10123 lines
416 KiB
Plaintext
10123 lines
416 KiB
Plaintext
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>time</th>\n",
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" <th>state</th>\n",
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" </tr>\n",
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" <th>0</th>\n",
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" <td>2026-04-12 04:08:28.284320+02:00</td>\n",
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" <td>0.0</td>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>2026-04-10 20:17:00.010804+02:00</td>\n",
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" <td>0.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>2026-04-10 20:16:00.014496+02:00</td>\n",
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" <td>0.1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>2026-04-10 19:13:13.471986+02:00</td>\n",
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" <td>0.0</td>\n",
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" </tr>\n",
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" <th>4</th>\n",
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" <td>2026-04-10 19:13:11.474719+02:00</td>\n",
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" <td>72.6</td>\n",
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" time state\n",
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"0 2026-04-12 04:08:28.284320+02:00 0.0\n",
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"1 2026-04-10 20:17:00.010804+02:00 0.0\n",
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"2 2026-04-10 20:16:00.014496+02:00 0.1\n",
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"3 2026-04-10 19:13:13.471986+02:00 0.0\n",
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"4 2026-04-10 19:13:11.474719+02:00 72.6"
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]
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},
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"execution_count": 1,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import pandas as pd\n",
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"from datetime import datetime\n",
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"from zoneinfo import ZoneInfo\n",
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"\n",
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"from utils.database import get_state\n",
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"\n",
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"local_tz = ZoneInfo(\"Europe/Copenhagen\")\n",
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"\n",
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"df = get_state(\n",
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" entity_id=\"sensor.shellyplus1pm_78ee4cc83a94_power\",\n",
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" # limit=100,\n",
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" start_time=datetime(2026, 4, 1, 0, 0, tzinfo=local_tz),\n",
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" end_time=datetime(2026, 4, 12, 21, 0, tzinfo=local_tz),\n",
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")\n",
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"\n",
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"# Convert time to Copenhagen timezone\n",
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"df[\"time\"] = df[\"time\"].dt.tz_convert(local_tz)\n",
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"\n",
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"# Convert state to numeric, forcing errors to NaN\n",
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"df[\"state\"] = pd.to_numeric(df[\"state\"], errors=\"coerce\")\n",
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"\n",
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"df.head()"
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]
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},
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{
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"cell_type": "code",
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"id": "35355b9f",
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"metadata": {},
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}
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"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",
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|
" labels={\"time\": \"Time\", \"state\": \"Power (W)\"},\n",
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|
")\n",
|
|
"\n",
|
|
"# Customize hover template\n",
|
|
"fig.update_traces(hovertemplate=\"<b>Time:</b> %{x}<br><b>Power:</b> %{y:.2f} W<extra></extra>\")\n",
|
|
"\n",
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"fig.update_layout(height=600, hovermode=\"x unified\")\n",
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"\n",
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]
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{
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"cell_type": "markdown",
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"id": "268f2832",
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"source": [
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|
"Aggregate over 1 minute pieces to avoid varying sampling frequency"
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]
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{
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"cell_type": "code",
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"execution_count": 3,
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{
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"data": {
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"application/vnd.plotly.v1+json": {
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"config": {
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"plotlyServerURL": "https://plot.ly"
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},
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{
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"x": [
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"2026-04-12T04:08:28.284320000",
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"2026-04-10T20:16:00.014496000",
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"source": [
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"# Calculate running average with time-based window\n",
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|
"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",
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"\n",
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"# Create plot with both raw and smoothed data\n",
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"fig = px.line(\n",
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|
" df,\n",
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|
" x=\"time\",\n",
|
|
" y=[\"state\", \"state_smoothed\"],\n",
|
|
" title=f\"Power Consumption - Raw vs Smoothed (window={window_size})\",\n",
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" labels={\"time\": \"Time\", \"value\": \"Power (W)\"},\n",
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")\n",
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"\n",
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"# Update trace names\n",
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"fig.data[0].name = \"Raw\"\n",
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|
"\n",
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"# Customize hover template\n",
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"fig.update_traces(hovertemplate=\"<b>Time:</b> %{x}<br><b>Power:</b> %{y:.2f} W<extra></extra>\")\n",
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"\n",
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"fig.update_layout(height=600, hovermode=\"x unified\", legend_title_text=\"Data Type\")\n",
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"\n",
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]
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "097a77c1",
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"metadata": {},
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"source": [
|
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"# 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",
|
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"fig = px.line(\n",
|
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" df,\n",
|
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" x=\"time\",\n",
|
|
" y=[\"state\", \"state_baseline\"],\n",
|
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" title=f\"Power Consumption - Smoothed vs Baseline (window={window_size})\",\n",
|
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" labels={\"time\": \"Time\", \"value\": \"Power (W)\"},\n",
|
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")\n",
|
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"\n",
|
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"# Update trace names\n",
|
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"fig.data[0].name = \"Smoothed\"\n",
|
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"fig.data[1].name = \"Baseline\"\n",
|
|
"\n",
|
|
"# Customize hover template\n",
|
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"fig.update_traces(hovertemplate=\"<b>Time:</b> %{x}<br><b>Power:</b> %{y:.2f} W<extra></extra>\")\n",
|
|
"\n",
|
|
"fig.update_layout(height=600, hovermode=\"x unified\", legend_title_text=\"Data Type\")\n",
|
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"\n",
|
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"fig.show()"
|
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]
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},
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{
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"cell_type": "code",
|
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"execution_count": 5,
|
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"id": "b5a50563",
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"metadata": {},
|
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"outputs": [
|
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{
|
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"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
|
|
"Found 2 high-to-low transitions:\n",
|
|
"\n",
|
|
" time state_baseline\n",
|
|
"2026-04-10 19:13:11.474719+02:00 36.3\n",
|
|
"2026-04-08 00:19:08.688021+02:00 35.3\n",
|
|
"\n",
|
|
"\n",
|
|
"Transition Summary:\n",
|
|
" Average power at transition: 35.80W\n",
|
|
" Min power at transition: 35.30W\n",
|
|
" Max power at transition: 36.30W\n"
|
|
]
|
|
}
|
|
],
|
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"source": [
|
|
"# Identify periods when power above 10W\n",
|
|
"threshold = 10\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 >10W to ≤10W)\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\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
|
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"id": "bef4fb20",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"application/vnd.plotly.v1+json": {
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"config": {
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"plotlyServerURL": "https://plot.ly"
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},
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"data": [
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{
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"hovertemplate": "<b>Time:</b> %{x}<br><b>Power:</b> %{y:.2f} W<extra></extra>",
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"line": {
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"color": "blue",
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"width": 1
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"title": {
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"text": "Power Consumption with High-to-Low Transitions"
|
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},
|
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"xaxis": {
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"text": "Time"
|
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"text": "Power (W)"
|
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"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=\"<b>Time:</b> %{x}<br><b>Power:</b> %{y:.2f} W<extra></extra>\"\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=\"<b>Transition Time:</b> %{x}<br><b>Power:</b> %{y:.2f} W<extra></extra>\"\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": "63e53bb7",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Conclusion\n",
|
|
"\n",
|
|
"Info message should be sent out when the washing machine 5min average drops below 10W."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"id": "93946a1d",
|
|
"metadata": {
|
|
"vscode": {
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"languageId": "raw"
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}
|
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},
|
|
"source": [
|
|
"# configuration.yaml\n",
|
|
"\n",
|
|
"sensor:\n",
|
|
" - platform: filter\n",
|
|
" name: \"Tumble Dryer Power 5min Average\"\n",
|
|
" entity_id: \"sensor.shellyplus1pm_78ee4cc83a94_power\"\n",
|
|
" unique_id: \"tumble_dryer_power_baseline\"\n",
|
|
" filters:\n",
|
|
" - filter: time_simple_moving_average\n",
|
|
" window_size: \"00:05\"\n",
|
|
" precision: 1"
|
|
]
|
|
},
|
|
{
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"cell_type": "raw",
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"id": "c09e3396",
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"metadata": {
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"vscode": {
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"languageId": "raw"
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}
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},
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"source": [
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"# automations.yaml\n",
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"\n",
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"- id: tumble_dryer_done_notification\n",
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" alias: \"Notify when tumble dryer is done\"\n",
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" description: \"Send info notification when tumble dryer is done\"\n",
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" mode: single\n",
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" trigger:\n",
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" - platform: numeric_state\n",
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" entity_id: sensor.tumble_dryer_power_baseline\n",
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" below: 10\n",
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" condition: []\n",
|
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" action:\n",
|
|
" # Notification for Brian\n",
|
|
" - service: notify.mobile_app_brian_s_oneplus_9t\n",
|
|
" data:\n",
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|
" title: \"Tumble Dryer Done\"\n",
|
|
" message: \"The tumble dryer 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: \"Tumble Dryer Done\"\n",
|
|
" message: \"The tumble dryer 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
|
|
}
|