{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Geospatial Selections and ROVCTD data\n", "*Connect to a remote database, select data using GeoDjango's spatial lookup, and make some simple plots*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Executing this Notebook requires a personal STOQS server. Follow the [steps to build your own development system](https://github.com/stoqs/stoqs/blob/master/README.md) — this will take a few hours and depends on a good connection to the Internet. Once your server is up log into it (after a `cd ~/Vagrants/stoqsvm`) and activate your virtual environment with the usual commands:\n", "\n", " vagrant ssh -- -X\n", " cd ~/dev/stoqsgit\n", " source venv-stoqs/bin/activate\n", " \n", "Connect to your Institution's STOQS database server using read-only credentials. (Note: firewalls typically limit unprivileged access to such resources.)\n", "\n", " cd stoqs\n", " ln -s mbari_campaigns.py campaigns.py\n", " export DATABASE_URL=postgis://everyone:guest@kraken.shore.mbari.org:5433/stoqs\n", " \n", "Launch Jupyter Notebook on your system with:\n", "\n", " cd contrib/notebooks\n", " ../../manage.py shell_plus --notebook\n", " \n", "navigate to this file and open it. You will then be able to execute the cells and experiment with this notebook.\n", "\n", "For reference please see for [GeoDjango Spatial Lookups](https://docs.djangoproject.com/en/1.8/ref/contrib/gis/db-api/) and the [STOQS schema diagram](https://raw.githubusercontent.com/stoqs/stoqs/master/doc/stoqs_model.png).\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define our database and a GeoDjango query set for data within 0.1 km of the MARS site." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "db = 'stoqs_rovctd_mb'\n", "\n", "from django.contrib.gis.geos import fromstr\n", "from django.contrib.gis.measure import D\n", "\n", "mars = fromstr('POINT(-122.18681000 36.71137000)')\n", "near_mars = Measurement.objects.using(db).filter(geom__distance_lt=(mars, D(km=.1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Count all of the the ROV dives whose Measurements are near MARS" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "121\n" ] } ], "source": [ "mars_dives = Activity.objects.using(db).filter(instantpoint__measurement=near_mars\n", " ).distinct()\n", "print mars_dives.count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Near surface ROV location data is notoriously noisy (because of fundamental inaccuracies of USBL navigation systems). Let's remove near surface Measurment values from our selection. Count all of the dives near MARS **and** whose Measurments are deeper than 800 m." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "99\n" ] } ], "source": [ "deep_mars_dives = Activity.objects.using(db\n", " ).filter(instantpoint__measurement=near_mars,\n", " instantpoint__measurement__depth__gt=800\n", " ).distinct()\n", "print deep_mars_dives.count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the measurement points of dives on a map of Monterey Bay to confirm that the selection is in the right spot." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.57 s, sys: 68 ms, total: 3.63 s\n", "Wall time: 10.1 s\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAC1CAYAAAD86CzsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n7svxcrwcL8c/4fj/AUcpfdaF38tmAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%time\n", "%matplotlib inline\n", "import pylab as plt\n", "from mpl_toolkits.basemap import Basemap\n", "\n", "m = Basemap(projection='cyl', resolution='l',\n", " llcrnrlon=-122.7, llcrnrlat=36.5,\n", " urcrnrlon=-121.7, urcrnrlat=37.0)\n", "m.arcgisimage(server='http://services.arcgisonline.com/ArcGIS', service='Ocean_Basemap')\n", "\n", "for dive in deep_mars_dives:\n", " points = Measurement.objects.using(db).filter(instantpoint__activity=dive,\n", " instantpoint__measurement__depth__gt=800\n", " ).values_list('geom', flat=True)\n", " m.scatter(\n", " [geom.x for geom in points],\n", " [geom.y for geom in points])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(The major cluster is around the MARS site, but there are a few spurious navigation points even for the deep dive data.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot CTD profiles for these dives." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "

All dives at MARS site: V2439 T660 V2650 V2651 V2780 V2821 V2822 V2825 V2851 V2855 V2893 V2894 T1035 V2895 V3011 V3016 V3127 V3132 V3136 V3170 V3177 V3178 V3179 V3251 V3252 V3280 V3294 V3297 V3328 V3341 V3343 V3344 V3350 D19 V3368 V3373 V3400 V3402 V3424 V3425 V3444 V3472 V3482 V3509 V3517 D114 D118 V3545 V3556 V3561 V3565 V3566 V3569 V3572 V3573 V3576 V3577 V3585 D192 V3586 V3596 V3598 V3601 D222 V3623 V3624 V3625 V3631 V3635 V3636 D248 V3638 D291 D296 D298 D299 V3648 V3654 V3655 D302 V3658 V3659 V3660 V3662 V3665 D320 V3667 D332 D425 D426 D427 V3675 V3689 V3751 V3758 D578 D703 V3831 V3852

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.72 s, sys: 182 ms, total: 8.9 s\n", "Wall time: 21.5 s\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABCwAAAHuCAYAAABUCp2IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%time\n", "# A Python dictionary comprehension for all the Parameters and axis labels we want to plot\n", "parms = {p.name: '{} ({})'.format(p.long_name, p.units) for \n", " p in Parameter.objects.using(db).filter(name__in=\n", " ('t', 's', 'o2', 'sigmat', 'spice', 'light'))}\n", "\n", "plt.rcParams['figure.figsize'] = (18.0, 8.0)\n", "fig, ax = plt.subplots(1, len(parms), sharey=True)\n", "ax[0].invert_yaxis()\n", "ax[0].set_ylabel('Depth (m)')\n", "\n", "dive_names = []\n", "for dive in deep_mars_dives.order_by('startdate'):\n", " dive_names.append(dive.name)\n", " # Use select_related() to improve query performance for the depth lookup\n", " # Need to also order by time\n", " mps = MeasuredParameter.objects.using(db\n", " ).filter(measurement__instantpoint__activity=dive\n", " ).select_related('measurement'\n", " ).order_by('measurement__instantpoint__timevalue')\n", " depth = [mp.measurement.depth for mp in mps.filter(parameter__name='t')]\n", " for i, (p, label) in enumerate(parms.iteritems()):\n", " ax[i].set_xlabel(label)\n", " try:\n", " ax[i].plot(mps.filter(parameter__name=p).values_list(\n", " 'datavalue', flat=True), depth)\n", " except ValueError:\n", " pass\n", "\n", "from IPython.display import display, HTML\n", "display(HTML('

All dives at MARS site: ' + ' '.join(dive_names) + '

'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Django Shell-Plus", "language": "python", "name": "django_extensions" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }