diff --git a/ndbc_api/config/__init__.py b/ndbc_api/config/__init__.py index 7db01ee..f84c255 100644 --- a/ndbc_api/config/__init__.py +++ b/ndbc_api/config/__init__.py @@ -21,4 +21,4 @@ HTTP_RETRY = 5 HTTP_BACKOFF_FACTOR = 0.8 HTTP_DELAY = 2000 -HTTP_DEBUG = True +HTTP_DEBUG = False diff --git a/ndbc_api/ndbc_api.py b/ndbc_api/ndbc_api.py index cfe028f..4051cb6 100644 --- a/ndbc_api/ndbc_api.py +++ b/ndbc_api/ndbc_api.py @@ -42,6 +42,7 @@ ResponseException, TimestampException) from .utilities.req_handler import RequestHandler from .utilities.singleton import Singleton +from .utilities.log_formatter import LogFormatter from concurrent.futures import ThreadPoolExecutor @@ -72,12 +73,13 @@ class NdbcApi(metaclass=Singleton): private `RequestHandler` instance. """ - log = logging.getLogger(LOGGER_NAME) + logger = logging.getLogger(LOGGER_NAME) warnings.simplefilter(action='ignore', category=FutureWarning) def __init__( self, - logging_level: int = logging.WARNING if HTTP_DEBUG else 0, + logging_level: int = logging.WARNING if HTTP_DEBUG else logging.ERROR, + filename: Any = None, cache_limit: int = DEFAULT_CACHE_LIMIT, headers: dict = {}, delay: int = HTTP_DELAY, @@ -87,7 +89,6 @@ def __init__( debug: bool = HTTP_DEBUG, ): """Initializes the singleton `NdbcApi`, sets associated handlers.""" - self.log.setLevel(logging_level) self.cache_limit = cache_limit self.headers = headers self._handler = self._get_request_handler( @@ -101,6 +102,7 @@ def __init__( ) self._stations_api = StationsHandler self._data_api = DataHandler + self.configure_logging(level=logging_level, filename=filename) def dump_cache(self, dest_fp: Union[str, None] = None) -> Union[dict, None]: """Dump the request cache to dict or the specified filepath. @@ -167,6 +169,58 @@ def set_headers(self, request_headers: dict) -> None: """Reset the request headers using the new supplied headers.""" self._handler.set_headers(request_headers) + def configure_logging(self, level=logging.WARNING, filename=None) -> None: + """Configures logging for the NdbcApi. + + Args: + level (int, optional): The logging level. Defaults to logging.WARNING. + filename (str, optional): If provided, logs to the specified file. + """ + self.logger.setLevel(level) + + handler: logging.Handler + formatter: logging.Formatter + + for handler in self.logger.handlers[:]: + self.logger.removeHandler(handler) + + if filename: + handler = logging.FileHandler(filename) + formatter = logging.Formatter( + '[%(asctime)s][%(levelname)s]: %(message)s') + else: + handler = logging.StreamHandler() + formatter = LogFormatter('[%(levelname)s]: %(message)s') + + handler.setFormatter(formatter) + self.logger.addHandler(handler) + + def log(self, + level: int, + station_id: Union[int, str, None] = None, + mode: Union[str, None] = None, + message: Union[str, None] = None, + **extra_data) -> None: + """Logs a structured message with metadata. + + Args: + level (int): The logging level. + station_id (str, optional): The NDBC station ID. + mode (str, optional): The data mode. + message (str, optional): The log message. + **extra_data: Additional key-value pairs to include in the log. + """ + log_data = {} + if station_id: + log_data['station_id'] = station_id + if mode: + log_data['mode'] = mode + if message: + log_data['message'] = message + for k, v in extra_data.items(): + log_data[k] = v + self.logger.log(level, log_data) + def stations(self, as_df: bool = True) -> Union[pd.DataFrame, dict]: """Get all stations and station metadata from the NDBC. @@ -421,6 +475,8 @@ def get_data( HandlerException: There was an error in handling the returned data as a `dict` or `pandas.DataFrame`. """ + self.log(logging.DEBUG, + message=f"`get_data` called with arguments: {locals()}") if station_id is None and station_ids is None: raise ValueError('Both `station_id` and `station_ids` are `None`.') if station_id is not None and station_ids is not None: @@ -444,13 +500,18 @@ def get_data( if modes is not None: handle_modes.extend(modes) + self.log(logging.INFO, + message=(f"Processing request for station_ids " + f"{handle_station_ids} and modes " + f"{handle_modes}")) + # 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)) + data_requests = list( + itertools.product(handle_station_ids, handle_modes)) futures = [ executor.submit(self._handle_get_data, station_id=station_id, @@ -459,29 +520,58 @@ def get_data( end_time=end_time, use_timestamp=use_timestamp, as_df=as_df, - cols=cols) - for station_id, mode in data_requests + cols=cols) 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.error( - f"Failed to process request for station_id {data_requests[i][0]} " - f"and mode {data_requests[i][1]} with error: {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) diff --git a/ndbc_api/utilities/log_formatter.py b/ndbc_api/utilities/log_formatter.py new file mode 100644 index 0000000..f1be1a1 --- /dev/null +++ b/ndbc_api/utilities/log_formatter.py @@ -0,0 +1,16 @@ +""" +A metaclass for singleton types. +""" + +import pprint +from logging import Formatter + + +class LogFormatter(Formatter): + """Formatter that pretty-prints dictionaries in log messages.""" + + def format(self, record): + formatted_message = super().format(record) + if isinstance(record.msg, dict): + formatted_message += "\n" + pprint.pformat(record.msg) + return formatted_message diff --git a/ndbc_api/utilities/req_handler.py b/ndbc_api/utilities/req_handler.py index 41af7fc..7b06a76 100644 --- a/ndbc_api/utilities/req_handler.py +++ b/ndbc_api/utilities/req_handler.py @@ -24,7 +24,8 @@ stations (:obj:`list`): A list of `Station`s to which requests have been made. """ -from typing import List, Union +import logging +from typing import List, Union, Callable import requests from urllib3.util import Retry @@ -49,7 +50,7 @@ class RequestHandler(metaclass=Singleton): `NdbcApi` responses. This is implemented as a least-recently used cache, designed to conserve NDBC resources when querying measurements for a given station over similar time ranges. - log (:obj:`logging.Logger`): The logger at which to register HTTP + logger (:obj:`logging.Logger`): The logger at which to register HTTP request and response status codes and headers used for debug purposes. delay (:int:): The HTTP(s) request delay parameter, in seconds. @@ -92,7 +93,7 @@ def __init__(self, station_id: str, cache_limit: int) -> None: def __init__( self, cache_limit: int, - log: 'logging.Logger', + log: Callable[[Union[str, int, dict]], None], delay: int, retries: int, backoff_factor: float, @@ -143,9 +144,15 @@ def get_station(self, station_id: Union[str, int]) -> Station: if isinstance(station_id, int): station_id = str(station_id) if not self.has_station(station_id): + self.log(logging.DEBUG, + station_id=station_id, + message=f'Adding station {station_id} to cache.') self.add_station(station_id=station_id) for s in self.stations: if s.id_ == station_id: + self.log(logging.DEBUG, + station_id=station_id, + message=f'Found station {station_id} in cache.') return s def add_station(self, station_id: Union[str, int]) -> None: @@ -158,6 +165,9 @@ def handle_requests(self, station_id: Union[str, int], reqs: List[str]) -> List[str]: # pragma: no cover """Handle many string-valued requests against a supplied station.""" responses = [] + self.log( + logging.INFO, + message=f'Handling {len(reqs)} requests for station {station_id}.') for req in reqs: responses.append(self.handle_request(station_id=station_id, req=req)) @@ -166,23 +176,33 @@ def handle_requests(self, station_id: Union[str, int], def handle_request(self, station_id: Union[str, int], req: str) -> dict: """Handle a string-valued requests against a supplied station.""" stn = self.get_station(station_id=station_id) + self.log(logging.DEBUG, message=f'Handling request {req}.') if req not in stn.reqs.cache: - resp = self.execute_request(url=req, headers=self._request_headers) + self.log(logging.DEBUG, message=f'Adding request {req} to cache.') + resp = self.execute_request(url=req, + station_id=station_id, + headers=self._request_headers) stn.reqs.put(request=req, response=resp) + else: + self.log(logging.DEBUG, message=f'Request {req} already in cache.') return stn.reqs.get(request=req) - def execute_request(self, url: str, + def execute_request(self, station_id: Union[str, int], url: str, headers: dict) -> dict: # pragma: no cover """Execute a request with the current headers to NDBC data service.""" + self.log(logging.DEBUG, + station_id=station_id, + message=f'GET: {url}', + extra_data={'headers': headers}) response = self._session.get( url=url, headers=headers, allow_redirects=True, verify=self._verify_https, ) - if self._debug: - self.log.debug(f'GET: {url}\n\theaders: {headers}') - self.log.debug(f'response: {response.status_code}.') + self.log(logging.DEBUG, + station_id=station_id, + message=f'Response status: {response.status_code}') if response.status_code != 200: # web request did not succeed return dict(status=response.status_code, body='') return dict(status=response.status_code, body=response.text) @@ -191,6 +211,7 @@ def execute_request(self, url: str, def _create_session(self) -> requests.Session: """create a new `Session` using `RequestHandler` configuration.""" + self.log(logging.DEBUG, message='Creating new session.') session = requests.Session() retry = Retry( backoff_factor=self._backoff_factor, @@ -199,4 +220,5 @@ def _create_session(self) -> requests.Session: http_adapter = requests.adapters.HTTPAdapter(max_retries=retry) session.mount('https://', http_adapter) session.mount('http://', http_adapter) + self.log(logging.INFO, message='Created session.') return session diff --git a/notebooks/overview.ipynb b/notebooks/overview.ipynb index c96ed39..a9b54bc 100644 --- a/notebooks/overview.ipynb +++ b/notebooks/overview.ipynb @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -79,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -190,8 +190,8 @@ " 100\n", " 100\n", " 100\n", - " 100\n", - " 100\n", + " 99\n", + " 99\n", " 100\n", " 99\n", " 100\n", @@ -208,7 +208,7 @@ " 99\n", " 99\n", " 100\n", - " 98\n", + " 99\n", " 100\n", " All data is intermittent after 8/18/23.\n", " \n", @@ -220,8 +220,8 @@ " 100\n", " 100\n", " 100\n", - " 99\n", - " 99\n", + " 100\n", + " 100\n", " 100\n", " 99\n", " 100\n", @@ -249,10 +249,10 @@ " 29.68N 94.03W\n", " Sensor/system failure.\n", " Sensor/system failure.\n", - " 1\n", + " Sensor/system failure.\n", " No sensor installed.\n", " No sensor installed.\n", - " 1\n", + " Sensor/system failure.\n", " No sensor installed.\n", " Sensor/system failure.\n", " Dewpoint intermittent due to frequent supersat...\n", @@ -343,7 +343,7 @@ "3 100 100 100 \n", "4 100 100 100 \n", ".. ... ... ... \n", - "35 Sensor/system failure. Sensor/system failure. 1 \n", + "35 Sensor/system failure. Sensor/system failure. Sensor/system failure. \n", "36 Sensor/system failure. Sensor/system failure. Sensor/system failure. \n", "37 100 100 100 \n", "38 100 100 100 \n", @@ -352,11 +352,11 @@ " Wave Height Dominant Period Air Temp \\\n", "0 100 100 100 \n", "1 100 100 100 \n", - "2 100 100 100 \n", + "2 99 99 100 \n", "3 99 99 100 \n", - "4 99 99 100 \n", + "4 100 100 100 \n", ".. ... ... ... \n", - "35 No sensor installed. No sensor installed. 1 \n", + "35 No sensor installed. No sensor installed. Sensor/system failure. \n", "36 No sensor installed. No sensor installed. Sensor/system failure. \n", "37 No sensor installed. No sensor installed. 100 \n", "38 No sensor installed. No sensor installed. 100 \n", @@ -366,7 +366,7 @@ "0 100 100 \n", "1 99 100 \n", "2 99 100 \n", - "3 98 100 \n", + "3 99 100 \n", "4 99 100 \n", ".. ... ... \n", "35 No sensor installed. Sensor/system failure. \n", @@ -391,7 +391,7 @@ "[146 rows x 12 columns]" ] }, - "execution_count": 14, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -429,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -448,7 +448,7 @@ " 'swr2']" ] }, - "execution_count": 15, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -475,7 +475,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -484,7 +484,7 @@ "'TPLM2'" ] }, - "execution_count": 16, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -495,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -561,7 +561,7 @@ " 100\n", " 100\n", " 99\n", - " 100\n", + " 99\n", " Dewpoint intermittent due to supersaturation.\n", " \n", " \n", @@ -572,11 +572,11 @@ " 100\n", " 100\n", " 100\n", - " 99\n", + " 100\n", + " 100\n", + " 100\n", " 99\n", " 100\n", - " 97\n", - " 95\n", " Dewpoint intermittent due to supersaturation. ...\n", " \n", " \n", @@ -605,7 +605,7 @@ " 100\n", " 100\n", " 100\n", - " 99\n", + " 100\n", " 100\n", " NaN\n", " \n", @@ -620,8 +620,8 @@ " 100\n", " 100\n", " 100\n", - " 100\n", - " 87\n", + " 99\n", + " 98\n", " Dewpoint is intermittent.\n", " \n", " \n", @@ -716,7 +716,7 @@ " Wave Height Dominant Period Air Temp \\\n", "7 100 100 Sensor/system failure. \n", "35 100 100 100 \n", - "38 99 99 100 \n", + "38 100 100 100 \n", "39 Sensor/system failure. Sensor/system failure. Sensor/system failure. \n", "42 100 100 100 \n", "44 100 100 100 \n", @@ -727,11 +727,11 @@ "\n", " Water Temp Dew Point \\\n", "7 99 Sensor/system failure. \n", - "35 99 100 \n", - "38 97 95 \n", + "35 99 99 \n", + "38 99 100 \n", "39 Sensor/system failure. Sensor/system failure. \n", - "42 99 100 \n", - "44 100 87 \n", + "42 100 100 \n", + "44 99 98 \n", "45 Sensor/system failure. Sensor/system failure. \n", "6 No sensor installed. Sensor/system failure. \n", "7 No sensor installed. No sensor installed. \n", @@ -750,7 +750,7 @@ "37 Water temperature sensor removed 07/14/22. Dew... " ] }, - "execution_count": 17, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -768,7 +768,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -777,7 +777,7 @@ "'TPLM2'" ] }, - "execution_count": 18, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -804,7 +804,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -820,7 +820,7 @@ " 'Name': 'Station TPLM2 - Thomas Point, MD'}" ] }, - "execution_count": 19, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -838,7 +838,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -914,7 +914,7 @@ "Name Station TPLM2 - Thomas Point, MD" ] }, - "execution_count": 20, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -946,7 +946,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -962,7 +962,7 @@ " 'description': 'https://www.ndbc.noaa.gov/faq/measdes.shtml#deriv'}}" ] }, - "execution_count": 21, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -980,7 +980,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1080,7 +1080,7 @@ "Real time derived measurements data https://www.ndbc.noaa.gov/data/derived2/TPLM2.dmv " ] }, - "execution_count": 22, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1105,7 +1105,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1115,7 +1115,8 @@ " 'Feb 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm222024.txt.gz&dir=data/stdmet/Feb/',\n", " 'Mar 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm232024.txt.gz&dir=data/stdmet/Mar/',\n", " 'Apr 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm242024.txt.gz&dir=data/stdmet/Apr/',\n", - " 'May 2024': 'https://www.ndbc.noaa.gov/data/stdmet/May/tplm2.txt',\n", + " '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/data/stdmet/Jun/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", @@ -1159,7 +1160,8 @@ " 'Feb 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm222024.txt.gz&dir=data/cwind/Feb/',\n", " 'Mar 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm232024.txt.gz&dir=data/cwind/Mar/',\n", " 'Apr 2024': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm242024.txt.gz&dir=data/cwind/Apr/',\n", - " 'May 2024': 'https://www.ndbc.noaa.gov/data/cwind/May/tplm2.txt',\n", + " '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/data/cwind/Jun/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", @@ -1194,7 +1196,7 @@ " '2023': 'https://www.ndbc.noaa.gov/download_data.php?filename=tplm2c2023.txt.gz&dir=data/historical/cwind/'}}" ] }, - "execution_count": 23, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1212,7 +1214,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1241,11 +1243,11 @@ " Mar 2024\n", " Apr 2024\n", " May 2024\n", + " Jun 2024\n", " 1985\n", " 1986\n", " 1987\n", " 1988\n", - " 1989\n", " ...\n", " 2014\n", " 2015\n", @@ -1266,8 +1268,8 @@ " 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/May/tplm...\n", " https://www.ndbc.noaa.gov/download_data.php?fi...\n", + " https://www.ndbc.noaa.gov/data/stdmet/Jun/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/download_data.php?fi...\n", @@ -1290,8 +1292,8 @@ " 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/May/tplm2...\n", - " NaN\n", + " https://www.ndbc.noaa.gov/download_data.php?fi...\n", + " https://www.ndbc.noaa.gov/data/cwind/Jun/tplm2...\n", " NaN\n", " NaN\n", " NaN\n", @@ -1310,7 +1312,7 @@ " \n", " \n", "\n", - "

2 rows × 44 columns

\n", + "

2 rows × 45 columns

\n", "" ], "text/plain": [ @@ -1331,8 +1333,12 @@ "Continuous winds data https://www.ndbc.noaa.gov/download_data.php?fi... \n", "\n", " May 2024 \\\n", - "Standard meteorological data https://www.ndbc.noaa.gov/data/stdmet/May/tplm... \n", - "Continuous winds data https://www.ndbc.noaa.gov/data/cwind/May/tplm2... \n", + "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", + " Jun 2024 \\\n", + "Standard meteorological data https://www.ndbc.noaa.gov/data/stdmet/Jun/tplm... \n", + "Continuous winds data https://www.ndbc.noaa.gov/data/cwind/Jun/tplm2... \n", "\n", " 1985 \\\n", "Standard meteorological data https://www.ndbc.noaa.gov/download_data.php?fi... \n", @@ -1350,10 +1356,6 @@ "Standard meteorological data https://www.ndbc.noaa.gov/download_data.php?fi... \n", "Continuous winds data NaN \n", "\n", - " 1989 \\\n", - "Standard meteorological data https://www.ndbc.noaa.gov/download_data.php?fi... \n", - "Continuous winds data NaN \n", - "\n", " ... \\\n", "Standard meteorological data ... \n", "Continuous winds data ... \n", @@ -1398,10 +1400,10 @@ "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 44 columns]" + "[2 rows x 45 columns]" ] }, - "execution_count": 24, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1435,7 +1437,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -1457,7 +1459,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1586,7 +1588,7 @@ "TIDE NaN NaN NaN" ] }, - "execution_count": 26, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1597,7 +1599,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1647,7 +1649,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1980,7 +1982,7 @@ " Timestamp('2020-01-02 00:00:00'): nan}}" ] }, - "execution_count": 28, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -2004,7 +2006,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -2026,7 +2028,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -2153,7 +2155,7 @@ "2023-01-01 00:12:00 9.6 6.9 NaN NaN NaN " ] }, - "execution_count": 30, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -2164,7 +2166,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -2208,26 +2210,28526 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "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", + " 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 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18:30:00'): 279.0,\n", + " Timestamp('2023-01-07 18:40:00'): 275.0,\n", + " Timestamp('2023-01-07 18:50:00'): 268.0,\n", + " Timestamp('2023-01-07 19:00:00'): 272.0,\n", + " Timestamp('2023-01-07 19:10:00'): 285.0,\n", + " Timestamp('2023-01-07 19:20:00'): 273.0,\n", + " Timestamp('2023-01-07 19:30:00'): 267.0,\n", + " Timestamp('2023-01-07 19:40:00'): 258.0,\n", + " Timestamp('2023-01-07 19:50:00'): 257.0,\n", + " Timestamp('2023-01-07 20:00:00'): 253.0,\n", + " Timestamp('2023-01-07 20:10:00'): 287.0,\n", + " Timestamp('2023-01-07 20:20:00'): 284.0,\n", + " Timestamp('2023-01-07 20:30:00'): 294.0,\n", + " Timestamp('2023-01-07 20:40:00'): 284.0,\n", + " Timestamp('2023-01-07 20:50:00'): 277.0,\n", + " Timestamp('2023-01-07 21:00:00'): 279.0,\n", + " Timestamp('2023-01-07 21:10:00'): 302.0,\n", + " Timestamp('2023-01-07 21:20:00'): 315.0,\n", + " Timestamp('2023-01-07 21:30:00'): 314.0,\n", + " Timestamp('2023-01-07 21:40:00'): 313.0,\n", + " Timestamp('2023-01-07 21:50:00'): 319.0,\n", + " Timestamp('2023-01-07 22:00:00'): 315.0,\n", + " Timestamp('2023-01-07 22:10:00'): 316.0,\n", + " Timestamp('2023-01-07 22:20:00'): 315.0,\n", + " Timestamp('2023-01-07 22:30:00'): 312.0,\n", + " Timestamp('2023-01-07 22:40:00'): 304.0,\n", + " Timestamp('2023-01-07 22:50:00'): 304.0,\n", + " Timestamp('2023-01-07 23:00:00'): 301.0,\n", + " Timestamp('2023-01-07 23:10:00'): 299.0,\n", + " Timestamp('2023-01-07 23:20:00'): 293.0,\n", + " Timestamp('2023-01-07 23:30:00'): 287.0,\n", + " Timestamp('2023-01-07 23:40:00'): 288.0,\n", + " Timestamp('2023-01-07 23:50:00'): 290.0,\n", + " Timestamp('2023-01-08 00:00:00'): 299.0,\n", + " Timestamp('2023-01-08 00:10:00'): 298.0,\n", + " 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", + " Timestamp('2023-01-01 00:10:00'): 6.9,\n", + " Timestamp('2023-01-01 00:20:00'): 6.5,\n", + " Timestamp('2023-01-01 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Timestamp('2023-01-02 22:10:00'): 4.3,\n", + " Timestamp('2023-01-02 22:20:00'): 4.9,\n", + " Timestamp('2023-01-02 22:30:00'): 4.0,\n", + " Timestamp('2023-01-02 22:40:00'): 4.6,\n", + " Timestamp('2023-01-02 22:50:00'): 5.7,\n", + " Timestamp('2023-01-02 23:00:00'): 6.1,\n", + " Timestamp('2023-01-02 23:10:00'): 6.5,\n", + " Timestamp('2023-01-02 23:20:00'): 6.9,\n", + " Timestamp('2023-01-02 23:30:00'): 7.6,\n", + " Timestamp('2023-01-02 23:40:00'): 7.9,\n", + " Timestamp('2023-01-02 23:50:00'): 7.8,\n", + " Timestamp('2023-01-03 00:00:00'): 7.5,\n", + " Timestamp('2023-01-03 00:10:00'): 7.1,\n", + " Timestamp('2023-01-03 00:20:00'): 7.2,\n", + " Timestamp('2023-01-03 00:30:00'): 7.6,\n", + " Timestamp('2023-01-03 00:40:00'): 7.6,\n", + " Timestamp('2023-01-03 00:50:00'): 8.0,\n", + " Timestamp('2023-01-03 01:00:00'): 7.3,\n", + " Timestamp('2023-01-03 01:10:00'): 6.1,\n", + " Timestamp('2023-01-03 01:20:00'): 5.7,\n", + " Timestamp('2023-01-03 01:30:00'): 6.5,\n", + " Timestamp('2023-01-03 01:40:00'): 6.7,\n", + " Timestamp('2023-01-03 01:50:00'): 5.4,\n", + " Timestamp('2023-01-03 02:00:00'): 5.0,\n", + " Timestamp('2023-01-03 02:10:00'): 5.1,\n", + " Timestamp('2023-01-03 02:20:00'): 5.2,\n", + " Timestamp('2023-01-03 02:30:00'): 5.5,\n", + " Timestamp('2023-01-03 02:40:00'): 5.4,\n", + " Timestamp('2023-01-03 02:50:00'): 4.1,\n", + " Timestamp('2023-01-03 03:00:00'): 3.2,\n", + " Timestamp('2023-01-03 03:10:00'): 2.6,\n", + " Timestamp('2023-01-03 03:20:00'): 1.6,\n", + " Timestamp('2023-01-03 03:30:00'): 1.8,\n", + " Timestamp('2023-01-03 03:40:00'): 2.0,\n", + " Timestamp('2023-01-03 03:50:00'): 3.2,\n", + " Timestamp('2023-01-03 04:00:00'): 4.0,\n", + " Timestamp('2023-01-03 04:10:00'): 4.7,\n", + " Timestamp('2023-01-03 04:20:00'): 5.0,\n", + " Timestamp('2023-01-03 04:30:00'): 5.1,\n", + " Timestamp('2023-01-03 04:40:00'): 5.1,\n", + " Timestamp('2023-01-03 04:50:00'): 5.3,\n", + " Timestamp('2023-01-03 05:00:00'): 5.6,\n", + " Timestamp('2023-01-03 05:10:00'): 6.0,\n", + " Timestamp('2023-01-03 05:20:00'): 6.3,\n", + " Timestamp('2023-01-03 05:30:00'): 6.8,\n", + " Timestamp('2023-01-03 05:40:00'): 6.2,\n", + " Timestamp('2023-01-03 05:50:00'): 5.7,\n", + " Timestamp('2023-01-03 06:00:00'): 4.9,\n", + " Timestamp('2023-01-03 06:10:00'): 4.8,\n", + " Timestamp('2023-01-03 06:20:00'): 5.0,\n", + " Timestamp('2023-01-03 06:30:00'): 4.1,\n", + " Timestamp('2023-01-03 06:40:00'): 2.7,\n", + " Timestamp('2023-01-03 06:50:00'): 2.7,\n", + " Timestamp('2023-01-03 07:00:00'): 3.1,\n", + " Timestamp('2023-01-03 07:10:00'): 3.1,\n", + " Timestamp('2023-01-03 07:20:00'): 4.0,\n", + " Timestamp('2023-01-03 07:30:00'): 4.3,\n", + " Timestamp('2023-01-03 07:40:00'): 4.5,\n", + " Timestamp('2023-01-03 07:50:00'): 4.1,\n", + " Timestamp('2023-01-03 08:00:00'): 3.4,\n", + " Timestamp('2023-01-03 08:10:00'): 2.8,\n", + " Timestamp('2023-01-03 08:20:00'): 2.6,\n", + " Timestamp('2023-01-03 08:30:00'): 2.4,\n", + " Timestamp('2023-01-03 08:40:00'): 3.0,\n", + " Timestamp('2023-01-03 08:50:00'): 3.5,\n", + " Timestamp('2023-01-03 09:00:00'): 3.9,\n", + " Timestamp('2023-01-03 09:10:00'): 3.2,\n", + " Timestamp('2023-01-03 09:20:00'): 2.7,\n", + " Timestamp('2023-01-03 09:30:00'): 3.2,\n", + " Timestamp('2023-01-03 09:40:00'): 3.4,\n", + " Timestamp('2023-01-03 09:50:00'): 4.2,\n", + " Timestamp('2023-01-03 10:00:00'): 6.2,\n", + " Timestamp('2023-01-03 10:10:00'): 5.8,\n", + " Timestamp('2023-01-03 10:20:00'): 4.5,\n", + " Timestamp('2023-01-03 10:30:00'): 3.3,\n", + " Timestamp('2023-01-03 10:40:00'): 4.3,\n", + " Timestamp('2023-01-03 10:50:00'): 5.1,\n", + " Timestamp('2023-01-03 11:00:00'): 5.8,\n", + " Timestamp('2023-01-03 11:10:00'): 6.6,\n", + " Timestamp('2023-01-03 11:20:00'): 5.8,\n", + " Timestamp('2023-01-03 11:30:00'): 6.1,\n", + " Timestamp('2023-01-03 11:40:00'): 5.8,\n", + " Timestamp('2023-01-03 11:50:00'): 6.5,\n", + " Timestamp('2023-01-03 12:00:00'): 6.8,\n", + " Timestamp('2023-01-03 12:10:00'): 6.8,\n", + " Timestamp('2023-01-03 12:20:00'): 6.8,\n", + " Timestamp('2023-01-03 12:30:00'): 6.9,\n", + " Timestamp('2023-01-03 12:40:00'): 6.5,\n", + " Timestamp('2023-01-03 12:50:00'): 5.9,\n", + " Timestamp('2023-01-03 13:00:00'): 6.5,\n", + " Timestamp('2023-01-03 13:10:00'): 5.4,\n", + " Timestamp('2023-01-03 13:20:00'): 6.1,\n", + " Timestamp('2023-01-03 13:30:00'): 8.4,\n", + " Timestamp('2023-01-03 13:40:00'): 8.6,\n", + " Timestamp('2023-01-03 13:50:00'): 7.7,\n", + " Timestamp('2023-01-03 14:00:00'): 7.3,\n", + " Timestamp('2023-01-03 14:10:00'): 6.6,\n", + " Timestamp('2023-01-03 14:20:00'): 6.0,\n", + " Timestamp('2023-01-03 14:30:00'): 5.9,\n", + " Timestamp('2023-01-03 14:40:00'): 8.4,\n", + " Timestamp('2023-01-03 14:50:00'): 8.5,\n", + " Timestamp('2023-01-03 15:00:00'): 8.5,\n", + " Timestamp('2023-01-03 15:10:00'): 9.1,\n", + " Timestamp('2023-01-03 15:20:00'): 8.8,\n", + " Timestamp('2023-01-03 15:30:00'): 8.6,\n", + " Timestamp('2023-01-03 15:40:00'): 8.3,\n", + " Timestamp('2023-01-03 15:50:00'): 7.6,\n", + " Timestamp('2023-01-03 16:00:00'): 6.9,\n", + " Timestamp('2023-01-03 16:10:00'): 6.3,\n", + " Timestamp('2023-01-03 16:20:00'): 5.3,\n", + " Timestamp('2023-01-03 16:30:00'): 4.2,\n", + " Timestamp('2023-01-03 16:40:00'): 4.7,\n", + " Timestamp('2023-01-03 16:50:00'): 5.3,\n", + " Timestamp('2023-01-03 17:00:00'): 5.8,\n", + " Timestamp('2023-01-03 17:10:00'): 7.2,\n", + " Timestamp('2023-01-03 17:20:00'): 7.8,\n", + " Timestamp('2023-01-03 17:30:00'): 8.7,\n", + " Timestamp('2023-01-03 17:40:00'): 9.7,\n", + " Timestamp('2023-01-03 17:50:00'): 10.4,\n", + " Timestamp('2023-01-03 18:00:00'): 10.2,\n", + " Timestamp('2023-01-03 18:10:00'): 10.3,\n", + " Timestamp('2023-01-03 18:20:00'): 11.0,\n", + " Timestamp('2023-01-03 18:30:00'): 10.6,\n", + " Timestamp('2023-01-03 18:40:00'): 10.3,\n", + " Timestamp('2023-01-03 18:50:00'): 10.5,\n", + " Timestamp('2023-01-03 19:00:00'): 9.8,\n", + " Timestamp('2023-01-03 19:10:00'): 10.7,\n", + " Timestamp('2023-01-03 19:20:00'): 10.7,\n", + " Timestamp('2023-01-03 19:30:00'): 10.3,\n", + " Timestamp('2023-01-03 19:40:00'): 10.2,\n", + " Timestamp('2023-01-03 19:50:00'): 10.4,\n", + " Timestamp('2023-01-03 20:00:00'): 10.3,\n", + " Timestamp('2023-01-03 20:10:00'): 8.8,\n", + " Timestamp('2023-01-03 20:20:00'): 9.2,\n", + " Timestamp('2023-01-03 20:30:00'): 9.3,\n", + " Timestamp('2023-01-03 20:40:00'): 9.8,\n", + " Timestamp('2023-01-03 20:50:00'): 9.9,\n", + " Timestamp('2023-01-03 21:00:00'): 9.8,\n", + " Timestamp('2023-01-03 21:10:00'): 8.4,\n", + " Timestamp('2023-01-03 21:20:00'): 9.6,\n", + " Timestamp('2023-01-03 21:30:00'): 10.1,\n", + " Timestamp('2023-01-03 21:40:00'): 10.6,\n", + " Timestamp('2023-01-03 21:50:00'): 10.3,\n", + " Timestamp('2023-01-03 22:00:00'): 9.7,\n", + " Timestamp('2023-01-03 22:10:00'): 9.3,\n", + " Timestamp('2023-01-03 22:20:00'): 10.4,\n", + " Timestamp('2023-01-03 22:30:00'): 11.1,\n", + " Timestamp('2023-01-03 22:40:00'): 11.3,\n", + " Timestamp('2023-01-03 22:50:00'): 11.0,\n", + " Timestamp('2023-01-03 23:00:00'): 9.7,\n", + " Timestamp('2023-01-03 23:10:00'): 8.4,\n", + " Timestamp('2023-01-03 23:20:00'): 7.5,\n", + " Timestamp('2023-01-03 23:30:00'): 8.1,\n", + " Timestamp('2023-01-03 23:40:00'): 9.0,\n", + " Timestamp('2023-01-03 23:50:00'): 8.0,\n", + " Timestamp('2023-01-04 00:00:00'): 7.7,\n", + " Timestamp('2023-01-04 00:10:00'): 8.5,\n", + " Timestamp('2023-01-04 00:20:00'): 8.5,\n", + " Timestamp('2023-01-04 00:30:00'): 8.0,\n", + " Timestamp('2023-01-04 00:40:00'): 6.1,\n", + " Timestamp('2023-01-04 00:50:00'): 7.3,\n", + " Timestamp('2023-01-04 01:00:00'): 8.3,\n", + " Timestamp('2023-01-04 01:10:00'): 8.6,\n", + " Timestamp('2023-01-04 01:20:00'): 7.3,\n", + " Timestamp('2023-01-04 01:30:00'): 8.0,\n", + " Timestamp('2023-01-04 01:40:00'): 6.9,\n", + " Timestamp('2023-01-04 01:50:00'): 6.7,\n", + " Timestamp('2023-01-04 02:00:00'): 6.2,\n", + " Timestamp('2023-01-04 02:10:00'): 5.9,\n", + " Timestamp('2023-01-04 02:20:00'): 7.7,\n", + " Timestamp('2023-01-04 02:30:00'): 8.1,\n", + " Timestamp('2023-01-04 02:40:00'): 8.3,\n", + " Timestamp('2023-01-04 02:50:00'): 9.1,\n", + " Timestamp('2023-01-04 03:00:00'): 8.8,\n", + " Timestamp('2023-01-04 03:10:00'): 8.3,\n", + " Timestamp('2023-01-04 03:20:00'): 7.8,\n", + " Timestamp('2023-01-04 03:30:00'): 9.0,\n", + " Timestamp('2023-01-04 03:40:00'): 10.2,\n", + " Timestamp('2023-01-04 03:50:00'): 9.9,\n", + " Timestamp('2023-01-04 04:00:00'): 7.9,\n", + " Timestamp('2023-01-04 04:10:00'): 5.5,\n", + " Timestamp('2023-01-04 04:20:00'): 4.3,\n", + " Timestamp('2023-01-04 04:30:00'): 3.3,\n", + " Timestamp('2023-01-04 04:40:00'): 4.9,\n", + " Timestamp('2023-01-04 04:50:00'): 7.3,\n", + " Timestamp('2023-01-04 05:00:00'): 7.7,\n", + " Timestamp('2023-01-04 05:10:00'): 8.5,\n", + " Timestamp('2023-01-04 05:20:00'): 7.3,\n", + " Timestamp('2023-01-04 05:30:00'): 7.2,\n", + " Timestamp('2023-01-04 05:40:00'): 7.7,\n", + " Timestamp('2023-01-04 05:50:00'): 7.3,\n", + " Timestamp('2023-01-04 06:00:00'): 6.9,\n", + " Timestamp('2023-01-04 06:10:00'): 7.4,\n", + " Timestamp('2023-01-04 06:20:00'): 8.0,\n", + " Timestamp('2023-01-04 06:30:00'): 7.8,\n", + " Timestamp('2023-01-04 06:40:00'): 7.7,\n", + " Timestamp('2023-01-04 06:50:00'): 7.5,\n", + " Timestamp('2023-01-04 07:00:00'): 7.0,\n", + " Timestamp('2023-01-04 07:10:00'): 6.4,\n", + " Timestamp('2023-01-04 07:20:00'): 6.3,\n", + " Timestamp('2023-01-04 07:30:00'): 6.3,\n", + " Timestamp('2023-01-04 07:40:00'): 5.9,\n", + " Timestamp('2023-01-04 07:50:00'): 4.9,\n", + " Timestamp('2023-01-04 08:00:00'): 4.7,\n", + " Timestamp('2023-01-04 08:10:00'): 4.1,\n", + " Timestamp('2023-01-04 08:20:00'): 4.1,\n", + " Timestamp('2023-01-04 08:30:00'): 4.9,\n", + " Timestamp('2023-01-04 08:40:00'): 4.3,\n", + " Timestamp('2023-01-04 08:50:00'): 2.6,\n", + " Timestamp('2023-01-04 09:00:00'): 2.4,\n", + " 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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", + " 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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", + " 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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", + " 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Timestamp('2023-01-06 11:00:00'): 1015.6,\n", + " Timestamp('2023-01-06 12:00:00'): 1016.2,\n", + " Timestamp('2023-01-06 13:00:00'): 1017.4,\n", + " Timestamp('2023-01-06 14:00:00'): 1017.9,\n", + " Timestamp('2023-01-06 15:00:00'): 1018.1,\n", + " Timestamp('2023-01-06 16:00:00'): 1018.3,\n", + " Timestamp('2023-01-06 17:00:00'): 1018.1,\n", + " Timestamp('2023-01-06 18:00:00'): 1018.1,\n", + " Timestamp('2023-01-06 19:00:00'): 1018.2,\n", + " Timestamp('2023-01-06 20:00:00'): 1018.8,\n", + " Timestamp('2023-01-06 21:00:00'): 1019.8,\n", + " Timestamp('2023-01-06 22:00:00'): 1020.6,\n", + " Timestamp('2023-01-06 23:00:00'): 1021.5,\n", + " Timestamp('2023-01-07 00:00:00'): 1022.4,\n", + " Timestamp('2023-01-07 01:00:00'): 1023.2,\n", + " Timestamp('2023-01-07 02:00:00'): 1023.6,\n", + " Timestamp('2023-01-07 03:00:00'): 1023.5,\n", + " Timestamp('2023-01-07 04:00:00'): 1024.2,\n", + " Timestamp('2023-01-07 05:00:00'): 1024.2,\n", + " Timestamp('2023-01-07 06:00:00'): 1023.9,\n", + " 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Timestamp('2023-01-08 03:00:00'): 1027.5,\n", + " Timestamp('2023-01-08 04:00:00'): 1028.2,\n", + " Timestamp('2023-01-08 05:00:00'): 1028.3,\n", + " Timestamp('2023-01-08 06:00:00'): 1028.1,\n", + " Timestamp('2023-01-08 07:00:00'): 1028.2,\n", + " Timestamp('2023-01-08 08:00:00'): 1028.7,\n", + " Timestamp('2023-01-08 09:00:00'): 1028.6,\n", + " Timestamp('2023-01-08 10:00:00'): 1028.4,\n", + " Timestamp('2023-01-08 11:00:00'): 1028.3,\n", + " Timestamp('2023-01-08 12:00:00'): 1028.6,\n", + " Timestamp('2023-01-08 13:00:00'): 1029.1,\n", + " Timestamp('2023-01-08 14:00:00'): 1029.3,\n", + " Timestamp('2023-01-08 15:00:00'): 1029.3,\n", + " Timestamp('2023-01-08 16:00:00'): 1029.5,\n", + " Timestamp('2023-01-08 17:00:00'): 1028.0,\n", + " Timestamp('2023-01-08 18:00:00'): 1026.9,\n", + " Timestamp('2023-01-08 19:00:00'): 1026.3,\n", + " Timestamp('2023-01-08 20:00:00'): 1025.7,\n", + " Timestamp('2023-01-08 21:00:00'): 1024.9,\n", + " Timestamp('2023-01-08 22:00:00'): 1024.4,\n", + " 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Timestamp('2023-01-09 19:00:00'): 1015.9,\n", + " Timestamp('2023-01-09 20:00:00'): 1016.3,\n", + " Timestamp('2023-01-09 21:00:00'): 1016.7,\n", + " Timestamp('2023-01-09 22:00:00'): 1017.2,\n", + " Timestamp('2023-01-09 23:00:00'): 1017.7,\n", + " Timestamp('2023-01-10 00:00:00'): 1017.9,\n", + " Timestamp('2023-01-10 01:00:00'): 1017.9,\n", + " Timestamp('2023-01-10 02:00:00'): 1018.0,\n", + " Timestamp('2023-01-10 03:00:00'): 1018.2,\n", + " Timestamp('2023-01-10 04:00:00'): 1018.3,\n", + " Timestamp('2023-01-10 05:00:00'): 1018.5,\n", + " Timestamp('2023-01-10 06:00:00'): 1018.7,\n", + " Timestamp('2023-01-10 07:00:00'): 1018.8,\n", + " Timestamp('2023-01-10 08:00:00'): 1019.5,\n", + " Timestamp('2023-01-10 09:00:00'): 1019.9,\n", + " Timestamp('2023-01-10 10:00:00'): 1019.9,\n", + " Timestamp('2023-01-10 11:00:00'): 1020.2,\n", + " Timestamp('2023-01-10 12:00:00'): 1020.4,\n", + " Timestamp('2023-01-10 13:00:00'): 1020.6,\n", + " Timestamp('2023-01-10 14:00:00'): 1020.4,\n", + " Timestamp('2023-01-10 15:00:00'): 1020.6,\n", + " Timestamp('2023-01-10 16:00:00'): 1020.6,\n", + " Timestamp('2023-01-10 17:00:00'): 1020.0,\n", + " Timestamp('2023-01-10 18:00:00'): 1019.1,\n", + " Timestamp('2023-01-10 19:00:00'): 1018.2,\n", + " Timestamp('2023-01-10 20:00:00'): 1018.2,\n", + " Timestamp('2023-01-10 21:00:00'): 1018.3,\n", + " Timestamp('2023-01-10 22:00:00'): 1018.9,\n", + " Timestamp('2023-01-10 23:00:00'): 1019.3,\n", + " Timestamp('2023-01-11 00:00:00'): 1019.6,\n", + " Timestamp('2023-01-11 01:00:00'): 1019.9,\n", + " Timestamp('2023-01-11 02:00:00'): 1019.8,\n", + " Timestamp('2023-01-11 03:00:00'): 1020.1,\n", + " Timestamp('2023-01-11 04:00:00'): 1020.6,\n", + " Timestamp('2023-01-11 05:00:00'): 1021.0,\n", + " Timestamp('2023-01-11 06:00:00'): 1020.9,\n", + " Timestamp('2023-01-11 07:00:00'): 1021.1,\n", + " Timestamp('2023-01-11 08:00:00'): 1022.2,\n", + " Timestamp('2023-01-11 09:00:00'): 1021.3,\n", + " Timestamp('2023-01-11 10:00:00'): 1021.8,\n", + " Timestamp('2023-01-11 11:00:00'): 1022.5,\n", + " Timestamp('2023-01-11 12:00:00'): 1023.0,\n", + " Timestamp('2023-01-11 13:00:00'): 1023.4,\n", + " Timestamp('2023-01-11 14:00:00'): 1023.6,\n", + " Timestamp('2023-01-11 15:00:00'): 1024.3,\n", + " Timestamp('2023-01-11 16:00:00'): 1024.7,\n", + " Timestamp('2023-01-11 17:00:00'): 1024.1,\n", + " Timestamp('2023-01-11 18:00:00'): 1023.0,\n", + " Timestamp('2023-01-11 19:00:00'): 1022.7,\n", + " Timestamp('2023-01-11 20:00:00'): 1023.1,\n", + " Timestamp('2023-01-11 21:00:00'): 1023.3,\n", + " Timestamp('2023-01-11 22:00:00'): 1023.2,\n", + " Timestamp('2023-01-11 23:00:00'): 1023.1,\n", + " Timestamp('2023-01-12 00:00:00'): 1023.3,\n", + " Timestamp('2023-01-12 01:00:00'): 1023.2,\n", + " Timestamp('2023-01-12 02:00:00'): 1023.6,\n", + " Timestamp('2023-01-12 03:00:00'): 1023.8,\n", + " Timestamp('2023-01-12 04:00:00'): 1023.4,\n", + " Timestamp('2023-01-12 05:00:00'): 1022.6,\n", + " Timestamp('2023-01-12 06:00:00'): 1022.1,\n", + " Timestamp('2023-01-12 07:00:00'): 1021.6,\n", + " Timestamp('2023-01-12 08:00:00'): 1021.2,\n", + " Timestamp('2023-01-12 09:00:00'): 1020.5,\n", + " Timestamp('2023-01-12 10:00:00'): 1020.4,\n", + " Timestamp('2023-01-12 11:00:00'): 1020.2,\n", + " Timestamp('2023-01-12 12:00:00'): 1020.0,\n", + " Timestamp('2023-01-12 13:00:00'): 1019.7,\n", + " Timestamp('2023-01-12 14:00:00'): 1019.7,\n", + " Timestamp('2023-01-12 15:00:00'): 1019.4,\n", + " Timestamp('2023-01-12 16:00:00'): 1018.5,\n", + " Timestamp('2023-01-12 17:00:00'): 1016.6,\n", + " Timestamp('2023-01-12 18:00:00'): 1015.0,\n", + " Timestamp('2023-01-12 19:00:00'): 1014.0,\n", + " Timestamp('2023-01-12 20:00:00'): 1013.6,\n", + " Timestamp('2023-01-12 21:00:00'): 1012.0,\n", + " Timestamp('2023-01-12 22:00:00'): 1010.8,\n", + " Timestamp('2023-01-12 23:00:00'): 1010.0,\n", + " Timestamp('2023-01-13 00:00:00'): 1009.1,\n", + " Timestamp('2023-01-13 01:00:00'): 1007.8,\n", + " Timestamp('2023-01-13 02:00:00'): 1006.1,\n", + " Timestamp('2023-01-13 03:00:00'): 1006.0,\n", + " Timestamp('2023-01-13 04:00:00'): 1005.7,\n", + " Timestamp('2023-01-13 05:00:00'): 1004.9,\n", + " Timestamp('2023-01-13 06:00:00'): 1003.6,\n", + " Timestamp('2023-01-13 07:00:00'): 1003.5,\n", + " Timestamp('2023-01-13 08:00:00'): 1002.6,\n", + " Timestamp('2023-01-13 09:00:00'): 1002.3,\n", + " Timestamp('2023-01-13 10:00:00'): 1001.9,\n", + " Timestamp('2023-01-13 11:00:00'): 1002.3,\n", + " Timestamp('2023-01-13 12:00:00'): 1003.2,\n", + " Timestamp('2023-01-13 13:00:00'): 1004.0,\n", + " Timestamp('2023-01-13 14:00:00'): 1005.0,\n", + " Timestamp('2023-01-13 15:00:00'): 1006.2,\n", + " Timestamp('2023-01-13 16:00:00'): 1006.4,\n", + " Timestamp('2023-01-13 17:00:00'): 1005.0,\n", + " Timestamp('2023-01-13 18:00:00'): 1005.2,\n", + " Timestamp('2023-01-13 19:00:00'): 1005.5,\n", + " Timestamp('2023-01-13 20:00:00'): 1005.8,\n", + " Timestamp('2023-01-13 21:00:00'): 1006.4,\n", + " Timestamp('2023-01-13 22:00:00'): 1007.6,\n", + " Timestamp('2023-01-13 23:00:00'): 1008.6,\n", + " Timestamp('2023-01-14 00:00:00'): 1009.2,\n", + " Timestamp('2023-01-14 01:00:00'): 1009.1,\n", + " Timestamp('2023-01-14 02:00:00'): 1009.3,\n", + " Timestamp('2023-01-14 03:00:00'): 1009.0,\n", + " Timestamp('2023-01-14 04:00:00'): 1008.6,\n", + " Timestamp('2023-01-14 05:00:00'): 1009.2,\n", + " Timestamp('2023-01-14 06:00:00'): 1009.0,\n", + " Timestamp('2023-01-14 07:00:00'): 1009.8,\n", + " Timestamp('2023-01-14 08:00:00'): 1009.6,\n", + " Timestamp('2023-01-14 09:00:00'): 1010.2,\n", + " Timestamp('2023-01-14 10:00:00'): 1010.6,\n", + " Timestamp('2023-01-14 11:00:00'): 1011.3,\n", + " Timestamp('2023-01-14 12:00:00'): 1011.4,\n", + " Timestamp('2023-01-14 13:00:00'): 1011.9,\n", + " Timestamp('2023-01-14 14:00:00'): 1013.1,\n", + " Timestamp('2023-01-14 15:00:00'): 1013.8,\n", + " Timestamp('2023-01-14 16:00:00'): 1013.0,\n", + " Timestamp('2023-01-14 17:00:00'): 1013.1,\n", + " Timestamp('2023-01-14 18:00:00'): 1013.1,\n", + " Timestamp('2023-01-14 19:00:00'): 1012.6,\n", + " Timestamp('2023-01-14 20:00:00'): 1013.3,\n", + " Timestamp('2023-01-14 21:00:00'): 1013.3,\n", + " Timestamp('2023-01-14 22:00:00'): 1013.7,\n", + " Timestamp('2023-01-14 23:00:00'): 1014.5,\n", + " Timestamp('2023-01-15 00:00:00'): 1014.4,\n", + " Timestamp('2023-01-15 01:00:00'): 1014.3,\n", + " Timestamp('2023-01-15 02:00:00'): 1015.0,\n", + " Timestamp('2023-01-15 03:00:00'): 1016.6,\n", + " Timestamp('2023-01-15 04:00:00'): 1016.4,\n", + " Timestamp('2023-01-15 05:00:00'): 1016.6,\n", + " Timestamp('2023-01-15 06:00:00'): 1016.5,\n", + " Timestamp('2023-01-15 07:00:00'): 1017.1,\n", + " Timestamp('2023-01-15 08:00:00'): 1017.2,\n", + " Timestamp('2023-01-15 09:00:00'): 1017.1,\n", + " Timestamp('2023-01-15 10:00:00'): 1017.6,\n", + " Timestamp('2023-01-15 11:00:00'): 1018.5,\n", + " Timestamp('2023-01-15 12:00:00'): 1018.7,\n", + " Timestamp('2023-01-15 13:00:00'): 1019.5,\n", + " Timestamp('2023-01-15 14:00:00'): 1020.4,\n", + " Timestamp('2023-01-15 15:00:00'): 1020.6,\n", + " Timestamp('2023-01-15 16:00:00'): 1020.4,\n", + " Timestamp('2023-01-15 17:00:00'): 1019.4,\n", + " Timestamp('2023-01-15 18:00:00'): 1019.0,\n", + " Timestamp('2023-01-15 19:00:00'): 1018.5,\n", + " Timestamp('2023-01-15 20:00:00'): 1018.4,\n", + " Timestamp('2023-01-15 21:00:00'): 1018.5,\n", + " Timestamp('2023-01-15 22:00:00'): 1018.7,\n", + " Timestamp('2023-01-15 23:00:00'): 1018.9,\n", + " Timestamp('2023-01-16 00:00:00'): 1019.0,\n", + " Timestamp('2023-01-16 01:00:00'): 1018.9,\n", + " Timestamp('2023-01-16 02:00:00'): 1019.1,\n", + " Timestamp('2023-01-16 03:00:00'): 1019.5,\n", + " Timestamp('2023-01-16 04:00:00'): 1019.2,\n", + " Timestamp('2023-01-16 05:00:00'): 1019.3,\n", + " Timestamp('2023-01-16 06:00:00'): 1018.7,\n", + " Timestamp('2023-01-16 07:00:00'): 1018.4,\n", + " Timestamp('2023-01-16 08:00:00'): 1018.5,\n", + " Timestamp('2023-01-16 09:00:00'): 1018.1,\n", + " Timestamp('2023-01-16 10:00:00'): 1018.4,\n", + " Timestamp('2023-01-16 11:00:00'): 1018.5,\n", + " Timestamp('2023-01-16 12:00:00'): 1018.4,\n", + " Timestamp('2023-01-16 13:00:00'): 1018.7,\n", + " Timestamp('2023-01-16 14:00:00'): 1018.5,\n", + " Timestamp('2023-01-16 15:00:00'): 1017.9,\n", + " Timestamp('2023-01-16 16:00:00'): 1017.5,\n", + " Timestamp('2023-01-16 17:00:00'): 1016.3,\n", + " Timestamp('2023-01-16 18:00:00'): 1015.0,\n", + " Timestamp('2023-01-16 19:00:00'): 1013.6,\n", + " Timestamp('2023-01-16 20:00:00'): 1013.4,\n", + " Timestamp('2023-01-16 21:00:00'): 1013.7,\n", + " Timestamp('2023-01-16 22:00:00'): 1013.6,\n", + " Timestamp('2023-01-16 23:00:00'): 1013.2,\n", + " Timestamp('2023-01-17 00:00:00'): 1013.8,\n", + " Timestamp('2023-01-17 01:00:00'): 1013.6,\n", + " Timestamp('2023-01-17 02:00:00'): 1013.8,\n", + " Timestamp('2023-01-17 03:00:00'): 1013.4,\n", + " Timestamp('2023-01-17 04:00:00'): 1012.9,\n", + " Timestamp('2023-01-17 05:00:00'): 1012.6,\n", + " Timestamp('2023-01-17 06:00:00'): 1011.7,\n", + " 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Timestamp('2023-01-18 03:00:00'): 1006.9,\n", + " Timestamp('2023-01-18 04:00:00'): 1007.5,\n", + " Timestamp('2023-01-18 05:00:00'): 1007.8,\n", + " Timestamp('2023-01-18 06:00:00'): 1007.1,\n", + " Timestamp('2023-01-18 07:00:00'): 1007.3,\n", + " Timestamp('2023-01-18 08:00:00'): 1007.5,\n", + " Timestamp('2023-01-18 09:00:00'): 1008.1,\n", + " Timestamp('2023-01-18 10:00:00'): 1008.7,\n", + " Timestamp('2023-01-18 11:00:00'): 1009.7,\n", + " Timestamp('2023-01-18 12:00:00'): 1010.5,\n", + " Timestamp('2023-01-18 13:00:00'): 1011.6,\n", + " Timestamp('2023-01-18 14:00:00'): 1013.0,\n", + " Timestamp('2023-01-18 15:00:00'): 1013.5,\n", + " Timestamp('2023-01-18 16:00:00'): 1013.5,\n", + " Timestamp('2023-01-18 17:00:00'): 1013.6,\n", + " Timestamp('2023-01-18 18:00:00'): 1013.4,\n", + " Timestamp('2023-01-18 19:00:00'): 1013.7,\n", + " Timestamp('2023-01-18 20:00:00'): 1014.2,\n", + " Timestamp('2023-01-18 21:00:00'): 1015.5,\n", + " Timestamp('2023-01-18 22:00:00'): 1016.5,\n", + " Timestamp('2023-01-18 23:00:00'): 1017.6,\n", + " Timestamp('2023-01-19 00:00:00'): 1018.2,\n", + " Timestamp('2023-01-19 01:00:00'): 1018.3,\n", + " Timestamp('2023-01-19 02:00:00'): 1018.7,\n", + " Timestamp('2023-01-19 03:00:00'): 1018.3,\n", + " Timestamp('2023-01-19 04:00:00'): 1019.0,\n", + " Timestamp('2023-01-19 05:00:00'): 1018.5,\n", + " Timestamp('2023-01-19 06:00:00'): 1019.1,\n", + " Timestamp('2023-01-19 07:00:00'): 1018.6,\n", + " Timestamp('2023-01-19 08:00:00'): 1018.4,\n", + " Timestamp('2023-01-19 09:00:00'): 1018.2,\n", + " Timestamp('2023-01-19 10:00:00'): 1018.1,\n", + " Timestamp('2023-01-19 11:00:00'): 1018.2,\n", + " Timestamp('2023-01-19 12:00:00'): 1017.9,\n", + " Timestamp('2023-01-19 13:00:00'): 1017.2,\n", + " Timestamp('2023-01-19 14:00:00'): 1017.5,\n", + " Timestamp('2023-01-19 15:00:00'): 1015.9,\n", + " Timestamp('2023-01-19 16:00:00'): 1014.9,\n", + " Timestamp('2023-01-19 17:00:00'): 1012.6,\n", + " Timestamp('2023-01-19 18:00:00'): 1010.2,\n", + " Timestamp('2023-01-19 19:00:00'): 1009.1,\n", + " Timestamp('2023-01-19 20:00:00'): 1008.1,\n", + " Timestamp('2023-01-19 21:00:00'): 1007.5,\n", + " Timestamp('2023-01-19 22:00:00'): 1006.5,\n", + " Timestamp('2023-01-19 23:00:00'): 1005.6,\n", + " Timestamp('2023-01-20 00:00:00'): 1004.8,\n", + " Timestamp('2023-01-20 01:00:00'): 1004.1,\n", + " Timestamp('2023-01-20 02:00:00'): 1004.6,\n", + " Timestamp('2023-01-20 03:00:00'): 1004.4,\n", + " Timestamp('2023-01-20 04:00:00'): 1004.3,\n", + " Timestamp('2023-01-20 05:00:00'): 1004.3,\n", + " Timestamp('2023-01-20 06:00:00'): 1004.8,\n", + " Timestamp('2023-01-20 07:00:00'): 1005.3,\n", + " Timestamp('2023-01-20 08:00:00'): 1005.8,\n", + " Timestamp('2023-01-20 09:00:00'): 1006.0,\n", + " Timestamp('2023-01-20 10:00:00'): 1006.4,\n", + " Timestamp('2023-01-20 11:00:00'): 1007.0,\n", + " Timestamp('2023-01-20 12:00:00'): 1008.0,\n", + " Timestamp('2023-01-20 13:00:00'): 1009.2,\n", + " Timestamp('2023-01-20 14:00:00'): 1009.6,\n", + " Timestamp('2023-01-20 15:00:00'): 1010.0,\n", + " Timestamp('2023-01-20 16:00:00'): 1010.9,\n", + " Timestamp('2023-01-20 17:00:00'): 1010.5,\n", + " Timestamp('2023-01-20 18:00:00'): 1010.5,\n", + " Timestamp('2023-01-20 19:00:00'): 1011.0,\n", + " Timestamp('2023-01-20 20:00:00'): 1011.9,\n", + " Timestamp('2023-01-20 21:00:00'): 1013.3,\n", + " Timestamp('2023-01-20 22:00:00'): 1014.6,\n", + " Timestamp('2023-01-20 23:00:00'): 1016.1,\n", + " Timestamp('2023-01-21 00:00:00'): 1016.7,\n", + " Timestamp('2023-01-21 01:00:00'): 1017.4,\n", + " Timestamp('2023-01-21 02:00:00'): 1017.9,\n", + " Timestamp('2023-01-21 03:00:00'): 1018.0,\n", + " Timestamp('2023-01-21 04:00:00'): 1018.6,\n", + " Timestamp('2023-01-21 05:00:00'): 1018.9,\n", + " Timestamp('2023-01-21 06:00:00'): 1018.8,\n", + " Timestamp('2023-01-21 07:00:00'): 1019.2,\n", + " Timestamp('2023-01-21 08:00:00'): 1019.5,\n", + " Timestamp('2023-01-21 09:00:00'): 1019.7,\n", + " Timestamp('2023-01-21 10:00:00'): 1020.2,\n", + " Timestamp('2023-01-21 11:00:00'): 1020.9,\n", + " Timestamp('2023-01-21 12:00:00'): 1021.5,\n", + " Timestamp('2023-01-21 13:00:00'): 1022.2,\n", + " Timestamp('2023-01-21 14:00:00'): 1023.1,\n", + " Timestamp('2023-01-21 15:00:00'): 1023.8,\n", + " Timestamp('2023-01-21 16:00:00'): 1024.3,\n", + " Timestamp('2023-01-21 17:00:00'): 1023.9,\n", + " Timestamp('2023-01-21 18:00:00'): 1023.3,\n", + " Timestamp('2023-01-21 19:00:00'): 1023.2,\n", + " Timestamp('2023-01-21 20:00:00'): 1023.6,\n", + " Timestamp('2023-01-21 21:00:00'): 1024.1,\n", + " Timestamp('2023-01-21 22:00:00'): 1024.5,\n", + " Timestamp('2023-01-21 23:00:00'): 1025.1,\n", + " Timestamp('2023-01-22 00:00:00'): 1024.8,\n", + " Timestamp('2023-01-22 01:00:00'): 1025.2,\n", + " Timestamp('2023-01-22 02:00:00'): 1025.3,\n", + " Timestamp('2023-01-22 03:00:00'): 1025.5,\n", + " Timestamp('2023-01-22 04:00:00'): 1024.4,\n", + " Timestamp('2023-01-22 05:00:00'): 1024.5,\n", + " Timestamp('2023-01-22 06:00:00'): 1024.2,\n", + " Timestamp('2023-01-22 07:00:00'): 1024.1,\n", + " Timestamp('2023-01-22 08:00:00'): 1023.8,\n", + " Timestamp('2023-01-22 09:00:00'): 1023.2,\n", + " Timestamp('2023-01-22 10:00:00'): 1022.4,\n", + " Timestamp('2023-01-22 11:00:00'): 1022.4,\n", + " Timestamp('2023-01-22 12:00:00'): 1021.6,\n", + " Timestamp('2023-01-22 13:00:00'): 1021.6,\n", + " Timestamp('2023-01-22 14:00:00'): 1021.5,\n", + " Timestamp('2023-01-22 15:00:00'): 1020.9,\n", + " Timestamp('2023-01-22 16:00:00'): 1020.5,\n", + " Timestamp('2023-01-22 17:00:00'): 1019.0,\n", + " Timestamp('2023-01-22 18:00:00'): 1017.5,\n", + " Timestamp('2023-01-22 19:00:00'): 1016.6,\n", + " Timestamp('2023-01-22 20:00:00'): 1015.4,\n", + " Timestamp('2023-01-22 21:00:00'): 1014.7,\n", + " Timestamp('2023-01-22 22:00:00'): 1013.0,\n", + " Timestamp('2023-01-22 23:00:00'): 1012.9,\n", + " Timestamp('2023-01-23 00:00:00'): 1011.4,\n", + " Timestamp('2023-01-23 01:00:00'): 1009.5,\n", + " Timestamp('2023-01-23 02:00:00'): 1008.4,\n", + " Timestamp('2023-01-23 03:00:00'): 1007.7,\n", + " Timestamp('2023-01-23 04:00:00'): 1006.5,\n", + " Timestamp('2023-01-23 05:00:00'): 1006.2,\n", + " Timestamp('2023-01-23 06:00:00'): 1004.5,\n", + " Timestamp('2023-01-23 07:00:00'): 1003.5,\n", + " Timestamp('2023-01-23 08:00:00'): 1003.4,\n", + " Timestamp('2023-01-23 09:00:00'): 1003.5,\n", + " Timestamp('2023-01-23 10:00:00'): 1003.7,\n", + " Timestamp('2023-01-23 11:00:00'): 1004.8,\n", + " Timestamp('2023-01-23 12:00:00'): 1005.1,\n", + " Timestamp('2023-01-23 13:00:00'): 1005.9,\n", + " Timestamp('2023-01-23 14:00:00'): 1006.1,\n", + " Timestamp('2023-01-23 15:00:00'): 1006.8,\n", + " Timestamp('2023-01-23 16:00:00'): 1007.5,\n", + " Timestamp('2023-01-23 17:00:00'): 1007.5,\n", + " Timestamp('2023-01-23 18:00:00'): 1008.1,\n", + " Timestamp('2023-01-23 19:00:00'): 1008.7,\n", + " Timestamp('2023-01-23 20:00:00'): 1009.5,\n", + " Timestamp('2023-01-23 21:00:00'): 1011.4,\n", + " Timestamp('2023-01-23 22:00:00'): 1012.8,\n", + " Timestamp('2023-01-23 23:00:00'): 1014.9,\n", + " Timestamp('2023-01-24 00:00:00'): 1016.1,\n", + " Timestamp('2023-01-24 01:00:00'): 1017.3,\n", + " Timestamp('2023-01-24 02:00:00'): 1018.8,\n", + " Timestamp('2023-01-24 03:00:00'): 1019.6,\n", + " Timestamp('2023-01-24 04:00:00'): 1020.3,\n", + " Timestamp('2023-01-24 05:00:00'): 1020.5,\n", + " Timestamp('2023-01-24 06:00:00'): 1020.5,\n", + " Timestamp('2023-01-24 07:00:00'): 1021.1,\n", + " Timestamp('2023-01-24 08:00:00'): 1021.3,\n", + " Timestamp('2023-01-24 09:00:00'): 1022.2,\n", + " Timestamp('2023-01-24 10:00:00'): 1022.6,\n", + " Timestamp('2023-01-24 11:00:00'): 1023.0,\n", + " Timestamp('2023-01-24 12:00:00'): 1023.8,\n", + " Timestamp('2023-01-24 13:00:00'): 1024.4,\n", + " Timestamp('2023-01-24 14:00:00'): 1025.3,\n", + " Timestamp('2023-01-24 15:00:00'): 1025.5,\n", + " Timestamp('2023-01-24 16:00:00'): 1025.3,\n", + " Timestamp('2023-01-24 17:00:00'): 1024.7,\n", + " Timestamp('2023-01-24 18:00:00'): 1024.6,\n", + " Timestamp('2023-01-24 19:00:00'): 1024.1,\n", + " Timestamp('2023-01-24 20:00:00'): 1024.0,\n", + " Timestamp('2023-01-24 21:00:00'): 1024.1,\n", + " Timestamp('2023-01-24 22:00:00'): 1024.6,\n", + " Timestamp('2023-01-24 23:00:00'): 1025.2,\n", + " Timestamp('2023-01-25 00:00:00'): 1025.7,\n", + " Timestamp('2023-01-25 01:00:00'): 1026.2,\n", + " Timestamp('2023-01-25 02:00:00'): 1027.2,\n", + " Timestamp('2023-01-25 03:00:00'): 1027.0,\n", + " Timestamp('2023-01-25 04:00:00'): 1026.6,\n", + " Timestamp('2023-01-25 05:00:00'): 1026.1,\n", + " Timestamp('2023-01-25 06:00:00'): 1026.0,\n", + " Timestamp('2023-01-25 07:00:00'): 1026.2,\n", + " Timestamp('2023-01-25 08:00:00'): 1026.2,\n", + " Timestamp('2023-01-25 09:00:00'): 1026.3,\n", + " Timestamp('2023-01-25 10:00:00'): 1026.5,\n", + " Timestamp('2023-01-25 11:00:00'): 1024.1,\n", + " Timestamp('2023-01-25 12:00:00'): 1024.6,\n", + " Timestamp('2023-01-25 13:00:00'): 1023.2,\n", + " Timestamp('2023-01-25 14:00:00'): 1024.8,\n", + " Timestamp('2023-01-25 15:00:00'): 1023.1,\n", + " Timestamp('2023-01-25 16:00:00'): 1022.3,\n", + " Timestamp('2023-01-25 17:00:00'): 1019.4,\n", + " Timestamp('2023-01-25 18:00:00'): 1017.9,\n", + " Timestamp('2023-01-25 19:00:00'): 1016.0,\n", + " Timestamp('2023-01-25 20:00:00'): 1013.0,\n", + " Timestamp('2023-01-25 21:00:00'): 1010.5,\n", + " Timestamp('2023-01-25 22:00:00'): 1008.4,\n", + " Timestamp('2023-01-25 23:00:00'): 1006.4,\n", + " Timestamp('2023-01-26 00:00:00'): 1003.2,\n", + " Timestamp('2023-01-26 01:00:00'): 1004.5,\n", + " Timestamp('2023-01-26 02:00:00'): 1002.5,\n", + " Timestamp('2023-01-26 03:00:00'): 1002.4,\n", + " Timestamp('2023-01-26 04:00:00'): 1002.2,\n", + " Timestamp('2023-01-26 05:00:00'): 1000.6,\n", + " Timestamp('2023-01-26 06:00:00'): 1000.7,\n", + " Timestamp('2023-01-26 07:00:00'): 1001.8,\n", + " Timestamp('2023-01-26 08:00:00'): 1001.8,\n", + " Timestamp('2023-01-26 09:00:00'): 1002.8,\n", + " Timestamp('2023-01-26 10:00:00'): 1003.7,\n", + " Timestamp('2023-01-26 11:00:00'): 1005.1,\n", + " Timestamp('2023-01-26 12:00:00'): 1006.5,\n", + " Timestamp('2023-01-26 13:00:00'): 1007.4,\n", + " Timestamp('2023-01-26 14:00:00'): 1008.2,\n", + " Timestamp('2023-01-26 15:00:00'): 1009.1,\n", + " Timestamp('2023-01-26 16:00:00'): 1009.9,\n", + " Timestamp('2023-01-26 17:00:00'): 1009.7,\n", + " Timestamp('2023-01-26 18:00:00'): 1009.8,\n", + " Timestamp('2023-01-26 19:00:00'): 1010.3,\n", + " Timestamp('2023-01-26 20:00:00'): 1010.8,\n", + " Timestamp('2023-01-26 21:00:00'): 1011.6,\n", + " Timestamp('2023-01-26 22:00:00'): 1012.4,\n", + " Timestamp('2023-01-26 23:00:00'): 1013.4,\n", + " Timestamp('2023-01-27 00:00:00'): 1014.4,\n", + " Timestamp('2023-01-27 01:00:00'): 1015.1,\n", + " Timestamp('2023-01-27 02:00:00'): 1015.6,\n", + " Timestamp('2023-01-27 03:00:00'): 1016.2,\n", + " Timestamp('2023-01-27 04:00:00'): 1016.4,\n", + " Timestamp('2023-01-27 05:00:00'): 1017.2,\n", + " Timestamp('2023-01-27 06:00:00'): 1017.7,\n", + " Timestamp('2023-01-27 07:00:00'): 1018.4,\n", + " Timestamp('2023-01-27 08:00:00'): 1018.5,\n", + " Timestamp('2023-01-27 09:00:00'): 1018.6,\n", + " Timestamp('2023-01-27 10:00:00'): 1018.8,\n", + " Timestamp('2023-01-27 11:00:00'): 1019.8,\n", + " Timestamp('2023-01-27 12:00:00'): 1020.9,\n", + " Timestamp('2023-01-27 13:00:00'): 1022.0,\n", + " Timestamp('2023-01-27 14:00:00'): 1023.1,\n", + " Timestamp('2023-01-27 15:00:00'): 1023.2,\n", + " Timestamp('2023-01-27 16:00:00'): 1023.0,\n", + " Timestamp('2023-01-27 17:00:00'): 1022.4,\n", + " Timestamp('2023-01-27 18:00:00'): 1021.7,\n", + " Timestamp('2023-01-27 19:00:00'): 1021.4,\n", + " Timestamp('2023-01-27 20:00:00'): 1021.7,\n", + " Timestamp('2023-01-27 21:00:00'): 1022.1,\n", + " Timestamp('2023-01-27 22:00:00'): 1022.1,\n", + " Timestamp('2023-01-27 23:00:00'): 1022.8,\n", + " Timestamp('2023-01-28 00:00:00'): 1023.6,\n", + " Timestamp('2023-01-28 01:00:00'): 1024.2,\n", + " Timestamp('2023-01-28 02:00:00'): 1024.0,\n", + " Timestamp('2023-01-28 03:00:00'): 1023.6,\n", + " Timestamp('2023-01-28 04:00:00'): 1023.0,\n", + " Timestamp('2023-01-28 05:00:00'): 1023.2,\n", + " Timestamp('2023-01-28 06:00:00'): 1023.2,\n", + " Timestamp('2023-01-28 07:00:00'): 1023.4,\n", + " Timestamp('2023-01-28 08:00:00'): 1023.4,\n", + " Timestamp('2023-01-28 09:00:00'): 1023.4,\n", + " Timestamp('2023-01-28 10:00:00'): 1024.4,\n", + " Timestamp('2023-01-28 11:00:00'): 1024.7,\n", + " Timestamp('2023-01-28 12:00:00'): 1024.9,\n", + " Timestamp('2023-01-28 13:00:00'): 1026.1,\n", + " Timestamp('2023-01-28 14:00:00'): 1026.9,\n", + " Timestamp('2023-01-28 15:00:00'): 1027.7,\n", + " Timestamp('2023-01-28 16:00:00'): 1027.6,\n", + " Timestamp('2023-01-28 17:00:00'): 1026.7,\n", + " Timestamp('2023-01-28 18:00:00'): 1025.8,\n", + " Timestamp('2023-01-28 19:00:00'): 1025.6,\n", + " Timestamp('2023-01-28 20:00:00'): 1026.2,\n", + " Timestamp('2023-01-28 21:00:00'): 1026.3,\n", + " Timestamp('2023-01-28 22:00:00'): 1026.7,\n", + " Timestamp('2023-01-28 23:00:00'): 1027.5,\n", + " Timestamp('2023-01-29 00:00:00'): 1027.5,\n", + " Timestamp('2023-01-29 01:00:00'): 1027.5,\n", + " Timestamp('2023-01-29 02:00:00'): 1028.2,\n", + " Timestamp('2023-01-29 03:00:00'): 1028.2,\n", + " Timestamp('2023-01-29 04:00:00'): 1027.8,\n", + " Timestamp('2023-01-29 05:00:00'): 1027.3,\n", + " Timestamp('2023-01-29 06:00:00'): 1026.6,\n", + " Timestamp('2023-01-29 07:00:00'): 1026.3,\n", + " Timestamp('2023-01-29 08:00:00'): 1026.4,\n", + " Timestamp('2023-01-29 09:00:00'): 1026.0,\n", + " Timestamp('2023-01-29 10:00:00'): 1026.0,\n", + " Timestamp('2023-01-29 11:00:00'): 1025.7,\n", + " Timestamp('2023-01-29 12:00:00'): 1025.4,\n", + " Timestamp('2023-01-29 13:00:00'): 1025.3,\n", + " Timestamp('2023-01-29 14:00:00'): 1025.4,\n", + " Timestamp('2023-01-29 15:00:00'): 1025.2,\n", + " Timestamp('2023-01-29 16:00:00'): 1025.2,\n", + " Timestamp('2023-01-29 17:00:00'): 1024.0,\n", + " Timestamp('2023-01-29 18:00:00'): 1022.8,\n", + " Timestamp('2023-01-29 19:00:00'): 1022.1,\n", + " Timestamp('2023-01-29 20:00:00'): 1021.5,\n", + " Timestamp('2023-01-29 21:00:00'): 1022.0,\n", + " Timestamp('2023-01-29 22:00:00'): 1022.6,\n", + " Timestamp('2023-01-29 23:00:00'): 1022.4,\n", + " Timestamp('2023-01-30 00:00:00'): 1022.9,\n", + " Timestamp('2023-01-30 01:00:00'): 1023.6,\n", + " Timestamp('2023-01-30 02:00:00'): 1023.7,\n", + " Timestamp('2023-01-30 03:00:00'): 1023.7,\n", + " Timestamp('2023-01-30 04:00:00'): 1023.4,\n", + " Timestamp('2023-01-30 05:00:00'): 1023.4,\n", + " Timestamp('2023-01-30 06:00:00'): 1023.4,\n", + " Timestamp('2023-01-30 07:00:00'): 1022.3,\n", + " Timestamp('2023-01-30 08:00:00'): 1023.4,\n", + " Timestamp('2023-01-30 09:00:00'): 1022.7,\n", + " Timestamp('2023-01-30 10:00:00'): 1023.6,\n", + " Timestamp('2023-01-30 11:00:00'): 1023.3,\n", + " Timestamp('2023-01-30 12:00:00'): 1023.0,\n", + " Timestamp('2023-01-30 13:00:00'): 1023.3,\n", + " Timestamp('2023-01-30 14:00:00'): 1024.2,\n", + " Timestamp('2023-01-30 15:00:00'): 1024.1,\n", + " Timestamp('2023-01-30 16:00:00'): 1023.8,\n", + " Timestamp('2023-01-30 17:00:00'): 1022.8,\n", + " Timestamp('2023-01-30 18:00:00'): 1021.8,\n", + " Timestamp('2023-01-30 19:00:00'): 1020.5,\n", + " Timestamp('2023-01-30 20:00:00'): 1019.6,\n", + " Timestamp('2023-01-30 21:00:00'): 1020.0,\n", + " Timestamp('2023-01-30 22:00:00'): 1020.5,\n", + " Timestamp('2023-01-30 23:00:00'): 1020.7,\n", + " Timestamp('2023-01-31 00:00:00'): 1020.7,\n", + " Timestamp('2023-01-31 01:00:00'): 1020.6,\n", + " Timestamp('2023-01-31 02:00:00'): 1020.5,\n", + " Timestamp('2023-01-31 03:00:00'): 1020.5,\n", + " Timestamp('2023-01-31 04:00:00'): 1020.2,\n", + " Timestamp('2023-01-31 05:00:00'): 1019.7,\n", + " Timestamp('2023-01-31 06:00:00'): 1019.2,\n", + " Timestamp('2023-01-31 07:00:00'): 1019.2,\n", + " Timestamp('2023-01-31 08:00:00'): 1018.1,\n", + " Timestamp('2023-01-31 09:00:00'): 1018.8,\n", + " Timestamp('2023-01-31 10:00:00'): 1020.0,\n", + " Timestamp('2023-01-31 11:00:00'): 1020.7,\n", + " Timestamp('2023-01-31 12:00:00'): 1022.1,\n", + " Timestamp('2023-01-31 13:00:00'): 1023.4,\n", + " Timestamp('2023-01-31 14:00:00'): 1024.5,\n", + " Timestamp('2023-01-31 15:00:00'): 1024.2,\n", + " Timestamp('2023-01-31 16:00:00'): 1025.4,\n", + " Timestamp('2023-01-31 17:00:00'): 1024.9,\n", + " Timestamp('2023-01-31 18:00:00'): 1024.4,\n", + " Timestamp('2023-01-31 19:00:00'): 1023.9,\n", + " Timestamp('2023-01-31 20:00:00'): 1023.8,\n", + " Timestamp('2023-01-31 21:00:00'): 1023.6,\n", + " Timestamp('2023-01-31 22:00:00'): 1023.6,\n", + " Timestamp('2023-01-31 23:00:00'): 1023.6,\n", + " Timestamp('2023-02-01 00:00:00'): 1024.1,\n", + " Timestamp('2023-02-01 01:00:00'): 1024.3,\n", + " Timestamp('2023-02-01 02:00:00'): 1024.7,\n", + " Timestamp('2023-02-01 03:00:00'): 1024.2,\n", + " Timestamp('2023-02-01 04:00:00'): 1023.9,\n", + " Timestamp('2023-02-01 05:00:00'): 1023.3,\n", + " Timestamp('2023-02-01 06:00:00'): 1023.0,\n", + " Timestamp('2023-02-01 07:00:00'): 1023.2,\n", + " Timestamp('2023-02-01 08:00:00'): 1023.6,\n", + " Timestamp('2023-02-01 09:00:00'): 1023.9,\n", + " Timestamp('2023-02-01 10:00:00'): 1024.4,\n", + " Timestamp('2023-02-01 11:00:00'): 1024.2,\n", + " Timestamp('2023-02-01 12:00:00'): 1025.0,\n", + " Timestamp('2023-02-01 13:00:00'): 1026.0,\n", + " Timestamp('2023-02-01 14:00:00'): 1026.1,\n", + " Timestamp('2023-02-01 15:00:00'): 1027.4,\n", + " Timestamp('2023-02-01 16:00:00'): 1027.8,\n", + " Timestamp('2023-02-01 17:00:00'): 1027.4,\n", + " Timestamp('2023-02-01 18:00:00'): 1026.7,\n", + " Timestamp('2023-02-01 19:00:00'): 1026.2,\n", + " Timestamp('2023-02-01 20:00:00'): 1026.0,\n", + " Timestamp('2023-02-01 21:00:00'): 1026.1,\n", + " Timestamp('2023-02-01 22:00:00'): 1026.7,\n", + " Timestamp('2023-02-01 23:00:00'): 1027.1,\n", + " Timestamp('2023-02-02 00:00:00'): 1027.1,\n", + " Timestamp('2023-02-02 01:00:00'): 1027.8,\n", + " Timestamp('2023-02-02 02:00:00'): 1027.4,\n", + " Timestamp('2023-02-02 03:00:00'): 1027.2,\n", + " Timestamp('2023-02-02 04:00:00'): 1027.9,\n", + " Timestamp('2023-02-02 05:00:00'): 1027.3,\n", + " Timestamp('2023-02-02 06:00:00'): 1026.9,\n", + " Timestamp('2023-02-02 07:00:00'): 1027.2,\n", + " Timestamp('2023-02-02 09:00:00'): 1026.3,\n", + " Timestamp('2023-02-02 10:00:00'): 1026.1,\n", + " Timestamp('2023-02-02 11:00:00'): 1026.1,\n", + " Timestamp('2023-02-02 12:00:00'): 1025.4,\n", + " Timestamp('2023-02-02 13:00:00'): 1025.4,\n", + " Timestamp('2023-02-02 14:00:00'): 1026.0,\n", + " Timestamp('2023-02-02 15:00:00'): 1026.1,\n", + " Timestamp('2023-02-02 16:00:00'): 1025.3,\n", + " Timestamp('2023-02-02 17:00:00'): 1023.7,\n", + " Timestamp('2023-02-02 18:00:00'): 1022.2,\n", + " Timestamp('2023-02-02 19:00:00'): 1020.6,\n", + " Timestamp('2023-02-02 20:00:00'): 1019.4,\n", + " Timestamp('2023-02-02 21:00:00'): 1019.1,\n", + " Timestamp('2023-02-02 22:00:00'): 1018.2,\n", + " Timestamp('2023-02-02 23:00:00'): 1018.0,\n", + " Timestamp('2023-02-03 00:00:00'): 1017.1,\n", + " Timestamp('2023-02-03 01:00:00'): 1017.0,\n", + " Timestamp('2023-02-03 02:00:00'): 1016.2,\n", + " Timestamp('2023-02-03 03:00:00'): 1015.3,\n", + " Timestamp('2023-02-03 04:00:00'): 1015.3,\n", + " Timestamp('2023-02-03 05:00:00'): 1014.4,\n", + " Timestamp('2023-02-03 06:00:00'): 1013.6,\n", + " Timestamp('2023-02-03 07:00:00'): 1013.8,\n", + " Timestamp('2023-02-03 08:00:00'): 1013.4,\n", + " Timestamp('2023-02-03 09:00:00'): 1013.0,\n", + " Timestamp('2023-02-03 10:00:00'): 1013.6,\n", + " Timestamp('2023-02-03 11:00:00'): 1013.9,\n", + " Timestamp('2023-02-03 12:00:00'): 1014.9,\n", + " Timestamp('2023-02-03 13:00:00'): 1016.6,\n", + " Timestamp('2023-02-03 14:00:00'): 1018.5,\n", + " Timestamp('2023-02-03 15:00:00'): 1019.5,\n", + " Timestamp('2023-02-03 16:00:00'): 1021.3,\n", + " Timestamp('2023-02-03 17:00:00'): 1021.5,\n", + " Timestamp('2023-02-03 18:00:00'): 1021.7,\n", + " Timestamp('2023-02-03 19:00:00'): 1022.3,\n", + " Timestamp('2023-02-03 20:00:00'): 1023.1,\n", + " Timestamp('2023-02-03 21:00:00'): 1024.1,\n", + " Timestamp('2023-02-03 22:00:00'): 1026.1,\n", + " Timestamp('2023-02-03 23:00:00'): 1027.5,\n", + " Timestamp('2023-02-04 00:00:00'): 1029.6,\n", + " Timestamp('2023-02-04 01:00:00'): 1030.8,\n", + " Timestamp('2023-02-04 02:00:00'): 1031.8,\n", + " Timestamp('2023-02-04 03:00:00'): 1032.9,\n", + " Timestamp('2023-02-04 04:00:00'): 1033.8,\n", + " Timestamp('2023-02-04 05:00:00'): 1034.9,\n", + " Timestamp('2023-02-04 06:00:00'): 1035.5,\n", + " Timestamp('2023-02-04 07:00:00'): 1036.0,\n", + " Timestamp('2023-02-04 08:00:00'): 1036.7,\n", + " Timestamp('2023-02-04 09:00:00'): 1037.3,\n", + " Timestamp('2023-02-04 10:00:00'): 1038.4,\n", + " Timestamp('2023-02-04 11:00:00'): 1039.0,\n", + " Timestamp('2023-02-04 12:00:00'): 1040.0,\n", + " Timestamp('2023-02-04 13:00:00'): 1039.9,\n", + " Timestamp('2023-02-04 14:00:00'): 1040.3,\n", + " Timestamp('2023-02-04 15:00:00'): 1040.5,\n", + " Timestamp('2023-02-04 16:00:00'): 1039.8,\n", + " Timestamp('2023-02-04 17:00:00'): 1038.8,\n", + " Timestamp('2023-02-04 18:00:00'): 1037.2,\n", + " Timestamp('2023-02-04 19:00:00'): 1036.0,\n", + " Timestamp('2023-02-04 20:00:00'): 1035.0,\n", + " Timestamp('2023-02-04 21:00:00'): 1034.2,\n", + " 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", + " Timestamp('2023-02-06 02:00:00'): 1017.7,\n", + " 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", + " Timestamp('2023-02-08 02:00:00'): 1021.9,\n", + " 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", + " Timestamp('2023-01-01 03:00:00'): 7.4,\n", + " Timestamp('2023-01-01 04:00:00'): 12.0,\n", + " Timestamp('2023-01-01 05:00:00'): 13.4,\n", + " Timestamp('2023-01-01 06:00:00'): 13.1,\n", + " Timestamp('2023-01-01 07:00:00'): 12.7,\n", + " Timestamp('2023-01-01 08:00:00'): 12.1,\n", + " Timestamp('2023-01-01 09:00:00'): 11.9,\n", + " Timestamp('2023-01-01 10:00:00'): 11.4,\n", + " 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", + " Timestamp('2023-01-01 14:00:00'): 10.9,\n", + " 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", + " Timestamp('2023-01-01 23:00:00'): 8.8,\n", + " Timestamp('2023-01-02 00:00:00'): 8.0,\n", + " Timestamp('2023-01-02 01:00:00'): 7.3,\n", + " Timestamp('2023-01-02 02:00:00'): 7.5,\n", + " Timestamp('2023-01-02 03:00:00'): 7.7,\n", + " Timestamp('2023-01-02 04:00:00'): 7.4,\n", + " Timestamp('2023-01-02 05:00:00'): 7.0,\n", + " Timestamp('2023-01-02 06:00:00'): 7.0,\n", + " Timestamp('2023-01-02 07:00:00'): 6.7,\n", + " Timestamp('2023-01-02 08:00:00'): 6.9,\n", + " Timestamp('2023-01-02 09:00:00'): 6.8,\n", + " Timestamp('2023-01-02 10:00:00'): 6.8,\n", + " Timestamp('2023-01-02 11:00:00'): 6.6,\n", + " Timestamp('2023-01-02 12:00:00'): 6.0,\n", + " Timestamp('2023-01-02 13:00:00'): 6.3,\n", + " Timestamp('2023-01-02 14:00:00'): 7.0,\n", + " Timestamp('2023-01-02 15:00:00'): 7.4,\n", + " Timestamp('2023-01-02 16:00:00'): 8.0,\n", + " Timestamp('2023-01-02 17:00:00'): 9.8,\n", + " Timestamp('2023-01-02 18:00:00'): 10.0,\n", + " Timestamp('2023-01-02 19:00:00'): 8.3,\n", + " Timestamp('2023-01-02 20:00:00'): 9.9,\n", + " Timestamp('2023-01-02 21:00:00'): 9.9,\n", + " Timestamp('2023-01-02 22:00:00'): 8.7,\n", + " Timestamp('2023-01-02 23:00:00'): 9.9,\n", + " Timestamp('2023-01-03 00:00:00'): 10.5,\n", + " Timestamp('2023-01-03 01:00:00'): 9.9,\n", + " Timestamp('2023-01-03 02:00:00'): 9.5,\n", + " Timestamp('2023-01-03 03:00:00'): 8.2,\n", + " Timestamp('2023-01-03 04:00:00'): 8.0,\n", + " Timestamp('2023-01-03 05:00:00'): 7.7,\n", + " Timestamp('2023-01-03 06:00:00'): 7.4,\n", + " Timestamp('2023-01-03 07:00:00'): 7.2,\n", + " Timestamp('2023-01-03 08:00:00'): 6.8,\n", + " Timestamp('2023-01-03 09:00:00'): 7.9,\n", + " Timestamp('2023-01-03 10:00:00'): 8.5,\n", + " Timestamp('2023-01-03 11:00:00'): 8.5,\n", + " Timestamp('2023-01-03 12:00:00'): 8.9,\n", + " Timestamp('2023-01-03 13:00:00'): 9.1,\n", + " Timestamp('2023-01-03 14:00:00'): 8.6,\n", + " Timestamp('2023-01-03 15:00:00'): 8.5,\n", + " Timestamp('2023-01-03 16:00:00'): 8.3,\n", + " Timestamp('2023-01-03 17:00:00'): 11.3,\n", + " 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", + " Timestamp('2023-01-03 21:00:00'): 11.0,\n", + " Timestamp('2023-01-03 22:00:00'): 11.8,\n", + " Timestamp('2023-01-03 23:00:00'): 11.4,\n", + " Timestamp('2023-01-04 00:00:00'): 10.8,\n", + " Timestamp('2023-01-04 01:00:00'): 9.8,\n", + " Timestamp('2023-01-04 02:00:00'): 9.4,\n", + " Timestamp('2023-01-04 03:00:00'): 13.5,\n", + " Timestamp('2023-01-04 04:00:00'): 12.5,\n", + " Timestamp('2023-01-04 05:00:00'): 15.9,\n", + " Timestamp('2023-01-04 06:00:00'): 18.5,\n", + " Timestamp('2023-01-04 07:00:00'): 18.4,\n", + " Timestamp('2023-01-04 08:00:00'): 17.6,\n", + " Timestamp('2023-01-04 09:00:00'): 18.1,\n", + " Timestamp('2023-01-04 10:00:00'): 16.7,\n", + " Timestamp('2023-01-04 11:00:00'): 15.2,\n", + " Timestamp('2023-01-04 12:00:00'): 14.5,\n", + " Timestamp('2023-01-04 13:00:00'): 12.7,\n", + " Timestamp('2023-01-04 14:00:00'): 13.3,\n", + " Timestamp('2023-01-04 15:00:00'): 14.1,\n", + " Timestamp('2023-01-04 16:00:00'): 10.0,\n", + " Timestamp('2023-01-04 17:00:00'): 10.2,\n", + " Timestamp('2023-01-04 18:00:00'): 13.5,\n", + " Timestamp('2023-01-04 19:00:00'): 14.0,\n", + " Timestamp('2023-01-04 20:00:00'): 13.2,\n", + " Timestamp('2023-01-04 21:00:00'): 13.4,\n", + " Timestamp('2023-01-04 22:00:00'): 10.3,\n", + " Timestamp('2023-01-04 23:00:00'): 12.0,\n", + " Timestamp('2023-01-05 00:00:00'): 13.3,\n", + " Timestamp('2023-01-05 01:00:00'): 9.0,\n", + " Timestamp('2023-01-05 02:00:00'): 11.5,\n", + " Timestamp('2023-01-05 03:00:00'): 12.4,\n", + " Timestamp('2023-01-05 04:00:00'): 11.5,\n", + " Timestamp('2023-01-05 05:00:00'): 14.1,\n", + " Timestamp('2023-01-05 06:00:00'): 14.1,\n", + " Timestamp('2023-01-05 07:00:00'): 14.7,\n", + " Timestamp('2023-01-05 08:00:00'): 15.5,\n", + " Timestamp('2023-01-05 09:00:00'): 15.1,\n", + " Timestamp('2023-01-05 10:00:00'): 14.7,\n", + " Timestamp('2023-01-05 11:00:00'): 15.2,\n", + " Timestamp('2023-01-05 13:00:00'): 14.8,\n", + " Timestamp('2023-01-05 14:00:00'): 14.5,\n", + " Timestamp('2023-01-05 16:00:00'): 12.9,\n", + " Timestamp('2023-01-05 17:00:00'): 13.6,\n", + " Timestamp('2023-01-05 18:00:00'): 13.7,\n", + " Timestamp('2023-01-05 19:00:00'): 12.7,\n", + " Timestamp('2023-01-05 20:00:00'): 13.1,\n", + " Timestamp('2023-01-05 21:00:00'): 13.1,\n", + " Timestamp('2023-01-05 22:00:00'): 13.0,\n", + " Timestamp('2023-01-05 23:00:00'): 13.6,\n", + " Timestamp('2023-01-06 00:00:00'): 11.4,\n", + " Timestamp('2023-01-06 01:00:00'): 12.9,\n", + " Timestamp('2023-01-06 02:00:00'): 8.6,\n", + " Timestamp('2023-01-06 03:00:00'): 10.0,\n", + " Timestamp('2023-01-06 04:00:00'): 8.9,\n", + " Timestamp('2023-01-06 05:00:00'): 8.5,\n", + " Timestamp('2023-01-06 06:00:00'): 9.1,\n", + " Timestamp('2023-01-06 07:00:00'): 7.0,\n", + " Timestamp('2023-01-06 08:00:00'): 7.5,\n", + " Timestamp('2023-01-06 09:00:00'): 7.5,\n", + " Timestamp('2023-01-06 10:00:00'): 7.9,\n", + " Timestamp('2023-01-06 11:00:00'): 8.0,\n", + " Timestamp('2023-01-06 12:00:00'): 7.7,\n", + " Timestamp('2023-01-06 13:00:00'): 8.2,\n", + " Timestamp('2023-01-06 14:00:00'): 8.7,\n", + " Timestamp('2023-01-06 15:00:00'): 8.8,\n", + " Timestamp('2023-01-06 16:00:00'): 8.3,\n", + " Timestamp('2023-01-06 17:00:00'): 8.3,\n", + " Timestamp('2023-01-06 18:00:00'): 8.5,\n", + " Timestamp('2023-01-06 19:00:00'): 9.0,\n", + " Timestamp('2023-01-06 20:00:00'): 9.0,\n", + " Timestamp('2023-01-06 21:00:00'): 8.8,\n", + " Timestamp('2023-01-06 22:00:00'): 8.5,\n", + " Timestamp('2023-01-06 23:00:00'): 7.7,\n", + " Timestamp('2023-01-07 00:00:00'): 7.0,\n", + " Timestamp('2023-01-07 01:00:00'): 6.5,\n", + " Timestamp('2023-01-07 02:00:00'): 6.3,\n", + " Timestamp('2023-01-07 03:00:00'): 6.2,\n", + " Timestamp('2023-01-07 04:00:00'): 6.1,\n", + " Timestamp('2023-01-07 05:00:00'): 6.1,\n", + " Timestamp('2023-01-07 06:00:00'): 5.9,\n", + " Timestamp('2023-01-07 07:00:00'): 5.7,\n", + " Timestamp('2023-01-07 08:00:00'): 5.6,\n", + " Timestamp('2023-01-07 09:00:00'): 5.5,\n", + " Timestamp('2023-01-07 10:00:00'): 5.5,\n", + " Timestamp('2023-01-07 11:00:00'): 5.3,\n", + " Timestamp('2023-01-07 12:00:00'): 5.2,\n", + " Timestamp('2023-01-07 13:00:00'): 5.1,\n", + " Timestamp('2023-01-07 14:00:00'): 5.0,\n", + " Timestamp('2023-01-07 15:00:00'): 5.8,\n", + " Timestamp('2023-01-07 16:00:00'): 6.9,\n", + " Timestamp('2023-01-07 17:00:00'): 7.4,\n", + " Timestamp('2023-01-07 18:00:00'): 8.0,\n", + " Timestamp('2023-01-07 19:00:00'): 8.2,\n", + " Timestamp('2023-01-07 20:00:00'): 8.3,\n", + " Timestamp('2023-01-07 21:00:00'): 8.3,\n", + " Timestamp('2023-01-07 22:00:00'): 7.4,\n", + " Timestamp('2023-01-07 23:00:00'): 7.1,\n", + " Timestamp('2023-01-08 00:00:00'): 6.4,\n", + " Timestamp('2023-01-08 01:00:00'): 5.7,\n", + " Timestamp('2023-01-08 02:00:00'): 4.9,\n", + " Timestamp('2023-01-08 03:00:00'): 4.4,\n", + " Timestamp('2023-01-08 04:00:00'): 4.1,\n", + " Timestamp('2023-01-08 05:00:00'): 3.5,\n", + " Timestamp('2023-01-08 06:00:00'): 3.0,\n", + " Timestamp('2023-01-08 07:00:00'): 2.3,\n", + " Timestamp('2023-01-08 08:00:00'): 2.3,\n", + " Timestamp('2023-01-08 09:00:00'): 2.1,\n", + " Timestamp('2023-01-08 10:00:00'): 1.5,\n", + " Timestamp('2023-01-08 11:00:00'): 1.2,\n", + " Timestamp('2023-01-08 12:00:00'): 1.1,\n", + " Timestamp('2023-01-08 13:00:00'): 1.0,\n", + " Timestamp('2023-01-08 14:00:00'): 1.3,\n", + " Timestamp('2023-01-08 15:00:00'): 2.0,\n", + " Timestamp('2023-01-08 16:00:00'): 2.9,\n", + " Timestamp('2023-01-08 17:00:00'): 3.8,\n", + " Timestamp('2023-01-08 18:00:00'): 4.1,\n", + " Timestamp('2023-01-08 19:00:00'): 3.5,\n", + " Timestamp('2023-01-08 20:00:00'): 3.9,\n", + " Timestamp('2023-01-08 21:00:00'): 4.3,\n", + " Timestamp('2023-01-08 22:00:00'): 4.5,\n", + " Timestamp('2023-01-08 23:00:00'): 4.7,\n", + " Timestamp('2023-01-09 00:00:00'): 4.7,\n", + " Timestamp('2023-01-09 01:00:00'): 4.4,\n", + " Timestamp('2023-01-09 02:00:00'): 3.8,\n", + " Timestamp('2023-01-09 03:00:00'): 3.5,\n", + " Timestamp('2023-01-09 04:00:00'): 3.5,\n", + " Timestamp('2023-01-09 05:00:00'): 4.2,\n", + " Timestamp('2023-01-09 06:00:00'): 3.7,\n", + " Timestamp('2023-01-09 07:00:00'): 3.6,\n", + " Timestamp('2023-01-09 08:00:00'): 3.3,\n", + " Timestamp('2023-01-09 09:00:00'): 3.4,\n", + " Timestamp('2023-01-09 10:00:00'): 3.6,\n", + " Timestamp('2023-01-09 11:00:00'): 3.7,\n", + " Timestamp('2023-01-09 12:00:00'): 3.3,\n", + " Timestamp('2023-01-09 13:00:00'): 2.7,\n", + " Timestamp('2023-01-09 14:00:00'): 3.2,\n", + " Timestamp('2023-01-09 15:00:00'): 4.4,\n", + " Timestamp('2023-01-09 16:00:00'): 5.4,\n", + " Timestamp('2023-01-09 17:00:00'): 6.1,\n", + " Timestamp('2023-01-09 18:00:00'): 7.1,\n", + " Timestamp('2023-01-09 19:00:00'): 7.9,\n", + " Timestamp('2023-01-09 20:00:00'): 8.4,\n", + " Timestamp('2023-01-09 21:00:00'): 8.3,\n", + " Timestamp('2023-01-09 22:00:00'): 7.6,\n", + " Timestamp('2023-01-09 23:00:00'): 7.2,\n", + " Timestamp('2023-01-10 00:00:00'): 6.8,\n", + " Timestamp('2023-01-10 01:00:00'): 6.1,\n", + " Timestamp('2023-01-10 02:00:00'): 5.4,\n", + " Timestamp('2023-01-10 03:00:00'): 5.1,\n", + " Timestamp('2023-01-10 04:00:00'): 4.6,\n", + " Timestamp('2023-01-10 05:00:00'): 4.2,\n", + " Timestamp('2023-01-10 06:00:00'): 3.5,\n", + " Timestamp('2023-01-10 07:00:00'): 3.4,\n", + " Timestamp('2023-01-10 08:00:00'): 3.2,\n", + " Timestamp('2023-01-10 09:00:00'): 3.2,\n", + " Timestamp('2023-01-10 10:00:00'): 3.0,\n", + " Timestamp('2023-01-10 11:00:00'): 2.8,\n", + " Timestamp('2023-01-10 12:00:00'): 2.7,\n", + " Timestamp('2023-01-10 13:00:00'): 2.8,\n", + " Timestamp('2023-01-10 14:00:00'): 3.2,\n", + " Timestamp('2023-01-10 15:00:00'): 4.0,\n", + " Timestamp('2023-01-10 16:00:00'): 3.9,\n", + " Timestamp('2023-01-10 17:00:00'): 3.6,\n", + " Timestamp('2023-01-10 18:00:00'): 4.4,\n", + " Timestamp('2023-01-10 19:00:00'): 5.1,\n", + " Timestamp('2023-01-10 20:00:00'): 5.3,\n", + " Timestamp('2023-01-10 21:00:00'): 5.7,\n", + " Timestamp('2023-01-10 22:00:00'): 5.4,\n", + " Timestamp('2023-01-10 23:00:00'): 4.9,\n", + " Timestamp('2023-01-11 00:00:00'): 4.6,\n", + " Timestamp('2023-01-11 01:00:00'): 4.4,\n", + " Timestamp('2023-01-11 02:00:00'): 4.3,\n", + " Timestamp('2023-01-11 03:00:00'): 4.3,\n", + " Timestamp('2023-01-11 04:00:00'): 4.0,\n", + " Timestamp('2023-01-11 05:00:00'): 3.4,\n", + " Timestamp('2023-01-11 06:00:00'): 3.0,\n", + " Timestamp('2023-01-11 07:00:00'): 2.8,\n", + " Timestamp('2023-01-11 08:00:00'): 2.3,\n", + " Timestamp('2023-01-11 09:00:00'): 2.2,\n", + " Timestamp('2023-01-11 10:00:00'): 2.3,\n", + " Timestamp('2023-01-11 11:00:00'): 2.2,\n", + " Timestamp('2023-01-11 12:00:00'): 1.8,\n", + " Timestamp('2023-01-11 13:00:00'): 1.5,\n", + " Timestamp('2023-01-11 14:00:00'): 1.7,\n", + " Timestamp('2023-01-11 15:00:00'): 2.8,\n", + " Timestamp('2023-01-11 16:00:00'): 2.9,\n", + " Timestamp('2023-01-11 17:00:00'): 3.4,\n", + " Timestamp('2023-01-11 18:00:00'): 4.1,\n", + " Timestamp('2023-01-11 19:00:00'): 4.5,\n", + " Timestamp('2023-01-11 20:00:00'): 4.6,\n", + " Timestamp('2023-01-11 21:00:00'): 4.6,\n", + " Timestamp('2023-01-11 22:00:00'): 4.5,\n", + " Timestamp('2023-01-11 23:00:00'): 4.5,\n", + " Timestamp('2023-01-12 00:00:00'): 4.6,\n", + " Timestamp('2023-01-12 01:00:00'): 5.3,\n", + " Timestamp('2023-01-12 02:00:00'): 5.3,\n", + " Timestamp('2023-01-12 03:00:00'): 5.2,\n", + " Timestamp('2023-01-12 04:00:00'): 5.1,\n", + " Timestamp('2023-01-12 05:00:00'): 4.7,\n", + " Timestamp('2023-01-12 06:00:00'): 4.6,\n", + " Timestamp('2023-01-12 07:00:00'): 4.8,\n", + " Timestamp('2023-01-12 08:00:00'): 4.9,\n", + " Timestamp('2023-01-12 09:00:00'): 5.0,\n", + " Timestamp('2023-01-12 10:00:00'): 5.3,\n", + " Timestamp('2023-01-12 11:00:00'): 5.5,\n", + " Timestamp('2023-01-12 12:00:00'): 5.7,\n", + " Timestamp('2023-01-12 13:00:00'): 5.8,\n", + " Timestamp('2023-01-12 14:00:00'): 5.7,\n", + " Timestamp('2023-01-12 15:00:00'): 5.4,\n", + " Timestamp('2023-01-12 16:00:00'): 5.8,\n", + " Timestamp('2023-01-12 17:00:00'): 7.0,\n", + " Timestamp('2023-01-12 18:00:00'): 7.8,\n", + " Timestamp('2023-01-12 19:00:00'): 7.0,\n", + " Timestamp('2023-01-12 20:00:00'): 6.9,\n", + " Timestamp('2023-01-12 21:00:00'): 7.2,\n", + " Timestamp('2023-01-12 22:00:00'): 8.2,\n", + " Timestamp('2023-01-12 23:00:00'): 8.2,\n", + " Timestamp('2023-01-13 00:00:00'): 7.9,\n", + " Timestamp('2023-01-13 01:00:00'): 8.3,\n", + " Timestamp('2023-01-13 02:00:00'): 9.6,\n", + " Timestamp('2023-01-13 03:00:00'): 8.5,\n", + " Timestamp('2023-01-13 04:00:00'): 9.1,\n", + " Timestamp('2023-01-13 05:00:00'): 10.2,\n", + " Timestamp('2023-01-13 06:00:00'): 9.2,\n", + " Timestamp('2023-01-13 07:00:00'): 9.2,\n", + " Timestamp('2023-01-13 08:00:00'): 9.3,\n", + " Timestamp('2023-01-13 09:00:00'): 8.7,\n", + " Timestamp('2023-01-13 10:00:00'): 8.5,\n", + " Timestamp('2023-01-13 11:00:00'): 8.3,\n", + " Timestamp('2023-01-13 12:00:00'): 8.8,\n", + " Timestamp('2023-01-13 13:00:00'): 8.5,\n", + " Timestamp('2023-01-13 14:00:00'): 7.9,\n", + " Timestamp('2023-01-13 15:00:00'): 7.7,\n", + " Timestamp('2023-01-13 16:00:00'): 7.8,\n", + " Timestamp('2023-01-13 17:00:00'): 8.3,\n", + " Timestamp('2023-01-13 18:00:00'): 8.5,\n", + " Timestamp('2023-01-13 19:00:00'): 8.5,\n", + " Timestamp('2023-01-13 20:00:00'): 8.3,\n", + " Timestamp('2023-01-13 21:00:00'): 7.9,\n", + " Timestamp('2023-01-13 22:00:00'): 7.0,\n", + " Timestamp('2023-01-13 23:00:00'): 6.2,\n", + " Timestamp('2023-01-14 00:00:00'): 5.6,\n", + " Timestamp('2023-01-14 01:00:00'): 5.2,\n", + " Timestamp('2023-01-14 02:00:00'): 4.9,\n", + " Timestamp('2023-01-14 03:00:00'): 4.5,\n", + " Timestamp('2023-01-14 04:00:00'): 4.2,\n", + " Timestamp('2023-01-14 05:00:00'): 4.0,\n", + " Timestamp('2023-01-14 06:00:00'): 3.6,\n", + " Timestamp('2023-01-14 07:00:00'): 3.2,\n", + " Timestamp('2023-01-14 08:00:00'): 2.9,\n", + " Timestamp('2023-01-14 09:00:00'): 1.9,\n", + " Timestamp('2023-01-14 10:00:00'): 1.8,\n", + " Timestamp('2023-01-14 11:00:00'): 1.6,\n", + " Timestamp('2023-01-14 12:00:00'): 1.4,\n", + " Timestamp('2023-01-14 13:00:00'): 1.4,\n", + " 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Timestamp('2023-01-18 23:00:00'): 10.9,\n", + " Timestamp('2023-01-19 00:00:00'): 10.4,\n", + " Timestamp('2023-01-19 01:00:00'): 9.5,\n", + " Timestamp('2023-01-19 02:00:00'): 8.8,\n", + " Timestamp('2023-01-19 03:00:00'): 7.6,\n", + " Timestamp('2023-01-19 04:00:00'): 6.6,\n", + " Timestamp('2023-01-19 05:00:00'): 7.2,\n", + " Timestamp('2023-01-19 06:00:00'): 5.8,\n", + " Timestamp('2023-01-19 07:00:00'): 6.3,\n", + " Timestamp('2023-01-19 08:00:00'): 6.2,\n", + " Timestamp('2023-01-19 09:00:00'): 5.9,\n", + " Timestamp('2023-01-19 10:00:00'): 5.8,\n", + " Timestamp('2023-01-19 11:00:00'): 5.2,\n", + " Timestamp('2023-01-19 12:00:00'): 5.1,\n", + " Timestamp('2023-01-19 13:00:00'): 5.6,\n", + " Timestamp('2023-01-19 14:00:00'): 5.2,\n", + " Timestamp('2023-01-19 15:00:00'): 5.2,\n", + " Timestamp('2023-01-19 16:00:00'): 5.4,\n", + " Timestamp('2023-01-19 17:00:00'): 5.7,\n", + " Timestamp('2023-01-19 18:00:00'): 5.9,\n", + " Timestamp('2023-01-19 19:00:00'): 5.6,\n", + " Timestamp('2023-01-19 20:00:00'): 5.7,\n", + " Timestamp('2023-01-19 21:00:00'): 5.6,\n", + " Timestamp('2023-01-19 22:00:00'): 5.2,\n", + " Timestamp('2023-01-19 23:00:00'): 5.1,\n", + " Timestamp('2023-01-20 00:00:00'): 5.3,\n", + " Timestamp('2023-01-20 01:00:00'): 5.4,\n", + " Timestamp('2023-01-20 02:00:00'): 5.8,\n", + " Timestamp('2023-01-20 03:00:00'): 5.9,\n", + " Timestamp('2023-01-20 04:00:00'): 6.0,\n", + " Timestamp('2023-01-20 05:00:00'): 5.9,\n", + " Timestamp('2023-01-20 06:00:00'): 6.1,\n", + " Timestamp('2023-01-20 07:00:00'): 6.0,\n", + " Timestamp('2023-01-20 08:00:00'): 6.0,\n", + " Timestamp('2023-01-20 09:00:00'): 5.9,\n", + " Timestamp('2023-01-20 10:00:00'): 5.9,\n", + " Timestamp('2023-01-20 11:00:00'): 6.0,\n", + " Timestamp('2023-01-20 12:00:00'): 5.8,\n", + " Timestamp('2023-01-20 13:00:00'): 7.0,\n", + " Timestamp('2023-01-20 14:00:00'): 8.3,\n", + " Timestamp('2023-01-20 15:00:00'): 8.7,\n", + " Timestamp('2023-01-20 16:00:00'): 8.7,\n", + " Timestamp('2023-01-20 17:00:00'): 8.8,\n", + " Timestamp('2023-01-20 18:00:00'): 8.8,\n", + " Timestamp('2023-01-20 19:00:00'): 8.9,\n", + " Timestamp('2023-01-20 20:00:00'): 8.7,\n", + " Timestamp('2023-01-20 21:00:00'): 7.9,\n", + " Timestamp('2023-01-20 22:00:00'): 7.7,\n", + " Timestamp('2023-01-20 23:00:00'): 7.3,\n", + " Timestamp('2023-01-21 00:00:00'): 7.1,\n", + " Timestamp('2023-01-21 01:00:00'): 6.6,\n", + " Timestamp('2023-01-21 02:00:00'): 6.2,\n", + " Timestamp('2023-01-21 03:00:00'): 5.7,\n", + " Timestamp('2023-01-21 04:00:00'): 5.4,\n", + " Timestamp('2023-01-21 05:00:00'): 4.8,\n", + " Timestamp('2023-01-21 06:00:00'): 4.6,\n", + " Timestamp('2023-01-21 07:00:00'): 4.4,\n", + " Timestamp('2023-01-21 08:00:00'): 4.1,\n", + " Timestamp('2023-01-21 09:00:00'): 3.9,\n", + " Timestamp('2023-01-21 10:00:00'): 3.8,\n", + " Timestamp('2023-01-21 11:00:00'): 3.8,\n", + " Timestamp('2023-01-21 12:00:00'): 4.5,\n", + " Timestamp('2023-01-21 13:00:00'): 4.8,\n", + " Timestamp('2023-01-21 14:00:00'): 4.8,\n", + " Timestamp('2023-01-21 15:00:00'): 5.2,\n", + " Timestamp('2023-01-21 16:00:00'): 5.6,\n", + " Timestamp('2023-01-21 17:00:00'): 5.3,\n", + " Timestamp('2023-01-21 18:00:00'): 5.2,\n", + " Timestamp('2023-01-21 19:00:00'): 4.9,\n", + " Timestamp('2023-01-21 20:00:00'): 5.1,\n", + " Timestamp('2023-01-21 21:00:00'): 4.9,\n", + " Timestamp('2023-01-21 22:00:00'): 5.1,\n", + " Timestamp('2023-01-21 23:00:00'): 5.0,\n", + " Timestamp('2023-01-22 00:00:00'): 4.9,\n", + " Timestamp('2023-01-22 01:00:00'): 4.8,\n", + " Timestamp('2023-01-22 02:00:00'): 4.6,\n", + " Timestamp('2023-01-22 03:00:00'): 4.3,\n", + " Timestamp('2023-01-22 04:00:00'): 3.9,\n", + " Timestamp('2023-01-22 05:00:00'): 3.4,\n", + " Timestamp('2023-01-22 06:00:00'): 3.6,\n", + " Timestamp('2023-01-22 07:00:00'): 3.7,\n", + " Timestamp('2023-01-22 08:00:00'): 3.5,\n", + " Timestamp('2023-01-22 09:00:00'): 3.2,\n", + " Timestamp('2023-01-22 10:00:00'): 3.1,\n", + " Timestamp('2023-01-22 11:00:00'): 3.1,\n", + " Timestamp('2023-01-22 12:00:00'): 3.1,\n", + " Timestamp('2023-01-22 13:00:00'): 3.1,\n", + " Timestamp('2023-01-22 14:00:00'): 3.3,\n", + " Timestamp('2023-01-22 15:00:00'): 3.7,\n", + " Timestamp('2023-01-22 16:00:00'): 4.0,\n", + " Timestamp('2023-01-22 17:00:00'): 4.2,\n", + " Timestamp('2023-01-22 18:00:00'): 4.7,\n", + " Timestamp('2023-01-22 19:00:00'): 4.9,\n", + " Timestamp('2023-01-22 20:00:00'): 4.6,\n", + " Timestamp('2023-01-22 21:00:00'): 4.6,\n", + " Timestamp('2023-01-22 22:00:00'): 4.4,\n", + " Timestamp('2023-01-22 23:00:00'): 4.3,\n", + " Timestamp('2023-01-23 00:00:00'): 4.3,\n", + " Timestamp('2023-01-23 01:00:00'): 4.3,\n", + " Timestamp('2023-01-23 02:00:00'): 4.1,\n", + " Timestamp('2023-01-23 03:00:00'): 3.9,\n", + " Timestamp('2023-01-23 04:00:00'): 3.9,\n", + " Timestamp('2023-01-23 05:00:00'): 3.8,\n", + " Timestamp('2023-01-23 06:00:00'): 3.7,\n", + " Timestamp('2023-01-23 07:00:00'): 3.7,\n", + " Timestamp('2023-01-23 08:00:00'): 3.7,\n", + " Timestamp('2023-01-23 09:00:00'): 3.8,\n", + " Timestamp('2023-01-23 10:00:00'): 3.8,\n", + " Timestamp('2023-01-23 11:00:00'): 3.8,\n", + " Timestamp('2023-01-23 12:00:00'): 4.0,\n", + " Timestamp('2023-01-23 13:00:00'): 4.0,\n", + " Timestamp('2023-01-23 14:00:00'): 4.1,\n", + " Timestamp('2023-01-23 15:00:00'): 4.9,\n", + " Timestamp('2023-01-23 16:00:00'): 5.7,\n", + " Timestamp('2023-01-23 17:00:00'): 6.0,\n", + " Timestamp('2023-01-23 18:00:00'): 6.4,\n", + " Timestamp('2023-01-23 19:00:00'): 6.5,\n", + " Timestamp('2023-01-23 20:00:00'): 6.9,\n", + " Timestamp('2023-01-23 21:00:00'): 6.9,\n", + " Timestamp('2023-01-23 22:00:00'): 6.6,\n", + " Timestamp('2023-01-23 23:00:00'): 5.9,\n", + " Timestamp('2023-01-24 00:00:00'): 5.4,\n", + " Timestamp('2023-01-24 01:00:00'): 4.9,\n", + " Timestamp('2023-01-24 02:00:00'): 4.7,\n", + " Timestamp('2023-01-24 03:00:00'): 4.5,\n", + " Timestamp('2023-01-24 04:00:00'): 4.5,\n", + " Timestamp('2023-01-24 05:00:00'): 4.5,\n", + " Timestamp('2023-01-24 06:00:00'): 4.4,\n", + " Timestamp('2023-01-24 07:00:00'): 3.9,\n", + " Timestamp('2023-01-24 08:00:00'): 3.6,\n", + " Timestamp('2023-01-24 09:00:00'): 3.2,\n", + " Timestamp('2023-01-24 10:00:00'): 2.9,\n", + " Timestamp('2023-01-24 11:00:00'): 2.5,\n", + " Timestamp('2023-01-24 12:00:00'): 2.3,\n", + " Timestamp('2023-01-24 13:00:00'): 2.1,\n", + " Timestamp('2023-01-24 14:00:00'): 2.7,\n", + " Timestamp('2023-01-24 15:00:00'): 4.2,\n", + " Timestamp('2023-01-24 16:00:00'): 4.9,\n", + " Timestamp('2023-01-24 17:00:00'): 6.0,\n", + " Timestamp('2023-01-24 18:00:00'): 6.8,\n", + " Timestamp('2023-01-24 19:00:00'): 7.5,\n", + " Timestamp('2023-01-24 20:00:00'): 8.4,\n", + " Timestamp('2023-01-24 21:00:00'): 8.8,\n", + " Timestamp('2023-01-24 22:00:00'): 8.6,\n", + " Timestamp('2023-01-24 23:00:00'): 8.5,\n", + " Timestamp('2023-01-25 00:00:00'): 8.0,\n", + " Timestamp('2023-01-25 01:00:00'): 7.1,\n", + " Timestamp('2023-01-25 02:00:00'): 6.6,\n", + " Timestamp('2023-01-25 03:00:00'): 5.2,\n", + " Timestamp('2023-01-25 04:00:00'): 5.2,\n", + " Timestamp('2023-01-25 05:00:00'): 3.9,\n", + " Timestamp('2023-01-25 06:00:00'): 3.5,\n", + " Timestamp('2023-01-25 07:00:00'): 3.1,\n", + " Timestamp('2023-01-25 08:00:00'): 3.4,\n", + " Timestamp('2023-01-25 09:00:00'): 3.3,\n", + " Timestamp('2023-01-25 10:00:00'): 3.4,\n", + " Timestamp('2023-01-25 11:00:00'): 3.3,\n", + " Timestamp('2023-01-25 12:00:00'): 3.3,\n", + " Timestamp('2023-01-25 13:00:00'): 3.4,\n", + " Timestamp('2023-01-25 14:00:00'): 3.7,\n", + " Timestamp('2023-01-25 15:00:00'): 3.8,\n", + " Timestamp('2023-01-25 16:00:00'): 4.0,\n", + " Timestamp('2023-01-25 17:00:00'): 4.4,\n", + " Timestamp('2023-01-25 18:00:00'): 4.6,\n", + " Timestamp('2023-01-25 19:00:00'): 4.8,\n", + " Timestamp('2023-01-25 20:00:00'): 5.2,\n", + " Timestamp('2023-01-25 21:00:00'): 6.5,\n", + " Timestamp('2023-01-25 22:00:00'): 8.6,\n", + " Timestamp('2023-01-25 23:00:00'): 8.5,\n", + " Timestamp('2023-01-26 00:00:00'): 9.3,\n", + " Timestamp('2023-01-26 01:00:00'): 8.5,\n", + " Timestamp('2023-01-26 02:00:00'): 9.3,\n", + " Timestamp('2023-01-26 03:00:00'): 8.4,\n", + " Timestamp('2023-01-26 04:00:00'): 7.9,\n", + " Timestamp('2023-01-26 05:00:00'): 7.6,\n", + " Timestamp('2023-01-26 06:00:00'): 7.8,\n", + " Timestamp('2023-01-26 07:00:00'): 7.3,\n", + " Timestamp('2023-01-26 08:00:00'): 6.6,\n", + " Timestamp('2023-01-26 09:00:00'): 6.2,\n", + " Timestamp('2023-01-26 10:00:00'): 6.8,\n", + " Timestamp('2023-01-26 11:00:00'): 6.6,\n", + " Timestamp('2023-01-26 12:00:00'): 6.1,\n", + " Timestamp('2023-01-26 13:00:00'): 6.3,\n", + " Timestamp('2023-01-26 14:00:00'): 6.9,\n", + " Timestamp('2023-01-26 15:00:00'): 7.4,\n", + " Timestamp('2023-01-26 16:00:00'): 7.6,\n", + " Timestamp('2023-01-26 17:00:00'): 7.7,\n", + " Timestamp('2023-01-26 18:00:00'): 7.7,\n", + " Timestamp('2023-01-26 19:00:00'): 7.6,\n", + " 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2.1,\n", + " Timestamp('2023-02-05 12:00:00'): 2.1,\n", + " Timestamp('2023-02-05 13:00:00'): 2.2,\n", + " Timestamp('2023-02-05 14:00:00'): 2.5,\n", + " Timestamp('2023-02-05 15:00:00'): 3.1,\n", + " Timestamp('2023-02-05 16:00:00'): 3.7,\n", + " Timestamp('2023-02-05 17:00:00'): 4.3,\n", + " Timestamp('2023-02-05 18:00:00'): 5.7,\n", + " Timestamp('2023-02-05 19:00:00'): 7.4,\n", + " Timestamp('2023-02-05 20:00:00'): 7.8,\n", + " Timestamp('2023-02-05 21:00:00'): 7.6,\n", + " Timestamp('2023-02-05 22:00:00'): 7.3,\n", + " Timestamp('2023-02-05 23:00:00'): 7.6,\n", + " Timestamp('2023-02-06 00:00:00'): 6.8,\n", + " Timestamp('2023-02-06 01:00:00'): 7.8,\n", + " Timestamp('2023-02-06 02:00:00'): 6.3,\n", + " Timestamp('2023-02-06 03:00:00'): 7.7,\n", + " Timestamp('2023-02-06 04:00:00'): 7.8,\n", + " Timestamp('2023-02-06 05:00:00'): 8.2,\n", + " Timestamp('2023-02-06 06:00:00'): 7.8,\n", + " Timestamp('2023-02-06 07:00:00'): 8.1,\n", + " Timestamp('2023-02-06 08:00:00'): 8.7,\n", + " 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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 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Timestamp('2023-01-03 14:30:00'): 1.9,\n", + " Timestamp('2023-01-03 14:36:00'): 2.1,\n", + " Timestamp('2023-01-03 14:42:00'): 1.6,\n", + " Timestamp('2023-01-03 14:48:00'): 1.9,\n", + " Timestamp('2023-01-03 14:54:00'): 2.3,\n", + " Timestamp('2023-01-03 15:00:00'): 2.2,\n", + " Timestamp('2023-01-03 15:06:00'): 2.1,\n", + " Timestamp('2023-01-03 15:12:00'): 2.2,\n", + " Timestamp('2023-01-03 15:18:00'): 1.9,\n", + " Timestamp('2023-01-03 15:24:00'): 2.0,\n", + " Timestamp('2023-01-03 15:30:00'): 2.2,\n", + " Timestamp('2023-01-03 15:36:00'): 1.4,\n", + " Timestamp('2023-01-03 15:42:00'): 2.1,\n", + " Timestamp('2023-01-03 15:48:00'): 2.1,\n", + " Timestamp('2023-01-03 15:54:00'): 2.3,\n", + " Timestamp('2023-01-03 16:00:00'): 2.8,\n", + " Timestamp('2023-01-03 16:06:00'): 2.2,\n", + " Timestamp('2023-01-03 16:12:00'): 1.4,\n", + " Timestamp('2023-01-03 16:18:00'): 2.0,\n", + " Timestamp('2023-01-03 16:24:00'): 3.0,\n", + " Timestamp('2023-01-03 16:30:00'): 1.4,\n", + " 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Timestamp('2023-01-03 22:54:00'): 2.3,\n", + " Timestamp('2023-01-03 23:00:00'): 2.7,\n", + " Timestamp('2023-01-03 23:06:00'): 2.6,\n", + " Timestamp('2023-01-03 23:12:00'): 1.6,\n", + " Timestamp('2023-01-03 23:18:00'): 2.1,\n", + " Timestamp('2023-01-03 23:24:00'): 3.0,\n", + " Timestamp('2023-01-03 23:30:00'): 1.8,\n", + " Timestamp('2023-01-03 23:36:00'): 2.2,\n", + " Timestamp('2023-01-03 23:42:00'): 2.1,\n", + " Timestamp('2023-01-03 23:48:00'): 2.5,\n", + " Timestamp('2023-01-03 23:54:00'): 2.7,\n", + " Timestamp('2023-01-04 00:00:00'): 2.2,\n", + " Timestamp('2023-01-04 00:06:00'): 1.8,\n", + " Timestamp('2023-01-04 00:12:00'): 1.9,\n", + " Timestamp('2023-01-04 00:18:00'): 1.0,\n", + " Timestamp('2023-01-04 00:24:00'): 1.3,\n", + " Timestamp('2023-01-04 00:30:00'): 1.3,\n", + " Timestamp('2023-01-04 00:36:00'): 1.6,\n", + " Timestamp('2023-01-04 00:42:00'): 2.4,\n", + " Timestamp('2023-01-04 00:48:00'): 3.1,\n", + " Timestamp('2023-01-04 00:54:00'): 3.6,\n", + " 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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", + " 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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'): 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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", + " 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Timestamp('2023-01-03 11:06:00'): 2.5,\n", + " Timestamp('2023-01-03 11:12:00'): 2.8,\n", + " Timestamp('2023-01-03 11:18:00'): 2.5,\n", + " Timestamp('2023-01-03 11:24:00'): 1.5,\n", + " Timestamp('2023-01-03 11:30:00'): 2.3,\n", + " Timestamp('2023-01-03 11:36:00'): 3.1,\n", + " Timestamp('2023-01-03 11:42:00'): 2.0,\n", + " Timestamp('2023-01-03 11:48:00'): 2.4,\n", + " Timestamp('2023-01-03 11:54:00'): 2.0,\n", + " Timestamp('2023-01-03 12:00:00'): 1.7,\n", + " Timestamp('2023-01-03 12:06:00'): 2.3,\n", + " Timestamp('2023-01-03 12:12:00'): 2.4,\n", + " Timestamp('2023-01-03 12:18:00'): 2.6,\n", + " Timestamp('2023-01-03 12:24:00'): 2.7,\n", + " Timestamp('2023-01-03 12:30:00'): 1.4,\n", + " Timestamp('2023-01-03 12:36:00'): 1.5,\n", + " Timestamp('2023-01-03 12:42:00'): 1.2,\n", + " Timestamp('2023-01-03 12:48:00'): 2.4,\n", + " Timestamp('2023-01-03 12:54:00'): 3.5,\n", + " Timestamp('2023-01-03 13:00:00'): 3.7,\n", + " Timestamp('2023-01-03 13:06:00'): 3.8,\n", + " Timestamp('2023-01-03 13:12:00'): 3.7,\n", + " Timestamp('2023-01-03 13:18:00'): 3.9,\n", + " Timestamp('2023-01-03 13:24:00'): 3.8,\n", + " Timestamp('2023-01-03 13:30:00'): 3.2,\n", + " Timestamp('2023-01-03 13:36:00'): 3.0,\n", + " Timestamp('2023-01-03 13:42:00'): 3.4,\n", + " Timestamp('2023-01-03 13:48:00'): 3.5,\n", + " Timestamp('2023-01-03 13:54:00'): 3.1,\n", + " Timestamp('2023-01-03 14:00:00'): 3.2,\n", + " Timestamp('2023-01-03 14:06:00'): 4.5,\n", + " Timestamp('2023-01-03 14:12:00'): 4.0,\n", + " Timestamp('2023-01-03 14:18:00'): 3.8,\n", + " Timestamp('2023-01-03 14:24:00'): 2.8,\n", + " Timestamp('2023-01-03 14:30:00'): 2.7,\n", + " Timestamp('2023-01-03 14:36:00'): 3.0,\n", + " Timestamp('2023-01-03 14:42:00'): 2.9,\n", + " Timestamp('2023-01-03 14:48:00'): 2.5,\n", + " Timestamp('2023-01-03 14:54:00'): 2.6,\n", + " Timestamp('2023-01-03 15:00:00'): 2.8,\n", + " Timestamp('2023-01-03 15:06:00'): 3.1,\n", + " Timestamp('2023-01-03 15:12:00'): 3.2,\n", + " Timestamp('2023-01-03 15:18:00'): 2.8,\n", + " Timestamp('2023-01-03 15:24:00'): 3.2,\n", + " Timestamp('2023-01-03 15:30:00'): 3.2,\n", + " Timestamp('2023-01-03 15:36:00'): 2.3,\n", + " Timestamp('2023-01-03 15:42:00'): 2.6,\n", + " Timestamp('2023-01-03 15:48:00'): 3.1,\n", + " Timestamp('2023-01-03 15:54:00'): 3.9,\n", + " Timestamp('2023-01-03 16:00:00'): 3.8,\n", + " Timestamp('2023-01-03 16:06:00'): 3.4,\n", + " Timestamp('2023-01-03 16:12:00'): 2.4,\n", + " Timestamp('2023-01-03 16:18:00'): 2.7,\n", + " Timestamp('2023-01-03 16:24:00'): 3.5,\n", + " Timestamp('2023-01-03 16:30:00'): 4.1,\n", + " Timestamp('2023-01-03 16:36:00'): 2.7,\n", + " Timestamp('2023-01-03 16:42:00'): 2.2,\n", + " Timestamp('2023-01-03 16:48:00'): 2.7,\n", + " Timestamp('2023-01-03 16:54:00'): 2.8,\n", + " Timestamp('2023-01-03 17:00:00'): 2.9,\n", + " Timestamp('2023-01-03 17:06:00'): 2.9,\n", + " Timestamp('2023-01-03 17:12:00'): 2.7,\n", + " Timestamp('2023-01-03 17:18:00'): 2.4,\n", + " Timestamp('2023-01-03 17:24:00'): 2.2,\n", + " Timestamp('2023-01-03 17:30:00'): 2.4,\n", + " Timestamp('2023-01-03 17:36:00'): 2.4,\n", + " Timestamp('2023-01-03 17:42:00'): 2.8,\n", + " Timestamp('2023-01-03 17:48:00'): 2.6,\n", + " Timestamp('2023-01-03 17:54:00'): 3.3,\n", + " Timestamp('2023-01-03 18:00:00'): 2.8,\n", + " Timestamp('2023-01-03 18:06:00'): 2.6,\n", + " Timestamp('2023-01-03 18:12:00'): 3.1,\n", + " Timestamp('2023-01-03 18:18:00'): 4.4,\n", + " Timestamp('2023-01-03 18:24:00'): 5.2,\n", + " Timestamp('2023-01-03 18:30:00'): 4.9,\n", + " Timestamp('2023-01-03 18:36:00'): 4.5,\n", + " Timestamp('2023-01-03 18:42:00'): 4.0,\n", + " Timestamp('2023-01-03 18:48:00'): 3.7,\n", + " Timestamp('2023-01-03 18:54:00'): 4.2,\n", + " Timestamp('2023-01-03 19:00:00'): 5.1,\n", + " Timestamp('2023-01-03 19:06:00'): 4.9,\n", + " Timestamp('2023-01-03 19:12:00'): 5.2,\n", + " Timestamp('2023-01-03 19:18:00'): 5.3,\n", + " Timestamp('2023-01-03 19:24:00'): 4.7,\n", + " Timestamp('2023-01-03 19:30:00'): 4.9,\n", + " Timestamp('2023-01-03 19:36:00'): 4.7,\n", + " Timestamp('2023-01-03 19:42:00'): 4.4,\n", + " Timestamp('2023-01-03 19:48:00'): 4.8,\n", + " Timestamp('2023-01-03 19:54:00'): 5.4,\n", + " Timestamp('2023-01-03 20:00:00'): 6.3,\n", + " Timestamp('2023-01-03 20:06:00'): 6.3,\n", + " Timestamp('2023-01-03 20:12:00'): 4.1,\n", + " Timestamp('2023-01-03 20:18:00'): 4.7,\n", + " Timestamp('2023-01-03 20:24:00'): 6.7,\n", + " Timestamp('2023-01-03 20:30:00'): 5.7,\n", + " Timestamp('2023-01-03 20:36:00'): 5.1,\n", + " Timestamp('2023-01-03 20:42:00'): 3.3,\n", + " Timestamp('2023-01-03 20:48:00'): 3.1,\n", + " Timestamp('2023-01-03 20:54:00'): 4.5,\n", + " Timestamp('2023-01-03 21:00:00'): 4.8,\n", + " Timestamp('2023-01-03 21:06:00'): 3.7,\n", + " Timestamp('2023-01-03 21:12:00'): 4.2,\n", + " Timestamp('2023-01-03 21:18:00'): 3.9,\n", + " Timestamp('2023-01-03 21:24:00'): 3.9,\n", + " Timestamp('2023-01-03 21:30:00'): 4.6,\n", + " Timestamp('2023-01-03 21:36:00'): 4.8,\n", + " Timestamp('2023-01-03 21:42:00'): 4.0,\n", + " Timestamp('2023-01-03 21:48:00'): 3.4,\n", + " Timestamp('2023-01-03 21:54:00'): 4.4,\n", + " Timestamp('2023-01-03 22:00:00'): 4.2,\n", + " Timestamp('2023-01-03 22:06:00'): 3.7,\n", + " Timestamp('2023-01-03 22:12:00'): 3.7,\n", + " Timestamp('2023-01-03 22:18:00'): 3.1,\n", + " Timestamp('2023-01-03 22:24:00'): 4.5,\n", + " Timestamp('2023-01-03 22:30:00'): 4.1,\n", + " Timestamp('2023-01-03 22:36:00'): 3.4,\n", + " Timestamp('2023-01-03 22:42:00'): 3.1,\n", + " Timestamp('2023-01-03 22:48:00'): 4.2,\n", + " Timestamp('2023-01-03 22:54:00'): 4.4,\n", + " Timestamp('2023-01-03 23:00:00'): 4.3,\n", + " Timestamp('2023-01-03 23:06:00'): 3.6,\n", + " Timestamp('2023-01-03 23:12:00'): 3.1,\n", + " Timestamp('2023-01-03 23:18:00'): 3.0,\n", + " Timestamp('2023-01-03 23:24:00'): 4.0,\n", + " Timestamp('2023-01-03 23:30:00'): 3.4,\n", + " Timestamp('2023-01-03 23:36:00'): 3.8,\n", + " Timestamp('2023-01-03 23:42:00'): 4.0,\n", + " Timestamp('2023-01-03 23:48:00'): 4.6,\n", + " Timestamp('2023-01-03 23:54:00'): 4.0,\n", + " Timestamp('2023-01-04 00:00:00'): 4.2,\n", + " Timestamp('2023-01-04 00:06:00'): 3.2,\n", + " Timestamp('2023-01-04 00:12:00'): 2.7,\n", + " Timestamp('2023-01-04 00:18:00'): 3.2,\n", + " Timestamp('2023-01-04 00:24:00'): 2.2,\n", + " Timestamp('2023-01-04 00:30:00'): 2.1,\n", + " Timestamp('2023-01-04 00:36:00'): 2.5,\n", + " Timestamp('2023-01-04 00:42:00'): 3.4,\n", + " Timestamp('2023-01-04 00:48:00'): 4.2,\n", + " Timestamp('2023-01-04 00:54:00'): 4.3,\n", + " Timestamp('2023-01-04 01:00:00'): 3.7,\n", + " Timestamp('2023-01-04 01:06:00'): 2.5,\n", + " Timestamp('2023-01-04 01:12:00'): 2.4,\n", + " Timestamp('2023-01-04 01:18:00'): 2.6,\n", + " Timestamp('2023-01-04 01:24:00'): 3.0,\n", + " Timestamp('2023-01-04 01:30:00'): 2.5,\n", + " Timestamp('2023-01-04 01:36:00'): 3.0,\n", + " Timestamp('2023-01-04 01:42:00'): 3.0,\n", + " Timestamp('2023-01-04 01:48:00'): 3.7,\n", + " Timestamp('2023-01-04 01:54:00'): 3.1,\n", + " Timestamp('2023-01-04 02:00:00'): 2.9,\n", + " Timestamp('2023-01-04 02:06:00'): 3.3,\n", + " Timestamp('2023-01-04 02:12:00'): 2.9,\n", + " Timestamp('2023-01-04 02:18:00'): 3.2,\n", + " Timestamp('2023-01-04 02:24:00'): 3.1,\n", + " Timestamp('2023-01-04 02:30:00'): 3.8,\n", + " Timestamp('2023-01-04 02:36:00'): 3.2,\n", + " Timestamp('2023-01-04 02:42:00'): 3.7,\n", + " Timestamp('2023-01-04 02:48:00'): 3.3,\n", + " Timestamp('2023-01-04 02:54:00'): 3.5,\n", + " Timestamp('2023-01-04 03:00:00'): 3.1,\n", + " Timestamp('2023-01-04 03:06:00'): 3.9,\n", + " Timestamp('2023-01-04 03:12:00'): 3.6,\n", + " Timestamp('2023-01-04 03:18:00'): 3.9,\n", + " Timestamp('2023-01-04 03:24:00'): 4.1,\n", + " Timestamp('2023-01-04 03:30:00'): 4.7,\n", + " Timestamp('2023-01-04 03:36:00'): 4.6,\n", + " Timestamp('2023-01-04 03:42:00'): 4.3,\n", + " Timestamp('2023-01-04 03:48:00'): 2.5,\n", + " Timestamp('2023-01-04 03:54:00'): 3.4,\n", + " Timestamp('2023-01-04 04:00:00'): 4.6,\n", + " Timestamp('2023-01-04 04:06:00'): 6.0,\n", + " Timestamp('2023-01-04 04:12:00'): 5.1,\n", + " Timestamp('2023-01-04 04:18:00'): 6.5,\n", + " Timestamp('2023-01-04 04:24:00'): 6.1,\n", + " Timestamp('2023-01-04 04:30:00'): 5.9,\n", + " Timestamp('2023-01-04 04:36:00'): 6.1,\n", + " Timestamp('2023-01-04 04:42:00'): 5.8,\n", + " Timestamp('2023-01-04 04:48:00'): 4.2,\n", + " Timestamp('2023-01-04 04:54:00'): 5.7,\n", + " Timestamp('2023-01-04 05:00:00'): 3.6,\n", + " Timestamp('2023-01-04 05:06:00'): 6.0,\n", + " Timestamp('2023-01-04 05:12:00'): 4.5,\n", + " Timestamp('2023-01-04 05:18:00'): 4.4,\n", + " Timestamp('2023-01-04 05:24:00'): 3.5,\n", + " Timestamp('2023-01-04 05:30:00'): 4.9,\n", + " Timestamp('2023-01-04 05:36:00'): 5.9,\n", + " Timestamp('2023-01-04 05:42:00'): 5.1,\n", + " Timestamp('2023-01-04 05:48:00'): 4.5,\n", + " Timestamp('2023-01-04 05:54:00'): 4.8,\n", + " Timestamp('2023-01-04 06:00:00'): 3.2,\n", + " Timestamp('2023-01-04 06:06:00'): 3.9,\n", + " Timestamp('2023-01-04 06:12:00'): 4.7,\n", + " Timestamp('2023-01-04 06:18:00'): 4.5,\n", + " Timestamp('2023-01-04 06:24:00'): 3.8,\n", + " Timestamp('2023-01-04 06:30:00'): 3.4,\n", + " Timestamp('2023-01-04 06:36:00'): 3.2,\n", + " Timestamp('2023-01-04 06:42:00'): 2.6,\n", + " Timestamp('2023-01-04 06:48:00'): 2.0,\n", + " Timestamp('2023-01-04 06:54:00'): 2.2,\n", + " Timestamp('2023-01-04 07:00:00'): 2.0,\n", + " Timestamp('2023-01-04 07:06:00'): 2.1,\n", + " Timestamp('2023-01-04 07:12:00'): 1.4,\n", + " Timestamp('2023-01-04 07:18:00'): 1.7,\n", + " Timestamp('2023-01-04 07:24:00'): 2.3,\n", + " Timestamp('2023-01-04 07:30:00'): 1.8,\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'): 1.6,\n", + " Timestamp('2023-01-04 08:00:00'): 1.4,\n", + " Timestamp('2023-01-04 08:06:00'): 1.6,\n", + " Timestamp('2023-01-04 08:12:00'): 1.9,\n", + " Timestamp('2023-01-04 08:18:00'): 2.2,\n", + " Timestamp('2023-01-04 08:24:00'): 2.0,\n", + " Timestamp('2023-01-04 08:30:00'): 1.8,\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'): 1.6,\n", + " Timestamp('2023-01-04 09:00:00'): 1.5,\n", + " Timestamp('2023-01-04 09:06:00'): 1.3,\n", + " Timestamp('2023-01-04 09:12:00'): 1.2,\n", + " Timestamp('2023-01-04 09:18:00'): 1.2,\n", + " Timestamp('2023-01-04 09:24:00'): 1.0,\n", + " Timestamp('2023-01-04 09:30:00'): 1.4,\n", + " Timestamp('2023-01-04 09:36:00'): 3.3,\n", + " Timestamp('2023-01-04 09:42:00'): 3.2,\n", + " Timestamp('2023-01-04 09:48:00'): 2.6,\n", + " Timestamp('2023-01-04 09:54:00'): 2.8,\n", + " Timestamp('2023-01-04 10:00:00'): 1.6,\n", + " Timestamp('2023-01-04 10:06:00'): 1.3,\n", + " Timestamp('2023-01-04 10:12:00'): 1.2,\n", + " Timestamp('2023-01-04 10:18:00'): 0.7,\n", + " Timestamp('2023-01-04 10:24:00'): 1.4,\n", + " Timestamp('2023-01-04 10:30:00'): 2.4,\n", + " Timestamp('2023-01-04 10:36:00'): 2.0,\n", + " Timestamp('2023-01-04 10:42:00'): 2.3,\n", + " Timestamp('2023-01-04 10:48:00'): 2.2,\n", + " Timestamp('2023-01-04 10:54:00'): 2.0,\n", + " Timestamp('2023-01-04 11:00:00'): 2.5,\n", + " Timestamp('2023-01-04 11:06:00'): 2.2,\n", + " Timestamp('2023-01-04 11:12:00'): 2.2,\n", + " Timestamp('2023-01-04 11:18:00'): 1.9,\n", + " Timestamp('2023-01-04 11:24:00'): 1.5,\n", + " Timestamp('2023-01-04 11:30:00'): 1.9,\n", + " Timestamp('2023-01-04 11:36:00'): 2.4,\n", + " Timestamp('2023-01-04 11:42:00'): 2.6,\n", + " Timestamp('2023-01-04 11:48:00'): 2.3,\n", + " Timestamp('2023-01-04 11:54:00'): 2.2,\n", + " Timestamp('2023-01-04 12:00:00'): 2.2,\n", + " Timestamp('2023-01-04 12:06:00'): 1.8,\n", + " Timestamp('2023-01-04 12:12:00'): 2.5,\n", + " Timestamp('2023-01-04 12:18:00'): 2.6,\n", + " Timestamp('2023-01-04 12:24:00'): 1.8,\n", + " Timestamp('2023-01-04 12:30:00'): 1.0,\n", + " Timestamp('2023-01-04 12:36:00'): 1.0,\n", + " Timestamp('2023-01-04 12:42:00'): 1.4,\n", + " Timestamp('2023-01-04 12:48:00'): 1.6,\n", + " Timestamp('2023-01-04 12:54:00'): 2.1,\n", + " Timestamp('2023-01-04 13:00:00'): 2.0,\n", + " Timestamp('2023-01-04 13:06:00'): 2.4,\n", + " Timestamp('2023-01-04 13:12:00'): 2.8,\n", + " Timestamp('2023-01-04 13:18:00'): 2.7,\n", + " Timestamp('2023-01-04 13:24:00'): 2.4,\n", + " Timestamp('2023-01-04 13:30:00'): 2.2,\n", + " Timestamp('2023-01-04 13:36:00'): 2.2,\n", + " Timestamp('2023-01-04 13:42:00'): 3.1,\n", + " Timestamp('2023-01-04 13:48:00'): 2.6,\n", + " Timestamp('2023-01-04 13:54:00'): 2.7,\n", + " Timestamp('2023-01-04 14:00:00'): 2.4,\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'): 2.8,\n", + " Timestamp('2023-01-04 14:30:00'): 3.4,\n", + " Timestamp('2023-01-04 14:36:00'): 2.2,\n", + " Timestamp('2023-01-04 14:42:00'): 2.4,\n", + " Timestamp('2023-01-04 14:48:00'): 2.2,\n", + " Timestamp('2023-01-04 14:54:00'): 1.9,\n", + " Timestamp('2023-01-04 15:00:00'): 1.7,\n", + " Timestamp('2023-01-04 15:06:00'): 1.7,\n", + " Timestamp('2023-01-04 15:12:00'): 1.8,\n", + " Timestamp('2023-01-04 15:18:00'): 1.6,\n", + " Timestamp('2023-01-04 15:24:00'): 2.0,\n", + " Timestamp('2023-01-04 15:30:00'): 1.6,\n", + " Timestamp('2023-01-04 15:36:00'): 2.3,\n", + " Timestamp('2023-01-04 15:42:00'): 3.3,\n", + " Timestamp('2023-01-04 15:48:00'): 3.0,\n", + " Timestamp('2023-01-04 15:54:00'): 2.3,\n", + " Timestamp('2023-01-04 16:00:00'): 1.9,\n", + " Timestamp('2023-01-04 16:06:00'): 2.1,\n", + " Timestamp('2023-01-04 16:12:00'): 2.2,\n", + " Timestamp('2023-01-04 16:18:00'): 2.2,\n", + " Timestamp('2023-01-04 16:24:00'): 2.3,\n", + " 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12:00:00'): 1011.9,\n", + " Timestamp('2023-01-04 12:06:00'): 1011.9,\n", + " Timestamp('2023-01-04 12:12:00'): 1012.0,\n", + " Timestamp('2023-01-04 12:18:00'): 1011.9,\n", + " Timestamp('2023-01-04 12:24:00'): 1012.1,\n", + " Timestamp('2023-01-04 12:30:00'): 1012.0,\n", + " Timestamp('2023-01-04 12:36:00'): 1012.0,\n", + " Timestamp('2023-01-04 12:42:00'): 1011.9,\n", + " Timestamp('2023-01-04 12:48:00'): 1012.0,\n", + " Timestamp('2023-01-04 12:54:00'): 1012.0,\n", + " Timestamp('2023-01-04 13:00:00'): 1012.0,\n", + " Timestamp('2023-01-04 13:06:00'): 1012.0,\n", + " Timestamp('2023-01-04 13:12:00'): 1012.0,\n", + " Timestamp('2023-01-04 13:18:00'): 1012.1,\n", + " Timestamp('2023-01-04 13:24:00'): 1012.0,\n", + " Timestamp('2023-01-04 13:30:00'): 1012.1,\n", + " Timestamp('2023-01-04 13:36:00'): 1012.1,\n", + " Timestamp('2023-01-04 13:42:00'): 1012.1,\n", + " Timestamp('2023-01-04 13:48:00'): 1012.2,\n", + " Timestamp('2023-01-04 13:54:00'): 1012.2,\n", + " Timestamp('2023-01-04 14:00:00'): 1012.2,\n", + " Timestamp('2023-01-04 14:06:00'): 1012.3,\n", + " Timestamp('2023-01-04 14:12:00'): 1012.3,\n", + " Timestamp('2023-01-04 14:18:00'): 1012.3,\n", + " Timestamp('2023-01-04 14:24:00'): 1012.4,\n", + " Timestamp('2023-01-04 14:30:00'): 1012.5,\n", + " Timestamp('2023-01-04 14:36:00'): 1012.6,\n", + " Timestamp('2023-01-04 14:42:00'): 1012.7,\n", + " Timestamp('2023-01-04 14:48:00'): 1012.8,\n", + " Timestamp('2023-01-04 14:54:00'): 1012.8,\n", + " Timestamp('2023-01-04 15:00:00'): 1012.8,\n", + " Timestamp('2023-01-04 15:06:00'): 1012.9,\n", + " Timestamp('2023-01-04 15:12:00'): 1012.9,\n", + " 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", + " Timestamp('2023-01-01 14:00:00'): 8.2,\n", + " 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", + " 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9.4,\n", + " Timestamp('2023-01-01 23:00:00'): 9.2,\n", + " Timestamp('2023-01-01 23:06:00'): 8.7,\n", + " Timestamp('2023-01-01 23:12:00'): 8.2,\n", + " Timestamp('2023-01-01 23:18:00'): 8.3,\n", + " Timestamp('2023-01-01 23:24:00'): 8.2,\n", + " Timestamp('2023-01-01 23:30:00'): 8.6,\n", + " Timestamp('2023-01-01 23:36:00'): 8.7,\n", + " Timestamp('2023-01-01 23:42:00'): 8.0,\n", + " Timestamp('2023-01-01 23:48:00'): 8.9,\n", + " Timestamp('2023-01-01 23:54:00'): 9.1,\n", + " Timestamp('2023-01-02 00:00:00'): 8.5,\n", + " Timestamp('2023-01-02 00:06:00'): 7.2,\n", + " Timestamp('2023-01-02 00:12:00'): 7.6,\n", + " Timestamp('2023-01-02 00:18:00'): 7.5,\n", + " Timestamp('2023-01-02 00:24:00'): 7.0,\n", + " Timestamp('2023-01-02 00:30:00'): 6.7,\n", + " Timestamp('2023-01-02 00:36:00'): 6.5,\n", + " Timestamp('2023-01-02 00:42:00'): 6.7,\n", + " Timestamp('2023-01-02 00:48:00'): 7.0,\n", + " Timestamp('2023-01-02 00:54:00'): 7.2,\n", + " Timestamp('2023-01-02 01:00:00'): 7.4,\n", + " 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configuration at initialization through two arguments:\n", + "\n", + "```python3\n", + "api = NdbcApi(\n", + " logging_level=logging.WARNING, # one of logging.DEBUG, logging.INFO, logging.WARNING, or logging.ERROR\n", + " filename=None, # an optional filepath at which to write log files\n", + " ...\n", + ")\n", + "\n", + "At any time, the logging can be updated by calling `api.configure_logging(level=..., filename=...)` as shown below.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "import logging\n", + "\n", + "api.configure_logging(level=logging.DEBUG)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Failed to process request for station_id apam2 and mode cwind with error: NDBC API: Failed to handle API call.\n", - "Raised from No objects to concatenate\n" + "[DEBUG]: {'message': \"`get_data` called with arguments: {'station_id': None, 'mode': None, 'station_ids': ['tplm2', 'apam2'], 'modes': ['stdmet', 'cwind'], 'as_df': True, 'cols': None, 'end_time': '2024-01-01', 'self': , 'start_time': '2023-01-01', '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_timestamp': True}\"}\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 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 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=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", + "[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]: {'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': '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': 'Request https://www.ndbc.noaa.gov/view_text_file.php?filename=apam2h2023.txt.gz&dir=data/historical/stdmet/ already in cache.'}\n", + "{'message': 'Request 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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]: {'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/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': 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148325 rows × 16 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", + "\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", + "\n", + "[148325 rows x 16 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -2236,7 +30738,6 @@ " modes=['stdmet', 'cwind'], # cwind is not available for 'apam2' so we will log an error and continue\n", " start_time='2023-01-01',\n", " end_time='2024-01-01',\n", - " as_df=False\n", ")" ] }, diff --git a/pyproject.toml b/pyproject.toml index 89d204d..4bfa765 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "ndbc-api" -version = "0.24.07.26.1" +version = "0.24.08.04.1" description = "A Python API for the National Data Buoy Center." authors = ["cdjellen "] license = "MIT" diff --git a/tests/api/handlers/test_data.py b/tests/api/handlers/test_data.py index db2489b..35e5ea9 100644 --- a/tests/api/handlers/test_data.py +++ b/tests/api/handlers/test_data.py @@ -1,4 +1,5 @@ import logging +from functools import partial import pandas as pd import pytest @@ -30,7 +31,7 @@ TEST_STN_SWDIR2 = '41001' TEST_STN_SWR1 = '41001' TEST_STN_SWR2 = '41001' -TEST_LOG = logging.getLogger('TestDataHandler') +TEST_LOG = partial(logging.getLogger('TestDataHandler').log, msg="") @pytest.fixture diff --git a/tests/api/handlers/test_stations.py b/tests/api/handlers/test_stations.py index 473a1c9..907d24a 100644 --- a/tests/api/handlers/test_stations.py +++ b/tests/api/handlers/test_stations.py @@ -1,4 +1,5 @@ import logging +from functools import partial import pandas as pd import pytest @@ -14,7 +15,7 @@ TEST_STN = 'TPLM2' TEST_STN_REALTIME = '41013' -TEST_LOG = logging.getLogger('TestStationsHandler') +TEST_LOG = partial(logging.getLogger('TestDataHandler').log, msg="") @pytest.fixture @@ -75,8 +76,8 @@ def test_station_realtime(stations_handler, request_handler, read_parsed_yml, @pytest.mark.private @pytest.mark.usefixtures('mock_socket', 'read_responses', 'read_parsed_yml') -def test_station_historical(stations_handler, monkeypatch, request_handler, read_parsed_yml, - read_responses, mock_socket): +def test_station_historical(stations_handler, monkeypatch, request_handler, + read_parsed_yml, read_responses, mock_socket): _ = mock_socket monkeypatch.setenv('MOCKDATE', '2022-08-13') reqs = HistoricalRequest.build_request(station_id=TEST_STN,) diff --git a/tests/api/parsers/test_adcp.py b/tests/api/parsers/test_adcp.py index 095163d..87ab0b5 100644 --- a/tests/api/parsers/test_adcp.py +++ b/tests/api/parsers/test_adcp.py @@ -32,4 +32,7 @@ def test_available_measurements(adcp, adcp_response, parsed_adcp): resp = adcp_response want = parsed_adcp got = adcp.df_from_responses(resp, use_timestamp=True) - pd.testing.assert_frame_equal(got, want, check_dtype=False, check_index_type=False) + pd.testing.assert_frame_equal(got, + want, + check_dtype=False, + check_index_type=False) diff --git a/tests/api/parsers/test_cwind.py b/tests/api/parsers/test_cwind.py index 35cb444..ed2c8c5 100644 --- a/tests/api/parsers/test_cwind.py +++ b/tests/api/parsers/test_cwind.py @@ -32,4 +32,7 @@ def test_available_measurements(cwind, cwind_response, parsed_cwind): resp = cwind_response want = parsed_cwind got = cwind.df_from_responses(resp, use_timestamp=True) - pd.testing.assert_frame_equal(got, want, check_dtype=False, check_index_type=False) + pd.testing.assert_frame_equal(got, + want, + check_dtype=False, + check_index_type=False) diff --git a/tests/api/parsers/test_ocean.py b/tests/api/parsers/test_ocean.py index fcf6426..2df5349 100644 --- a/tests/api/parsers/test_ocean.py +++ b/tests/api/parsers/test_ocean.py @@ -32,4 +32,7 @@ def test_available_measurements(ocean, ocean_response, parsed_ocean): resp = ocean_response want = parsed_ocean got = ocean.df_from_responses(resp, use_timestamp=True) - pd.testing.assert_frame_equal(got, want, check_dtype=False, check_index_type=False) + pd.testing.assert_frame_equal(got, + want, + check_dtype=False, + check_index_type=False) diff --git a/tests/api/parsers/test_spec.py b/tests/api/parsers/test_spec.py index 39616e1..b9b29b8 100644 --- a/tests/api/parsers/test_spec.py +++ b/tests/api/parsers/test_spec.py @@ -32,4 +32,7 @@ def test_available_measurements(spec, spec_response, parsed_spec): resp = spec_response want = parsed_spec got = spec.df_from_responses(resp, use_timestamp=True) - pd.testing.assert_frame_equal(got, want, check_dtype=False, check_index_type=False) + pd.testing.assert_frame_equal(got, + want, + check_dtype=False, + check_index_type=False) diff --git a/tests/api/parsers/test_station_historical.py b/tests/api/parsers/test_station_historical.py index 364cf6d..39ca788 100644 --- a/tests/api/parsers/test_station_historical.py +++ b/tests/api/parsers/test_station_historical.py @@ -28,7 +28,8 @@ def stations_historical(): @pytest.mark.private -def test_available_measurements(stations_historical, monkeypatch, historical_response, +def test_available_measurements(stations_historical, monkeypatch, + historical_response, parsed_stations_historical): monkeypatch.setenv('MOCKDATE', '2022-08-13') resp = historical_response.get(list(historical_response.keys())[0]) diff --git a/tests/api/parsers/test_stdmet.py b/tests/api/parsers/test_stdmet.py index b516b3b..0ab8661 100644 --- a/tests/api/parsers/test_stdmet.py +++ b/tests/api/parsers/test_stdmet.py @@ -32,4 +32,7 @@ def test_available_measurements(stdmet, stdmet_response, parsed_stdmet): resp = stdmet_response want = parsed_stdmet got = stdmet.df_from_responses(resp, use_timestamp=True) - pd.testing.assert_frame_equal(got, want, check_dtype=False, check_index_type=False) + pd.testing.assert_frame_equal(got, + want, + check_dtype=False, + check_index_type=False) diff --git a/tests/api/parsers/test_supl.py b/tests/api/parsers/test_supl.py index d86bb6a..d3dabff 100644 --- a/tests/api/parsers/test_supl.py +++ b/tests/api/parsers/test_supl.py @@ -32,4 +32,7 @@ def test_available_measurements(supl, supl_response, parsed_supl): resp = supl_response want = parsed_supl got = supl.df_from_responses(resp, use_timestamp=True) - pd.testing.assert_frame_equal(got, want, check_dtype=False, check_index_type=False) + pd.testing.assert_frame_equal(got, + want, + check_dtype=False, + check_index_type=False) diff --git a/tests/api/parsers/test_swden.py b/tests/api/parsers/test_swden.py index 4e28fc2..0726a88 100644 --- a/tests/api/parsers/test_swden.py +++ b/tests/api/parsers/test_swden.py @@ -32,4 +32,7 @@ def test_available_measurements(swden, swden_response, parsed_swden): resp = swden_response want = parsed_swden got = swden.df_from_responses(resp, use_timestamp=True) - pd.testing.assert_frame_equal(got, want, check_dtype=False, check_index_type=False) + pd.testing.assert_frame_equal(got, + want, + check_dtype=False, + check_index_type=False) diff --git a/tests/api/parsers/test_swdir.py b/tests/api/parsers/test_swdir.py index 070306b..f8ad960 100644 --- a/tests/api/parsers/test_swdir.py +++ b/tests/api/parsers/test_swdir.py @@ -32,4 +32,7 @@ def test_available_measurements(swdir, swdir_response, parsed_swdir): resp = swdir_response want = parsed_swdir got = swdir.df_from_responses(resp, use_timestamp=True) - pd.testing.assert_frame_equal(got, want, check_dtype=False, check_index_type=False) + pd.testing.assert_frame_equal(got, + want, + check_dtype=False, + check_index_type=False) diff --git a/tests/api/parsers/test_swdir2.py b/tests/api/parsers/test_swdir2.py index 8fb4bdb..ee17c2b 100644 --- a/tests/api/parsers/test_swdir2.py +++ b/tests/api/parsers/test_swdir2.py @@ -32,4 +32,7 @@ def test_available_measurements(swdir2, swdir2_response, parsed_swdir2): resp = swdir2_response want = parsed_swdir2 got = swdir2.df_from_responses(resp, use_timestamp=True) - pd.testing.assert_frame_equal(got, want, check_dtype=False, check_index_type=False) + pd.testing.assert_frame_equal(got, + want, + check_dtype=False, + check_index_type=False) diff --git a/tests/api/parsers/test_swr1.py b/tests/api/parsers/test_swr1.py index e5459df..8fedfe4 100644 --- a/tests/api/parsers/test_swr1.py +++ b/tests/api/parsers/test_swr1.py @@ -32,4 +32,7 @@ def test_available_measurements(swr1, swr1_response, parsed_swr1): resp = swr1_response want = parsed_swr1 got = swr1.df_from_responses(resp, use_timestamp=True) - pd.testing.assert_frame_equal(got, want, check_dtype=False, check_index_type=False) + pd.testing.assert_frame_equal(got, + want, + check_dtype=False, + check_index_type=False) diff --git a/tests/api/parsers/test_swr2.py b/tests/api/parsers/test_swr2.py index d4b4a4e..5ea51be 100644 --- a/tests/api/parsers/test_swr2.py +++ b/tests/api/parsers/test_swr2.py @@ -32,4 +32,7 @@ def test_available_measurements(swr2, swr2_response, parsed_swr2): resp = swr2_response want = parsed_swr2 got = swr2.df_from_responses(resp, use_timestamp=True) - pd.testing.assert_frame_equal(got, want, check_dtype=False, check_index_type=False) + pd.testing.assert_frame_equal(got, + want, + check_dtype=False, + check_index_type=False) diff --git a/tests/test_ndbc_api.py b/tests/test_ndbc_api.py index 0bcc16d..3db38c3 100644 --- a/tests/test_ndbc_api.py +++ b/tests/test_ndbc_api.py @@ -45,13 +45,15 @@ @pytest.fixture def ndbc_api(): - api = NdbcApi(cache_limit=TEST_CACHE_LIMIT) + api = NdbcApi(logging_level=logging.DEBUG, + filename=None, + cache_limit=TEST_CACHE_LIMIT) yield api def test_init(ndbc_api): assert isinstance(ndbc_api, NdbcApi) - assert isinstance(ndbc_api.log, logging.Logger) + assert isinstance(ndbc_api.logger, logging.Logger) assert ndbc_api.cache_limit == TEST_CACHE_LIMIT assert NdbcApi() == ndbc_api @@ -81,6 +83,19 @@ def test_dump_cache_empty(ndbc_api): test_fp.unlink() +def test_configure_logging(ndbc_api): + ndbc_api.configure_logging(level=logging.INFO) + assert ndbc_api.logger.level == logging.INFO + ndbc_api.configure_logging(level=logging.WARNING) + assert ndbc_api.logger.level == logging.WARNING + ndbc_api.configure_logging(level=logging.ERROR, filename='foo.log') + assert ndbc_api.logger.level == logging.ERROR + ndbc_api.configure_logging(level=logging.DEBUG, filename=None) + assert ndbc_api.logger.level == logging.DEBUG + with pytest.raises(ValueError): + _ = ndbc_api.configure_logging(level='foo') + + @pytest.mark.usefixtures('mock_socket', 'read_responses', 'read_parsed_df') def test_stations(ndbc_api, mock_socket, read_responses, read_parsed_df): _ = mock_socket @@ -161,11 +176,15 @@ def test_station(ndbc_api, mock_socket, read_responses, read_parsed_yml): with pytest.raises(Exception): _ = ndbc_api.nearest_station(lat='38.88N', lon='76.43W', radius=-100) with pytest.raises(Exception): - _ = ndbc_api.nearest_station(lat='38.88N', lon='76.43W', radius=100, units='foo') + _ = ndbc_api.nearest_station(lat='38.88N', + lon='76.43W', + radius=100, + units='foo') got = ndbc_api.radial_search(lat='38.88N', lon='76.43W', radius=100) assert isinstance(got, pd.DataFrame) assert got.shape[0] > 0 + @pytest.mark.slow @pytest.mark.usefixtures('mock_socket', 'read_responses', 'read_parsed_df') def test_get_data(ndbc_api, monkeypatch, mock_socket, read_responses, @@ -229,17 +248,15 @@ def test_get_data(ndbc_api, monkeypatch, mock_socket, read_responses, check_dtype=False, check_index_type=False, ) - + with pytest.raises(ValueError): - _ = ndbc_api.get_data( - station_id='foo', - station_ids=['foo'], - mode=name, - start_time=TEST_START, - end_time=TEST_END, - use_timestamp=True, - as_df=True - ) + _ = ndbc_api.get_data(station_id='foo', + station_ids=['foo'], + mode=name, + start_time=TEST_START, + end_time=TEST_END, + use_timestamp=True, + as_df=True) with pytest.raises(ValueError): _ = ndbc_api.get_data( station_ids=[str(globals()[f'TEST_STN_{name.upper()}'])], @@ -248,8 +265,7 @@ def test_get_data(ndbc_api, monkeypatch, mock_socket, read_responses, start_time=TEST_START, end_time=TEST_END, use_timestamp=True, - as_df=True - ) + as_df=True) handler = ndbc_api._handler ndbc_api._handler = None @@ -394,17 +410,28 @@ def test_handle_data(ndbc_api, read_parsed_df): @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) + 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) + 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