Estuary+Python
Python codes for data analysis
2015/10/22 Horizontal
(c) 2015-01-13 Teruhisa Okada
{ "cells": [ { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# (c) 2015 Teruhisa Okada\n", "\n", "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import shapefile as sf\n", "\n", "def coastline(shpname):\n", " map = sf.Reader(shpname)\n", " meta = map.records()\n", " shapes = map.shapes()\n", " for n in range(len(meta)):\n", " lon = [px[0] for px in shapes[n].points]\n", " lat = [px[1] for px in shapes[n].points]\n", " plt.plot(lon, lat, 'k-',ms=2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlUAAALMCAYAAADNb0c5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ "<matplotlib.figure.Figure at 0xcc7e9b0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,12))\n", "\n", "coastline('Z:/Dropbox/Maps/gm-jpn/gm-jpn-all_u_2/coastl_jpn')\n", "#coastline('/Users/teruhisa/Dropbox/Maps/gm-jpn/gm-jpn-all_u_2/inwatera_jpn')\n", "\n", "plt.xlim(139.60, 140.15)\n", "plt.ylim(35.15, 35.70)\n", "\n", "plt.savefig('coastline_tokyo.png', bbox_inches='tight', dpi=300)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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" } }, "nbformat": 4, "nbformat_minor": 0 }
Teruhisa Okada