{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PhenoCam \"roistats\" Files\n", "\n", "Here's a python notebook demonstrating how to read in and plot an \"roistats\" file (formerly referred to as the \"all image\" file) using python. In this case I'm using the all image file from the alligatorriver site. The all image files are in CSV format and can be read directly from the site using a URL. First try reading directly from a file." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alligatorriver_DB_0001_roistats.csv\n" ] } ], "source": [ "%matplotlib inline\n", "\n", "import os, sys\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\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 = \"{}_{}_roistats.csv\".format(sitename, roiname)\n", "print infile" ] }, { "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": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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date_local_std_timedoyfilenamesolar_elevexposuremask_indexgccrccr_meanr_std...b_5_qtlb_10_qtlb_25_qtlb_50_qtlb_75_qtlb_90_qtlb_95_qtlr_g_correlg_b_correlb_r_correl
02012-05-03 11:31:16124alligatorriver_2012_05_03_113116.jpg69.10992NaN10.414390.38247106.4886142.40910...082953791061240.985280.918970.93210
12012-05-03 12:01:10124alligatorriver_2012_05_03_120110.jpg70.15241NaN10.417240.38322106.3003143.31611...062852771051240.984690.918920.93140
22012-05-06 07:31:09127alligatorriver_2012_05_06_073109.jpg27.97539NaN10.420630.3615595.3241627.79097...1827415672891000.982170.902380.93948
32012-05-06 08:01:09127alligatorriver_2012_05_06_080109.jpg34.05378NaN10.423460.3799799.6305729.50702...101934506785980.981200.903730.93859
42012-05-06 08:31:09127alligatorriver_2012_05_06_083109.jpg40.10441NaN10.422460.3732494.9991130.65976...818335068881010.980700.900470.93602
\n", "

5 rows × 38 columns

\n", "
" ], "text/plain": [ " date_local_std_time doy filename solar_elev \\\n", "0 2012-05-03 11:31:16 124 alligatorriver_2012_05_03_113116.jpg 69.10992 \n", "1 2012-05-03 12:01:10 124 alligatorriver_2012_05_03_120110.jpg 70.15241 \n", "2 2012-05-06 07:31:09 127 alligatorriver_2012_05_06_073109.jpg 27.97539 \n", "3 2012-05-06 08:01:09 127 alligatorriver_2012_05_06_080109.jpg 34.05378 \n", "4 2012-05-06 08:31:09 127 alligatorriver_2012_05_06_083109.jpg 40.10441 \n", "\n", " exposure mask_index gcc rcc r_mean r_std ... \\\n", "0 NaN 1 0.41439 0.38247 106.48861 42.40910 ... \n", "1 NaN 1 0.41724 0.38322 106.30031 43.31611 ... \n", "2 NaN 1 0.42063 0.36155 95.32416 27.79097 ... \n", "3 NaN 1 0.42346 0.37997 99.63057 29.50702 ... \n", "4 NaN 1 0.42246 0.37324 94.99911 30.65976 ... \n", "\n", " b_5_qtl b_10_qtl b_25_qtl b_50_qtl b_75_qtl b_90_qtl b_95_qtl \\\n", "0 0 8 29 53 79 106 124 \n", "1 0 6 28 52 77 105 124 \n", "2 18 27 41 56 72 89 100 \n", "3 10 19 34 50 67 85 98 \n", "4 8 18 33 50 68 88 101 \n", "\n", " r_g_correl g_b_correl b_r_correl \n", "0 0.98528 0.91897 0.93210 \n", "1 0.98469 0.91892 0.93140 \n", "2 0.98217 0.90238 0.93948 \n", "3 0.98120 0.90373 0.93859 \n", "4 0.98070 0.90047 0.93602 \n", "\n", "[5 rows x 38 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with open(infile,'r') as fd:\n", " df = pd.read_csv(fd, comment='#', parse_dates=[[0,1]])\n", "\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, that worked. The date times seem to be a problem for plotting in pandas so I'm going to drop back to using matplotlib directly." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = df.date_local_std_time\n", "y = df.gcc\n", "plt.figure(figsize=[16,4])\n", "plt.plot_date(x, y, 'k.', markersize=.5)" ] }, { "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": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "https://phenocam.sr.unh.edu/data/archive/alligatorriver/ROI/alligatorriver_DB_0001_roistats.csv\n" ] } ], "source": [ "url = \"https://phenocam.sr.unh.edu/data/archive/{}/ROI/{}\"\n", "url = url.format(sitename, infile)\n", "print url" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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date_local_std_timedoyfilenamesolar_elevexposuremask_indexgccrccr_meanr_std...b_5_qtlb_10_qtlb_25_qtlb_50_qtlb_75_qtlb_90_qtlb_95_qtlr_g_correlg_b_correlb_r_correl
02012-05-03 11:31:16124alligatorriver_2012_05_03_113116.jpg69.10992NaN10.414390.38247106.4886142.40910...0.08.029.053.079.0106.0124.00.985280.918970.93210
12012-05-03 12:01:10124alligatorriver_2012_05_03_120110.jpg70.15241NaN10.417240.38322106.3003143.31611...0.06.028.052.077.0105.0124.00.984690.918920.93140
22012-05-06 07:31:09127alligatorriver_2012_05_06_073109.jpg27.97539NaN10.420630.3615595.3241627.79097...18.027.041.056.072.089.0100.00.982170.902380.93948
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3 rows × 38 columns

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" ], "text/plain": [ " date_local_std_time doy filename solar_elev \\\n", "0 2012-05-03 11:31:16 124 alligatorriver_2012_05_03_113116.jpg 69.10992 \n", "1 2012-05-03 12:01:10 124 alligatorriver_2012_05_03_120110.jpg 70.15241 \n", "2 2012-05-06 07:31:09 127 alligatorriver_2012_05_06_073109.jpg 27.97539 \n", "\n", " exposure mask_index gcc rcc r_mean r_std ... \\\n", "0 NaN 1 0.41439 0.38247 106.48861 42.40910 ... \n", "1 NaN 1 0.41724 0.38322 106.30031 43.31611 ... \n", "2 NaN 1 0.42063 0.36155 95.32416 27.79097 ... \n", "\n", " b_5_qtl b_10_qtl b_25_qtl b_50_qtl b_75_qtl b_90_qtl b_95_qtl \\\n", "0 0.0 8.0 29.0 53.0 79.0 106.0 124.0 \n", "1 0.0 6.0 28.0 52.0 77.0 105.0 124.0 \n", "2 18.0 27.0 41.0 56.0 72.0 89.0 100.0 \n", "\n", " r_g_correl g_b_correl b_r_correl \n", "0 0.98528 0.91897 0.93210 \n", "1 0.98469 0.91892 0.93140 \n", "2 0.98217 0.90238 0.93948 \n", "\n", "[3 rows x 38 columns]" ] }, "execution_count": 5, "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=[[0,1]])\n", "fd.close\n", "df[0:3]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = df.date_local_std_time\n", "y = df.gcc\n", "plt.figure(figsize=[16,4])\n", "plt.plot_date(x, y, 'k.', markersize=.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I finally figured out how to plot this using pandas. It's pretty simple once you know what you need to do." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.index = df.date_local_std_time\n", "df.gcc.plot(style='k.', markersize=.5, figsize=[16,4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the data frame is indexed with the datetime other values can also be plotted as a function of time." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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