{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PhenoCam ROI Summary Files\n", "\n", "Here's a python notebook demonstrating how to read in and plot an ROI (Region of Interest) summary using python. In this case I'm using the 1-day summary file from the alligatorriver site. The summary files are in CSV format and can be read directly from the site using a URL. Before reading from a URL let's make sure we can read directly from a file." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alligatorriver_DB_0001_1day.csv\n" ] } ], "source": [ "%matplotlib inline\n", "\n", "import os, sys\n", "import numpy as np\n", "import matplotlib\n", "import pandas as pd\n", "import requests\n", "import StringIO\n", "\n", "# set matplotlib style\n", "matplotlib.style.use('ggplot')\n", "\n", "sitename = 'alligatorriver'\n", "roiname = 'DB_0001'\n", "infile = \"{}_{}_1day.csv\".format(sitename, roiname)\n", "print infile" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#\n", "# 1-day summary product time series for alligatorriver\n", "#\n", "# Site: alligatorriver\n", "# Veg Type: DB\n", "# ROI ID Number: 0001\n", "# Lat: 35.7879\n", "# Lon: -75.9038\n", "# Elev: 1\n", "# UTC Offset: -5\n", "# Image Count Threshold: 1\n", "# Aggregation Period: 1\n", "# Solar Elevation Min: 5.0\n", "# Time of Day Min: 00:00:00\n", "# Time of Day Max: 23:59:59\n", "# ROI Brightness Min: 100\n", "# ROI Brightness Max: 665\n", "# Creation Date: 2016-10-13\n", "# Creation Time: 11:12:18\n", "# Update Date: 2016-10-13\n", "# Update Time: 11:12:21\n", "#\n", "date,year,doy,image_count,midday_filename,midday_r,midday_g,midday_b,midday_gcc,midday_rcc,r_mean,r_std,g_mean,g_std,b_mean,b_std,gcc_mean,gcc_std,gcc_50,gcc_75,gcc_90,rcc_mean,rcc_std,rcc_50,rcc_75,rcc_90,max_solar_elev,snow_flag,outlierflag_gcc_mean,outlierflag_gcc_50,outlierflag_gcc_75,outlierflag_gcc_90\n", "2012-05-03,2012,124,2,alligatorriver_2012_05_03_120110.jpg,106.30031,115.73730,55.34694,0.41724,0.38322,106.39446,0.09415,115.55613,0.18118,55.95246,0.60553,0.41581,0.00143,0.41581,0.41653,0.41696,0.38285,0.00038,0.38285,0.38304,0.38315,70.15241,NA,NA,NA,NA,NA\n", "2012-05-04,2012,125,0,None,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA\n", "2012-05-05,2012,126,0,None,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA\n", "2012-05-06,2012,127,18,alligatorriver_2012_05_06_120108.jpg,98.56315,114.36571,58.60785,0.42118,0.36298,99.56063,3.59571,112.30546,2.26816,57.38592,3.95619,0.41716,0.00405,0.41683,0.42104,0.42216,0.36983,0.01198,0.37316,0.37640,0.37951,71.00152,NA,NA,NA,NA,NA\n", "2012-05-07,2012,128,22,alligatorriver_2012_05_07_120109.jpg,104.66830,114.42699,57.99294,0.41296,0.37774,101.61201,3.42694,109.60297,5.09935,56.93328,3.30283,0.40870,0.00760,0.41157,0.41206,0.41258,0.37906,0.00392,0.37819,0.38044,0.38412,71.27531,NA,NA,NA,NA,NA\n", "2012-05-08,2012,129,19,alligatorriver_2012_05_08_120109.jpg,109.42668,117.97895,61.57828,0.40825,0.37866,103.80104,5.38061,111.59026,7.34960,58.74146,6.34041,0.40709,0.00670,0.40976,0.41134,0.41300,0.37905,0.00911,0.38013,0.38524,0.38747,71.54443,NA,NA,NA,NA,NA\n", "2012-05-09,2012,130,21,alligatorriver_2012_05_09_120109.jpg,109.50769,117.67200,57.08726,0.41395,0.38523,100.64798,5.84903,112.13978,5.14872,57.89002,4.89616,0.41436,0.00287,0.41424,0.41590,0.41889,0.37191,0.01344,0.37685,0.38239,0.38647,71.80876,NA,NA,NA,NA,NA\n" ] } ], "source": [ "%%bash\n", "head -30 alligatorriver_DB_0001_1day.csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the data can be read directly from a URL we'll start by doing the simple thing of reading the CSV file directly from our local disk." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
dateyeardoyimage_countmidday_filenamemidday_rmidday_gmidday_bmidday_gccmidday_rcc...rcc_stdrcc_50rcc_75rcc_90max_solar_elevsnow_flagoutlierflag_gcc_meanoutlierflag_gcc_50outlierflag_gcc_75outlierflag_gcc_90
02012-05-0320121242alligatorriver_2012_05_03_120110.jpg106.30031115.7373055.346940.417240.38322...0.000380.382850.383040.3831570.15241NaNNaNNaNNaNNaN
12012-05-0420121250NoneNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
22012-05-0520121260NoneNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
32012-05-06201212718alligatorriver_2012_05_06_120108.jpg98.56315114.3657158.607850.421180.36298...0.011980.373160.376400.3795171.00152NaNNaNNaNNaNNaN
42012-05-07201212822alligatorriver_2012_05_07_120109.jpg104.66830114.4269957.992940.412960.37774...0.003920.378190.380440.3841271.27531NaNNaNNaNNaNNaN
\n", "

5 rows × 32 columns

\n", "
" ], "text/plain": [ " date year doy image_count midday_filename \\\n", "0 2012-05-03 2012 124 2 alligatorriver_2012_05_03_120110.jpg \n", "1 2012-05-04 2012 125 0 None \n", "2 2012-05-05 2012 126 0 None \n", "3 2012-05-06 2012 127 18 alligatorriver_2012_05_06_120108.jpg \n", "4 2012-05-07 2012 128 22 alligatorriver_2012_05_07_120109.jpg \n", "\n", " midday_r midday_g midday_b midday_gcc midday_rcc ... \\\n", "0 106.30031 115.73730 55.34694 0.41724 0.38322 ... \n", "1 NaN NaN NaN NaN NaN ... \n", "2 NaN NaN NaN NaN NaN ... \n", "3 98.56315 114.36571 58.60785 0.42118 0.36298 ... \n", "4 104.66830 114.42699 57.99294 0.41296 0.37774 ... \n", "\n", " rcc_std rcc_50 rcc_75 rcc_90 max_solar_elev snow_flag \\\n", "0 0.00038 0.38285 0.38304 0.38315 70.15241 NaN \n", "1 NaN NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN NaN \n", "3 0.01198 0.37316 0.37640 0.37951 71.00152 NaN \n", "4 0.00392 0.37819 0.38044 0.38412 71.27531 NaN \n", "\n", " outlierflag_gcc_mean outlierflag_gcc_50 outlierflag_gcc_75 \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "3 NaN NaN NaN \n", "4 NaN NaN NaN \n", "\n", " outlierflag_gcc_90 \n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "\n", "[5 rows x 32 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with open(infile,'r') as fd:\n", " df = pd.read_csv(fd, comment='#', parse_dates=[0])\n", "\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7IAAAENCAYAAAAyg1l9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot('date', ['gcc_90'], figsize=(16,4),\n", " grid=True, style=['g'] )\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That was pretty simple. Now try to read directly from a URL to see if we get the same result. This has the advantage that you always get the latest version of the file which is updated nightly." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "https://phenocam.sr.unh.edu/data/archive/alligatorriver/ROI/alligatorriver_DB_0001_1day.csv\n" ] } ], "source": [ "url = \"https://phenocam.sr.unh.edu/data/archive/{}/ROI/{}_{}_1day.csv\"\n", "url = url.format(sitename, sitename, roiname)\n", "print url" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `requests` package to read the CSV file from the URL." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
dateyeardoyimage_countmidday_filenamemidday_rmidday_gmidday_bmidday_gccmidday_rcc...rcc_stdrcc_50rcc_75rcc_90max_solar_elevsnow_flagoutlierflag_gcc_meanoutlierflag_gcc_50outlierflag_gcc_75outlierflag_gcc_90
02012-05-0320121242alligatorriver_2012_05_03_120110.jpg106.30031115.7373055.346940.417240.38322...0.000380.382850.383040.3831570.15241NaNNaNNaNNaNNaN
12012-05-0420121250NoneNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
22012-05-0520121260NoneNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
32012-05-06201212717alligatorriver_2012_05_06_120108.jpg98.56315114.3657158.607850.421180.36298...0.009540.373240.376410.3795871.00152NaNNaNNaNNaNNaN
42012-05-07201212821alligatorriver_2012_05_07_120109.jpg104.66830114.4269957.992940.412960.37774...0.003290.377740.380160.3830171.27531NaNNaNNaNNaNNaN
\n", "

5 rows × 32 columns

\n", "
" ], "text/plain": [ " date year doy image_count midday_filename \\\n", "0 2012-05-03 2012 124 2 alligatorriver_2012_05_03_120110.jpg \n", "1 2012-05-04 2012 125 0 None \n", "2 2012-05-05 2012 126 0 None \n", "3 2012-05-06 2012 127 17 alligatorriver_2012_05_06_120108.jpg \n", "4 2012-05-07 2012 128 21 alligatorriver_2012_05_07_120109.jpg \n", "\n", " midday_r midday_g midday_b midday_gcc midday_rcc ... \\\n", "0 106.30031 115.73730 55.34694 0.41724 0.38322 ... \n", "1 NaN NaN NaN NaN NaN ... \n", "2 NaN NaN NaN NaN NaN ... \n", "3 98.56315 114.36571 58.60785 0.42118 0.36298 ... \n", "4 104.66830 114.42699 57.99294 0.41296 0.37774 ... \n", "\n", " rcc_std rcc_50 rcc_75 rcc_90 max_solar_elev snow_flag \\\n", "0 0.00038 0.38285 0.38304 0.38315 70.15241 NaN \n", "1 NaN NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN NaN \n", "3 0.00954 0.37324 0.37641 0.37958 71.00152 NaN \n", "4 0.00329 0.37774 0.38016 0.38301 71.27531 NaN \n", "\n", " outlierflag_gcc_mean outlierflag_gcc_50 outlierflag_gcc_75 \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "3 NaN NaN NaN \n", "4 NaN NaN NaN \n", "\n", " outlierflag_gcc_90 \n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "\n", "[5 rows x 32 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "response = requests.get(url)\n", "fd = StringIO.StringIO(response.text)\n", "df = pd.read_csv(fd, comment='#', parse_dates=[0])\n", "fd.close\n", "df[0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If necessary we'll need to convert nodata values." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df[df['gcc_90'] == -9999.].gcc_90 = np.nan" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7IAAAENCAYAAAAyg1l9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAICjEGQBAAAAAI5CkAUAAAAAOMpf6JiQwrip4+sAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot('date', ['gcc_90'], figsize=(16,4),\n", " grid=True, style=['g'] )\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can look at other columns and also filter the data in a variety of ways. Recently we had a site where the number of images varied a lot over time. Let's look at how consistent the number of images for the alligator river site. The image_count reflects our brightness threshold which will eliminate images in the winter time when the days are shorter. But there are a number of other ways the image count can be reduced. The ability reliably extract a 90^th precentile value is dependent on the number of images available for a particular summary period." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6IAAAENCAYAAAAVLdiVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIAoAAAAAcNVfnKj22OSC7McAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot('date','image_count', figsize=(16,4), style='b')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One possibility would be to filter the data for summary periods which had at least 10 images. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7IAAAEDCAYAAAAIiTgNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df10 = df[df['image_count'] >= 10]\n", "df10.plot('date', ['gcc_90'], figsize=(16,4),\n", " grid=True, style=['g'] )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks a little cleaner especially for the 2013 season. " ] }, { "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": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 1 }