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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
32026-04-13 12:34:36.715038+02:000.0
42026-04-13 12:34:34.650176+02:001.6
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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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"#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 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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"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 - 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}
Power: %{y:.2f} W", "legendgroup": "state", "line": { "color": "#636efa", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "Smoothed", "showlegend": true, "type": "scattergl", "x": [ "2026-04-13T19:11:26.464020000", "2026-04-13T19:10:23.729820000", "2026-04-13T13:23:15.374583000", "2026-04-13T12:34:36.715038000", "2026-04-13T12:34:34.650176000", "2026-04-13T12:34:00.044517000", "2026-04-13T12:33:00.045353000", "2026-04-13T12:31:00.046522000", "2026-04-13T12:30:00.015353000", "2026-04-13T12:29:00.015967000", "2026-04-13T12:26:00.018608000", "2026-04-13T12:24:00.019501000", "2026-04-13T12:23:00.119125000", "2026-04-13T12:22:00.019510000", "2026-04-13T12:19:00.032020000", "2026-04-13T12:18:00.026669000", "2026-04-13T12:15:00.029356000", "2026-04-13T12:14:00.030475000", "2026-04-13T12:12:00.032229000", "2026-04-13T12:05:00.040883000", "2026-04-13T12:04:00.045477000", "2026-04-13T12:03:00.044289000", "2026-04-13T12:02:00.044193000", 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0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "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 - Smoothed vs Baseline (window=5min)" }, "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 = \"5min\" # Can use: '1min', '5min', '15min', '1h', etc.\n", "df[\"state_baseline\"] = 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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"mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "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 }