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@andy23512
Last active March 2, 2018 01:47
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from pandas import DataFrame\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.basemap import Basemap"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# fake data\n",
"d = {'Date': ['2008061612', '2008061612', '2008061612'], 'lon': ['121.4420', '120.4420', '119.4420'], 'lat': ['24.9976', '24.9976', '24.9976']}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df = DataFrame(data=d)\n",
"# IMPORTANT: convert to float\n",
"df[['lat', 'lon']] = df[['lat', 'lon']].astype(float)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date</th>\n",
" <th>lat</th>\n",
" <th>lon</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2008061612</td>\n",
" <td>24.9976</td>\n",
" <td>121.442</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2008061612</td>\n",
" <td>24.9976</td>\n",
" <td>120.442</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2008061612</td>\n",
" <td>24.9976</td>\n",
" <td>119.442</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date lat lon\n",
"0 2008061612 24.9976 121.442\n",
"1 2008061612 24.9976 120.442\n",
"2 2008061612 24.9976 119.442"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 24.9976, 24.9976, 24.9976])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"testlon = df[df['Date']=='2008061612']['lon'].values\n",
"testlon\n",
"testlat = df[df['Date']=='2008061612']['lat'].values\n",
"testlat"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/nanoha/anaconda3/envs/dl-cpu/lib/python3.5/site-packages/mpl_toolkits/basemap/__init__.py:3260: MatplotlibDeprecationWarning: The ishold function was deprecated in version 2.0.\n",
" b = ax.ishold()\n",
"/Users/nanoha/anaconda3/envs/dl-cpu/lib/python3.5/site-packages/mpl_toolkits/basemap/__init__.py:3269: 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"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x11b512588>]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117b70588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12, 10))\n",
"m = Basemap(projection='cyl', resolution='h', llcrnrlat=21.5, urcrnrlat=26.5, llcrnrlon=118, urcrnrlon=122.5)\n",
"\n",
"m.readshapefile('shapefile/TWN_adm1', name='Taiwan', linewidth=0.25, drawbounds=True)\n",
"m.readshapefile('shapefile/TWN_adm2', name='Taiwan', linewidth=0.25, drawbounds=True)\n",
"m.drawcoastlines()\n",
"m.plot(testlon, testlat, 'r.')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:dl-cpu]",
"language": "python",
"name": "conda-env-dl-cpu-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.0"
},
"widgets": {
"state": {},
"version": "1.1.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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