{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Notebook to determine the temporal and spatial coverage of IOS data that Rich has stored.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data is stored in several directories: \n", "\n", "* /ocean/rich/home/SoG/ios/che/\n", "* /ocean/rich/home/SoG/ios/che2\n", "* /ocean/nsoontie/MEOPAR/IOS/2011/\n", "* /ocean/nsoontie/MEOPAR/IOS/2013/" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "import glob\n", "import os\n", "import datetime\n", "import pandas as pd\n", "import netCDF4 as nc\n", "\n", "from salishsea_tools.nowcast import figures\n", "from salishsea_tools import viz_tools\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#Load NEMO grid\n", "f = '/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc'\n", "grid = nc.Dataset(f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Loading data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def read_IOS(filename):\n", " \"\"\"Funtion to read IOS data in filename. Only good for reading lat, lon and date \"\"\"\n", " filehandle = open(filename,'rt')\n", " with filehandle as data:\n", " headerover = False\n", " for line in data:\n", " if headerover:\n", " break\n", " word = line.split()\n", " elif line[0:14] == \"*END OF HEADER\":\n", " headerover = True\n", " else:\n", " word = line.split()\n", " if len(word) > 1:\n", " if word[0] == \"LATITUDE\" and word[1] !='2':\n", " lat = float(word[2])+ float(word[3])/60\n", " if word[0] == \"LONGITUDE\" and word[1] !='2':\n", " lon = -(float(word[2])+ float(word[3])/60)\n", " if word[0] == \"START\":\n", " string = word[4] +' ' + word[5]\n", " time = datetime.datetime.strptime(string,'%Y/%m/%d %H:%M:%S.%f')\n", " return lat,lon,time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Loop through files in first directory." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ios_dir = '/ocean/rich/home/SoG/ios/che/'\n", "files = glob.glob(os.path.join(ios_dir,'*'))\n", "files.sort(key=os.path.basename)\n", "#new IOS data (may have repeats)\n", "files2 = glob.glob(os.path.join('/ocean/nsoontie/MEOPAR/IOS/2011/','*'))\n", "files2.sort(key=os.path.basename)\n", "files.extend(files2)\n", "#another new source\n", "files3=glob.glob(os.path.join('/ocean/nsoontie/MEOPAR/IOS/2013/','*'))\n", "files3.sort(key=os.path.basename)\n", "files.extend(files3)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2481\n", "2481\n" ] } ], "source": [ "times = []\n", "lats=[]\n", "lons=[]\n", "years = []\n", "months = []\n", "counter = 0\n", "for filename in files:\n", " lat,lon,time = read_IOS(filename)\n", " times.append(time)\n", " lats.append(lat)\n", " lons.append(lon)\n", " years.append(time.year)\n", " months.append(time.month)\n", " counter=counter+1\n", "#Check number of files looked at\n", "print counter\n", "print len(files)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Loop through files in second directory" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ios_dir = '/ocean/rich/home/SoG/ios/che2/'\n", "files = glob.glob(os.path.join(ios_dir,'*'))\n", "files.sort(key=os.path.basename)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "477\n", "477\n" ] } ], "source": [ "counter=0\n", "for filename in files:\n", " lat,lon,time= read_IOS(filename)\n", " times.append(time)\n", " lats.append(lat)\n", " lons.append(lon)\n", " years.append(time.year)\n", " months.append(time.month)\n", " counter=counter+1\n", "print counter\n", "print len(files)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add position and dates to a data frame." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = pd.DataFrame({'year': years, 'date': times, 'lat':lats, 'lon': lons,'month':months})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Where and when do we have data?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "year\n", "1980 2\n", "1981 1\n", "1982 3\n", "1983 1\n", "1995 1\n", "1996 53\n", "1997 50\n", "1998 60\n", "1999 17\n", "2000 37\n", "2001 49\n", "2002 63\n", "2003 59\n", "2004 63\n", "2005 52\n", "2006 63\n", "2007 50\n", "2008 50\n", "2009 99\n", "2010 127\n", "2011 685\n", "2012 595\n", "2013 424\n", "2014 354\n", "dtype: int64\n" ] }, { "data": { "image/png": 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sxSJ/JDpSJEmSJMlMRTp2wZxEk+GpNNxsnwkMJhyiHbvBrl8TBQe3EBG1fkyr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AfUzLUQbDpAHmS6HqwAQ89hM4SFl4fJ6II8O/v9+ktg6rhz44rL9VvP2llb2dzEbZ+F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\ni21/ltiO/Trw2xYeoa/9eaXKyN7A8pJGt9p2OJCGXZI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,10))\n", "# Group the data by year\n", "grouped = data.groupby('year')\n", "# Grab the keys of this group, (years) and sort \n", "y = grouped.groups.keys()\n", "y.sort()\n", "#create a colour map for plotting each year a different colour\n", "num_groups = grouped.ngroups\n", "cmap = cm.get_cmap('spectral_r',num_groups)\n", "#iterate through the years an plot location. Give each year a different colour\n", "count = 0\n", "for year in y:\n", " g = grouped.get_group(year)\n", " g.plot(x='lon',y='lat',kind='scatter',marker='.',ax=ax,label=year,color=cmap(count))\n", " count=count+1\n", "viz_tools.plot_coastline(ax,grid,coords='map')\n", "ax.set_xlim([-125.5,-122])\n", "ax.set_ylim([48,50.5])\n", "\n", "print grouped.size() #shows number of data points in each year" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Points on land? I think the model is missing some of those inlets (Sechelt)\n", "* Lots of points in 2011 because of duplicates. Rob's function can take care of that" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During which months?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "month\n", "1 49\n", "2 187\n", "3 94\n", "4 857\n", "5 69\n", "6 607\n", "7 209\n", "8 107\n", "9 421\n", "10 98\n", "11 127\n", "12 133\n", "dtype: int64\n" ] }, { "data": { "image/png": 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9QtJ9pE0P59v+oNz5uWjz3sDJKt3PdT3gZtvDmrpPJWxPAl4iTR03+hLoIelt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qZ0KtAIWI2ZdTsY84dDkvMWKiLbgJa28cJi8R/WsbNY8iiq+ifQX0QigU9EZLBz7TzkM86oB4Po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whqQeuDrAi2b2YBHDn0rrMGCjJAg/OCkOXCFpDzP7qK5rC+pOeOyCoABmNtPMXjKzrXEP3ifA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\nwHlmNqwOBSGj8GrmHmZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,10))\n", "# Group the data by month\n", "grouped = data.groupby('month')\n", "# Grab the keys of this group, (years) and sort \n", "m = grouped.groups.keys()\n", "m.sort()\n", "#create a colour map for plotting each year a different colour\n", "num_groups = grouped.ngroups\n", "cmap = cm.get_cmap('spectral_r',num_groups)\n", "#iterate through the years an plot location. Give each year a different colour\n", "count = 0\n", "for mon in m:\n", " g = grouped.get_group(mon)\n", " g.plot(x='lon',y='lat',kind='scatter',marker='.',ax=ax,label=mon,color=cmap(count))\n", " count=count+1\n", "viz_tools.plot_coastline(ax,grid,coords='map')\n", "ax.set_xlim([-125.5,-122])\n", "ax.set_ylim([48,50.5])\n", "\n", "print grouped.size() #show number of data point in each month" ] }, { "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 }