{ "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 /vagrant/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": {}, "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": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "121\n" ] } ], "source": [ "mars_dives = Activity.objects.using(db).filter(instantpoint__measurement__in=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": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "99\n" ] } ], "source": [ "deep_mars_dives = Activity.objects.using(db\n", " ).filter(instantpoint__measurement__in=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": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vagrant/dev/stoqsgit/venv-stoqs/lib64/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3296: MatplotlibDeprecationWarning: The ishold function was deprecated in version 2.0.\n", " b = ax.ishold()\n", "/home/vagrant/dev/stoqsgit/venv-stoqs/lib64/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3305: MatplotlibDeprecationWarning: axes.hold is deprecated.\n", " See the API Changes document (http://matplotlib.org/api/api_changes.html)\n", " for more details.\n", " ax.hold(b)\n", "/home/vagrant/dev/stoqsgit/venv-stoqs/lib64/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3222: MatplotlibDeprecationWarning: The ishold function was deprecated in version 2.0.\n", " b = ax.ishold()\n", "/home/vagrant/dev/stoqsgit/venv-stoqs/lib64/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3231: MatplotlibDeprecationWarning: axes.hold is deprecated.\n", " See the API Changes document (http://matplotlib.org/api/api_changes.html)\n", " for more details.\n", " ax.hold(b)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.42 s, sys: 353 ms, total: 4.77 s\n", "Wall time: 14.4 s\n" ] }, { "data": { "image/png": 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5LEDOvsUTIhHrHMYoYspie0wBBGLyObw5LvhHz257WzIteZZ5f+aiE0Ioy7S8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\nzXZ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"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": {}, "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 10.1 s, sys: 664 ms, total: 10.8 s\n", "Wall time: 55.3 s\n" ] }, { "data": { "image/png": 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0RFMTVsM0/vJ+M7/96pHdh1j4KMvYHMIb3STdEbwv7AagDhf3Gb7H664lvO1Y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QAAAg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\nvw7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jS6Ryb46kYfN8BjsymJ7K0rSUIaoRKzFJFNT/bDGUOPkFZluTbBWCT961iS8+f4EP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TygGc+wuro6rdCE26l+V/V8wEo3pjC2/s3AxNTrdnKftM9hnHNDh8VVs8CpGVkREoSJ40cU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"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.items()):\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": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 1 }