{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PySeison - Tutorial 3: ADCP class" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. PySeidon-dvt - ADCP object initialisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly to the \"TideGauge class\" and the \"Drifter class\", the \"ADCP class\" is a measurement-based object." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1. Package importation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As any other library in *Python-dvt*, PySeidon has to be first imported before to be used. Here we will use an alternative *import* statement compared to the one previoulsy presented: " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from pyseidon_dvt import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*** Star *** here means *all*. Usually this form of statements would import the entire library. In the case of *PySeidon-dvt*, this statement will import the following object classes: FVCOM, Station, Validation, ADCP, Tidegauge and Drifter. Only the ADCP class will be tackle in this tutorial. However note should note that the architecture design and functioning between each classes are very similar. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2. Object definition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Python* is by definition an [**object oriented language**](http://www.tutorialspoint.com/python/python_classes_objects.htm)...and so is *matlab*. *PySeidon-dvt* is based on this notion of object, so let us define our first \"ADCP\" object." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Exercise 1: ***\n", "- Unravel ADCP documentation with Ipython ***shortcuts***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Answer: ***" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ADCP?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "According to the documentation, in order to define a ADCP object, the only required input is a ***filename**. This string input represents path to a file (e.g. *testAdcp=ADCP('./path_to_matlab_file/filename')* and whose file must be a matlab file (i.e. *.mat).\n", "\n", "**Note** that, at the current stage, the package only handle fully processed ADCP matlab data previously quality-controlled as well as formatted through \"EnsembleData_FlowFile\" matlab script at the mo. All the tool necessary for this processing and quality-control can be found in *./pyseidon_dvt/utilities/BP_tools.py and save_FlowFile_BPFormat.py*. Additionally, a template for the ADCP file is provided in the package under *data4tutorial*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Exercise 2: ***\n", "- define a adcp object named *adcp* from the following template: **./data4tutorial/adcp_GP_01aug2013.mat**\n", "- Tip: adapt the file's path to your local machine. \n", "\n", "***Answer: ***" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "adcp=ADCP('./data4tutorial/adcp_GP_01aug2013.mat')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3. Object attributes, functions, methods & special methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ADCP object possesses 3 attributes and 3 methods. They would appear by typing ***adcp. Tab*** for instance.\n", "\n", "An *attribute* is a quantity intrinsic to its *object*. A *method* is an intrinsic *function* which changes an *attribute* of its object. Contrarily a *function* will generate its own *output*:" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "object.method(inputs)\n", "output = object.function(inputs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Station attributes are:\n", "- ***History***: history metadata that keeps track of the object changes\n", "- ***Data***: gathers the raw/unchanged data of the specified *.mat file\n", "- ***Variables***: gathers the hydrodynamics related data. Note that methods will generate new fields in this attribute\n", "\n", "The Station methods & functions are:\n", "- ***Utils***: gathers utility methods and functions for use with 2D and 3D variables\n", "- ***Plots***: gathers plotting methods for use with 2D and 3D variables\n", "- ***dump_profile_data***: dumps profile data (x,y) in a *.csv file." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. PySeidon-dvt - Hands-on (15 mins)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Utils" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Exercise 3: ***\n", "- Print the (lon,lat) coordinates of the *adcp* object (hint: look into ***Variables***)\n", "- Use ***Utils.velo_norm*** to compute the velocity norm over all time steps and all vertical levels...and accessorily plot the mean velocity vertical profile. \n", "- Use ***Utils.ebb_flood_split*** function to get the ebb and flood time indices of the time series.\n", "- Plot the **flood** flow speed ***hitogram***\n", "- Compute & Plot the **ebb** ***vertical shear***\n", "- Perform a harmonic analysis of the velocities and print out the result\n", "- Reconstruction these velocities based on the harmonic results of the previous question\n", "\n", "***Answer: ***" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(lon, lat) coordinates: (-66.3390666667, 44.2799166667)\n", "solve: \n", "matrix prep ... \n", "Solution ...\n", "diagnostics...\n", "Done.\n", "\n", "Lsmaj : [ 1.92087736]\n", "Lsmaj_ci : [ 0.02495443]\n", "Lsmin : [ 0.02102549]\n", "Lsmin_ci : [ 0.01190183]\n", "aux : frq : [ 0.0805114]\n", "lat : 44.2799166667\n", "lind : [47]\n", "opt : cnstit : auto\n", "conf_int : True\n", "diagnminsnr : 2\n", "diagnplots : 0\n", "equi : False\n", "gwchlint : False\n", "gwchnone : False\n", "infer : []\n", "inferaprx : 0\n", "linci : True\n", "lsfrqosmp : 1\n", "method : ols\n", "newopts : MC_n : 200\n", "Rayleigh_min : 1\n", "conf_int : linear\n", "constit : auto\n", "infer : none\n", "method : ols\n", "nodal : True\n", "phase : Greenwich\n", "robust_kw : {'weight_function': 'cauchy'}\n", "trend : True\n", "white : False\n", "\n", "nodesatlint : False\n", "nodesatnone : False\n", "nodiagn : 0\n", "nodsatlint : 0\n", "nodsatnone : 0\n", "notrend : False\n", "nrlzn : 200\n", "ordercnstit : None\n", "prefilt : []\n", "rmin : 1\n", "runtimedisp : yyy\n", "tunrdn : 1\n", "twodim : True\n", "white : False\n", "\n", "reftime : 735448.001987\n", "\n", "diagn : {'SNR': array([ 18546.23695224]), 'name': array([u'M2 '], \n", " dtype='" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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KhBxBfUTJxB065DLOky/HcXZ5GCYUQqcEY4Bl6eh0apibq0FVGXw/wsKCD9+P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XAAAg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\nEoDPjT9kAOgAeI3W+jlzqqGntY6UUk8EAK31X8zjc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r1dPPb9HuvQOH37++uCd1QxdJiiKjuBwp8KQBBhUAAAAATlH6zpUHjhBFRvuH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\nBMiroU+z+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print \"(lon, lat) coordinates: (\"+str(adcp.Variables.lon)+\", \"+str(adcp.Variables.lat)+\")\"\n", "vel = adcp.Utils.velo_norm()\n", "fI, eI, pa, pav = adcp.Utils.ebb_flood_split()\n", "adcp.Utils.speed_histogram(time_ind=fI)\n", "dveldz = adcp.Utils.verti_shear(time_ind=eI)\n", "harmo = adcp.Utils.Harmonic_analysis(elevation=False, velocity=True)\n", "print harmo\n", "velos = adcp.Utils.Harmonic_reconstruction(harmo)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Exercise 5: ***\n", "- ***Dump*** depth-averaged velocity and time step data in a *.csv file\n", "- ***Hint:*** use numpy for averaging\n", "\n", "***Answer: ***" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "da_vel = np.nanmean(vel,axis=1)\n", "station.dump_profile_data(adcp.Variables.matlabTime[:], da_vel, title='flow_speed_time_series', xlabel='matlab time', ylabel='speed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Bug patrol & steering committee" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1. Bug report" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As beta tester, your first assignement is to report bugs...yet not everything is a bug. The first thing to check before to report a bug is to verify that your version of *PySeidon-dvt* is up-to-date. The best way to keep up with the package evolution is to [***git***](http://git-scm.com/) to ***clone*** the repository, use ***pull*** to update it and ***re-install*** it if needed. \n", "\n", "The second thing to check before to report a bug is to verify that the bug is ***reproducible***. When running into a bug, double check that your inputs fit the description of the documentation then turn the ***debug flag on*** (e.g. *output = adcpobject.function(inputs, debug=True)*) and submit the command again. If the error re-occurs then report it (i.e. copy entire error message + command and send it to package administrator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2. Suggestions & critics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Your second role as beta-tester is to submit suggestions and critics to the developpers regarding the functioning and functionality of the package. Beta testing phase is the best opportunity to steer a project towards the applications you would like to be tackled..." ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }