From 47700ba68885c11fd7ba592dc6284ab46ff28671 Mon Sep 17 00:00:00 2001 From: Molier Date: Fri, 29 Nov 2024 10:47:38 +0000 Subject: [PATCH] feat: enhance base load analysis with timeframe support and add test cases --- ...ndby_verbruik.ipynb => demo_baseLoad.ipynb | 507 ++++- openenergyid/baseload/main.py | 75 +- openenergyid/baseload/test.py | 58 + poetry.lock | 1771 ++++++++--------- 4 files changed, 1381 insertions(+), 1030 deletions(-) rename demo_standby_verbruik.ipynb => demo_baseLoad.ipynb (95%) create mode 100644 openenergyid/baseload/test.py diff --git a/demo_standby_verbruik.ipynb b/demo_baseLoad.ipynb similarity index 95% rename from demo_standby_verbruik.ipynb rename to demo_baseLoad.ipynb index 2e0db94..35d5c00 100644 --- a/demo_standby_verbruik.ipynb +++ b/demo_baseLoad.ipynb @@ -20,7 +20,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# First some speedtesting" + "# First some speedtests" ] }, { @@ -32,14 +32,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "6.07 μs ± 115 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + "7.42 μs ± 671 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] } ], @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -83,7 +83,7 @@ "└───────────────────────────────┴───────┘" ] }, - "execution_count": 16, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -105,14 +105,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "34.3 ms ± 1.25 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + "39.9 ms ± 5.04 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], @@ -142,27 +142,336 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 5, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Base Load: 90570.4W\n", - "Daily Usage: 2173.7 kWh\n", - "Base Percentage: 65.5%\n" - ] + "data": { + "text/html": [ + "
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\n", + "" + ], + "text/plain": [ + "alt.VConcatChart(...)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def create_monthly_chart(df):\n", + " \"\"\"Create bar chart for monthly data\"\"\"\n", + " bars = (\n", + " alt.Chart(df)\n", + " .mark_bar(opacity=0.7)\n", + " .encode(\n", + " x=alt.X(\"period_start:T\", timeUnit=\"month\", title=\"Month\"),\n", + " y=alt.Y(\"total_usage:Q\", title=\"Total Usage (kWh)\"),\n", + " tooltip=[\"period_start:T\", \"total_usage:Q\", \"base_percentage:Q\"],\n", + " )\n", + " )\n", + "\n", + " base_line = (\n", + " alt.Chart(df)\n", + " .mark_bar(color=\"purple\", opacity=0.5)\n", + " .encode(\n", + " x=alt.X(\"period_start:T\", timeUnit=\"month\"),\n", + " y=alt.Y(\"base_load_kwh:Q\"),\n", + " tooltip=[\"base_load_kwh:Q\", \"base_percentage:Q\"],\n", + " )\n", + " )\n", + "\n", + " return (bars + base_line).properties(\n", + " width=800, height=200, title=\"Monthly Energy Usage and Base Load\"\n", + " )\n", + "\n", + "\n", + "def create_daily_chart(df):\n", + " \"\"\"Create line chart for daily data\"\"\"\n", + " lines = (\n", + " alt.Chart(df)\n", + " .mark_line(opacity=0.7)\n", + " .encode(\n", + " x=alt.X(\"period_start:T\", title=\"Date\"),\n", + " y=alt.Y(\"total_usage:Q\", title=\"Daily Usage (kWh)\"),\n", + " tooltip=[\"period_start:T\", \"total_usage:Q\", \"base_percentage:Q\"],\n", + " )\n", + " )\n", + "\n", + " base = (\n", + " alt.Chart(df)\n", + " .mark_line(color=\"purple\")\n", + " .encode(\n", + " x=\"period_start:T\",\n", + " y=\"base_load_kwh:Q\",\n", + " tooltip=[\"base_load_kwh:Q\", \"base_percentage:Q\"],\n", + " )\n", + " )\n", + "\n", + " return (lines + base).properties(width=800, height=200, title=\"Daily Energy Usage Pattern\")\n", + "\n", + "\n", + "def create_hourly_chart(df):\n", + " \"\"\"Create line chart for sampled hourly data\"\"\"\n", + " # Sample data to prevent overcrowding\n", + " sampled = df.sample(n=500, seed=42)\n", + "\n", + " return (\n", + " alt.Chart(sampled)\n", + " .mark_line(opacity=0.7)\n", + " .encode(\n", + " x=alt.X(\"period_start:T\", title=\"Hour\"),\n", + " y=alt.Y(\"total_usage:Q\", title=\"Hourly Usage (kWh)\"),\n", + " tooltip=[\"period_start:T\", \"total_usage:Q\", \"base_percentage:Q\"],\n", + " )\n", + " .properties(width=800, height=200, title=\"Hourly Energy Usage (Sampled)\")\n", + " )\n", + "\n", + "\n", + "# Combine all charts\n", + "combined = alt.vconcat(\n", + " create_monthly_chart(monthly_metrics),\n", + " create_daily_chart(daily_metrics),\n", + " create_hourly_chart(hourly_metrics),\n", + ").resolve_scale(y=\"independent\")\n", + "\n", + "combined.display()" ] }, { @@ -174,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -260,14 +569,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_22265/3491075188.py:2: DeprecationWarning: `GroupBy.count` is deprecated. It has been renamed to `len`.\n", + "/tmp/ipykernel_13152/3491075188.py:2: DeprecationWarning: `GroupBy.count` is deprecated. It has been renamed to `len`.\n", " value_counts = tf.group_by(\"total\").count().sort(\"total\")\n" ] }, @@ -276,23 +585,23 @@ "text/html": [ "\n", "\n", - "
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\n", "" ], "text/plain": [ @@ -1547,7 +1856,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 21, "metadata": {}, "outputs": [ { diff --git a/openenergyid/baseload/main.py b/openenergyid/baseload/main.py index b02f6bf..fb2dcf1 100644 --- a/openenergyid/baseload/main.py +++ b/openenergyid/baseload/main.py @@ -2,6 +2,7 @@ This module provides functionality for loading, validating, and analyzing energy usage data. Classes: + TimeFrame: An enumeration of different timeframes for data aggregation. BaseLoadMetrics: A NamedTuple container for base load analysis metrics. EnergySchema: A pandera DataFrameModel for validating energy usage data. @@ -9,27 +10,33 @@ load_data(path: str) -> pl.LazyFrame: Loads and validates energy usage data from an NDJSON file. - calculate_base_load(lf: pl.LazyFrame) -> BaseLoadMetrics: - Calculates base load metrics from energy usage data. + calculate_base_load(lf: pl.LazyFrame, timeframe: TimeFrame = TimeFrame.DAILY) -> pl.DataFrame: + Calculates base load metrics from energy usage data aggregated by the specified timeframe. - main(file_path: str) -> BaseLoadMetrics: - Processes energy data and returns base load metrics. - - test_energy_validation(): - Tests various data validation scenarios using pytest. + main(file_path: str, timeframe: TimeFrame) -> pl.DataFrame: + Processes energy data and returns base load metrics for the specified timeframe. """ +from enum import Enum from typing import NamedTuple import polars as pl import pandera.polars as pa ## VERY important to use pandera.polars instead of pandera to avoid pandas errors +class TimeFrame(Enum): + HOURLY = "1h" + DAILY = "1d" + WEEKLY = "1w" + MONTHLY = "1mo" + YEARLY = "1y" + + class BaseLoadMetrics(NamedTuple): """Container for base load analysis metrics""" - base_load_watts: float # Average base load in watts - daily_usage_kwh: float # Average daily usage in kWh + base_load_watts: float # Base load in watts + usage_kwh: float # Usage in kWh for the period base_percentage: float # Base load as percentage of total @@ -67,48 +74,36 @@ def load_data(path: str) -> pl.LazyFrame: return pl.LazyFrame(validated_df) -def calculate_base_load(lf: pl.LazyFrame) -> BaseLoadMetrics: - """ - Calculate base load metrics from energy usage data. - - Takes lowest 10 totals per day to determine base load. - Returns watts, kwh, and percentage metrics. - """ - metrics_df = ( +def calculate_base_load(lf: pl.LazyFrame, timeframe: TimeFrame = TimeFrame.DAILY) -> pl.DataFrame: + """Calculate base load metrics aggregated by specified timeframe""" + return ( lf.filter(pl.col("total") >= 0) .sort("timestamp") - .group_by_dynamic("timestamp", every="1d") + .group_by_dynamic("timestamp", every=timeframe.value) .agg( [ - pl.col("total").sum().alias("total_daily_usage"), - (pl.col("total").sort().head(10).mean() * 4 * 24).alias("base_load_daily_kwh"), + pl.col("total").sum().alias("total_usage"), + (pl.col("total").sort().head(10).mean() * 4 * 24).alias("base_load_kwh"), + pl.col("timestamp").first().alias("period_start"), ] ) .with_columns( [ - (pl.col("base_load_daily_kwh") / pl.col("total_daily_usage") * 100).alias( - "base_percentage" - ) + (pl.col("base_load_kwh") / pl.col("total_usage") * 100).alias("base_percentage"), + (pl.col("base_load_kwh") * 1000 / 24).alias("base_load_watts"), ] ) - .select( - [ - pl.col("base_load_daily_kwh").mean().alias("avg_daily_kwh"), - (pl.col("base_load_daily_kwh") * 1000 / 24).mean().alias("avg_watts"), - pl.col("base_percentage").mean().alias("avg_percentage"), - ] - ) - .collect() # TODO add validation for input data: correct format, not null, etc. + .sort("period_start") + .collect() ) - return BaseLoadMetrics( - base_load_watts=metrics_df[0, "avg_watts"], - daily_usage_kwh=metrics_df[0, "avg_daily_kwh"], - base_percentage=metrics_df[0, "avg_percentage"], - ) + +def main(file_path: str, timeframe: TimeFrame) -> pl.DataFrame: + """Process energy data and return base load metrics for specified timeframe""" + return calculate_base_load(load_data(file_path), timeframe) -def main(file_path: str) -> BaseLoadMetrics: - """Process energy data and return base load metrics""" - lf = load_data(file_path) - return calculate_base_load(lf) +# Example usage: +if __name__ == "__main__": + results = main("data/energy_use.ndjson", TimeFrame.MONTHLY) + print(results) diff --git a/openenergyid/baseload/test.py b/openenergyid/baseload/test.py new file mode 100644 index 0000000..cb2a317 --- /dev/null +++ b/openenergyid/baseload/test.py @@ -0,0 +1,58 @@ +"""Test the TimeFrame feature of the calculate_base_load function.""" + +from datetime import datetime +import polars as pl +from openenergyid.baseload.main import TimeFrame, calculate_base_load + + +def test_timeframe_feature(): + """ + Test the calculate_base_load function with different timeframes. + + This function creates a sample LazyFrame with test data and tests the + calculate_base_load function with DAILY and HOURLY timeframes. It verifies + the shape of the resulting DataFrame and checks for the presence of the + 'base_load_watts' column. + + Test Cases: + - DAILY timeframe: Expects 2 rows in the result. + - HOURLY timeframe: Expects 6 rows in the result. + + Raises: + AssertionError: If the shape of the resulting DataFrame does not match + the expected number of rows or if the 'base_load_watts' + column is not present in the result. + """ + # Create a sample LazyFrame with test data + data = { + "timestamp": [ + datetime(2023, 1, 1, 0, 0), + datetime(2023, 1, 1, 1, 0), + datetime(2023, 1, 1, 2, 0), + datetime(2023, 1, 2, 0, 0), + datetime(2023, 1, 2, 1, 0), + datetime(2023, 1, 2, 2, 0), + ], + "total": [10, 20, 30, 40, 50, 60], + } + lf = pl.LazyFrame(data) + + # Test with DAILY timeframe + result_daily = calculate_base_load(lf, TimeFrame.DAILY) + print("Daily Timeframe Result:") + print(result_daily) + assert result_daily.shape[0] == 2, "Expected 2 rows for DAILY timeframe" + assert "base_load_watts" in result_daily.columns, "Expected 'base_load_watts' column in result" + + # Test with HOURLY timeframe + result_hourly = calculate_base_load(lf, TimeFrame.HOURLY) + print("\nHourly Timeframe Result:") + print(result_hourly) + assert result_hourly.shape[0] == 6, "Expected 6 rows for HOURLY timeframe" + assert "base_load_watts" in result_hourly.columns, "Expected 'base_load_watts' column in result" + + print("\nAll tests passed!") + + +if __name__ == "__main__": + test_timeframe_feature() diff --git a/poetry.lock b/poetry.lock index ae24010..fe83275 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,27 +1,28 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand. 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