{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "** Work in Progress -- starting to add commentary and tidy up **\n", "\n", "\n", "I connected a [BMP180]() temperature and pressure centre to a\n", "raspberry pi and have it running in my study.\n", "\n", "I have been using this note book to look at the data as it is generated.\n", "\n", "The code uses the Adafruit python library to extract data from the sensor.\n", "\n", "I find plotting the data is a good way to take an initial look at it.\n", "\n", "So, time for some pandas and matplotlib." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Tell matplotlib to plot in line\n", "%matplotlib inline\n", "\n", "# import pandas\n", "import pandas\n", "\n", "# seaborn magically adds a layer of goodness on top of Matplotlib\n", "# mostly this is just changing matplotlib defaults, but it does also\n", "# provide some higher level plotting methods.\n", "import seaborn\n", "\n", "# Tell seaborn to set things up\n", "seaborn.set()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/jng/devel/peakrisk/posts\r\n" ] } ], "source": [ "# just check where I am\n", "!pwd" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "infile = '../files/light.csv'" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "light.csv 100% 1043KB 1.0MB/s 00:00 \n" ] } ], "source": [ "!scp 192.168.0.133:Adafruit_Python_BMP/light.csv .\n", "!mv light.csv ../files" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = pandas.read_csv(infile, index_col='date', parse_dates=['date'])" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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temppressurealtitudesealevel_pressure
count15641.00000015641.00000015641.00000015641.000000
mean28.976920101520.265009-27.184538101818.240841
std4.0469544264.685185312.4437983095.729562
min-27.10000028421.000000-2749.58359837537.000000
25%28.200000101719.000000-49.253431101721.000000
50%28.800000101823.000000-41.378551101824.000000
75%29.400000101918.000000-32.833799101919.000000
max162.900000128808.0000007610.794710139326.000000
\n", "
" ], "text/plain": [ " temp pressure altitude sealevel_pressure\n", "count 15641.000000 15641.000000 15641.000000 15641.000000\n", "mean 28.976920 101520.265009 -27.184538 101818.240841\n", "std 4.046954 4264.685185 312.443798 3095.729562\n", "min -27.100000 28421.000000 -2749.583598 37537.000000\n", "25% 28.200000 101719.000000 -49.253431 101721.000000\n", "50% 28.800000 101823.000000 -41.378551 101824.000000\n", "75% 29.400000 101918.000000 -32.833799 101919.000000\n", "max 162.900000 128808.000000 7610.794710 139326.000000" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.describe()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HWd3ewGQqs6DX59XVxkins1MKyLOftJY/3OOKxtmnrGHdykYGR5IcODSG3T1I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\n+ThwLJDv5vgqbrTvN4wxq4D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DaSAL3GyMSQNPADoLX2SMWQV0A5cZY/IPt5QrtIg4KuQi\nAlP3iceA9biu9Kd4xf3HM7wmASS81riIVIi61kXkQdx13THGtOCu6T4B7PCK+EbgbNzV5sC11Gut\ntUPADmPMS7zXdhtjPlL29CLLnAa7iSxz3mC37wEn4Qa71QA3AK8DIsBDwG3AR3H70/8VeAFuf/ok\n8FVci74G+Fdr7e1l/hNEljUVchERkRBT17qIiEiIqZCLiIiEmAq5iIhIiKmQi4iIhJgKuYiISIip\nkIuIiISYCrmIiEiIqZCLiIiE2P8HgEbkXqYDB4AAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Lets look at the temperature data\n", "data.temp.plot()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Looks like we have some bad data here. For the first few days things look ok though\n", "To start, lets look at the good bit of the data.\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ,\n", " ,\n", " ], dtype=object)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DXcBwt/dcgNV917JkSaefAnUVhg79lbNnz7Jq1TIuX77M06dPiYqKYtiwYQgh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ryhtWrVjCNHDlpdd8OGjVmyZJVTrZlYg5tbBqNtb968JfPnLyYiIoJz585Qpkw5p/mOYWFhpEiR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\nVp4rZuOAa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data[:4500].plot(subplots=True)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "That looks good. So for the first 4500 samples the data looks clean.\n", "\n", "The pressure and sealevel_pressure plots have the same shape.\n", "\n", "The sealevel_pressure is just the pressure recording adjusted for altitude.\n", "\n", "Actually, since I am not telling the software what my altitude it is" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "It is a bit of a mystery what is causing the bad data after this.\n", "\n", "One possibility is I have a separate process that is talking to the sensor that I am running in a console just so I can see the current figures.\n", "\n", "I am running this with a linux *watch* command. I used the default parameters and it is running every 2 seconds.\n", "\n", "I am wondering if the sensor code, or the hardware itself has some bugs if the code polls the sensor whilst it is already being probed.\n", "\n", "I am now (11am BDA time July 3rd) running the monitor script with *watch -n 600* so it only polls every 10 minutes. Will see if that improves things.\n", "\n", "So, lets see if we can filter out the bad data" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HWd3ewGQqs6DX59XVxkins1MKyLOftJY/3OOKxtmnrGHdykYGR5IcODSG3T1I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\n+ThwLJDv5vgqbrTvN4wxq4D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sR+Qspc8BufWss/dovfbazvk2Nqy3LFmBZ/+zJyEnOi20qmxWp9bVzczSKnKA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\nRjVyURc2HbchZx27EwDTv/rLjvdPPnSbopSEEKJXoBq5EEII0cAokAs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# All the good temperature readings appear to be in the 25C - 32C range,\n", "# so lets filter out the rest.\n", "data.temp[(data.temp < 50.0) & (data.temp > 15.0)].plot()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "That looks good. You can see 8 days of temperatures rising through the day and then falling at night. Only a couple of degree difference here in Bermuda at present.\n", "\n", "The Third day with the dip in temperature I believe there was a thunderstorm or two which cooled things off temporarily.\n", "\n", "I really need to get a humidity sensor working to go with this.\n", "\n", "Now lets see if we can spot the outliers and filter them out.\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def spot_outliers(series):\n", " \"\"\" Compares the change in value in consecutive samples to the standard deviation\n", "\n", " If the change is bigger than that, assume it is an outlier.\n", "\n", " Note, that there will be two bad deltas, since the sample after the\n", " bad one will be bad too.\n", " \"\"\"\n", " delta = series - series.shift()\n", "\n", " return delta.abs() > data.std()\n", "\n", "outliers = spot_outliers(data)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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P5d8+tx6LX9jooTTGrN9Vq3ldB31ukTe2dmHh4mWahzUAbNxdh2oGz4JZZFlG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\n9GfogN4rvL9TaRgD+9Z2dTEhhOjKqEUu6sLmIwdw3gm7AjDpq79a/v5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot temperature\n", "data[~outliers].temp.plot()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fJVx6b9ma+sUrNnD9o66++/adRWzevouCjTuYNmclD77yNZeP/4DBY6czeOx0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\na4fFuNqs7Rj/CuQAC4B7cNvpvY7bKvN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mzGUOHjzOyZMXOH06MYTl9ddTP3MFfRXpyJHDZMuWndq1vVfBeued9zh58gJX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data[~outliers].plot(subplots=True)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VFEdlO5Wrio1S92L+379Wmr6G0QptZK+9qh0YfboYXyRpxddTUmYaLG5tbNja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\nCNqYqMiDIAiCoI35f3Ohi4LYh/EeAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data[~outliers].sealevel_pressure.plot()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def smooth(data, thresh=None):\n", " \n", " means = data.mean()\n", "\n", " if thresh is None:\n", " sds = data.std()\n", " else:\n", " sds = thresh\n", " \n", " delta = data - data.shift()\n", " \n", " good = delta[abs(delta) < sds]\n", "\n", " print(good.describe())\n", " \n", " return delta.where(good, 0.0)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " temp pressure altitude sealevel_pressure\n", "count 1.554800e+04 15324.000000 15364.000000 15368.000000\n", "mean -4.569994e-19 0.024602 -0.002342 0.027069\n", "std 3.300908e-02 67.787309 2.369789 7.740331\n", "min -1.000000e-01 -3906.000000 -112.489928 -392.000000\n", "25% 0.000000e+00 -4.000000 -0.331805 -4.000000\n", "50% 0.000000e+00 0.000000 0.000000 0.000000\n", "75% 0.000000e+00 4.000000 0.331750 4.000000\n", "max 1.000000e-01 3906.000000 112.489928 400.000000\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UDVfk0QbkrCNnI+viwsw3ROIN7XXITVV5YdaHSh+RB6e0MmEB5gDHD69IOzvE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\nK86V9IAd7djfHSNiEHkh+o2kv0bEQOAtZfNYsq/+3RHxlKSJEXEZsEt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temppressurealtitudesealevel_pressure
count1.564100e+0415641.00000015641.00000015641.000000
mean-4.542822e-190.024103-0.0023010.026597
std3.291079e-0267.0968172.3487107.672479
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50%0.000000e+000.0000000.0000000.000000
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S3L59B6RjpUqVxpw5C9C8eUub+jSH0sFuvQAUAbCeMbafMbYfwD4AUxljpwFc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\nEAKLdOTCHYs+rjhgHljFWwYMeMue/uyz2R5qGomKikLz5i1MQ7F6ol6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Z3EfPcsYWUnL1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = data[['temp', 'altitude']].irow(0)\n", "\n", "(smooth(data, 5.0).cumsum()[['temp', 'altitude']] + start).plot(subplots=True)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "*Bingo!* we have clean plots.\n", "Of course the irony is that I also seem to have found the problem with\n", "the bad data I was getting: don't have two processes querying these\n", "sensors at the same time, at least not with the current software. So\n", "the recent data no longer needs this smoothing.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Things to observe\n", "\n", "So the daily rise and fall of temperature is pretty clear. There is only 2C spread most days.\n", "\n", "The pressure plot is more interesting. Over the last week or so it\n", "has been generally high, but there is an interesting wave feature.\n", "\n", "The other day I was at the Bermduda Weather service and mentioned this\n", "to Ian Currie, who immediately pointed out that air pressure is tidal.\n", "\n", "So, my next plan is to dig out [scikit-learn]() and some lunar data,\n", "maybe using *astropy* and see if we can fit a model to the pressure\n", "data for the tidal component." ] } ], "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": "3.4.3" }, "name": "weather-station.ipynb" }, "nbformat": 4, "nbformat_minor": 0 }