diff --git a/notebooks/dishwasher_done.ipynb b/notebooks/dishwasher_done.ipynb new file mode 100644 index 0000000..0cc7ced --- /dev/null +++ b/notebooks/dishwasher_done.ipynb @@ -0,0 +1,15838 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "8e68637b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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timestate
02026-04-13 19:11:26.464020+02:000.0
12026-04-13 19:10:23.729820+02:00NaN
22026-04-13 13:23:15.374583+02:000.0
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" + ], + "text/plain": [ + " time state\n", + "0 2026-04-13 19:11:26.464020+02:00 0.0\n", + "1 2026-04-13 19:10:23.729820+02:00 NaN\n", + "2 2026-04-13 13:23:15.374583+02:00 0.0\n", + "3 2026-04-13 12:34:36.715038+02:00 0.0\n", + "4 2026-04-13 12:34:34.650176+02:00 1.6" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "from datetime import datetime\n", + "from zoneinfo import ZoneInfo\n", + "\n", + "from utils.database import get_state\n", + "\n", + "local_tz = ZoneInfo(\"Europe/Copenhagen\")\n", + "\n", + "df = get_state(\n", + " entity_id=\"sensor.dishwasher_power\",\n", + " # limit=100,\n", + " start_time=datetime(2026, 4, 1, 0, 0, tzinfo=local_tz),\n", + " end_time=datetime(2026, 4, 13, 21, 0, tzinfo=local_tz),\n", + ")\n", + "\n", + "# Convert time to Copenhagen timezone\n", + "df[\"time\"] = df[\"time\"].dt.tz_convert(local_tz)\n", + "\n", + "# Convert state to numeric, forcing errors to NaN\n", + "df[\"state\"] = pd.to_numeric(df[\"state\"], errors=\"coerce\")\n", + "\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1b6c1c35", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Time: %{x}
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+ "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Power Consumption Over Time" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Time" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Power (W)" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.express as px\n", + "\n", + "# Create interactive line plot\n", + "fig = px.line(\n", + " df,\n", + " x=\"time\",\n", + " y=\"state\",\n", + " title=\"Power Consumption Over Time\",\n", + " labels={\"time\": \"Time\", \"state\": \"Power (W)\"},\n", + ")\n", + "\n", + "# Customize hover template\n", + "fig.update_traces(hovertemplate=\"Time: %{x}
Power: %{y:.2f} W\")\n", + "\n", + "fig.update_layout(height=600, hovermode=\"x unified\")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d28d5e9e", + "metadata": {}, + "source": [ + "Aggregate over 1 minute pieces to avoid varying sampling frequency" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "12f11f75", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Time: %{x}
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"white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Power Consumption - Raw vs Smoothed (window=1min)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Time" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Power (W)" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate running average with time-based window\n", + "window_size = \"1min\" # Can use: '1min', '5min', '15min', '1h', etc.\n", + "df[\"state_smoothed\"] = df.rolling(window=window_size, on=\"time\", center=True)[\"state\"].mean()\n", + "\n", + "# Create plot with both raw and smoothed data\n", + "fig = px.line(\n", + " df,\n", + " x=\"time\",\n", + " y=[\"state\", \"state_smoothed\"],\n", + " title=f\"Power Consumption - Raw vs Smoothed (window={window_size})\",\n", + " labels={\"time\": \"Time\", \"value\": \"Power (W)\"},\n", + ")\n", + "\n", + "# Update trace names\n", + "fig.data[0].name = \"Raw\"\n", + "fig.data[1].name = \"Smoothed\"\n", + "\n", + "# Customize hover template\n", + "fig.update_traces(hovertemplate=\"Time: %{x}
Power: %{y:.2f} W\")\n", + "\n", + "fig.update_layout(height=600, hovermode=\"x unified\", legend_title_text=\"Data Type\")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "134d3e20", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Time: %{x}
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df.rolling(window=window_size, on=\"time\")[\"state\"].mean()\n", + "\n", + "# Create plot with both raw and smoothed data\n", + "fig = px.line(\n", + " df,\n", + " x=\"time\",\n", + " y=[\"state\", \"state_baseline\"],\n", + " title=f\"Power Consumption - Smoothed vs Baseline (window={window_size})\",\n", + " labels={\"time\": \"Time\", \"value\": \"Power (W)\"},\n", + ")\n", + "\n", + "# Update trace names\n", + "fig.data[0].name = \"Smoothed\"\n", + "fig.data[1].name = \"Baseline\"\n", + "\n", + "# Customize hover template\n", + "fig.update_traces(hovertemplate=\"Time: %{x}
Power: %{y:.2f} W\")\n", + "\n", + "fig.update_layout(height=600, hovermode=\"x unified\", legend_title_text=\"Data Type\")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "406b71f5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 4 high-to-low transitions:\n", + "\n", + " time state_baseline\n", + "2026-04-13 12:34:00.044517+02:00 3.933333\n", + "2026-04-10 00:10:10.660551+02:00 1.200000\n", + "2026-04-07 01:05:35.778996+02:00 1.300000\n", + "2026-04-04 13:55:00.034284+02:00 2.220000\n", + "\n", + "\n", + "Transition Summary:\n", + " Average power at transition: 2.16W\n", + " Min power at transition: 1.20W\n", + " Max power at transition: 3.93W\n" + ] + } + ], + "source": [ + "# Identify periods when power above 1W\n", + "threshold = 1\n", + "\n", + "# Create boolean mask when starting burner\n", + "df[\"above_threshold\"] = df[\"state_baseline\"] > threshold\n", + "\n", + "# Identify high-to-low transitions (when power drops from >1W to ≤1W)\n", + "# This occurs when current row is below threshold AND previous row was above threshold\n", + "df[\"high_to_low\"] = (df[\"above_threshold\"]) & df[\"above_threshold\"].ne(df[\"above_threshold\"].shift())\n", + "\n", + "# Extract the transition moments\n", + "transitions = df[df[\"high_to_low\"]][[\"time\", \"state_baseline\"]]\n", + "\n", + "print(f\"Found {len(transitions)} high-to-low transitions:\\n\")\n", + "print(transitions.to_string(index=False))\n", + "\n", + "# Show statistics about the transitions\n", + "if len(transitions) > 0:\n", + " print(f\"\\n\\nTransition Summary:\")\n", + " print(f\" Average power at transition: {transitions['state_baseline'].mean():.2f}W\")\n", + " print(f\" Min power at transition: {transitions['state_baseline'].min():.2f}W\")\n", + " print(f\" Max power at transition: {transitions['state_baseline'].max():.2f}W\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "df3a5351", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Time: %{x}
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"gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Power Consumption with High-to-Low Transitions" + }, + "xaxis": { + "title": { + "text": "Time" + } + }, + "yaxis": { + "title": { + "text": "Power (W)" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the high-to-low transitions on the power consumption plot\n", + "import plotly.graph_objects as go\n", + "\n", + "fig = go.Figure()\n", + "\n", + "# Add the main power consumption line\n", + "fig.add_trace(go.Scatter(\n", + " x=df[\"time\"], \n", + " y=df[\"state_baseline\"],\n", + " mode=\"lines\",\n", + " name=\"Power Consumption Baseline\",\n", + " line=dict(color=\"blue\", width=1),\n", + " hovertemplate=\"Time: %{x}
Power: %{y:.2f} W\"\n", + "))\n", + "\n", + "# Add threshold line\n", + "fig.add_hline(y=threshold, line_dash=\"dash\", line_color=\"gray\", \n", + " annotation_text=f\"Threshold ({threshold}W)\", \n", + " annotation_position=\"right\")\n", + "\n", + "# Add markers for high-to-low transitions\n", + "if len(transitions) > 0:\n", + " fig.add_trace(go.Scatter(\n", + " x=transitions[\"time\"],\n", + " y=transitions[\"state_baseline\"],\n", + " mode=\"markers\",\n", + " name=\"High→Low Transitions\",\n", + " marker=dict(color=\"red\", size=10, symbol=\"circle\"),\n", + " hovertemplate=\"Transition Time: %{x}
Power: %{y:.2f} W\"\n", + " ))\n", + "\n", + "fig.update_layout(\n", + " title=\"Power Consumption with High-to-Low Transitions\",\n", + " xaxis_title=\"Time\",\n", + " yaxis_title=\"Power (W)\",\n", + " height=600,\n", + " hovermode=\"x unified\"\n", + ")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "07c27d0b", + "metadata": {}, + "source": [ + "# Conclusion\n", + "\n", + "Info message should be sent out when the washing machine 5min average drops below 1W." + ] + }, + { + "cell_type": "raw", + "id": "c5af97ef", + "metadata": { + "vscode": { + "languageId": "raw" + } + }, + "source": [ + "# configuration.yaml\n", + "\n", + "sensor:\n", + " - platform: filter\n", + " name: \"Dishwasher Power 5min Average\"\n", + " entity_id: \"sensor.shellyplus1pm_78ee4cc83a94_power\"\n", + " unique_id: \"dishwasher_power_baseline\"\n", + " filters:\n", + " - filter: time_simple_moving_average\n", + " window_size: \"00:05\"\n", + " precision: 1" + ] + }, + { + "cell_type": "raw", + "id": "638c8d8f", + "metadata": { + "vscode": { + "languageId": "raw" + } + }, + "source": [ + "# automations.yaml\n", + "\n", + "- id: dishwasher_done_notification\n", + " alias: \"Notify when dishwasher is done\"\n", + " description: \"Send info notification when dishwasher is done\"\n", + " mode: single\n", + " trigger:\n", + " - platform: numeric_state\n", + " entity_id: sensor.dishwasher_power_baseline\n", + " below: 10\n", + " condition: []\n", + " action:\n", + " # Notification for Brian\n", + " - service: notify.mobile_app_brian_s_oneplus_9t\n", + " data:\n", + " title: \"Dishwasher Done\"\n", + " message: \"The dishwasher has finished its cycle.\"\n", + " data:\n", + " importance: low # This ensures it stays at 'info' level on Android/iOS\n", + " # Notification for Solveig\n", + " - service: notify.mobile_app_solveigs_oneplus\n", + " data:\n", + " title: \"Dishwasher Done\"\n", + " message: \"The dishwasher has finished its cycle.\"\n", + " data:\n", + " importance: low\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "home-assistant (3.12.1)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}