From e2981c66a976cb467557cc08624f99e1cc3d9e0d Mon Sep 17 00:00:00 2001 From: Cristian Dinu Date: Thu, 31 Oct 2024 17:07:58 +0000 Subject: [PATCH] Collect half-hourly heatpump data from heatpumpmonitor.org (#14) Fixes #3 --- .gitignore | 8 +- clients/hpmorg/README.md | 0 clients/hpmorg/hpmorg/__init__.py | 0 clients/hpmorg/hpmorg/semi-manual-fetch.py | 159 ++++++ clients/hpmorg/pyproject.toml | 14 + devbox.json | 2 +- poetry.lock | 569 ++++++++++++++++++++- pyproject.toml | 1 + 8 files changed, 748 insertions(+), 5 deletions(-) create mode 100644 clients/hpmorg/README.md create mode 100644 clients/hpmorg/hpmorg/__init__.py create mode 100644 clients/hpmorg/hpmorg/semi-manual-fetch.py create mode 100644 clients/hpmorg/pyproject.toml diff --git a/.gitignore b/.gitignore index 3adf3d1..0e39c9e 100644 --- a/.gitignore +++ b/.gitignore @@ -3,6 +3,9 @@ data/ cache/ *.csv *.parquet +*.sqlite +*.sqlite3 +*.db # Created by https://www.toptal.com/developers/gitignore/api/go,vim,node,linux,macos,python,windows,intellij,backup # Edit at https://www.toptal.com/developers/gitignore?templates=go,vim,node,linux,macos,python,windows,intellij,backup @@ -174,7 +177,6 @@ fabric.properties # Icon must end with two \r Icon - # Thumbnails ._* @@ -509,7 +511,7 @@ pyrightconfig.json ### Vim ### # Swap [._]*.s[a-v][a-z] -!*.svg # comment out if you don't need vector files +!*.svg # comment out if you don't need vector files [._]*.sw[a-p] [._]s[a-rt-v][a-z] [._]ss[a-gi-z] @@ -552,4 +554,4 @@ $RECYCLE.BIN/ # Windows shortcuts *.lnk -# End of https://www.toptal.com/developers/gitignore/api/go,vim,node,linux,macos,python,windows,intellij,backup \ No newline at end of file +# End of https://www.toptal.com/developers/gitignore/api/go,vim,node,linux,macos,python,windows,intellij,backup diff --git a/clients/hpmorg/README.md b/clients/hpmorg/README.md new file mode 100644 index 0000000..e69de29 diff --git a/clients/hpmorg/hpmorg/__init__.py b/clients/hpmorg/hpmorg/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/clients/hpmorg/hpmorg/semi-manual-fetch.py b/clients/hpmorg/hpmorg/semi-manual-fetch.py new file mode 100644 index 0000000..bf3e912 --- /dev/null +++ b/clients/hpmorg/hpmorg/semi-manual-fetch.py @@ -0,0 +1,159 @@ +#!/usr/bin/env python3 +""" +# all users feeds +curl https://heatpumpmonitor.org/system/list/public.json > data/public.json + +# retrieve user ids +cat data/public.json | jq '.[].userid' | sort -n > data/user_ids.txt + +# all public feeds for users +for i in $(cat data/user_ids.txt); do curl https://heatpumpmonitor.org/timeseries/available?id=$i > data/available/$i.json; sleep 0.25; done + +# remove two errors +rm data/available/31.json data/available/351.json + +# a file +for file in data/available/*.json; do + user_id=$(basename "$file" .json) + jq -r --arg userid "$user_id" ' + select(.feeds.heatpump_elec != null) | + [$userid, .feeds.heatpump_elec.start_time, .feeds.heatpump_elec.end_time] | + @tsv + ' "$file" +done > data/heatpump_elec.tsv + +""" + +import requests +import pandas as pd +from datetime import datetime, timedelta +from typing import Iterator, Tuple +import logging +from pathlib import Path +import time + +logging.basicConfig( + level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s" +) + + +class HeatPumpDataCollector: + def __init__( + self, + input_file: str, + base_url: str = "https://heatpumpmonitor.org/timeseries/data", + ): + self.base_url = base_url + self.users_data = pd.read_csv( + input_file, sep="\s+", names=["user_id", "start_time", "end_time"] + ) + + def generate_date_ranges( + self, start_timestamp: int, end_timestamp: int + ) -> Iterator[Tuple[str, str]]: + """Generate month-by-month date ranges in DD-MM-YYYY format.""" + start_date = datetime.fromtimestamp(start_timestamp) + end_date = datetime.fromtimestamp(end_timestamp) + + current_date = start_date.replace(day=1) + while current_date <= end_date: + # Calculate the end of the current month + if current_date.month == 12: + next_month = current_date.replace(year=current_date.year + 1, month=1) + else: + next_month = current_date.replace(month=current_date.month + 1) + + # Ensure we don't go past the end date + period_end = min(next_month - timedelta(days=1), end_date) + + yield (current_date.strftime("%d-%m-%Y"), period_end.strftime("%d-%m-%Y")) + + current_date = next_month + + def fetch_data(self, user_id: int, start_date: str, end_date: str) -> dict: # type: ignore + """Fetch data for a specific user and date range.""" + params = { + "id": user_id, + "feeds": "heatpump_elec", + "start": start_date, + "end": end_date, + "interval": 1800, # 30 minutes + "average": 1, + "timeformat": "unix", + } + + logging.info(f"Fetching {user_id} {start_date} - {end_date}") + + response = requests.get(self.base_url, params=params) # type: ignore + response.raise_for_status() + return response.json() # type: ignore + + def process_and_save_data(self, user_id: int, data: dict, output_dir: str) -> None: # type: ignore + """Process the JSON data and save to CSV in the appropriate directory.""" + if not data.get("heatpump_elec"): + logging.warning(f"No data found for user {user_id}") + return + + # Convert data to DataFrame + records = [] + for timestamp, value in data["heatpump_elec"]: + date = datetime.fromtimestamp(timestamp) + output_path = ( + Path(output_dir) / f"year={date.year}" / f"month={date.month:02d}" + ) + output_path.mkdir(parents=True, exist_ok=True) + + records.append({"user_id": user_id, "timestamp": timestamp, "value": value}) + + if records: + df = pd.DataFrame(records) + + # Group by year and month and save to appropriate files + for (year, month), group in df.groupby( + [ + df["timestamp"].apply(lambda x: datetime.fromtimestamp(x).year), + df["timestamp"].apply(lambda x: datetime.fromtimestamp(x).month), + ] + ): + output_path = Path(output_dir) / f"year={year}" / f"month={month:02d}" + output_path.mkdir(parents=True, exist_ok=True) + + output_file = output_path / f"{user_id}.csv" + + # Append if file exists, otherwise create new + if output_file.exists(): + group.to_csv(output_file, mode="a", header=False, index=False) + else: + group.to_csv(output_file, index=False) + logging.info(f"saving to {output_file}") + + def collect_all_data(self, output_dir: str) -> None: + """Collect data for all users and date ranges.""" + for _, row in self.users_data.iterrows(): + user_id = int(row["user_id"]) + logging.info(f"Processing user {user_id}") + + for start_date, end_date in self.generate_date_ranges( + int(row["start_time"]), int(row["end_time"]) + ): + try: + logging.info( + f"Fetching data for user {user_id} from {start_date} to {end_date}" + ) + data = self.fetch_data(user_id, start_date, end_date) + self.process_and_save_data(user_id, data, output_dir) + time.sleep(2) # Be nice to the server + except Exception as e: + logging.error(f"Error processing user {user_id}: {str(e)}") + continue + + +def main() -> None: + collector = HeatPumpDataCollector( + "data/heatpump_elec.tsv", "https://heatpumpmonitor.org/timeseries/data" + ) + collector.collect_all_data("data/hh") + + +if __name__ == "__main__": + main() diff --git a/clients/hpmorg/pyproject.toml b/clients/hpmorg/pyproject.toml new file mode 100644 index 0000000..dddec4a --- /dev/null +++ b/clients/hpmorg/pyproject.toml @@ -0,0 +1,14 @@ +[tool.poetry] +name = "hpmorg" +version = "0.1.0" +description = "A wrapper for heatpumpmonitor" +authors = ["Cristian Dinu "] +readme = "README.md" + +[tool.poetry.dependencies] +python = "^3.12" + + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/devbox.json b/devbox.json index 528e015..635d157 100644 --- a/devbox.json +++ b/devbox.json @@ -8,7 +8,7 @@ ], "shell": { "init_hook": [ - "echo 'Welcome to devbox!' > /dev/null" + ". $VENV_DIR/bin/activate" ], 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