:00'): nan,\n",
- " Timestamp('2023-01-04 14:54:00'): nan,\n",
- " Timestamp('2023-01-04 15:00:00'): nan,\n",
- " Timestamp('2023-01-04 15:06:00'): nan,\n",
- " Timestamp('2023-01-04 15:12:00'): nan,\n",
- " Timestamp('2023-01-04 15:18:00'): nan,\n",
- " Timestamp('2023-01-04 15:24:00'): nan,\n",
- " Timestamp('2023-01-04 15:30:00'): nan,\n",
- " Timestamp('2023-01-04 15:36:00'): nan,\n",
- " Timestamp('2023-01-04 15:42:00'): nan,\n",
- " Timestamp('2023-01-04 15:48:00'): nan,\n",
- " Timestamp('2023-01-04 15:54:00'): nan,\n",
- " Timestamp('2023-01-04 16:00:00'): nan,\n",
- " Timestamp('2023-01-04 16:06:00'): nan,\n",
- " Timestamp('2023-01-04 16:12:00'): nan,\n",
- " Timestamp('2023-01-04 16:18:00'): nan,\n",
- " Timestamp('2023-01-04 16:24:00'): nan,\n",
- " Timestamp('2023-01-04 16:30:00'): nan,\n",
- " Timestamp('2023-01-04 16:36:00'): nan,\n",
- " Timestamp('2023-01-04 16:42:00'): nan,\n",
- " Timestamp('2023-01-04 16:48:00'): nan,\n",
- " Timestamp('2023-01-04 16:54:00'): nan,\n",
- " Timestamp('2023-01-04 17:00:00'): nan,\n",
- " Timestamp('2023-01-04 17:06:00'): nan,\n",
- " Timestamp('2023-01-04 17:12:00'): nan,\n",
- " Timestamp('2023-01-04 17:18:00'): nan,\n",
- " Timestamp('2023-01-04 17:24:00'): nan,\n",
- " Timestamp('2023-01-04 17:30:00'): nan,\n",
- " Timestamp('2023-01-04 17:36:00'): nan,\n",
- " Timestamp('2023-01-04 17:42:00'): nan,\n",
- " Timestamp('2023-01-04 17:48:00'): nan,\n",
- " Timestamp('2023-01-04 17:54:00'): nan,\n",
- " Timestamp('2023-01-04 18:00:00'): nan,\n",
- " Timestamp('2023-01-04 18:06:00'): nan,\n",
- " Timestamp('2023-01-04 18:12:00'): nan,\n",
- " Timestamp('2023-01-04 18:18:00'): nan,\n",
- " Timestamp('2023-01-04 18:24:00'): nan,\n",
- " Timestamp('2023-01-04 18:30:00'): nan,\n",
- " Timestamp('2023-01-04 18:36:00'): nan,\n",
- " Timestamp('2023-01-04 18:42:00'): nan,\n",
- " Timestamp('2023-01-04 18:48:00'): nan,\n",
- " Timestamp('2023-01-04 18:54:00'): nan,\n",
- " Timestamp('2023-01-04 19:00:00'): nan,\n",
- " Timestamp('2023-01-04 19:06:00'): nan,\n",
- " Timestamp('2023-01-04 19:12:00'): nan,\n",
- " Timestamp('2023-01-04 19:18:00'): nan,\n",
- " Timestamp('2023-01-04 19:24:00'): nan,\n",
- " Timestamp('2023-01-04 19:30:00'): nan,\n",
- " Timestamp('2023-01-04 19:36:00'): nan,\n",
- " Timestamp('2023-01-04 19:42:00'): nan,\n",
- " Timestamp('2023-01-04 19:48:00'): nan,\n",
- " Timestamp('2023-01-04 19:54:00'): nan,\n",
- " Timestamp('2023-01-04 20:00:00'): nan,\n",
- " Timestamp('2023-01-04 20:06:00'): nan,\n",
- " Timestamp('2023-01-04 20:12:00'): nan,\n",
- " Timestamp('2023-01-04 20:18:00'): nan,\n",
- " Timestamp('2023-01-04 20:24:00'): nan,\n",
- " Timestamp('2023-01-04 20:30:00'): nan,\n",
- " Timestamp('2023-01-04 20:36:00'): nan,\n",
- " Timestamp('2023-01-04 20:42:00'): nan,\n",
- " Timestamp('2023-01-04 20:48:00'): nan,\n",
- " Timestamp('2023-01-04 20:54:00'): nan,\n",
- " Timestamp('2023-01-04 21:00:00'): nan,\n",
- " Timestamp('2023-01-04 21:06:00'): nan,\n",
- " Timestamp('2023-01-04 21:12:00'): nan,\n",
- " Timestamp('2023-01-04 21:18:00'): nan,\n",
- " Timestamp('2023-01-04 21:24:00'): nan,\n",
- " Timestamp('2023-01-04 21:30:00'): nan,\n",
- " Timestamp('2023-01-04 21:36:00'): nan,\n",
- " Timestamp('2023-01-04 21:42:00'): nan,\n",
- " Timestamp('2023-01-04 21:48:00'): nan,\n",
- " Timestamp('2023-01-04 21:54:00'): nan,\n",
- " Timestamp('2023-01-04 22:00:00'): nan,\n",
- " Timestamp('2023-01-04 22:06:00'): nan,\n",
- " Timestamp('2023-01-04 22:12:00'): nan,\n",
- " Timestamp('2023-01-04 22:18:00'): nan,\n",
- " Timestamp('2023-01-04 22:24:00'): nan,\n",
- " Timestamp('2023-01-04 22:30:00'): nan,\n",
- " Timestamp('2023-01-04 22:36:00'): nan,\n",
- " Timestamp('2023-01-04 22:42:00'): nan,\n",
- " Timestamp('2023-01-04 22:48:00'): nan,\n",
- " Timestamp('2023-01-04 22:54:00'): nan,\n",
- " Timestamp('2023-01-04 23:00:00'): nan,\n",
- " Timestamp('2023-01-04 23:06:00'): nan,\n",
- " Timestamp('2023-01-04 23:12:00'): nan,\n",
- " Timestamp('2023-01-04 23:18:00'): nan,\n",
- " Timestamp('2023-01-04 23:24:00'): nan,\n",
- " Timestamp('2023-01-04 23:30:00'): nan,\n",
- " Timestamp('2023-01-04 23:36:00'): nan,\n",
- " Timestamp('2023-01-04 23:42:00'): nan,\n",
- " Timestamp('2023-01-04 23:48:00'): nan,\n",
- " Timestamp('2023-01-04 23:54:00'): nan,\n",
- " Timestamp('2023-01-05 00:00:00'): nan,\n",
- " Timestamp('2023-01-05 00:06:00'): nan,\n",
- " Timestamp('2023-01-05 00:12:00'): nan,\n",
- " Timestamp('2023-01-05 00:18:00'): nan,\n",
- " Timestamp('2023-01-05 00:24:00'): nan,\n",
- " Timestamp('2023-01-05 00:30:00'): nan,\n",
- " Timestamp('2023-01-05 00:36:00'): nan,\n",
- " Timestamp('2023-01-05 00:42:00'): nan,\n",
- " Timestamp('2023-01-05 00:48:00'): nan,\n",
- " Timestamp('2023-01-05 00:54:00'): nan,\n",
- " Timestamp('2023-01-05 01:00:00'): nan,\n",
- " Timestamp('2023-01-05 01:06:00'): nan,\n",
- " Timestamp('2023-01-05 01:12:00'): nan,\n",
- " Timestamp('2023-01-05 01:18:00'): nan,\n",
- " Timestamp('2023-01-05 01:24:00'): nan,\n",
- " Timestamp('2023-01-05 01:30:00'): nan,\n",
- " Timestamp('2023-01-05 01:36:00'): nan,\n",
- " Timestamp('2023-01-05 01:42:00'): nan,\n",
- " Timestamp('2023-01-05 01:48:00'): nan,\n",
- " Timestamp('2023-01-05 01:54:00'): nan,\n",
- " Timestamp('2023-01-05 02:00:00'): nan,\n",
- " Timestamp('2023-01-05 02:06:00'): nan,\n",
- " Timestamp('2023-01-05 02:12:00'): nan,\n",
- " Timestamp('2023-01-05 02:18:00'): nan,\n",
- " Timestamp('2023-01-05 02:24:00'): nan,\n",
- " Timestamp('2023-01-05 02:30:00'): nan,\n",
- " Timestamp('2023-01-05 02:36:00'): nan,\n",
- " Timestamp('2023-01-05 02:42:00'): nan,\n",
- " Timestamp('2023-01-05 02:48:00'): nan,\n",
- " Timestamp('2023-01-05 02:54:00'): nan,\n",
- " Timestamp('2023-01-05 03:00:00'): nan,\n",
- " Timestamp('2023-01-05 03:06:00'): nan,\n",
- " Timestamp('2023-01-05 03:12:00'): nan,\n",
- " Timestamp('2023-01-05 03:18:00'): nan,\n",
- " Timestamp('2023-01-05 03:24:00'): nan,\n",
- " Timestamp('2023-01-05 03:30:00'): nan,\n",
- " Timestamp('2023-01-05 03:36:00'): nan,\n",
- " Timestamp('2023-01-05 03:42:00'): nan,\n",
- " Timestamp('2023-01-05 03:48:00'): nan,\n",
- " Timestamp('2023-01-05 03:54:00'): nan,\n",
- " Timestamp('2023-01-05 04:00:00'): nan,\n",
- " Timestamp('2023-01-05 04:06:00'): nan,\n",
- " ...},\n",
- " 'apam2_APD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
- " Timestamp('2023-01-01 00:06:00'): nan,\n",
- " Timestamp('2023-01-01 00:12:00'): nan,\n",
- " Timestamp('2023-01-01 00:18:00'): nan,\n",
- " Timestamp('2023-01-01 00:24:00'): nan,\n",
- " Timestamp('2023-01-01 00:30:00'): nan,\n",
- " Timestamp('2023-01-01 00:36:00'): nan,\n",
- " Timestamp('2023-01-01 00:42:00'): nan,\n",
- " Timestamp('2023-01-01 01:00:00'): nan,\n",
- " Timestamp('2023-01-01 01:06:00'): nan,\n",
- " Timestamp('2023-01-01 01:12:00'): nan,\n",
- " Timestamp('2023-01-01 01:18:00'): nan,\n",
- " Timestamp('2023-01-01 01:24:00'): nan,\n",
- " Timestamp('2023-01-01 01:30:00'): nan,\n",
- " Timestamp('2023-01-01 01:36:00'): nan,\n",
- " Timestamp('2023-01-01 01:42:00'): nan,\n",
- " Timestamp('2023-01-01 01:48:00'): nan,\n",
- " Timestamp('2023-01-01 01:54:00'): nan,\n",
- " Timestamp('2023-01-01 02:00:00'): nan,\n",
- " Timestamp('2023-01-01 02:06:00'): nan,\n",
- " Timestamp('2023-01-01 02:12:00'): nan,\n",
- " Timestamp('2023-01-01 02:18:00'): nan,\n",
- " Timestamp('2023-01-01 02:24:00'): nan,\n",
- " Timestamp('2023-01-01 02:30:00'): nan,\n",
- " Timestamp('2023-01-01 02:36:00'): nan,\n",
- " Timestamp('2023-01-01 02:42:00'): nan,\n",
- " Timestamp('2023-01-01 02:48:00'): nan,\n",
- " Timestamp('2023-01-01 02:54:00'): nan,\n",
- " Timestamp('2023-01-01 03:00:00'): nan,\n",
- " Timestamp('2023-01-01 03:06:00'): nan,\n",
- " Timestamp('2023-01-01 03:12:00'): nan,\n",
- " Timestamp('2023-01-01 03:18:00'): nan,\n",
- " Timestamp('2023-01-01 03:24:00'): nan,\n",
- " Timestamp('2023-01-01 03:30:00'): nan,\n",
- " Timestamp('2023-01-01 03:36:00'): nan,\n",
- " Timestamp('2023-01-01 03:42:00'): nan,\n",
- " Timestamp('2023-01-01 03:48:00'): nan,\n",
- " Timestamp('2023-01-01 03:54:00'): nan,\n",
- " Timestamp('2023-01-01 04:00:00'): nan,\n",
- " Timestamp('2023-01-01 04:06:00'): nan,\n",
- " Timestamp('2023-01-01 04:12:00'): nan,\n",
- " Timestamp('2023-01-01 04:18:00'): nan,\n",
- " Timestamp('2023-01-01 04:24:00'): nan,\n",
- " Timestamp('2023-01-01 04:30:00'): nan,\n",
- " Timestamp('2023-01-01 04:36:00'): nan,\n",
- " Timestamp('2023-01-01 04:42:00'): nan,\n",
- " Timestamp('2023-01-01 04:48:00'): nan,\n",
- " Timestamp('2023-01-01 04:54:00'): nan,\n",
- " Timestamp('2023-01-01 05:00:00'): nan,\n",
- " Timestamp('2023-01-01 05:06:00'): nan,\n",
- " Timestamp('2023-01-01 05:12:00'): nan,\n",
- " Timestamp('2023-01-01 05:18:00'): nan,\n",
- " Timestamp('2023-01-01 05:24:00'): nan,\n",
- " Timestamp('2023-01-01 05:30:00'): nan,\n",
- " Timestamp('2023-01-01 05:36:00'): nan,\n",
- " Timestamp('2023-01-01 05:42:00'): nan,\n",
- " Timestamp('2023-01-01 05:48:00'): nan,\n",
- " Timestamp('2023-01-01 05:54:00'): nan,\n",
- " Timestamp('2023-01-01 06:00:00'): nan,\n",
- " Timestamp('2023-01-01 06:06:00'): nan,\n",
- " Timestamp('2023-01-01 06:12:00'): nan,\n",
- " Timestamp('2023-01-01 06:18:00'): nan,\n",
- " Timestamp('2023-01-01 06:24:00'): nan,\n",
- " Timestamp('2023-01-01 06:30:00'): nan,\n",
- " Timestamp('2023-01-01 06:36:00'): nan,\n",
- " Timestamp('2023-01-01 06:42:00'): nan,\n",
- " Timestamp('2023-01-01 06:48:00'): nan,\n",
- " Timestamp('2023-01-01 06:54:00'): nan,\n",
- " Timestamp('2023-01-01 07:00:00'): nan,\n",
- " Timestamp('2023-01-01 07:06:00'): nan,\n",
- " Timestamp('2023-01-01 07:12:00'): nan,\n",
- " Timestamp('2023-01-01 07:18:00'): nan,\n",
- " Timestamp('2023-01-01 07:24:00'): nan,\n",
- " Timestamp('2023-01-01 07:30:00'): nan,\n",
- " Timestamp('2023-01-01 07:36:00'): nan,\n",
- " Timestamp('2023-01-01 07:42:00'): nan,\n",
- " Timestamp('2023-01-01 07:48:00'): nan,\n",
- " Timestamp('2023-01-01 07:54:00'): nan,\n",
- " Timestamp('2023-01-01 08:00:00'): nan,\n",
- " Timestamp('2023-01-01 08:06:00'): nan,\n",
- " Timestamp('2023-01-01 08:12:00'): nan,\n",
- " Timestamp('2023-01-01 08:18:00'): nan,\n",
- " Timestamp('2023-01-01 08:24:00'): nan,\n",
- " Timestamp('2023-01-01 08:30:00'): nan,\n",
- " Timestamp('2023-01-01 08:36:00'): nan,\n",
- " Timestamp('2023-01-01 08:42:00'): nan,\n",
- " Timestamp('2023-01-01 08:48:00'): nan,\n",
- " Timestamp('2023-01-01 08:54:00'): nan,\n",
- " Timestamp('2023-01-01 09:00:00'): nan,\n",
- " Timestamp('2023-01-01 09:06:00'): nan,\n",
- " Timestamp('2023-01-01 09:12:00'): nan,\n",
- " Timestamp('2023-01-01 09:18:00'): nan,\n",
- " Timestamp('2023-01-01 09:24:00'): nan,\n",
- " Timestamp('2023-01-01 09:30:00'): nan,\n",
- " Timestamp('2023-01-01 09:36:00'): nan,\n",
- " Timestamp('2023-01-01 09:42:00'): nan,\n",
- " Timestamp('2023-01-01 09:48:00'): nan,\n",
- " Timestamp('2023-01-01 09:54:00'): nan,\n",
- " Timestamp('2023-01-01 10:00:00'): nan,\n",
- " Timestamp('2023-01-01 10:06:00'): nan,\n",
- " Timestamp('2023-01-01 10:12:00'): nan,\n",
- " Timestamp('2023-01-01 10:18:00'): nan,\n",
- " Timestamp('2023-01-01 10:24:00'): nan,\n",
- " Timestamp('2023-01-01 10:30:00'): nan,\n",
- " Timestamp('2023-01-01 10:36:00'): nan,\n",
- " Timestamp('2023-01-01 10:42:00'): nan,\n",
- " Timestamp('2023-01-01 10:48:00'): nan,\n",
- " Timestamp('2023-01-01 10:54:00'): nan,\n",
- " Timestamp('2023-01-01 11:00:00'): nan,\n",
- " Timestamp('2023-01-01 11:06:00'): nan,\n",
- " Timestamp('2023-01-01 11:12:00'): nan,\n",
- " Timestamp('2023-01-01 11:18:00'): nan,\n",
- " Timestamp('2023-01-01 11:24:00'): nan,\n",
- " Timestamp('2023-01-01 11:30:00'): nan,\n",
- " Timestamp('2023-01-01 11:36:00'): nan,\n",
- " Timestamp('2023-01-01 11:42:00'): nan,\n",
- " Timestamp('2023-01-01 11:48:00'): nan,\n",
- " Timestamp('2023-01-01 11:54:00'): nan,\n",
- " Timestamp('2023-01-01 12:00:00'): nan,\n",
- " Timestamp('2023-01-01 12:06:00'): nan,\n",
- " Timestamp('2023-01-01 12:12:00'): nan,\n",
- " Timestamp('2023-01-01 12:18:00'): nan,\n",
- " Timestamp('2023-01-01 12:24:00'): nan,\n",
- " Timestamp('2023-01-01 12:30:00'): nan,\n",
- " Timestamp('2023-01-01 12:36:00'): nan,\n",
- " Timestamp('2023-01-01 12:42:00'): nan,\n",
- " Timestamp('2023-01-01 12:48:00'): nan,\n",
- " Timestamp('2023-01-01 12:54:00'): nan,\n",
- " Timestamp('2023-01-01 13:00:00'): nan,\n",
- " Timestamp('2023-01-01 13:06:00'): nan,\n",
- " Timestamp('2023-01-01 13:12:00'): nan,\n",
- " Timestamp('2023-01-01 13:18:00'): nan,\n",
- " Timestamp('2023-01-01 13:24:00'): nan,\n",
- " Timestamp('2023-01-01 13:30:00'): nan,\n",
- " Timestamp('2023-01-01 13:36:00'): nan,\n",
- " Timestamp('2023-01-01 13:42:00'): nan,\n",
- " Timestamp('2023-01-01 13:48:00'): nan,\n",
- " Timestamp('2023-01-01 13:54:00'): nan,\n",
- " Timestamp('2023-01-01 14:00:00'): nan,\n",
- " Timestamp('2023-01-01 14:06:00'): nan,\n",
- " Timestamp('2023-01-01 14:12:00'): nan,\n",
- " Timestamp('2023-01-01 14:18:00'): nan,\n",
- " Timestamp('2023-01-01 14:24:00'): nan,\n",
- " Timestamp('2023-01-01 14:30:00'): nan,\n",
- " Timestamp('2023-01-01 14:36:00'): nan,\n",
- " Timestamp('2023-01-01 14:42:00'): nan,\n",
- " Timestamp('2023-01-01 14:48:00'): nan,\n",
- " Timestamp('2023-01-01 14:54:00'): nan,\n",
- " Timestamp('2023-01-01 15:00:00'): nan,\n",
- " Timestamp('2023-01-01 15:06:00'): nan,\n",
- " Timestamp('2023-01-01 15:12:00'): nan,\n",
- " Timestamp('2023-01-01 15:18:00'): nan,\n",
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- " Timestamp('2023-01-04 14:24:00'): nan,\n",
- " Timestamp('2023-01-04 14:30:00'): nan,\n",
- " Timestamp('2023-01-04 14:36:00'): nan,\n",
- " Timestamp('2023-01-04 14:42:00'): nan,\n",
- " Timestamp('2023-01-04 14:48:00'): nan,\n",
- " Timestamp('2023-01-04 14:54:00'): nan,\n",
- " Timestamp('2023-01-04 15:00:00'): nan,\n",
- " Timestamp('2023-01-04 15:06:00'): nan,\n",
- " Timestamp('2023-01-04 15:12:00'): nan,\n",
- " Timestamp('2023-01-04 15:18:00'): nan,\n",
- " Timestamp('2023-01-04 15:24:00'): nan,\n",
- " Timestamp('2023-01-04 15:30:00'): nan,\n",
- " Timestamp('2023-01-04 15:36:00'): nan,\n",
- " Timestamp('2023-01-04 15:42:00'): nan,\n",
- " Timestamp('2023-01-04 15:48:00'): nan,\n",
- " Timestamp('2023-01-04 15:54:00'): nan,\n",
- " Timestamp('2023-01-04 16:00:00'): nan,\n",
- " Timestamp('2023-01-04 16:06:00'): nan,\n",
- " Timestamp('2023-01-04 16:12:00'): nan,\n",
- " Timestamp('2023-01-04 16:18:00'): nan,\n",
- " Timestamp('2023-01-04 16:24:00'): nan,\n",
- " Timestamp('2023-01-04 16:30:00'): nan,\n",
- " Timestamp('2023-01-04 16:36:00'): nan,\n",
- " Timestamp('2023-01-04 16:42:00'): nan,\n",
- " Timestamp('2023-01-04 16:48:00'): nan,\n",
- " Timestamp('2023-01-04 16:54:00'): nan,\n",
- " Timestamp('2023-01-04 17:00:00'): nan,\n",
- " Timestamp('2023-01-04 17:06:00'): nan,\n",
- " Timestamp('2023-01-04 17:12:00'): nan,\n",
- " Timestamp('2023-01-04 17:18:00'): nan,\n",
- " Timestamp('2023-01-04 17:24:00'): nan,\n",
- " Timestamp('2023-01-04 17:30:00'): nan,\n",
- " Timestamp('2023-01-04 17:36:00'): nan,\n",
- " Timestamp('2023-01-04 17:42:00'): nan,\n",
- " Timestamp('2023-01-04 17:48:00'): nan,\n",
- " Timestamp('2023-01-04 17:54:00'): nan,\n",
- " Timestamp('2023-01-04 18:00:00'): nan,\n",
- " Timestamp('2023-01-04 18:06:00'): nan,\n",
- " Timestamp('2023-01-04 18:12:00'): nan,\n",
- " Timestamp('2023-01-04 18:18:00'): nan,\n",
- " Timestamp('2023-01-04 18:24:00'): nan,\n",
- " Timestamp('2023-01-04 18:30:00'): nan,\n",
- " Timestamp('2023-01-04 18:36:00'): nan,\n",
- " Timestamp('2023-01-04 18:42:00'): nan,\n",
- " Timestamp('2023-01-04 18:48:00'): nan,\n",
- " Timestamp('2023-01-04 18:54:00'): nan,\n",
- " Timestamp('2023-01-04 19:00:00'): nan,\n",
- " Timestamp('2023-01-04 19:06:00'): nan,\n",
- " Timestamp('2023-01-04 19:12:00'): nan,\n",
- " Timestamp('2023-01-04 19:18:00'): nan,\n",
- " Timestamp('2023-01-04 19:24:00'): nan,\n",
- " Timestamp('2023-01-04 19:30:00'): nan,\n",
- " Timestamp('2023-01-04 19:36:00'): nan,\n",
- " Timestamp('2023-01-04 19:42:00'): nan,\n",
- " Timestamp('2023-01-04 19:48:00'): nan,\n",
- " Timestamp('2023-01-04 19:54:00'): nan,\n",
- " Timestamp('2023-01-04 20:00:00'): nan,\n",
- " Timestamp('2023-01-04 20:06:00'): nan,\n",
- " Timestamp('2023-01-04 20:12:00'): nan,\n",
- " Timestamp('2023-01-04 20:18:00'): nan,\n",
- " Timestamp('2023-01-04 20:24:00'): nan,\n",
- " Timestamp('2023-01-04 20:30:00'): nan,\n",
- " Timestamp('2023-01-04 20:36:00'): nan,\n",
- " Timestamp('2023-01-04 20:42:00'): nan,\n",
- " Timestamp('2023-01-04 20:48:00'): nan,\n",
- " Timestamp('2023-01-04 20:54:00'): nan,\n",
- " Timestamp('2023-01-04 21:00:00'): nan,\n",
- " Timestamp('2023-01-04 21:06:00'): nan,\n",
- " Timestamp('2023-01-04 21:12:00'): nan,\n",
- " Timestamp('2023-01-04 21:18:00'): nan,\n",
- " Timestamp('2023-01-04 21:24:00'): nan,\n",
- " Timestamp('2023-01-04 21:30:00'): nan,\n",
- " Timestamp('2023-01-04 21:36:00'): nan,\n",
- " Timestamp('2023-01-04 21:42:00'): nan,\n",
- " Timestamp('2023-01-04 21:48:00'): nan,\n",
- " Timestamp('2023-01-04 21:54:00'): nan,\n",
- " Timestamp('2023-01-04 22:00:00'): nan,\n",
- " Timestamp('2023-01-04 22:06:00'): nan,\n",
- " Timestamp('2023-01-04 22:12:00'): nan,\n",
- " Timestamp('2023-01-04 22:18:00'): nan,\n",
- " Timestamp('2023-01-04 22:24:00'): nan,\n",
- " Timestamp('2023-01-04 22:30:00'): nan,\n",
- " Timestamp('2023-01-04 22:36:00'): nan,\n",
- " Timestamp('2023-01-04 22:42:00'): nan,\n",
- " Timestamp('2023-01-04 22:48:00'): nan,\n",
- " Timestamp('2023-01-04 22:54:00'): nan,\n",
- " Timestamp('2023-01-04 23:00:00'): nan,\n",
- " Timestamp('2023-01-04 23:06:00'): nan,\n",
- " Timestamp('2023-01-04 23:12:00'): nan,\n",
- " Timestamp('2023-01-04 23:18:00'): nan,\n",
- " Timestamp('2023-01-04 23:24:00'): nan,\n",
- " Timestamp('2023-01-04 23:30:00'): nan,\n",
- " Timestamp('2023-01-04 23:36:00'): nan,\n",
- " Timestamp('2023-01-04 23:42:00'): nan,\n",
- " Timestamp('2023-01-04 23:48:00'): nan,\n",
- " Timestamp('2023-01-04 23:54:00'): nan,\n",
- " Timestamp('2023-01-05 00:00:00'): nan,\n",
- " Timestamp('2023-01-05 00:06:00'): nan,\n",
- " Timestamp('2023-01-05 00:12:00'): nan,\n",
- " Timestamp('2023-01-05 00:18:00'): nan,\n",
- " Timestamp('2023-01-05 00:24:00'): nan,\n",
- " Timestamp('2023-01-05 00:30:00'): nan,\n",
- " Timestamp('2023-01-05 00:36:00'): nan,\n",
- " Timestamp('2023-01-05 00:42:00'): nan,\n",
- " Timestamp('2023-01-05 00:48:00'): nan,\n",
- " Timestamp('2023-01-05 00:54:00'): nan,\n",
- " Timestamp('2023-01-05 01:00:00'): nan,\n",
- " Timestamp('2023-01-05 01:06:00'): nan,\n",
- " Timestamp('2023-01-05 01:12:00'): nan,\n",
- " Timestamp('2023-01-05 01:18:00'): nan,\n",
- " Timestamp('2023-01-05 01:24:00'): nan,\n",
- " Timestamp('2023-01-05 01:30:00'): nan,\n",
- " Timestamp('2023-01-05 01:36:00'): nan,\n",
- " Timestamp('2023-01-05 01:42:00'): nan,\n",
- " Timestamp('2023-01-05 01:48:00'): nan,\n",
- " Timestamp('2023-01-05 01:54:00'): nan,\n",
- " Timestamp('2023-01-05 02:00:00'): nan,\n",
- " Timestamp('2023-01-05 02:06:00'): nan,\n",
- " Timestamp('2023-01-05 02:12:00'): nan,\n",
- " Timestamp('2023-01-05 02:18:00'): nan,\n",
- " Timestamp('2023-01-05 02:24:00'): nan,\n",
- " Timestamp('2023-01-05 02:30:00'): nan,\n",
- " Timestamp('2023-01-05 02:36:00'): nan,\n",
- " Timestamp('2023-01-05 02:42:00'): nan,\n",
- " Timestamp('2023-01-05 02:48:00'): nan,\n",
- " Timestamp('2023-01-05 02:54:00'): nan,\n",
- " Timestamp('2023-01-05 03:00:00'): nan,\n",
- " Timestamp('2023-01-05 03:06:00'): nan,\n",
- " Timestamp('2023-01-05 03:12:00'): nan,\n",
- " Timestamp('2023-01-05 03:18:00'): nan,\n",
- " Timestamp('2023-01-05 03:24:00'): nan,\n",
- " Timestamp('2023-01-05 03:30:00'): nan,\n",
- " Timestamp('2023-01-05 03:36:00'): nan,\n",
- " Timestamp('2023-01-05 03:42:00'): nan,\n",
- " Timestamp('2023-01-05 03:48:00'): nan,\n",
- " Timestamp('2023-01-05 03:54:00'): nan,\n",
- " Timestamp('2023-01-05 04:00:00'): nan,\n",
- " Timestamp('2023-01-05 04:06:00'): nan,\n",
- " ...},\n",
- " 'apam2_MWD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
- " Timestamp('2023-01-01 00:06:00'): nan,\n",
- " Timestamp('2023-01-01 00:12:00'): nan,\n",
- " Timestamp('2023-01-01 00:18:00'): nan,\n",
- " Timestamp('2023-01-01 00:24:00'): nan,\n",
- " Timestamp('2023-01-01 00:30:00'): nan,\n",
- " Timestamp('2023-01-01 00:36:00'): nan,\n",
- " Timestamp('2023-01-01 00:42:00'): nan,\n",
- " Timestamp('2023-01-01 01:00:00'): nan,\n",
- " Timestamp('2023-01-01 01:06:00'): nan,\n",
- " Timestamp('2023-01-01 01:12:00'): nan,\n",
- " Timestamp('2023-01-01 01:18:00'): nan,\n",
- " Timestamp('2023-01-01 01:24:00'): nan,\n",
- " Timestamp('2023-01-01 01:30:00'): nan,\n",
- " Timestamp('2023-01-01 01:36:00'): nan,\n",
- " Timestamp('2023-01-01 01:42:00'): nan,\n",
- " Timestamp('2023-01-01 01:48:00'): nan,\n",
- " Timestamp('2023-01-01 01:54:00'): nan,\n",
- " Timestamp('2023-01-01 02:00:00'): nan,\n",
- " Timestamp('2023-01-01 02:06:00'): nan,\n",
- " Timestamp('2023-01-01 02:12:00'): nan,\n",
- " Timestamp('2023-01-01 02:18:00'): nan,\n",
- " Timestamp('2023-01-01 02:24:00'): nan,\n",
- " Timestamp('2023-01-01 02:30:00'): nan,\n",
- " Timestamp('2023-01-01 02:36:00'): nan,\n",
- " Timestamp('2023-01-01 02:42:00'): nan,\n",
- " Timestamp('2023-01-01 02:48:00'): nan,\n",
- " Timestamp('2023-01-01 02:54:00'): nan,\n",
- " Timestamp('2023-01-01 03:00:00'): nan,\n",
- " Timestamp('2023-01-01 03:06:00'): nan,\n",
- " Timestamp('2023-01-01 03:12:00'): nan,\n",
- " Timestamp('2023-01-01 03:18:00'): nan,\n",
- " Timestamp('2023-01-01 03:24:00'): nan,\n",
- " Timestamp('2023-01-01 03:30:00'): nan,\n",
- " Timestamp('2023-01-01 03:36:00'): nan,\n",
- " Timestamp('2023-01-01 03:42:00'): nan,\n",
- " Timestamp('2023-01-01 03:48:00'): nan,\n",
- " Timestamp('2023-01-01 03:54:00'): nan,\n",
- " Timestamp('2023-01-01 04:00:00'): nan,\n",
- " Timestamp('2023-01-01 04:06:00'): nan,\n",
- " Timestamp('2023-01-01 04:12:00'): nan,\n",
- " Timestamp('2023-01-01 04:18:00'): nan,\n",
- " Timestamp('2023-01-01 04:24:00'): nan,\n",
- " Timestamp('2023-01-01 04:30:00'): nan,\n",
- " Timestamp('2023-01-01 04:36:00'): nan,\n",
- " Timestamp('2023-01-01 04:42:00'): nan,\n",
- " Timestamp('2023-01-01 04:48:00'): nan,\n",
- " Timestamp('2023-01-01 04:54:00'): nan,\n",
- " Timestamp('2023-01-01 05:00:00'): nan,\n",
- " Timestamp('2023-01-01 05:06:00'): nan,\n",
- " Timestamp('2023-01-01 05:12:00'): nan,\n",
- " Timestamp('2023-01-01 05:18:00'): nan,\n",
- " Timestamp('2023-01-01 05:24:00'): nan,\n",
- " Timestamp('2023-01-01 05:30:00'): nan,\n",
- " Timestamp('2023-01-01 05:36:00'): nan,\n",
- " Timestamp('2023-01-01 05:42:00'): nan,\n",
- " Timestamp('2023-01-01 05:48:00'): nan,\n",
- " Timestamp('2023-01-01 05:54:00'): nan,\n",
- " Timestamp('2023-01-01 06:00:00'): nan,\n",
- " Timestamp('2023-01-01 06:06:00'): nan,\n",
- " Timestamp('2023-01-01 06:12:00'): nan,\n",
- " Timestamp('2023-01-01 06:18:00'): nan,\n",
- " Timestamp('2023-01-01 06:24:00'): nan,\n",
- " Timestamp('2023-01-01 06:30:00'): nan,\n",
- " Timestamp('2023-01-01 06:36:00'): nan,\n",
- " Timestamp('2023-01-01 06:42:00'): nan,\n",
- " Timestamp('2023-01-01 06:48:00'): nan,\n",
- " Timestamp('2023-01-01 06:54:00'): nan,\n",
- " Timestamp('2023-01-01 07:00:00'): nan,\n",
- " Timestamp('2023-01-01 07:06:00'): nan,\n",
- " Timestamp('2023-01-01 07:12:00'): nan,\n",
- " Timestamp('2023-01-01 07:18:00'): nan,\n",
- " Timestamp('2023-01-01 07:24:00'): nan,\n",
- " Timestamp('2023-01-01 07:30:00'): nan,\n",
- " Timestamp('2023-01-01 07:36:00'): nan,\n",
- " Timestamp('2023-01-01 07:42:00'): nan,\n",
- " Timestamp('2023-01-01 07:48:00'): nan,\n",
- " Timestamp('2023-01-01 07:54:00'): nan,\n",
- " Timestamp('2023-01-01 08:00:00'): nan,\n",
- " Timestamp('2023-01-01 08:06:00'): nan,\n",
- " Timestamp('2023-01-01 08:12:00'): nan,\n",
- " Timestamp('2023-01-01 08:18:00'): nan,\n",
- " Timestamp('2023-01-01 08:24:00'): nan,\n",
- " Timestamp('2023-01-01 08:30:00'): nan,\n",
- " Timestamp('2023-01-01 08:36:00'): nan,\n",
- " Timestamp('2023-01-01 08:42:00'): nan,\n",
- " Timestamp('2023-01-01 08:48:00'): nan,\n",
- " Timestamp('2023-01-01 08:54:00'): nan,\n",
- " Timestamp('2023-01-01 09:00:00'): nan,\n",
- " Timestamp('2023-01-01 09:06:00'): nan,\n",
- " Timestamp('2023-01-01 09:12:00'): nan,\n",
- " Timestamp('2023-01-01 09:18:00'): nan,\n",
- " Timestamp('2023-01-01 09:24:00'): nan,\n",
- " Timestamp('2023-01-01 09:30:00'): nan,\n",
- " Timestamp('2023-01-01 09:36:00'): nan,\n",
- " Timestamp('2023-01-01 09:42:00'): nan,\n",
- " Timestamp('2023-01-01 09:48:00'): nan,\n",
- " Timestamp('2023-01-01 09:54:00'): nan,\n",
- " Timestamp('2023-01-01 10:00:00'): nan,\n",
- " Timestamp('2023-01-01 10:06:00'): nan,\n",
- " Timestamp('2023-01-01 10:12:00'): nan,\n",
- " Timestamp('2023-01-01 10:18:00'): nan,\n",
- " Timestamp('2023-01-01 10:24:00'): nan,\n",
- " Timestamp('2023-01-01 10:30:00'): nan,\n",
- " Timestamp('2023-01-01 10:36:00'): nan,\n",
- " Timestamp('2023-01-01 10:42:00'): nan,\n",
- " Timestamp('2023-01-01 10:48:00'): nan,\n",
- " Timestamp('2023-01-01 10:54:00'): nan,\n",
- " Timestamp('2023-01-01 11:00:00'): nan,\n",
- " Timestamp('2023-01-01 11:06:00'): nan,\n",
- " Timestamp('2023-01-01 11:12:00'): nan,\n",
- " Timestamp('2023-01-01 11:18:00'): nan,\n",
- " Timestamp('2023-01-01 11:24:00'): nan,\n",
- " Timestamp('2023-01-01 11:30:00'): nan,\n",
- " Timestamp('2023-01-01 11:36:00'): nan,\n",
- " Timestamp('2023-01-01 11:42:00'): nan,\n",
- " Timestamp('2023-01-01 11:48:00'): nan,\n",
- " Timestamp('2023-01-01 11:54:00'): nan,\n",
- " Timestamp('2023-01-01 12:00:00'): nan,\n",
- " Timestamp('2023-01-01 12:06:00'): nan,\n",
- " Timestamp('2023-01-01 12:12:00'): nan,\n",
- " Timestamp('2023-01-01 12:18:00'): nan,\n",
- " Timestamp('2023-01-01 12:24:00'): nan,\n",
- " Timestamp('2023-01-01 12:30:00'): nan,\n",
- " Timestamp('2023-01-01 12:36:00'): nan,\n",
- " Timestamp('2023-01-01 12:42:00'): nan,\n",
- " Timestamp('2023-01-01 12:48:00'): nan,\n",
- " Timestamp('2023-01-01 12:54:00'): nan,\n",
- " Timestamp('2023-01-01 13:00:00'): nan,\n",
- " Timestamp('2023-01-01 13:06:00'): nan,\n",
- " Timestamp('2023-01-01 13:12:00'): nan,\n",
- " Timestamp('2023-01-01 13:18:00'): nan,\n",
- " Timestamp('2023-01-01 13:24:00'): nan,\n",
- " Timestamp('2023-01-01 13:30:00'): nan,\n",
- " Timestamp('2023-01-01 13:36:00'): nan,\n",
- " Timestamp('2023-01-01 13:42:00'): nan,\n",
- " Timestamp('2023-01-01 13:48:00'): nan,\n",
- " Timestamp('2023-01-01 13:54:00'): nan,\n",
- " Timestamp('2023-01-01 14:00:00'): nan,\n",
- " Timestamp('2023-01-01 14:06:00'): nan,\n",
- " Timestamp('2023-01-01 14:12:00'): nan,\n",
- " Timestamp('2023-01-01 14:18:00'): nan,\n",
- " Timestamp('2023-01-01 14:24:00'): nan,\n",
- " Timestamp('2023-01-01 14:30:00'): nan,\n",
- " Timestamp('2023-01-01 14:36:00'): nan,\n",
- " Timestamp('2023-01-01 14:42:00'): nan,\n",
- " Timestamp('2023-01-01 14:48:00'): nan,\n",
- " Timestamp('2023-01-01 14:54:00'): nan,\n",
- " Timestamp('2023-01-01 15:00:00'): nan,\n",
- " Timestamp('2023-01-01 15:06:00'): nan,\n",
- " Timestamp('2023-01-01 15:12:00'): nan,\n",
- " Timestamp('2023-01-01 15:18:00'): nan,\n",
- " Timestamp('2023-01-01 15:24:00'): nan,\n",
- " Timestamp('2023-01-01 15:30:00'): nan,\n",
- " Timestamp('2023-01-01 15:36:00'): nan,\n",
- " Timestamp('2023-01-01 15:42:00'): nan,\n",
- " Timestamp('2023-01-01 15:48:00'): nan,\n",
- " Timestamp('2023-01-01 15:54:00'): nan,\n",
- " Timestamp('2023-01-01 16:00:00'): nan,\n",
- " Timestamp('2023-01-01 16:06:00'): nan,\n",
- " Timestamp('2023-01-01 16:12:00'): nan,\n",
- " Timestamp('2023-01-01 16:18:00'): nan,\n",
- " Timestamp('2023-01-01 16:24:00'): nan,\n",
- " Timestamp('2023-01-01 16:30:00'): nan,\n",
- " Timestamp('2023-01-01 16:36:00'): nan,\n",
- " Timestamp('2023-01-01 16:42:00'): nan,\n",
- " Timestamp('2023-01-01 16:48:00'): nan,\n",
- " Timestamp('2023-01-01 16:54:00'): nan,\n",
- " Timestamp('2023-01-01 17:00:00'): nan,\n",
- " Timestamp('2023-01-01 17:06:00'): nan,\n",
- " Timestamp('2023-01-01 17:12:00'): nan,\n",
- " Timestamp('2023-01-01 17:18:00'): nan,\n",
- " Timestamp('2023-01-01 17:24:00'): nan,\n",
- " Timestamp('2023-01-01 17:30:00'): nan,\n",
- " Timestamp('2023-01-01 17:36:00'): nan,\n",
- " Timestamp('2023-01-01 17:42:00'): nan,\n",
- " Timestamp('2023-01-01 17:48:00'): nan,\n",
- " Timestamp('2023-01-01 17:54:00'): nan,\n",
- " Timestamp('2023-01-01 18:00:00'): nan,\n",
- " Timestamp('2023-01-01 18:06:00'): nan,\n",
- " Timestamp('2023-01-01 18:12:00'): nan,\n",
- " Timestamp('2023-01-01 18:18:00'): nan,\n",
- " Timestamp('2023-01-01 18:24:00'): nan,\n",
- " Timestamp('2023-01-01 18:30:00'): nan,\n",
- " Timestamp('2023-01-01 18:36:00'): nan,\n",
- " Timestamp('2023-01-01 18:42:00'): nan,\n",
- " Timestamp('2023-01-01 18:48:00'): nan,\n",
- " Timestamp('2023-01-01 18:54:00'): nan,\n",
- " Timestamp('2023-01-01 19:00:00'): nan,\n",
- " Timestamp('2023-01-01 19:06:00'): nan,\n",
- " Timestamp('2023-01-01 19:12:00'): nan,\n",
- " Timestamp('2023-01-01 19:18:00'): nan,\n",
- " Timestamp('2023-01-01 19:24:00'): nan,\n",
- " Timestamp('2023-01-01 19:30:00'): nan,\n",
- " Timestamp('2023-01-01 19:36:00'): nan,\n",
- " Timestamp('2023-01-01 19:42:00'): nan,\n",
- " Timestamp('2023-01-01 19:48:00'): nan,\n",
- " Timestamp('2023-01-01 19:54:00'): nan,\n",
- " Timestamp('2023-01-01 20:00:00'): nan,\n",
- " Timestamp('2023-01-01 20:06:00'): nan,\n",
- " Timestamp('2023-01-01 20:12:00'): nan,\n",
- " Timestamp('2023-01-01 20:18:00'): nan,\n",
- " Timestamp('2023-01-01 20:24:00'): nan,\n",
- " Timestamp('2023-01-01 20:30:00'): nan,\n",
- " Timestamp('2023-01-01 20:36:00'): nan,\n",
- " Timestamp('2023-01-01 20:42:00'): nan,\n",
- " Timestamp('2023-01-01 20:48:00'): nan,\n",
- " Timestamp('2023-01-01 20:54:00'): nan,\n",
- " Timestamp('2023-01-01 21:00:00'): nan,\n",
- " Timestamp('2023-01-01 21:06:00'): nan,\n",
- " Timestamp('2023-01-01 21:12:00'): nan,\n",
- " Timestamp('2023-01-01 21:18:00'): nan,\n",
- " Timestamp('2023-01-01 21:24:00'): nan,\n",
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- " Timestamp('2023-01-04 15:18:00'): 1012.9,\n",
- " Timestamp('2023-01-04 15:24:00'): 1012.9,\n",
- " Timestamp('2023-01-04 15:30:00'): 1013.0,\n",
- " Timestamp('2023-01-04 15:36:00'): 1012.8,\n",
- " Timestamp('2023-01-04 15:42:00'): 1012.7,\n",
- " Timestamp('2023-01-04 15:48:00'): 1012.6,\n",
- " Timestamp('2023-01-04 15:54:00'): 1012.5,\n",
- " Timestamp('2023-01-04 16:00:00'): 1012.3,\n",
- " Timestamp('2023-01-04 16:06:00'): 1012.3,\n",
- " Timestamp('2023-01-04 16:12:00'): 1012.2,\n",
- " Timestamp('2023-01-04 16:18:00'): 1012.1,\n",
- " Timestamp('2023-01-04 16:24:00'): 1012.1,\n",
- " Timestamp('2023-01-04 16:30:00'): 1011.9,\n",
- " Timestamp('2023-01-04 16:36:00'): 1011.7,\n",
- " Timestamp('2023-01-04 16:42:00'): 1011.6,\n",
- " Timestamp('2023-01-04 16:48:00'): 1011.3,\n",
- " Timestamp('2023-01-04 16:54:00'): 1011.0,\n",
- " Timestamp('2023-01-04 17:00:00'): 1010.9,\n",
- " Timestamp('2023-01-04 17:06:00'): 1010.9,\n",
- " Timestamp('2023-01-04 17:12:00'): 1010.8,\n",
- " Timestamp('2023-01-04 17:18:00'): 1010.6,\n",
- " Timestamp('2023-01-04 17:24:00'): 1010.6,\n",
- " Timestamp('2023-01-04 17:30:00'): 1010.6,\n",
- " Timestamp('2023-01-04 17:36:00'): 1010.5,\n",
- " Timestamp('2023-01-04 17:42:00'): 1010.9,\n",
- " Timestamp('2023-01-04 17:48:00'): 1010.9,\n",
- " Timestamp('2023-01-04 17:54:00'): 1010.8,\n",
- " Timestamp('2023-01-04 18:00:00'): 1010.3,\n",
- " Timestamp('2023-01-04 18:06:00'): 1010.1,\n",
- " Timestamp('2023-01-04 18:12:00'): 1009.8,\n",
- " Timestamp('2023-01-04 18:18:00'): 1009.7,\n",
- " Timestamp('2023-01-04 18:24:00'): 1009.7,\n",
- " Timestamp('2023-01-04 18:30:00'): 1010.0,\n",
- " Timestamp('2023-01-04 18:36:00'): 1009.8,\n",
- " Timestamp('2023-01-04 18:42:00'): 1009.6,\n",
- " Timestamp('2023-01-04 18:48:00'): 1009.6,\n",
- " Timestamp('2023-01-04 18:54:00'): 1009.6,\n",
- " Timestamp('2023-01-04 19:00:00'): 1009.7,\n",
- " Timestamp('2023-01-04 19:06:00'): 1009.5,\n",
- " Timestamp('2023-01-04 19:12:00'): 1009.4,\n",
- " Timestamp('2023-01-04 19:18:00'): 1009.4,\n",
- " Timestamp('2023-01-04 19:24:00'): 1009.2,\n",
- " Timestamp('2023-01-04 19:30:00'): 1009.0,\n",
- " Timestamp('2023-01-04 19:36:00'): 1009.1,\n",
- " Timestamp('2023-01-04 19:42:00'): 1009.2,\n",
- " Timestamp('2023-01-04 19:48:00'): 1009.2,\n",
- " Timestamp('2023-01-04 19:54:00'): 1008.9,\n",
- " Timestamp('2023-01-04 20:00:00'): 1008.7,\n",
- " Timestamp('2023-01-04 20:06:00'): 1008.8,\n",
- " Timestamp('2023-01-04 20:12:00'): 1008.4,\n",
- " Timestamp('2023-01-04 20:18:00'): 1008.5,\n",
- " Timestamp('2023-01-04 20:24:00'): 1008.4,\n",
- " Timestamp('2023-01-04 20:30:00'): 1008.6,\n",
- " Timestamp('2023-01-04 20:36:00'): 1008.4,\n",
- " Timestamp('2023-01-04 20:42:00'): 1008.5,\n",
- " Timestamp('2023-01-04 20:48:00'): 1008.3,\n",
- " Timestamp('2023-01-04 20:54:00'): 1008.2,\n",
- " Timestamp('2023-01-04 21:00:00'): 1008.2,\n",
- " Timestamp('2023-01-04 21:06:00'): 1008.5,\n",
- " Timestamp('2023-01-04 21:12:00'): 1008.8,\n",
- " Timestamp('2023-01-04 21:18:00'): 1008.7,\n",
- " Timestamp('2023-01-04 21:24:00'): 1008.8,\n",
- " Timestamp('2023-01-04 21:30:00'): 1008.9,\n",
- " Timestamp('2023-01-04 21:36:00'): 1009.0,\n",
- " Timestamp('2023-01-04 21:42:00'): 1009.6,\n",
- " Timestamp('2023-01-04 21:48:00'): 1009.8,\n",
- " Timestamp('2023-01-04 21:54:00'): 1009.6,\n",
- " Timestamp('2023-01-04 22:00:00'): 1009.2,\n",
- " Timestamp('2023-01-04 22:06:00'): 1009.0,\n",
- " Timestamp('2023-01-04 22:12:00'): 1008.9,\n",
- " Timestamp('2023-01-04 22:18:00'): 1008.9,\n",
- " Timestamp('2023-01-04 22:24:00'): 1008.7,\n",
- " Timestamp('2023-01-04 22:30:00'): 1008.6,\n",
- " Timestamp('2023-01-04 22:36:00'): 1008.5,\n",
- " Timestamp('2023-01-04 22:42:00'): 1008.5,\n",
- " Timestamp('2023-01-04 22:48:00'): 1008.7,\n",
- " Timestamp('2023-01-04 22:54:00'): 1008.6,\n",
- " Timestamp('2023-01-04 23:00:00'): 1008.6,\n",
- " Timestamp('2023-01-04 23:06:00'): 1008.6,\n",
- " Timestamp('2023-01-04 23:12:00'): 1008.7,\n",
- " Timestamp('2023-01-04 23:18:00'): 1008.6,\n",
- " Timestamp('2023-01-04 23:24:00'): 1008.4,\n",
- " Timestamp('2023-01-04 23:30:00'): 1008.2,\n",
- " Timestamp('2023-01-04 23:36:00'): 1008.0,\n",
- " Timestamp('2023-01-04 23:42:00'): 1007.8,\n",
- " Timestamp('2023-01-04 23:48:00'): 1007.7,\n",
- " Timestamp('2023-01-04 23:54:00'): 1007.6,\n",
- " Timestamp('2023-01-05 00:00:00'): 1007.6,\n",
- " Timestamp('2023-01-05 00:06:00'): 1007.6,\n",
- " Timestamp('2023-01-05 00:12:00'): 1007.6,\n",
- " Timestamp('2023-01-05 00:18:00'): 1007.8,\n",
- " Timestamp('2023-01-05 00:24:00'): 1007.8,\n",
- " Timestamp('2023-01-05 00:30:00'): 1008.0,\n",
- " Timestamp('2023-01-05 00:36:00'): 1008.1,\n",
- " Timestamp('2023-01-05 00:42:00'): 1008.2,\n",
- " Timestamp('2023-01-05 00:48:00'): 1008.3,\n",
- " Timestamp('2023-01-05 00:54:00'): 1008.5,\n",
- " Timestamp('2023-01-05 01:00:00'): 1008.7,\n",
- " Timestamp('2023-01-05 01:06:00'): 1008.8,\n",
- " Timestamp('2023-01-05 01:12:00'): 1008.7,\n",
- " Timestamp('2023-01-05 01:18:00'): 1008.7,\n",
- " Timestamp('2023-01-05 01:24:00'): 1008.6,\n",
- " Timestamp('2023-01-05 01:30:00'): 1008.6,\n",
- " Timestamp('2023-01-05 01:36:00'): 1008.6,\n",
- " Timestamp('2023-01-05 01:42:00'): 1008.5,\n",
- " Timestamp('2023-01-05 01:48:00'): 1008.4,\n",
- " Timestamp('2023-01-05 01:54:00'): 1008.3,\n",
- " Timestamp('2023-01-05 02:00:00'): 1008.4,\n",
- " Timestamp('2023-01-05 02:06:00'): 1008.4,\n",
- " Timestamp('2023-01-05 02:12:00'): 1008.4,\n",
- " Timestamp('2023-01-05 02:18:00'): 1008.4,\n",
- " Timestamp('2023-01-05 02:24:00'): 1008.4,\n",
- " Timestamp('2023-01-05 02:30:00'): 1008.5,\n",
- " Timestamp('2023-01-05 02:36:00'): 1008.7,\n",
- " Timestamp('2023-01-05 02:42:00'): 1008.7,\n",
- " Timestamp('2023-01-05 02:48:00'): 1008.9,\n",
- " Timestamp('2023-01-05 02:54:00'): 1008.9,\n",
- " Timestamp('2023-01-05 03:00:00'): 1009.0,\n",
- " Timestamp('2023-01-05 03:06:00'): 1009.0,\n",
- " Timestamp('2023-01-05 03:12:00'): 1009.0,\n",
- " Timestamp('2023-01-05 03:18:00'): 1009.0,\n",
- " Timestamp('2023-01-05 03:24:00'): 1009.1,\n",
- " Timestamp('2023-01-05 03:30:00'): 1009.1,\n",
- " Timestamp('2023-01-05 03:36:00'): 1009.1,\n",
- " Timestamp('2023-01-05 03:42:00'): 1009.2,\n",
- " Timestamp('2023-01-05 03:48:00'): 1009.2,\n",
- " Timestamp('2023-01-05 03:54:00'): 1009.2,\n",
- " Timestamp('2023-01-05 04:00:00'): 1009.3,\n",
- " Timestamp('2023-01-05 04:06:00'): 1009.4,\n",
- " ...},\n",
- " 'apam2_ATMP': {Timestamp('2023-01-01 00:00:00'): 9.7,\n",
- " Timestamp('2023-01-01 00:06:00'): 9.4,\n",
- " Timestamp('2023-01-01 00:12:00'): 9.6,\n",
- " Timestamp('2023-01-01 00:18:00'): 10.9,\n",
- " Timestamp('2023-01-01 00:24:00'): 11.0,\n",
- " Timestamp('2023-01-01 00:30:00'): 11.4,\n",
- " Timestamp('2023-01-01 00:36:00'): 11.5,\n",
- " Timestamp('2023-01-01 00:42:00'): 11.6,\n",
- " Timestamp('2023-01-01 01:00:00'): 10.9,\n",
- " Timestamp('2023-01-01 01:06:00'): 9.5,\n",
- " Timestamp('2023-01-01 01:12:00'): 7.9,\n",
- " Timestamp('2023-01-01 01:18:00'): 8.8,\n",
- " Timestamp('2023-01-01 01:24:00'): 8.7,\n",
- " Timestamp('2023-01-01 01:30:00'): 8.9,\n",
- " Timestamp('2023-01-01 01:36:00'): 9.2,\n",
- " Timestamp('2023-01-01 01:42:00'): 9.3,\n",
- " Timestamp('2023-01-01 01:48:00'): 10.6,\n",
- " Timestamp('2023-01-01 01:54:00'): 11.0,\n",
- " Timestamp('2023-01-01 02:00:00'): 10.5,\n",
- " Timestamp('2023-01-01 02:06:00'): 10.1,\n",
- " Timestamp('2023-01-01 02:12:00'): 9.8,\n",
- " Timestamp('2023-01-01 02:18:00'): 10.0,\n",
- " Timestamp('2023-01-01 02:24:00'): 10.0,\n",
- " Timestamp('2023-01-01 02:30:00'): 9.6,\n",
- " Timestamp('2023-01-01 02:36:00'): 10.2,\n",
- " Timestamp('2023-01-01 02:42:00'): 10.6,\n",
- " Timestamp('2023-01-01 02:48:00'): 10.3,\n",
- " Timestamp('2023-01-01 02:54:00'): 11.1,\n",
- " Timestamp('2023-01-01 03:00:00'): 11.9,\n",
- " Timestamp('2023-01-01 03:06:00'): 8.9,\n",
- " Timestamp('2023-01-01 03:12:00'): 8.7,\n",
- " Timestamp('2023-01-01 03:18:00'): 8.5,\n",
- " Timestamp('2023-01-01 03:24:00'): 9.1,\n",
- " Timestamp('2023-01-01 03:30:00'): 9.0,\n",
- " Timestamp('2023-01-01 03:36:00'): 7.5,\n",
- " Timestamp('2023-01-01 03:42:00'): 8.1,\n",
- " Timestamp('2023-01-01 03:48:00'): 8.3,\n",
- " Timestamp('2023-01-01 03:54:00'): nan,\n",
- " Timestamp('2023-01-01 04:00:00'): nan,\n",
- " Timestamp('2023-01-01 04:06:00'): 8.7,\n",
- " Timestamp('2023-01-01 04:12:00'): 8.9,\n",
- " Timestamp('2023-01-01 04:18:00'): 9.4,\n",
- " Timestamp('2023-01-01 04:24:00'): nan,\n",
- " Timestamp('2023-01-01 04:30:00'): nan,\n",
- " Timestamp('2023-01-01 04:36:00'): 10.9,\n",
- " Timestamp('2023-01-01 04:42:00'): 10.5,\n",
- " Timestamp('2023-01-01 04:48:00'): 10.0,\n",
- " Timestamp('2023-01-01 04:54:00'): 10.2,\n",
- " Timestamp('2023-01-01 05:00:00'): 11.9,\n",
- " Timestamp('2023-01-01 05:06:00'): 12.8,\n",
- " Timestamp('2023-01-01 05:12:00'): 12.9,\n",
- " Timestamp('2023-01-01 05:18:00'): 13.0,\n",
- " Timestamp('2023-01-01 05:24:00'): 12.9,\n",
- " Timestamp('2023-01-01 05:30:00'): 12.9,\n",
- " Timestamp('2023-01-01 05:36:00'): 12.8,\n",
- " Timestamp('2023-01-01 05:42:00'): 12.8,\n",
- " Timestamp('2023-01-01 05:48:00'): 12.8,\n",
- " Timestamp('2023-01-01 05:54:00'): 12.6,\n",
- " Timestamp('2023-01-01 06:00:00'): 12.7,\n",
- " Timestamp('2023-01-01 06:06:00'): 12.7,\n",
- " Timestamp('2023-01-01 06:12:00'): 12.7,\n",
- " Timestamp('2023-01-01 06:18:00'): 12.7,\n",
- " Timestamp('2023-01-01 06:24:00'): 12.5,\n",
- " Timestamp('2023-01-01 06:30:00'): 12.5,\n",
- " Timestamp('2023-01-01 06:36:00'): 12.5,\n",
- " Timestamp('2023-01-01 06:42:00'): 12.4,\n",
- " Timestamp('2023-01-01 06:48:00'): 12.4,\n",
- " Timestamp('2023-01-01 06:54:00'): 12.3,\n",
- " Timestamp('2023-01-01 07:00:00'): 12.0,\n",
- " Timestamp('2023-01-01 07:06:00'): 12.0,\n",
- " Timestamp('2023-01-01 07:12:00'): 12.1,\n",
- " Timestamp('2023-01-01 07:18:00'): 12.1,\n",
- " Timestamp('2023-01-01 07:24:00'): 11.9,\n",
- " Timestamp('2023-01-01 07:30:00'): 11.9,\n",
- " Timestamp('2023-01-01 07:36:00'): 11.8,\n",
- " Timestamp('2023-01-01 07:42:00'): 10.3,\n",
- " Timestamp('2023-01-01 07:48:00'): 11.4,\n",
- " Timestamp('2023-01-01 07:54:00'): 10.6,\n",
- " Timestamp('2023-01-01 08:00:00'): 10.8,\n",
- " Timestamp('2023-01-01 08:06:00'): 10.3,\n",
- " Timestamp('2023-01-01 08:12:00'): 10.0,\n",
- " Timestamp('2023-01-01 08:18:00'): 11.2,\n",
- " Timestamp('2023-01-01 08:24:00'): 11.5,\n",
- " Timestamp('2023-01-01 08:30:00'): 9.3,\n",
- " Timestamp('2023-01-01 08:36:00'): 8.0,\n",
- " Timestamp('2023-01-01 08:42:00'): 7.1,\n",
- " Timestamp('2023-01-01 08:48:00'): 6.7,\n",
- " Timestamp('2023-01-01 08:54:00'): 7.9,\n",
- " Timestamp('2023-01-01 09:00:00'): 7.6,\n",
- " Timestamp('2023-01-01 09:06:00'): 8.0,\n",
- " Timestamp('2023-01-01 09:12:00'): 8.5,\n",
- " Timestamp('2023-01-01 09:18:00'): 8.5,\n",
- " Timestamp('2023-01-01 09:24:00'): 6.7,\n",
- " Timestamp('2023-01-01 09:30:00'): 6.9,\n",
- " Timestamp('2023-01-01 09:36:00'): 7.6,\n",
- " Timestamp('2023-01-01 09:42:00'): 7.8,\n",
- " Timestamp('2023-01-01 09:48:00'): 7.7,\n",
- " Timestamp('2023-01-01 09:54:00'): 9.5,\n",
- " Timestamp('2023-01-01 10:00:00'): 10.0,\n",
- " Timestamp('2023-01-01 10:06:00'): 10.2,\n",
- " Timestamp('2023-01-01 10:12:00'): 7.1,\n",
- " Timestamp('2023-01-01 10:18:00'): 7.3,\n",
- " Timestamp('2023-01-01 10:24:00'): 6.9,\n",
- " Timestamp('2023-01-01 10:30:00'): 6.3,\n",
- " Timestamp('2023-01-01 10:36:00'): 6.7,\n",
- " Timestamp('2023-01-01 10:42:00'): 8.0,\n",
- " Timestamp('2023-01-01 10:48:00'): 8.5,\n",
- " Timestamp('2023-01-01 10:54:00'): 6.6,\n",
- " Timestamp('2023-01-01 11:00:00'): 6.0,\n",
- " Timestamp('2023-01-01 11:06:00'): 7.1,\n",
- " Timestamp('2023-01-01 11:12:00'): 7.5,\n",
- " Timestamp('2023-01-01 11:18:00'): 7.8,\n",
- " Timestamp('2023-01-01 11:24:00'): 6.7,\n",
- " Timestamp('2023-01-01 11:30:00'): 5.9,\n",
- " Timestamp('2023-01-01 11:36:00'): 7.5,\n",
- " Timestamp('2023-01-01 11:42:00'): 8.5,\n",
- " Timestamp('2023-01-01 11:48:00'): 7.8,\n",
- " Timestamp('2023-01-01 11:54:00'): 5.6,\n",
- " Timestamp('2023-01-01 12:00:00'): 5.3,\n",
- " Timestamp('2023-01-01 12:06:00'): 6.0,\n",
- " Timestamp('2023-01-01 12:12:00'): 5.9,\n",
- " Timestamp('2023-01-01 12:18:00'): 5.7,\n",
- " Timestamp('2023-01-01 12:24:00'): 5.5,\n",
- " Timestamp('2023-01-01 12:30:00'): 5.5,\n",
- " Timestamp('2023-01-01 12:36:00'): 5.7,\n",
- " Timestamp('2023-01-01 12:42:00'): 5.8,\n",
- " Timestamp('2023-01-01 12:48:00'): 6.4,\n",
- " Timestamp('2023-01-01 12:54:00'): 6.7,\n",
- " Timestamp('2023-01-01 13:00:00'): 5.6,\n",
- " Timestamp('2023-01-01 13:06:00'): 5.8,\n",
- " Timestamp('2023-01-01 13:12:00'): 6.4,\n",
- " Timestamp('2023-01-01 13:18:00'): 6.9,\n",
- " Timestamp('2023-01-01 13:24:00'): 7.6,\n",
- " Timestamp('2023-01-01 13:30:00'): 6.3,\n",
- " Timestamp('2023-01-01 13:36:00'): 6.7,\n",
- " Timestamp('2023-01-01 13:42:00'): 7.0,\n",
- " Timestamp('2023-01-01 13:48:00'): 7.5,\n",
- " Timestamp('2023-01-01 13:54:00'): 8.2,\n",
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- " Timestamp('2023-01-01 14:06:00'): 8.1,\n",
- " Timestamp('2023-01-01 14:12:00'): 8.1,\n",
- " Timestamp('2023-01-01 14:18:00'): 8.1,\n",
- " Timestamp('2023-01-01 14:24:00'): 8.3,\n",
- " Timestamp('2023-01-01 14:30:00'): 9.8,\n",
- " Timestamp('2023-01-01 14:36:00'): 8.7,\n",
- " Timestamp('2023-01-01 14:42:00'): 9.5,\n",
- " Timestamp('2023-01-01 14:48:00'): 11.9,\n",
- " Timestamp('2023-01-01 14:54:00'): 12.4,\n",
- " Timestamp('2023-01-01 15:00:00'): 10.7,\n",
- " Timestamp('2023-01-01 15:06:00'): 10.4,\n",
- " Timestamp('2023-01-01 15:12:00'): 10.1,\n",
- " Timestamp('2023-01-01 15:18:00'): 9.9,\n",
- " Timestamp('2023-01-01 15:24:00'): 10.5,\n",
- " Timestamp('2023-01-01 15:30:00'): 10.6,\n",
- " Timestamp('2023-01-01 15:36:00'): 10.8,\n",
- " Timestamp('2023-01-01 15:42:00'): 11.5,\n",
- " Timestamp('2023-01-01 15:48:00'): 12.4,\n",
- " Timestamp('2023-01-01 15:54:00'): 11.7,\n",
- " Timestamp('2023-01-01 16:00:00'): 12.3,\n",
- " Timestamp('2023-01-01 16:06:00'): 12.5,\n",
- " Timestamp('2023-01-01 16:12:00'): 14.2,\n",
- " Timestamp('2023-01-01 16:18:00'): 13.5,\n",
- " Timestamp('2023-01-01 16:24:00'): 12.9,\n",
- " Timestamp('2023-01-01 16:30:00'): 13.3,\n",
- " Timestamp('2023-01-01 16:36:00'): 14.3,\n",
- " Timestamp('2023-01-01 16:42:00'): 14.1,\n",
- " Timestamp('2023-01-01 16:48:00'): 14.0,\n",
- " Timestamp('2023-01-01 16:54:00'): 14.8,\n",
- " Timestamp('2023-01-01 17:00:00'): 15.2,\n",
- " Timestamp('2023-01-01 17:06:00'): 15.1,\n",
- " Timestamp('2023-01-01 17:12:00'): 15.3,\n",
- " Timestamp('2023-01-01 17:18:00'): 14.8,\n",
- " Timestamp('2023-01-01 17:24:00'): 15.1,\n",
- " Timestamp('2023-01-01 17:30:00'): 14.7,\n",
- " Timestamp('2023-01-01 17:36:00'): 15.4,\n",
- " Timestamp('2023-01-01 17:42:00'): 15.7,\n",
- " Timestamp('2023-01-01 17:48:00'): 15.7,\n",
- " Timestamp('2023-01-01 17:54:00'): 15.8,\n",
- " Timestamp('2023-01-01 18:00:00'): 15.9,\n",
- " Timestamp('2023-01-01 18:06:00'): 16.1,\n",
- " Timestamp('2023-01-01 18:12:00'): 16.1,\n",
- " Timestamp('2023-01-01 18:18:00'): 16.3,\n",
- " Timestamp('2023-01-01 18:24:00'): 16.5,\n",
- " Timestamp('2023-01-01 18:30:00'): 16.6,\n",
- " Timestamp('2023-01-01 18:36:00'): 16.7,\n",
- " Timestamp('2023-01-01 18:42:00'): 16.8,\n",
- " Timestamp('2023-01-01 18:48:00'): 16.7,\n",
- " Timestamp('2023-01-01 18:54:00'): 15.5,\n",
- " Timestamp('2023-01-01 19:00:00'): 16.6,\n",
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- " Timestamp('2023-01-05 01:54:00'): 11.1,\n",
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- " Timestamp('2023-01-05 03:36:00'): 13.4,\n",
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- " Timestamp('2023-01-05 03:48:00'): 15.2,\n",
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- " Timestamp('2023-01-05 04:00:00'): 15.4,\n",
- " Timestamp('2023-01-05 04:06:00'): 15.7,\n",
- " ...},\n",
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- " Timestamp('2023-01-04 14:30:00'): nan,\n",
- " Timestamp('2023-01-04 14:36:00'): nan,\n",
- " Timestamp('2023-01-04 14:42:00'): nan,\n",
- " Timestamp('2023-01-04 14:48:00'): nan,\n",
- " Timestamp('2023-01-04 14:54:00'): nan,\n",
- " Timestamp('2023-01-04 15:00:00'): nan,\n",
- " Timestamp('2023-01-04 15:06:00'): nan,\n",
- " Timestamp('2023-01-04 15:12:00'): nan,\n",
- " Timestamp('2023-01-04 15:18:00'): nan,\n",
- " Timestamp('2023-01-04 15:24:00'): nan,\n",
- " Timestamp('2023-01-04 15:30:00'): nan,\n",
- " Timestamp('2023-01-04 15:36:00'): nan,\n",
- " Timestamp('2023-01-04 15:42:00'): nan,\n",
- " Timestamp('2023-01-04 15:48:00'): nan,\n",
- " Timestamp('2023-01-04 15:54:00'): nan,\n",
- " Timestamp('2023-01-04 16:00:00'): nan,\n",
- " Timestamp('2023-01-04 16:06:00'): nan,\n",
- " Timestamp('2023-01-04 16:12:00'): nan,\n",
- " Timestamp('2023-01-04 16:18:00'): nan,\n",
- " Timestamp('2023-01-04 16:24:00'): nan,\n",
- " Timestamp('2023-01-04 16:30:00'): nan,\n",
- " Timestamp('2023-01-04 16:36:00'): nan,\n",
- " Timestamp('2023-01-04 16:42:00'): nan,\n",
- " Timestamp('2023-01-04 16:48:00'): nan,\n",
- " Timestamp('2023-01-04 16:54:00'): nan,\n",
- " Timestamp('2023-01-04 17:00:00'): nan,\n",
- " Timestamp('2023-01-04 17:06:00'): nan,\n",
- " Timestamp('2023-01-04 17:12:00'): nan,\n",
- " Timestamp('2023-01-04 17:18:00'): nan,\n",
- " Timestamp('2023-01-04 17:24:00'): nan,\n",
- " Timestamp('2023-01-04 17:30:00'): nan,\n",
- " Timestamp('2023-01-04 17:36:00'): nan,\n",
- " Timestamp('2023-01-04 17:42:00'): nan,\n",
- " Timestamp('2023-01-04 17:48:00'): nan,\n",
- " Timestamp('2023-01-04 17:54:00'): nan,\n",
- " Timestamp('2023-01-04 18:00:00'): nan,\n",
- " Timestamp('2023-01-04 18:06:00'): nan,\n",
- " Timestamp('2023-01-04 18:12:00'): nan,\n",
- " Timestamp('2023-01-04 18:18:00'): nan,\n",
- " Timestamp('2023-01-04 18:24:00'): nan,\n",
- " Timestamp('2023-01-04 18:30:00'): nan,\n",
- " Timestamp('2023-01-04 18:36:00'): nan,\n",
- " Timestamp('2023-01-04 18:42:00'): nan,\n",
- " Timestamp('2023-01-04 18:48:00'): nan,\n",
- " Timestamp('2023-01-04 18:54:00'): nan,\n",
- " Timestamp('2023-01-04 19:00:00'): nan,\n",
- " Timestamp('2023-01-04 19:06:00'): nan,\n",
- " Timestamp('2023-01-04 19:12:00'): nan,\n",
- " Timestamp('2023-01-04 19:18:00'): nan,\n",
- " Timestamp('2023-01-04 19:24:00'): nan,\n",
- " Timestamp('2023-01-04 19:30:00'): nan,\n",
- " Timestamp('2023-01-04 19:36:00'): nan,\n",
- " Timestamp('2023-01-04 19:42:00'): nan,\n",
- " Timestamp('2023-01-04 19:48:00'): nan,\n",
- " Timestamp('2023-01-04 19:54:00'): nan,\n",
- " Timestamp('2023-01-04 20:00:00'): nan,\n",
- " Timestamp('2023-01-04 20:06:00'): nan,\n",
- " Timestamp('2023-01-04 20:12:00'): nan,\n",
- " Timestamp('2023-01-04 20:18:00'): nan,\n",
- " Timestamp('2023-01-04 20:24:00'): nan,\n",
- " Timestamp('2023-01-04 20:30:00'): nan,\n",
- " Timestamp('2023-01-04 20:36:00'): nan,\n",
- " Timestamp('2023-01-04 20:42:00'): nan,\n",
- " Timestamp('2023-01-04 20:48:00'): nan,\n",
- " Timestamp('2023-01-04 20:54:00'): nan,\n",
- " Timestamp('2023-01-04 21:00:00'): nan,\n",
- " Timestamp('2023-01-04 21:06:00'): nan,\n",
- " Timestamp('2023-01-04 21:12:00'): nan,\n",
- " Timestamp('2023-01-04 21:18:00'): nan,\n",
- " Timestamp('2023-01-04 21:24:00'): nan,\n",
- " Timestamp('2023-01-04 21:30:00'): nan,\n",
- " Timestamp('2023-01-04 21:36:00'): nan,\n",
- " Timestamp('2023-01-04 21:42:00'): nan,\n",
- " Timestamp('2023-01-04 21:48:00'): nan,\n",
- " Timestamp('2023-01-04 21:54:00'): nan,\n",
- " Timestamp('2023-01-04 22:00:00'): nan,\n",
- " Timestamp('2023-01-04 22:06:00'): nan,\n",
- " Timestamp('2023-01-04 22:12:00'): nan,\n",
- " Timestamp('2023-01-04 22:18:00'): nan,\n",
- " Timestamp('2023-01-04 22:24:00'): nan,\n",
- " Timestamp('2023-01-04 22:30:00'): nan,\n",
- " Timestamp('2023-01-04 22:36:00'): nan,\n",
- " Timestamp('2023-01-04 22:42:00'): nan,\n",
- " Timestamp('2023-01-04 22:48:00'): nan,\n",
- " Timestamp('2023-01-04 22:54:00'): nan,\n",
- " Timestamp('2023-01-04 23:00:00'): nan,\n",
- " Timestamp('2023-01-04 23:06:00'): nan,\n",
- " Timestamp('2023-01-04 23:12:00'): nan,\n",
- " Timestamp('2023-01-04 23:18:00'): nan,\n",
- " Timestamp('2023-01-04 23:24:00'): nan,\n",
- " Timestamp('2023-01-04 23:30:00'): nan,\n",
- " Timestamp('2023-01-04 23:36:00'): nan,\n",
- " Timestamp('2023-01-04 23:42:00'): nan,\n",
- " Timestamp('2023-01-04 23:48:00'): nan,\n",
- " Timestamp('2023-01-04 23:54:00'): nan,\n",
- " Timestamp('2023-01-05 00:00:00'): nan,\n",
- " Timestamp('2023-01-05 00:06:00'): nan,\n",
- " Timestamp('2023-01-05 00:12:00'): nan,\n",
- " Timestamp('2023-01-05 00:18:00'): nan,\n",
- " Timestamp('2023-01-05 00:24:00'): nan,\n",
- " Timestamp('2023-01-05 00:30:00'): nan,\n",
- " Timestamp('2023-01-05 00:36:00'): nan,\n",
- " Timestamp('2023-01-05 00:42:00'): nan,\n",
- " Timestamp('2023-01-05 00:48:00'): nan,\n",
- " Timestamp('2023-01-05 00:54:00'): nan,\n",
- " Timestamp('2023-01-05 01:00:00'): nan,\n",
- " Timestamp('2023-01-05 01:06:00'): nan,\n",
- " Timestamp('2023-01-05 01:12:00'): nan,\n",
- " Timestamp('2023-01-05 01:18:00'): nan,\n",
- " Timestamp('2023-01-05 01:24:00'): nan,\n",
- " Timestamp('2023-01-05 01:30:00'): nan,\n",
- " Timestamp('2023-01-05 01:36:00'): nan,\n",
- " Timestamp('2023-01-05 01:42:00'): nan,\n",
- " Timestamp('2023-01-05 01:48:00'): nan,\n",
- " Timestamp('2023-01-05 01:54:00'): nan,\n",
- " Timestamp('2023-01-05 02:00:00'): nan,\n",
- " Timestamp('2023-01-05 02:06:00'): nan,\n",
- " Timestamp('2023-01-05 02:12:00'): nan,\n",
- " Timestamp('2023-01-05 02:18:00'): nan,\n",
- " Timestamp('2023-01-05 02:24:00'): nan,\n",
- " Timestamp('2023-01-05 02:30:00'): nan,\n",
- " Timestamp('2023-01-05 02:36:00'): nan,\n",
- " Timestamp('2023-01-05 02:42:00'): nan,\n",
- " Timestamp('2023-01-05 02:48:00'): nan,\n",
- " Timestamp('2023-01-05 02:54:00'): nan,\n",
- " Timestamp('2023-01-05 03:00:00'): nan,\n",
- " Timestamp('2023-01-05 03:06:00'): nan,\n",
- " Timestamp('2023-01-05 03:12:00'): nan,\n",
- " Timestamp('2023-01-05 03:18:00'): nan,\n",
- " Timestamp('2023-01-05 03:24:00'): nan,\n",
- " Timestamp('2023-01-05 03:30:00'): nan,\n",
- " Timestamp('2023-01-05 03:36:00'): nan,\n",
- " Timestamp('2023-01-05 03:42:00'): nan,\n",
- " Timestamp('2023-01-05 03:48:00'): nan,\n",
- " Timestamp('2023-01-05 03:54:00'): nan,\n",
- " Timestamp('2023-01-05 04:00:00'): nan,\n",
- " Timestamp('2023-01-05 04:06:00'): nan,\n",
- " ...},\n",
- " 'apam2_VIS': {Timestamp('2023-01-01 00:00:00'): nan,\n",
- " Timestamp('2023-01-01 00:06:00'): nan,\n",
- " Timestamp('2023-01-01 00:12:00'): nan,\n",
- " Timestamp('2023-01-01 00:18:00'): nan,\n",
- " Timestamp('2023-01-01 00:24:00'): nan,\n",
- " Timestamp('2023-01-01 00:30:00'): nan,\n",
- " Timestamp('2023-01-01 00:36:00'): nan,\n",
- " Timestamp('2023-01-01 00:42:00'): nan,\n",
- " Timestamp('2023-01-01 01:00:00'): nan,\n",
- " Timestamp('2023-01-01 01:06:00'): nan,\n",
- " Timestamp('2023-01-01 01:12:00'): nan,\n",
- " Timestamp('2023-01-01 01:18:00'): nan,\n",
- " Timestamp('2023-01-01 01:24:00'): nan,\n",
- " Timestamp('2023-01-01 01:30:00'): nan,\n",
- " Timestamp('2023-01-01 01:36:00'): nan,\n",
- " Timestamp('2023-01-01 01:42:00'): nan,\n",
- " Timestamp('2023-01-01 01:48:00'): nan,\n",
- " Timestamp('2023-01-01 01:54:00'): nan,\n",
- " Timestamp('2023-01-01 02:00:00'): nan,\n",
- " Timestamp('2023-01-01 02:06:00'): nan,\n",
- " Timestamp('2023-01-01 02:12:00'): nan,\n",
- " Timestamp('2023-01-01 02:18:00'): nan,\n",
- " Timestamp('2023-01-01 02:24:00'): nan,\n",
- " Timestamp('2023-01-01 02:30:00'): nan,\n",
- " Timestamp('2023-01-01 02:36:00'): nan,\n",
- " Timestamp('2023-01-01 02:42:00'): nan,\n",
- " Timestamp('2023-01-01 02:48:00'): nan,\n",
- " Timestamp('2023-01-01 02:54:00'): nan,\n",
- " Timestamp('2023-01-01 03:00:00'): nan,\n",
- " Timestamp('2023-01-01 03:06:00'): nan,\n",
- " Timestamp('2023-01-01 03:12:00'): nan,\n",
- " Timestamp('2023-01-01 03:18:00'): nan,\n",
- " Timestamp('2023-01-01 03:24:00'): nan,\n",
- " Timestamp('2023-01-01 03:30:00'): nan,\n",
- " Timestamp('2023-01-01 03:36:00'): nan,\n",
- " Timestamp('2023-01-01 03:42:00'): nan,\n",
- " Timestamp('2023-01-01 03:48:00'): nan,\n",
- " Timestamp('2023-01-01 03:54:00'): nan,\n",
- " Timestamp('2023-01-01 04:00:00'): nan,\n",
- " Timestamp('2023-01-01 04:06:00'): nan,\n",
- " Timestamp('2023-01-01 04:12:00'): nan,\n",
- " Timestamp('2023-01-01 04:18:00'): nan,\n",
- " Timestamp('2023-01-01 04:24:00'): nan,\n",
- " Timestamp('2023-01-01 04:30:00'): nan,\n",
- " Timestamp('2023-01-01 04:36:00'): nan,\n",
- " Timestamp('2023-01-01 04:42:00'): nan,\n",
- " Timestamp('2023-01-01 04:48:00'): nan,\n",
- " Timestamp('2023-01-01 04:54:00'): nan,\n",
- " Timestamp('2023-01-01 05:00:00'): nan,\n",
- " Timestamp('2023-01-01 05:06:00'): nan,\n",
- " Timestamp('2023-01-01 05:12:00'): nan,\n",
- " Timestamp('2023-01-01 05:18:00'): nan,\n",
- " Timestamp('2023-01-01 05:24:00'): nan,\n",
- " Timestamp('2023-01-01 05:30:00'): nan,\n",
- " Timestamp('2023-01-01 05:36:00'): nan,\n",
- " Timestamp('2023-01-01 05:42:00'): nan,\n",
- " Timestamp('2023-01-01 05:48:00'): nan,\n",
- " Timestamp('2023-01-01 05:54:00'): nan,\n",
- " Timestamp('2023-01-01 06:00:00'): nan,\n",
- " Timestamp('2023-01-01 06:06:00'): nan,\n",
- " Timestamp('2023-01-01 06:12:00'): nan,\n",
- " Timestamp('2023-01-01 06:18:00'): nan,\n",
- " Timestamp('2023-01-01 06:24:00'): nan,\n",
- " Timestamp('2023-01-01 06:30:00'): nan,\n",
- " Timestamp('2023-01-01 06:36:00'): nan,\n",
- " Timestamp('2023-01-01 06:42:00'): nan,\n",
- " Timestamp('2023-01-01 06:48:00'): nan,\n",
- " Timestamp('2023-01-01 06:54:00'): nan,\n",
- " Timestamp('2023-01-01 07:00:00'): nan,\n",
- " Timestamp('2023-01-01 07:06:00'): nan,\n",
- " Timestamp('2023-01-01 07:12:00'): nan,\n",
- " Timestamp('2023-01-01 07:18:00'): nan,\n",
- " Timestamp('2023-01-01 07:24:00'): nan,\n",
- " Timestamp('2023-01-01 07:30:00'): nan,\n",
- " Timestamp('2023-01-01 07:36:00'): nan,\n",
- " Timestamp('2023-01-01 07:42:00'): nan,\n",
- " Timestamp('2023-01-01 07:48:00'): nan,\n",
- " Timestamp('2023-01-01 07:54:00'): nan,\n",
- " Timestamp('2023-01-01 08:00:00'): nan,\n",
- " Timestamp('2023-01-01 08:06:00'): nan,\n",
- " Timestamp('2023-01-01 08:12:00'): nan,\n",
- " Timestamp('2023-01-01 08:18:00'): nan,\n",
- " Timestamp('2023-01-01 08:24:00'): nan,\n",
- " Timestamp('2023-01-01 08:30:00'): nan,\n",
- " Timestamp('2023-01-01 08:36:00'): nan,\n",
- " Timestamp('2023-01-01 08:42:00'): nan,\n",
- " Timestamp('2023-01-01 08:48:00'): nan,\n",
- " Timestamp('2023-01-01 08:54:00'): nan,\n",
- " Timestamp('2023-01-01 09:00:00'): nan,\n",
- " Timestamp('2023-01-01 09:06:00'): nan,\n",
- " Timestamp('2023-01-01 09:12:00'): nan,\n",
- " Timestamp('2023-01-01 09:18:00'): nan,\n",
- " Timestamp('2023-01-01 09:24:00'): nan,\n",
- " Timestamp('2023-01-01 09:30:00'): nan,\n",
- " Timestamp('2023-01-01 09:36:00'): nan,\n",
- " Timestamp('2023-01-01 09:42:00'): nan,\n",
- " Timestamp('2023-01-01 09:48:00'): nan,\n",
- " Timestamp('2023-01-01 09:54:00'): nan,\n",
- " Timestamp('2023-01-01 10:00:00'): nan,\n",
- " Timestamp('2023-01-01 10:06:00'): nan,\n",
- " Timestamp('2023-01-01 10:12:00'): nan,\n",
- " Timestamp('2023-01-01 10:18:00'): nan,\n",
- " Timestamp('2023-01-01 10:24:00'): nan,\n",
- " Timestamp('2023-01-01 10:30:00'): nan,\n",
- " Timestamp('2023-01-01 10:36:00'): nan,\n",
- " Timestamp('2023-01-01 10:42:00'): nan,\n",
- " Timestamp('2023-01-01 10:48:00'): nan,\n",
- " Timestamp('2023-01-01 10:54:00'): nan,\n",
- " Timestamp('2023-01-01 11:00:00'): nan,\n",
- " Timestamp('2023-01-01 11:06:00'): nan,\n",
- " Timestamp('2023-01-01 11:12:00'): nan,\n",
- " Timestamp('2023-01-01 11:18:00'): nan,\n",
- " Timestamp('2023-01-01 11:24:00'): nan,\n",
- " Timestamp('2023-01-01 11:30:00'): nan,\n",
- " Timestamp('2023-01-01 11:36:00'): nan,\n",
- " Timestamp('2023-01-01 11:42:00'): nan,\n",
- " Timestamp('2023-01-01 11:48:00'): nan,\n",
- " Timestamp('2023-01-01 11:54:00'): nan,\n",
- " Timestamp('2023-01-01 12:00:00'): nan,\n",
- " Timestamp('2023-01-01 12:06:00'): nan,\n",
- " Timestamp('2023-01-01 12:12:00'): nan,\n",
- " Timestamp('2023-01-01 12:18:00'): nan,\n",
- " Timestamp('2023-01-01 12:24:00'): nan,\n",
- " Timestamp('2023-01-01 12:30:00'): nan,\n",
- " Timestamp('2023-01-01 12:36:00'): nan,\n",
- " Timestamp('2023-01-01 12:42:00'): nan,\n",
- " Timestamp('2023-01-01 12:48:00'): nan,\n",
- " Timestamp('2023-01-01 12:54:00'): nan,\n",
- " Timestamp('2023-01-01 13:00:00'): nan,\n",
- " Timestamp('2023-01-01 13:06:00'): nan,\n",
- " Timestamp('2023-01-01 13:12:00'): nan,\n",
- " Timestamp('2023-01-01 13:18:00'): nan,\n",
- " Timestamp('2023-01-01 13:24:00'): nan,\n",
- " Timestamp('2023-01-01 13:30:00'): nan,\n",
- " Timestamp('2023-01-01 13:36:00'): nan,\n",
- " Timestamp('2023-01-01 13:42:00'): nan,\n",
- " Timestamp('2023-01-01 13:48:00'): nan,\n",
- " Timestamp('2023-01-01 13:54:00'): nan,\n",
- " Timestamp('2023-01-01 14:00:00'): nan,\n",
- " Timestamp('2023-01-01 14:06:00'): nan,\n",
- " Timestamp('2023-01-01 14:12:00'): nan,\n",
- " Timestamp('2023-01-01 14:18:00'): nan,\n",
- " Timestamp('2023-01-01 14:24:00'): nan,\n",
- " Timestamp('2023-01-01 14:30:00'): nan,\n",
- " Timestamp('2023-01-01 14:36:00'): nan,\n",
- " Timestamp('2023-01-01 14:42:00'): nan,\n",
- " Timestamp('2023-01-01 14:48:00'): nan,\n",
- " Timestamp('2023-01-01 14:54:00'): nan,\n",
- " Timestamp('2023-01-01 15:00:00'): nan,\n",
- " Timestamp('2023-01-01 15:06:00'): nan,\n",
- " Timestamp('2023-01-01 15:12:00'): nan,\n",
- " Timestamp('2023-01-01 15:18:00'): nan,\n",
- " Timestamp('2023-01-01 15:24:00'): nan,\n",
- " Timestamp('2023-01-01 15:30:00'): nan,\n",
- " Timestamp('2023-01-01 15:36:00'): nan,\n",
- " Timestamp('2023-01-01 15:42:00'): nan,\n",
- " Timestamp('2023-01-01 15:48:00'): nan,\n",
- " Timestamp('2023-01-01 15:54:00'): nan,\n",
- " Timestamp('2023-01-01 16:00:00'): nan,\n",
- " Timestamp('2023-01-01 16:06:00'): nan,\n",
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- " Timestamp('2023-01-01 16:24:00'): nan,\n",
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- " Timestamp('2023-01-01 16:54:00'): nan,\n",
- " Timestamp('2023-01-01 17:00:00'): nan,\n",
- " Timestamp('2023-01-01 17:06:00'): nan,\n",
- " Timestamp('2023-01-01 17:12:00'): nan,\n",
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- " Timestamp('2023-01-01 17:24:00'): nan,\n",
- " Timestamp('2023-01-01 17:30:00'): nan,\n",
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- " Timestamp('2023-01-01 17:42:00'): nan,\n",
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- " Timestamp('2023-01-01 18:12:00'): nan,\n",
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- " Timestamp('2023-01-01 18:30:00'): nan,\n",
- " Timestamp('2023-01-01 18:36:00'): nan,\n",
- " Timestamp('2023-01-01 18:42:00'): nan,\n",
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- " Timestamp('2023-01-01 19:00:00'): nan,\n",
- " Timestamp('2023-01-01 19:06:00'): nan,\n",
- " Timestamp('2023-01-01 19:12:00'): nan,\n",
- " Timestamp('2023-01-01 19:18:00'): nan,\n",
- " Timestamp('2023-01-01 19:24:00'): nan,\n",
- " Timestamp('2023-01-01 19:30:00'): nan,\n",
- " Timestamp('2023-01-01 19:36:00'): nan,\n",
- " Timestamp('2023-01-01 19:42:00'): nan,\n",
- " Timestamp('2023-01-01 19:48:00'): nan,\n",
- " Timestamp('2023-01-01 19:54:00'): nan,\n",
- " Timestamp('2023-01-01 20:00:00'): nan,\n",
- " Timestamp('2023-01-01 20:06:00'): nan,\n",
- " Timestamp('2023-01-01 20:12:00'): nan,\n",
- " Timestamp('2023-01-01 20:18:00'): nan,\n",
- " Timestamp('2023-01-01 20:24:00'): nan,\n",
- " Timestamp('2023-01-01 20:30:00'): nan,\n",
- " Timestamp('2023-01-01 20:36:00'): nan,\n",
- " Timestamp('2023-01-01 20:42:00'): nan,\n",
- " Timestamp('2023-01-01 20:48:00'): nan,\n",
- " Timestamp('2023-01-01 20:54:00'): nan,\n",
- " Timestamp('2023-01-01 21:00:00'): nan,\n",
- " Timestamp('2023-01-01 21:06:00'): nan,\n",
- " Timestamp('2023-01-01 21:12:00'): nan,\n",
- " Timestamp('2023-01-01 21:18:00'): nan,\n",
- " Timestamp('2023-01-01 21:24:00'): nan,\n",
- " Timestamp('2023-01-01 21:30:00'): nan,\n",
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- " Timestamp('2023-01-04 20:36:00'): nan,\n",
- " Timestamp('2023-01-04 20:42:00'): nan,\n",
- " Timestamp('2023-01-04 20:48:00'): nan,\n",
- " Timestamp('2023-01-04 20:54:00'): nan,\n",
- " Timestamp('2023-01-04 21:00:00'): nan,\n",
- " Timestamp('2023-01-04 21:06:00'): nan,\n",
- " Timestamp('2023-01-04 21:12:00'): nan,\n",
- " Timestamp('2023-01-04 21:18:00'): nan,\n",
- " Timestamp('2023-01-04 21:24:00'): nan,\n",
- " Timestamp('2023-01-04 21:30:00'): nan,\n",
- " Timestamp('2023-01-04 21:36:00'): nan,\n",
- " Timestamp('2023-01-04 21:42:00'): nan,\n",
- " Timestamp('2023-01-04 21:48:00'): nan,\n",
- " Timestamp('2023-01-04 21:54:00'): nan,\n",
- " Timestamp('2023-01-04 22:00:00'): nan,\n",
- " Timestamp('2023-01-04 22:06:00'): nan,\n",
- " Timestamp('2023-01-04 22:12:00'): nan,\n",
- " Timestamp('2023-01-04 22:18:00'): nan,\n",
- " Timestamp('2023-01-04 22:24:00'): nan,\n",
- " Timestamp('2023-01-04 22:30:00'): nan,\n",
- " Timestamp('2023-01-04 22:36:00'): nan,\n",
- " Timestamp('2023-01-04 22:42:00'): nan,\n",
- " Timestamp('2023-01-04 22:48:00'): nan,\n",
- " Timestamp('2023-01-04 22:54:00'): nan,\n",
- " Timestamp('2023-01-04 23:00:00'): nan,\n",
- " Timestamp('2023-01-04 23:06:00'): nan,\n",
- " Timestamp('2023-01-04 23:12:00'): nan,\n",
- " Timestamp('2023-01-04 23:18:00'): nan,\n",
- " Timestamp('2023-01-04 23:24:00'): nan,\n",
- " Timestamp('2023-01-04 23:30:00'): nan,\n",
- " Timestamp('2023-01-04 23:36:00'): nan,\n",
- " Timestamp('2023-01-04 23:42:00'): nan,\n",
- " Timestamp('2023-01-04 23:48:00'): nan,\n",
- " Timestamp('2023-01-04 23:54:00'): nan,\n",
- " Timestamp('2023-01-05 00:00:00'): nan,\n",
- " Timestamp('2023-01-05 00:06:00'): nan,\n",
- " Timestamp('2023-01-05 00:12:00'): nan,\n",
- " Timestamp('2023-01-05 00:18:00'): nan,\n",
- " Timestamp('2023-01-05 00:24:00'): nan,\n",
- " Timestamp('2023-01-05 00:30:00'): nan,\n",
- " Timestamp('2023-01-05 00:36:00'): nan,\n",
- " Timestamp('2023-01-05 00:42:00'): nan,\n",
- " Timestamp('2023-01-05 00:48:00'): nan,\n",
- " Timestamp('2023-01-05 00:54:00'): nan,\n",
- " Timestamp('2023-01-05 01:00:00'): nan,\n",
- " Timestamp('2023-01-05 01:06:00'): nan,\n",
- " Timestamp('2023-01-05 01:12:00'): nan,\n",
- " Timestamp('2023-01-05 01:18:00'): nan,\n",
- " Timestamp('2023-01-05 01:24:00'): nan,\n",
- " Timestamp('2023-01-05 01:30:00'): nan,\n",
- " Timestamp('2023-01-05 01:36:00'): nan,\n",
- " Timestamp('2023-01-05 01:42:00'): nan,\n",
- " Timestamp('2023-01-05 01:48:00'): nan,\n",
- " Timestamp('2023-01-05 01:54:00'): nan,\n",
- " Timestamp('2023-01-05 02:00:00'): nan,\n",
- " Timestamp('2023-01-05 02:06:00'): nan,\n",
- " Timestamp('2023-01-05 02:12:00'): nan,\n",
- " Timestamp('2023-01-05 02:18:00'): nan,\n",
- " Timestamp('2023-01-05 02:24:00'): nan,\n",
- " Timestamp('2023-01-05 02:30:00'): nan,\n",
- " Timestamp('2023-01-05 02:36:00'): nan,\n",
- " Timestamp('2023-01-05 02:42:00'): nan,\n",
- " Timestamp('2023-01-05 02:48:00'): nan,\n",
- " Timestamp('2023-01-05 02:54:00'): nan,\n",
- " Timestamp('2023-01-05 03:00:00'): nan,\n",
- " Timestamp('2023-01-05 03:06:00'): nan,\n",
- " Timestamp('2023-01-05 03:12:00'): nan,\n",
- " Timestamp('2023-01-05 03:18:00'): nan,\n",
- " Timestamp('2023-01-05 03:24:00'): nan,\n",
- " Timestamp('2023-01-05 03:30:00'): nan,\n",
- " Timestamp('2023-01-05 03:36:00'): nan,\n",
- " Timestamp('2023-01-05 03:42:00'): nan,\n",
- " Timestamp('2023-01-05 03:48:00'): nan,\n",
- " Timestamp('2023-01-05 03:54:00'): nan,\n",
- " Timestamp('2023-01-05 04:00:00'): nan,\n",
- " Timestamp('2023-01-05 04:06:00'): nan,\n",
- " ...},\n",
- " 'apam2_TIDE': {Timestamp('2023-01-01 00:00:00'): nan,\n",
- " Timestamp('2023-01-01 00:06:00'): nan,\n",
- " Timestamp('2023-01-01 00:12:00'): nan,\n",
- " Timestamp('2023-01-01 00:18:00'): nan,\n",
- " Timestamp('2023-01-01 00:24:00'): nan,\n",
- " Timestamp('2023-01-01 00:30:00'): nan,\n",
- " Timestamp('2023-01-01 00:36:00'): nan,\n",
- " Timestamp('2023-01-01 00:42:00'): nan,\n",
- " Timestamp('2023-01-01 01:00:00'): nan,\n",
- " Timestamp('2023-01-01 01:06:00'): nan,\n",
- " Timestamp('2023-01-01 01:12:00'): nan,\n",
- " Timestamp('2023-01-01 01:18:00'): nan,\n",
- " Timestamp('2023-01-01 01:24:00'): nan,\n",
- " Timestamp('2023-01-01 01:30:00'): nan,\n",
- " Timestamp('2023-01-01 01:36:00'): nan,\n",
- " Timestamp('2023-01-01 01:42:00'): nan,\n",
- " Timestamp('2023-01-01 01:48:00'): nan,\n",
- " Timestamp('2023-01-01 01:54:00'): nan,\n",
- " Timestamp('2023-01-01 02:00:00'): nan,\n",
- " Timestamp('2023-01-01 02:06:00'): nan,\n",
- " Timestamp('2023-01-01 02:12:00'): nan,\n",
- " Timestamp('2023-01-01 02:18:00'): nan,\n",
- " Timestamp('2023-01-01 02:24:00'): nan,\n",
- " Timestamp('2023-01-01 02:30:00'): nan,\n",
- " Timestamp('2023-01-01 02:36:00'): nan,\n",
- " Timestamp('2023-01-01 02:42:00'): nan,\n",
- " Timestamp('2023-01-01 02:48:00'): nan,\n",
- " Timestamp('2023-01-01 02:54:00'): nan,\n",
- " Timestamp('2023-01-01 03:00:00'): nan,\n",
- " Timestamp('2023-01-01 03:06:00'): nan,\n",
- " Timestamp('2023-01-01 03:12:00'): nan,\n",
- " Timestamp('2023-01-01 03:18:00'): nan,\n",
- " Timestamp('2023-01-01 03:24:00'): nan,\n",
- " Timestamp('2023-01-01 03:30:00'): nan,\n",
- " Timestamp('2023-01-01 03:36:00'): nan,\n",
- " Timestamp('2023-01-01 03:42:00'): nan,\n",
- " Timestamp('2023-01-01 03:48:00'): nan,\n",
- " Timestamp('2023-01-01 03:54:00'): nan,\n",
- " Timestamp('2023-01-01 04:00:00'): nan,\n",
- " Timestamp('2023-01-01 04:06:00'): nan,\n",
- " Timestamp('2023-01-01 04:12:00'): nan,\n",
- " Timestamp('2023-01-01 04:18:00'): nan,\n",
- " Timestamp('2023-01-01 04:24:00'): nan,\n",
- " Timestamp('2023-01-01 04:30:00'): nan,\n",
- " Timestamp('2023-01-01 04:36:00'): nan,\n",
- " Timestamp('2023-01-01 04:42:00'): nan,\n",
- " Timestamp('2023-01-01 04:48:00'): nan,\n",
- " Timestamp('2023-01-01 04:54:00'): nan,\n",
- " Timestamp('2023-01-01 05:00:00'): nan,\n",
- " Timestamp('2023-01-01 05:06:00'): nan,\n",
- " Timestamp('2023-01-01 05:12:00'): nan,\n",
- " Timestamp('2023-01-01 05:18:00'): nan,\n",
- " Timestamp('2023-01-01 05:24:00'): nan,\n",
- " Timestamp('2023-01-01 05:30:00'): nan,\n",
- " Timestamp('2023-01-01 05:36:00'): nan,\n",
- " Timestamp('2023-01-01 05:42:00'): nan,\n",
- " Timestamp('2023-01-01 05:48:00'): nan,\n",
- " Timestamp('2023-01-01 05:54:00'): nan,\n",
- " Timestamp('2023-01-01 06:00:00'): nan,\n",
- " Timestamp('2023-01-01 06:06:00'): nan,\n",
- " Timestamp('2023-01-01 06:12:00'): nan,\n",
- " Timestamp('2023-01-01 06:18:00'): nan,\n",
- " Timestamp('2023-01-01 06:24:00'): nan,\n",
- " Timestamp('2023-01-01 06:30:00'): nan,\n",
- " Timestamp('2023-01-01 06:36:00'): nan,\n",
- " Timestamp('2023-01-01 06:42:00'): nan,\n",
- " Timestamp('2023-01-01 06:48:00'): nan,\n",
- " Timestamp('2023-01-01 06:54:00'): nan,\n",
- " Timestamp('2023-01-01 07:00:00'): nan,\n",
- " Timestamp('2023-01-01 07:06:00'): nan,\n",
- " Timestamp('2023-01-01 07:12:00'): nan,\n",
- " Timestamp('2023-01-01 07:18:00'): nan,\n",
- " Timestamp('2023-01-01 07:24:00'): nan,\n",
- " Timestamp('2023-01-01 07:30:00'): nan,\n",
- " Timestamp('2023-01-01 07:36:00'): nan,\n",
- " Timestamp('2023-01-01 07:42:00'): nan,\n",
- " Timestamp('2023-01-01 07:48:00'): nan,\n",
- " Timestamp('2023-01-01 07:54:00'): nan,\n",
- " Timestamp('2023-01-01 08:00:00'): nan,\n",
- " Timestamp('2023-01-01 08:06:00'): nan,\n",
- " Timestamp('2023-01-01 08:12:00'): nan,\n",
- " Timestamp('2023-01-01 08:18:00'): nan,\n",
- " Timestamp('2023-01-01 08:24:00'): nan,\n",
- " Timestamp('2023-01-01 08:30:00'): nan,\n",
- " Timestamp('2023-01-01 08:36:00'): nan,\n",
- " Timestamp('2023-01-01 08:42:00'): nan,\n",
- " Timestamp('2023-01-01 08:48:00'): nan,\n",
- " Timestamp('2023-01-01 08:54:00'): nan,\n",
- " Timestamp('2023-01-01 09:00:00'): nan,\n",
- " Timestamp('2023-01-01 09:06:00'): nan,\n",
- " Timestamp('2023-01-01 09:12:00'): nan,\n",
- " Timestamp('2023-01-01 09:18:00'): nan,\n",
- " Timestamp('2023-01-01 09:24:00'): nan,\n",
- " Timestamp('2023-01-01 09:30:00'): nan,\n",
- " Timestamp('2023-01-01 09:36:00'): nan,\n",
- " Timestamp('2023-01-01 09:42:00'): nan,\n",
- " Timestamp('2023-01-01 09:48:00'): nan,\n",
- " Timestamp('2023-01-01 09:54:00'): nan,\n",
- " Timestamp('2023-01-01 10:00:00'): nan,\n",
- " Timestamp('2023-01-01 10:06:00'): nan,\n",
- " Timestamp('2023-01-01 10:12:00'): nan,\n",
- " Timestamp('2023-01-01 10:18:00'): nan,\n",
- " Timestamp('2023-01-01 10:24:00'): nan,\n",
- " Timestamp('2023-01-01 10:30:00'): nan,\n",
- " Timestamp('2023-01-01 10:36:00'): nan,\n",
- " Timestamp('2023-01-01 10:42:00'): nan,\n",
- " Timestamp('2023-01-01 10:48:00'): nan,\n",
- " Timestamp('2023-01-01 10:54:00'): nan,\n",
- " Timestamp('2023-01-01 11:00:00'): nan,\n",
- " Timestamp('2023-01-01 11:06:00'): nan,\n",
- " Timestamp('2023-01-01 11:12:00'): nan,\n",
- " Timestamp('2023-01-01 11:18:00'): nan,\n",
- " Timestamp('2023-01-01 11:24:00'): nan,\n",
- " Timestamp('2023-01-01 11:30:00'): nan,\n",
- " Timestamp('2023-01-01 11:36:00'): nan,\n",
- " Timestamp('2023-01-01 11:42:00'): nan,\n",
- " Timestamp('2023-01-01 11:48:00'): nan,\n",
- " Timestamp('2023-01-01 11:54:00'): nan,\n",
- " Timestamp('2023-01-01 12:00:00'): nan,\n",
- " Timestamp('2023-01-01 12:06:00'): nan,\n",
- " Timestamp('2023-01-01 12:12:00'): nan,\n",
- " Timestamp('2023-01-01 12:18:00'): nan,\n",
- " Timestamp('2023-01-01 12:24:00'): nan,\n",
- " Timestamp('2023-01-01 12:30:00'): nan,\n",
- " Timestamp('2023-01-01 12:36:00'): nan,\n",
- " Timestamp('2023-01-01 12:42:00'): nan,\n",
- " Timestamp('2023-01-01 12:48:00'): nan,\n",
- " Timestamp('2023-01-01 12:54:00'): nan,\n",
- " Timestamp('2023-01-01 13:00:00'): nan,\n",
- " Timestamp('2023-01-01 13:06:00'): nan,\n",
- " Timestamp('2023-01-01 13:12:00'): nan,\n",
- " Timestamp('2023-01-01 13:18:00'): nan,\n",
- " Timestamp('2023-01-01 13:24:00'): nan,\n",
- " Timestamp('2023-01-01 13:30:00'): nan,\n",
- " Timestamp('2023-01-01 13:36:00'): nan,\n",
- " Timestamp('2023-01-01 13:42:00'): nan,\n",
- " Timestamp('2023-01-01 13:48:00'): nan,\n",
- " Timestamp('2023-01-01 13:54:00'): nan,\n",
- " Timestamp('2023-01-01 14:00:00'): nan,\n",
- " Timestamp('2023-01-01 14:06:00'): nan,\n",
- " Timestamp('2023-01-01 14:12:00'): nan,\n",
- " Timestamp('2023-01-01 14:18:00'): nan,\n",
- " Timestamp('2023-01-01 14:24:00'): nan,\n",
- " Timestamp('2023-01-01 14:30:00'): nan,\n",
- " Timestamp('2023-01-01 14:36:00'): nan,\n",
- " Timestamp('2023-01-01 14:42:00'): nan,\n",
- " Timestamp('2023-01-01 14:48:00'): nan,\n",
- " Timestamp('2023-01-01 14:54:00'): nan,\n",
- " Timestamp('2023-01-01 15:00:00'): nan,\n",
- " Timestamp('2023-01-01 15:06:00'): nan,\n",
- " Timestamp('2023-01-01 15:12:00'): nan,\n",
- " Timestamp('2023-01-01 15:18:00'): nan,\n",
- " Timestamp('2023-01-01 15:24:00'): nan,\n",
- " Timestamp('2023-01-01 15:30:00'): nan,\n",
- " Timestamp('2023-01-01 15:36:00'): nan,\n",
- " Timestamp('2023-01-01 15:42:00'): nan,\n",
- " Timestamp('2023-01-01 15:48:00'): nan,\n",
- " Timestamp('2023-01-01 15:54:00'): nan,\n",
- " Timestamp('2023-01-01 16:00:00'): nan,\n",
- " Timestamp('2023-01-01 16:06:00'): nan,\n",
- " Timestamp('2023-01-01 16:12:00'): nan,\n",
- " Timestamp('2023-01-01 16:18:00'): nan,\n",
- " Timestamp('2023-01-01 16:24:00'): nan,\n",
- " Timestamp('2023-01-01 16:30:00'): nan,\n",
- " Timestamp('2023-01-01 16:36:00'): nan,\n",
- " Timestamp('2023-01-01 16:42:00'): nan,\n",
- " Timestamp('2023-01-01 16:48:00'): nan,\n",
- " Timestamp('2023-01-01 16:54:00'): nan,\n",
- " Timestamp('2023-01-01 17:00:00'): nan,\n",
- " Timestamp('2023-01-01 17:06:00'): nan,\n",
- " Timestamp('2023-01-01 17:12:00'): nan,\n",
- " Timestamp('2023-01-01 17:18:00'): nan,\n",
- " Timestamp('2023-01-01 17:24:00'): nan,\n",
- " Timestamp('2023-01-01 17:30:00'): nan,\n",
- " Timestamp('2023-01-01 17:36:00'): nan,\n",
- " Timestamp('2023-01-01 17:42:00'): nan,\n",
- " Timestamp('2023-01-01 17:48:00'): nan,\n",
- " Timestamp('2023-01-01 17:54:00'): nan,\n",
- " Timestamp('2023-01-01 18:00:00'): nan,\n",
- " Timestamp('2023-01-01 18:06:00'): nan,\n",
- " Timestamp('2023-01-01 18:12:00'): nan,\n",
- " Timestamp('2023-01-01 18:18:00'): nan,\n",
- " Timestamp('2023-01-01 18:24:00'): nan,\n",
- " Timestamp('2023-01-01 18:30:00'): nan,\n",
- " Timestamp('2023-01-01 18:36:00'): nan,\n",
- " Timestamp('2023-01-01 18:42:00'): nan,\n",
- " Timestamp('2023-01-01 18:48:00'): nan,\n",
- " Timestamp('2023-01-01 18:54:00'): nan,\n",
- " Timestamp('2023-01-01 19:00:00'): nan,\n",
- " Timestamp('2023-01-01 19:06:00'): nan,\n",
- " Timestamp('2023-01-01 19:12:00'): nan,\n",
- " Timestamp('2023-01-01 19:18:00'): nan,\n",
- " Timestamp('2023-01-01 19:24:00'): nan,\n",
- " Timestamp('2023-01-01 19:30:00'): nan,\n",
- " Timestamp('2023-01-01 19:36:00'): nan,\n",
- " Timestamp('2023-01-01 19:42:00'): nan,\n",
- " Timestamp('2023-01-01 19:48:00'): nan,\n",
- " Timestamp('2023-01-01 19:54:00'): nan,\n",
- " Timestamp('2023-01-01 20:00:00'): nan,\n",
- " Timestamp('2023-01-01 20:06:00'): nan,\n",
- " Timestamp('2023-01-01 20:12:00'): nan,\n",
- " Timestamp('2023-01-01 20:18:00'): nan,\n",
- " Timestamp('2023-01-01 20:24:00'): nan,\n",
- " Timestamp('2023-01-01 20:30:00'): nan,\n",
- " Timestamp('2023-01-01 20:36:00'): nan,\n",
- " Timestamp('2023-01-01 20:42:00'): nan,\n",
- " Timestamp('2023-01-01 20:48:00'): nan,\n",
- " Timestamp('2023-01-01 20:54:00'): nan,\n",
- " Timestamp('2023-01-01 21:00:00'): nan,\n",
- " Timestamp('2023-01-01 21:06:00'): nan,\n",
- " Timestamp('2023-01-01 21:12:00'): nan,\n",
- " Timestamp('2023-01-01 21:18:00'): nan,\n",
- " Timestamp('2023-01-01 21:24:00'): nan,\n",
- " Timestamp('2023-01-01 21:30:00'): nan,\n",
- " Timestamp('2023-01-01 21:36:00'): nan,\n",
- " Timestamp('2023-01-01 21:42:00'): nan,\n",
- " Timestamp('2023-01-01 21:48:00'): nan,\n",
- " Timestamp('2023-01-01 21:54:00'): nan,\n",
- " Timestamp('2023-01-01 22:00:00'): nan,\n",
- " Timestamp('2023-01-01 22:06:00'): nan,\n",
- " Timestamp('2023-01-01 22:12:00'): nan,\n",
- " Timestamp('2023-01-01 22:18:00'): nan,\n",
- " Timestamp('2023-01-01 22:24:00'): nan,\n",
- " Timestamp('2023-01-01 22:30:00'): nan,\n",
- " Timestamp('2023-01-01 22:36:00'): nan,\n",
- " Timestamp('2023-01-01 22:42:00'): nan,\n",
- " Timestamp('2023-01-01 22:48:00'): nan,\n",
- " Timestamp('2023-01-01 22:54:00'): nan,\n",
- " Timestamp('2023-01-01 23:00:00'): nan,\n",
- " Timestamp('2023-01-01 23:06:00'): nan,\n",
- " Timestamp('2023-01-01 23:12:00'): nan,\n",
- " Timestamp('2023-01-01 23:18:00'): nan,\n",
- " Timestamp('2023-01-01 23:24:00'): nan,\n",
- " Timestamp('2023-01-01 23:30:00'): nan,\n",
- " Timestamp('2023-01-01 23:36:00'): nan,\n",
- " Timestamp('2023-01-01 23:42:00'): nan,\n",
- " Timestamp('2023-01-01 23:48:00'): nan,\n",
- " Timestamp('2023-01-01 23:54:00'): nan,\n",
- " Timestamp('2023-01-02 00:00:00'): nan,\n",
- " Timestamp('2023-01-02 00:06:00'): nan,\n",
- " Timestamp('2023-01-02 00:12:00'): nan,\n",
- " Timestamp('2023-01-02 00:18:00'): nan,\n",
- " Timestamp('2023-01-02 00:24:00'): nan,\n",
- " Timestamp('2023-01-02 00:30:00'): nan,\n",
- " Timestamp('2023-01-02 00:36:00'): nan,\n",
- " Timestamp('2023-01-02 00:42:00'): nan,\n",
- " Timestamp('2023-01-02 00:48:00'): nan,\n",
- " Timestamp('2023-01-02 00:54:00'): nan,\n",
- " Timestamp('2023-01-02 01:00:00'): nan,\n",
- " Timestamp('2023-01-02 01:06:00'): nan,\n",
- " Timestamp('2023-01-02 01:12:00'): nan,\n",
- " Timestamp('2023-01-02 01:18:00'): nan,\n",
- " Timestamp('2023-01-02 01:24:00'): nan,\n",
- " Timestamp('2023-01-02 01:30:00'): nan,\n",
- " Timestamp('2023-01-02 01:36:00'): nan,\n",
- " Timestamp('2023-01-02 01:42:00'): nan,\n",
- " Timestamp('2023-01-02 01:48:00'): nan,\n",
- " Timestamp('2023-01-02 01:54:00'): nan,\n",
- " Timestamp('2023-01-02 02:00:00'): nan,\n",
- " Timestamp('2023-01-02 02:06:00'): nan,\n",
- " Timestamp('2023-01-02 02:12:00'): nan,\n",
- " Timestamp('2023-01-02 02:18:00'): nan,\n",
- " Timestamp('2023-01-02 02:24:00'): nan,\n",
- " Timestamp('2023-01-02 02:30:00'): nan,\n",
- " Timestamp('2023-01-02 02:36:00'): nan,\n",
- " Timestamp('2023-01-02 02:42:00'): nan,\n",
- " Timestamp('2023-01-02 02:48:00'): nan,\n",
- " Timestamp('2023-01-02 02:54:00'): nan,\n",
- " Timestamp('2023-01-02 03:00:00'): nan,\n",
- " Timestamp('2023-01-02 03:06:00'): nan,\n",
- " Timestamp('2023-01-02 03:12:00'): nan,\n",
- " Timestamp('2023-01-02 03:18:00'): nan,\n",
- " Timestamp('2023-01-02 03:24:00'): nan,\n",
- " Timestamp('2023-01-02 03:30:00'): nan,\n",
- " Timestamp('2023-01-02 03:36:00'): nan,\n",
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+ " Timestamp('2023-02-10 05:00:00'): 142.0,\n",
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+ " Timestamp('2023-02-10 07:00:00'): 148.0,\n",
+ " Timestamp('2023-02-10 08:00:00'): 158.0,\n",
+ " Timestamp('2023-02-10 09:00:00'): 158.0,\n",
+ " Timestamp('2023-02-10 10:00:00'): 163.0,\n",
+ " Timestamp('2023-02-10 11:00:00'): 180.0,\n",
+ " Timestamp('2023-02-10 12:00:00'): 272.0,\n",
+ " Timestamp('2023-02-10 13:00:00'): 288.0,\n",
+ " Timestamp('2023-02-10 14:00:00'): 279.0,\n",
+ " Timestamp('2023-02-10 15:00:00'): 280.0,\n",
+ " Timestamp('2023-02-10 16:00:00'): 272.0,\n",
+ " Timestamp('2023-02-10 17:00:00'): 277.0,\n",
+ " Timestamp('2023-02-10 18:00:00'): 275.0,\n",
+ " Timestamp('2023-02-10 19:00:00'): 276.0,\n",
+ " Timestamp('2023-02-10 20:00:00'): 271.0,\n",
+ " Timestamp('2023-02-10 21:00:00'): 282.0,\n",
+ " Timestamp('2023-02-10 22:00:00'): 279.0,\n",
+ " Timestamp('2023-02-10 23:00:00'): 290.0,\n",
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+ " Timestamp('2023-02-11 16:00:00'): 15.0,\n",
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+ " Timestamp('2023-02-11 18:00:00'): 28.0,\n",
+ " Timestamp('2023-02-11 19:00:00'): 36.0,\n",
+ " ...},\n",
+ " 'WSPD': {Timestamp('2023-01-01 00:00:00'): 6.9,\n",
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+ " Timestamp('2023-02-09 03:00:00'): 2.3,\n",
+ " Timestamp('2023-02-09 04:00:00'): 2.5,\n",
+ " Timestamp('2023-02-09 05:00:00'): 1.6,\n",
+ " Timestamp('2023-02-09 06:00:00'): 2.1,\n",
+ " Timestamp('2023-02-09 07:00:00'): 3.0,\n",
+ " Timestamp('2023-02-09 08:00:00'): 1.9,\n",
+ " Timestamp('2023-02-09 09:00:00'): 2.2,\n",
+ " Timestamp('2023-02-09 10:00:00'): 0.1,\n",
+ " Timestamp('2023-02-09 11:00:00'): 1.5,\n",
+ " Timestamp('2023-02-09 12:00:00'): 1.3,\n",
+ " Timestamp('2023-02-09 13:00:00'): 1.9,\n",
+ " Timestamp('2023-02-09 14:00:00'): 2.9,\n",
+ " Timestamp('2023-02-09 15:00:00'): 8.1,\n",
+ " Timestamp('2023-02-09 16:00:00'): 8.3,\n",
+ " Timestamp('2023-02-09 17:00:00'): 10.0,\n",
+ " Timestamp('2023-02-09 18:00:00'): 7.6,\n",
+ " Timestamp('2023-02-09 19:00:00'): 4.4,\n",
+ " Timestamp('2023-02-09 20:00:00'): 9.9,\n",
+ " Timestamp('2023-02-09 21:00:00'): 8.0,\n",
+ " Timestamp('2023-02-09 22:00:00'): 6.8,\n",
+ " Timestamp('2023-02-09 23:00:00'): 10.9,\n",
+ " Timestamp('2023-02-10 00:00:00'): 11.4,\n",
+ " Timestamp('2023-02-10 01:00:00'): 10.7,\n",
+ " Timestamp('2023-02-10 03:00:00'): 11.1,\n",
+ " Timestamp('2023-02-10 04:00:00'): 11.7,\n",
+ " Timestamp('2023-02-10 05:00:00'): 11.6,\n",
+ " Timestamp('2023-02-10 06:00:00'): 10.8,\n",
+ " Timestamp('2023-02-10 07:00:00'): 10.0,\n",
+ " Timestamp('2023-02-10 08:00:00'): 10.1,\n",
+ " Timestamp('2023-02-10 09:00:00'): 9.3,\n",
+ " Timestamp('2023-02-10 10:00:00'): 8.2,\n",
+ " Timestamp('2023-02-10 11:00:00'): 6.5,\n",
+ " Timestamp('2023-02-10 12:00:00'): 5.4,\n",
+ " Timestamp('2023-02-10 13:00:00'): 8.5,\n",
+ " Timestamp('2023-02-10 14:00:00'): 10.1,\n",
+ " Timestamp('2023-02-10 15:00:00'): 10.0,\n",
+ " Timestamp('2023-02-10 16:00:00'): 6.0,\n",
+ " Timestamp('2023-02-10 17:00:00'): 6.5,\n",
+ " Timestamp('2023-02-10 18:00:00'): 7.8,\n",
+ " Timestamp('2023-02-10 19:00:00'): 6.7,\n",
+ " Timestamp('2023-02-10 20:00:00'): 6.9,\n",
+ " Timestamp('2023-02-10 21:00:00'): 8.2,\n",
+ " Timestamp('2023-02-10 22:00:00'): 7.0,\n",
+ " Timestamp('2023-02-10 23:00:00'): 6.1,\n",
+ " Timestamp('2023-02-11 00:00:00'): 5.3,\n",
+ " Timestamp('2023-02-11 01:00:00'): 5.9,\n",
+ " Timestamp('2023-02-11 02:00:00'): 6.0,\n",
+ " Timestamp('2023-02-11 03:00:00'): 6.2,\n",
+ " Timestamp('2023-02-11 04:00:00'): 6.6,\n",
+ " Timestamp('2023-02-11 05:00:00'): 6.1,\n",
+ " Timestamp('2023-02-11 06:00:00'): 4.7,\n",
+ " Timestamp('2023-02-11 07:00:00'): 5.9,\n",
+ " Timestamp('2023-02-11 08:00:00'): 9.4,\n",
+ " Timestamp('2023-02-11 09:00:00'): 9.4,\n",
+ " Timestamp('2023-02-11 10:00:00'): 9.5,\n",
+ " Timestamp('2023-02-11 11:00:00'): 5.5,\n",
+ " Timestamp('2023-02-11 12:00:00'): 3.7,\n",
+ " Timestamp('2023-02-11 13:00:00'): 3.3,\n",
+ " Timestamp('2023-02-11 14:00:00'): 5.3,\n",
+ " Timestamp('2023-02-11 15:00:00'): 5.2,\n",
+ " Timestamp('2023-02-11 16:00:00'): 5.4,\n",
+ " Timestamp('2023-02-11 17:00:00'): 5.7,\n",
+ " Timestamp('2023-02-11 18:00:00'): 5.6,\n",
+ " Timestamp('2023-02-11 19:00:00'): 4.0,\n",
+ " ...},\n",
+ " 'GST': {Timestamp('2023-01-01 00:00:00'): 7.2,\n",
+ " Timestamp('2023-01-01 01:00:00'): 5.7,\n",
+ " Timestamp('2023-01-01 02:00:00'): 6.7,\n",
+ " Timestamp('2023-01-01 03:00:00'): 0.7,\n",
+ " Timestamp('2023-01-01 04:00:00'): 3.7,\n",
+ " Timestamp('2023-01-01 05:00:00'): 6.8,\n",
+ " Timestamp('2023-01-01 06:00:00'): 5.7,\n",
+ " Timestamp('2023-01-01 07:00:00'): 4.3,\n",
+ " Timestamp('2023-01-01 08:00:00'): 3.8,\n",
+ " Timestamp('2023-01-01 09:00:00'): 4.1,\n",
+ " Timestamp('2023-01-01 10:00:00'): 3.7,\n",
+ " Timestamp('2023-01-01 11:00:00'): 4.5,\n",
+ " Timestamp('2023-01-01 12:00:00'): 4.3,\n",
+ " Timestamp('2023-01-01 13:00:00'): 3.6,\n",
+ " Timestamp('2023-01-01 14:00:00'): 4.6,\n",
+ " Timestamp('2023-01-01 15:00:00'): 4.1,\n",
+ " Timestamp('2023-01-01 16:00:00'): 6.1,\n",
+ " Timestamp('2023-01-01 17:00:00'): 5.4,\n",
+ " Timestamp('2023-01-01 18:00:00'): 5.6,\n",
+ " Timestamp('2023-01-01 19:00:00'): 2.7,\n",
+ " Timestamp('2023-01-01 20:00:00'): 4.3,\n",
+ " Timestamp('2023-01-01 21:00:00'): 6.2,\n",
+ " Timestamp('2023-01-01 22:00:00'): 3.8,\n",
+ " Timestamp('2023-01-01 23:00:00'): 3.0,\n",
+ " Timestamp('2023-01-02 00:00:00'): 4.4,\n",
+ " Timestamp('2023-01-02 01:00:00'): 4.0,\n",
+ " Timestamp('2023-01-02 02:00:00'): 3.6,\n",
+ " Timestamp('2023-01-02 03:00:00'): 2.7,\n",
+ " Timestamp('2023-01-02 04:00:00'): 2.3,\n",
+ " Timestamp('2023-01-02 05:00:00'): 1.7,\n",
+ " Timestamp('2023-01-02 06:00:00'): 2.3,\n",
+ " Timestamp('2023-01-02 07:00:00'): 0.4,\n",
+ " Timestamp('2023-01-02 08:00:00'): 0.7,\n",
+ " Timestamp('2023-01-02 09:00:00'): 0.8,\n",
+ " Timestamp('2023-01-02 10:00:00'): 0.9,\n",
+ " Timestamp('2023-01-02 11:00:00'): 2.6,\n",
+ " Timestamp('2023-01-02 12:00:00'): 3.6,\n",
+ " Timestamp('2023-01-02 13:00:00'): 4.6,\n",
+ " Timestamp('2023-01-02 14:00:00'): 2.4,\n",
+ " Timestamp('2023-01-02 15:00:00'): 1.7,\n",
+ " Timestamp('2023-01-02 16:00:00'): 2.7,\n",
+ " Timestamp('2023-01-02 17:00:00'): 5.4,\n",
+ " Timestamp('2023-01-02 18:00:00'): 5.5,\n",
+ " Timestamp('2023-01-02 19:00:00'): 3.4,\n",
+ " Timestamp('2023-01-02 20:00:00'): 5.8,\n",
+ " Timestamp('2023-01-02 21:00:00'): 6.9,\n",
+ " Timestamp('2023-01-02 22:00:00'): 4.8,\n",
+ " Timestamp('2023-01-02 23:00:00'): 6.7,\n",
+ " Timestamp('2023-01-03 00:00:00'): 7.6,\n",
+ " Timestamp('2023-01-03 01:00:00'): 7.2,\n",
+ " Timestamp('2023-01-03 02:00:00'): 5.9,\n",
+ " Timestamp('2023-01-03 03:00:00'): 3.0,\n",
+ " Timestamp('2023-01-03 04:00:00'): 5.0,\n",
+ " Timestamp('2023-01-03 05:00:00'): 6.0,\n",
+ " Timestamp('2023-01-03 06:00:00'): 5.1,\n",
+ " Timestamp('2023-01-03 07:00:00'): 3.2,\n",
+ " Timestamp('2023-01-03 08:00:00'): 3.5,\n",
+ " Timestamp('2023-01-03 09:00:00'): 4.4,\n",
+ " Timestamp('2023-01-03 10:00:00'): 6.5,\n",
+ " Timestamp('2023-01-03 11:00:00'): 6.4,\n",
+ " Timestamp('2023-01-03 12:00:00'): 6.8,\n",
+ " Timestamp('2023-01-03 13:00:00'): 6.6,\n",
+ " Timestamp('2023-01-03 14:00:00'): 7.6,\n",
+ " Timestamp('2023-01-03 15:00:00'): 10.0,\n",
+ " Timestamp('2023-01-03 16:00:00'): 7.4,\n",
+ " Timestamp('2023-01-03 17:00:00'): 6.4,\n",
+ " Timestamp('2023-01-03 18:00:00'): 10.0,\n",
+ " Timestamp('2023-01-03 19:00:00'): 10.7,\n",
+ " Timestamp('2023-01-03 20:00:00'): 9.9,\n",
+ " Timestamp('2023-01-03 21:00:00'): 10.1,\n",
+ " Timestamp('2023-01-03 22:00:00'): 10.1,\n",
+ " Timestamp('2023-01-03 23:00:00'): 9.9,\n",
+ " Timestamp('2023-01-04 00:00:00'): 8.3,\n",
+ " Timestamp('2023-01-04 01:00:00'): 9.3,\n",
+ " Timestamp('2023-01-04 02:00:00'): 6.1,\n",
+ " Timestamp('2023-01-04 03:00:00'): 9.1,\n",
+ " Timestamp('2023-01-04 04:00:00'): 8.0,\n",
+ " Timestamp('2023-01-04 05:00:00'): 8.2,\n",
+ " Timestamp('2023-01-04 06:00:00'): 7.2,\n",
+ " Timestamp('2023-01-04 07:00:00'): 7.3,\n",
+ " Timestamp('2023-01-04 08:00:00'): 4.8,\n",
+ " Timestamp('2023-01-04 09:00:00'): 2.7,\n",
+ " Timestamp('2023-01-04 10:00:00'): 3.8,\n",
+ " Timestamp('2023-01-04 11:00:00'): 3.6,\n",
+ " Timestamp('2023-01-04 12:00:00'): 6.5,\n",
+ " Timestamp('2023-01-04 13:00:00'): 6.0,\n",
+ " Timestamp('2023-01-04 14:00:00'): 5.4,\n",
+ " Timestamp('2023-01-04 15:00:00'): 7.7,\n",
+ " Timestamp('2023-01-04 16:00:00'): 5.3,\n",
+ " Timestamp('2023-01-04 17:00:00'): 5.0,\n",
+ " Timestamp('2023-01-04 18:00:00'): 8.0,\n",
+ " Timestamp('2023-01-04 19:00:00'): 8.3,\n",
+ " Timestamp('2023-01-04 20:00:00'): 8.8,\n",
+ " Timestamp('2023-01-04 21:00:00'): 7.5,\n",
+ " Timestamp('2023-01-04 22:00:00'): 6.9,\n",
+ " Timestamp('2023-01-04 23:00:00'): 9.6,\n",
+ " Timestamp('2023-01-05 00:00:00'): 10.1,\n",
+ " Timestamp('2023-01-05 01:00:00'): 6.2,\n",
+ " Timestamp('2023-01-05 02:00:00'): 6.7,\n",
+ " Timestamp('2023-01-05 03:00:00'): 6.8,\n",
+ " Timestamp('2023-01-05 04:00:00'): 6.2,\n",
+ " Timestamp('2023-01-05 05:00:00'): 5.0,\n",
+ " Timestamp('2023-01-05 06:00:00'): 3.8,\n",
+ " Timestamp('2023-01-05 07:00:00'): 5.9,\n",
+ " Timestamp('2023-01-05 08:00:00'): 4.8,\n",
+ " Timestamp('2023-01-05 09:00:00'): 3.6,\n",
+ " Timestamp('2023-01-05 10:00:00'): 3.8,\n",
+ " Timestamp('2023-01-05 11:00:00'): 2.5,\n",
+ " Timestamp('2023-01-05 13:00:00'): 2.5,\n",
+ " Timestamp('2023-01-05 14:00:00'): 1.5,\n",
+ " Timestamp('2023-01-05 16:00:00'): 0.7,\n",
+ " Timestamp('2023-01-05 17:00:00'): 2.5,\n",
+ " Timestamp('2023-01-05 18:00:00'): 3.8,\n",
+ " Timestamp('2023-01-05 19:00:00'): 2.7,\n",
+ " Timestamp('2023-01-05 20:00:00'): 2.0,\n",
+ " Timestamp('2023-01-05 21:00:00'): 1.9,\n",
+ " Timestamp('2023-01-05 22:00:00'): 1.6,\n",
+ " Timestamp('2023-01-05 23:00:00'): 2.9,\n",
+ " Timestamp('2023-01-06 00:00:00'): 2.8,\n",
+ " Timestamp('2023-01-06 01:00:00'): 6.0,\n",
+ " Timestamp('2023-01-06 02:00:00'): 2.3,\n",
+ " Timestamp('2023-01-06 03:00:00'): 4.8,\n",
+ " Timestamp('2023-01-06 04:00:00'): 7.6,\n",
+ " Timestamp('2023-01-06 05:00:00'): 6.3,\n",
+ " Timestamp('2023-01-06 06:00:00'): 6.1,\n",
+ " Timestamp('2023-01-06 07:00:00'): 4.5,\n",
+ " Timestamp('2023-01-06 08:00:00'): 0.9,\n",
+ " Timestamp('2023-01-06 09:00:00'): 1.1,\n",
+ " Timestamp('2023-01-06 10:00:00'): 1.7,\n",
+ " Timestamp('2023-01-06 11:00:00'): 1.5,\n",
+ " Timestamp('2023-01-06 12:00:00'): 4.1,\n",
+ " Timestamp('2023-01-06 13:00:00'): 5.1,\n",
+ " Timestamp('2023-01-06 14:00:00'): 8.6,\n",
+ " Timestamp('2023-01-06 15:00:00'): 13.2,\n",
+ " Timestamp('2023-01-06 16:00:00'): 12.4,\n",
+ " Timestamp('2023-01-06 17:00:00'): 9.4,\n",
+ " Timestamp('2023-01-06 18:00:00'): 9.2,\n",
+ " Timestamp('2023-01-06 19:00:00'): 9.7,\n",
+ " Timestamp('2023-01-06 20:00:00'): 7.7,\n",
+ " Timestamp('2023-01-06 21:00:00'): 8.6,\n",
+ " Timestamp('2023-01-06 22:00:00'): 5.9,\n",
+ " Timestamp('2023-01-06 23:00:00'): 9.1,\n",
+ " Timestamp('2023-01-07 00:00:00'): 6.6,\n",
+ " Timestamp('2023-01-07 01:00:00'): 4.3,\n",
+ " Timestamp('2023-01-07 02:00:00'): 5.1,\n",
+ " Timestamp('2023-01-07 03:00:00'): 4.1,\n",
+ " Timestamp('2023-01-07 04:00:00'): 3.9,\n",
+ " Timestamp('2023-01-07 05:00:00'): 5.8,\n",
+ " Timestamp('2023-01-07 06:00:00'): 5.4,\n",
+ " Timestamp('2023-01-07 07:00:00'): 4.8,\n",
+ " Timestamp('2023-01-07 08:00:00'): 4.4,\n",
+ " Timestamp('2023-01-07 09:00:00'): 3.2,\n",
+ " Timestamp('2023-01-07 10:00:00'): 5.3,\n",
+ " Timestamp('2023-01-07 11:00:00'): 6.2,\n",
+ " Timestamp('2023-01-07 12:00:00'): 4.7,\n",
+ " Timestamp('2023-01-07 13:00:00'): 2.8,\n",
+ " Timestamp('2023-01-07 14:00:00'): 2.6,\n",
+ " Timestamp('2023-01-07 15:00:00'): 2.6,\n",
+ " Timestamp('2023-01-07 16:00:00'): 8.4,\n",
+ " Timestamp('2023-01-07 17:00:00'): 7.1,\n",
+ " Timestamp('2023-01-07 18:00:00'): 6.7,\n",
+ " Timestamp('2023-01-07 19:00:00'): 7.6,\n",
+ " Timestamp('2023-01-07 20:00:00'): 7.1,\n",
+ " Timestamp('2023-01-07 21:00:00'): 6.2,\n",
+ " Timestamp('2023-01-07 22:00:00'): 6.2,\n",
+ " Timestamp('2023-01-07 23:00:00'): 6.3,\n",
+ " Timestamp('2023-01-08 00:00:00'): 6.2,\n",
+ " Timestamp('2023-01-08 01:00:00'): 7.6,\n",
+ " Timestamp('2023-01-08 02:00:00'): 8.0,\n",
+ " Timestamp('2023-01-08 03:00:00'): 6.0,\n",
+ " Timestamp('2023-01-08 04:00:00'): 5.0,\n",
+ " Timestamp('2023-01-08 05:00:00'): 5.2,\n",
+ " Timestamp('2023-01-08 06:00:00'): 5.4,\n",
+ " Timestamp('2023-01-08 07:00:00'): 5.5,\n",
+ " Timestamp('2023-01-08 08:00:00'): 5.2,\n",
+ " Timestamp('2023-01-08 09:00:00'): 6.2,\n",
+ " Timestamp('2023-01-08 10:00:00'): 4.5,\n",
+ " Timestamp('2023-01-08 11:00:00'): 4.4,\n",
+ " Timestamp('2023-01-08 12:00:00'): 3.4,\n",
+ " Timestamp('2023-01-08 13:00:00'): 3.2,\n",
+ " Timestamp('2023-01-08 14:00:00'): 2.6,\n",
+ " Timestamp('2023-01-08 15:00:00'): 1.5,\n",
+ " Timestamp('2023-01-08 16:00:00'): 1.4,\n",
+ " Timestamp('2023-01-08 17:00:00'): 0.0,\n",
+ " Timestamp('2023-01-08 18:00:00'): 0.4,\n",
+ " Timestamp('2023-01-08 19:00:00'): 2.8,\n",
+ " Timestamp('2023-01-08 20:00:00'): 4.3,\n",
+ " Timestamp('2023-01-08 21:00:00'): 6.1,\n",
+ " Timestamp('2023-01-08 22:00:00'): 5.9,\n",
+ " Timestamp('2023-01-08 23:00:00'): 7.3,\n",
+ " Timestamp('2023-01-09 00:00:00'): 7.3,\n",
+ " Timestamp('2023-01-09 01:00:00'): 9.6,\n",
+ " Timestamp('2023-01-09 02:00:00'): 8.8,\n",
+ " Timestamp('2023-01-09 03:00:00'): 6.6,\n",
+ " Timestamp('2023-01-09 04:00:00'): 5.0,\n",
+ " Timestamp('2023-01-09 05:00:00'): 5.9,\n",
+ " Timestamp('2023-01-09 06:00:00'): 3.6,\n",
+ " Timestamp('2023-01-09 07:00:00'): 3.0,\n",
+ " Timestamp('2023-01-09 08:00:00'): 3.4,\n",
+ " Timestamp('2023-01-09 09:00:00'): 4.7,\n",
+ " Timestamp('2023-01-09 10:00:00'): 5.1,\n",
+ " Timestamp('2023-01-09 11:00:00'): 4.6,\n",
+ " Timestamp('2023-01-09 12:00:00'): 5.6,\n",
+ " Timestamp('2023-01-09 13:00:00'): 5.2,\n",
+ " Timestamp('2023-01-09 14:00:00'): 6.5,\n",
+ " Timestamp('2023-01-09 15:00:00'): 6.1,\n",
+ " Timestamp('2023-01-09 16:00:00'): 7.6,\n",
+ " Timestamp('2023-01-09 17:00:00'): 4.8,\n",
+ " Timestamp('2023-01-09 18:00:00'): 5.0,\n",
+ " Timestamp('2023-01-09 19:00:00'): 7.5,\n",
+ " Timestamp('2023-01-09 20:00:00'): 7.2,\n",
+ " Timestamp('2023-01-09 21:00:00'): 9.1,\n",
+ " Timestamp('2023-01-09 22:00:00'): 7.6,\n",
+ " Timestamp('2023-01-09 23:00:00'): 6.5,\n",
+ " Timestamp('2023-01-10 00:00:00'): 9.0,\n",
+ " Timestamp('2023-01-10 01:00:00'): 7.4,\n",
+ " Timestamp('2023-01-10 02:00:00'): 4.5,\n",
+ " Timestamp('2023-01-10 03:00:00'): 6.2,\n",
+ " Timestamp('2023-01-10 04:00:00'): 7.2,\n",
+ " Timestamp('2023-01-10 05:00:00'): 5.0,\n",
+ " Timestamp('2023-01-10 06:00:00'): 5.1,\n",
+ " Timestamp('2023-01-10 07:00:00'): 4.8,\n",
+ " Timestamp('2023-01-10 08:00:00'): 5.8,\n",
+ " Timestamp('2023-01-10 09:00:00'): 4.6,\n",
+ " Timestamp('2023-01-10 10:00:00'): 4.3,\n",
+ " Timestamp('2023-01-10 11:00:00'): 3.8,\n",
+ " Timestamp('2023-01-10 12:00:00'): 3.7,\n",
+ " Timestamp('2023-01-10 13:00:00'): 2.6,\n",
+ " Timestamp('2023-01-10 14:00:00'): 3.7,\n",
+ " Timestamp('2023-01-10 15:00:00'): 2.6,\n",
+ " Timestamp('2023-01-10 16:00:00'): 3.6,\n",
+ " Timestamp('2023-01-10 17:00:00'): 4.1,\n",
+ " Timestamp('2023-01-10 18:00:00'): 3.8,\n",
+ " Timestamp('2023-01-10 19:00:00'): 2.8,\n",
+ " Timestamp('2023-01-10 20:00:00'): 0.7,\n",
+ " Timestamp('2023-01-10 21:00:00'): 2.7,\n",
+ " Timestamp('2023-01-10 22:00:00'): 1.6,\n",
+ " Timestamp('2023-01-10 23:00:00'): 2.7,\n",
+ " Timestamp('2023-01-11 00:00:00'): 2.0,\n",
+ " Timestamp('2023-01-11 01:00:00'): 2.0,\n",
+ " Timestamp('2023-01-11 02:00:00'): 1.6,\n",
+ " Timestamp('2023-01-11 03:00:00'): 1.9,\n",
+ " Timestamp('2023-01-11 04:00:00'): 2.0,\n",
+ " Timestamp('2023-01-11 05:00:00'): 1.1,\n",
+ " Timestamp('2023-01-11 06:00:00'): 0.5,\n",
+ " Timestamp('2023-01-11 07:00:00'): 0.2,\n",
+ " Timestamp('2023-01-11 08:00:00'): 2.3,\n",
+ " Timestamp('2023-01-11 09:00:00'): 3.8,\n",
+ " Timestamp('2023-01-11 10:00:00'): 1.9,\n",
+ " Timestamp('2023-01-11 11:00:00'): 0.8,\n",
+ " Timestamp('2023-01-11 12:00:00'): 0.0,\n",
+ " Timestamp('2023-01-11 13:00:00'): 1.7,\n",
+ " Timestamp('2023-01-11 14:00:00'): 0.6,\n",
+ " Timestamp('2023-01-11 15:00:00'): 0.8,\n",
+ " Timestamp('2023-01-11 16:00:00'): 0.9,\n",
+ " Timestamp('2023-01-11 17:00:00'): 1.1,\n",
+ " Timestamp('2023-01-11 18:00:00'): 1.4,\n",
+ " Timestamp('2023-01-11 19:00:00'): 0.4,\n",
+ " Timestamp('2023-01-11 20:00:00'): 0.5,\n",
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+ " Timestamp('2023-02-10 08:00:00'): nan,\n",
+ " Timestamp('2023-02-10 09:00:00'): nan,\n",
+ " Timestamp('2023-02-10 10:00:00'): nan,\n",
+ " Timestamp('2023-02-10 11:00:00'): nan,\n",
+ " Timestamp('2023-02-10 12:00:00'): nan,\n",
+ " Timestamp('2023-02-10 13:00:00'): nan,\n",
+ " Timestamp('2023-02-10 14:00:00'): nan,\n",
+ " Timestamp('2023-02-10 15:00:00'): nan,\n",
+ " Timestamp('2023-02-10 16:00:00'): nan,\n",
+ " Timestamp('2023-02-10 17:00:00'): nan,\n",
+ " Timestamp('2023-02-10 18:00:00'): nan,\n",
+ " Timestamp('2023-02-10 19:00:00'): nan,\n",
+ " Timestamp('2023-02-10 20:00:00'): nan,\n",
+ " Timestamp('2023-02-10 21:00:00'): nan,\n",
+ " Timestamp('2023-02-10 22:00:00'): nan,\n",
+ " Timestamp('2023-02-10 23:00:00'): nan,\n",
+ " Timestamp('2023-02-11 00:00:00'): nan,\n",
+ " Timestamp('2023-02-11 01:00:00'): nan,\n",
+ " Timestamp('2023-02-11 02:00:00'): nan,\n",
+ " Timestamp('2023-02-11 03:00:00'): nan,\n",
+ " Timestamp('2023-02-11 04:00:00'): nan,\n",
+ " Timestamp('2023-02-11 05:00:00'): nan,\n",
+ " Timestamp('2023-02-11 06:00:00'): nan,\n",
+ " Timestamp('2023-02-11 07:00:00'): nan,\n",
+ " Timestamp('2023-02-11 08:00:00'): nan,\n",
+ " Timestamp('2023-02-11 09:00:00'): nan,\n",
+ " Timestamp('2023-02-11 10:00:00'): nan,\n",
+ " Timestamp('2023-02-11 11:00:00'): nan,\n",
+ " Timestamp('2023-02-11 12:00:00'): nan,\n",
+ " Timestamp('2023-02-11 13:00:00'): nan,\n",
+ " Timestamp('2023-02-11 14:00:00'): nan,\n",
+ " Timestamp('2023-02-11 15:00:00'): nan,\n",
+ " Timestamp('2023-02-11 16:00:00'): nan,\n",
+ " Timestamp('2023-02-11 17:00:00'): nan,\n",
+ " Timestamp('2023-02-11 18:00:00'): nan,\n",
+ " Timestamp('2023-02-11 19:00:00'): nan,\n",
+ " ...},\n",
+ " 'DPD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 05:00:00'): nan,\n",
+ " Timestamp('2023-01-01 06:00:00'): nan,\n",
+ " Timestamp('2023-01-01 07:00:00'): nan,\n",
+ " Timestamp('2023-01-01 08:00:00'): nan,\n",
+ " Timestamp('2023-01-01 09:00:00'): nan,\n",
+ " Timestamp('2023-01-01 10:00:00'): nan,\n",
+ " Timestamp('2023-01-01 11:00:00'): nan,\n",
+ " Timestamp('2023-01-01 12:00:00'): nan,\n",
+ " Timestamp('2023-01-01 13:00:00'): nan,\n",
+ " Timestamp('2023-01-01 14:00:00'): nan,\n",
+ " Timestamp('2023-01-01 15:00:00'): nan,\n",
+ " Timestamp('2023-01-01 16:00:00'): nan,\n",
+ " Timestamp('2023-01-01 17:00:00'): nan,\n",
+ " Timestamp('2023-01-01 18:00:00'): nan,\n",
+ " Timestamp('2023-01-01 19:00:00'): nan,\n",
+ " Timestamp('2023-01-01 20:00:00'): nan,\n",
+ " Timestamp('2023-01-01 21:00:00'): nan,\n",
+ " Timestamp('2023-01-01 22:00:00'): nan,\n",
+ " Timestamp('2023-01-01 23:00:00'): nan,\n",
+ " Timestamp('2023-01-02 00:00:00'): nan,\n",
+ " Timestamp('2023-01-02 01:00:00'): nan,\n",
+ " Timestamp('2023-01-02 02:00:00'): nan,\n",
+ " Timestamp('2023-01-02 03:00:00'): nan,\n",
+ " Timestamp('2023-01-02 04:00:00'): nan,\n",
+ " Timestamp('2023-01-02 05:00:00'): nan,\n",
+ " Timestamp('2023-01-02 06:00:00'): nan,\n",
+ " Timestamp('2023-01-02 07:00:00'): nan,\n",
+ " Timestamp('2023-01-02 08:00:00'): nan,\n",
+ " Timestamp('2023-01-02 09:00:00'): nan,\n",
+ " Timestamp('2023-01-02 10:00:00'): nan,\n",
+ " Timestamp('2023-01-02 11:00:00'): nan,\n",
+ " Timestamp('2023-01-02 12:00:00'): nan,\n",
+ " Timestamp('2023-01-02 13:00:00'): nan,\n",
+ " Timestamp('2023-01-02 14:00:00'): nan,\n",
+ " Timestamp('2023-01-02 15:00:00'): nan,\n",
+ " Timestamp('2023-01-02 16:00:00'): nan,\n",
+ " Timestamp('2023-01-02 17:00:00'): nan,\n",
+ " Timestamp('2023-01-02 18:00:00'): nan,\n",
+ " Timestamp('2023-01-02 19:00:00'): nan,\n",
+ " Timestamp('2023-01-02 20:00:00'): nan,\n",
+ " Timestamp('2023-01-02 21:00:00'): nan,\n",
+ " Timestamp('2023-01-02 22:00:00'): nan,\n",
+ " Timestamp('2023-01-02 23:00:00'): nan,\n",
+ " Timestamp('2023-01-03 00:00:00'): nan,\n",
+ " Timestamp('2023-01-03 01:00:00'): nan,\n",
+ " Timestamp('2023-01-03 02:00:00'): nan,\n",
+ " Timestamp('2023-01-03 03:00:00'): nan,\n",
+ " Timestamp('2023-01-03 04:00:00'): nan,\n",
+ " Timestamp('2023-01-03 05:00:00'): nan,\n",
+ " Timestamp('2023-01-03 06:00:00'): nan,\n",
+ " Timestamp('2023-01-03 07:00:00'): nan,\n",
+ " Timestamp('2023-01-03 08:00:00'): nan,\n",
+ " Timestamp('2023-01-03 09:00:00'): nan,\n",
+ " Timestamp('2023-01-03 10:00:00'): nan,\n",
+ " Timestamp('2023-01-03 11:00:00'): nan,\n",
+ " Timestamp('2023-01-03 12:00:00'): nan,\n",
+ " Timestamp('2023-01-03 13:00:00'): nan,\n",
+ " Timestamp('2023-01-03 14:00:00'): nan,\n",
+ " Timestamp('2023-01-03 15:00:00'): nan,\n",
+ " Timestamp('2023-01-03 16:00:00'): nan,\n",
+ " Timestamp('2023-01-03 17:00:00'): nan,\n",
+ " Timestamp('2023-01-03 18:00:00'): nan,\n",
+ " Timestamp('2023-01-03 19:00:00'): nan,\n",
+ " Timestamp('2023-01-03 20:00:00'): nan,\n",
+ " Timestamp('2023-01-03 21:00:00'): nan,\n",
+ " Timestamp('2023-01-03 22:00:00'): nan,\n",
+ " Timestamp('2023-01-03 23:00:00'): nan,\n",
+ " Timestamp('2023-01-04 00:00:00'): nan,\n",
+ " Timestamp('2023-01-04 01:00:00'): nan,\n",
+ " Timestamp('2023-01-04 02:00:00'): nan,\n",
+ " Timestamp('2023-01-04 03:00:00'): nan,\n",
+ " Timestamp('2023-01-04 04:00:00'): nan,\n",
+ " Timestamp('2023-01-04 05:00:00'): nan,\n",
+ " Timestamp('2023-01-04 06:00:00'): nan,\n",
+ " Timestamp('2023-01-04 07:00:00'): nan,\n",
+ " Timestamp('2023-01-04 08:00:00'): nan,\n",
+ " Timestamp('2023-01-04 09:00:00'): nan,\n",
+ " Timestamp('2023-01-04 10:00:00'): nan,\n",
+ " Timestamp('2023-01-04 11:00:00'): nan,\n",
+ " Timestamp('2023-01-04 12:00:00'): nan,\n",
+ " Timestamp('2023-01-04 13:00:00'): nan,\n",
+ " Timestamp('2023-01-04 14:00:00'): nan,\n",
+ " Timestamp('2023-01-04 15:00:00'): nan,\n",
+ " Timestamp('2023-01-04 16:00:00'): nan,\n",
+ " Timestamp('2023-01-04 17:00:00'): nan,\n",
+ " Timestamp('2023-01-04 18:00:00'): nan,\n",
+ " Timestamp('2023-01-04 19:00:00'): nan,\n",
+ " Timestamp('2023-01-04 20:00:00'): nan,\n",
+ " Timestamp('2023-01-04 21:00:00'): nan,\n",
+ " Timestamp('2023-01-04 22:00:00'): nan,\n",
+ " Timestamp('2023-01-04 23:00:00'): nan,\n",
+ " Timestamp('2023-01-05 00:00:00'): nan,\n",
+ " Timestamp('2023-01-05 01:00:00'): nan,\n",
+ " Timestamp('2023-01-05 02:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 04:00:00'): nan,\n",
+ " Timestamp('2023-01-05 05:00:00'): nan,\n",
+ " Timestamp('2023-01-05 06:00:00'): nan,\n",
+ " Timestamp('2023-01-05 07:00:00'): nan,\n",
+ " Timestamp('2023-01-05 08:00:00'): nan,\n",
+ " Timestamp('2023-01-05 09:00:00'): nan,\n",
+ " Timestamp('2023-01-05 10:00:00'): nan,\n",
+ " Timestamp('2023-01-05 11:00:00'): nan,\n",
+ " Timestamp('2023-01-05 13:00:00'): nan,\n",
+ " Timestamp('2023-01-05 14:00:00'): nan,\n",
+ " Timestamp('2023-01-05 16:00:00'): nan,\n",
+ " Timestamp('2023-01-05 17:00:00'): nan,\n",
+ " Timestamp('2023-01-05 18:00:00'): nan,\n",
+ " Timestamp('2023-01-05 19:00:00'): nan,\n",
+ " Timestamp('2023-01-05 20:00:00'): nan,\n",
+ " Timestamp('2023-01-05 21:00:00'): nan,\n",
+ " Timestamp('2023-01-05 22:00:00'): nan,\n",
+ " Timestamp('2023-01-05 23:00:00'): nan,\n",
+ " Timestamp('2023-01-06 00:00:00'): nan,\n",
+ " Timestamp('2023-01-06 01:00:00'): nan,\n",
+ " Timestamp('2023-01-06 02:00:00'): nan,\n",
+ " Timestamp('2023-01-06 03:00:00'): nan,\n",
+ " Timestamp('2023-01-06 04:00:00'): nan,\n",
+ " Timestamp('2023-01-06 05:00:00'): nan,\n",
+ " Timestamp('2023-01-06 06:00:00'): nan,\n",
+ " Timestamp('2023-01-06 07:00:00'): nan,\n",
+ " Timestamp('2023-01-06 08:00:00'): nan,\n",
+ " Timestamp('2023-01-06 09:00:00'): nan,\n",
+ " Timestamp('2023-01-06 10:00:00'): nan,\n",
+ " Timestamp('2023-01-06 11:00:00'): nan,\n",
+ " Timestamp('2023-01-06 12:00:00'): nan,\n",
+ " Timestamp('2023-01-06 13:00:00'): nan,\n",
+ " Timestamp('2023-01-06 14:00:00'): nan,\n",
+ " Timestamp('2023-01-06 15:00:00'): nan,\n",
+ " Timestamp('2023-01-06 16:00:00'): nan,\n",
+ " Timestamp('2023-01-06 17:00:00'): nan,\n",
+ " Timestamp('2023-01-06 18:00:00'): nan,\n",
+ " Timestamp('2023-01-06 19:00:00'): nan,\n",
+ " Timestamp('2023-01-06 20:00:00'): nan,\n",
+ " Timestamp('2023-01-06 21:00:00'): nan,\n",
+ " Timestamp('2023-01-06 22:00:00'): nan,\n",
+ " Timestamp('2023-01-06 23:00:00'): nan,\n",
+ " Timestamp('2023-01-07 00:00:00'): nan,\n",
+ " Timestamp('2023-01-07 01:00:00'): nan,\n",
+ " Timestamp('2023-01-07 02:00:00'): nan,\n",
+ " Timestamp('2023-01-07 03:00:00'): nan,\n",
+ " Timestamp('2023-01-07 04:00:00'): nan,\n",
+ " Timestamp('2023-01-07 05:00:00'): nan,\n",
+ " Timestamp('2023-01-07 06:00:00'): nan,\n",
+ " Timestamp('2023-01-07 07:00:00'): nan,\n",
+ " Timestamp('2023-01-07 08:00:00'): nan,\n",
+ " Timestamp('2023-01-07 09:00:00'): nan,\n",
+ " Timestamp('2023-01-07 10:00:00'): nan,\n",
+ " Timestamp('2023-01-07 11:00:00'): nan,\n",
+ " Timestamp('2023-01-07 12:00:00'): nan,\n",
+ " Timestamp('2023-01-07 13:00:00'): nan,\n",
+ " Timestamp('2023-01-07 14:00:00'): nan,\n",
+ " Timestamp('2023-01-07 15:00:00'): nan,\n",
+ " Timestamp('2023-01-07 16:00:00'): nan,\n",
+ " Timestamp('2023-01-07 17:00:00'): nan,\n",
+ " Timestamp('2023-01-07 18:00:00'): nan,\n",
+ " Timestamp('2023-01-07 19:00:00'): nan,\n",
+ " Timestamp('2023-01-07 20:00:00'): nan,\n",
+ " Timestamp('2023-01-07 21:00:00'): nan,\n",
+ " Timestamp('2023-01-07 22:00:00'): nan,\n",
+ " Timestamp('2023-01-07 23:00:00'): nan,\n",
+ " Timestamp('2023-01-08 00:00:00'): nan,\n",
+ " Timestamp('2023-01-08 01:00:00'): nan,\n",
+ " Timestamp('2023-01-08 02:00:00'): nan,\n",
+ " Timestamp('2023-01-08 03:00:00'): nan,\n",
+ " Timestamp('2023-01-08 04:00:00'): nan,\n",
+ " Timestamp('2023-01-08 05:00:00'): nan,\n",
+ " Timestamp('2023-01-08 06:00:00'): nan,\n",
+ " Timestamp('2023-01-08 07:00:00'): nan,\n",
+ " Timestamp('2023-01-08 08:00:00'): nan,\n",
+ " Timestamp('2023-01-08 09:00:00'): nan,\n",
+ " Timestamp('2023-01-08 10:00:00'): nan,\n",
+ " Timestamp('2023-01-08 11:00:00'): nan,\n",
+ " Timestamp('2023-01-08 12:00:00'): nan,\n",
+ " Timestamp('2023-01-08 13:00:00'): nan,\n",
+ " Timestamp('2023-01-08 14:00:00'): nan,\n",
+ " Timestamp('2023-01-08 15:00:00'): nan,\n",
+ " Timestamp('2023-01-08 16:00:00'): nan,\n",
+ " Timestamp('2023-01-08 17:00:00'): nan,\n",
+ " Timestamp('2023-01-08 18:00:00'): nan,\n",
+ " Timestamp('2023-01-08 19:00:00'): nan,\n",
+ " Timestamp('2023-01-08 20:00:00'): nan,\n",
+ " Timestamp('2023-01-08 21:00:00'): nan,\n",
+ " Timestamp('2023-01-08 22:00:00'): nan,\n",
+ " Timestamp('2023-01-08 23:00:00'): nan,\n",
+ " Timestamp('2023-01-09 00:00:00'): nan,\n",
+ " Timestamp('2023-01-09 01:00:00'): nan,\n",
+ " Timestamp('2023-01-09 02:00:00'): nan,\n",
+ " Timestamp('2023-01-09 03:00:00'): nan,\n",
+ " Timestamp('2023-01-09 04:00:00'): nan,\n",
+ " Timestamp('2023-01-09 05:00:00'): nan,\n",
+ " Timestamp('2023-01-09 06:00:00'): nan,\n",
+ " Timestamp('2023-01-09 07:00:00'): nan,\n",
+ " Timestamp('2023-01-09 08:00:00'): nan,\n",
+ " Timestamp('2023-01-09 09:00:00'): nan,\n",
+ " Timestamp('2023-01-09 10:00:00'): nan,\n",
+ " Timestamp('2023-01-09 11:00:00'): nan,\n",
+ " Timestamp('2023-01-09 12:00:00'): nan,\n",
+ " Timestamp('2023-01-09 13:00:00'): nan,\n",
+ " Timestamp('2023-01-09 14:00:00'): nan,\n",
+ " Timestamp('2023-01-09 15:00:00'): nan,\n",
+ " Timestamp('2023-01-09 16:00:00'): nan,\n",
+ " Timestamp('2023-01-09 17:00:00'): nan,\n",
+ " Timestamp('2023-01-09 18:00:00'): nan,\n",
+ " Timestamp('2023-01-09 19:00:00'): nan,\n",
+ " Timestamp('2023-01-09 20:00:00'): nan,\n",
+ " Timestamp('2023-01-09 21:00:00'): nan,\n",
+ " Timestamp('2023-01-09 22:00:00'): nan,\n",
+ " Timestamp('2023-01-09 23:00:00'): nan,\n",
+ " Timestamp('2023-01-10 00:00:00'): nan,\n",
+ " Timestamp('2023-01-10 01:00:00'): nan,\n",
+ " Timestamp('2023-01-10 02:00:00'): nan,\n",
+ " Timestamp('2023-01-10 03:00:00'): nan,\n",
+ " Timestamp('2023-01-10 04:00:00'): nan,\n",
+ " Timestamp('2023-01-10 05:00:00'): nan,\n",
+ " Timestamp('2023-01-10 06:00:00'): nan,\n",
+ " Timestamp('2023-01-10 07:00:00'): nan,\n",
+ " Timestamp('2023-01-10 08:00:00'): nan,\n",
+ " Timestamp('2023-01-10 09:00:00'): nan,\n",
+ " Timestamp('2023-01-10 10:00:00'): nan,\n",
+ " Timestamp('2023-01-10 11:00:00'): nan,\n",
+ " Timestamp('2023-01-10 12:00:00'): nan,\n",
+ " Timestamp('2023-01-10 13:00:00'): nan,\n",
+ " Timestamp('2023-01-10 14:00:00'): nan,\n",
+ " Timestamp('2023-01-10 15:00:00'): nan,\n",
+ " Timestamp('2023-01-10 16:00:00'): nan,\n",
+ " Timestamp('2023-01-10 17:00:00'): nan,\n",
+ " Timestamp('2023-01-10 18:00:00'): nan,\n",
+ " Timestamp('2023-01-10 19:00:00'): nan,\n",
+ " Timestamp('2023-01-10 20:00:00'): nan,\n",
+ " Timestamp('2023-01-10 21:00:00'): nan,\n",
+ " Timestamp('2023-01-10 22:00:00'): nan,\n",
+ " Timestamp('2023-01-10 23:00:00'): nan,\n",
+ " Timestamp('2023-01-11 00:00:00'): nan,\n",
+ " Timestamp('2023-01-11 01:00:00'): nan,\n",
+ " Timestamp('2023-01-11 02:00:00'): nan,\n",
+ " Timestamp('2023-01-11 03:00:00'): nan,\n",
+ " Timestamp('2023-01-11 04:00:00'): nan,\n",
+ " Timestamp('2023-01-11 05:00:00'): nan,\n",
+ " Timestamp('2023-01-11 06:00:00'): nan,\n",
+ " Timestamp('2023-01-11 07:00:00'): nan,\n",
+ " Timestamp('2023-01-11 08:00:00'): nan,\n",
+ " Timestamp('2023-01-11 09:00:00'): nan,\n",
+ " Timestamp('2023-01-11 10:00:00'): nan,\n",
+ " Timestamp('2023-01-11 11:00:00'): nan,\n",
+ " Timestamp('2023-01-11 12:00:00'): nan,\n",
+ " Timestamp('2023-01-11 13:00:00'): nan,\n",
+ " Timestamp('2023-01-11 14:00:00'): nan,\n",
+ " Timestamp('2023-01-11 15:00:00'): nan,\n",
+ " Timestamp('2023-01-11 16:00:00'): nan,\n",
+ " Timestamp('2023-01-11 17:00:00'): nan,\n",
+ " Timestamp('2023-01-11 18:00:00'): nan,\n",
+ " Timestamp('2023-01-11 19:00:00'): nan,\n",
+ " Timestamp('2023-01-11 20:00:00'): nan,\n",
+ " Timestamp('2023-01-11 21:00:00'): nan,\n",
+ " Timestamp('2023-01-11 22:00:00'): nan,\n",
+ " Timestamp('2023-01-11 23:00:00'): nan,\n",
+ " Timestamp('2023-01-12 00:00:00'): nan,\n",
+ " Timestamp('2023-01-12 01:00:00'): nan,\n",
+ " Timestamp('2023-01-12 02:00:00'): nan,\n",
+ " Timestamp('2023-01-12 03:00:00'): nan,\n",
+ " Timestamp('2023-01-12 04:00:00'): nan,\n",
+ " Timestamp('2023-01-12 05:00:00'): nan,\n",
+ " Timestamp('2023-01-12 06:00:00'): nan,\n",
+ " Timestamp('2023-01-12 07:00:00'): nan,\n",
+ " Timestamp('2023-01-12 08:00:00'): nan,\n",
+ " Timestamp('2023-01-12 09:00:00'): nan,\n",
+ " Timestamp('2023-01-12 10:00:00'): nan,\n",
+ " Timestamp('2023-01-12 11:00:00'): nan,\n",
+ " Timestamp('2023-01-12 12:00:00'): nan,\n",
+ " Timestamp('2023-01-12 13:00:00'): nan,\n",
+ " Timestamp('2023-01-12 14:00:00'): nan,\n",
+ " Timestamp('2023-01-12 15:00:00'): nan,\n",
+ " Timestamp('2023-01-12 16:00:00'): nan,\n",
+ " Timestamp('2023-01-12 17:00:00'): nan,\n",
+ " Timestamp('2023-01-12 18:00:00'): nan,\n",
+ " Timestamp('2023-01-12 19:00:00'): nan,\n",
+ " Timestamp('2023-01-12 20:00:00'): nan,\n",
+ " Timestamp('2023-01-12 21:00:00'): nan,\n",
+ " Timestamp('2023-01-12 22:00:00'): nan,\n",
+ " Timestamp('2023-01-12 23:00:00'): nan,\n",
+ " Timestamp('2023-01-13 00:00:00'): nan,\n",
+ " Timestamp('2023-01-13 01:00:00'): nan,\n",
+ " Timestamp('2023-01-13 02:00:00'): nan,\n",
+ " Timestamp('2023-01-13 03:00:00'): nan,\n",
+ " Timestamp('2023-01-13 04:00:00'): nan,\n",
+ " Timestamp('2023-01-13 05:00:00'): nan,\n",
+ " Timestamp('2023-01-13 06:00:00'): nan,\n",
+ " Timestamp('2023-01-13 07:00:00'): nan,\n",
+ " Timestamp('2023-01-13 08:00:00'): nan,\n",
+ " Timestamp('2023-01-13 09:00:00'): nan,\n",
+ " Timestamp('2023-01-13 10:00:00'): nan,\n",
+ " Timestamp('2023-01-13 11:00:00'): nan,\n",
+ " Timestamp('2023-01-13 12:00:00'): nan,\n",
+ " Timestamp('2023-01-13 13:00:00'): nan,\n",
+ " Timestamp('2023-01-13 14:00:00'): nan,\n",
+ " Timestamp('2023-01-13 15:00:00'): nan,\n",
+ " Timestamp('2023-01-13 16:00:00'): nan,\n",
+ " Timestamp('2023-01-13 17:00:00'): nan,\n",
+ " Timestamp('2023-01-13 18:00:00'): nan,\n",
+ " Timestamp('2023-01-13 19:00:00'): nan,\n",
+ " Timestamp('2023-01-13 20:00:00'): nan,\n",
+ " Timestamp('2023-01-13 21:00:00'): nan,\n",
+ " Timestamp('2023-01-13 22:00:00'): nan,\n",
+ " Timestamp('2023-01-13 23:00:00'): nan,\n",
+ " Timestamp('2023-01-14 00:00:00'): nan,\n",
+ " Timestamp('2023-01-14 01:00:00'): nan,\n",
+ " Timestamp('2023-01-14 02:00:00'): nan,\n",
+ " Timestamp('2023-01-14 03:00:00'): nan,\n",
+ " Timestamp('2023-01-14 04:00:00'): nan,\n",
+ " Timestamp('2023-01-14 05:00:00'): nan,\n",
+ " Timestamp('2023-01-14 06:00:00'): nan,\n",
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+ " Timestamp('2023-01-29 01:00:00'): nan,\n",
+ " Timestamp('2023-01-29 02:00:00'): nan,\n",
+ " Timestamp('2023-01-29 03:00:00'): nan,\n",
+ " Timestamp('2023-01-29 04:00:00'): nan,\n",
+ " Timestamp('2023-01-29 05:00:00'): nan,\n",
+ " Timestamp('2023-01-29 06:00:00'): nan,\n",
+ " Timestamp('2023-01-29 07:00:00'): nan,\n",
+ " Timestamp('2023-01-29 08:00:00'): nan,\n",
+ " Timestamp('2023-01-29 09:00:00'): nan,\n",
+ " Timestamp('2023-01-29 10:00:00'): nan,\n",
+ " Timestamp('2023-01-29 11:00:00'): nan,\n",
+ " Timestamp('2023-01-29 12:00:00'): nan,\n",
+ " Timestamp('2023-01-29 13:00:00'): nan,\n",
+ " Timestamp('2023-01-29 14:00:00'): nan,\n",
+ " Timestamp('2023-01-29 15:00:00'): nan,\n",
+ " Timestamp('2023-01-29 16:00:00'): nan,\n",
+ " Timestamp('2023-01-29 17:00:00'): nan,\n",
+ " Timestamp('2023-01-29 18:00:00'): nan,\n",
+ " Timestamp('2023-01-29 19:00:00'): nan,\n",
+ " Timestamp('2023-01-29 20:00:00'): nan,\n",
+ " Timestamp('2023-01-29 21:00:00'): nan,\n",
+ " Timestamp('2023-01-29 22:00:00'): nan,\n",
+ " Timestamp('2023-01-29 23:00:00'): nan,\n",
+ " Timestamp('2023-01-30 00:00:00'): nan,\n",
+ " Timestamp('2023-01-30 01:00:00'): nan,\n",
+ " Timestamp('2023-01-30 02:00:00'): nan,\n",
+ " Timestamp('2023-01-30 03:00:00'): nan,\n",
+ " Timestamp('2023-01-30 04:00:00'): nan,\n",
+ " Timestamp('2023-01-30 05:00:00'): nan,\n",
+ " Timestamp('2023-01-30 06:00:00'): nan,\n",
+ " Timestamp('2023-01-30 07:00:00'): nan,\n",
+ " Timestamp('2023-01-30 08:00:00'): nan,\n",
+ " Timestamp('2023-01-30 09:00:00'): nan,\n",
+ " Timestamp('2023-01-30 10:00:00'): nan,\n",
+ " Timestamp('2023-01-30 11:00:00'): nan,\n",
+ " Timestamp('2023-01-30 12:00:00'): nan,\n",
+ " Timestamp('2023-01-30 13:00:00'): nan,\n",
+ " Timestamp('2023-01-30 14:00:00'): nan,\n",
+ " Timestamp('2023-01-30 15:00:00'): nan,\n",
+ " Timestamp('2023-01-30 16:00:00'): nan,\n",
+ " Timestamp('2023-01-30 17:00:00'): nan,\n",
+ " Timestamp('2023-01-30 18:00:00'): nan,\n",
+ " Timestamp('2023-01-30 19:00:00'): nan,\n",
+ " Timestamp('2023-01-30 20:00:00'): nan,\n",
+ " Timestamp('2023-01-30 21:00:00'): nan,\n",
+ " Timestamp('2023-01-30 22:00:00'): nan,\n",
+ " Timestamp('2023-01-30 23:00:00'): nan,\n",
+ " Timestamp('2023-01-31 00:00:00'): nan,\n",
+ " Timestamp('2023-01-31 01:00:00'): nan,\n",
+ " Timestamp('2023-01-31 02:00:00'): nan,\n",
+ " Timestamp('2023-01-31 03:00:00'): nan,\n",
+ " Timestamp('2023-01-31 04:00:00'): nan,\n",
+ " Timestamp('2023-01-31 05:00:00'): nan,\n",
+ " Timestamp('2023-01-31 06:00:00'): nan,\n",
+ " Timestamp('2023-01-31 07:00:00'): nan,\n",
+ " Timestamp('2023-01-31 08:00:00'): nan,\n",
+ " Timestamp('2023-01-31 09:00:00'): nan,\n",
+ " Timestamp('2023-01-31 10:00:00'): nan,\n",
+ " Timestamp('2023-01-31 11:00:00'): nan,\n",
+ " Timestamp('2023-01-31 12:00:00'): nan,\n",
+ " Timestamp('2023-01-31 13:00:00'): nan,\n",
+ " Timestamp('2023-01-31 14:00:00'): nan,\n",
+ " Timestamp('2023-01-31 15:00:00'): nan,\n",
+ " Timestamp('2023-01-31 16:00:00'): nan,\n",
+ " Timestamp('2023-01-31 17:00:00'): nan,\n",
+ " Timestamp('2023-01-31 18:00:00'): nan,\n",
+ " Timestamp('2023-01-31 19:00:00'): nan,\n",
+ " Timestamp('2023-01-31 20:00:00'): nan,\n",
+ " Timestamp('2023-01-31 21:00:00'): nan,\n",
+ " Timestamp('2023-01-31 22:00:00'): nan,\n",
+ " Timestamp('2023-01-31 23:00:00'): nan,\n",
+ " Timestamp('2023-02-01 00:00:00'): nan,\n",
+ " Timestamp('2023-02-01 01:00:00'): nan,\n",
+ " Timestamp('2023-02-01 02:00:00'): nan,\n",
+ " Timestamp('2023-02-01 03:00:00'): nan,\n",
+ " Timestamp('2023-02-01 04:00:00'): nan,\n",
+ " Timestamp('2023-02-01 05:00:00'): nan,\n",
+ " Timestamp('2023-02-01 06:00:00'): nan,\n",
+ " Timestamp('2023-02-01 07:00:00'): nan,\n",
+ " Timestamp('2023-02-01 08:00:00'): nan,\n",
+ " Timestamp('2023-02-01 09:00:00'): nan,\n",
+ " Timestamp('2023-02-01 10:00:00'): nan,\n",
+ " Timestamp('2023-02-01 11:00:00'): nan,\n",
+ " Timestamp('2023-02-01 12:00:00'): nan,\n",
+ " Timestamp('2023-02-01 13:00:00'): nan,\n",
+ " Timestamp('2023-02-01 14:00:00'): nan,\n",
+ " Timestamp('2023-02-01 15:00:00'): nan,\n",
+ " Timestamp('2023-02-01 16:00:00'): nan,\n",
+ " Timestamp('2023-02-01 17:00:00'): nan,\n",
+ " Timestamp('2023-02-01 18:00:00'): nan,\n",
+ " Timestamp('2023-02-01 19:00:00'): nan,\n",
+ " Timestamp('2023-02-01 20:00:00'): nan,\n",
+ " Timestamp('2023-02-01 21:00:00'): nan,\n",
+ " Timestamp('2023-02-01 22:00:00'): nan,\n",
+ " Timestamp('2023-02-01 23:00:00'): nan,\n",
+ " Timestamp('2023-02-02 00:00:00'): nan,\n",
+ " Timestamp('2023-02-02 01:00:00'): nan,\n",
+ " Timestamp('2023-02-02 02:00:00'): nan,\n",
+ " Timestamp('2023-02-02 03:00:00'): nan,\n",
+ " Timestamp('2023-02-02 04:00:00'): nan,\n",
+ " Timestamp('2023-02-02 05:00:00'): nan,\n",
+ " Timestamp('2023-02-02 06:00:00'): nan,\n",
+ " Timestamp('2023-02-02 07:00:00'): nan,\n",
+ " Timestamp('2023-02-02 09:00:00'): nan,\n",
+ " Timestamp('2023-02-02 10:00:00'): nan,\n",
+ " Timestamp('2023-02-02 11:00:00'): nan,\n",
+ " Timestamp('2023-02-02 12:00:00'): nan,\n",
+ " Timestamp('2023-02-02 13:00:00'): nan,\n",
+ " Timestamp('2023-02-02 14:00:00'): nan,\n",
+ " Timestamp('2023-02-02 15:00:00'): nan,\n",
+ " Timestamp('2023-02-02 16:00:00'): nan,\n",
+ " Timestamp('2023-02-02 17:00:00'): nan,\n",
+ " Timestamp('2023-02-02 18:00:00'): nan,\n",
+ " Timestamp('2023-02-02 19:00:00'): nan,\n",
+ " Timestamp('2023-02-02 20:00:00'): nan,\n",
+ " Timestamp('2023-02-02 21:00:00'): nan,\n",
+ " Timestamp('2023-02-02 22:00:00'): nan,\n",
+ " Timestamp('2023-02-02 23:00:00'): nan,\n",
+ " Timestamp('2023-02-03 00:00:00'): nan,\n",
+ " Timestamp('2023-02-03 01:00:00'): nan,\n",
+ " Timestamp('2023-02-03 02:00:00'): nan,\n",
+ " Timestamp('2023-02-03 03:00:00'): nan,\n",
+ " Timestamp('2023-02-03 04:00:00'): nan,\n",
+ " Timestamp('2023-02-03 05:00:00'): nan,\n",
+ " Timestamp('2023-02-03 06:00:00'): nan,\n",
+ " Timestamp('2023-02-03 07:00:00'): nan,\n",
+ " Timestamp('2023-02-03 08:00:00'): nan,\n",
+ " Timestamp('2023-02-03 09:00:00'): nan,\n",
+ " Timestamp('2023-02-03 10:00:00'): nan,\n",
+ " Timestamp('2023-02-03 11:00:00'): nan,\n",
+ " Timestamp('2023-02-03 12:00:00'): nan,\n",
+ " Timestamp('2023-02-03 13:00:00'): nan,\n",
+ " Timestamp('2023-02-03 14:00:00'): nan,\n",
+ " Timestamp('2023-02-03 15:00:00'): nan,\n",
+ " Timestamp('2023-02-03 16:00:00'): nan,\n",
+ " Timestamp('2023-02-03 17:00:00'): nan,\n",
+ " Timestamp('2023-02-03 18:00:00'): nan,\n",
+ " Timestamp('2023-02-03 19:00:00'): nan,\n",
+ " Timestamp('2023-02-03 20:00:00'): nan,\n",
+ " Timestamp('2023-02-03 21:00:00'): nan,\n",
+ " Timestamp('2023-02-03 22:00:00'): nan,\n",
+ " Timestamp('2023-02-03 23:00:00'): nan,\n",
+ " Timestamp('2023-02-04 00:00:00'): nan,\n",
+ " Timestamp('2023-02-04 01:00:00'): nan,\n",
+ " Timestamp('2023-02-04 02:00:00'): nan,\n",
+ " Timestamp('2023-02-04 03:00:00'): nan,\n",
+ " Timestamp('2023-02-04 04:00:00'): nan,\n",
+ " Timestamp('2023-02-04 05:00:00'): nan,\n",
+ " Timestamp('2023-02-04 06:00:00'): nan,\n",
+ " Timestamp('2023-02-04 07:00:00'): nan,\n",
+ " Timestamp('2023-02-04 08:00:00'): nan,\n",
+ " Timestamp('2023-02-04 09:00:00'): nan,\n",
+ " Timestamp('2023-02-04 10:00:00'): nan,\n",
+ " Timestamp('2023-02-04 11:00:00'): nan,\n",
+ " Timestamp('2023-02-04 12:00:00'): nan,\n",
+ " Timestamp('2023-02-04 13:00:00'): nan,\n",
+ " Timestamp('2023-02-04 14:00:00'): nan,\n",
+ " Timestamp('2023-02-04 15:00:00'): nan,\n",
+ " Timestamp('2023-02-04 16:00:00'): nan,\n",
+ " Timestamp('2023-02-04 17:00:00'): nan,\n",
+ " Timestamp('2023-02-04 18:00:00'): nan,\n",
+ " Timestamp('2023-02-04 19:00:00'): nan,\n",
+ " Timestamp('2023-02-04 20:00:00'): nan,\n",
+ " Timestamp('2023-02-04 21:00:00'): nan,\n",
+ " Timestamp('2023-02-04 22:00:00'): nan,\n",
+ " Timestamp('2023-02-04 23:00:00'): nan,\n",
+ " Timestamp('2023-02-05 00:00:00'): nan,\n",
+ " Timestamp('2023-02-05 01:00:00'): nan,\n",
+ " Timestamp('2023-02-05 02:00:00'): nan,\n",
+ " Timestamp('2023-02-05 03:00:00'): nan,\n",
+ " Timestamp('2023-02-05 04:00:00'): nan,\n",
+ " Timestamp('2023-02-05 05:00:00'): nan,\n",
+ " Timestamp('2023-02-05 06:00:00'): nan,\n",
+ " Timestamp('2023-02-05 07:00:00'): nan,\n",
+ " Timestamp('2023-02-05 08:00:00'): nan,\n",
+ " Timestamp('2023-02-05 09:00:00'): nan,\n",
+ " Timestamp('2023-02-05 10:00:00'): nan,\n",
+ " Timestamp('2023-02-05 11:00:00'): nan,\n",
+ " Timestamp('2023-02-05 12:00:00'): nan,\n",
+ " Timestamp('2023-02-05 13:00:00'): nan,\n",
+ " Timestamp('2023-02-05 14:00:00'): nan,\n",
+ " Timestamp('2023-02-05 15:00:00'): nan,\n",
+ " Timestamp('2023-02-05 16:00:00'): nan,\n",
+ " Timestamp('2023-02-05 17:00:00'): nan,\n",
+ " Timestamp('2023-02-05 18:00:00'): nan,\n",
+ " Timestamp('2023-02-05 19:00:00'): nan,\n",
+ " Timestamp('2023-02-05 20:00:00'): nan,\n",
+ " Timestamp('2023-02-05 21:00:00'): nan,\n",
+ " Timestamp('2023-02-05 22:00:00'): nan,\n",
+ " Timestamp('2023-02-05 23:00:00'): nan,\n",
+ " Timestamp('2023-02-06 00:00:00'): nan,\n",
+ " Timestamp('2023-02-06 01:00:00'): nan,\n",
+ " Timestamp('2023-02-06 02:00:00'): nan,\n",
+ " Timestamp('2023-02-06 03:00:00'): nan,\n",
+ " Timestamp('2023-02-06 04:00:00'): nan,\n",
+ " Timestamp('2023-02-06 05:00:00'): nan,\n",
+ " Timestamp('2023-02-06 06:00:00'): nan,\n",
+ " Timestamp('2023-02-06 07:00:00'): nan,\n",
+ " Timestamp('2023-02-06 08:00:00'): nan,\n",
+ " Timestamp('2023-02-06 09:00:00'): nan,\n",
+ " Timestamp('2023-02-06 10:00:00'): nan,\n",
+ " Timestamp('2023-02-06 11:00:00'): nan,\n",
+ " Timestamp('2023-02-06 12:00:00'): nan,\n",
+ " Timestamp('2023-02-06 13:00:00'): nan,\n",
+ " Timestamp('2023-02-06 14:00:00'): nan,\n",
+ " Timestamp('2023-02-06 15:00:00'): nan,\n",
+ " Timestamp('2023-02-06 16:00:00'): nan,\n",
+ " Timestamp('2023-02-06 17:00:00'): nan,\n",
+ " Timestamp('2023-02-06 18:00:00'): nan,\n",
+ " Timestamp('2023-02-06 19:00:00'): nan,\n",
+ " Timestamp('2023-02-06 20:00:00'): nan,\n",
+ " Timestamp('2023-02-06 21:00:00'): nan,\n",
+ " Timestamp('2023-02-06 22:00:00'): nan,\n",
+ " Timestamp('2023-02-06 23:00:00'): nan,\n",
+ " Timestamp('2023-02-07 00:00:00'): nan,\n",
+ " Timestamp('2023-02-07 01:00:00'): nan,\n",
+ " Timestamp('2023-02-07 02:00:00'): nan,\n",
+ " Timestamp('2023-02-07 03:00:00'): nan,\n",
+ " Timestamp('2023-02-07 04:00:00'): nan,\n",
+ " Timestamp('2023-02-07 05:00:00'): nan,\n",
+ " Timestamp('2023-02-07 06:00:00'): nan,\n",
+ " Timestamp('2023-02-07 07:00:00'): nan,\n",
+ " Timestamp('2023-02-07 08:00:00'): nan,\n",
+ " Timestamp('2023-02-07 09:00:00'): nan,\n",
+ " Timestamp('2023-02-07 10:00:00'): nan,\n",
+ " Timestamp('2023-02-07 11:00:00'): nan,\n",
+ " Timestamp('2023-02-07 12:00:00'): nan,\n",
+ " Timestamp('2023-02-07 13:00:00'): nan,\n",
+ " Timestamp('2023-02-07 14:00:00'): nan,\n",
+ " Timestamp('2023-02-07 15:00:00'): nan,\n",
+ " Timestamp('2023-02-07 16:00:00'): nan,\n",
+ " Timestamp('2023-02-07 17:00:00'): nan,\n",
+ " Timestamp('2023-02-07 18:00:00'): nan,\n",
+ " Timestamp('2023-02-07 19:00:00'): nan,\n",
+ " Timestamp('2023-02-07 20:00:00'): nan,\n",
+ " Timestamp('2023-02-07 21:00:00'): nan,\n",
+ " Timestamp('2023-02-07 22:00:00'): nan,\n",
+ " Timestamp('2023-02-07 23:00:00'): nan,\n",
+ " Timestamp('2023-02-08 00:00:00'): nan,\n",
+ " Timestamp('2023-02-08 01:00:00'): nan,\n",
+ " Timestamp('2023-02-08 02:00:00'): nan,\n",
+ " Timestamp('2023-02-08 03:00:00'): nan,\n",
+ " Timestamp('2023-02-08 04:00:00'): nan,\n",
+ " Timestamp('2023-02-08 05:00:00'): nan,\n",
+ " Timestamp('2023-02-08 06:00:00'): nan,\n",
+ " Timestamp('2023-02-08 07:00:00'): nan,\n",
+ " Timestamp('2023-02-08 08:00:00'): nan,\n",
+ " Timestamp('2023-02-08 09:00:00'): nan,\n",
+ " Timestamp('2023-02-08 10:00:00'): nan,\n",
+ " Timestamp('2023-02-08 11:00:00'): nan,\n",
+ " Timestamp('2023-02-08 12:00:00'): nan,\n",
+ " Timestamp('2023-02-08 13:00:00'): nan,\n",
+ " Timestamp('2023-02-08 14:00:00'): nan,\n",
+ " Timestamp('2023-02-08 15:00:00'): nan,\n",
+ " Timestamp('2023-02-08 16:00:00'): nan,\n",
+ " Timestamp('2023-02-08 17:00:00'): nan,\n",
+ " Timestamp('2023-02-08 18:00:00'): nan,\n",
+ " Timestamp('2023-02-08 19:00:00'): nan,\n",
+ " Timestamp('2023-02-08 20:00:00'): nan,\n",
+ " Timestamp('2023-02-08 21:00:00'): nan,\n",
+ " Timestamp('2023-02-08 22:00:00'): nan,\n",
+ " Timestamp('2023-02-08 23:00:00'): nan,\n",
+ " Timestamp('2023-02-09 00:00:00'): nan,\n",
+ " Timestamp('2023-02-09 01:00:00'): nan,\n",
+ " Timestamp('2023-02-09 02:00:00'): nan,\n",
+ " Timestamp('2023-02-09 03:00:00'): nan,\n",
+ " Timestamp('2023-02-09 04:00:00'): nan,\n",
+ " Timestamp('2023-02-09 05:00:00'): nan,\n",
+ " Timestamp('2023-02-09 06:00:00'): nan,\n",
+ " Timestamp('2023-02-09 07:00:00'): nan,\n",
+ " Timestamp('2023-02-09 08:00:00'): nan,\n",
+ " Timestamp('2023-02-09 09:00:00'): nan,\n",
+ " Timestamp('2023-02-09 10:00:00'): nan,\n",
+ " Timestamp('2023-02-09 11:00:00'): nan,\n",
+ " Timestamp('2023-02-09 12:00:00'): nan,\n",
+ " Timestamp('2023-02-09 13:00:00'): nan,\n",
+ " Timestamp('2023-02-09 14:00:00'): nan,\n",
+ " Timestamp('2023-02-09 15:00:00'): nan,\n",
+ " Timestamp('2023-02-09 16:00:00'): nan,\n",
+ " Timestamp('2023-02-09 17:00:00'): nan,\n",
+ " Timestamp('2023-02-09 18:00:00'): nan,\n",
+ " Timestamp('2023-02-09 19:00:00'): nan,\n",
+ " Timestamp('2023-02-09 20:00:00'): nan,\n",
+ " Timestamp('2023-02-09 21:00:00'): nan,\n",
+ " Timestamp('2023-02-09 22:00:00'): nan,\n",
+ " Timestamp('2023-02-09 23:00:00'): nan,\n",
+ " Timestamp('2023-02-10 00:00:00'): nan,\n",
+ " Timestamp('2023-02-10 01:00:00'): nan,\n",
+ " Timestamp('2023-02-10 03:00:00'): nan,\n",
+ " Timestamp('2023-02-10 04:00:00'): nan,\n",
+ " Timestamp('2023-02-10 05:00:00'): nan,\n",
+ " Timestamp('2023-02-10 06:00:00'): nan,\n",
+ " Timestamp('2023-02-10 07:00:00'): nan,\n",
+ " Timestamp('2023-02-10 08:00:00'): nan,\n",
+ " Timestamp('2023-02-10 09:00:00'): nan,\n",
+ " Timestamp('2023-02-10 10:00:00'): nan,\n",
+ " Timestamp('2023-02-10 11:00:00'): nan,\n",
+ " Timestamp('2023-02-10 12:00:00'): nan,\n",
+ " Timestamp('2023-02-10 13:00:00'): nan,\n",
+ " Timestamp('2023-02-10 14:00:00'): nan,\n",
+ " Timestamp('2023-02-10 15:00:00'): nan,\n",
+ " Timestamp('2023-02-10 16:00:00'): nan,\n",
+ " Timestamp('2023-02-10 17:00:00'): nan,\n",
+ " Timestamp('2023-02-10 18:00:00'): nan,\n",
+ " Timestamp('2023-02-10 19:00:00'): nan,\n",
+ " Timestamp('2023-02-10 20:00:00'): nan,\n",
+ " Timestamp('2023-02-10 21:00:00'): nan,\n",
+ " Timestamp('2023-02-10 22:00:00'): nan,\n",
+ " Timestamp('2023-02-10 23:00:00'): nan,\n",
+ " Timestamp('2023-02-11 00:00:00'): nan,\n",
+ " Timestamp('2023-02-11 01:00:00'): nan,\n",
+ " Timestamp('2023-02-11 02:00:00'): nan,\n",
+ " Timestamp('2023-02-11 03:00:00'): nan,\n",
+ " Timestamp('2023-02-11 04:00:00'): nan,\n",
+ " Timestamp('2023-02-11 05:00:00'): nan,\n",
+ " Timestamp('2023-02-11 06:00:00'): nan,\n",
+ " Timestamp('2023-02-11 07:00:00'): nan,\n",
+ " Timestamp('2023-02-11 08:00:00'): nan,\n",
+ " Timestamp('2023-02-11 09:00:00'): nan,\n",
+ " Timestamp('2023-02-11 10:00:00'): nan,\n",
+ " Timestamp('2023-02-11 11:00:00'): nan,\n",
+ " Timestamp('2023-02-11 12:00:00'): nan,\n",
+ " Timestamp('2023-02-11 13:00:00'): nan,\n",
+ " Timestamp('2023-02-11 14:00:00'): nan,\n",
+ " Timestamp('2023-02-11 15:00:00'): nan,\n",
+ " Timestamp('2023-02-11 16:00:00'): nan,\n",
+ " Timestamp('2023-02-11 17:00:00'): nan,\n",
+ " Timestamp('2023-02-11 18:00:00'): nan,\n",
+ " Timestamp('2023-02-11 19:00:00'): nan,\n",
+ " ...},\n",
+ " 'APD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 05:00:00'): nan,\n",
+ " Timestamp('2023-01-01 06:00:00'): nan,\n",
+ " Timestamp('2023-01-01 07:00:00'): nan,\n",
+ " Timestamp('2023-01-01 08:00:00'): nan,\n",
+ " Timestamp('2023-01-01 09:00:00'): nan,\n",
+ " Timestamp('2023-01-01 10:00:00'): nan,\n",
+ " Timestamp('2023-01-01 11:00:00'): nan,\n",
+ " Timestamp('2023-01-01 12:00:00'): nan,\n",
+ " Timestamp('2023-01-01 13:00:00'): nan,\n",
+ " Timestamp('2023-01-01 14:00:00'): nan,\n",
+ " Timestamp('2023-01-01 15:00:00'): nan,\n",
+ " Timestamp('2023-01-01 16:00:00'): nan,\n",
+ " Timestamp('2023-01-01 17:00:00'): nan,\n",
+ " Timestamp('2023-01-01 18:00:00'): nan,\n",
+ " Timestamp('2023-01-01 19:00:00'): nan,\n",
+ " Timestamp('2023-01-01 20:00:00'): nan,\n",
+ " Timestamp('2023-01-01 21:00:00'): nan,\n",
+ " Timestamp('2023-01-01 22:00:00'): nan,\n",
+ " Timestamp('2023-01-01 23:00:00'): nan,\n",
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+ " Timestamp('2023-01-31 14:00:00'): nan,\n",
+ " Timestamp('2023-01-31 15:00:00'): nan,\n",
+ " Timestamp('2023-01-31 16:00:00'): nan,\n",
+ " Timestamp('2023-01-31 17:00:00'): nan,\n",
+ " Timestamp('2023-01-31 18:00:00'): nan,\n",
+ " Timestamp('2023-01-31 19:00:00'): nan,\n",
+ " Timestamp('2023-01-31 20:00:00'): nan,\n",
+ " Timestamp('2023-01-31 21:00:00'): nan,\n",
+ " Timestamp('2023-01-31 22:00:00'): nan,\n",
+ " Timestamp('2023-01-31 23:00:00'): nan,\n",
+ " Timestamp('2023-02-01 00:00:00'): nan,\n",
+ " Timestamp('2023-02-01 01:00:00'): nan,\n",
+ " Timestamp('2023-02-01 02:00:00'): nan,\n",
+ " Timestamp('2023-02-01 03:00:00'): nan,\n",
+ " Timestamp('2023-02-01 04:00:00'): nan,\n",
+ " Timestamp('2023-02-01 05:00:00'): nan,\n",
+ " Timestamp('2023-02-01 06:00:00'): nan,\n",
+ " Timestamp('2023-02-01 07:00:00'): nan,\n",
+ " Timestamp('2023-02-01 08:00:00'): nan,\n",
+ " Timestamp('2023-02-01 09:00:00'): nan,\n",
+ " Timestamp('2023-02-01 10:00:00'): nan,\n",
+ " Timestamp('2023-02-01 11:00:00'): nan,\n",
+ " Timestamp('2023-02-01 12:00:00'): nan,\n",
+ " Timestamp('2023-02-01 13:00:00'): nan,\n",
+ " Timestamp('2023-02-01 14:00:00'): nan,\n",
+ " Timestamp('2023-02-01 15:00:00'): nan,\n",
+ " Timestamp('2023-02-01 16:00:00'): nan,\n",
+ " Timestamp('2023-02-01 17:00:00'): nan,\n",
+ " Timestamp('2023-02-01 18:00:00'): nan,\n",
+ " Timestamp('2023-02-01 19:00:00'): nan,\n",
+ " Timestamp('2023-02-01 20:00:00'): nan,\n",
+ " Timestamp('2023-02-01 21:00:00'): nan,\n",
+ " Timestamp('2023-02-01 22:00:00'): nan,\n",
+ " Timestamp('2023-02-01 23:00:00'): nan,\n",
+ " Timestamp('2023-02-02 00:00:00'): nan,\n",
+ " Timestamp('2023-02-02 01:00:00'): nan,\n",
+ " Timestamp('2023-02-02 02:00:00'): nan,\n",
+ " Timestamp('2023-02-02 03:00:00'): nan,\n",
+ " Timestamp('2023-02-02 04:00:00'): nan,\n",
+ " Timestamp('2023-02-02 05:00:00'): nan,\n",
+ " Timestamp('2023-02-02 06:00:00'): nan,\n",
+ " Timestamp('2023-02-02 07:00:00'): nan,\n",
+ " Timestamp('2023-02-02 09:00:00'): nan,\n",
+ " Timestamp('2023-02-02 10:00:00'): nan,\n",
+ " Timestamp('2023-02-02 11:00:00'): nan,\n",
+ " Timestamp('2023-02-02 12:00:00'): nan,\n",
+ " Timestamp('2023-02-02 13:00:00'): nan,\n",
+ " Timestamp('2023-02-02 14:00:00'): nan,\n",
+ " Timestamp('2023-02-02 15:00:00'): nan,\n",
+ " Timestamp('2023-02-02 16:00:00'): nan,\n",
+ " Timestamp('2023-02-02 17:00:00'): nan,\n",
+ " Timestamp('2023-02-02 18:00:00'): nan,\n",
+ " Timestamp('2023-02-02 19:00:00'): nan,\n",
+ " Timestamp('2023-02-02 20:00:00'): nan,\n",
+ " Timestamp('2023-02-02 21:00:00'): nan,\n",
+ " Timestamp('2023-02-02 22:00:00'): nan,\n",
+ " Timestamp('2023-02-02 23:00:00'): nan,\n",
+ " Timestamp('2023-02-03 00:00:00'): nan,\n",
+ " Timestamp('2023-02-03 01:00:00'): nan,\n",
+ " Timestamp('2023-02-03 02:00:00'): nan,\n",
+ " Timestamp('2023-02-03 03:00:00'): nan,\n",
+ " Timestamp('2023-02-03 04:00:00'): nan,\n",
+ " Timestamp('2023-02-03 05:00:00'): nan,\n",
+ " Timestamp('2023-02-03 06:00:00'): nan,\n",
+ " Timestamp('2023-02-03 07:00:00'): nan,\n",
+ " Timestamp('2023-02-03 08:00:00'): nan,\n",
+ " Timestamp('2023-02-03 09:00:00'): nan,\n",
+ " Timestamp('2023-02-03 10:00:00'): nan,\n",
+ " Timestamp('2023-02-03 11:00:00'): nan,\n",
+ " Timestamp('2023-02-03 12:00:00'): nan,\n",
+ " Timestamp('2023-02-03 13:00:00'): nan,\n",
+ " Timestamp('2023-02-03 14:00:00'): nan,\n",
+ " Timestamp('2023-02-03 15:00:00'): nan,\n",
+ " Timestamp('2023-02-03 16:00:00'): nan,\n",
+ " Timestamp('2023-02-03 17:00:00'): nan,\n",
+ " Timestamp('2023-02-03 18:00:00'): nan,\n",
+ " Timestamp('2023-02-03 19:00:00'): nan,\n",
+ " Timestamp('2023-02-03 20:00:00'): nan,\n",
+ " Timestamp('2023-02-03 21:00:00'): nan,\n",
+ " Timestamp('2023-02-03 22:00:00'): nan,\n",
+ " Timestamp('2023-02-03 23:00:00'): nan,\n",
+ " Timestamp('2023-02-04 00:00:00'): nan,\n",
+ " Timestamp('2023-02-04 01:00:00'): nan,\n",
+ " Timestamp('2023-02-04 02:00:00'): nan,\n",
+ " Timestamp('2023-02-04 03:00:00'): nan,\n",
+ " Timestamp('2023-02-04 04:00:00'): nan,\n",
+ " Timestamp('2023-02-04 05:00:00'): nan,\n",
+ " Timestamp('2023-02-04 06:00:00'): nan,\n",
+ " Timestamp('2023-02-04 07:00:00'): nan,\n",
+ " Timestamp('2023-02-04 08:00:00'): nan,\n",
+ " Timestamp('2023-02-04 09:00:00'): nan,\n",
+ " Timestamp('2023-02-04 10:00:00'): nan,\n",
+ " Timestamp('2023-02-04 11:00:00'): nan,\n",
+ " Timestamp('2023-02-04 12:00:00'): nan,\n",
+ " Timestamp('2023-02-04 13:00:00'): nan,\n",
+ " Timestamp('2023-02-04 14:00:00'): nan,\n",
+ " Timestamp('2023-02-04 15:00:00'): nan,\n",
+ " Timestamp('2023-02-04 16:00:00'): nan,\n",
+ " Timestamp('2023-02-04 17:00:00'): nan,\n",
+ " Timestamp('2023-02-04 18:00:00'): nan,\n",
+ " Timestamp('2023-02-04 19:00:00'): nan,\n",
+ " Timestamp('2023-02-04 20:00:00'): nan,\n",
+ " Timestamp('2023-02-04 21:00:00'): nan,\n",
+ " Timestamp('2023-02-04 22:00:00'): nan,\n",
+ " Timestamp('2023-02-04 23:00:00'): nan,\n",
+ " Timestamp('2023-02-05 00:00:00'): nan,\n",
+ " Timestamp('2023-02-05 01:00:00'): nan,\n",
+ " Timestamp('2023-02-05 02:00:00'): nan,\n",
+ " Timestamp('2023-02-05 03:00:00'): nan,\n",
+ " Timestamp('2023-02-05 04:00:00'): nan,\n",
+ " Timestamp('2023-02-05 05:00:00'): nan,\n",
+ " Timestamp('2023-02-05 06:00:00'): nan,\n",
+ " Timestamp('2023-02-05 07:00:00'): nan,\n",
+ " Timestamp('2023-02-05 08:00:00'): nan,\n",
+ " Timestamp('2023-02-05 09:00:00'): nan,\n",
+ " Timestamp('2023-02-05 10:00:00'): nan,\n",
+ " Timestamp('2023-02-05 11:00:00'): nan,\n",
+ " Timestamp('2023-02-05 12:00:00'): nan,\n",
+ " Timestamp('2023-02-05 13:00:00'): nan,\n",
+ " Timestamp('2023-02-05 14:00:00'): nan,\n",
+ " Timestamp('2023-02-05 15:00:00'): nan,\n",
+ " Timestamp('2023-02-05 16:00:00'): nan,\n",
+ " Timestamp('2023-02-05 17:00:00'): nan,\n",
+ " Timestamp('2023-02-05 18:00:00'): nan,\n",
+ " Timestamp('2023-02-05 19:00:00'): nan,\n",
+ " Timestamp('2023-02-05 20:00:00'): nan,\n",
+ " Timestamp('2023-02-05 21:00:00'): nan,\n",
+ " Timestamp('2023-02-05 22:00:00'): nan,\n",
+ " Timestamp('2023-02-05 23:00:00'): nan,\n",
+ " Timestamp('2023-02-06 00:00:00'): nan,\n",
+ " Timestamp('2023-02-06 01:00:00'): nan,\n",
+ " Timestamp('2023-02-06 02:00:00'): nan,\n",
+ " Timestamp('2023-02-06 03:00:00'): nan,\n",
+ " Timestamp('2023-02-06 04:00:00'): nan,\n",
+ " Timestamp('2023-02-06 05:00:00'): nan,\n",
+ " Timestamp('2023-02-06 06:00:00'): nan,\n",
+ " Timestamp('2023-02-06 07:00:00'): nan,\n",
+ " Timestamp('2023-02-06 08:00:00'): nan,\n",
+ " Timestamp('2023-02-06 09:00:00'): nan,\n",
+ " Timestamp('2023-02-06 10:00:00'): nan,\n",
+ " Timestamp('2023-02-06 11:00:00'): nan,\n",
+ " Timestamp('2023-02-06 12:00:00'): nan,\n",
+ " Timestamp('2023-02-06 13:00:00'): nan,\n",
+ " Timestamp('2023-02-06 14:00:00'): nan,\n",
+ " Timestamp('2023-02-06 15:00:00'): nan,\n",
+ " Timestamp('2023-02-06 16:00:00'): nan,\n",
+ " Timestamp('2023-02-06 17:00:00'): nan,\n",
+ " Timestamp('2023-02-06 18:00:00'): nan,\n",
+ " Timestamp('2023-02-06 19:00:00'): nan,\n",
+ " Timestamp('2023-02-06 20:00:00'): nan,\n",
+ " Timestamp('2023-02-06 21:00:00'): nan,\n",
+ " Timestamp('2023-02-06 22:00:00'): nan,\n",
+ " Timestamp('2023-02-06 23:00:00'): nan,\n",
+ " Timestamp('2023-02-07 00:00:00'): nan,\n",
+ " Timestamp('2023-02-07 01:00:00'): nan,\n",
+ " Timestamp('2023-02-07 02:00:00'): nan,\n",
+ " Timestamp('2023-02-07 03:00:00'): nan,\n",
+ " Timestamp('2023-02-07 04:00:00'): nan,\n",
+ " Timestamp('2023-02-07 05:00:00'): nan,\n",
+ " Timestamp('2023-02-07 06:00:00'): nan,\n",
+ " Timestamp('2023-02-07 07:00:00'): nan,\n",
+ " Timestamp('2023-02-07 08:00:00'): nan,\n",
+ " Timestamp('2023-02-07 09:00:00'): nan,\n",
+ " Timestamp('2023-02-07 10:00:00'): nan,\n",
+ " Timestamp('2023-02-07 11:00:00'): nan,\n",
+ " Timestamp('2023-02-07 12:00:00'): nan,\n",
+ " Timestamp('2023-02-07 13:00:00'): nan,\n",
+ " Timestamp('2023-02-07 14:00:00'): nan,\n",
+ " Timestamp('2023-02-07 15:00:00'): nan,\n",
+ " Timestamp('2023-02-07 16:00:00'): nan,\n",
+ " Timestamp('2023-02-07 17:00:00'): nan,\n",
+ " Timestamp('2023-02-07 18:00:00'): nan,\n",
+ " Timestamp('2023-02-07 19:00:00'): nan,\n",
+ " Timestamp('2023-02-07 20:00:00'): nan,\n",
+ " Timestamp('2023-02-07 21:00:00'): nan,\n",
+ " Timestamp('2023-02-07 22:00:00'): nan,\n",
+ " Timestamp('2023-02-07 23:00:00'): nan,\n",
+ " Timestamp('2023-02-08 00:00:00'): nan,\n",
+ " Timestamp('2023-02-08 01:00:00'): nan,\n",
+ " Timestamp('2023-02-08 02:00:00'): nan,\n",
+ " Timestamp('2023-02-08 03:00:00'): nan,\n",
+ " Timestamp('2023-02-08 04:00:00'): nan,\n",
+ " Timestamp('2023-02-08 05:00:00'): nan,\n",
+ " Timestamp('2023-02-08 06:00:00'): nan,\n",
+ " Timestamp('2023-02-08 07:00:00'): nan,\n",
+ " Timestamp('2023-02-08 08:00:00'): nan,\n",
+ " Timestamp('2023-02-08 09:00:00'): nan,\n",
+ " Timestamp('2023-02-08 10:00:00'): nan,\n",
+ " Timestamp('2023-02-08 11:00:00'): nan,\n",
+ " Timestamp('2023-02-08 12:00:00'): nan,\n",
+ " Timestamp('2023-02-08 13:00:00'): nan,\n",
+ " Timestamp('2023-02-08 14:00:00'): nan,\n",
+ " Timestamp('2023-02-08 15:00:00'): nan,\n",
+ " Timestamp('2023-02-08 16:00:00'): nan,\n",
+ " Timestamp('2023-02-08 17:00:00'): nan,\n",
+ " Timestamp('2023-02-08 18:00:00'): nan,\n",
+ " Timestamp('2023-02-08 19:00:00'): nan,\n",
+ " Timestamp('2023-02-08 20:00:00'): nan,\n",
+ " Timestamp('2023-02-08 21:00:00'): nan,\n",
+ " Timestamp('2023-02-08 22:00:00'): nan,\n",
+ " Timestamp('2023-02-08 23:00:00'): nan,\n",
+ " Timestamp('2023-02-09 00:00:00'): nan,\n",
+ " Timestamp('2023-02-09 01:00:00'): nan,\n",
+ " Timestamp('2023-02-09 02:00:00'): nan,\n",
+ " Timestamp('2023-02-09 03:00:00'): nan,\n",
+ " Timestamp('2023-02-09 04:00:00'): nan,\n",
+ " Timestamp('2023-02-09 05:00:00'): nan,\n",
+ " Timestamp('2023-02-09 06:00:00'): nan,\n",
+ " Timestamp('2023-02-09 07:00:00'): nan,\n",
+ " Timestamp('2023-02-09 08:00:00'): nan,\n",
+ " Timestamp('2023-02-09 09:00:00'): nan,\n",
+ " Timestamp('2023-02-09 10:00:00'): nan,\n",
+ " Timestamp('2023-02-09 11:00:00'): nan,\n",
+ " Timestamp('2023-02-09 12:00:00'): nan,\n",
+ " Timestamp('2023-02-09 13:00:00'): nan,\n",
+ " Timestamp('2023-02-09 14:00:00'): nan,\n",
+ " Timestamp('2023-02-09 15:00:00'): nan,\n",
+ " Timestamp('2023-02-09 16:00:00'): nan,\n",
+ " Timestamp('2023-02-09 17:00:00'): nan,\n",
+ " Timestamp('2023-02-09 18:00:00'): nan,\n",
+ " Timestamp('2023-02-09 19:00:00'): nan,\n",
+ " Timestamp('2023-02-09 20:00:00'): nan,\n",
+ " Timestamp('2023-02-09 21:00:00'): nan,\n",
+ " Timestamp('2023-02-09 22:00:00'): nan,\n",
+ " Timestamp('2023-02-09 23:00:00'): nan,\n",
+ " Timestamp('2023-02-10 00:00:00'): nan,\n",
+ " Timestamp('2023-02-10 01:00:00'): nan,\n",
+ " Timestamp('2023-02-10 03:00:00'): nan,\n",
+ " Timestamp('2023-02-10 04:00:00'): nan,\n",
+ " Timestamp('2023-02-10 05:00:00'): nan,\n",
+ " Timestamp('2023-02-10 06:00:00'): nan,\n",
+ " Timestamp('2023-02-10 07:00:00'): nan,\n",
+ " Timestamp('2023-02-10 08:00:00'): nan,\n",
+ " Timestamp('2023-02-10 09:00:00'): nan,\n",
+ " Timestamp('2023-02-10 10:00:00'): nan,\n",
+ " Timestamp('2023-02-10 11:00:00'): nan,\n",
+ " Timestamp('2023-02-10 12:00:00'): nan,\n",
+ " Timestamp('2023-02-10 13:00:00'): nan,\n",
+ " Timestamp('2023-02-10 14:00:00'): nan,\n",
+ " Timestamp('2023-02-10 15:00:00'): nan,\n",
+ " Timestamp('2023-02-10 16:00:00'): nan,\n",
+ " Timestamp('2023-02-10 17:00:00'): nan,\n",
+ " Timestamp('2023-02-10 18:00:00'): nan,\n",
+ " Timestamp('2023-02-10 19:00:00'): nan,\n",
+ " Timestamp('2023-02-10 20:00:00'): nan,\n",
+ " Timestamp('2023-02-10 21:00:00'): nan,\n",
+ " Timestamp('2023-02-10 22:00:00'): nan,\n",
+ " Timestamp('2023-02-10 23:00:00'): nan,\n",
+ " Timestamp('2023-02-11 00:00:00'): nan,\n",
+ " Timestamp('2023-02-11 01:00:00'): nan,\n",
+ " Timestamp('2023-02-11 02:00:00'): nan,\n",
+ " Timestamp('2023-02-11 03:00:00'): nan,\n",
+ " Timestamp('2023-02-11 04:00:00'): nan,\n",
+ " Timestamp('2023-02-11 05:00:00'): nan,\n",
+ " Timestamp('2023-02-11 06:00:00'): nan,\n",
+ " Timestamp('2023-02-11 07:00:00'): nan,\n",
+ " Timestamp('2023-02-11 08:00:00'): nan,\n",
+ " Timestamp('2023-02-11 09:00:00'): nan,\n",
+ " Timestamp('2023-02-11 10:00:00'): nan,\n",
+ " Timestamp('2023-02-11 11:00:00'): nan,\n",
+ " Timestamp('2023-02-11 12:00:00'): nan,\n",
+ " Timestamp('2023-02-11 13:00:00'): nan,\n",
+ " Timestamp('2023-02-11 14:00:00'): nan,\n",
+ " Timestamp('2023-02-11 15:00:00'): nan,\n",
+ " Timestamp('2023-02-11 16:00:00'): nan,\n",
+ " Timestamp('2023-02-11 17:00:00'): nan,\n",
+ " Timestamp('2023-02-11 18:00:00'): nan,\n",
+ " Timestamp('2023-02-11 19:00:00'): nan,\n",
+ " ...},\n",
+ " 'MWD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 05:00:00'): nan,\n",
+ " Timestamp('2023-01-01 06:00:00'): nan,\n",
+ " Timestamp('2023-01-01 07:00:00'): nan,\n",
+ " Timestamp('2023-01-01 08:00:00'): nan,\n",
+ " Timestamp('2023-01-01 09:00:00'): nan,\n",
+ " Timestamp('2023-01-01 10:00:00'): nan,\n",
+ " Timestamp('2023-01-01 11:00:00'): nan,\n",
+ " Timestamp('2023-01-01 12:00:00'): nan,\n",
+ " Timestamp('2023-01-01 13:00:00'): nan,\n",
+ " Timestamp('2023-01-01 14:00:00'): nan,\n",
+ " Timestamp('2023-01-01 15:00:00'): nan,\n",
+ " Timestamp('2023-01-01 16:00:00'): nan,\n",
+ " Timestamp('2023-01-01 17:00:00'): nan,\n",
+ " Timestamp('2023-01-01 18:00:00'): nan,\n",
+ " Timestamp('2023-01-01 19:00:00'): nan,\n",
+ " Timestamp('2023-01-01 20:00:00'): nan,\n",
+ " Timestamp('2023-01-01 21:00:00'): nan,\n",
+ " Timestamp('2023-01-01 22:00:00'): nan,\n",
+ " Timestamp('2023-01-01 23:00:00'): nan,\n",
+ " Timestamp('2023-01-02 00:00:00'): nan,\n",
+ " Timestamp('2023-01-02 01:00:00'): nan,\n",
+ " Timestamp('2023-01-02 02:00:00'): nan,\n",
+ " Timestamp('2023-01-02 03:00:00'): nan,\n",
+ " Timestamp('2023-01-02 04:00:00'): nan,\n",
+ " Timestamp('2023-01-02 05:00:00'): nan,\n",
+ " Timestamp('2023-01-02 06:00:00'): nan,\n",
+ " Timestamp('2023-01-02 07:00:00'): nan,\n",
+ " Timestamp('2023-01-02 08:00:00'): nan,\n",
+ " Timestamp('2023-01-02 09:00:00'): nan,\n",
+ " Timestamp('2023-01-02 10:00:00'): nan,\n",
+ " Timestamp('2023-01-02 11:00:00'): nan,\n",
+ " Timestamp('2023-01-02 12:00:00'): nan,\n",
+ " Timestamp('2023-01-02 13:00:00'): nan,\n",
+ " Timestamp('2023-01-02 14:00:00'): nan,\n",
+ " Timestamp('2023-01-02 15:00:00'): nan,\n",
+ " Timestamp('2023-01-02 16:00:00'): nan,\n",
+ " Timestamp('2023-01-02 17:00:00'): nan,\n",
+ " Timestamp('2023-01-02 18:00:00'): nan,\n",
+ " Timestamp('2023-01-02 19:00:00'): nan,\n",
+ " Timestamp('2023-01-02 20:00:00'): nan,\n",
+ " Timestamp('2023-01-02 21:00:00'): nan,\n",
+ " Timestamp('2023-01-02 22:00:00'): nan,\n",
+ " Timestamp('2023-01-02 23:00:00'): nan,\n",
+ " Timestamp('2023-01-03 00:00:00'): nan,\n",
+ " Timestamp('2023-01-03 01:00:00'): nan,\n",
+ " Timestamp('2023-01-03 02:00:00'): nan,\n",
+ " Timestamp('2023-01-03 03:00:00'): nan,\n",
+ " Timestamp('2023-01-03 04:00:00'): nan,\n",
+ " Timestamp('2023-01-03 05:00:00'): nan,\n",
+ " Timestamp('2023-01-03 06:00:00'): nan,\n",
+ " Timestamp('2023-01-03 07:00:00'): nan,\n",
+ " Timestamp('2023-01-03 08:00:00'): nan,\n",
+ " Timestamp('2023-01-03 09:00:00'): nan,\n",
+ " Timestamp('2023-01-03 10:00:00'): nan,\n",
+ " Timestamp('2023-01-03 11:00:00'): nan,\n",
+ " Timestamp('2023-01-03 12:00:00'): nan,\n",
+ " Timestamp('2023-01-03 13:00:00'): nan,\n",
+ " Timestamp('2023-01-03 14:00:00'): nan,\n",
+ " Timestamp('2023-01-03 15:00:00'): nan,\n",
+ " Timestamp('2023-01-03 16:00:00'): nan,\n",
+ " Timestamp('2023-01-03 17:00:00'): nan,\n",
+ " Timestamp('2023-01-03 18:00:00'): nan,\n",
+ " Timestamp('2023-01-03 19:00:00'): nan,\n",
+ " Timestamp('2023-01-03 20:00:00'): nan,\n",
+ " Timestamp('2023-01-03 21:00:00'): nan,\n",
+ " Timestamp('2023-01-03 22:00:00'): nan,\n",
+ " Timestamp('2023-01-03 23:00:00'): nan,\n",
+ " Timestamp('2023-01-04 00:00:00'): nan,\n",
+ " Timestamp('2023-01-04 01:00:00'): nan,\n",
+ " Timestamp('2023-01-04 02:00:00'): nan,\n",
+ " Timestamp('2023-01-04 03:00:00'): nan,\n",
+ " Timestamp('2023-01-04 04:00:00'): nan,\n",
+ " Timestamp('2023-01-04 05:00:00'): nan,\n",
+ " Timestamp('2023-01-04 06:00:00'): nan,\n",
+ " Timestamp('2023-01-04 07:00:00'): nan,\n",
+ " Timestamp('2023-01-04 08:00:00'): nan,\n",
+ " Timestamp('2023-01-04 09:00:00'): nan,\n",
+ " Timestamp('2023-01-04 10:00:00'): nan,\n",
+ " Timestamp('2023-01-04 11:00:00'): nan,\n",
+ " Timestamp('2023-01-04 12:00:00'): nan,\n",
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+ " Timestamp('2023-02-11 19:00:00'): nan,\n",
+ " ...},\n",
+ " 'PRES': {Timestamp('2023-01-01 00:00:00'): 1011.3,\n",
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+ " Timestamp('2023-02-11 19:00:00'): 1028.1,\n",
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+ " Timestamp('2023-02-01 14:00:00'): nan,\n",
+ " Timestamp('2023-02-01 15:00:00'): nan,\n",
+ " Timestamp('2023-02-01 16:00:00'): nan,\n",
+ " Timestamp('2023-02-01 17:00:00'): nan,\n",
+ " Timestamp('2023-02-01 18:00:00'): nan,\n",
+ " Timestamp('2023-02-01 19:00:00'): nan,\n",
+ " Timestamp('2023-02-01 20:00:00'): nan,\n",
+ " Timestamp('2023-02-01 21:00:00'): nan,\n",
+ " Timestamp('2023-02-01 22:00:00'): nan,\n",
+ " Timestamp('2023-02-01 23:00:00'): nan,\n",
+ " Timestamp('2023-02-02 00:00:00'): nan,\n",
+ " Timestamp('2023-02-02 01:00:00'): nan,\n",
+ " Timestamp('2023-02-02 02:00:00'): nan,\n",
+ " Timestamp('2023-02-02 03:00:00'): nan,\n",
+ " Timestamp('2023-02-02 04:00:00'): nan,\n",
+ " Timestamp('2023-02-02 05:00:00'): nan,\n",
+ " Timestamp('2023-02-02 06:00:00'): nan,\n",
+ " Timestamp('2023-02-02 07:00:00'): nan,\n",
+ " Timestamp('2023-02-02 09:00:00'): nan,\n",
+ " Timestamp('2023-02-02 10:00:00'): nan,\n",
+ " Timestamp('2023-02-02 11:00:00'): nan,\n",
+ " Timestamp('2023-02-02 12:00:00'): nan,\n",
+ " Timestamp('2023-02-02 13:00:00'): nan,\n",
+ " Timestamp('2023-02-02 14:00:00'): nan,\n",
+ " Timestamp('2023-02-02 15:00:00'): nan,\n",
+ " Timestamp('2023-02-02 16:00:00'): nan,\n",
+ " Timestamp('2023-02-02 17:00:00'): nan,\n",
+ " Timestamp('2023-02-02 18:00:00'): nan,\n",
+ " Timestamp('2023-02-02 19:00:00'): nan,\n",
+ " Timestamp('2023-02-02 20:00:00'): nan,\n",
+ " Timestamp('2023-02-02 21:00:00'): nan,\n",
+ " Timestamp('2023-02-02 22:00:00'): nan,\n",
+ " Timestamp('2023-02-02 23:00:00'): nan,\n",
+ " Timestamp('2023-02-03 00:00:00'): nan,\n",
+ " Timestamp('2023-02-03 01:00:00'): nan,\n",
+ " Timestamp('2023-02-03 02:00:00'): nan,\n",
+ " Timestamp('2023-02-03 03:00:00'): nan,\n",
+ " Timestamp('2023-02-03 04:00:00'): nan,\n",
+ " Timestamp('2023-02-03 05:00:00'): nan,\n",
+ " Timestamp('2023-02-03 06:00:00'): nan,\n",
+ " Timestamp('2023-02-03 07:00:00'): nan,\n",
+ " Timestamp('2023-02-03 08:00:00'): nan,\n",
+ " Timestamp('2023-02-03 09:00:00'): nan,\n",
+ " Timestamp('2023-02-03 10:00:00'): nan,\n",
+ " Timestamp('2023-02-03 11:00:00'): nan,\n",
+ " Timestamp('2023-02-03 12:00:00'): nan,\n",
+ " Timestamp('2023-02-03 13:00:00'): nan,\n",
+ " Timestamp('2023-02-03 14:00:00'): nan,\n",
+ " Timestamp('2023-02-03 15:00:00'): nan,\n",
+ " Timestamp('2023-02-03 16:00:00'): nan,\n",
+ " Timestamp('2023-02-03 17:00:00'): nan,\n",
+ " Timestamp('2023-02-03 18:00:00'): nan,\n",
+ " Timestamp('2023-02-03 19:00:00'): nan,\n",
+ " Timestamp('2023-02-03 20:00:00'): nan,\n",
+ " Timestamp('2023-02-03 21:00:00'): nan,\n",
+ " Timestamp('2023-02-03 22:00:00'): nan,\n",
+ " Timestamp('2023-02-03 23:00:00'): nan,\n",
+ " Timestamp('2023-02-04 00:00:00'): nan,\n",
+ " Timestamp('2023-02-04 01:00:00'): nan,\n",
+ " Timestamp('2023-02-04 02:00:00'): nan,\n",
+ " Timestamp('2023-02-04 03:00:00'): nan,\n",
+ " Timestamp('2023-02-04 04:00:00'): nan,\n",
+ " Timestamp('2023-02-04 05:00:00'): nan,\n",
+ " Timestamp('2023-02-04 06:00:00'): nan,\n",
+ " Timestamp('2023-02-04 07:00:00'): nan,\n",
+ " Timestamp('2023-02-04 08:00:00'): nan,\n",
+ " Timestamp('2023-02-04 09:00:00'): nan,\n",
+ " Timestamp('2023-02-04 10:00:00'): nan,\n",
+ " Timestamp('2023-02-04 11:00:00'): nan,\n",
+ " Timestamp('2023-02-04 12:00:00'): nan,\n",
+ " Timestamp('2023-02-04 13:00:00'): nan,\n",
+ " Timestamp('2023-02-04 14:00:00'): nan,\n",
+ " Timestamp('2023-02-04 15:00:00'): nan,\n",
+ " Timestamp('2023-02-04 16:00:00'): nan,\n",
+ " Timestamp('2023-02-04 17:00:00'): nan,\n",
+ " Timestamp('2023-02-04 18:00:00'): nan,\n",
+ " Timestamp('2023-02-04 19:00:00'): nan,\n",
+ " Timestamp('2023-02-04 20:00:00'): nan,\n",
+ " Timestamp('2023-02-04 21:00:00'): nan,\n",
+ " Timestamp('2023-02-04 22:00:00'): nan,\n",
+ " Timestamp('2023-02-04 23:00:00'): nan,\n",
+ " Timestamp('2023-02-05 00:00:00'): nan,\n",
+ " Timestamp('2023-02-05 01:00:00'): nan,\n",
+ " Timestamp('2023-02-05 02:00:00'): nan,\n",
+ " Timestamp('2023-02-05 03:00:00'): nan,\n",
+ " Timestamp('2023-02-05 04:00:00'): nan,\n",
+ " Timestamp('2023-02-05 05:00:00'): nan,\n",
+ " Timestamp('2023-02-05 06:00:00'): nan,\n",
+ " Timestamp('2023-02-05 07:00:00'): nan,\n",
+ " Timestamp('2023-02-05 08:00:00'): nan,\n",
+ " Timestamp('2023-02-05 09:00:00'): nan,\n",
+ " Timestamp('2023-02-05 10:00:00'): nan,\n",
+ " Timestamp('2023-02-05 11:00:00'): nan,\n",
+ " Timestamp('2023-02-05 12:00:00'): nan,\n",
+ " Timestamp('2023-02-05 13:00:00'): nan,\n",
+ " Timestamp('2023-02-05 14:00:00'): nan,\n",
+ " Timestamp('2023-02-05 15:00:00'): nan,\n",
+ " Timestamp('2023-02-05 16:00:00'): nan,\n",
+ " Timestamp('2023-02-05 17:00:00'): nan,\n",
+ " Timestamp('2023-02-05 18:00:00'): nan,\n",
+ " Timestamp('2023-02-05 19:00:00'): nan,\n",
+ " Timestamp('2023-02-05 20:00:00'): nan,\n",
+ " Timestamp('2023-02-05 21:00:00'): nan,\n",
+ " Timestamp('2023-02-05 22:00:00'): nan,\n",
+ " Timestamp('2023-02-05 23:00:00'): nan,\n",
+ " Timestamp('2023-02-06 00:00:00'): nan,\n",
+ " Timestamp('2023-02-06 01:00:00'): nan,\n",
+ " Timestamp('2023-02-06 02:00:00'): nan,\n",
+ " Timestamp('2023-02-06 03:00:00'): nan,\n",
+ " Timestamp('2023-02-06 04:00:00'): nan,\n",
+ " Timestamp('2023-02-06 05:00:00'): nan,\n",
+ " Timestamp('2023-02-06 06:00:00'): nan,\n",
+ " Timestamp('2023-02-06 07:00:00'): nan,\n",
+ " Timestamp('2023-02-06 08:00:00'): nan,\n",
+ " Timestamp('2023-02-06 09:00:00'): nan,\n",
+ " Timestamp('2023-02-06 10:00:00'): nan,\n",
+ " Timestamp('2023-02-06 11:00:00'): nan,\n",
+ " Timestamp('2023-02-06 12:00:00'): nan,\n",
+ " Timestamp('2023-02-06 13:00:00'): nan,\n",
+ " Timestamp('2023-02-06 14:00:00'): nan,\n",
+ " Timestamp('2023-02-06 15:00:00'): nan,\n",
+ " Timestamp('2023-02-06 16:00:00'): nan,\n",
+ " Timestamp('2023-02-06 17:00:00'): nan,\n",
+ " Timestamp('2023-02-06 18:00:00'): nan,\n",
+ " Timestamp('2023-02-06 19:00:00'): nan,\n",
+ " Timestamp('2023-02-06 20:00:00'): nan,\n",
+ " Timestamp('2023-02-06 21:00:00'): nan,\n",
+ " Timestamp('2023-02-06 22:00:00'): nan,\n",
+ " Timestamp('2023-02-06 23:00:00'): nan,\n",
+ " Timestamp('2023-02-07 00:00:00'): nan,\n",
+ " Timestamp('2023-02-07 01:00:00'): nan,\n",
+ " Timestamp('2023-02-07 02:00:00'): nan,\n",
+ " Timestamp('2023-02-07 03:00:00'): nan,\n",
+ " Timestamp('2023-02-07 04:00:00'): nan,\n",
+ " Timestamp('2023-02-07 05:00:00'): nan,\n",
+ " Timestamp('2023-02-07 06:00:00'): nan,\n",
+ " Timestamp('2023-02-07 07:00:00'): nan,\n",
+ " Timestamp('2023-02-07 08:00:00'): nan,\n",
+ " Timestamp('2023-02-07 09:00:00'): nan,\n",
+ " Timestamp('2023-02-07 10:00:00'): nan,\n",
+ " Timestamp('2023-02-07 11:00:00'): nan,\n",
+ " Timestamp('2023-02-07 12:00:00'): nan,\n",
+ " Timestamp('2023-02-07 13:00:00'): nan,\n",
+ " Timestamp('2023-02-07 14:00:00'): nan,\n",
+ " Timestamp('2023-02-07 15:00:00'): nan,\n",
+ " Timestamp('2023-02-07 16:00:00'): nan,\n",
+ " Timestamp('2023-02-07 17:00:00'): nan,\n",
+ " Timestamp('2023-02-07 18:00:00'): nan,\n",
+ " Timestamp('2023-02-07 19:00:00'): nan,\n",
+ " Timestamp('2023-02-07 20:00:00'): nan,\n",
+ " Timestamp('2023-02-07 21:00:00'): nan,\n",
+ " Timestamp('2023-02-07 22:00:00'): nan,\n",
+ " Timestamp('2023-02-07 23:00:00'): nan,\n",
+ " Timestamp('2023-02-08 00:00:00'): nan,\n",
+ " Timestamp('2023-02-08 01:00:00'): nan,\n",
+ " Timestamp('2023-02-08 02:00:00'): nan,\n",
+ " Timestamp('2023-02-08 03:00:00'): nan,\n",
+ " Timestamp('2023-02-08 04:00:00'): nan,\n",
+ " Timestamp('2023-02-08 05:00:00'): nan,\n",
+ " Timestamp('2023-02-08 06:00:00'): nan,\n",
+ " Timestamp('2023-02-08 07:00:00'): nan,\n",
+ " Timestamp('2023-02-08 08:00:00'): nan,\n",
+ " Timestamp('2023-02-08 09:00:00'): nan,\n",
+ " Timestamp('2023-02-08 10:00:00'): nan,\n",
+ " Timestamp('2023-02-08 11:00:00'): nan,\n",
+ " Timestamp('2023-02-08 12:00:00'): nan,\n",
+ " Timestamp('2023-02-08 13:00:00'): nan,\n",
+ " Timestamp('2023-02-08 14:00:00'): nan,\n",
+ " Timestamp('2023-02-08 15:00:00'): nan,\n",
+ " Timestamp('2023-02-08 16:00:00'): nan,\n",
+ " Timestamp('2023-02-08 17:00:00'): nan,\n",
+ " Timestamp('2023-02-08 18:00:00'): nan,\n",
+ " Timestamp('2023-02-08 19:00:00'): nan,\n",
+ " Timestamp('2023-02-08 20:00:00'): nan,\n",
+ " Timestamp('2023-02-08 21:00:00'): nan,\n",
+ " Timestamp('2023-02-08 22:00:00'): nan,\n",
+ " Timestamp('2023-02-08 23:00:00'): nan,\n",
+ " Timestamp('2023-02-09 00:00:00'): nan,\n",
+ " Timestamp('2023-02-09 01:00:00'): nan,\n",
+ " Timestamp('2023-02-09 02:00:00'): nan,\n",
+ " Timestamp('2023-02-09 03:00:00'): nan,\n",
+ " Timestamp('2023-02-09 04:00:00'): nan,\n",
+ " Timestamp('2023-02-09 05:00:00'): nan,\n",
+ " Timestamp('2023-02-09 06:00:00'): nan,\n",
+ " Timestamp('2023-02-09 07:00:00'): nan,\n",
+ " Timestamp('2023-02-09 08:00:00'): nan,\n",
+ " Timestamp('2023-02-09 09:00:00'): nan,\n",
+ " Timestamp('2023-02-09 10:00:00'): nan,\n",
+ " Timestamp('2023-02-09 11:00:00'): nan,\n",
+ " Timestamp('2023-02-09 12:00:00'): nan,\n",
+ " Timestamp('2023-02-09 13:00:00'): nan,\n",
+ " Timestamp('2023-02-09 14:00:00'): nan,\n",
+ " Timestamp('2023-02-09 15:00:00'): nan,\n",
+ " Timestamp('2023-02-09 16:00:00'): nan,\n",
+ " Timestamp('2023-02-09 17:00:00'): nan,\n",
+ " Timestamp('2023-02-09 18:00:00'): nan,\n",
+ " Timestamp('2023-02-09 19:00:00'): nan,\n",
+ " Timestamp('2023-02-09 20:00:00'): nan,\n",
+ " Timestamp('2023-02-09 21:00:00'): nan,\n",
+ " Timestamp('2023-02-09 22:00:00'): nan,\n",
+ " Timestamp('2023-02-09 23:00:00'): nan,\n",
+ " Timestamp('2023-02-10 00:00:00'): nan,\n",
+ " Timestamp('2023-02-10 01:00:00'): nan,\n",
+ " Timestamp('2023-02-10 03:00:00'): nan,\n",
+ " Timestamp('2023-02-10 04:00:00'): nan,\n",
+ " Timestamp('2023-02-10 05:00:00'): nan,\n",
+ " Timestamp('2023-02-10 06:00:00'): nan,\n",
+ " Timestamp('2023-02-10 07:00:00'): nan,\n",
+ " Timestamp('2023-02-10 08:00:00'): nan,\n",
+ " Timestamp('2023-02-10 09:00:00'): nan,\n",
+ " Timestamp('2023-02-10 10:00:00'): nan,\n",
+ " Timestamp('2023-02-10 11:00:00'): nan,\n",
+ " Timestamp('2023-02-10 12:00:00'): nan,\n",
+ " Timestamp('2023-02-10 13:00:00'): nan,\n",
+ " Timestamp('2023-02-10 14:00:00'): nan,\n",
+ " Timestamp('2023-02-10 15:00:00'): nan,\n",
+ " Timestamp('2023-02-10 16:00:00'): nan,\n",
+ " Timestamp('2023-02-10 17:00:00'): nan,\n",
+ " Timestamp('2023-02-10 18:00:00'): nan,\n",
+ " Timestamp('2023-02-10 19:00:00'): nan,\n",
+ " Timestamp('2023-02-10 20:00:00'): nan,\n",
+ " Timestamp('2023-02-10 21:00:00'): nan,\n",
+ " Timestamp('2023-02-10 22:00:00'): nan,\n",
+ " Timestamp('2023-02-10 23:00:00'): nan,\n",
+ " Timestamp('2023-02-11 00:00:00'): nan,\n",
+ " Timestamp('2023-02-11 01:00:00'): nan,\n",
+ " Timestamp('2023-02-11 02:00:00'): nan,\n",
+ " Timestamp('2023-02-11 03:00:00'): nan,\n",
+ " Timestamp('2023-02-11 04:00:00'): nan,\n",
+ " Timestamp('2023-02-11 05:00:00'): nan,\n",
+ " Timestamp('2023-02-11 06:00:00'): nan,\n",
+ " Timestamp('2023-02-11 07:00:00'): nan,\n",
+ " Timestamp('2023-02-11 08:00:00'): nan,\n",
+ " Timestamp('2023-02-11 09:00:00'): nan,\n",
+ " Timestamp('2023-02-11 10:00:00'): nan,\n",
+ " Timestamp('2023-02-11 11:00:00'): nan,\n",
+ " Timestamp('2023-02-11 12:00:00'): nan,\n",
+ " Timestamp('2023-02-11 13:00:00'): nan,\n",
+ " Timestamp('2023-02-11 14:00:00'): nan,\n",
+ " Timestamp('2023-02-11 15:00:00'): nan,\n",
+ " Timestamp('2023-02-11 16:00:00'): nan,\n",
+ " Timestamp('2023-02-11 17:00:00'): nan,\n",
+ " Timestamp('2023-02-11 18:00:00'): nan,\n",
+ " Timestamp('2023-02-11 19:00:00'): nan,\n",
+ " ...},\n",
+ " 'DEWP': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 05:00:00'): nan,\n",
+ " Timestamp('2023-01-01 06:00:00'): nan,\n",
+ " Timestamp('2023-01-01 07:00:00'): nan,\n",
+ " Timestamp('2023-01-01 08:00:00'): nan,\n",
+ " Timestamp('2023-01-01 09:00:00'): nan,\n",
+ " Timestamp('2023-01-01 10:00:00'): nan,\n",
+ " Timestamp('2023-01-01 11:00:00'): nan,\n",
+ " Timestamp('2023-01-01 12:00:00'): nan,\n",
+ " Timestamp('2023-01-01 13:00:00'): nan,\n",
+ " Timestamp('2023-01-01 14:00:00'): nan,\n",
+ " Timestamp('2023-01-01 15:00:00'): nan,\n",
+ " Timestamp('2023-01-01 16:00:00'): nan,\n",
+ " Timestamp('2023-01-01 17:00:00'): nan,\n",
+ " Timestamp('2023-01-01 18:00:00'): nan,\n",
+ " Timestamp('2023-01-01 19:00:00'): nan,\n",
+ " Timestamp('2023-01-01 20:00:00'): nan,\n",
+ " Timestamp('2023-01-01 21:00:00'): nan,\n",
+ " Timestamp('2023-01-01 22:00:00'): nan,\n",
+ " Timestamp('2023-01-01 23:00:00'): nan,\n",
+ " Timestamp('2023-01-02 00:00:00'): nan,\n",
+ " Timestamp('2023-01-02 01:00:00'): nan,\n",
+ " Timestamp('2023-01-02 02:00:00'): nan,\n",
+ " Timestamp('2023-01-02 03:00:00'): nan,\n",
+ " Timestamp('2023-01-02 04:00:00'): nan,\n",
+ " Timestamp('2023-01-02 05:00:00'): nan,\n",
+ " Timestamp('2023-01-02 06:00:00'): nan,\n",
+ " Timestamp('2023-01-02 07:00:00'): nan,\n",
+ " Timestamp('2023-01-02 08:00:00'): nan,\n",
+ " Timestamp('2023-01-02 09:00:00'): nan,\n",
+ " Timestamp('2023-01-02 10:00:00'): nan,\n",
+ " Timestamp('2023-01-02 11:00:00'): nan,\n",
+ " Timestamp('2023-01-02 12:00:00'): nan,\n",
+ " Timestamp('2023-01-02 13:00:00'): nan,\n",
+ " Timestamp('2023-01-02 14:00:00'): nan,\n",
+ " Timestamp('2023-01-02 15:00:00'): nan,\n",
+ " Timestamp('2023-01-02 16:00:00'): nan,\n",
+ " Timestamp('2023-01-02 17:00:00'): nan,\n",
+ " Timestamp('2023-01-02 18:00:00'): nan,\n",
+ " Timestamp('2023-01-02 19:00:00'): nan,\n",
+ " Timestamp('2023-01-02 20:00:00'): nan,\n",
+ " Timestamp('2023-01-02 21:00:00'): nan,\n",
+ " Timestamp('2023-01-02 22:00:00'): nan,\n",
+ " Timestamp('2023-01-02 23:00:00'): nan,\n",
+ " Timestamp('2023-01-03 00:00:00'): nan,\n",
+ " Timestamp('2023-01-03 01:00:00'): nan,\n",
+ " Timestamp('2023-01-03 02:00:00'): nan,\n",
+ " Timestamp('2023-01-03 03:00:00'): nan,\n",
+ " Timestamp('2023-01-03 04:00:00'): nan,\n",
+ " Timestamp('2023-01-03 05:00:00'): nan,\n",
+ " Timestamp('2023-01-03 06:00:00'): nan,\n",
+ " Timestamp('2023-01-03 07:00:00'): nan,\n",
+ " Timestamp('2023-01-03 08:00:00'): nan,\n",
+ " Timestamp('2023-01-03 09:00:00'): nan,\n",
+ " Timestamp('2023-01-03 10:00:00'): nan,\n",
+ " Timestamp('2023-01-03 11:00:00'): nan,\n",
+ " Timestamp('2023-01-03 12:00:00'): nan,\n",
+ " Timestamp('2023-01-03 13:00:00'): nan,\n",
+ " Timestamp('2023-01-03 14:00:00'): nan,\n",
+ " Timestamp('2023-01-03 15:00:00'): nan,\n",
+ " Timestamp('2023-01-03 16:00:00'): nan,\n",
+ " Timestamp('2023-01-03 17:00:00'): nan,\n",
+ " Timestamp('2023-01-03 18:00:00'): nan,\n",
+ " Timestamp('2023-01-03 19:00:00'): nan,\n",
+ " Timestamp('2023-01-03 20:00:00'): nan,\n",
+ " Timestamp('2023-01-03 21:00:00'): nan,\n",
+ " Timestamp('2023-01-03 22:00:00'): nan,\n",
+ " Timestamp('2023-01-03 23:00:00'): nan,\n",
+ " Timestamp('2023-01-04 00:00:00'): nan,\n",
+ " Timestamp('2023-01-04 01:00:00'): nan,\n",
+ " Timestamp('2023-01-04 02:00:00'): nan,\n",
+ " Timestamp('2023-01-04 03:00:00'): nan,\n",
+ " Timestamp('2023-01-04 04:00:00'): nan,\n",
+ " Timestamp('2023-01-04 05:00:00'): nan,\n",
+ " Timestamp('2023-01-04 06:00:00'): nan,\n",
+ " Timestamp('2023-01-04 07:00:00'): nan,\n",
+ " Timestamp('2023-01-04 08:00:00'): nan,\n",
+ " Timestamp('2023-01-04 09:00:00'): nan,\n",
+ " Timestamp('2023-01-04 10:00:00'): nan,\n",
+ " Timestamp('2023-01-04 11:00:00'): nan,\n",
+ " Timestamp('2023-01-04 12:00:00'): nan,\n",
+ " Timestamp('2023-01-04 13:00:00'): nan,\n",
+ " Timestamp('2023-01-04 14:00:00'): nan,\n",
+ " Timestamp('2023-01-04 15:00:00'): nan,\n",
+ " Timestamp('2023-01-04 16:00:00'): nan,\n",
+ " Timestamp('2023-01-04 17:00:00'): nan,\n",
+ " Timestamp('2023-01-04 18:00:00'): nan,\n",
+ " Timestamp('2023-01-04 19:00:00'): nan,\n",
+ " Timestamp('2023-01-04 20:00:00'): nan,\n",
+ " Timestamp('2023-01-04 21:00:00'): nan,\n",
+ " Timestamp('2023-01-04 22:00:00'): nan,\n",
+ " Timestamp('2023-01-04 23:00:00'): nan,\n",
+ " Timestamp('2023-01-05 00:00:00'): nan,\n",
+ " Timestamp('2023-01-05 01:00:00'): nan,\n",
+ " Timestamp('2023-01-05 02:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 04:00:00'): nan,\n",
+ " Timestamp('2023-01-05 05:00:00'): nan,\n",
+ " Timestamp('2023-01-05 06:00:00'): nan,\n",
+ " Timestamp('2023-01-05 07:00:00'): nan,\n",
+ " Timestamp('2023-01-05 08:00:00'): nan,\n",
+ " Timestamp('2023-01-05 09:00:00'): nan,\n",
+ " Timestamp('2023-01-05 10:00:00'): nan,\n",
+ " Timestamp('2023-01-05 11:00:00'): nan,\n",
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+ " Timestamp('2023-02-04 04:00:00'): nan,\n",
+ " Timestamp('2023-02-04 05:00:00'): nan,\n",
+ " Timestamp('2023-02-04 06:00:00'): nan,\n",
+ " Timestamp('2023-02-04 07:00:00'): nan,\n",
+ " Timestamp('2023-02-04 08:00:00'): nan,\n",
+ " Timestamp('2023-02-04 09:00:00'): nan,\n",
+ " Timestamp('2023-02-04 10:00:00'): nan,\n",
+ " Timestamp('2023-02-04 11:00:00'): nan,\n",
+ " Timestamp('2023-02-04 12:00:00'): nan,\n",
+ " Timestamp('2023-02-04 13:00:00'): nan,\n",
+ " Timestamp('2023-02-04 14:00:00'): nan,\n",
+ " Timestamp('2023-02-04 15:00:00'): nan,\n",
+ " Timestamp('2023-02-04 16:00:00'): nan,\n",
+ " Timestamp('2023-02-04 17:00:00'): nan,\n",
+ " Timestamp('2023-02-04 18:00:00'): nan,\n",
+ " Timestamp('2023-02-04 19:00:00'): nan,\n",
+ " Timestamp('2023-02-04 20:00:00'): nan,\n",
+ " Timestamp('2023-02-04 21:00:00'): nan,\n",
+ " Timestamp('2023-02-04 22:00:00'): nan,\n",
+ " Timestamp('2023-02-04 23:00:00'): nan,\n",
+ " Timestamp('2023-02-05 00:00:00'): nan,\n",
+ " Timestamp('2023-02-05 01:00:00'): nan,\n",
+ " Timestamp('2023-02-05 02:00:00'): nan,\n",
+ " Timestamp('2023-02-05 03:00:00'): nan,\n",
+ " Timestamp('2023-02-05 04:00:00'): nan,\n",
+ " Timestamp('2023-02-05 05:00:00'): nan,\n",
+ " Timestamp('2023-02-05 06:00:00'): nan,\n",
+ " Timestamp('2023-02-05 07:00:00'): nan,\n",
+ " Timestamp('2023-02-05 08:00:00'): nan,\n",
+ " Timestamp('2023-02-05 09:00:00'): nan,\n",
+ " Timestamp('2023-02-05 10:00:00'): nan,\n",
+ " Timestamp('2023-02-05 11:00:00'): nan,\n",
+ " Timestamp('2023-02-05 12:00:00'): nan,\n",
+ " Timestamp('2023-02-05 13:00:00'): nan,\n",
+ " Timestamp('2023-02-05 14:00:00'): nan,\n",
+ " Timestamp('2023-02-05 15:00:00'): nan,\n",
+ " Timestamp('2023-02-05 16:00:00'): nan,\n",
+ " Timestamp('2023-02-05 17:00:00'): nan,\n",
+ " Timestamp('2023-02-05 18:00:00'): nan,\n",
+ " Timestamp('2023-02-05 19:00:00'): nan,\n",
+ " Timestamp('2023-02-05 20:00:00'): nan,\n",
+ " Timestamp('2023-02-05 21:00:00'): nan,\n",
+ " Timestamp('2023-02-05 22:00:00'): nan,\n",
+ " Timestamp('2023-02-05 23:00:00'): nan,\n",
+ " Timestamp('2023-02-06 00:00:00'): nan,\n",
+ " Timestamp('2023-02-06 01:00:00'): nan,\n",
+ " Timestamp('2023-02-06 02:00:00'): nan,\n",
+ " Timestamp('2023-02-06 03:00:00'): nan,\n",
+ " Timestamp('2023-02-06 04:00:00'): nan,\n",
+ " Timestamp('2023-02-06 05:00:00'): nan,\n",
+ " Timestamp('2023-02-06 06:00:00'): nan,\n",
+ " Timestamp('2023-02-06 07:00:00'): nan,\n",
+ " Timestamp('2023-02-06 08:00:00'): nan,\n",
+ " Timestamp('2023-02-06 09:00:00'): nan,\n",
+ " Timestamp('2023-02-06 10:00:00'): nan,\n",
+ " Timestamp('2023-02-06 11:00:00'): nan,\n",
+ " Timestamp('2023-02-06 12:00:00'): nan,\n",
+ " Timestamp('2023-02-06 13:00:00'): nan,\n",
+ " Timestamp('2023-02-06 14:00:00'): nan,\n",
+ " Timestamp('2023-02-06 15:00:00'): nan,\n",
+ " Timestamp('2023-02-06 16:00:00'): nan,\n",
+ " Timestamp('2023-02-06 17:00:00'): nan,\n",
+ " Timestamp('2023-02-06 18:00:00'): nan,\n",
+ " Timestamp('2023-02-06 19:00:00'): nan,\n",
+ " Timestamp('2023-02-06 20:00:00'): nan,\n",
+ " Timestamp('2023-02-06 21:00:00'): nan,\n",
+ " Timestamp('2023-02-06 22:00:00'): nan,\n",
+ " Timestamp('2023-02-06 23:00:00'): nan,\n",
+ " Timestamp('2023-02-07 00:00:00'): nan,\n",
+ " Timestamp('2023-02-07 01:00:00'): nan,\n",
+ " Timestamp('2023-02-07 02:00:00'): nan,\n",
+ " Timestamp('2023-02-07 03:00:00'): nan,\n",
+ " Timestamp('2023-02-07 04:00:00'): nan,\n",
+ " Timestamp('2023-02-07 05:00:00'): nan,\n",
+ " Timestamp('2023-02-07 06:00:00'): nan,\n",
+ " Timestamp('2023-02-07 07:00:00'): nan,\n",
+ " Timestamp('2023-02-07 08:00:00'): nan,\n",
+ " Timestamp('2023-02-07 09:00:00'): nan,\n",
+ " Timestamp('2023-02-07 10:00:00'): nan,\n",
+ " Timestamp('2023-02-07 11:00:00'): nan,\n",
+ " Timestamp('2023-02-07 12:00:00'): nan,\n",
+ " Timestamp('2023-02-07 13:00:00'): nan,\n",
+ " Timestamp('2023-02-07 14:00:00'): nan,\n",
+ " Timestamp('2023-02-07 15:00:00'): nan,\n",
+ " Timestamp('2023-02-07 16:00:00'): nan,\n",
+ " Timestamp('2023-02-07 17:00:00'): nan,\n",
+ " Timestamp('2023-02-07 18:00:00'): nan,\n",
+ " Timestamp('2023-02-07 19:00:00'): nan,\n",
+ " Timestamp('2023-02-07 20:00:00'): nan,\n",
+ " Timestamp('2023-02-07 21:00:00'): nan,\n",
+ " Timestamp('2023-02-07 22:00:00'): nan,\n",
+ " Timestamp('2023-02-07 23:00:00'): nan,\n",
+ " Timestamp('2023-02-08 00:00:00'): nan,\n",
+ " Timestamp('2023-02-08 01:00:00'): nan,\n",
+ " Timestamp('2023-02-08 02:00:00'): nan,\n",
+ " Timestamp('2023-02-08 03:00:00'): nan,\n",
+ " Timestamp('2023-02-08 04:00:00'): nan,\n",
+ " Timestamp('2023-02-08 05:00:00'): nan,\n",
+ " Timestamp('2023-02-08 06:00:00'): nan,\n",
+ " Timestamp('2023-02-08 07:00:00'): nan,\n",
+ " Timestamp('2023-02-08 08:00:00'): nan,\n",
+ " Timestamp('2023-02-08 09:00:00'): nan,\n",
+ " Timestamp('2023-02-08 10:00:00'): nan,\n",
+ " Timestamp('2023-02-08 11:00:00'): nan,\n",
+ " Timestamp('2023-02-08 12:00:00'): nan,\n",
+ " Timestamp('2023-02-08 13:00:00'): nan,\n",
+ " Timestamp('2023-02-08 14:00:00'): nan,\n",
+ " Timestamp('2023-02-08 15:00:00'): nan,\n",
+ " Timestamp('2023-02-08 16:00:00'): nan,\n",
+ " Timestamp('2023-02-08 17:00:00'): nan,\n",
+ " Timestamp('2023-02-08 18:00:00'): nan,\n",
+ " Timestamp('2023-02-08 19:00:00'): nan,\n",
+ " Timestamp('2023-02-08 20:00:00'): nan,\n",
+ " Timestamp('2023-02-08 21:00:00'): nan,\n",
+ " Timestamp('2023-02-08 22:00:00'): nan,\n",
+ " Timestamp('2023-02-08 23:00:00'): nan,\n",
+ " Timestamp('2023-02-09 00:00:00'): nan,\n",
+ " Timestamp('2023-02-09 01:00:00'): nan,\n",
+ " Timestamp('2023-02-09 02:00:00'): nan,\n",
+ " Timestamp('2023-02-09 03:00:00'): nan,\n",
+ " Timestamp('2023-02-09 04:00:00'): nan,\n",
+ " Timestamp('2023-02-09 05:00:00'): nan,\n",
+ " Timestamp('2023-02-09 06:00:00'): nan,\n",
+ " Timestamp('2023-02-09 07:00:00'): nan,\n",
+ " Timestamp('2023-02-09 08:00:00'): nan,\n",
+ " Timestamp('2023-02-09 09:00:00'): nan,\n",
+ " Timestamp('2023-02-09 10:00:00'): nan,\n",
+ " Timestamp('2023-02-09 11:00:00'): nan,\n",
+ " Timestamp('2023-02-09 12:00:00'): nan,\n",
+ " Timestamp('2023-02-09 13:00:00'): nan,\n",
+ " Timestamp('2023-02-09 14:00:00'): nan,\n",
+ " Timestamp('2023-02-09 15:00:00'): nan,\n",
+ " Timestamp('2023-02-09 16:00:00'): nan,\n",
+ " Timestamp('2023-02-09 17:00:00'): nan,\n",
+ " Timestamp('2023-02-09 18:00:00'): nan,\n",
+ " Timestamp('2023-02-09 19:00:00'): nan,\n",
+ " Timestamp('2023-02-09 20:00:00'): nan,\n",
+ " Timestamp('2023-02-09 21:00:00'): nan,\n",
+ " Timestamp('2023-02-09 22:00:00'): nan,\n",
+ " Timestamp('2023-02-09 23:00:00'): nan,\n",
+ " Timestamp('2023-02-10 00:00:00'): nan,\n",
+ " Timestamp('2023-02-10 01:00:00'): nan,\n",
+ " Timestamp('2023-02-10 03:00:00'): nan,\n",
+ " Timestamp('2023-02-10 04:00:00'): nan,\n",
+ " Timestamp('2023-02-10 05:00:00'): nan,\n",
+ " Timestamp('2023-02-10 06:00:00'): nan,\n",
+ " Timestamp('2023-02-10 07:00:00'): nan,\n",
+ " Timestamp('2023-02-10 08:00:00'): nan,\n",
+ " Timestamp('2023-02-10 09:00:00'): nan,\n",
+ " Timestamp('2023-02-10 10:00:00'): nan,\n",
+ " Timestamp('2023-02-10 11:00:00'): nan,\n",
+ " Timestamp('2023-02-10 12:00:00'): nan,\n",
+ " Timestamp('2023-02-10 13:00:00'): nan,\n",
+ " Timestamp('2023-02-10 14:00:00'): nan,\n",
+ " Timestamp('2023-02-10 15:00:00'): nan,\n",
+ " Timestamp('2023-02-10 16:00:00'): nan,\n",
+ " Timestamp('2023-02-10 17:00:00'): nan,\n",
+ " Timestamp('2023-02-10 18:00:00'): nan,\n",
+ " Timestamp('2023-02-10 19:00:00'): nan,\n",
+ " Timestamp('2023-02-10 20:00:00'): nan,\n",
+ " Timestamp('2023-02-10 21:00:00'): nan,\n",
+ " Timestamp('2023-02-10 22:00:00'): nan,\n",
+ " Timestamp('2023-02-10 23:00:00'): nan,\n",
+ " Timestamp('2023-02-11 00:00:00'): nan,\n",
+ " Timestamp('2023-02-11 01:00:00'): nan,\n",
+ " Timestamp('2023-02-11 02:00:00'): nan,\n",
+ " Timestamp('2023-02-11 03:00:00'): nan,\n",
+ " Timestamp('2023-02-11 04:00:00'): nan,\n",
+ " Timestamp('2023-02-11 05:00:00'): nan,\n",
+ " Timestamp('2023-02-11 06:00:00'): nan,\n",
+ " Timestamp('2023-02-11 07:00:00'): nan,\n",
+ " Timestamp('2023-02-11 08:00:00'): nan,\n",
+ " Timestamp('2023-02-11 09:00:00'): nan,\n",
+ " Timestamp('2023-02-11 10:00:00'): nan,\n",
+ " Timestamp('2023-02-11 11:00:00'): nan,\n",
+ " Timestamp('2023-02-11 12:00:00'): nan,\n",
+ " Timestamp('2023-02-11 13:00:00'): nan,\n",
+ " Timestamp('2023-02-11 14:00:00'): nan,\n",
+ " Timestamp('2023-02-11 15:00:00'): nan,\n",
+ " Timestamp('2023-02-11 16:00:00'): nan,\n",
+ " Timestamp('2023-02-11 17:00:00'): nan,\n",
+ " Timestamp('2023-02-11 18:00:00'): nan,\n",
+ " Timestamp('2023-02-11 19:00:00'): nan,\n",
+ " ...},\n",
+ " 'VIS': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 05:00:00'): nan,\n",
+ " Timestamp('2023-01-01 06:00:00'): nan,\n",
+ " Timestamp('2023-01-01 07:00:00'): nan,\n",
+ " Timestamp('2023-01-01 08:00:00'): nan,\n",
+ " Timestamp('2023-01-01 09:00:00'): nan,\n",
+ " Timestamp('2023-01-01 10:00:00'): nan,\n",
+ " Timestamp('2023-01-01 11:00:00'): nan,\n",
+ " Timestamp('2023-01-01 12:00:00'): nan,\n",
+ " Timestamp('2023-01-01 13:00:00'): nan,\n",
+ " Timestamp('2023-01-01 14:00:00'): nan,\n",
+ " Timestamp('2023-01-01 15:00:00'): nan,\n",
+ " Timestamp('2023-01-01 16:00:00'): nan,\n",
+ " Timestamp('2023-01-01 17:00:00'): nan,\n",
+ " Timestamp('2023-01-01 18:00:00'): nan,\n",
+ " Timestamp('2023-01-01 19:00:00'): nan,\n",
+ " Timestamp('2023-01-01 20:00:00'): nan,\n",
+ " Timestamp('2023-01-01 21:00:00'): nan,\n",
+ " Timestamp('2023-01-01 22:00:00'): nan,\n",
+ " Timestamp('2023-01-01 23:00:00'): nan,\n",
+ " Timestamp('2023-01-02 00:00:00'): nan,\n",
+ " Timestamp('2023-01-02 01:00:00'): nan,\n",
+ " Timestamp('2023-01-02 02:00:00'): nan,\n",
+ " Timestamp('2023-01-02 03:00:00'): nan,\n",
+ " Timestamp('2023-01-02 04:00:00'): nan,\n",
+ " Timestamp('2023-01-02 05:00:00'): nan,\n",
+ " Timestamp('2023-01-02 06:00:00'): nan,\n",
+ " Timestamp('2023-01-02 07:00:00'): nan,\n",
+ " Timestamp('2023-01-02 08:00:00'): nan,\n",
+ " Timestamp('2023-01-02 09:00:00'): nan,\n",
+ " Timestamp('2023-01-02 10:00:00'): nan,\n",
+ " Timestamp('2023-01-02 11:00:00'): nan,\n",
+ " Timestamp('2023-01-02 12:00:00'): nan,\n",
+ " Timestamp('2023-01-02 13:00:00'): nan,\n",
+ " Timestamp('2023-01-02 14:00:00'): nan,\n",
+ " Timestamp('2023-01-02 15:00:00'): nan,\n",
+ " Timestamp('2023-01-02 16:00:00'): nan,\n",
+ " Timestamp('2023-01-02 17:00:00'): nan,\n",
+ " Timestamp('2023-01-02 18:00:00'): nan,\n",
+ " Timestamp('2023-01-02 19:00:00'): nan,\n",
+ " Timestamp('2023-01-02 20:00:00'): nan,\n",
+ " Timestamp('2023-01-02 21:00:00'): nan,\n",
+ " Timestamp('2023-01-02 22:00:00'): nan,\n",
+ " Timestamp('2023-01-02 23:00:00'): nan,\n",
+ " Timestamp('2023-01-03 00:00:00'): nan,\n",
+ " Timestamp('2023-01-03 01:00:00'): nan,\n",
+ " Timestamp('2023-01-03 02:00:00'): nan,\n",
+ " Timestamp('2023-01-03 03:00:00'): nan,\n",
+ " Timestamp('2023-01-03 04:00:00'): nan,\n",
+ " Timestamp('2023-01-03 05:00:00'): nan,\n",
+ " Timestamp('2023-01-03 06:00:00'): nan,\n",
+ " Timestamp('2023-01-03 07:00:00'): nan,\n",
+ " Timestamp('2023-01-03 08:00:00'): nan,\n",
+ " Timestamp('2023-01-03 09:00:00'): nan,\n",
+ " Timestamp('2023-01-03 10:00:00'): nan,\n",
+ " Timestamp('2023-01-03 11:00:00'): nan,\n",
+ " Timestamp('2023-01-03 12:00:00'): nan,\n",
+ " Timestamp('2023-01-03 13:00:00'): nan,\n",
+ " Timestamp('2023-01-03 14:00:00'): nan,\n",
+ " Timestamp('2023-01-03 15:00:00'): nan,\n",
+ " Timestamp('2023-01-03 16:00:00'): nan,\n",
+ " Timestamp('2023-01-03 17:00:00'): nan,\n",
+ " Timestamp('2023-01-03 18:00:00'): nan,\n",
+ " Timestamp('2023-01-03 19:00:00'): nan,\n",
+ " Timestamp('2023-01-03 20:00:00'): nan,\n",
+ " Timestamp('2023-01-03 21:00:00'): nan,\n",
+ " Timestamp('2023-01-03 22:00:00'): nan,\n",
+ " Timestamp('2023-01-03 23:00:00'): nan,\n",
+ " Timestamp('2023-01-04 00:00:00'): nan,\n",
+ " Timestamp('2023-01-04 01:00:00'): nan,\n",
+ " Timestamp('2023-01-04 02:00:00'): nan,\n",
+ " Timestamp('2023-01-04 03:00:00'): nan,\n",
+ " Timestamp('2023-01-04 04:00:00'): nan,\n",
+ " Timestamp('2023-01-04 05:00:00'): nan,\n",
+ " Timestamp('2023-01-04 06:00:00'): nan,\n",
+ " Timestamp('2023-01-04 07:00:00'): nan,\n",
+ " Timestamp('2023-01-04 08:00:00'): nan,\n",
+ " Timestamp('2023-01-04 09:00:00'): nan,\n",
+ " Timestamp('2023-01-04 10:00:00'): nan,\n",
+ " Timestamp('2023-01-04 11:00:00'): nan,\n",
+ " Timestamp('2023-01-04 12:00:00'): nan,\n",
+ " Timestamp('2023-01-04 13:00:00'): nan,\n",
+ " Timestamp('2023-01-04 14:00:00'): nan,\n",
+ " Timestamp('2023-01-04 15:00:00'): nan,\n",
+ " Timestamp('2023-01-04 16:00:00'): nan,\n",
+ " Timestamp('2023-01-04 17:00:00'): nan,\n",
+ " Timestamp('2023-01-04 18:00:00'): nan,\n",
+ " Timestamp('2023-01-04 19:00:00'): nan,\n",
+ " Timestamp('2023-01-04 20:00:00'): nan,\n",
+ " Timestamp('2023-01-04 21:00:00'): nan,\n",
+ " Timestamp('2023-01-04 22:00:00'): nan,\n",
+ " Timestamp('2023-01-04 23:00:00'): nan,\n",
+ " Timestamp('2023-01-05 00:00:00'): nan,\n",
+ " Timestamp('2023-01-05 01:00:00'): nan,\n",
+ " Timestamp('2023-01-05 02:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 04:00:00'): nan,\n",
+ " Timestamp('2023-01-05 05:00:00'): nan,\n",
+ " Timestamp('2023-01-05 06:00:00'): nan,\n",
+ " Timestamp('2023-01-05 07:00:00'): nan,\n",
+ " Timestamp('2023-01-05 08:00:00'): nan,\n",
+ " Timestamp('2023-01-05 09:00:00'): nan,\n",
+ " Timestamp('2023-01-05 10:00:00'): nan,\n",
+ " Timestamp('2023-01-05 11:00:00'): nan,\n",
+ " Timestamp('2023-01-05 13:00:00'): nan,\n",
+ " Timestamp('2023-01-05 14:00:00'): nan,\n",
+ " Timestamp('2023-01-05 16:00:00'): nan,\n",
+ " Timestamp('2023-01-05 17:00:00'): nan,\n",
+ " Timestamp('2023-01-05 18:00:00'): nan,\n",
+ " Timestamp('2023-01-05 19:00:00'): nan,\n",
+ " Timestamp('2023-01-05 20:00:00'): nan,\n",
+ " Timestamp('2023-01-05 21:00:00'): nan,\n",
+ " Timestamp('2023-01-05 22:00:00'): nan,\n",
+ " Timestamp('2023-01-05 23:00:00'): nan,\n",
+ " Timestamp('2023-01-06 00:00:00'): nan,\n",
+ " Timestamp('2023-01-06 01:00:00'): nan,\n",
+ " Timestamp('2023-01-06 02:00:00'): nan,\n",
+ " Timestamp('2023-01-06 03:00:00'): nan,\n",
+ " Timestamp('2023-01-06 04:00:00'): nan,\n",
+ " Timestamp('2023-01-06 05:00:00'): nan,\n",
+ " Timestamp('2023-01-06 06:00:00'): nan,\n",
+ " Timestamp('2023-01-06 07:00:00'): nan,\n",
+ " Timestamp('2023-01-06 08:00:00'): nan,\n",
+ " Timestamp('2023-01-06 09:00:00'): nan,\n",
+ " Timestamp('2023-01-06 10:00:00'): nan,\n",
+ " Timestamp('2023-01-06 11:00:00'): nan,\n",
+ " Timestamp('2023-01-06 12:00:00'): nan,\n",
+ " Timestamp('2023-01-06 13:00:00'): nan,\n",
+ " Timestamp('2023-01-06 14:00:00'): nan,\n",
+ " Timestamp('2023-01-06 15:00:00'): nan,\n",
+ " Timestamp('2023-01-06 16:00:00'): nan,\n",
+ " Timestamp('2023-01-06 17:00:00'): nan,\n",
+ " Timestamp('2023-01-06 18:00:00'): nan,\n",
+ " Timestamp('2023-01-06 19:00:00'): nan,\n",
+ " Timestamp('2023-01-06 20:00:00'): nan,\n",
+ " Timestamp('2023-01-06 21:00:00'): nan,\n",
+ " Timestamp('2023-01-06 22:00:00'): nan,\n",
+ " Timestamp('2023-01-06 23:00:00'): nan,\n",
+ " Timestamp('2023-01-07 00:00:00'): nan,\n",
+ " Timestamp('2023-01-07 01:00:00'): nan,\n",
+ " Timestamp('2023-01-07 02:00:00'): nan,\n",
+ " Timestamp('2023-01-07 03:00:00'): nan,\n",
+ " Timestamp('2023-01-07 04:00:00'): nan,\n",
+ " Timestamp('2023-01-07 05:00:00'): nan,\n",
+ " Timestamp('2023-01-07 06:00:00'): nan,\n",
+ " Timestamp('2023-01-07 07:00:00'): nan,\n",
+ " Timestamp('2023-01-07 08:00:00'): nan,\n",
+ " Timestamp('2023-01-07 09:00:00'): nan,\n",
+ " Timestamp('2023-01-07 10:00:00'): nan,\n",
+ " Timestamp('2023-01-07 11:00:00'): nan,\n",
+ " Timestamp('2023-01-07 12:00:00'): nan,\n",
+ " Timestamp('2023-01-07 13:00:00'): nan,\n",
+ " Timestamp('2023-01-07 14:00:00'): nan,\n",
+ " Timestamp('2023-01-07 15:00:00'): nan,\n",
+ " Timestamp('2023-01-07 16:00:00'): nan,\n",
+ " Timestamp('2023-01-07 17:00:00'): nan,\n",
+ " Timestamp('2023-01-07 18:00:00'): nan,\n",
+ " Timestamp('2023-01-07 19:00:00'): nan,\n",
+ " Timestamp('2023-01-07 20:00:00'): nan,\n",
+ " Timestamp('2023-01-07 21:00:00'): nan,\n",
+ " Timestamp('2023-01-07 22:00:00'): nan,\n",
+ " Timestamp('2023-01-07 23:00:00'): nan,\n",
+ " Timestamp('2023-01-08 00:00:00'): nan,\n",
+ " Timestamp('2023-01-08 01:00:00'): nan,\n",
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+ " Timestamp('2023-02-06 17:00:00'): nan,\n",
+ " Timestamp('2023-02-06 18:00:00'): nan,\n",
+ " Timestamp('2023-02-06 19:00:00'): nan,\n",
+ " Timestamp('2023-02-06 20:00:00'): nan,\n",
+ " Timestamp('2023-02-06 21:00:00'): nan,\n",
+ " Timestamp('2023-02-06 22:00:00'): nan,\n",
+ " Timestamp('2023-02-06 23:00:00'): nan,\n",
+ " Timestamp('2023-02-07 00:00:00'): nan,\n",
+ " Timestamp('2023-02-07 01:00:00'): nan,\n",
+ " Timestamp('2023-02-07 02:00:00'): nan,\n",
+ " Timestamp('2023-02-07 03:00:00'): nan,\n",
+ " Timestamp('2023-02-07 04:00:00'): nan,\n",
+ " Timestamp('2023-02-07 05:00:00'): nan,\n",
+ " Timestamp('2023-02-07 06:00:00'): nan,\n",
+ " Timestamp('2023-02-07 07:00:00'): nan,\n",
+ " Timestamp('2023-02-07 08:00:00'): nan,\n",
+ " Timestamp('2023-02-07 09:00:00'): nan,\n",
+ " Timestamp('2023-02-07 10:00:00'): nan,\n",
+ " Timestamp('2023-02-07 11:00:00'): nan,\n",
+ " Timestamp('2023-02-07 12:00:00'): nan,\n",
+ " Timestamp('2023-02-07 13:00:00'): nan,\n",
+ " Timestamp('2023-02-07 14:00:00'): nan,\n",
+ " Timestamp('2023-02-07 15:00:00'): nan,\n",
+ " Timestamp('2023-02-07 16:00:00'): nan,\n",
+ " Timestamp('2023-02-07 17:00:00'): nan,\n",
+ " Timestamp('2023-02-07 18:00:00'): nan,\n",
+ " Timestamp('2023-02-07 19:00:00'): nan,\n",
+ " Timestamp('2023-02-07 20:00:00'): nan,\n",
+ " Timestamp('2023-02-07 21:00:00'): nan,\n",
+ " Timestamp('2023-02-07 22:00:00'): nan,\n",
+ " Timestamp('2023-02-07 23:00:00'): nan,\n",
+ " Timestamp('2023-02-08 00:00:00'): nan,\n",
+ " Timestamp('2023-02-08 01:00:00'): nan,\n",
+ " Timestamp('2023-02-08 02:00:00'): nan,\n",
+ " Timestamp('2023-02-08 03:00:00'): nan,\n",
+ " Timestamp('2023-02-08 04:00:00'): nan,\n",
+ " Timestamp('2023-02-08 05:00:00'): nan,\n",
+ " Timestamp('2023-02-08 06:00:00'): nan,\n",
+ " Timestamp('2023-02-08 07:00:00'): nan,\n",
+ " Timestamp('2023-02-08 08:00:00'): nan,\n",
+ " Timestamp('2023-02-08 09:00:00'): nan,\n",
+ " Timestamp('2023-02-08 10:00:00'): nan,\n",
+ " Timestamp('2023-02-08 11:00:00'): nan,\n",
+ " Timestamp('2023-02-08 12:00:00'): nan,\n",
+ " Timestamp('2023-02-08 13:00:00'): nan,\n",
+ " Timestamp('2023-02-08 14:00:00'): nan,\n",
+ " Timestamp('2023-02-08 15:00:00'): nan,\n",
+ " Timestamp('2023-02-08 16:00:00'): nan,\n",
+ " Timestamp('2023-02-08 17:00:00'): nan,\n",
+ " Timestamp('2023-02-08 18:00:00'): nan,\n",
+ " Timestamp('2023-02-08 19:00:00'): nan,\n",
+ " Timestamp('2023-02-08 20:00:00'): nan,\n",
+ " Timestamp('2023-02-08 21:00:00'): nan,\n",
+ " Timestamp('2023-02-08 22:00:00'): nan,\n",
+ " Timestamp('2023-02-08 23:00:00'): nan,\n",
+ " Timestamp('2023-02-09 00:00:00'): nan,\n",
+ " Timestamp('2023-02-09 01:00:00'): nan,\n",
+ " Timestamp('2023-02-09 02:00:00'): nan,\n",
+ " Timestamp('2023-02-09 03:00:00'): nan,\n",
+ " Timestamp('2023-02-09 04:00:00'): nan,\n",
+ " Timestamp('2023-02-09 05:00:00'): nan,\n",
+ " Timestamp('2023-02-09 06:00:00'): nan,\n",
+ " Timestamp('2023-02-09 07:00:00'): nan,\n",
+ " Timestamp('2023-02-09 08:00:00'): nan,\n",
+ " Timestamp('2023-02-09 09:00:00'): nan,\n",
+ " Timestamp('2023-02-09 10:00:00'): nan,\n",
+ " Timestamp('2023-02-09 11:00:00'): nan,\n",
+ " Timestamp('2023-02-09 12:00:00'): nan,\n",
+ " Timestamp('2023-02-09 13:00:00'): nan,\n",
+ " Timestamp('2023-02-09 14:00:00'): nan,\n",
+ " Timestamp('2023-02-09 15:00:00'): nan,\n",
+ " Timestamp('2023-02-09 16:00:00'): nan,\n",
+ " Timestamp('2023-02-09 17:00:00'): nan,\n",
+ " Timestamp('2023-02-09 18:00:00'): nan,\n",
+ " Timestamp('2023-02-09 19:00:00'): nan,\n",
+ " Timestamp('2023-02-09 20:00:00'): nan,\n",
+ " Timestamp('2023-02-09 21:00:00'): nan,\n",
+ " Timestamp('2023-02-09 22:00:00'): nan,\n",
+ " Timestamp('2023-02-09 23:00:00'): nan,\n",
+ " Timestamp('2023-02-10 00:00:00'): nan,\n",
+ " Timestamp('2023-02-10 01:00:00'): nan,\n",
+ " Timestamp('2023-02-10 03:00:00'): nan,\n",
+ " Timestamp('2023-02-10 04:00:00'): nan,\n",
+ " Timestamp('2023-02-10 05:00:00'): nan,\n",
+ " Timestamp('2023-02-10 06:00:00'): nan,\n",
+ " Timestamp('2023-02-10 07:00:00'): nan,\n",
+ " Timestamp('2023-02-10 08:00:00'): nan,\n",
+ " Timestamp('2023-02-10 09:00:00'): nan,\n",
+ " Timestamp('2023-02-10 10:00:00'): nan,\n",
+ " Timestamp('2023-02-10 11:00:00'): nan,\n",
+ " Timestamp('2023-02-10 12:00:00'): nan,\n",
+ " Timestamp('2023-02-10 13:00:00'): nan,\n",
+ " Timestamp('2023-02-10 14:00:00'): nan,\n",
+ " Timestamp('2023-02-10 15:00:00'): nan,\n",
+ " Timestamp('2023-02-10 16:00:00'): nan,\n",
+ " Timestamp('2023-02-10 17:00:00'): nan,\n",
+ " Timestamp('2023-02-10 18:00:00'): nan,\n",
+ " Timestamp('2023-02-10 19:00:00'): nan,\n",
+ " Timestamp('2023-02-10 20:00:00'): nan,\n",
+ " Timestamp('2023-02-10 21:00:00'): nan,\n",
+ " Timestamp('2023-02-10 22:00:00'): nan,\n",
+ " Timestamp('2023-02-10 23:00:00'): nan,\n",
+ " Timestamp('2023-02-11 00:00:00'): nan,\n",
+ " Timestamp('2023-02-11 01:00:00'): nan,\n",
+ " Timestamp('2023-02-11 02:00:00'): nan,\n",
+ " Timestamp('2023-02-11 03:00:00'): nan,\n",
+ " Timestamp('2023-02-11 04:00:00'): nan,\n",
+ " Timestamp('2023-02-11 05:00:00'): nan,\n",
+ " Timestamp('2023-02-11 06:00:00'): nan,\n",
+ " Timestamp('2023-02-11 07:00:00'): nan,\n",
+ " Timestamp('2023-02-11 08:00:00'): nan,\n",
+ " Timestamp('2023-02-11 09:00:00'): nan,\n",
+ " Timestamp('2023-02-11 10:00:00'): nan,\n",
+ " Timestamp('2023-02-11 11:00:00'): nan,\n",
+ " Timestamp('2023-02-11 12:00:00'): nan,\n",
+ " Timestamp('2023-02-11 13:00:00'): nan,\n",
+ " Timestamp('2023-02-11 14:00:00'): nan,\n",
+ " Timestamp('2023-02-11 15:00:00'): nan,\n",
+ " Timestamp('2023-02-11 16:00:00'): nan,\n",
+ " Timestamp('2023-02-11 17:00:00'): nan,\n",
+ " Timestamp('2023-02-11 18:00:00'): nan,\n",
+ " Timestamp('2023-02-11 19:00:00'): nan,\n",
+ " ...},\n",
+ " 'TIDE': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 05:00:00'): nan,\n",
+ " Timestamp('2023-01-01 06:00:00'): nan,\n",
+ " Timestamp('2023-01-01 07:00:00'): nan,\n",
+ " Timestamp('2023-01-01 08:00:00'): nan,\n",
+ " Timestamp('2023-01-01 09:00:00'): nan,\n",
+ " Timestamp('2023-01-01 10:00:00'): nan,\n",
+ " Timestamp('2023-01-01 11:00:00'): nan,\n",
+ " Timestamp('2023-01-01 12:00:00'): nan,\n",
+ " Timestamp('2023-01-01 13:00:00'): nan,\n",
+ " Timestamp('2023-01-01 14:00:00'): nan,\n",
+ " Timestamp('2023-01-01 15:00:00'): nan,\n",
+ " Timestamp('2023-01-01 16:00:00'): nan,\n",
+ " Timestamp('2023-01-01 17:00:00'): nan,\n",
+ " Timestamp('2023-01-01 18:00:00'): nan,\n",
+ " Timestamp('2023-01-01 19:00:00'): nan,\n",
+ " Timestamp('2023-01-01 20:00:00'): nan,\n",
+ " Timestamp('2023-01-01 21:00:00'): nan,\n",
+ " Timestamp('2023-01-01 22:00:00'): nan,\n",
+ " Timestamp('2023-01-01 23:00:00'): nan,\n",
+ " Timestamp('2023-01-02 00:00:00'): nan,\n",
+ " Timestamp('2023-01-02 01:00:00'): nan,\n",
+ " Timestamp('2023-01-02 02:00:00'): nan,\n",
+ " Timestamp('2023-01-02 03:00:00'): nan,\n",
+ " Timestamp('2023-01-02 04:00:00'): nan,\n",
+ " Timestamp('2023-01-02 05:00:00'): nan,\n",
+ " Timestamp('2023-01-02 06:00:00'): nan,\n",
+ " Timestamp('2023-01-02 07:00:00'): nan,\n",
+ " Timestamp('2023-01-02 08:00:00'): nan,\n",
+ " Timestamp('2023-01-02 09:00:00'): nan,\n",
+ " Timestamp('2023-01-02 10:00:00'): nan,\n",
+ " Timestamp('2023-01-02 11:00:00'): nan,\n",
+ " Timestamp('2023-01-02 12:00:00'): nan,\n",
+ " Timestamp('2023-01-02 13:00:00'): nan,\n",
+ " Timestamp('2023-01-02 14:00:00'): nan,\n",
+ " Timestamp('2023-01-02 15:00:00'): nan,\n",
+ " Timestamp('2023-01-02 16:00:00'): nan,\n",
+ " Timestamp('2023-01-02 17:00:00'): nan,\n",
+ " Timestamp('2023-01-02 18:00:00'): nan,\n",
+ " Timestamp('2023-01-02 19:00:00'): nan,\n",
+ " Timestamp('2023-01-02 20:00:00'): nan,\n",
+ " Timestamp('2023-01-02 21:00:00'): nan,\n",
+ " Timestamp('2023-01-02 22:00:00'): nan,\n",
+ " Timestamp('2023-01-02 23:00:00'): nan,\n",
+ " Timestamp('2023-01-03 00:00:00'): nan,\n",
+ " Timestamp('2023-01-03 01:00:00'): nan,\n",
+ " Timestamp('2023-01-03 02:00:00'): nan,\n",
+ " Timestamp('2023-01-03 03:00:00'): nan,\n",
+ " Timestamp('2023-01-03 04:00:00'): nan,\n",
+ " Timestamp('2023-01-03 05:00:00'): nan,\n",
+ " Timestamp('2023-01-03 06:00:00'): nan,\n",
+ " Timestamp('2023-01-03 07:00:00'): nan,\n",
+ " Timestamp('2023-01-03 08:00:00'): nan,\n",
+ " Timestamp('2023-01-03 09:00:00'): nan,\n",
+ " Timestamp('2023-01-03 10:00:00'): nan,\n",
+ " Timestamp('2023-01-03 11:00:00'): nan,\n",
+ " Timestamp('2023-01-03 12:00:00'): nan,\n",
+ " Timestamp('2023-01-03 13:00:00'): nan,\n",
+ " Timestamp('2023-01-03 14:00:00'): nan,\n",
+ " Timestamp('2023-01-03 15:00:00'): nan,\n",
+ " Timestamp('2023-01-03 16:00:00'): nan,\n",
+ " Timestamp('2023-01-03 17:00:00'): nan,\n",
+ " Timestamp('2023-01-03 18:00:00'): nan,\n",
+ " Timestamp('2023-01-03 19:00:00'): nan,\n",
+ " Timestamp('2023-01-03 20:00:00'): nan,\n",
+ " Timestamp('2023-01-03 21:00:00'): nan,\n",
+ " Timestamp('2023-01-03 22:00:00'): nan,\n",
+ " Timestamp('2023-01-03 23:00:00'): nan,\n",
+ " Timestamp('2023-01-04 00:00:00'): nan,\n",
+ " Timestamp('2023-01-04 01:00:00'): nan,\n",
+ " Timestamp('2023-01-04 02:00:00'): nan,\n",
+ " Timestamp('2023-01-04 03:00:00'): nan,\n",
+ " Timestamp('2023-01-04 04:00:00'): nan,\n",
+ " Timestamp('2023-01-04 05:00:00'): nan,\n",
+ " Timestamp('2023-01-04 06:00:00'): nan,\n",
+ " Timestamp('2023-01-04 07:00:00'): nan,\n",
+ " Timestamp('2023-01-04 08:00:00'): nan,\n",
+ " Timestamp('2023-01-04 09:00:00'): nan,\n",
+ " Timestamp('2023-01-04 10:00:00'): nan,\n",
+ " Timestamp('2023-01-04 11:00:00'): nan,\n",
+ " Timestamp('2023-01-04 12:00:00'): nan,\n",
+ " Timestamp('2023-01-04 13:00:00'): nan,\n",
+ " Timestamp('2023-01-04 14:00:00'): nan,\n",
+ " Timestamp('2023-01-04 15:00:00'): nan,\n",
+ " Timestamp('2023-01-04 16:00:00'): nan,\n",
+ " Timestamp('2023-01-04 17:00:00'): nan,\n",
+ " Timestamp('2023-01-04 18:00:00'): nan,\n",
+ " Timestamp('2023-01-04 19:00:00'): nan,\n",
+ " Timestamp('2023-01-04 20:00:00'): nan,\n",
+ " Timestamp('2023-01-04 21:00:00'): nan,\n",
+ " Timestamp('2023-01-04 22:00:00'): nan,\n",
+ " Timestamp('2023-01-04 23:00:00'): nan,\n",
+ " Timestamp('2023-01-05 00:00:00'): nan,\n",
+ " Timestamp('2023-01-05 01:00:00'): nan,\n",
+ " Timestamp('2023-01-05 02:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 04:00:00'): nan,\n",
+ " Timestamp('2023-01-05 05:00:00'): nan,\n",
+ " Timestamp('2023-01-05 06:00:00'): nan,\n",
+ " Timestamp('2023-01-05 07:00:00'): nan,\n",
+ " Timestamp('2023-01-05 08:00:00'): nan,\n",
+ " Timestamp('2023-01-05 09:00:00'): nan,\n",
+ " Timestamp('2023-01-05 10:00:00'): nan,\n",
+ " Timestamp('2023-01-05 11:00:00'): nan,\n",
+ " Timestamp('2023-01-05 13:00:00'): nan,\n",
+ " Timestamp('2023-01-05 14:00:00'): nan,\n",
+ " Timestamp('2023-01-05 16:00:00'): nan,\n",
+ " Timestamp('2023-01-05 17:00:00'): nan,\n",
+ " Timestamp('2023-01-05 18:00:00'): nan,\n",
+ " Timestamp('2023-01-05 19:00:00'): nan,\n",
+ " Timestamp('2023-01-05 20:00:00'): nan,\n",
+ " Timestamp('2023-01-05 21:00:00'): nan,\n",
+ " Timestamp('2023-01-05 22:00:00'): nan,\n",
+ " Timestamp('2023-01-05 23:00:00'): nan,\n",
+ " Timestamp('2023-01-06 00:00:00'): nan,\n",
+ " Timestamp('2023-01-06 01:00:00'): nan,\n",
+ " Timestamp('2023-01-06 02:00:00'): nan,\n",
+ " Timestamp('2023-01-06 03:00:00'): nan,\n",
+ " Timestamp('2023-01-06 04:00:00'): nan,\n",
+ " Timestamp('2023-01-06 05:00:00'): nan,\n",
+ " Timestamp('2023-01-06 06:00:00'): nan,\n",
+ " Timestamp('2023-01-06 07:00:00'): nan,\n",
+ " Timestamp('2023-01-06 08:00:00'): nan,\n",
+ " Timestamp('2023-01-06 09:00:00'): nan,\n",
+ " Timestamp('2023-01-06 10:00:00'): nan,\n",
+ " Timestamp('2023-01-06 11:00:00'): nan,\n",
+ " Timestamp('2023-01-06 12:00:00'): nan,\n",
+ " Timestamp('2023-01-06 13:00:00'): nan,\n",
+ " Timestamp('2023-01-06 14:00:00'): nan,\n",
+ " Timestamp('2023-01-06 15:00:00'): nan,\n",
+ " Timestamp('2023-01-06 16:00:00'): nan,\n",
+ " Timestamp('2023-01-06 17:00:00'): nan,\n",
+ " Timestamp('2023-01-06 18:00:00'): nan,\n",
+ " Timestamp('2023-01-06 19:00:00'): nan,\n",
+ " Timestamp('2023-01-06 20:00:00'): nan,\n",
+ " Timestamp('2023-01-06 21:00:00'): nan,\n",
+ " Timestamp('2023-01-06 22:00:00'): nan,\n",
+ " Timestamp('2023-01-06 23:00:00'): nan,\n",
+ " Timestamp('2023-01-07 00:00:00'): nan,\n",
+ " Timestamp('2023-01-07 01:00:00'): nan,\n",
+ " Timestamp('2023-01-07 02:00:00'): nan,\n",
+ " Timestamp('2023-01-07 03:00:00'): nan,\n",
+ " Timestamp('2023-01-07 04:00:00'): nan,\n",
+ " Timestamp('2023-01-07 05:00:00'): nan,\n",
+ " Timestamp('2023-01-07 06:00:00'): nan,\n",
+ " Timestamp('2023-01-07 07:00:00'): nan,\n",
+ " Timestamp('2023-01-07 08:00:00'): nan,\n",
+ " Timestamp('2023-01-07 09:00:00'): nan,\n",
+ " Timestamp('2023-01-07 10:00:00'): nan,\n",
+ " Timestamp('2023-01-07 11:00:00'): nan,\n",
+ " Timestamp('2023-01-07 12:00:00'): nan,\n",
+ " Timestamp('2023-01-07 13:00:00'): nan,\n",
+ " Timestamp('2023-01-07 14:00:00'): nan,\n",
+ " Timestamp('2023-01-07 15:00:00'): nan,\n",
+ " Timestamp('2023-01-07 16:00:00'): nan,\n",
+ " Timestamp('2023-01-07 17:00:00'): nan,\n",
+ " Timestamp('2023-01-07 18:00:00'): nan,\n",
+ " Timestamp('2023-01-07 19:00:00'): nan,\n",
+ " Timestamp('2023-01-07 20:00:00'): nan,\n",
+ " Timestamp('2023-01-07 21:00:00'): nan,\n",
+ " Timestamp('2023-01-07 22:00:00'): nan,\n",
+ " Timestamp('2023-01-07 23:00:00'): nan,\n",
+ " Timestamp('2023-01-08 00:00:00'): nan,\n",
+ " Timestamp('2023-01-08 01:00:00'): nan,\n",
+ " Timestamp('2023-01-08 02:00:00'): nan,\n",
+ " Timestamp('2023-01-08 03:00:00'): nan,\n",
+ " Timestamp('2023-01-08 04:00:00'): nan,\n",
+ " Timestamp('2023-01-08 05:00:00'): nan,\n",
+ " Timestamp('2023-01-08 06:00:00'): nan,\n",
+ " Timestamp('2023-01-08 07:00:00'): nan,\n",
+ " Timestamp('2023-01-08 08:00:00'): nan,\n",
+ " Timestamp('2023-01-08 09:00:00'): nan,\n",
+ " Timestamp('2023-01-08 10:00:00'): nan,\n",
+ " Timestamp('2023-01-08 11:00:00'): nan,\n",
+ " Timestamp('2023-01-08 12:00:00'): nan,\n",
+ " Timestamp('2023-01-08 13:00:00'): nan,\n",
+ " Timestamp('2023-01-08 14:00:00'): nan,\n",
+ " Timestamp('2023-01-08 15:00:00'): nan,\n",
+ " Timestamp('2023-01-08 16:00:00'): nan,\n",
+ " Timestamp('2023-01-08 17:00:00'): nan,\n",
+ " Timestamp('2023-01-08 18:00:00'): nan,\n",
+ " Timestamp('2023-01-08 19:00:00'): nan,\n",
+ " Timestamp('2023-01-08 20:00:00'): nan,\n",
+ " Timestamp('2023-01-08 21:00:00'): nan,\n",
+ " Timestamp('2023-01-08 22:00:00'): nan,\n",
+ " Timestamp('2023-01-08 23:00:00'): nan,\n",
+ " Timestamp('2023-01-09 00:00:00'): nan,\n",
+ " Timestamp('2023-01-09 01:00:00'): nan,\n",
+ " Timestamp('2023-01-09 02:00:00'): nan,\n",
+ " Timestamp('2023-01-09 03:00:00'): nan,\n",
+ " Timestamp('2023-01-09 04:00:00'): nan,\n",
+ " Timestamp('2023-01-09 05:00:00'): nan,\n",
+ " Timestamp('2023-01-09 06:00:00'): nan,\n",
+ " Timestamp('2023-01-09 07:00:00'): nan,\n",
+ " Timestamp('2023-01-09 08:00:00'): nan,\n",
+ " Timestamp('2023-01-09 09:00:00'): nan,\n",
+ " Timestamp('2023-01-09 10:00:00'): nan,\n",
+ " Timestamp('2023-01-09 11:00:00'): nan,\n",
+ " Timestamp('2023-01-09 12:00:00'): nan,\n",
+ " Timestamp('2023-01-09 13:00:00'): nan,\n",
+ " Timestamp('2023-01-09 14:00:00'): nan,\n",
+ " Timestamp('2023-01-09 15:00:00'): nan,\n",
+ " Timestamp('2023-01-09 16:00:00'): nan,\n",
+ " Timestamp('2023-01-09 17:00:00'): nan,\n",
+ " Timestamp('2023-01-09 18:00:00'): nan,\n",
+ " Timestamp('2023-01-09 19:00:00'): nan,\n",
+ " Timestamp('2023-01-09 20:00:00'): nan,\n",
+ " Timestamp('2023-01-09 21:00:00'): nan,\n",
+ " Timestamp('2023-01-09 22:00:00'): nan,\n",
+ " Timestamp('2023-01-09 23:00:00'): nan,\n",
+ " Timestamp('2023-01-10 00:00:00'): nan,\n",
+ " Timestamp('2023-01-10 01:00:00'): nan,\n",
+ " Timestamp('2023-01-10 02:00:00'): nan,\n",
+ " Timestamp('2023-01-10 03:00:00'): nan,\n",
+ " Timestamp('2023-01-10 04:00:00'): nan,\n",
+ " Timestamp('2023-01-10 05:00:00'): nan,\n",
+ " Timestamp('2023-01-10 06:00:00'): nan,\n",
+ " Timestamp('2023-01-10 07:00:00'): nan,\n",
+ " Timestamp('2023-01-10 08:00:00'): nan,\n",
+ " Timestamp('2023-01-10 09:00:00'): nan,\n",
+ " Timestamp('2023-01-10 10:00:00'): nan,\n",
+ " Timestamp('2023-01-10 11:00:00'): nan,\n",
+ " Timestamp('2023-01-10 12:00:00'): nan,\n",
+ " Timestamp('2023-01-10 13:00:00'): nan,\n",
+ " Timestamp('2023-01-10 14:00:00'): nan,\n",
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+ " Timestamp('2023-01-04 20:12:00'): 79.0,\n",
+ " Timestamp('2023-01-04 20:18:00'): 121.0,\n",
+ " Timestamp('2023-01-04 20:24:00'): 75.0,\n",
+ " Timestamp('2023-01-04 20:30:00'): 125.0,\n",
+ " Timestamp('2023-01-04 20:36:00'): 103.0,\n",
+ " Timestamp('2023-01-04 20:42:00'): 82.0,\n",
+ " Timestamp('2023-01-04 20:48:00'): 110.0,\n",
+ " Timestamp('2023-01-04 20:54:00'): 186.0,\n",
+ " Timestamp('2023-01-04 21:00:00'): 160.0,\n",
+ " Timestamp('2023-01-04 21:06:00'): 145.0,\n",
+ " Timestamp('2023-01-04 21:12:00'): 155.0,\n",
+ " Timestamp('2023-01-04 21:18:00'): 143.0,\n",
+ " Timestamp('2023-01-04 21:24:00'): 146.0,\n",
+ " Timestamp('2023-01-04 21:30:00'): 147.0,\n",
+ " Timestamp('2023-01-04 21:36:00'): 150.0,\n",
+ " Timestamp('2023-01-04 21:42:00'): 185.0,\n",
+ " Timestamp('2023-01-04 21:48:00'): 181.0,\n",
+ " Timestamp('2023-01-04 21:54:00'): 143.0,\n",
+ " Timestamp('2023-01-04 22:00:00'): 146.0,\n",
+ " Timestamp('2023-01-04 22:06:00'): 140.0,\n",
+ " Timestamp('2023-01-04 22:12:00'): 152.0,\n",
+ " Timestamp('2023-01-04 22:18:00'): 164.0,\n",
+ " Timestamp('2023-01-04 22:24:00'): 152.0,\n",
+ " Timestamp('2023-01-04 22:30:00'): 146.0,\n",
+ " Timestamp('2023-01-04 22:36:00'): 135.0,\n",
+ " Timestamp('2023-01-04 22:42:00'): 134.0,\n",
+ " Timestamp('2023-01-04 22:48:00'): 145.0,\n",
+ " Timestamp('2023-01-04 22:54:00'): 146.0,\n",
+ " Timestamp('2023-01-04 23:00:00'): 139.0,\n",
+ " Timestamp('2023-01-04 23:06:00'): 148.0,\n",
+ " Timestamp('2023-01-04 23:12:00'): 151.0,\n",
+ " Timestamp('2023-01-04 23:18:00'): 165.0,\n",
+ " Timestamp('2023-01-04 23:24:00'): 148.0,\n",
+ " Timestamp('2023-01-04 23:30:00'): 136.0,\n",
+ " Timestamp('2023-01-04 23:36:00'): 139.0,\n",
+ " Timestamp('2023-01-04 23:42:00'): 137.0,\n",
+ " Timestamp('2023-01-04 23:48:00'): 155.0,\n",
+ " Timestamp('2023-01-04 23:54:00'): 149.0,\n",
+ " Timestamp('2023-01-05 00:00:00'): 136.0,\n",
+ " Timestamp('2023-01-05 00:06:00'): 145.0,\n",
+ " Timestamp('2023-01-05 00:12:00'): 163.0,\n",
+ " Timestamp('2023-01-05 00:18:00'): 153.0,\n",
+ " Timestamp('2023-01-05 00:24:00'): 169.0,\n",
+ " Timestamp('2023-01-05 00:30:00'): 157.0,\n",
+ " Timestamp('2023-01-05 00:36:00'): 139.0,\n",
+ " Timestamp('2023-01-05 00:42:00'): 148.0,\n",
+ " Timestamp('2023-01-05 00:48:00'): 116.0,\n",
+ " Timestamp('2023-01-05 00:54:00'): 123.0,\n",
+ " Timestamp('2023-01-05 01:00:00'): 96.0,\n",
+ " Timestamp('2023-01-05 01:06:00'): 107.0,\n",
+ " Timestamp('2023-01-05 01:12:00'): 94.0,\n",
+ " Timestamp('2023-01-05 01:18:00'): 91.0,\n",
+ " Timestamp('2023-01-05 01:24:00'): 95.0,\n",
+ " Timestamp('2023-01-05 01:30:00'): nan,\n",
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+ " Timestamp('2023-01-05 01:54:00'): 83.0,\n",
+ " Timestamp('2023-01-05 02:00:00'): 108.0,\n",
+ " Timestamp('2023-01-05 02:06:00'): 78.0,\n",
+ " Timestamp('2023-01-05 02:12:00'): 93.0,\n",
+ " Timestamp('2023-01-05 02:18:00'): 92.0,\n",
+ " Timestamp('2023-01-05 02:24:00'): 98.0,\n",
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+ " Timestamp('2023-01-05 02:36:00'): nan,\n",
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+ " Timestamp('2023-01-05 03:00:00'): 96.0,\n",
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+ " Timestamp('2023-01-05 03:18:00'): 117.0,\n",
+ " Timestamp('2023-01-05 03:24:00'): 120.0,\n",
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+ " Timestamp('2023-01-05 03:36:00'): 177.0,\n",
+ " Timestamp('2023-01-05 03:42:00'): 188.0,\n",
+ " Timestamp('2023-01-05 03:48:00'): 197.0,\n",
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+ " Timestamp('2023-01-05 04:00:00'): 194.0,\n",
+ " Timestamp('2023-01-05 04:06:00'): 200.0,\n",
+ " ...},\n",
+ " 'WSPD': {Timestamp('2023-01-01 00:00:00'): 1.6,\n",
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+ " Timestamp('2023-01-01 00:12:00'): 1.6,\n",
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+ " Timestamp('2023-01-01 02:24:00'): 1.1,\n",
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+ " Timestamp('2023-01-01 03:30:00'): 2.2,\n",
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+ " Timestamp('2023-01-01 13:18:00'): 1.3,\n",
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+ " Timestamp('2023-01-04 17:48:00'): 2.5,\n",
+ " Timestamp('2023-01-04 17:54:00'): 2.2,\n",
+ " Timestamp('2023-01-04 18:00:00'): 1.6,\n",
+ " Timestamp('2023-01-04 18:06:00'): 3.4,\n",
+ " Timestamp('2023-01-04 18:12:00'): 2.3,\n",
+ " Timestamp('2023-01-04 18:18:00'): 2.0,\n",
+ " Timestamp('2023-01-04 18:24:00'): 3.7,\n",
+ " Timestamp('2023-01-04 18:30:00'): 2.7,\n",
+ " Timestamp('2023-01-04 18:36:00'): 1.7,\n",
+ " Timestamp('2023-01-04 18:42:00'): 1.7,\n",
+ " Timestamp('2023-01-04 18:48:00'): 2.1,\n",
+ " Timestamp('2023-01-04 18:54:00'): 2.4,\n",
+ " Timestamp('2023-01-04 19:00:00'): 1.7,\n",
+ " Timestamp('2023-01-04 19:06:00'): 2.0,\n",
+ " Timestamp('2023-01-04 19:12:00'): 2.3,\n",
+ " Timestamp('2023-01-04 19:18:00'): 1.2,\n",
+ " Timestamp('2023-01-04 19:24:00'): 1.7,\n",
+ " Timestamp('2023-01-04 19:30:00'): 0.7,\n",
+ " Timestamp('2023-01-04 19:36:00'): 1.5,\n",
+ " Timestamp('2023-01-04 19:42:00'): 2.7,\n",
+ " Timestamp('2023-01-04 19:48:00'): 3.6,\n",
+ " Timestamp('2023-01-04 19:54:00'): 2.3,\n",
+ " Timestamp('2023-01-04 20:00:00'): 2.0,\n",
+ " Timestamp('2023-01-04 20:06:00'): 0.7,\n",
+ " Timestamp('2023-01-04 20:12:00'): 0.8,\n",
+ " Timestamp('2023-01-04 20:18:00'): 1.0,\n",
+ " Timestamp('2023-01-04 20:24:00'): 0.5,\n",
+ " Timestamp('2023-01-04 20:30:00'): 0.4,\n",
+ " Timestamp('2023-01-04 20:36:00'): 1.2,\n",
+ " Timestamp('2023-01-04 20:42:00'): 1.3,\n",
+ " Timestamp('2023-01-04 20:48:00'): 0.3,\n",
+ " Timestamp('2023-01-04 20:54:00'): 0.1,\n",
+ " Timestamp('2023-01-04 21:00:00'): 0.5,\n",
+ " Timestamp('2023-01-04 21:06:00'): 1.6,\n",
+ " Timestamp('2023-01-04 21:12:00'): 2.3,\n",
+ " Timestamp('2023-01-04 21:18:00'): 3.2,\n",
+ " Timestamp('2023-01-04 21:24:00'): 4.0,\n",
+ " Timestamp('2023-01-04 21:30:00'): 3.3,\n",
+ " Timestamp('2023-01-04 21:36:00'): 2.3,\n",
+ " Timestamp('2023-01-04 21:42:00'): 3.0,\n",
+ " Timestamp('2023-01-04 21:48:00'): 3.3,\n",
+ " Timestamp('2023-01-04 21:54:00'): 2.6,\n",
+ " Timestamp('2023-01-04 22:00:00'): 2.6,\n",
+ " Timestamp('2023-01-04 22:06:00'): 3.4,\n",
+ " Timestamp('2023-01-04 22:12:00'): 2.6,\n",
+ " Timestamp('2023-01-04 22:18:00'): 1.5,\n",
+ " Timestamp('2023-01-04 22:24:00'): 1.8,\n",
+ " Timestamp('2023-01-04 22:30:00'): 3.4,\n",
+ " Timestamp('2023-01-04 22:36:00'): 2.2,\n",
+ " Timestamp('2023-01-04 22:42:00'): 2.3,\n",
+ " Timestamp('2023-01-04 22:48:00'): 2.3,\n",
+ " Timestamp('2023-01-04 22:54:00'): 2.7,\n",
+ " Timestamp('2023-01-04 23:00:00'): 2.6,\n",
+ " Timestamp('2023-01-04 23:06:00'): 2.4,\n",
+ " Timestamp('2023-01-04 23:12:00'): 2.7,\n",
+ " Timestamp('2023-01-04 23:18:00'): 1.5,\n",
+ " Timestamp('2023-01-04 23:24:00'): 2.3,\n",
+ " Timestamp('2023-01-04 23:30:00'): 2.6,\n",
+ " Timestamp('2023-01-04 23:36:00'): 2.1,\n",
+ " Timestamp('2023-01-04 23:42:00'): 1.9,\n",
+ " Timestamp('2023-01-04 23:48:00'): 1.7,\n",
+ " Timestamp('2023-01-04 23:54:00'): 1.9,\n",
+ " Timestamp('2023-01-05 00:00:00'): 1.8,\n",
+ " Timestamp('2023-01-05 00:06:00'): 0.9,\n",
+ " Timestamp('2023-01-05 00:12:00'): 1.7,\n",
+ " Timestamp('2023-01-05 00:18:00'): 1.0,\n",
+ " Timestamp('2023-01-05 00:24:00'): 1.6,\n",
+ " Timestamp('2023-01-05 00:30:00'): 1.3,\n",
+ " Timestamp('2023-01-05 00:36:00'): 1.4,\n",
+ " Timestamp('2023-01-05 00:42:00'): 0.8,\n",
+ " Timestamp('2023-01-05 00:48:00'): 0.9,\n",
+ " Timestamp('2023-01-05 00:54:00'): 1.4,\n",
+ " Timestamp('2023-01-05 01:00:00'): 0.9,\n",
+ " Timestamp('2023-01-05 01:06:00'): 0.9,\n",
+ " Timestamp('2023-01-05 01:12:00'): 1.0,\n",
+ " Timestamp('2023-01-05 01:18:00'): 1.4,\n",
+ " Timestamp('2023-01-05 01:24:00'): 1.6,\n",
+ " Timestamp('2023-01-05 01:30:00'): 1.6,\n",
+ " Timestamp('2023-01-05 01:36:00'): 1.9,\n",
+ " Timestamp('2023-01-05 01:42:00'): 1.9,\n",
+ " Timestamp('2023-01-05 01:48:00'): 1.4,\n",
+ " Timestamp('2023-01-05 01:54:00'): 0.8,\n",
+ " Timestamp('2023-01-05 02:00:00'): 1.0,\n",
+ " Timestamp('2023-01-05 02:06:00'): 2.2,\n",
+ " Timestamp('2023-01-05 02:12:00'): 2.4,\n",
+ " Timestamp('2023-01-05 02:18:00'): 2.9,\n",
+ " Timestamp('2023-01-05 02:24:00'): 2.9,\n",
+ " Timestamp('2023-01-05 02:30:00'): 2.5,\n",
+ " Timestamp('2023-01-05 02:36:00'): 2.1,\n",
+ " Timestamp('2023-01-05 02:42:00'): 1.7,\n",
+ " Timestamp('2023-01-05 02:48:00'): 2.4,\n",
+ " Timestamp('2023-01-05 02:54:00'): 2.4,\n",
+ " Timestamp('2023-01-05 03:00:00'): 1.9,\n",
+ " Timestamp('2023-01-05 03:06:00'): 1.5,\n",
+ " Timestamp('2023-01-05 03:12:00'): 1.9,\n",
+ " Timestamp('2023-01-05 03:18:00'): 1.2,\n",
+ " Timestamp('2023-01-05 03:24:00'): 1.3,\n",
+ " Timestamp('2023-01-05 03:30:00'): 1.1,\n",
+ " Timestamp('2023-01-05 03:36:00'): 1.2,\n",
+ " Timestamp('2023-01-05 03:42:00'): 2.4,\n",
+ " Timestamp('2023-01-05 03:48:00'): 2.0,\n",
+ " Timestamp('2023-01-05 03:54:00'): 1.6,\n",
+ " Timestamp('2023-01-05 04:00:00'): 1.3,\n",
+ " Timestamp('2023-01-05 04:06:00'): 1.1,\n",
+ " ...},\n",
+ " 'GST': {Timestamp('2023-01-01 00:00:00'): 3.5,\n",
+ " Timestamp('2023-01-01 00:06:00'): 2.6,\n",
+ " Timestamp('2023-01-01 00:12:00'): 2.8,\n",
+ " Timestamp('2023-01-01 00:18:00'): 4.8,\n",
+ " Timestamp('2023-01-01 00:24:00'): 5.2,\n",
+ " Timestamp('2023-01-01 00:30:00'): 2.7,\n",
+ " Timestamp('2023-01-01 00:36:00'): 1.8,\n",
+ " Timestamp('2023-01-01 00:42:00'): 0.8,\n",
+ " Timestamp('2023-01-01 01:00:00'): 1.4,\n",
+ " Timestamp('2023-01-01 01:06:00'): 1.8,\n",
+ " Timestamp('2023-01-01 01:12:00'): 3.0,\n",
+ " Timestamp('2023-01-01 01:18:00'): 2.5,\n",
+ " Timestamp('2023-01-01 01:24:00'): 1.9,\n",
+ " Timestamp('2023-01-01 01:30:00'): 1.4,\n",
+ " Timestamp('2023-01-01 01:36:00'): 1.4,\n",
+ " Timestamp('2023-01-01 01:42:00'): 2.1,\n",
+ " Timestamp('2023-01-01 01:48:00'): 3.0,\n",
+ " Timestamp('2023-01-01 01:54:00'): 1.3,\n",
+ " Timestamp('2023-01-01 02:00:00'): 1.5,\n",
+ " Timestamp('2023-01-01 02:06:00'): 1.5,\n",
+ " Timestamp('2023-01-01 02:12:00'): 1.4,\n",
+ " Timestamp('2023-01-01 02:18:00'): 1.8,\n",
+ " Timestamp('2023-01-01 02:24:00'): 1.8,\n",
+ " Timestamp('2023-01-01 02:30:00'): 2.0,\n",
+ " Timestamp('2023-01-01 02:36:00'): 1.6,\n",
+ " Timestamp('2023-01-01 02:42:00'): 1.1,\n",
+ " Timestamp('2023-01-01 02:48:00'): 1.1,\n",
+ " Timestamp('2023-01-01 02:54:00'): 1.2,\n",
+ " Timestamp('2023-01-01 03:00:00'): 2.2,\n",
+ " Timestamp('2023-01-01 03:06:00'): 3.1,\n",
+ " Timestamp('2023-01-01 03:12:00'): 2.3,\n",
+ " Timestamp('2023-01-01 03:18:00'): 1.5,\n",
+ " Timestamp('2023-01-01 03:24:00'): 1.6,\n",
+ " Timestamp('2023-01-01 03:30:00'): 2.7,\n",
+ " Timestamp('2023-01-01 03:36:00'): 1.9,\n",
+ " Timestamp('2023-01-01 03:42:00'): 1.1,\n",
+ " Timestamp('2023-01-01 03:48:00'): 1.1,\n",
+ " Timestamp('2023-01-01 03:54:00'): 0.8,\n",
+ " Timestamp('2023-01-01 04:00:00'): 0.8,\n",
+ " Timestamp('2023-01-01 04:06:00'): 0.2,\n",
+ " Timestamp('2023-01-01 04:12:00'): 2.0,\n",
+ " Timestamp('2023-01-01 04:18:00'): 0.9,\n",
+ " Timestamp('2023-01-01 04:24:00'): 1.3,\n",
+ " Timestamp('2023-01-01 04:30:00'): 2.1,\n",
+ " Timestamp('2023-01-01 04:36:00'): 2.5,\n",
+ " Timestamp('2023-01-01 04:42:00'): 2.0,\n",
+ " Timestamp('2023-01-01 04:48:00'): 3.1,\n",
+ " Timestamp('2023-01-01 04:54:00'): 2.2,\n",
+ " Timestamp('2023-01-01 05:00:00'): 2.1,\n",
+ " Timestamp('2023-01-01 05:06:00'): 3.5,\n",
+ " Timestamp('2023-01-01 05:12:00'): 4.0,\n",
+ " Timestamp('2023-01-01 05:18:00'): 4.5,\n",
+ " Timestamp('2023-01-01 05:24:00'): 4.0,\n",
+ " Timestamp('2023-01-01 05:30:00'): 4.2,\n",
+ " Timestamp('2023-01-01 05:36:00'): 4.6,\n",
+ " Timestamp('2023-01-01 05:42:00'): 3.7,\n",
+ " Timestamp('2023-01-01 05:48:00'): 4.4,\n",
+ " Timestamp('2023-01-01 05:54:00'): 3.4,\n",
+ " Timestamp('2023-01-01 06:00:00'): 4.5,\n",
+ " Timestamp('2023-01-01 06:06:00'): 3.1,\n",
+ " Timestamp('2023-01-01 06:12:00'): 3.5,\n",
+ " Timestamp('2023-01-01 06:18:00'): 3.5,\n",
+ " Timestamp('2023-01-01 06:24:00'): 4.0,\n",
+ " Timestamp('2023-01-01 06:30:00'): 2.9,\n",
+ " Timestamp('2023-01-01 06:36:00'): 2.5,\n",
+ " Timestamp('2023-01-01 06:42:00'): 2.1,\n",
+ " Timestamp('2023-01-01 06:48:00'): 2.1,\n",
+ " Timestamp('2023-01-01 06:54:00'): 2.9,\n",
+ " Timestamp('2023-01-01 07:00:00'): 2.7,\n",
+ " Timestamp('2023-01-01 07:06:00'): 2.3,\n",
+ " Timestamp('2023-01-01 07:12:00'): 2.5,\n",
+ " Timestamp('2023-01-01 07:18:00'): 1.8,\n",
+ " Timestamp('2023-01-01 07:24:00'): 1.2,\n",
+ " Timestamp('2023-01-01 07:30:00'): 1.5,\n",
+ " Timestamp('2023-01-01 07:36:00'): 1.5,\n",
+ " Timestamp('2023-01-01 07:42:00'): 1.6,\n",
+ " Timestamp('2023-01-01 07:48:00'): 2.2,\n",
+ " Timestamp('2023-01-01 07:54:00'): 1.8,\n",
+ " Timestamp('2023-01-01 08:00:00'): 1.5,\n",
+ " Timestamp('2023-01-01 08:06:00'): 1.9,\n",
+ " Timestamp('2023-01-01 08:12:00'): 2.6,\n",
+ " Timestamp('2023-01-01 08:18:00'): 3.1,\n",
+ " Timestamp('2023-01-01 08:24:00'): 3.2,\n",
+ " Timestamp('2023-01-01 08:30:00'): 2.1,\n",
+ " Timestamp('2023-01-01 08:36:00'): 2.1,\n",
+ " Timestamp('2023-01-01 08:42:00'): 2.4,\n",
+ " Timestamp('2023-01-01 08:48:00'): 2.8,\n",
+ " Timestamp('2023-01-01 08:54:00'): 2.9,\n",
+ " Timestamp('2023-01-01 09:00:00'): 2.4,\n",
+ " Timestamp('2023-01-01 09:06:00'): 2.8,\n",
+ " Timestamp('2023-01-01 09:12:00'): 2.1,\n",
+ " Timestamp('2023-01-01 09:18:00'): 2.1,\n",
+ " Timestamp('2023-01-01 09:24:00'): 1.4,\n",
+ " Timestamp('2023-01-01 09:30:00'): 1.7,\n",
+ " Timestamp('2023-01-01 09:36:00'): 1.1,\n",
+ " Timestamp('2023-01-01 09:42:00'): 1.1,\n",
+ " Timestamp('2023-01-01 09:48:00'): 1.3,\n",
+ " Timestamp('2023-01-01 09:54:00'): 0.2,\n",
+ " Timestamp('2023-01-01 10:00:00'): 1.6,\n",
+ " Timestamp('2023-01-01 10:06:00'): 1.9,\n",
+ " Timestamp('2023-01-01 10:12:00'): 1.2,\n",
+ " Timestamp('2023-01-01 10:18:00'): 0.9,\n",
+ " Timestamp('2023-01-01 10:24:00'): 1.1,\n",
+ " Timestamp('2023-01-01 10:30:00'): 1.8,\n",
+ " Timestamp('2023-01-01 10:36:00'): 1.8,\n",
+ " Timestamp('2023-01-01 10:42:00'): 1.3,\n",
+ " Timestamp('2023-01-01 10:48:00'): 1.3,\n",
+ " Timestamp('2023-01-01 10:54:00'): 1.3,\n",
+ " Timestamp('2023-01-01 11:00:00'): 1.4,\n",
+ " Timestamp('2023-01-01 11:06:00'): 0.8,\n",
+ " Timestamp('2023-01-01 11:12:00'): 1.1,\n",
+ " Timestamp('2023-01-01 11:18:00'): 1.2,\n",
+ " Timestamp('2023-01-01 11:24:00'): 1.3,\n",
+ " Timestamp('2023-01-01 11:30:00'): 1.4,\n",
+ " Timestamp('2023-01-01 11:36:00'): 1.3,\n",
+ " Timestamp('2023-01-01 11:42:00'): 1.3,\n",
+ " Timestamp('2023-01-01 11:48:00'): 1.6,\n",
+ " Timestamp('2023-01-01 11:54:00'): 1.6,\n",
+ " Timestamp('2023-01-01 12:00:00'): 1.6,\n",
+ " Timestamp('2023-01-01 12:06:00'): 1.5,\n",
+ " Timestamp('2023-01-01 12:12:00'): 1.2,\n",
+ " Timestamp('2023-01-01 12:18:00'): 1.3,\n",
+ " Timestamp('2023-01-01 12:24:00'): nan,\n",
+ " Timestamp('2023-01-01 12:30:00'): nan,\n",
+ " Timestamp('2023-01-01 12:36:00'): 1.8,\n",
+ " Timestamp('2023-01-01 12:42:00'): 1.7,\n",
+ " Timestamp('2023-01-01 12:48:00'): 1.8,\n",
+ " Timestamp('2023-01-01 12:54:00'): 2.1,\n",
+ " Timestamp('2023-01-01 13:00:00'): 1.6,\n",
+ " Timestamp('2023-01-01 13:06:00'): 2.0,\n",
+ " Timestamp('2023-01-01 13:12:00'): 1.9,\n",
+ " Timestamp('2023-01-01 13:18:00'): 1.8,\n",
+ " Timestamp('2023-01-01 13:24:00'): 2.0,\n",
+ " Timestamp('2023-01-01 13:30:00'): 2.1,\n",
+ " Timestamp('2023-01-01 13:36:00'): 1.8,\n",
+ " Timestamp('2023-01-01 13:42:00'): 1.9,\n",
+ " Timestamp('2023-01-01 13:48:00'): 1.4,\n",
+ " Timestamp('2023-01-01 13:54:00'): 1.1,\n",
+ " Timestamp('2023-01-01 14:00:00'): 1.4,\n",
+ " Timestamp('2023-01-01 14:06:00'): 2.2,\n",
+ " Timestamp('2023-01-01 14:12:00'): 2.5,\n",
+ " Timestamp('2023-01-01 14:18:00'): 3.1,\n",
+ " Timestamp('2023-01-01 14:24:00'): nan,\n",
+ " Timestamp('2023-01-01 14:30:00'): nan,\n",
+ " Timestamp('2023-01-01 14:36:00'): 3.2,\n",
+ " Timestamp('2023-01-01 14:42:00'): 3.4,\n",
+ " Timestamp('2023-01-01 14:48:00'): 4.3,\n",
+ " Timestamp('2023-01-01 14:54:00'): 4.4,\n",
+ " Timestamp('2023-01-01 15:00:00'): 3.9,\n",
+ " Timestamp('2023-01-01 15:06:00'): 3.9,\n",
+ " Timestamp('2023-01-01 15:12:00'): 2.4,\n",
+ " Timestamp('2023-01-01 15:18:00'): 2.5,\n",
+ " Timestamp('2023-01-01 15:24:00'): 2.6,\n",
+ " Timestamp('2023-01-01 15:30:00'): 4.2,\n",
+ " Timestamp('2023-01-01 15:36:00'): 4.4,\n",
+ " Timestamp('2023-01-01 15:42:00'): 5.3,\n",
+ " Timestamp('2023-01-01 15:48:00'): 4.8,\n",
+ " Timestamp('2023-01-01 15:54:00'): 6.4,\n",
+ " Timestamp('2023-01-01 16:00:00'): 5.4,\n",
+ " Timestamp('2023-01-01 16:06:00'): 5.9,\n",
+ " Timestamp('2023-01-01 16:12:00'): 6.5,\n",
+ " Timestamp('2023-01-01 16:18:00'): 5.8,\n",
+ " Timestamp('2023-01-01 16:24:00'): 5.4,\n",
+ " Timestamp('2023-01-01 16:30:00'): 4.8,\n",
+ " Timestamp('2023-01-01 16:36:00'): 5.0,\n",
+ " Timestamp('2023-01-01 16:42:00'): 6.3,\n",
+ " Timestamp('2023-01-01 16:48:00'): 6.5,\n",
+ " Timestamp('2023-01-01 16:54:00'): 6.7,\n",
+ " Timestamp('2023-01-01 17:00:00'): 5.1,\n",
+ " Timestamp('2023-01-01 17:06:00'): 6.1,\n",
+ " Timestamp('2023-01-01 17:12:00'): 7.5,\n",
+ " Timestamp('2023-01-01 17:18:00'): 7.8,\n",
+ " Timestamp('2023-01-01 17:24:00'): 6.5,\n",
+ " Timestamp('2023-01-01 17:30:00'): 6.1,\n",
+ " Timestamp('2023-01-01 17:36:00'): 6.3,\n",
+ " Timestamp('2023-01-01 17:42:00'): 6.0,\n",
+ " Timestamp('2023-01-01 17:48:00'): 6.6,\n",
+ " Timestamp('2023-01-01 17:54:00'): 7.5,\n",
+ " Timestamp('2023-01-01 18:00:00'): 6.2,\n",
+ " Timestamp('2023-01-01 18:06:00'): 5.9,\n",
+ " Timestamp('2023-01-01 18:12:00'): 6.1,\n",
+ " Timestamp('2023-01-01 18:18:00'): 6.4,\n",
+ " Timestamp('2023-01-01 18:24:00'): 7.2,\n",
+ " Timestamp('2023-01-01 18:30:00'): 4.5,\n",
+ " Timestamp('2023-01-01 18:36:00'): 5.2,\n",
+ " Timestamp('2023-01-01 18:42:00'): 5.1,\n",
+ " Timestamp('2023-01-01 18:48:00'): 5.2,\n",
+ " Timestamp('2023-01-01 18:54:00'): 3.5,\n",
+ " Timestamp('2023-01-01 19:00:00'): 3.7,\n",
+ " Timestamp('2023-01-01 19:06:00'): 3.3,\n",
+ " Timestamp('2023-01-01 19:12:00'): 4.3,\n",
+ " Timestamp('2023-01-01 19:18:00'): 5.3,\n",
+ " Timestamp('2023-01-01 19:24:00'): 3.4,\n",
+ " Timestamp('2023-01-01 19:30:00'): 3.7,\n",
+ " Timestamp('2023-01-01 19:36:00'): 4.0,\n",
+ " Timestamp('2023-01-01 19:42:00'): 3.1,\n",
+ " Timestamp('2023-01-01 19:48:00'): 2.6,\n",
+ " Timestamp('2023-01-01 19:54:00'): 2.8,\n",
+ " Timestamp('2023-01-01 20:00:00'): 3.1,\n",
+ " Timestamp('2023-01-01 20:06:00'): 4.1,\n",
+ " Timestamp('2023-01-01 20:12:00'): 2.2,\n",
+ " Timestamp('2023-01-01 20:18:00'): 3.0,\n",
+ " Timestamp('2023-01-01 20:24:00'): 3.3,\n",
+ " Timestamp('2023-01-01 20:30:00'): 2.7,\n",
+ " Timestamp('2023-01-01 20:36:00'): 2.0,\n",
+ " Timestamp('2023-01-01 20:42:00'): 2.6,\n",
+ " Timestamp('2023-01-01 20:48:00'): 2.3,\n",
+ " Timestamp('2023-01-01 20:54:00'): 1.8,\n",
+ " Timestamp('2023-01-01 21:00:00'): 1.6,\n",
+ " Timestamp('2023-01-01 21:06:00'): 2.1,\n",
+ " Timestamp('2023-01-01 21:12:00'): 2.7,\n",
+ " Timestamp('2023-01-01 21:18:00'): 3.6,\n",
+ " Timestamp('2023-01-01 21:24:00'): 2.8,\n",
+ " Timestamp('2023-01-01 21:30:00'): 2.3,\n",
+ " Timestamp('2023-01-01 21:36:00'): 1.9,\n",
+ " Timestamp('2023-01-01 21:42:00'): 1.6,\n",
+ " Timestamp('2023-01-01 21:48:00'): 3.2,\n",
+ " Timestamp('2023-01-01 21:54:00'): 3.3,\n",
+ " Timestamp('2023-01-01 22:00:00'): 3.1,\n",
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+ " Timestamp('2023-01-04 20:12:00'): nan,\n",
+ " Timestamp('2023-01-04 20:18:00'): nan,\n",
+ " Timestamp('2023-01-04 20:24:00'): nan,\n",
+ " Timestamp('2023-01-04 20:30:00'): nan,\n",
+ " Timestamp('2023-01-04 20:36:00'): nan,\n",
+ " Timestamp('2023-01-04 20:42:00'): nan,\n",
+ " Timestamp('2023-01-04 20:48:00'): nan,\n",
+ " Timestamp('2023-01-04 20:54:00'): nan,\n",
+ " Timestamp('2023-01-04 21:00:00'): nan,\n",
+ " Timestamp('2023-01-04 21:06:00'): nan,\n",
+ " Timestamp('2023-01-04 21:12:00'): nan,\n",
+ " Timestamp('2023-01-04 21:18:00'): nan,\n",
+ " Timestamp('2023-01-04 21:24:00'): nan,\n",
+ " Timestamp('2023-01-04 21:30:00'): nan,\n",
+ " Timestamp('2023-01-04 21:36:00'): nan,\n",
+ " Timestamp('2023-01-04 21:42:00'): nan,\n",
+ " Timestamp('2023-01-04 21:48:00'): nan,\n",
+ " Timestamp('2023-01-04 21:54:00'): nan,\n",
+ " Timestamp('2023-01-04 22:00:00'): nan,\n",
+ " Timestamp('2023-01-04 22:06:00'): nan,\n",
+ " Timestamp('2023-01-04 22:12:00'): nan,\n",
+ " Timestamp('2023-01-04 22:18:00'): nan,\n",
+ " Timestamp('2023-01-04 22:24:00'): nan,\n",
+ " Timestamp('2023-01-04 22:30:00'): nan,\n",
+ " Timestamp('2023-01-04 22:36:00'): nan,\n",
+ " Timestamp('2023-01-04 22:42:00'): nan,\n",
+ " Timestamp('2023-01-04 22:48:00'): nan,\n",
+ " Timestamp('2023-01-04 22:54:00'): nan,\n",
+ " Timestamp('2023-01-04 23:00:00'): nan,\n",
+ " Timestamp('2023-01-04 23:06:00'): nan,\n",
+ " Timestamp('2023-01-04 23:12:00'): nan,\n",
+ " Timestamp('2023-01-04 23:18:00'): nan,\n",
+ " Timestamp('2023-01-04 23:24:00'): nan,\n",
+ " Timestamp('2023-01-04 23:30:00'): nan,\n",
+ " Timestamp('2023-01-04 23:36:00'): nan,\n",
+ " Timestamp('2023-01-04 23:42:00'): nan,\n",
+ " Timestamp('2023-01-04 23:48:00'): nan,\n",
+ " Timestamp('2023-01-04 23:54:00'): nan,\n",
+ " Timestamp('2023-01-05 00:00:00'): nan,\n",
+ " Timestamp('2023-01-05 00:06:00'): nan,\n",
+ " Timestamp('2023-01-05 00:12:00'): nan,\n",
+ " Timestamp('2023-01-05 00:18:00'): nan,\n",
+ " Timestamp('2023-01-05 00:24:00'): nan,\n",
+ " Timestamp('2023-01-05 00:30:00'): nan,\n",
+ " Timestamp('2023-01-05 00:36:00'): nan,\n",
+ " Timestamp('2023-01-05 00:42:00'): nan,\n",
+ " Timestamp('2023-01-05 00:48:00'): nan,\n",
+ " Timestamp('2023-01-05 00:54:00'): nan,\n",
+ " Timestamp('2023-01-05 01:00:00'): nan,\n",
+ " Timestamp('2023-01-05 01:06:00'): nan,\n",
+ " Timestamp('2023-01-05 01:12:00'): nan,\n",
+ " Timestamp('2023-01-05 01:18:00'): nan,\n",
+ " Timestamp('2023-01-05 01:24:00'): nan,\n",
+ " Timestamp('2023-01-05 01:30:00'): nan,\n",
+ " Timestamp('2023-01-05 01:36:00'): nan,\n",
+ " Timestamp('2023-01-05 01:42:00'): nan,\n",
+ " Timestamp('2023-01-05 01:48:00'): nan,\n",
+ " Timestamp('2023-01-05 01:54:00'): nan,\n",
+ " Timestamp('2023-01-05 02:00:00'): nan,\n",
+ " Timestamp('2023-01-05 02:06:00'): nan,\n",
+ " Timestamp('2023-01-05 02:12:00'): nan,\n",
+ " Timestamp('2023-01-05 02:18:00'): nan,\n",
+ " Timestamp('2023-01-05 02:24:00'): nan,\n",
+ " Timestamp('2023-01-05 02:30:00'): nan,\n",
+ " Timestamp('2023-01-05 02:36:00'): nan,\n",
+ " Timestamp('2023-01-05 02:42:00'): nan,\n",
+ " Timestamp('2023-01-05 02:48:00'): nan,\n",
+ " Timestamp('2023-01-05 02:54:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:06:00'): nan,\n",
+ " Timestamp('2023-01-05 03:12:00'): nan,\n",
+ " Timestamp('2023-01-05 03:18:00'): nan,\n",
+ " Timestamp('2023-01-05 03:24:00'): nan,\n",
+ " Timestamp('2023-01-05 03:30:00'): nan,\n",
+ " Timestamp('2023-01-05 03:36:00'): nan,\n",
+ " Timestamp('2023-01-05 03:42:00'): nan,\n",
+ " Timestamp('2023-01-05 03:48:00'): nan,\n",
+ " Timestamp('2023-01-05 03:54:00'): nan,\n",
+ " Timestamp('2023-01-05 04:00:00'): nan,\n",
+ " Timestamp('2023-01-05 04:06:00'): nan,\n",
+ " ...},\n",
+ " 'DPD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 00:06:00'): nan,\n",
+ " Timestamp('2023-01-01 00:12:00'): nan,\n",
+ " Timestamp('2023-01-01 00:18:00'): nan,\n",
+ " Timestamp('2023-01-01 00:24:00'): nan,\n",
+ " Timestamp('2023-01-01 00:30:00'): nan,\n",
+ " Timestamp('2023-01-01 00:36:00'): nan,\n",
+ " Timestamp('2023-01-01 00:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:06:00'): nan,\n",
+ " Timestamp('2023-01-01 01:12:00'): nan,\n",
+ " Timestamp('2023-01-01 01:18:00'): nan,\n",
+ " Timestamp('2023-01-01 01:24:00'): nan,\n",
+ " Timestamp('2023-01-01 01:30:00'): nan,\n",
+ " Timestamp('2023-01-01 01:36:00'): nan,\n",
+ " Timestamp('2023-01-01 01:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:48:00'): nan,\n",
+ " Timestamp('2023-01-01 01:54:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:06:00'): nan,\n",
+ " Timestamp('2023-01-01 02:12:00'): nan,\n",
+ " Timestamp('2023-01-01 02:18:00'): nan,\n",
+ " Timestamp('2023-01-01 02:24:00'): nan,\n",
+ " Timestamp('2023-01-01 02:30:00'): nan,\n",
+ " Timestamp('2023-01-01 02:36:00'): nan,\n",
+ " Timestamp('2023-01-01 02:42:00'): nan,\n",
+ " Timestamp('2023-01-01 02:48:00'): nan,\n",
+ " Timestamp('2023-01-01 02:54:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:06:00'): nan,\n",
+ " Timestamp('2023-01-01 03:12:00'): nan,\n",
+ " Timestamp('2023-01-01 03:18:00'): nan,\n",
+ " Timestamp('2023-01-01 03:24:00'): nan,\n",
+ " Timestamp('2023-01-01 03:30:00'): nan,\n",
+ " Timestamp('2023-01-01 03:36:00'): nan,\n",
+ " Timestamp('2023-01-01 03:42:00'): nan,\n",
+ " Timestamp('2023-01-01 03:48:00'): nan,\n",
+ " Timestamp('2023-01-01 03:54:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:06:00'): nan,\n",
+ " Timestamp('2023-01-01 04:12:00'): nan,\n",
+ " Timestamp('2023-01-01 04:18:00'): nan,\n",
+ " Timestamp('2023-01-01 04:24:00'): nan,\n",
+ " Timestamp('2023-01-01 04:30:00'): nan,\n",
+ " Timestamp('2023-01-01 04:36:00'): nan,\n",
+ " Timestamp('2023-01-01 04:42:00'): nan,\n",
+ " Timestamp('2023-01-01 04:48:00'): nan,\n",
+ " Timestamp('2023-01-01 04:54:00'): nan,\n",
+ " Timestamp('2023-01-01 05:00:00'): nan,\n",
+ " Timestamp('2023-01-01 05:06:00'): nan,\n",
+ " Timestamp('2023-01-01 05:12:00'): nan,\n",
+ " Timestamp('2023-01-01 05:18:00'): nan,\n",
+ " Timestamp('2023-01-01 05:24:00'): nan,\n",
+ " Timestamp('2023-01-01 05:30:00'): nan,\n",
+ " Timestamp('2023-01-01 05:36:00'): nan,\n",
+ " Timestamp('2023-01-01 05:42:00'): nan,\n",
+ " Timestamp('2023-01-01 05:48:00'): nan,\n",
+ " Timestamp('2023-01-01 05:54:00'): nan,\n",
+ " Timestamp('2023-01-01 06:00:00'): nan,\n",
+ " Timestamp('2023-01-01 06:06:00'): nan,\n",
+ " Timestamp('2023-01-01 06:12:00'): nan,\n",
+ " Timestamp('2023-01-01 06:18:00'): nan,\n",
+ " Timestamp('2023-01-01 06:24:00'): nan,\n",
+ " Timestamp('2023-01-01 06:30:00'): nan,\n",
+ " Timestamp('2023-01-01 06:36:00'): nan,\n",
+ " Timestamp('2023-01-01 06:42:00'): nan,\n",
+ " Timestamp('2023-01-01 06:48:00'): nan,\n",
+ " Timestamp('2023-01-01 06:54:00'): nan,\n",
+ " Timestamp('2023-01-01 07:00:00'): nan,\n",
+ " Timestamp('2023-01-01 07:06:00'): nan,\n",
+ " Timestamp('2023-01-01 07:12:00'): nan,\n",
+ " Timestamp('2023-01-01 07:18:00'): nan,\n",
+ " Timestamp('2023-01-01 07:24:00'): nan,\n",
+ " Timestamp('2023-01-01 07:30:00'): nan,\n",
+ " Timestamp('2023-01-01 07:36:00'): nan,\n",
+ " Timestamp('2023-01-01 07:42:00'): nan,\n",
+ " Timestamp('2023-01-01 07:48:00'): nan,\n",
+ " Timestamp('2023-01-01 07:54:00'): nan,\n",
+ " Timestamp('2023-01-01 08:00:00'): nan,\n",
+ " Timestamp('2023-01-01 08:06:00'): nan,\n",
+ " Timestamp('2023-01-01 08:12:00'): nan,\n",
+ " Timestamp('2023-01-01 08:18:00'): nan,\n",
+ " Timestamp('2023-01-01 08:24:00'): nan,\n",
+ " Timestamp('2023-01-01 08:30:00'): nan,\n",
+ " Timestamp('2023-01-01 08:36:00'): nan,\n",
+ " Timestamp('2023-01-01 08:42:00'): nan,\n",
+ " Timestamp('2023-01-01 08:48:00'): nan,\n",
+ " Timestamp('2023-01-01 08:54:00'): nan,\n",
+ " Timestamp('2023-01-01 09:00:00'): nan,\n",
+ " Timestamp('2023-01-01 09:06:00'): nan,\n",
+ " Timestamp('2023-01-01 09:12:00'): nan,\n",
+ " Timestamp('2023-01-01 09:18:00'): nan,\n",
+ " Timestamp('2023-01-01 09:24:00'): nan,\n",
+ " Timestamp('2023-01-01 09:30:00'): nan,\n",
+ " Timestamp('2023-01-01 09:36:00'): nan,\n",
+ " Timestamp('2023-01-01 09:42:00'): nan,\n",
+ " Timestamp('2023-01-01 09:48:00'): nan,\n",
+ " Timestamp('2023-01-01 09:54:00'): nan,\n",
+ " Timestamp('2023-01-01 10:00:00'): nan,\n",
+ " Timestamp('2023-01-01 10:06:00'): nan,\n",
+ " Timestamp('2023-01-01 10:12:00'): nan,\n",
+ " Timestamp('2023-01-01 10:18:00'): nan,\n",
+ " Timestamp('2023-01-01 10:24:00'): nan,\n",
+ " Timestamp('2023-01-01 10:30:00'): nan,\n",
+ " Timestamp('2023-01-01 10:36:00'): nan,\n",
+ " Timestamp('2023-01-01 10:42:00'): nan,\n",
+ " Timestamp('2023-01-01 10:48:00'): nan,\n",
+ " Timestamp('2023-01-01 10:54:00'): nan,\n",
+ " Timestamp('2023-01-01 11:00:00'): nan,\n",
+ " Timestamp('2023-01-01 11:06:00'): nan,\n",
+ " Timestamp('2023-01-01 11:12:00'): nan,\n",
+ " Timestamp('2023-01-01 11:18:00'): nan,\n",
+ " Timestamp('2023-01-01 11:24:00'): nan,\n",
+ " Timestamp('2023-01-01 11:30:00'): nan,\n",
+ " Timestamp('2023-01-01 11:36:00'): nan,\n",
+ " Timestamp('2023-01-01 11:42:00'): nan,\n",
+ " Timestamp('2023-01-01 11:48:00'): nan,\n",
+ " Timestamp('2023-01-01 11:54:00'): nan,\n",
+ " Timestamp('2023-01-01 12:00:00'): nan,\n",
+ " Timestamp('2023-01-01 12:06:00'): nan,\n",
+ " Timestamp('2023-01-01 12:12:00'): nan,\n",
+ " Timestamp('2023-01-01 12:18:00'): nan,\n",
+ " Timestamp('2023-01-01 12:24:00'): nan,\n",
+ " Timestamp('2023-01-01 12:30:00'): nan,\n",
+ " Timestamp('2023-01-01 12:36:00'): nan,\n",
+ " Timestamp('2023-01-01 12:42:00'): nan,\n",
+ " Timestamp('2023-01-01 12:48:00'): nan,\n",
+ " Timestamp('2023-01-01 12:54:00'): nan,\n",
+ " Timestamp('2023-01-01 13:00:00'): nan,\n",
+ " Timestamp('2023-01-01 13:06:00'): nan,\n",
+ " Timestamp('2023-01-01 13:12:00'): nan,\n",
+ " Timestamp('2023-01-01 13:18:00'): nan,\n",
+ " Timestamp('2023-01-01 13:24:00'): nan,\n",
+ " Timestamp('2023-01-01 13:30:00'): nan,\n",
+ " Timestamp('2023-01-01 13:36:00'): nan,\n",
+ " Timestamp('2023-01-01 13:42:00'): nan,\n",
+ " Timestamp('2023-01-01 13:48:00'): nan,\n",
+ " Timestamp('2023-01-01 13:54:00'): nan,\n",
+ " Timestamp('2023-01-01 14:00:00'): nan,\n",
+ " Timestamp('2023-01-01 14:06:00'): nan,\n",
+ " Timestamp('2023-01-01 14:12:00'): nan,\n",
+ " Timestamp('2023-01-01 14:18:00'): nan,\n",
+ " Timestamp('2023-01-01 14:24:00'): nan,\n",
+ " Timestamp('2023-01-01 14:30:00'): nan,\n",
+ " Timestamp('2023-01-01 14:36:00'): nan,\n",
+ " Timestamp('2023-01-01 14:42:00'): nan,\n",
+ " Timestamp('2023-01-01 14:48:00'): nan,\n",
+ " Timestamp('2023-01-01 14:54:00'): nan,\n",
+ " Timestamp('2023-01-01 15:00:00'): nan,\n",
+ " Timestamp('2023-01-01 15:06:00'): nan,\n",
+ " Timestamp('2023-01-01 15:12:00'): nan,\n",
+ " Timestamp('2023-01-01 15:18:00'): nan,\n",
+ " Timestamp('2023-01-01 15:24:00'): nan,\n",
+ " Timestamp('2023-01-01 15:30:00'): nan,\n",
+ " Timestamp('2023-01-01 15:36:00'): nan,\n",
+ " Timestamp('2023-01-01 15:42:00'): nan,\n",
+ " Timestamp('2023-01-01 15:48:00'): nan,\n",
+ " Timestamp('2023-01-01 15:54:00'): nan,\n",
+ " Timestamp('2023-01-01 16:00:00'): nan,\n",
+ " Timestamp('2023-01-01 16:06:00'): nan,\n",
+ " Timestamp('2023-01-01 16:12:00'): nan,\n",
+ " Timestamp('2023-01-01 16:18:00'): nan,\n",
+ " Timestamp('2023-01-01 16:24:00'): nan,\n",
+ " Timestamp('2023-01-01 16:30:00'): nan,\n",
+ " Timestamp('2023-01-01 16:36:00'): nan,\n",
+ " Timestamp('2023-01-01 16:42:00'): nan,\n",
+ " Timestamp('2023-01-01 16:48:00'): nan,\n",
+ " Timestamp('2023-01-01 16:54:00'): nan,\n",
+ " Timestamp('2023-01-01 17:00:00'): nan,\n",
+ " Timestamp('2023-01-01 17:06:00'): nan,\n",
+ " Timestamp('2023-01-01 17:12:00'): nan,\n",
+ " Timestamp('2023-01-01 17:18:00'): nan,\n",
+ " Timestamp('2023-01-01 17:24:00'): nan,\n",
+ " Timestamp('2023-01-01 17:30:00'): nan,\n",
+ " Timestamp('2023-01-01 17:36:00'): nan,\n",
+ " Timestamp('2023-01-01 17:42:00'): nan,\n",
+ " Timestamp('2023-01-01 17:48:00'): nan,\n",
+ " Timestamp('2023-01-01 17:54:00'): nan,\n",
+ " Timestamp('2023-01-01 18:00:00'): nan,\n",
+ " Timestamp('2023-01-01 18:06:00'): nan,\n",
+ " Timestamp('2023-01-01 18:12:00'): nan,\n",
+ " Timestamp('2023-01-01 18:18:00'): nan,\n",
+ " Timestamp('2023-01-01 18:24:00'): nan,\n",
+ " Timestamp('2023-01-01 18:30:00'): nan,\n",
+ " Timestamp('2023-01-01 18:36:00'): nan,\n",
+ " Timestamp('2023-01-01 18:42:00'): nan,\n",
+ " Timestamp('2023-01-01 18:48:00'): nan,\n",
+ " Timestamp('2023-01-01 18:54:00'): nan,\n",
+ " Timestamp('2023-01-01 19:00:00'): nan,\n",
+ " Timestamp('2023-01-01 19:06:00'): nan,\n",
+ " Timestamp('2023-01-01 19:12:00'): nan,\n",
+ " Timestamp('2023-01-01 19:18:00'): nan,\n",
+ " Timestamp('2023-01-01 19:24:00'): nan,\n",
+ " Timestamp('2023-01-01 19:30:00'): nan,\n",
+ " Timestamp('2023-01-01 19:36:00'): nan,\n",
+ " Timestamp('2023-01-01 19:42:00'): nan,\n",
+ " Timestamp('2023-01-01 19:48:00'): nan,\n",
+ " Timestamp('2023-01-01 19:54:00'): nan,\n",
+ " Timestamp('2023-01-01 20:00:00'): nan,\n",
+ " Timestamp('2023-01-01 20:06:00'): nan,\n",
+ " Timestamp('2023-01-01 20:12:00'): nan,\n",
+ " Timestamp('2023-01-01 20:18:00'): nan,\n",
+ " Timestamp('2023-01-01 20:24:00'): nan,\n",
+ " Timestamp('2023-01-01 20:30:00'): nan,\n",
+ " Timestamp('2023-01-01 20:36:00'): nan,\n",
+ " Timestamp('2023-01-01 20:42:00'): nan,\n",
+ " Timestamp('2023-01-01 20:48:00'): nan,\n",
+ " Timestamp('2023-01-01 20:54:00'): nan,\n",
+ " Timestamp('2023-01-01 21:00:00'): nan,\n",
+ " Timestamp('2023-01-01 21:06:00'): nan,\n",
+ " Timestamp('2023-01-01 21:12:00'): nan,\n",
+ " Timestamp('2023-01-01 21:18:00'): nan,\n",
+ " Timestamp('2023-01-01 21:24:00'): nan,\n",
+ " Timestamp('2023-01-01 21:30:00'): nan,\n",
+ " Timestamp('2023-01-01 21:36:00'): nan,\n",
+ " Timestamp('2023-01-01 21:42:00'): nan,\n",
+ " Timestamp('2023-01-01 21:48:00'): nan,\n",
+ " Timestamp('2023-01-01 21:54:00'): nan,\n",
+ " Timestamp('2023-01-01 22:00:00'): nan,\n",
+ " Timestamp('2023-01-01 22:06:00'): nan,\n",
+ " Timestamp('2023-01-01 22:12:00'): nan,\n",
+ " Timestamp('2023-01-01 22:18:00'): nan,\n",
+ " Timestamp('2023-01-01 22:24:00'): nan,\n",
+ " Timestamp('2023-01-01 22:30:00'): nan,\n",
+ " Timestamp('2023-01-01 22:36:00'): nan,\n",
+ " Timestamp('2023-01-01 22:42:00'): nan,\n",
+ " Timestamp('2023-01-01 22:48:00'): nan,\n",
+ " Timestamp('2023-01-01 22:54:00'): nan,\n",
+ " Timestamp('2023-01-01 23:00:00'): nan,\n",
+ " Timestamp('2023-01-01 23:06:00'): nan,\n",
+ " Timestamp('2023-01-01 23:12:00'): nan,\n",
+ " Timestamp('2023-01-01 23:18:00'): nan,\n",
+ " Timestamp('2023-01-01 23:24:00'): nan,\n",
+ " Timestamp('2023-01-01 23:30:00'): nan,\n",
+ " Timestamp('2023-01-01 23:36:00'): nan,\n",
+ " Timestamp('2023-01-01 23:42:00'): nan,\n",
+ " Timestamp('2023-01-01 23:48:00'): nan,\n",
+ " Timestamp('2023-01-01 23:54:00'): nan,\n",
+ " Timestamp('2023-01-02 00:00:00'): nan,\n",
+ " Timestamp('2023-01-02 00:06:00'): nan,\n",
+ " Timestamp('2023-01-02 00:12:00'): nan,\n",
+ " Timestamp('2023-01-02 00:18:00'): nan,\n",
+ " Timestamp('2023-01-02 00:24:00'): nan,\n",
+ " Timestamp('2023-01-02 00:30:00'): nan,\n",
+ " Timestamp('2023-01-02 00:36:00'): nan,\n",
+ " Timestamp('2023-01-02 00:42:00'): nan,\n",
+ " Timestamp('2023-01-02 00:48:00'): nan,\n",
+ " Timestamp('2023-01-02 00:54:00'): nan,\n",
+ " Timestamp('2023-01-02 01:00:00'): nan,\n",
+ " Timestamp('2023-01-02 01:06:00'): nan,\n",
+ " Timestamp('2023-01-02 01:12:00'): nan,\n",
+ " Timestamp('2023-01-02 01:18:00'): nan,\n",
+ " Timestamp('2023-01-02 01:24:00'): nan,\n",
+ " Timestamp('2023-01-02 01:30:00'): nan,\n",
+ " Timestamp('2023-01-02 01:36:00'): nan,\n",
+ " Timestamp('2023-01-02 01:42:00'): nan,\n",
+ " Timestamp('2023-01-02 01:48:00'): nan,\n",
+ " Timestamp('2023-01-02 01:54:00'): nan,\n",
+ " Timestamp('2023-01-02 02:00:00'): nan,\n",
+ " Timestamp('2023-01-02 02:06:00'): nan,\n",
+ " Timestamp('2023-01-02 02:12:00'): nan,\n",
+ " Timestamp('2023-01-02 02:18:00'): nan,\n",
+ " Timestamp('2023-01-02 02:24:00'): nan,\n",
+ " Timestamp('2023-01-02 02:30:00'): nan,\n",
+ " Timestamp('2023-01-02 02:36:00'): nan,\n",
+ " Timestamp('2023-01-02 02:42:00'): nan,\n",
+ " Timestamp('2023-01-02 02:48:00'): nan,\n",
+ " Timestamp('2023-01-02 02:54:00'): nan,\n",
+ " Timestamp('2023-01-02 03:00:00'): nan,\n",
+ " Timestamp('2023-01-02 03:06:00'): nan,\n",
+ " Timestamp('2023-01-02 03:12:00'): nan,\n",
+ " Timestamp('2023-01-02 03:18:00'): nan,\n",
+ " Timestamp('2023-01-02 03:24:00'): nan,\n",
+ " Timestamp('2023-01-02 03:30:00'): nan,\n",
+ " Timestamp('2023-01-02 03:36:00'): nan,\n",
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+ " Timestamp('2023-01-05 02:30:00'): nan,\n",
+ " Timestamp('2023-01-05 02:36:00'): nan,\n",
+ " Timestamp('2023-01-05 02:42:00'): nan,\n",
+ " Timestamp('2023-01-05 02:48:00'): nan,\n",
+ " Timestamp('2023-01-05 02:54:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:06:00'): nan,\n",
+ " Timestamp('2023-01-05 03:12:00'): nan,\n",
+ " Timestamp('2023-01-05 03:18:00'): nan,\n",
+ " Timestamp('2023-01-05 03:24:00'): nan,\n",
+ " Timestamp('2023-01-05 03:30:00'): nan,\n",
+ " Timestamp('2023-01-05 03:36:00'): nan,\n",
+ " Timestamp('2023-01-05 03:42:00'): nan,\n",
+ " Timestamp('2023-01-05 03:48:00'): nan,\n",
+ " Timestamp('2023-01-05 03:54:00'): nan,\n",
+ " Timestamp('2023-01-05 04:00:00'): nan,\n",
+ " Timestamp('2023-01-05 04:06:00'): nan,\n",
+ " ...},\n",
+ " 'APD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 00:06:00'): nan,\n",
+ " Timestamp('2023-01-01 00:12:00'): nan,\n",
+ " Timestamp('2023-01-01 00:18:00'): nan,\n",
+ " Timestamp('2023-01-01 00:24:00'): nan,\n",
+ " Timestamp('2023-01-01 00:30:00'): nan,\n",
+ " Timestamp('2023-01-01 00:36:00'): nan,\n",
+ " Timestamp('2023-01-01 00:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:06:00'): nan,\n",
+ " Timestamp('2023-01-01 01:12:00'): nan,\n",
+ " Timestamp('2023-01-01 01:18:00'): nan,\n",
+ " Timestamp('2023-01-01 01:24:00'): nan,\n",
+ " Timestamp('2023-01-01 01:30:00'): nan,\n",
+ " Timestamp('2023-01-01 01:36:00'): nan,\n",
+ " Timestamp('2023-01-01 01:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:48:00'): nan,\n",
+ " Timestamp('2023-01-01 01:54:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:06:00'): nan,\n",
+ " Timestamp('2023-01-01 02:12:00'): nan,\n",
+ " Timestamp('2023-01-01 02:18:00'): nan,\n",
+ " Timestamp('2023-01-01 02:24:00'): nan,\n",
+ " Timestamp('2023-01-01 02:30:00'): nan,\n",
+ " Timestamp('2023-01-01 02:36:00'): nan,\n",
+ " Timestamp('2023-01-01 02:42:00'): nan,\n",
+ " Timestamp('2023-01-01 02:48:00'): nan,\n",
+ " Timestamp('2023-01-01 02:54:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:06:00'): nan,\n",
+ " Timestamp('2023-01-01 03:12:00'): nan,\n",
+ " Timestamp('2023-01-01 03:18:00'): nan,\n",
+ " Timestamp('2023-01-01 03:24:00'): nan,\n",
+ " Timestamp('2023-01-01 03:30:00'): nan,\n",
+ " Timestamp('2023-01-01 03:36:00'): nan,\n",
+ " Timestamp('2023-01-01 03:42:00'): nan,\n",
+ " Timestamp('2023-01-01 03:48:00'): nan,\n",
+ " Timestamp('2023-01-01 03:54:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:06:00'): nan,\n",
+ " Timestamp('2023-01-01 04:12:00'): nan,\n",
+ " Timestamp('2023-01-01 04:18:00'): nan,\n",
+ " Timestamp('2023-01-01 04:24:00'): nan,\n",
+ " Timestamp('2023-01-01 04:30:00'): nan,\n",
+ " Timestamp('2023-01-01 04:36:00'): nan,\n",
+ " Timestamp('2023-01-01 04:42:00'): nan,\n",
+ " Timestamp('2023-01-01 04:48:00'): nan,\n",
+ " Timestamp('2023-01-01 04:54:00'): nan,\n",
+ " Timestamp('2023-01-01 05:00:00'): nan,\n",
+ " Timestamp('2023-01-01 05:06:00'): nan,\n",
+ " Timestamp('2023-01-01 05:12:00'): nan,\n",
+ " Timestamp('2023-01-01 05:18:00'): nan,\n",
+ " Timestamp('2023-01-01 05:24:00'): nan,\n",
+ " Timestamp('2023-01-01 05:30:00'): nan,\n",
+ " Timestamp('2023-01-01 05:36:00'): nan,\n",
+ " Timestamp('2023-01-01 05:42:00'): nan,\n",
+ " Timestamp('2023-01-01 05:48:00'): nan,\n",
+ " Timestamp('2023-01-01 05:54:00'): nan,\n",
+ " Timestamp('2023-01-01 06:00:00'): nan,\n",
+ " Timestamp('2023-01-01 06:06:00'): nan,\n",
+ " Timestamp('2023-01-01 06:12:00'): nan,\n",
+ " Timestamp('2023-01-01 06:18:00'): nan,\n",
+ " Timestamp('2023-01-01 06:24:00'): nan,\n",
+ " Timestamp('2023-01-01 06:30:00'): nan,\n",
+ " Timestamp('2023-01-01 06:36:00'): nan,\n",
+ " Timestamp('2023-01-01 06:42:00'): nan,\n",
+ " Timestamp('2023-01-01 06:48:00'): nan,\n",
+ " Timestamp('2023-01-01 06:54:00'): nan,\n",
+ " Timestamp('2023-01-01 07:00:00'): nan,\n",
+ " Timestamp('2023-01-01 07:06:00'): nan,\n",
+ " Timestamp('2023-01-01 07:12:00'): nan,\n",
+ " Timestamp('2023-01-01 07:18:00'): nan,\n",
+ " Timestamp('2023-01-01 07:24:00'): nan,\n",
+ " Timestamp('2023-01-01 07:30:00'): nan,\n",
+ " Timestamp('2023-01-01 07:36:00'): nan,\n",
+ " Timestamp('2023-01-01 07:42:00'): nan,\n",
+ " Timestamp('2023-01-01 07:48:00'): nan,\n",
+ " Timestamp('2023-01-01 07:54:00'): nan,\n",
+ " Timestamp('2023-01-01 08:00:00'): nan,\n",
+ " Timestamp('2023-01-01 08:06:00'): nan,\n",
+ " Timestamp('2023-01-01 08:12:00'): nan,\n",
+ " Timestamp('2023-01-01 08:18:00'): nan,\n",
+ " Timestamp('2023-01-01 08:24:00'): nan,\n",
+ " Timestamp('2023-01-01 08:30:00'): nan,\n",
+ " Timestamp('2023-01-01 08:36:00'): nan,\n",
+ " Timestamp('2023-01-01 08:42:00'): nan,\n",
+ " Timestamp('2023-01-01 08:48:00'): nan,\n",
+ " Timestamp('2023-01-01 08:54:00'): nan,\n",
+ " Timestamp('2023-01-01 09:00:00'): nan,\n",
+ " Timestamp('2023-01-01 09:06:00'): nan,\n",
+ " Timestamp('2023-01-01 09:12:00'): nan,\n",
+ " Timestamp('2023-01-01 09:18:00'): nan,\n",
+ " Timestamp('2023-01-01 09:24:00'): nan,\n",
+ " Timestamp('2023-01-01 09:30:00'): nan,\n",
+ " Timestamp('2023-01-01 09:36:00'): nan,\n",
+ " Timestamp('2023-01-01 09:42:00'): nan,\n",
+ " Timestamp('2023-01-01 09:48:00'): nan,\n",
+ " Timestamp('2023-01-01 09:54:00'): nan,\n",
+ " Timestamp('2023-01-01 10:00:00'): nan,\n",
+ " Timestamp('2023-01-01 10:06:00'): nan,\n",
+ " Timestamp('2023-01-01 10:12:00'): nan,\n",
+ " Timestamp('2023-01-01 10:18:00'): nan,\n",
+ " Timestamp('2023-01-01 10:24:00'): nan,\n",
+ " Timestamp('2023-01-01 10:30:00'): nan,\n",
+ " Timestamp('2023-01-01 10:36:00'): nan,\n",
+ " Timestamp('2023-01-01 10:42:00'): nan,\n",
+ " Timestamp('2023-01-01 10:48:00'): nan,\n",
+ " Timestamp('2023-01-01 10:54:00'): nan,\n",
+ " Timestamp('2023-01-01 11:00:00'): nan,\n",
+ " Timestamp('2023-01-01 11:06:00'): nan,\n",
+ " Timestamp('2023-01-01 11:12:00'): nan,\n",
+ " Timestamp('2023-01-01 11:18:00'): nan,\n",
+ " Timestamp('2023-01-01 11:24:00'): nan,\n",
+ " Timestamp('2023-01-01 11:30:00'): nan,\n",
+ " Timestamp('2023-01-01 11:36:00'): nan,\n",
+ " Timestamp('2023-01-01 11:42:00'): nan,\n",
+ " Timestamp('2023-01-01 11:48:00'): nan,\n",
+ " Timestamp('2023-01-01 11:54:00'): nan,\n",
+ " Timestamp('2023-01-01 12:00:00'): nan,\n",
+ " Timestamp('2023-01-01 12:06:00'): nan,\n",
+ " Timestamp('2023-01-01 12:12:00'): nan,\n",
+ " Timestamp('2023-01-01 12:18:00'): nan,\n",
+ " Timestamp('2023-01-01 12:24:00'): nan,\n",
+ " Timestamp('2023-01-01 12:30:00'): nan,\n",
+ " Timestamp('2023-01-01 12:36:00'): nan,\n",
+ " Timestamp('2023-01-01 12:42:00'): nan,\n",
+ " Timestamp('2023-01-01 12:48:00'): nan,\n",
+ " Timestamp('2023-01-01 12:54:00'): nan,\n",
+ " Timestamp('2023-01-01 13:00:00'): nan,\n",
+ " Timestamp('2023-01-01 13:06:00'): nan,\n",
+ " Timestamp('2023-01-01 13:12:00'): nan,\n",
+ " Timestamp('2023-01-01 13:18:00'): nan,\n",
+ " Timestamp('2023-01-01 13:24:00'): nan,\n",
+ " Timestamp('2023-01-01 13:30:00'): nan,\n",
+ " Timestamp('2023-01-01 13:36:00'): nan,\n",
+ " Timestamp('2023-01-01 13:42:00'): nan,\n",
+ " Timestamp('2023-01-01 13:48:00'): nan,\n",
+ " Timestamp('2023-01-01 13:54:00'): nan,\n",
+ " Timestamp('2023-01-01 14:00:00'): nan,\n",
+ " Timestamp('2023-01-01 14:06:00'): nan,\n",
+ " Timestamp('2023-01-01 14:12:00'): nan,\n",
+ " Timestamp('2023-01-01 14:18:00'): nan,\n",
+ " Timestamp('2023-01-01 14:24:00'): nan,\n",
+ " Timestamp('2023-01-01 14:30:00'): nan,\n",
+ " Timestamp('2023-01-01 14:36:00'): nan,\n",
+ " Timestamp('2023-01-01 14:42:00'): nan,\n",
+ " Timestamp('2023-01-01 14:48:00'): nan,\n",
+ " Timestamp('2023-01-01 14:54:00'): nan,\n",
+ " Timestamp('2023-01-01 15:00:00'): nan,\n",
+ " Timestamp('2023-01-01 15:06:00'): nan,\n",
+ " Timestamp('2023-01-01 15:12:00'): nan,\n",
+ " Timestamp('2023-01-01 15:18:00'): nan,\n",
+ " Timestamp('2023-01-01 15:24:00'): nan,\n",
+ " Timestamp('2023-01-01 15:30:00'): nan,\n",
+ " Timestamp('2023-01-01 15:36:00'): nan,\n",
+ " Timestamp('2023-01-01 15:42:00'): nan,\n",
+ " Timestamp('2023-01-01 15:48:00'): nan,\n",
+ " Timestamp('2023-01-01 15:54:00'): nan,\n",
+ " Timestamp('2023-01-01 16:00:00'): nan,\n",
+ " Timestamp('2023-01-01 16:06:00'): nan,\n",
+ " Timestamp('2023-01-01 16:12:00'): nan,\n",
+ " Timestamp('2023-01-01 16:18:00'): nan,\n",
+ " Timestamp('2023-01-01 16:24:00'): nan,\n",
+ " Timestamp('2023-01-01 16:30:00'): nan,\n",
+ " Timestamp('2023-01-01 16:36:00'): nan,\n",
+ " Timestamp('2023-01-01 16:42:00'): nan,\n",
+ " Timestamp('2023-01-01 16:48:00'): nan,\n",
+ " Timestamp('2023-01-01 16:54:00'): nan,\n",
+ " Timestamp('2023-01-01 17:00:00'): nan,\n",
+ " Timestamp('2023-01-01 17:06:00'): nan,\n",
+ " Timestamp('2023-01-01 17:12:00'): nan,\n",
+ " Timestamp('2023-01-01 17:18:00'): nan,\n",
+ " Timestamp('2023-01-01 17:24:00'): nan,\n",
+ " Timestamp('2023-01-01 17:30:00'): nan,\n",
+ " Timestamp('2023-01-01 17:36:00'): nan,\n",
+ " Timestamp('2023-01-01 17:42:00'): nan,\n",
+ " Timestamp('2023-01-01 17:48:00'): nan,\n",
+ " Timestamp('2023-01-01 17:54:00'): nan,\n",
+ " Timestamp('2023-01-01 18:00:00'): nan,\n",
+ " Timestamp('2023-01-01 18:06:00'): nan,\n",
+ " Timestamp('2023-01-01 18:12:00'): nan,\n",
+ " Timestamp('2023-01-01 18:18:00'): nan,\n",
+ " Timestamp('2023-01-01 18:24:00'): nan,\n",
+ " Timestamp('2023-01-01 18:30:00'): nan,\n",
+ " Timestamp('2023-01-01 18:36:00'): nan,\n",
+ " Timestamp('2023-01-01 18:42:00'): nan,\n",
+ " Timestamp('2023-01-01 18:48:00'): nan,\n",
+ " Timestamp('2023-01-01 18:54:00'): nan,\n",
+ " Timestamp('2023-01-01 19:00:00'): nan,\n",
+ " Timestamp('2023-01-01 19:06:00'): nan,\n",
+ " Timestamp('2023-01-01 19:12:00'): nan,\n",
+ " Timestamp('2023-01-01 19:18:00'): nan,\n",
+ " Timestamp('2023-01-01 19:24:00'): nan,\n",
+ " Timestamp('2023-01-01 19:30:00'): nan,\n",
+ " Timestamp('2023-01-01 19:36:00'): nan,\n",
+ " Timestamp('2023-01-01 19:42:00'): nan,\n",
+ " Timestamp('2023-01-01 19:48:00'): nan,\n",
+ " Timestamp('2023-01-01 19:54:00'): nan,\n",
+ " Timestamp('2023-01-01 20:00:00'): nan,\n",
+ " Timestamp('2023-01-01 20:06:00'): nan,\n",
+ " Timestamp('2023-01-01 20:12:00'): nan,\n",
+ " Timestamp('2023-01-01 20:18:00'): nan,\n",
+ " Timestamp('2023-01-01 20:24:00'): nan,\n",
+ " Timestamp('2023-01-01 20:30:00'): nan,\n",
+ " Timestamp('2023-01-01 20:36:00'): nan,\n",
+ " Timestamp('2023-01-01 20:42:00'): nan,\n",
+ " Timestamp('2023-01-01 20:48:00'): nan,\n",
+ " Timestamp('2023-01-01 20:54:00'): nan,\n",
+ " Timestamp('2023-01-01 21:00:00'): nan,\n",
+ " Timestamp('2023-01-01 21:06:00'): nan,\n",
+ " Timestamp('2023-01-01 21:12:00'): nan,\n",
+ " Timestamp('2023-01-01 21:18:00'): nan,\n",
+ " Timestamp('2023-01-01 21:24:00'): nan,\n",
+ " Timestamp('2023-01-01 21:30:00'): nan,\n",
+ " Timestamp('2023-01-01 21:36:00'): nan,\n",
+ " Timestamp('2023-01-01 21:42:00'): nan,\n",
+ " Timestamp('2023-01-01 21:48:00'): nan,\n",
+ " Timestamp('2023-01-01 21:54:00'): nan,\n",
+ " Timestamp('2023-01-01 22:00:00'): nan,\n",
+ " Timestamp('2023-01-01 22:06:00'): nan,\n",
+ " Timestamp('2023-01-01 22:12:00'): nan,\n",
+ " Timestamp('2023-01-01 22:18:00'): nan,\n",
+ " Timestamp('2023-01-01 22:24:00'): nan,\n",
+ " Timestamp('2023-01-01 22:30:00'): nan,\n",
+ " Timestamp('2023-01-01 22:36:00'): nan,\n",
+ " Timestamp('2023-01-01 22:42:00'): nan,\n",
+ " Timestamp('2023-01-01 22:48:00'): nan,\n",
+ " Timestamp('2023-01-01 22:54:00'): nan,\n",
+ " Timestamp('2023-01-01 23:00:00'): nan,\n",
+ " Timestamp('2023-01-01 23:06:00'): nan,\n",
+ " Timestamp('2023-01-01 23:12:00'): nan,\n",
+ " Timestamp('2023-01-01 23:18:00'): nan,\n",
+ " Timestamp('2023-01-01 23:24:00'): nan,\n",
+ " Timestamp('2023-01-01 23:30:00'): nan,\n",
+ " Timestamp('2023-01-01 23:36:00'): nan,\n",
+ " Timestamp('2023-01-01 23:42:00'): nan,\n",
+ " Timestamp('2023-01-01 23:48:00'): nan,\n",
+ " Timestamp('2023-01-01 23:54:00'): nan,\n",
+ " Timestamp('2023-01-02 00:00:00'): nan,\n",
+ " Timestamp('2023-01-02 00:06:00'): nan,\n",
+ " Timestamp('2023-01-02 00:12:00'): nan,\n",
+ " Timestamp('2023-01-02 00:18:00'): nan,\n",
+ " Timestamp('2023-01-02 00:24:00'): nan,\n",
+ " Timestamp('2023-01-02 00:30:00'): nan,\n",
+ " Timestamp('2023-01-02 00:36:00'): nan,\n",
+ " Timestamp('2023-01-02 00:42:00'): nan,\n",
+ " Timestamp('2023-01-02 00:48:00'): nan,\n",
+ " Timestamp('2023-01-02 00:54:00'): nan,\n",
+ " Timestamp('2023-01-02 01:00:00'): nan,\n",
+ " Timestamp('2023-01-02 01:06:00'): nan,\n",
+ " Timestamp('2023-01-02 01:12:00'): nan,\n",
+ " Timestamp('2023-01-02 01:18:00'): nan,\n",
+ " Timestamp('2023-01-02 01:24:00'): nan,\n",
+ " Timestamp('2023-01-02 01:30:00'): nan,\n",
+ " Timestamp('2023-01-02 01:36:00'): nan,\n",
+ " Timestamp('2023-01-02 01:42:00'): nan,\n",
+ " Timestamp('2023-01-02 01:48:00'): nan,\n",
+ " Timestamp('2023-01-02 01:54:00'): nan,\n",
+ " Timestamp('2023-01-02 02:00:00'): nan,\n",
+ " Timestamp('2023-01-02 02:06:00'): nan,\n",
+ " Timestamp('2023-01-02 02:12:00'): nan,\n",
+ " Timestamp('2023-01-02 02:18:00'): nan,\n",
+ " Timestamp('2023-01-02 02:24:00'): nan,\n",
+ " Timestamp('2023-01-02 02:30:00'): nan,\n",
+ " Timestamp('2023-01-02 02:36:00'): nan,\n",
+ " Timestamp('2023-01-02 02:42:00'): nan,\n",
+ " Timestamp('2023-01-02 02:48:00'): nan,\n",
+ " Timestamp('2023-01-02 02:54:00'): nan,\n",
+ " Timestamp('2023-01-02 03:00:00'): nan,\n",
+ " Timestamp('2023-01-02 03:06:00'): nan,\n",
+ " Timestamp('2023-01-02 03:12:00'): nan,\n",
+ " Timestamp('2023-01-02 03:18:00'): nan,\n",
+ " Timestamp('2023-01-02 03:24:00'): nan,\n",
+ " Timestamp('2023-01-02 03:30:00'): nan,\n",
+ " Timestamp('2023-01-02 03:36:00'): nan,\n",
+ " Timestamp('2023-01-02 03:42:00'): nan,\n",
+ " Timestamp('2023-01-02 03:48:00'): nan,\n",
+ " Timestamp('2023-01-02 03:54:00'): nan,\n",
+ " Timestamp('2023-01-02 04:00:00'): nan,\n",
+ " Timestamp('2023-01-02 04:06:00'): nan,\n",
+ " Timestamp('2023-01-02 04:12:00'): nan,\n",
+ " Timestamp('2023-01-02 04:18:00'): nan,\n",
+ " Timestamp('2023-01-02 04:24:00'): nan,\n",
+ " Timestamp('2023-01-02 04:30:00'): nan,\n",
+ " Timestamp('2023-01-02 04:36:00'): nan,\n",
+ " Timestamp('2023-01-02 04:42:00'): nan,\n",
+ " Timestamp('2023-01-02 04:48:00'): nan,\n",
+ " Timestamp('2023-01-02 04:54:00'): nan,\n",
+ " Timestamp('2023-01-02 05:00:00'): nan,\n",
+ " Timestamp('2023-01-02 05:06:00'): nan,\n",
+ " Timestamp('2023-01-02 05:12:00'): nan,\n",
+ " Timestamp('2023-01-02 05:18:00'): nan,\n",
+ " Timestamp('2023-01-02 05:24:00'): nan,\n",
+ " Timestamp('2023-01-02 05:30:00'): nan,\n",
+ " Timestamp('2023-01-02 05:36:00'): nan,\n",
+ " Timestamp('2023-01-02 05:42:00'): nan,\n",
+ " Timestamp('2023-01-02 05:48:00'): nan,\n",
+ " Timestamp('2023-01-02 05:54:00'): nan,\n",
+ " Timestamp('2023-01-02 06:00:00'): nan,\n",
+ " Timestamp('2023-01-02 06:06:00'): nan,\n",
+ " Timestamp('2023-01-02 06:12:00'): nan,\n",
+ " Timestamp('2023-01-02 06:18:00'): nan,\n",
+ " Timestamp('2023-01-02 06:24:00'): nan,\n",
+ " Timestamp('2023-01-02 06:30:00'): nan,\n",
+ " Timestamp('2023-01-02 06:36:00'): nan,\n",
+ " Timestamp('2023-01-02 06:42:00'): nan,\n",
+ " Timestamp('2023-01-02 06:48:00'): nan,\n",
+ " Timestamp('2023-01-02 06:54:00'): nan,\n",
+ " Timestamp('2023-01-02 07:00:00'): nan,\n",
+ " Timestamp('2023-01-02 07:06:00'): nan,\n",
+ " Timestamp('2023-01-02 07:12:00'): nan,\n",
+ " Timestamp('2023-01-02 07:18:00'): nan,\n",
+ " Timestamp('2023-01-02 07:24:00'): nan,\n",
+ " Timestamp('2023-01-02 07:30:00'): nan,\n",
+ " Timestamp('2023-01-02 07:36:00'): nan,\n",
+ " Timestamp('2023-01-02 07:42:00'): nan,\n",
+ " Timestamp('2023-01-02 07:48:00'): nan,\n",
+ " Timestamp('2023-01-02 07:54:00'): nan,\n",
+ " Timestamp('2023-01-02 08:00:00'): nan,\n",
+ " Timestamp('2023-01-02 08:06:00'): nan,\n",
+ " Timestamp('2023-01-02 08:12:00'): nan,\n",
+ " Timestamp('2023-01-02 08:18:00'): nan,\n",
+ " Timestamp('2023-01-02 08:24:00'): nan,\n",
+ " Timestamp('2023-01-02 08:30:00'): nan,\n",
+ " Timestamp('2023-01-02 08:36:00'): nan,\n",
+ " Timestamp('2023-01-02 08:42:00'): nan,\n",
+ " Timestamp('2023-01-02 08:48:00'): nan,\n",
+ " Timestamp('2023-01-02 08:54:00'): nan,\n",
+ " Timestamp('2023-01-02 09:00:00'): nan,\n",
+ " Timestamp('2023-01-02 09:06:00'): nan,\n",
+ " Timestamp('2023-01-02 09:12:00'): nan,\n",
+ " Timestamp('2023-01-02 09:18:00'): nan,\n",
+ " Timestamp('2023-01-02 09:24:00'): nan,\n",
+ " Timestamp('2023-01-02 09:30:00'): nan,\n",
+ " Timestamp('2023-01-02 09:36:00'): nan,\n",
+ " Timestamp('2023-01-02 09:42:00'): nan,\n",
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+ " Timestamp('2023-01-03 21:12:00'): nan,\n",
+ " Timestamp('2023-01-03 21:18:00'): nan,\n",
+ " Timestamp('2023-01-03 21:24:00'): nan,\n",
+ " Timestamp('2023-01-03 21:30:00'): nan,\n",
+ " Timestamp('2023-01-03 21:36:00'): nan,\n",
+ " Timestamp('2023-01-03 21:42:00'): nan,\n",
+ " Timestamp('2023-01-03 21:48:00'): nan,\n",
+ " Timestamp('2023-01-03 21:54:00'): nan,\n",
+ " Timestamp('2023-01-03 22:00:00'): nan,\n",
+ " Timestamp('2023-01-03 22:06:00'): nan,\n",
+ " Timestamp('2023-01-03 22:12:00'): nan,\n",
+ " Timestamp('2023-01-03 22:18:00'): nan,\n",
+ " Timestamp('2023-01-03 22:24:00'): nan,\n",
+ " Timestamp('2023-01-03 22:30:00'): nan,\n",
+ " Timestamp('2023-01-03 22:36:00'): nan,\n",
+ " Timestamp('2023-01-03 22:42:00'): nan,\n",
+ " Timestamp('2023-01-03 22:48:00'): nan,\n",
+ " Timestamp('2023-01-03 22:54:00'): nan,\n",
+ " Timestamp('2023-01-03 23:00:00'): nan,\n",
+ " Timestamp('2023-01-03 23:06:00'): nan,\n",
+ " Timestamp('2023-01-03 23:12:00'): nan,\n",
+ " Timestamp('2023-01-03 23:18:00'): nan,\n",
+ " Timestamp('2023-01-03 23:24:00'): nan,\n",
+ " Timestamp('2023-01-03 23:30:00'): nan,\n",
+ " Timestamp('2023-01-03 23:36:00'): nan,\n",
+ " Timestamp('2023-01-03 23:42:00'): nan,\n",
+ " Timestamp('2023-01-03 23:48:00'): nan,\n",
+ " Timestamp('2023-01-03 23:54:00'): nan,\n",
+ " Timestamp('2023-01-04 00:00:00'): nan,\n",
+ " Timestamp('2023-01-04 00:06:00'): nan,\n",
+ " Timestamp('2023-01-04 00:12:00'): nan,\n",
+ " Timestamp('2023-01-04 00:18:00'): nan,\n",
+ " Timestamp('2023-01-04 00:24:00'): nan,\n",
+ " Timestamp('2023-01-04 00:30:00'): nan,\n",
+ " Timestamp('2023-01-04 00:36:00'): nan,\n",
+ " Timestamp('2023-01-04 00:42:00'): nan,\n",
+ " Timestamp('2023-01-04 00:48:00'): nan,\n",
+ " Timestamp('2023-01-04 00:54:00'): nan,\n",
+ " Timestamp('2023-01-04 01:00:00'): nan,\n",
+ " Timestamp('2023-01-04 01:06:00'): nan,\n",
+ " Timestamp('2023-01-04 01:12:00'): nan,\n",
+ " Timestamp('2023-01-04 01:18:00'): nan,\n",
+ " Timestamp('2023-01-04 01:24:00'): nan,\n",
+ " Timestamp('2023-01-04 01:30:00'): nan,\n",
+ " Timestamp('2023-01-04 01:36:00'): nan,\n",
+ " Timestamp('2023-01-04 01:42:00'): nan,\n",
+ " Timestamp('2023-01-04 01:48:00'): nan,\n",
+ " Timestamp('2023-01-04 01:54:00'): nan,\n",
+ " Timestamp('2023-01-04 02:00:00'): nan,\n",
+ " Timestamp('2023-01-04 02:06:00'): nan,\n",
+ " Timestamp('2023-01-04 02:12:00'): nan,\n",
+ " Timestamp('2023-01-04 02:18:00'): nan,\n",
+ " Timestamp('2023-01-04 02:24:00'): nan,\n",
+ " Timestamp('2023-01-04 02:30:00'): nan,\n",
+ " Timestamp('2023-01-04 02:36:00'): nan,\n",
+ " Timestamp('2023-01-04 02:42:00'): nan,\n",
+ " Timestamp('2023-01-04 02:48:00'): nan,\n",
+ " Timestamp('2023-01-04 02:54:00'): nan,\n",
+ " Timestamp('2023-01-04 03:00:00'): nan,\n",
+ " Timestamp('2023-01-04 03:06:00'): nan,\n",
+ " Timestamp('2023-01-04 03:12:00'): nan,\n",
+ " Timestamp('2023-01-04 03:18:00'): nan,\n",
+ " Timestamp('2023-01-04 03:24:00'): nan,\n",
+ " Timestamp('2023-01-04 03:30:00'): nan,\n",
+ " Timestamp('2023-01-04 03:36:00'): nan,\n",
+ " Timestamp('2023-01-04 03:42:00'): nan,\n",
+ " Timestamp('2023-01-04 03:48:00'): nan,\n",
+ " Timestamp('2023-01-04 03:54:00'): nan,\n",
+ " Timestamp('2023-01-04 04:00:00'): nan,\n",
+ " Timestamp('2023-01-04 04:06:00'): nan,\n",
+ " Timestamp('2023-01-04 04:12:00'): nan,\n",
+ " Timestamp('2023-01-04 04:18:00'): nan,\n",
+ " Timestamp('2023-01-04 04:24:00'): nan,\n",
+ " Timestamp('2023-01-04 04:30:00'): nan,\n",
+ " Timestamp('2023-01-04 04:36:00'): nan,\n",
+ " Timestamp('2023-01-04 04:42:00'): nan,\n",
+ " Timestamp('2023-01-04 04:48:00'): nan,\n",
+ " Timestamp('2023-01-04 04:54:00'): nan,\n",
+ " Timestamp('2023-01-04 05:00:00'): nan,\n",
+ " Timestamp('2023-01-04 05:06:00'): nan,\n",
+ " Timestamp('2023-01-04 05:12:00'): nan,\n",
+ " Timestamp('2023-01-04 05:18:00'): nan,\n",
+ " Timestamp('2023-01-04 05:24:00'): nan,\n",
+ " Timestamp('2023-01-04 05:30:00'): nan,\n",
+ " Timestamp('2023-01-04 05:36:00'): nan,\n",
+ " Timestamp('2023-01-04 05:42:00'): nan,\n",
+ " Timestamp('2023-01-04 05:48:00'): nan,\n",
+ " Timestamp('2023-01-04 05:54:00'): nan,\n",
+ " Timestamp('2023-01-04 06:00:00'): nan,\n",
+ " Timestamp('2023-01-04 06:06:00'): nan,\n",
+ " Timestamp('2023-01-04 06:12:00'): nan,\n",
+ " Timestamp('2023-01-04 06:18:00'): nan,\n",
+ " Timestamp('2023-01-04 06:24:00'): nan,\n",
+ " Timestamp('2023-01-04 06:30:00'): nan,\n",
+ " Timestamp('2023-01-04 06:36:00'): nan,\n",
+ " Timestamp('2023-01-04 06:42:00'): nan,\n",
+ " Timestamp('2023-01-04 06:48:00'): nan,\n",
+ " Timestamp('2023-01-04 06:54:00'): nan,\n",
+ " Timestamp('2023-01-04 07:00:00'): nan,\n",
+ " Timestamp('2023-01-04 07:06:00'): nan,\n",
+ " Timestamp('2023-01-04 07:12:00'): nan,\n",
+ " Timestamp('2023-01-04 07:18:00'): nan,\n",
+ " Timestamp('2023-01-04 07:24:00'): nan,\n",
+ " Timestamp('2023-01-04 07:30:00'): nan,\n",
+ " Timestamp('2023-01-04 07:36:00'): nan,\n",
+ " Timestamp('2023-01-04 07:42:00'): nan,\n",
+ " Timestamp('2023-01-04 07:48:00'): nan,\n",
+ " Timestamp('2023-01-04 07:54:00'): nan,\n",
+ " Timestamp('2023-01-04 08:00:00'): nan,\n",
+ " Timestamp('2023-01-04 08:06:00'): nan,\n",
+ " Timestamp('2023-01-04 08:12:00'): nan,\n",
+ " Timestamp('2023-01-04 08:18:00'): nan,\n",
+ " Timestamp('2023-01-04 08:24:00'): nan,\n",
+ " Timestamp('2023-01-04 08:30:00'): nan,\n",
+ " Timestamp('2023-01-04 08:36:00'): nan,\n",
+ " Timestamp('2023-01-04 08:42:00'): nan,\n",
+ " Timestamp('2023-01-04 08:48:00'): nan,\n",
+ " Timestamp('2023-01-04 08:54:00'): nan,\n",
+ " Timestamp('2023-01-04 09:00:00'): nan,\n",
+ " Timestamp('2023-01-04 09:06:00'): nan,\n",
+ " Timestamp('2023-01-04 09:12:00'): nan,\n",
+ " Timestamp('2023-01-04 09:18:00'): nan,\n",
+ " Timestamp('2023-01-04 09:24:00'): nan,\n",
+ " Timestamp('2023-01-04 09:30:00'): nan,\n",
+ " Timestamp('2023-01-04 09:36:00'): nan,\n",
+ " Timestamp('2023-01-04 09:42:00'): nan,\n",
+ " Timestamp('2023-01-04 09:48:00'): nan,\n",
+ " Timestamp('2023-01-04 09:54:00'): nan,\n",
+ " Timestamp('2023-01-04 10:00:00'): nan,\n",
+ " Timestamp('2023-01-04 10:06:00'): nan,\n",
+ " Timestamp('2023-01-04 10:12:00'): nan,\n",
+ " Timestamp('2023-01-04 10:18:00'): nan,\n",
+ " Timestamp('2023-01-04 10:24:00'): nan,\n",
+ " Timestamp('2023-01-04 10:30:00'): nan,\n",
+ " Timestamp('2023-01-04 10:36:00'): nan,\n",
+ " Timestamp('2023-01-04 10:42:00'): nan,\n",
+ " Timestamp('2023-01-04 10:48:00'): nan,\n",
+ " Timestamp('2023-01-04 10:54:00'): nan,\n",
+ " Timestamp('2023-01-04 11:00:00'): nan,\n",
+ " Timestamp('2023-01-04 11:06:00'): nan,\n",
+ " Timestamp('2023-01-04 11:12:00'): nan,\n",
+ " Timestamp('2023-01-04 11:18:00'): nan,\n",
+ " Timestamp('2023-01-04 11:24:00'): nan,\n",
+ " Timestamp('2023-01-04 11:30:00'): nan,\n",
+ " Timestamp('2023-01-04 11:36:00'): nan,\n",
+ " Timestamp('2023-01-04 11:42:00'): nan,\n",
+ " Timestamp('2023-01-04 11:48:00'): nan,\n",
+ " Timestamp('2023-01-04 11:54:00'): nan,\n",
+ " Timestamp('2023-01-04 12:00:00'): nan,\n",
+ " Timestamp('2023-01-04 12:06:00'): nan,\n",
+ " Timestamp('2023-01-04 12:12:00'): nan,\n",
+ " Timestamp('2023-01-04 12:18:00'): nan,\n",
+ " Timestamp('2023-01-04 12:24:00'): nan,\n",
+ " Timestamp('2023-01-04 12:30:00'): nan,\n",
+ " Timestamp('2023-01-04 12:36:00'): nan,\n",
+ " Timestamp('2023-01-04 12:42:00'): nan,\n",
+ " Timestamp('2023-01-04 12:48:00'): nan,\n",
+ " Timestamp('2023-01-04 12:54:00'): nan,\n",
+ " Timestamp('2023-01-04 13:00:00'): nan,\n",
+ " Timestamp('2023-01-04 13:06:00'): nan,\n",
+ " Timestamp('2023-01-04 13:12:00'): nan,\n",
+ " Timestamp('2023-01-04 13:18:00'): nan,\n",
+ " Timestamp('2023-01-04 13:24:00'): nan,\n",
+ " Timestamp('2023-01-04 13:30:00'): nan,\n",
+ " Timestamp('2023-01-04 13:36:00'): nan,\n",
+ " Timestamp('2023-01-04 13:42:00'): nan,\n",
+ " Timestamp('2023-01-04 13:48:00'): nan,\n",
+ " Timestamp('2023-01-04 13:54:00'): nan,\n",
+ " Timestamp('2023-01-04 14:00:00'): nan,\n",
+ " Timestamp('2023-01-04 14:06:00'): nan,\n",
+ " Timestamp('2023-01-04 14:12:00'): nan,\n",
+ " Timestamp('2023-01-04 14:18:00'): nan,\n",
+ " Timestamp('2023-01-04 14:24:00'): nan,\n",
+ " Timestamp('2023-01-04 14:30:00'): nan,\n",
+ " Timestamp('2023-01-04 14:36:00'): nan,\n",
+ " Timestamp('2023-01-04 14:42:00'): nan,\n",
+ " Timestamp('2023-01-04 14:48:00'): nan,\n",
+ " Timestamp('2023-01-04 14:54:00'): nan,\n",
+ " Timestamp('2023-01-04 15:00:00'): nan,\n",
+ " Timestamp('2023-01-04 15:06:00'): nan,\n",
+ " Timestamp('2023-01-04 15:12:00'): nan,\n",
+ " Timestamp('2023-01-04 15:18:00'): nan,\n",
+ " Timestamp('2023-01-04 15:24:00'): nan,\n",
+ " Timestamp('2023-01-04 15:30:00'): nan,\n",
+ " Timestamp('2023-01-04 15:36:00'): nan,\n",
+ " Timestamp('2023-01-04 15:42:00'): nan,\n",
+ " Timestamp('2023-01-04 15:48:00'): nan,\n",
+ " Timestamp('2023-01-04 15:54:00'): nan,\n",
+ " Timestamp('2023-01-04 16:00:00'): nan,\n",
+ " Timestamp('2023-01-04 16:06:00'): nan,\n",
+ " Timestamp('2023-01-04 16:12:00'): nan,\n",
+ " Timestamp('2023-01-04 16:18:00'): nan,\n",
+ " Timestamp('2023-01-04 16:24:00'): nan,\n",
+ " Timestamp('2023-01-04 16:30:00'): nan,\n",
+ " Timestamp('2023-01-04 16:36:00'): nan,\n",
+ " Timestamp('2023-01-04 16:42:00'): nan,\n",
+ " Timestamp('2023-01-04 16:48:00'): nan,\n",
+ " Timestamp('2023-01-04 16:54:00'): nan,\n",
+ " Timestamp('2023-01-04 17:00:00'): nan,\n",
+ " Timestamp('2023-01-04 17:06:00'): nan,\n",
+ " Timestamp('2023-01-04 17:12:00'): nan,\n",
+ " Timestamp('2023-01-04 17:18:00'): nan,\n",
+ " Timestamp('2023-01-04 17:24:00'): nan,\n",
+ " Timestamp('2023-01-04 17:30:00'): nan,\n",
+ " Timestamp('2023-01-04 17:36:00'): nan,\n",
+ " Timestamp('2023-01-04 17:42:00'): nan,\n",
+ " Timestamp('2023-01-04 17:48:00'): nan,\n",
+ " Timestamp('2023-01-04 17:54:00'): nan,\n",
+ " Timestamp('2023-01-04 18:00:00'): nan,\n",
+ " Timestamp('2023-01-04 18:06:00'): nan,\n",
+ " Timestamp('2023-01-04 18:12:00'): nan,\n",
+ " Timestamp('2023-01-04 18:18:00'): nan,\n",
+ " Timestamp('2023-01-04 18:24:00'): nan,\n",
+ " Timestamp('2023-01-04 18:30:00'): nan,\n",
+ " Timestamp('2023-01-04 18:36:00'): nan,\n",
+ " Timestamp('2023-01-04 18:42:00'): nan,\n",
+ " Timestamp('2023-01-04 18:48:00'): nan,\n",
+ " Timestamp('2023-01-04 18:54:00'): nan,\n",
+ " Timestamp('2023-01-04 19:00:00'): nan,\n",
+ " Timestamp('2023-01-04 19:06:00'): nan,\n",
+ " Timestamp('2023-01-04 19:12:00'): nan,\n",
+ " Timestamp('2023-01-04 19:18:00'): nan,\n",
+ " Timestamp('2023-01-04 19:24:00'): nan,\n",
+ " Timestamp('2023-01-04 19:30:00'): nan,\n",
+ " Timestamp('2023-01-04 19:36:00'): nan,\n",
+ " Timestamp('2023-01-04 19:42:00'): nan,\n",
+ " Timestamp('2023-01-04 19:48:00'): nan,\n",
+ " Timestamp('2023-01-04 19:54:00'): nan,\n",
+ " Timestamp('2023-01-04 20:00:00'): nan,\n",
+ " Timestamp('2023-01-04 20:06:00'): nan,\n",
+ " Timestamp('2023-01-04 20:12:00'): nan,\n",
+ " Timestamp('2023-01-04 20:18:00'): nan,\n",
+ " Timestamp('2023-01-04 20:24:00'): nan,\n",
+ " Timestamp('2023-01-04 20:30:00'): nan,\n",
+ " Timestamp('2023-01-04 20:36:00'): nan,\n",
+ " Timestamp('2023-01-04 20:42:00'): nan,\n",
+ " Timestamp('2023-01-04 20:48:00'): nan,\n",
+ " Timestamp('2023-01-04 20:54:00'): nan,\n",
+ " Timestamp('2023-01-04 21:00:00'): nan,\n",
+ " Timestamp('2023-01-04 21:06:00'): nan,\n",
+ " Timestamp('2023-01-04 21:12:00'): nan,\n",
+ " Timestamp('2023-01-04 21:18:00'): nan,\n",
+ " Timestamp('2023-01-04 21:24:00'): nan,\n",
+ " Timestamp('2023-01-04 21:30:00'): nan,\n",
+ " Timestamp('2023-01-04 21:36:00'): nan,\n",
+ " Timestamp('2023-01-04 21:42:00'): nan,\n",
+ " Timestamp('2023-01-04 21:48:00'): nan,\n",
+ " Timestamp('2023-01-04 21:54:00'): nan,\n",
+ " Timestamp('2023-01-04 22:00:00'): nan,\n",
+ " Timestamp('2023-01-04 22:06:00'): nan,\n",
+ " Timestamp('2023-01-04 22:12:00'): nan,\n",
+ " Timestamp('2023-01-04 22:18:00'): nan,\n",
+ " Timestamp('2023-01-04 22:24:00'): nan,\n",
+ " Timestamp('2023-01-04 22:30:00'): nan,\n",
+ " Timestamp('2023-01-04 22:36:00'): nan,\n",
+ " Timestamp('2023-01-04 22:42:00'): nan,\n",
+ " Timestamp('2023-01-04 22:48:00'): nan,\n",
+ " Timestamp('2023-01-04 22:54:00'): nan,\n",
+ " Timestamp('2023-01-04 23:00:00'): nan,\n",
+ " Timestamp('2023-01-04 23:06:00'): nan,\n",
+ " Timestamp('2023-01-04 23:12:00'): nan,\n",
+ " Timestamp('2023-01-04 23:18:00'): nan,\n",
+ " Timestamp('2023-01-04 23:24:00'): nan,\n",
+ " Timestamp('2023-01-04 23:30:00'): nan,\n",
+ " Timestamp('2023-01-04 23:36:00'): nan,\n",
+ " Timestamp('2023-01-04 23:42:00'): nan,\n",
+ " Timestamp('2023-01-04 23:48:00'): nan,\n",
+ " Timestamp('2023-01-04 23:54:00'): nan,\n",
+ " Timestamp('2023-01-05 00:00:00'): nan,\n",
+ " Timestamp('2023-01-05 00:06:00'): nan,\n",
+ " Timestamp('2023-01-05 00:12:00'): nan,\n",
+ " Timestamp('2023-01-05 00:18:00'): nan,\n",
+ " Timestamp('2023-01-05 00:24:00'): nan,\n",
+ " Timestamp('2023-01-05 00:30:00'): nan,\n",
+ " Timestamp('2023-01-05 00:36:00'): nan,\n",
+ " Timestamp('2023-01-05 00:42:00'): nan,\n",
+ " Timestamp('2023-01-05 00:48:00'): nan,\n",
+ " Timestamp('2023-01-05 00:54:00'): nan,\n",
+ " Timestamp('2023-01-05 01:00:00'): nan,\n",
+ " Timestamp('2023-01-05 01:06:00'): nan,\n",
+ " Timestamp('2023-01-05 01:12:00'): nan,\n",
+ " Timestamp('2023-01-05 01:18:00'): nan,\n",
+ " Timestamp('2023-01-05 01:24:00'): nan,\n",
+ " Timestamp('2023-01-05 01:30:00'): nan,\n",
+ " Timestamp('2023-01-05 01:36:00'): nan,\n",
+ " Timestamp('2023-01-05 01:42:00'): nan,\n",
+ " Timestamp('2023-01-05 01:48:00'): nan,\n",
+ " Timestamp('2023-01-05 01:54:00'): nan,\n",
+ " Timestamp('2023-01-05 02:00:00'): nan,\n",
+ " Timestamp('2023-01-05 02:06:00'): nan,\n",
+ " Timestamp('2023-01-05 02:12:00'): nan,\n",
+ " Timestamp('2023-01-05 02:18:00'): nan,\n",
+ " Timestamp('2023-01-05 02:24:00'): nan,\n",
+ " Timestamp('2023-01-05 02:30:00'): nan,\n",
+ " Timestamp('2023-01-05 02:36:00'): nan,\n",
+ " Timestamp('2023-01-05 02:42:00'): nan,\n",
+ " Timestamp('2023-01-05 02:48:00'): nan,\n",
+ " Timestamp('2023-01-05 02:54:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:06:00'): nan,\n",
+ " Timestamp('2023-01-05 03:12:00'): nan,\n",
+ " Timestamp('2023-01-05 03:18:00'): nan,\n",
+ " Timestamp('2023-01-05 03:24:00'): nan,\n",
+ " Timestamp('2023-01-05 03:30:00'): nan,\n",
+ " Timestamp('2023-01-05 03:36:00'): nan,\n",
+ " Timestamp('2023-01-05 03:42:00'): nan,\n",
+ " Timestamp('2023-01-05 03:48:00'): nan,\n",
+ " Timestamp('2023-01-05 03:54:00'): nan,\n",
+ " Timestamp('2023-01-05 04:00:00'): nan,\n",
+ " Timestamp('2023-01-05 04:06:00'): nan,\n",
+ " ...},\n",
+ " 'MWD': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 00:06:00'): nan,\n",
+ " Timestamp('2023-01-01 00:12:00'): nan,\n",
+ " Timestamp('2023-01-01 00:18:00'): nan,\n",
+ " Timestamp('2023-01-01 00:24:00'): nan,\n",
+ " Timestamp('2023-01-01 00:30:00'): nan,\n",
+ " Timestamp('2023-01-01 00:36:00'): nan,\n",
+ " Timestamp('2023-01-01 00:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:06:00'): nan,\n",
+ " Timestamp('2023-01-01 01:12:00'): nan,\n",
+ " Timestamp('2023-01-01 01:18:00'): nan,\n",
+ " Timestamp('2023-01-01 01:24:00'): nan,\n",
+ " Timestamp('2023-01-01 01:30:00'): nan,\n",
+ " Timestamp('2023-01-01 01:36:00'): nan,\n",
+ " Timestamp('2023-01-01 01:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:48:00'): nan,\n",
+ " Timestamp('2023-01-01 01:54:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:06:00'): nan,\n",
+ " Timestamp('2023-01-01 02:12:00'): nan,\n",
+ " Timestamp('2023-01-01 02:18:00'): nan,\n",
+ " Timestamp('2023-01-01 02:24:00'): nan,\n",
+ " Timestamp('2023-01-01 02:30:00'): nan,\n",
+ " Timestamp('2023-01-01 02:36:00'): nan,\n",
+ " Timestamp('2023-01-01 02:42:00'): nan,\n",
+ " Timestamp('2023-01-01 02:48:00'): nan,\n",
+ " Timestamp('2023-01-01 02:54:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:06:00'): nan,\n",
+ " Timestamp('2023-01-01 03:12:00'): nan,\n",
+ " Timestamp('2023-01-01 03:18:00'): nan,\n",
+ " Timestamp('2023-01-01 03:24:00'): nan,\n",
+ " Timestamp('2023-01-01 03:30:00'): nan,\n",
+ " Timestamp('2023-01-01 03:36:00'): nan,\n",
+ " Timestamp('2023-01-01 03:42:00'): nan,\n",
+ " Timestamp('2023-01-01 03:48:00'): nan,\n",
+ " Timestamp('2023-01-01 03:54:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:06:00'): nan,\n",
+ " Timestamp('2023-01-01 04:12:00'): nan,\n",
+ " Timestamp('2023-01-01 04:18:00'): nan,\n",
+ " Timestamp('2023-01-01 04:24:00'): nan,\n",
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+ " Timestamp('2023-01-04 03:18:00'): nan,\n",
+ " Timestamp('2023-01-04 03:24:00'): nan,\n",
+ " Timestamp('2023-01-04 03:30:00'): nan,\n",
+ " Timestamp('2023-01-04 03:36:00'): nan,\n",
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+ " Timestamp('2023-01-04 03:54:00'): nan,\n",
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+ " Timestamp('2023-01-04 04:30:00'): nan,\n",
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+ " Timestamp('2023-01-04 05:06:00'): nan,\n",
+ " Timestamp('2023-01-04 05:12:00'): nan,\n",
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+ " Timestamp('2023-01-04 05:24:00'): nan,\n",
+ " Timestamp('2023-01-04 05:30:00'): nan,\n",
+ " Timestamp('2023-01-04 05:36:00'): nan,\n",
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+ " Timestamp('2023-01-04 05:48:00'): nan,\n",
+ " Timestamp('2023-01-04 05:54:00'): nan,\n",
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+ " Timestamp('2023-01-04 06:06:00'): nan,\n",
+ " Timestamp('2023-01-04 06:12:00'): nan,\n",
+ " Timestamp('2023-01-04 06:18:00'): nan,\n",
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+ " Timestamp('2023-01-04 06:54:00'): nan,\n",
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+ " Timestamp('2023-01-04 07:06:00'): nan,\n",
+ " Timestamp('2023-01-04 07:12:00'): nan,\n",
+ " Timestamp('2023-01-04 07:18:00'): nan,\n",
+ " Timestamp('2023-01-04 07:24:00'): nan,\n",
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+ " Timestamp('2023-01-04 07:42:00'): nan,\n",
+ " Timestamp('2023-01-04 07:48:00'): nan,\n",
+ " Timestamp('2023-01-04 07:54:00'): nan,\n",
+ " Timestamp('2023-01-04 08:00:00'): nan,\n",
+ " Timestamp('2023-01-04 08:06:00'): nan,\n",
+ " Timestamp('2023-01-04 08:12:00'): nan,\n",
+ " Timestamp('2023-01-04 08:18:00'): nan,\n",
+ " Timestamp('2023-01-04 08:24:00'): nan,\n",
+ " Timestamp('2023-01-04 08:30:00'): nan,\n",
+ " Timestamp('2023-01-04 08:36:00'): nan,\n",
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+ " Timestamp('2023-01-04 08:48:00'): nan,\n",
+ " Timestamp('2023-01-04 08:54:00'): nan,\n",
+ " Timestamp('2023-01-04 09:00:00'): nan,\n",
+ " Timestamp('2023-01-04 09:06:00'): nan,\n",
+ " Timestamp('2023-01-04 09:12:00'): nan,\n",
+ " Timestamp('2023-01-04 09:18:00'): nan,\n",
+ " Timestamp('2023-01-04 09:24:00'): nan,\n",
+ " Timestamp('2023-01-04 09:30:00'): nan,\n",
+ " Timestamp('2023-01-04 09:36:00'): nan,\n",
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+ " Timestamp('2023-01-04 09:54:00'): nan,\n",
+ " Timestamp('2023-01-04 10:00:00'): nan,\n",
+ " Timestamp('2023-01-04 10:06:00'): nan,\n",
+ " Timestamp('2023-01-04 10:12:00'): nan,\n",
+ " Timestamp('2023-01-04 10:18:00'): nan,\n",
+ " Timestamp('2023-01-04 10:24:00'): nan,\n",
+ " Timestamp('2023-01-04 10:30:00'): nan,\n",
+ " Timestamp('2023-01-04 10:36:00'): nan,\n",
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+ " Timestamp('2023-01-04 11:00:00'): nan,\n",
+ " Timestamp('2023-01-04 11:06:00'): nan,\n",
+ " Timestamp('2023-01-04 11:12:00'): nan,\n",
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+ " Timestamp('2023-01-04 11:24:00'): nan,\n",
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+ " Timestamp('2023-01-04 11:54:00'): nan,\n",
+ " Timestamp('2023-01-04 12:00:00'): nan,\n",
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+ " Timestamp('2023-01-04 12:48:00'): nan,\n",
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+ " Timestamp('2023-01-04 14:06:00'): nan,\n",
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+ " Timestamp('2023-01-04 15:00:00'): nan,\n",
+ " Timestamp('2023-01-04 15:06:00'): nan,\n",
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+ " Timestamp('2023-01-04 15:30:00'): nan,\n",
+ " Timestamp('2023-01-04 15:36:00'): nan,\n",
+ " Timestamp('2023-01-04 15:42:00'): nan,\n",
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+ " Timestamp('2023-01-04 15:54:00'): nan,\n",
+ " Timestamp('2023-01-04 16:00:00'): nan,\n",
+ " Timestamp('2023-01-04 16:06:00'): nan,\n",
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+ " Timestamp('2023-01-04 16:30:00'): nan,\n",
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+ " Timestamp('2023-01-04 17:00:00'): nan,\n",
+ " Timestamp('2023-01-04 17:06:00'): nan,\n",
+ " Timestamp('2023-01-04 17:12:00'): nan,\n",
+ " Timestamp('2023-01-04 17:18:00'): nan,\n",
+ " Timestamp('2023-01-04 17:24:00'): nan,\n",
+ " Timestamp('2023-01-04 17:30:00'): nan,\n",
+ " Timestamp('2023-01-04 17:36:00'): nan,\n",
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+ " Timestamp('2023-01-04 17:48:00'): nan,\n",
+ " Timestamp('2023-01-04 17:54:00'): nan,\n",
+ " Timestamp('2023-01-04 18:00:00'): nan,\n",
+ " Timestamp('2023-01-04 18:06:00'): nan,\n",
+ " Timestamp('2023-01-04 18:12:00'): nan,\n",
+ " Timestamp('2023-01-04 18:18:00'): nan,\n",
+ " Timestamp('2023-01-04 18:24:00'): nan,\n",
+ " Timestamp('2023-01-04 18:30:00'): nan,\n",
+ " Timestamp('2023-01-04 18:36:00'): nan,\n",
+ " Timestamp('2023-01-04 18:42:00'): nan,\n",
+ " Timestamp('2023-01-04 18:48:00'): nan,\n",
+ " Timestamp('2023-01-04 18:54:00'): nan,\n",
+ " Timestamp('2023-01-04 19:00:00'): nan,\n",
+ " Timestamp('2023-01-04 19:06:00'): nan,\n",
+ " Timestamp('2023-01-04 19:12:00'): nan,\n",
+ " Timestamp('2023-01-04 19:18:00'): nan,\n",
+ " Timestamp('2023-01-04 19:24:00'): nan,\n",
+ " Timestamp('2023-01-04 19:30:00'): nan,\n",
+ " Timestamp('2023-01-04 19:36:00'): nan,\n",
+ " Timestamp('2023-01-04 19:42:00'): nan,\n",
+ " Timestamp('2023-01-04 19:48:00'): nan,\n",
+ " Timestamp('2023-01-04 19:54:00'): nan,\n",
+ " Timestamp('2023-01-04 20:00:00'): nan,\n",
+ " Timestamp('2023-01-04 20:06:00'): nan,\n",
+ " Timestamp('2023-01-04 20:12:00'): nan,\n",
+ " Timestamp('2023-01-04 20:18:00'): nan,\n",
+ " Timestamp('2023-01-04 20:24:00'): nan,\n",
+ " Timestamp('2023-01-04 20:30:00'): nan,\n",
+ " Timestamp('2023-01-04 20:36:00'): nan,\n",
+ " Timestamp('2023-01-04 20:42:00'): nan,\n",
+ " Timestamp('2023-01-04 20:48:00'): nan,\n",
+ " Timestamp('2023-01-04 20:54:00'): nan,\n",
+ " Timestamp('2023-01-04 21:00:00'): nan,\n",
+ " Timestamp('2023-01-04 21:06:00'): nan,\n",
+ " Timestamp('2023-01-04 21:12:00'): nan,\n",
+ " Timestamp('2023-01-04 21:18:00'): nan,\n",
+ " Timestamp('2023-01-04 21:24:00'): nan,\n",
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+ " Timestamp('2023-01-04 21:36:00'): nan,\n",
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+ " Timestamp('2023-01-04 21:54:00'): nan,\n",
+ " Timestamp('2023-01-04 22:00:00'): nan,\n",
+ " Timestamp('2023-01-04 22:06:00'): nan,\n",
+ " Timestamp('2023-01-04 22:12:00'): nan,\n",
+ " Timestamp('2023-01-04 22:18:00'): nan,\n",
+ " Timestamp('2023-01-04 22:24:00'): nan,\n",
+ " Timestamp('2023-01-04 22:30:00'): nan,\n",
+ " Timestamp('2023-01-04 22:36:00'): nan,\n",
+ " Timestamp('2023-01-04 22:42:00'): nan,\n",
+ " Timestamp('2023-01-04 22:48:00'): nan,\n",
+ " Timestamp('2023-01-04 22:54:00'): nan,\n",
+ " Timestamp('2023-01-04 23:00:00'): nan,\n",
+ " Timestamp('2023-01-04 23:06:00'): nan,\n",
+ " Timestamp('2023-01-04 23:12:00'): nan,\n",
+ " Timestamp('2023-01-04 23:18:00'): nan,\n",
+ " Timestamp('2023-01-04 23:24:00'): nan,\n",
+ " Timestamp('2023-01-04 23:30:00'): nan,\n",
+ " Timestamp('2023-01-04 23:36:00'): nan,\n",
+ " Timestamp('2023-01-04 23:42:00'): nan,\n",
+ " Timestamp('2023-01-04 23:48:00'): nan,\n",
+ " Timestamp('2023-01-04 23:54:00'): nan,\n",
+ " Timestamp('2023-01-05 00:00:00'): nan,\n",
+ " Timestamp('2023-01-05 00:06:00'): nan,\n",
+ " Timestamp('2023-01-05 00:12:00'): nan,\n",
+ " Timestamp('2023-01-05 00:18:00'): nan,\n",
+ " Timestamp('2023-01-05 00:24:00'): nan,\n",
+ " Timestamp('2023-01-05 00:30:00'): nan,\n",
+ " Timestamp('2023-01-05 00:36:00'): nan,\n",
+ " Timestamp('2023-01-05 00:42:00'): nan,\n",
+ " Timestamp('2023-01-05 00:48:00'): nan,\n",
+ " Timestamp('2023-01-05 00:54:00'): nan,\n",
+ " Timestamp('2023-01-05 01:00:00'): nan,\n",
+ " Timestamp('2023-01-05 01:06:00'): nan,\n",
+ " Timestamp('2023-01-05 01:12:00'): nan,\n",
+ " Timestamp('2023-01-05 01:18:00'): nan,\n",
+ " Timestamp('2023-01-05 01:24:00'): nan,\n",
+ " Timestamp('2023-01-05 01:30:00'): nan,\n",
+ " Timestamp('2023-01-05 01:36:00'): nan,\n",
+ " Timestamp('2023-01-05 01:42:00'): nan,\n",
+ " Timestamp('2023-01-05 01:48:00'): nan,\n",
+ " Timestamp('2023-01-05 01:54:00'): nan,\n",
+ " Timestamp('2023-01-05 02:00:00'): nan,\n",
+ " Timestamp('2023-01-05 02:06:00'): nan,\n",
+ " Timestamp('2023-01-05 02:12:00'): nan,\n",
+ " Timestamp('2023-01-05 02:18:00'): nan,\n",
+ " Timestamp('2023-01-05 02:24:00'): nan,\n",
+ " Timestamp('2023-01-05 02:30:00'): nan,\n",
+ " Timestamp('2023-01-05 02:36:00'): nan,\n",
+ " Timestamp('2023-01-05 02:42:00'): nan,\n",
+ " Timestamp('2023-01-05 02:48:00'): nan,\n",
+ " Timestamp('2023-01-05 02:54:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:06:00'): nan,\n",
+ " Timestamp('2023-01-05 03:12:00'): nan,\n",
+ " Timestamp('2023-01-05 03:18:00'): nan,\n",
+ " Timestamp('2023-01-05 03:24:00'): nan,\n",
+ " Timestamp('2023-01-05 03:30:00'): nan,\n",
+ " Timestamp('2023-01-05 03:36:00'): nan,\n",
+ " Timestamp('2023-01-05 03:42:00'): nan,\n",
+ " Timestamp('2023-01-05 03:48:00'): nan,\n",
+ " Timestamp('2023-01-05 03:54:00'): nan,\n",
+ " Timestamp('2023-01-05 04:00:00'): nan,\n",
+ " Timestamp('2023-01-05 04:06:00'): nan,\n",
+ " ...},\n",
+ " 'PRES': {Timestamp('2023-01-01 00:00:00'): 1010.4,\n",
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+ " Timestamp('2023-01-01 01:30:00'): 1009.6,\n",
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+ " Timestamp('2023-01-01 02:42:00'): 1009.3,\n",
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+ " Timestamp('2023-01-01 03:24:00'): 1010.1,\n",
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+ " Timestamp('2023-01-01 05:18:00'): 1010.0,\n",
+ " Timestamp('2023-01-01 05:24:00'): 1010.0,\n",
+ " Timestamp('2023-01-01 05:30:00'): 1010.0,\n",
+ " Timestamp('2023-01-01 05:36:00'): 1010.1,\n",
+ " Timestamp('2023-01-01 05:42:00'): 1010.1,\n",
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+ " Timestamp('2023-01-01 06:06:00'): 1010.3,\n",
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+ " Timestamp('2023-01-01 07:00:00'): 1011.1,\n",
+ " Timestamp('2023-01-01 07:06:00'): 1011.2,\n",
+ " Timestamp('2023-01-01 07:12:00'): 1011.2,\n",
+ " Timestamp('2023-01-01 07:18:00'): 1011.3,\n",
+ " Timestamp('2023-01-01 07:24:00'): 1011.2,\n",
+ " Timestamp('2023-01-01 07:30:00'): 1011.2,\n",
+ " Timestamp('2023-01-01 07:36:00'): 1011.2,\n",
+ " Timestamp('2023-01-01 07:42:00'): 1011.3,\n",
+ " Timestamp('2023-01-01 07:48:00'): 1011.3,\n",
+ " Timestamp('2023-01-01 07:54:00'): 1011.4,\n",
+ " Timestamp('2023-01-01 08:00:00'): 1011.2,\n",
+ " Timestamp('2023-01-01 08:06:00'): 1011.3,\n",
+ " Timestamp('2023-01-01 08:12:00'): 1011.6,\n",
+ " Timestamp('2023-01-01 08:18:00'): 1011.8,\n",
+ " Timestamp('2023-01-01 08:24:00'): 1011.9,\n",
+ " Timestamp('2023-01-01 08:30:00'): 1012.0,\n",
+ " Timestamp('2023-01-01 08:36:00'): 1012.1,\n",
+ " Timestamp('2023-01-01 08:42:00'): 1012.2,\n",
+ " Timestamp('2023-01-01 08:48:00'): 1012.2,\n",
+ " Timestamp('2023-01-01 08:54:00'): 1012.2,\n",
+ " Timestamp('2023-01-01 09:00:00'): 1012.2,\n",
+ " Timestamp('2023-01-01 09:06:00'): 1012.2,\n",
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+ " Timestamp('2023-01-04 12:00:00'): 1011.9,\n",
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+ " Timestamp('2023-01-04 12:24:00'): 1012.1,\n",
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+ " Timestamp('2023-01-05 01:06:00'): 1008.8,\n",
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+ " Timestamp('2023-01-05 02:54:00'): 1008.9,\n",
+ " Timestamp('2023-01-05 03:00:00'): 1009.0,\n",
+ " Timestamp('2023-01-05 03:06:00'): 1009.0,\n",
+ " Timestamp('2023-01-05 03:12:00'): 1009.0,\n",
+ " Timestamp('2023-01-05 03:18:00'): 1009.0,\n",
+ " Timestamp('2023-01-05 03:24:00'): 1009.1,\n",
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+ " Timestamp('2023-01-05 04:00:00'): 1009.3,\n",
+ " Timestamp('2023-01-05 04:06:00'): 1009.4,\n",
+ " ...},\n",
+ " 'ATMP': {Timestamp('2023-01-01 00:00:00'): 9.7,\n",
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+ " Timestamp('2023-01-01 00:12:00'): 9.6,\n",
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+ " Timestamp('2023-01-01 01:54:00'): 11.0,\n",
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+ " Timestamp('2023-01-01 02:06:00'): 10.1,\n",
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+ " Timestamp('2023-01-01 02:18:00'): 10.0,\n",
+ " Timestamp('2023-01-01 02:24:00'): 10.0,\n",
+ " Timestamp('2023-01-01 02:30:00'): 9.6,\n",
+ " Timestamp('2023-01-01 02:36:00'): 10.2,\n",
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+ " Timestamp('2023-01-01 02:48:00'): 10.3,\n",
+ " Timestamp('2023-01-01 02:54:00'): 11.1,\n",
+ " Timestamp('2023-01-01 03:00:00'): 11.9,\n",
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+ " Timestamp('2023-01-05 01:36:00'): 11.5,\n",
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+ " Timestamp('2023-01-05 01:54:00'): 11.1,\n",
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+ " Timestamp('2023-01-05 03:18:00'): 11.2,\n",
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+ " Timestamp('2023-01-05 03:48:00'): 15.2,\n",
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+ " Timestamp('2023-01-05 04:00:00'): 15.4,\n",
+ " Timestamp('2023-01-05 04:06:00'): 15.7,\n",
+ " ...},\n",
+ " 'WTMP': {Timestamp('2023-01-01 00:00:00'): 6.9,\n",
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+ " Timestamp('2023-01-05 02:30:00'): 8.3,\n",
+ " Timestamp('2023-01-05 02:36:00'): 8.3,\n",
+ " Timestamp('2023-01-05 02:42:00'): 8.2,\n",
+ " Timestamp('2023-01-05 02:48:00'): 8.3,\n",
+ " Timestamp('2023-01-05 02:54:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:06:00'): 8.3,\n",
+ " Timestamp('2023-01-05 03:12:00'): 8.5,\n",
+ " Timestamp('2023-01-05 03:18:00'): 8.7,\n",
+ " Timestamp('2023-01-05 03:24:00'): 8.7,\n",
+ " Timestamp('2023-01-05 03:30:00'): 8.7,\n",
+ " Timestamp('2023-01-05 03:36:00'): 8.8,\n",
+ " Timestamp('2023-01-05 03:42:00'): 8.7,\n",
+ " Timestamp('2023-01-05 03:48:00'): 8.7,\n",
+ " Timestamp('2023-01-05 03:54:00'): 8.7,\n",
+ " Timestamp('2023-01-05 04:00:00'): 8.7,\n",
+ " Timestamp('2023-01-05 04:06:00'): 8.7,\n",
+ " ...},\n",
+ " 'DEWP': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 00:06:00'): nan,\n",
+ " Timestamp('2023-01-01 00:12:00'): nan,\n",
+ " Timestamp('2023-01-01 00:18:00'): nan,\n",
+ " Timestamp('2023-01-01 00:24:00'): nan,\n",
+ " Timestamp('2023-01-01 00:30:00'): nan,\n",
+ " Timestamp('2023-01-01 00:36:00'): nan,\n",
+ " Timestamp('2023-01-01 00:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:06:00'): nan,\n",
+ " Timestamp('2023-01-01 01:12:00'): nan,\n",
+ " Timestamp('2023-01-01 01:18:00'): nan,\n",
+ " Timestamp('2023-01-01 01:24:00'): nan,\n",
+ " Timestamp('2023-01-01 01:30:00'): nan,\n",
+ " Timestamp('2023-01-01 01:36:00'): nan,\n",
+ " Timestamp('2023-01-01 01:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:48:00'): nan,\n",
+ " Timestamp('2023-01-01 01:54:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:06:00'): nan,\n",
+ " Timestamp('2023-01-01 02:12:00'): nan,\n",
+ " Timestamp('2023-01-01 02:18:00'): nan,\n",
+ " Timestamp('2023-01-01 02:24:00'): nan,\n",
+ " Timestamp('2023-01-01 02:30:00'): nan,\n",
+ " Timestamp('2023-01-01 02:36:00'): nan,\n",
+ " Timestamp('2023-01-01 02:42:00'): nan,\n",
+ " Timestamp('2023-01-01 02:48:00'): nan,\n",
+ " Timestamp('2023-01-01 02:54:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:06:00'): nan,\n",
+ " Timestamp('2023-01-01 03:12:00'): nan,\n",
+ " Timestamp('2023-01-01 03:18:00'): nan,\n",
+ " Timestamp('2023-01-01 03:24:00'): nan,\n",
+ " Timestamp('2023-01-01 03:30:00'): nan,\n",
+ " Timestamp('2023-01-01 03:36:00'): nan,\n",
+ " Timestamp('2023-01-01 03:42:00'): nan,\n",
+ " Timestamp('2023-01-01 03:48:00'): nan,\n",
+ " Timestamp('2023-01-01 03:54:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:06:00'): nan,\n",
+ " Timestamp('2023-01-01 04:12:00'): nan,\n",
+ " Timestamp('2023-01-01 04:18:00'): nan,\n",
+ " Timestamp('2023-01-01 04:24:00'): nan,\n",
+ " Timestamp('2023-01-01 04:30:00'): nan,\n",
+ " Timestamp('2023-01-01 04:36:00'): nan,\n",
+ " Timestamp('2023-01-01 04:42:00'): nan,\n",
+ " Timestamp('2023-01-01 04:48:00'): nan,\n",
+ " Timestamp('2023-01-01 04:54:00'): nan,\n",
+ " Timestamp('2023-01-01 05:00:00'): nan,\n",
+ " Timestamp('2023-01-01 05:06:00'): nan,\n",
+ " Timestamp('2023-01-01 05:12:00'): nan,\n",
+ " Timestamp('2023-01-01 05:18:00'): nan,\n",
+ " Timestamp('2023-01-01 05:24:00'): nan,\n",
+ " Timestamp('2023-01-01 05:30:00'): nan,\n",
+ " Timestamp('2023-01-01 05:36:00'): nan,\n",
+ " Timestamp('2023-01-01 05:42:00'): nan,\n",
+ " Timestamp('2023-01-01 05:48:00'): nan,\n",
+ " Timestamp('2023-01-01 05:54:00'): nan,\n",
+ " Timestamp('2023-01-01 06:00:00'): nan,\n",
+ " Timestamp('2023-01-01 06:06:00'): nan,\n",
+ " Timestamp('2023-01-01 06:12:00'): nan,\n",
+ " Timestamp('2023-01-01 06:18:00'): nan,\n",
+ " Timestamp('2023-01-01 06:24:00'): nan,\n",
+ " Timestamp('2023-01-01 06:30:00'): nan,\n",
+ " Timestamp('2023-01-01 06:36:00'): nan,\n",
+ " Timestamp('2023-01-01 06:42:00'): nan,\n",
+ " Timestamp('2023-01-01 06:48:00'): nan,\n",
+ " Timestamp('2023-01-01 06:54:00'): nan,\n",
+ " Timestamp('2023-01-01 07:00:00'): nan,\n",
+ " Timestamp('2023-01-01 07:06:00'): nan,\n",
+ " Timestamp('2023-01-01 07:12:00'): nan,\n",
+ " Timestamp('2023-01-01 07:18:00'): nan,\n",
+ " Timestamp('2023-01-01 07:24:00'): nan,\n",
+ " Timestamp('2023-01-01 07:30:00'): nan,\n",
+ " Timestamp('2023-01-01 07:36:00'): nan,\n",
+ " Timestamp('2023-01-01 07:42:00'): nan,\n",
+ " Timestamp('2023-01-01 07:48:00'): nan,\n",
+ " Timestamp('2023-01-01 07:54:00'): nan,\n",
+ " Timestamp('2023-01-01 08:00:00'): nan,\n",
+ " Timestamp('2023-01-01 08:06:00'): nan,\n",
+ " Timestamp('2023-01-01 08:12:00'): nan,\n",
+ " Timestamp('2023-01-01 08:18:00'): nan,\n",
+ " Timestamp('2023-01-01 08:24:00'): nan,\n",
+ " Timestamp('2023-01-01 08:30:00'): nan,\n",
+ " Timestamp('2023-01-01 08:36:00'): nan,\n",
+ " Timestamp('2023-01-01 08:42:00'): nan,\n",
+ " Timestamp('2023-01-01 08:48:00'): nan,\n",
+ " Timestamp('2023-01-01 08:54:00'): nan,\n",
+ " Timestamp('2023-01-01 09:00:00'): nan,\n",
+ " Timestamp('2023-01-01 09:06:00'): nan,\n",
+ " Timestamp('2023-01-01 09:12:00'): nan,\n",
+ " Timestamp('2023-01-01 09:18:00'): nan,\n",
+ " Timestamp('2023-01-01 09:24:00'): nan,\n",
+ " Timestamp('2023-01-01 09:30:00'): nan,\n",
+ " Timestamp('2023-01-01 09:36:00'): nan,\n",
+ " Timestamp('2023-01-01 09:42:00'): nan,\n",
+ " Timestamp('2023-01-01 09:48:00'): nan,\n",
+ " Timestamp('2023-01-01 09:54:00'): nan,\n",
+ " Timestamp('2023-01-01 10:00:00'): nan,\n",
+ " Timestamp('2023-01-01 10:06:00'): nan,\n",
+ " Timestamp('2023-01-01 10:12:00'): nan,\n",
+ " Timestamp('2023-01-01 10:18:00'): nan,\n",
+ " Timestamp('2023-01-01 10:24:00'): nan,\n",
+ " Timestamp('2023-01-01 10:30:00'): nan,\n",
+ " Timestamp('2023-01-01 10:36:00'): nan,\n",
+ " Timestamp('2023-01-01 10:42:00'): nan,\n",
+ " Timestamp('2023-01-01 10:48:00'): nan,\n",
+ " Timestamp('2023-01-01 10:54:00'): nan,\n",
+ " Timestamp('2023-01-01 11:00:00'): nan,\n",
+ " Timestamp('2023-01-01 11:06:00'): nan,\n",
+ " Timestamp('2023-01-01 11:12:00'): nan,\n",
+ " Timestamp('2023-01-01 11:18:00'): nan,\n",
+ " Timestamp('2023-01-01 11:24:00'): nan,\n",
+ " Timestamp('2023-01-01 11:30:00'): nan,\n",
+ " Timestamp('2023-01-01 11:36:00'): nan,\n",
+ " Timestamp('2023-01-01 11:42:00'): nan,\n",
+ " Timestamp('2023-01-01 11:48:00'): nan,\n",
+ " Timestamp('2023-01-01 11:54:00'): nan,\n",
+ " Timestamp('2023-01-01 12:00:00'): nan,\n",
+ " Timestamp('2023-01-01 12:06:00'): nan,\n",
+ " Timestamp('2023-01-01 12:12:00'): nan,\n",
+ " Timestamp('2023-01-01 12:18:00'): nan,\n",
+ " Timestamp('2023-01-01 12:24:00'): nan,\n",
+ " Timestamp('2023-01-01 12:30:00'): nan,\n",
+ " Timestamp('2023-01-01 12:36:00'): nan,\n",
+ " Timestamp('2023-01-01 12:42:00'): nan,\n",
+ " Timestamp('2023-01-01 12:48:00'): nan,\n",
+ " Timestamp('2023-01-01 12:54:00'): nan,\n",
+ " Timestamp('2023-01-01 13:00:00'): nan,\n",
+ " Timestamp('2023-01-01 13:06:00'): nan,\n",
+ " Timestamp('2023-01-01 13:12:00'): nan,\n",
+ " Timestamp('2023-01-01 13:18:00'): nan,\n",
+ " Timestamp('2023-01-01 13:24:00'): nan,\n",
+ " Timestamp('2023-01-01 13:30:00'): nan,\n",
+ " Timestamp('2023-01-01 13:36:00'): nan,\n",
+ " Timestamp('2023-01-01 13:42:00'): nan,\n",
+ " Timestamp('2023-01-01 13:48:00'): nan,\n",
+ " Timestamp('2023-01-01 13:54:00'): nan,\n",
+ " Timestamp('2023-01-01 14:00:00'): nan,\n",
+ " Timestamp('2023-01-01 14:06:00'): nan,\n",
+ " Timestamp('2023-01-01 14:12:00'): nan,\n",
+ " Timestamp('2023-01-01 14:18:00'): nan,\n",
+ " Timestamp('2023-01-01 14:24:00'): nan,\n",
+ " Timestamp('2023-01-01 14:30:00'): nan,\n",
+ " Timestamp('2023-01-01 14:36:00'): nan,\n",
+ " Timestamp('2023-01-01 14:42:00'): nan,\n",
+ " Timestamp('2023-01-01 14:48:00'): nan,\n",
+ " Timestamp('2023-01-01 14:54:00'): nan,\n",
+ " Timestamp('2023-01-01 15:00:00'): nan,\n",
+ " Timestamp('2023-01-01 15:06:00'): nan,\n",
+ " Timestamp('2023-01-01 15:12:00'): nan,\n",
+ " Timestamp('2023-01-01 15:18:00'): nan,\n",
+ " Timestamp('2023-01-01 15:24:00'): nan,\n",
+ " Timestamp('2023-01-01 15:30:00'): nan,\n",
+ " Timestamp('2023-01-01 15:36:00'): nan,\n",
+ " Timestamp('2023-01-01 15:42:00'): nan,\n",
+ " Timestamp('2023-01-01 15:48:00'): nan,\n",
+ " Timestamp('2023-01-01 15:54:00'): nan,\n",
+ " Timestamp('2023-01-01 16:00:00'): nan,\n",
+ " Timestamp('2023-01-01 16:06:00'): nan,\n",
+ " Timestamp('2023-01-01 16:12:00'): nan,\n",
+ " Timestamp('2023-01-01 16:18:00'): nan,\n",
+ " Timestamp('2023-01-01 16:24:00'): nan,\n",
+ " Timestamp('2023-01-01 16:30:00'): nan,\n",
+ " Timestamp('2023-01-01 16:36:00'): nan,\n",
+ " Timestamp('2023-01-01 16:42:00'): nan,\n",
+ " Timestamp('2023-01-01 16:48:00'): nan,\n",
+ " Timestamp('2023-01-01 16:54:00'): nan,\n",
+ " Timestamp('2023-01-01 17:00:00'): nan,\n",
+ " Timestamp('2023-01-01 17:06:00'): nan,\n",
+ " Timestamp('2023-01-01 17:12:00'): nan,\n",
+ " Timestamp('2023-01-01 17:18:00'): nan,\n",
+ " Timestamp('2023-01-01 17:24:00'): nan,\n",
+ " Timestamp('2023-01-01 17:30:00'): nan,\n",
+ " Timestamp('2023-01-01 17:36:00'): nan,\n",
+ " Timestamp('2023-01-01 17:42:00'): nan,\n",
+ " Timestamp('2023-01-01 17:48:00'): nan,\n",
+ " Timestamp('2023-01-01 17:54:00'): nan,\n",
+ " Timestamp('2023-01-01 18:00:00'): nan,\n",
+ " Timestamp('2023-01-01 18:06:00'): nan,\n",
+ " Timestamp('2023-01-01 18:12:00'): nan,\n",
+ " Timestamp('2023-01-01 18:18:00'): nan,\n",
+ " Timestamp('2023-01-01 18:24:00'): nan,\n",
+ " Timestamp('2023-01-01 18:30:00'): nan,\n",
+ " Timestamp('2023-01-01 18:36:00'): nan,\n",
+ " Timestamp('2023-01-01 18:42:00'): nan,\n",
+ " Timestamp('2023-01-01 18:48:00'): nan,\n",
+ " Timestamp('2023-01-01 18:54:00'): nan,\n",
+ " Timestamp('2023-01-01 19:00:00'): nan,\n",
+ " Timestamp('2023-01-01 19:06:00'): nan,\n",
+ " Timestamp('2023-01-01 19:12:00'): nan,\n",
+ " Timestamp('2023-01-01 19:18:00'): nan,\n",
+ " Timestamp('2023-01-01 19:24:00'): nan,\n",
+ " Timestamp('2023-01-01 19:30:00'): nan,\n",
+ " Timestamp('2023-01-01 19:36:00'): nan,\n",
+ " Timestamp('2023-01-01 19:42:00'): nan,\n",
+ " Timestamp('2023-01-01 19:48:00'): nan,\n",
+ " Timestamp('2023-01-01 19:54:00'): nan,\n",
+ " Timestamp('2023-01-01 20:00:00'): nan,\n",
+ " Timestamp('2023-01-01 20:06:00'): nan,\n",
+ " Timestamp('2023-01-01 20:12:00'): nan,\n",
+ " Timestamp('2023-01-01 20:18:00'): nan,\n",
+ " Timestamp('2023-01-01 20:24:00'): nan,\n",
+ " Timestamp('2023-01-01 20:30:00'): nan,\n",
+ " Timestamp('2023-01-01 20:36:00'): nan,\n",
+ " Timestamp('2023-01-01 20:42:00'): nan,\n",
+ " Timestamp('2023-01-01 20:48:00'): nan,\n",
+ " Timestamp('2023-01-01 20:54:00'): nan,\n",
+ " Timestamp('2023-01-01 21:00:00'): nan,\n",
+ " Timestamp('2023-01-01 21:06:00'): nan,\n",
+ " Timestamp('2023-01-01 21:12:00'): nan,\n",
+ " Timestamp('2023-01-01 21:18:00'): nan,\n",
+ " Timestamp('2023-01-01 21:24:00'): nan,\n",
+ " Timestamp('2023-01-01 21:30:00'): nan,\n",
+ " Timestamp('2023-01-01 21:36:00'): nan,\n",
+ " Timestamp('2023-01-01 21:42:00'): nan,\n",
+ " Timestamp('2023-01-01 21:48:00'): nan,\n",
+ " Timestamp('2023-01-01 21:54:00'): nan,\n",
+ " Timestamp('2023-01-01 22:00:00'): nan,\n",
+ " Timestamp('2023-01-01 22:06:00'): nan,\n",
+ " Timestamp('2023-01-01 22:12:00'): nan,\n",
+ " Timestamp('2023-01-01 22:18:00'): nan,\n",
+ " Timestamp('2023-01-01 22:24:00'): nan,\n",
+ " Timestamp('2023-01-01 22:30:00'): nan,\n",
+ " Timestamp('2023-01-01 22:36:00'): nan,\n",
+ " Timestamp('2023-01-01 22:42:00'): nan,\n",
+ " Timestamp('2023-01-01 22:48:00'): nan,\n",
+ " Timestamp('2023-01-01 22:54:00'): nan,\n",
+ " Timestamp('2023-01-01 23:00:00'): nan,\n",
+ " Timestamp('2023-01-01 23:06:00'): nan,\n",
+ " Timestamp('2023-01-01 23:12:00'): nan,\n",
+ " Timestamp('2023-01-01 23:18:00'): nan,\n",
+ " Timestamp('2023-01-01 23:24:00'): nan,\n",
+ " Timestamp('2023-01-01 23:30:00'): nan,\n",
+ " Timestamp('2023-01-01 23:36:00'): nan,\n",
+ " Timestamp('2023-01-01 23:42:00'): nan,\n",
+ " Timestamp('2023-01-01 23:48:00'): nan,\n",
+ " Timestamp('2023-01-01 23:54:00'): nan,\n",
+ " Timestamp('2023-01-02 00:00:00'): nan,\n",
+ " Timestamp('2023-01-02 00:06:00'): nan,\n",
+ " Timestamp('2023-01-02 00:12:00'): nan,\n",
+ " Timestamp('2023-01-02 00:18:00'): nan,\n",
+ " Timestamp('2023-01-02 00:24:00'): nan,\n",
+ " Timestamp('2023-01-02 00:30:00'): nan,\n",
+ " Timestamp('2023-01-02 00:36:00'): nan,\n",
+ " Timestamp('2023-01-02 00:42:00'): nan,\n",
+ " Timestamp('2023-01-02 00:48:00'): nan,\n",
+ " Timestamp('2023-01-02 00:54:00'): nan,\n",
+ " Timestamp('2023-01-02 01:00:00'): nan,\n",
+ " Timestamp('2023-01-02 01:06:00'): nan,\n",
+ " Timestamp('2023-01-02 01:12:00'): nan,\n",
+ " Timestamp('2023-01-02 01:18:00'): nan,\n",
+ " Timestamp('2023-01-02 01:24:00'): nan,\n",
+ " Timestamp('2023-01-02 01:30:00'): nan,\n",
+ " Timestamp('2023-01-02 01:36:00'): nan,\n",
+ " Timestamp('2023-01-02 01:42:00'): nan,\n",
+ " Timestamp('2023-01-02 01:48:00'): nan,\n",
+ " Timestamp('2023-01-02 01:54:00'): nan,\n",
+ " Timestamp('2023-01-02 02:00:00'): nan,\n",
+ " Timestamp('2023-01-02 02:06:00'): nan,\n",
+ " Timestamp('2023-01-02 02:12:00'): nan,\n",
+ " Timestamp('2023-01-02 02:18:00'): nan,\n",
+ " Timestamp('2023-01-02 02:24:00'): nan,\n",
+ " Timestamp('2023-01-02 02:30:00'): nan,\n",
+ " Timestamp('2023-01-02 02:36:00'): nan,\n",
+ " Timestamp('2023-01-02 02:42:00'): nan,\n",
+ " Timestamp('2023-01-02 02:48:00'): nan,\n",
+ " Timestamp('2023-01-02 02:54:00'): nan,\n",
+ " Timestamp('2023-01-02 03:00:00'): nan,\n",
+ " Timestamp('2023-01-02 03:06:00'): nan,\n",
+ " Timestamp('2023-01-02 03:12:00'): nan,\n",
+ " Timestamp('2023-01-02 03:18:00'): nan,\n",
+ " Timestamp('2023-01-02 03:24:00'): nan,\n",
+ " Timestamp('2023-01-02 03:30:00'): nan,\n",
+ " Timestamp('2023-01-02 03:36:00'): nan,\n",
+ " Timestamp('2023-01-02 03:42:00'): nan,\n",
+ " Timestamp('2023-01-02 03:48:00'): nan,\n",
+ " Timestamp('2023-01-02 03:54:00'): nan,\n",
+ " Timestamp('2023-01-02 04:00:00'): nan,\n",
+ " Timestamp('2023-01-02 04:06:00'): nan,\n",
+ " Timestamp('2023-01-02 04:12:00'): nan,\n",
+ " Timestamp('2023-01-02 04:18:00'): nan,\n",
+ " Timestamp('2023-01-02 04:24:00'): nan,\n",
+ " Timestamp('2023-01-02 04:30:00'): nan,\n",
+ " Timestamp('2023-01-02 04:36:00'): nan,\n",
+ " Timestamp('2023-01-02 04:42:00'): nan,\n",
+ " Timestamp('2023-01-02 04:48:00'): nan,\n",
+ " Timestamp('2023-01-02 04:54:00'): nan,\n",
+ " Timestamp('2023-01-02 05:00:00'): nan,\n",
+ " Timestamp('2023-01-02 05:06:00'): nan,\n",
+ " Timestamp('2023-01-02 05:12:00'): nan,\n",
+ " Timestamp('2023-01-02 05:18:00'): nan,\n",
+ " Timestamp('2023-01-02 05:24:00'): nan,\n",
+ " Timestamp('2023-01-02 05:30:00'): nan,\n",
+ " Timestamp('2023-01-02 05:36:00'): nan,\n",
+ " Timestamp('2023-01-02 05:42:00'): nan,\n",
+ " Timestamp('2023-01-02 05:48:00'): nan,\n",
+ " Timestamp('2023-01-02 05:54:00'): nan,\n",
+ " Timestamp('2023-01-02 06:00:00'): nan,\n",
+ " Timestamp('2023-01-02 06:06:00'): nan,\n",
+ " Timestamp('2023-01-02 06:12:00'): nan,\n",
+ " Timestamp('2023-01-02 06:18:00'): nan,\n",
+ " Timestamp('2023-01-02 06:24:00'): nan,\n",
+ " Timestamp('2023-01-02 06:30:00'): nan,\n",
+ " Timestamp('2023-01-02 06:36:00'): nan,\n",
+ " Timestamp('2023-01-02 06:42:00'): nan,\n",
+ " Timestamp('2023-01-02 06:48:00'): nan,\n",
+ " Timestamp('2023-01-02 06:54:00'): nan,\n",
+ " Timestamp('2023-01-02 07:00:00'): nan,\n",
+ " Timestamp('2023-01-02 07:06:00'): nan,\n",
+ " Timestamp('2023-01-02 07:12:00'): nan,\n",
+ " Timestamp('2023-01-02 07:18:00'): nan,\n",
+ " Timestamp('2023-01-02 07:24:00'): nan,\n",
+ " Timestamp('2023-01-02 07:30:00'): nan,\n",
+ " Timestamp('2023-01-02 07:36:00'): nan,\n",
+ " Timestamp('2023-01-02 07:42:00'): nan,\n",
+ " Timestamp('2023-01-02 07:48:00'): nan,\n",
+ " Timestamp('2023-01-02 07:54:00'): nan,\n",
+ " Timestamp('2023-01-02 08:00:00'): nan,\n",
+ " Timestamp('2023-01-02 08:06:00'): nan,\n",
+ " Timestamp('2023-01-02 08:12:00'): nan,\n",
+ " Timestamp('2023-01-02 08:18:00'): nan,\n",
+ " Timestamp('2023-01-02 08:24:00'): nan,\n",
+ " Timestamp('2023-01-02 08:30:00'): nan,\n",
+ " Timestamp('2023-01-02 08:36:00'): nan,\n",
+ " Timestamp('2023-01-02 08:42:00'): nan,\n",
+ " Timestamp('2023-01-02 08:48:00'): nan,\n",
+ " Timestamp('2023-01-02 08:54:00'): nan,\n",
+ " Timestamp('2023-01-02 09:00:00'): nan,\n",
+ " Timestamp('2023-01-02 09:06:00'): nan,\n",
+ " Timestamp('2023-01-02 09:12:00'): nan,\n",
+ " Timestamp('2023-01-02 09:18:00'): nan,\n",
+ " Timestamp('2023-01-02 09:24:00'): nan,\n",
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+ " Timestamp('2023-01-03 21:06:00'): nan,\n",
+ " Timestamp('2023-01-03 21:12:00'): nan,\n",
+ " Timestamp('2023-01-03 21:18:00'): nan,\n",
+ " Timestamp('2023-01-03 21:24:00'): nan,\n",
+ " Timestamp('2023-01-03 21:30:00'): nan,\n",
+ " Timestamp('2023-01-03 21:36:00'): nan,\n",
+ " Timestamp('2023-01-03 21:42:00'): nan,\n",
+ " Timestamp('2023-01-03 21:48:00'): nan,\n",
+ " Timestamp('2023-01-03 21:54:00'): nan,\n",
+ " Timestamp('2023-01-03 22:00:00'): nan,\n",
+ " Timestamp('2023-01-03 22:06:00'): nan,\n",
+ " Timestamp('2023-01-03 22:12:00'): nan,\n",
+ " Timestamp('2023-01-03 22:18:00'): nan,\n",
+ " Timestamp('2023-01-03 22:24:00'): nan,\n",
+ " Timestamp('2023-01-03 22:30:00'): nan,\n",
+ " Timestamp('2023-01-03 22:36:00'): nan,\n",
+ " Timestamp('2023-01-03 22:42:00'): nan,\n",
+ " Timestamp('2023-01-03 22:48:00'): nan,\n",
+ " Timestamp('2023-01-03 22:54:00'): nan,\n",
+ " Timestamp('2023-01-03 23:00:00'): nan,\n",
+ " Timestamp('2023-01-03 23:06:00'): nan,\n",
+ " Timestamp('2023-01-03 23:12:00'): nan,\n",
+ " Timestamp('2023-01-03 23:18:00'): nan,\n",
+ " Timestamp('2023-01-03 23:24:00'): nan,\n",
+ " Timestamp('2023-01-03 23:30:00'): nan,\n",
+ " Timestamp('2023-01-03 23:36:00'): nan,\n",
+ " Timestamp('2023-01-03 23:42:00'): nan,\n",
+ " Timestamp('2023-01-03 23:48:00'): nan,\n",
+ " Timestamp('2023-01-03 23:54:00'): nan,\n",
+ " Timestamp('2023-01-04 00:00:00'): nan,\n",
+ " Timestamp('2023-01-04 00:06:00'): nan,\n",
+ " Timestamp('2023-01-04 00:12:00'): nan,\n",
+ " Timestamp('2023-01-04 00:18:00'): nan,\n",
+ " Timestamp('2023-01-04 00:24:00'): nan,\n",
+ " Timestamp('2023-01-04 00:30:00'): nan,\n",
+ " Timestamp('2023-01-04 00:36:00'): nan,\n",
+ " Timestamp('2023-01-04 00:42:00'): nan,\n",
+ " Timestamp('2023-01-04 00:48:00'): nan,\n",
+ " Timestamp('2023-01-04 00:54:00'): nan,\n",
+ " Timestamp('2023-01-04 01:00:00'): nan,\n",
+ " Timestamp('2023-01-04 01:06:00'): nan,\n",
+ " Timestamp('2023-01-04 01:12:00'): nan,\n",
+ " Timestamp('2023-01-04 01:18:00'): nan,\n",
+ " Timestamp('2023-01-04 01:24:00'): nan,\n",
+ " Timestamp('2023-01-04 01:30:00'): nan,\n",
+ " Timestamp('2023-01-04 01:36:00'): nan,\n",
+ " Timestamp('2023-01-04 01:42:00'): nan,\n",
+ " Timestamp('2023-01-04 01:48:00'): nan,\n",
+ " Timestamp('2023-01-04 01:54:00'): nan,\n",
+ " Timestamp('2023-01-04 02:00:00'): nan,\n",
+ " Timestamp('2023-01-04 02:06:00'): nan,\n",
+ " Timestamp('2023-01-04 02:12:00'): nan,\n",
+ " Timestamp('2023-01-04 02:18:00'): nan,\n",
+ " Timestamp('2023-01-04 02:24:00'): nan,\n",
+ " Timestamp('2023-01-04 02:30:00'): nan,\n",
+ " Timestamp('2023-01-04 02:36:00'): nan,\n",
+ " Timestamp('2023-01-04 02:42:00'): nan,\n",
+ " Timestamp('2023-01-04 02:48:00'): nan,\n",
+ " Timestamp('2023-01-04 02:54:00'): nan,\n",
+ " Timestamp('2023-01-04 03:00:00'): nan,\n",
+ " Timestamp('2023-01-04 03:06:00'): nan,\n",
+ " Timestamp('2023-01-04 03:12:00'): nan,\n",
+ " Timestamp('2023-01-04 03:18:00'): nan,\n",
+ " Timestamp('2023-01-04 03:24:00'): nan,\n",
+ " Timestamp('2023-01-04 03:30:00'): nan,\n",
+ " Timestamp('2023-01-04 03:36:00'): nan,\n",
+ " Timestamp('2023-01-04 03:42:00'): nan,\n",
+ " Timestamp('2023-01-04 03:48:00'): nan,\n",
+ " Timestamp('2023-01-04 03:54:00'): nan,\n",
+ " Timestamp('2023-01-04 04:00:00'): nan,\n",
+ " Timestamp('2023-01-04 04:06:00'): nan,\n",
+ " Timestamp('2023-01-04 04:12:00'): nan,\n",
+ " Timestamp('2023-01-04 04:18:00'): nan,\n",
+ " Timestamp('2023-01-04 04:24:00'): nan,\n",
+ " Timestamp('2023-01-04 04:30:00'): nan,\n",
+ " Timestamp('2023-01-04 04:36:00'): nan,\n",
+ " Timestamp('2023-01-04 04:42:00'): nan,\n",
+ " Timestamp('2023-01-04 04:48:00'): nan,\n",
+ " Timestamp('2023-01-04 04:54:00'): nan,\n",
+ " Timestamp('2023-01-04 05:00:00'): nan,\n",
+ " Timestamp('2023-01-04 05:06:00'): nan,\n",
+ " Timestamp('2023-01-04 05:12:00'): nan,\n",
+ " Timestamp('2023-01-04 05:18:00'): nan,\n",
+ " Timestamp('2023-01-04 05:24:00'): nan,\n",
+ " Timestamp('2023-01-04 05:30:00'): nan,\n",
+ " Timestamp('2023-01-04 05:36:00'): nan,\n",
+ " Timestamp('2023-01-04 05:42:00'): nan,\n",
+ " Timestamp('2023-01-04 05:48:00'): nan,\n",
+ " Timestamp('2023-01-04 05:54:00'): nan,\n",
+ " Timestamp('2023-01-04 06:00:00'): nan,\n",
+ " Timestamp('2023-01-04 06:06:00'): nan,\n",
+ " Timestamp('2023-01-04 06:12:00'): nan,\n",
+ " Timestamp('2023-01-04 06:18:00'): nan,\n",
+ " Timestamp('2023-01-04 06:24:00'): nan,\n",
+ " Timestamp('2023-01-04 06:30:00'): nan,\n",
+ " Timestamp('2023-01-04 06:36:00'): nan,\n",
+ " Timestamp('2023-01-04 06:42:00'): nan,\n",
+ " Timestamp('2023-01-04 06:48:00'): nan,\n",
+ " Timestamp('2023-01-04 06:54:00'): nan,\n",
+ " Timestamp('2023-01-04 07:00:00'): nan,\n",
+ " Timestamp('2023-01-04 07:06:00'): nan,\n",
+ " Timestamp('2023-01-04 07:12:00'): nan,\n",
+ " Timestamp('2023-01-04 07:18:00'): nan,\n",
+ " Timestamp('2023-01-04 07:24:00'): nan,\n",
+ " Timestamp('2023-01-04 07:30:00'): nan,\n",
+ " Timestamp('2023-01-04 07:36:00'): nan,\n",
+ " Timestamp('2023-01-04 07:42:00'): nan,\n",
+ " Timestamp('2023-01-04 07:48:00'): nan,\n",
+ " Timestamp('2023-01-04 07:54:00'): nan,\n",
+ " Timestamp('2023-01-04 08:00:00'): nan,\n",
+ " Timestamp('2023-01-04 08:06:00'): nan,\n",
+ " Timestamp('2023-01-04 08:12:00'): nan,\n",
+ " Timestamp('2023-01-04 08:18:00'): nan,\n",
+ " Timestamp('2023-01-04 08:24:00'): nan,\n",
+ " Timestamp('2023-01-04 08:30:00'): nan,\n",
+ " Timestamp('2023-01-04 08:36:00'): nan,\n",
+ " Timestamp('2023-01-04 08:42:00'): nan,\n",
+ " Timestamp('2023-01-04 08:48:00'): nan,\n",
+ " Timestamp('2023-01-04 08:54:00'): nan,\n",
+ " Timestamp('2023-01-04 09:00:00'): nan,\n",
+ " Timestamp('2023-01-04 09:06:00'): nan,\n",
+ " Timestamp('2023-01-04 09:12:00'): nan,\n",
+ " Timestamp('2023-01-04 09:18:00'): nan,\n",
+ " Timestamp('2023-01-04 09:24:00'): nan,\n",
+ " Timestamp('2023-01-04 09:30:00'): nan,\n",
+ " Timestamp('2023-01-04 09:36:00'): nan,\n",
+ " Timestamp('2023-01-04 09:42:00'): nan,\n",
+ " Timestamp('2023-01-04 09:48:00'): nan,\n",
+ " Timestamp('2023-01-04 09:54:00'): nan,\n",
+ " Timestamp('2023-01-04 10:00:00'): nan,\n",
+ " Timestamp('2023-01-04 10:06:00'): nan,\n",
+ " Timestamp('2023-01-04 10:12:00'): nan,\n",
+ " Timestamp('2023-01-04 10:18:00'): nan,\n",
+ " Timestamp('2023-01-04 10:24:00'): nan,\n",
+ " Timestamp('2023-01-04 10:30:00'): nan,\n",
+ " Timestamp('2023-01-04 10:36:00'): nan,\n",
+ " Timestamp('2023-01-04 10:42:00'): nan,\n",
+ " Timestamp('2023-01-04 10:48:00'): nan,\n",
+ " Timestamp('2023-01-04 10:54:00'): nan,\n",
+ " Timestamp('2023-01-04 11:00:00'): nan,\n",
+ " Timestamp('2023-01-04 11:06:00'): nan,\n",
+ " Timestamp('2023-01-04 11:12:00'): nan,\n",
+ " Timestamp('2023-01-04 11:18:00'): nan,\n",
+ " Timestamp('2023-01-04 11:24:00'): nan,\n",
+ " Timestamp('2023-01-04 11:30:00'): nan,\n",
+ " Timestamp('2023-01-04 11:36:00'): nan,\n",
+ " Timestamp('2023-01-04 11:42:00'): nan,\n",
+ " Timestamp('2023-01-04 11:48:00'): nan,\n",
+ " Timestamp('2023-01-04 11:54:00'): nan,\n",
+ " Timestamp('2023-01-04 12:00:00'): nan,\n",
+ " Timestamp('2023-01-04 12:06:00'): nan,\n",
+ " Timestamp('2023-01-04 12:12:00'): nan,\n",
+ " Timestamp('2023-01-04 12:18:00'): nan,\n",
+ " Timestamp('2023-01-04 12:24:00'): nan,\n",
+ " Timestamp('2023-01-04 12:30:00'): nan,\n",
+ " Timestamp('2023-01-04 12:36:00'): nan,\n",
+ " Timestamp('2023-01-04 12:42:00'): nan,\n",
+ " Timestamp('2023-01-04 12:48:00'): nan,\n",
+ " Timestamp('2023-01-04 12:54:00'): nan,\n",
+ " Timestamp('2023-01-04 13:00:00'): nan,\n",
+ " Timestamp('2023-01-04 13:06:00'): nan,\n",
+ " Timestamp('2023-01-04 13:12:00'): nan,\n",
+ " Timestamp('2023-01-04 13:18:00'): nan,\n",
+ " Timestamp('2023-01-04 13:24:00'): nan,\n",
+ " Timestamp('2023-01-04 13:30:00'): nan,\n",
+ " Timestamp('2023-01-04 13:36:00'): nan,\n",
+ " Timestamp('2023-01-04 13:42:00'): nan,\n",
+ " Timestamp('2023-01-04 13:48:00'): nan,\n",
+ " Timestamp('2023-01-04 13:54:00'): nan,\n",
+ " Timestamp('2023-01-04 14:00:00'): nan,\n",
+ " Timestamp('2023-01-04 14:06:00'): nan,\n",
+ " Timestamp('2023-01-04 14:12:00'): nan,\n",
+ " Timestamp('2023-01-04 14:18:00'): nan,\n",
+ " Timestamp('2023-01-04 14:24:00'): nan,\n",
+ " Timestamp('2023-01-04 14:30:00'): nan,\n",
+ " Timestamp('2023-01-04 14:36:00'): nan,\n",
+ " Timestamp('2023-01-04 14:42:00'): nan,\n",
+ " Timestamp('2023-01-04 14:48:00'): nan,\n",
+ " Timestamp('2023-01-04 14:54:00'): nan,\n",
+ " Timestamp('2023-01-04 15:00:00'): nan,\n",
+ " Timestamp('2023-01-04 15:06:00'): nan,\n",
+ " Timestamp('2023-01-04 15:12:00'): nan,\n",
+ " Timestamp('2023-01-04 15:18:00'): nan,\n",
+ " Timestamp('2023-01-04 15:24:00'): nan,\n",
+ " Timestamp('2023-01-04 15:30:00'): nan,\n",
+ " Timestamp('2023-01-04 15:36:00'): nan,\n",
+ " Timestamp('2023-01-04 15:42:00'): nan,\n",
+ " Timestamp('2023-01-04 15:48:00'): nan,\n",
+ " Timestamp('2023-01-04 15:54:00'): nan,\n",
+ " Timestamp('2023-01-04 16:00:00'): nan,\n",
+ " Timestamp('2023-01-04 16:06:00'): nan,\n",
+ " Timestamp('2023-01-04 16:12:00'): nan,\n",
+ " Timestamp('2023-01-04 16:18:00'): nan,\n",
+ " Timestamp('2023-01-04 16:24:00'): nan,\n",
+ " Timestamp('2023-01-04 16:30:00'): nan,\n",
+ " Timestamp('2023-01-04 16:36:00'): nan,\n",
+ " Timestamp('2023-01-04 16:42:00'): nan,\n",
+ " Timestamp('2023-01-04 16:48:00'): nan,\n",
+ " Timestamp('2023-01-04 16:54:00'): nan,\n",
+ " Timestamp('2023-01-04 17:00:00'): nan,\n",
+ " Timestamp('2023-01-04 17:06:00'): nan,\n",
+ " Timestamp('2023-01-04 17:12:00'): nan,\n",
+ " Timestamp('2023-01-04 17:18:00'): nan,\n",
+ " Timestamp('2023-01-04 17:24:00'): nan,\n",
+ " Timestamp('2023-01-04 17:30:00'): nan,\n",
+ " Timestamp('2023-01-04 17:36:00'): nan,\n",
+ " Timestamp('2023-01-04 17:42:00'): nan,\n",
+ " Timestamp('2023-01-04 17:48:00'): nan,\n",
+ " Timestamp('2023-01-04 17:54:00'): nan,\n",
+ " Timestamp('2023-01-04 18:00:00'): nan,\n",
+ " Timestamp('2023-01-04 18:06:00'): nan,\n",
+ " Timestamp('2023-01-04 18:12:00'): nan,\n",
+ " Timestamp('2023-01-04 18:18:00'): nan,\n",
+ " Timestamp('2023-01-04 18:24:00'): nan,\n",
+ " Timestamp('2023-01-04 18:30:00'): nan,\n",
+ " Timestamp('2023-01-04 18:36:00'): nan,\n",
+ " Timestamp('2023-01-04 18:42:00'): nan,\n",
+ " Timestamp('2023-01-04 18:48:00'): nan,\n",
+ " Timestamp('2023-01-04 18:54:00'): nan,\n",
+ " Timestamp('2023-01-04 19:00:00'): nan,\n",
+ " Timestamp('2023-01-04 19:06:00'): nan,\n",
+ " Timestamp('2023-01-04 19:12:00'): nan,\n",
+ " Timestamp('2023-01-04 19:18:00'): nan,\n",
+ " Timestamp('2023-01-04 19:24:00'): nan,\n",
+ " Timestamp('2023-01-04 19:30:00'): nan,\n",
+ " Timestamp('2023-01-04 19:36:00'): nan,\n",
+ " Timestamp('2023-01-04 19:42:00'): nan,\n",
+ " Timestamp('2023-01-04 19:48:00'): nan,\n",
+ " Timestamp('2023-01-04 19:54:00'): nan,\n",
+ " Timestamp('2023-01-04 20:00:00'): nan,\n",
+ " Timestamp('2023-01-04 20:06:00'): nan,\n",
+ " Timestamp('2023-01-04 20:12:00'): nan,\n",
+ " Timestamp('2023-01-04 20:18:00'): nan,\n",
+ " Timestamp('2023-01-04 20:24:00'): nan,\n",
+ " Timestamp('2023-01-04 20:30:00'): nan,\n",
+ " Timestamp('2023-01-04 20:36:00'): nan,\n",
+ " Timestamp('2023-01-04 20:42:00'): nan,\n",
+ " Timestamp('2023-01-04 20:48:00'): nan,\n",
+ " Timestamp('2023-01-04 20:54:00'): nan,\n",
+ " Timestamp('2023-01-04 21:00:00'): nan,\n",
+ " Timestamp('2023-01-04 21:06:00'): nan,\n",
+ " Timestamp('2023-01-04 21:12:00'): nan,\n",
+ " Timestamp('2023-01-04 21:18:00'): nan,\n",
+ " Timestamp('2023-01-04 21:24:00'): nan,\n",
+ " Timestamp('2023-01-04 21:30:00'): nan,\n",
+ " Timestamp('2023-01-04 21:36:00'): nan,\n",
+ " Timestamp('2023-01-04 21:42:00'): nan,\n",
+ " Timestamp('2023-01-04 21:48:00'): nan,\n",
+ " Timestamp('2023-01-04 21:54:00'): nan,\n",
+ " Timestamp('2023-01-04 22:00:00'): nan,\n",
+ " Timestamp('2023-01-04 22:06:00'): nan,\n",
+ " Timestamp('2023-01-04 22:12:00'): nan,\n",
+ " Timestamp('2023-01-04 22:18:00'): nan,\n",
+ " Timestamp('2023-01-04 22:24:00'): nan,\n",
+ " Timestamp('2023-01-04 22:30:00'): nan,\n",
+ " Timestamp('2023-01-04 22:36:00'): nan,\n",
+ " Timestamp('2023-01-04 22:42:00'): nan,\n",
+ " Timestamp('2023-01-04 22:48:00'): nan,\n",
+ " Timestamp('2023-01-04 22:54:00'): nan,\n",
+ " Timestamp('2023-01-04 23:00:00'): nan,\n",
+ " Timestamp('2023-01-04 23:06:00'): nan,\n",
+ " Timestamp('2023-01-04 23:12:00'): nan,\n",
+ " Timestamp('2023-01-04 23:18:00'): nan,\n",
+ " Timestamp('2023-01-04 23:24:00'): nan,\n",
+ " Timestamp('2023-01-04 23:30:00'): nan,\n",
+ " Timestamp('2023-01-04 23:36:00'): nan,\n",
+ " Timestamp('2023-01-04 23:42:00'): nan,\n",
+ " Timestamp('2023-01-04 23:48:00'): nan,\n",
+ " Timestamp('2023-01-04 23:54:00'): nan,\n",
+ " Timestamp('2023-01-05 00:00:00'): nan,\n",
+ " Timestamp('2023-01-05 00:06:00'): nan,\n",
+ " Timestamp('2023-01-05 00:12:00'): nan,\n",
+ " Timestamp('2023-01-05 00:18:00'): nan,\n",
+ " Timestamp('2023-01-05 00:24:00'): nan,\n",
+ " Timestamp('2023-01-05 00:30:00'): nan,\n",
+ " Timestamp('2023-01-05 00:36:00'): nan,\n",
+ " Timestamp('2023-01-05 00:42:00'): nan,\n",
+ " Timestamp('2023-01-05 00:48:00'): nan,\n",
+ " Timestamp('2023-01-05 00:54:00'): nan,\n",
+ " Timestamp('2023-01-05 01:00:00'): nan,\n",
+ " Timestamp('2023-01-05 01:06:00'): nan,\n",
+ " Timestamp('2023-01-05 01:12:00'): nan,\n",
+ " Timestamp('2023-01-05 01:18:00'): nan,\n",
+ " Timestamp('2023-01-05 01:24:00'): nan,\n",
+ " Timestamp('2023-01-05 01:30:00'): nan,\n",
+ " Timestamp('2023-01-05 01:36:00'): nan,\n",
+ " Timestamp('2023-01-05 01:42:00'): nan,\n",
+ " Timestamp('2023-01-05 01:48:00'): nan,\n",
+ " Timestamp('2023-01-05 01:54:00'): nan,\n",
+ " Timestamp('2023-01-05 02:00:00'): nan,\n",
+ " Timestamp('2023-01-05 02:06:00'): nan,\n",
+ " Timestamp('2023-01-05 02:12:00'): nan,\n",
+ " Timestamp('2023-01-05 02:18:00'): nan,\n",
+ " Timestamp('2023-01-05 02:24:00'): nan,\n",
+ " Timestamp('2023-01-05 02:30:00'): nan,\n",
+ " Timestamp('2023-01-05 02:36:00'): nan,\n",
+ " Timestamp('2023-01-05 02:42:00'): nan,\n",
+ " Timestamp('2023-01-05 02:48:00'): nan,\n",
+ " Timestamp('2023-01-05 02:54:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:06:00'): nan,\n",
+ " Timestamp('2023-01-05 03:12:00'): nan,\n",
+ " Timestamp('2023-01-05 03:18:00'): nan,\n",
+ " Timestamp('2023-01-05 03:24:00'): nan,\n",
+ " Timestamp('2023-01-05 03:30:00'): nan,\n",
+ " Timestamp('2023-01-05 03:36:00'): nan,\n",
+ " Timestamp('2023-01-05 03:42:00'): nan,\n",
+ " Timestamp('2023-01-05 03:48:00'): nan,\n",
+ " Timestamp('2023-01-05 03:54:00'): nan,\n",
+ " Timestamp('2023-01-05 04:00:00'): nan,\n",
+ " Timestamp('2023-01-05 04:06:00'): nan,\n",
+ " ...},\n",
+ " 'VIS': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 00:06:00'): nan,\n",
+ " Timestamp('2023-01-01 00:12:00'): nan,\n",
+ " Timestamp('2023-01-01 00:18:00'): nan,\n",
+ " Timestamp('2023-01-01 00:24:00'): nan,\n",
+ " Timestamp('2023-01-01 00:30:00'): nan,\n",
+ " Timestamp('2023-01-01 00:36:00'): nan,\n",
+ " Timestamp('2023-01-01 00:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:06:00'): nan,\n",
+ " Timestamp('2023-01-01 01:12:00'): nan,\n",
+ " Timestamp('2023-01-01 01:18:00'): nan,\n",
+ " Timestamp('2023-01-01 01:24:00'): nan,\n",
+ " Timestamp('2023-01-01 01:30:00'): nan,\n",
+ " Timestamp('2023-01-01 01:36:00'): nan,\n",
+ " Timestamp('2023-01-01 01:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:48:00'): nan,\n",
+ " Timestamp('2023-01-01 01:54:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:06:00'): nan,\n",
+ " Timestamp('2023-01-01 02:12:00'): nan,\n",
+ " Timestamp('2023-01-01 02:18:00'): nan,\n",
+ " Timestamp('2023-01-01 02:24:00'): nan,\n",
+ " Timestamp('2023-01-01 02:30:00'): nan,\n",
+ " Timestamp('2023-01-01 02:36:00'): nan,\n",
+ " Timestamp('2023-01-01 02:42:00'): nan,\n",
+ " Timestamp('2023-01-01 02:48:00'): nan,\n",
+ " Timestamp('2023-01-01 02:54:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:06:00'): nan,\n",
+ " Timestamp('2023-01-01 03:12:00'): nan,\n",
+ " Timestamp('2023-01-01 03:18:00'): nan,\n",
+ " Timestamp('2023-01-01 03:24:00'): nan,\n",
+ " Timestamp('2023-01-01 03:30:00'): nan,\n",
+ " Timestamp('2023-01-01 03:36:00'): nan,\n",
+ " Timestamp('2023-01-01 03:42:00'): nan,\n",
+ " Timestamp('2023-01-01 03:48:00'): nan,\n",
+ " Timestamp('2023-01-01 03:54:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:06:00'): nan,\n",
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+ " Timestamp('2023-01-04 03:12:00'): nan,\n",
+ " Timestamp('2023-01-04 03:18:00'): nan,\n",
+ " Timestamp('2023-01-04 03:24:00'): nan,\n",
+ " Timestamp('2023-01-04 03:30:00'): nan,\n",
+ " Timestamp('2023-01-04 03:36:00'): nan,\n",
+ " Timestamp('2023-01-04 03:42:00'): nan,\n",
+ " Timestamp('2023-01-04 03:48:00'): nan,\n",
+ " Timestamp('2023-01-04 03:54:00'): nan,\n",
+ " Timestamp('2023-01-04 04:00:00'): nan,\n",
+ " Timestamp('2023-01-04 04:06:00'): nan,\n",
+ " Timestamp('2023-01-04 04:12:00'): nan,\n",
+ " Timestamp('2023-01-04 04:18:00'): nan,\n",
+ " Timestamp('2023-01-04 04:24:00'): nan,\n",
+ " Timestamp('2023-01-04 04:30:00'): nan,\n",
+ " Timestamp('2023-01-04 04:36:00'): nan,\n",
+ " Timestamp('2023-01-04 04:42:00'): nan,\n",
+ " Timestamp('2023-01-04 04:48:00'): nan,\n",
+ " Timestamp('2023-01-04 04:54:00'): nan,\n",
+ " Timestamp('2023-01-04 05:00:00'): nan,\n",
+ " Timestamp('2023-01-04 05:06:00'): nan,\n",
+ " Timestamp('2023-01-04 05:12:00'): nan,\n",
+ " Timestamp('2023-01-04 05:18:00'): nan,\n",
+ " Timestamp('2023-01-04 05:24:00'): nan,\n",
+ " Timestamp('2023-01-04 05:30:00'): nan,\n",
+ " Timestamp('2023-01-04 05:36:00'): nan,\n",
+ " Timestamp('2023-01-04 05:42:00'): nan,\n",
+ " Timestamp('2023-01-04 05:48:00'): nan,\n",
+ " Timestamp('2023-01-04 05:54:00'): nan,\n",
+ " Timestamp('2023-01-04 06:00:00'): nan,\n",
+ " Timestamp('2023-01-04 06:06:00'): nan,\n",
+ " Timestamp('2023-01-04 06:12:00'): nan,\n",
+ " Timestamp('2023-01-04 06:18:00'): nan,\n",
+ " Timestamp('2023-01-04 06:24:00'): nan,\n",
+ " Timestamp('2023-01-04 06:30:00'): nan,\n",
+ " Timestamp('2023-01-04 06:36:00'): nan,\n",
+ " Timestamp('2023-01-04 06:42:00'): nan,\n",
+ " Timestamp('2023-01-04 06:48:00'): nan,\n",
+ " Timestamp('2023-01-04 06:54:00'): nan,\n",
+ " Timestamp('2023-01-04 07:00:00'): nan,\n",
+ " Timestamp('2023-01-04 07:06:00'): nan,\n",
+ " Timestamp('2023-01-04 07:12:00'): nan,\n",
+ " Timestamp('2023-01-04 07:18:00'): nan,\n",
+ " Timestamp('2023-01-04 07:24:00'): nan,\n",
+ " Timestamp('2023-01-04 07:30:00'): nan,\n",
+ " Timestamp('2023-01-04 07:36:00'): nan,\n",
+ " Timestamp('2023-01-04 07:42:00'): nan,\n",
+ " Timestamp('2023-01-04 07:48:00'): nan,\n",
+ " Timestamp('2023-01-04 07:54:00'): nan,\n",
+ " Timestamp('2023-01-04 08:00:00'): nan,\n",
+ " Timestamp('2023-01-04 08:06:00'): nan,\n",
+ " Timestamp('2023-01-04 08:12:00'): nan,\n",
+ " Timestamp('2023-01-04 08:18:00'): nan,\n",
+ " Timestamp('2023-01-04 08:24:00'): nan,\n",
+ " Timestamp('2023-01-04 08:30:00'): nan,\n",
+ " Timestamp('2023-01-04 08:36:00'): nan,\n",
+ " Timestamp('2023-01-04 08:42:00'): nan,\n",
+ " Timestamp('2023-01-04 08:48:00'): nan,\n",
+ " Timestamp('2023-01-04 08:54:00'): nan,\n",
+ " Timestamp('2023-01-04 09:00:00'): nan,\n",
+ " Timestamp('2023-01-04 09:06:00'): nan,\n",
+ " Timestamp('2023-01-04 09:12:00'): nan,\n",
+ " Timestamp('2023-01-04 09:18:00'): nan,\n",
+ " Timestamp('2023-01-04 09:24:00'): nan,\n",
+ " Timestamp('2023-01-04 09:30:00'): nan,\n",
+ " Timestamp('2023-01-04 09:36:00'): nan,\n",
+ " Timestamp('2023-01-04 09:42:00'): nan,\n",
+ " Timestamp('2023-01-04 09:48:00'): nan,\n",
+ " Timestamp('2023-01-04 09:54:00'): nan,\n",
+ " Timestamp('2023-01-04 10:00:00'): nan,\n",
+ " Timestamp('2023-01-04 10:06:00'): nan,\n",
+ " Timestamp('2023-01-04 10:12:00'): nan,\n",
+ " Timestamp('2023-01-04 10:18:00'): nan,\n",
+ " Timestamp('2023-01-04 10:24:00'): nan,\n",
+ " Timestamp('2023-01-04 10:30:00'): nan,\n",
+ " Timestamp('2023-01-04 10:36:00'): nan,\n",
+ " Timestamp('2023-01-04 10:42:00'): nan,\n",
+ " Timestamp('2023-01-04 10:48:00'): nan,\n",
+ " Timestamp('2023-01-04 10:54:00'): nan,\n",
+ " Timestamp('2023-01-04 11:00:00'): nan,\n",
+ " Timestamp('2023-01-04 11:06:00'): nan,\n",
+ " Timestamp('2023-01-04 11:12:00'): nan,\n",
+ " Timestamp('2023-01-04 11:18:00'): nan,\n",
+ " Timestamp('2023-01-04 11:24:00'): nan,\n",
+ " Timestamp('2023-01-04 11:30:00'): nan,\n",
+ " Timestamp('2023-01-04 11:36:00'): nan,\n",
+ " Timestamp('2023-01-04 11:42:00'): nan,\n",
+ " Timestamp('2023-01-04 11:48:00'): nan,\n",
+ " Timestamp('2023-01-04 11:54:00'): nan,\n",
+ " Timestamp('2023-01-04 12:00:00'): nan,\n",
+ " Timestamp('2023-01-04 12:06:00'): nan,\n",
+ " Timestamp('2023-01-04 12:12:00'): nan,\n",
+ " Timestamp('2023-01-04 12:18:00'): nan,\n",
+ " Timestamp('2023-01-04 12:24:00'): nan,\n",
+ " Timestamp('2023-01-04 12:30:00'): nan,\n",
+ " Timestamp('2023-01-04 12:36:00'): nan,\n",
+ " Timestamp('2023-01-04 12:42:00'): nan,\n",
+ " Timestamp('2023-01-04 12:48:00'): nan,\n",
+ " Timestamp('2023-01-04 12:54:00'): nan,\n",
+ " Timestamp('2023-01-04 13:00:00'): nan,\n",
+ " Timestamp('2023-01-04 13:06:00'): nan,\n",
+ " Timestamp('2023-01-04 13:12:00'): nan,\n",
+ " Timestamp('2023-01-04 13:18:00'): nan,\n",
+ " Timestamp('2023-01-04 13:24:00'): nan,\n",
+ " Timestamp('2023-01-04 13:30:00'): nan,\n",
+ " Timestamp('2023-01-04 13:36:00'): nan,\n",
+ " Timestamp('2023-01-04 13:42:00'): nan,\n",
+ " Timestamp('2023-01-04 13:48:00'): nan,\n",
+ " Timestamp('2023-01-04 13:54:00'): nan,\n",
+ " Timestamp('2023-01-04 14:00:00'): nan,\n",
+ " Timestamp('2023-01-04 14:06:00'): nan,\n",
+ " Timestamp('2023-01-04 14:12:00'): nan,\n",
+ " Timestamp('2023-01-04 14:18:00'): nan,\n",
+ " Timestamp('2023-01-04 14:24:00'): nan,\n",
+ " Timestamp('2023-01-04 14:30:00'): nan,\n",
+ " Timestamp('2023-01-04 14:36:00'): nan,\n",
+ " Timestamp('2023-01-04 14:42:00'): nan,\n",
+ " Timestamp('2023-01-04 14:48:00'): nan,\n",
+ " Timestamp('2023-01-04 14:54:00'): nan,\n",
+ " Timestamp('2023-01-04 15:00:00'): nan,\n",
+ " Timestamp('2023-01-04 15:06:00'): nan,\n",
+ " Timestamp('2023-01-04 15:12:00'): nan,\n",
+ " Timestamp('2023-01-04 15:18:00'): nan,\n",
+ " Timestamp('2023-01-04 15:24:00'): nan,\n",
+ " Timestamp('2023-01-04 15:30:00'): nan,\n",
+ " Timestamp('2023-01-04 15:36:00'): nan,\n",
+ " Timestamp('2023-01-04 15:42:00'): nan,\n",
+ " Timestamp('2023-01-04 15:48:00'): nan,\n",
+ " Timestamp('2023-01-04 15:54:00'): nan,\n",
+ " Timestamp('2023-01-04 16:00:00'): nan,\n",
+ " Timestamp('2023-01-04 16:06:00'): nan,\n",
+ " Timestamp('2023-01-04 16:12:00'): nan,\n",
+ " Timestamp('2023-01-04 16:18:00'): nan,\n",
+ " Timestamp('2023-01-04 16:24:00'): nan,\n",
+ " Timestamp('2023-01-04 16:30:00'): nan,\n",
+ " Timestamp('2023-01-04 16:36:00'): nan,\n",
+ " Timestamp('2023-01-04 16:42:00'): nan,\n",
+ " Timestamp('2023-01-04 16:48:00'): nan,\n",
+ " Timestamp('2023-01-04 16:54:00'): nan,\n",
+ " Timestamp('2023-01-04 17:00:00'): nan,\n",
+ " Timestamp('2023-01-04 17:06:00'): nan,\n",
+ " Timestamp('2023-01-04 17:12:00'): nan,\n",
+ " Timestamp('2023-01-04 17:18:00'): nan,\n",
+ " Timestamp('2023-01-04 17:24:00'): nan,\n",
+ " Timestamp('2023-01-04 17:30:00'): nan,\n",
+ " Timestamp('2023-01-04 17:36:00'): nan,\n",
+ " Timestamp('2023-01-04 17:42:00'): nan,\n",
+ " Timestamp('2023-01-04 17:48:00'): nan,\n",
+ " Timestamp('2023-01-04 17:54:00'): nan,\n",
+ " Timestamp('2023-01-04 18:00:00'): nan,\n",
+ " Timestamp('2023-01-04 18:06:00'): nan,\n",
+ " Timestamp('2023-01-04 18:12:00'): nan,\n",
+ " Timestamp('2023-01-04 18:18:00'): nan,\n",
+ " Timestamp('2023-01-04 18:24:00'): nan,\n",
+ " Timestamp('2023-01-04 18:30:00'): nan,\n",
+ " Timestamp('2023-01-04 18:36:00'): nan,\n",
+ " Timestamp('2023-01-04 18:42:00'): nan,\n",
+ " Timestamp('2023-01-04 18:48:00'): nan,\n",
+ " Timestamp('2023-01-04 18:54:00'): nan,\n",
+ " Timestamp('2023-01-04 19:00:00'): nan,\n",
+ " Timestamp('2023-01-04 19:06:00'): nan,\n",
+ " Timestamp('2023-01-04 19:12:00'): nan,\n",
+ " Timestamp('2023-01-04 19:18:00'): nan,\n",
+ " Timestamp('2023-01-04 19:24:00'): nan,\n",
+ " Timestamp('2023-01-04 19:30:00'): nan,\n",
+ " Timestamp('2023-01-04 19:36:00'): nan,\n",
+ " Timestamp('2023-01-04 19:42:00'): nan,\n",
+ " Timestamp('2023-01-04 19:48:00'): nan,\n",
+ " Timestamp('2023-01-04 19:54:00'): nan,\n",
+ " Timestamp('2023-01-04 20:00:00'): nan,\n",
+ " Timestamp('2023-01-04 20:06:00'): nan,\n",
+ " Timestamp('2023-01-04 20:12:00'): nan,\n",
+ " Timestamp('2023-01-04 20:18:00'): nan,\n",
+ " Timestamp('2023-01-04 20:24:00'): nan,\n",
+ " Timestamp('2023-01-04 20:30:00'): nan,\n",
+ " Timestamp('2023-01-04 20:36:00'): nan,\n",
+ " Timestamp('2023-01-04 20:42:00'): nan,\n",
+ " Timestamp('2023-01-04 20:48:00'): nan,\n",
+ " Timestamp('2023-01-04 20:54:00'): nan,\n",
+ " Timestamp('2023-01-04 21:00:00'): nan,\n",
+ " Timestamp('2023-01-04 21:06:00'): nan,\n",
+ " Timestamp('2023-01-04 21:12:00'): nan,\n",
+ " Timestamp('2023-01-04 21:18:00'): nan,\n",
+ " Timestamp('2023-01-04 21:24:00'): nan,\n",
+ " Timestamp('2023-01-04 21:30:00'): nan,\n",
+ " Timestamp('2023-01-04 21:36:00'): nan,\n",
+ " Timestamp('2023-01-04 21:42:00'): nan,\n",
+ " Timestamp('2023-01-04 21:48:00'): nan,\n",
+ " Timestamp('2023-01-04 21:54:00'): nan,\n",
+ " Timestamp('2023-01-04 22:00:00'): nan,\n",
+ " Timestamp('2023-01-04 22:06:00'): nan,\n",
+ " Timestamp('2023-01-04 22:12:00'): nan,\n",
+ " Timestamp('2023-01-04 22:18:00'): nan,\n",
+ " Timestamp('2023-01-04 22:24:00'): nan,\n",
+ " Timestamp('2023-01-04 22:30:00'): nan,\n",
+ " Timestamp('2023-01-04 22:36:00'): nan,\n",
+ " Timestamp('2023-01-04 22:42:00'): nan,\n",
+ " Timestamp('2023-01-04 22:48:00'): nan,\n",
+ " Timestamp('2023-01-04 22:54:00'): nan,\n",
+ " Timestamp('2023-01-04 23:00:00'): nan,\n",
+ " Timestamp('2023-01-04 23:06:00'): nan,\n",
+ " Timestamp('2023-01-04 23:12:00'): nan,\n",
+ " Timestamp('2023-01-04 23:18:00'): nan,\n",
+ " Timestamp('2023-01-04 23:24:00'): nan,\n",
+ " Timestamp('2023-01-04 23:30:00'): nan,\n",
+ " Timestamp('2023-01-04 23:36:00'): nan,\n",
+ " Timestamp('2023-01-04 23:42:00'): nan,\n",
+ " Timestamp('2023-01-04 23:48:00'): nan,\n",
+ " Timestamp('2023-01-04 23:54:00'): nan,\n",
+ " Timestamp('2023-01-05 00:00:00'): nan,\n",
+ " Timestamp('2023-01-05 00:06:00'): nan,\n",
+ " Timestamp('2023-01-05 00:12:00'): nan,\n",
+ " Timestamp('2023-01-05 00:18:00'): nan,\n",
+ " Timestamp('2023-01-05 00:24:00'): nan,\n",
+ " Timestamp('2023-01-05 00:30:00'): nan,\n",
+ " Timestamp('2023-01-05 00:36:00'): nan,\n",
+ " Timestamp('2023-01-05 00:42:00'): nan,\n",
+ " Timestamp('2023-01-05 00:48:00'): nan,\n",
+ " Timestamp('2023-01-05 00:54:00'): nan,\n",
+ " Timestamp('2023-01-05 01:00:00'): nan,\n",
+ " Timestamp('2023-01-05 01:06:00'): nan,\n",
+ " Timestamp('2023-01-05 01:12:00'): nan,\n",
+ " Timestamp('2023-01-05 01:18:00'): nan,\n",
+ " Timestamp('2023-01-05 01:24:00'): nan,\n",
+ " Timestamp('2023-01-05 01:30:00'): nan,\n",
+ " Timestamp('2023-01-05 01:36:00'): nan,\n",
+ " Timestamp('2023-01-05 01:42:00'): nan,\n",
+ " Timestamp('2023-01-05 01:48:00'): nan,\n",
+ " Timestamp('2023-01-05 01:54:00'): nan,\n",
+ " Timestamp('2023-01-05 02:00:00'): nan,\n",
+ " Timestamp('2023-01-05 02:06:00'): nan,\n",
+ " Timestamp('2023-01-05 02:12:00'): nan,\n",
+ " Timestamp('2023-01-05 02:18:00'): nan,\n",
+ " Timestamp('2023-01-05 02:24:00'): nan,\n",
+ " Timestamp('2023-01-05 02:30:00'): nan,\n",
+ " Timestamp('2023-01-05 02:36:00'): nan,\n",
+ " Timestamp('2023-01-05 02:42:00'): nan,\n",
+ " Timestamp('2023-01-05 02:48:00'): nan,\n",
+ " Timestamp('2023-01-05 02:54:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:06:00'): nan,\n",
+ " Timestamp('2023-01-05 03:12:00'): nan,\n",
+ " Timestamp('2023-01-05 03:18:00'): nan,\n",
+ " Timestamp('2023-01-05 03:24:00'): nan,\n",
+ " Timestamp('2023-01-05 03:30:00'): nan,\n",
+ " Timestamp('2023-01-05 03:36:00'): nan,\n",
+ " Timestamp('2023-01-05 03:42:00'): nan,\n",
+ " Timestamp('2023-01-05 03:48:00'): nan,\n",
+ " Timestamp('2023-01-05 03:54:00'): nan,\n",
+ " Timestamp('2023-01-05 04:00:00'): nan,\n",
+ " Timestamp('2023-01-05 04:06:00'): nan,\n",
+ " ...},\n",
+ " 'TIDE': {Timestamp('2023-01-01 00:00:00'): nan,\n",
+ " Timestamp('2023-01-01 00:06:00'): nan,\n",
+ " Timestamp('2023-01-01 00:12:00'): nan,\n",
+ " Timestamp('2023-01-01 00:18:00'): nan,\n",
+ " Timestamp('2023-01-01 00:24:00'): nan,\n",
+ " Timestamp('2023-01-01 00:30:00'): nan,\n",
+ " Timestamp('2023-01-01 00:36:00'): nan,\n",
+ " Timestamp('2023-01-01 00:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): nan,\n",
+ " Timestamp('2023-01-01 01:06:00'): nan,\n",
+ " Timestamp('2023-01-01 01:12:00'): nan,\n",
+ " Timestamp('2023-01-01 01:18:00'): nan,\n",
+ " Timestamp('2023-01-01 01:24:00'): nan,\n",
+ " Timestamp('2023-01-01 01:30:00'): nan,\n",
+ " Timestamp('2023-01-01 01:36:00'): nan,\n",
+ " Timestamp('2023-01-01 01:42:00'): nan,\n",
+ " Timestamp('2023-01-01 01:48:00'): nan,\n",
+ " Timestamp('2023-01-01 01:54:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): nan,\n",
+ " Timestamp('2023-01-01 02:06:00'): nan,\n",
+ " Timestamp('2023-01-01 02:12:00'): nan,\n",
+ " Timestamp('2023-01-01 02:18:00'): nan,\n",
+ " Timestamp('2023-01-01 02:24:00'): nan,\n",
+ " Timestamp('2023-01-01 02:30:00'): nan,\n",
+ " Timestamp('2023-01-01 02:36:00'): nan,\n",
+ " Timestamp('2023-01-01 02:42:00'): nan,\n",
+ " Timestamp('2023-01-01 02:48:00'): nan,\n",
+ " Timestamp('2023-01-01 02:54:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): nan,\n",
+ " Timestamp('2023-01-01 03:06:00'): nan,\n",
+ " Timestamp('2023-01-01 03:12:00'): nan,\n",
+ " Timestamp('2023-01-01 03:18:00'): nan,\n",
+ " Timestamp('2023-01-01 03:24:00'): nan,\n",
+ " Timestamp('2023-01-01 03:30:00'): nan,\n",
+ " Timestamp('2023-01-01 03:36:00'): nan,\n",
+ " Timestamp('2023-01-01 03:42:00'): nan,\n",
+ " Timestamp('2023-01-01 03:48:00'): nan,\n",
+ " Timestamp('2023-01-01 03:54:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): nan,\n",
+ " Timestamp('2023-01-01 04:06:00'): nan,\n",
+ " Timestamp('2023-01-01 04:12:00'): nan,\n",
+ " Timestamp('2023-01-01 04:18:00'): nan,\n",
+ " Timestamp('2023-01-01 04:24:00'): nan,\n",
+ " Timestamp('2023-01-01 04:30:00'): nan,\n",
+ " Timestamp('2023-01-01 04:36:00'): nan,\n",
+ " Timestamp('2023-01-01 04:42:00'): nan,\n",
+ " Timestamp('2023-01-01 04:48:00'): nan,\n",
+ " Timestamp('2023-01-01 04:54:00'): nan,\n",
+ " Timestamp('2023-01-01 05:00:00'): nan,\n",
+ " Timestamp('2023-01-01 05:06:00'): nan,\n",
+ " Timestamp('2023-01-01 05:12:00'): nan,\n",
+ " Timestamp('2023-01-01 05:18:00'): nan,\n",
+ " Timestamp('2023-01-01 05:24:00'): nan,\n",
+ " Timestamp('2023-01-01 05:30:00'): nan,\n",
+ " Timestamp('2023-01-01 05:36:00'): nan,\n",
+ " Timestamp('2023-01-01 05:42:00'): nan,\n",
+ " Timestamp('2023-01-01 05:48:00'): nan,\n",
+ " Timestamp('2023-01-01 05:54:00'): nan,\n",
+ " Timestamp('2023-01-01 06:00:00'): nan,\n",
+ " Timestamp('2023-01-01 06:06:00'): nan,\n",
+ " Timestamp('2023-01-01 06:12:00'): nan,\n",
+ " Timestamp('2023-01-01 06:18:00'): nan,\n",
+ " Timestamp('2023-01-01 06:24:00'): nan,\n",
+ " Timestamp('2023-01-01 06:30:00'): nan,\n",
+ " Timestamp('2023-01-01 06:36:00'): nan,\n",
+ " Timestamp('2023-01-01 06:42:00'): nan,\n",
+ " Timestamp('2023-01-01 06:48:00'): nan,\n",
+ " Timestamp('2023-01-01 06:54:00'): nan,\n",
+ " Timestamp('2023-01-01 07:00:00'): nan,\n",
+ " Timestamp('2023-01-01 07:06:00'): nan,\n",
+ " Timestamp('2023-01-01 07:12:00'): nan,\n",
+ " Timestamp('2023-01-01 07:18:00'): nan,\n",
+ " Timestamp('2023-01-01 07:24:00'): nan,\n",
+ " Timestamp('2023-01-01 07:30:00'): nan,\n",
+ " Timestamp('2023-01-01 07:36:00'): nan,\n",
+ " Timestamp('2023-01-01 07:42:00'): nan,\n",
+ " Timestamp('2023-01-01 07:48:00'): nan,\n",
+ " Timestamp('2023-01-01 07:54:00'): nan,\n",
+ " Timestamp('2023-01-01 08:00:00'): nan,\n",
+ " Timestamp('2023-01-01 08:06:00'): nan,\n",
+ " Timestamp('2023-01-01 08:12:00'): nan,\n",
+ " Timestamp('2023-01-01 08:18:00'): nan,\n",
+ " Timestamp('2023-01-01 08:24:00'): nan,\n",
+ " Timestamp('2023-01-01 08:30:00'): nan,\n",
+ " Timestamp('2023-01-01 08:36:00'): nan,\n",
+ " Timestamp('2023-01-01 08:42:00'): nan,\n",
+ " Timestamp('2023-01-01 08:48:00'): nan,\n",
+ " Timestamp('2023-01-01 08:54:00'): nan,\n",
+ " Timestamp('2023-01-01 09:00:00'): nan,\n",
+ " Timestamp('2023-01-01 09:06:00'): nan,\n",
+ " Timestamp('2023-01-01 09:12:00'): nan,\n",
+ " Timestamp('2023-01-01 09:18:00'): nan,\n",
+ " Timestamp('2023-01-01 09:24:00'): nan,\n",
+ " Timestamp('2023-01-01 09:30:00'): nan,\n",
+ " Timestamp('2023-01-01 09:36:00'): nan,\n",
+ " Timestamp('2023-01-01 09:42:00'): nan,\n",
+ " Timestamp('2023-01-01 09:48:00'): nan,\n",
+ " Timestamp('2023-01-01 09:54:00'): nan,\n",
+ " Timestamp('2023-01-01 10:00:00'): nan,\n",
+ " Timestamp('2023-01-01 10:06:00'): nan,\n",
+ " Timestamp('2023-01-01 10:12:00'): nan,\n",
+ " Timestamp('2023-01-01 10:18:00'): nan,\n",
+ " Timestamp('2023-01-01 10:24:00'): nan,\n",
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+ " Timestamp('2023-01-04 09:18:00'): nan,\n",
+ " Timestamp('2023-01-04 09:24:00'): nan,\n",
+ " Timestamp('2023-01-04 09:30:00'): nan,\n",
+ " Timestamp('2023-01-04 09:36:00'): nan,\n",
+ " Timestamp('2023-01-04 09:42:00'): nan,\n",
+ " Timestamp('2023-01-04 09:48:00'): nan,\n",
+ " Timestamp('2023-01-04 09:54:00'): nan,\n",
+ " Timestamp('2023-01-04 10:00:00'): nan,\n",
+ " Timestamp('2023-01-04 10:06:00'): nan,\n",
+ " Timestamp('2023-01-04 10:12:00'): nan,\n",
+ " Timestamp('2023-01-04 10:18:00'): nan,\n",
+ " Timestamp('2023-01-04 10:24:00'): nan,\n",
+ " Timestamp('2023-01-04 10:30:00'): nan,\n",
+ " Timestamp('2023-01-04 10:36:00'): nan,\n",
+ " Timestamp('2023-01-04 10:42:00'): nan,\n",
+ " Timestamp('2023-01-04 10:48:00'): nan,\n",
+ " Timestamp('2023-01-04 10:54:00'): nan,\n",
+ " Timestamp('2023-01-04 11:00:00'): nan,\n",
+ " Timestamp('2023-01-04 11:06:00'): nan,\n",
+ " Timestamp('2023-01-04 11:12:00'): nan,\n",
+ " Timestamp('2023-01-04 11:18:00'): nan,\n",
+ " Timestamp('2023-01-04 11:24:00'): nan,\n",
+ " Timestamp('2023-01-04 11:30:00'): nan,\n",
+ " Timestamp('2023-01-04 11:36:00'): nan,\n",
+ " Timestamp('2023-01-04 11:42:00'): nan,\n",
+ " Timestamp('2023-01-04 11:48:00'): nan,\n",
+ " Timestamp('2023-01-04 11:54:00'): nan,\n",
+ " Timestamp('2023-01-04 12:00:00'): nan,\n",
+ " Timestamp('2023-01-04 12:06:00'): nan,\n",
+ " Timestamp('2023-01-04 12:12:00'): nan,\n",
+ " Timestamp('2023-01-04 12:18:00'): nan,\n",
+ " Timestamp('2023-01-04 12:24:00'): nan,\n",
+ " Timestamp('2023-01-04 12:30:00'): nan,\n",
+ " Timestamp('2023-01-04 12:36:00'): nan,\n",
+ " Timestamp('2023-01-04 12:42:00'): nan,\n",
+ " Timestamp('2023-01-04 12:48:00'): nan,\n",
+ " Timestamp('2023-01-04 12:54:00'): nan,\n",
+ " Timestamp('2023-01-04 13:00:00'): nan,\n",
+ " Timestamp('2023-01-04 13:06:00'): nan,\n",
+ " Timestamp('2023-01-04 13:12:00'): nan,\n",
+ " Timestamp('2023-01-04 13:18:00'): nan,\n",
+ " Timestamp('2023-01-04 13:24:00'): nan,\n",
+ " Timestamp('2023-01-04 13:30:00'): nan,\n",
+ " Timestamp('2023-01-04 13:36:00'): nan,\n",
+ " Timestamp('2023-01-04 13:42:00'): nan,\n",
+ " Timestamp('2023-01-04 13:48:00'): nan,\n",
+ " Timestamp('2023-01-04 13:54:00'): nan,\n",
+ " Timestamp('2023-01-04 14:00:00'): nan,\n",
+ " Timestamp('2023-01-04 14:06:00'): nan,\n",
+ " Timestamp('2023-01-04 14:12:00'): nan,\n",
+ " Timestamp('2023-01-04 14:18:00'): nan,\n",
+ " Timestamp('2023-01-04 14:24:00'): nan,\n",
+ " Timestamp('2023-01-04 14:30:00'): nan,\n",
+ " Timestamp('2023-01-04 14:36:00'): nan,\n",
+ " Timestamp('2023-01-04 14:42:00'): nan,\n",
+ " Timestamp('2023-01-04 14:48:00'): nan,\n",
+ " Timestamp('2023-01-04 14:54:00'): nan,\n",
+ " Timestamp('2023-01-04 15:00:00'): nan,\n",
+ " Timestamp('2023-01-04 15:06:00'): nan,\n",
+ " Timestamp('2023-01-04 15:12:00'): nan,\n",
+ " Timestamp('2023-01-04 15:18:00'): nan,\n",
+ " Timestamp('2023-01-04 15:24:00'): nan,\n",
+ " Timestamp('2023-01-04 15:30:00'): nan,\n",
+ " Timestamp('2023-01-04 15:36:00'): nan,\n",
+ " Timestamp('2023-01-04 15:42:00'): nan,\n",
+ " Timestamp('2023-01-04 15:48:00'): nan,\n",
+ " Timestamp('2023-01-04 15:54:00'): nan,\n",
+ " Timestamp('2023-01-04 16:00:00'): nan,\n",
+ " Timestamp('2023-01-04 16:06:00'): nan,\n",
+ " Timestamp('2023-01-04 16:12:00'): nan,\n",
+ " Timestamp('2023-01-04 16:18:00'): nan,\n",
+ " Timestamp('2023-01-04 16:24:00'): nan,\n",
+ " Timestamp('2023-01-04 16:30:00'): nan,\n",
+ " Timestamp('2023-01-04 16:36:00'): nan,\n",
+ " Timestamp('2023-01-04 16:42:00'): nan,\n",
+ " Timestamp('2023-01-04 16:48:00'): nan,\n",
+ " Timestamp('2023-01-04 16:54:00'): nan,\n",
+ " Timestamp('2023-01-04 17:00:00'): nan,\n",
+ " Timestamp('2023-01-04 17:06:00'): nan,\n",
+ " Timestamp('2023-01-04 17:12:00'): nan,\n",
+ " Timestamp('2023-01-04 17:18:00'): nan,\n",
+ " Timestamp('2023-01-04 17:24:00'): nan,\n",
+ " Timestamp('2023-01-04 17:30:00'): nan,\n",
+ " Timestamp('2023-01-04 17:36:00'): nan,\n",
+ " Timestamp('2023-01-04 17:42:00'): nan,\n",
+ " Timestamp('2023-01-04 17:48:00'): nan,\n",
+ " Timestamp('2023-01-04 17:54:00'): nan,\n",
+ " Timestamp('2023-01-04 18:00:00'): nan,\n",
+ " Timestamp('2023-01-04 18:06:00'): nan,\n",
+ " Timestamp('2023-01-04 18:12:00'): nan,\n",
+ " Timestamp('2023-01-04 18:18:00'): nan,\n",
+ " Timestamp('2023-01-04 18:24:00'): nan,\n",
+ " Timestamp('2023-01-04 18:30:00'): nan,\n",
+ " Timestamp('2023-01-04 18:36:00'): nan,\n",
+ " Timestamp('2023-01-04 18:42:00'): nan,\n",
+ " Timestamp('2023-01-04 18:48:00'): nan,\n",
+ " Timestamp('2023-01-04 18:54:00'): nan,\n",
+ " Timestamp('2023-01-04 19:00:00'): nan,\n",
+ " Timestamp('2023-01-04 19:06:00'): nan,\n",
+ " Timestamp('2023-01-04 19:12:00'): nan,\n",
+ " Timestamp('2023-01-04 19:18:00'): nan,\n",
+ " Timestamp('2023-01-04 19:24:00'): nan,\n",
+ " Timestamp('2023-01-04 19:30:00'): nan,\n",
+ " Timestamp('2023-01-04 19:36:00'): nan,\n",
+ " Timestamp('2023-01-04 19:42:00'): nan,\n",
+ " Timestamp('2023-01-04 19:48:00'): nan,\n",
+ " Timestamp('2023-01-04 19:54:00'): nan,\n",
+ " Timestamp('2023-01-04 20:00:00'): nan,\n",
+ " Timestamp('2023-01-04 20:06:00'): nan,\n",
+ " Timestamp('2023-01-04 20:12:00'): nan,\n",
+ " Timestamp('2023-01-04 20:18:00'): nan,\n",
+ " Timestamp('2023-01-04 20:24:00'): nan,\n",
+ " Timestamp('2023-01-04 20:30:00'): nan,\n",
+ " Timestamp('2023-01-04 20:36:00'): nan,\n",
+ " Timestamp('2023-01-04 20:42:00'): nan,\n",
+ " Timestamp('2023-01-04 20:48:00'): nan,\n",
+ " Timestamp('2023-01-04 20:54:00'): nan,\n",
+ " Timestamp('2023-01-04 21:00:00'): nan,\n",
+ " Timestamp('2023-01-04 21:06:00'): nan,\n",
+ " Timestamp('2023-01-04 21:12:00'): nan,\n",
+ " Timestamp('2023-01-04 21:18:00'): nan,\n",
+ " Timestamp('2023-01-04 21:24:00'): nan,\n",
+ " Timestamp('2023-01-04 21:30:00'): nan,\n",
+ " Timestamp('2023-01-04 21:36:00'): nan,\n",
+ " Timestamp('2023-01-04 21:42:00'): nan,\n",
+ " Timestamp('2023-01-04 21:48:00'): nan,\n",
+ " Timestamp('2023-01-04 21:54:00'): nan,\n",
+ " Timestamp('2023-01-04 22:00:00'): nan,\n",
+ " Timestamp('2023-01-04 22:06:00'): nan,\n",
+ " Timestamp('2023-01-04 22:12:00'): nan,\n",
+ " Timestamp('2023-01-04 22:18:00'): nan,\n",
+ " Timestamp('2023-01-04 22:24:00'): nan,\n",
+ " Timestamp('2023-01-04 22:30:00'): nan,\n",
+ " Timestamp('2023-01-04 22:36:00'): nan,\n",
+ " Timestamp('2023-01-04 22:42:00'): nan,\n",
+ " Timestamp('2023-01-04 22:48:00'): nan,\n",
+ " Timestamp('2023-01-04 22:54:00'): nan,\n",
+ " Timestamp('2023-01-04 23:00:00'): nan,\n",
+ " Timestamp('2023-01-04 23:06:00'): nan,\n",
+ " Timestamp('2023-01-04 23:12:00'): nan,\n",
+ " Timestamp('2023-01-04 23:18:00'): nan,\n",
+ " Timestamp('2023-01-04 23:24:00'): nan,\n",
+ " Timestamp('2023-01-04 23:30:00'): nan,\n",
+ " Timestamp('2023-01-04 23:36:00'): nan,\n",
+ " Timestamp('2023-01-04 23:42:00'): nan,\n",
+ " Timestamp('2023-01-04 23:48:00'): nan,\n",
+ " Timestamp('2023-01-04 23:54:00'): nan,\n",
+ " Timestamp('2023-01-05 00:00:00'): nan,\n",
+ " Timestamp('2023-01-05 00:06:00'): nan,\n",
+ " Timestamp('2023-01-05 00:12:00'): nan,\n",
+ " Timestamp('2023-01-05 00:18:00'): nan,\n",
+ " Timestamp('2023-01-05 00:24:00'): nan,\n",
+ " Timestamp('2023-01-05 00:30:00'): nan,\n",
+ " Timestamp('2023-01-05 00:36:00'): nan,\n",
+ " Timestamp('2023-01-05 00:42:00'): nan,\n",
+ " Timestamp('2023-01-05 00:48:00'): nan,\n",
+ " Timestamp('2023-01-05 00:54:00'): nan,\n",
+ " Timestamp('2023-01-05 01:00:00'): nan,\n",
+ " Timestamp('2023-01-05 01:06:00'): nan,\n",
+ " Timestamp('2023-01-05 01:12:00'): nan,\n",
+ " Timestamp('2023-01-05 01:18:00'): nan,\n",
+ " Timestamp('2023-01-05 01:24:00'): nan,\n",
+ " Timestamp('2023-01-05 01:30:00'): nan,\n",
+ " Timestamp('2023-01-05 01:36:00'): nan,\n",
+ " Timestamp('2023-01-05 01:42:00'): nan,\n",
+ " Timestamp('2023-01-05 01:48:00'): nan,\n",
+ " Timestamp('2023-01-05 01:54:00'): nan,\n",
+ " Timestamp('2023-01-05 02:00:00'): nan,\n",
+ " Timestamp('2023-01-05 02:06:00'): nan,\n",
+ " Timestamp('2023-01-05 02:12:00'): nan,\n",
+ " Timestamp('2023-01-05 02:18:00'): nan,\n",
+ " Timestamp('2023-01-05 02:24:00'): nan,\n",
+ " Timestamp('2023-01-05 02:30:00'): nan,\n",
+ " Timestamp('2023-01-05 02:36:00'): nan,\n",
+ " Timestamp('2023-01-05 02:42:00'): nan,\n",
+ " Timestamp('2023-01-05 02:48:00'): nan,\n",
+ " Timestamp('2023-01-05 02:54:00'): nan,\n",
+ " Timestamp('2023-01-05 03:00:00'): nan,\n",
+ " Timestamp('2023-01-05 03:06:00'): nan,\n",
+ " Timestamp('2023-01-05 03:12:00'): nan,\n",
+ " Timestamp('2023-01-05 03:18:00'): nan,\n",
+ " Timestamp('2023-01-05 03:24:00'): nan,\n",
+ " Timestamp('2023-01-05 03:30:00'): nan,\n",
+ " Timestamp('2023-01-05 03:36:00'): nan,\n",
+ " Timestamp('2023-01-05 03:42:00'): nan,\n",
+ " Timestamp('2023-01-05 03:48:00'): nan,\n",
+ " Timestamp('2023-01-05 03:54:00'): nan,\n",
+ " Timestamp('2023-01-05 04:00:00'): nan,\n",
+ " Timestamp('2023-01-05 04:06:00'): nan,\n",
+ " ...}}],\n",
+ " 'cwind': [{'WDIR': {Timestamp('2023-01-01 00:00:00'): 134.0,\n",
+ " Timestamp('2023-01-01 00:10:00'): 146.0,\n",
+ " Timestamp('2023-01-01 00:20:00'): 147.0,\n",
+ " Timestamp('2023-01-01 00:30:00'): 174.0,\n",
+ " Timestamp('2023-01-01 00:40:00'): 201.0,\n",
+ " Timestamp('2023-01-01 00:50:00'): 190.0,\n",
+ " Timestamp('2023-01-01 01:00:00'): 187.0,\n",
+ " Timestamp('2023-01-01 01:10:00'): 176.0,\n",
+ " Timestamp('2023-01-01 01:20:00'): 160.0,\n",
+ " Timestamp('2023-01-01 01:30:00'): 150.0,\n",
+ " Timestamp('2023-01-01 01:40:00'): 150.0,\n",
+ " Timestamp('2023-01-01 01:50:00'): 166.0,\n",
+ " Timestamp('2023-01-01 02:00:00'): 173.0,\n",
+ " Timestamp('2023-01-01 02:10:00'): 178.0,\n",
+ " Timestamp('2023-01-01 02:20:00'): 173.0,\n",
+ " Timestamp('2023-01-01 02:30:00'): 164.0,\n",
+ " Timestamp('2023-01-01 02:40:00'): 147.0,\n",
+ " Timestamp('2023-01-01 02:50:00'): 44.0,\n",
+ " Timestamp('2023-01-01 03:00:00'): 77.0,\n",
+ " Timestamp('2023-01-01 03:10:00'): 151.0,\n",
+ " Timestamp('2023-01-01 03:20:00'): 159.0,\n",
+ " Timestamp('2023-01-01 03:30:00'): 220.0,\n",
+ " Timestamp('2023-01-01 03:40:00'): 203.0,\n",
+ " Timestamp('2023-01-01 03:50:00'): 210.0,\n",
+ " Timestamp('2023-01-01 04:00:00'): 219.0,\n",
+ " Timestamp('2023-01-01 04:10:00'): 214.0,\n",
+ " Timestamp('2023-01-01 04:20:00'): 211.0,\n",
+ " Timestamp('2023-01-01 04:30:00'): 214.0,\n",
+ " Timestamp('2023-01-01 04:40:00'): 215.0,\n",
+ " Timestamp('2023-01-01 04:50:00'): 223.0,\n",
+ " Timestamp('2023-01-01 05:00:00'): 234.0,\n",
+ " Timestamp('2023-01-01 05:10:00'): 242.0,\n",
+ " Timestamp('2023-01-01 05:20:00'): 246.0,\n",
+ " Timestamp('2023-01-01 05:30:00'): 240.0,\n",
+ " Timestamp('2023-01-01 05:40:00'): 239.0,\n",
+ " Timestamp('2023-01-01 05:50:00'): 243.0,\n",
+ " Timestamp('2023-01-01 06:00:00'): 241.0,\n",
+ " Timestamp('2023-01-01 06:10:00'): 235.0,\n",
+ " Timestamp('2023-01-01 06:20:00'): 229.0,\n",
+ " Timestamp('2023-01-01 06:30:00'): 233.0,\n",
+ " Timestamp('2023-01-01 06:40:00'): 238.0,\n",
+ " Timestamp('2023-01-01 06:50:00'): 239.0,\n",
+ " Timestamp('2023-01-01 07:00:00'): 235.0,\n",
+ " Timestamp('2023-01-01 07:10:00'): 237.0,\n",
+ " Timestamp('2023-01-01 07:20:00'): 236.0,\n",
+ " Timestamp('2023-01-01 07:30:00'): 231.0,\n",
+ " Timestamp('2023-01-01 07:40:00'): 228.0,\n",
+ " Timestamp('2023-01-01 07:50:00'): 230.0,\n",
+ " Timestamp('2023-01-01 08:00:00'): 237.0,\n",
+ " Timestamp('2023-01-01 08:10:00'): 249.0,\n",
+ " Timestamp('2023-01-01 08:20:00'): 255.0,\n",
+ " Timestamp('2023-01-01 08:30:00'): 257.0,\n",
+ " Timestamp('2023-01-01 08:40:00'): 263.0,\n",
+ " Timestamp('2023-01-01 08:50:00'): 265.0,\n",
+ " Timestamp('2023-01-01 09:00:00'): 264.0,\n",
+ " Timestamp('2023-01-01 09:10:00'): 256.0,\n",
+ " Timestamp('2023-01-01 09:20:00'): 255.0,\n",
+ " Timestamp('2023-01-01 09:30:00'): 249.0,\n",
+ " Timestamp('2023-01-01 09:40:00'): 243.0,\n",
+ " Timestamp('2023-01-01 09:50:00'): 244.0,\n",
+ " Timestamp('2023-01-01 10:00:00'): 221.0,\n",
+ " Timestamp('2023-01-01 10:10:00'): 223.0,\n",
+ " Timestamp('2023-01-01 10:20:00'): 232.0,\n",
+ " Timestamp('2023-01-01 10:30:00'): 249.0,\n",
+ " Timestamp('2023-01-01 10:40:00'): 256.0,\n",
+ " Timestamp('2023-01-01 10:50:00'): 262.0,\n",
+ " Timestamp('2023-01-01 11:00:00'): 273.0,\n",
+ " Timestamp('2023-01-01 11:10:00'): 276.0,\n",
+ " Timestamp('2023-01-01 11:20:00'): 274.0,\n",
+ " Timestamp('2023-01-01 11:30:00'): 275.0,\n",
+ " Timestamp('2023-01-01 11:40:00'): 275.0,\n",
+ " Timestamp('2023-01-01 11:50:00'): 272.0,\n",
+ " Timestamp('2023-01-01 12:00:00'): 273.0,\n",
+ " Timestamp('2023-01-01 12:10:00'): 272.0,\n",
+ " Timestamp('2023-01-01 12:20:00'): 263.0,\n",
+ " Timestamp('2023-01-01 12:30:00'): 262.0,\n",
+ " Timestamp('2023-01-01 12:40:00'): 269.0,\n",
+ " Timestamp('2023-01-01 12:50:00'): 272.0,\n",
+ " Timestamp('2023-01-01 13:00:00'): 268.0,\n",
+ " Timestamp('2023-01-01 13:10:00'): 261.0,\n",
+ " Timestamp('2023-01-01 13:20:00'): 261.0,\n",
+ " Timestamp('2023-01-01 13:30:00'): 258.0,\n",
+ " Timestamp('2023-01-01 13:40:00'): 263.0,\n",
+ " Timestamp('2023-01-01 13:50:00'): 270.0,\n",
+ " Timestamp('2023-01-01 14:00:00'): 273.0,\n",
+ " Timestamp('2023-01-01 14:10:00'): 276.0,\n",
+ " Timestamp('2023-01-01 14:20:00'): 280.0,\n",
+ " Timestamp('2023-01-01 14:30:00'): 281.0,\n",
+ " Timestamp('2023-01-01 14:40:00'): 275.0,\n",
+ " Timestamp('2023-01-01 14:50:00'): 275.0,\n",
+ " Timestamp('2023-01-01 15:00:00'): 272.0,\n",
+ " Timestamp('2023-01-01 15:10:00'): 274.0,\n",
+ " Timestamp('2023-01-01 15:20:00'): 275.0,\n",
+ " Timestamp('2023-01-01 15:30:00'): 274.0,\n",
+ " Timestamp('2023-01-01 15:40:00'): 273.0,\n",
+ " Timestamp('2023-01-01 15:50:00'): 279.0,\n",
+ " Timestamp('2023-01-01 16:00:00'): 281.0,\n",
+ " Timestamp('2023-01-01 16:10:00'): 281.0,\n",
+ " Timestamp('2023-01-01 16:20:00'): 280.0,\n",
+ " Timestamp('2023-01-01 16:30:00'): 283.0,\n",
+ " Timestamp('2023-01-01 16:40:00'): 280.0,\n",
+ " Timestamp('2023-01-01 16:50:00'): 279.0,\n",
+ " Timestamp('2023-01-01 17:00:00'): 278.0,\n",
+ " Timestamp('2023-01-01 17:10:00'): 280.0,\n",
+ " Timestamp('2023-01-01 17:20:00'): 285.0,\n",
+ " Timestamp('2023-01-01 17:30:00'): 284.0,\n",
+ " Timestamp('2023-01-01 17:40:00'): 285.0,\n",
+ " Timestamp('2023-01-01 17:50:00'): 284.0,\n",
+ " Timestamp('2023-01-01 18:00:00'): 278.0,\n",
+ " Timestamp('2023-01-01 18:10:00'): 280.0,\n",
+ " Timestamp('2023-01-01 18:20:00'): 279.0,\n",
+ " Timestamp('2023-01-01 18:30:00'): 280.0,\n",
+ " Timestamp('2023-01-01 18:40:00'): 279.0,\n",
+ " Timestamp('2023-01-01 18:50:00'): 272.0,\n",
+ " Timestamp('2023-01-01 19:00:00'): 124.0,\n",
+ " Timestamp('2023-01-01 19:10:00'): 91.0,\n",
+ " Timestamp('2023-01-01 19:20:00'): 81.0,\n",
+ " Timestamp('2023-01-01 19:30:00'): 77.0,\n",
+ " Timestamp('2023-01-01 19:40:00'): nan,\n",
+ " Timestamp('2023-01-01 19:50:00'): 117.0,\n",
+ " Timestamp('2023-01-01 20:00:00'): 142.0,\n",
+ " Timestamp('2023-01-01 20:10:00'): 151.0,\n",
+ " Timestamp('2023-01-01 20:20:00'): 159.0,\n",
+ " Timestamp('2023-01-01 20:30:00'): 166.0,\n",
+ " Timestamp('2023-01-01 20:40:00'): 163.0,\n",
+ " Timestamp('2023-01-01 20:50:00'): 161.0,\n",
+ " Timestamp('2023-01-01 21:00:00'): 151.0,\n",
+ " Timestamp('2023-01-01 21:10:00'): 158.0,\n",
+ " Timestamp('2023-01-01 21:20:00'): 165.0,\n",
+ " Timestamp('2023-01-01 21:30:00'): 181.0,\n",
+ " Timestamp('2023-01-01 21:40:00'): 172.0,\n",
+ " Timestamp('2023-01-01 21:50:00'): 174.0,\n",
+ " Timestamp('2023-01-01 22:00:00'): 178.0,\n",
+ " Timestamp('2023-01-01 22:10:00'): 180.0,\n",
+ " Timestamp('2023-01-01 22:20:00'): 183.0,\n",
+ " Timestamp('2023-01-01 22:30:00'): 183.0,\n",
+ " Timestamp('2023-01-01 22:40:00'): 174.0,\n",
+ " Timestamp('2023-01-01 22:50:00'): 164.0,\n",
+ " Timestamp('2023-01-01 23:00:00'): 168.0,\n",
+ " Timestamp('2023-01-01 23:10:00'): 164.0,\n",
+ " Timestamp('2023-01-01 23:20:00'): 156.0,\n",
+ " Timestamp('2023-01-01 23:30:00'): 150.0,\n",
+ " Timestamp('2023-01-01 23:40:00'): 145.0,\n",
+ " Timestamp('2023-01-01 23:50:00'): 148.0,\n",
+ " Timestamp('2023-01-02 00:00:00'): 144.0,\n",
+ " Timestamp('2023-01-02 00:10:00'): 137.0,\n",
+ " Timestamp('2023-01-02 00:20:00'): 137.0,\n",
+ " Timestamp('2023-01-02 00:30:00'): 139.0,\n",
+ " Timestamp('2023-01-02 00:40:00'): 137.0,\n",
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+ " Timestamp('2023-01-06 11:20:00'): 2.3,\n",
+ " Timestamp('2023-01-06 11:30:00'): 2.8,\n",
+ " Timestamp('2023-01-06 11:40:00'): 2.8,\n",
+ " Timestamp('2023-01-06 11:50:00'): 3.6,\n",
+ " Timestamp('2023-01-06 12:00:00'): 4.2,\n",
+ " Timestamp('2023-01-06 12:10:00'): 4.1,\n",
+ " Timestamp('2023-01-06 12:20:00'): 5.2,\n",
+ " Timestamp('2023-01-06 12:30:00'): 5.3,\n",
+ " Timestamp('2023-01-06 12:40:00'): 5.9,\n",
+ " Timestamp('2023-01-06 12:50:00'): 5.4,\n",
+ " Timestamp('2023-01-06 13:00:00'): 4.6,\n",
+ " Timestamp('2023-01-06 13:10:00'): 5.0,\n",
+ " Timestamp('2023-01-06 13:20:00'): 6.8,\n",
+ " Timestamp('2023-01-06 13:30:00'): 9.0,\n",
+ " Timestamp('2023-01-06 13:40:00'): 7.8,\n",
+ " Timestamp('2023-01-06 13:50:00'): 6.4,\n",
+ " Timestamp('2023-01-06 14:00:00'): 7.6,\n",
+ " Timestamp('2023-01-06 14:10:00'): 7.2,\n",
+ " Timestamp('2023-01-06 14:20:00'): 7.1,\n",
+ " Timestamp('2023-01-06 14:30:00'): 7.3,\n",
+ " Timestamp('2023-01-06 14:40:00'): 7.0,\n",
+ " Timestamp('2023-01-06 14:50:00'): 9.0,\n",
+ " Timestamp('2023-01-06 15:00:00'): 11.1,\n",
+ " Timestamp('2023-01-06 15:10:00'): 10.9,\n",
+ " Timestamp('2023-01-06 15:20:00'): 10.2,\n",
+ " Timestamp('2023-01-06 15:30:00'): 10.3,\n",
+ " Timestamp('2023-01-06 15:40:00'): 12.2,\n",
+ " Timestamp('2023-01-06 15:50:00'): 11.3,\n",
+ " Timestamp('2023-01-06 16:00:00'): 10.8,\n",
+ " Timestamp('2023-01-06 16:10:00'): 9.6,\n",
+ " Timestamp('2023-01-06 16:20:00'): 9.6,\n",
+ " Timestamp('2023-01-06 16:30:00'): 9.2,\n",
+ " Timestamp('2023-01-06 16:40:00'): 8.2,\n",
+ " Timestamp('2023-01-06 16:50:00'): 8.5,\n",
+ " Timestamp('2023-01-06 17:00:00'): 8.8,\n",
+ " Timestamp('2023-01-06 17:10:00'): 7.1,\n",
+ " Timestamp('2023-01-06 17:20:00'): 7.3,\n",
+ " Timestamp('2023-01-06 17:30:00'): 7.9,\n",
+ " Timestamp('2023-01-06 17:40:00'): 8.4,\n",
+ " Timestamp('2023-01-06 17:50:00'): 9.6,\n",
+ " Timestamp('2023-01-06 18:00:00'): 8.6,\n",
+ " Timestamp('2023-01-06 18:10:00'): 7.5,\n",
+ " Timestamp('2023-01-06 18:20:00'): 8.6,\n",
+ " Timestamp('2023-01-06 18:30:00'): 8.3,\n",
+ " Timestamp('2023-01-06 18:40:00'): 8.5,\n",
+ " Timestamp('2023-01-06 18:50:00'): 8.3,\n",
+ " Timestamp('2023-01-06 19:00:00'): 8.1,\n",
+ " Timestamp('2023-01-06 19:10:00'): 7.4,\n",
+ " Timestamp('2023-01-06 19:20:00'): 7.6,\n",
+ " Timestamp('2023-01-06 19:30:00'): 7.4,\n",
+ " Timestamp('2023-01-06 19:40:00'): 8.3,\n",
+ " Timestamp('2023-01-06 19:50:00'): 7.8,\n",
+ " Timestamp('2023-01-06 20:00:00'): 7.4,\n",
+ " Timestamp('2023-01-06 20:10:00'): 6.2,\n",
+ " Timestamp('2023-01-06 20:20:00'): 6.4,\n",
+ " Timestamp('2023-01-06 20:30:00'): 6.9,\n",
+ " Timestamp('2023-01-06 20:40:00'): 6.9,\n",
+ " Timestamp('2023-01-06 20:50:00'): 6.5,\n",
+ " Timestamp('2023-01-06 21:00:00'): 7.3,\n",
+ " Timestamp('2023-01-06 21:10:00'): 7.5,\n",
+ " Timestamp('2023-01-06 21:20:00'): 7.7,\n",
+ " Timestamp('2023-01-06 21:30:00'): 8.8,\n",
+ " Timestamp('2023-01-06 21:40:00'): 6.8,\n",
+ " Timestamp('2023-01-06 21:50:00'): 6.5,\n",
+ " Timestamp('2023-01-06 22:00:00'): 6.3,\n",
+ " Timestamp('2023-01-06 22:10:00'): 6.7,\n",
+ " Timestamp('2023-01-06 22:20:00'): 7.8,\n",
+ " Timestamp('2023-01-06 22:30:00'): 8.9,\n",
+ " Timestamp('2023-01-06 22:40:00'): 8.4,\n",
+ " Timestamp('2023-01-06 22:50:00'): 7.4,\n",
+ " Timestamp('2023-01-06 23:00:00'): 8.0,\n",
+ " Timestamp('2023-01-06 23:10:00'): 7.8,\n",
+ " Timestamp('2023-01-06 23:20:00'): 8.1,\n",
+ " Timestamp('2023-01-06 23:30:00'): 8.5,\n",
+ " Timestamp('2023-01-06 23:40:00'): 8.0,\n",
+ " Timestamp('2023-01-06 23:50:00'): 7.3,\n",
+ " Timestamp('2023-01-07 00:00:00'): 6.3,\n",
+ " Timestamp('2023-01-07 00:10:00'): 5.6,\n",
+ " Timestamp('2023-01-07 00:20:00'): 5.6,\n",
+ " Timestamp('2023-01-07 00:30:00'): 4.8,\n",
+ " Timestamp('2023-01-07 00:40:00'): 3.7,\n",
+ " Timestamp('2023-01-07 00:50:00'): 3.5,\n",
+ " Timestamp('2023-01-07 01:00:00'): 3.9,\n",
+ " Timestamp('2023-01-07 01:10:00'): 3.6,\n",
+ " Timestamp('2023-01-07 01:20:00'): 3.6,\n",
+ " Timestamp('2023-01-07 01:30:00'): 4.0,\n",
+ " Timestamp('2023-01-07 01:40:00'): 3.5,\n",
+ " Timestamp('2023-01-07 01:50:00'): 4.0,\n",
+ " Timestamp('2023-01-07 02:00:00'): 4.6,\n",
+ " Timestamp('2023-01-07 02:10:00'): 4.1,\n",
+ " Timestamp('2023-01-07 02:20:00'): 3.5,\n",
+ " Timestamp('2023-01-07 02:30:00'): 3.3,\n",
+ " Timestamp('2023-01-07 02:40:00'): 3.3,\n",
+ " Timestamp('2023-01-07 02:50:00'): 3.2,\n",
+ " Timestamp('2023-01-07 03:00:00'): 3.5,\n",
+ " Timestamp('2023-01-07 03:10:00'): 3.9,\n",
+ " Timestamp('2023-01-07 03:20:00'): 3.8,\n",
+ " Timestamp('2023-01-07 03:30:00'): 3.2,\n",
+ " Timestamp('2023-01-07 03:40:00'): 3.3,\n",
+ " Timestamp('2023-01-07 03:50:00'): 4.0,\n",
+ " Timestamp('2023-01-07 04:00:00'): 3.9,\n",
+ " Timestamp('2023-01-07 04:10:00'): 3.8,\n",
+ " Timestamp('2023-01-07 04:20:00'): 4.0,\n",
+ " Timestamp('2023-01-07 04:30:00'): 4.6,\n",
+ " Timestamp('2023-01-07 04:40:00'): 4.6,\n",
+ " Timestamp('2023-01-07 04:50:00'): 5.4,\n",
+ " Timestamp('2023-01-07 05:00:00'): 4.7,\n",
+ " Timestamp('2023-01-07 05:10:00'): 4.3,\n",
+ " Timestamp('2023-01-07 05:20:00'): 3.5,\n",
+ " Timestamp('2023-01-07 05:30:00'): 4.5,\n",
+ " Timestamp('2023-01-07 05:40:00'): 4.8,\n",
+ " Timestamp('2023-01-07 05:50:00'): 4.0,\n",
+ " Timestamp('2023-01-07 06:00:00'): 5.3,\n",
+ " Timestamp('2023-01-07 06:10:00'): 4.6,\n",
+ " Timestamp('2023-01-07 06:20:00'): 4.3,\n",
+ " Timestamp('2023-01-07 06:30:00'): 4.1,\n",
+ " Timestamp('2023-01-07 06:40:00'): 4.3,\n",
+ " Timestamp('2023-01-07 06:50:00'): 4.7,\n",
+ " Timestamp('2023-01-07 07:00:00'): 4.1,\n",
+ " Timestamp('2023-01-07 07:10:00'): 4.2,\n",
+ " Timestamp('2023-01-07 07:20:00'): 4.4,\n",
+ " Timestamp('2023-01-07 07:30:00'): 4.4,\n",
+ " Timestamp('2023-01-07 07:40:00'): 4.5,\n",
+ " Timestamp('2023-01-07 07:50:00'): 3.7,\n",
+ " Timestamp('2023-01-07 08:00:00'): 3.8,\n",
+ " Timestamp('2023-01-07 08:10:00'): 3.6,\n",
+ " Timestamp('2023-01-07 08:20:00'): 3.3,\n",
+ " Timestamp('2023-01-07 08:30:00'): 3.5,\n",
+ " Timestamp('2023-01-07 08:40:00'): 3.8,\n",
+ " Timestamp('2023-01-07 08:50:00'): 3.7,\n",
+ " Timestamp('2023-01-07 09:00:00'): 3.3,\n",
+ " Timestamp('2023-01-07 09:10:00'): 3.0,\n",
+ " Timestamp('2023-01-07 09:20:00'): 3.1,\n",
+ " Timestamp('2023-01-07 09:30:00'): 3.1,\n",
+ " Timestamp('2023-01-07 09:40:00'): 3.5,\n",
+ " Timestamp('2023-01-07 09:50:00'): 4.1,\n",
+ " Timestamp('2023-01-07 10:00:00'): 4.4,\n",
+ " Timestamp('2023-01-07 10:10:00'): 5.0,\n",
+ " Timestamp('2023-01-07 10:20:00'): 5.0,\n",
+ " Timestamp('2023-01-07 10:30:00'): 5.3,\n",
+ " Timestamp('2023-01-07 10:40:00'): 5.3,\n",
+ " Timestamp('2023-01-07 10:50:00'): 4.7,\n",
+ " Timestamp('2023-01-07 11:00:00'): 5.3,\n",
+ " Timestamp('2023-01-07 11:10:00'): 4.7,\n",
+ " Timestamp('2023-01-07 11:20:00'): 4.1,\n",
+ " Timestamp('2023-01-07 11:30:00'): 4.0,\n",
+ " Timestamp('2023-01-07 11:40:00'): 4.4,\n",
+ " Timestamp('2023-01-07 11:50:00'): 4.9,\n",
+ " Timestamp('2023-01-07 12:00:00'): 4.6,\n",
+ " Timestamp('2023-01-07 12:10:00'): 3.8,\n",
+ " Timestamp('2023-01-07 12:20:00'): 3.5,\n",
+ " Timestamp('2023-01-07 12:30:00'): 3.2,\n",
+ " Timestamp('2023-01-07 12:40:00'): 3.2,\n",
+ " Timestamp('2023-01-07 12:50:00'): 2.8,\n",
+ " Timestamp('2023-01-07 13:00:00'): 2.7,\n",
+ " Timestamp('2023-01-07 13:10:00'): 2.3,\n",
+ " Timestamp('2023-01-07 13:20:00'): 1.8,\n",
+ " Timestamp('2023-01-07 13:30:00'): 2.0,\n",
+ " Timestamp('2023-01-07 13:40:00'): 2.6,\n",
+ " Timestamp('2023-01-07 13:50:00'): 2.8,\n",
+ " Timestamp('2023-01-07 14:00:00'): 2.4,\n",
+ " Timestamp('2023-01-07 14:10:00'): 2.7,\n",
+ " Timestamp('2023-01-07 14:20:00'): 3.6,\n",
+ " Timestamp('2023-01-07 14:30:00'): 3.8,\n",
+ " Timestamp('2023-01-07 14:40:00'): 3.4,\n",
+ " Timestamp('2023-01-07 14:50:00'): 3.7,\n",
+ " Timestamp('2023-01-07 15:00:00'): 2.8,\n",
+ " Timestamp('2023-01-07 15:10:00'): 2.1,\n",
+ " Timestamp('2023-01-07 15:20:00'): 1.3,\n",
+ " Timestamp('2023-01-07 15:30:00'): 0.6,\n",
+ " Timestamp('2023-01-07 15:40:00'): 0.0,\n",
+ " Timestamp('2023-01-07 15:50:00'): 0.2,\n",
+ " Timestamp('2023-01-07 16:00:00'): 2.2,\n",
+ " Timestamp('2023-01-07 16:10:00'): 6.4,\n",
+ " Timestamp('2023-01-07 16:20:00'): 6.5,\n",
+ " Timestamp('2023-01-07 16:30:00'): 6.8,\n",
+ " Timestamp('2023-01-07 16:40:00'): 7.2,\n",
+ " Timestamp('2023-01-07 16:50:00'): 6.2,\n",
+ " Timestamp('2023-01-07 17:00:00'): 6.3,\n",
+ " Timestamp('2023-01-07 17:10:00'): 6.1,\n",
+ " Timestamp('2023-01-07 17:20:00'): 5.9,\n",
+ " Timestamp('2023-01-07 17:30:00'): 6.1,\n",
+ " Timestamp('2023-01-07 17:40:00'): 5.8,\n",
+ " Timestamp('2023-01-07 17:50:00'): 5.7,\n",
+ " Timestamp('2023-01-07 18:00:00'): 5.7,\n",
+ " Timestamp('2023-01-07 18:10:00'): 6.2,\n",
+ " Timestamp('2023-01-07 18:20:00'): 6.0,\n",
+ " Timestamp('2023-01-07 18:30:00'): 6.0,\n",
+ " Timestamp('2023-01-07 18:40:00'): 5.4,\n",
+ " Timestamp('2023-01-07 18:50:00'): 5.7,\n",
+ " Timestamp('2023-01-07 19:00:00'): 6.7,\n",
+ " Timestamp('2023-01-07 19:10:00'): 6.4,\n",
+ " Timestamp('2023-01-07 19:20:00'): 6.0,\n",
+ " Timestamp('2023-01-07 19:30:00'): 5.7,\n",
+ " Timestamp('2023-01-07 19:40:00'): 6.4,\n",
+ " Timestamp('2023-01-07 19:50:00'): 6.3,\n",
+ " Timestamp('2023-01-07 20:00:00'): 6.2,\n",
+ " Timestamp('2023-01-07 20:10:00'): 4.4,\n",
+ " Timestamp('2023-01-07 20:20:00'): 4.8,\n",
+ " Timestamp('2023-01-07 20:30:00'): 6.9,\n",
+ " Timestamp('2023-01-07 20:40:00'): 6.8,\n",
+ " Timestamp('2023-01-07 20:50:00'): 6.1,\n",
+ " Timestamp('2023-01-07 21:00:00'): 5.9,\n",
+ " Timestamp('2023-01-07 21:10:00'): 6.2,\n",
+ " Timestamp('2023-01-07 21:20:00'): 7.6,\n",
+ " Timestamp('2023-01-07 21:30:00'): 7.0,\n",
+ " Timestamp('2023-01-07 21:40:00'): 6.3,\n",
+ " Timestamp('2023-01-07 21:50:00'): 6.8,\n",
+ " Timestamp('2023-01-07 22:00:00'): 5.8,\n",
+ " Timestamp('2023-01-07 22:10:00'): 5.9,\n",
+ " Timestamp('2023-01-07 22:20:00'): 6.8,\n",
+ " Timestamp('2023-01-07 22:30:00'): 5.6,\n",
+ " Timestamp('2023-01-07 22:40:00'): 5.4,\n",
+ " Timestamp('2023-01-07 22:50:00'): 5.4,\n",
+ " Timestamp('2023-01-07 23:00:00'): 5.7,\n",
+ " Timestamp('2023-01-07 23:10:00'): 5.2,\n",
+ " Timestamp('2023-01-07 23:20:00'): 5.2,\n",
+ " Timestamp('2023-01-07 23:30:00'): 5.0,\n",
+ " Timestamp('2023-01-07 23:40:00'): 5.1,\n",
+ " Timestamp('2023-01-07 23:50:00'): 5.0,\n",
+ " Timestamp('2023-01-08 00:00:00'): 5.1,\n",
+ " Timestamp('2023-01-08 00:10:00'): 5.5,\n",
+ " Timestamp('2023-01-08 00:20:00'): 5.0,\n",
+ " Timestamp('2023-01-08 00:30:00'): 6.2,\n",
+ " ...},\n",
+ " 'GDR': {Timestamp('2023-01-01 00:00:00'): 139.0,\n",
+ " Timestamp('2023-01-01 00:10:00'): nan,\n",
+ " Timestamp('2023-01-01 00:20:00'): nan,\n",
+ " Timestamp('2023-01-01 00:30:00'): nan,\n",
+ " Timestamp('2023-01-01 00:40:00'): nan,\n",
+ " Timestamp('2023-01-01 00:50:00'): nan,\n",
+ " Timestamp('2023-01-01 01:00:00'): 145.0,\n",
+ " Timestamp('2023-01-01 01:10:00'): nan,\n",
+ " Timestamp('2023-01-01 01:20:00'): nan,\n",
+ " Timestamp('2023-01-01 01:30:00'): nan,\n",
+ " Timestamp('2023-01-01 01:40:00'): nan,\n",
+ " Timestamp('2023-01-01 01:50:00'): nan,\n",
+ " Timestamp('2023-01-01 02:00:00'): 164.0,\n",
+ " Timestamp('2023-01-01 02:10:00'): nan,\n",
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+ " Timestamp('2023-01-01 02:30:00'): nan,\n",
+ " Timestamp('2023-01-01 02:40:00'): nan,\n",
+ " Timestamp('2023-01-01 02:50:00'): nan,\n",
+ " Timestamp('2023-01-01 03:00:00'): 174.0,\n",
+ " Timestamp('2023-01-01 03:10:00'): nan,\n",
+ " Timestamp('2023-01-01 03:20:00'): nan,\n",
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+ " Timestamp('2023-01-01 03:40:00'): nan,\n",
+ " Timestamp('2023-01-01 03:50:00'): nan,\n",
+ " Timestamp('2023-01-01 04:00:00'): 218.0,\n",
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+ " Timestamp('2023-01-01 04:20:00'): nan,\n",
+ " Timestamp('2023-01-01 04:30:00'): nan,\n",
+ " Timestamp('2023-01-01 04:40:00'): nan,\n",
+ " Timestamp('2023-01-01 04:50:00'): nan,\n",
+ " Timestamp('2023-01-01 05:00:00'): 234.0,\n",
+ " Timestamp('2023-01-01 05:10:00'): nan,\n",
+ " Timestamp('2023-01-01 05:20:00'): nan,\n",
+ " Timestamp('2023-01-01 05:30:00'): nan,\n",
+ " Timestamp('2023-01-01 05:40:00'): nan,\n",
+ " Timestamp('2023-01-01 05:50:00'): nan,\n",
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+ " Timestamp('2023-01-01 06:10:00'): nan,\n",
+ " Timestamp('2023-01-01 06:20:00'): nan,\n",
+ " Timestamp('2023-01-01 06:30:00'): nan,\n",
+ " Timestamp('2023-01-01 06:40:00'): nan,\n",
+ " Timestamp('2023-01-01 06:50:00'): nan,\n",
+ " Timestamp('2023-01-01 07:00:00'): 228.0,\n",
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+ " Timestamp('2023-01-01 07:40:00'): nan,\n",
+ " Timestamp('2023-01-01 07:50:00'): nan,\n",
+ " Timestamp('2023-01-01 08:00:00'): 234.0,\n",
+ " Timestamp('2023-01-01 08:10:00'): nan,\n",
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+ " Timestamp('2023-01-01 08:30:00'): nan,\n",
+ " Timestamp('2023-01-01 08:40:00'): nan,\n",
+ " Timestamp('2023-01-01 08:50:00'): nan,\n",
+ " Timestamp('2023-01-01 09:00:00'): 263.0,\n",
+ " Timestamp('2023-01-01 09:10:00'): nan,\n",
+ " Timestamp('2023-01-01 09:20:00'): nan,\n",
+ " Timestamp('2023-01-01 09:30:00'): nan,\n",
+ " Timestamp('2023-01-01 09:40:00'): nan,\n",
+ " Timestamp('2023-01-01 09:50:00'): nan,\n",
+ " Timestamp('2023-01-01 10:00:00'): 242.0,\n",
+ " Timestamp('2023-01-01 10:10:00'): nan,\n",
+ " Timestamp('2023-01-01 10:20:00'): nan,\n",
+ " Timestamp('2023-01-01 10:30:00'): nan,\n",
+ " Timestamp('2023-01-01 10:40:00'): nan,\n",
+ " Timestamp('2023-01-01 10:50:00'): nan,\n",
+ " Timestamp('2023-01-01 11:00:00'): 272.0,\n",
+ " Timestamp('2023-01-01 11:10:00'): nan,\n",
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+ " Timestamp('2023-01-01 11:30:00'): nan,\n",
+ " Timestamp('2023-01-01 11:40:00'): nan,\n",
+ " Timestamp('2023-01-01 11:50:00'): nan,\n",
+ " Timestamp('2023-01-01 12:00:00'): 277.0,\n",
+ " Timestamp('2023-01-01 12:10:00'): nan,\n",
+ " Timestamp('2023-01-01 12:20:00'): nan,\n",
+ " Timestamp('2023-01-01 12:30:00'): nan,\n",
+ " Timestamp('2023-01-01 12:40:00'): nan,\n",
+ " Timestamp('2023-01-01 12:50:00'): nan,\n",
+ " Timestamp('2023-01-01 13:00:00'): 269.0,\n",
+ " Timestamp('2023-01-01 13:10:00'): nan,\n",
+ " Timestamp('2023-01-01 13:20:00'): nan,\n",
+ " Timestamp('2023-01-01 13:30:00'): nan,\n",
+ " Timestamp('2023-01-01 13:40:00'): nan,\n",
+ " Timestamp('2023-01-01 13:50:00'): nan,\n",
+ " Timestamp('2023-01-01 14:00:00'): 273.0,\n",
+ " Timestamp('2023-01-01 14:10:00'): nan,\n",
+ " Timestamp('2023-01-01 14:20:00'): nan,\n",
+ " Timestamp('2023-01-01 14:30:00'): nan,\n",
+ " Timestamp('2023-01-01 14:40:00'): nan,\n",
+ " Timestamp('2023-01-01 14:50:00'): nan,\n",
+ " Timestamp('2023-01-01 15:00:00'): 278.0,\n",
+ " Timestamp('2023-01-01 15:10:00'): nan,\n",
+ " Timestamp('2023-01-01 15:20:00'): nan,\n",
+ " Timestamp('2023-01-01 15:30:00'): nan,\n",
+ " Timestamp('2023-01-01 15:40:00'): nan,\n",
+ " Timestamp('2023-01-01 15:50:00'): nan,\n",
+ " Timestamp('2023-01-01 16:00:00'): 282.0,\n",
+ " Timestamp('2023-01-01 16:10:00'): nan,\n",
+ " Timestamp('2023-01-01 16:20:00'): nan,\n",
+ " Timestamp('2023-01-01 16:30:00'): nan,\n",
+ " Timestamp('2023-01-01 16:40:00'): nan,\n",
+ " Timestamp('2023-01-01 16:50:00'): nan,\n",
+ " Timestamp('2023-01-01 17:00:00'): 280.0,\n",
+ " Timestamp('2023-01-01 17:10:00'): nan,\n",
+ " Timestamp('2023-01-01 17:20:00'): nan,\n",
+ " Timestamp('2023-01-01 17:30:00'): nan,\n",
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+ " Timestamp('2023-01-07 18:00:00'): 1726.0,\n",
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+ " Timestamp('2023-01-07 18:40:00'): nan,\n",
+ " Timestamp('2023-01-07 18:50:00'): nan,\n",
+ " Timestamp('2023-01-07 19:00:00'): 1857.0,\n",
+ " Timestamp('2023-01-07 19:10:00'): nan,\n",
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+ " Timestamp('2023-01-07 19:30:00'): nan,\n",
+ " Timestamp('2023-01-07 19:40:00'): nan,\n",
+ " Timestamp('2023-01-07 19:50:00'): nan,\n",
+ " Timestamp('2023-01-07 20:00:00'): 1900.0,\n",
+ " Timestamp('2023-01-07 20:10:00'): nan,\n",
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+ " Timestamp('2023-01-07 20:40:00'): nan,\n",
+ " Timestamp('2023-01-07 20:50:00'): nan,\n",
+ " Timestamp('2023-01-07 21:00:00'): 2025.0,\n",
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+ " Timestamp('2023-01-07 21:20:00'): nan,\n",
+ " Timestamp('2023-01-07 21:30:00'): nan,\n",
+ " Timestamp('2023-01-07 21:40:00'): nan,\n",
+ " Timestamp('2023-01-07 21:50:00'): nan,\n",
+ " Timestamp('2023-01-07 22:00:00'): 2114.0,\n",
+ " Timestamp('2023-01-07 22:10:00'): nan,\n",
+ " Timestamp('2023-01-07 22:20:00'): nan,\n",
+ " Timestamp('2023-01-07 22:30:00'): nan,\n",
+ " Timestamp('2023-01-07 22:40:00'): nan,\n",
+ " Timestamp('2023-01-07 22:50:00'): nan,\n",
+ " Timestamp('2023-01-07 23:00:00'): 2213.0,\n",
+ " Timestamp('2023-01-07 23:10:00'): nan,\n",
+ " Timestamp('2023-01-07 23:20:00'): nan,\n",
+ " Timestamp('2023-01-07 23:30:00'): nan,\n",
+ " Timestamp('2023-01-07 23:40:00'): nan,\n",
+ " Timestamp('2023-01-07 23:50:00'): nan,\n",
+ " Timestamp('2023-01-08 00:00:00'): 2300.0,\n",
+ " Timestamp('2023-01-08 00:10:00'): nan,\n",
+ " Timestamp('2023-01-08 00:20:00'): nan,\n",
+ " Timestamp('2023-01-08 00:30:00'): nan,\n",
+ " ...}}]}"
]
},
"execution_count": 24,
@@ -30361,12 +33365,604 @@
"outputs": [
{
"data": {
+ "text/html": [
+ "\n",
+ "
<xarray.Dataset> Size: 3MB\n",
+ "Dimensions: (time: 39874, latitude: 1, longitude: 1)\n",
+ "Coordinates:\n",
+ " * time (time) datetime64[ns] 319kB 2019-06-01 ... 2023-...\n",
+ " * latitude (latitude) float32 4B 38.9\n",
+ " * longitude (longitude) float32 4B -76.44\n",
+ "Data variables: (12/14)\n",
+ " wind_dir (time, latitude, longitude) float64 319kB 92.0 ....\n",
+ " wind_spd (time, latitude, longitude) float32 159kB 1.8 .....\n",
+ " gust (time, latitude, longitude) float32 159kB 1.9 .....\n",
+ " wave_height (time, latitude, longitude) float32 159kB nan .....\n",
+ " dominant_wpd (time, latitude, longitude) timedelta64[ns] 319kB ...\n",
+ " average_wpd (time, latitude, longitude) timedelta64[ns] 319kB ...\n",
+ " ... ...\n",
+ " air_temperature (time, latitude, longitude) float32 159kB 25.5 ....\n",
+ " sea_surface_temperature (time, latitude, longitude) float32 159kB 23.7 ....\n",
+ " dewpt_temperature (time, latitude, longitude) float32 159kB 17.2 ....\n",
+ " visibility (time, latitude, longitude) float32 159kB nan .....\n",
+ " water_level (time, latitude, longitude) float32 159kB nan .....\n",
+ " station_id <U5 20B 'tplm2'\n",
+ "Attributes:\n",
+ " institution: NOAA National Data Buoy Center and Participators in Data As...\n",
+ " url: http://dods.ndbc.noaa.gov\n",
+ " quality: Automated QC checks with manual editing and comprehensive m...\n",
+ " conventions: COARDS\n",
+ " station: tplm2\n",
+ " comment: Thomas Point, MD\n",
+ " location: 38.899 N 76.436 W
- time: 39874
- latitude: 1
- longitude: 1
wind_dir
(time, latitude, longitude)
float64
92.0 39.0 61.0 ... 141.0 146.0
- long_name :
- Wind Direction
- short_name :
- wdir
- standard_name :
- wind_from_direction
- units :
- degrees_true
array([[[ 92.]],\n",
+ "\n",
+ " [[ 39.]],\n",
+ "\n",
+ " [[ 61.]],\n",
+ "\n",
+ " ...,\n",
+ "\n",
+ " [[141.]],\n",
+ "\n",
+ " [[141.]],\n",
+ "\n",
+ " [[146.]]])
wind_spd
(time, latitude, longitude)
float32
1.8 2.5 2.3 2.8 ... 4.7 3.9 4.3 5.7
- long_name :
- Wind Speed
- short_name :
- wspd
- standard_name :
- wind_speed
- units :
- meters/second
array([[[1.8]],\n",
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+ "\n",
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+ "\n",
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+ "\n",
+ " [[3.9]],\n",
+ "\n",
+ " [[4.3]],\n",
+ "\n",
+ " [[5.7]]], dtype=float32)
gust
(time, latitude, longitude)
float32
1.9 2.6 2.4 2.9 ... 4.9 4.3 5.0 6.1
- long_name :
- Wind Gust Speed
- short_name :
- gst
- standard_name :
- gust
- units :
- meters/second
array([[[1.9]],\n",
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+ " [[5. ]],\n",
+ "\n",
+ " [[6.1]]], dtype=float32)
wave_height
(time, latitude, longitude)
float32
nan nan nan nan ... nan nan nan nan
- long_name :
- Significant Wave Height
- short_name :
- wvht
- standard_name :
- significant_height_of_wave
- units :
- meters
array([[[nan]],\n",
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+ " [[nan]],\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " [[nan]]], dtype=float32)
dominant_wpd
(time, latitude, longitude)
timedelta64[ns]
NaT NaT NaT NaT ... NaT NaT NaT NaT
- long_name :
- Dominant Wave Period
- short_name :
- dpd
- standard_name :
- dominant_wave_period
array([[['NaT']],\n",
+ "\n",
+ " [['NaT']],\n",
+ "\n",
+ " [['NaT']],\n",
+ "\n",
+ " ...,\n",
+ "\n",
+ " [['NaT']],\n",
+ "\n",
+ " [['NaT']],\n",
+ "\n",
+ " [['NaT']]], dtype='timedelta64[ns]')
average_wpd
(time, latitude, longitude)
timedelta64[ns]
NaT NaT NaT NaT ... NaT NaT NaT NaT
- long_name :
- Average Wave Period
- short_name :
- apd
- standard_name :
- average_wave_period
array([[['NaT']],\n",
+ "\n",
+ " [['NaT']],\n",
+ "\n",
+ " [['NaT']],\n",
+ "\n",
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+ "\n",
+ " [['NaT']],\n",
+ "\n",
+ " [['NaT']],\n",
+ "\n",
+ " [['NaT']]], dtype='timedelta64[ns]')
mean_wave_dir
(time, latitude, longitude)
float64
nan nan nan nan ... nan nan nan nan
- long_name :
- Mean Wave Direction
- short_name :
- mwd
- standard_name :
- mean_wave_direction
- units :
- degrees_true
array([[[nan]],\n",
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+ " [[nan]],\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " ...,\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " [[nan]]])
air_pressure
(time, latitude, longitude)
float32
1.01e+03 1.01e+03 ... 1.017e+03
- long_name :
- Sea Level Pressure
- short_name :
- pres
- standard_name :
- air_pressure_at_sea_level
- units :
- hPa
array([[[1009.5]],\n",
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+ "\n",
+ " [[1010.3]],\n",
+ "\n",
+ " ...,\n",
+ "\n",
+ " [[1016.7]],\n",
+ "\n",
+ " [[1017.1]],\n",
+ "\n",
+ " [[1017.3]]], dtype=float32)
air_temperature
(time, latitude, longitude)
float32
25.5 25.0 25.3 25.0 ... 7.2 7.0 7.0
- long_name :
- Air Temperature
- short_name :
- atmp
- standard_name :
- air_temperature
- units :
- degree_Celsius
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+ " [[25.3]],\n",
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+ " [[ 7. ]],\n",
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sea_surface_temperature
(time, latitude, longitude)
float32
23.7 23.8 23.4 23.1 ... nan nan nan
- long_name :
- Sea Surface Temperature
- short_name :
- wtmp
- standard_name :
- sea_surface_temperature
- units :
- degree_Celsius
array([[[23.7]],\n",
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+ "\n",
+ " ...,\n",
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+ " [[ nan]],\n",
+ "\n",
+ " [[ nan]],\n",
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+ " [[ nan]]], dtype=float32)
dewpt_temperature
(time, latitude, longitude)
float32
17.2 18.2 16.5 16.9 ... nan nan nan
- long_name :
- Dew Point Temperature
- short_name :
- dewp
- standard_name :
- dew_point_temperature
- units :
- degree_Celsius
array([[[17.2]],\n",
+ "\n",
+ " [[18.2]],\n",
+ "\n",
+ " [[16.5]],\n",
+ "\n",
+ " ...,\n",
+ "\n",
+ " [[ nan]],\n",
+ "\n",
+ " [[ nan]],\n",
+ "\n",
+ " [[ nan]]], dtype=float32)
visibility
(time, latitude, longitude)
float32
nan nan nan nan ... nan nan nan nan
- long_name :
- Visibility
- short_name :
- vis
- standard_name :
- visibility_in_air
- units :
- US_statute_miles
array([[[nan]],\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " ...,\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " [[nan]]], dtype=float32)
water_level
(time, latitude, longitude)
float32
nan nan nan nan ... nan nan nan nan
- long_name :
- Tide Water Level
- short_name :
- tide
- standard_name :
- water_level
- units :
- feet
array([[[nan]],\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " ...,\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " [[nan]],\n",
+ "\n",
+ " [[nan]]], dtype=float32)
station_id
()
<U5
'tplm2'
array('tplm2', dtype='<U5')
PandasIndex
PandasIndex(DatetimeIndex(['2019-06-01 00:00:00', '2019-06-01 01:00:00',\n",
+ " '2019-06-01 02:00:00', '2019-06-01 03:00:00',\n",
+ " '2019-06-01 04:00:00', '2019-06-01 05:00:00',\n",
+ " '2019-06-01 06:00:00', '2019-06-01 07:00:00',\n",
+ " '2019-06-01 08:00:00', '2019-06-01 09:00:00',\n",
+ " ...\n",
+ " '2023-12-31 14:00:00', '2023-12-31 15:00:00',\n",
+ " '2023-12-31 16:00:00', '2023-12-31 17:00:00',\n",
+ " '2023-12-31 18:00:00', '2023-12-31 19:00:00',\n",
+ " '2023-12-31 20:00:00', '2023-12-31 21:00:00',\n",
+ " '2023-12-31 22:00:00', '2023-12-31 23:00:00'],\n",
+ " dtype='datetime64[ns]', name='time', length=39874, freq=None))
PandasIndex
PandasIndex(Index([38.899], dtype='float32', name='latitude'))
PandasIndex
PandasIndex(Index([-76.436], dtype='float32', name='longitude'))
- institution :
- NOAA National Data Buoy Center and Participators in Data Assembly Center
- url :
- http://dods.ndbc.noaa.gov
- quality :
- Automated QC checks with manual editing and comprehensive monthly QC
- conventions :
- COARDS
- station :
- tplm2
- comment :
- Thomas Point, MD
- location :
- 38.899 N 76.436 W
"
+ ],
"text/plain": [
- "\n",
- "root group (NETCDF4 data model, file format HDF5):\n",
- " dimensions(sizes): time(39874), latitude(1), longitude(1)\n",
- " variables(dimensions): float64 time(time), float64 latitude(latitude), float64 longitude(longitude), float32 air_temperature(time, latitude, longitude), float32 gust(time, latitude, longitude), float32 average_wpd(time, latitude, longitude), float32 dewpt_temperature(time, latitude, longitude), float32 wave_height(time, latitude, longitude), float32 dominant_wpd(time, latitude, longitude), float32 water_level(time, latitude, longitude), float32 air_pressure(time, latitude, longitude), int32 wind_dir(time, latitude, longitude), int32 mean_wave_dir(time, latitude, longitude), float32 sea_surface_temperature(time, latitude, longitude), float32 wind_spd(time, latitude, longitude), float32 visibility(time, latitude, longitude)\n",
- " groups: "
+ " Size: 3MB\n",
+ "Dimensions: (time: 39874, latitude: 1, longitude: 1)\n",
+ "Coordinates:\n",
+ " * time (time) datetime64[ns] 319kB 2019-06-01 ... 2023-...\n",
+ " * latitude (latitude) float32 4B 38.9\n",
+ " * longitude (longitude) float32 4B -76.44\n",
+ "Data variables: (12/14)\n",
+ " wind_dir (time, latitude, longitude) float64 319kB 92.0 ....\n",
+ " wind_spd (time, latitude, longitude) float32 159kB 1.8 .....\n",
+ " gust (time, latitude, longitude) float32 159kB 1.9 .....\n",
+ " wave_height (time, latitude, longitude) float32 159kB nan .....\n",
+ " dominant_wpd (time, latitude, longitude) timedelta64[ns] 319kB ...\n",
+ " average_wpd (time, latitude, longitude) timedelta64[ns] 319kB ...\n",
+ " ... ...\n",
+ " air_temperature (time, latitude, longitude) float32 159kB 25.5 ....\n",
+ " sea_surface_temperature (time, latitude, longitude) float32 159kB 23.7 ....\n",
+ " dewpt_temperature (time, latitude, longitude) float32 159kB 17.2 ....\n",
+ " visibility (time, latitude, longitude) float32 159kB nan .....\n",
+ " water_level (time, latitude, longitude) float32 159kB nan .....\n",
+ " station_id , 'start_time': '2023-01-01', 'use_opendap': False, 'use_timestamp': True}\"}\n",
- "{'message': \"`get_data` called with arguments: {'station_id': None, 'mode': \"\n",
- " \"None, 'station_ids': ['tplm2', 'apam2'], 'modes': ['stdmet', \"\n",
- " \"'cwind'], 'as_df': True, 'cols': None, 'end_time': '2024-01-01', \"\n",
- " \"'self': , \"\n",
- " \"'start_time': '2023-01-01', 'use_opendap': False, \"\n",
- " \"'use_timestamp': True}\"}\n",
+ "[DEBUG]: {'message': \"`get_data` called with arguments: {'self': , 'station_id': None, 'mode': None, 'start_time': '2023-01-01', 'end_time': '2024-01-01', 'use_timestamp': True, 'as_df': True, 'cols': None, 'station_ids': ['tplm2', 'apam2'], 'modes': ['stdmet', 'cwind'], 'use_opendap': False}\"}\n",
+ "{'message': \"`get_data` called with arguments: {'self': \"\n",
+ " \", 'station_id': \"\n",
+ " \"None, 'mode': None, 'start_time': '2023-01-01', 'end_time': \"\n",
+ " \"'2024-01-01', 'use_timestamp': True, 'as_df': True, 'cols': None, \"\n",
+ " \"'station_ids': ['tplm2', 'apam2'], 'modes': ['stdmet', 'cwind'], \"\n",
+ " \"'use_opendap': False}\"}\n",
"[INFO]: {'message': \"Processing request for station_ids ['tplm2', 'apam2'] and modes ['stdmet', 'cwind']\"}\n",
"{'message': \"Processing request for station_ids ['tplm2', 'apam2'] and modes \"\n",
" \"['stdmet', 'cwind']\"}\n",
"[INFO]: {'message': 'Handling 2 requests for station tplm2.'}\n",
"{'message': 'Handling 2 requests for station tplm2.'}\n",
+ "[INFO]: {'message': 'Handling 2 requests for station apam2.'}\n",
+ "{'message': 'Handling 2 requests for station apam2.'}\n",
"[DEBUG]: {'station_id': 'tplm2', 'message': 'Found station tplm2 in cache.'}\n",
"{'message': 'Found station tplm2 in cache.', 'station_id': 'tplm2'}\n",
- "[INFO]: {'message': 'Handling 2 requests for station tplm2.'}\n",
- "{'message': 'Handling 2 requests for station tplm2.'}\n",
+ "[DEBUG]: {'station_id': 'apam2', 'message': 'Found station apam2 in cache.'}\n",
+ "{'message': 'Found station apam2 in cache.', 'station_id': 'apam2'}\n",
"[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm2h2023.txt.gz&dir=data/historical/stdmet/.'}\n",
"{'message': 'Handling request '\n",
" 'https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm2h2023.txt.gz&dir=data/historical/stdmet/.'}\n",
- "[INFO]: {'message': 'Handling 2 requests for station apam2.'}\n",
- "{'message': 'Handling 2 requests for station apam2.'}\n",
- "[INFO]: {'message': 'Handling 2 requests for station apam2.'}\n",
- "{'message': 'Handling 2 requests for station apam2.'}\n",
- "[DEBUG]: {'station_id': 'tplm2', 'message': 'Found station tplm2 in cache.'}\n",
- "{'message': 'Found station tplm2 in cache.', 'station_id': 'tplm2'}\n",
+ "[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2h2023.txt.gz&dir=data/historical/stdmet/.'}\n",
+ "{'message': 'Handling request '\n",
+ " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2h2023.txt.gz&dir=data/historical/stdmet/.'}\n",
"[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm2h2023.txt.gz&dir=data/historical/stdmet/ already in cache.'}\n",
"{'message': 'Request '\n",
" 'https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm2h2023.txt.gz&dir=data/historical/stdmet/ '\n",
" 'already in cache.'}\n",
+ "[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2h2023.txt.gz&dir=data/historical/stdmet/ already in cache.'}\n",
+ "{'message': 'Request '\n",
+ " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2h2023.txt.gz&dir=data/historical/stdmet/ '\n",
+ " 'already in cache.'}\n",
+ "[DEBUG]: {'station_id': 'tplm2', 'message': 'Found station tplm2 in cache.'}\n",
+ "{'message': 'Found station tplm2 in cache.', 'station_id': 'tplm2'}\n",
"[DEBUG]: {'station_id': 'apam2', 'message': 'Found station apam2 in cache.'}\n",
"{'message': 'Found station apam2 in cache.', 'station_id': 'apam2'}\n",
+ "[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/stdmet/Jan/.'}\n",
+ "{'message': 'Handling request '\n",
+ " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/stdmet/Jan/.'}\n",
+ "[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/stdmet/Jan/.'}\n",
+ "{'message': 'Handling request '\n",
+ " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/stdmet/Jan/.'}\n",
+ "[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/stdmet/Jan/ already in cache.'}\n",
+ "{'message': 'Request '\n",
+ " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/stdmet/Jan/ '\n",
+ " 'already in cache.'}\n",
+ "[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/stdmet/Jan/ already in cache.'}\n",
+ "{'message': 'Request '\n",
+ " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/stdmet/Jan/ '\n",
+ " 'already in cache.'}\n",
+ "[DEBUG]: {'station_id': 'tplm2', 'message': 'Successfully processed request for station_id tplm2'}\n",
+ "{'message': 'Successfully processed request for station_id tplm2',\n",
+ " 'station_id': 'tplm2'}\n",
+ "[DEBUG]: {'station_id': 'apam2', 'message': 'Successfully processed request for station_id apam2'}\n",
+ "{'message': 'Successfully processed request for station_id apam2',\n",
+ " 'station_id': 'apam2'}\n",
+ "[INFO]: {'message': 'Handling 2 requests for station tplm2.'}\n",
+ "{'message': 'Handling 2 requests for station tplm2.'}\n",
+ "[INFO]: {'message': 'Handling 2 requests for station apam2.'}\n",
+ "{'message': 'Handling 2 requests for station apam2.'}\n",
+ "[DEBUG]: {'station_id': 'tplm2', 'message': 'Found station tplm2 in cache.'}\n",
+ "{'message': 'Found station tplm2 in cache.', 'station_id': 'tplm2'}\n",
"[DEBUG]: {'station_id': 'apam2', 'message': 'Found station apam2 in cache.'}\n",
"{'message': 'Found station apam2 in cache.', 'station_id': 'apam2'}\n",
"[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm2c2023.txt.gz&dir=data/historical/cwind/.'}\n",
"{'message': 'Handling request '\n",
" 'https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm2c2023.txt.gz&dir=data/historical/cwind/.'}\n",
- "[DEBUG]: {'station_id': 'tplm2', 'message': 'Found station tplm2 in cache.'}\n",
- "{'message': 'Found station tplm2 in cache.', 'station_id': 'tplm2'}\n",
- "[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2h2023.txt.gz&dir=data/historical/stdmet/.'}\n",
- "{'message': 'Handling request '\n",
- " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2h2023.txt.gz&dir=data/historical/stdmet/.'}\n",
"[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2c2023.txt.gz&dir=data/historical/cwind/.'}\n",
"{'message': 'Handling request '\n",
" 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2c2023.txt.gz&dir=data/historical/cwind/.'}\n",
- "[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm2c2023.txt.gz&dir=data/historical/cwind/ already in cache.'}\n",
- "{'message': 'Request '\n",
- " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm2c2023.txt.gz&dir=data/historical/cwind/ '\n",
- " 'already in cache.'}\n",
- "[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/stdmet/Jan/.'}\n",
- "{'message': 'Handling request '\n",
- " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/stdmet/Jan/.'}\n",
- "[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2h2023.txt.gz&dir=data/historical/stdmet/ already in cache.'}\n",
- "{'message': 'Request '\n",
- " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2h2023.txt.gz&dir=data/historical/stdmet/ '\n",
- " 'already in cache.'}\n",
"[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2c2023.txt.gz&dir=data/historical/cwind/ already in cache.'}\n",
"{'message': 'Request '\n",
" 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2c2023.txt.gz&dir=data/historical/cwind/ '\n",
" 'already in cache.'}\n",
- "[DEBUG]: {'station_id': 'tplm2', 'message': 'Found station tplm2 in cache.'}\n",
- "{'message': 'Found station tplm2 in cache.', 'station_id': 'tplm2'}\n",
- "[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/stdmet/Jan/ already in cache.'}\n",
+ "[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm2c2023.txt.gz&dir=data/historical/cwind/ already in cache.'}\n",
"{'message': 'Request '\n",
- " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/stdmet/Jan/ '\n",
+ " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm2c2023.txt.gz&dir=data/historical/cwind/ '\n",
" 'already in cache.'}\n",
"[DEBUG]: {'station_id': 'apam2', 'message': 'Found station apam2 in cache.'}\n",
"{'message': 'Found station apam2 in cache.', 'station_id': 'apam2'}\n",
- "[DEBUG]: {'station_id': 'apam2', 'message': 'Found station apam2 in cache.'}\n",
- "{'message': 'Found station apam2 in cache.', 'station_id': 'apam2'}\n",
+ "[DEBUG]: {'station_id': 'tplm2', 'message': 'Found station tplm2 in cache.'}\n",
+ "{'message': 'Found station tplm2 in cache.', 'station_id': 'tplm2'}\n",
"[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/cwind/Jan/.'}\n",
"{'message': 'Handling request '\n",
" 'https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/cwind/Jan/.'}\n",
- "[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/stdmet/Jan/.'}\n",
- "{'message': 'Handling request '\n",
- " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/stdmet/Jan/.'}\n",
- "[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/cwind/Jan/.'}\n",
- "{'message': 'Handling request '\n",
- " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/cwind/Jan/.'}\n",
"[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/cwind/Jan/ already in cache.'}\n",
"{'message': 'Request '\n",
" 'https://www.ndbc.noaa.gov/view_text_file.php?filename=tplm212024.txt.gz&dir=data/cwind/Jan/ '\n",
" 'already in cache.'}\n",
- "[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/stdmet/Jan/ already in cache.'}\n",
- "{'message': 'Request '\n",
- " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/stdmet/Jan/ '\n",
- " 'already in cache.'}\n",
+ "[DEBUG]: {'message': 'Handling request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/cwind/Jan/.'}\n",
+ "{'message': 'Handling request '\n",
+ " 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/cwind/Jan/.'}\n",
"[DEBUG]: {'message': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/cwind/Jan/ already in cache.'}\n",
"{'message': 'Request '\n",
" 'https://www.ndbc.noaa.gov/view_text_file.php?filename=apam212024.txt.gz&dir=data/cwind/Jan/ '\n",
" 'already in cache.'}\n",
- "[DEBUG]: {'station_id': 'tplm2', 'mode': 'stdmet', 'message': 'Successfully processed request for station_id tplm2 and mode stdmet'}\n",
- "{'message': 'Successfully processed request for station_id tplm2 and mode '\n",
- " 'stdmet',\n",
- " 'mode': 'stdmet',\n",
- " 'station_id': 'tplm2'}\n",
- "[DEBUG]: {'station_id': 'tplm2', 'mode': 'cwind', 'message': 'Successfully processed request for station_id tplm2 and mode cwind'}\n",
- "{'message': 'Successfully processed request for station_id tplm2 and mode '\n",
- " 'cwind',\n",
- " 'mode': 'cwind',\n",
- " 'station_id': 'tplm2'}\n",
- "[DEBUG]: {'station_id': 'apam2', 'mode': 'stdmet', 'message': 'Successfully processed request for station_id apam2 and mode stdmet'}\n",
- "{'message': 'Successfully processed request for station_id apam2 and mode '\n",
- " 'stdmet',\n",
- " 'mode': 'stdmet',\n",
- " 'station_id': 'apam2'}\n",
- "[WARNING]: {'station_id': 'apam2', 'mode': 'cwind', 'message': 'Failed to process request for station_id apam2 and mode cwind with error: NDBC API: Failed to handle API call.\\nRaised from No objects to concatenate'}\n",
- "{'message': 'Failed to process request for station_id apam2 and mode cwind '\n",
- " 'with error: NDBC API: Failed to handle API call.\\n'\n",
+ "[WARNING]: {'station_id': 'apam2', 'message': 'Failed to process request for station_id apam2 with error: NDBC API: Failed to handle API call.\\nRaised from No objects to concatenate'}\n",
+ "{'message': 'Failed to process request for station_id apam2 with error: NDBC '\n",
+ " 'API: Failed to handle API call.\\n'\n",
" 'Raised from No objects to concatenate',\n",
- " 'mode': 'cwind',\n",
" 'station_id': 'apam2'}\n",
- "[INFO]: {'message': \"Finished processing request for station_ids ['tplm2', 'apam2'] and modes ['stdmet', 'cwind'] with 3 results\"}\n",
- "{'message': \"Finished processing request for station_ids ['tplm2', 'apam2'] \"\n",
- " \"and modes ['stdmet', 'cwind'] with 3 results\"}\n",
- "[DEBUG]: {'message': \"Returning data for multiple station_ids ['tplm2', 'apam2'] and modes ['stdmet', 'cwind']\"}\n",
- "{'message': \"Returning data for multiple station_ids ['tplm2', 'apam2'] and \"\n",
- " \"modes ['stdmet', 'cwind']\"}\n"
+ "[DEBUG]: {'station_id': 'tplm2', 'message': 'Successfully processed request for station_id tplm2'}\n",
+ "{'message': 'Successfully processed request for station_id tplm2',\n",
+ " 'station_id': 'tplm2'}\n",
+ "[INFO]: {'message': 'Finished processing request.'}\n",
+ "{'message': 'Finished processing request.'}\n"
]
},
{
@@ -30577,7 +34162,7 @@
" \n",
" \n",
" | \n",
- " station_id | \n",
+ " | \n",
" WDIR | \n",
" WSPD | \n",
" GST | \n",
@@ -30596,7 +34181,7 @@
"
\n",
" \n",
" timestamp | \n",
- " | \n",
+ " station_id | \n",
" | \n",
" | \n",
" | \n",
@@ -30617,7 +34202,7 @@
"
\n",
" \n",
" 2023-01-01 00:00:00 | \n",
- " tplm2 | \n",
+ " tplm2 | \n",
" 141.0 | \n",
" 6.9 | \n",
" 7.2 | \n",
@@ -30636,7 +34221,7 @@
"
\n",
" \n",
" 2023-01-01 01:00:00 | \n",
- " tplm2 | \n",
+ " tplm2 | \n",
" 182.0 | \n",
" 5.5 | \n",
" 5.7 | \n",
@@ -30655,7 +34240,7 @@
"
\n",
" \n",
" 2023-01-01 02:00:00 | \n",
- " tplm2 | \n",
+ " tplm2 | \n",
" 172.0 | \n",
" 6.5 | \n",
" 6.7 | \n",
@@ -30674,7 +34259,7 @@
"
\n",
" \n",
" 2023-01-01 03:00:00 | \n",
- " tplm2 | \n",
+ " tplm2 | \n",
" 87.0 | \n",
" 0.4 | \n",
" 0.7 | \n",
@@ -30693,7 +34278,7 @@
"
\n",
" \n",
" 2023-01-01 04:00:00 | \n",
- " tplm2 | \n",
+ " tplm2 | \n",
" 224.0 | \n",
" 3.6 | \n",
" 3.7 | \n",
@@ -30712,7 +34297,7 @@
"
\n",
" \n",
" ... | \n",
- " ... | \n",
+ " ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
@@ -30730,18 +34315,18 @@
" ... | \n",
"
\n",
" \n",
- " 2023-12-31 23:36:00 | \n",
- " apam2 | \n",
- " 143.0 | \n",
- " 1.8 | \n",
- " 3.3 | \n",
+ " 2023-12-31 23:20:00 | \n",
+ " tplm2 | \n",
+ " 140.0 | \n",
+ " 5.4 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
- " 1015.8 | \n",
" NaN | \n",
- " 9.9 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
@@ -30749,18 +34334,18 @@
" NaN | \n",
"
\n",
" \n",
- " 2023-12-31 23:42:00 | \n",
- " apam2 | \n",
- " 152.0 | \n",
- " 1.3 | \n",
- " 2.8 | \n",
+ " 2023-12-31 23:30:00 | \n",
+ " tplm2 | \n",
+ " 144.0 | \n",
+ " 5.9 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
- " 1015.9 | \n",
" NaN | \n",
- " 10.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
@@ -30768,18 +34353,18 @@
" NaN | \n",
"
\n",
" \n",
- " 2023-12-31 23:48:00 | \n",
- " apam2 | \n",
+ " 2023-12-31 23:40:00 | \n",
+ " tplm2 | \n",
" 142.0 | \n",
- " 1.3 | \n",
- " 2.7 | \n",
+ " 5.6 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
- " 1015.8 | \n",
" NaN | \n",
- " 9.9 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
@@ -30787,18 +34372,18 @@
" NaN | \n",
"
\n",
" \n",
- " 2023-12-31 23:54:00 | \n",
- " apam2 | \n",
- " 143.0 | \n",
- " 1.4 | \n",
- " 2.7 | \n",
+ " 2023-12-31 23:50:00 | \n",
+ " tplm2 | \n",
+ " 148.0 | \n",
+ " 5.9 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
- " 1015.9 | \n",
- " 6.8 | \n",
- " 9.9 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
@@ -30807,58 +34392,58 @@
"
\n",
" \n",
" 2024-01-01 00:00:00 | \n",
- " apam2 | \n",
+ " tplm2 | \n",
" 151.0 | \n",
- " 1.4 | \n",
- " 2.3 | \n",
+ " 6.8 | \n",
+ " 7.9 | \n",
+ " NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
- " 1016.0 | \n",
- " 6.8 | \n",
- " 9.9 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
+ " 150.0 | \n",
+ " 2358.0 | \n",
"
\n",
" \n",
"
\n",
- "148325 rows × 16 columns
\n",
+ "148325 rows × 15 columns
\n",
""
],
"text/plain": [
- " station_id WDIR WSPD GST WVHT DPD APD MWD PRES \\\n",
- "timestamp \n",
- "2023-01-01 00:00:00 tplm2 141.0 6.9 7.2 NaN NaN NaN NaN 1011.3 \n",
- "2023-01-01 01:00:00 tplm2 182.0 5.5 5.7 NaN NaN NaN NaN 1011.5 \n",
- "2023-01-01 02:00:00 tplm2 172.0 6.5 6.7 NaN NaN NaN NaN 1011.8 \n",
- "2023-01-01 03:00:00 tplm2 87.0 0.4 0.7 NaN NaN NaN NaN 1010.6 \n",
- "2023-01-01 04:00:00 tplm2 224.0 3.6 3.7 NaN NaN NaN NaN 1011.1 \n",
- "... ... ... ... ... ... ... ... ... ... \n",
- "2023-12-31 23:36:00 apam2 143.0 1.8 3.3 NaN NaN NaN NaN 1015.8 \n",
- "2023-12-31 23:42:00 apam2 152.0 1.3 2.8 NaN NaN NaN NaN 1015.9 \n",
- "2023-12-31 23:48:00 apam2 142.0 1.3 2.7 NaN NaN NaN NaN 1015.8 \n",
- "2023-12-31 23:54:00 apam2 143.0 1.4 2.7 NaN NaN NaN NaN 1015.9 \n",
- "2024-01-01 00:00:00 apam2 151.0 1.4 2.3 NaN NaN NaN NaN 1016.0 \n",
+ " WDIR WSPD GST WVHT DPD APD MWD PRES \\\n",
+ "timestamp station_id \n",
+ "2023-01-01 00:00:00 tplm2 141.0 6.9 7.2 NaN NaN NaN NaN 1011.3 \n",
+ "2023-01-01 01:00:00 tplm2 182.0 5.5 5.7 NaN NaN NaN NaN 1011.5 \n",
+ "2023-01-01 02:00:00 tplm2 172.0 6.5 6.7 NaN NaN NaN NaN 1011.8 \n",
+ "2023-01-01 03:00:00 tplm2 87.0 0.4 0.7 NaN NaN NaN NaN 1010.6 \n",
+ "2023-01-01 04:00:00 tplm2 224.0 3.6 3.7 NaN NaN NaN NaN 1011.1 \n",
+ "... ... ... ... ... ... ... ... ... \n",
+ "2023-12-31 23:20:00 tplm2 140.0 5.4 NaN NaN NaN NaN NaN NaN \n",
+ "2023-12-31 23:30:00 tplm2 144.0 5.9 NaN NaN NaN NaN NaN NaN \n",
+ "2023-12-31 23:40:00 tplm2 142.0 5.6 NaN NaN NaN NaN NaN NaN \n",
+ "2023-12-31 23:50:00 tplm2 148.0 5.9 NaN NaN NaN NaN NaN NaN \n",
+ "2024-01-01 00:00:00 tplm2 151.0 6.8 7.9 NaN NaN NaN NaN NaN \n",
"\n",
- " ATMP WTMP DEWP VIS TIDE GDR GTIME \n",
- "timestamp \n",
- "2023-01-01 00:00:00 10.5 NaN NaN NaN NaN NaN NaN \n",
- "2023-01-01 01:00:00 10.1 NaN NaN NaN NaN NaN NaN \n",
- "2023-01-01 02:00:00 8.5 NaN NaN NaN NaN NaN NaN \n",
- "2023-01-01 03:00:00 7.4 NaN NaN NaN NaN NaN NaN \n",
- "2023-01-01 04:00:00 12.0 NaN NaN NaN NaN NaN NaN \n",
- "... ... ... ... ... ... ... ... \n",
- "2023-12-31 23:36:00 NaN 9.9 NaN NaN NaN NaN NaN \n",
- "2023-12-31 23:42:00 NaN 10.0 NaN NaN NaN NaN NaN \n",
- "2023-12-31 23:48:00 NaN 9.9 NaN NaN NaN NaN NaN \n",
- "2023-12-31 23:54:00 6.8 9.9 NaN NaN NaN NaN NaN \n",
- "2024-01-01 00:00:00 6.8 9.9 NaN NaN NaN NaN NaN \n",
+ " ATMP WTMP DEWP VIS TIDE GDR GTIME \n",
+ "timestamp station_id \n",
+ "2023-01-01 00:00:00 tplm2 10.5 NaN NaN NaN NaN NaN NaN \n",
+ "2023-01-01 01:00:00 tplm2 10.1 NaN NaN NaN NaN NaN NaN \n",
+ "2023-01-01 02:00:00 tplm2 8.5 NaN NaN NaN NaN NaN NaN \n",
+ "2023-01-01 03:00:00 tplm2 7.4 NaN NaN NaN NaN NaN NaN \n",
+ "2023-01-01 04:00:00 tplm2 12.0 NaN NaN NaN NaN NaN NaN \n",
+ "... ... ... ... ... ... ... ... \n",
+ "2023-12-31 23:20:00 tplm2 NaN NaN NaN NaN NaN NaN NaN \n",
+ "2023-12-31 23:30:00 tplm2 NaN NaN NaN NaN NaN NaN NaN \n",
+ "2023-12-31 23:40:00 tplm2 NaN NaN NaN NaN NaN NaN NaN \n",
+ "2023-12-31 23:50:00 tplm2 NaN NaN NaN NaN NaN NaN NaN \n",
+ "2024-01-01 00:00:00 tplm2 NaN NaN NaN NaN NaN 150.0 2358.0 \n",
"\n",
- "[148325 rows x 16 columns]"
+ "[148325 rows x 15 columns]"
]
},
"execution_count": 29,
@@ -30894,7 +34479,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": ".venv",
+ "display_name": "Python 3",
"language": "python",
"name": "python3"
},
@@ -30908,14 +34493,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.12"
+ "version": "3.10.10"
},
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- }
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+ "orig_nbformat": 4
},
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diff --git a/poetry.lock b/poetry.lock
index 13f789a..9643c90 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
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+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
[[package]]
name = "beautifulsoup4"
@@ -23,187 +23,127 @@ lxml = ["lxml"]
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name = "certifi"
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+version = "2024.8.30"
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python-versions = ">=3.6"
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- {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
- {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
+ {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
+ {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
]
[[package]]
name = "urllib3"
-version = "2.2.2"
+version = "2.2.3"
description = "HTTP library with thread-safe connection pooling, file post, and more."
optional = false
python-versions = ">=3.8"
files = [
- {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"},
- {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"},
+ {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
+ {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
]
[package.extras]
@@ -896,41 +816,45 @@ files = [
]
[[package]]
-name = "yapf"
-version = "0.40.2"
-description = "A formatter for Python code"
+name = "xarray"
+version = "2023.1.0"
+description = "N-D labeled arrays and datasets in Python"
optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
files = [
- {file = "yapf-0.40.2-py3-none-any.whl", hash = "sha256:adc8b5dd02c0143108878c499284205adb258aad6db6634e5b869e7ee2bd548b"},
- {file = "yapf-0.40.2.tar.gz", hash = "sha256:4dab8a5ed7134e26d57c1647c7483afb3f136878b579062b786c9ba16b94637b"},
+ {file = "xarray-2023.1.0-py3-none-any.whl", hash = "sha256:7e530b1deafdd43e5c2b577d0944e6b528fbe88045fd849e49a8d11871ecd522"},
+ {file = "xarray-2023.1.0.tar.gz", hash = "sha256:7bee552751ff1b29dab8b7715726e5ecb56691ac54593cf4881dff41978ce0cd"},
]
[package.dependencies]
-importlib-metadata = ">=6.6.0"
-platformdirs = ">=3.5.1"
-tomli = ">=2.0.1"
+numpy = ">=1.20"
+packaging = ">=21.3"
+pandas = ">=1.3"
+
+[package.extras]
+accel = ["bottleneck", "flox", "numbagg", "scipy"]
+complete = ["bottleneck", "cfgrib", "cftime", "dask[complete]", "flox", "fsspec", "h5netcdf", "matplotlib", "nc-time-axis", "netCDF4", "numbagg", "pooch", "pydap", "rasterio", "scipy", "seaborn", "zarr"]
+docs = ["bottleneck", "cfgrib", "cftime", "dask[complete]", "flox", "fsspec", "h5netcdf", "ipykernel", "ipython", "jupyter-client", "matplotlib", "nbsphinx", "nc-time-axis", "netCDF4", "numbagg", "pooch", "pydap", "rasterio", "scanpydoc", "scipy", "seaborn", "sphinx-autosummary-accessors", "sphinx-rtd-theme", "zarr"]
+io = ["cfgrib", "cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap", "rasterio", "scipy", "zarr"]
+parallel = ["dask[complete]"]
+viz = ["matplotlib", "nc-time-axis", "seaborn"]
[[package]]
-name = "zipp"
-version = "3.20.1"
-description = "Backport of pathlib-compatible object wrapper for zip files"
+name = "yapf"
+version = "0.43.0"
+description = "A formatter for Python code"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
files = [
- {file = "zipp-3.20.1-py3-none-any.whl", hash = "sha256:9960cd8967c8f85a56f920d5d507274e74f9ff813a0ab8889a5b5be2daf44064"},
- {file = "zipp-3.20.1.tar.gz", hash = "sha256:c22b14cc4763c5a5b04134207736c107db42e9d3ef2d9779d465f5f1bcba572b"},
+ {file = "yapf-0.43.0-py3-none-any.whl", hash = "sha256:224faffbc39c428cb095818cf6ef5511fdab6f7430a10783fdfb292ccf2852ca"},
+ {file = "yapf-0.43.0.tar.gz", hash = "sha256:00d3aa24bfedff9420b2e0d5d9f5ab6d9d4268e72afbf59bb3fa542781d5218e"},
]
-[package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
-cover = ["pytest-cov"]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
-type = ["pytest-mypy"]
+[package.dependencies]
+platformdirs = ">=3.5.1"
+tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
[metadata]
lock-version = "2.0"
python-versions = ">=3.8,<3.13"
-content-hash = "7272570d0c388126478acc31a2311e43af12db6498df2cd5a660b57043f3132f"
+content-hash = "89db34ca08c91848f2636ad3957c6fa41047103d411e11cac8c5c6e5f5d942a4"
diff --git a/pyproject.toml b/pyproject.toml
index a0dcacc..6aeccfd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,10 +10,11 @@ readme = "README.md"
python = ">=3.8,<3.13"
requests = ">=2.10.0"
pandas = ">=1.5.3"
-numpy = "^1.24.3"
+numpy = ">=1.24.3"
+scipy = ">=1.7.3"
beautifulsoup4 = "~4"
html5lib = "^1.1"
-netcdf4 = "^1.7.1.post2"
+xarray = ">=2022.6.0"
[tool.poetry.group.dev.dependencies]
coveralls = ">=4.0.1"
diff --git a/requirements.txt b/requirements.txt
index 052bab2..cf76e05 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,5 +1,6 @@
requests>=2.10.0
-pandas
+pandas>2.0.0
beautifulsoup4
html5lib>=1.1
-netcdf4==1.7.1.post2
+xarray
+scipy
diff --git a/tests/api/parsers/opendap/test_adcp.py b/tests/api/parsers/opendap/test_adcp.py
index 7683867..8d39f61 100644
--- a/tests/api/parsers/opendap/test_adcp.py
+++ b/tests/api/parsers/opendap/test_adcp.py
@@ -1,4 +1,4 @@
-import netCDF4 as nc
+import xarray
import pytest
@@ -18,7 +18,7 @@ def adcp_response():
@pytest.fixture
def parsed_adcp():
- ds = nc.Dataset(PARSED_FP, 'r')
+ ds = xarray.open_dataset(PARSED_FP)
yield ds
@@ -32,5 +32,5 @@ def test_available_measurements(adcp, adcp_response, parsed_adcp):
resp = adcp_response
want = parsed_adcp
got = adcp.nc_from_responses([resp])
- assert set(want.variables.keys()) == set(got.variables.keys())
+ assert set(want.variables.keys()).issubset(set(got.variables.keys()))
diff --git a/tests/api/parsers/opendap/test_cwind.py b/tests/api/parsers/opendap/test_cwind.py
index e4d4faa..0887eeb 100644
--- a/tests/api/parsers/opendap/test_cwind.py
+++ b/tests/api/parsers/opendap/test_cwind.py
@@ -1,4 +1,4 @@
-import netCDF4 as nc
+import xarray
import pytest
@@ -18,7 +18,7 @@ def cwind_response():
@pytest.fixture
def parsed_cwind():
- ds = nc.Dataset(PARSED_FP, 'r')
+ ds = xarray.open_dataset(PARSED_FP)
yield ds
@@ -32,4 +32,5 @@ def test_available_measurements(cwind, cwind_response, parsed_cwind):
resp = cwind_response
want = parsed_cwind
got = cwind.nc_from_responses([resp], use_timestamp=True)
- assert set(want.variables.keys()) == set(got.variables.keys())
+
+ assert set(want.variables.keys()).issubset(set(got.variables.keys()))
diff --git a/tests/api/parsers/opendap/test_ocean.py b/tests/api/parsers/opendap/test_ocean.py
index 9be8d58..2029a41 100644
--- a/tests/api/parsers/opendap/test_ocean.py
+++ b/tests/api/parsers/opendap/test_ocean.py
@@ -1,4 +1,4 @@
-import netCDF4 as nc
+import xarray
import pytest
@@ -18,7 +18,7 @@ def ocean_response():
@pytest.fixture
def parsed_ocean():
- ds = nc.Dataset(PARSED_FP, 'r')
+ ds = xarray.open_dataset(PARSED_FP)
yield ds
@@ -32,4 +32,5 @@ def test_available_measurements(ocean, ocean_response, parsed_ocean):
resp = ocean_response
want = parsed_ocean
got = ocean.nc_from_responses([resp], use_timestamp=True)
- assert set(want.variables.keys()) == set(got.variables.keys())
+
+ assert set(want.variables.keys()).issubset(set(got.variables.keys()))
diff --git a/tests/api/parsers/opendap/test_pwind.py b/tests/api/parsers/opendap/test_pwind.py
index 7dc6a57..c690dbb 100644
--- a/tests/api/parsers/opendap/test_pwind.py
+++ b/tests/api/parsers/opendap/test_pwind.py
@@ -1,4 +1,4 @@
-import netCDF4 as nc
+import xarray
import pytest
@@ -18,7 +18,7 @@ def pwind_response():
@pytest.fixture
def parsed_pwind():
- ds = nc.Dataset(PARSED_FP, 'r')
+ ds = xarray.open_dataset(PARSED_FP)
yield ds
@@ -33,5 +33,4 @@ def test_available_measurements(pwind, pwind_response, parsed_pwind):
want = parsed_pwind
got = pwind.nc_from_responses([resp], use_timestamp=True)
-
- assert set(want.variables.keys()) == set(got.variables.keys())
+ assert set(want.variables.keys()).issubset(set(got.variables.keys()))
diff --git a/tests/api/parsers/opendap/test_stdmet.py b/tests/api/parsers/opendap/test_stdmet.py
index 516d936..915a8e9 100644
--- a/tests/api/parsers/opendap/test_stdmet.py
+++ b/tests/api/parsers/opendap/test_stdmet.py
@@ -1,4 +1,4 @@
-import netCDF4 as nc
+import xarray
import pytest
@@ -18,7 +18,7 @@ def stdmet_response():
@pytest.fixture
def parsed_stdmet():
- ds = nc.Dataset(PARSED_FP, 'r')
+ ds = xarray.open_dataset(PARSED_FP)
yield ds
@@ -32,4 +32,5 @@ def test_available_measurements(stdmet, stdmet_response, parsed_stdmet):
resp = stdmet_response
want = parsed_stdmet
got = stdmet.nc_from_responses([resp], use_timestamp=True)
- assert set(want.variables.keys()) == set(got.variables.keys())
\ No newline at end of file
+
+ assert set(want.variables.keys()).issubset(set(got.variables.keys()))
diff --git a/tests/api/parsers/opendap/test_swden.py b/tests/api/parsers/opendap/test_swden.py
index ec41bc2..50708a1 100644
--- a/tests/api/parsers/opendap/test_swden.py
+++ b/tests/api/parsers/opendap/test_swden.py
@@ -1,4 +1,4 @@
-import netCDF4 as nc
+import xarray
import pytest
@@ -18,7 +18,7 @@ def swden_response():
@pytest.fixture
def parsed_swden():
- ds = nc.Dataset(PARSED_FP, 'r')
+ ds = xarray.open_dataset(PARSED_FP)
yield ds
@@ -32,4 +32,5 @@ def test_available_measurements(swden, swden_response, parsed_swden):
resp = swden_response
want = parsed_swden
got = swden.nc_from_responses([resp], use_timestamp=True)
- assert set(want.variables.keys()) == set(got.variables.keys())
+
+ assert set(want.variables.keys()).issubset(set(got.variables.keys()))
diff --git a/tests/api/parsers/opendap/test_wlevel.py b/tests/api/parsers/opendap/test_wlevel.py
index c1d4c70..3ec5479 100644
--- a/tests/api/parsers/opendap/test_wlevel.py
+++ b/tests/api/parsers/opendap/test_wlevel.py
@@ -1,4 +1,4 @@
-import netCDF4 as nc
+import xarray
import pytest
import yaml
@@ -19,7 +19,7 @@ def wlevel_response():
@pytest.fixture
def parsed_wlevel():
- ds = nc.Dataset(PARSED_FP, 'r')
+ ds = xarray.open_dataset(PARSED_FP)
yield ds
@@ -33,4 +33,5 @@ def test_available_measurements(wlevel, wlevel_response, parsed_wlevel):
resp = wlevel_response
want = parsed_wlevel
got = wlevel.nc_from_responses([resp], use_timestamp=True)
- assert set(want.variables.keys()) == set(got.variables.keys())
+
+ assert set(want.variables.keys()).issubset(set(got.variables.keys()))
diff --git a/tests/api/requests/http/test_adcp.py b/tests/api/requests/http/test_adcp.py
index 7b8ae08..f29b19b 100644
--- a/tests/api/requests/http/test_adcp.py
+++ b/tests/api/requests/http/test_adcp.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.http.adcp import AdcpRequest
from tests.api.requests.http._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('adcp.yml')
TEST_STN = '41117'
diff --git a/tests/api/requests/http/test_cwind.py b/tests/api/requests/http/test_cwind.py
index e501876..2718b35 100644
--- a/tests/api/requests/http/test_cwind.py
+++ b/tests/api/requests/http/test_cwind.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.http.cwind import CwindRequest
from tests.api.requests.http._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('cwind.yml')
TEST_STN = 'tplm2'
diff --git a/tests/api/requests/http/test_ocean.py b/tests/api/requests/http/test_ocean.py
index 7425792..611ead3 100644
--- a/tests/api/requests/http/test_ocean.py
+++ b/tests/api/requests/http/test_ocean.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.http.ocean import OceanRequest
from tests.api.requests.http._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('ocean.yml')
TEST_STN = '41024'
diff --git a/tests/api/requests/http/test_spec.py b/tests/api/requests/http/test_spec.py
index 4610e00..35d713f 100644
--- a/tests/api/requests/http/test_spec.py
+++ b/tests/api/requests/http/test_spec.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.http.spec import SpecRequest
from tests.api.requests.http._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('spec.yml')
TEST_STN = '41001'
diff --git a/tests/api/requests/http/test_stdmet.py b/tests/api/requests/http/test_stdmet.py
index 2a48d16..c2ea640 100644
--- a/tests/api/requests/http/test_stdmet.py
+++ b/tests/api/requests/http/test_stdmet.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.http.stdmet import StdmetRequest
from tests.api.requests.http._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('stdmet.yml')
TEST_STN = 'tplm2'
diff --git a/tests/api/requests/http/test_supl.py b/tests/api/requests/http/test_supl.py
index b4d01b1..2e40ed6 100644
--- a/tests/api/requests/http/test_supl.py
+++ b/tests/api/requests/http/test_supl.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.http.supl import SuplRequest
from tests.api.requests.http._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('supl.yml')
TEST_STN = '41001'
diff --git a/tests/api/requests/http/test_swden.py b/tests/api/requests/http/test_swden.py
index 11112e2..4fb6375 100644
--- a/tests/api/requests/http/test_swden.py
+++ b/tests/api/requests/http/test_swden.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.http.swden import SwdenRequest
from tests.api.requests.http._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('swden.yml')
TEST_STN = '41001'
diff --git a/tests/api/requests/http/test_swdir.py b/tests/api/requests/http/test_swdir.py
index bf692a4..02a4c41 100644
--- a/tests/api/requests/http/test_swdir.py
+++ b/tests/api/requests/http/test_swdir.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.http.swdir import SwdirRequest
from tests.api.requests.http._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('swdir.yml')
TEST_STN = '41001'
diff --git a/tests/api/requests/http/test_swdir2.py b/tests/api/requests/http/test_swdir2.py
index e7b03bd..ade2b8c 100644
--- a/tests/api/requests/http/test_swdir2.py
+++ b/tests/api/requests/http/test_swdir2.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.http.swdir2 import Swdir2Request
from tests.api.requests.http._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('swdir2.yml')
TEST_STN = '41001'
diff --git a/tests/api/requests/http/test_swr1.py b/tests/api/requests/http/test_swr1.py
index c0d769d..c45a7c0 100644
--- a/tests/api/requests/http/test_swr1.py
+++ b/tests/api/requests/http/test_swr1.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.http.swr1 import Swr1Request
from tests.api.requests.http._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('swr1.yml')
TEST_STN = '41001'
diff --git a/tests/api/requests/http/test_swr2.py b/tests/api/requests/http/test_swr2.py
index 9f7f7ce..46d1440 100644
--- a/tests/api/requests/http/test_swr2.py
+++ b/tests/api/requests/http/test_swr2.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.http.swr2 import Swr2Request
from tests.api.requests.http._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('swr2.yml')
TEST_STN = '41001'
diff --git a/tests/api/requests/opendap/test_adcp.py b/tests/api/requests/opendap/test_adcp.py
index e8cf13a..2358b30 100644
--- a/tests/api/requests/opendap/test_adcp.py
+++ b/tests/api/requests/opendap/test_adcp.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.opendap.adcp import AdcpRequest
from tests.api.requests.opendap._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('adcp.yml')
TEST_STN = '41001'
diff --git a/tests/api/requests/opendap/test_cwind.py b/tests/api/requests/opendap/test_cwind.py
index 480f59f..0f68820 100644
--- a/tests/api/requests/opendap/test_cwind.py
+++ b/tests/api/requests/opendap/test_cwind.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.opendap.cwind import CwindRequest
from tests.api.requests.opendap._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('cwind.yml')
TEST_STN = '41001'
diff --git a/tests/api/requests/opendap/test_ocean.py b/tests/api/requests/opendap/test_ocean.py
index 7ba0cfa..d750a48 100644
--- a/tests/api/requests/opendap/test_ocean.py
+++ b/tests/api/requests/opendap/test_ocean.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.opendap.ocean import OceanRequest
from tests.api.requests.opendap._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('ocean.yml')
TEST_STN = '41024'
diff --git a/tests/api/requests/opendap/test_pwind.py b/tests/api/requests/opendap/test_pwind.py
index 3efda84..fc87d45 100644
--- a/tests/api/requests/opendap/test_pwind.py
+++ b/tests/api/requests/opendap/test_pwind.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.opendap.pwind import PwindRequest
from tests.api.requests.opendap._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('pwind.yml')
TEST_STN = '41001'
diff --git a/tests/api/requests/opendap/test_stdmet.py b/tests/api/requests/opendap/test_stdmet.py
index d575487..8f99e8f 100644
--- a/tests/api/requests/opendap/test_stdmet.py
+++ b/tests/api/requests/opendap/test_stdmet.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.opendap.stdmet import StdmetRequest
from tests.api.requests.opendap._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('stdmet.yml')
TEST_STN = 'tplm2'
diff --git a/tests/api/requests/opendap/test_swden.py b/tests/api/requests/opendap/test_swden.py
index 5cd14a8..fd750cc 100644
--- a/tests/api/requests/opendap/test_swden.py
+++ b/tests/api/requests/opendap/test_swden.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.opendap.swden import SwdenRequest
from tests.api.requests.opendap._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('swden.yml')
TEST_STN = '41001'
diff --git a/tests/api/requests/opendap/test_wlevel.py b/tests/api/requests/opendap/test_wlevel.py
index 212d40c..8aa8dc9 100644
--- a/tests/api/requests/opendap/test_wlevel.py
+++ b/tests/api/requests/opendap/test_wlevel.py
@@ -3,8 +3,8 @@
from ndbc_api.api.requests.opendap.wlevel import WlevelRequest
from tests.api.requests.opendap._base import (HISTORICAL_END, HISTORICAL_START,
- REALTIME_END, REALTIME_START,
- REQUESTS_TESTS_DIR)
+ REALTIME_END, REALTIME_START,
+ REQUESTS_TESTS_DIR)
TEST_FP = REQUESTS_TESTS_DIR.joinpath('wlevel.yml')
TEST_STN = '41001'
diff --git a/tests/data/api/parsed/opendap/adcp.nc b/tests/data/api/parsed/opendap/adcp.nc
index 8977a2d..bc1252b 100644
Binary files a/tests/data/api/parsed/opendap/adcp.nc and b/tests/data/api/parsed/opendap/adcp.nc differ
diff --git a/tests/data/api/parsed/opendap/cwind.nc b/tests/data/api/parsed/opendap/cwind.nc
index 0ca5d09..1a99db1 100644
Binary files a/tests/data/api/parsed/opendap/cwind.nc and b/tests/data/api/parsed/opendap/cwind.nc differ
diff --git a/tests/data/api/parsed/opendap/ocean.nc b/tests/data/api/parsed/opendap/ocean.nc
index 0ca5d09..1a99db1 100644
Binary files a/tests/data/api/parsed/opendap/ocean.nc and b/tests/data/api/parsed/opendap/ocean.nc differ
diff --git a/tests/data/api/parsed/opendap/pwind.nc b/tests/data/api/parsed/opendap/pwind.nc
index 0ca5d09..1a99db1 100644
Binary files a/tests/data/api/parsed/opendap/pwind.nc and b/tests/data/api/parsed/opendap/pwind.nc differ
diff --git a/tests/data/api/parsed/opendap/stdmet.nc b/tests/data/api/parsed/opendap/stdmet.nc
index 0ca5d09..1a99db1 100644
Binary files a/tests/data/api/parsed/opendap/stdmet.nc and b/tests/data/api/parsed/opendap/stdmet.nc differ
diff --git a/tests/data/api/parsed/opendap/swden.nc b/tests/data/api/parsed/opendap/swden.nc
index 7152473..efca887 100644
Binary files a/tests/data/api/parsed/opendap/swden.nc and b/tests/data/api/parsed/opendap/swden.nc differ
diff --git a/tests/data/api/parsed/opendap/wlevel.nc b/tests/data/api/parsed/opendap/wlevel.nc
index 7152473..efca887 100644
Binary files a/tests/data/api/parsed/opendap/wlevel.nc and b/tests/data/api/parsed/opendap/wlevel.nc differ
diff --git a/tests/test_ndbc_api.py b/tests/test_ndbc_api.py
index f522774..59fa61c 100644
--- a/tests/test_ndbc_api.py
+++ b/tests/test_ndbc_api.py
@@ -208,7 +208,7 @@ def test_get_data(ndbc_api, monkeypatch, mock_socket, read_responses,
use_timestamp=True,
as_df=True,
cols=None,
- )
+ ).reset_index(level='station_id', drop=True)
pd.testing.assert_frame_equal(
want[TEST_START:TEST_END].sort_index(axis=1),
got[TEST_START:TEST_END].sort_index(axis=1),
@@ -225,7 +225,7 @@ def test_get_data(ndbc_api, monkeypatch, mock_socket, read_responses,
use_timestamp=True,
as_df=True,
cols=limited_cols,
- )
+ ).reset_index(level='station_id', drop=True)
pd.testing.assert_frame_equal(
want[TEST_START:TEST_END].sort_index(axis=1),
got[TEST_START:TEST_END].sort_index(axis=1),
@@ -241,7 +241,7 @@ def test_get_data(ndbc_api, monkeypatch, mock_socket, read_responses,
end_time=TEST_END,
use_timestamp=True,
as_df=True,
- )
+ ).reset_index(level='station_id', drop=True)
pd.testing.assert_frame_equal(
want[TEST_START:TEST_END].sort_index(axis=1),
got[TEST_START:TEST_END].sort_index(axis=1),
@@ -267,19 +267,6 @@ def test_get_data(ndbc_api, monkeypatch, mock_socket, read_responses,
use_timestamp=True,
as_df=True)
- handler = ndbc_api._handler
- ndbc_api._handler = None
- with pytest.raises(ResponseException):
- _ = ndbc_api.get_data(
- station_id=globals()[f'TEST_STN_{name.upper()}'],
- mode=name,
- start_time=TEST_START,
- end_time=TEST_END,
- use_timestamp=True,
- as_df=True,
- cols=None,
- )
- ndbc_api._handler = handler
with pytest.raises(ParserException):
_ = ndbc_api.get_data(
station_id=globals()[f'TEST_STN_{name.upper()}'],
@@ -290,7 +277,7 @@ def test_get_data(ndbc_api, monkeypatch, mock_socket, read_responses,
as_df=True,
cols=['FOOBAR'],
)
- with pytest.raises(ResponseException):
+ with pytest.raises(RequestException):
_ = ndbc_api.get_data(
station_id=globals()[f'TEST_STN_{name.upper()}'],
mode='foo',
@@ -406,32 +393,3 @@ def test_handle_data(ndbc_api, read_parsed_df):
assert isinstance(want, dict)
assert isinstance(got, dict)
assert len(want.keys()) == len(got.keys())
-
-
-@pytest.mark.private
-def test_handle_accumulate_data(ndbc_api):
- accumulated_data_dict = [({
- 'col1': [1, 2],
- 'col2': [3, 4]
- }, 'a'), ({
- 'col1': [-1, -2],
- 'col2': [-3, -4]
- }, 'b')]
- accumulated_data_df = [(pd.DataFrame(data), station_id)
- for data, station_id in accumulated_data_dict]
- got_no_id = ndbc_api._handle_accumulate_data(accumulated_data_df,
- station_id_as_column=False)
- got_with_id = ndbc_api._handle_accumulate_data(accumulated_data_df,
- station_id_as_column=True)
- assert isinstance(got_no_id, pd.DataFrame)
- assert isinstance(got_with_id, pd.DataFrame)
- assert got_no_id.shape[0] == got_with_id.shape[0]
- assert got_no_id.shape[1] != got_with_id.shape[1] # we have an extra column
-
- got_no_id = ndbc_api._handle_accumulate_data([accumulated_data_dict[0]],
- station_id_as_column=False)
- got_with_id = ndbc_api._handle_accumulate_data(accumulated_data_dict,
- station_id_as_column=True)
- assert isinstance(got_no_id, dict)
- assert isinstance(got_with_id, dict)
- assert len(set(got_no_id.keys()) & set(got_with_id.keys())) == 0
diff --git a/tests/utilities/opendap/test_dataset.py b/tests/utilities/opendap/test_dataset.py
index 34ed6df..586b8b7 100644
--- a/tests/utilities/opendap/test_dataset.py
+++ b/tests/utilities/opendap/test_dataset.py
@@ -1,13 +1,12 @@
from datetime import datetime
import pytest
-import netCDF4 as nc
+import xarray
-from ndbc_api.utilities.opendap.dataset import (
- join_netcdf4,
- filter_netcdf4_by_variable,
- filter_netcdf4_by_time_range
-)
+from ndbc_api.utilities.opendap.dataset import (concat_datasets,
+ merge_datasets,
+ filter_dataset_by_variable,
+ filter_dataset_by_time_range)
from tests.api.parsers.opendap._base import PARSED_TESTS_DIR
STDMET_TEST_FP = PARSED_TESTS_DIR.joinpath('stdmet.nc')
@@ -16,34 +15,20 @@
@pytest.fixture
def parsed_stdmet():
- ds = nc.Dataset(STDMET_TEST_FP, 'r')
+ ds = xarray.open_dataset(STDMET_TEST_FP)
yield ds
@pytest.fixture
def parsed_cwind():
- ds = nc.Dataset(CWIND_TEST_FP, 'r')
+ ds = xarray.open_dataset(CWIND_TEST_FP)
yield ds
@pytest.mark.slow
-def test_join_netcdf4(parsed_stdmet, parsed_cwind):
- got = join_netcdf4([parsed_stdmet, parsed_cwind])
- assert set(parsed_stdmet.variables).issubset(set(got.variables)), 'not all variables in first input are in output'
- assert set(parsed_stdmet.variables).issubset(set(got.variables)), 'not all variables in the second input are in output'
-
-@pytest.mark.slow
-def test_filter_netcdf4_by_variable(parsed_stdmet):
- want = 'time'
- got = filter_netcdf4_by_variable(parsed_stdmet, [want])
- assert got.variables[want] is not None
-
-@pytest.mark.slow
-def test_filter_netcdf4_by_time_range(parsed_stdmet):
- want_start = int(parsed_stdmet.variables['time'][50].data)
- want_end = int(parsed_stdmet.variables['time'][100].data)
- want_start_dt = datetime.utcfromtimestamp(want_start)
- want_end_dt = datetime.utcfromtimestamp(want_end)
- got = filter_netcdf4_by_time_range(parsed_stdmet, start_time=want_start_dt, end_time=want_end_dt)
- assert got.variables['time'][0].data == want_start, 'filtered dataset does not have the correct start time'
- assert got.variables['time'][-1].data == want_end, 'filtered dataset does not have the correct end time'
+def test_merge_datasets(parsed_stdmet, parsed_cwind):
+ got = merge_datasets([parsed_stdmet, parsed_cwind])
+ assert set(parsed_stdmet.variables).issubset(set(
+ got.variables)), 'not all variables in first input are in output'
+ assert set(parsed_stdmet.variables).issubset(set(
+ got.variables)), 'not all variables in the second input are in output'