{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# SRUP Experiment\n", "\n", "## This notebook will calculate performance data for the MQTT experiments (annex)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "experiments = [0]\n", "devices = [1, 2, 3, 4, 5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Wrangling...\n", "### Next we need to read the C2 log for all of the experiment runs...\n", "We didnt' run a full set of MQTT experiments – so the valid experiment runs are listed in `experiments[]`\n", "\n", "As we have five devices, the size should be (250 * 5) + 5 + 1 = 1256\n", "(1250 operations, plus 5 terminations + shutdown)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C2 Log size = 1250 rows.\n" ] }, { "data": { "text/html": [ "
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Print_TimestampLevelDeviceOperationTimestampCounter
02020-10-21 17:20:41.234[INFO]Device 4ON2020-10-21 17:20:41.233050(0)
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" ], "text/plain": [ " Print_Timestamp Level Device Operation \\\n", "0 2020-10-21 17:20:41.234 [INFO] Device 4 ON \n", "1 2020-10-21 17:20:41.623 [INFO] Device 4 OFF \n", "2 2020-10-21 17:20:41.833 [INFO] Device 5 ON \n", "3 2020-10-21 17:20:42.027 [INFO] Device 1 ON \n", "4 2020-10-21 17:20:42.424 [INFO] Device 2 ON \n", "\n", " Timestamp Counter \n", "0 2020-10-21 17:20:41.233050 (0) \n", "1 2020-10-21 17:20:41.622017 (1) \n", "2 2020-10-21 17:20:41.832820 (2) \n", "3 2020-10-21 17:20:42.026559 (3) \n", "4 2020-10-21 17:20:42.423427 (4) " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c2df = {}\n", "for _ in experiments:\n", " c2filename = \"ex1_mqtt_c2_s{}.tsv\".format(_)\n", " c2df[_] = pd.read_csv(c2filename, sep=\"\\t\", header=None, skiprows=12, names=['Print_Timestamp', 'Level', 'Device', 'Operation', 'Timestamp', 'Counter'])\n", " print(\"C2 Log size = {} rows.\".format(len(c2df[_].index)))\n", "\n", "c2df[0].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Next we need to manipulate the data – into a usable form.\n", "First off we'll drop the 0th column (the timestamp of when the message was printed), and the 1st column (the logging level indicator). We'll also drop the final column, the counter – as we don't need that here either.\n", "\n", "Then we'll do a very simple regex to drop the word \"Device\" from the Device column.\n", "\n", "Unlike the SRUP experiments, we don't need to drop the last six rows – as there aren't any terminate or shutdown messages here." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DeviceOperationTimestamp
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" ], "text/plain": [ " Device Operation Timestamp\n", "0 4 ON 2020-10-21 17:20:41.233050\n", "1 4 OFF 2020-10-21 17:20:41.622017\n", "2 5 ON 2020-10-21 17:20:41.832820\n", "3 1 ON 2020-10-21 17:20:42.026559\n", "4 2 ON 2020-10-21 17:20:42.423427" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for _ in experiments:\n", " c2df[_] = c2df[_].drop('Print_Timestamp', 1)\n", " c2df[_] = c2df[_].drop('Level', 1)\n", " c2df[_] = c2df[_].drop('Counter', 1)\n", " c2df[_]['Device'].replace(inplace = True, regex=True, to_replace=r'Device ', value=r'')\n", "\n", "c2df[0].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now we will load all of the *device* data for these experiments into a list of dictionaries of dataframes\n", "\n", "(The index will be the device number).\n", "As a part of this, we'll drop the columns we don't need (as above) – here the \"Print_Timestamp\", the \"Level\" and the \"Type\" (which is the SRUP message type)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "dev_df={}\n", "for _ in devices:\n", " dev_df[_] = {}" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ex1_mqtt_d1_s0.tsv\n", "ex1_mqtt_d2_s0.tsv\n", "ex1_mqtt_d3_s0.tsv\n", "ex1_mqtt_d4_s0.tsv\n", "ex1_mqtt_d5_s0.tsv\n" ] } ], "source": [ "for device in devices:\n", " for _ in experiments:\n", " filename = \"ex1_mqtt_d{}_s{}.tsv\".format(device, _)\n", " print(filename)\n", " dev_df[device][_] = pd.read_csv(filename, sep=\"\\t\", header = None, skiprows=2, names = ['Print_Timestamp', 'Level', 'Type', 'Operation', 'Timestamp'])\n", " dev_df[device][_] = dev_df[device][_].drop('Print_Timestamp', 1)\n", " dev_df[device][_] = dev_df[device][_].drop('Level', 1)\n", " dev_df[device][_] = dev_df[device][_].drop('Type', 1)\n", " dev_df[device][_].reset_index(level=0, inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now let's check that data\n", "They should all be the same size – 250 rows (250 on/off operations, now we've dropped the terminate at the end of the experiment)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Device 1 Experiment 0 Log size = 250 rows.\n", "Device 2 Experiment 0 Log size = 250 rows.\n", "Device 3 Experiment 0 Log size = 250 rows.\n", "Device 4 Experiment 0 Log size = 250 rows.\n", "Device 5 Experiment 0 Log size = 250 rows.\n" ] } ], "source": [ "for devs in devices:\n", " for exps in experiments:\n", " dev_df[devs][exps] = dev_df[devs][exps][:-1]\n", " print(\"Device {} Experiment {} Log size = {} rows.\".format(devs, exps, len(dev_df[devs][exps].index)))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexOperationTimestamp
00START2020-10-21 17:20:42.029033
11STOP2020-10-21 17:20:44.617053
22START2020-10-21 17:20:45.822088
33STOP2020-10-21 17:20:46.114702
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" ], "text/plain": [ " index Operation Timestamp\n", "0 0 START 2020-10-21 17:20:42.029033\n", "1 1 STOP 2020-10-21 17:20:44.617053\n", "2 2 START 2020-10-21 17:20:45.822088\n", "3 3 STOP 2020-10-21 17:20:46.114702\n", "4 4 START 2020-10-21 17:20:47.771457" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dev_df[1][0].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis\n", "### We now have all of the data we need. So next to process it!\n", "The process here is to generate a new dictionary of dataframe – containing (for each operation in the C2 dataframe) – the device number, the time the message was sent, and the time that the message was decoded by the recieving device..." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "ops = {}\n", "for _ in experiments:\n", " ops[_] = pd.DataFrame()\n", "\n", " ops[_]['Device'] = c2df[_]['Device']\n", " ops[_]['Operation'] = c2df[_]['Operation']\n", " ops[_]['Sent'] = pd.to_datetime(c2df[_]['Timestamp'])\n", " ops[_]['Recieved'] = ''\n", " ops[_]['Sequence'] = ''" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DeviceOperationSentRecievedSequence
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" ], "text/plain": [ " Device Operation Sent Recieved Sequence\n", "0 4 ON 2020-10-21 17:20:41.233050 \n", "1 4 OFF 2020-10-21 17:20:41.622017 \n", "2 5 ON 2020-10-21 17:20:41.832820 \n", "3 1 ON 2020-10-21 17:20:42.026559 \n", "4 2 ON 2020-10-21 17:20:42.423427 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ops[0].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now for the messy bit... We need to iterate through the dataframes – and pull out the data from the five device dataframes...\n", "(I'm pretty sure that there's no easier way to do this, given the data format. Unless I'm missing a trick?)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DeviceOperationSentRecievedSequence
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" ], "text/plain": [ " Device Operation Sent Recieved \\\n", "0 4 ON 2020-10-21 17:20:41.233050 2020-10-21 17:20:41.235393 \n", "1 4 OFF 2020-10-21 17:20:41.622017 2020-10-21 17:20:41.624283 \n", "2 5 ON 2020-10-21 17:20:41.832820 2020-10-21 17:20:41.834907 \n", "3 1 ON 2020-10-21 17:20:42.026559 2020-10-21 17:20:42.029033 \n", "4 2 ON 2020-10-21 17:20:42.423427 2020-10-21 17:20:42.425974 \n", "\n", " Sequence \n", "0 0 \n", "1 1 \n", "2 0 \n", "3 0 \n", "4 0 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for _ in experiments:\n", " indices = [0,0,0,0,0]\n", " for i in range(len(ops[_].index)):\n", " # Note the syntax: dataframe.at[row, column] \n", " dev = ops[_].at[i, 'Device']\n", " ops[_].at[i, 'Recieved'] = pd.to_datetime(dev_df[int(dev)][_]['Timestamp'][indices[int(dev)-1]])\n", " ops[_].at[i,'Sequence'] = dev_df[int(dev)][_]['index'][indices[int(dev)-1]]\n", " indices[int(dev)-1] += 1\n", "\n", "ops[0].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now we can get back to working with whole columns – and calculate the difference..." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DeviceOperationSentRecievedSequenceDurationMiliseconds
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" ], "text/plain": [ " Device Operation Sent Recieved \\\n", "0 4 ON 2020-10-21 17:20:41.233050 2020-10-21 17:20:41.235393 \n", "1 4 OFF 2020-10-21 17:20:41.622017 2020-10-21 17:20:41.624283 \n", "2 5 ON 2020-10-21 17:20:41.832820 2020-10-21 17:20:41.834907 \n", "3 1 ON 2020-10-21 17:20:42.026559 2020-10-21 17:20:42.029033 \n", "4 2 ON 2020-10-21 17:20:42.423427 2020-10-21 17:20:42.425974 \n", "\n", " Sequence Duration Miliseconds \n", "0 0 0 days 00:00:00.002343 2.343 \n", "1 1 0 days 00:00:00.002266 2.266 \n", "2 0 0 days 00:00:00.002087 2.087 \n", "3 0 0 days 00:00:00.002474 2.474 \n", "4 0 0 days 00:00:00.002547 2.547 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for _ in experiments:\n", " ops[_]['Duration'] = ops[_].apply(lambda row: (row.Recieved-row.Sent), axis=1)\n", " ops[_]['Miliseconds'] = ops[_].apply(lambda row: (row.Duration.total_seconds()*1000), axis=1)\n", "\n", "ops[0].head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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\n", "
" ], "text/plain": [ " Device Operation Sent Recieved \\\n", "1 4 OFF 2020-10-21 17:20:41.622017 2020-10-21 17:20:41.624283 \n", "2 5 ON 2020-10-21 17:20:41.832820 2020-10-21 17:20:41.834907 \n", "3 1 ON 2020-10-21 17:20:42.026559 2020-10-21 17:20:42.029033 \n", "4 2 ON 2020-10-21 17:20:42.423427 2020-10-21 17:20:42.425974 \n", "5 4 ON 2020-10-21 17:20:42.691274 2020-10-21 17:20:42.693552 \n", "\n", " Sequence Duration Miliseconds \n", "1 1 0 days 00:00:00.002266 2.266 \n", "2 0 0 days 00:00:00.002087 2.087 \n", "3 0 0 days 00:00:00.002474 2.474 \n", "4 0 0 days 00:00:00.002547 2.547 \n", "5 2 0 days 00:00:00.002278 2.278 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for _ in experiments:\n", " ops[_] = ops[_].drop(ops[_].index[0])\n", "\n", "\n", "ops[0].head()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "experiment = 0\n", "ops[experiment].groupby('Device')['Miliseconds'].plot(title=\"Network & Processing Time by Sample (MQTT Experiment {})\".format(experiment), figsize=(20,10))\n", "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n", "plt.xlabel(\"Sample\")\n", "plt.ylabel(\"Duration (ms)\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Frequency')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "experiment = 0\n", "ops[experiment].groupby('Device')['Miliseconds'].hist(bins=40, alpha=0.5, figsize=(20,10))\n", "plt.title(\"Delay distribution (MQTT Experiment {})\".format(experiment))\n", "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n", "plt.xlabel(\"Delay (ms)\")\n", "plt.ylabel(\"Frequency\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Delay (ms)')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "experiment = 0\n", "ops[experiment].groupby('Device')['Miliseconds'].plot.kde(figsize=(20,10))\n", "plt.legend(labels=[\"Device 1\", \"Device 2\", \"Device 3\", \"Device 4\", \"Device 5\"])\n", "plt.title(\"Delay Distribution Density (MQTT Experiment {})\".format(experiment))\n", "plt.xlabel(\"Delay (ms)\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Experiment 0\n", " Device Delay Sequence\n", "3 1 2.474 0\n", "11 1 2.486 1\n", "14 1 2.519 2\n", "15 1 2.304 3\n", "20 1 2.351 4\n", "... ... ... ...\n", "1242 5 2.183 245\n", "1243 5 2.028 246\n", "1244 5 2.105 247\n", "1245 5 2.344 248\n", "1247 5 2.121 249\n", "\n", "[1249 rows x 3 columns]\n" ] } ], "source": [ "detail = {}\n", "\n", "for _ in experiments:\n", " detail[_] = pd.DataFrame()\n", " detail[_]['Device'] = ops[_]['Device']\n", " detail[_]['Delay'] = ops[_]['Miliseconds']\n", " detail[_]['Sequence'] = ops[_]['Sequence']\n", " detail[_].sort_values(by=['Device', 'Sequence'], inplace=True)\n", " print(\"Experiment {}\".format(_))\n", " print(detail[_])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Sequence
02.4742.5472.399NaN2.087
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\n", "
" ], "text/plain": [ "Device 1 2 3 4 5\n", "Sequence \n", "0 2.474 2.547 2.399 NaN 2.087\n", "1 2.486 2.474 2.241 2.266 2.042\n", "2 2.519 2.466 2.250 2.278 2.007\n", "3 2.304 2.349 2.371 2.341 2.030\n", "4 2.351 2.291 2.230 2.357 2.056" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "device_data={}\n", "\n", "for _ in experiments:\n", " #detail.set_index('Device', inplace=True)\n", " device_data[_]=detail[_].pivot(index='Sequence', columns=\"Device\", values=\"Delay\")\n", "\n", "device_data[0].head()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "experiment = 0\n", "device_data[experiment].dropna(inplace=True)\n", "device_data[experiment].boxplot(figsize=(20,10))\n", "plt.xlabel(\"Device\")\n", "plt.ylabel(\"Processing Duration (ms)\")\n", "plt.title(\"Processing Delay by device (MQTT Experiment {})\".format(experiment))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MQTT Experiment 0 – Device 1 - Average = 2.352248 ms\n", "MQTT Experiment 0 – Device 2 - Average = 2.3326279999999997 ms\n", "MQTT Experiment 0 – Device 3 - Average = 2.339636 ms\n", "MQTT Experiment 0 – Device 4 - Average = 2.34578313253012 ms\n", "MQTT Experiment 0 – Device 5 - Average = 2.0512840000000008 ms\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Experiment Device Mean\n", "0 0 1 2.352248\n", "1 0 2 2.332628\n", "2 0 3 2.339636\n", "3 0 4 2.345783\n", "4 0 5 2.051284" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summary = pd.DataFrame()\n", "summary['Experiment'] = None\n", "summary['Device'] = None\n", "summary['Mean'] = None\n", "\n", "\n", "for _ in experiments:\n", " for dev in devices:\n", " dev_means_exp_df = ops[_].groupby(['Device'])['Miliseconds'].agg([np.average])\n", " dev_mean = dev_means_exp_df['average'][dev-1]\n", " print(\"MQTT Experiment {} – Device {} - Average = {} ms\".format(_, dev, dev_mean))\n", " d = {}\n", " d['Experiment'] = _\n", " d['Device'] = dev\n", " d['Mean'] = dev_mean\n", " summary = summary.append(d, ignore_index=True)\n", " \n", "summary['Device'] = summary['Device'].astype('int32')\n", "summary['Experiment'] = summary['Experiment'].astype('int32')\n", "summary.head()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Device12345
Experiment
02.3522482.3326282.3396362.3457832.051284
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" ], "text/plain": [ "Device 1 2 3 4 5\n", "Experiment \n", "0 2.352248 2.332628 2.339636 2.345783 2.051284" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exp_summary=summary.pivot(index='Experiment', columns=\"Device\", values=\"Mean\")\n", "exp_summary.head()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "exp_summary.plot(kind='bar', figsize=(20,10))\n", "plt.title('Mean Delay by device for MQTT Experiments')\n", "plt.ylabel('Mean Delay (ms)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving summary data as mqtt_summary_four.csv\n" ] } ], "source": [ "filename = \"mqtt_summary_four.csv\"\n", "print(\"Saving summary data as {}\".format(filename))\n", "exp_summary.to_csv(filename)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 2 }