{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Streamlines\n", "\n", "## Preparing Notebook" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# This tutorial demonstrates VCS streamline support.\n", "# We show randomly seeded and evenly spaced streamlines.\n", "#\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "import vcs\n", "import cdms2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Download the sample data if needed\n", "# vcs.download_sample_data_files()\n", "# read clt.nc\n", "f=cdms2.open(vcs.sample_data+\"/clt.nc\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# read two variables\n", "u = f(\"u\")\n", "v = f(\"v\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# initialize vcs\n", "x=vcs.init(bg=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Controling Streamline Graphic Methods" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# create the streamline graphics method\n", "gm = x.createstreamline()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# we set parameters for randomly seeded streamlines\n", "gm.evenlyspaced = False # only available on releases after 2.10 or on the nightly packages.\n", "# streamlines are colored by vector magnitude\n", "gm.coloredbyvector = True\n", "# We want 10 glyphs(arrows) per streamline\n", "gm.numberofglyphs = 10\n", "gm.filledglyph = True\n", "# we place 400 random seeds in a circle that covers the data. This means fewer seeds will be inside the data.\n", "# The number of seeds inside the data will result in streamlines.\n", "gm.numberofseeds = 400" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# use the robinson projection for the data.\n", "p = x.createprojection()\n", "p.type = 'robinson'\n", "gm.projection = p" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we plot randomly seeded streamlines\n", "x.plot(u, v, gm, bg=1)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we plot evenly spaced streamlines\n", "x.clear()\n", "gm.evenlyspaced = True # only available only on releases > 2.10 or on the nightly packages\n", "# We want the streamline to be about one cell apart from each other\n", "gm.separatingdistance = 1\n", "# The seed for the first streamline. All other seeds are generated automatically\n", "gm.startseed = [0, 0, 0]\n", "# create an evenly spaced streamline plot\n", "x.plot(u, v, gm, bg=1)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we plot randomly seeded streamlines with a red color map\n", "x.clear()\n", "#create a red colormap with low values mapped to low opacity\n", "cmap = x.createcolormap()\n", "for i in range(256):\n", " cmap.setcolorcell(i,100.,0,0,i/2.55)\n", "x.setcolormap(cmap)\n", "gm.evenlyspaced=False # attribute available only on releases > 2.10 or on the nightly packages\n", "x.plot(u, v, gm, bg=1)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:nightly2]", "language": "python", "name": "conda-env-nightly2-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 2 }