--- /dev/null
+{
+ "cells": [
+ {
+ "cell_type": "raw",
+ "metadata": {},
+ "source": [
+ "<!-- the following is from\n",
+ " http://chris-said.io/2016/02/13/how-to-make-polished-jupyter-presentations-with-optional-code-visibility/\n",
+ " it adds a button to hide the code cells by default to show only the rendered Markdown and cell outputs (mostly plots)\n",
+ "-->\n",
+ "<script>\n",
+ " function code_toggle() {\n",
+ " if (code_shown){\n",
+ " $('div.input').hide('500');\n",
+ " $('#toggleButton').val('Show Code')\n",
+ " } else {\n",
+ " $('div.input').show('500');\n",
+ " $('#toggleButton').val('Hide Code')\n",
+ " }\n",
+ " code_shown = !code_shown\n",
+ " }\n",
+ "\n",
+ " $( document ).ready(function(){\n",
+ " code_shown=false;\n",
+ " $('div.input').hide()\n",
+ " });\n",
+ "</script>\n",
+ "<form action=\"javascript:code_toggle()\"><input type=\"submit\" id=\"toggleButton\" value=\"Show Code\"></form>"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {
+ "collapsed": true,
+ "nbpresent": {
+ "id": "133ae514-0622-4c40-a358-f90aefff1250"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib as mpl\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "import numpy as np\n",
+ "\n",
+ "#make figures larger\n",
+ "mpl.rcParams['figure.figsize'] = (8, 6)\n",
+ "mpl.rcParams['font.size'] = 14\n",
+ "mpl.rcParams['legend.fontsize'] = 'large'\n",
+ "mpl.rcParams['figure.titlesize'] = 'medium'\n",
+ "mpl.rcParams['axes.labelsize'] = 'large'\n",
+ "mpl.rcParams['figure.dpi'] = 150\n",
+ "\n",
+ "import pickle\n",
+ "\n",
+ "# defaultdict(<class 'int'>, {\n",
+ "# 'badHexStr': 5712,\n",
+ "# 'badNFields': 43530,\n",
+ "# 'badDecode': 1717,\n",
+ "# 'badID': 1766,\n",
+ "# 'goodLines': 215949,\n",
+ "# 'inLines': 266957,\n",
+ "#})\n",
+ "\n",
+ "with open('dictlist.pkl', 'rb') as infile:\n",
+ " lines = pickle.load(infile)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "collapsed": false,
+ "nbpresent": {
+ "id": "7b207bd0-7713-4378-8733-9982ef477e15"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "278051"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(lines)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nbpresent": {
+ "id": "66d74288-4423-4b5d-b456-4eefe4c9b188"
+ }
+ },
+ "source": [
+ "# Histogram of the seen nodeIDs\n",
+ "(having valid database packets)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "collapsed": false,
+ "nbpresent": {
+ "id": "8f0edac1-0a6f-4db4-8a0a-e391145adc3d"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "defaultdict(int,\n",
+ " {1: 18532,\n",
+ " 4: 4,\n",
+ " 9: 1,\n",
+ " 10: 6804,\n",
+ " 11: 4232,\n",
+ " 12: 11310,\n",
+ " 13: 8200,\n",
+ " 14: 12866,\n",
+ " 15: 77636,\n",
+ " 16: 27191,\n",
+ " 17: 78,\n",
+ " 18: 0,\n",
+ " 19: 0,\n",
+ " 20: 0,\n",
+ " 21: 18468,\n",
+ " 22: 0,\n",
+ " 23: 15514,\n",
+ " 24: 0,\n",
+ " 25: 10425,\n",
+ " 26: 0,\n",
+ " 27: 0,\n",
+ " 31: 18631,\n",
+ " 35: 10346,\n",
+ " 42: 9583,\n",
+ " 43: 17437,\n",
+ " 45: 17,\n",
+ " 93: 10752,\n",
+ " 95: 24})"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from collections import defaultdict\n",
+ "\n",
+ "counts = defaultdict(int) #gracefully handle new nodeID's\n",
+ "#pre-fill with the assigned nodeID list\n",
+ "for i in range(10, 28):\n",
+ " counts[i] = 0\n",
+ "\n",
+ "for line in lines:\n",
+ " if 'nodeID' in line:\n",
+ " nodeID = line['nodeID']\n",
+ " elif 'sensorId' in line:\n",
+ " nodeID = line['sensorId']\n",
+ " else:\n",
+ " #should not get here\n",
+ " print(\"BOGUS\")\n",
+ " \n",
+ " counts[nodeID] += 1\n",
+ " \n",
+ "counts #jupyter notebook automagically pretty-prints the last variable in a cell MATLAB-style"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true,
+ "nbpresent": {
+ "id": "c9cd94d3-cfe9-4c7a-adeb-fbd37e5c3773"
+ }
+ },
+ "source": [
+ "# Extract data for nodeID 43\n",
+ "\n",
+ "This node is powered by 2xAA batteries and was moved around a bit to assist others with Relay and Gateway testing. It reports the current value of `millis()` as a timestamp, voltage output of a TMP36 sensor (in mV), and battery voltage (in mV)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {
+ "collapsed": false,
+ "nbpresent": {
+ "id": "457b8889-7cc0-4839-9918-ce02fe588d44"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "#collect data into lists\n",
+ "from datetime import datetime\n",
+ "\n",
+ "ds = []\n",
+ "vbatt = []\n",
+ "tempC = []\n",
+ "for line in lines:\n",
+ " if not ('nodeID' in line and line['nodeID']==43):\n",
+ " continue\n",
+ " #strptime only handles microsecond resolution or larger, it chokes on ns resolution\n",
+ " d = datetime.strptime(line['gatewayTimestamp'][:26], '%Y-%m-%dT%H:%M:%S.%f')\n",
+ " ds.append(d)\n",
+ " \n",
+ " vb = line['vbatt']\n",
+ " vbatt.append(vb / 1e3) #convert to V\n",
+ " \n",
+ " vt = line['temperature']\n",
+ " t = (vt - 500) / 10.0 #convert to Celsius\n",
+ " tempC.append(t)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "collapsed": false,
+ "nbpresent": {
+ "id": "91d634b2-954d-4351-b6ee-58e7f5a7952b"
+ },
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.text.Text at 0x7f30576dfc50>"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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cOLj00njiMcZkV6maf9U39hGRjXADAI0EdgYUeEFVyxjJPDn12PgDfO1rrvt/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\nRU5ErkJggg==\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f305d520ef0>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#deal with dates on the x-axis\n",
+ "import matplotlib.dates as mdates\n",
+ "#import seaborn #conda install -y seaborn\n",
+ "\n",
+ "fig, ax = plt.subplots(1)\n",
+ "\n",
+ "ax.plot(ds, vbatt, '.')\n",
+ "ax.grid('on')\n",
+ "\n",
+ "fig.autofmt_xdate()\n",
+ "ax.fmt_xdata = mdates.DateFormatter('%Y-%m-%d')\n",
+ "\n",
+ "ax.xaxis.set_major_locator(mdates.DayLocator(interval=2))\n",
+ "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))\n",
+ "\n",
+ "ax.set_ylabel('Voltage (V)')\n",
+ "ax.set_xlabel('Date (UTC)')\n",
+ "ax.set_title('Battery voltage vs. time')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true,
+ "nbpresent": {
+ "id": "cfce3914-9e17-4f33-9d65-55c97b866948"
+ }
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {
+ "collapsed": false,
+ "nbpresent": {
+ "id": "f586ddc5-c895-4970-b2fa-c54009f976b4"
+ },
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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6alVcfz3Mm5f+4DWmmp43r/yG69bUynV21VWDv4Nrr02ZL148uk4HpO3OOmt8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\nGAceZmZm1hgHHmZmZtYYBx5mZmbWmL8B7+19fL5FBpUAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f305d520ef0>"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# zoom in to the interesting data between May 1 and 2\n",
+ "datemin = datetime(2017, 5, 1, 10)\n",
+ "datemax = datetime(2017, 5, 1, 23)\n",
+ "\n",
+ "\n",
+ "ax.set_xlim(datemin, datemax)\n",
+ "ax.set_ylim(2.6, 2.8)\n",
+ "\n",
+ "ax.xaxis.set_major_locator(mdates.HourLocator(interval=2))\n",
+ "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d %H:%M'))\n",
+ "\n",
+ "ax.set_title('Node restart cycles')\n",
+ "\n",
+ "fig"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true,
+ "nbpresent": {
+ "id": "9a646afe-7524-4364-8cba-d87d25131ad8"
+ }
+ },
+ "source": [
+ "Just before 13:00 on May 1, the node appears to have shut off then restarted an hour later.\n",
+ "\n",
+ "Looking into the ATmega328P datasheet, there is a brown-out detector (BOD) circuit which seems to be configured for the 2.7 V threshold given this data. This corresponds to the `BODLEVEL[2:0]` bits in the Extended Fuse byte set to `101`. This is the documented default fuse setting for the Arduino Pro Mini according to [http://www.codingwithcody.com/2011/06/25/arduino-default-fuse-settings/].\n",
+ "\n",
+ "After about an hour, the battery recovers some voltage to about 2.7 V and the system operates for awhile as the battery discharges again. The Run interval becomes shorter and the recovery interval becomes longer. Presumably this pattern would continue until the battery never recovers and the system never re-starts.\n",
+ "\n",
+ "The nRF24 can operate down to a supply voltage of 1.9 V and the ATmega328p can operate a bit lower. For maximum battery life for a direct connection, the processor should be configured to trigger the brown-out circuit at 1.8 V, or `BODLEVEL[2:0] = 110`.\n",
+ "\n",
+ "At around 23:00 UTC on May 1 (5pm local time), the battery was replaced and the code was updated to sleep the processor and radio. The node now wakes up once a second and transmits a measurement packet once a minute."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {
+ "collapsed": false,
+ "nbpresent": {
+ "id": "6f4d0ad4-b623-4d84-bca8-933e1eca6a04"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.text.Text at 0x7f305d4869e8>"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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Nqez8Ly/lxJ+y4x8jImOx4/xCKr+DMaYT+BPWtO8AERkmIicD3wXm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\nDDP+hmEYhuEZZvwNwzAMwzP+P8qNSKh9uqohAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f3052870f98>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#deal with dates on the x-axis\n",
+ "import matplotlib.dates as mdates\n",
+ "#import seaborn #conda install -y seaborn\n",
+ "\n",
+ "fig, ax = plt.subplots(1)\n",
+ "\n",
+ "ax.plot(ds, tempC, '.')\n",
+ "ax.grid('on')\n",
+ "\n",
+ "fig.autofmt_xdate()\n",
+ "ax.fmt_xdata = mdates.DateFormatter('%Y-%m-%d')\n",
+ "\n",
+ "ax.xaxis.set_major_locator(mdates.DayLocator(interval=2))\n",
+ "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))\n",
+ "\n",
+ "ax.set_ylabel('Temperature $(^\\circ C$)')\n",
+ "ax.set_xlabel('Date (UTC)')\n",
+ "ax.set_title('Temperature data')\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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QLF8Ora21tsrpK3g3eMeJOEE23PfeswfBxo2msfGsuE5fZ9Ysq/Ngn7Nn19Ye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+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f3058293b70>"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# zoom in to the interesting data between May 1 and 2\n",
+ "datemin = datetime(2017, 5, 5, 0)\n",
+ "datemax = datetime(2017, 5, 8, 0)\n",
+ "\n",
+ "\n",
+ "ax.set_xlim(datemin, datemax)\n",
+ "ax.set_ylim(14, 20)\n",
+ "\n",
+ "ax.xaxis.set_major_locator(mdates.HourLocator(interval=12))\n",
+ "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d %H:%M'))\n",
+ "\n",
+ "\n",
+ "ax.set_ylabel('Temperature $(^\\circ C$)')\n",
+ "ax.set_xlabel('Date (UTC)')\n",
+ "ax.set_title('Daily cycles in GEM 166')\n",
+ "\n",
+ "fig"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "anaconda-cloud": {},
+ "celltoolbar": "Slideshow",
+ "kernelspec": {
+ "display_name": "Python [Root]",
+ "language": "python",
+ "name": "Python [Root]"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.5.2"
+ },
+ "nbpresent": {
+ "slides": {
+ "d2e50ffb-634f-41cb-8d40-34f91d6e06dd": {
+ "id": "d2e50ffb-634f-41cb-8d40-34f91d6e06dd",
+ "prev": "e632b3e2-03e2-4758-b3ad-3821375496aa",
+ "regions": {
+ "5c9704dc-0904-4f88-96db-de42cc90af27": {
+ "attrs": {
+ "height": 1,
+ "width": 1,
+ "x": 0,
+ "y": 0
+ },
+ "id": "5c9704dc-0904-4f88-96db-de42cc90af27"
+ }
+ }
+ },
+ "db51f827-adfe-4777-8354-6e85969ebde9": {
+ "id": "db51f827-adfe-4777-8354-6e85969ebde9",
+ "layout": "grid",
+ "prev": "d2e50ffb-634f-41cb-8d40-34f91d6e06dd",
+ "regions": {
+ "ce82843c-5e96-4680-8129-e58fb77f5587": {
+ "attrs": {
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+ "pad": 0.01,
+ "treemap:weight": 1,
+ "width": 0.5,
+ "x": 0,
+ "y": 0
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+ "id": "ce82843c-5e96-4680-8129-e58fb77f5587"
+ },
+ "d4bc34ad-4603-45b6-aef4-307aad88b2be": {
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+ "pad": 0.01,
+ "treemap:weight": 1,
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+ "content": {
+ "cell": "133ae514-0622-4c40-a358-f90aefff1250",
+ "part": "source"
+ },
+ "id": "d76d9ee2-d108-4fde-b9b4-0573bf1c3b79"
+ }
+ }
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+ "e632b3e2-03e2-4758-b3ad-3821375496aa": {
+ "id": "e632b3e2-03e2-4758-b3ad-3821375496aa",
+ "prev": null,
+ "regions": {}
+ }
+ },
+ "themes": {}
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
{
"data": {
"text/plain": [
- "243954"
+ "273128"
]
},
"execution_count": 2,
"data": {
"text/plain": [
"defaultdict(int,\n",
- " {1: 14556,\n",
+ " {1: 17364,\n",
" 4: 4,\n",
" 9: 1,\n",
" 10: 6804,\n",
" 11: 4232,\n",
" 12: 11310,\n",
- " 13: 4241,\n",
- " 14: 11410,\n",
- " 15: 77595,\n",
+ " 13: 7037,\n",
+ " 14: 12812,\n",
+ " 15: 77636,\n",
" 16: 27191,\n",
" 17: 78,\n",
" 18: 0,\n",
" 19: 0,\n",
" 20: 0,\n",
- " 21: 15303,\n",
+ " 21: 17299,\n",
" 22: 0,\n",
- " 23: 12657,\n",
+ " 23: 15415,\n",
" 24: 0,\n",
- " 25: 3183,\n",
+ " 25: 10425,\n",
" 26: 0,\n",
" 27: 0,\n",
- " 31: 14654,\n",
- " 35: 3105,\n",
+ " 31: 17462,\n",
+ " 35: 10346,\n",
" 42: 9581,\n",
- " 43: 17256,\n",
+ " 43: 17338,\n",
" 45: 17,\n",
" 93: 10752,\n",
" 95: 24})"
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 9,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 10,
"metadata": {
"collapsed": false
},
"data": {
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PGSqisVHasydsNzRIu3fHNx4A9WnjRunEE6vz2gsWSDffXJ3XBgDUD3rOUHVz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\n586NCUggCrSvfz0u5bBsWS4vWURERKQQNOasCSxcCNtuu+r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xd7NKWTT8gXcVcri2tE/Q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\nYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fcfd4a7bbe0>"
+ "<matplotlib.figure.Figure at 0x7fa1f090ccf8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 11,
"metadata": {
"collapsed": false
},
"data": {
"image/png": 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F+jzoU08N97vmmuHy2mzo2vG5nNs8Y7rxtrt2DbcbmzE9diy57LLkgx9M/tt/y0vd+/bZ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\nqXH0xGG3EVZmFwL3E/Y+7s2KK0ltXW5rxs0GHh3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ABfH13oTbHA+P/dsBC3L9I1oKlUWW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\nRVEURVEURVGUUvP/lt5FQXU0uH8AAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fcfd4a7bbe0>"
+ "<matplotlib.figure.Figure at 0x7fa1f090ccf8>"
]
},
- "execution_count": 6,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
--- /dev/null
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+152.228.52.165:42850 2017-05-10T13:47:29.682561 2017-05-10T13:47:29.627420 95 NA 25 5 081915D23E415A000000
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projects / valpo-ValpoSensorNet.git / commitdiff