{ "cells": [ { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import xarray as xr\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import numpy as np\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "file11 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170811.nc'\n", "file12 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170812.nc'\n", "file13 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170813.nc'\n", "file14 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170814.nc'\n", "file15 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170815.nc'\n", "file16 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170816.nc'\n", "file17 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170817.nc'\n", "file18 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170818.nc'\n", "file19 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170819.nc'\n", "file20 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170820.nc'\n", "file21 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170821.nc'\n", "file22 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170822.nc'\n", "file23 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170823.nc'\n", "file24 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170824.nc'\n", "file25 = 'C:/Users/Matthew/Documents/summerintership/mesodata_netcd4/20170825.nc'\n", "\n", "ds_11= xr.open_dataset(file11)\n", "ds_12= xr.open_dataset(file12)\n", "ds_13= xr.open_dataset(file13)\n", "ds_14= xr.open_dataset(file14)\n", "ds_15= xr.open_dataset(file15)\n", "ds_16= xr.open_dataset(file16)\n", "ds_17= xr.open_dataset(file17)\n", "ds_18= xr.open_dataset(file18)\n", "ds_19= xr.open_dataset(file19)\n", "ds_20= xr.open_dataset(file20)\n", "ds_21= xr.open_dataset(file21)\n", "ds_22= xr.open_dataset(file22)\n", "ds_23= xr.open_dataset(file23)\n", "ds_24= xr.open_dataset(file24)\n", "ds_25= xr.open_dataset(file25)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ds = xr.merge(( ds_12, ds_13, ds_14, ds_15, ds_16, ds_17, ds_18, ds_19, ds_20, ds_21, ds_22, ds_23, ds_24, ds_25))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ds.to_netcdf('mesonet.nc')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dt_format = mpl.dates.DateFormatter('%m/%d %H:%M')\n", "hoursLoc=12\n", "hoursLoc = mpl.dates.HourLocator(interval=hoursLoc)\n", "subhoursLoc= 3\n", "subhoursLoc = mpl.dates.HourLocator(interval=subhoursLoc)\n", "y_major = mpl.ticker.MultipleLocator(base=2.0)\n", "y_minor = mpl.ticker.AutoMinorLocator(n=None)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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HhEhiy5tvBub1AS82+Mc/AvNLlvCpSOsfr8K2devAfJMmzmJmxP1+Gd7jQ6IA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\nX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " \n", "plt.gca().xaxis.set_major_formatter(dt_format)\n", "plt.gca().xaxis.set_major_locator(hoursLoc)\n", "plt.gca().xaxis.set_minor_locator(subhoursLoc)\n", "plt.gca().yaxis.set_major_locator(y_major)\n", "plt.gca().yaxis.set_minor_locator(y_minor)\n", "#plt.ylim(0,9)# Only show drops up to 9 mm\n", "plt.ylabel('Temperature')\n", "plt.xlabel('Time')\n", "plt.title('NYS Mesonet 2m temp')\n", "plt.plot(ds.time_5M, ds.tair[119], label = 'Whiteface Mountain Base', color = 'r' )\n", "plt.plot(ds.time_5M, ds.tair[47], label = 'Gabriels', color = 'b')\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }