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Describe the polygon extensions to nsidc0622
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "source": [ | |
| "## Describe the polygon extensions to the NIC climatology " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "source": [ | |
| "This document demonstrates how we extend the possible ice regions for the nsidc-0622 valid-ice-masks.\n", | |
| "\n", | |
| "From our documentation: \n", | |
| "http://nsidc.org/data/docs/daac/nsidc0622-valid-ice-masks/#spatialcover\n", | |
| "\n", | |
| "The spatial coverage of the input NIC climatologies is limited to north of\n", | |
| "45° N latitude, however, there are instances where valid sea ice occurs south\n", | |
| "of this latitude for certain winter months. To capture commonly occurring ice\n", | |
| "in these areas, the valid-ice region in the mask is extended in two separate\n", | |
| "regions for the months of December and January through April based on the\n", | |
| "experience of the investigators with many other sources of sea ice\n", | |
| "information. See Figure 1.\n", | |
| "\n", | |
| "One extension is in the Sea of Japan and the Sea of Okhotsk. This region is\n", | |
| "between 126° E and 146° E and extends from 45° N latitude to the line formed\n", | |
| "between the two points (42° N, 126° E) and (39.5° N, 146° E).\n", | |
| "\n", | |
| "The other extension covers much of the Bohai Sea. This region is between\n", | |
| "126° E to 115° E and 45° N to 38° N.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "%matplotlib inline\n", | |
| "from netCDF4 import Dataset\n", | |
| "import numpy as np\n", | |
| "import matplotlib as mpl\n", | |
| "import matplotlib.pyplot as plt\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "source": [ | |
| "Read in the one of the NSIDC ice masks as your baseline.\n", | |
| "\n", | |
| "When the data is live, we can put a command that would actually download this mask file here but for now It's predownloaded.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "mask_fn = '../data/nsidc0622/NIC_valid_ice_mask.N25km.01.1972-2007.nc'\n", | |
| "nc = Dataset(mask_fn, 'r')\n", | |
| "mask = nc.variables['loci_flag'][:]\n", | |
| "lats = nc.variables['latitude'][:]\n", | |
| "lons = nc.variables['longitude'][:]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
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f5/MkJKUQl5AiHugKRk809Qj5snHPuWeDs0bq/FrdW/thZ2PJ5DmbOLhsHCb5WAoxI0PN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LAAAg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\nEBeu3GRQL7cCU2xIUlWy4+DFMokb1aKP/0mPuybW7TzNkgLuY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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x108595350>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# create coastlines for display\n", | |
| "coast = mask == 2\n", | |
| "with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False}, ):\n", | |
| " plt.imshow(coast, cmap=\"Blues\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "source": [ | |
| "### Create Bohai region\n", | |
| "\n", | |
| "bohai region = 126° E to 115° E and 45° N to 38° N.\n", | |
| "\n", | |
| "Set a variable with only bohai region set." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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YDKVL6/Ap5SN0Ndl45doMOuCxGun328sF59xWEzuaxVp9Yet74/XXeOP119Z9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sFhWnoKIpTKc3U8ztNbfTXpqDieyBFMlfxM9ZKAzaDj7XtBntziXfMOjsvBZzUwHJO4NZnksS4P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\nlOPtrmUJZjQ0NgqxbIHhWAaLX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5Z7V8tFhb85M1MJ/Ok9TXN2AM0XFb7/0RDyA/nq3Y12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\n5yfIGCbcYZr4ezeC9AXcdNe78lOtCg9VktncoiLhv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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10857dfd0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "bohai = ((lons >= 115) & (lons <= 126) & (lats <= 45) & (lats >= 38))\n", | |
| "with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False}, ):\n", | |
| " plt.imshow((bohai*1.2) + coast, cmap=\"Blues\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "source": [ | |
| "### Create Okhotsk region\n", | |
| "\n", | |
| "One extension is in the Sea of Japan and the Sea of Okhotsk. This region is\n", | |
| "between 126° E and 146° E and extends from 45° N latitude to the line formed\n", | |
| "between the two points (42° N, 146° E) and (39.5° N, 126° E).\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "source": [ | |
| "Set a variable with only points inside the okhotsk region nonzero\n", | |
| "\n", | |
| "Create a Path object with the lonx,lat aka (x,y) pairs for the polygon we wish to fill with possible ice.\n", | |
| "Create a subset of your entire grid called candidates that encompases the entire polygon\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(2305,)" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "okhotsk = mpl.path.Path([[126, 39.5], [126, 45], [146, 45], [146, 42], [126, 39.5]])\n", | |
| "candidates = ((lons >= 126) & (lons <= 146) & (lats >= 38) & (lats <= 45))\n", | |
| "\n", | |
| "lons[candidates].shape\n", | |
| "lats[candidates].shape\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "source": [ | |
| "Create the okhotsk_mask by filling a blank variable with 1s where we are inside your desired polygon" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x10d7651d0>" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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eK7gQfOvaRNKY2ZatzIcNOSMsRfypWlEmiGhLlJiUnB5ypH2yBiJRro67F6V3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\nrkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10c90fe90>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "okhotsk_mask = mask.copy() * 0\n", | |
| "inside = [okhotsk.contains_point(x) for x in zip(lons[candidates], lats[candidates])]\n", | |
| "okhotsk_mask[candidates] = np.where(inside, 1, 0)\n", | |
| "plt.imshow((okhotsk_mask*1.2) + coast, cmap=\"Blues\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "source": [ | |
| "So here's the regions we want to show the user that we adjusted by hand" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.contour.QuadContourSet instance at 0x10de5c248>" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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THRMoFuwpkwpBkqQDjD9yXD3OMY8Bj83gvlw42a7h4Jk+jlV2Tb7zFBFC8IPN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\ngg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10856dad0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "\n", | |
| "plt.imshow(mask, cmap='Blues')\n", | |
| "plt.contour(bohai, colors=('orange'))\n", | |
| "plt.contour(okhotsk_mask, colors=('yellow'))\n", | |
| "plt.contour(bohai, colors=('orange'))\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "source": [ | |
| "But we'd like it to look nice like in the documentation" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# set up a color dictionary\n", | |
| "c = {'land': \"#BE9F82\",\n", | |
| " 'ice': \"#FFFFFF\",\n", | |
| " 'lake': \"#0B3168\",\n", | |
| " 'coast': \"#000000\",\n", | |
| " 'ocean': \"#82B2D1\",\n", | |
| " 'okhotsk': \"#A9B731\",\n", | |
| " 'bohai': \"#E8924B\"}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# set up our colortable and normalize function\n", | |
| "\n", | |
| "# remember:\n", | |
| "# flag_values: [0 1 2 3 4]\n", | |
| "# flag_meanings: ocean possible_ice coast land lake\n", | |
| "colormap = mpl.colors.ListedColormap([c['ocean'], c['ice'], c['coast'], c['land'],c['lake'], c['bohai'], c['okhotsk']])\n", | |
| "bounds = [0, 1, 2, 3, 4, 5, 6, 7]\n", | |
| "norm = mpl.colors.BoundaryNorm(bounds, colormap.N)\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "source": [ | |
| "Create new images\n", | |
| "Start with a copy of the January mask\n", | |
| "Where we're in the bohai region and there is open water in the January masks, set the value to 5\n", | |
| "Where we're in the okhotsk region and there is open water in the January masks, set the value to 6" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "mmask = mask.copy()\n", | |
| "mmask= np.where(bohai & (mmask==1), 5, mmask)\n", | |
| "mmask = np.where(okhotsk_mask & (mmask == 1), 6, mmask)\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "source": [ | |
| "Create a nice looking image with the possible ice colored and the lat/lon regions bounded" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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4gTN+f1uQF6BPkMRPjGLvivmc2UQ/lSJ0OZKt8OszefUOgKVfSQoUpWCm0hmU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\nS84vi2sohFgrhPiKEGK/EOIhIcTvjLb7u35Sys7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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10cc52e50>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False}, ):\n", | |
| " plt.imshow(mmask, interpolation=\"nearest\", cmap=colormap, norm=norm)\n", | |
| " plt.contour(okhotsk_mask, colors=(c['okhotsk']))\n", | |
| " plt.contour(bohai, colors=(c['bohai']))\n", | |
| " # save an output image\n", | |
| " plt.gcf().savefig('../output/sea_ice_example.png', bbox_inches='tight')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false, | |
| "tags": [ | |
| "worksheet-0" | |
| ] | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "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": "2.7.10" | |
| }, | |
| "name": "nsidc0622-valid-ice-polygon-extensions.ipynb" | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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