Skip to content

Instantly share code, notes, and snippets.

@julian-klode
Last active August 9, 2025 10:05
Show Gist options
  • Save julian-klode/d92c8c066ced21ee9117acd108d95a73 to your computer and use it in GitHub Desktop.
Save julian-klode/d92c8c066ced21ee9117acd108d95a73 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"id": "57b05d42",
"metadata": {},
"source": [
"# Analysis of de1app weight flow issue with DiFluid Microbalance"
]
},
{
"cell_type": "markdown",
"id": "3f35f070",
"metadata": {},
"source": [
"Setting up the data series"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "c5655cf4",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import json"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0dfab0e8",
"metadata": {},
"outputs": [],
"source": [
"shot=json.load(open(\"20250808T193727.json\"))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "5b098d24",
"metadata": {},
"outputs": [],
"source": [
"stamps = pd.to_datetime(list(map(float, shot[\"elapsed\"])), unit=\"s\")\n",
"weight_series = pd.Series(map(float, shot[\"totals\"][\"weight\"]), index=stamps)\n",
"weight_flow_series = pd.Series(map(float, shot[\"flow\"][\"by_weight\"]), index=stamps)\n",
"raw_weight_flow_series = pd.Series(map(float, shot[\"flow\"][\"by_weight\"]), index=stamps)\n",
"flow_series = pd.Series(map(float, shot[\"flow\"][\"flow\"]), index=stamps)\n",
"\n",
"# Extracted from .shot file by hand\n",
"raw_stamps = pd.to_datetime(list(map(float, \"-8.673 -8.480 -8.223 -7.585 -7.360 -7.173 -6.910 -6.721 -6.047 -5.784 -5.598 -5.410 -5.145 -4.510 -4.283 -4.059 -3.834 -3.648 -2.333 -2.073 -1.886 -1.622 0.154 0.327 0.568 0.741 0.964 1.189 1.415 1.640 1.865 2.282 2.546 2.727 2.952 3.186 3.413 3.628 3.815 4.039 4.264 4.490 4.715 4.911 5.145 5.360 5.577 5.820 6.064 6.253 6.477 6.664 6.900 7.115 7.344 7.565 7.790 8.014 8.202 8.428 8.652 8.876 9.102 9.327 9.580 9.783 9.965 10.189 10.414 10.639 10.877 11.114 11.315 11.502 11.727 11.953 12.178 12.406 12.664 12.852 13.078 13.311 13.529 13.715 13.941 14.202 14.427 14.613 14.839 15.064 15.262 15.477 15.702 15.926 16.153 16.380 16.602 16.837 17.027 17.240 17.465 17.728 17.940 18.140 18.364 18.576 18.806 19.001 19.263 19.460 19.677 19.901 20.127 20.324 20.552 20.779 20.989 21.214 21.439 21.686 21.852 22.076 22.304 22.527 22.752 22.993 23.249 23.464 23.727 23.914 24.140 24.364 24.590 24.776 25.043 25.226 25.489 25.676 25.902 26.126 26.353 26.550 26.803 27.020 27.213 27.446 27.664 27.891\".split())), unit=\"s\")\n",
"raw_weight_series = pd.Series(map(float, \"0.3 0.2 0.0 0.0 0.4 0.4 0.0 0.0 0.0 0.0 0.2 0.6 0.4 0.0 0.0 0.5 1.0 0.7 0.0 0.0 0.4 0.0 0.2 0.0 0.0 0.0 0.0 0.0 0.3 0.5 0.0 0.0 0.0 0.2 0.3 0.8 0.6 0.3 0.3 0.5 1.2 0.7 0.0 0.0 0.3 0.8 1.2 2.3 2.3 2.1 2.6 3.1 3.2 3.0 3.5 4.2 4.7 5.0 5.0 5.1 5.2 5.3 5.5 7.0 7.6 8.1 8.0 7.9 8.0 8.6 9.6 10.2 10.4 10.6 11.2 12.1 13.1 13.7 13.5 14.1 14.8 15.4 15.4 15.3 15.5 16.8 17.2 17.5 18.3 18.6 18.7 18.9 19.8 19.8 20.0 21.4 22.2 21.9 22.1 22.2 22.4 23.3 24.8 25.2 25.4 25.3 26.0 26.7 26.9 27.0 27.4 28.4 29.4 28.9 29.0 30.0 30.4 31.6 31.3 31.7 32.9 33.2 32.9 32.5 33.1 34.6 35.1 35.6 35.9 36.5 36.6 36.1 37.0 37.0 37.1 36.9 36.7 36.4 36.2 36.1 36.0 36.2 36.4 36.5 36.5 36.4 36.3 36.3\".split()), index=raw_stamps).reindex(stamps, method=\"nearest\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e9e66878",
"metadata": {},
"outputs": [],
"source": [
"def flow(window: int, weight_series, func=\"mean\"):\n",
" delta_value = weight_series.diff()\n",
" delta_time = weight_series.index.to_series().diff().dt.total_seconds()\n",
" delta_per_sec = (delta_value / delta_time)\n",
" return getattr(delta_per_sec.rolling(window=f\"{window}s\"), func)()"
]
},
{
"cell_type": "markdown",
"id": "ab6cbbf5",
"metadata": {},
"source": [
"## Plotting weight flow and weight graphs\n",
"\n",
"A particular concern here is that flow is reported at around 3 g/s, but it seems to be closer to 2g/s."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "594e22fe",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.DataFrame({'Weight flow (4s mean, filtered weight)': flow(4, weight_series),\n",
" 'Weight flow (4s mean, raw weight)': flow(4, raw_weight_series),\n",
" 'Final flow': flow_series[flow_series < weight_flow_series.max()],\n",
" 'Raw Weight Flow': raw_weight_flow_series,\n",
" 'Weight Flow': weight_flow_series}).plot()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "d8916e17",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': 'Weight'}>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.DataFrame({\"Filtered weight\": weight_series,\n",
" \"Raw weight\": raw_weight_series}).plot(title=\"Weight\")\n"
]
},
{
"cell_type": "markdown",
"id": "24f4a59c",
"metadata": {},
"source": [
"## Analysis of scale reporting periods\n",
"\n",
"The `flow_fd` function calculates the flow as: \n",
"\n",
"```tcl\n",
"\t\texpr { ( [lindex $_scale_raw_weight end] - [lindex $_scale_raw_weight end-$intervals] ) \\\n",
"\t\t\t / ( [::device::scale::period::estimate] * $intervals ) }\n",
"```\n",
"\n",
"This assumes a reasonably low deviation of period lengths, so let's investigate this, and what values have been reported."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0cdc1d7d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Final 5s mean period: 0.22343478260869568\n",
"Reported scale period estimate 0.15138158112333736\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"periods = raw_stamps.diff().total_seconds().to_series(index=raw_stamps)\n",
"periods.plot(title=f\"Scale reporting period: {periods.mean():.3}s mean +/- {periods.std():.3} ({periods.min()} - {periods.max()})\")\n",
"print(\"Final 5s mean period:\", periods.rolling(\"5s\").mean().iloc[-1])\n",
"print(\"Reported scale period estimate\", float(shot[\"app\"][\"data\"][\"settings\"][\"scale_period_58:CF:79:E8:5E:82\"]))"
]
},
{
"cell_type": "markdown",
"id": "f3b3ee02",
"metadata": {},
"source": [
"## Our flow estimate adjusted for de1app scale period estimate\n",
"\n",
"It seems the period estimate of de1app is too low, so let's adjust our weight flow for the de1app period estimate.\n",
"\n",
"The resulting line looks eerily close to the de1app calculated flow."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b3a02516",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.DataFrame({'Weight flow (8s mean)': flow(8, raw_weight_series),\n",
" 'Weight flow (8s mean, adjusted)': flow(8, raw_weight_series) / float(shot[\"app\"][\"data\"][\"settings\"][\"scale_period_58:CF:79:E8:5E:82\"]) * periods.rolling(window=\"8s\").mean().reindex(stamps, method=\"nearest\"),\n",
" 'Raw Weight Flow': raw_weight_flow_series}).plot()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.13.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment