From b9c583f806f2a8cad7876d13634fa919315da1f6 Mon Sep 17 00:00:00 2001 From: Jamie Taylor Date: Thu, 22 Feb 2024 15:20:41 +0000 Subject: [PATCH 1/3] Add methods to dl deployment datasets and update some docstrings --- pvlive_api/pvlive.py | 170 +++++++++++++++++++++++++++++++++---------- requirements.txt | 1 + 2 files changed, 133 insertions(+), 38 deletions(-) diff --git a/pvlive_api/pvlive.py b/pvlive_api/pvlive.py index 6673fe0..a1b0cb4 100644 --- a/pvlive_api/pvlive.py +++ b/pvlive_api/pvlive.py @@ -11,7 +11,7 @@ import json from datetime import datetime, timedelta, date, time from time import sleep -from typing import List, Union, Tuple, Dict, Optional +from typing import List, Union, Tuple, Dict, Optional, Literal import inspect import argparse import re @@ -20,6 +20,7 @@ import requests from numpy import nan, int64 import pandas as pd +from bs4 import BeautifulSoup class PVLiveException(Exception): """An Exception specific to the PVLive class.""" @@ -39,15 +40,16 @@ class PVLive: Parameters ---------- - `retries` : int + retries : int Optionally specify the number of retries to use should the API respond with anything other than status code 200. Exponential back-off applies inbetween retries. - `proxies` : Optional[Dict] + proxies : Optional[Dict] Optionally specify a Dict of proxies for http and https requests in the format: {"http": "
", "https": "
"} """ def __init__(self, retries: int = 3, proxies: Optional[Dict] = None, ssl_verify: bool = True): - self.base_url = "https://api.solar.sheffield.ac.uk/pvlive/api/v4" + self.domain_url = "https://api.solar.sheffield.ac.uk" + self.base_url = f"{self.domain_url}/pvlive/api/v4" self.max_range = {"national": timedelta(days=365), "regional": timedelta(days=30)} self.retries = retries self.proxies = proxies @@ -57,6 +59,7 @@ def __init__(self, retries: int = 3, proxies: Optional[Dict] = None, ssl_verify: self.pes_list = self._get_pes_list() self.gsp_ids = self.gsp_list.gsp_id.dropna().astype(int64).unique() self.pes_ids = self.pes_list.pes_id.dropna().astype(int64).unique() + self.deployment_releases = None def _get_gsp_list(self): """Fetch the GSP list from the API and convert to Pandas DataFrame.""" @@ -70,8 +73,96 @@ def _get_pes_list(self): response = self._fetch_url(url) return pd.DataFrame(response["data"], columns=response["meta"]) + def _get_deployment_releases(self): + """Get a list of deployment releases as datestamps (YYYYMMDD).""" + if self.deployment_releases is None: + url = f"{self.domain_url}/capacity/" + response = self._fetch_url(url, parse_json=False) + soup = BeautifulSoup(response.content, "html.parser") + releases = [r["href"].strip("/") for r in soup.find_all("a", href=True) + if re.match(r"[0-9]{8}/", r["href"])] + self.deployment_releases = sorted(releases, reverse=True) + return self.deployment_releases + + def _get_deployment_filenames(self, release): + """Get a list of filenames for a given release.""" + url = f"{self.domain_url}/capacity/{release}/" + response = self._fetch_url(url, parse_json=False) + soup = BeautifulSoup(response.content, "html.parser") + filenames = [r["href"] for r in soup.find_all("a", href=True) + if re.match(r".+\.csv.gz", r["href"])] + return filenames + + def _validate_deployment_inputs(self, region, include_history, by_system_size, release): + """Validate input parameters to `deployment()`.""" + releases = self._get_deployment_releases() + if not isinstance(region, str): + raise TypeError("`region` must be a string.") + supported_regions = ["gsp", "llsoa"] + if region not in supported_regions: + raise ValueError(f"The region must be one of {supported_regions}") + if not isinstance(include_history, bool): + raise TypeError("`include_history` must be True or False.") + if not isinstance(by_system_size, bool): + raise TypeError("`by_system_size` must be True or False.") + if by_system_size and region != "gsp": + raise ValueError(f"`by_system_size` can only be True if `region`='gsp'") + if by_system_size and not include_history: + raise ValueError(f"`by_system_size` can only be True if `include_history`=True") + if not isinstance(release, (str, int)): + raise TypeError("`release` must be str or int.") + if isinstance(release, str) and release not in releases: + raise ValueError(f"The requested release ({release}) was not found on the API") + if isinstance(release, int) and release not in range(len(releases)): + raise ValueError("The requested release index ({release}) was not found on the API, " + f"release index must be between 0 and {len(releases)-1}") + + def deployment(self, + region: Literal["gsp", "llsoa"] = "gsp", + include_history: bool = False, + by_system_size: bool = False, + release: Union[str, int] = 0) -> pd.DataFrame: + """ + Download deployment data from the `/capacity` endpoint. + + Parameters + ---------- + region : str + The aggregation region for the deployment data, either 'gsp' (default) or 'llsoa'. + include_history : bool + Set to True to include historical deployment data. Defaults to False. + by_system_size : bool + If `region` == "gsp", set to True to also include the breakdown by system size. + release : Union[str, int] + The datestamp (YYYYMMDD) of the capacity update you wish to download. Pass a string + (e.g. "20231116") to get a specific release, or pass an int to get the latest + (release=0), next-latest (release==1) etc. Defaults to 0. + + Returns + ------- + Pandas DataFrame + Contains the columns pes_id, datetime_gmt and generation_mw, plus any extra_fields in + the order specified. + """ + self._validate_deployment_inputs(region, include_history, by_system_size, release) + releases = self._get_deployment_releases() + release = releases[release] if isinstance(release, int) else release + filenames = self._get_deployment_filenames(release) + region_ = "20220314_GSP" if region == "gsp" else region + history_ = "_and_month" if include_history else "" + system_size_ = "_and_system_size" if by_system_size else "" + filename_ending = f"_capacity_by_{region_}{history_}{system_size_}.csv.gz" + filename = [f for f in filenames if f.endswith(filename_ending)][0] + url = f"{self.domain_url}/capacity/{release}/{filename}" + kwargs = dict(parse_dates=["install_month"]) if include_history else {} + deployment_data = pd.read_csv(url, **kwargs) + deployment_data.insert(0, "release", release) + deployment_data.rename(columns={"dc_capacity_MWp": "dc_capacity_mwp"}, inplace=True) + deployment_data.system_count = deployment_data.system_count.astype("Int64") + return deployment_data + def latest(self, - entity_type: str = "gsp", + entity_type: Literal["gsp", "pes"] = "gsp", entity_id: int = 0, extra_fields: str = "", period: int = 30, @@ -81,15 +172,15 @@ def latest(self, Parameters ---------- - `entity_type` : string + entity_type : string The aggregation entity type of interest, either "pes" or "gsp". Defaults to "gsp". - `entity_id` : int + entity_id : int The numerical ID of the entity of interest. Defaults to 0. - `extra_fields` : string + extra_fields : string Comma-separated string listing any extra fields. - `period` : int + period : int Time-resolution to retrieve, either 30 or 5 (minutely). Default is 30. - `dataframe` : boolean + dataframe : boolean Set to True to return data as a Python DataFrame. Default is False, i.e. return a tuple. Returns @@ -124,7 +215,7 @@ def latest(self, def at_time(self, dt: datetime, - entity_type: str = "gsp", + entity_type: Literal["gsp", "pes"] = "gsp", entity_id: int = 0, extra_fields: str = "", period: int = 30, @@ -134,18 +225,18 @@ def at_time(self, Parameters ---------- - `dt` : datetime + dt : datetime A timezone-aware datetime object. Will be corrected to the END of the half hour in which *dt* falls, since Sheffield Solar use end of interval as convention. - `entity_type` : string + entity_type : string The aggregation entity type of interest, either "pes" or "gsp". Defaults to "gsp". - `entity_id` : int + entity_id : int The numerical ID of the entity of interest. Defaults to 0. - `extra_fields` : string + extra_fields : string Comma-separated string listing any extra fields. - `period` : int + period : int Time-resolution to retrieve, either 30 or 5 (minutely). Default is 30. - `dataframe` : boolean + dataframe : boolean Set to True to return data as a Python DataFrame. Default is False, i.e. return a tuple. Returns @@ -172,7 +263,7 @@ def at_time(self, def between(self, start: datetime, end: datetime, - entity_type: str = "gsp", + entity_type: Literal["gsp", "pes"] = "gsp", entity_id: int = 0, extra_fields: str = "", period: int = 30, @@ -182,21 +273,21 @@ def between(self, Parameters ---------- - `start` : datetime + start : datetime A timezone-aware datetime object. Will be corrected to the END of the half hour in which *start* falls, since Sheffield Solar use end of interval as convention. - `end` : datetime + end : datetime A timezone-aware datetime object. Will be corrected to the END of the half hour in which *end* falls, since Sheffield Solar use end of interval as convention. - `entity_type` : string + entity_type : string The aggregation entity type of interest, either "pes" or "gsp". Defaults to "gsp". - `entity_id` : int + entity_id : int The numerical ID of the entity of interest. Defaults to 0. - `extra_fields` : string + extra_fields : string Comma-separated string listing any extra fields. - `period` : int + period : int Time-resolution to retrieve, either 30 or 5 (minutely). Default is 30. - `dataframe` : boolean + dataframe : boolean Set to True to return data as a Python DataFrame. Default is False, i.e. return a tuple. Returns @@ -218,7 +309,7 @@ def between(self, def day_peak(self, d: date, - entity_type: str = "gsp", + entity_type: Literal["gsp", "pes"] = "gsp", entity_id: int = 0, extra_fields: str = "", period: int = 30, @@ -228,17 +319,17 @@ def day_peak(self, Parameters ---------- - `d` : date + d : date The day of interest as a date object. - `entity_type` : string + entity_type : string The aggregation entity type of interest, either "pes" or "gsp". Defaults to "gsp". - `entity_id` : int + entity_id : int The numerical ID of the entity of interest. Defaults to 0. - `extra_fields` : string + extra_fields : string Comma-separated string listing any extra fields. - `period` : int + period : int Time-resolution to retrieve, either 30 or 5 (minutely). Default is 30. - `dataframe` : boolean + dataframe : boolean Set to True to return data as a Python DataFrame. Default is False, i.e. return a tuple. Returns @@ -274,17 +365,17 @@ def day_peak(self, return maxdata return None - def day_energy(self, d: date, entity_type: str = "gsp", entity_id: int = 0) -> float: + def day_energy(self, d: date, entity_type: Literal["gsp", "pes"] = "gsp", entity_id: int = 0) -> float: """ Get the cumulative PV generation for a given day from the API. Parameters ---------- - `d` : date + d : date The day of interest as a date object. - `entity_type` : string + entity_type : string The aggregation entity type of interest, either "pes" or "gsp". Defaults to "gsp". - `entity_id` : int + entity_id : int The numerical ID of the entity of interest. Defaults to 0. Returns @@ -369,7 +460,7 @@ def _build_url(self, entity_type, entity_id, params): url = base_url + "?" + "&".join(["{}={}".format(k, params[k]) for k in params]) return url - def _fetch_url(self, url): + def _fetch_url(self, url, parse_json=True): """Fetch the URL with GET request.""" success = False try_counter = 0 @@ -391,7 +482,10 @@ def _fetch_url(self, url): if not success: raise PVLiveException("Error communicating with the PV_Live API.") try: - return json.loads(page.text) + if parse_json: + return json.loads(page.text) + else: + return page except Exception as e: raise PVLiveException("Error communicating with the PV_Live API.") from e diff --git a/requirements.txt b/requirements.txt index 2f40ed3..28b3b02 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,3 +2,4 @@ pytz requests numpy pandas +bs4 From ed088fc4410540117ad2374519193ab91553a43b Mon Sep 17 00:00:00 2001 From: Jamie Taylor Date: Thu, 22 Feb 2024 15:21:01 +0000 Subject: [PATCH 2/3] Update demo code and tests --- Tests/test_pvlive_api.py | 84 +++++++++++++++++++++++++++++----------- pvlive_api_demo.py | 42 +++++++++++++------- 2 files changed, 90 insertions(+), 36 deletions(-) diff --git a/Tests/test_pvlive_api.py b/Tests/test_pvlive_api.py index 23a09a6..96e8c80 100644 --- a/Tests/test_pvlive_api.py +++ b/Tests/test_pvlive_api.py @@ -20,18 +20,26 @@ def setUp(self): """ self.api = PVLive() self.expected_dtypes = { - 'pes_id': ptypes.is_integer_dtype, - 'gsp_id': ptypes.is_integer_dtype, - 'datetime_gmt': ptypes.is_datetime64_any_dtype, - 'generation_mw': ptypes.is_float_dtype, - 'bias_error': ptypes.is_float_dtype, - 'capacity_mwp': ptypes.is_float_dtype, - 'installedcapacity_mwp': ptypes.is_float_dtype, - 'lcl_mw': ptypes.is_float_dtype, - 'stats_error': ptypes.is_float_dtype, - 'ucl_mw': ptypes.is_float_dtype, - 'uncertainty_MW': ptypes.is_float_dtype, - 'site_count': ptypes.is_integer_dtype + "pes_id": ptypes.is_integer_dtype, + "gsp_id": ptypes.is_integer_dtype, + "datetime_gmt": ptypes.is_datetime64_any_dtype, + "generation_mw": ptypes.is_float_dtype, + "bias_error": ptypes.is_float_dtype, + "capacity_mwp": ptypes.is_float_dtype, + "installedcapacity_mwp": ptypes.is_float_dtype, + "lcl_mw": ptypes.is_float_dtype, + "stats_error": ptypes.is_float_dtype, + "ucl_mw": ptypes.is_float_dtype, + "uncertainty_MW": ptypes.is_float_dtype, + "site_count": ptypes.is_integer_dtype, + "release": ptypes.is_string_dtype, + "GSPs": ptypes.is_string_dtype, + "llsoa": ptypes.is_string_dtype, + "system_size": ptypes.is_string_dtype, + "install_month": ptypes.is_datetime64_dtype, + "dc_capacity_mwp": ptypes.is_float_dtype, + "system_count": ptypes.is_integer_dtype, + "cumul_capacity_mwp": ptypes.is_float_dtype, } def check_df_dtypes(self, api_df): @@ -40,19 +48,20 @@ def check_df_dtypes(self, api_df): against the expected dtypes from the API. """ for column in api_df.columns: - with self.subTest(column=column): - assert self.expected_dtypes[column](api_df[column]) + if column in self.expected_dtypes: + with self.subTest(column=column): + assert self.expected_dtypes[column](api_df[column]) def check_gsp_tuple_dtypes(self, data): """ Check the dtypes of a gsp tuple against the expected dtypes from the API. """ - with self.subTest(column='gsp_id'): + with self.subTest(column="gsp_id"): assert isinstance(data[0], int) - with self.subTest(column='datetime_gmt'): + with self.subTest(column="datetime_gmt"): assert isinstance(data[1], str) - with self.subTest(column='generation_mw'): + with self.subTest(column="generation_mw"): assert isinstance(data[2], float) def check_pes_tuple_dtypes(self, data): @@ -60,11 +69,11 @@ def check_pes_tuple_dtypes(self, data): Check the dtypes of a pes tuple against the expected dtypes from the API. """ - with self.subTest(column='pes_id'): + with self.subTest(column="pes_id"): assert isinstance(data[0], int) - with self.subTest(column='datetime_gmt'): + with self.subTest(column="datetime_gmt"): assert isinstance(data[1], str) - with self.subTest(column='generation_mw'): + with self.subTest(column="generation_mw"): assert isinstance(data[2], float) def check_pes_tuple(self, data): @@ -89,8 +98,17 @@ def check_df_columns(self, data): against the expected columns. """ with self.subTest(): - assert (('pes_id' in data or 'gsp_id' in data) and 'datetime_gmt' in data - and 'generation_mw' in data) + assert (("pes_id" in data or "gsp_id" in data) and "datetime_gmt" in data + and "generation_mw" in data) + + def check_deployment_df_columns(self, data): + """ + Check the columns of the returned DataFrame + against the expected columns. + """ + with self.subTest(): + assert (("llsoa" in data or "GSPs" in data) and "release" in data + and "dc_capacity_mwp" in data) def test_latest(self): """Tests the latest function.""" @@ -218,5 +236,27 @@ def test_at_time(self): self.check_df_columns(data) self.check_df_dtypes(data) + def test_deployment(self): + """Tests the deployment function.""" + # import pdb; pdb.set_trace() + data = self.api.deployment(region="gsp") + self.check_deployment_df_columns(data) + self.check_df_dtypes(data) + data = self.api.deployment(region="llsoa") + self.check_deployment_df_columns(data) + self.check_df_dtypes(data) + data = self.api.deployment(region="gsp", include_history=True) + self.check_deployment_df_columns(data) + self.check_df_dtypes(data) + with self.subTest(test_type="errors"): + with self.assertRaises(ValueError): + data = self.api.deployment(region="gsp", by_system_size=True) + data = self.api.deployment(region="gsp", include_history=True, by_system_size=True) + self.check_deployment_df_columns(data) + self.check_df_dtypes(data) + data = self.api.deployment(region="gsp", release=1) + self.check_deployment_df_columns(data) + self.check_df_dtypes(data) + if __name__ == "__main__": unittest.main(verbosity=2) diff --git a/pvlive_api_demo.py b/pvlive_api_demo.py index cb1adf5..c06fb06 100644 --- a/pvlive_api_demo.py +++ b/pvlive_api_demo.py @@ -43,20 +43,20 @@ def main(): print("\n\n---------- NATIONAL 5 MIN----------") print("\nLatest: ") print(pvlive.latest(period=5)) - print("\nAt 2021-04-01 12:05: ") - print(pvlive.at_time(datetime(2021, 4, 1, 12, 5, tzinfo=pytz.utc), period=5)) - print("\nAt 2021-04-01 12:05 as a Pandas DataFrame object: ") - print(pvlive.at_time(datetime(2021, 4, 1, 12, 5, tzinfo=pytz.utc), period=5, dataframe=True)) - print("\nBetween 2021-04-01 10:30 and 2021-04-01 14:00: ") - print(pvlive.between(datetime(2021, 4, 1, 10, 30, tzinfo=pytz.utc), - datetime(2021, 4, 1, 14, 0, tzinfo=pytz.utc), period=5)) - print("\nBetween 2021-04-01 10:30 and 2021-04-01 14:00 as a Pandas DataFrame object: ") - print(pvlive.between(datetime(2021, 4, 1, 10, 30, tzinfo=pytz.utc), - datetime(2021, 4, 1, 14, 0, tzinfo=pytz.utc), period=5, dataframe=True)) - print("\nPeak on 2021-04-01: ") - print(pvlive.day_peak(date(2021, 4, 1), period=5)) - print("\nPeak on 2021-04-01 as a Pandas DataFrame object: ") - print(pvlive.day_peak(date(2021, 4, 1), period=5, dataframe=True)) + print("\nAt 2023-12-01 12:05: ") + print(pvlive.at_time(datetime(2023, 12, 1, 12, 5, tzinfo=pytz.utc), period=5)) + print("\nAt 2023-12-01 12:05 as a Pandas DataFrame object: ") + print(pvlive.at_time(datetime(2023, 12, 1, 12, 5, tzinfo=pytz.utc), period=5, dataframe=True)) + print("\nBetween 2023-12-01 10:30 and 2023-12-01 14:00: ") + print(pvlive.between(datetime(2023, 12, 1, 10, 30, tzinfo=pytz.utc), + datetime(2023, 12, 1, 14, 0, tzinfo=pytz.utc), period=5)) + print("\nBetween 2023-12-01 10:30 and 2023-12-01 14:00 as a Pandas DataFrame object: ") + print(pvlive.between(datetime(2023, 12, 1, 10, 30, tzinfo=pytz.utc), + datetime(2023, 12, 1, 14, 0, tzinfo=pytz.utc), period=5, dataframe=True)) + print("\nPeak on 2023-12-01: ") + print(pvlive.day_peak(date(2023, 12, 1), period=5)) + print("\nPeak on 2023-12-01 as a Pandas DataFrame object: ") + print(pvlive.day_peak(date(2023, 12, 1), period=5, dataframe=True)) print("\n\n---------- REGIONAL - PES REGION 23 ----------") print("\nLatest PES region 23: ") @@ -112,5 +112,19 @@ def main(): print("\nGSP ID 120 cumulative generation on 2019-03-18: ") print(pvlive.day_energy(date(2019, 3, 18), entity_type="gsp", entity_id=120)) + print("\n\n---------- PV deployment ----------") + print("\nLatest by GSP: ") + print(pvlive.deployment(region="gsp")) + print("\nLatest by LLSOA: ") + print(pvlive.deployment(region="llsoa")) + print("\nHistorical by GSP: ") + print(pvlive.deployment(region="gsp", include_history=True)) + print("\nHistorical by GSP and system size: ") + print(pvlive.deployment(region="gsp", include_history=True, by_system_size=True)) + print("\nLatest by GSP, using previous release: ") + print(pvlive.deployment(region="gsp", release=1)) + print("\nLatest by GSP, using specific release (20230404): ") + print(pvlive.deployment(region="gsp", release="20230404")) + if __name__ == "__main__": main() From a9fdb6ce6d04ab07aaa4ffbab84aa78cfd24b4de Mon Sep 17 00:00:00 2001 From: Jamie Taylor Date: Thu, 22 Feb 2024 15:39:34 +0000 Subject: [PATCH 3/3] update README and docs --- README.md | 8 +- docs/build/doctrees/environment.pickle | Bin 196151 -> 48114 bytes docs/build/doctrees/index.doctree | Bin 5052 -> 4990 bytes docs/build/doctrees/modules.doctree | Bin 110715 -> 130608 bytes docs/build/html/.buildinfo | 2 +- docs/build/html/_modules/index.html | 18 +- .../html/_modules/pvlive_api/pvlive.html | 235 +++++++++++------- .../_sphinx_javascript_frameworks_compat.js | 17 +- docs/build/html/_static/basic.css | 55 ++-- docs/build/html/_static/css/theme.css | 2 +- docs/build/html/_static/doctools.js | 132 +++++++++- .../html/_static/documentation_options.js | 5 +- docs/build/html/_static/language_data.js | 2 +- docs/build/html/_static/pygments.css | 1 - docs/build/html/_static/searchtools.js | 109 +++----- docs/build/html/genindex.html | 20 +- docs/build/html/index.html | 24 +- docs/build/html/modules.html | 87 ++++--- docs/build/html/objects.inv | 3 +- docs/build/html/py-modindex.html | 18 +- docs/build/html/search.html | 18 +- docs/build/html/searchindex.js | 2 +- pvlive_api/pvlive.py | 4 +- 23 files changed, 460 insertions(+), 302 deletions(-) diff --git a/README.md b/README.md index 179687d..2a2f9ea 100644 --- a/README.md +++ b/README.md @@ -43,6 +43,12 @@ These methods include the following optional parameters: |`period`|Set the desired temporal resolution (in minutes) for PV outturn estimates. Options are 30 (default) or 5.| |`dataframe`|Set `dataframe=True` and the results will be returned as a Pandas DataFrame object which is generally much easier to work with. The columns of the DataFrame will be _pes_id_ or _gsp_id_, _datetime_gmt_, _generation_mw_, plus any extra fields specified.| +There is also a method for extracting PV deployment (a.k.a capacity) data: +|Method|Description|Docs Link| +|------|-----------|---------| +|`PVLive.deployment(region="gsp", include_history=False, by_system_size=False, release=0)`|Download PV deployment datasets from the API.|[🔗](https://sheffieldsolar.github.io/PV_Live-API/build/html/modules.html#pvlive_api.pvlive.PVLive.deployment)| + + ## Code Examples See [pvlive_api_demo.py](https://github.com/SheffieldSolar/PV_Live-API/blob/master/pvlive_api_demo.py) for more example usage. @@ -146,7 +152,7 @@ There is also a Docker Image hosted on Docker Hub which can be used to download Sheffield Solar will endeavour to update this library in sync with the [PV_Live API](https://www.solar.sheffield.ac.uk/pvlive/api/ "PV_Live API webpage") and ensure the latest version of this library always supports the latest version of the PV_Live API, but cannot guarantee this. To make sure you are forewarned of upcoming changes to the API, you should email [solar@sheffield.ac.uk](mailto:solar@sheffield.ac.uk?subject=PV_Live%20API%20email%20updates "Email Sheffield Solar") and request to be added to the PV_Live user mailing list. To upgrade the code: -* Run `pip install --upgrade git+https://github.com/SheffieldSolar/PV_Live-API` +* Run `pip install --upgrade pvlive-api` ## Notes on PV_Live GB national update cycle diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle index 471aee3a9ccda3efa3087a77c9f3e920e020f2fa..cb21d6b5a171615164e864e268d76b23a992be19 100644 GIT binary patch delta 13743 zcmb_D33MFAmG06lS(kO+t&t_o$nsdSjlp(gFgUPAjBH|K0!Fl3Gd=1akGk8_J+_6O z7`%@q3mGuk9^4!@Ag?(R5{`weI6?x;hG6Fo#*|9}0vs@n7KRs8yYNbyZYcm3prC7&t2oLgrNKi<<7(Za@c6G0%=hjwp#tI*2gVZI@R(_0vyqe7Yj6#p6=gR5TT!Dz+seQbLMsQNm`%$^<@P zZ6vpItF4pdDQ>`;DOkk~S&tR8!|&G$2Ga>5P29 zT2``-o3XZ*B)FTbFO}@z+O3+>dh3$X?=4#)52gzwb$@2;QyF;`pgU#_mi4Aq%0c-! zb`8s`bd4B^2vb@l35+0aBlEWaG+NOMK>I4{+01qF`SNk= za7E7uol`3-lX4vXnS!P>HO^+(;&{263MO4`N>h4VG$mmop+qJnSp9M9zbhKr83rS% z>j}v)gacwiRn$oo0MO-^c3q5eO_wJOQ;>8eu1z{}V_kYe^K>mU6Ur1W*^~f08W#Z% zvVUkPis$Ik&CtHJ^b^nySGKdI9G33{fZ58X6k}vcG-W~Bmyn`DR7=2{ORj>BsL3hN 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zMgzS6yrMT#24X{=Jqcb^@QSVd%lwUClQX%%Jp%#wVP5Nmzos!;@$BQdVrjZqhX28S z`^r@`{S}QF8yxM0P4?o8d;HVccm6e3uI6o_+Ku_54g5gIbAJOZGZjMZTbnf?u?o2J zN*?H+e>9D7`_7v6_g$^)9gi_Gv-$+NigSZKu)*5=w#@VTRo1@kcryuPtH zSOq*it?tRY-WIKW@~*d!D`#T&f-K34?e-PIi2GWoLCxHl#o2zpm|iUQ`}jFm-@XG^ zU58^lpVzUeH2@{f!}hO7|9LgC0xyqSD>-r<{CM{Mv%%b713$`xKH-;Pyxu9+;e(lV z_`x(CqF=V_(ER|^OV?ogJ5$bD;2QkjnKk&OGz}t(b*#bm_%V2`l;f`rree~w8PY5d f90fbsti| diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo index 89eaf0f..bd39747 100644 --- a/docs/build/html/.buildinfo +++ b/docs/build/html/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 971e8579e9e318c2d31a6c3345838f85 +config: d5c4fb8b6d44d4c8fa5f102585cf2a6c tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/build/html/_modules/index.html b/docs/build/html/_modules/index.html index 46cb0fe..e62794d 100644 --- a/docs/build/html/_modules/index.html +++ b/docs/build/html/_modules/index.html @@ -1,22 +1,20 @@ - + Overview: module code — PV_Live API 1.2.2 documentation - - - - + + - - - - - + + + + + diff --git a/docs/build/html/_modules/pvlive_api/pvlive.html b/docs/build/html/_modules/pvlive_api/pvlive.html index d76e82d..ae463ca 100644 --- a/docs/build/html/_modules/pvlive_api/pvlive.html +++ b/docs/build/html/_modules/pvlive_api/pvlive.html @@ -1,22 +1,20 @@ - + - pvlive_api.pvlive — PV_Live API 1.1.0 documentation - - - - + pvlive_api.pvlive — PV_Live API 1.2.2 documentation + + - - - - - + + + + + @@ -34,7 +32,7 @@ PV_Live API
- 1.1.0 + 1.2.2
@@ -88,7 +86,7 @@

Source code for pvlive_api.pvlive

 import json
 from datetime import datetime, timedelta, date, time
 from time import sleep
-from typing import List, Union, Tuple, Dict, Optional
+from typing import List, Union, Tuple, Dict, Optional, Literal
 import inspect
 import argparse
 import re
@@ -97,10 +95,9 @@ 
Source code for pvlive_api.pvlive
 import requests
 from numpy import nan, int64
 import pandas as pd
+from bs4 import BeautifulSoup
 
-

-[docs]
-class PVLiveException(Exception):
+
[docs]class PVLiveException(Exception):
     """An Exception specific to the PVLive class."""
     def __init__(self, msg):
         try:
@@ -112,24 +109,22 @@ 
Source code for pvlive_api.pvlive
     def __str__(self):
         return self.msg

 
-
-

-[docs]
-class PVLive:
+
[docs]class PVLive:
     """
     Interface with the PV_Live web API.
 
     Parameters
     ----------
-    `retries` : int
+    retries : int
         Optionally specify the number of retries to use should the API respond with anything
         other than status code 200. Exponential back-off applies inbetween retries.
-    `proxies` : Optional[Dict]
+    proxies : Optional[Dict]
         Optionally specify a Dict of proxies for http and https requests in the format:
         {"http": "<address>", "https": "<address>"}
     """
     def __init__(self, retries: int = 3, proxies: Optional[Dict] = None, ssl_verify: bool = True):
-        self.base_url = "https://api.solar.sheffield.ac.uk/pvlive/api/v4"
+        self.domain_url = "https://api.solar.sheffield.ac.uk"
+        self.base_url = f"{self.domain_url}/pvlive/api/v4"
         self.max_range = {"national": timedelta(days=365), "regional": timedelta(days=30)}
         self.retries = retries
         self.proxies = proxies
@@ -139,6 +134,7 @@ 
Source code for pvlive_api.pvlive
         self.pes_list = self._get_pes_list()
         self.gsp_ids = self.gsp_list.gsp_id.dropna().astype(int64).unique()
         self.pes_ids = self.pes_list.pes_id.dropna().astype(int64).unique()
+        self.deployment_releases = None
 
     def _get_gsp_list(self):
         """Fetch the GSP list from the API and convert to Pandas DataFrame."""
@@ -152,10 +148,96 @@ 
Source code for pvlive_api.pvlive
         response = self._fetch_url(url)
         return pd.DataFrame(response["data"], columns=response["meta"])
 
-

-[docs]
-    def latest(self,
-               entity_type: str = "gsp",
+    def _get_deployment_releases(self):
+        """Get a list of deployment releases as datestamps (YYYYMMDD)."""
+        if self.deployment_releases is None:
+            url = f"{self.domain_url}/capacity/"
+            response = self._fetch_url(url, parse_json=False)
+            soup = BeautifulSoup(response.content, "html.parser")
+            releases = [r["href"].strip("/") for r in soup.find_all("a", href=True)
+                        if re.match(r"[0-9]{8}/", r["href"])]
+            self.deployment_releases = sorted(releases, reverse=True)
+        return self.deployment_releases
+
+    def _get_deployment_filenames(self, release):
+        """Get a list of filenames for a given release."""
+        url = f"{self.domain_url}/capacity/{release}/"
+        response = self._fetch_url(url, parse_json=False)
+        soup = BeautifulSoup(response.content, "html.parser")
+        filenames = [r["href"] for r in soup.find_all("a", href=True)
+                     if re.match(r".+\.csv.gz", r["href"])]
+        return filenames
+
+    def _validate_deployment_inputs(self, region, include_history, by_system_size, release):
+        """Validate input parameters to `deployment()`."""
+        releases = self._get_deployment_releases()
+        if not isinstance(region, str):
+            raise TypeError("`region` must be a string.")
+        supported_regions = ["gsp", "llsoa"]
+        if region not in supported_regions:
+            raise ValueError(f"The region must be one of {supported_regions}")
+        if not isinstance(include_history, bool):
+            raise TypeError("`include_history` must be True or False.")
+        if not isinstance(by_system_size, bool):
+            raise TypeError("`by_system_size` must be True or False.")
+        if by_system_size and region != "gsp":
+            raise ValueError(f"`by_system_size` can only be True if `region`='gsp'")
+        if by_system_size and not include_history:
+            raise ValueError(f"`by_system_size` can only be True if `include_history`=True")
+        if not isinstance(release, (str, int)):
+            raise TypeError("`release` must be str or int.")
+        if isinstance(release, str) and release not in releases:
+            raise ValueError(f"The requested release ({release}) was not found on the API")
+        if isinstance(release, int) and release not in range(len(releases)):
+            raise ValueError("The requested release index ({release}) was not found on the API, "
+                             f"release index must be between 0 and {len(releases)-1}")
+
+
[docs]    def deployment(self,
+                   region: Literal["gsp", "llsoa"] = "gsp",
+                   include_history: bool = False,
+                   by_system_size: bool = False,
+                   release: Union[str, int] = 0) -> pd.DataFrame:
+        """
+        Download deployment data from the `/capacity` endpoint.
+
+        Parameters
+        ----------
+        region : str
+            The aggregation region for the deployment data, either 'gsp' (default) or 'llsoa'.
+        include_history : bool
+            Set to True to include historical deployment data. Defaults to False.
+        by_system_size : bool
+            If `region` == "gsp", set to True to also include the breakdown by system size.
+        release : Union[str, int]
+            The datestamp (YYYYMMDD) of the capacity update you wish to download. Pass a string
+            (e.g. "20231116") to get a specific release, or pass an int to get the latest
+            (release=0), next-latest (release==1) etc. Defaults to 0.
+
+        Returns
+        -------
+        Pandas DataFrame
+            Columns vary depending on the input parameters, but shoudl include at least release,
+            GSPs/llsoa and dc_capacity_mwp.
+        """
+        self._validate_deployment_inputs(region, include_history, by_system_size, release)
+        releases = self._get_deployment_releases()
+        release = releases[release] if isinstance(release, int) else release
+        filenames = self._get_deployment_filenames(release)
+        region_ = "20220314_GSP" if region == "gsp" else region
+        history_ = "_and_month" if include_history else ""
+        system_size_ = "_and_system_size" if by_system_size else ""
+        filename_ending = f"_capacity_by_{region_}{history_}{system_size_}.csv.gz"
+        filename = [f for f in filenames if f.endswith(filename_ending)][0]
+        url = f"{self.domain_url}/capacity/{release}/{filename}"
+        kwargs = dict(parse_dates=["install_month"]) if include_history else {}
+        deployment_data = pd.read_csv(url, **kwargs)
+        deployment_data.insert(0, "release", release)
+        deployment_data.rename(columns={"dc_capacity_MWp": "dc_capacity_mwp"}, inplace=True)
+        deployment_data.system_count = deployment_data.system_count.astype("Int64")
+        return deployment_data

+
+
[docs]    def latest(self,
+               entity_type: Literal["gsp", "pes"] = "gsp",
                entity_id: int = 0,
                extra_fields: str = "",
                period: int = 30,
@@ -165,15 +247,15 @@ 
Source code for pvlive_api.pvlive
 
         Parameters
         ----------
-        `entity_type` : string
+        entity_type : string
             The aggregation entity type of interest, either "pes" or "gsp". Defaults to "gsp".
-        `entity_id` : int
+        entity_id : int
             The numerical ID of the entity of interest. Defaults to 0.
-        `extra_fields` : string
+        extra_fields : string
             Comma-separated string listing any extra fields.
-        `period` : int
+        period : int
             Time-resolution to retrieve, either 30 or 5 (minutely). Default is 30.
-        `dataframe` : boolean
+        dataframe : boolean
             Set to True to return data as a Python DataFrame. Default is False, i.e. return a tuple.
 
         Returns
@@ -206,12 +288,9 @@ 
Source code for pvlive_api.pvlive
             return data
         return None

 
-
-

-[docs]
-    def at_time(self,
+
[docs]    def at_time(self,
                 dt: datetime,
-                entity_type: str = "gsp",
+                entity_type: Literal["gsp", "pes"] = "gsp",
                 entity_id: int = 0,
                 extra_fields: str = "",
                 period: int = 30,
@@ -221,18 +300,18 @@ 
Source code for pvlive_api.pvlive
 
         Parameters
         ----------
-        `dt` : datetime
+        dt : datetime
             A timezone-aware datetime object. Will be corrected to the END of the half hour in which
             *dt* falls, since Sheffield Solar use end of interval as convention.
-        `entity_type` : string
+        entity_type : string
             The aggregation entity type of interest, either "pes" or "gsp". Defaults to "gsp".
-        `entity_id` : int
+        entity_id : int
             The numerical ID of the entity of interest. Defaults to 0.
-        `extra_fields` : string
+        extra_fields : string
             Comma-separated string listing any extra fields.
-        `period` : int
+        period : int
             Time-resolution to retrieve, either 30 or 5 (minutely). Default is 30.
-        `dataframe` : boolean
+        dataframe : boolean
             Set to True to return data as a Python DataFrame. Default is False, i.e. return a tuple.
 
         Returns
@@ -256,13 +335,10 @@ 
Source code for pvlive_api.pvlive
             return result
         return tuple(result[0])

 
-
-

-[docs]
-    def between(self,
+
[docs]    def between(self,
                 start: datetime,
                 end: datetime,
-                entity_type: str = "gsp",
+                entity_type: Literal["gsp", "pes"] = "gsp",
                 entity_id: int = 0,
                 extra_fields: str = "",
                 period: int = 30,
@@ -272,21 +348,21 @@ 
Source code for pvlive_api.pvlive
 
         Parameters
         ----------
-        `start` : datetime
+        start : datetime
             A timezone-aware datetime object. Will be corrected to the END of the half hour in which
             *start* falls, since Sheffield Solar use end of interval as convention.
-        `end` : datetime
+        end : datetime
             A timezone-aware datetime object. Will be corrected to the END of the half hour in which
             *end* falls, since Sheffield Solar use end of interval as convention.
-        `entity_type` : string
+        entity_type : string
             The aggregation entity type of interest, either "pes" or "gsp". Defaults to "gsp".
-        `entity_id` : int
+        entity_id : int
             The numerical ID of the entity of interest. Defaults to 0.
-        `extra_fields` : string
+        extra_fields : string
             Comma-separated string listing any extra fields.
-        `period` : int
+        period : int
             Time-resolution to retrieve, either 30 or 5 (minutely). Default is 30.
-        `dataframe` : boolean
+        dataframe : boolean
             Set to True to return data as a Python DataFrame. Default is False, i.e. return a tuple.
 
         Returns
@@ -306,12 +382,9 @@ 
Source code for pvlive_api.pvlive
         """
         return self._between(start, end, entity_type, entity_id, extra_fields, period, dataframe)[0]

 
-
-

-[docs]
-    def day_peak(self,
+
[docs]    def day_peak(self,
                  d: date,
-                 entity_type: str = "gsp",
+                 entity_type: Literal["gsp", "pes"] = "gsp",
                  entity_id: int = 0,
                  extra_fields: str = "",
                  period: int = 30,
@@ -321,17 +394,17 @@ 
Source code for pvlive_api.pvlive
 
         Parameters
         ----------
-        `d` : date
+        d : date
             The day of interest as a date object.
-        `entity_type` : string
+        entity_type : string
             The aggregation entity type of interest, either "pes" or "gsp". Defaults to "gsp".
-        `entity_id` : int
+        entity_id : int
             The numerical ID of the entity of interest. Defaults to 0.
-        `extra_fields` : string
+        extra_fields : string
             Comma-separated string listing any extra fields.
-        `period` : int
+        period : int
             Time-resolution to retrieve, either 30 or 5 (minutely). Default is 30.
-        `dataframe` : boolean
+        dataframe : boolean
             Set to True to return data as a Python DataFrame. Default is False, i.e. return a tuple.
 
         Returns
@@ -367,20 +440,17 @@ 
Source code for pvlive_api.pvlive
             return maxdata
         return None

 
-
-

-[docs]
-    def day_energy(self, d: date, entity_type: str = "gsp", entity_id: int = 0) -> float:
+
[docs]    def day_energy(self, d: date, entity_type: Literal["gsp", "pes"] = "gsp", entity_id: int = 0) -> float:
         """
         Get the cumulative PV generation for a given day from the API.
 
         Parameters
         ----------
-        `d` : date
+        d : date
             The day of interest as a date object.
-        `entity_type` : string
+        entity_type : string
             The aggregation entity type of interest, either "pes" or "gsp". Defaults to "gsp".
-        `entity_id` : int
+        entity_id : int
             The numerical ID of the entity of interest. Defaults to 0.
 
         Returns
@@ -402,7 +472,6 @@ 
Source code for pvlive_api.pvlive
             return pv_energy
         return None

 
-
     def _between(self, start, end, entity_type="gsp", entity_id=0, extra_fields="", period=30,
                  dataframe=False):
         """
@@ -466,7 +535,7 @@ 
Source code for pvlive_api.pvlive
         url = base_url + "?" + "&".join(["{}={}".format(k, params[k]) for k in params])
         return url
 
-    def _fetch_url(self, url):
+    def _fetch_url(self, url, parse_json=True):
         """Fetch the URL with GET request."""
         success = False
         try_counter = 0
@@ -488,7 +557,10 @@ 
Source code for pvlive_api.pvlive
         if not success:
             raise PVLiveException("Error communicating with the PV_Live API.")
         try:
-            return json.loads(page.text)
+            if parse_json:
+                return json.loads(page.text)
+            else:
+                return page
         except Exception as e:
             raise PVLiveException("Error communicating with the PV_Live API.") from e
 
@@ -518,10 +590,7 @@ 
Source code for pvlive_api.pvlive
             raise ValueError("The period parameter must be one of: "
                              f"{', '.join(map(str, periods))}.")

 
-
-

-[docs]
-def parse_options():
+
[docs]def parse_options():
     """Parse command line options."""
     parser = argparse.ArgumentParser(description=("This is a command line interface (CLI) for the "
                                                   "PV_Live API module"),
@@ -596,10 +665,7 @@ 
Source code for pvlive_api.pvlive
         return options
     return handle_options(options)

 
-
-

-[docs]
-def main():
+
[docs]def main():
     """Load CLI options and access the API accordingly."""
     options = parse_options()
     pvl = PVLive(proxies=options.proxies)
@@ -618,7 +684,6 @@ 
Source code for pvlive_api.pvlive
     if not options.quiet:
         print(data)

 
-
 if __name__ == "__main__":
     main()
 

diff --git a/docs/build/html/_static/_sphinx_javascript_frameworks_compat.js b/docs/build/html/_static/_sphinx_javascript_frameworks_compat.js
index 8141580..8549469 100644
--- a/docs/build/html/_static/_sphinx_javascript_frameworks_compat.js
+++ b/docs/build/html/_static/_sphinx_javascript_frameworks_compat.js
@@ -1,9 +1,20 @@
-/* Compatability shim for jQuery and underscores.js.
+/*
+ * _sphinx_javascript_frameworks_compat.js
+ * ~~~~~~~~~~
+ *
+ * Compatability shim for jQuery and underscores.js.
+ *
+ * WILL BE REMOVED IN Sphinx 6.0
+ * xref RemovedInSphinx60Warning
  *
- * Copyright Sphinx contributors
- * Released under the two clause BSD licence
  */
 
+/**
+ * select a different prefix for underscore
+ */
+$u = _.noConflict();
+
+
 /**
  * small helper function to urldecode strings
  *
diff --git a/docs/build/html/_static/basic.css b/docs/build/html/_static/basic.css
index 30fee9d..0889677 100644
--- a/docs/build/html/_static/basic.css
+++ b/docs/build/html/_static/basic.css
@@ -4,7 +4,7 @@
  *
  * Sphinx stylesheet -- basic theme.
  *
- * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
@@ -237,10 +237,6 @@ a.headerlink {
     visibility: hidden;
 }
 
-a:visited {
-    color: #551A8B;
-}
-
 h1:hover > a.headerlink,
 h2:hover > a.headerlink,
 h3:hover > a.headerlink,
@@ -328,17 +324,17 @@ aside.sidebar {
 p.sidebar-title {
     font-weight: bold;
 }
-
 nav.contents,
 aside.topic,
+
 div.admonition, div.topic, blockquote {
     clear: left;
 }
 
 /* -- topics ---------------------------------------------------------------- */
-
 nav.contents,
 aside.topic,
+
 div.topic {
     border: 1px solid #ccc;
     padding: 7px;
@@ -379,6 +375,7 @@ div.sidebar > :last-child,
 aside.sidebar > :last-child,
 nav.contents > :last-child,
 aside.topic > :last-child,
+
 div.topic > :last-child,
 div.admonition > :last-child {
     margin-bottom: 0;
@@ -388,6 +385,7 @@ div.sidebar::after,
 aside.sidebar::after,
 nav.contents::after,
 aside.topic::after,
+
 div.topic::after,
 div.admonition::after,
 blockquote::after {
@@ -613,6 +611,25 @@ ul.simple p {
     margin-bottom: 0;
 }
 
+/* Docutils 0.17 and older (footnotes & citations) */
+dl.footnote > dt,
+dl.citation > dt {
+    float: left;
+    margin-right: 0.5em;
+}
+
+dl.footnote > dd,
+dl.citation > dd {
+    margin-bottom: 0em;
+}
+
+dl.footnote > dd:after,
+dl.citation > dd:after {
+    content: "";
+    clear: both;
+}
+
+/* Docutils 0.18+ (footnotes & citations) */
 aside.footnote > span,
 div.citation > span {
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@@ -637,6 +654,8 @@ div.citation > p:last-of-type:after {
     clear: both;
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+/* Footnotes & citations ends */
+
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     grid-template-columns: fit-content(30%) auto;
@@ -649,6 +668,10 @@ dl.field-list > dt {
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+dl.field-list > dt:after {
+    content: ":";
+}
+
 dl.field-list > dd {
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dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.citation):not(.glossary):not(.simple) .k{font-style:italic}html.writer-html4 .rst-content dl:not(.docutils) .descclassname,html.writer-html4 .rst-content dl:not(.docutils) .descname,html.writer-html4 .rst-content dl:not(.docutils) .sig-name,html.writer-html5 .rst-content dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.citation):not(.glossary):not(.simple) .descclassname,html.writer-html5 .rst-content dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.citation):not(.glossary):not(.simple) .descname,html.writer-html5 .rst-content dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.citation):not(.glossary):not(.simple) .sig-name{font-family:SFMono-Regular,Menlo,Monaco,Consolas,Liberation Mono,Courier New,Courier,monospace;color:#000}.rst-content .viewcode-back,.rst-content .viewcode-link{display:inline-block;color:#27ae60;font-size:80%;padding-left:24px}.rst-content .viewcode-back{display:block;float:right}.rst-content p.rubric{margin-bottom:12px;font-weight:700}.rst-content code.download,.rst-content tt.download{background:inherit;padding:inherit;font-weight:400;font-family:inherit;font-size:inherit;color:inherit;border:inherit;white-space:inherit}.rst-content code.download span:first-child,.rst-content tt.download span:first-child{-webkit-font-smoothing:subpixel-antialiased}.rst-content code.download span:first-child:before,.rst-content tt.download span:first-child:before{margin-right:4px}.rst-content .guilabel{border:1px solid #7fbbe3;background:#e7f2fa;font-size:80%;font-weight:700;border-radius:4px;padding:2.4px 6px;margin:auto 2px}.rst-content :not(dl.option-list)>:not(dt):not(kbd):not(.kbd)>.kbd,.rst-content :not(dl.option-list)>:not(dt):not(kbd):not(.kbd)>kbd{color:inherit;font-size:80%;background-color:#fff;border:1px solid #a6a6a6;border-radius:4px;box-shadow:0 2px grey;padding:2.4px 6px;margin:auto 0}.rst-content .versionmodified{font-style:italic}@media screen and (max-width:480px){.rst-content .sidebar{width:100%}}span[id*=MathJax-Span]{color:#404040}.math{text-align:center}@font-face{font-family:Lato;src:url(fonts/lato-normal.woff2?bd03a2cc277bbbc338d464e679fe9942) format("woff2"),url(fonts/lato-normal.woff?27bd77b9162d388cb8d4c4217c7c5e2a) format("woff");font-weight:400;font-style:normal;font-display:block}@font-face{font-family:Lato;src:url(fonts/lato-bold.woff2?cccb897485813c7c256901dbca54ecf2) format("woff2"),url(fonts/lato-bold.woff?d878b6c29b10beca227e9eef4246111b) format("woff");font-weight:700;font-style:normal;font-display:block}@font-face{font-family:Lato;src:url(fonts/lato-bold-italic.woff2?0b6bb6725576b072c5d0b02ecdd1900d) format("woff2"),url(fonts/lato-bold-italic.woff?9c7e4e9eb485b4a121c760e61bc3707c) format("woff");font-weight:700;font-style:italic;font-display:block}@font-face{font-family:Lato;src:url(fonts/lato-normal-italic.woff2?4eb103b4d12be57cb1d040ed5e162e9d) format("woff2"),url(fonts/lato-normal-italic.woff?f28f2d6482446544ef1ea1ccc6dd5892) format("woff");font-weight:400;font-style:italic;font-display:block}@font-face{font-family:Roboto Slab;font-style:normal;font-weight:400;src:url(fonts/Roboto-Slab-Regular.woff2?7abf5b8d04d26a2cafea937019bca958) format("woff2"),url(fonts/Roboto-Slab-Regular.woff?c1be9284088d487c5e3ff0a10a92e58c) format("woff");font-display:block}@font-face{font-family:Roboto Slab;font-style:normal;font-weight:700;src:url(fonts/Roboto-Slab-Bold.woff2?9984f4a9bda09be08e83f2506954adbe) format("woff2"),url(fonts/Roboto-Slab-Bold.woff?bed5564a116b05148e3b3bea6fb1162a) format("woff");font-display:block}
\ No newline at end of file
diff --git a/docs/build/html/_static/doctools.js b/docs/build/html/_static/doctools.js
index d06a71d..c3db08d 100644
--- a/docs/build/html/_static/doctools.js
+++ b/docs/build/html/_static/doctools.js
@@ -4,19 +4,12 @@
  *
  * Base JavaScript utilities for all Sphinx HTML documentation.
  *
- * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
 "use strict";
 
-const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
-  "TEXTAREA",
-  "INPUT",
-  "SELECT",
-  "BUTTON",
-]);
-
 const _ready = (callback) => {
   if (document.readyState !== "loading") {
     callback();
@@ -25,11 +18,73 @@ const _ready = (callback) => {
   }
 };
 
+/**
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
+ */
+const _highlight = (node, addItems, text, className) => {
+  if (node.nodeType === Node.TEXT_NODE) {
+    const val = node.nodeValue;
+    const parent = node.parentNode;
+    const pos = val.toLowerCase().indexOf(text);
+    if (
+      pos >= 0 &&
+      !parent.classList.contains(className) &&
+      !parent.classList.contains("nohighlight")
+    ) {
+      let span;
+
+      const closestNode = parent.closest("body, svg, foreignObject");
+      const isInSVG = closestNode && closestNode.matches("svg");
+      if (isInSVG) {
+        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+      } else {
+        span = document.createElement("span");
+        span.classList.add(className);
+      }
+
+      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+      parent.insertBefore(
+        span,
+        parent.insertBefore(
+          document.createTextNode(val.substr(pos + text.length)),
+          node.nextSibling
+        )
+      );
+      node.nodeValue = val.substr(0, pos);
+
+      if (isInSVG) {
+        const rect = document.createElementNS(
+          "http://www.w3.org/2000/svg",
+          "rect"
+        );
+        const bbox = parent.getBBox();
+        rect.x.baseVal.value = bbox.x;
+        rect.y.baseVal.value = bbox.y;
+        rect.width.baseVal.value = bbox.width;
+        rect.height.baseVal.value = bbox.height;
+        rect.setAttribute("class", className);
+        addItems.push({ parent: parent, target: rect });
+      }
+    }
+  } else if (node.matches && !node.matches("button, select, textarea")) {
+    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
+  }
+};
+const _highlightText = (thisNode, text, className) => {
+  let addItems = [];
+  _highlight(thisNode, addItems, text, className);
+  addItems.forEach((obj) =>
+    obj.parent.insertAdjacentElement("beforebegin", obj.target)
+  );
+};
+
 /**
  * Small JavaScript module for the documentation.
  */
 const Documentation = {
   init: () => {
+    Documentation.highlightSearchWords();
     Documentation.initDomainIndexTable();
     Documentation.initOnKeyListeners();
   },
@@ -71,6 +126,51 @@ const Documentation = {
     Documentation.LOCALE = catalog.locale;
   },
 
+  /**
+   * highlight the search words provided in the url in the text
+   */
+  highlightSearchWords: () => {
+    const highlight =
+      new URLSearchParams(window.location.search).get("highlight") || "";
+    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+    if (terms.length === 0) return; // nothing to do
+
+    // There should never be more than one element matching "div.body"
+    const divBody = document.querySelectorAll("div.body");
+    const body = divBody.length ? divBody[0] : document.querySelector("body");
+    window.setTimeout(() => {
+      terms.forEach((term) => _highlightText(body, term, "highlighted"));
+    }, 10);
+
+    const searchBox = document.getElementById("searchbox");
+    if (searchBox === null) return;
+    searchBox.appendChild(
+      document
+        .createRange()
+        .createContextualFragment(
+          '
' +
+            '' +
+            Documentation.gettext("Hide Search Matches") +
+            "
"
+        )
+    );
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords: () => {
+    document
+      .querySelectorAll("#searchbox .highlight-link")
+      .forEach((el) => el.remove());
+    document
+      .querySelectorAll("span.highlighted")
+      .forEach((el) => el.classList.remove("highlighted"));
+    const url = new URL(window.location);
+    url.searchParams.delete("highlight");
+    window.history.replaceState({}, "", url);
+  },
+
   /**
    * helper function to focus on search bar
    */
@@ -110,11 +210,15 @@ const Documentation = {
     )
       return;
 
+    const blacklistedElements = new Set([
+      "TEXTAREA",
+      "INPUT",
+      "SELECT",
+      "BUTTON",
+    ]);
     document.addEventListener("keydown", (event) => {
-      // bail for input elements
-      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
-      // bail with special keys
-      if (event.altKey || event.ctrlKey || event.metaKey) return;
+      if (blacklistedElements.has(document.activeElement.tagName)) return; // bail for input elements
+      if (event.altKey || event.ctrlKey || event.metaKey) return; // bail with special keys
 
       if (!event.shiftKey) {
         switch (event.key) {
@@ -136,6 +240,10 @@ const Documentation = {
               event.preventDefault();
             }
             break;
+          case "Escape":
+            if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+            Documentation.hideSearchWords();
+            event.preventDefault();
         }
       }
 
diff --git a/docs/build/html/_static/documentation_options.js b/docs/build/html/_static/documentation_options.js
index 6b54cf4..cc4fb37 100644
--- a/docs/build/html/_static/documentation_options.js
+++ b/docs/build/html/_static/documentation_options.js
@@ -1,4 +1,5 @@
-const DOCUMENTATION_OPTIONS = {
+var DOCUMENTATION_OPTIONS = {
+    URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
     VERSION: '1.2.2',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
@@ -9,5 +10,5 @@ const DOCUMENTATION_OPTIONS = {
     SOURCELINK_SUFFIX: '.txt',
     NAVIGATION_WITH_KEYS: false,
     SHOW_SEARCH_SUMMARY: true,
-    ENABLE_SEARCH_SHORTCUTS: true,
+    ENABLE_SEARCH_SHORTCUTS: false,
 };
\ No newline at end of file
diff --git a/docs/build/html/_static/language_data.js b/docs/build/html/_static/language_data.js
index 250f566..2e22b06 100644
--- a/docs/build/html/_static/language_data.js
+++ b/docs/build/html/_static/language_data.js
@@ -5,7 +5,7 @@
  * This script contains the language-specific data used by searchtools.js,
  * namely the list of stopwords, stemmer, scorer and splitter.
  *
- * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
diff --git a/docs/build/html/_static/pygments.css b/docs/build/html/_static/pygments.css
index 0d49244..691aeb8 100644
--- a/docs/build/html/_static/pygments.css
+++ b/docs/build/html/_static/pygments.css
@@ -17,7 +17,6 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left:
 .highlight .cs { color: #408090; background-color: #fff0f0 } /* Comment.Special */
 .highlight .gd { color: #A00000 } /* Generic.Deleted */
 .highlight .ge { font-style: italic } /* Generic.Emph */
-.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
 .highlight .gr { color: #FF0000 } /* Generic.Error */
 .highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
 .highlight .gi { color: #00A000 } /* Generic.Inserted */
diff --git a/docs/build/html/_static/searchtools.js b/docs/build/html/_static/searchtools.js
index 7918c3f..ac4d586 100644
--- a/docs/build/html/_static/searchtools.js
+++ b/docs/build/html/_static/searchtools.js
@@ -4,7 +4,7 @@
  *
  * Sphinx JavaScript utilities for the full-text search.
  *
- * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
@@ -57,14 +57,14 @@ const _removeChildren = (element) => {
 const _escapeRegExp = (string) =>
   string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
 
-const _displayItem = (item, searchTerms, highlightTerms) => {
+const _displayItem = (item, highlightTerms, searchTerms) => {
   const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docUrlRoot = DOCUMENTATION_OPTIONS.URL_ROOT;
   const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
   const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
   const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
-  const contentRoot = document.documentElement.dataset.content_root;
 
-  const [docName, title, anchor, descr, score, _filename] = item;
+  const [docName, title, anchor, descr] = item;
 
   let listItem = document.createElement("li");
   let requestUrl;
@@ -75,35 +75,29 @@ const _displayItem = (item, searchTerms, highlightTerms) => {
     if (dirname.match(/\/index\/$/))
       dirname = dirname.substring(0, dirname.length - 6);
     else if (dirname === "index/") dirname = "";
-    requestUrl = contentRoot + dirname;
+    requestUrl = docUrlRoot + dirname;
     linkUrl = requestUrl;
   } else {
     // normal html builders
-    requestUrl = contentRoot + docName + docFileSuffix;
+    requestUrl = docUrlRoot + docName + docFileSuffix;
     linkUrl = docName + docLinkSuffix;
   }
+  const params = new URLSearchParams();
+  params.set("highlight", [...highlightTerms].join(" "));
   let linkEl = listItem.appendChild(document.createElement("a"));
-  linkEl.href = linkUrl + anchor;
-  linkEl.dataset.score = score;
+  linkEl.href = linkUrl + "?" + params.toString() + anchor;
   linkEl.innerHTML = title;
-  if (descr) {
-    listItem.appendChild(document.createElement("span")).innerHTML =
+  if (descr)
+    listItem.appendChild(document.createElement("span")).innerText =
       " (" + descr + ")";
-    // highlight search terms in the description
-    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
-      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
-  }
   else if (showSearchSummary)
     fetch(requestUrl)
       .then((responseData) => responseData.text())
       .then((data) => {
         if (data)
           listItem.appendChild(
-            Search.makeSearchSummary(data, searchTerms)
+            Search.makeSearchSummary(data, searchTerms, highlightTerms)
           );
-        // highlight search terms in the summary
-        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
-          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
       });
   Search.output.appendChild(listItem);
 };
@@ -122,15 +116,15 @@ const _finishSearch = (resultCount) => {
 const _displayNextItem = (
   results,
   resultCount,
-  searchTerms,
   highlightTerms,
+  searchTerms
 ) => {
   // results left, load the summary and display it
   // this is intended to be dynamic (don't sub resultsCount)
   if (results.length) {
-    _displayItem(results.pop(), searchTerms, highlightTerms);
+    _displayItem(results.pop(), highlightTerms, searchTerms);
     setTimeout(
-      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
+      () => _displayNextItem(results, resultCount, highlightTerms, searchTerms),
       5
     );
   }
@@ -161,8 +155,10 @@ const Search = {
   _pulse_status: -1,
 
   htmlToText: (htmlString) => {
-    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
-    htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
+    const htmlElement = document
+      .createRange()
+      .createContextualFragment(htmlString);
+    _removeChildren(htmlElement.querySelectorAll(".headerlink"));
     const docContent = htmlElement.querySelector('[role="main"]');
     if (docContent !== undefined) return docContent.textContent;
     console.warn(
@@ -243,12 +239,6 @@ const Search = {
    * execute search (requires search index to be loaded)
    */
   query: (query) => {
-    const filenames = Search._index.filenames;
-    const docNames = Search._index.docnames;
-    const titles = Search._index.titles;
-    const allTitles = Search._index.alltitles;
-    const indexEntries = Search._index.indexentries;
-
     // stem the search terms and add them to the correct list
     const stemmer = new Stemmer();
     const searchTerms = new Set();
@@ -276,10 +266,6 @@ const Search = {
       }
     });
 
-    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
-      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
-    }
-
     // console.debug("SEARCH: searching for:");
     // console.info("required: ", [...searchTerms]);
     // console.info("excluded: ", [...excludedTerms]);
@@ -288,40 +274,6 @@ const Search = {
     let results = [];
     _removeChildren(document.getElementById("search-progress"));
 
-    const queryLower = query.toLowerCase();
-    for (const [title, foundTitles] of Object.entries(allTitles)) {
-      if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
-        for (const [file, id] of foundTitles) {
-          let score = Math.round(100 * queryLower.length / title.length)
-          results.push([
-            docNames[file],
-            titles[file] !== title ? `${titles[file]} > ${title}` : title,
-            id !== null ? "#" + id : "",
-            null,
-            score,
-            filenames[file],
-          ]);
-        }
-      }
-    }
-
-    // search for explicit entries in index directives
-    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
-      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
-        for (const [file, id] of foundEntries) {
-          let score = Math.round(100 * queryLower.length / entry.length)
-          results.push([
-            docNames[file],
-            titles[file],
-            id ? "#" + id : "",
-            null,
-            score,
-            filenames[file],
-          ]);
-        }
-      }
-    }
-
     // lookup as object
     objectTerms.forEach((term) =>
       results.push(...Search.performObjectSearch(term, objectTerms))
@@ -368,7 +320,7 @@ const Search = {
     // console.info("search results:", Search.lastresults);
 
     // print the results
-    _displayNextItem(results, results.length, searchTerms, highlightTerms);
+    _displayNextItem(results, results.length, highlightTerms, searchTerms);
   },
 
   /**
@@ -449,8 +401,8 @@ const Search = {
     // prepare search
     const terms = Search._index.terms;
     const titleTerms = Search._index.titleterms;
-    const filenames = Search._index.filenames;
     const docNames = Search._index.docnames;
+    const filenames = Search._index.filenames;
     const titles = Search._index.titles;
 
     const scoreMap = new Map();
@@ -547,15 +499,16 @@ const Search = {
   /**
    * helper function to return a node containing the
    * search summary for a given text. keywords is a list
-   * of stemmed words.
+   * of stemmed words, highlightWords is the list of normal, unstemmed
+   * words. the first one is used to find the occurrence, the
+   * latter for highlighting it.
    */
-  makeSearchSummary: (htmlText, keywords) => {
-    const text = Search.htmlToText(htmlText);
+  makeSearchSummary: (htmlText, keywords, highlightWords) => {
+    const text = Search.htmlToText(htmlText).toLowerCase();
     if (text === "") return null;
 
-    const textLower = text.toLowerCase();
     const actualStartPosition = [...keywords]
-      .map((k) => textLower.indexOf(k.toLowerCase()))
+      .map((k) => text.indexOf(k.toLowerCase()))
       .filter((i) => i > -1)
       .slice(-1)[0];
     const startWithContext = Math.max(actualStartPosition - 120, 0);
@@ -563,9 +516,13 @@ const Search = {
     const top = startWithContext === 0 ? "" : "...";
     const tail = startWithContext + 240 < text.length ? "..." : "";
 
-    let summary = document.createElement("p");
+    let summary = document.createElement("div");
     summary.classList.add("context");
-    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+    summary.innerText = top + text.substr(startWithContext, 240).trim() + tail;
+
+    highlightWords.forEach((highlightWord) =>
+      _highlightText(summary, highlightWord, "highlighted")
+    );
 
     return summary;
   },
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index e15504e..b7c3e1f 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -1,22 +1,20 @@
 
-
+
 
   
   
   Index — PV_Live API 1.2.2 documentation
-      
-      
-
-  
+      
+      
   
   
-        
-        
-        
-        
-        
+        
+        
+        
+        
+        
     
     
      
@@ -109,6 +107,8 @@ 
D

   
   
 
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index 611fb11..9ab2b32 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -1,23 +1,21 @@
 
-
+
 
-  
+  
 
   
   Welcome to PV_Live API’s documentation! — PV_Live API 1.2.2 documentation
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Welcome to PV_Live API’s documentation!

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Welcome to PV_Live API’s documentation!

 

 
Contents:

 
    
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    Welcome to PV_Live API’s documentation!
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    Indices and tables
    
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    Indices and tables
    
 
      
 
    • Index
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    • Module Index
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   Modules — PV_Live API 1.2.2 documentation
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      Modules
      
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      Modules