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@JulianWgs
Created April 13, 2020 18:34
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CANdas Demo
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CANdas - The dataframe for CAN* bus data\n",
"https://gitlab.com/lionsracing/candas\n",
"\n",
"## Description\n",
"\n",
"> Manage and analyze CAN bus data elegantly and efficiently, locally or in the cloud.\n",
"\n",
"![CANdas Jupyter Lab example](http://img.lionsracing.de/1O1PIJXVSJ4ZCLSM.png)\n",
"\n",
"*[Controller Area Network](https://en.wikipedia.org/wiki/CAN_bus)\n",
"\n",
"### Features\n",
"\n",
"- Common format for dealing with CAN data\n",
"- Enrich plots of the logging data with data from the dbc files automatically\n",
"- Versatile and extensible plotting functions for all kinds of signals\n",
"- Easily export CAN data to a pandas dataframe\n",
"- Data can be pushed to a SQL database\n",
"- Download logging file from SQL database instead of having all of them on disk\n",
"- Method chaining philosophy to create powerful and minimalistic pipelines\n",
"\n",
"### Documentation\n",
"\n",
"Extensive documentation can be found here: https://lionsracing.gitlab.io/candas/index.html\n",
"\n",
"## Code"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"init_cell": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import datetime\n",
"import candas as cd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Import Log\n",
"- Load dbc database by pointing to the folder where one or more .dbc-files are located\n",
"- Load log by pointing to the .blf-file without the extension"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'/home/julian/Dropbox/technik/Logging_Daten/LR19'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"database_logpath = \"/home/julian/Dropbox/technik/Logging_Daten/\"\n",
"dbc_logpath = \"/home/julian/LionsRacing/CAN/\"\n",
"db_version = \"LR19\"\n",
"database_logpath + db_version"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading dbc...\n",
"Finished loading.\n",
"Using already converted data\n"
]
}
],
"source": [
"db = cd.load_dbc(dbc_logpath + \"LR19\")\n",
"log_data = cd.from_file(db, database_logpath + \"LR19/20190809_FSG_Acce_Nils/90809000\", verbose=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The CANdas Dataframe\n",
"- Individual signals can be accessed by their signal names\n",
"- Each signals contains a numpy array of timestamps and values"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.989927, 42.28 ],\n",
" [ 1.08993 , 42.28 ],\n",
" [ 1.216544, 42.28 ],\n",
" ...,\n",
" [389.812609, 42.81 ],\n",
" [389.912615, 42.81 ],\n",
" [390.012624, 42.81 ]])"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log_data[\"AVGcellTemperature\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- A CANdas can be converted to an pandas dataframe, either by sampling or by concatenating signals"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>time</th>\n",
" <th>AVGcellTemperature</th>\n",
" <th>AVGCellVoltage</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.990055</td>\n",
" <td>42.28</td>\n",
" <td>3.9880</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.992690</td>\n",
" <td>42.28</td>\n",
" <td>3.9879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2.995326</td>\n",
" <td>42.28</td>\n",
" <td>3.9879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3.997961</td>\n",
" <td>42.28</td>\n",
" <td>3.9880</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.000597</td>\n",
" <td>42.29</td>\n",
" <td>3.9879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>384</th>\n",
" <td>386.002082</td>\n",
" <td>42.81</td>\n",
" <td>3.9749</td>\n",
" </tr>\n",
" <tr>\n",
" <th>385</th>\n",
" <td>387.004718</td>\n",
" <td>42.81</td>\n",
" <td>3.9748</td>\n",
" </tr>\n",
" <tr>\n",
" <th>386</th>\n",
" <td>388.007353</td>\n",
" <td>42.81</td>\n",
" <td>3.9748</td>\n",
" </tr>\n",
" <tr>\n",
" <th>387</th>\n",
" <td>389.009989</td>\n",
" <td>42.81</td>\n",
" <td>3.9749</td>\n",
" </tr>\n",
" <tr>\n",
" <th>388</th>\n",
" <td>390.012624</td>\n",
" <td>42.81</td>\n",
" <td>3.9749</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>389 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" time AVGcellTemperature AVGCellVoltage\n",
"0 0.990055 42.28 3.9880\n",
"1 1.992690 42.28 3.9879\n",
"2 2.995326 42.28 3.9879\n",
"3 3.997961 42.28 3.9880\n",
"4 5.000597 42.29 3.9879\n",
".. ... ... ...\n",
"384 386.002082 42.81 3.9749\n",
"385 387.004718 42.81 3.9748\n",
"386 388.007353 42.81 3.9748\n",
"387 389.009989 42.81 3.9749\n",
"388 390.012624 42.81 3.9749\n",
"\n",
"[389 rows x 3 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log_data.to_dataframe([\"AVGcellTemperature\", \"AVGCellVoltage\"] , mode=\"sampling\", frequency=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Line Plot\n",
"- Signals are grouped by similar names and each group has there own axis\n",
"- Units are imported from the dbc"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"log_data.plot_line(\n",
" [\"AMK1_ActualVelocity\", \"AMK4_ActualVelocity\", \"PCU_Throttle\"], \n",
" start=180.0, end=355.0\n",
")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Histogram Plot"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading dbc...\n",
"Finished loading.\n",
"Using already converted data\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"db = cd.load_dbc(dbc_logpath + \"LR17\")\n",
"dataset = \"/08_08_TestEndurance_vor_FSG/Testendurance_vor_FSG_70807000\"\n",
"cd.from_file(db, database_logpath + db.version + dataset, \n",
" names=[\"AMK1_ActualVelocity\"], verbose=True).plot_histogram()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Advanced Usage\n",
"- Plots can be combined with the matplotlib API to generate powerful plots easily\n",
"- Binary signals can also be plotted"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading dbc...\n",
"Finished loading.\n",
"Using already converted data\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"db = cd.load_dbc(dbc_logpath + \"LR17\")\n",
"dataset = \"/08_08_TestEndurance_vor_FSG/Testendurance_vor_FSG_70807000\"\n",
"log_data = cd.from_file(db, database_logpath + db.version + dataset, verbose=True)\n",
"fig, (ax1, ax2, ax3) = plt.subplots(nrows=3, figsize=(15, 7), sharex=True, constrained_layout=True)\n",
"log_data.plot_line(\n",
" names=[\n",
" # signals which you want to plot\n",
" \"AMK1_ActualVelocity\", \"AMK2_ActualVelocity\", \"AMK3_ActualVelocity\", \"AMK4_ActualVelocity\", \n",
" \"PCU_Throttle\",\n",
" ], \n",
" ax=ax1)\n",
"log_data.plot_line(\n",
" names=[\n",
" \"CS_Current\"\n",
" ],\n",
" ax=ax2)\n",
"\n",
"log_data.plot_bit_signals([\"AMK1_Control_bEnable\", \"AMK2_Control_bEnable\", \"AMK3_Control_bEnable\", \"AMK4_Control_bEnable\"], ax=ax3)\n",
"plt.xlim(left=100, right=1050)\n",
"ax1.set_xlabel(\"\")\n",
"ax2.set_xlabel(\"\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Heatmap Plots\n",
"- The values of the sensor inside the accumulator can also be plotted spacially correct"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading dbc...\n",
"Finished loading.\n",
"Using already converted data\n"
]
}
],
"source": [
"db = cd.load_dbc(dbc_logpath + \"LR17\")\n",
"dataset = \"/08_08_TestEndurance_vor_FSG/Testendurance_vor_FSG_70807000\"\n",
"log_data = cd.from_file(db, database_logpath + db.version + dataset, verbose=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1224x360 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"time = 700\n",
"fig, axes = plt.subplots(ncols=3, figsize=(17, 5))\n",
"\n",
"\n",
"log_data.plot_accumulator(\n",
" time, \n",
" signal_type=\"voltage\",\n",
" min_value=3.8, max_value=3.9,\n",
" signal_name=\"AMS_Voltage_\",\n",
" number_of_stacks=9,\n",
" sensors_per_stack=8,\n",
" ax=axes[0]\n",
")\n",
"axes[0].set_title(\"Cell Voltages\")\n",
"\n",
"log_data.plot_accumulator(\n",
" time, signal_type=\"temperature\",\n",
" min_value=20, max_value=60,\n",
" signal_name='AMS_Temperature_',\n",
" number_of_stacks=9,\n",
" sensors_per_stack=8,\n",
" ax=axes[1]\n",
")\n",
"axes[1].set_title(\"Cell Temperatures\")\n",
"\n",
"log_data.plot_line([\"PCU_BrakeTravel\"], ax=axes[2])\n",
"axes[2].axvline(time, color=\"C1\")\n",
"axes[2].set_title(\"Brake Travel\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### XY Plots\n",
"- The values of two signals can be combined two make timeless plots (no pun intended)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(20, 5))\n",
"fig.suptitle(\"Comparison of different cooling systems\")\n",
"log_data.plot_xy(\"CS_CurrentCounter\", \"AMS_Temperature_1_1\", ax1)\n",
"ax1.set(title=\"CurrentHours vs. Cell Temperature\")\n",
"ax1.grid()\n",
"\n",
"log_data.plot_xy(\"CS_CurrentCounter\", \"AMK1_TempMotor\", ax2)\n",
"ax2.set(title=\"CurrentHours vs. Motor Temperature\")\n",
"# Set minimum value of y axis to the first temperature in data log\n",
"ax2.set_ylim(bottom=log_data[\"AMK1_TempMotor\"][0, 1])\n",
"ax2.grid()\n",
"\n",
"log_data.plot_xy(\"CS_CurrentCounter\", \"AMK1_TempIGBT\", ax3)\n",
"ax3.set(title=\"CurrentHours vs. IGBT Temperature\")\n",
"# Set minimum value of y axis to the first temperature in data log\n",
"ax3.set_ylim(bottom=log_data[\"AMK1_TempIGBT\"][0, 1])\n",
"ax3.grid()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Stack Plots\n",
"- Plot a slice of sensor values inside one stack"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
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"source": [
"log_data.plot_stack(stack=2, time=10, name=\"AMS_Temperature_\", sensors_per_stack=range(8))\n",
"plt.grid()"
]
},
{
"cell_type": "code",
"execution_count": null,
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"source": []
}
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@RAKESH-Creator1
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It takes 30 min to convert one blf to csv. Can you help me how to optimize it. And also can you confirm that it takes same for you or not?

@JulianWgs
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Hi :),

yes, converting from blf takes very long and this is in part why I created CANdas. You can do the conversion once and then save the result as .parquet (or .mat), which takes less than a second to load for the same data. Please have a look at the most current commits in the repository, where I have rewritten a lot of the backend (which is now more convenient to use and faster). However there are still some bugs and that's why I didn't create a release yet.

Blf is a tricky format to parse, because you can't easily parallelize it and values can be very arbitrary (mixed floats, ints, strings, etc.). I've started on a Rust version, which is significantly faster, but then I would need to build a separate dbc parser.

Best regards
Julian

@RAKESH-Creator1
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Hi :),

yes, converting from blf takes very long and this is in part why I created CANdas. You can do the conversion once and then save the result as .parquet (or .mat), which takes less than a second to load for the same data. Please have a look at the most current commits in the repository, where I have rewritten a lot of the backend (which is now more convenient to use and faster). However there are still some bugs and that's why I didn't create a release yet.

Blf is a tricky format to parse, because you can't easily parallelize it and values can be very arbitrary (mixed floats, ints, strings, etc.). I've started on a Rust version, which is significantly faster, but then I would need to build a separate dbc parser.

Best regards Julian

Yes, Understood. Thank you so much for the thing. And seriously great work.

@SpieringsAE
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Hey thank you for making this, I have one question.
One of my data fields seems to be a tuple instead of number, printing it looks like this:

[[array([[1.70202335e+09]])
  array([[(array(['Idle'], dtype='<U4'), array([[0]]))]],
        dtype=[('name', 'O'), ('value', 'O')])           ]
 [array([[1.70202335e+09]])
  array([[(array(['Idle'], dtype='<U4'), array([[0]]))]],
        dtype=[('name', 'O'), ('value', 'O')])           ]
 [array([[1.70202335e+09]])
  array([[(array(['Idle'], dtype='<U4'), array([[0]]))]],
        dtype=[('name', 'O'), ('value', 'O')])           ]
 ...
 [array([[1.70202597e+09]])
  array([[(array(['Idle'], dtype='<U4'), array([[0]]))]],
        dtype=[('name', 'O'), ('value', 'O')])           ]
 [array([[1.70202597e+09]])
  array([[(array(['Idle'], dtype='<U4'), array([[0]]))]],
        dtype=[('name', 'O'), ('value', 'O')])           ]
 [array([[1.70202597e+09]])
  array([[(array(['Idle'], dtype='<U4'), array([[0]]))]],
        dtype=[('name', 'O'), ('value', 'O')])           ]]

How do i plot the values of this and ditch the string representation of the value?
the value is a stateflow state thats why its named.

@JulianWgs
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Hey @SpieringsAE, can you please create an issue an Github or Gitlab with a code example and example data (blf and dbc, may be shortened version is enough). I can't help you with the given information. Here you can find excellent guide. CAN data is very diverse and my library focuses on cleaning this mess up and making it accessible through a Pandas-like API. I am not sure if it will work with any CAN data, but I will look into it nonetheless :)

@SpieringsAE
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@JulianWgs Unfortunately my blf is 273 MB and I have no idea how to make it smaller, same with the generated .mat file.

Its not my log, it was sent to me with the request to analyze it, but I have no tools to do that with, never even heard of the blf file format before.
Still thanks for making this tool, without it I don't think I would have been able to extract any information from it at all.

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